{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import re\n",
    "import string\n",
    "import time\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import json\n",
    "import pickle\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim_models as gensimvis\n",
    "import gensim\n",
    "\n",
    "import nltk\n",
    "from nltk.tokenize import word_tokenize\n",
    "\n",
    "from Sastrawi.Stemmer.StemmerFactory import StemmerFactory\n",
    "from Sastrawi.StopWordRemover.StopWordRemoverFactory import StopWordRemoverFactory\n",
    "from wordcloud import WordCloud\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "\n",
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "from joblib import dump, load\n",
    "\n",
    "from gensim import corpora, models\n",
    "from gensim.models import LdaModel\n",
    "from gensim.models.coherencemodel import CoherenceModel\n",
    "from gensim.models.phrases import Phrases, Phraser\n",
    "\n",
    "import ast"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('datasetv2.csv')\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EDA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "menghitung total nilai yang null"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"Jumlah missing values:\\n\", data.isnull().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "visualisasi distribusi data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rating_counts = data['rating'].value_counts().sort_index()\n",
    "\n",
    "plt.figure(figsize=(7, 4))\n",
    "bars = plt.bar(rating_counts.index, rating_counts.values, color='skyblue')\n",
    "plt.xlabel(\"Rating\")\n",
    "plt.ylabel(\"Jumlah\")\n",
    "plt.title(\"Distribusi Rating Ulasan Sunscreen Merek Lokal\")\n",
    "plt.xticks(rating_counts.index)  # Mengatur label pada sumbu x\n",
    "\n",
    "for bar in bars:\n",
    "    yval = bar.get_height()\n",
    "    plt.text(bar.get_x() + bar.get_width() / 2, yval, str(yval), ha='center', va='bottom')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "melakukan pengecekan apakah ada data yang sama, melakukan perhitungan jumlah ulasan yang duplikasi dan selanjutnya hapus duplikasi ulasan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop_duplicates(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "sebelum melakukan penghapusan duplikasi data berjumlah 1988, setelah melakukan penghapusan jumlah data yaitu 1988-600=1388"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "simpan file data yang sudah diseleksi, yang kemudian data akan melalui tahapan labeling secara manual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Simpan ke file CSV baru\n",
    "data.to_csv('hasil/selected_new.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Labeled Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"hasil\\labeled_data.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"Jumlah missing values:\\n\", df.isnull().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dari proses pelabelan, didapatkan jumlah data pada masing-masing label yaitu sebagai berikut:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "label_counts = df['label'].value_counts().sort_index()\n",
    "\n",
    "plt.figure(figsize=(6, 5))\n",
    "colors = ['#3B4CC0', '#6486D1', '#AFC8E7', '#F4A582', '#B2182B']\n",
    "bars = plt.bar(label_counts.index, label_counts.values, color=colors)\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.bar_label(bars, fmt='%d', label_type='edge', fontsize=8, padding=3)\n",
    "\n",
    "plt.xlabel(\"Label\")\n",
    "plt.ylabel(\"Jumlah\")\n",
    "plt.title(\"Distribusi Label Ulasan Sunscreen Merek Lokal\")\n",
    "plt.xticks(label_counts.index)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Distribusi ulasan positif dan negatif berdasarkan rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "distribusi = df.groupby(['rating', 'label']).size().unstack(fill_value=0)\n",
    "\n",
    "ax = distribusi.plot(kind='bar', colormap='coolwarm', figsize=(10,4)) # membuat plot grouped bar chart\n",
    "for container in ax.containers: # menambahkan label pada setiap bar\n",
    "    ax.bar_label(container, fmt='%d', label_type='edge', fontsize=8, padding=3)\n",
    "\n",
    "# label dan judul\n",
    "plt.xlabel('Rating')\n",
    "plt.ylabel('Jumlah Ulasan')\n",
    "plt.title('Distribusi Ulasan Positif dan Negatif Berdasarkan Rating')\n",
    "plt.legend(['Negatif', 'Positif'], title='Label')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pre-processing Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Case Folding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "mengubah kapital menjadi huruf kecil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lowercasing_text(text):\n",
    "    text = text.lower() # convert into lower case\n",
    "    return text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['lowercased_text'] = df['text_content'].apply(lowercasing_text)\n",
    "pd.options.display.max_colwidth = 200\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Simpan ke file excel baru\n",
    "df.to_excel('hasil/lowercased_new.xlsx', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normalization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "tahapan ini yaitu melakukan normalisasi pada kata singkat dan tidak baku, untuk daftar kata dibuat sendiri setelah melakukan pengamatan pada dataset, yang kemudian disimpan dalam file word_correction.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_correction_text(file_path):\n",
    "    correction_dict = {}\n",
    "    with open(file_path, 'r', encoding='utf-8') as file:\n",
    "        for line in file:\n",
    "            parts = line.strip().split(':')\n",
    "            if len(parts) == 2:\n",
    "                correction_dict[parts[0].strip()] = parts[1].strip()\n",
    "    return correction_dict\n",
    "\n",
    "def normalize_text(text, correction_dict):    \n",
    "    if not isinstance(text, str):\n",
    "        return text  \n",
    "\n",
    "    pattern = re.compile(r'\\b(' + '|'.join(re.escape(k) for k in correction_dict.keys()) + r')\\b')    \n",
    "    normalized_text = pattern.sub(lambda x: correction_dict.get(x.group(), x.group()), text)\n",
    "    \n",
    "    return normalized_text\n",
    "\n",
    "correction_dict = load_correction_text('dictionary\\word_correction.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['normalized_text'] = df['lowercased_text'].apply(lambda x: normalize_text(x, correction_dict))\n",
    "\n",
    "hasil_normalisasi = df[['lowercased_text', 'normalized_text']]\n",
    "pd.options.display.max_colwidth = 600\n",
    "hasil_normalisasi.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('hasil/normalized_new.xlsx', index=False) #simpan hasil lowercase dan normalisasi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "teks yang sudah melalui tahapan normalisasi selanjutnya akan dilakukan pembersihan karakter-karakter tidak penting (tagar, angka, @username, dll) serta stopwords yang tidak dibutuhkan untuk proses klasifikasi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### remove karakter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cleaning_text(text):\n",
    "        \n",
    "    text = re.sub(r'[@#]\\w+', ' ', text)  # Menghapus mention (@username) dan tagar (#hashtag)\n",
    "    text = re.sub(r'[^a-zA-Z\\s]', ' ', text)  # Menghapus karakter non-alfabet dan angka dan ganti menjadi spasi\n",
    "    text = re.sub(r'\\s+', ' ', text).strip()  # Menghapus spasi berlebih\n",
    "\n",
    "    return text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['filtered_text'] = df['normalized_text'].apply(cleaning_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hasil_cleaning = df[['normalized_text', 'filtered_text']]\n",
    "pd.options.display.max_colwidth = 600\n",
    "hasil_cleaning.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.iloc[100][\"filtered_text\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('hasil/cleaning_new.xlsx', index=False) ## Simpan ke file excel baru"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### stopwords"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "daftar stopwords didapatkan dari library Sastrawi serta membuat daftar stopwords secara mandiri, dua daftar ini kemudian akan digabungkan untuk memperkaya list stopwords yang perlu dihapus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# mengambil daftar stopwords bawaan dari lib sastrawi\n",
    "stopword_factory = StopWordRemoverFactory() \n",
    "stopwords = set(stopword_factory.get_stop_words())\n",
    "\n",
    "# menyimpan daftar stopwords sastrawi dalam file json\n",
    "with open(\"dictionary\\default_stopwords.json\", \"w\") as file:\n",
    "    json.dump(sorted(stopwords), file, indent=4)\n",
    "\n",
    "print(sorted(stopwords))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "gabungkan file stopwords sastrawi dengan banned_words.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load stopwords tambahan dari file banned_words.txt\n",
    "additional_stopwords = set()\n",
    "with open(\"dictionary/banned_words.txt\", \"r\", encoding=\"utf-8\") as file:\n",
    "    additional_stopwords.update(word.strip().lower() for word in file if word.strip())\n",
    "\n",
    "# menggabungkan stopwords bawaan dengan stopwords tambahan (hapus duplikat)\n",
    "stopwords.update(additional_stopwords)\n",
    "\n",
    "# menyimpan daftar stopwords ke file JSON\n",
    "with open(\"dictionary/stopwords_klasifikasi.json\", \"w\", encoding=\"utf-8\") as file:\n",
    "    json.dump(sorted(stopwords), file, indent=4, ensure_ascii=False)\n",
    "\n",
    "print(\"Daftar stopwords telah disimpan dalam stopwords.json\")\n",
    "print(sorted(stopwords))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "mengedit daftar stopwords yang telah digabungkan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# menghapus word pada stopwords\n",
    "def remove_words(words):\n",
    "    removed_words = [word for word in words if word in stopwords]\n",
    "    stopwords.difference_update(words)\n",
    "    print(f\"Kata-kata berikut telah dihapus dari daftar stopwords: {', '.join(removed_words)}\")\n",
    "\n",
    "# penghapusan beberapa kata pada stopwords\n",
    "remove_words([\"apalagi\", \"bagaimanapun\", \"belum\", \"boleh\", \"dalam\", \"daripada\", \"dimana\", \"hanya\", \"harus\", \"ingin\",\n",
    "              \"ketika\", \"lagi\", \"masih\", \"pasti\", \"sampai\", \"sebelum\", \"seharusnya\", \"sesudah\", \"setelah\", \"selain\", \n",
    "              \"selagi\", \"setiap\", \"setidaknya\", \"supaya\", \"tanpa\", \"tapi\", \"tetapi\", \"tidak\", \"tolong\"])\n",
    "\n",
    "# menyimpan daftar stopwords ke file JSON setelah melakukan penghapusan dengan nama stopwords_update.json\n",
    "with open(\"dictionary/stopwords_klasifikasi.json\", \"w\", encoding=\"utf-8\") as file:\n",
    "    json.dump(sorted(stopwords), file, indent=4, ensure_ascii=False)\n",
    "\n",
    "print(sorted(stopwords))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_stopwords(text):    \n",
    "    words = text.split()  # Pisahkan kata-kata dalam teks\n",
    "    cleaned_words = [word for word in words if word.lower() not in stopwords]  # Hapus stopwords\n",
    "    return \" \".join(cleaned_words)  # Gabungkan kembali kata-kata yang tersisa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['filtered_text'] = df['filtered_text'].apply(remove_stopwords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hasil_removestopwords = df[['normalized_text', 'filtered_text']]\n",
    "pd.options.display.max_colwidth = 600\n",
    "hasil_removestopwords.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.iloc[1000][\"filtered_text\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('hasil/stopwords_new.xlsx', index=False) \n",
    "df.to_csv('hasil/filtered_new.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tokenizing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "tokenizing, mengurai kalimat menjadi kata atau token"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tokenizing_text(text):\n",
    "    text = word_tokenize(text)\n",
    "    return text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['tokens'] = df['filtered_text'].apply(tokenizing_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hasil_tokenisasi = df[['filtered_text', 'tokens']]\n",
    "pd.options.display.max_colwidth = 600\n",
    "hasil_tokenisasi.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.to_csv('hasil/tokenized_text.csv', index=False)\n",
    "# df.to_excel('hasil/tokenisasi_new.xlsx', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stemming"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "stemming, menghapus inmbuhan pada kata dan mengubahnya menjadi bentuk pertama (dasar). pada tahap ini memanfaatkan library Sastrawi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "def stemming_text(tokens):\n",
    "    factory = StemmerFactory()\n",
    "    stemmer = factory.create_stemmer()\n",
    "    return [stemmer.stem(word) for word in tokens]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['stemmed_text'] = df['tokens'].apply(stemming_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hasil_stemming = df[['tokens', 'stemmed_text']]\n",
    "pd.options.display.max_colwidth = 600\n",
    "hasil_stemming.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ini buat dokumentasi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.to_excel('hasil/stemming.xlsx', index=False)\n",
    "# df.to_csv('hasil/cleaned_data.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fungsi stemming buat untuk pipeline\n",
    "\n",
    "def stemming(tokens):\n",
    "    factory = StemmerFactory()\n",
    "    stemmer = factory.create_stemmer()\n",
    "    stemmed_tokens = [stemmer.stem(word) for word in tokens]\n",
    "    return ' '.join(stemmed_tokens)  # Kembalikan string"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.read_csv('hasil/cleaned_data.csv')\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prep Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### annotate data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "untuk label positif akan diubah menjadi 1 sedangkan negatif diubah menjadi -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.label.replace(['negatif','positif'], [-1,1], inplace=True)\n",
    "dataset.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset['label'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = dataset[['stemmed_text', 'label']]\n",
    "dataset.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "menyeimbangkan antara data negatif dan positif, hal ini dilakukan agar tidak terjadi bias terhadap kelas yang memiliki lebih banyak data saat melakukan training model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"Jumlah data berlabel positif sebelum drop:\", dataset[\"label\"].value_counts()[1])\n",
    "print(\"Jumlah data berlabel negatif sebelum drop:\", dataset[\"label\"].value_counts()[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = dataset.drop(dataset[dataset.label == 1].index[:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"Jumlah data berlabel positif setelah drop:\", dataset[\"label\"].value_counts()[1])\n",
    "print(\"Jumlah data berlabel negatif setelah drop:\", dataset[\"label\"].value_counts()[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### split data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "memisahkan fitur (X) dan target (y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = dataset.stemmed_text\n",
    "y = dataset.label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "membagi data training dan data testing dengan perbandingan 80:20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# tampilkan hasil pembagian\n",
    "print(f\"Jumlah data training: {len(X_train)}\")\n",
    "print(f\"Jumlah data testing: {len(X_test)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"jumlah label di data training:\\n\", y_train.value_counts())\n",
    "print(\"jumlah label di data testing\", y_test.value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TF-IDF"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "melakukan pembobotan pada kata dengan TF-IDF, hal ini bertujuan untuk memberikan bobot yang lebih besar pada kata yang sering muncul dalam satu dokumen (ulasan) tetapi jarang muncul di dokumen lain."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectoriser = TfidfVectorizer()\n",
    "X_train_tfidf = vectoriser.fit_transform(X_train) # fit dan transform hanya pada x_train\n",
    "X_test_tfidf= vectoriser.transform(X_test) # transform x_test menggunakan vektor dari x_train\n",
    "\n",
    "# Menampilkan jumlah fitur yang dihasilkan\n",
    "print(f\"Jumlah fitur TF-IDF: {len(vectoriser.get_feature_names_out())}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # konversi TF-IDF matrix ke DataFrame\n",
    "# df_tfidf_train = pd.DataFrame(X_train_tfidf.toarray(), columns=vectoriser.get_feature_names_out())\n",
    "# df_tfidf_test = pd.DataFrame(X_test_tfidf.toarray(), columns=vectoriser.get_feature_names_out())\n",
    "\n",
    "# # simpan ke excel\n",
    "# df_tfidf_train.to_excel(\"0603/tfidf_train.xlsx\", index=False)\n",
    "# df_tfidf_test.to_excel(\"0603/tfidf_test.xlsx\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "svm = SVC(kernel='rbf')\n",
    "\n",
    "# Buat parameter grid untuk dicari\n",
    "param_grid = {\n",
    "    'C': [1, 1.25, 1.50, 1.75, 2],    # Rentang nilai C\n",
    "    'gamma': [0.2, 0.4, 0.6, 0.8] # Rentang nilai gamma\n",
    "}\n",
    "\n",
    "grid_search = GridSearchCV(svm, param_grid, cv=10, scoring='accuracy', n_jobs=-1, return_train_score=True) # Inisialisasi GridSearchCV\n",
    "grid_search.fit(X_train_tfidf, y_train) # Latih model dengan GridSearchCV\n",
    "\n",
    "\n",
    "print(\"\\nCross-Validation Results:\")\n",
    "print(pd.DataFrame(grid_search.cv_results_)[['param_C', 'param_gamma', 'mean_test_score', 'std_test_score', 'mean_train_score']].sort_values(by='mean_test_score', ascending=False))\n",
    "print(f\"Best Parameters: {grid_search.best_params_}\")\n",
    "print(f\"Best Accuracy: {grid_search.best_score_:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Latih ulang model dengan seluruh data latih\n",
    "best_svm = SVC(kernel='rbf', C=grid_search.best_params_['C'], gamma=grid_search.best_params_['gamma'])\n",
    "best_svm.fit(X_train_tfidf, y_train)\n",
    "\n",
    "# Evaluasi performa model terbaik\n",
    "y_tes_pred = best_svm.predict(X_test_tfidf)\n",
    "\n",
    "akurasi = accuracy_score(y_test, y_tes_pred)\n",
    "laporan = classification_report(y_test, y_tes_pred)\n",
    "\n",
    "print(f\"\\nFinal Model Test Accuracy: {akurasi:}\")\n",
    "print(\"Classification Report:\\n\", laporan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "svm = SVC(kernel='rbf', C=1, gamma=0.2) # inisialisasi model svm dengan kernel rbf\n",
    "svm.fit(X_train_tfidf, y_train) # latih model dengan data x dan y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = svm.predict(X_test_tfidf) # prediksi data text (X_test)\n",
    "\n",
    "accuracy = accuracy_score(y_test, y_pred) # evaluasi performa model pada data uji\n",
    "report = classification_report(y_test, y_pred)\n",
    "\n",
    "print(f\"\\nFinal Model Test Accuracy without CV: {accuracy:.4f}\")\n",
    "print(\"Classification Report:\\n\", report)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluasi Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = svm.predict(X_test_tfidf) # prediksi data text (X_test)\n",
    "\n",
    "accuracy = accuracy_score(y_test, y_pred) # evaluasi performa model pada data uji\n",
    "report = classification_report(y_test, y_pred)\n",
    "\n",
    "print(f\"\\nFinal Model Test Accuracy without CV: {accuracy:.4f}\")\n",
    "print(\"Classification Report:\\n\", report)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pipeline Preprocessing dan Classification SVM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "load dataset kotor yang sudah ada label (tidak ada data duplikat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"hasil\\labeled_data.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "cek duplikat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "annonate data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.label.replace(['negatif','positif'], [-1,1], inplace=True)\n",
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('hasil/anonate_data.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['label'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "drop data untuk menyeimbangkan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"Jumlah data berlabel positif sebelum drop:\", df[\"label\"].value_counts()[1])\n",
    "print(\"Jumlah data berlabel negatif sebelum drop:\", df[\"label\"].value_counts()[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "# menghapus data label yang bernilai 1, perbedaan data label neg dan pos tidak lebih dari 10%\n",
    "df = df.drop(df[df['label'] == 1].index[:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"Jumlah data berlabel positif setelah drop:\", df[\"label\"].value_counts()[1])\n",
    "print(\"Jumlah data berlabel negatif setelah drop:\", df[\"label\"].value_counts()[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "tentukan fitur dan target"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "percobaan make file anonate_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.text_content\n",
    "y = df.label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "split data dengan ketentuan 80:20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# tampilkan hasil pembagian\n",
    "print(f\"Jumlah data training: {len(X_train)}\")\n",
    "print(f\"Jumlah data testing: {len(X_test)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"jumlah label di data training:\\n\", y_train.value_counts())\n",
    "print(\"jumlah label di data testing\", y_test.value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "gabungkan semua fungsi preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Definisikan fungsi preprocessing gabungan\n",
    "def text_preprocessing(text):\n",
    "    correction_dict = load_correction_text('dictionary\\word_correction.txt')\n",
    "    \n",
    "    text = lowercasing_text(text)\n",
    "    text = normalize_text(text, correction_dict)\n",
    "    text = cleaning_text(text)\n",
    "    text = remove_stopwords(text)\n",
    "    tokens = tokenizing_text(text) # hasilnya berupa token\n",
    "    text = stemming(tokens) # hasilnya nanti jadi string lagi\n",
    "    return text # output berupa string"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "buat pipeline dari preprocessing sampai klasifikasi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "svm = SVC(kernel='rbf', C=1, gamma=0.2) # inisialisasi model svm dengan kernel rbf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "# membuat pipeline\n",
    "svm_pipeline = Pipeline([\n",
    "    ('preprocess', TfidfVectorizer(preprocessor=text_preprocessing)),\n",
    "    ('svm', svm)\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "training model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Latih model\n",
    "svm_pipeline.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "evaluasi model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Evaluasi\n",
    "y_pred = svm_pipeline.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, y_pred) # evaluasi performa model pada data uji\n",
    "\n",
    "print(f\"\\nTest Accuracy: {accuracy:.4f}\")\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# menghitung confusion matrix\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "\n",
    "print(\"Confusion Matrix:\")\n",
    "print(cm)\n",
    "\n",
    "# visualisasi confusion matrix\n",
    "plt.figure(figsize=(6,5))\n",
    "sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=['Negatif', 'Positif'], yticklabels=['Negatif', 'Positif'])\n",
    "plt.xlabel(\"Prediksi\")\n",
    "plt.ylabel(\"Aktual\")\n",
    "plt.title(\"Confusion Matrix\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "save model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dump(svm_pipeline, 'revisi/svm_model_0903.joblib')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predict Label Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Memuat model kembali\n",
    "svm_loaded = load('revisi/svm_model_0903.joblib')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Baca file CSV (ganti dengan path file CSV kamu)\n",
    "data = pd.read_csv('revisi/dataset1003.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# teks ulasan yang diprediksi berada pada kolom text_content\n",
    "texts = data.text_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# prediksi sentimen\n",
    "predictions = svm_loaded.predict(texts)\n",
    "\n",
    "# tambahkan hasil prediksi ke DataFrame\n",
    "data['label'] = predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.label.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_excel('revisi\\predict1003.xlsx', index=False)\n",
    "data.to_csv('revisi\\predict1003.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [\"telah pakai produk ikut rasa whitecast sangat pedih mata buat muka minyak padahal tipe muka \"\n",
    "\"normal kombinasi terus buat muka jadi kusam telah pakai terus efek panas kulit\"]\n",
    "prediction = svm_loaded.predict(data)\n",
    "\n",
    "# hasil prediksi dengan label yang sesuai\n",
    "label = \"Positif\" if prediction[0] == 1 else \"Negatif\" if prediction[0] == -1 else \"Tidak Diketahui\"\n",
    "print(\"Hasil prediksi sentimen:\", label)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Topic Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('revisi/predict1003.csv')\n",
    "data.label.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "valid predict merupakan data hasil prediksi yang telah divalidasi oleh pakar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>kategori_usia</th>\n",
       "      <th>rating</th>\n",
       "      <th>text_content</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>Aku punya yang packaging nya mungil ( travel s...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>THIS IS ONE OF THE BEST &amp; UNDERRATED SUNSCREEN...</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>4</td>\n",
       "      <td>Cepet ngeresap dan gampang diblend ga bikin mu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30 - 34</td>\n",
       "      <td>Dewasa Akhir</td>\n",
       "      <td>4</td>\n",
       "      <td>Teksturnya ringan, mudah diratakan, dan cepat ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>Ini aku salah beli deh, ternyata lebih cocok u...</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       age kategori_usia  rating  \\\n",
       "0  19 - 24        Remaja       5   \n",
       "1  19 - 24        Remaja       5   \n",
       "2  19 - 24        Remaja       4   \n",
       "3  30 - 34  Dewasa Akhir       4   \n",
       "4  25 - 29   Dewasa Awal       3   \n",
       "\n",
       "                                        text_content  label  \n",
       "0  Aku punya yang packaging nya mungil ( travel s...      1  \n",
       "1  THIS IS ONE OF THE BEST & UNDERRATED SUNSCREEN...     -1  \n",
       "2  Cepet ngeresap dan gampang diblend ga bikin mu...      1  \n",
       "3  Teksturnya ringan, mudah diratakan, dan cepat ...      1  \n",
       "4  Ini aku salah beli deh, ternyata lebih cocok u...     -1  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('revisi/predict1003_age.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "label\n",
       "-1    673\n",
       " 1    620\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.label.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>kategori_usia</th>\n",
       "      <th>rating</th>\n",
       "      <th>text_content</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>Aku punya yang packaging nya mungil ( travel s...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>4</td>\n",
       "      <td>Cepet ngeresap dan gampang diblend ga bikin mu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       age kategori_usia  rating  \\\n",
       "0  19 - 24        Remaja       5   \n",
       "2  19 - 24        Remaja       4   \n",
       "\n",
       "                                        text_content  label  \n",
       "0  Aku punya yang packaging nya mungil ( travel s...      1  \n",
       "2  Cepet ngeresap dan gampang diblend ga bikin mu...      1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "post_text = df[df['label'] == 1]\n",
    "post_text.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>kategori_usia</th>\n",
       "      <th>rating</th>\n",
       "      <th>text_content</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>THIS IS ONE OF THE BEST &amp; UNDERRATED SUNSCREEN...</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>Ini aku salah beli deh, ternyata lebih cocok u...</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       age kategori_usia  rating  \\\n",
       "1  19 - 24        Remaja       5   \n",
       "4  25 - 29   Dewasa Awal       3   \n",
       "\n",
       "                                        text_content  label  \n",
       "1  THIS IS ONE OF THE BEST & UNDERRATED SUNSCREEN...     -1  \n",
       "4  Ini aku salah beli deh, ternyata lebih cocok u...     -1  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neg_text = df[df['label'] == -1]\n",
    "neg_text.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# neg_text.to_csv('hasil/topicmodel_dataset.csv', index=False)\n",
    "neg_text.to_excel('negatif1003.xlsx', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cleaning Text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "fungsi praproses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "# case folding\n",
    "def lowercasing_text(text):\n",
    "    text = text.lower() # convert into lower case\n",
    "    return text # hasil lowercase disimpan dalam variabel text\n",
    "\n",
    "# normalisasi\n",
    "def load_correction_text(file_path):\n",
    "    correction_dict = {}\n",
    "    with open(file_path, 'r', encoding='utf-8') as file:\n",
    "        for line in file:\n",
    "            parts = line.strip().split(':')\n",
    "            if len(parts) == 2:\n",
    "                correction_dict[parts[0].strip()] = parts[1].strip()\n",
    "    return correction_dict\n",
    "\n",
    "def normalize_text(text, correction_dict):    \n",
    "    if not isinstance(text, str):\n",
    "        return text  \n",
    "    pattern = re.compile(r'\\b(' + '|'.join(re.escape(k) for k in correction_dict.keys()) + r')\\b')    \n",
    "    normalized_text = pattern.sub(lambda x: correction_dict.get(x.group(), x.group()), text)    \n",
    "    return normalized_text # hasil normalisasi disimpan dalam variabel normalized_text\n",
    "\n",
    "# filtering\n",
    "def cleaning_text(text):        \n",
    "    text = re.sub(r'[@#]\\w+', ' ', text)  # Menghapus mention (@username) dan tagar (#hashtag)\n",
    "    text = re.sub(r'[^a-zA-Z\\s]', ' ', text)  # Menghapus karakter non-alfabet dan angka dan ganti menjadi spasi\n",
    "    text = re.sub(r'\\s+', ' ', text).strip()  # Menghapus spasi berlebih\n",
    "    return text # hasil filtering disimpan dalam text   \n",
    "\n",
    "# tokenizing\n",
    "def tokenizing_text(text):\n",
    "    text = word_tokenize(text)\n",
    "    return text\n",
    "\n",
    "# stemming\n",
    "def stemming_text(tokens):\n",
    "    factory = StemmerFactory()\n",
    "    stemmer = factory.create_stemmer()\n",
    "    return [stemmer.stem(word) for word in tokens]\n",
    "\n",
    "# stopwords\n",
    "def remove_stopwords(tokens, stopwords):    \n",
    "    cleaned_words = [word for word in tokens if word.lower() not in stopwords]  # Hapus stopwords dari list\n",
    "    return cleaned_words  # Output tetap berupa list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "gabungkan semua fungsi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:3: SyntaxWarning: invalid escape sequence '\\w'\n",
      "<>:3: SyntaxWarning: invalid escape sequence '\\w'\n",
      "C:\\Users\\acer\\AppData\\Local\\Temp\\ipykernel_11460\\2993748101.py:3: SyntaxWarning: invalid escape sequence '\\w'\n",
      "  correction_dict = load_correction_text('dictionary\\word_correction.txt') # load file word_connection untuk dibaca\n"
     ]
    }
   ],
   "source": [
    "# Definisikan fungsi preprocessing gabungan\n",
    "def text_preprocessing(text, correction_file, stopwords_file):\n",
    "    correction_dict = load_correction_text('dictionary\\word_correction.txt') # load file word_connection untuk dibaca\n",
    "    with open('dictionary/stopwords_topic.json', 'r') as file:\n",
    "        stopwords = json.load(file)\n",
    "    \n",
    "    text = lowercasing_text(text)\n",
    "    text = normalize_text(text, correction_dict)\n",
    "    text = cleaning_text(text)    \n",
    "    tokens = tokenizing_text(text) # hasilnya berupa token\n",
    "    tokens = stemming_text(tokens) \n",
    "    tokens = remove_stopwords(tokens, stopwords)\n",
    "    \n",
    "    return tokens "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['text_cleaned'] = df['text_content'].apply(\n",
    "    lambda x: text_preprocessing(x, 'dictionary/word_correction.txt', 'dictionary/stopwords_topic.json')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('revisi/cleaneddata1803.xlsx', index=False)\n",
    "df.to_csv('revisi/cleaneddata1803.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1293, 6)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>kategori_usia</th>\n",
       "      <th>rating</th>\n",
       "      <th>text_content</th>\n",
       "      <th>label</th>\n",
       "      <th>text_cleaned</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>THIS IS ONE OF THE BEST &amp; UNDERRATED SUNSCREEN...</td>\n",
       "      <td>-1</td>\n",
       "      <td>[lama, hapus, tekstur, krim, matte, rata, ubah...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>Ini aku salah beli deh, ternyata lebih cocok u...</td>\n",
       "      <td>-1</td>\n",
       "      <td>[minyak, kering, kemas, bubuk, kering, benci]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       age kategori_usia  rating  \\\n",
       "1  19 - 24        Remaja       5   \n",
       "4  25 - 29   Dewasa Awal       3   \n",
       "\n",
       "                                        text_content  label  \\\n",
       "1  THIS IS ONE OF THE BEST & UNDERRATED SUNSCREEN...     -1   \n",
       "4  Ini aku salah beli deh, ternyata lebih cocok u...     -1   \n",
       "\n",
       "                                        text_cleaned  \n",
       "1  [lama, hapus, tekstur, krim, matte, rata, ubah...  \n",
       "4      [minyak, kering, kemas, bubuk, kering, benci]  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neg_text = df[df['label'] == -1]\n",
    "neg_text.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(673, 6)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neg_text.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>Aku punya yang packaging nya mungil ( travel s...</td>\n",
       "      <td>1</td>\n",
       "      <td>[kemas, kecil, tekstur, lembap, rata, bilang, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>4</td>\n",
       "      <td>Cepet ngeresap dan gampang diblend ga bikin mu...</td>\n",
       "      <td>1</td>\n",
       "      <td>[resap, rata, kusam, formulasi, rupa, waterbas...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       age kategori_usia  rating  \\\n",
       "0  19 - 24        Remaja       5   \n",
       "2  19 - 24        Remaja       4   \n",
       "\n",
       "                                        text_content  label  \\\n",
       "0  Aku punya yang packaging nya mungil ( travel s...      1   \n",
       "2  Cepet ngeresap dan gampang diblend ga bikin mu...      1   \n",
       "\n",
       "                                        text_cleaned  \n",
       "0  [kemas, kecil, tekstur, lembap, rata, bilang, ...  \n",
       "2  [resap, rata, kusam, formulasi, rupa, waterbas...  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "post_text = df[df['label'] == 1]\n",
    "post_text.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
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       "      <th>kategori_usia</th>\n",
       "      <th>rating</th>\n",
       "      <th>text_content</th>\n",
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       "      <th>0</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>Aku punya yang packaging nya mungil ( travel s...</td>\n",
       "      <td>1</td>\n",
       "      <td>[kemas, kecil, tekstur, lembap, rata, bilang, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>4</td>\n",
       "      <td>Cepet ngeresap dan gampang diblend ga bikin mu...</td>\n",
       "      <td>1</td>\n",
       "      <td>[resap, rata, kusam, formulasi, rupa, waterbas...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30 - 34</td>\n",
       "      <td>Dewasa Akhir</td>\n",
       "      <td>4</td>\n",
       "      <td>Teksturnya ringan, mudah diratakan, dan cepat ...</td>\n",
       "      <td>1</td>\n",
       "      <td>[tekstur, rata, serap, residu, putih, minyak, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>Teksturnya ringan, gampang diblend, gampang me...</td>\n",
       "      <td>1</td>\n",
       "      <td>[tekstur, rata, serap, whitecast, sehat, rias,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>35 - 39</td>\n",
       "      <td>Dewasa Akhir</td>\n",
       "      <td>5</td>\n",
       "      <td>pertama kali pake 3 tahun lalu, pas baru2 kelu...</td>\n",
       "      <td>1</td>\n",
       "      <td>[keluar, lama, bintik, coklat, hiperpigmentasi...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       age kategori_usia  rating  \\\n",
       "0  19 - 24        Remaja       5   \n",
       "2  19 - 24        Remaja       4   \n",
       "3  30 - 34  Dewasa Akhir       4   \n",
       "5  19 - 24        Remaja       5   \n",
       "6  35 - 39  Dewasa Akhir       5   \n",
       "\n",
       "                                        text_content  label  \\\n",
       "0  Aku punya yang packaging nya mungil ( travel s...      1   \n",
       "2  Cepet ngeresap dan gampang diblend ga bikin mu...      1   \n",
       "3  Teksturnya ringan, mudah diratakan, dan cepat ...      1   \n",
       "5  Teksturnya ringan, gampang diblend, gampang me...      1   \n",
       "6  pertama kali pake 3 tahun lalu, pas baru2 kelu...      1   \n",
       "\n",
       "                                        text_cleaned  \n",
       "0  [kemas, kecil, tekstur, lembap, rata, bilang, ...  \n",
       "2  [resap, rata, kusam, formulasi, rupa, waterbas...  \n",
       "3  [tekstur, rata, serap, residu, putih, minyak, ...  \n",
       "5  [tekstur, rata, serap, whitecast, sehat, rias,...  \n",
       "6  [keluar, lama, bintik, coklat, hiperpigmentasi...  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "post_text.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "neg_text.to_excel('revisi/cleaned_negatif1503.xlsx', index=False)\n",
    "neg_text.to_csv('revisi/cleaned_negatif1503.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# neg_text['text_clened'] = neg_text['text_content'].apply(\n",
    "#     lambda x: text_preprocessing(x, 'dictionary/word_correction.txt', 'dictionary/stopwords_topic.json')\n",
    "# )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dictionary and Corpus dengan TFIDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>kategori_usia</th>\n",
       "      <th>rating</th>\n",
       "      <th>text_content</th>\n",
       "      <th>label</th>\n",
       "      <th>text_cleaned</th>\n",
       "      <th>topic_number</th>\n",
       "      <th>topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>THIS IS ONE OF THE BEST &amp; UNDERRATED SUNSCREEN...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['lama', 'hapus', 'tekstur', 'krim', 'matte', ...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>Ini aku salah beli deh, ternyata lebih cocok u...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['minyak', 'kering', 'kemas', 'bubuk', 'kering...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>menurutku dengan harga yang lumayan agak price...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['harga', 'mahal', 'whitecast', 'parah', 'abu'...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>18 and Under</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>4</td>\n",
       "      <td>sunscreen pertama yang aku pakai saat mau nyob...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['whitecast', 'blend', 'tekstur', 'padat', 'ar...</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>4</td>\n",
       "      <td>aku cobain travel sizenya sunscreen ini. kulit...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['ribet', 'keren', 'matte', 'kecil', 'mahal', ...</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>30 - 34</td>\n",
       "      <td>Dewasa Akhir</td>\n",
       "      <td>3</td>\n",
       "      <td>cobain ini karena tertarik dengan klaim watery...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['tarik', 'encer', 'kemas', 'botol', 'lubang',...</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>Pertama yang aku notice itu aroma nya mirip su...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['aroma', 'aroma', 'alkohol', 'tekstur', 'gel'...</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>18 and Under</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>3</td>\n",
       "      <td>Sunscreen ini terlalu thick untuk skintype com...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['kental', 'minyak', 'lembap', 'kering', 'arom...</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>sunscreen wardah baru yang berbeda dengan yang...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['tekstur', 'cair', 'buka', 'tumpah', 'putih',...</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>4</td>\n",
       "      <td>Ini sunscreen tergolong oke banget sih untuk y...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['alkohol', 'formulasi', 'encer', 'buka', 'tum...</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>673 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              age kategori_usia  rating  \\\n",
       "0         19 - 24        Remaja       5   \n",
       "1         25 - 29   Dewasa Awal       3   \n",
       "2         25 - 29   Dewasa Awal       3   \n",
       "3    18 and Under        Remaja       4   \n",
       "4         25 - 29   Dewasa Awal       4   \n",
       "..            ...           ...     ...   \n",
       "668       30 - 34  Dewasa Akhir       3   \n",
       "669       25 - 29   Dewasa Awal       3   \n",
       "670  18 and Under        Remaja       3   \n",
       "671       25 - 29   Dewasa Awal       3   \n",
       "672       25 - 29   Dewasa Awal       4   \n",
       "\n",
       "                                          text_content  label  \\\n",
       "0    THIS IS ONE OF THE BEST & UNDERRATED SUNSCREEN...     -1   \n",
       "1    Ini aku salah beli deh, ternyata lebih cocok u...     -1   \n",
       "2    menurutku dengan harga yang lumayan agak price...     -1   \n",
       "3    sunscreen pertama yang aku pakai saat mau nyob...     -1   \n",
       "4    aku cobain travel sizenya sunscreen ini. kulit...     -1   \n",
       "..                                                 ...    ...   \n",
       "668  cobain ini karena tertarik dengan klaim watery...     -1   \n",
       "669  Pertama yang aku notice itu aroma nya mirip su...     -1   \n",
       "670  Sunscreen ini terlalu thick untuk skintype com...     -1   \n",
       "671  sunscreen wardah baru yang berbeda dengan yang...     -1   \n",
       "672  Ini sunscreen tergolong oke banget sih untuk y...     -1   \n",
       "\n",
       "                                          text_cleaned  topic_number  topic  \n",
       "0    ['lama', 'hapus', 'tekstur', 'krim', 'matte', ...             3      2  \n",
       "1    ['minyak', 'kering', 'kemas', 'bubuk', 'kering...             3      2  \n",
       "2    ['harga', 'mahal', 'whitecast', 'parah', 'abu'...             1      1  \n",
       "3    ['whitecast', 'blend', 'tekstur', 'padat', 'ar...             7      3  \n",
       "4    ['ribet', 'keren', 'matte', 'kecil', 'mahal', ...             8      2  \n",
       "..                                                 ...           ...    ...  \n",
       "668  ['tarik', 'encer', 'kemas', 'botol', 'lubang',...            10      5  \n",
       "669  ['aroma', 'aroma', 'alkohol', 'tekstur', 'gel'...             9      4  \n",
       "670  ['kental', 'minyak', 'lembap', 'kering', 'arom...            10      5  \n",
       "671  ['tekstur', 'cair', 'buka', 'tumpah', 'putih',...             9      4  \n",
       "672  ['alkohol', 'formulasi', 'encer', 'buka', 'tum...            10      5  \n",
       "\n",
       "[673 rows x 8 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neg_text = pd.read_csv('revisi/distribusitopik_alldata.csv')\n",
    "neg_text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "neg_text = neg_text.drop(['topic_number', 'topic'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>kategori_usia</th>\n",
       "      <th>rating</th>\n",
       "      <th>text_content</th>\n",
       "      <th>label</th>\n",
       "      <th>text_cleaned</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>THIS IS ONE OF THE BEST &amp; UNDERRATED SUNSCREEN...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['lama', 'hapus', 'tekstur', 'krim', 'matte', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>Ini aku salah beli deh, ternyata lebih cocok u...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['minyak', 'kering', 'kemas', 'bubuk', 'kering...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>menurutku dengan harga yang lumayan agak price...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['harga', 'mahal', 'whitecast', 'parah', 'abu'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>18 and Under</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>4</td>\n",
       "      <td>sunscreen pertama yang aku pakai saat mau nyob...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['whitecast', 'blend', 'tekstur', 'padat', 'ar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>4</td>\n",
       "      <td>aku cobain travel sizenya sunscreen ini. kulit...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['ribet', 'keren', 'matte', 'kecil', 'mahal', ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            age kategori_usia  rating  \\\n",
       "0       19 - 24        Remaja       5   \n",
       "1       25 - 29   Dewasa Awal       3   \n",
       "2       25 - 29   Dewasa Awal       3   \n",
       "3  18 and Under        Remaja       4   \n",
       "4       25 - 29   Dewasa Awal       4   \n",
       "\n",
       "                                        text_content  label  \\\n",
       "0  THIS IS ONE OF THE BEST & UNDERRATED SUNSCREEN...     -1   \n",
       "1  Ini aku salah beli deh, ternyata lebih cocok u...     -1   \n",
       "2  menurutku dengan harga yang lumayan agak price...     -1   \n",
       "3  sunscreen pertama yang aku pakai saat mau nyob...     -1   \n",
       "4  aku cobain travel sizenya sunscreen ini. kulit...     -1   \n",
       "\n",
       "                                        text_cleaned  \n",
       "0  ['lama', 'hapus', 'tekstur', 'krim', 'matte', ...  \n",
       "1  ['minyak', 'kering', 'kemas', 'bubuk', 'kering...  \n",
       "2  ['harga', 'mahal', 'whitecast', 'parah', 'abu'...  \n",
       "3  ['whitecast', 'blend', 'tekstur', 'padat', 'ar...  \n",
       "4  ['ribet', 'keren', 'matte', 'kecil', 'mahal', ...  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neg_text.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "neg_text['text_cleaned'] = neg_text['text_cleaned'].apply(lambda x: ast.literal_eval(x) if isinstance(x, str) else x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### membuat corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Menggunakan kolom 'text_cleaned' yang sudah berupa list/token\n",
    "preprocessed_texts = neg_text['text_cleaned'].tolist()  # Pastikan membaca list dari string jika perlu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Membuat dictionary dan corpus BoW\n",
    "id2word = corpora.Dictionary(preprocessed_texts)  # Membuat kamus yang berisi semua kata unik dalam text_cleaned\n",
    "bow = [id2word.doc2bow(text) for text in preprocessed_texts]  # konversi BoW"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dictionary<960 unique tokens: ['abu', 'hapus', 'kecil', 'kemas', 'krim']...>\n"
     ]
    }
   ],
   "source": [
    "print(id2word)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# menyimpan dictionary dalam format txt\n",
    "with open('revisi/kamus1703.txt', 'w') as f:\n",
    "    for idx, word in id2word.items():\n",
    "        f.write(f\"{idx}: {word}\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# menyimpan corpus dalam format txt\n",
    "with open('revisi/bow1703.txt', 'w') as f:\n",
    "    for doc in bow:\n",
    "        f.write(f\"{doc}\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Menggunakan TF-IDF\n",
    "tfidf_model = models.TfidfModel(bow)  # Membuat model TF-IDF berdasarkan corpus BoW\n",
    "corpus_tfidf = tfidf_model[bow]  # Mengubah corpus BoW menjadi representasi TF-IDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<gensim.interfaces.TransformedCorpus object at 0x000001B81B227C20>\n"
     ]
    }
   ],
   "source": [
    "print(corpus_tfidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# menyimpan corpus dalam format txt\n",
    "with open('revisi/corpus_tfidf1703.txt', 'w') as f:\n",
    "    for doc in corpus_tfidf:\n",
    "        f.write(f\"{doc}\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('hapus', 0.6016), ('ubah', 0.5001), ('abu', 0.2844), ('kecil', 0.2541), ('sensitif', 0.2421), ('matte', 0.2366), ('krim', 0.2027), ('putih', 0.1533), ('kemas', 0.1519), ('rata', 0.114)]\n",
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      "[('sensasi', 0.8235), ('lembap', 0.4019), ('kering', 0.3375), ('minyak', 0.2155)]\n",
      "[('encer', 0.7927), ('tarik', 0.4582), ('kental', 0.3415), ('whitecast', 0.1754), ('tekstur', 0.1195)]\n",
      "[('paraben', 0.5439), ('nama', 0.4188), ('aqua', 0.3337), ('gel', 0.3107), ('alkohol', 0.3078), ('krim', 0.2328), ('aroma', 0.2273), ('kental', 0.2273), ('serap', 0.1651), ('tekstur', 0.1591)]\n",
      "[('alkohol', 0.6386), ('rupa', 0.366), ('arachidyl', 0.2048), ('behenyl', 0.2048), ('cetyl', 0.2048), ('karang', 0.2048), ('lemak', 0.2048), ('steril', 0.2048), ('terumbu', 0.2048), ('fliptop', 0.183)]\n",
      "[('tebal', 0.5131), ('dirumahaja', 0.4752), ('ganyerep', 0.4752), ('karantina', 0.4752), ('perih', 0.1377), ('mata', 0.1322), ('kusam', 0.1115), ('minyak', 0.1022)]\n",
      "[('foundie', 0.4701), ('bedak', 0.4157), ('berkat', 0.3122), ('curhat', 0.3122), ('pulang', 0.3122), ('daring', 0.279), ('juara', 0.2595), ('tempel', 0.2212), ('oksidasi', 0.2189), ('ulang', 0.1972)]\n",
      "[('jerawat', 1.0)]\n",
      "[('komedogenik', 0.4876), ('area', 0.4274), ('tarik', 0.3685), ('cair', 0.3143), ('lengket', 0.2594), ('perih', 0.2419), ('jerawat', 0.2334), ('mata', 0.2322), ('serap', 0.1995), ('kusam', 0.1959)]\n",
      "[('encer', 0.3414), ('basah', 0.3131), ('ngaku', 0.298), ('otak', 0.298), ('vs', 0.298), ('gel', 0.268), ('referensi', 0.2663), ('exfo', 0.2477), ('malam', 0.2477), ('performa', 0.2477)]\n",
      "[('lubang', 0.7514), ('keluar', 0.2907), ('aplikasi', 0.2735), ('lembap', 0.2668), ('putih', 0.2544), ('serap', 0.2385), ('kering', 0.2241), ('lama', 0.1822)]\n",
      "[('biskuit', 0.4214), ('innisfree', 0.4214), ('lemon', 0.4214), ('usrek', 0.4214), ('luntur', 0.2724), ('lembap', 0.2254), ('geser', 0.2244), ('losion', 0.2013), ('parah', 0.1723), ('aroma', 0.1386)]\n",
      "[('langka', 0.4781), ('gel', 0.43), ('kerontang', 0.4272), ('dekil', 0.3974), ('putus', 0.3599), ('hidrasi', 0.2659), ('serap', 0.1142), ('kusam', 0.1122), ('kering', 0.1073), ('lama', 0.0873)]\n",
      "[('sensasi', 0.4761), ('dikitt', 0.4346), ('keruh', 0.4346), ('nyadaripada', 0.4346), ('gel', 0.1954), ('timpa', 0.1791), ('encer', 0.1659), ('rias', 0.1602), ('keluar', 0.1266), ('aplikasi', 0.1191)]\n",
      "[('iritasi', 0.611), ('encer', 0.4936), ('lengket', 0.4016), ('kusam', 0.3033), ('rata', 0.2449), ('whitecast', 0.2184), ('tekstur', 0.1488)]\n",
      "[('kilap', 0.4059), ('encer', 0.3509), ('fans', 0.3063), ('sanggat', 0.3063), ('formulasi', 0.268), ('inovasi', 0.2546), ('uva', 0.2411), ('keren', 0.222), ('lengket', 0.1903), ('hidrasi', 0.1704)]\n",
      "[('reaksi', 0.4381), ('lengket', 0.4211), ('mata', 0.377), ('area', 0.3469), ('kilang', 0.3386), ('tempel', 0.2401), ('bedak', 0.2256), ('perih', 0.1964), ('lembap', 0.1812), ('kemas', 0.1711)]\n",
      "[('pipi', 0.6078), ('beruntus', 0.5706), ('daerah', 0.3236), ('aqua', 0.2156), ('tarik', 0.1971), ('gerah', 0.1886), ('harga', 0.1443), ('lengket', 0.1387), ('perih', 0.1294), ('mata', 0.1242)]\n",
      "[('iritasi', 0.8044), ('lembap', 0.455), ('kering', 0.3821)]\n",
      "[('iklim', 0.5362), ('jakarta', 0.5362), ('lengket', 0.3332), ('basah', 0.2817), ('serap', 0.2562), ('gel', 0.2411), ('kering', 0.2407), ('lembap', 0.1434), ('susah', 0.138), ('lama', 0.0979)]\n",
      "[('encer', 0.4982), ('tutup', 0.3474), ('powder', 0.3299), ('kilang', 0.326), ('gel', 0.2934), ('timpa', 0.2688), ('cair', 0.2456), ('krim', 0.2199), ('bedak', 0.2172), ('keluar', 0.19)]\n",
      "[('timbul', 0.5997), ('losion', 0.4209), ('lapis', 0.3889), ('cair', 0.3317), ('lembap', 0.2356), ('serap', 0.2105), ('rata', 0.1669), ('lama', 0.1608), ('whitecast', 0.1489), ('minyak', 0.1263)]\n",
      "[('hidrasi', 0.6488), ('kenyang', 0.3889), ('unik', 0.2819), ('kapsulasi', 0.1944), ('kristal', 0.1944), ('perlahan', 0.1944), ('usai', 0.1944), ('gigit', 0.1737), ('lepas', 0.1616), ('lembap', 0.156)]\n",
      "[('byee', 0.5111), ('jelajah', 0.5111), ('hidrasi', 0.2842), ('basah', 0.2685), ('merah', 0.2617), ('iritasi', 0.2416), ('beruntus', 0.2177), ('sensitif', 0.2056), ('gumpal', 0.201), ('tempel', 0.1811)]\n",
      "[('kuat', 0.518), ('terap', 0.481), ('atur', 0.4188), ('serap', 0.3002), ('perih', 0.2427), ('mata', 0.233), ('lama', 0.2294), ('kental', 0.1378), ('harga', 0.1354), ('lengket', 0.1301)]\n",
      "[('sepupu', 0.6135), ('sisa', 0.4829), ('lengket', 0.3812), ('powder', 0.3103), ('aplikasi', 0.1681), ('berat', 0.164), ('lembap', 0.164), ('susah', 0.1579), ('serap', 0.1466), ('lama', 0.112)]\n",
      "[('tarik', 0.6433), ('komedogenik', 0.4257), ('alkohol', 0.3247), ('krim', 0.2456), ('harga', 0.2356), ('keluar', 0.2123), ('jerawat', 0.2037), ('lembap', 0.1949), ('serap', 0.1741), ('rata', 0.1381)]\n",
      "[('mleber', 0.59), ('netral', 0.59), ('buka', 0.3232), ('cair', 0.2221), ('aroma', 0.1941), ('perih', 0.171), ('jerawat', 0.1649), ('mata', 0.1641), ('rata', 0.1118), ('whitecast', 0.0997)]\n",
      "[('jerawat', 0.8871), ('lama', 0.3862), ('serap', 0.2527)]\n",
      "[('terap', 0.6164), ('keringat', 0.5183), ('serap', 0.513), ('berat', 0.287), ('minyak', 0.0769)]\n",
      "[('cuci', 0.5429), ('berat', 0.4695), ('panas', 0.4107), ('cair', 0.3305), ('aroma', 0.2888), ('lembap', 0.2347), ('kusam', 0.206), ('minyak', 0.1259), ('tekstur', 0.1011)]\n",
      "[('berat', 0.5692), ('lembap', 0.5692), ('serap', 0.5087), ('minyak', 0.3052)]\n",
      "[('skinaqua', 0.4656), ('anggar', 0.28), ('angkasa', 0.28), ('hibah', 0.28), ('jepang', 0.28), ('lesat', 0.28), ('aqua', 0.2704), ('kenal', 0.2502), ('mind', 0.2502), ('alkohol', 0.2495)]\n",
      "[('jamur', 0.7467), ('rentan', 0.5571), ('jerawat', 0.2336), ('lembap', 0.1489), ('alkohol', 0.1241), ('tarik', 0.1229), ('sensitif', 0.1121), ('aroma', 0.0916), ('kering', 0.0625)]\n",
      "[('tutup', 0.5136), ('collab', 0.3215), ('ira', 0.3215), ('telapak', 0.2873), ('mentok', 0.2873), ('keluar', 0.2809), ('lubang', 0.2421), ('sulit', 0.2331), ('tipis', 0.1988), ('simpel', 0.1788)]\n",
      "[('lama', 0.7046), ('keluar', 0.5621), ('kering', 0.4332)]\n",
      "[('resap', 0.8767), ('lengket', 0.3694), ('lama', 0.217), ('minyak', 0.1704), ('tekstur', 0.1369)]\n",
      "[('tepat', 0.6016), ('sulit', 0.488), ('hidrasi', 0.3744), ('alkohol', 0.2999), ('encer', 0.2571), ('kental', 0.2215), ('lembap', 0.18), ('rata', 0.1275), ('tekstur', 0.0775)]\n",
      "[('watery', 0.5374), ('serap', 0.4311), ('nama', 0.3645), ('aqua', 0.2904), ('formulasi', 0.2631), ('matte', 0.2365), ('kental', 0.1979), ('harga', 0.1944), ('perih', 0.1743), ('mata', 0.1673)]\n",
      "[('serap', 0.699), ('lengket', 0.4545), ('lembap', 0.3911), ('kering', 0.3284), ('minyak', 0.2097)]\n",
      "[('skinaqua', 0.4024), ('gosok', 0.3129), ('kecil', 0.3067), ('bananaboat', 0.242), ('bocor', 0.242), ('gakaya', 0.242), ('ketebelan', 0.242), ('pd', 0.242), ('dahi', 0.2163), ('fliptop', 0.2163)]\n",
      "[('leleh', 0.5), ('tutup', 0.3673), ('lompat', 0.3449), ('top', 0.3449), ('belah', 0.2715), ('cair', 0.2597), ('putus', 0.2597), ('dempul', 0.25), ('keluar', 0.2009), ('buka', 0.189)]\n",
      "[('belah', 0.4878), ('pencet', 0.4492), ('tipis', 0.3832), ('sengat', 0.3832), ('gel', 0.2787), ('alkohol', 0.2761), ('encer', 0.2366), ('krim', 0.2088), ('minyak', 0.0888), ('tekstur', 0.0714)]\n",
      "[('begtu', 0.4025), ('gacuma', 0.4025), ('kelopak', 0.303), ('ramping', 0.2918), ('tipis', 0.2489), ('mata', 0.2239), ('tebal', 0.2174), ('area', 0.2061), ('pedih', 0.2036), ('kemas', 0.2033)]\n",
      "[('flipflop', 0.5028), ('sekira', 0.4493), ('model', 0.3786), ('tempel', 0.3563), ('tutup', 0.2677), ('formulasi', 0.2199), ('encer', 0.192), ('cair', 0.1893), ('aplikasi', 0.1378), ('putih', 0.1282)]\n",
      "[('tabur', 0.7356), ('matte', 0.4366), ('bedak', 0.3696), ('kusam', 0.2605), ('lama', 0.2027), ('tekstur', 0.1278), ('minyak', 0.0796)]\n",
      "[('timbul', 0.5165), ('komedo', 0.4432), ('simpel', 0.422), ('kering', 0.3407), ('gerah', 0.3205), ('encer', 0.2897), ('kemas', 0.1916), ('lama', 0.1385)]\n",
      "[('komedogenik', 0.8494), ('berat', 0.3888), ('kusam', 0.3413), ('minyak', 0.1042)]\n",
      "[('tepuk', 0.3929), ('bohong', 0.374), ('genang', 0.374), ('kain', 0.374), ('micu', 0.374), ('komplit', 0.3342), ('encer', 0.2856), ('komedogenik', 0.2185), ('perih', 0.1084), ('jerawat', 0.1045)]\n",
      "[('degdegan', 0.3979), ('nightmask', 0.3979), ('picu', 0.3555), ('jamur', 0.3555), ('waterproof', 0.3555), ('siasat', 0.2995), ('tabur', 0.2636), ('bawah', 0.209), ('beruntus', 0.1695), ('matte', 0.1564)]\n",
      "[('pori', 0.4573), ('gausah', 0.3914), ('lengket', 0.3648), ('pesimis', 0.3497), ('gerah', 0.3307), ('reaksi', 0.253), ('benci', 0.2286), ('tutup', 0.2084), ('powder', 0.1979), ('timpa', 0.1613)]\n",
      "[('simpel', 0.4952), ('kemas', 0.4497), ('losion', 0.4254), ('parah', 0.364), ('encer', 0.34), ('berat', 0.2381), ('kering', 0.1999), ('minyak', 0.1277), ('tekstur', 0.1025)]\n",
      "[('gerah', 0.7624), ('jerawat', 0.5046), ('kering', 0.4052)]\n",
      "[('market', 0.3974), ('aqua', 0.3838), ('daring', 0.3551), ('waterproof', 0.3551), ('kemas', 0.301), ('harga', 0.2569), ('tumpah', 0.2363), ('tekan', 0.2245), ('buka', 0.2177), ('bawah', 0.2088)]\n",
      "[('tumpah', 0.4534), ('bawah', 0.4004), ('kemas', 0.385), ('corong', 0.3811), ('contoh', 0.3406), ('repot', 0.3168), ('alkohol', 0.1698), ('sensitif', 0.1533), ('encer', 0.1455), ('botol', 0.1445)]\n",
      "[('tolerir', 0.7032), ('terap', 0.513), ('aroma', 0.2939), ('harga', 0.2888), ('serap', 0.2135), ('minyak', 0.1281), ('tekstur', 0.1029)]\n",
      "[('konsistensi', 0.4639), ('bleber', 0.4639), ('retak', 0.3384), ('buka', 0.3228), ('kilang', 0.2945), ('kelupas', 0.2846), ('timpa', 0.2428), ('cair', 0.2218), ('rias', 0.2173), ('aplikasi', 0.1615)]\n",
      "[('botol', 0.4821), ('ekpektasi', 0.4239), ('kisar', 0.4239), ('encer', 0.3237), ('lubang', 0.3191), ('tarik', 0.1871), ('gerah', 0.1791), ('matte', 0.1667), ('lama', 0.1548), ('harga', 0.137)]\n",
      "[('lubang', 0.5598), ('licin', 0.539), ('tutup', 0.3959), ('aroma', 0.2446), ('tumpah', 0.2211), ('buka', 0.2037), ('gel', 0.1672), ('alkohol', 0.1656), ('rias', 0.1371), ('tekstur', 0.0856)]\n",
      "[('tolerir', 0.6742), ('iritasi', 0.4048), ('aroma', 0.2818), ('kental', 0.2818), ('perih', 0.2482), ('mata', 0.2382), ('lembap', 0.229), ('kering', 0.1923), ('minyak', 0.1228)]\n",
      "[('tumpah', 0.5655), ('buka', 0.5209), ('cair', 0.3579), ('perih', 0.2755), ('mata', 0.2645), ('putih', 0.2424), ('kering', 0.2135), ('minyak', 0.1363), ('tekstur', 0.1095)]\n",
      "[('resiko', 0.4344), ('terksturnya', 0.4344), ('encer', 0.3318), ('sumbat', 0.2957), ('tumpah', 0.2584), ('pori', 0.2538), ('jerawat', 0.2429), ('buka', 0.238), ('kilang', 0.2171), ('alkohol', 0.1935)]\n"
     ]
    }
   ],
   "source": [
    "for doc in corpus_tfidf:\n",
    "    sorted_doc = sorted(doc, key=lambda x: x[1], reverse=True)  # Urutkan berdasarkan skor TF-IDF\n",
    "    print([(id2word[word_id], round(score, 4)) for word_id, score in sorted_doc[:10]])  # Tampilkan 10 kata teratas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### training model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Inisialisasi dan latih model LDA dengan Gensim\n",
    "lda_tfidf = LdaModel(corpus=corpus_tfidf, id2word=id2word, num_topics=12, random_state=42, passes=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Topik yang dihasilkan:\n",
      "Topik 1: 0.039*\"abu\" + 0.019*\"sengat\" + 0.014*\"area\" + 0.013*\"rata\" + 0.011*\"basah\" + 0.011*\"ganti\" + 0.010*\"aroma\" + 0.010*\"kemas\" + 0.010*\"whitecast\" + 0.009*\"ambil\"\n",
      "Topik 2: 0.028*\"timpa\" + 0.018*\"simpel\" + 0.017*\"bedak\" + 0.017*\"berkomedo\" + 0.016*\"kemas\" + 0.016*\"stik\" + 0.015*\"usaha\" + 0.015*\"rias\" + 0.015*\"minyak\" + 0.015*\"sensasi\"\n",
      "Topik 3: 0.027*\"padat\" + 0.015*\"sunstick\" + 0.013*\"kecil\" + 0.013*\"bubuk\" + 0.012*\"benci\" + 0.012*\"gelap\" + 0.010*\"sisa\" + 0.009*\"kilap\" + 0.008*\"oles\" + 0.008*\"keluar\"\n",
      "Topik 4: 0.015*\"gaenak\" + 0.011*\"susu\" + 0.010*\"pengaruh\" + 0.007*\"keluar\" + 0.007*\"ganas\" + 0.007*\"timpa\" + 0.006*\"rias\" + 0.006*\"konsistensi\" + 0.006*\"buka\" + 0.006*\"berkomedo\"\n",
      "Topik 5: 0.037*\"gumpal\" + 0.029*\"harga\" + 0.025*\"aplikasi\" + 0.022*\"lekat\" + 0.019*\"mahal\" + 0.019*\"rata\" + 0.017*\"putih\" + 0.017*\"matte\" + 0.017*\"sukar\" + 0.012*\"panas\"\n",
      "Topik 6: 0.015*\"rias\" + 0.013*\"layer\" + 0.009*\"macet\" + 0.009*\"kelopak\" + 0.008*\"lekat\" + 0.008*\"merah\" + 0.008*\"foundie\" + 0.007*\"aplikasi\" + 0.007*\"tepuk\" + 0.007*\"gumpal\"\n",
      "Topik 7: 0.045*\"mata\" + 0.042*\"perih\" + 0.027*\"pedih\" + 0.026*\"beruntus\" + 0.024*\"panas\" + 0.024*\"sensitif\" + 0.023*\"jerawat\" + 0.018*\"keringat\" + 0.015*\"minyak\" + 0.015*\"putih\"\n",
      "Topik 8: 0.015*\"mata\" + 0.010*\"perih\" + 0.009*\"luntur\" + 0.009*\"matte\" + 0.008*\"aroma\" + 0.008*\"keren\" + 0.008*\"minyak\" + 0.008*\"losion\" + 0.008*\"lengket\" + 0.008*\"bedak\"\n",
      "Topik 9: 0.031*\"kemas\" + 0.025*\"susah\" + 0.023*\"whitecast\" + 0.023*\"rata\" + 0.022*\"kental\" + 0.019*\"keluar\" + 0.018*\"putih\" + 0.017*\"jerawat\" + 0.016*\"niacinamide\" + 0.015*\"tekstur\"\n",
      "Topik 10: 0.043*\"lama\" + 0.039*\"minyak\" + 0.036*\"kusam\" + 0.036*\"serap\" + 0.032*\"berat\" + 0.031*\"kering\" + 0.026*\"lembap\" + 0.024*\"tekstur\" + 0.021*\"encer\" + 0.021*\"whitecast\"\n",
      "Topik 11: 0.051*\"kecil\" + 0.026*\"tekan\" + 0.013*\"whitecast\" + 0.013*\"berat\" + 0.011*\"gatal\" + 0.011*\"keluar\" + 0.010*\"kemas\" + 0.009*\"mahal\" + 0.009*\"susah\" + 0.009*\"botol\"\n",
      "Topik 12: 0.014*\"jerawat\" + 0.014*\"pipi\" + 0.011*\"stik\" + 0.010*\"bawah\" + 0.010*\"fragrancenya\" + 0.009*\"rias\" + 0.008*\"harga\" + 0.008*\"lengket\" + 0.008*\"minyak\" + 0.008*\"kuat\"\n"
     ]
    }
   ],
   "source": [
    "# Tampilkan topik-topik yang dihasilkan\n",
    "print(\"\\nTopik yang dihasilkan:\")\n",
    "for idx, topic in lda_tfidf.print_topics(num_words=10):\n",
    "    print(f\"Topik {idx + 1}: {topic}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topik_1</th>\n",
       "      <th>Topik_2</th>\n",
       "      <th>Topik_3</th>\n",
       "      <th>Topik_4</th>\n",
       "      <th>Topik_5</th>\n",
       "      <th>Topik_6</th>\n",
       "      <th>Topik_7</th>\n",
       "      <th>Topik_8</th>\n",
       "      <th>Topik_9</th>\n",
       "      <th>Topik_10</th>\n",
       "      <th>Topik_11</th>\n",
       "      <th>Topik_12</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.020723</td>\n",
       "      <td>0.020723</td>\n",
       "      <td>0.420209</td>\n",
       "      <td>0.020722</td>\n",
       "      <td>0.020723</td>\n",
       "      <td>0.020722</td>\n",
       "      <td>0.020723</td>\n",
       "      <td>0.020723</td>\n",
       "      <td>0.372561</td>\n",
       "      <td>0.020724</td>\n",
       "      <td>0.020723</td>\n",
       "      <td>0.020723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.028157</td>\n",
       "      <td>0.028159</td>\n",
       "      <td>0.690258</td>\n",
       "      <td>0.028157</td>\n",
       "      <td>0.028157</td>\n",
       "      <td>0.028157</td>\n",
       "      <td>0.028159</td>\n",
       "      <td>0.028157</td>\n",
       "      <td>0.028159</td>\n",
       "      <td>0.028166</td>\n",
       "      <td>0.028157</td>\n",
       "      <td>0.028157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.501148</td>\n",
       "      <td>0.022562</td>\n",
       "      <td>0.022561</td>\n",
       "      <td>0.022561</td>\n",
       "      <td>0.022563</td>\n",
       "      <td>0.022561</td>\n",
       "      <td>0.022562</td>\n",
       "      <td>0.022561</td>\n",
       "      <td>0.022562</td>\n",
       "      <td>0.022571</td>\n",
       "      <td>0.022562</td>\n",
       "      <td>0.273225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.023650</td>\n",
       "      <td>0.023650</td>\n",
       "      <td>0.023651</td>\n",
       "      <td>0.023649</td>\n",
       "      <td>0.023650</td>\n",
       "      <td>0.023649</td>\n",
       "      <td>0.739851</td>\n",
       "      <td>0.023649</td>\n",
       "      <td>0.023650</td>\n",
       "      <td>0.023651</td>\n",
       "      <td>0.023649</td>\n",
       "      <td>0.023650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.025968</td>\n",
       "      <td>0.025967</td>\n",
       "      <td>0.025967</td>\n",
       "      <td>0.025966</td>\n",
       "      <td>0.025973</td>\n",
       "      <td>0.025967</td>\n",
       "      <td>0.025968</td>\n",
       "      <td>0.714350</td>\n",
       "      <td>0.025967</td>\n",
       "      <td>0.025967</td>\n",
       "      <td>0.025973</td>\n",
       "      <td>0.025967</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topik_1   Topik_2   Topik_3   Topik_4   Topik_5   Topik_6   Topik_7  \\\n",
       "0  0.020723  0.020723  0.420209  0.020722  0.020723  0.020722  0.020723   \n",
       "1  0.028157  0.028159  0.690258  0.028157  0.028157  0.028157  0.028159   \n",
       "2  0.501148  0.022562  0.022561  0.022561  0.022563  0.022561  0.022562   \n",
       "3  0.023650  0.023650  0.023651  0.023649  0.023650  0.023649  0.739851   \n",
       "4  0.025968  0.025967  0.025967  0.025966  0.025973  0.025967  0.025968   \n",
       "\n",
       "    Topik_8   Topik_9  Topik_10  Topik_11  Topik_12  \n",
       "0  0.020723  0.372561  0.020724  0.020723  0.020723  \n",
       "1  0.028157  0.028159  0.028166  0.028157  0.028157  \n",
       "2  0.022561  0.022562  0.022571  0.022562  0.273225  \n",
       "3  0.023649  0.023650  0.023651  0.023649  0.023650  \n",
       "4  0.714350  0.025967  0.025967  0.025973  0.025967  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Distribusi topik untuk setiap dokumen\n",
    "topic_distribution = []\n",
    "for doc in corpus_tfidf:\n",
    "    topic_vector = lda_tfidf.get_document_topics(doc)\n",
    "    topic_distribution.append([dict(topic_vector).get(i, 0) for i in range(12)])\n",
    "\n",
    "# Membuat DataFrame distribusi topik\n",
    "df_topic = pd.DataFrame(topic_distribution, columns=[f'Topik_{i+1}' for i in range(12)])\n",
    "df_topic.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### evaluasi model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "menghitung nilai koheren"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coherence Score: 0.3800850241105885\n"
     ]
    }
   ],
   "source": [
    "from gensim.models.coherencemodel import CoherenceModel\n",
    "\n",
    "coherence_lda_tfidf = CoherenceModel(model=lda_tfidf, texts=preprocessed_texts, dictionary=id2word, coherence='c_v')\n",
    "coherence_lda = coherence_lda_tfidf.get_coherence()\n",
    "print('Coherence Score:', coherence_lda)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "menghitung nilai koheren per topik"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coherence Score Topik 1: 0.2864179457230015\n",
      "Coherence Score Topik 2: 0.34272837557961616\n",
      "Coherence Score Topik 3: 0.43261380914958236\n",
      "Coherence Score Topik 4: 0.603108997373845\n",
      "Coherence Score Topik 5: 0.32079297321777994\n",
      "Coherence Score Topik 6: 0.48980981381207317\n",
      "Coherence Score Topik 7: 0.29744960902409473\n",
      "Coherence Score Topik 8: 0.47734452246955933\n",
      "Coherence Score Topik 9: 0.45762503591227555\n",
      "Coherence Score Topik 10: 0.29780887871876466\n",
      "Coherence Score Topik 11: 0.2890808527615827\n",
      "Coherence Score Topik 12: 0.2662394755848868\n"
     ]
    }
   ],
   "source": [
    "coherence_topic = coherence_lda_tfidf.get_coherence_per_topic()\n",
    "\n",
    "for i, score in enumerate(coherence_topic):\n",
    "    print(f\"Coherence Score Topik {i+1}: {score}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1      32\n",
      "2      45\n",
      "3      19\n",
      "4      11\n",
      "5      34\n",
      "6      11\n",
      "7      68\n",
      "8      26\n",
      "9     106\n",
      "10    265\n",
      "11     28\n",
      "12     28\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "dominant_topics = []\n",
    "for row in lda_tfidf[corpus_tfidf]:\n",
    "    sorted_topics = sorted(row, key=lambda x: x[1], reverse=True)  # Urutkan berdasarkan probabilitas\n",
    "    dominant_topic = sorted_topics[0][0]+1  # Ambil topik dengan probabilitas tertinggi\n",
    "    dominant_topics.append(dominant_topic)\n",
    "\n",
    "# Menghitung jumlah ulasan per topik\n",
    "topic_counts = pd.Series(dominant_topics).value_counts().sort_index()\n",
    "\n",
    "# Menampilkan jumlah ulasan per topik\n",
    "print(topic_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Menentukan topik dominan untuk setiap ulasan\n",
    "dominant_topics = []\n",
    "for row in lda_tfidf[corpus_tfidf]:\n",
    "    sorted_topics = sorted(row, key=lambda x: x[1], reverse=True)  # Urutkan berdasarkan probabilitas\n",
    "    dominant_topic = sorted_topics[0][0]+1  # Ambil topik dengan probabilitas tertinggi\n",
    "    dominant_topics.append(dominant_topic)\n",
    "\n",
    "neg_text['topic_number'] = dominant_topics # menambahkan kolom\n",
    "neg_text.to_excel(\"revisi/distribusitopik.xlsx\", index=False)\n",
    "neg_text.to_csv(\"revisi/distribusitopik.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Simpan model LDA\n",
    "lda_tfidf.save(\"revisi/lda12topik.model\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pengujian Pemilihan Jumlah Topik"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['text_clened'] = df['text_content'].apply(\n",
    "    lambda x: text_preprocessing(x, 'dictionary/word_correction.txt', 'dictionary/stopwords_topic.json')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "neg_text = df[df['label'] == -1]\n",
    "neg_text.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Menggunakan kolom 'text_cleaned' yang sudah berupa list/token\n",
    "preprocessed_texts = neg_text['text_cleaned'].tolist()  # Pastikan membaca list dari string jika perlu\n",
    "# Membuat dictionary dan corpus BoW\n",
    "id2word = corpora.Dictionary(preprocessed_texts)  # Membuat kamus yang berisi semua kata unik dalam text_cleaned\n",
    "bow = [id2word.doc2bow(text) for text in preprocessed_texts]  # konversi BoW\n",
    "# Menggunakan TF-IDF\n",
    "tfidf_model = models.TfidfModel(bow)  # Membuat model TF-IDF berdasarkan corpus BoW\n",
    "corpus_tfidf = tfidf_model[bow]  # Mengubah corpus BoW menjadi representasi TF-IDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Jumlah topik optimal: 12 dengan coherence score: 0.3800850241105885\n"
     ]
    },
    {
     "data": {
      "image/png": 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kDh8+XOQ1bty4we7duxk7diz169c32vf3/78uLi4cPHiQ69evl+o13Lp1CwsLiwcebODn58fWrVuNHm+88cYDnbM4+ljT09ONttvY2BSKYfHixYWOd3V1BQpqi0QB6QRdQzk5OQGF/zMV59KlS5iZmdGwYUOj7Z6enri4uBgSCL1/fmhBwX/Av3/5nTt3juPHjxslNX+XlJRk9Nzf39/o+fnz51EUhZkzZzJz5sxiz1G3bt1i49J/KOjjio2NBTA02xTl3LlzQMGQ4uKkpqYazl0ULy8vVqxYwWeffca5c+f4/fffWbBgAbNmzcLLy4vnn3++RLHo73uTJk0K7WvWrBm///57oQ60/7yP586dQ1EUGjVqVOQ17jcyR98Pat26dfTq1QsoaP4KDg6mcePGQMFIlQULFvDaa6/h4eHBQw89xMCBAxk1ahSenp73PP8/vfPOO/To0YOVK1fy6quvlurYotjY2BR6Dzo7O1OvXj2jL1v99qISuH/eOwcHB7y8vAxNW/r3zCOPPFJkDPr/j3oWFhbUq1fvvrHfuHGDrKysYv/+Op2OK1eu0Lx58/ueq6SKe89ZWVnRoEGDQp8F3t7ehTpw698XFy9eLLIvnD7JvNd7Hwr6MT733HP4+PjQtm1b+vfvz6hRo4ySwYpkb29fbD8irVZbqH+hm5tbmQc56JvW/vmj1dzcvER9mfQ/rP75nq7JJAGqoZycnPD29i715Fgl/c9jbm5e5Hblb30idDodvXv3LvYXk/5DUu+fI3/0tSyvv/46oaGhRZ7jnwlbSeK6H/11P/zwQ4KDg4ssU9JflhqNhsaNG9O4cWMGDBhAo0aN+O6774xqJMpbUfdRo9GwZcuWIu/P/V6LtbW1oc/VZ599RmJiInv37mXevHlG5aZMmcKgQYP45Zdf+P3335k5cybz589n+/bttG7dusTxd+/enZ49e7Jw4cJCtVlQ/HtUq9UWub2490R5vFf09O+Z1atXF5nwWVgYfxRbW1sb1a6Iog0fPpxu3bqxfv16/vjjDz788EMWLFjAzz//TL9+/Yo9rlatWuTn55Oenl7iWvDSunLlSqEfGzt27CjzSDr9Z/U/P9NKSp+4/32EWU0nCVANNnDgQL744gv2799vNPyzKL6+vuh0Os6dO2c0F0hiYiIpKSmGESalERAQQEZGRplHYuh/5VlaWpbbaA79HBknT54s9oNGX8bJyalcR5E0aNAAV1dX4uPjC8VS3HX09/3MmTOF9p0+fZratWvfd/h0QEAAiqLg7+9fKOksqREjRvDNN98QERFBTEwMiqIYmr/+ea3XXnuN1157jXPnzhEcHMzixYtZs2ZNqa73zjvv0LNnTz7//PNC+/Q1b//svP3PmonydO7cOR5++GHD84yMDOLj4+nfvz/wv7+lu7t7ub5n6tSpg52dXbF/fzMzs0Lzxjyov7/n/l7TkpubS1xcXKHXd/369UK1kGfPngUodiSa/rwl+YHm5eXFhAkTmDBhAklJSbRp04a5c+feMwFq2rQpUDAarDznM/o7T0/PQiO2/j43T2npB00U92PvfuLi4jAzMyvz//HqSH5i1GBvvPEG9vb2PP/88yQmJhbaHxsbaxhurf8g/+fIkY8++ggoGA1UWsOHD2f//v38/vvvhfalpKSQn59/z+Pd3d0NX4L6pOHvihrefj99+vTB0dGR+fPnk52dbbRP/8u/bdu2BAQEsGjRoiJHfNzvugcPHiQzM7PQ9sjISG7dumVoWmjTpg3+/v4sWbKk0Je5PhYvLy+Cg4P55ptvjMqcPHmSP/74w/B3u5fHHnsMc3Nz5syZU6h2Q1EUbt26dd9zhISE4Obmxrp161i3bh0dOnQw+vWblZVV6H4GBATg6OhY7DQK99KjRw969uzJggULCp3X19cXc3PzQn3IPvvss1Jfp6S++OILo9FPK1asID8/3/AlHBoaipOTE/PmzSs0SgrK9l6FglqqPn368OuvvxqNJEtMTOT777+na9euhZrXHlRISAhWVlYsXbrU6P3yn//8h9TU1EKfBfn5+UaJam5uLp9//jl16tShbdu2RV6jTp06dO/ena+++qrQKEH9NbVabaHRTu7u7nh7e9/3PaX/wVeRS5jY2NgQEhJi9LhXs/i9fP/99/z73/+mU6dOhmbm0jp8+DDNmzfH2dm5TMdXR1IDVIMFBATw/fffM2LECJo1a2Y0E/S+ffv48ccfDdO+t2rViueee44vvviClJQUevToQWRkJN988w1Dhgwx+vVbUlOnTmXDhg0MHDiQ0aNH07ZtWzIzMzlx4gQ//fQTFy9evG917fLly+natSstW7Zk3LhxNGjQgMTERPbv38/Vq1c5duxYqWJycnLi448/5vnnn6d9+/aG+XKOHTtGVlYW33zzDWZmZvz73/+mX79+NG/enDFjxlC3bl2uXbvGjh07cHJyMhqq+0+rV6/mu+++Y+jQobRt2xYrKytiYmL46quvsLGx4c033wTAzMyMFStWMGjQIIKDgxkzZgxeXl6cPn2aU6dOGRLHDz/8kH79+tGpUyf+9a9/cefOHZYtW4azs3OJlisICAjg/fffZ8aMGVy8eJEhQ4bg6OhIXFwc69ev54UXXuD111+/5zksLS157LHHWLt2LZmZmSxatMho/9mzZ+nVqxfDhw8nMDAQCwsL1q9fT2JiYpHTKJTE7Nmzi3zfOTs7M2zYMJYtW4ZGoyEgIIBNmzYV6lNWnnJzcw2v78yZM3z22Wd07dqVwYMHAwXvqxUrVvDss8/Spk0bRo4cSZ06dbh8+TK//fYbXbp04dNPPy3Ttd9//322bt1K165dmTBhAhYWFnz++efk5OSwcOHC8nyZQEFyMmPGDObMmUPfvn0ZPHiw4TW3b9++0KR83t7eLFiwgIsXL9K4cWPWrVtHVFQUX3zxxT37ly1dupSuXbvSpk0bXnjhBfz9/bl48SK//fYbUVFRpKenU69ePZ544glatWqFg4MD27Zt49ChQ0V2Av67Bg0a0KJFC7Zt28bYsWPL5b6Ul59++gkHBwdyc3MNM0Hv3buXVq1a8eOPP5bpnHl5eezatYsJEyaUc7RVnAojz4SJOXv2rDJu3DjFz89PsbKyUhwdHZUuXbooy5YtMxpenpeXp8yZM0fx9/dXLC0tFR8fH2XGjBlGZRSl8LBkvR49ehQanpmenq7MmDFDadiwoWJlZaXUrl1b6dy5s7Jo0aJCQ2SLG74bGxurjBo1SvH09FQsLS2VunXrKgMHDlR++uknQ5mihp0qSvFDpjds2KB07txZsbW1VZycnJQOHTooP/zwg1GZo0ePKo899phSq1YtxdraWvH19VWGDx+uREREFH2j7zp+/LgydepUpU2bNoqbm5tiYWGheHl5KcOGDVOOHDlSqPyePXuU3r17K46Ojoq9vb0SFBSkLFu2zKjMtm3blC5duhjiHTRokBIdHW1U5n7DbP/73/8qXbt2Vezt7RV7e3uladOmysSJE5UzZ87c8/Xobd26VQEUjUajXLlyxWjfzZs3lYkTJypNmzZV7O3tFWdnZ6Vjx47K//3f/933vPeKWz8U+Z/vtxs3biiPP/64Ymdnp7i6uiovvviicvLkySKHwdvb2xd53ubNmxfa/s/3tv59tWvXLuWFF15QXF1dFQcHB+Xpp582mpZAb8eOHUpoaKji7Oys2NjYKAEBAcro0aOVv/76674x3cuRI0eU0NBQxcHBQbGzs1MefvhhZd++fUZlymsYvN6nn36qNG3aVLG0tFQ8PDyU8ePHF5quQX8f//rrL6VTp06KjY2N4uvrq3z66adFxvbPIecnT55Uhg4dqri4uCg2NjZKkyZNlJkzZyqKUjCcfurUqUqrVq0M/zdatWqlfPbZZyV6XR999JHi4OCgZGVlFbm/JMPgi3qPlMS9hsHrHzY2Nkq9evWUgQMHKl999VWhz1lFKfl7ZcuWLQqgnDt3rkzxVlcaRSlDjz4hhBDiPnr27MnNmzdNciXy1NRUGjRowMKFC/nXv/6ldjgVasiQIWg0miInh63JpA+QEEKIGsfZ2Zk33niDDz/88J7zdlV1MTExbNq0iffee0/tUEyO1AAJIYSoEKZcAySE1AAJIYQQosaRGiAhhBBC1DhSAySEEEKIGkcSICGEEELUODIRYhF0Oh3Xr1/H0dFRFo4TQgghqghFUUhPT8fb2/u+6+lJAlSE69evl/v6OUIIIYSoHFeuXKFevXr3LCMJUBH0qwNfuXKl3NfREUIIIUTFSEtLw8fHx/A9fi+SABVB3+zl5OQkCZAQQghRxZSk+4p0ghZCCCFEjSMJkBBCCCFqHEmAhBBCCFHjSB+gB6DVasnLy1M7DCEAsLS0xNzcXO0whBCiSpAEqAwURSEhIYGUlBS1QxHCiIuLC56enjJ/lRBC3IckQGWgT37c3d2xs7OTLxuhOkVRyMrKIikpCQAvLy+VIxJCCNMmCVApabVaQ/JTq1YttcMRwsDW1haApKQk3N3dpTlMCCHuQTpBl5K+z4+dnZ3KkQhRmP59KX3ThBDi3iQBKiNp9hKmSN6XQghRMtIEJoQQQlRDWp1CZFwySenZuDva0MHfDXMz+ZGkp3oN0PLly/Hz88PGxoaOHTsSGRlZbNmff/6Zdu3a4eLigr29PcHBwaxevdqoTEZGBpMmTaJevXrY2toSGBjIypUrK/pl1BjvvPMOwcHBaochhBDiHsJPxtN1wXae/PIAk9dG8eSXB+i6YDvhJ+PVDs1kqJoArVu3jrCwMGbPns2RI0do1aoVoaGhhpEs/+Tm5sZbb73F/v37OX78OGPGjGHMmDH8/vvvhjJhYWGEh4ezZs0aYmJimDJlCpMmTWLDhg2V9bJKRKtT2B97i1+jrrE/9hZanVLh10xISODll1+mQYMGWFtb4+Pjw6BBg4iIiKjwa1dlx44dY/Dgwbi7u2NjY4Ofnx8jRowo9n0qhBBqCj8Zz/g1R4hPzTbanpCazfg1RyQJukvVBOijjz5i3LhxjBkzxlBTY2dnx1dffVVk+Z49ezJ06FCaNWtGQEAAkydPJigoiD179hjK7Nu3j+eee46ePXvi5+fHCy+8QKtWre5Zs1TZ1MjML168SNu2bdm+fTsffvghJ06cIDw8nIcffpiJEydW2HVLQlEU8vPzVY2hODdu3KBXr164ubnx+++/ExMTw6pVq/D29iYzM7PCriudmIUQZaHVKczZGE1RP6n12+ZsjK6UH92mTrUEKDc3l8OHDxMSEvK/YMzMCAkJYf/+/fc9XlEUIiIiOHPmDN27dzds79y5Mxs2bODatWsoisKOHTs4e/Ysffr0KfZcOTk5pKWlGT0qilqZ+YQJE9BoNERGRvL444/TuHFjmjdvTlhYGAcOHDCUu3z5Mo8++igODg44OTkxfPhwEhMTC51v9erV+Pn54ezszMiRI0lPTzfs0+l0zJ8/H39/f2xtbWnVqhU//fSTYf/OnTvRaDRs2bKFtm3bYm1tzZ49e0p8XEREBO3atcPOzo7OnTtz5swZo9g2btxI+/btsbGxoXbt2gwdOtSwLycnh9dff526detib29Px44d2blzZ7H3be/evaSmpvLvf/+b1q1b4+/vz8MPP8zHH3+Mv7+/odypU6cYOHAgTk5OODo60q1bN2JjYw33491336VevXpYW1sTHBxMeHi44diLFy+i0WhYt24dPXr0wMbGhu+++w6Af//73zRr1gwbGxuaNm3KZ599VmysQggRGZdc6Pvl7xQgPjWbyLjkygvKRKmWAN28eROtVouHh4fRdg8PDxISEoo9LjU1FQcHB6ysrBgwYADLli2jd+/ehv3Lli0jMDCQevXqYWVlRd++fVm+fLlRkvRP8+fPx9nZ2fDw8fEp1WtRFIWs3Pz7PtKz85i94dQ9M/N3NkSTnp1XovMpSsky+OTkZMLDw5k4cSL29vaF9ru4uAAFX9SPPvooycnJ7Nq1i61bt3LhwgVGjBhhVD42NpZffvmFTZs2sWnTJnbt2sUHH3xg2D9//ny+/fZbVq5cyalTp3j11Vd55pln2LVrl9F5pk+fzgcffEBMTAxBQUElPu6tt95i8eLF/PXXX1hYWDB27FjDvt9++42hQ4fSv39/jh49SkREBB06dDDsnzRpEvv372ft2rUcP36cYcOG0bdvX86dO1fkvfP09CQ/P5/169cXe7+vXbtG9+7dsba2Zvv27Rw+fJixY8caarU++eQTFi9ezKJFizh+/DihoaEMHjy40DWnT5/O5MmTiYmJITQ0lO+++45Zs2Yxd+5cYmJimDdvHjNnzuSbb74pMg4hhEhKLz75KUu56qzKjQJzdHQkKiqKjIwMIiIiCAsLo0GDBvTs2RMoSIAOHDjAhg0b8PX1Zffu3UycOBFvb2+j2qa/mzFjBmFhYYbnaWlppUqC7uRpCZz1+/0L3ocCJKRl0/KdP0pUPvrdUOys7v8nPH/+PIqi0LRp03uWi4iI4MSJE8TFxRle/7fffkvz5s05dOgQ7du3BwoSpa+//hpHR0cAnn32WSIiIpg7dy45OTnMmzePbdu20alTJwAaNGjAnj17+Pzzz+nRo4fheu+++64heS3NcXPnzjU8nz59OgMGDCA7OxsbGxvmzp3LyJEjmTNnjqF8q1atgILarVWrVnH58mW8vb0BeP311wkPD2fVqlXMmzev0D156KGHePPNN3nqqad46aWX6NChA4888gijRo0yJO/Lly/H2dmZtWvXYmlpCUDjxo0N51i0aBHTpk1j5MiRACxYsIAdO3awZMkSli9fbig3ZcoUHnvsMcPz2bNns3jxYsM2f39/oqOj+fzzz3nuuefu+bcUQtRM7o425VquOlMtAapduzbm5uaFmlcSExPx9PQs9jgzMzMaNmwIQHBwMDExMcyfP5+ePXty584d3nzzTdavX8+AAQMACAoKIioqikWLFhWbAFlbW2NtbV1Or8z0lLSmKCYmBh8fH6PkLzAwEBcXF2JiYgwJkJ+fnyH5gYJlF/Qdgs+fP09WVpZRrRwUNHm2bt3aaFu7du0M/y7NcUFBQUbXhoLZj+vXr09UVBTjxo0r8vWdOHECrVZrlJxAQfJ1r1m9586dS1hYGNu3b+fgwYOsXLmSefPmsXv3blq2bElUVBTdunUzJD9/l5aWxvXr1+nSpYvR9i5dunDs2DGjbX+/H5mZmcTGxvKvf/3L6PXk5+fj7OxcbKxCiJqtg78b9lbmZOZqi9yvATydC4bE13SqJUBWVla0bduWiIgIhgwZAhTULERERDBp0qQSn0en05GTkwMUdBzNy8vDzMy4Zc/c3BydTldusf+TraU50e+G3rdcZFwyo1cdum+5r8e0L9Gb09ayZEsdNGrUCI1Gw+nTp0tU/n7++UWv0WgM9zcjIwMoaIqqW7euUbl/Jpl/b44rzXF/v75+4j/99fXLQRQlIyMDc3NzDh8+XGiZCAcHh2KPA6hVqxbDhg1j2LBhzJs3j9atW7No0SK++eabe16zNIq6H19++SUdO3Y0KidLXAghirPp+PVikx+92YMCZT4gVG4CCwsL47nnnqNdu3Z06NCBJUuWkJmZyZgxYwAYNWoUdevWZf78+UBB35J27doREBBATk4OmzdvZvXq1axYsQIAJycnevTowdSpU7G1tcXX15ddu3bx7bff8tFHH1XY69BoNCVqiurWqA5ezjYkpGYX2Q9In5l3a1SnXN+cbm5uhIaGsnz5cl555ZVC/YBSUlJwcXGhWbNmXLlyhStXrhhqgaKjo0lJSSEwMLBE1woMDMTa2prLly8bNVtV1HH/FBQUREREhOE99HetW7dGq9WSlJREt27dynwNKysrAgICDKPAgoKC+Oabb8jLyyuUHDo5OeHt7c3evXuNXtfevXuN+ib9k4eHB97e3ly4cIGnn366zLEKIWqOE1dTeeOn4wCENvfg+NVUow7RDtYWLBoWRN8WslgyqJwAjRgxghs3bjBr1iwSEhIMo2P0fSsuX75sVJuTmZnJhAkTuHr1Kra2tjRt2pQ1a9YYddJdu3YtM2bM4OmnnyY5ORlfX1/mzp3LSy+9VOmv75/MzTTMHhTI+DVH0IBREqRPdyoqM1++fDldunShQ4cOvPvuuwQFBZGfn8/WrVtZsWIFMTExhISE0LJlS55++mmWLFlCfn4+EyZMoEePHkbNM/fi6OjI66+/zquvvopOp6Nr166kpqayd+9enJyciu27Utbj/mn27Nn06tWLgIAARo4cSX5+Pps3b2batGk0btyYp59+mlGjRrF48WJat27NjRs3iIiIICgoyNBs+nebNm1i7dq1jBw5ksaNG6MoChs3bmTz5s2sWrUKKOhYvWzZMkaOHMmMGTNwdnbmwIEDdOjQgSZNmjB16lRmz55NQEAAwcHBrFq1iqioKMNIr+LMmTOHV155BWdnZ/r27UtOTg5//fUXt2/fNuqzJoQQN9JzeGH1X+Tk63ikqTufPd0WKGh52HziOqsPXMbDyVqSn79TRCGpqakKoKSmphbad+fOHSU6Olq5c+dOmc+/5cR15aF52xTfaZsMj4fmbVO2nLj+IGHf1/Xr15WJEycqvr6+ipWVlVK3bl1l8ODByo4dOwxlLl26pAwePFixt7dXHB0dlWHDhikJCQmG/bNnz1ZatWpldN6PP/5Y8fX1NTzX6XTKkiVLlCZNmiiWlpZKnTp1lNDQUGXXrl2KoijKjh07FEC5ffu20XnKctzRo0cVQImLizNs++9//6sEBwcrVlZWSu3atZXHHnvMsC83N1eZNWuW4ufnp1haWipeXl7K0KFDlePHjxd5z2JjY5Vx48YpjRs3VmxtbRUXFxelffv2yqpVq4zKHTt2TOnTp49iZ2enODo6Kt26dVNiY2MVRVEUrVarvPPOO0rdunUVS0tLpVWrVsqWLVsMx8bFxSmAcvTo0ULX/+677wyvxdXVVenevbvy888/FxmropTP+1MIUbXk5GmVxz/bq/hO26Q8vGiHknon12h/6p1cpdGbmxXfaZuUswlpKkVZOe71/f1PGkUpYQ/ZGiQtLQ1nZ2dSU1NxcnIy2pednU1cXBz+/v7Y2JS9F72s0SIqQnm9P4UQVYOiKLy5/gQ/RF7B0caCXyZ2IaBO4T6N//r6EBGnk5gS0ogpIY2LOFP1cK/v739SfS2wmsrcTEOngFo8GlyXTgG1JPkRQghRamsOXuaHyCtoNLD0ydZFJj8A/VoWNH1tOVH8PHs1jSRAQgghRBV04MIt5mw4BcC0vk15uIl7sWV7N/PA0lzDmcR0zidlVFaIJk0SICGEEKKKuXo7iwnfHSFfpzC4lTcvdm9wz/LOdpZ0aVgbgC0nZDFUkARICCGEqFKycvN54dvDJGfm0qKuEwseDzLMiXYv/e+OANt8UprBQBKgMpO+48IUyftSiOpNURSm/nSc6Pg0ajtY8fmz7bC1KtnkqH2ae2BhpiEmPo24m5kVHKnpkwSolPQT3WVlZakciRCF6d+XRS3LIYSo+j7bGctvx+OxNNew4pm21HUp+Uz0LnZWdAooWPZny0lpBqtyi6GqzdzcHBcXF8PaV3Z2diWqehSiIimKQlZWFklJSbi4uMhyGUJUQxExiSz64wwAcwa3oL1f6dfz6t/Siz/P3WTziXgm9GxY3iFWKZIAlYF+sVZ9EiSEqXBxcbnnYsJCiKrpfFI6k9dGoSjwzEP1eapj/TKdp0+gB2//cpKT19K4fCuL+rXsyjnSqkMSoDLQaDR4eXnh7u5OXl6e2uEIARQ0e0nNjxDVT2pWHuO+PUxGTj4d/N2YNbB5mc9Vy8Gahxq4sff8LbacjOfFHgHlGGnVIgnQAzA3N5cvHCGEEBVGq1N4ee1R4m5mUtfFls+eboOVxYN13+3Xwou952+x+UTNToCkE7QQQghhohaGn2b32RvYWJrx+bNtqe1g/cDnDG3uiZkGjl1N5ertmjugRxIgIYQQwgT9cvQan+++AMCHT7SiRV3ncjlvHUdrOvgXdKAOr8FzAkkCJIQQQpiY41dTmPbf4wBM6BnAoFbe5Xr+/nfXBvutBs8KLQmQEEIIYUKS0rN5cfVhcvJ19Grqzut9mpT7NUKbe6LRwNHLKVxPuVPu568KJAESQgghTEROvpbxa44Qn5pNQB17Ph4ZjJlZ+c815+FkQztfV6DmNoNJAiSEEEKYAEVRmP3rKQ5fuo2jjQVfjmqHk03FzequbwarqbNCSwIkhBBCmIA1By6x9tAVzDSw7MnWNKjjUKHX69uiYNLUvy7dJjEtu0KvZYokARJCCCFUtj/2FnM2RgMwrW9TejZxr/Brejnb0qa+C4pSM5vBJAESQgghVHQlOYuJ3x8hX6fwaLA3L3RvUGnX1jeDba6Bo8EkARJCCCFUkpWbzwurD5OcmUuLuk4seDyoUhfY7nc3AYq8mExSes1qBpMESAghhFCBoihM/fE4MfFp1Haw4otn22FjWbnLK9V1saWVT0Ez2O+nEiv12mqTBEgIIYRQwWc7Y/ntRDyW5hpWPNMWbxdbVeIY0LKgM/SWGtYMJgmQEEIIUcm2RSey6I8zALz7aAva+7mpFku/FgXNYAcu3OJWRo5qcVQ2SYCEEEKISnQuMZ0p66JQFHj2IV+e7FBf1Xh83OxoWdcZXQ1rBpMESAghhKgkqVl5jPv2LzJy8ung78asQYFqhwRAP30zWA2aFFESICGEEKIS5Gt1TPrhCBdvZVHXxZYVT7fB0tw0vob7320G2xd7i9uZuSpHUzlM484LIYQQ1dzC38/w57mb2Fia8cWottRysFY7JAO/2vYEejmh1Sn8EV0zJkWUBEgIIYSoYOuPXuWL3RcAWDSsFc29nVWOqLD+d5vBNp+QBEgIIYQQD+j41RSm/fcEABMfDmBgkLfKERVNPyv03vM3Sc3KUzmaiicJkBBCCFFBktKzeeHbw+Tm6whp5s5rvZuoHVKxGtRxoKmnI/k6ha0x1X80mCRAQgghRAXIydcyfs0REtKyaejuwMcjgjEzq7xlLspCPydQTVgbTBIgIYQQopwpisKsX05x+NJtnGws+HJUOxxtLNUO6770/YD+PHeDtOzq3QwmCZAQQghRzlYfuMS6v65gpoFlT7XBv7a92iGVSCMPRxq5O5CnVYio5s1gkgAJIYQQD0CrU9gfe4tfo66xP/YWe8/dZM7GaACm92tKj8Z1VI6wdPQrxP92vHqPBrNQOwAhhBCiqgo/Gc+cjdHEp2Ybtmk0oCgwJNibcd0aqBhd2fRv6cnSiHPsPneD9Oy8KtF0VxZSAySEEEKUQfjJeMavOWKU/EBB8gPwSFN3NBrT7vRclCYejjSoY09uvo7tp5PUDqfCSAIkhBBClJJWpzBnYzTKPcrM33Iare5eJUyTRqMxLI1RnUeDSQIkhBBClFJkXHKhmp9/ik/NJjIuuZIiKl/6xVF3nrlBZk6+ytFUDEmAhBBCiFJKSr938lPacqYm0MsJv1p25OTr2HGmejaDSQIkhBBClJK7o025ljM1Go3GMBpsSzVdG0wSICGEEKKUOvi74eVcfHKjAbycbejg71Z5QZUzfT+g7aeTuJOrVTma8icJkBBCCFFK5mYaBgR5FblPP+5r9qBAzE186Yt7aVHXiXquttzJ07KzGjaDSQIkhBBClNK1lDv836ErADhYmxvt83S2YcUzbejbougEqarQaDQMuNsMtvlk9WsGk4kQhRBCiFLQ6hTC1kWRlp1PKx8X1r3wEEcvp5CUno27Y0GzV1Wu+fm7fi29+Hz3BSJiEsnO02JjaX7/g6oISYCEEEKIUvh8dywH45KxszLnkxHB2Fia0ymgltphVYhW9Zyp62LLtZQ77Dp7g9DmnmqHVG6kCUwIIYQooWNXUvjoj7MAvDO4OX5VZJHTstJoNPRrUZD0bKlmkyJKAiSEEEKUQGZOPlPWRZGvUxjQ0othbeupHVKl0A+H3xaTRE5+9RkNJgmQEEIIUQLvbYom7mYmXs42zB3aokqu81UWrX1c8HSyISMnnz/P3lQ7nHIjCZAQQghxH+En41l76AoaDSwe3goXOyu1Q6o0ZmYa+t5tBtt8svo0g0kCJIQQQtxDQmo2038+AcCL3QPoHFBb5Ygqn37Oo63RieTm61SOpnxIAiSEEEIUQ6dTCPu/KFKy8mhZ15mw3o3VDkkVbeu74u5oTXp2PnvPV49mMEmAhBBCiGL8e88F9sXewtbSnCUjg7GyqJlfm0bNYNVkNFjN/EsKIYQQ93HyWiof/n4GgFmDAgmo46ByROrqf3c02B/RieRpq34zmCRAQgghxD/cydXyytqj5GkVQpt7MLK9j9ohqa69nxu1HaxIvZPH/thbaofzwCQBEkIIIf7h/d+iuXAjEw8naz54LKjGDHm/F3MzjWEm6OrQDKZ6ArR8+XL8/PywsbGhY8eOREZGFlv2559/pl27dri4uGBvb09wcDCrV68uVC4mJobBgwfj7OyMvb097du35/LlyxX5MoQQQlQTW6MT+e5gwXfG4mHBuNrXnCHv96NfHPX3UwnkV/FmMFUToHXr1hEWFsbs2bM5cuQIrVq1IjQ0lKSkpCLLu7m58dZbb7F//36OHz/OmDFjGDNmDL///ruhTGxsLF27dqVp06bs3LmT48ePM3PmTGxsbCrrZQkhhKiiktKymfbf4wCM6+ZP10Y1b8j7vXTwd8PN3orbWXkcjEtWO5wHolEURVHr4h07dqR9+/Z8+umnAOh0Onx8fHj55ZeZPn16ic7Rpk0bBgwYwHvvvQfAyJEjsbS0LLJmqKTS0tJwdnYmNTUVJyenMp9HCCFE1aHTKTy3KpI/z90k0MuJ9RM7Y21RfVY/Ly8zfj7OD5FXeKpjfeYNbal2OEZK8/2tWg1Qbm4uhw8fJiQk5H/BmJkREhLC/v3773u8oihERERw5swZunfvDhQkUL/99huNGzcmNDQUd3d3OnbsyC+//FJRL0MIIUQ1sWrfRf48dxNrCzOWPhksyU8x+rW42wx2MgGtTrU6lAemWgJ08+ZNtFotHh4eRts9PDxISEgo9rjU1FQcHBywsrJiwIABLFu2jN69ewOQlJRERkYGH3zwAX379uWPP/5g6NChPPbYY+zatavYc+bk5JCWlmb0EEIIUXNEX09jwZbTALw9MJCG7o4qR2S6OgXUwsXOkluZuURW4WYw1TtBl5ajoyNRUVEcOnSIuXPnEhYWxs6dO4GCGiCARx99lFdffZXg4GCmT5/OwIEDWblyZbHnnD9/Ps7OzoaHj48MdxRCiJoiO0/L5LVHydXqCGnmzjMd66sdkkmzNDejT2BB5cWWKrw2mGoJUO3atTE3NycxMdFoe2JiIp6ensUeZ2ZmRsOGDQkODua1117jiSeeYP78+YZzWlhYEBgYaHRMs2bN7jkKbMaMGaSmphoeV65ceYBXJoQQoiqZvzmGc0kZ1HawZsHjMuS9JPrdHQ22pQo3g6mWAFlZWdG2bVsiIiIM23Q6HREREXTq1KnE59HpdOTk5BjO2b59e86cOWNU5uzZs/j6+hZ7Dmtra5ycnIweQgghqr8dp5P4Zv8lABYNC6KWg7XKEVUNXQJq42RjwY30HA5fuq12OGVioebFw8LCeO6552jXrh0dOnRgyZIlZGZmMmbMGABGjRpF3bp1DTU88+fPp127dgQEBJCTk8PmzZtZvXo1K1asMJxz6tSpjBgxgu7du/Pwww8THh7Oxo0bDc1kQgghBMCN9Bym/nQMgDFd/OjZxF3liKoOKwszegd68t8jV9l8Ip4O/m5qh1RqqiZAI0aM4MaNG8yaNYuEhASCg4MJDw83dIy+fPkyZmb/q6TKzMxkwoQJXL16FVtbW5o2bcqaNWsYMWKEoczQoUNZuXIl8+fP55VXXqFJkyb897//pWvXrpX++oQQQpgmRVGY+tMxbmbk0tTTkWl9m6odUpXTv2VBArTlZDyzBgZiZla1mg5VnQfIVMk8QEIIUb19s+8iszecwsrCjI2TutLEU0Z9lVZOvpZ2720jPSef/47vRFtf9WuBqsQ8QEIIIYQaziSkM3dzDABv9msqyU8ZWVuYE3J3NNjmE8VPX2OqJAESQghRYxiGvOfr6NmkDs919lM7pCqtX4uCUdtbTsSjq2KjwSQBEkIIUWMsDD/D6YR0atlb8eETrWTI+wPq3rgO9lbmXE/N5tjVFLXDKRVJgIQQQtQIu87e4Ku9cQB8OCyIOo4y5P1B2Via06uZflLEqtUMJgmQEEKIau9WRg6v/1gw5H1UJ18eaepxnyNESfVvWdAMtvlEPFVpXJUkQEIIIao1RVGY9t/j3EjPoZG7A2/2b6Z2SNVKj8bu2Fqac/X2HU5cS1U7nBKTBEgIIUS19t3By2yLScLK3IxPRrbGxlJWeS9PtlbmPNKsYBLJqjQaTBIgIYQQ1db5pHTe/y0agDf6NiHQW+Z2qwj9W+jXBqs6zWCSAAkhhKiWcvK1vPJDFNl5Oro1qs3YLv5qh1Rt9WxSBxtLMy7dyuLU9TS1wykRSYCEEEJUS4v/OEt0fBqudpYsHtaqyi3VUJXYW1vQs3FBM9iWk/EqR1MykgAJIYSodvacu8kXuy8AsODxINydbFSOqPrrH1TQDLb5REKVaAaTBEgIIUS1cjszl9d+jALgqY716dPcU92AaohHmrpjZWFG3M1MziSmqx3OfUkCJIQQotpQFIXpPx8nMS2HBnXsmTkgUO2QagwHawt6NK4DwObjpt8MJgmQEEKIamPdoSv8fioRS3MNS0e2xtZKhrxXpgEt7zaDVYFZoSUBEkIIUS3E3shgzsaCIe+v92lCi7rOKkdU8zzSzB0rczPOJ2VwzsSbwSQBEkIIUeXl5uuYsjaKO3laOgfUYly3BmqHVCM52VjSrVFtAH47YdrNYJIACSGEqPI+3naWE9dScba15KPhwTLkXUX97zaDbTHxWaElARJCCFGl7Y+9xcpdsQB88FhLPJ1lyLuaQpp5YGmu4UxiOueTMtQOp1iSAAkhhKiyUrJyCfu/KBQFRrTzod/d2gehHmc7S7o0LGgGCzfhSRElARJCCFElKYrCm+tPEJ+ajX9te2YNkiHvpkK/NthvJtwMZqF2AEIIIURJaXUKkXHJJKVnE3M9jc0nErAw07BkRDD21vKVZir6NPfgzfUaYuLTiLuZiX9te7VDKkTeLUIIIaqE8JPxzNkYTXxqttH2AUFetPJxUScoUSQXOys6BdTiz3M32XIyngk9G6odUiHSBCaEEMLkhZ+MZ/yaI4WSH4ANUddNuq9JTaUfDbbZRIfDSwIkhBDCpGl1CnM2RnOv5TXnbIxGqzP9BThrktDmnpibaTh5LY3Lt7LUDqcQSYCEEEKYtMi45CJrfvQUID41m8i45MoLStyXm70VDzVwA2CLCdbQSQIkhBDCpCWlF5/8lKWcqDz9WphuM5gkQEIIIUyau2PJJjYsaTlReUKbe2KmgWNXU7l627SawSQBEkIIYdI6+Lvh6WRd7H4N4OVsQwd/t8oLSpRIHUdrw98l3MRWiJcESAghhEkzN9PwUIPaRe7Tr/g1e1Ag5rL+l0ky1dFgkgAJIYQwaTczctgWkwiAs62l0T5PZxtWPNOGvi1kCQxT1be5JxoNHLmcwvWUO2qHYyATIQohhDBpH209S0ZOPi3rOvPz+M78dek2SenZuDsWNHtJzY9pc3eyob2vG5EXkwk/mcDYrv5qhwRIDZAQQggTdiYhnbWRlwF4e0AzLC3M6BRQi0eD69IpoJYkP1VEv5aegGkNh5cESAghhElSFIX3f4tGpxQ0o3RsUEvtkEQZ9W1RkAD9dek2iWmmMV2BJEBCCCFM0s6zN/jz3E0szTXM6N9U7XDEA/BytqWtryuKYjqjwSQBEkIIYXLytDrm/hYDwOjOfvjWMr3VxEXp9LtbC2Qqo8EkARJCCGFy1kZe5nxSBq52lkx6pJHa4Yhy0O/ucPiDccmsOXCJ/bG3VF2/TUaBCSGEMCmpd/L4aOtZAF7t3bjQ0HdRNZ24moKluYY8rcLbv5wECiawnD0oUJVpDMpUA7R69Wq6dOmCt7c3ly5dAmDJkiX8+uuv5RqcEEKImmf5jvPczsqjobsDT3Wor3Y4ohyEn4xn/Joj5GmNa3wSUrMZv+YI4SqMDit1ArRixQrCwsLo378/KSkpaLVaAFxcXFiyZEl5xyeEEKIGuXQrk1V74wB4q38zLMylp0ZVp9UpzNkYTVGNXfptczZGV3pzWKnfWcuWLePLL7/krbfewtzc3LC9Xbt2nDhxolyDE0IIUbPM33yaPK1Ct0a16dmkjtrhiHIQGZdMfGrxQ98VID41m8i45MoLijIkQHFxcbRu3brQdmtrazIzM8slKCGEEDXPwQu3CD+VgJkG3h4QiEYjkxxWB0npJZv3p6TlykupEyB/f3+ioqIKbQ8PD6dZs2blEZMQQogaRqdTeP/usPeRHerTxNNR5YhEeXF3tCnXcuWl1KPAwsLCmDhxItnZ2SiKQmRkJD/88APz58/n3//+d0XEKIQQoppbf/QaJ66l4mBtwashjdUOR5SjDv5ueDnbkJCaXWQ/IA0Fi9p28Her1LhKnQA9//zz2Nra8vbbb5OVlcVTTz2Ft7c3n3zyCSNHjqyIGIUQQlRjWbn5LPz9NAATH25IHUdrlSMS5cncTMPsQYGMX3MEDRglQfpGztmDAit9XbdSNYHl5+fz7bffEhISwrlz58jIyCAhIYGrV6/yr3/9q6JiFEIIUY19sfsCiWk51HO1ZUwXP7XDERWgbwsvVjzTBk9n42YuT2cbVjzTRpV5gEpVA2RhYcFLL71ETExBO62dnR12dnYVEpgQQojqLyE1m893XQBger+m2Fia3+cIUVX1beFF70BPIuOSSUrPxt2xoNmrsmt+9ErdBNahQweOHj2Kr69vRcQjhBCiBvnw9zPcydPS1teVAS0rvxZAVC5zMw2dAmqpHQZQhgRowoQJvPbaa1y9epW2bdtib2+8QF1QUFC5BSeEEKL6OnE1lf8euQrAzIEy7F1UrlInQPqOzq+88ophm0ajQVEUNBqNYWZoIYQQojiKovDeb9EADAn2JtjHRd2ARI1T6gQoLi6uIuIQQghRg/x+KoHIuGSsLcyY2rep2uGIGqjUCZD0/RFCCPEgcvK1zN9SMOz9he4NqOtiq3JEoiYqdQIEEBsby5IlSwyjwQIDA5k8eTIBAQHlGpwQQojq59t9l7h0K4s6jta81EO+N4Q6Sr0Uxu+//05gYCCRkZEEBQURFBTEwYMHad68OVu3bq2IGIUQQlQTyZm5LN1+DoCpfZpgb12m3+FCPLBSv/OmT5/Oq6++ygcffFBo+7Rp0+jdu3e5BSeEEKJ6WbLtLOnZ+QR6OfF423pqhyNqsFLXAMXExBQ56/PYsWOJjo4ul6CEEEJUP+eT0vnu4GUA3h7QTLUJ8ISAMiRAderUKXI1+KioKNzd3csjJiGEENXQ3N9i0OoUQpp50LlhbbXDETVcqZvAxo0bxwsvvMCFCxfo3LkzAHv37mXBggWEhYWVe4BCCCGqvt1nb7DjzA0szDS82V+GvQv1lboGaObMmcyaNYtly5bRo0cPevTowaeffso777zD22+/XaYgli9fjp+fHzY2NnTs2JHIyMhiy/7888+0a9cOFxcX7O3tCQ4OZvXq1cWWf+mll9BoNCxZsqRMsQkhhHgw+Vodc38rGDX8bCdfGtRxUDkiIcpQA6TRaHj11Vd59dVXSU9PB8DR0bHMAaxbt46wsDBWrlxJx44dWbJkCaGhoZw5c6bIJjU3NzfeeustmjZtipWVFZs2bWLMmDG4u7sTGhpqVHb9+vUcOHAAb2/vMscnhBDiwfzfX1c5k5iOs60lk3s1UjscIYAy1ADFxcVx7lzBEEZHR0dD8nPu3DkuXrxY6gA++ugjxo0bx5gxYwgMDGTlypXY2dnx1VdfFVm+Z8+eDB06lGbNmhEQEMDkyZMJCgpiz549RuWuXbvGyy+/zHfffYelpWWp4xJCCPHg0rPz+GjrGQAm92qEi52VyhEJUaDUCdDo0aPZt29foe0HDx5k9OjRpTpXbm4uhw8fJiQk5H8BmZkREhLC/v3773u8oihERERw5swZunfvbtiu0+l49tlnmTp1Ks2bN7/veXJyckhLSzN6CCGEeHCf7YzlZkYuDWrb82wnWUlAmI5SJ0BHjx6lS5cuhbY/9NBDRY4Ou5ebN2+i1Wrx8PAw2u7h4UFCQkKxx6WmpuLg4ICVlRUDBgxg2bJlRvMPLViwAAsLC6MFW+9l/vz5ODs7Gx4+Pj6leh1CCCEKu5KcxX/2FKwf+Wb/Zlial/orR4gKU6Y+QPq+P3+XmppaaSvBOzo6EhUVRUZGBhEREYSFhdGgQQN69uzJ4cOH+eSTTzhy5AgaTcnmmJgxY4bRCLa0tDRJgoQQ4gEtCD9Nbr6OzgG16NVMpkkRpqXU6Xj37t2ZP3++UbKj1WqZP38+Xbt2LdW5ateujbm5OYmJiUbbExMT8fT0LPY4MzMzGjZsSHBwMK+99hpPPPEE8+fPB+DPP/8kKSmJ+vXrY2FhgYWFBZcuXeK1117Dz8+vyPNZW1vj5ORk9BBCCFF2hy8ls+l4PBoNvD0gsMQ/SIWoLKWuAVqwYAHdu3enSZMmdOvWDShIOtLS0ti+fXupzmVlZUXbtm2JiIhgyJAhQEH/nYiICCZNmlTi8+h0OnJycgB49tlnjfoUAYSGhvLss88yZsyYUsUnhBCi9HQ6hXc3FQx7H97Wh0Bv+VEpTE+pE6DAwECOHz/Op59+yrFjx7C1tWXUqFFMmjQJNze3UgcQFhbGc889R7t27ejQoQNLliwhMzPTkKyMGjWKunXrGmp45s+fT7t27QgICCAnJ4fNmzezevVqVqxYAUCtWrWoVauW0TUsLS3x9PSkSZMmpY5PCCFE6Ww8fp1jV1KwszLntdDGaocjRJHKtAyvt7c38+bNK5cARowYwY0bN5g1axYJCQkEBwcTHh5u6Bh9+fJlzMz+11KXmZnJhAkTuHr1Kra2tjRt2pQ1a9YwYsSIcolHCCFE2d3J1bJgy2kAJvQMwN3RRuWIhCiaRlEUpSQFb968SWZmJr6+/xvGeOrUKRYtWkRmZiZDhgzhqaeeqrBAK1NaWhrOzs6kpqZKfyAhhCiFT7efY9EfZ/F2tmH76z2xsTRXOyRRg5Tm+7vEnaBffvllli5danielJREt27dOHToEDk5OYwePfqeS1IIIYSo3pLSsvlsZywA0/o1leRHmLQSJ0AHDhxg8ODBhufffvstbm5uREVF8euvvzJv3jyWL19eIUEKIYQwfYv/OEtWrpZgHxcGt5IliIRpK3EClJCQYDSMfPv27Tz22GNYWBR0Ixo8eLBhiQwhhBA1y6nrqfzf4SsAzBzYTIa9C5NX4gTIycmJlJQUw/PIyEg6duxoeK7RaAxD0YUQQtQciqIw97cYFAUGBnnR1rf0I4KFqGwlToAeeughli5dik6n46effiI9PZ1HHnnEsP/s2bMye7IQQtRA22KS2Bd7CysLM6b1bap2OEKUSImHwb/33nv06tWLNWvWkJ+fz5tvvomrq6th/9q1a+nRo0eFBCmEEMI05ebrmLe5YNLDf3X1x8fNTuWIhCiZEidAQUFBxMTEsHfvXjw9PY2avwBGjhxJYGBguQcohBDCdK05cIm4m5nUdrBiQs8AtcMRosRKNRFi7dq1efTRR4vcN2DAgHIJSAghRNWQkpXLJxEFg1/CejfB0cZS5YiEKLlSL4YqhBBCAHwScY7UO3k08XBkeLt6aocjRKlIAiSEEKLULtzIYPX+SwC8PbAZFubydSKqFnnHCiGEKLV5m0+Tr1N4pKk73RrVUTscIUpNEiAhhBClsu/8TbbFJGJupuHN/jLsXVRNZUqAYmNjefvtt3nyySdJSkoCYMuWLZw6dapcgxNCCGFatDqF934rGPb+TMf6NHR3VDkiIcqm1AnQrl27aNmyJQcPHuTnn38mIyMDgGPHjjF79uxyD1AIIYTp+O/hq8TEp+FoY8HkkMZqhyNEmZU6AZo+fTrvv/8+W7duxcrKyrD9kUce4cCBA+UanBBCCNORkZPPh3+cAWByr0a42Vvd5wghTFepE6ATJ04wdOjQQtvd3d25efNmuQQlhBDC9Hy+K5Yb6Tn41rLj2U6+aocjxAMpdQLk4uJCfHx8oe1Hjx6lbt265RKUEEII03It5Q5f7L4AwIx+zbC2MFc5IiEeTKkToJEjRzJt2jQSEhLQaDTodDr27t3L66+/zqhRoyoiRiGEECr7MPw0Ofk6Ovq7EdrcQ+1whHhgpVoKA2DevHlMnDgRHx8ftFotgYGBaLVannrqKd5+++2KiFEIIUQl0+oUIuOSSUrPJi07n1+irqPRwMyBgWg0GrXDE+KBaRRFUcpy4JUrVzhx4gQZGRm0bt2aRo0alXdsqklLS8PZ2ZnU1FScnJzUDkcIISpV+Ml45myMJj4122j7Q/61WPviQypFJcT9leb7u9Q1QHo+Pj74+PiU9XAhhBAmKPxkPOPXHKGoX8YH4m4RfjKevi28Kj0uIcpbqfsAPf744yxYsKDQ9oULFzJs2LByCUoIIUTl0+oU5myMLjL5AdAAczZGo9WVqeFACJNS6gRo9+7d9O/fv9D2fv36sXv37nIJSgghROWLjEsu1Oz1dwoQn5pNZFxy5QUlRAUpdQKUkZFhNAGinqWlJWlpaeUSlBBCiMqXlF588lOWckKYslInQC1btmTdunWFtq9du5bAwMByCUoIIUTlc3e0KddyQpiyUneCnjlzJo899hixsbE88sgjAERERPDDDz/w448/lnuAQgghKkcHfze8nG1ISM0ush+QBvB0tqGDv1tlhyZEuSt1DdCgQYP45ZdfOH/+PBMmTOC1117j6tWrbNu2jSFDhlRAiEIIISqDuZmG2YOKrsnXz/wze1Ag5mYyD5Co+so8D1B1JvMACSFqsvc2RfOfPXFG27ycbZg9KFCGwAuTVinzAOXm5pKUlIROpzPaXr9+/bKeUgghhAm4dCsTgCHB3jzc1B13x4JmL6n5EdVJqROgc+fOMXbsWPbt22e0XVEUNBoNWq223IITQghRuW5n5rLzzA0AJj7ckEYejipHJETFKHUCNHr0aCwsLNi0aRNeXl6yJowQQlQjm0/Gk69TCPRykuRHVGulToCioqI4fPgwTZs2rYh4hBBCqOjXqOsAPBrsrXIkQlSsUo8CCwwM5ObNmxURixBCCBVdT7ljmOV5UCtJgET1VuoEaMGCBbzxxhvs3LmTW7dukZaWZvQQQghRNW08VlD708HfDW8XW5WjEaJilboJLCQkBIBevXoZbZdO0EIIUbX9Is1fogYpdQK0Y8eOiohDCCGEis4mphMTn4aluYb+MtePqAFKnQD16NGjIuIQQgihog13a396NK6Dq33hBa+FqG5K3QcI4M8//+SZZ56hc+fOXLt2DYDVq1ezZ8+ecg1OCCFExVMUhV+PFXyWDw6uq3I0QlSOUidA//3vfwkNDcXW1pYjR46Qk5MDQGpqKvPmzSv3AIUQQlSsI5dTuJJ8Bzsrc0KauasdjhCVotQJ0Pvvv8/KlSv58ssvsbS0NGzv0qULR44cKdfghBBCVLwNUQW1P30CPbCzKvMKSUJUKaVOgM6cOUP37t0LbXd2diYlJaU8YhJCCFFJ8rU6Nh2PB+DR1tL8JWqOUidAnp6enD9/vtD2PXv20KBBg3IJSgghROXYG3uLW5m5uNlb0bVhbbXDEaLSlDoBGjduHJMnT+bgwYNoNBquX7/Od999x+uvv8748eMrIkZRgbQ6hf2xt/g16hr7Y2+h1SlqhySEqES/3m3+GtDSC0vzMo2LEaJKKnVj7/Tp09HpdPTq1YusrCy6d++OtbU1r7/+Oi+//HJFxCgqSPjJeOZsjCY+NduwzcvZhtmDAukr84AIUe3dydXy+8kEQCY/FDVPqdJ9rVbLn3/+ycSJE0lOTubkyZMcOHCAGzdu8N5771VUjKIChJ+MZ/yaI0bJD0BCajbj1xwh/GS8SpEJISpLxOlEMnO11HO1pa2vq9rhCFGpSpUAmZub06dPH27fvo2VlRWBgYF06NABBweHiopPVACtTmHOxmiKauzSb5uzMVqaw4So5vQrvw9u5Y1Go1E5GiEqV6kbfFu0aMGFCxcqIhZRSSLjkgvV/PydAsSnZhtWhRZCVD+pWXnsPJMEwKMy+aGogco0D9Drr7/Opk2biI+Pl9Xgq6Ck9OKTn7KUE0JUPVtOxpOnVWjq6UgTT0e1wxGi0pW6E3T//v0BGDx4sFGVqawGX3W4O9qUqJyDtUyIJkR19UuUfukL6fwsaiZZDb4G6uDvhpezDQmp2UX2A9Kb+ctJnGwtae/nVmmxCSEqXnzqHQ7ebeIe3EoSIFEzyWrwNZC5mYbZgwIZv6bw0iUaCvoA1XKw4npqNiM+38+khxvycq9GMkeIENXEpmPxKAq093Olnqud2uEIoQpZDb6G6tvCixn9mhba7ulsw8pn2rDz9Z481qYuOgWWbj/PsJX7uXQrU4VIhRDlTVZ+F0JWg6/RzMwK+nC19nHhk5HB/DDuIfZMe4S+LbxwtLHko+HBLH2yNY42FkRdSaH/J3/y419XUBQZHi9EVXU+KYOT19KwMNMwoKVMeCpqLlkNvgbbF3sLgP4tvXg0uC6dAmphbmY8F8jgVt6ET+lOB383MnO1TP3pOJO+P0pqVp4aIQshHpB+5fdujWrjZm+lcjRCqEdWg6+h8rU6wzw/nQJq3bNsXRdbfhj3EFNDm2BhpuG3E/H0/WQ3++8mUEKIqkFRFH49VjD54RBZ+V3UcLIafA118noaGTn5ONtaEujldN/y5mYaJj7ckP+O74x/bXviU7N56t8H+GDLaXLzdZUQsRDiQR27msqlW1nYWpoT0sxD7XCEUJVJrAa/fPly/Pz8sLGxoWPHjkRGRhZb9ueff6Zdu3a4uLhgb29PcHAwq1evNuzPy8tj2rRptGzZEnt7e7y9vRk1ahTXr18vU2zVlb72pqO/m6EvUEm08nFh08tdGdneB0WBlbtieWzFXmJvZFRUqEKIcqJf+b13oAf2Ms+XqOFKnQBNnz6dp556il69epGRkUH37t15/vnnefHFF8u0Gvy6desICwtj9uzZHDlyhFatWhEaGkpSUlKR5d3c3HjrrbfYv38/x48fZ8yYMYwZM4bff/8dgKysLI4cOcLMmTM5cuQIP//8M2fOnGHw4MGljq062xd7E7h/81dR7K0t+ODxIFY+0wYXO0tOXktj4NI9/BB5WTpIq0CrU9gfe4tfo66xP/aWrOEmiqTVKWw8VrDIsaz8LgRolDJ+Y+Xm5nL+/HkyMjIIDAws84KoHTt2pH379nz66acA6HQ6fHx8ePnll5k+fXqJztGmTRsGDBhQ7Ir0hw4dokOHDly6dIn69evf93xpaWk4OzuTmpqKk9P9m4eqmtx8Ha3m/MGdPC2/T+n+QNPgJ6Rm89qPUew9X1Cj1CfQgw8eD5LOlZUk/GQ8czZGG63t5uVsw+xBgfRtISN8xP/8ee4Gz/4nElc7SyLfCpF5vUS1VJrv7zL/DyiP1eBzc3M5fPgwISEh/wvIzIyQkBD2799/3+MVRSEiIqLYjtl6qampaDQaXFxcityfk5NTo9Y0O341hTt5WmrZW9HYo2x/Oz1PZxtWj+3IW/2bYWmu4Y/oRPou2c2f526UU7SiOOEn4xm/5kihhW0TUrMZv+YI4SfjVYpMmCL9yu/9W3pJ8iMEZUiAMjMzmTlzJp07d6Zhw4Y0aNDA6FEaN2/eRKvV4uFh3BnPw8ODhISEYo9LTU3FwcEBKysrBgwYwLJly+jdu3eRZbOzs5k2bRpPPvlksdng/PnzcXZ2Njx8fHxK9TqqGn3/n4ca1DJaz62szMw0jOvegPUTuhBQx56k9Bye/U8k72+KJidf1oarCFqdwpyN0UUuZaLfNmdjtDSHCQCy87SEnyz4TJWV34UoUOpecM8//zy7du3i2WefxcvLq1y+QEvL0dGRqKgoMjIyiIiIICwsjAYNGtCzZ0+jcnl5eQwfPhxFUVixYkWx55sxYwZhYWGG52lpadU6CdLP//NQGfr/3EuLus5serkbczdHs+bAZf69J44952+y7MnWNPKQ1abLU2RccqGan79TgPjUbCLjksvUz0tULztOJ5GRk4+3sw3tfF3VDkcIk1DqBGjLli389ttvdOnS5YEvXrt2bczNzUlMTDTanpiYiKenZ7HHmZmZ0bBhQwCCg4OJiYlh/vz5RgmQPvm5dOkS27dvv2dboLW1NdbW1g/2YqqI7Dwthy/fBqBzBXwx2lqZ8/6QlvRs7M4b/z3O6YR0Bi7bw9sDmvHMQ76qJMzVUUmbGJPSi0+SRM2hX/l9ULB3qUZ9ClGdlboJzNXVFTe38lkd3MrKirZt2xIREWHYptPpiIiIoFOnTiU+j06nMyzJAf9Lfs6dO8e2bduoVUt+AesdvZxCbr4Od0drGtS2r7DrhAR6ED6lG90b1yEnX8fMX0/xr2/+4mZGzv0PFsU6cvk2T315gM92xpaovLujTQVHJExd6p08dpwuSJiHSPOXEAalToDee+89Zs2aRVZWVrkEEBYWxpdffsk333xDTEwM48ePJzMzkzFjxgAwatQoZsyYYSg/f/58tm7dyoULF4iJiWHx4sWsXr2aZ555BihIfp544gn++usvvvvuO7RaLQkJCSQkJJCbm1suMVdl+/82/L2ia2PcHW34enR7Zg8KxMrCjO2nk+i7ZDc7zhQ9xYEo3umENJ7/5i8e+2wf+2JvYWmmwc7KvNjyGgpGg3XwL58fK6Lq+v1kArlaHY09HGj6ACM+hahuStQE1rp1a6Mvy/Pnz+Ph4YGfn5/RemBAqdcDGzFiBDdu3GDWrFkkJCQQHBxMeHi4oWP05cuXMTP7X56WmZnJhAkTuHr1Kra2tjRt2pQ1a9YwYsQIAK5du8aGDRuAguaxv9uxY0ehfkI1zf4LBf1/KqL5qyhmZhrGdPGnU0AtpqyN4nRCOmNWHWJ0Zz+m92uKjWXxX+ICLt3K5OOtZ/n12HUUBcw08ETberzSqxEnr6Uyfk3B/7eiujrPHhRYaG03UfPoV35/NLiuNEEL8Tclmgdozpw5JT7h7NmzHyggU1Bd5wG6k6slaM7v5GkVdk99mPq17Cr1+tl5WhaGn+GrvXEANPZw4JORrWlWgqU4apqE1GyWbj/H/x26Qv7dkVwDWnrxau/GNHT/39QFRc0DBPDsQ768N6RFpcYsTE9SWjYd50egKPDnGw/j41a5/+eFqGyl+f4uUQ1QdUhqBPx1KZk8rUJdF1t83Gwr/fo2lubMGhRIjyZ1eP3HY5xNzODRT/cyrV9TxnT2k86ZQHJmLit3xfLNvovk3F1jrWeTOrzepwkt6joXKt+3hRe9Az2JjEsmKT2bQxeTWXPgMn+eu0G+VoeFzPdSo224W3PYpr6LJD9C/EOZF4M5fPgwMTExADRv3pzWrVuXW1CiYuwr5/l/yqpH4zqET+7GtP+eYFtMIu9timbnmSQWD2uFu1NBp12tTjF8qbs7FvRlqc7NOenZefxnTxz//jOOjJx8ANr7uTI1tOl9+/GYm2kMQ917B3rw2/F4Lt7K4rcT8TLnSw23QVZ+F6JYpU6AkpKSGDlyJDt37jTMrJySksLDDz/M2rVrqVOnTnnHKMqJfgLEyur/cy+1HKz5clRbvo+8zHubovnz3E1Cl+xmweNB6BSlxizvkJ2nZc2BSyzfcZ7bWXkANPd24vXQJvRsXKfUiaqdlQX/6urPoj/OsnzHeQYFybDnmurCjQyOX03F3ExD/5bV6/+NEOWh1PXjL7/8Munp6Zw6dYrk5GSSk5M5efIkaWlpvPLKKxURoygH6dl5nLiWCpRtAdSKoNFoeLqjL5te7kZzbyduZ+XxwurDvFQDlnfI0+r4/uBlen64k/d/i+F2Vh4N6tiz/Kk2bJzUlYebuJe5lm5UZz8cbSw4m5jBH9GJ9z9AVEv62p+uDWtT26FmzHMmRGmUOgEKDw/ns88+o1mzZoZtgYGBLF++nC1btpRrcKL8HLqYjFan4FvLDm+Xyu//cy8N3R1YP6EL47r7F1umuizvoNMp/Bp1jd4f7eLN9SdISMvG29mGhY8H8ceU7gwI8nrgGhsnG0ue6+QHwPId5ynjeseiClMUhQ131/6Sld+FKFqpEyCdTldo6DuApaUlOp2uXIIS5U/f/NWpgWnU/vyTlYUZjzTxuGeZvy/vUNUoisK26ET6L/2TyWujuHgri9oOVsweFMiOqT0Z3t6nXDssj+3qj62lOSeupbLrrCxMW9OcuJbKhZuZ2Fia0ad58bPqC1GTlfoT95FHHmHy5Mlcv37dsO3atWu8+uqr9OrVq1yDE+VHP/+PqTR/FaWkyzas3HWeX6OucelWZpWo3dgXe5PHVuzj+W//4nRCOo42FkwNbcKuqQ8zpos/1hblPxeSm70VT3esD8Cn26UWqKbRr/we0swDB+syj3URolor9f+MTz/9lMGDB+Pn52dYMPTKlSu0aNGCNWvWlHuA4sGlZuVx6noaYLo1QFDyZRt2nb3JrrMFM1q72VvRqp4zwT6uBNd3IbieC852hWso1XDsSgqL/jjDn+cKYrWxNGNMF39e7N4AFzurCr/+uO4N+PbAJf66dJuDcck8ZMJ/e1F+tDqFjcf0zV8y+kuI4pQ6AfLx8eHIkSNs27aN06dPA9CsWTNCQkLKPThRPg7E3UJRIKCOvWGYuSnq4O+Gl7MNCanZRc5sDOBia8ngYG+OXU0l5noayZm57Dhzgx1n/tfM06C2PcE+LgUJkY8LTT2dsLKovPlwziWms+iPM/x+qqADsqW5hic71GfSww0r9f57ONkwvF091hy4zPId5yUBqiEOXrhFUnoOzraW9Ggso3KFKE6Z6kY1Gg29e/emd+/e5R2PqACG/j8m3PwFBfPZzB4UyPg1R9BgvLyDvlvwB4+3NAyFz8nXEn09jagrKURdSeHYlRQu3sriws1MLtzM5OejBUsAWFmY0dzbqSAp8nGhtY8rPm62pR5ldb+5ia4kZ/HxtrOsP3rNsGzF0Nb1mBLSSLVJ6F7sHsDayCv8ee4mUVdSCPZxUSUOUXn0zV/9W3pWauIvRFVT4gRo+/btTJo0iQMHDhSaXjo1NZXOnTuzcuVKunXrVu5BigdzwLD+V22VI7m/vi28WPFMm0LzAHkWMQ+QtYU5reu70rq+q2Hb7cxcoq6mEHX5blJ0NYWUrDyOXk7h6OUUQ7la9la0upsQBfu40Oo+TWdFLTmhn5uoTX1Xlm0/z9pDl8nTFqRt/Vp4Eta7MY081F180sfNjiGt6/LT4at8uv08/36unarxiIqVnadl892pIqT5S4h7K9FaYACDBw/m4Ycf5tVXXy1y/9KlS9mxYwfr168v1wDVUJ3WAruVkUPb97cBcGRmb9zsK77vSXkor5mgFUXh4q0soq7cNiRF0fFphkTl74prOgs/Gc/4NUcKNcvpa6kszTWG83VrVJupoU0IqudS6lgryoUbGfT6aBeKAptf6Uagd9V+T4vihZ9M4KU1h/F0smHf9EdkEkxR45T7WmAAx44dY8GCBcXu79OnD4sWLSp5lKJSHLhQMGS8qadjlUl+wHh5hweh0Wjwr22Pf217hrauBxT8So6J/1/TWdSVFC4V13Tm5ciZxIwi+yTpt+VpFVr7OPNG32Ym2czYoI4DA1p6sel4PMt3nmf5U23UDklUkA13V34fHCwzgAtxPyVOgBITE4uc/8dwIgsLbtyQ+UZMzf4LBSOQTPGLWS02loWbzpIzczl2JYWjf+tPlHonj6NXUkt0zjf6NjXpezzx4YZsOh7P5hPxxN7IIKCOw/0PElVKenYe22KSABjcSiY/FOJ+SpwA1a1bl5MnT9KwYcMi9x8/fhwvL1lvxtSY+gSIpsLN3oqHm7rzcFN3oKDpLO5mJqv2xrH6wOX7Hp+UnlPRIT6QZl5O9A70YGt0Ip/tiGXx8FZqh6SK6rzIbvjJBHLzdQTUsae5NHMKcV8lHiLQv39/Zs6cSXZ24cnq7ty5w+zZsxk4cGC5BiceTGJaNrE3MtFooKO/JEClodFoaFDHgf4tS/ZLuqRzGKlp0sMFP15+ibrGleQslaOpfOEn4+m6YDtPfnmAyWujePLLA3RdsL3arC9nWPk9uG6Z15EToiYpcQL09ttvk5ycTOPGjVm4cCG//vorv/76KwsWLKBJkyYkJyfz1ltvVWSsopT0o7+aezuZzOSAVY1+bqLivk40FIwG6+DvVplhlUkrHxe6NaqNVqewcles2uFUKn1H9uq6yG5SejZ7zxc0dw+Wtb+EKJESJ0AeHh7s27ePFi1aMGPGDIYOHcrQoUN58803adGiBXv27MHD495rOYnKpW/+qgrD302Vfm4ioFASpH8+e1BglWlG0dcC/fjXVRLTSrb0SFWn1SnM2Rh9z47sVX2R3d+Ox6NTINjHBd9a9mqHI0SVUKpZsnx9fdm8eTM3b97k4MGDHDhwgJs3b7J582b8/YtfyVuow7D+l/T/eSD6uYk8nY2buTydbVjxTBujuYlMXccGtejg50auVscXuy+oHU6liIxLLlTz83dVeZFdvV9l5XchSq1MM0G7urrSvn378o5FlKNrKXe4dCsLczMN7atA84yp69vCi96BntWiA+3ERxoS+VUk3x+8zISeAdRysFY7pApV0kV2S1rO1Fy8mUnUlRTMNDAwSBIgIUpK5kmvpvTNXy3rOstq0OVEPzfRo8F16RRQq0omPwDdG9UmqJ4zd/K0fLU3Tu1wKlxJO6hXhY7sRdF3fu7SsDZ1HKt3MitEeZIEqJr6X/8faf4SxjQaDRPv9gX6dt8lUu/kqRxRxerg74bnfRahrSod2f9JURR+iSqY/FCWvhCidCQBqoYURTGMADPlyfmEeno386CJhyPpOfl8u++i2uFUKHMzDW19Xe9ZZmwX/ypZo3fqehoXbmRiZWFGaHMZhCJEaUgCVA1dTs7iWsodLM01tPOter9qRcUzM9Mw4eEAAL7aG0dmTr7KEVWcw5dus+XuMHcXW+PpIKzMCz4Cv9obVyVHxembv0KaueNoI1NdCFEakgBVQ/rmr9Y+rthamascjTBVA4O88a9tz+2sPL4/eP/ZrquijJx8Xl0XhU6BIcHeHJ7Zmx/GPcQnI4P5YdxDHJjRi4A69sSnZvOvbw6RlVt1EkGtTmGDYfSXNH8JUVqSAFVD+uHvD0nzl7gHczMN43sW1AJ98ecFsvO0KkdU/t7ZcIrLyVnUdbHl3SEtCnVkd3OwYtXoDtSyt+LktTRe+SGqyswHFBmXTEJaNo42FvRsUkftcISociQBqmYURWGfrP8lSmho67rUdbHlRnoOP/51Re1wytXmE/H8dPgqZhr4eEQwTsU0EdWvZccXo9phZWHGtphE5v4WU8mRlo1+5ff+LbywtpCaXiFKSxKgaib2RiY30nOwsjCjdX0XtcMRJs7S3IyXejQAYOWuC+RpdSpHVD7iU+8w4+cTAIzvGXDfEV5tfV356O4CsV/tjePb/RcrOsQHkpOvZfOJBEAmPxSirCQBqmb0zV/tfF2xsZRfheL+hrXzoY6jNddS7rD+6DW1w3lgOp3C6z8eI/VOHkH1nJkS0rhExw0M8mZqaBOgoOlsx+mkigzzgew+e5PUO3m4O1rTUWp6hSgTSYCqmQPS/CVKycbSnBe6FdQCrdgZW2X6wBTnP3vi2Hv+FraW5iwZEYyleck/5ib0DGB4u3roFJj0/RGir6dVYKRlp5/7Z3Ar7yo5fF8IUyAJUDWi0yn/W/9LOkCLUniqY31c7CyJu5nJbyeq7sro0dfT+PD3MwDMHBhIgzoOpTpeo9Ewd2hLOgfUIjNXy9ivD5Fwj3XE1JCRk8+26ERARn8J8SAkAapGzialk5yZi62lOUH1XNQOR1Qh9tYW/KtLwYLGy7efR1cFa4Gy87RMWXeUXK2O3oEePNnBp0znsTQ3Y8UzbWno7kBCWsHweFOaJ+mPUwnk5OtoUNueFnWd1A5HiCpLEqBqRD//T3t/N6ws5E8rSmdUZz8crS04k5jOtphEtcMptQ+2nOZsYgZ1HK354LGWaDRlbxpytrVk1ej21LK34tT1NCavPWoyTYP6ld8HB3s/0GsUoqaTb8lqRIa/iwfhbGvJqM6+AHy64zyKYhpf+CWx6+wNvr67pMeHTwSVywr3Pm52fPlcO6wtzNgWk8T7v0U/8Dkf1M2MHPacvwlI85cQD0oSoGpCq1M4KP1/xAMa28UfW0tzjl9N5c9zN9UOp0RuZeTw+o/HABjd2Y+eTdzL7dxt6rvy0fBgAFbtvcjXe+PK7dxl8dvxeLQ6hVb1nPGvba9qLEJUdZIAVRMx8WmkZefjYG1BC2/pFyDKppaDNU91rA/Ap9vPqxzN/SmKwvSfT3AjPYdG7g5M79e03K8xIMiLaX0Lzvvupmi2n1avefBX/egvqf0R4oFJAlRN6Pv/dPR3w6IUw36F+KcXujfAytyMyIvJhlpFU7X20BW2Ridiaa5hycjgCpv76qUeDRjRzufu8PijnLqeWiHXuZfLt7I4cjkFjQYGBXlV+vWFqG7km7Ka2Bdb0FwhzV/iQXk42TCsXT2goC+QqbpwI4N3Nxb0y5ka2oTm3s4Vdi2NRsP7Q1vQpWEtslQaHr/xeEHn584BtXB3sqnUawtRHUkCVA3ka3UcungbgIekA7QoBy/1CMDcTMOf525y7EqK2uEUkqfV8eq6KO7kaekcUIvnuzao8Gtampvx2dNtaeTuQGJaDmO/rrzh8Yqi8MvdWbql87MQ5UMSoGrgxLVUMnLycba1JNBL+v+IB+fjZseQu1+0plgL9Mm2cxy7moqzrSWLh7fCrJJmQ3a2teSr0e2p7WBFdHwaL/9QOcPjY+LTOZeUgZWFGX1beFb49YSoCSQBqgb0sz8/1MCt0r4IRPU34eEANBrYGp3I6QTTWRLi0MVkPttZkJTNG9oSL2fbSr2+j5sdX44qGB6//XQS722q+OHxv95d+f2RJu7FrmovhCgdSYCqgf0y/4+oAAF1HOjfsqCz7fIdsSpHUyAtO48pa6PQKfB4m3oMUKkzcOv6riwZEQzA1/susqoCh8frdAob705+KCu/C1F+JAGq4nLzdfx1t/9Pp4DaKkcjqptJDzcEYNPx61y4kaFyNDD711NcS7mDj5st7wwOVDWWfi29DMPu39sUbVifq7z9dek211OzcbS24OGm5TfHkRA1nSRAVdyxqyncydNSy96Kxh6lW/hRiPtp5uVESDN3FKVgpXg1bTh2nfVHr2GmgSUjgnE0gaagF7s34MkOBcPjX1l7lJPXyn94vH7l974tPCtsmL8QNZEkQFXcvvN3+/8E1JJ1gUSFmHi3Fmj90WtcvZ2lSgzXUu7w1voTAEx6pBFtfd1UieOfNBoN7z7agm6NapOVq+Vf3xwiPvVOuZ0/N1/H5hPxgIz+EqK8SQJUxe2/cHf+H+n/IypI6/qudG1Ym3ydwue7LlT69bU6hdf+L4r07HyCfVx45ZGGlR7DvViam7H86TY09tAPj/+LjHIaHv/nuRukZOVR28Fa5vgSopxJAlSFZedpOXI5BZAJEEXFmnQ36Vj31xWS0ip3AsAv/7zAgQvJ2FmZs2REsEnOdO5kY8l/nmtPbQdrYuLTePn7I+RrdQ98Xv3K74NaeWEuIzyFKFem90kiSuzI5dvk5uvwcLKmgSyMKCpQR3832vu5kpuv48s/K68W6OS1VBb/cQaAdwY1x8+E3+c+bnb8+7l22FiasePMDd7dFI2ilH2OoMycfLbe7VgtzV9ClD9JgKqwvw9/l/4/oiJpNBpDX6A1By6TnJlb4de8k6tl8tqj5GkV+jb3NCzPYcqCfVxYMiIYjQa+3X+JVXsvlvlcW6MTuZOnxa+WHa3qVdwyH0LUVJIAVWGGBEiav0Ql6NG4Di3rOnMnT8tXeypu3hu9eZtjiL2RibujNfMfa1llkvy+LbyYoR8e/1u0oRantP6+8ntVee1CVCWSAFVRWbn5HLuaAkBnmf9HVIK/1wJ9s+8iqXfyKuxa208nsvrAJQAWD2+Fq71VhV2rIozr1oAnO9RHUeCVH45y4mrphsffyshh97mCAQ6DW8nkh0JUBEmAqqi/Lt4mT6tQ18UWHzc7tcMRNUSfQA8aeziQnpPP6v0XK+QaNzNyeOOn4wCM7eJPt0Z1KuQ6FalgeHxzujWqzZ28guHx11NKPjx+88kEtDqFFnWdaOgu83sJUREkAaqi9knzl1CBmdn/aoH+syeOrNzyXQ1dURTe+Ok4NzNyaerpyBt9m5Tr+SuTfnh8Ew9HktILVo8v6fD4DXebv4ZI52chKowkQFWUfgFUmf9HVLYBLb3wq2XH7aw8vj94uVzPvebgZbafTsLKwowlI4Or/MzHTjaW/Gd0O2o7WHM6IZ1JJRgef/V2Focu3kajgYFB0vwlREWRBKgKSsvO48Td/j9SAyQqm4W5GeN7BgDwxe4LZOdpy+W855MymPtbwcrq0/o2pamnU7mcV231XO34z93h8TvP3GDOxnsPj99wrGDun4f8a+HpbFNZYQpR40gCVAUdiktGp4BfLTu8XWzVDkfUQENb18Pb2Yak9Bx+PHz1gc+Xm69jyrqjZOfp6NaoNmM6+z14kCaklY8LS0a0RqOB1Qcu8dU9hsdvkJXfhagUJpEALV++HD8/P2xsbOjYsSORkZHFlv35559p164dLi4u2NvbExwczOrVq43KKIrCrFmz8PLywtbWlpCQEM6dO1fRL6PSyPB3oTYrCzNe7FFQC7RyZyx5Dzjr8Udbz3LyWhqudpYsGtYKs2o463HfFp682a8ZAO//Fs0fpxIKlTmdkMbphHSszM3o18KrskMUokZRPQFat24dYWFhzJ49myNHjtCqVStCQ0NJSkoqsrybmxtvvfUW+/fv5/jx44wZM4YxY8bw+++/G8osXLiQpUuXsnLlSg4ePIi9vT2hoaFkZ1fuFP4VRd//5yHp/yNUNKK9D7UdrLmWcodfjl4r83n2x97i890FK83PfywID6fq2+zzfDd/nu5YMDx+8tqoQsPj9Utf9GxSB2c79Ve7F6I6Uz0B+uijjxg3bhxjxowhMDCQlStXYmdnx1dffVVk+Z49ezJ06FCaNWtGQEAAkydPJigoiD179gAFtT9Llizh7bff5tFHHyUoKIhvv/2W69ev88svv1TiK6sYKVm5RMenAVIDJNRlY2nOC939AVixMxatrvTLPqTeyeO1/4tCUWBEOx/6tvAs7zBNikajYc7g5vRoXIc7eVrGfnOIayl30OoU9p2/ydrIgk7lg6TzsxAVTtUEKDc3l8OHDxMSEmLYZmZmRkhICPv377/v8YqiEBERwZkzZ+jevTsAcXFxJCQkGJ3T2dmZjh07FnvOnJwc0tLSjB6m6sCFZBQFGro74O5YfX8pi6rh6Y6+uNhZcuFmJptPxJf6+Jm/nOR6ajZ+teyYNSiwAiI0PRbmZnz6VGuaejpyIz2H4Sv30fmDCJ7690FuZxVMLjl3czThJ0t/P4UQJadqAnTz5k20Wi0eHh5G2z08PEhIKNw+rpeamoqDgwNWVlYMGDCAZcuW0bt3bwDDcaU55/z583F2djY8fHx8HuRlVagDMvxdmBB7awvGdimoBVq+4zy6UtQC/XL0GhuOXcfcTMPHI4Kxt7aoqDBNjqONJf8Z3R4nGwuupWSTmJZjtD8xLYfxa45IEiREBVK9CawsHB0diYqK4tChQ8ydO5ewsDB27txZ5vPNmDGD1NRUw+PKlSvlF2w5kw7QwtQ818kPB2sLTiekE3G66L57/3QlOYuZv5wEYHKvRrSu71qRIZokTycbLC2K/gjWp5FzNkaXqWlRCHF/qiZAtWvXxtzcnMRE48UCExMT8fQsvi+AmZkZDRs2JDg4mNdee40nnniC+fPnAxiOK805ra2tcXJyMnqYopsZOZxJTAekA7QwHc52lozq5AvAp9vP3XOOGwCtTuG1/ztGek4+bX1dmXB3TqGaJjIumVsZucXuV4D41Gwi45IrLyghahBVEyArKyvatm1LRESEYZtOpyMiIoJOnTqV+Dw6nY6cnIIqZH9/fzw9PY3OmZaWxsGDB0t1TlOkb/5q6umIWxVbHFJUb//q6o+NpRnHrqay5/zNe5ZduSuWyIvJOFhbsGREMBbmVbIi+oElpZdsVGpJywkhSkf1T56wsDC+/PJLvvnmG2JiYhg/fjyZmZmMGTMGgFGjRjFjxgxD+fnz57N161YuXLhATEwMixcvZvXq1TzzzDNAwSiLKVOm8P7777NhwwZOnDjBqFGj8Pb2ZsiQIWq8xHIjzV/CVNVysOapDgW1QMu2ny+23PGrKXy89SwAcwY3r9EL+ZZ0EIMMdhCiYqje63DEiBHcuHGDWbNmkZCQQHBwMOHh4YZOzJcvX8bM7H95WmZmJhMmTODq1avY2trStGlT1qxZw4gRIwxl3njjDTIzM3nhhRdISUmha9euhIeHY2NTtT9I9PP/dA6orXIkQhT2QvcGrDlwici4ZCLjkung72a0Pys3nylro8jXKQxo6cVjbWr2Qp8d/N3wcrYhITWbohoNNYCns02h+yiEKB8a5X4N9jVQWloazs7OpKammkx/oMS0bDrOi8BMA0dn9cHZViZJE6bnzfUn+P7gZbo3rsO3YzsY7Zvx8wl+iLyMp5MN4VO64WInzbjhJ+MZv+YIgFESpJ8He8UzbegrM0ILUWKl+f5WvQlMlIy++au5t7MkP8Jkje8RgLmZht1nb/DdgUv8GnWN/bG3CD8Rzw+Rl9Fo4KPhrST5uatvCy9WPNOm0KKnns42kvwIUcFUbwITJSP9f0RV4ONmRztfVw7GJfPW3WHuAJq7VRrjujWgc0Npwv27vi286B3oSWRcMknp2bg7FjR7mVfD9dCEMCWSAFUR+v4/kgAJUxZ+Mp6DRQzb1je0t6xrGk3KpsbcTCP/t4WoZNIEVgVcvZ3F5eQszM00tPeTDpHCNGl1CnM2Rt+zzLzNp2ViPyGESZAEqArQN38F1XPGoQYtFyCqlsi4ZOJT7z1njUzsJ4QwFZIAVQH7Zf0vUQXIxH5CiKpEEiATpyiKoQZI5v8Rpkwm9hNCVCWSAJm4S7eyiE/NxtJcQ1vfmrdgpKg69BP7FTd2SQN4ycR+QggTIQmQidM3f7X2ccXWylzlaIQonrmZhtmDAgEKJUH657MHBcrwbiGESZAEyMTJ/D+iKpGJ/YQQVYUMKTJhiqKwTxIgUcXIxH5CiKpAEiATFnsjg5sZOVhbmNG6vova4QhRYjKxnxDC1EkTmAnTN3+19XXF2kL6/wghhBDlRRIgE6bvAN1ZfkkLIYQQ5UoSIBOl0ynSAVoIIYSoIJIAmagzienczsrDzsqcoHouaocjhBBCVCuSAJkofe1POz83LM3lzySEEEKUJ/lmNVH7YqX/jxBCCFFRJAEyQVqdwsE4WQBVCCGEqCiSAJmg6OtppGfn42htQXNvJ7XDEUIIIaodSYBM0P4LN4GCxSUtpP+PEEIIUe7k29UEyfIXQgghRMWSBMjE5Gl1HIpLBiQBEkIIISqKJEAm5sS1VDJztbjYWdLMU/r/CCGEEBVBEiATo5//5yH/WpjJ6tlCCCFEhZAEyMTI8hdCCCFExZMEyITk5Gv565L0/xFCCCEqmiRAJuTYlVSy83TUdrCikbuD2uEIIYQQ1ZYkQCZkX2zB/D8PNaiFRiP9f4QQQoiKIgmQCZH+P0IIIUTlkATIRGTnaTl6OQWQ9b+EEEKIiiYJkIk4cuk2uVodHk7W+Ne2VzscIYQQolqTBMhE6Je/6BxQW/r/CCGEEBVMEiATsf/C3f4/0vwlhBBCVDhJgExAZk4+x66kANIBWgghhKgMkgCZgEMXk8nXKdRztcXHzU7tcIQQQohqTxIgEyDNX0IIIUTlkgTIBByQ+X+EEEKISiUJkMrSsvM4cS0VkARICCGEqCySAKks8kIyOgX8a9vj5WyrdjhCCCFEjSAJkMr0/X8ekv4/QgghRKWRBEhlsv6XEEIIUfkkAVLR7cxcYhLSAHiogZvK0QghhBA1hyRAKjoYdwtFgUbuDrg72qgdjhBCCFFjSAKkImn+EkIIIdQhCZCKZAJEIYQQQh2SAKnkRnoOZxMzAOgoCZAQQghRqSQBUsmBu7U/zbyccLO3UjkaIYQQomaRBEgl0vwlhBBCqEcSIJXI+l9CCCGEeiQBUkFCajYXbmZipoEO/jL/jxBCCFHZJAFSwf4LNwFoUdcZZ1tLlaMRQgghah5JgFRgmP9H+v8IIYQQqpAESAWGBVCl/48QQgihCkmAKtmV5CyuJN/BwkxDez/p/yOEEEKoQRKgSqTVKaw5cAkA/9p22FqaqxyREEIIUTOpngAtX74cPz8/bGxs6NixI5GRkcWW/fLLL+nWrRuurq64uroSEhJSqHxGRgaTJk2iXr162NraEhgYyMqVKyv6ZdxX+Ml4ui7Yzue7LwBwLimTrgu2E34yXuXIhBBCiJpH1QRo3bp1hIWFMXv2bI4cOUKrVq0IDQ0lKSmpyPI7d+7kySefZMeOHezfvx8fHx/69OnDtWvXDGXCwsIIDw9nzZo1xMTEMGXKFCZNmsSGDRsq62UVEn4ynvFrjhCfmm20PSE1m/FrjkgSJIQQQlQyjaIoiloX79ixI+3bt+fTTz8FQKfT4ePjw8svv8z06dPve7xWq8XV1ZVPP/2UUaNGAdCiRQtGjBjBzJkzDeXatm1Lv379eP/990sUV1paGs7OzqSmpuLk5FSGV/a3GHUKXRdsL5T86GkAT2cb9kx7BHMzzQNdSwghhKjJSvP9rVoNUG5uLocPHyYkJOR/wZiZERISwv79+0t0jqysLPLy8nBz+19n4s6dO7NhwwauXbuGoijs2LGDs2fP0qdPn3J/DSURGZdcbPIDoADxqdlExiVXXlBCCCFEDWeh1oVv3ryJVqvFw8PDaLuHhwenT58u0TmmTZuGt7e3URK1bNkyXnjhBerVq4eFhQVmZmZ8+eWXdO/evdjz5OTkkJOTY3ielpZWyldTvKT04pOfspQTQgghxINTLQF6UB988AFr165l586d2NjYGLYvW7aMAwcOsGHDBnx9fdm9ezcTJ04slCj93fz585kzZ06FxOnuaHP/QqUoJ4QQQogHp1oCVLt2bczNzUlMTDTanpiYiKen5z2PXbRoER988AHbtm0jKCjIsP3OnTu8+eabrF+/ngEDBgAQFBREVFQUixYtKjYBmjFjBmFhYYbnaWlp+Pj4lPWlGeng74aXsw0JqdkU1dlK3wdI1gQTQgghKo9qfYCsrKxo27YtERERhm06nY6IiAg6depU7HELFy7kvffeIzw8nHbt2hnty8vLIy8vDzMz45dlbm6OTqcr9pzW1tY4OTkZPcqLuZmG2YMCgYJk5+/0z2cPCpQO0EIIIUQlUnUYfFhYGF9++SXffPMNMTExjB8/nszMTMaMGQPAqFGjmDFjhqH8ggULmDlzJl999RV+fn4kJCSQkJBARkYGAE5OTvTo0YOpU6eyc+dO4uLi+Prrr/n2228ZOnSoKq8RoG8LL1Y80wZPZ+NmLk9nG1Y804a+LbxUikwIIYSomVTtAzRixAhu3LjBrFmzSEhIIDg4mPDwcEPH6MuXLxvV5qxYsYLc3FyeeOIJo/PMnj2bd955B4C1a9cyY8YMnn76aZKTk/H19WXu3Lm89NJLlfa6itK3hRe9Az2JjEsmKT0bd8eCZi+p+RFCCCEqn6rzAJmq8pwHSAghhBCVo0rMAySEEEIIoRZJgIQQQghR40gCJIQQQogaRxIgIYQQQtQ4kgAJIYQQosaRBEgIIYQQNY4kQEIIIYSocSQBEkIIIUSNIwmQEEIIIWocVZfCMFX6ybHT0tJUjkQIIYQQJaX/3i7JIheSABUhPT0dAB8fH5UjEUIIIURppaen4+zsfM8yshZYEXQ6HdevX8fR0RGNpvovVpqWloaPjw9XrlyRtc/uQ+5Vycm9Kh25XyUn96rkatq9UhSF9PR0vL29jRZTL4rUABXBzMyMevXqqR1GpXNycqoR/0HKg9yrkpN7VTpyv0pO7lXJ1aR7db+aHz3pBC2EEEKIGkcSICGEEELUOJIACaytrZk9ezbW1tZqh2Ly5F6VnNyr0pH7VXJyr0pO7lXxpBO0EEIIIWocqQESQgghRI0jCZAQQgghahxJgIQQQghR40gCJIQQQogaRxKgGmz+/Pm0b98eR0dH3N3dGTJkCGfOnFE7rCrhgw8+QKPRMGXKFLVDMUnXrl3jmWeeoVatWtja2tKyZUv++usvtcMyOVqtlpkzZ+Lv74+trS0BAQG89957JVrHqCbYvXs3gwYNwtvbG41Gwy+//GK0X1EUZs2ahZeXF7a2toSEhHDu3Dl1glXZve5VXl4e06ZNo2XLltjb2+Pt7c2oUaO4fv26egGbAEmAarBdu3YxceJEDhw4wNatW8nLy6NPnz5kZmaqHZpJO3ToEJ9//jlBQUFqh2KSbt++TZcuXbC0tGTLli1ER0ezePFiXF1d1Q7N5CxYsIAVK1bw6aefEhMTw4IFC1i4cCHLli1TOzSTkJmZSatWrVi+fHmR+xcuXMjSpUtZuXIlBw8exN7entDQULKzsys5UvXd615lZWVx5MgRZs6cyZEjR/j55585c+YMgwcPViFSE6IIcVdSUpICKLt27VI7FJOVnp6uNGrUSNm6davSo0cPZfLkyWqHZHKmTZumdO3aVe0wqoQBAwYoY8eONdr22GOPKU8//bRKEZkuQFm/fr3huU6nUzw9PZUPP/zQsC0lJUWxtrZWfvjhBxUiNB3/vFdFiYyMVADl0qVLlROUCZIaIGGQmpoKgJubm8qRmK6JEycyYMAAQkJC1A7FZG3YsIF27doxbNgw3N3dad26NV9++aXaYZmkzp07ExERwdmzZwE4duwYe/bsoV+/fipHZvri4uJISEgw+r/o7OxMx44d2b9/v4qRVQ2pqaloNBpcXFzUDkU1shiqAECn0zFlyhS6dOlCixYt1A7HJK1du5YjR45w6NAhtUMxaRcuXGDFihWEhYXx5ptvcujQIV555RWsrKx47rnn1A7PpEyfPp20tDSaNm2Kubk5Wq2WuXPn8vTTT6sdmslLSEgAwMPDw2i7h4eHYZ8oWnZ2NtOmTePJJ5+sMQukFkUSIAEU1GycPHmSPXv2qB2KSbpy5QqTJ09m69at2NjYqB2OSdPpdLRr14558+YB0Lp1a06ePMnKlSslAfqH//u//+O7777j+++/p3nz5kRFRTFlyhS8vb3lXokKkZeXx/Dhw1EUhRUrVqgdjqqkCUwwadIkNm3axI4dO6hXr57a4Zikw4cPk5SURJs2bbCwsMDCwoJdu3axdOlSLCws0Gq1aodoMry8vAgMDDTa1qxZMy5fvqxSRKZr6tSpTJ8+nZEjR9KyZUueffZZXn31VebPn692aCbP09MTgMTERKPtiYmJhn3CmD75uXTpElu3bq3RtT8gCVCNpigKkyZNYv369Wzfvh1/f3+1QzJZvXr14sSJE0RFRRke7dq14+mnnyYqKgpzc3O1QzQZXbp0KTSdwtmzZ/H19VUpItOVlZWFmZnxx7C5uTk6nU6liKoOf39/PD09iYiIMGxLS0vj4MGDdOrUScXITJM++Tl37hzbtm2jVq1aaoekOmkCq8EmTpzI999/z6+//oqjo6Oh3dzZ2RlbW1uVozMtjo6OhfpG2dvbU6tWLekz9Q+vvvoqnTt3Zt68eQwfPpzIyEi++OILvvjiC7VDMzmDBg1i7ty51K9fn+bNm3P06FE++ugjxo4dq3ZoJiEjI4Pz588bnsfFxREVFYWbmxv169dnypQpvP/++zRq1Ah/f39mzpyJt7c3Q4YMUS9oldzrXnl5efHEE09w5MgRNm3ahFarNXzeu7m5YWVlpVbY6lJ7GJpQD1DkY9WqVWqHViXIMPjibdy4UWnRooVibW2tNG3aVPniiy/UDskkpaWlKZMnT1bq16+v2NjYKA0aNFDeeustJScnR+3QTMKOHTuK/Ix67rnnFEUpGAo/c+ZMxcPDQ7G2tlZ69eqlnDlzRt2gVXKvexUXF1fs5/2OHTvUDl01GkWRKUeFEEIIUbNIHyAhhBBC1DiSAAkhhBCixpEESAghhBA1jiRAQgghhKhxJAESQgghRI0jCZAQQgghahxJgIQQQghR40gCJIQQ5WDnzp1oNBpSUlLUDkUIUQKSAAkhKsTo0aPRaDR88MEHRtt/+eUXNBpNpcej0Wju+XjnnXce6PydO3cmPj4eZ2fn8glYCFGhZC0wIUSFsbGxYcGCBbz44ou4urqqGkt8fLzh3+vWrWPWrFlGi7Y6ODg80PmtrKxkFXIhqhCpARJCVJiQkBA8PT2ZP39+sWXeeecdgoODjbYtWbIEPz8/w/PRo0czZMgQ5s2bh4eHBy4uLrz77rvk5+czdepU3NzcqFevHqtWrSr2Op6enoaHs7MzGo3G8Nzd3Z2PPvqIevXqYW1tTXBwMOHh4YZjL168iEajYe3atXTu3BkbGxtatGjBrl27DGWKagLbu3cvPXv2xM7ODldXV0JDQ7l9+zYAP/30Ey1btsTW1pZatWoREhJCZmZmCe+sEOJBSQIkhKgw5ubmzJs3j2XLlnH16tUHOtf27du5fv06u3fv5qOPPmL27NkMHDgQV1dXDh48yEsvvcSLL75Yput88sknLF68mEWLFnH8+HFCQ0MZPHgw586dMyo3depUXnvtNY4ePUqnTp0YNGgQt27dKvKcUVFR9OrVi8DAQPbv38+ePXsYNGgQWq2W+Ph4nnzyScaOHUtMTAw7d+7kscceQ5ZmFKLySAIkhKhQQ4cOJTg4mNmzZz/Qedzc3Fi6dClNmjRh7NixNGnShKysLN58800aNWrEjBkzsLKyYs+ePaU+96JFi5g2bRojR46kSZMmLFiwgODgYJYsWWJUbtKkSTz++OM0a9aMFStW4OzszH/+858iz7lw4ULatWvHZ599RqtWrWjevDmTJk2idu3axMfHk5+fz2OPPYafnx8tW7ZkwoQJD9wMJ4QoOUmAhBAVbsGCBXzzzTfExMSU+RzNmzfHzOx/H1keHh60bNnS8Nzc3JxatWqRlJRUqvOmpaVx/fp1unTpYrS9S5cuheLt1KmT4d8WFha0a9eu2NekrwEqSqtWrejVqxctW7Zk2LBhfPnll4amMSFE5ZAESAhR4bp3705oaCgzZswotM/MzKxQ009eXl6hcpaWlkbPNRpNkdt0Ol05RPzgbG1ti91nbm7O1q1b2bJlC4GBgSxbtowmTZoQFxdXiREKUbNJAiSEqBQffPABGzduZP/+/Ubb69SpQ0JCglESFBUVVWlxOTk54e3tzd69e4227927l8DAQKNtBw4cMPw7Pz+fw4cP06xZsyLPGxQURERERLHX1Wg0dOnShTlz5nD06FGsrKxYv379A7wSIURpyDB4IUSlaNmyJU8//TRLly412t6zZ09u3LjBwoULeeKJJwgPD2fLli04OTlVWmxTp05l9uzZBAQEEBwczKpVq4iKiuK7774zKrd8+XIaNWpEs2bN+Pjjj7l9+zZjx44t8pwzZsww9O156aWXsLKyYseOHQwbNozY2FgiIiLo06cP7u7uHDx4kBs3bhSbTAkhyp/UAAkhKs27775bqImqWbNmfPbZZyxfvpxWrVoRGRnJ66+/XqlxvfLKK4SFhfHaa6/RsmVLwsPD2bBhA40aNTIq98EHH/DBBx/QqlUr9uzZw4YNG6hdu3aR52zcuDF//PEHx44do0OHDnTq1Ilff/0VCwsLnJyc2L17N/3796dx48a8/fbbLF68mH79+lXGyxVCABpFxl0KIcQ9Xbx4EX9/f44ePVpoziIhRNUkNUBCCCGEqHEkARJCCPH/7dkBDQAAAIKw/q0Jwp+CKey4wACAHQsQALAjgACAHQEEAOwIIABgRwABADsCCADYEUAAwI4AAgB2BBAAsBNd14pJ2N8mhwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def compute_coherence_values(id2word, corpus, texts, start, limit, step):\n",
    "    coherence_values = []\n",
    "    model_list = []\n",
    "\n",
    "    for num_topics in range(start, limit, step):\n",
    "        # Buat model LDA dengan corpus berbasis bow\n",
    "        model = LdaModel(corpus=corpus, id2word=id2word, num_topics=num_topics, random_state=42, passes=10)\n",
    "        model_list.append(model)\n",
    "\n",
    "        # Hitung coherence score\n",
    "        coherence_model = CoherenceModel(model=model, texts=texts, dictionary=id2word, coherence='c_v')\n",
    "        coherence = coherence_model.get_coherence()\n",
    "        coherence_values.append(coherence)\n",
    "\n",
    "    # Cari jumlah topik dengan coherence score tertinggi\n",
    "    best_num_topics = start + coherence_values.index(max(coherence_values)) * step\n",
    "    print(f\"Jumlah topik optimal: {best_num_topics} dengan coherence score: {max(coherence_values)}\")\n",
    "\n",
    "    # Latih ulang model dengan jumlah topik terbaik\n",
    "    best_model = LdaModel(corpus=corpus, id2word=id2word, num_topics=best_num_topics, random_state=42, passes=10)\n",
    "\n",
    "    return model_list, coherence_values, best_model\n",
    "\n",
    "# Menentukan range jumlah topik\n",
    "start = 1\n",
    "limit = 13\n",
    "step = 1\n",
    "\n",
    "# Menjalankan evaluasi coherence menggunakan corpus berbasis bow\n",
    "model_list, coherence_values, best_model = compute_coherence_values(\n",
    "    id2word=id2word, \n",
    "    corpus=corpus_tfidf, \n",
    "    texts=preprocessed_texts, \n",
    "    start=start, \n",
    "    limit=limit + 1, \n",
    "    step=step\n",
    ")\n",
    "\n",
    "# Visualisasi coherence score\n",
    "x = range(start, limit+1, step)\n",
    "plt.plot(x, coherence_values, marker=\"o\")\n",
    "plt.xlabel(\"Num Topics\")\n",
    "plt.ylabel(\"Coherence Score\")\n",
    "plt.title(\"Coherence Score vs Number of Topics (TF-IDF)\")\n",
    "plt.legend([\"Coherence Score\"], loc=\"best\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tampilkan topik-topik yang dihasilkan\n",
    "print(\"\\nTopik yang dihasilkan:\")\n",
    "for idx, topic in best_model.print_topics(num_words=15):\n",
    "    print(f\"Topik {idx + 1}: {topic}\")\n",
    "\n",
    "lda_display = gensimvis.prepare(best_model, corpus_tfidf, id2word, sort_topics=False)\n",
    "pyLDAvis.display(lda_display)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tentukan jumlah topik dan grid layout\n",
    "num_topics = 11\n",
    "cols = 3 # Banyaknya word cloud per baris\n",
    "rows = (num_topics // cols) + (num_topics % cols > 0)  # Hitung jumlah baris yang dibutuhkan\n",
    "\n",
    "fig, axes = plt.subplots(rows, cols, figsize=(15, 5 * rows))  # Atur ukuran grid\n",
    "\n",
    "for i, ax in enumerate(axes.flatten()):  # Loop melalui subplot\n",
    "    if i < num_topics:\n",
    "        words = dict(best_model.show_topic(i, 25))  # Ambil 30 kata topik\n",
    "        wordcloud = WordCloud(width=400, height=200, background_color='white').generate_from_frequencies(words)\n",
    "        \n",
    "        ax.imshow(wordcloud, interpolation='bilinear')\n",
    "        ax.set_title(f\"Topik {i + 1}\")\n",
    "        ax.axis(\"off\")\n",
    "    else:\n",
    "        ax.axis(\"off\")  # Kosongkan subplot yang tidak terpakai jika jumlah topik kurang dari grid\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hasil Penelitian"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualisasi Hasil Prediksi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "distribusi data label yang dihasilkan model svm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>kategori_usia</th>\n",
       "      <th>rating</th>\n",
       "      <th>text_content</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>Aku punya yang packaging nya mungil ( travel s...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>THIS IS ONE OF THE BEST &amp; UNDERRATED SUNSCREEN...</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>4</td>\n",
       "      <td>Cepet ngeresap dan gampang diblend ga bikin mu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30 - 34</td>\n",
       "      <td>Dewasa Akhir</td>\n",
       "      <td>4</td>\n",
       "      <td>Teksturnya ringan, mudah diratakan, dan cepat ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>Ini aku salah beli deh, ternyata lebih cocok u...</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       age kategori_usia  rating  \\\n",
       "0  19 - 24        Remaja       5   \n",
       "1  19 - 24        Remaja       5   \n",
       "2  19 - 24        Remaja       4   \n",
       "3  30 - 34  Dewasa Akhir       4   \n",
       "4  25 - 29   Dewasa Awal       3   \n",
       "\n",
       "                                        text_content  label  \n",
       "0  Aku punya yang packaging nya mungil ( travel s...      1  \n",
       "1  THIS IS ONE OF THE BEST & UNDERRATED SUNSCREEN...     -1  \n",
       "2  Cepet ngeresap dan gampang diblend ga bikin mu...      1  \n",
       "3  Teksturnya ringan, mudah diratakan, dan cepat ...      1  \n",
       "4  Ini aku salah beli deh, ternyata lebih cocok u...     -1  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('revisi/predict1003_age.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "label_counts = df['label'].value_counts()\n",
    "\n",
    "# Buat Pie Chart\n",
    "plt.figure(figsize=(4, 4))\n",
    "plt.pie(label_counts.values, labels=label_counts.index, autopct='%1.1f%%', colors=plt.cm.Paired.colors)\n",
    "plt.title(\"Persentase Distribusi Label\")\n",
    "\n",
    "# Tampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\acer\\AppData\\Local\\Temp\\ipykernel_11460\\3215621070.py:2: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=label_counts.index, y=label_counts.values, palette=plt.cm.Paired.colors)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 4))\n",
    "sns.barplot(x=label_counts.index, y=label_counts.values, palette=plt.cm.Paired.colors)\n",
    "\n",
    "plt.xlabel(\"Label Sentimen\")\n",
    "plt.ylabel(\"Jumlah Data\")\n",
    "plt.title(\"Distribusi Label Sentimen\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1293 entries, 0 to 1292\n",
      "Data columns (total 5 columns):\n",
      " #   Column         Non-Null Count  Dtype \n",
      "---  ------         --------------  ----- \n",
      " 0   age            1293 non-null   object\n",
      " 1   kategori_usia  1287 non-null   object\n",
      " 2   rating         1293 non-null   int64 \n",
      " 3   text_content   1293 non-null   object\n",
      " 4   label          1293 non-null   int64 \n",
      "dtypes: int64(2), object(3)\n",
      "memory usage: 50.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hitung jumlah ulasan per topik berdasarkan usia\n",
    "df_count = df.groupby([\"kategori_usia\", \"label\"]).size().reset_index(name=\"count\")\n",
    "\n",
    "# Plot grouped bar chart\n",
    "plt.figure(figsize=(10, 6))\n",
    "ax = sns.barplot(x=\"kategori_usia\", y=\"count\", hue=\"label\", data=df_count, palette=\"viridis\")\n",
    "\n",
    "# Tambahkan label jumlah di atas setiap bar\n",
    "for p in ax.patches:\n",
    "    ax.annotate(\n",
    "        format(p.get_height(), \".0f\"),  # Format angka tanpa desimal\n",
    "        (p.get_x() + p.get_width() / 2., p.get_height()),  # Posisi teks\n",
    "        ha=\"center\", va=\"bottom\", fontsize=10, color=\"black\"\n",
    "    )\n",
    "\n",
    "# Label & Judul\n",
    "plt.xlabel(\"Usia\")\n",
    "plt.ylabel(\"Jumlah Ulasan\")\n",
    "plt.title(\"Distribusi Sentimen Berdasarkan Usia\")\n",
    "plt.legend(title=\"Topik\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
    "\n",
    "# Tampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualisasi Topik"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\acer\\Envs\\skilvul\\Lib\\site-packages\\joblib\\_utils.py:38: DeprecationWarning: ast.Num is deprecated and will be removed in Python 3.14; use ast.Constant instead\n",
      "  if isinstance(node, ast.Num):  # <number>\n",
      "c:\\Users\\acer\\Envs\\skilvul\\Lib\\site-packages\\joblib\\_utils.py:38: DeprecationWarning: ast.Num is deprecated and will be removed in Python 3.14; use ast.Constant instead\n",
      "  if isinstance(node, ast.Num):  # <number>\n",
      "c:\\Users\\acer\\Envs\\skilvul\\Lib\\site-packages\\joblib\\_utils.py:38: DeprecationWarning: ast.Num is deprecated and will be removed in Python 3.14; use ast.Constant instead\n",
      "  if isinstance(node, ast.Num):  # <number>\n",
      "c:\\Users\\acer\\Envs\\skilvul\\Lib\\site-packages\\joblib\\_utils.py:39: DeprecationWarning: Attribute n is deprecated and will be removed in Python 3.14; use value instead\n",
      "  return node.n\n",
      "c:\\Users\\acer\\Envs\\skilvul\\Lib\\site-packages\\joblib\\_utils.py:38: DeprecationWarning: ast.Num is deprecated and will be removed in Python 3.14; use ast.Constant instead\n",
      "  if isinstance(node, ast.Num):  # <number>\n",
      "c:\\Users\\acer\\Envs\\skilvul\\Lib\\site-packages\\joblib\\_utils.py:39: DeprecationWarning: Attribute n is deprecated and will be removed in Python 3.14; use value instead\n",
      "  return node.n\n"
     ]
    },
    {
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0.8084013751812963, 0.20211354464830078, 0.20211354464830078, 0.20211354464830078, 0.20211354464830078, 0.21316238704736418, 0.6394871611420926, 0.10756173247563866, 0.43024692990255464, 0.322685197426916, 0.46145420791280806, 0.9083086113912197, 0.5126408766905831, 0.5126408766905831, 0.18856563212787272, 0.18856563212787272, 0.18856563212787272, 0.18856563212787272, 0.18856563212787272, 0.8199345492718926, 0.5925889447583894, 0.24279673497723261, 0.48559346995446523, 0.04079786351903449, 0.04079786351903449, 0.04079786351903449, 0.08159572703806899, 0.24478718111420694, 0.4487764987093794, 0.04079786351903449, 0.04079786351903449, 0.6796948209472509], \"Term\": [\"abu\", \"abu\", \"abu\", \"aktivitas\", \"alkohol\", \"alkohol\", \"alkohol\", \"ambang\", \"ambil\", \"anti\", \"aplikasi\", \"aplikasi\", \"aplikasi\", \"aplikasi\", \"aplikasi\", \"aplikasi\", \"aplikasi\", \"aplikasi\", \"aplikasi\", \"aplikator\", \"applying\", \"aqua\", \"aqua\", \"aquafused\", \"area\", \"area\", \"aroma\", \"aroma\", \"aroma\", \"aroma\", \"aroma\", \"aroma\", \"aroma\", \"asiatica\", \"avobenzone\", \"bahan\", \"bahan\", \"balur\", \"basah\", \"basah\", \"basah\", \"basah\", \"baur\", \"bawah\", \"bawah\", \"bedak\", \"bedak\", \"bedak\", \"belah\", \"benci\", \"benci\", \"berat\", \"berat\", \"berat\", \"berat\", \"berat\", \"bercak\", \"berkomedo\", \"berkomedo\", \"beruntus\", \"beruntus\", \"beruntus\", \"beruntus\", \"beruntus\", \"bilas\", \"bleber\", \"blend\", \"boros\", \"botol\", \"botol\", \"botol\", \"botol\", \"botol\", \"brutusan\", \"bubuk\", \"bubuk\", \"buka\", \"busa\", \"busa\", \"cair\", \"cair\", \"cair\", \"centella\", \"cica\", \"clogpores\", \"complexion\", \"complexion\", \"cuci\", \"daerah\", \"dahi\", \"daki\", \"darkspot\", \"definiton\", \"dioxide\", \"encer\", \"encer\", \"encer\", \"encer\", \"formulasi\", \"formulasi\", \"formulasi\", \"formulasi\", \"formulasi\", \"foundie\", \"fragrancenya\", \"gaenak\", \"ganas\", \"ganda\", \"ganti\", \"gatal\", \"gatal\", \"gatal\", \"gel\", \"gel\", \"gel\", \"gelap\", \"gerah\", \"gerah\", \"gerah\", \"geser\", \"gosok\", \"gumpal\", \"gumpal\", \"gumpal\", \"gumpal\", \"gumpal\", \"gumpal\", \"hambat\", \"harga\", \"harga\", \"harga\", \"harga\", \"harga\", \"harga\", \"hidrasi\", \"hidrasi\", \"hidrasi\", \"iritasi\", \"iritasi\", \"iritasi\", \"jaga\", \"jerawat\", \"jerawat\", \"jerawat\", \"jerawat\", \"jerawat\", \"jerawat\", \"karakter\", \"kecil\", \"kecil\", \"kecil\", \"kecil\", \"kelit\", \"kelopak\", \"keluar\", \"keluar\", \"keluar\", \"keluar\", \"keluar\", \"keluar\", \"keluar\", \"keluar\", \"kelupas\", \"kelupas\", \"kelupas\", \"kemas\", \"kemas\", \"kemas\", \"kemas\", \"kemas\", \"kemas\", \"kencang\", \"kental\", \"kental\", \"kental\", \"keren\", \"keren\", \"kering\", \"kering\", \"kering\", \"kering\", \"kering\", \"kering\", \"keringat\", \"keringat\", \"keringat\", \"kesat\", \"keset\", \"kilang\", \"kilap\", \"kilap\", \"kimia\", \"komedo\", \"komedo\", \"komedo\", \"komedogenik\", \"konsep\", \"kontrol\", \"kontrol\", \"krim\", \"krim\", \"krim\", \"krim\", \"krim\", \"kuat\", \"kuat\", \"kuat\", \"kusam\", \"kusam\", \"kusam\", \"kusam\", \"kusam\", \"lama\", \"lama\", \"lama\", \"lama\", \"lama\", \"lama\", \"lambat\", \"lapis\", \"lapis\", \"lapis\", \"lapis\", \"layer\", \"lebar\", \"lekat\", \"lekat\", \"lekat\", \"lembap\", \"lembap\", \"lembap\", \"lembap\", \"lembap\", \"lembap\", \"lembap\", \"lembek\", \"lembek\", \"lengket\", \"lengket\", \"lengket\", \"lengket\", \"lengket\", \"lengket\", \"lengket\", \"lengket\", \"lepas\", \"lepek\", \"licin\", \"losion\", \"losion\", \"losion\", \"lubang\", \"luntur\", \"luntur\", \"macet\", \"mahal\", \"mahal\", \"mahal\", \"mahal\", \"manjur\", \"mata\", \"mata\", \"mata\", \"mata\", \"mata\", \"mata\", \"matte\", \"matte\", \"matte\", \"matte\", \"matte\", \"merah\", \"merah\", \"merah\", \"minta\", \"minyak\", \"minyak\", \"minyak\", \"minyak\", \"minyak\", \"minyak\", \"minyak\", \"minyak\", \"minyak\", \"minyak\", \"nama\", \"niacinamide\", \"octocrylene\", \"oily\", \"oles\", \"oles\", \"oles\", \"padat\", \"padat\", \"padat\", \"panas\", \"panas\", \"panas\", \"papar\", \"paraben\", \"parah\", \"parah\", \"parah\", \"parah\", \"parah\", \"parah\", \"parfum\", \"pedih\", \"pencet\", \"pengap\", \"pengaruh\", \"perih\", \"perih\", \"perih\", \"perih\", \"perih\", \"pindah\", \"pipi\", \"pompa\", \"pompa\", \"pompa\", \"pori\", \"pori\", \"powder\", \"powder\", \"powder\", \"proteksi\", \"proteksi\", \"proteksi\", \"proteksi\", \"putih\", \"putih\", \"putih\", \"putih\", \"putih\", \"putih\", \"putih\", \"putus\", \"rata\", \"rata\", \"rata\", \"rata\", \"rata\", \"rata\", \"rata\", \"reaksi\", \"reaksi\", \"repuchase\", \"resap\", \"resap\", \"resap\", \"resap\", \"residu\", \"retak\", \"retak\", \"retak\", \"rias\", \"rias\", \"rias\", \"rias\", \"rias\", \"rias\", \"rumit\", \"sadar\", \"sehat\", \"sehat\", \"sengat\", \"sengat\", \"sensasi\", \"sensasi\", \"sensitif\", \"sensitif\", \"sensitif\", \"sensitif\", \"serap\", \"serap\", \"serap\", \"serap\", \"simpel\", \"simpel\", \"sisa\", \"spray\", \"squalane\", \"stik\", \"stik\", \"stik\", \"stik\", \"sukar\", \"sukar\", \"sukar\", \"sunscrean\", \"sunstick\", \"susah\", \"susah\", \"susah\", \"susah\", \"susah\", \"susah\", \"susah\", \"susah\", \"susu\", \"tabur\", \"tampak\", \"tarik\", \"tarik\", \"tarik\", \"tarik\", \"taruh\", \"tebal\", \"tebal\", \"tekan\", \"tekstur\", \"tekstur\", \"tekstur\", \"tekstur\", \"tekstur\", \"tekstur\", \"tempel\", \"tempel\", \"tempel\", \"tempel\", \"tempel\", \"tempel\", \"tempel\", \"tepat\", \"tepuk\", \"tepuk\", \"tepuk\", \"tepuk\", \"terap\", \"terap\", \"timpa\", \"timpa\", \"timpa\", \"tolerir\", \"tumpah\", \"tumpuk\", \"tumpuk\", \"tutup\", \"tutup\", \"tutup\", \"tutup\", \"tutup\", \"ubah\", \"ulang\", \"usaha\", \"usaha\", \"whitecast\", \"whitecast\", \"whitecast\", \"whitecast\", \"whitecast\", \"whitecast\", \"whitecast\", \"whitecast\", \"zinc\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]};\n",
       "\n",
       "function LDAvis_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(LDAvis) !== \"undefined\"){\n",
       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el1272422452414236969517951033\", ldavis_el1272422452414236969517951033_data);\n",
       "   }(LDAvis);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://d3js.org/d3.v5\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el1272422452414236969517951033\", ldavis_el1272422452414236969517951033_data);\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://d3js.org/d3.v5.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el1272422452414236969517951033\", ldavis_el1272422452414236969517951033_data);\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lda_display = gensimvis.prepare(lda_tfidf, corpus_tfidf, id2word, sort_topics=False)\n",
    "pyLDAvis.display(lda_display)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pyLDAvis.save_html(lda_display, 'revisi/visualisasi.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "visualisasi distribusi topik"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hitung jumlah ulasan per topik\n",
    "topic_counts = neg_text['topic_number'].value_counts().sort_index()\n",
    "\n",
    "# Buat visualisasi\n",
    "plt.figure(figsize=(6, 2))\n",
    "ax = sns.barplot(x=topic_counts.index, y=topic_counts.values, palette=\"viridis\")\n",
    "\n",
    "# Tambahkan label di atas setiap bar\n",
    "for p in ax.patches:\n",
    "    ax.annotate(f'{int(p.get_height())}', \n",
    "                (p.get_x() + p.get_width() / 2, p.get_height()), \n",
    "                ha='center', va='bottom', fontsize=10, color='black')\n",
    "\n",
    "# Tambahkan label sumbu\n",
    "plt.xlabel(\"Nomor Topik\")\n",
    "plt.ylabel(\"Jumlah Ulasan\")\n",
    "plt.title(\"Distribusi Ulasan per Topik\")\n",
    "plt.xticks(topic_counts.index)\n",
    "\n",
    "# Tampilkan plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data jumlah ulasan per topik\n",
    "topik_labels = [\"Topik 1\", \"Topik 2\", \"Topik 3\", \"Topik 4\", \"Topik 5\"]\n",
    "topik_counts = [111, 124, 67, 105, 266]  # Sesuai data yang diberikan\n",
    "\n",
    "# Membuat pie chart\n",
    "plt.figure(figsize=(5, 5))\n",
    "plt.pie(topik_counts, labels=topik_labels, autopct='%1.1f%%', startangle=140, colors=plt.cm.Paired.colors)\n",
    "# plt.pie(topik_counts, labels=topik_labels, autopct='%1.1f%%', startangle=140, colors=sns.color_palette(\"viridis\", len(topic_counts)))\n",
    "\n",
    "# Menambahkan judul\n",
    "plt.title(\"Distribusi Ulasan Berdasarkan Topik\")\n",
    "\n",
    "# Menampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### analisa topik"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Topik yang dihasilkan:\n",
    "<br>Topik 1: 0.039*\"abu\" + 0.019*\"sengat\" + 0.014*\"area\" + 0.013*\"rata\" + 0.011*\"basah\" + 0.011*\"ganti\" + 0.010*\"aroma\" + 0.010*\"kemas\" + 0.010*\"whitecast\" + 0.009*\"ambil\"\n",
    "<br>Topik 2: 0.028*\"timpa\" + 0.018*\"simpel\" + 0.017*\"bedak\" + 0.017*\"berkomedo\" + 0.016*\"kemas\" + 0.016*\"stik\" + 0.015*\"usaha\" + 0.015*\"rias\" + 0.015*\"minyak\" + 0.015*\"sensasi\"\n",
    "<br>Topik 3: 0.027*\"padat\" + 0.015*\"sunstick\" + 0.013*\"kecil\" + 0.013*\"bubuk\" + 0.012*\"benci\" + 0.012*\"gelap\" + 0.010*\"sisa\" + 0.009*\"kilap\" + 0.008*\"oles\" + 0.008*\"keluar\"\n",
    "<br>Topik 4: 0.015*\"gaenak\" + 0.011*\"susu\" + 0.010*\"pengaruh\" + 0.007*\"keluar\" + 0.007*\"ganas\" + 0.007*\"timpa\" + 0.006*\"rias\" + 0.006*\"konsistensi\" + 0.006*\"buka\" + 0.006*\"berkomedo\"\n",
    "<br>Topik 5: 0.037*\"gumpal\" + 0.029*\"harga\" + 0.025*\"aplikasi\" + 0.022*\"lekat\" + 0.019*\"mahal\" + 0.019*\"rata\" + 0.017*\"putih\" + 0.017*\"matte\" + 0.017*\"sukar\" + 0.012*\"panas\"\n",
    "<br>Topik 6: 0.015*\"rias\" + 0.013*\"layer\" + 0.009*\"macet\" + 0.009*\"kelopak\" + 0.008*\"lekat\" + 0.008*\"merah\" + 0.008*\"foundie\" + 0.007*\"aplikasi\" + 0.007*\"tepuk\" + 0.007*\"gumpal\"\n",
    "<br>Topik 7: 0.045*\"mata\" + 0.042*\"perih\" + 0.027*\"pedih\" + 0.026*\"beruntus\" + 0.024*\"panas\" + 0.024*\"sensitif\" + 0.023*\"jerawat\" + 0.018*\"keringat\" + 0.015*\"minyak\" + 0.015*\"putih\"\n",
    "<br>Topik 8: 0.015*\"mata\" + 0.010*\"perih\" + 0.009*\"luntur\" + 0.009*\"matte\" + 0.008*\"aroma\" + 0.008*\"keren\" + 0.008*\"minyak\" + 0.008*\"losion\" + 0.008*\"lengket\" + 0.008*\"bedak\"\n",
    "<br>Topik 9: 0.031*\"kemas\" + 0.025*\"susah\" + 0.023*\"whitecast\" + 0.023*\"rata\" + 0.022*\"kental\" + 0.019*\"keluar\" + 0.018*\"putih\" + 0.017*\"jerawat\" + 0.016*\"niacinamide\" + 0.015*\"tekstur\"\n",
    "<br>Topik 10: 0.043*\"lama\" + 0.039*\"minyak\" + 0.036*\"kusam\" + 0.036*\"serap\" + 0.032*\"berat\" + 0.031*\"kering\" + 0.026*\"lembap\" + 0.024*\"tekstur\" + 0.021*\"encer\" + 0.021*\"whitecast\"\n",
    "<br>Topik 11: 0.051*\"kecil\" + 0.026*\"tekan\" + 0.013*\"whitecast\" + 0.013*\"berat\" + 0.011*\"gatal\" + 0.011*\"keluar\" + 0.010*\"kemas\" + 0.009*\"mahal\" + 0.009*\"susah\" + 0.009*\"botol\"\n",
    "<br>Topik 12: 0.014*\"jerawat\" + 0.014*\"pipi\" + 0.011*\"stik\" + 0.010*\"bawah\" + 0.010*\"fragrancenya\" + 0.009*\"rias\" + 0.008*\"harga\" + 0.008*\"lengket\" + 0.008*\"minyak\" + 0.008*\"kuat\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**interprestasi tiap topik**\n",
    "\n",
    "Topik 1 (gabungan topik 1, 2, dan 5) **whitecast sulit diratakan dan sensasi menyengat**\n",
    "<br>Pelanggan mengeluhkan bahwa sunscreen ini meninggalkan efek abu-abu dan whitecast yang sulit diratakan di area tertentu, terutama saat kulit dalam kondisi basah. Beberapa pengguna juga mengalami sensasi menyengat setelah pemakaian, yang membuat kulit terasa tidak nyaman. Kemasan produk dianggap kurang praktis karena sulit diambil dan dikeluarkan, sehingga pengguna perlu berusaha lebih saat mengaplikasikannya. Saat digunakan bersama bedak atau riasan lainnya, sunscreen ini cenderung menggumpal dan menyebabkan tampilan makeup tidak merata. Selain itu, meskipun memberikan hasil akhir matte, teksturnya terasa lengket, sulit dibaurkan, dan harganya dianggap terlalu mahal oleh sebagian pengguna.\n",
    "\n",
    "Topik 2 (gabungan topik 3, 8, 11, dan 12) **risiko jerawat dan iritasi dari sunstick**\n",
    "<br>Pelanggan mengeluhkan sunscreen berbentuk stik yang memiliki tekstur padat sehingga sulit diaplikasikan secara merata. Ukurannya yang kecil serta mekanisme yang membutuhkan tekanan lebih saat mengeluarkan produk membuat penggunaan terasa kurang praktis.Setelah diaplikasikan, produk ini meninggalkan residu bertekstur bubuk, terasa berat di kulit, dan menyebabkan whitecast, terutama pada pemilik kulit yang lebih gelap. Penggunaan dalam bentuk stik juga dinilai kurang higienis karena produk langsung bersentuhan dengan kulit, sehingga lebih berisiko menyebabkan jerawat di area pipi, terutama bagi kulit yang sensitif. Beberapa pengguna mengalami iritasi, seperti gatal, dan mata perih saat terkena keringat. Produk ini juga dinilai lengket, membuat kulit semakin berminyak, dan memiliki aroma yang terlalu kuat. Beberapa pelanggan merasa bahwa harga yang ditawarkan tidak sebanding dengan kualitasnya.\n",
    "\n",
    "Topik 3 (4 dan 6) **tekstur tidak nyaman dan menggumpal saat dipadukan dengan riasan**\n",
    "<br>Pelanggan mengeluhkan bahwa tekstur sunscreen yang menyerupai susu terasa tidak nyaman di kulit dan sulit diratakan. Produk ini juga sulit dikeluarkan dari kemasannya, sementara konsistensinya yang kurang baik berdampak pada tampilan riasan. Saat digunakan bersama makeup atau foundation, sunscreen cenderung menggumpal, sehingga menyulitkan proses layering. Selain itu, produk ini terasa lengket di kelopak mata, berpotensi menyebabkan komedo, dan pada beberapa pengguna, menimbulkan reaksi kemerahan setelah pemakaian.\n",
    "\n",
    "Topik 4 (7) **luruh saat berkeringat dan iritasi mata**\n",
    "<br>Pelanggan mengeluhkan bahwa sunscreen ini cenderung luruh saat berkeringat, sehingga tidak sengaja masuk ke mata dan menyebabkan rasa perih dan pedih. Pada kulit sensitif, produk ini juga dapat menimbulkan sensasi panas, memicu beruntusan dan jerawat, serta meninggalkan whitecast yang membuat kulit tampak lebih berminyak.\n",
    "\n",
    "Topik 5 (9) **kemasan dengan pompa kurang praktis**\n",
    "<br>Pelanggan mengeluhkan kemasan yang kurang praktis, di mana produk sulit dikeluarkan dari botol, dan pompa yang susah dikontrol sering kali menyebabkan sunscreen tumpah. Selain itu, teksturnya yang terlalu kental dan berat tidak hanya meninggalkan whitecast, tetapi juga menyebabkan jerawat\n",
    "\n",
    "Topik 6 (10) **tekstur berat dan lama menyerap**\n",
    "<br>Pelanggan mengeluhkan bahwa sunscreen memiliki tekstur yang berat, sehingga butuh waktu lama untuk menyerap. Hal ini menyebabkan wajah menjadi berminyak dan tampak kusam setelah pemakaian. Selain itu, sunscreen juga meninggalkan whitecast yang mengganggu tampilan kulit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>kategori_usia</th>\n",
       "      <th>rating</th>\n",
       "      <th>text_content</th>\n",
       "      <th>label</th>\n",
       "      <th>text_cleaned</th>\n",
       "      <th>topic_number</th>\n",
       "      <th>topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>THIS IS ONE OF THE BEST &amp; UNDERRATED SUNSCREEN...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['lama', 'hapus', 'tekstur', 'krim', 'matte', ...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>Ini aku salah beli deh, ternyata lebih cocok u...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['minyak', 'kering', 'kemas', 'bubuk', 'kering...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>menurutku dengan harga yang lumayan agak price...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['harga', 'mahal', 'whitecast', 'parah', 'abu'...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>18 and Under</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>4</td>\n",
       "      <td>sunscreen pertama yang aku pakai saat mau nyob...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['whitecast', 'blend', 'tekstur', 'padat', 'ar...</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>4</td>\n",
       "      <td>aku cobain travel sizenya sunscreen ini. kulit...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['ribet', 'keren', 'matte', 'kecil', 'mahal', ...</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            age kategori_usia  rating  \\\n",
       "0       19 - 24        Remaja       5   \n",
       "1       25 - 29   Dewasa Awal       3   \n",
       "2       25 - 29   Dewasa Awal       3   \n",
       "3  18 and Under        Remaja       4   \n",
       "4       25 - 29   Dewasa Awal       4   \n",
       "\n",
       "                                        text_content  label  \\\n",
       "0  THIS IS ONE OF THE BEST & UNDERRATED SUNSCREEN...     -1   \n",
       "1  Ini aku salah beli deh, ternyata lebih cocok u...     -1   \n",
       "2  menurutku dengan harga yang lumayan agak price...     -1   \n",
       "3  sunscreen pertama yang aku pakai saat mau nyob...     -1   \n",
       "4  aku cobain travel sizenya sunscreen ini. kulit...     -1   \n",
       "\n",
       "                                        text_cleaned  topic_number  topic  \n",
       "0  ['lama', 'hapus', 'tekstur', 'krim', 'matte', ...             3      2  \n",
       "1  ['minyak', 'kering', 'kemas', 'bubuk', 'kering...             3      2  \n",
       "2  ['harga', 'mahal', 'whitecast', 'parah', 'abu'...             1      1  \n",
       "3  ['whitecast', 'blend', 'tekstur', 'padat', 'ar...             7      4  \n",
       "4  ['ribet', 'keren', 'matte', 'kecil', 'mahal', ...             8      2  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all = pd.read_csv('revisi/distribusitopik1603.csv')\n",
    "all.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 673 entries, 0 to 672\n",
      "Data columns (total 8 columns):\n",
      " #   Column         Non-Null Count  Dtype \n",
      "---  ------         --------------  ----- \n",
      " 0   age            673 non-null    object\n",
      " 1   kategori_usia  673 non-null    object\n",
      " 2   rating         673 non-null    int64 \n",
      " 3   text_content   673 non-null    object\n",
      " 4   label          673 non-null    int64 \n",
      " 5   text_cleaned   673 non-null    object\n",
      " 6   topic_number   673 non-null    int64 \n",
      " 7   topic          673 non-null    int64 \n",
      "dtypes: int64(4), object(4)\n",
      "memory usage: 42.2+ KB\n"
     ]
    }
   ],
   "source": [
    "all.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\acer\\AppData\\Local\\Temp\\ipykernel_4240\\4062319634.py:6: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  ax = sns.barplot(x=topic_counts.index, y=topic_counts.values, palette=\"viridis\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hitung jumlah ulasan per topik\n",
    "topic_counts = all['topic'].value_counts().sort_index()\n",
    "\n",
    "# Buat visualisasi\n",
    "plt.figure(figsize=(6, 4))\n",
    "ax = sns.barplot(x=topic_counts.index, y=topic_counts.values, palette=\"viridis\")\n",
    "\n",
    "# Tambahkan label di atas setiap bar\n",
    "for p in ax.patches:\n",
    "    ax.annotate(f'{int(p.get_height())}', \n",
    "                (p.get_x() + p.get_width() / 2, p.get_height()), \n",
    "                ha='center', va='bottom', fontsize=10, color='black')\n",
    "\n",
    "# Tambahkan label sumbu\n",
    "plt.xlabel(\"Nomor Topik\")\n",
    "plt.ylabel(\"Jumlah Ulasan\")\n",
    "plt.title(\"Distribusi Ulasan per Topik\")\n",
    "plt.xticks(topic_counts.index)\n",
    "\n",
    "# Tampilkan plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hitung jumlah ulasan per topik berdasarkan usia\n",
    "pivot = all.pivot_table(index=\"kategori_usia\", columns=\"topic\", aggfunc=\"size\", fill_value=0)\n",
    "\n",
    "# Plot stacked bar chart\n",
    "pivot.plot(kind=\"bar\", stacked=True, cmap=\"viridis\", figsize=(10, 6))\n",
    "\n",
    "# Label & Judul\n",
    "plt.xlabel(\"Usia\")\n",
    "plt.ylabel(\"Jumlah Ulasan\")\n",
    "plt.title(\"Distribusi Topik Berdasarkan Usia\")\n",
    "plt.legend(title=\"Topik\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
    "\n",
    "# Tampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hitung jumlah ulasan per topik berdasarkan usia\n",
    "if \"kategori_usia\" in all.columns and \"topic\" in all.columns:\n",
    "    all_count = all.groupby([\"kategori_usia\", \"topic\"]).size().reset_index(name=\"count\")\n",
    "else:\n",
    "    raise KeyError(\"DataFrame 'all' tidak memiliki kolom 'kategori_usia' atau 'topic'\")\n",
    "\n",
    "# Buat plot grouped bar chart\n",
    "plt.figure(figsize=(12, 6))\n",
    "ax = sns.barplot(x=\"kategori_usia\", y=\"count\", hue=\"topic\", data=all_count, palette=\"viridis\")\n",
    "\n",
    "# Tambahkan label jumlah di atas setiap bar\n",
    "for p in ax.patches:\n",
    "    height = p.get_height()\n",
    "    if not pd.isna(height) and height > 0:  # Pastikan height valid\n",
    "        ax.annotate(\n",
    "            format(height, \".0f\"),  # Format angka tanpa desimal\n",
    "            (p.get_x() + p.get_width() / 2., height),  # Posisi teks\n",
    "            ha=\"center\", va=\"bottom\", fontsize=10, color=\"black\"\n",
    "        )\n",
    "\n",
    "# Label & Judul\n",
    "plt.xlabel(\"Kategori Usia\", fontweight=\"bold\")\n",
    "plt.ylabel(\"Jumlah Ulasan\", fontweight=\"bold\")\n",
    "plt.title(\"Distribusi Topik Berdasarkan Usia\", fontweight=\"bold\")\n",
    "plt.xticks(rotation=0)  # Pastikan label tetap horizontal\n",
    "plt.legend(title=\"Topik\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
    "\n",
    "# Tampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## pemodelan berdasarkan usia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hasil_topik = pd.read_csv('revisi/ulasanhasil_age.csv')\n",
    "hasil_topik.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "teenagers = hasil_topik[hasil_topik['age'] == '18 and Under']\n",
    "teenagers.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "adult = hasil_topik[hasil_topik['age'] != '18 and Under']\n",
    "adult.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "teenagers.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "adult.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hitung jumlah ulasan per topik\n",
    "topic_counts = teenagers['topic_number'].value_counts().sort_index()\n",
    "\n",
    "# Buat visualisasi\n",
    "plt.figure(figsize=(6, 2))\n",
    "ax = sns.barplot(x=topic_counts.index, y=topic_counts.values, palette=\"viridis\")\n",
    "\n",
    "# Tambahkan label di atas setiap bar\n",
    "for p in ax.patches:\n",
    "    ax.annotate(f'{int(p.get_height())}', \n",
    "                (p.get_x() + p.get_width() / 2, p.get_height()), \n",
    "                ha='center', va='bottom', fontsize=10, color='black')\n",
    "\n",
    "# Tambahkan label sumbu\n",
    "plt.xlabel(\"Nomor Topik\")\n",
    "plt.ylabel(\"Jumlah Ulasan\")\n",
    "plt.title(\"Distribusi Ulasan per Topik\")\n",
    "plt.xticks(topic_counts.index)\n",
    "\n",
    "# Tampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hitung jumlah ulasan per topik\n",
    "topic_counts = adult['topic_number'].value_counts().sort_index()\n",
    "\n",
    "# Buat visualisasi\n",
    "plt.figure(figsize=(6, 2))\n",
    "ax = sns.barplot(x=topic_counts.index, y=topic_counts.values, palette=\"viridis\")\n",
    "\n",
    "# Tambahkan label di atas setiap bar\n",
    "for p in ax.patches:\n",
    "    ax.annotate(f'{int(p.get_height())}', \n",
    "                (p.get_x() + p.get_width() / 2, p.get_height()), \n",
    "                ha='center', va='bottom', fontsize=10, color='black')\n",
    "\n",
    "# Tambahkan label sumbu\n",
    "plt.xlabel(\"Nomor Topik\")\n",
    "plt.ylabel(\"Jumlah Ulasan\")\n",
    "plt.title(\"Distribusi Ulasan per Topik\")\n",
    "plt.xticks(topic_counts.index)\n",
    "\n",
    "# Tampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## WordCloud"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "worldcloud untuk data label negatif"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gabungkan semua kata dalam satu string\n",
    "text_data = \" \".join([\" \".join(words) for words in neg_text['text_cleaned']])\n",
    "\n",
    "# Buat WordCloud\n",
    "wordcloud = WordCloud(width=800, height=400, background_color='white', colormap='viridis', \n",
    "                      max_words=100, random_state=42).generate(text_data)\n",
    "\n",
    "# Plot WordCloud\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")  # Hilangkan sumbu\n",
    "plt.title(\"WordCloud Ulasan Negatif Sunscreen\", fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "wordcloud untuk data label positif"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(620, 6)"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "post_text.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gabungkan semua kata dalam satu string\n",
    "text_data = \" \".join([\" \".join(words) for words in post_text['text_cleaned']])\n",
    "\n",
    "# Buat WordCloud\n",
    "wordcloud = WordCloud(width=800, height=400, background_color='white', colormap='viridis', \n",
    "                      max_words=100, random_state=42).generate(text_data)\n",
    "\n",
    "# Plot WordCloud\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")  # Hilangkan sumbu\n",
    "plt.title(\"WordCloud Ulasan Positif Sunscreen\", fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "wordcloud untuk setiap topik"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Tentukan jumlah topik dan grid layout\n",
    "num_topics = 12\n",
    "cols = 4  # Banyaknya word cloud per baris\n",
    "rows = (num_topics // cols) + (num_topics % cols > 0)  # Hitung jumlah baris yang dibutuhkan\n",
    "\n",
    "fig, axes = plt.subplots(rows, cols, figsize=(15, 5 * rows))  # Atur ukuran grid\n",
    "\n",
    "for i, ax in enumerate(axes.flatten()):  # Loop melalui subplot\n",
    "    if i < num_topics:\n",
    "        words = dict(lda_tfidf.show_topic(i, 20))  # Ambil 30 kata topik\n",
    "        wordcloud = WordCloud(width=800, height=600, background_color='white').generate_from_frequencies(words)\n",
    "        \n",
    "        ax.imshow(wordcloud, interpolation='bilinear')\n",
    "        ax.set_title(f\"Topik {i + 1}\")\n",
    "        ax.axis(\"off\")\n",
    "    else:\n",
    "        ax.axis(\"off\")  # Kosongkan subplot yang tidak terpakai jika jumlah topik kurang dari grid\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hasil Klasifikasi dengan SVM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preprocessing Teks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('result/cleaned_data.csv')\n",
    "df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "setelah melakukan tahapan prerpocessing case folding, hasilnya sebagai berikut:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hasil_casefolding = df[['text_content', 'lowercased_text']]\n",
    "pd.options.display.max_colwidth = 600\n",
    "hasil_casefolding.head(1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "hasil case folding, yang telah disimpan pada kolom lowercased_text, selanjutnya diimplementasikan fungsi normalisasi yang kemudian menghasilkan data seperti berikut:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hasil_normalisasi = df[['lowercased_text', 'normalized_text']]\n",
    "pd.options.display.max_colwidth = 600\n",
    "hasil_normalisasi.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "teks yang sudah melalui tahapan normalisasi selanjutnya akan dilakukan pembersihan karakter-karakter serta stopwords yang tidak dibutuhkan untuk proses klasifikasi. daftar stopwords didapatkan dari library Sastrawi serta membuat daftar stopwords secara mandiri, dua daftar ini kemudian akan digabungkan untuk memperkaya list stopwords yang perlu dihapus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hasil_filtering = df[['normalized_text', 'filtered_text']]\n",
    "pd.options.display.max_colwidth = 600\n",
    "hasil_filtering.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "selanjutnya, teks yang sudah dibersihkan akan dijadikan dalam bentuk token untuk mempermudah pemrosesan analisis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hasil_tokenisasi = df[['filtered_text', 'tokens']]\n",
    "pd.options.display.max_colwidth = 600\n",
    "hasil_tokenisasi.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "setelah melakukan tokenisasi, akan dilakukan proses stemming untuk menghilangkan imbuhan dan mengembalikan kata menjadi bentuk dasar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hasil_stemming = df[['tokens', 'stemmed_text']]\n",
    "pd.options.display.max_colwidth = 600\n",
    "hasil_stemming.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluasi Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pelatihan data klasifikasi dilakukan menggunakan model Support Vector Machine menggunakan kernel non-linier Radial Basis Function dengan nilai pada parameter Complexity = 1 dan gamma = 0,2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = svm.predict(X_test_tfidf) # prediksi data text (X_test)\n",
    "\n",
    "accuracy = accuracy_score(y_test, y_pred) # evaluasi performa model pada data uji\n",
    "report = classification_report(y_test, y_pred)\n",
    "\n",
    "print(f\"\\nFinal Model Test Accuracy without CV: {accuracy:.4f}\")\n",
    "print(\"Classification Report:\\n\", report)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "confussion matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# menghitung confusion matrix\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "\n",
    "print(\"Confusion Matrix:\")\n",
    "print(cm)\n",
    "\n",
    "# visualisasi confusion matrix\n",
    "plt.figure(figsize=(6,5))\n",
    "sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=['Negatif', 'Positif'], yticklabels=['Negatif', 'Positif'])\n",
    "plt.xlabel(\"Prediksi\")\n",
    "plt.ylabel(\"Aktual\")\n",
    "plt.title(\"Confusion Matrix\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dilakukan prediksi label terhadap data awal sebelum dilakukan pembersihan akan menggunakan model SVM yang telah disimpan. Prediksi ini menghasilkan ulasan berlabel positif sebanyak 679 dan ulasan berlabel negatif sebanyak 709."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "label_counts = df['label'].value_counts()\n",
    "\n",
    "# Buat Pie Chart\n",
    "plt.figure(figsize=(4, 4))\n",
    "plt.pie(label_counts.values, labels=label_counts.index, autopct='%1.1f%%', colors=plt.cm.Paired.colors)\n",
    "plt.title(\"Persentase Distribusi Label\")\n",
    "\n",
    "# Tampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hasil Pemodelan Topik"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>kategori_usia</th>\n",
       "      <th>rating</th>\n",
       "      <th>text_content</th>\n",
       "      <th>label</th>\n",
       "      <th>text_cleaned</th>\n",
       "      <th>topic_number</th>\n",
       "      <th>topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19 - 24</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>5</td>\n",
       "      <td>THIS IS ONE OF THE BEST &amp; UNDERRATED SUNSCREEN...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['lama', 'hapus', 'tekstur', 'krim', 'matte', ...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>Ini aku salah beli deh, ternyata lebih cocok u...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['minyak', 'kering', 'kemas', 'bubuk', 'kering...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>3</td>\n",
       "      <td>menurutku dengan harga yang lumayan agak price...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['harga', 'mahal', 'whitecast', 'parah', 'abu'...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>18 and Under</td>\n",
       "      <td>Remaja</td>\n",
       "      <td>4</td>\n",
       "      <td>sunscreen pertama yang aku pakai saat mau nyob...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['whitecast', 'blend', 'tekstur', 'padat', 'ar...</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>25 - 29</td>\n",
       "      <td>Dewasa Awal</td>\n",
       "      <td>4</td>\n",
       "      <td>aku cobain travel sizenya sunscreen ini. kulit...</td>\n",
       "      <td>-1</td>\n",
       "      <td>['ribet', 'keren', 'matte', 'kecil', 'mahal', ...</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            age kategori_usia  rating  \\\n",
       "0       19 - 24        Remaja       5   \n",
       "1       25 - 29   Dewasa Awal       3   \n",
       "2       25 - 29   Dewasa Awal       3   \n",
       "3  18 and Under        Remaja       4   \n",
       "4       25 - 29   Dewasa Awal       4   \n",
       "\n",
       "                                        text_content  label  \\\n",
       "0  THIS IS ONE OF THE BEST & UNDERRATED SUNSCREEN...     -1   \n",
       "1  Ini aku salah beli deh, ternyata lebih cocok u...     -1   \n",
       "2  menurutku dengan harga yang lumayan agak price...     -1   \n",
       "3  sunscreen pertama yang aku pakai saat mau nyob...     -1   \n",
       "4  aku cobain travel sizenya sunscreen ini. kulit...     -1   \n",
       "\n",
       "                                        text_cleaned  topic_number  topic  \n",
       "0  ['lama', 'hapus', 'tekstur', 'krim', 'matte', ...             3      2  \n",
       "1  ['minyak', 'kering', 'kemas', 'bubuk', 'kering...             3      2  \n",
       "2  ['harga', 'mahal', 'whitecast', 'parah', 'abu'...             1      1  \n",
       "3  ['whitecast', 'blend', 'tekstur', 'padat', 'ar...             7      4  \n",
       "4  ['ribet', 'keren', 'matte', 'kecil', 'mahal', ...             8      2  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all = pd.read_csv('revisi/distribusitopik1603.csv')\n",
    "all.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analisa Topik"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Interprestasi Tiap Topik**\n",
    "\n",
    "Topik 1 (gabungan topik 1, 2, dan 5) **whitecast sulit diratakan dan sensasi menyengat**\n",
    "<br>Konsumen mengeluhkan bahwa sunscreen ini meninggalkan efek abu-abu\n",
    "dan whitecast yang sulit diratakan di area tertentu, terutama saat kulit dalam\n",
    "kondisi basah. Beberapa konsumen juga mengalami sensasi menyengat setelah\n",
    "pemakaian, yang membuat kulit tidak nyaman. Kemasan produk dianggap\n",
    "kurang praktis karena sulit diambil dan dikeluarkan, sehingga pengguna perlu\n",
    "berusaha lebih saat mengaplikasikannya. Saat digunakan bersama bedak atau\n",
    "riasan lainnya, produk cenderung menggumpal dan menyebabkan tampilan\n",
    "make up tidak merata. Selain itu, meskipun memberikan hasil akhir matte,\n",
    "teksturnya terasa lengket, sulit dibaurkan, dan harganya dianggap terlalu mahal\n",
    "oleh sebagian konsumen. Dari deskripsi tersebut maka dapat disimpulkan topik\n",
    "1 merupakan keluhan konsumen mengenai whitecast, sulit diratakan, dan\n",
    "sensasi menyengat setelah penggunaan produk.\n",
    "\n",
    "Topik 2 (gabungan topik 3, 8, 11, dan 12) **risiko jerawat dan iritasi dari sunstick**\n",
    "<br>Konsumen mengeluhkan sunscreen berbentuk stik yang memiliki tekstur\n",
    "padat sehingga sulit diaplikasikan secara merata. Ukurannya yang kecil serta\n",
    "mekanisme yang membutuhkan tekanan lebih saat mengeluarkan produk\n",
    "membuat pengguna merasa kurang praktis. Setelah diaplikasikan, produk ini\n",
    "meninggalkan residu seperti bubuk di permukaan kulit, terasa berat sehingga\n",
    "menyebabkan whitecast terutama pada kulit yang dengan tone lebih gelap.\n",
    "Penggunaan sunscreen dalam bentuk stik juga dinilai kurang higienis karena\n",
    "produk langsung bersentuhan dengan kulit, sehingga lebih berisiko menyebabkan jerawat terutama di area pipi bagi kulit sensitive. Bebepara\n",
    "konsumen mengalami iritasi, seperti gatal, dan mata perih saat terkena keringat.\n",
    "Tektur produk dinilai terlalu lengket yang membuat kulit semakin berminyak,\n",
    "dan memilki aroma yang terlalu kuat. Konsumen juga merasa bahwa harga\n",
    "yang ditawarkan tidak sebanding dengan kualitas yang dinilai cukup buruk.\n",
    "Dari deskripsi tersebut maka dapat disimpulkan bahwa di topik 2 keluhan yang\n",
    "disampaikan yaitu mengenai resiko jerawat dan iritasi dari sunscreen kemasan\n",
    "sunstick.\n",
    "\n",
    "Topik 3 (4 dan 6) **tekstur tidak nyaman dan menggumpal saat dipadukan dengan riasan**\n",
    "<br>Konsumen mengeluhkan bahwa tekstur sunscreen yang terlalu cair seperti\n",
    "susu terasa tidak nyaman di kulit dan sulit diratakan. Produk dengan tekstur ini\n",
    "juga sulit dikeluarkan karena berisiko tumpah dan mengotori area tutup\n",
    "kemasan. Selain itu, konsistensinya kurang baik saat digunakan bersama\n",
    "riasan, karena sunscreen cenderung menggumpal sehingga menyulitkan proses\n",
    "layering. Beberapa konsumen juga mengeluhkan rasa lengket di sekitar mata,\n",
    "munculnya reaksi kemerahan setelah pemakaian, serta potensi penyumbatan\n",
    "pori-pori yang dapat menyebabkan komedo. Dari deskripsi tersebut maka dapat\n",
    "disimpulkan bahwa pada topik 3 keluhan yang dibahas yaitu mengenai tekstur\n",
    "yang tidak nyaman dan menggumpal saat dipadukan dengan riasan.\n",
    "\n",
    "Topik 4 (7) **luruh saat berkeringat dan iritasi mata**\n",
    "<br>Konsumen mengeluhkan bahwa sunscreen cenderung luruh saat\n",
    "berkeringat, sehingga tidak sengaja masuk ke mata dan menyebabkan rasa\n",
    "perih dan pedih. Pada kulit sensitif, produk juga menimbulkan sensasi panas,\n",
    "memicu beruntusan dan jerawat, serta meninggalkan whitecast yang membuat\n",
    "kulit tampak lebih berminyak. Dari deskripsi tersebut, dapat diambil\n",
    "kesimpulan bahwasannya keluhan yang ada pada topik 4 itu mengenai tekstur\n",
    "yang luruh saat berkeringat dan menyebabkan iritasi mata.\n",
    "\n",
    "Topik 5 (9) **kemasan dengan pump kurang praktis**\n",
    "<br>Konsumen mengeluhkan kemasan yang kurang praktis, di mana produk\n",
    "sulit dikeluarkan dari botol, dan pompa yang susah dikontrol sering kali\n",
    "menyebabkan sunscreen tumpah. Selain itu, teksturnya yang terlalu kental dan\n",
    "berat tidak hanya meninggalkan whitecast, tetapi juga menyebabkan jerawat.\n",
    "Dari deskripsi ini, maka dapat diambil kesimpulan bahwasannya keluhan yang\n",
    "disampaikan pada topik 5 yaitu mengenai kemasan botol dengan pompa dinilai\n",
    "kurang praktis.\n",
    "\n",
    "Topik 6 (10) **tekstur berat dan lama menyerap**\n",
    "<br>Konsumen mengeluhkan sunscreen memiliki tekstur yang berat, sehingga\n",
    "butuh waktu lama untuk menyerap. Hal ini menyebabkan wajah menjadi\n",
    "berminyak dan tampak kusam setelah pemakaian. Selain itu, sunscreen juga\n",
    "meninggalkan whitecast yang mengganggu tampilan kulit. Dari deskripsi\n",
    "tersebut, maka dapat disimpulkan bahwa keluhan yang disampaikan pada topik\n",
    "6 yaitu mengenai tekstur berat dan lama untuk menyerap.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualisasi Topik"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\acer\\AppData\\Local\\Temp\\ipykernel_4240\\1822715052.py:6: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  ax = sns.barplot(x=topic_counts.index, y=topic_counts.values, palette=\"viridis\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hitung jumlah ulasan per topik\n",
    "topic_counts = all['topic'].value_counts().sort_index()\n",
    "\n",
    "# Buat visualisasi\n",
    "plt.figure(figsize=(6, 4))\n",
    "ax = sns.barplot(x=topic_counts.index, y=topic_counts.values, palette=\"viridis\")\n",
    "\n",
    "# Tambahkan label di atas setiap bar\n",
    "for p in ax.patches:\n",
    "    ax.annotate(f'{int(p.get_height())}', \n",
    "                (p.get_x() + p.get_width() / 2, p.get_height()), \n",
    "                ha='center', va='bottom', fontsize=10, color='black')\n",
    "\n",
    "# Tambahkan label sumbu\n",
    "plt.xlabel(\"Nomor Topik\")\n",
    "plt.ylabel(\"Jumlah Ulasan\")\n",
    "plt.title(\"Distribusi Ulasan per Topik\")\n",
    "plt.xticks(topic_counts.index)\n",
    "\n",
    "# Tampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('revisi/cleaneddata1803.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1293, 6)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age\n",
       "19 - 24         637\n",
       "25 - 29         323\n",
       "30 - 34         157\n",
       "18 and Under    112\n",
       "35 - 39          43\n",
       "40 - 44          11\n",
       "No Age            6\n",
       "45 and Above      4\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['age'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hitung jumlah ulasan per kategori usia & label\n",
    "df_count = df.groupby([\"kategori_usia\", \"label\"]).size().reset_index(name=\"count\")\n",
    "\n",
    "# Pastikan semua kombinasi kategori usia & label ada\n",
    "usia_unique = df[\"kategori_usia\"].unique()\n",
    "label_unique = df[\"label\"].unique()\n",
    "\n",
    "# Buat DataFrame referensi dengan semua kombinasi kategori usia & label\n",
    "df_ref = pd.MultiIndex.from_product(\n",
    "    [[\"Remaja\", \"Dewasa Awal\", \"Dewasa Akhir\"], label_unique], \n",
    "    names=[\"kategori_usia\", \"label\"]\n",
    ").to_frame(index=False)\n",
    "\n",
    "df_count = df_ref.merge(df_count, on=[\"kategori_usia\", \"label\"], how=\"left\").fillna(0)\n",
    "\n",
    "# Pastikan kolom 'count' bertipe integer\n",
    "df_count[\"count\"] = df_count[\"count\"].astype(int)\n",
    "\n",
    "# Atur urutan kategori usia agar sesuai dengan yang diinginkan\n",
    "df_count[\"kategori_usia\"] = pd.Categorical(df_count[\"kategori_usia\"], \n",
    "                                           categories=[\"Remaja\", \"Dewasa Awal\", \"Dewasa Akhir\"], \n",
    "                                           ordered=True)\n",
    "\n",
    "# Plot grouped bar chart\n",
    "plt.figure(figsize=(10, 6))\n",
    "ax = sns.barplot(x=\"kategori_usia\", y=\"count\", hue=\"label\", data=df_count, palette=\"viridis\")\n",
    "\n",
    "# Tambahkan label jumlah di atas setiap bar, hanya jika count > 0\n",
    "for p in ax.patches:\n",
    "    if p.get_height() > 0:  # Cegah label angka 0\n",
    "        ax.annotate(\n",
    "            format(p.get_height(), \".0f\"),  # Format angka tanpa desimal\n",
    "            (p.get_x() + p.get_width() / 2., p.get_height()),  # Posisi teks\n",
    "            ha=\"center\", va=\"bottom\", fontsize=10, color=\"black\"\n",
    "        )\n",
    "\n",
    "# Label & Judul\n",
    "plt.xlabel(\"Kategori Usia\", fontweight=\"bold\")\n",
    "plt.ylabel(\"Jumlah Ulasan\", fontweight=\"bold\")\n",
    "plt.title(\"Distribusi Sentimen Berdasarkan Usia\", fontweight=\"bold\")\n",
    "plt.legend(title=\"Topik\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
    "\n",
    "# Tampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pada grafik distribusi sentimen berdasarkan usia di atas, menunjukkan distribusi sentimen Berdasarkan kategori usia, yaitu remaja, dewasa awal, dan dewasa akhir. Hasil prediksi SVM menunjukkan bahwa kategori usia remaja paling mendominasi dengan jumlah ulasan terbanyak. Pada kelompok remaja, ulasan berlabel negatif berjumlah 338,\n",
    "sedangkan ulasan berlabel positif berjumlah 411. Hal ini mengindikasikan bahwa\n",
    "remaja cenderung lebih banyak memberikan ulasan positif dibandingkan negatif.\n",
    "Sementara itu, pada kategori usia dewasa awal ulasan berlabel positif berjumlah 128, sedangkan ulasan berlabel negatif berjumlah 195. Meskipun jumlah ulasan negatif lebih tinggi daripada positif, secara keseluruhan jumlah ulasan dewasa awal lebih sedikit dibandingkan remaja. Untuk kategori usia dewasa akhir, ulasan berlabel positif berjumlah 75, sedangkan ulasan berlabel negatif berjumlah 140. Kelompok dewasa akhir memiliki jumlah ulasan paling sedikit dibandingkan dua kategori usia lainnya, dengan pola sentimen cenderung lebih negatif."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hitung jumlah ulasan per topik berdasarkan usia\n",
    "if \"kategori_usia\" in all.columns and \"topic\" in all.columns:\n",
    "    all_count = all.groupby([\"kategori_usia\", \"topic\"]).size().reset_index(name=\"count\")\n",
    "else:\n",
    "    raise KeyError(\"DataFrame 'all' tidak memiliki kolom 'kategori_usia' atau 'topic'\")\n",
    "\n",
    "# Buat plot grouped bar chart\n",
    "plt.figure(figsize=(12, 6))\n",
    "ax = sns.barplot(x=\"kategori_usia\", y=\"count\", hue=\"topic\", data=all_count, palette=\"viridis\")\n",
    "\n",
    "# Tambahkan label jumlah di atas setiap bar\n",
    "for p in ax.patches:\n",
    "    height = p.get_height()\n",
    "    if not pd.isna(height) and height > 0:  # Pastikan height valid\n",
    "        ax.annotate(\n",
    "            format(height, \".0f\"),  # Format angka tanpa desimal\n",
    "            (p.get_x() + p.get_width() / 2., height),  # Posisi teks\n",
    "            ha=\"center\", va=\"bottom\", fontsize=10, color=\"black\"\n",
    "        )\n",
    "\n",
    "# Label & Judul\n",
    "plt.xlabel(\"Kategori Usia\", fontweight=\"bold\")\n",
    "plt.ylabel(\"Jumlah Ulasan\", fontweight=\"bold\")\n",
    "plt.title(\"Distribusi Topik Berdasarkan Usia\", fontweight=\"bold\")\n",
    "plt.xticks(rotation=0)  # Pastikan label tetap horizontal\n",
    "plt.legend(title=\"Topik\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
    "\n",
    "# Tampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pada grafik distribusi topik berdasarkan usia di atas, menunjukkan distribusi 6 ttopik keluhan terhadap sunscreen lokal berdasarkan kategori usia konsumen. Data usia dikelompokkan menjadi tiga, yaitu dewasa akhir (≥30 tahun), dewasa awal (25-29 tahun), dan remaja (≤24 tahun). Kategori remaja memiliki jumlah ulasan tertinggi, dengan dominasi keluhan pada topik 6 (tekstur berat dan lama menyerap) sebanyak 145 ulasan. Hal ini menunjukkan bahwa remaja lebih banyak mengeluhkan sunscreen yang terasa berat dan sulit menyerap di kulit. Keluhan ini bisa diartikan sebagai preferensi remaja terhadap produk yang ringan, cepat menyerap, dan nyaman digunakan sehati-hari, terutama dalam aktivitas outdoor. Remaja yang sering terlibat aktivitas outdoor seperti sekolah, olahraga, atau kegiatan sosial, membutuhka sunscreen yang tidak hanya memberikan perlindungan tetapi juga nyaman digunakan sepanjang hari. Oleh karena itu, tekstur yang berat dan lama menyerap menjadi keluhan utama, karena dianggap mengganguu kenyamanan dan penampilan.\n",
    "<br>Selain itu, keluhan yang cukup banyak dibicarakan di kalangan remaja yaitu mengenai topik 2 dengan jumlah 51 ulasan. Pada topik ini konsumen mengeluhkan\n",
    "bahwa penggunaan sunstick berpotensi menyebabkan jerawat dan iritasi, selain karena teksturnya padat juga karena penggunaannya yang langsung diaplikasikan ke kulit wajah. Hal ini bisa disebabkan karena kulit remaja yang masih sensitif, di mana kulit mereka cenderung lebih rentan terhadap jerawat karena aktivitas hormon yang tinggi sehingga produk yang kurang cocok atau kurang higienis dapat memicu masalah kulit. Sunstick yang langsung bersentuhan dengan kulit wajah juga berisiko menjadi sarang bakteri jika tidak dibersihkan secara rutin. Hal ini dapat\n",
    "memperburuk kondisi kulit remaja yang sudah rentan terhadap jerawat dan iritasi. Jerawat juga umumnya muncul akibat pori-pori yang tersumbat, yang dapat disebabkan oleh produksi minyak berlebihan dan penggunaan produk dengantekstur produk yang lengket dan berat pada kulit (Dewi dkk, 2024).\n",
    "<br>Dengan demikian penting bagi produsen untuk mempertimbangkan formulasi yang lebih ringan dan cepat menyerap agar sesuai dengan preferensi remaja yang menginginkan produk praktis dan nyaman digunakan sehari-hari. Formula yang lebih bersahabat dengan kulit sensitif untuk mengurangi resiko iritasi dan jerawat, serta kemasan yang lebih higienis seperti airless tube atau kemasan lain yang penggunaannya tidak langsung menyentuh kulit, terutama jika brand menyasar segmentasi remaja. Kategori dewasa awal (25-29 tahun) juga memiliki keluhan tertinggi pada\n",
    "topik 6, dengan jumlah ulasan sebanyak 74. Kondisi ini menunjukkan bahwa keluhan terhadap tekstur sunscreen yang berat dan lama menyerap tidak hanya dialami oleh remaja, tetapi juga menjadi perhatian juga bagi konsumen dewasa awal. Kelompok usia ini cenderung mencari produk yang nyaman digunakan sehari-hari, terutama karena mereka sering menggunakan sunscreen di bawah makeup atau dalam bekerja. Tekstur yang berat dan lama menyerap akan cukup mengganggu kenyamanan dan penampilan terutama dalam situasi formal. \n",
    "<br>Selain itu, keluhan pada topik 1 (Whitecast sulit diratakan dan sensasi menyengat) juga cukup menonjol dengan 39 ulasan, yang menunjukkan bahwa tekstur dan hasil akhir (finishing) produk menjadi aspek yang diperhatikan oleh kelompok usia ini. Jika dilihat dari interpretasi yang telah dipaparkan sebelumnya, konsumen mengeluhkan bahwa sunscreen lokal meninggalkan efek abu-abu dan whitecast yang sulit diratakan. Selain itu, saat digunakan bersama riasan lainnya, sunscreen cenderung menggumpal dan menyebabkan tampilan makeup yang tidak merata. Masalah ini menjadi perhatian serius karena melihat bahwa kelompok usia ini sering menggunakan sunscreen sebagai bagian dari rutinitas makeup sehari-hari.\n",
    "Dengan demikian, penting bagi produsen untuk mempertimbangkan formulasi yang lebih ringan, cepat menyerap, dan tidak meninggalkan whitecast serta menghindari bahan yang menyebabkan sensasi menyengat. Untuk menghindari sensasi menyengat pada kulit, produsen dapat mengurangi penggunaan alcohol dan paraben, dan menggantinya dengan bahan yang lebih ramah bagi kulit seperti ekstrak alami atau bahan pelembab hyaluronic acid untuk meningkatkan hidrasi dan kenyamanan pada kulit.\n",
    "<br>Kategori dewasa akhir (≥30 tahun) memiliki jumlah ulasan paling sedikit dibandingkan dua kategori usia lainnya, tetapi tetap menunjukkan pola keluhan yang mirip. Keluhan yang paling dominan yaitu sama seperti dua kelompok sebelumnya, topik 6. Hal ini menunjukkan bahwa masalah tekstur sunscreen yang berat dan sulit menyerap juga menjadi perhatian bagi konsumen dewasa akhir. Kelompok dewasa akhir lebih memperhatikan kenyamanan penggunaan, terutama karena mereka cenderung memilih produk yang praktis namun efektif untuk mengatasi tanda-tanda penuaan. Tekstur yang berat dan lama menyerap akan sangat mengganggu kenyamanan dan efisiensi penggunaan. Selain itu, keluhan yang cukup tinggi juga terdapat pada topik 5 (kemasan dengan pump kurang praktis) dengan 26 ulasan. Hal ini menunjukkan bahwa bagi kelompok konsumen ini aspek kemudahan penggunaan produk menjadi perhatian yang lebih penting. Dewasa akhir cenderung lebih menyukai produk yang mudah digunakan dan efisien, terutama karena rutinitas atau kegiatan mereka yang padat. Kelompok ini lebih memilih kemasan yang praktis dan tidak rumit seperti tube yang pengaplikasiannya tinggal dipencet, atau kemasan airless pump yang memudahkan pengambilan produk tanpa perlu usaha ekstra. Kemasan yang mudah digunakan tidak hanya meningkatkan kepuasan konsumen tetapi juga memastikan produk dapat diaplikasikan dengan cepat dan efisien.\n",
    "<br>Dengan demikian, penting bagi produsen untuk mempertimbangkan formulasi yang lebih ringat, cepat menyerap, dan tidak meninggalkan whitecast, serta kemasan yang lebih praktis dan mudah digunakan. Hal ini akan memenuhi kebutuhan kelompok usia dewasa akhir yang menginginkan produk yang efektif, nyaman, dan sesuai dengan gaya hidup mereka yang sibuk. Secara keseluruhan, hasil distribusi menunjukkan bahwa keluhan tekstur berat dan lama menyerap menjadi perhatian utama di semua kalangan umur, dengan intensitas tertinggi pada kelompok remaja dan dewasa awal."
   ]
  }
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