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"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import joblib\n",
"\n",
"import re\n",
"import nltk\n",
"from nltk.corpus import stopwords\n",
"from wordcloud import WordCloud, STOPWORDS\n",
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"from nltk.tokenize import RegexpTokenizer\n",
"from scipy.sparse import hstack\n",
"\n",
"from imblearn.over_sampling import SMOTE\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, ConfusionMatrixDisplay\n",
"from sklearn.naive_bayes import MultinomialNB\n",
"from sklearn.preprocessing import LabelEncoder\n",
"from sklearn.utils import resample\n",
"\n",
"import Sastrawi\n",
"from Sastrawi.StopWordRemover.StopWordRemoverFactory import StopWordRemoverFactory\n",
"from Sastrawi.StopWordRemover.StopWordRemover import StopWordRemover\n",
"from Sastrawi.Dictionary.ArrayDictionary import ArrayDictionary\n",
"from Sastrawi.Stemmer.StemmerFactory import StemmerFactory\n",
"\n",
"from tqdm import tqdm\n",
"\n",
"from wordcloud import WordCloud, STOPWORDS\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 111,
"id": "93e3c933-b421-4b50-95e9-35f8d0c98a5d",
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" <th>Sentiment</th>\n",
" <th>Emotion</th>\n",
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" <th>0</th>\n",
" <td>Computers and Laptops</td>\n",
" <td>Wireless Keyboard i8 Mini TouchPad Mouse 2.4G ...</td>\n",
" <td>Jakarta Utara</td>\n",
" <td>53500</td>\n",
" <td>4.9</td>\n",
" <td>5449</td>\n",
" <td>2369</td>\n",
" <td>5</td>\n",
" <td>Alhamdulillah berfungsi dengan baik. Packaging...</td>\n",
" <td>Positive</td>\n",
" <td>Happy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Computers and Laptops</td>\n",
" <td>PAKET LISENSI WINDOWS 10 PRO DAN OFFICE 2019 O...</td>\n",
" <td>Kota Tangerang Selatan</td>\n",
" <td>72000</td>\n",
" <td>4.9</td>\n",
" <td>2359</td>\n",
" <td>1044</td>\n",
" <td>5</td>\n",
" <td>barang bagus dan respon cepat, harga bersaing ...</td>\n",
" <td>Positive</td>\n",
" <td>Happy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Computers and Laptops</td>\n",
" <td>SSD Midasforce 128 Gb - Tanpa Caddy</td>\n",
" <td>Jakarta Barat</td>\n",
" <td>213000</td>\n",
" <td>5.0</td>\n",
" <td>12300</td>\n",
" <td>3573</td>\n",
" <td>5</td>\n",
" <td>barang bagus, berfungsi dengan baik, seler ram...</td>\n",
" <td>Positive</td>\n",
" <td>Happy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Computers and Laptops</td>\n",
" <td>ADAPTOR CHARGER MONITOR LCD LED TV LG merek LG...</td>\n",
" <td>Jakarta Timur</td>\n",
" <td>55000</td>\n",
" <td>4.7</td>\n",
" <td>2030</td>\n",
" <td>672</td>\n",
" <td>5</td>\n",
" <td>bagus sesuai harapan penjual nya juga ramah. t...</td>\n",
" <td>Positive</td>\n",
" <td>Happy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Computers and Laptops</td>\n",
" <td>ADAPTOR CHARGER MONITOR LCD LED TV LG merek LG...</td>\n",
" <td>Jakarta Timur</td>\n",
" <td>55000</td>\n",
" <td>4.7</td>\n",
" <td>2030</td>\n",
" <td>672</td>\n",
" <td>5</td>\n",
" <td>Barang Bagus, pengemasan Aman, dapat Berfungsi...</td>\n",
" <td>Positive</td>\n",
" <td>Happy</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",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5395</th>\n",
" <td>Household</td>\n",
" <td>PCK-01 Penjepit Barang / Pickup Tool Ver.1 Ala...</td>\n",
" <td>Jakarta Pusat</td>\n",
" <td>35000</td>\n",
" <td>4.9</td>\n",
" <td>1431</td>\n",
" <td>562</td>\n",
" <td>5</td>\n",
" <td>Harga bersaing, barang sesuai pesanan. Saya na...</td>\n",
" <td>Positive</td>\n",
" <td>Love</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5396</th>\n",
" <td>Household</td>\n",
" <td>Ultrasonic Aroma Diffuser Humidifier Colorful ...</td>\n",
" <td>Jakarta Utara</td>\n",
" <td>99000</td>\n",
" <td>4.9</td>\n",
" <td>15529</td>\n",
" <td>4074</td>\n",
" <td>5</td>\n",
" <td>Beli ini krn Anak &amp; Istri mau liburan di Jakar...</td>\n",
" <td>Positive</td>\n",
" <td>Love</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5397</th>\n",
" <td>Household</td>\n",
" <td>Ultrasonic Aroma Diffuser Humidifier Colorful ...</td>\n",
" <td>Jakarta Utara</td>\n",
" <td>99000</td>\n",
" <td>4.9</td>\n",
" <td>15529</td>\n",
" <td>4074</td>\n",
" <td>5</td>\n",
" <td>pengemasan barang baik, kondisi barang jg utuh...</td>\n",
" <td>Positive</td>\n",
" <td>Happy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5398</th>\n",
" <td>Household</td>\n",
" <td>Ultrasonic Aroma Diffuser Humidifier Colorful ...</td>\n",
" <td>Jakarta Utara</td>\n",
" <td>99000</td>\n",
" <td>4.9</td>\n",
" <td>15529</td>\n",
" <td>4074</td>\n",
" <td>5</td>\n",
" <td>Mungil tapi bekerja dng baik. Dan murahh terja...</td>\n",
" <td>Positive</td>\n",
" <td>Happy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5399</th>\n",
" <td>Household</td>\n",
" <td>TDS Meter 3 Alat Ukur Hidroponik Air Aquarium ...</td>\n",
" <td>Jakarta Utara</td>\n",
" <td>14400</td>\n",
" <td>4.9</td>\n",
" <td>4765</td>\n",
" <td>3044</td>\n",
" <td>5</td>\n",
" <td>Produk sesuai deskripsi, packing aman terlindu...</td>\n",
" <td>Positive</td>\n",
" <td>Love</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5400 rows × 11 columns</p>\n",
"</div>"
],
"text/plain": [
" Category \\\n",
"0 Computers and Laptops \n",
"1 Computers and Laptops \n",
"2 Computers and Laptops \n",
"3 Computers and Laptops \n",
"4 Computers and Laptops \n",
"... ... \n",
"5395 Household \n",
"5396 Household \n",
"5397 Household \n",
"5398 Household \n",
"5399 Household \n",
"\n",
" Product Name \\\n",
"0 Wireless Keyboard i8 Mini TouchPad Mouse 2.4G ... \n",
"1 PAKET LISENSI WINDOWS 10 PRO DAN OFFICE 2019 O... \n",
"2 SSD Midasforce 128 Gb - Tanpa Caddy \n",
"3 ADAPTOR CHARGER MONITOR LCD LED TV LG merek LG... \n",
"4 ADAPTOR CHARGER MONITOR LCD LED TV LG merek LG... \n",
"... ... \n",
"5395 PCK-01 Penjepit Barang / Pickup Tool Ver.1 Ala... \n",
"5396 Ultrasonic Aroma Diffuser Humidifier Colorful ... \n",
"5397 Ultrasonic Aroma Diffuser Humidifier Colorful ... \n",
"5398 Ultrasonic Aroma Diffuser Humidifier Colorful ... \n",
"5399 TDS Meter 3 Alat Ukur Hidroponik Air Aquarium ... \n",
"\n",
" Location Price Overall Rating Number Sold \\\n",
"0 Jakarta Utara 53500 4.9 5449 \n",
"1 Kota Tangerang Selatan 72000 4.9 2359 \n",
"2 Jakarta Barat 213000 5.0 12300 \n",
"3 Jakarta Timur 55000 4.7 2030 \n",
"4 Jakarta Timur 55000 4.7 2030 \n",
"... ... ... ... ... \n",
"5395 Jakarta Pusat 35000 4.9 1431 \n",
"5396 Jakarta Utara 99000 4.9 15529 \n",
"5397 Jakarta Utara 99000 4.9 15529 \n",
"5398 Jakarta Utara 99000 4.9 15529 \n",
"5399 Jakarta Utara 14400 4.9 4765 \n",
"\n",
" Total Review Customer Rating \\\n",
"0 2369 5 \n",
"1 1044 5 \n",
"2 3573 5 \n",
"3 672 5 \n",
"4 672 5 \n",
"... ... ... \n",
"5395 562 5 \n",
"5396 4074 5 \n",
"5397 4074 5 \n",
"5398 4074 5 \n",
"5399 3044 5 \n",
"\n",
" Customer Review Sentiment Emotion \n",
"0 Alhamdulillah berfungsi dengan baik. Packaging... Positive Happy \n",
"1 barang bagus dan respon cepat, harga bersaing ... Positive Happy \n",
"2 barang bagus, berfungsi dengan baik, seler ram... Positive Happy \n",
"3 bagus sesuai harapan penjual nya juga ramah. t... Positive Happy \n",
"4 Barang Bagus, pengemasan Aman, dapat Berfungsi... Positive Happy \n",
"... ... ... ... \n",
"5395 Harga bersaing, barang sesuai pesanan. Saya na... Positive Love \n",
"5396 Beli ini krn Anak & Istri mau liburan di Jakar... Positive Love \n",
"5397 pengemasan barang baik, kondisi barang jg utuh... Positive Happy \n",
"5398 Mungil tapi bekerja dng baik. Dan murahh terja... Positive Happy \n",
"5399 Produk sesuai deskripsi, packing aman terlindu... Positive Love \n",
"\n",
"[5400 rows x 11 columns]"
]
},
"execution_count": 111,
"metadata": {},
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}
],
"source": [
"data = pd.read_csv(\"PRDECT-ID Dataset.csv\")\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 112,
"id": "b3270536-4bac-45bd-a282-848cd77a2fe7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Category object\n",
"Product Name object\n",
"Location object\n",
"Price int64\n",
"Overall Rating float64\n",
"Number Sold int64\n",
"Total Review int64\n",
"Customer Rating int64\n",
"Customer Review object\n",
"Sentiment object\n",
"Emotion object\n",
"dtype: object"
]
},
"execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 113,
"id": "4ad4a2e7-5b25-42bf-8514-3d5b5db312a1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(5400, 11)"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.shape"
]
},
{
"cell_type": "code",
"execution_count": 114,
"id": "44990a0a-4416-43b3-8d43-cdedd213e5a3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Category 0\n",
"Product Name 0\n",
"Location 0\n",
"Price 0\n",
"Overall Rating 0\n",
"Number Sold 0\n",
"Total Review 0\n",
"Customer Rating 0\n",
"Customer Review 0\n",
"Sentiment 0\n",
"Emotion 0\n",
"dtype: int64"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.isnull().sum()"
]
},
{
"cell_type": "code",
"execution_count": 115,
"id": "bd89bb8a-bf3c-4dea-a534-634a0fefb685",
"metadata": {},
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{
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" <th>27</th>\n",
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" <th>29</th>\n",
" <td>Computers and Laptops</td>\n",
" <td>cooling pad laptop tahan 24 jam 6.000 Rpm angi...</td>\n",
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" <th>70</th>\n",
" <td>Computers and Laptops</td>\n",
" <td>Usb HUB Vention 4 Port Usb 3.0 2.0 High Speed ...</td>\n",
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" <td>112000</td>\n",
" <td>4.9</td>\n",
" <td>14900</td>\n",
" <td>7957</td>\n",
" <td>1</td>\n",
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" <th>72</th>\n",
" <td>Computers and Laptops</td>\n",
" <td>Usb HUB Vention 4 Port Usb 3.0 2.0 High Speed ...</td>\n",
" <td>Jakarta Barat</td>\n",
" <td>112000</td>\n",
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" <th>290</th>\n",
" <td>Toys and Hobbies</td>\n",
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" <td>4.7</td>\n",
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" <tr>\n",
" <th>296</th>\n",
" <td>Toys and Hobbies</td>\n",
" <td>Kereta Thomas Mainan Thomas</td>\n",
" <td>Kota Tangerang</td>\n",
" <td>59000</td>\n",
" <td>4.7</td>\n",
" <td>37200</td>\n",
" <td>11900</td>\n",
" <td>1</td>\n",
" <td>saya belom menerima paket ini kenapa sudah sel...</td>\n",
" <td>Negative</td>\n",
" <td>Anger</td>\n",
" </tr>\n",
" <tr>\n",
" <th>720</th>\n",
" <td>Office &amp; Stationery</td>\n",
" <td>( ISI 30 Roll) Kertas Print Kasir thermal pape...</td>\n",
" <td>Kota Tangerang Selatan</td>\n",
" <td>58500</td>\n",
" <td>4.9</td>\n",
" <td>2294</td>\n",
" <td>795</td>\n",
" <td>5</td>\n",
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" <td>Love</td>\n",
" </tr>\n",
" <tr>\n",
" <th>723</th>\n",
" <td>Office &amp; Stationery</td>\n",
" <td>( ISI 30 Roll) Kertas Print Kasir thermal pape...</td>\n",
" <td>Kota Tangerang Selatan</td>\n",
" <td>58500</td>\n",
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" <td>Love</td>\n",
" </tr>\n",
" <tr>\n",
" <th>835</th>\n",
" <td>Automotive</td>\n",
" <td>Hayaidesu Keychain Gantungan Kunci Aksesoris V...</td>\n",
" <td>Jakarta Selatan</td>\n",
" <td>25000</td>\n",
" <td>4.9</td>\n",
" <td>7884</td>\n",
" <td>4399</td>\n",
" <td>5</td>\n",
" <td>Produk sesuai deskripsi??. Variasi produk bera...</td>\n",
" <td>Positive</td>\n",
" <td>Happy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>839</th>\n",
" <td>Automotive</td>\n",
" <td>Hayaidesu Keychain Gantungan Kunci Aksesoris V...</td>\n",
" <td>Jakarta Selatan</td>\n",
" <td>25000</td>\n",
" <td>4.9</td>\n",
" <td>7884</td>\n",
" <td>4399</td>\n",
" <td>5</td>\n",
" <td>Produk sesuai deskripsi??. Variasi produk bera...</td>\n",
" <td>Positive</td>\n",
" <td>Happy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2196</th>\n",
" <td>Sport</td>\n",
" <td>5-60kg Adjustable Handgrip Hand Grip Alat Fitn...</td>\n",
" <td>Jakarta Barat</td>\n",
" <td>16200</td>\n",
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" <td>1</td>\n",
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" <td>Fear</td>\n",
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" <td>5-60kg Adjustable Handgrip Hand Grip Alat Fitn...</td>\n",
" <td>Jakarta Barat</td>\n",
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" <td>barang tidak ada, komplain tidak direspon...pe...</td>\n",
" <td>Negative</td>\n",
" <td>Fear</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Category \\\n",
"27 Computers and Laptops \n",
"29 Computers and Laptops \n",
"70 Computers and Laptops \n",
"72 Computers and Laptops \n",
"290 Toys and Hobbies \n",
"296 Toys and Hobbies \n",
"720 Office & Stationery \n",
"723 Office & Stationery \n",
"835 Automotive \n",
"839 Automotive \n",
"2196 Sport \n",
"2197 Sport \n",
"2198 Sport \n",
"\n",
" Product Name \\\n",
"27 cooling pad laptop tahan 24 jam 6.000 Rpm angi... \n",
"29 cooling pad laptop tahan 24 jam 6.000 Rpm angi... \n",
"70 Usb HUB Vention 4 Port Usb 3.0 2.0 High Speed ... \n",
"72 Usb HUB Vention 4 Port Usb 3.0 2.0 High Speed ... \n",
"290 Kereta Thomas Mainan Thomas \n",
"296 Kereta Thomas Mainan Thomas \n",
"720 ( ISI 30 Roll) Kertas Print Kasir thermal pape... \n",
"723 ( ISI 30 Roll) Kertas Print Kasir thermal pape... \n",
"835 Hayaidesu Keychain Gantungan Kunci Aksesoris V... \n",
"839 Hayaidesu Keychain Gantungan Kunci Aksesoris V... \n",
"2196 5-60kg Adjustable Handgrip Hand Grip Alat Fitn... \n",
"2197 5-60kg Adjustable Handgrip Hand Grip Alat Fitn... \n",
"2198 5-60kg Adjustable Handgrip Hand Grip Alat Fitn... \n",
"\n",
" Location Price Overall Rating Number Sold \\\n",
"27 Kota Surabaya 385000 5.0 2716 \n",
"29 Kota Surabaya 385000 5.0 2716 \n",
"70 Jakarta Barat 112000 4.9 14900 \n",
"72 Jakarta Barat 112000 4.9 14900 \n",
"290 Kota Tangerang 59000 4.7 37200 \n",
"296 Kota Tangerang 59000 4.7 37200 \n",
"720 Kota Tangerang Selatan 58500 4.9 2294 \n",
"723 Kota Tangerang Selatan 58500 4.9 2294 \n",
"835 Jakarta Selatan 25000 4.9 7884 \n",
"839 Jakarta Selatan 25000 4.9 7884 \n",
"2196 Jakarta Barat 16200 4.9 6323 \n",
"2197 Jakarta Barat 16200 4.9 6323 \n",
"2198 Jakarta Barat 16200 4.9 6323 \n",
"\n",
" Total Review Customer Rating \\\n",
"27 1843 5 \n",
"29 1843 5 \n",
"70 7957 1 \n",
"72 7957 1 \n",
"290 11900 1 \n",
"296 11900 1 \n",
"720 795 5 \n",
"723 795 5 \n",
"835 4399 5 \n",
"839 4399 5 \n",
"2196 768 1 \n",
"2197 768 1 \n",
"2198 768 1 \n",
"\n",
" Customer Review Sentiment Emotion \n",
"27 mantap kipasnya kenceng, barangnya berkualitas... Positive Happy \n",
"29 mantap kipasnya kenceng, barangnya berkualitas... Positive Happy \n",
"70 tidak berfungsi, tapi yaa sudahlah sudah ditam... Negative Sadness \n",
"72 tidak berfungsi, tapi yaa sudahlah sudah ditam... Negative Sadness \n",
"290 saya belom menerima paket ini kenapa sudah sel... Negative Anger \n",
"296 saya belom menerima paket ini kenapa sudah sel... Negative Anger \n",
"720 belanja disini mantap pengiriman cepat dan bar... Positive Love \n",
"723 belanja disini mantap pengiriman cepat dan bar... Positive Love \n",
"835 Produk sesuai deskripsi??. Variasi produk bera... Positive Happy \n",
"839 Produk sesuai deskripsi??. Variasi produk bera... Positive Happy \n",
"2196 barang tidak ada, komplain tidak direspon...pe... Negative Fear \n",
"2197 barang tidak ada, komplain tidak direspon...pe... Negative Fear \n",
"2198 barang tidak ada, komplain tidak direspon...pe... Negative Fear "
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.duplicated().sum()\n",
"data[data.duplicated(keep=False)]"
]
},
{
"cell_type": "code",
"execution_count": 116,
"id": "fb4442d6-6220-45ce-a24b-8ab9cb13647b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"np.int64(0)"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = data.drop_duplicates()\n",
"data[data.duplicated(keep=False)]\n",
"data.duplicated().sum()\n"
]
},
{
"cell_type": "code",
"execution_count": 117,
"id": "c64e470b-4a3d-4b53-ac25-913c76e5145c",
"metadata": {},
"outputs": [
{
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" Category Product Name \\\n",
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"unique 29 1308 \n",
"top Food and Drink Minigold Black Series Logam Mulia Koin Emas Mi... \n",
"freq 200 25 \n",
"\n",
" Location Customer Review Sentiment Emotion \n",
"count 5393 5393 5393 5393 \n",
"unique 61 5305 2 5 \n",
"top Jakarta Barat Kualitas Produk Bagus. Negative Happy \n",
"freq 1290 4 2817 1768 "
]
},
"execution_count": 117,
"metadata": {},
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}
],
"source": [
"data.describe(include='object')\n"
]
},
{
"cell_type": "code",
"execution_count": 118,
"id": "52302a0f-e178-485f-8da1-502f2c970a58",
"metadata": {},
"outputs": [
{
"data": {
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" <td>Jakarta Barat</td>\n",
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" <td>Positive</td>\n",
" <td>Happy</td>\n",
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" <tr>\n",
" <th>3</th>\n",
" <td>Computers and Laptops</td>\n",
" <td>ADAPTOR CHARGER MONITOR LCD LED TV LG merek LG...</td>\n",
" <td>Jakarta Timur</td>\n",
" <td>55000</td>\n",
" <td>4.7</td>\n",
" <td>2030</td>\n",
" <td>672</td>\n",
" <td>5</td>\n",
" <td>bagus sesuai harapan penjual nya juga ramah. t...</td>\n",
" <td>Positive</td>\n",
" <td>Happy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Computers and Laptops</td>\n",
" <td>ADAPTOR CHARGER MONITOR LCD LED TV LG merek LG...</td>\n",
" <td>Jakarta Timur</td>\n",
" <td>55000</td>\n",
" <td>4.7</td>\n",
" <td>2030</td>\n",
" <td>672</td>\n",
" <td>5</td>\n",
" <td>Barang Bagus, pengemasan Aman, dapat Berfungsi...</td>\n",
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"text/plain": [
" Category Product Name \\\n",
"0 Computers and Laptops Wireless Keyboard i8 Mini TouchPad Mouse 2.4G ... \n",
"1 Computers and Laptops PAKET LISENSI WINDOWS 10 PRO DAN OFFICE 2019 O... \n",
"2 Computers and Laptops SSD Midasforce 128 Gb - Tanpa Caddy \n",
"3 Computers and Laptops ADAPTOR CHARGER MONITOR LCD LED TV LG merek LG... \n",
"4 Computers and Laptops ADAPTOR CHARGER MONITOR LCD LED TV LG merek LG... \n",
"\n",
" Location Price Overall Rating Number Sold Total Review \\\n",
"0 Jakarta Utara 53500 4.9 5449 2369 \n",
"1 Kota Tangerang Selatan 72000 4.9 2359 1044 \n",
"2 Jakarta Barat 213000 5.0 12300 3573 \n",
"3 Jakarta Timur 55000 4.7 2030 672 \n",
"4 Jakarta Timur 55000 4.7 2030 672 \n",
"\n",
" Customer Rating Customer Review \\\n",
"0 5 Alhamdulillah berfungsi dengan baik. Packaging... \n",
"1 5 barang bagus dan respon cepat, harga bersaing ... \n",
"2 5 barang bagus, berfungsi dengan baik, seler ram... \n",
"3 5 bagus sesuai harapan penjual nya juga ramah. t... \n",
"4 5 Barang Bagus, pengemasan Aman, dapat Berfungsi... \n",
"\n",
" Sentiment Emotion \n",
"0 Positive Happy \n",
"1 Positive Happy \n",
"2 Positive Happy \n",
"3 Positive Happy \n",
"4 Positive Happy "
]
},
"execution_count": 118,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 119,
"id": "8e5e82a8-67cd-4dbf-ab00-e67e3e33d60b",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" Category Customer Review \\\n",
"0 Computers and Laptops Alhamdulillah berfungsi dengan baik. Packaging... \n",
"1 Computers and Laptops barang bagus dan respon cepat, harga bersaing ... \n",
"2 Computers and Laptops barang bagus, berfungsi dengan baik, seler ram... \n",
"3 Computers and Laptops bagus sesuai harapan penjual nya juga ramah. t... \n",
"4 Computers and Laptops Barang Bagus, pengemasan Aman, dapat Berfungsi... \n",
"\n",
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"1 Positive \n",
"2 Positive \n",
"3 Positive \n",
"4 Positive "
]
},
"execution_count": 119,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = data.drop(columns=[\n",
" \"Product Name\", \n",
" \"Location\", \n",
" \"Price\", \n",
" \"Overall Rating\", \n",
" \"Number Sold\", \n",
" \"Total Review\", \n",
" \"Customer Rating\", \n",
" \"Emotion\"\n",
"])\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 120,
"id": "ff6816b6-98c5-44f9-a112-446ac3b10ec1",
"metadata": {},
"outputs": [
{
"data": {
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" <td>Computers and Laptops</td>\n",
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" <th>4</th>\n",
" <td>Computers and Laptops</td>\n",
" <td>barang bagus, pengemasan aman, dapat berfungsi...</td>\n",
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],
"text/plain": [
" Category Customer Review \\\n",
"0 Computers and Laptops alhamdulillah berfungsi dengan baik. packaging... \n",
"1 Computers and Laptops barang bagus dan respon cepat, harga bersaing ... \n",
"2 Computers and Laptops barang bagus, berfungsi dengan baik, seler ram... \n",
"3 Computers and Laptops bagus sesuai harapan penjual nya juga ramah. t... \n",
"4 Computers and Laptops barang bagus, pengemasan aman, dapat berfungsi... \n",
"\n",
" Sentiment \n",
"0 Positive \n",
"1 Positive \n",
"2 Positive \n",
"3 Positive \n",
"4 Positive "
]
},
"execution_count": 120,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data[\"Customer Review\"] = data[\"Customer Review\"].str.lower()\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 121,
"id": "aa755a47-7758-4829-b31d-49a5cdae3c81",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" Category Customer Review \\\n",
"0 Computers and Laptops alhamdulillah berfungsi baik. packaging aman. ... \n",
"1 Computers and Laptops barang bagus respon cepat, harga bersaing yg l... \n",
"2 Computers and Laptops barang bagus, berfungsi baik, seler ramah, pen... \n",
"3 Computers and Laptops bagus sesuai harapan penjual nya ramah. trimak... \n",
"4 Computers and Laptops barang bagus, pengemasan aman, berfungsi baik \n",
"\n",
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"execution_count": 121,
"metadata": {},
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}
],
"source": [
"#Stopword\n",
"\n",
"more_stop_word = []\n",
"\n",
"stop_words = StopWordRemoverFactory().get_stop_words()\n",
"new_array = ArrayDictionary(stop_words)\n",
"stop_word_remover_new = StopWordRemover(new_array)\n",
"\n",
"def stopword(str_text):\n",
" str_text = stop_word_remover_new.remove(str_text)\n",
" return str_text\n",
"\n",
"data[\"Customer Review\"] = data[\"Customer Review\"].apply(lambda x: stopword(x))\n",
"data.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 122,
"id": "76470552-6fd6-4526-8df0-4693d78ca35c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 [alhamdulillah, berfungsi, baik., packaging, a...\n",
"1 [barang, bagus, respon, cepat,, harga, bersain...\n",
"2 [barang, bagus,, berfungsi, baik,, seler, rama...\n",
"3 [bagus, sesuai, harapan, penjual, nya, ramah.,...\n",
"4 [barang, bagus,, pengemasan, aman,, berfungsi,...\n",
" ... \n",
"5395 [harga, bersaing,, barang, sesuai, pesanan., n...\n",
"5396 [beli, krn, anak, &, istri, mau, liburan, jaka...\n",
"5397 [pengemasan, barang, baik,, kondisi, barang, j...\n",
"5398 [mungil, bekerja, dng, baik., murahh, terjangk...\n",
"5399 [produk, sesuai, deskripsi,, packing, aman, te...\n",
"Name: Customer Review, Length: 5393, dtype: object"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Tokenisasi\n",
"tokenized = data[\"Customer Review\"].apply(lambda x:x.split())\n",
"tokenized"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "a76b33e4-287f-46b5-b9d6-568718c0eda1",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████████████████████████████████████████████████████████████████| 5393/5393 [3:50:14<00:00, 2.56s/it]\n"
]
}
],
"source": [
"#Steamming\n",
"\n",
"# Integrasikan tqdm ke pandas\n",
"tqdm.pandas()\n",
"\n",
"# Fungsi stemming\n",
"def stemming(text_cleaning):\n",
" factory = StemmerFactory()\n",
" stemmer = factory.create_stemmer()\n",
" do = []\n",
" for w in str(text_cleaning).split(): # pastikan tipe data string\n",
" dt = stemmer.stem(w)\n",
" do.append(dt)\n",
" d_clean = \" \".join(do)\n",
" return d_clean\n",
"\n",
"tokenized = data[\"Customer Review\"].progress_apply(stemming)\n",
"\n",
"# Simpan hasil ke CSV\n",
"tokenized.to_csv(\"dataset_stemming.csv\", index=False)"
]
},
{
"cell_type": "code",
"execution_count": 123,
"id": "af947567-d6a2-4a4c-909c-385d918016c7",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
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" 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>Customer Review</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>alhamdulillah fungsi baik packaging aman respo...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>barang bagus respon cepat harga saing yg lain</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>barang bagus fungsi baik seler ramah kirim cepat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>bagus sesuai harap jual nya ramah trimakasih l...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>barang bagus emas aman fungsi baik</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Customer Review\n",
"0 alhamdulillah fungsi baik packaging aman respo...\n",
"1 barang bagus respon cepat harga saing yg lain\n",
"2 barang bagus fungsi baik seler ramah kirim cepat\n",
"3 bagus sesuai harap jual nya ramah trimakasih l...\n",
"4 barang bagus emas aman fungsi baik"
]
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_clean = pd.read_csv(\"dataset_stemming.csv\")\n",
"data_clean.head()"
]
},
{
"cell_type": "code",
"execution_count": 124,
"id": "0cef2607-0bd8-4e6f-9505-d2a339b0e7b7",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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"\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>Customer Review</th>\n",
" <th>Category</th>\n",
" <th>Sentiment</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>alhamdulillah fungsi baik packaging aman respo...</td>\n",
" <td>Computers and Laptops</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>barang bagus respon cepat harga saing yg lain</td>\n",
" <td>Computers and Laptops</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>barang bagus fungsi baik seler ramah kirim cepat</td>\n",
" <td>Computers and Laptops</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>bagus sesuai harap jual nya ramah trimakasih l...</td>\n",
" <td>Computers and Laptops</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>barang bagus emas aman fungsi baik</td>\n",
" <td>Computers and Laptops</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5395</th>\n",
" <td>NaN</td>\n",
" <td>Household</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5396</th>\n",
" <td>NaN</td>\n",
" <td>Household</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5397</th>\n",
" <td>NaN</td>\n",
" <td>Household</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5398</th>\n",
" <td>NaN</td>\n",
" <td>Household</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5399</th>\n",
" <td>NaN</td>\n",
" <td>Household</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5400 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" Customer Review \\\n",
"0 alhamdulillah fungsi baik packaging aman respo... \n",
"1 barang bagus respon cepat harga saing yg lain \n",
"2 barang bagus fungsi baik seler ramah kirim cepat \n",
"3 bagus sesuai harap jual nya ramah trimakasih l... \n",
"4 barang bagus emas aman fungsi baik \n",
"... ... \n",
"5395 NaN \n",
"5396 NaN \n",
"5397 NaN \n",
"5398 NaN \n",
"5399 NaN \n",
"\n",
" Category Sentiment \n",
"0 Computers and Laptops Positive \n",
"1 Computers and Laptops Positive \n",
"2 Computers and Laptops Positive \n",
"3 Computers and Laptops Positive \n",
"4 Computers and Laptops Positive \n",
"... ... ... \n",
"5395 Household Positive \n",
"5396 Household Positive \n",
"5397 Household Positive \n",
"5398 Household Positive \n",
"5399 Household Positive \n",
"\n",
"[5400 rows x 3 columns]"
]
},
"execution_count": 124,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"att1 = data['Category']\n",
"att2 = data['Sentiment']\n",
"\n",
"data_clean = pd.concat([data_clean, att1, att2], axis=1)\n",
"data_clean"
]
},
{
"cell_type": "code",
"execution_count": 125,
"id": "94117fec-3ec5-4ec7-8643-11f91548b5be",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Customer Review 7\n",
"Category 7\n",
"Sentiment 7\n",
"dtype: int64"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_clean.duplicated().sum()\n",
"data_clean.isnull().sum()"
]
},
{
"cell_type": "code",
"execution_count": 126,
"id": "3f34df24-0b9d-438c-859e-c14ad02d4b30",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Customer Review 0\n",
"Category 0\n",
"Sentiment 0\n",
"dtype: int64"
]
},
"execution_count": 126,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_clean = data_clean.dropna()\n",
"data_clean.isnull().sum()"
]
},
{
"cell_type": "code",
"execution_count": 127,
"id": "d8d96510-b082-4dba-a664-0b84aae728d8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Category Encoded\n",
"0 Animal Care 0\n",
"1 Automotive 1\n",
"2 Beauty 2\n",
"3 Body Care 3\n",
"4 Books 4\n",
"5 Camera 5\n",
"6 Carpentry 6\n",
"7 Computers and Laptops 7\n",
"8 Electronics 8\n",
"9 Food and Drink 9\n",
"10 Gaming 10\n",
"11 Health 11\n",
"12 Household 12\n",
"13 Kids and Baby Fashion 13\n",
"14 Kitchen 14\n",
"15 Men's Fashion 15\n",
"16 Mother and Baby 16\n",
"17 Movies and Music 17\n",
"18 Muslim Fashion 18\n",
"19 Office & Stationery 19\n",
"20 Other Products 20\n",
"21 Party Supplies and Craft 21\n",
"22 Phones and Tablets 22\n",
"23 Precious Metal 23\n",
"24 Property 24\n",
"25 Sport 25\n",
"26 Tour and Travel 26\n",
"27 Toys and Hobbies 27\n",
"28 Women's Fashion 28\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Daffa Lintang\\AppData\\Local\\Temp\\ipykernel_23380\\1493082063.py:4: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
" data_clean[\"Sentiment\"] = data_clean[\"Sentiment\"].replace({\"Positive\": 1, \"Negative\": 0}).astype(int)\n",
"C:\\Users\\Daffa Lintang\\AppData\\Local\\Temp\\ipykernel_23380\\1493082063.py:4: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" data_clean[\"Sentiment\"] = data_clean[\"Sentiment\"].replace({\"Positive\": 1, \"Negative\": 0}).astype(int)\n",
"C:\\Users\\Daffa Lintang\\AppData\\Local\\Temp\\ipykernel_23380\\1493082063.py:5: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" data_clean[\"Category\"] = encoder.fit_transform(data_clean[\"Category\"])\n"
]
},
{
"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>Customer Review</th>\n",
" <th>Category</th>\n",
" <th>Sentiment</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>alhamdulillah fungsi baik packaging aman respo...</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>barang bagus respon cepat harga saing yg lain</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>barang bagus fungsi baik seler ramah kirim cepat</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>bagus sesuai harap jual nya ramah trimakasih l...</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>barang bagus emas aman fungsi baik</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Customer Review Category Sentiment\n",
"0 alhamdulillah fungsi baik packaging aman respo... 7 1\n",
"1 barang bagus respon cepat harga saing yg lain 7 1\n",
"2 barang bagus fungsi baik seler ramah kirim cepat 7 1\n",
"3 bagus sesuai harap jual nya ramah trimakasih l... 7 1\n",
"4 barang bagus emas aman fungsi baik 7 1"
]
},
"execution_count": 127,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"encoder = LabelEncoder()\n",
"data_clean[\"Sentiment\"] = data_clean[\"Sentiment\"].replace({\"Positive\": 1, \"Negative\": 0}).astype(int)\n",
"data_clean[\"Category\"] = encoder.fit_transform(data_clean[\"Category\"])\n",
"\n",
"category_mapping = pd.DataFrame({\n",
" 'Category': encoder.classes_,\n",
" 'Encoded': range(len(encoder.classes_))\n",
"})\n",
"\n",
"print(category_mapping)\n",
"\n",
"data_clean.head()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "b7a43a22-283a-488f-a86c-7fcefc3d842b",
"metadata": {},
"outputs": [],
"source": [
"data_negatif = data_clean[data_clean[\"Sentiment\"] == 0]\n",
"data_positif = data_clean[data_clean[\"Sentiment\"] == 1]"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "c2637310-ec36-4b6e-a095-c952ca119c98",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"all_text_s0 = ' '.join(word for word in data_negatif[\"Customer Review\"])\n",
"wordCloud = WordCloud(colormap=\"Reds\", width=1000, height=1000, mode=\"RGBA\", background_color=\"white\").generate(all_text_s0)\n",
"plt.figure(figsize=(9, 6))\n",
"plt.imshow(wordCloud, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.title('Visualisasi Kata Negatif')\n",
"plt.margins(x=0, y=0)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "f6155b51-9a94-4f9b-a222-227cdf8c9632",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"all_text_s1 = ' '.join(word for word in data_positif[\"Customer Review\"])\n",
"wordCloud = WordCloud(colormap=\"Blues\", width=1000, height=1000, mode=\"RGBA\", background_color=\"white\").generate(all_text_s1)\n",
"plt.figure(figsize=(9, 6))\n",
"plt.imshow(wordCloud, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.title('Visualisasi Kata Positif')\n",
"plt.margins(x=0, y=0)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "18328cab-671e-4d34-be9d-384d9db12e47",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Sentiment\n",
"0 2817\n",
"1 2569\n",
"Name: count, dtype: int64"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_clean[\"Sentiment\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "74984bba-4457-47e3-87e9-a794891b8520",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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XpJawp9vXfqvyoNdJOXGVaOiYDD9OUzonUjqWVe+d0lOUgqYAqtyrWifv3LkzYpxuaJU23TRHp0+f/XNLN5cq3tXxruPDp5KP6BuJnClcK1TiE31updd+yQjIuWYiurO85pprXNGnpCa46mKlIKmm7jrB1CReJ4eKO/0Llopa1T1AFwjdSWo6FdVG17npN8oNqs5Lwe9Pf/qTu/CF91NMC3VXUKMJ5ZxUh6v6HXUDadGiheuqIupbqSb4SqMCr05O5bZ0kofTOHXPUfG5crBqfOF310hrcNU2Vi5fRd0q2tWJry4UqoNVMZcaOokaiqh7lLqGqNGH1kMXf+W09L2K4HVBSgulX9SISkXfunCrnjc81xYUFW2rK46K6nSzpv2h5SkXpov+6NGjXdebc0XFu8p5qvhfjbH8rjja937fRx2/Kl5WumrWrOluonQ8qFFceOlGNOXMdYx88MEHLnemY0Tdks72MYAqOldXGW1DHas6p1Q3rxux6NyoxqttgEpWdIyp25YCU3iONz3pmNK5pNKB8K5TOt/VlUilRX7XGp1/Oq9V9K5uZlpH3fxqP6iqRo32dHOm6dWVS/MIz4W2bNnS5Vp13dH5rHmpikb7QKVK6b1fMoRYN1dG2owZM8Y1T7/qqqtSHB/dBebbb7/1brvtNu+CCy5wTf7V1aFly5besmXLIn6nJvHt2rXzChQo4BUvXty7//77vTVr1pzUFefHH3/02rRp4xUrVsx1ibj11lu97du3n9ScPjVdcV5//XWvQYMGrnm/0la5cmWvf//+3v79+yOa73fu3NkrVaqUV6hQIdftZP369Sd1Sxk2bJjbJkpX/vz5vapVq7ouBOGPC0xNVxx1MfjHP/7htW7d2i1D6dI2ufzyy103mejuBZr/c88957oHaFptu9q1a7vH+4Wvh5abUveRlB6R99RTT7lHvKkLSvg2PFVXnOhuVv56ap+G02/VvSjaG2+84dKs7Va4cGGvRo0a3oABA9x+DU9nSl2dovfpqZxq/aN9+eWX3rXXXuvSUqRIEfdYz3Xr1oXGa/vrGFHXK6VV66P/v/rqq6ftiiMLFy5066muM+HH69l2+VD3Gu1vdZdTuhs2bOjOnej9pa446rbkT6f1VLey6G3od8WZPHnyGbvGpeRUx4W/XTQupXX717/+5dWvX99tUw06h7TPNmzYEDHdSy+9FDo3dM6py5m2a7NmzULTJCcne88880xoOp0/06dPP6f7Jdbi9E+sAzwAIHNSgyjl4FW8nFIVSXZFnSsAIFXUmDA6P6ZHYKqLXixfJ5kRkXMFAKSKnuWrxx6qjYbaPeiBEGr9rG51y5cvj/nLOTISGjQBAFJFD4tQIz89F1u5VTVA0vOL9YAKAmskcq4AAASMOlcAAAJGcAUAIGDUuaayqbnewKGO1Vn5cV0AgNNTTaoeZqKngvlvOUoJwTUVFFijH8IOAMi+tm3bFvGC+GgE11TwH8WnjalHAAIAsqekpCSX2fLjwqkQXFPBLwpWYCW4AgDizlBFSIMmAAACRnAFACBgBFcAAAJGcAUAIGAEVwAAAkZwBQAgYARXAAACRnAFACBgPEQiRjbHx8c6CcgmKiUmxjoJQLZDzhUAgIARXAEACBjBFQCAgBFcAQAIGMEVAICAEVwBAAgYwRUAgIARXAEACBjBFQCAgBFcAQAIGMEVAICAEVwBAAgYwRUAgIARXAEACBjBFQCAgBFcAQAIGMEVAICAEVwBAAhYrqBnCACpFR+/OdZJQDaRmFjpnC6PnCsAAFkpuA4fPtzq1KljhQsXttKlS1vr1q1tw4YNEdM0bNjQ4uLiIoZu3bpFTLN161Zr0aKFFShQwM2nf//+dvz48Yhp5s6da1dccYXlzZvXLrroIhs/fvw5WUcAQPYT0+D69ddfW48ePWzx4sU2a9YsO3bsmDVt2tQOHjwYMV3Xrl1tx44doWHEiBGhcSdOnHCB9ejRo7Zw4UKbMGGCC5yDBw8OTZOYmOimadSoka1YscJ69+5t9957r33++efndH0BANlDnOd5nmUQe/bscTlPBd0GDRqEcq61atWyF198McXffPbZZ9ayZUvbvn27lSlTxn03duxYGzhwoJtfnjx53P9nzJhha9asCf2uQ4cOtm/fPps5c+ZJ8zxy5IgbfElJSVahQgXbv3+/FSlSJJB13RwfH8h8gDOplJhoGRV1rshsda6KB0WLFj1jPMhQda5KrJQoUSLi+0mTJlmpUqXs0ksvtUGDBtmhQ4dC4xYtWmQ1atQIBVZJSEhwG2Dt2rWhaZo0aRIxT02j709VXK2N5w8KrAAAZLrWwsnJya649tprr3VB1Hf77bdbxYoVrXz58rZq1SqXC1W97JQpU9z4nTt3RgRW8T9r3OmmUQD+/fffLX/+/BHjFMD79u17Us4VAIBMFVxV96pi2//85z8R3993332h/yuHWq5cOWvcuLFt2rTJKleunC5pUaMnDQAA/BEZoli4Z8+eNn36dPvqq6/s/PPPP+20devWdX83btzo/pYtW9Z27doVMY3/WeNON43Ky6NzrQAAZOrgqrZUCqxTp061OXPmWHwqGvmota8oByv16tWz1atX2+7du0PTqOWxAmf16tVD08yePTtiPppG3wMAkKWCq4qC33nnHXv33XddX1fVjWpQPaio6Pepp56y5cuX2+bNm+3jjz+2jh07upbEl112mZtGXXcURO+66y5buXKl617z2GOPuXn7RbvqF/u///3PBgwYYOvXr7dXX33VPvzwQ+vTp08sVx8AkEXFtCuOHgiRknHjxtndd99t27ZtszvvvNPVxarvqxoVtWnTxgXP8CbQW7Zsse7du7sHRRQsWNA6depkzz77rOXK9f9VyhqnYLpu3TpX9Pz444+7ZQTZ9Dot6IqDc4WuOICd8644Gaqfa0ZFcEVmRnAFLHv3cwUAICsguAIAEDCCKwAAASO4AgAQMIIrAAABI7gCABAwgisAAAEjuAIAEDCCKwAAASO4AgAQMIIrAAABI7gCABAwgisAAAEjuAIAEDCCKwAAASO4AgAQMIIrAAABI7gCABAwgisAAAEjuAIAEDCCKwAAASO4AgAQMIIrAAABI7gCABAwgisAAAEjuAIAEDCCKwAAASO4AgCQlYLr8OHDrU6dOla4cGErXbq0tW7d2jZs2BAxzeHDh61Hjx5WsmRJK1SokLVr18527doVMc3WrVutRYsWVqBAATef/v372/HjxyOmmTt3rl1xxRWWN29eu+iii2z8+PHnZB0BANlPTIPr119/7QLn4sWLbdasWXbs2DFr2rSpHTx4MDRNnz597JNPPrHJkye76bdv325t27YNjT9x4oQLrEePHrWFCxfahAkTXOAcPHhwaJrExEQ3TaNGjWzFihXWu3dvu/fee+3zzz8/5+sMAMj64jzP8yyD2LNnj8t5Kog2aNDA9u/fb+edd569++679pe//MVNs379eqtWrZotWrTIrr76avvss8+sZcuWLuiWKVPGTTN27FgbOHCgm1+ePHnc/2fMmGFr1qwJLatDhw62b98+mzlz5hnTlZSUZEWLFnXpKVKkSCDrujk+PpD5AGdSKTHRMqr4+M2xTgKyicTESoHMJ7XxIEPVuSqxUqJECfd3+fLlLjfbpEmT0DRVq1a1Cy64wAVX0d8aNWqEAqskJCS4DbB27drQNOHz8Kfx5xHtyJEj7vfhAwAAqZVhgmtycrIrrr322mvt0ksvdd/t3LnT5TyLFSsWMa0Cqcb504QHVn+8P+500yho/v777ynWBevOxB8qVKgQ8NoCALKyDBNcVfeqYtv3338/1kmxQYMGuVy0P2zbti3WSQIAZCK5LAPo2bOnTZ8+3ebNm2fnn39+6PuyZcu6hkqqGw3Pvaq1sMb50yxdujRifn5r4vBpolsY67PKy/Pnz39SetSiWAMAAJku56q2VAqsU6dOtTlz5lh8VCOf2rVrW+7cuW327Nmh79RVR11v6tWr5z7r7+rVq2337t2hadTyWIGzevXqoWnC5+FP488DAIAsk3NVUbBaAv/73/92fV39OlLVcypHqb9dunSxvn37ukZOCpi9evVyQVEthUVddxRE77rrLhsxYoSbx2OPPebm7ec+u3XrZq+88ooNGDDA7rnnHhfIP/zwQ9eCGACALJVzfe2111ydZsOGDa1cuXKh4YMPPghNM2rUKNfVRg+PUPccFfFOmTIlND5nzpyuSFl/FXTvvPNO69ixow0dOjQ0jXLECqTKrdasWdOef/55e/PNN12LYQAAsnQ/14yKfq7IzOjnClj27ucKAEBWQHAFACBgBFcAAAJGcAUAIGAEVwAAAkZwBQAgYARXAAACRnAFACBgBFcAAAJGcAUAIGAEVwAAAkZwBQAg1q+c04vL9XJyvT81OTk5YpzeRgMAQHaXpuD6ySef2B133GEHDhxwbwOIi4sLjdP/Ca4AAKSxWPihhx5yLxtXcFUO9tdffw0Nv/zyS/qlEgCArBpcf/rpJ3vwwQetQIEC6ZciAACyU3BNSEiwZcuWpV9qAADIDnWuH3/8cej/LVq0sP79+9u6deusRo0aljt37ohpb7755vRJJQAAWSm4tm7d+qTvhg4detJ3atB04sSJ4FIGAEBWDa7R3W0AAMDp8RAJAABi/RCJgwcP2tdff21bt261o0ePRoxTS2IAALK7NAXX7777zm666SY7dOiQC7IlSpSwn3/+2XXNKV26NMEVAIC0Fgv36dPHWrVq5R4akT9/flu8eLFt2bLFateubX//+9/TL5UAAGTV4LpixQr3lKYcOXJYzpw57ciRI1ahQgUbMWKEPfLII+mXSgAAMpE0BVf1a1VgFRUDq95VihYtatu2bUufFAIAkJXrXC+//HL75ptv7M9//rNdf/31NnjwYFfnOnHiRLv00kvTL5UAAGTVnOszzzxj5cqVc/9/+umnrXjx4ta9e3fbs2ePvfHGG+mVRgAAsm5wvfLKK61Ro0ahYuGZM2daUlKSLV++3GrWrJnmhc+bN881kCpfvrx7wtO0adMixt99993u+/ChWbNmEdPobTx6DZ5egVesWDHr0qWLe2tPuFWrVtl1111n+fLlC9URAwCQJR8ioe48Cspjxow55TQKpjt27AgN7733XsR4Bda1a9farFmzbPr06S5g33fffaHxCv5Nmza1ihUrupuAkSNH2hNPPEFOGwAQuzpX1bOGvxT9dL799ts0Lbx58+ZuOJ28efNa2bJlUxz3/fffu9yz6oGVq5aXX37Z9cVV1yDliCdNmuQedvHWW29Znjx57JJLLnGtnl944YWIIAwAQEwf3H8uzZ071xVBq373hhtusGHDhlnJkiXduEWLFrmiYD+wSpMmTVyL5iVLllibNm3cNA0aNHCBNfzVec8995zrr6v5RlMXIw3huV8AAAILrkOGDLFYUZFw27ZtLT4+3jZt2uT60iqnq4CpfrY7d+50gTdcrly53JOjNE70V78PV6ZMmdC4lILr8OHD7cknn0zXdQMAZF1pfrawT42Got+Yo0ZFQerQoUPo/3p/7GWXXWaVK1d2udnGjRtbehk0aJD17ds3IueqhlAAAATeoCkxMdG9ML1gwYLuwRHK9WlQ0WxKOcCgXXjhhVaqVCnbuHGj+6y62N27d0dMc/z4cdeC2K+n1d9du3ZFTON/PlVdrup5daMQPgAAkC451zvvvNM8z3ONg1S0mtqGTkH58ccfbe/evaG+tvXq1bN9+/a5VsB6vrHMmTPH5ajr1q0bmubRRx+1Y8eOuSdMiVoWX3zxxefkhgAAkP2kKbiuXLnSBTIFpiCoaNnPhfo5Y7XkVZ2pBtV7tmvXzuUwVec6YMAAu+iii1yDJKlWrZqrl+3atauNHTvWBdCePXu64mS1FJbbb7/dzUf9XwcOHGhr1qyx0aNH26hRowJZBwAAzqpYuE6dOoE+Q3jZsmWuq48GUT2n/q/HKqrBkh7+cPPNN1uVKlVccFTudP78+a7Y1qeuNlWrVnV1sOqCU79+/Yg+rCq+/uKLL1zg1u/14gHNn244AID0EuepnDeVlHvs1q2bKx7Ws4T9YlafGhxlRWrQpCC9f//+wOpfN0e1YAbSS6XERMuo4uM3xzoJyCYSEyud03iQpmJhPUNYAbZz586h71TvqvisvydOnDi7VAMAkAWkKbjec889rthWjyCMRYMmAACyXHDdsmWLffzxx65REQAACKBBkx4/qBbDAAAgoJyrXg/Xp08fW716tXtiUnSDJrXsBQAgu0tTcFVLYRk6dOhJ42jQBADAHwiu0c8SBgAAGexl6QAAWHbPuaZUHBxOTz4CACC7S1NwnTp1asRnPctXjxXUO1T1KjiCKwAAaQyu3333XYqPgrr77rutTZs2QaYLAIDsW+eqZyvqrTOPP/54MCkCACCTC6RBkx5grAEAAKSxWPill16K+KwH9u/YscMmTpxozZs3DzptAABk/eAa/YLxHDly2HnnnWedOnWyQYMGBZ02AACyfnBVy2AAABBAcG3btu0Zp1F3nLJly9qNN97onkEMAEB2laoGTXrr+pmG/Pnz2w8//GDt27envysAIFtLVc513LhxqZ7h9OnT7YEHHjjj05wAAMiqAn+2cP369e3KK68MerYAAGTf4FqsWDGbMmVK0LMFACDT4K04AAAEjOAKAEDACK4AAASM4AoAQMAIrgAABIzgCgBAwAiuAABkpeA6b9489xzi8uXLW1xcnE2bNu2kV9rpUYrlypVzj1ds0qSJe8RiuF9++cXuuOMO99J29bHt0qWLHThwIGKaVatW2XXXXWf58uWzChUq2IgRI87J+gEAsqeYBteDBw9azZo1bcyYMSmOVxDUO2THjh1rS5YssYIFC1pCQoIdPnw4NI0C69q1a23WrFnu0YsK2Pfdd19ofFJSkjVt2tQqVqxoy5cvt5EjR9oTTzxhb7zxxjlZRwBA9hPnKXuYASjnOnXqVGvdurX7rGQpR/vQQw9Zv3793Hf79++3MmXK2Pjx461Dhw72/fffW/Xq1e2bb74JPXJx5syZdtNNN9mPP/7ofv/aa6/Zo48+ajt37rQ8efK4aR5++GGXS16/fn2q0qYArZcTaPnKIQdhc3x8IPMBzqRSBn5VZHz85lgnAdlEYmKlQOaT2niQYetc9e5YBUQVBfu0QnXr1rVFixa5z/qrouDwZxlrer3EXTldf5oGDRqEAqso97thwwb79ddfU1z2kSNH3AYMHwAASK0MG1wVWEU51XD67I/T39KlS5/0XtkSJUpETJPSPMKXEW348OERr9NTPS0AAJk+uMbSoEGDXJbfH7Zt2xbrJAEAMpEMG1zLli3r/u7atSvie332x+nv7t27I8YfP37ctSAOnyaleYQvI1revHldWXr4AABApg+u8fHxLvjNnj079J3qPlWXWq9ePfdZf/ft2+daAfvmzJljycnJrm7Wn0YtiI8dOxaaRi2LL774YitevPg5XScAQPYQ0+Cq/qgrVqxwg9+ISf/funWraz3cu3dvGzZsmH388ce2evVq69ixo2sB7LcorlatmjVr1sy6du1qS5cutQULFljPnj1dS2JNJ7fffrtrzKT+r+qy88EHH9jo0aOtb9++sVx1AEAWliuWC1+2bJk1atQo9NkPeJ06dXLdbQYMGOD6wqrfqnKo9evXd11t9DAI36RJk1xAbdy4sWsl3K5dO9c31qcGSV988YX16NHDateubaVKlXIPpgjvCwsAQJbs55qR0c8VmRn9XAGjnysAAJkdwRUAgIARXAEACBjBFQCAgBFcAQAIGMEVAICAEVwBAAgYwRUAgIARXAEACBjBFQCAgBFcAQAIGMEVAICAEVwBAAgYwRUAgIARXAEACBjBFQCAgBFcAQAIGMEVAICAEVwBAAgYwRUAgIARXAEACBjBFQCAgBFcAQAIGMEVAICAEVwBAAgYwRUAgIARXAEACBjBFQCA7BRcn3jiCYuLi4sYqlatGhp/+PBh69Gjh5UsWdIKFSpk7dq1s127dkXMY+vWrdaiRQsrUKCAlS5d2vr372/Hjx+PwdoAALKLXJbBXXLJJfbll1+GPufK9f9J7tOnj82YMcMmT55sRYsWtZ49e1rbtm1twYIFbvyJEydcYC1btqwtXLjQduzYYR07drTcuXPbM888E5P1AQBkfRk+uCqYKjhG279/v/3zn/+0d99912644Qb33bhx46xatWq2ePFiu/rqq+2LL76wdevWueBcpkwZq1Wrlj311FM2cOBAlyvOkydPDNYIAJDVZehiYfnhhx+sfPnyduGFF9odd9zhinll+fLlduzYMWvSpEloWhUZX3DBBbZo0SL3WX9r1KjhAqsvISHBkpKSbO3atadc5pEjR9w04QMAAFkiuNatW9fGjx9vM2fOtNdee80SExPtuuuus99++8127tzpcp7FihWL+I0CqcaJ/oYHVn+8P+5Uhg8f7oqZ/aFChQrpsn4AgKwpQxcLN2/ePPT/yy67zAXbihUr2ocffmj58+dPt+UOGjTI+vbtG/qsnCsBFgCQJXKu0ZRLrVKlim3cuNHVwx49etT27dsXMY1aC/t1tPob3XrY/5xSPa4vb968VqRIkYgBAIAsGVwPHDhgmzZtsnLlylnt2rVdq9/Zs2eHxm/YsMHVydarV8991t/Vq1fb7t27Q9PMmjXLBcvq1avHZB0AAFlfhi4W7tevn7Vq1coVBW/fvt2GDBliOXPmtNtuu83VhXbp0sUV35YoUcIFzF69ermAqpbC0rRpUxdE77rrLhsxYoSrZ33sscdc31jlTgEAyHbB9ccff3SBdO/evXbeeedZ/fr1XTcb/V9GjRplOXLkcA+PUAtftQR+9dVXQ79XIJ4+fbp1797dBd2CBQtap06dbOjQoTFcKwBAVhfneZ4X60RkdGrQpJyy+tYGVf+6OT4+kPkAZ1IpMdEyqvj4zbFOArKJxMRK5zQeZKo6VwAAMgOCKwAAASO4AgAQMIIrAAABI7gCABAwgisAAAEjuAIAEDCCKwAAASO4AgAQMIIrAAABI7gCABAwgisAAAEjuAIAEDCCKwAAASO4AgAQMIIrAAABI7gCABAwgisAAAEjuAIAEDCCKwAAASO4AgAQMIIrAAABI7gCABAwgisAAAEjuAIAEDCCKwAAASO4AgAQMIIrAAABy1bBdcyYMVapUiXLly+f1a1b15YuXRrrJAEAsqBsE1w/+OAD69u3rw0ZMsS+/fZbq1mzpiUkJNju3btjnTQAQBaTbYLrCy+8YF27drXOnTtb9erVbezYsVagQAF76623Yp00AEAWk8uygaNHj9ry5ctt0KBBoe9y5MhhTZo0sUWLFp00/ZEjR9zg279/v/ublJQUWJp+S04ObF7A6QR53AYtOfm3WCcB2URSQOeBPx/P8047XbYIrj///LOdOHHCypQpE/G9Pq9fv/6k6YcPH25PPvnkSd9XqFAhXdMJpIuiRWOdAiDLnQa//fabFT3NTLNFcE0r5XBVP+tLTk62X375xUqWLGlxcXExTVt2pbtF3dxs27bNihQpEuvkADHBeRB7yrEqsJYvX/6002WL4FqqVCnLmTOn7dq1K+J7fS5btuxJ0+fNm9cN4YoVK5bu6cSZ6YLCRQXZHedBbJ0ux5qtGjTlyZPHateubbNnz47IjepzvXr1Ypo2AEDWky1yrqJi3k6dOtmVV15pV111lb344ot28OBB13oYAIAgZZvg2r59e9uzZ48NHjzYdu7cabVq1bKZM2ee1MgJGZOK6dVHObq4HshOOA8yjzjvTO2JAQBAmmSLOlcAAM4lgisAAAEjuAIAEDCCKwAAASO4IlPgdYHIzubNm2etWrVyTwXSU+KmTZsW6yThDAiuyPB4XSCyO/XJ13Gvm0xkDnTFQYannGqdOnXslVdeCT1dS89X7dWrlz388MOxTh5wTinnOnXqVGvdunWsk4LTIOeKTPG6QL0eMDWvCwSAjIDgikz7ukA9aQsAMiKCKwAAASO4Iku9LhAAMgKCKzI0XhcIIDPKNm/FQebF6wKR3R04cMA2btwY+pyYmGgrVqywEiVK2AUXXBDTtCFldMVBpqBuOCNHjgy9LvCll15yXXSA7GDu3LnWqFGjk77XTef48eNjkiacHsEVAICAUecKAEDACK4AAASM4AoAQMAIrgAABIzgCgBAwAiuAAAEjOAKAEDACK4AAASM4Aog1U8J0ou69+3bF+ukABkewRXIZPbs2WPdu3d3z5TNmzeveztQQkKCLViwILBlNGzY0Hr37h3x3TXXXGM7duywokWLBrYcIKviwf1AJtOuXTs7evSoTZgwwS688EL3+j29JWjv3r3p/oYiXvMHpJKeLQwgc/j111/1LHBv7ty5p52mS5cuXqlSpbzChQt7jRo18lasWBEaP2TIEK9mzZre22+/7VWsWNErUqSI1759ey8pKcmN79Spk1tG+JCYmOh99dVX7v+av4wbN84rWrSo98knn3hVqlTx8ufP77Vr1847ePCgN378eDfvYsWKeb169fKOHz8eWv7hw4e9hx56yCtfvrxXoEAB76qrrnLz9vnznTlzple1alWvYMGCXkJCgrd9+/Z02qpA8CgWBjKRQoUKuWHatGl25MiRFKe59dZbbffu3fbZZ5/Z8uXL7YorrrDGjRvbL7/8Eppm06ZNbh7Tp093w9dff23PPvusGzd69Gj3rtyuXbu6YmANFSpUSHFZhw4dcm8oev/9923mzJmuXrZNmzb26aefumHixIn2+uuv20cffRT6Tc+ePW3RokXuN6tWrXLpbdasmf3www8R8/373//ufj9v3jzbunWr9evXL8AtCaSzdAjYANLRRx995BUvXtzLly+fd80113iDBg3yVq5c6cbNnz/f5USVOwxXuXJl7/XXXw/lXJVj9HOq0r9/f69u3bqhz9dff733t7/9LWIeKeVc9Xnjxo2hae6//343799++y30nXKd+l62bNni5cyZ0/vpp58i5t24cWO3Hqea75gxY7wyZcqc1XYDziXqXIFMWOfaokULmz9/vi1evNjlUEeMGGFvvvmme4m8XqxdsmTJiN/8/vvvLrfqq1SpkhUuXDj0uVy5ci63m1YFChSwypUrhz6XKVPGzVu56/Dv/HmvXr3aTpw4YVWqVImYj3Lh4WmOnu8fTR8QKwRXIBPKly+f3XjjjW54/PHH7d5777UhQ4bYAw884AKRimejFStWLPT/3LlzR4xTF5vk5OQ0pyOl+Zxu3gr8OXPmdMXV+hsuPCCnNA9ePY3MhOAKZAHVq1d3daiqX925c6flypXL5SDPpmWwcphBu/zyy918lQu97rrrAp8/kFHQoAnIRNTd5oYbbrB33nnHNQZKTEy0yZMnu2LhW265xZo0aeIaI7Vu3dq++OIL27x5sy1cuNAeffRRW7ZsWaqXo8C8ZMkS9/uff/75D+VqU6Li4DvuuMM6duxoU6ZMcelfunSpDR8+3GbMmBHIMoCMgJwrkImo6LRu3bo2atQoV4d67Ngx15JXLXsfeeQRV3yqVroKpp07d3YPnFDf1AYNGri6z9RSy9xOnTq5HLHqaxUEgzJu3DgbNmyYPfTQQ/bTTz9ZqVKl7Oqrr7aWLVsGtgwg1uLUqinWiQAAICuhWBgAgIARXAEACBjBFQCAgBFcAQAIGMEVAICAEVwBAAgYwRUAgIARXAEACBjBFQCAgBFcAQAIGMEVAAAL1v8Bit3p8tvTj5kAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Visualisasi sentimen positif dan negatif\n",
"plt.figure(figsize=(5, 3))\n",
"sns.countplot(data=data_clean, x='Sentiment', hue='Sentiment', palette={0: \"red\", 1: \"blue\"}, legend=False)\n",
"plt.title('Visualisasi Sentimen Positif dan Negatif')\n",
"plt.xlabel('Sentimen')\n",
"plt.ylabel('Jumlah')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "510f0c5b-88e9-4885-8ff2-e6b96af1b33a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Sentimen per kategori\n",
"plt.figure(figsize=(18, 5))\n",
"sns.countplot(data=data_clean, x='Category', hue='Sentiment', palette={0: \"red\", 1: \"blue\"})\n",
"plt.title('Distribusi Sentimen per Kategori')\n",
"plt.xlabel('Kategori')\n",
"plt.ylabel('Jumlah')\n",
"plt.legend(title='Sentimen', labels=['Negatif', 'Positif'])\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "b8522709-bdbd-486d-abc2-84c11ef5cef1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"29"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_clean[\"Category\"].nunique()\n"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "d75b5a02-8841-4ace-be90-4d67288312fc",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Kategori tanpa sentimen negatif: [23, 24, 26]\n"
]
}
],
"source": [
"# Kategori yang hanya punya sentimen positif\n",
"only_positive = data_clean.groupby('Category')['Sentiment'].apply(lambda x: set(x) == {1})\n",
"only_positive_categories = only_positive[only_positive].index.tolist()\n",
"\n",
"print(\"Kategori tanpa sentimen negatif:\", only_positive_categories)\n"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "2c802ce0-1e83-44bc-a713-f519a680041d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"✅ Oversampling selesai!\n",
"Ukuran data asli : 5386\n",
"Ukuran data baru : 5586\n"
]
}
],
"source": [
"# Ambil data negatif dari kategori lain\n",
"negative_other = data_clean[(data_clean['Sentiment'] == 0) & (~data_clean['Category'].isin([23, 24, 26]))]\n",
"\n",
"# Kategori yang tidak punya sentimen negatif\n",
"target_categories = [23, 24, 26]\n",
"\n",
"synthetic_list = []\n",
"\n",
"for category in target_categories:\n",
" # Hitung jumlah data positif di kategori tersebut\n",
" n_target = len(data_clean[data_clean['Category'] == category])\n",
" \n",
" if n_target == 0:\n",
" print(f\"⚠️ Tidak ditemukan data untuk kategori {category}, dilewati.\")\n",
" continue\n",
" \n",
" # Oversample data negatif dari kategori lain\n",
" negative_synthetic = resample(\n",
" negative_other,\n",
" replace=True,\n",
" n_samples=n_target, # jumlah data negatif sintetis = jumlah data positif\n",
" random_state=42\n",
" )\n",
" \n",
" # Ubah kategorinya menjadi kategori target\n",
" negative_synthetic['Category'] = category\n",
" \n",
" # Tambahkan ke list\n",
" synthetic_list.append(negative_synthetic)\n",
"\n",
"# Gabungkan semua hasil sintetis\n",
"all_synthetic = pd.concat(synthetic_list, ignore_index=True)\n",
"\n",
"# Gabungkan dengan dataset asli\n",
"data_augmented = pd.concat([data_clean, all_synthetic], ignore_index=True)\n",
"\n",
"print(\"✅ Oversampling selesai!\")\n",
"print(\"Ukuran data asli :\", len(data_clean))\n",
"print(\"Ukuran data baru :\", len(data_augmented))\n"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "66304c2a-bbc8-4061-912d-6d0dff403d0d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Sentimen per kategori\n",
"plt.figure(figsize=(18, 5))\n",
"sns.countplot(data=data_augmented, x='Category', hue='Sentiment', palette={0: \"red\", 1: \"blue\"})\n",
"plt.title('Distribusi Sentimen per Kategori')\n",
"plt.xlabel('Kategori')\n",
"plt.ylabel('Jumlah')\n",
"plt.legend(title='Sentimen', labels=['Negatif', 'Positif'])\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "2f2f9953-70b4-45cb-9d69-1317d718cc21",
"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>Customer Review</th>\n",
" <th>Category</th>\n",
" <th>Sentiment</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>alhamdulillah fungsi baik packaging aman respo...</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>barang bagus respon cepat harga saing yg lain</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>barang bagus fungsi baik seler ramah kirim cepat</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>bagus sesuai harap jual nya ramah trimakasih l...</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>barang bagus emas aman fungsi baik</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5581</th>\n",
" <td>barang gak pakai parah mah</td>\n",
" <td>26</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5582</th>\n",
" <td>udah 2x beli ga awet banget yg pertama rusak r...</td>\n",
" <td>26</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5583</th>\n",
" <td>minta warna hitam doff malah kirim warna warni...</td>\n",
" <td>26</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5584</th>\n",
" <td>free canister ga kirim payah kecewah dah males...</td>\n",
" <td>26</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5585</th>\n",
" <td>jual gak jujur respon banyak bot</td>\n",
" <td>26</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5586 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" Customer Review Category Sentiment\n",
"0 alhamdulillah fungsi baik packaging aman respo... 7 1\n",
"1 barang bagus respon cepat harga saing yg lain 7 1\n",
"2 barang bagus fungsi baik seler ramah kirim cepat 7 1\n",
"3 bagus sesuai harap jual nya ramah trimakasih l... 7 1\n",
"4 barang bagus emas aman fungsi baik 7 1\n",
"... ... ... ...\n",
"5581 barang gak pakai parah mah 26 0\n",
"5582 udah 2x beli ga awet banget yg pertama rusak r... 26 0\n",
"5583 minta warna hitam doff malah kirim warna warni... 26 0\n",
"5584 free canister ga kirim payah kecewah dah males... 26 0\n",
"5585 jual gak jujur respon banyak bot 26 0\n",
"\n",
"[5586 rows x 3 columns]"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_augmented"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "7e4ec4b8-1b23-44bf-a7db-a9557c51a2e0",
"metadata": {},
"outputs": [],
"source": [
"X = data_augmented[['Customer Review', 'Category']]\n",
"y = data_augmented['Sentiment']\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y, test_size=0.2, random_state=42\n",
")\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 94,
"id": "d9ff67a9-dc01-4a36-97fd-625721fc23f6",
"metadata": {},
"outputs": [],
"source": [
"vectorizer = TfidfVectorizer()\n",
"x_train_vec =vectorizer.fit_transform(X_train['Customer Review'])\n",
"x_test_vec =vectorizer.transform(X_test['Customer Review'])\n",
"\n",
"x_train_final = hstack([x_train_vec, X_train[['Category']].values])\n",
"x_test_final = hstack([x_test_vec, X_test[['Category']].values])"
]
},
{
"cell_type": "code",
"execution_count": 106,
"id": "32e87d7c-fed0-4296-b6b0-1f4ae4a20062",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>#sk-container-id-7 {\n",
" /* Definition of color scheme common for light and dark mode */\n",
" --sklearn-color-text: #000;\n",
" --sklearn-color-text-muted: #666;\n",
" --sklearn-color-line: gray;\n",
" /* Definition of color scheme for unfitted estimators */\n",
" --sklearn-color-unfitted-level-0: #fff5e6;\n",
" --sklearn-color-unfitted-level-1: #f6e4d2;\n",
" --sklearn-color-unfitted-level-2: #ffe0b3;\n",
" --sklearn-color-unfitted-level-3: chocolate;\n",
" /* Definition of color scheme for fitted estimators */\n",
" --sklearn-color-fitted-level-0: #f0f8ff;\n",
" --sklearn-color-fitted-level-1: #d4ebff;\n",
" --sklearn-color-fitted-level-2: #b3dbfd;\n",
" --sklearn-color-fitted-level-3: cornflowerblue;\n",
"\n",
" /* Specific color for light theme */\n",
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
" --sklearn-color-icon: #696969;\n",
"\n",
" @media (prefers-color-scheme: dark) {\n",
" /* Redefinition of color scheme for dark theme */\n",
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
" --sklearn-color-icon: #878787;\n",
" }\n",
"}\n",
"\n",
"#sk-container-id-7 {\n",
" color: var(--sklearn-color-text);\n",
"}\n",
"\n",
"#sk-container-id-7 pre {\n",
" padding: 0;\n",
"}\n",
"\n",
"#sk-container-id-7 input.sk-hidden--visually {\n",
" border: 0;\n",
" clip: rect(1px 1px 1px 1px);\n",
" clip: rect(1px, 1px, 1px, 1px);\n",
" height: 1px;\n",
" margin: -1px;\n",
" overflow: hidden;\n",
" padding: 0;\n",
" position: absolute;\n",
" width: 1px;\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-dashed-wrapped {\n",
" border: 1px dashed var(--sklearn-color-line);\n",
" margin: 0 0.4em 0.5em 0.4em;\n",
" box-sizing: border-box;\n",
" padding-bottom: 0.4em;\n",
" background-color: var(--sklearn-color-background);\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-container {\n",
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
" but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
" so we also need the `!important` here to be able to override the\n",
" default hidden behavior on the sphinx rendered scikit-learn.org.\n",
" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
" display: inline-block !important;\n",
" position: relative;\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-text-repr-fallback {\n",
" display: none;\n",
"}\n",
"\n",
"div.sk-parallel-item,\n",
"div.sk-serial,\n",
"div.sk-item {\n",
" /* draw centered vertical line to link estimators */\n",
" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
" background-size: 2px 100%;\n",
" background-repeat: no-repeat;\n",
" background-position: center center;\n",
"}\n",
"\n",
"/* Parallel-specific style estimator block */\n",
"\n",
"#sk-container-id-7 div.sk-parallel-item::after {\n",
" content: \"\";\n",
" width: 100%;\n",
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
" flex-grow: 1;\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-parallel {\n",
" display: flex;\n",
" align-items: stretch;\n",
" justify-content: center;\n",
" background-color: var(--sklearn-color-background);\n",
" position: relative;\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-parallel-item {\n",
" display: flex;\n",
" flex-direction: column;\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-parallel-item:first-child::after {\n",
" align-self: flex-end;\n",
" width: 50%;\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-parallel-item:last-child::after {\n",
" align-self: flex-start;\n",
" width: 50%;\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-parallel-item:only-child::after {\n",
" width: 0;\n",
"}\n",
"\n",
"/* Serial-specific style estimator block */\n",
"\n",
"#sk-container-id-7 div.sk-serial {\n",
" display: flex;\n",
" flex-direction: column;\n",
" align-items: center;\n",
" background-color: var(--sklearn-color-background);\n",
" padding-right: 1em;\n",
" padding-left: 1em;\n",
"}\n",
"\n",
"\n",
"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
"clickable and can be expanded/collapsed.\n",
"- Pipeline and ColumnTransformer use this feature and define the default style\n",
"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
"*/\n",
"\n",
"/* Pipeline and ColumnTransformer style (default) */\n",
"\n",
"#sk-container-id-7 div.sk-toggleable {\n",
" /* Default theme specific background. It is overwritten whether we have a\n",
" specific estimator or a Pipeline/ColumnTransformer */\n",
" background-color: var(--sklearn-color-background);\n",
"}\n",
"\n",
"/* Toggleable label */\n",
"#sk-container-id-7 label.sk-toggleable__label {\n",
" cursor: pointer;\n",
" display: flex;\n",
" width: 100%;\n",
" margin-bottom: 0;\n",
" padding: 0.5em;\n",
" box-sizing: border-box;\n",
" text-align: center;\n",
" align-items: start;\n",
" justify-content: space-between;\n",
" gap: 0.5em;\n",
"}\n",
"\n",
"#sk-container-id-7 label.sk-toggleable__label .caption {\n",
" font-size: 0.6rem;\n",
" font-weight: lighter;\n",
" color: var(--sklearn-color-text-muted);\n",
"}\n",
"\n",
"#sk-container-id-7 label.sk-toggleable__label-arrow:before {\n",
" /* Arrow on the left of the label */\n",
" content: \"▸\";\n",
" float: left;\n",
" margin-right: 0.25em;\n",
" color: var(--sklearn-color-icon);\n",
"}\n",
"\n",
"#sk-container-id-7 label.sk-toggleable__label-arrow:hover:before {\n",
" color: var(--sklearn-color-text);\n",
"}\n",
"\n",
"/* Toggleable content - dropdown */\n",
"\n",
"#sk-container-id-7 div.sk-toggleable__content {\n",
" display: none;\n",
" text-align: left;\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-toggleable__content.fitted {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-toggleable__content pre {\n",
" margin: 0.2em;\n",
" border-radius: 0.25em;\n",
" color: var(--sklearn-color-text);\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-toggleable__content.fitted pre {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-7 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
" /* Expand drop-down */\n",
" display: block;\n",
" width: 100%;\n",
" overflow: visible;\n",
"}\n",
"\n",
"#sk-container-id-7 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
" content: \"▾\";\n",
"}\n",
"\n",
"/* Pipeline/ColumnTransformer-specific style */\n",
"\n",
"#sk-container-id-7 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Estimator-specific style */\n",
"\n",
"/* Colorize estimator box */\n",
"#sk-container-id-7 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-label label.sk-toggleable__label,\n",
"#sk-container-id-7 div.sk-label label {\n",
" /* The background is the default theme color */\n",
" color: var(--sklearn-color-text-on-default-background);\n",
"}\n",
"\n",
"/* On hover, darken the color of the background */\n",
"#sk-container-id-7 div.sk-label:hover label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"/* Label box, darken color on hover, fitted */\n",
"#sk-container-id-7 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Estimator label */\n",
"\n",
"#sk-container-id-7 div.sk-label label {\n",
" font-family: monospace;\n",
" font-weight: bold;\n",
" display: inline-block;\n",
" line-height: 1.2em;\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-label-container {\n",
" text-align: center;\n",
"}\n",
"\n",
"/* Estimator-specific */\n",
"#sk-container-id-7 div.sk-estimator {\n",
" font-family: monospace;\n",
" border: 1px dotted var(--sklearn-color-border-box);\n",
" border-radius: 0.25em;\n",
" box-sizing: border-box;\n",
" margin-bottom: 0.5em;\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-estimator.fitted {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"/* on hover */\n",
"#sk-container-id-7 div.sk-estimator:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-7 div.sk-estimator.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
"\n",
"/* Common style for \"i\" and \"?\" */\n",
"\n",
".sk-estimator-doc-link,\n",
"a:link.sk-estimator-doc-link,\n",
"a:visited.sk-estimator-doc-link {\n",
" float: right;\n",
" font-size: smaller;\n",
" line-height: 1em;\n",
" font-family: monospace;\n",
" background-color: var(--sklearn-color-background);\n",
" border-radius: 1em;\n",
" height: 1em;\n",
" width: 1em;\n",
" text-decoration: none !important;\n",
" margin-left: 0.5em;\n",
" text-align: center;\n",
" /* unfitted */\n",
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-unfitted-level-1);\n",
"}\n",
"\n",
".sk-estimator-doc-link.fitted,\n",
"a:link.sk-estimator-doc-link.fitted,\n",
"a:visited.sk-estimator-doc-link.fitted {\n",
" /* fitted */\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-fitted-level-1);\n",
"}\n",
"\n",
"/* On hover */\n",
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
".sk-estimator-doc-link:hover,\n",
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
".sk-estimator-doc-link:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
".sk-estimator-doc-link.fitted:hover,\n",
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
".sk-estimator-doc-link.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"/* Span, style for the box shown on hovering the info icon */\n",
".sk-estimator-doc-link span {\n",
" display: none;\n",
" z-index: 9999;\n",
" position: relative;\n",
" font-weight: normal;\n",
" right: .2ex;\n",
" padding: .5ex;\n",
" margin: .5ex;\n",
" width: min-content;\n",
" min-width: 20ex;\n",
" max-width: 50ex;\n",
" color: var(--sklearn-color-text);\n",
" box-shadow: 2pt 2pt 4pt #999;\n",
" /* unfitted */\n",
" background: var(--sklearn-color-unfitted-level-0);\n",
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
"}\n",
"\n",
".sk-estimator-doc-link.fitted span {\n",
" /* fitted */\n",
" background: var(--sklearn-color-fitted-level-0);\n",
" border: var(--sklearn-color-fitted-level-3);\n",
"}\n",
"\n",
".sk-estimator-doc-link:hover span {\n",
" display: block;\n",
"}\n",
"\n",
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
"\n",
"#sk-container-id-7 a.estimator_doc_link {\n",
" float: right;\n",
" font-size: 1rem;\n",
" line-height: 1em;\n",
" font-family: monospace;\n",
" background-color: var(--sklearn-color-background);\n",
" border-radius: 1rem;\n",
" height: 1rem;\n",
" width: 1rem;\n",
" text-decoration: none;\n",
" /* unfitted */\n",
" color: var(--sklearn-color-unfitted-level-1);\n",
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
"}\n",
"\n",
"#sk-container-id-7 a.estimator_doc_link.fitted {\n",
" /* fitted */\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-fitted-level-1);\n",
"}\n",
"\n",
"/* On hover */\n",
"#sk-container-id-7 a.estimator_doc_link:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"#sk-container-id-7 a.estimator_doc_link.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n",
"}\n",
"\n",
".estimator-table summary {\n",
" padding: .5rem;\n",
" font-family: monospace;\n",
" cursor: pointer;\n",
"}\n",
"\n",
".estimator-table details[open] {\n",
" padding-left: 0.1rem;\n",
" padding-right: 0.1rem;\n",
" padding-bottom: 0.3rem;\n",
"}\n",
"\n",
".estimator-table .parameters-table {\n",
" margin-left: auto !important;\n",
" margin-right: auto !important;\n",
"}\n",
"\n",
".estimator-table .parameters-table tr:nth-child(odd) {\n",
" background-color: #fff;\n",
"}\n",
"\n",
".estimator-table .parameters-table tr:nth-child(even) {\n",
" background-color: #f6f6f6;\n",
"}\n",
"\n",
".estimator-table .parameters-table tr:hover {\n",
" background-color: #e0e0e0;\n",
"}\n",
"\n",
".estimator-table table td {\n",
" border: 1px solid rgba(106, 105, 104, 0.232);\n",
"}\n",
"\n",
".user-set td {\n",
" color:rgb(255, 94, 0);\n",
" text-align: left;\n",
"}\n",
"\n",
".user-set td.value pre {\n",
" color:rgb(255, 94, 0) !important;\n",
" background-color: transparent !important;\n",
"}\n",
"\n",
".default td {\n",
" color: black;\n",
" text-align: left;\n",
"}\n",
"\n",
".user-set td i,\n",
".default td i {\n",
" color: black;\n",
"}\n",
"\n",
".copy-paste-icon {\n",
" background-image: url(data:image/svg+xml;base64,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);\n",
" background-repeat: no-repeat;\n",
" background-size: 14px 14px;\n",
" background-position: 0;\n",
" display: inline-block;\n",
" width: 14px;\n",
" height: 14px;\n",
" cursor: pointer;\n",
"}\n",
"</style><body><div id=\"sk-container-id-7\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MultinomialNB()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-7\" type=\"checkbox\" checked><label for=\"sk-estimator-id-7\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>MultinomialNB</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.7/modules/generated/sklearn.naive_bayes.MultinomialNB.html\">?<span>Documentation for MultinomialNB</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\" data-param-prefix=\"\">\n",
" <div class=\"estimator-table\">\n",
" <details>\n",
" <summary>Parameters</summary>\n",
" <table class=\"parameters-table\">\n",
" <tbody>\n",
" \n",
" <tr class=\"default\">\n",
" <td><i class=\"copy-paste-icon\"\n",
" onclick=\"copyToClipboard('alpha',\n",
" this.parentElement.nextElementSibling)\"\n",
" ></i></td>\n",
" <td class=\"param\">alpha&nbsp;</td>\n",
" <td class=\"value\">1.0</td>\n",
" </tr>\n",
" \n",
"\n",
" <tr class=\"default\">\n",
" <td><i class=\"copy-paste-icon\"\n",
" onclick=\"copyToClipboard('force_alpha',\n",
" this.parentElement.nextElementSibling)\"\n",
" ></i></td>\n",
" <td class=\"param\">force_alpha&nbsp;</td>\n",
" <td class=\"value\">True</td>\n",
" </tr>\n",
" \n",
"\n",
" <tr class=\"default\">\n",
" <td><i class=\"copy-paste-icon\"\n",
" onclick=\"copyToClipboard('fit_prior',\n",
" this.parentElement.nextElementSibling)\"\n",
" ></i></td>\n",
" <td class=\"param\">fit_prior&nbsp;</td>\n",
" <td class=\"value\">True</td>\n",
" </tr>\n",
" \n",
"\n",
" <tr class=\"default\">\n",
" <td><i class=\"copy-paste-icon\"\n",
" onclick=\"copyToClipboard('class_prior',\n",
" this.parentElement.nextElementSibling)\"\n",
" ></i></td>\n",
" <td class=\"param\">class_prior&nbsp;</td>\n",
" <td class=\"value\">None</td>\n",
" </tr>\n",
" \n",
" </tbody>\n",
" </table>\n",
" </details>\n",
" </div>\n",
" </div></div></div></div></div><script>function copyToClipboard(text, element) {\n",
" // Get the parameter prefix from the closest toggleable content\n",
" const toggleableContent = element.closest('.sk-toggleable__content');\n",
" const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
" const fullParamName = paramPrefix ? `${paramPrefix}${text}` : text;\n",
"\n",
" const originalStyle = element.style;\n",
" const computedStyle = window.getComputedStyle(element);\n",
" const originalWidth = computedStyle.width;\n",
" const originalHTML = element.innerHTML.replace('Copied!', '');\n",
"\n",
" navigator.clipboard.writeText(fullParamName)\n",
" .then(() => {\n",
" element.style.width = originalWidth;\n",
" element.style.color = 'green';\n",
" element.innerHTML = \"Copied!\";\n",
"\n",
" setTimeout(() => {\n",
" element.innerHTML = originalHTML;\n",
" element.style = originalStyle;\n",
" }, 2000);\n",
" })\n",
" .catch(err => {\n",
" console.error('Failed to copy:', err);\n",
" element.style.color = 'red';\n",
" element.innerHTML = \"Failed!\";\n",
" setTimeout(() => {\n",
" element.innerHTML = originalHTML;\n",
" element.style = originalStyle;\n",
" }, 2000);\n",
" });\n",
" return false;\n",
"}\n",
"\n",
"document.querySelectorAll('.fa-regular.fa-copy').forEach(function(element) {\n",
" const toggleableContent = element.closest('.sk-toggleable__content');\n",
" const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
" const paramName = element.parentElement.nextElementSibling.textContent.trim();\n",
" const fullParamName = paramPrefix ? `${paramPrefix}${paramName}` : paramName;\n",
"\n",
" element.setAttribute('title', fullParamName);\n",
"});\n",
"</script></body>"
],
"text/plain": [
"MultinomialNB()"
]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"naive_bayes = MultinomialNB()\n",
"naive_bayes.fit(x_train_final, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 107,
"id": "df94785e-861c-4e62-b8b5-35b64567851a",
"metadata": {},
"outputs": [],
"source": [
"y_pred = naive_bayes.predict(x_test_final)"
]
},
{
"cell_type": "code",
"execution_count": 108,
"id": "80e13b74-7a12-493b-81ca-dd767c696400",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Akurasi Model Naive Bayes : 0.8855098389982111\n",
"\n",
"Laporan Klasifikasi :\n",
" precision recall f1-score support\n",
"\n",
" Negatif 0.85 0.94 0.89 572\n",
" Positif 0.93 0.83 0.88 546\n",
"\n",
" accuracy 0.89 1118\n",
" macro avg 0.89 0.88 0.88 1118\n",
"weighted avg 0.89 0.89 0.89 1118\n",
"\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 600x500 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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6Xb582QxjLVy4sCNt2rSO/PnzO/r16+e2jdLhvA0bNrzpUNTrDQlWCxcuNMMq9XhKlCjhmDp16jVDgpcsWWKGNOfJk8dspz9btmxpHk/C+0g4bHbx4sXmMWbIkMERGhrqaNy4sWPr1q1u2zjvL+GQ44RDVZMyJPh6rjckWIe95s6d2xyfHufatWsTHco7a9YsR+nSpc1Q1/iPU7crU6ZMovcZfz8xMTHm73X33Xebv298PXr0MMOk9b6TOiQ4vmXLlrmG08Yfunro0CEzrDo8PNwRFhbmeOyxxxyHDx822+lznpTnuVWrVmZdrVq1rntcM2bMcDzwwAPmb6BLyZIlzXHu2LEj2UOCdTivDiWfMGGCIy4uzm37SZMmOYoVK2aGDOt96O0TvlYTDmHWdUOHDr3uMXz44YeOihUrmr+//nssW7aso0+fPuZ5Ur/99pt5rRcoUMDcrw5xb9SokWP9+vU3fGyAJyz9n68DIwCA92i2o0ePHiaLk9goNcCuCEoAIBXRt3QtheqU9EmdLwWwC3pKACAV0NFNs2fPNoGI9gjphH+AvyFTAgCpgJZqtAFZG5NffPFFM4QX8DcEJQAAwBaYpwQAANgCQQkAALAFGl1vA506XWeH1MmVvDltNwDg9tBOB51ATk834DzDtrfFxsa6nYjREzorsJ6ewN8QlNwGGpDkz5/f14cBAPCQnkFaZ3ROiYAkQ5bsIlfOe2V/epoJnWHY3wITgpLbQDMkKl3ptmIFJ/0074A/ObD8HV8fApBizsTESNHC+V3v595mMiRXzktI6bYinn5OXL0kR7d+avZJUIJrOEs2GpAQlCC1cp6rBUjNUrwEnya9x58TDst/20UJSgAAsAvLRD6e78NPEZQAAGAXVtC/i6f78FP+e+QAACBVIVMCAIBdWJYXyjf+W78hKAEAwC4syjcAAAA+R6YEAAC7sCjfAAAAWwjyQvnFf4sg/nvkAAAgVSFTAgCAXViUbwAAgB1YjL4BAADwOTIlAADYhUX5BgAA2IEV2OUbghIAAOzCCuxMif+GUwAAIFUhUwIAgF1YlG8AAIBtyjdBnu/DT/lvOAUAAFIVMiUAANhFkPXv4uk+/BRBCQAAdmEFdk+J/x45AADw2KBBg8SyLLelZMmSrvWxsbHSuXNnyZ49u2TOnFlatGghx44dc9vHgQMHpGHDhpIxY0aJiIiQl19+Wa5cuZLsYyFTAgBAgM9TUqZMGVm8eLHrcpo0/x8e9OjRQ+bOnSvffPONhIWFSZcuXaR58+ayevVqs/7q1asmIImMjJQ1a9bIkSNHpE2bNpI2bVoZOnRoso6DoAQAgAAv36RJk8YEFQlFR0fLpEmTZPr06VKjRg1z3eTJk6VUqVLy888/S+XKlWXhwoWydetWE9TkypVLKlSoIG+88Yb07dvXZGHSpUuX5OOgfAMAQCoUExPjtly8ePG62+7cuVPy5MkjRYoUkVatWplyjNqwYYNcvnxZatWq5dpWSzsFChSQtWvXmsv6s2zZsiYgcapbt665zy1btiTrmAlKAACwW/nG8nARkfz585tyi3MZNmxYondZqVIlmTJlisyfP18mTJgge/fulQcffFDOnDkjR48eNZmO8PBwt9toAKLrlP6MH5A41zvXJQflGwAAUmH55uDBgxIaGuq6OiQkJNHN69ev7/q9XLlyJkgpWLCgfP3115IhQwa5nciUAACQCjMloaGhbsv1gpKENCtSvHhx2bVrl+kzuXTpkkRFRblto6NvnD0o+jPhaBzn5cT6VG6EoAQAALicPXtWdu/eLblz55aKFSuaUTRLlixxrd+xY4fpOalSpYq5rD83b94sx48fd22zaNEiEwiVLl1akoPyDQAAATz6pnfv3tK4cWNTsjl8+LAMHDhQgoODpWXLlqYXpX379tKzZ0/Jli2bCTS6du1qAhEdeaPq1Kljgo/WrVvL8OHDTR9J//79zdwmSc3OOBGUAAAQwPOUHDp0yAQgp06dkpw5c8oDDzxghvvq72rUqFESFBRkJk3TETw6smb8+PGu22sAM2fOHOnUqZMJVjJlyiRt27aVwYMHJ//QHQ6HI9m3QrLosCiNNkPKdhQrOOnjtQF/cnrd+74+BCBF38dzZQ8z83bEbx71+udEraFipUnv0b4cV2Ll4uJXU+xYUxKZEgAAbCPIC+eu8d92UYISAAACfJp5u/DfcAoAAKQqZEoAALBVpiTI8334KYISAAAC/IR8duG/Rw4AAFIVMiUAANiFFdiNrgQlAADYhRXY5RuCEgAA7MIK7EyJ/4ZTAAAgVSFTAgCAXViUbwAAgB1YlG8AAAB8jkwJAAA2YVmWWTzcifgrghIAAGzCCvCghPINAACwBTIlAADYhfXf4uk+/BRBCQAANmFRvgEAAPA9MiUAANiEFeCZEoISAABswiIoAQAAdmAFeFBCTwkAALAFMiUAANiFxZBgAABgAxblGwAAAN8jUwIAgE1Y1r/ZEs92In6LoAQAAJuw9D+Pyy/+G5VQvgEAALZApgQAAJuwArzRlaAEAAC7sAJ7SDDlGwAAYAtkSgAAsAvL8/KNg/INAACwQ0+JRVACAAA8ZQV4UEJPCQAAsAUyJQAA2IUV2KNvCEoAALAJi/INAACA75EpAQDAJqwAz5QQlAAAYBNWgAcllG8AAIAtkCkBAMAmrADPlBCUAABgF1ZgDwmmfAMAAGyBTAkAADZhUb4BAAB2YBGUAAAAO7ACPCihpwQAANgCmRIAAOzCCuzRNwQlAADYhEX5BgAAwPfIlNxEoUKFpHv37mZRR48eldatW8uaNWskbdq0EhUV5etDDAh9OzaQV55r4HbdX/uOSqXHhpjfR/V7UqrdV0Iic4TJuQsX5dc/9sqgsbNk5/5jru3vKl1ABnZpIhVK5heHQ2TDlv0yaOxM+XPn37f98QBJMenblfLJjJVy8Mg/5nLJIpHycvv6Uvv+Mm7bORwOeeylCbJk7VaZOqKjNHy4vI+OGJ6yyJT4zjPPPGOevLfeesvt+pkzZ972J3XKlCkSHh5+zfXr1q2T5557znV51KhRcuTIEdm0aZP89ddft/UYA9223YelRL1+rqV+h1GudZu2H5Qug6dKpceHSIuu48zr57v3O0tQ0L+vo0wZ0sm3YzrLoaOnpdaz70j9ju/K2fOx8u3YzpImmIQh7ClPRLgJpJd91keWfvqyPHhPcWnV+0PZtvuI23YTvlgmfvw5hHgs/c/ycPHjphKfvxunT59e3n77bTl9+rTYUc6cOSVjxoyuy7t375aKFStKsWLFJCIiwqfHFmiuXI2T46fOuJZ/os+51n36/WpZs3G3+Ub5x45D8uaEHyRfZDYpkDu7WV+sUKRkC88kwz6YI7v2H5fte47K8I9+lFzZQyV/7mw+fFTA9dV/qKzUub+M3FEgQooWzCWvvfiIZMoYIuv/3OvaZvOOQzJu2lJ5/7WnfXqsQKoISmrVqiWRkZEybNiw626zatUqefDBByVDhgySP39+6datm5w79/8fSJq5aNiwoVlfuHBhmT59uim7jB492rXNu+++K2XLlpVMmTKZfbz44oty9uxZs2758uXy7LPPSnR0tCvSHDRokFkXfz/6+4wZM+Szzz4z22imB7dPkfw5Zeu8N2XjzEHy4RttJV+urIlulzF9OnmqcWXZ9/dJ+fvYv8Hurv3H5FTUWXn6kaqSNk2wpA9JK083qSLb9xyRA/+lxgE7u3o1TmYsXC/nL1ySe8sWNtedj70kHV+bIiP6PC65coT6+hDhBZanWRIvlH8CuqckODhYhg4dKk899ZQJNvLly+e2XjMT9erVkyFDhsgnn3wiJ06ckC5duphl8uTJZps2bdrIyZMnTXChfR49e/aU48ePu+0nKChI3nvvPRO07NmzxwQlffr0kfHjx0vVqlVN4DFgwADZsWOH2T5z5syJlnL0vkJDQ2XMmDEmCMLtsWHLPun8+lQTXOTKESZ9O9aXeR/1kKpPvilnz18027R/9EEZ1LWpZM4YYvpNmnV+Xy5fuWrW6TaNXxgjU0c8Jy+3r2eu233wuDzadZx5swfsasuuv6Vuu5ESe+mKZMoQIp+P6Cgli+Q26159d4bcV66wNKhWzteHCW+xGBLsc82aNZMKFSrIwIEDZdKkSW7rNIPSqlUrV6Oplk00uKhWrZpMmDBB9u3bJ4sXLzYBwz333GO2+fjjj8128Tlv78x4aJDzwgsvmKAkXbp0EhYWZqJLzdrcqJQTEhJigpEbbXfx4kWzOMXExNzCs4L4Fq/Z6vp9y67Dsv7PfbL5h8HStNbdMnX2WnP9Nz+uk2W/bJfIHKHS5elaMnlYO6nX4V25eOmKyYy817+V/PL7HunQf7IEBwVJl6drylejO0mNtiMk9uJlHz464PqKFcwlK6b1k5izF2TWko3y4qDPZc4HL8megydk5fq/5Kepr/j6EIHUFZQo7SupUaOG9O7d2+3633//Xf744w+ZNm2aW6d5XFyc7N271zSbpkmTRu6++27X+qJFi0rWrO6pfQ1cNMDZvn27CRKuXLkisbGxcv78ebeeEW/Q+3n99de9uk+40zfoXQeOm5KO67pzsWbRN+t1m/fJ3qXDpdHD5WXGwg3yaN17pEDubFKn3Ujz+lEd+08x2zR4qJx8t2iDDx8NcH3p0qZxvc4rlCogG7cekIlfLpcMIWll76GTUqjGy27bt+n7sVSpcIfM+eD/v4jBf1iMvrGHhx56SOrWrSv9+vVzu177Pp5//nkz2sW5aKCyc+dOueOOO5K0b82mNGrUSMqVK2d6QjZs2CDjxo0z6y5duuT1x6KPQftTnMvBgwe9fh+BTkfTFM6bQ46ejL7hP+x06f6NuzOkTydxDocrIFH/XtbSnv/+A0bg0dftpUtXpHvbOrJqej9ZMfUV16KG9mgh4wbQ9OqvLHpK7EOHBmsZp0SJEq7rNAOydetWk/1IjG6rWY+NGzeaUTFq165dbqN5NAjRzMrIkSNNb4n6+uuv3fajJZyrV//tP/CUlnh0gfcMfqmZzF+52YyuyZ0zTF55rqFcjYuTGQs2SMG82aV57Yqy9Odtcur0WcmTK9y8YcfGXpZFq7eY2y//ZbsM7tZU3un7uHz41U8mENFt9G+uKXDAjl5/f5bUqlpG8kdmlTM6hH3+elm1YafMGPuiaWxNrLk1X2RWKZg3h0+OF56zrH8XT/fhr2wVlOjoGO0f0Z4Rp759+0rlypVNY2uHDh3M6BkNUhYtWiTvv/++lCxZ0ozg0blEtMdEG1179epl+j6c0aIGNJcvX5axY8dK48aNZfXq1TJx4kS3+9Y+E83KLFmyRMqXL29KOt4u6+DW5Y0Il4+HPCvZwjLKydNnTW9I7WdHmhE1OppG09UvPPmwhIdmlBP/nJE1G3dJ3Q4jzbZKJ1Fr2fMD0yC78JNeEhfnkD/+OiSPdhsvx07R8wN70tdvp0GfybGTMRKaOb2UKZrXBCTVK5Xy9aEBqT8oUYMHD5avvvrKdVlLLj/99JP873//M8OCNf2uZZsnnnjCtY0O0W3fvr0pATmHF2/ZssXMgaI0yNAhwdq3oqUV3U630ZE0TjoCRxtfdb+nTp0yTbfOYcHwvfb/+3ekVWK0hPN49wk33cfyX7ebBfAXY19rlaztT697P8WOBbczU2J5vA9PKhb6OfnSSy+5psPQ/kv9sv/ll1+aQRzaaqGDRHLlyuW63YEDB6RTp06ybNkyM3q1bdu25nNWez6TdeyO+EX2VOLQoUNmLhJtbq1Zs6avD8c01uronpCyHcUKTufrwwFSBB+ISM30fTxX9jDTJ6jTQqTU50SRbt9KcEgmj/Z19eI52fPeo8k+Vh3F+vjjj5vbVK9e3RWUaLAxd+5cM/O5HqNWLrQVQqsO5v6uXjWtF5oUGDFihJk7TL/0d+zY0Uz54ZeNrp5YunSpzJ4924zG0XPSPPnkk6YcoxkRAABwY9q+oO0TH330kdvoVQ1sdKoOrTboCFnt3dQ5wvSz9ueffzbbLFy40LRVTJ061QQn9evXlzfeeMMMKEnuYJJUEZRov8irr74qZcqUMXOe6HwizonUAAAIxNE3MTExbkv8+bMS6ty5s5kZXXs049OBIvoZG/967eUsUKCArF377xxR+lN7QuOXc7TEo/eprRR+3VNyK/TB6wIAgD+zvDj6RtsY4rter6T2ivz222+mfJPQ0aNHzejUhCes1QBE1zm3iR+QONc71wVcUAIAANzpHFnxe0oSm6pCt9GmVh3R6hwc4kuponwDAEBqEBRkeWVRGpDEXxILSrQ8o+eK0znBdKSMLjriVafm0N8146F9IVFRUW63O3bsmOt0K/pTLydc71yXrMef7GcMAACkaPnG8nBJKh2hunnzZrdZ0/U8ctr06vxd+zN1Di8nPXGtDgGuUqWKuaw/dR/xT4SrmRcNhEqXLp2sx0/5BgCAAJUlSxa588473a7TSUqzZ8/uul7nAevZs6dky5bNBBpdu3Y1gYhObKrq1Kljgo/WrVvL8OHDTR9J//79TfNscmc3JygBAMAmLBuekG/UqFFmXpIWLVq4TZ7mFBwcLHPmzDHzmWiwokGNTp6mk6EmF0EJAAA2Ydng3Dc6pUZ82gCrc444T2SbmIIFC8q8efM8u2OCEgAA7MOyYabkdqLRFQAA2AKZEgAAbMIK8EwJQQkAADZh2aCnxJco3wAAAFsgUwIAgE1Y4oXyjfhvqoSgBAAAm7Ao3wAAAPgemRIAAGzCYvQNAACwA4vyDQAAgO+RKQEAwCYsyjcAAMAOrAAv3xCUAABgE1aAZ0roKQEAALZApgQAALuwvFB+8d9ECUEJAAB2YVG+AQAA8D0yJQAA2ITF6BsAAGAHFuUbAAAA3yNTAgCATViUbwAAgB1YlG8AAAB8j0wJAAA2YQV4poSgBAAAm7DoKQEAAHZgBXimhJ4SAABgC2RKAACwCYvyDQAAsAOL8g0AAIDvkSkBAMAmLC+UX/w3T0JQAgCAbQRZllk83Ye/onwDAABsgUwJAAA2YTH6BgAA2IEV4KNvCEoAALCJIOvfxdN9+Ct6SgAAgC2QKQEAwC5MT0ngjgkmKAEAwCasAG90pXwDAABsgUwJAAA2Yf33n6f78FcEJQAA2EQQo28AAAB8j0wJAAA2YTF5GgAAsAOL0TcAAAC+R6YEAACbCLIss3i6D39FUAIAgE1YAV6+ISgBAMAmrABvdKWnBAAA2AKZEgAAbMKifAMAAOwgKMAbXSnfAAAAWyBTAgCATVj/LZ7uw18RlAAAYBMWo28AAAD8JFMSExOT5B2GhoZ6cjwAAASsIOvfxdN9pOqgJDw8/KbpIIfDYba5evWqt44NAICAYgV4+SZJQcmyZctS/kgAAEBAS1JQUq1atZQ/EgAAIH6c6PDd6Jvz58/LgQMH5NKlS27XlytXzhvHBQBAwLECvHyT7NE3J06ckEaNGkmWLFmkTJkyctddd7ktAADAs0bXIA+X5JgwYYJJKOhAFV2qVKkiP/74o2t9bGysdO7cWbJnzy6ZM2eWFi1ayLFjx9z2oUmKhg0bSsaMGSUiIkJefvlluXLlSvIff3Jv0L17d4mKipJffvlFMmTIIPPnz5dPP/1UihUrJrNnz072AQAAAN/Jly+fvPXWW7JhwwZZv3691KhRQ5o0aSJbtmwx63v06CE//PCDfPPNN/LTTz/J4cOHpXnz5q7b6wAXDUi0crJmzRoTE0yZMkUGDBiQ7GOxHDpsJhly584ts2bNkvvuu89EVPoAihcvbgKS4cOHy6pVq5J9EKmdDqkOCwuTkLIdxQpO5+vDAVLE6XXv+/oQgBR9H8+VPUyio6NTZOoL5+fEU5PWSLqMmT3a16XzZ2V6+6oeHWu2bNlkxIgR8uijj0rOnDll+vTp5ne1fft2KVWqlKxdu1YqV65ssipaQdFgJVeuXGabiRMnSt++fU11JV26dCmXKTl37pxJzaisWbOaO1Rly5aV3377Lbm7AwAACaaZtzxcbpVmPb788kvzWa9lHM2eXL58WWrVquXapmTJklKgQAETlCj9qTGAMyBRdevWNYGWM9uSYo2uJUqUkB07dkihQoWkfPny8sEHH5jfNSrSLAoAAPC9mAQTn4aEhJglMZs3bzZBiPaPaN/I999/L6VLl5ZNmzaZTIfOVxafBiBHjx41v+vP+AGJc71zXYoGJS+99JIcOXLE/D5w4ECpV6+eTJs2zRy01pAAAMCtCbIss3i6D5U/f3636/Uze9CgQddNOGgAoiWfb7/9Vtq2bWv6R263ZAclTz/9tOv3ihUryv79+019SVM5OXLk8PbxAQAQMCzL83lKnLc/ePCgW0/J9bIkShMLRYsWdX22r1u3TsaMGSNPPPGEaWDVAS7xsyU6+iYyMtL8rj9//fVXt/05R+c4t7ltJ+TT4T933303AQkAADYS+t8QX+dyo6Akobi4OLl48aIJUNKmTStLlixxrdMWDh0CrOUepT+1/HP8+HHXNosWLTL3qSWgFM2UtGvX7obrP/nkk+TuEgAAiG8mT+vXr5/Ur1/fVDzOnDljRtosX75cFixYYEYEtW/fXnr27GlG5Gig0bVrVxOI6MgbVadOHRN8tG7d2ozC1T6S/v37m7lNkhMI3VJQcvr0abfL2pX7559/mtSOjm0GAAC+L98klWY42rRpY/pFNQjRidQ0IKldu7ZZP2rUKAkKCjKTpmn2REfWjB8/3nX74OBgmTNnjnTq1MkEK5kyZTI9KYMHD5bkSnZQoh25iaV59GDuuOOOZB8AAADwnUmTJt1wffr06WXcuHFmuZ6CBQvKvHnzPD4Wj3tKzE6CgkxqR6MpAADg2eibIA+XgDshX0K7d+++pXnuAQDAv3xRvvHroEQzIvHpLPVah5o7d66pIQEAgFtjBfhZgpMdlGzcuPGa0o3Oiz9y5MibjswBAADwWlCybNmy5N4E/1k3a4hkyeL9EzkBdpD72Wm+PgQgxTgunb8t9xPkhWZPrzSL+kiyj12H/erw38Tm2GdIMAAAnpdvLA+XgAlKdEIVnXI2IT2Jz8qVK711XAAAIMAkuXzzxx9/uH7funWr25n/9FTH8+fPl7x583r/CAEACBCWpcOCPd9Hqg9KKlSo4EoLJVamyZAhg4wdO9bbxwcAQMAI8kJQ4unt/SIo2bt3rxn+W6RIEXM2QB1xE//sghEREWaqWQAAgBQNSnQKWee5b3Ru/MTs2rXLdepjAACQPFaAz1OS7EbXRo0amRPyJKSnMn744Ye9dVwAAARs+SbIwyVggpLMmTNLs2bN3KaU37ZtmwlI9AyCAAAAtyUo+e677yQ6OlpatWplekz+/PNPE5C0bNlSxowZc0sHAQAAxHXuG0+XgAlKdJSNnudGyzWPP/641KxZU9q0aSPvvvtuyhwhAAABIoizBN+cztaa8Hw3X331ldSuXduUbF577TXXNqGhTKMOAMCtCArwaeaTFJSEh4cn2s2r5ZuJEyfKBx98YH7XbXQiNQAAgBQJSpJ6Er7Nmzcn+wAAAMC/vNET4sfVm6QFJdWqVbvuujNnzsgXX3whH3/8sWzYsEG6dOnizeMDACBgBInnPSG6D391y6WnFStWSNu2bSV37tzyzjvvmKnnf/75Z+8eHQAACBhJntFV6Un4pkyZIpMmTTKNrTr6RidSmzlzppQuXTrljhIAgABgBXj5JsmZksaNG0uJEiXM2YJHjx4thw8f5gR8AAB4UVCAz+ia5EzJjz/+KN26dZNOnTpJsWLFUvaoAABAwElypmTVqlWmqbVixYpSqVIlef/99+XkyZMpe3QAAAQQy2Q6PJs4LSDKN5UrV5aPPvpIjhw5Is8//7x8+eWXkidPHomLi5NFixaZgAUAANw6i2nmkydTpkzSrl07kznReUl69eolb731lkRERMgjjzySMkcJAABSPY9mo9XG1+HDh8uhQ4fMXCUAAODWBdHo6rng4GBp2rSpWQAAwK2x/vvP030EdFACAAA8F+SFTIc/Z0r8+WSCAAAgFSFTAgCATQQFeKaEoAQAAJuwzDwjHvaU+PGYYMo3AADAFsiUAABgE0GUbwAAgB1YnCUYAADA98iUAABgE0H/nVTP0334K4ISAABsIijAe0oo3wAAAFsgUwIAgF1YXmhU9eNMCUEJAAA2ESSWWTzdh78iKAEAwCYshgQDAAD4HpkSAABsIijAR98QlAAAYBNBAT5PCeUbAABgC2RKAACwCSvAG10JSgAAsNOQYCtwhwRTvgEAALZApgQAAJuwKN8AAAC7lC+CvLAPf+XPxw4AAFIRMiUAANiEZVlm8XQf/oqgBAAAm7C8cJJf/w1JCEoAALCNIGZ0BQAA8D0yJQAA2IglgYugBAAAm7ACfJ4SyjcAAMAWyJQAAGATFkOCAQCAHQQxoysAAIDvkSkBAMAmrAAv35ApAQDAZjO6Wh4uyTFs2DC59957JUuWLBIRESFNmzaVHTt2uG0TGxsrnTt3luzZs0vmzJmlRYsWcuzYMbdtDhw4IA0bNpSMGTOa/bz88sty5cqVZB0LQQkAAAHsp59+MgHHzz//LIsWLZLLly9LnTp15Ny5c65tevToIT/88IN88803ZvvDhw9L8+bNXeuvXr1qApJLly7JmjVr5NNPP5UpU6bIgAEDknUslG8AAAjg8s38+fPdLmswoZmODRs2yEMPPSTR0dEyadIkmT59utSoUcNsM3nyZClVqpQJZCpXriwLFy6UrVu3yuLFiyVXrlxSoUIFeeONN6Rv374yaNAgSZcuXZKOhUwJAAA2G30T5OGiYmJi3JaLFy8m6Rg0CFHZsmUzPzU40exJrVq1XNuULFlSChQoIGvXrjWX9WfZsmVNQOJUt25dc79btmxJ1uMHAAA2ypRYHi4qf/78EhYW5lq0d+Rm4uLipHv37nL//ffLnXfeaa47evSoyXSEh4e7basBiK5zbhM/IHGud65LKso3AACkQgcPHpTQ0FDX5ZCQkJveRntL/vzzT1m1apX4ApkSAABS4eib0NBQt+VmQUmXLl1kzpw5smzZMsmXL5/r+sjISNPAGhUV5ba9jr7Rdc5tEo7GcV52bpMUBCUAANjshHyWh0tyOBwOE5B8//33snTpUilcuLDb+ooVK0ratGllyZIlrut0yLAOAa5SpYq5rD83b94sx48fd22jI3k0GCpdunSSj4XyDQAAAaxz585mZM2sWbPMXCXOHhDtQ8mQIYP52b59e+nZs6dpftVAo2vXriYQ0ZE3SocQa/DRunVrGT58uNlH//79zb6TUjZyIigBAMAmgsQyi6f7SI4JEyaYnw8//LDb9Trs95lnnjG/jxo1SoKCgsykaTqKR0fWjB8/3rVtcHCwKf106tTJBCuZMmWStm3byuDBg5N1LAQlAADYhHUL5ZfE9pHc8s3NpE+fXsaNG2eW6ylYsKDMmzdPPEFPCQAAsAUyJQAA2IT133+e7sNfEZQAABDA5Rs7oXwDAABsgUwJAAA2YXlh9A3lGwAA4DErwMs3BCUAANiEFeBBCT0lAADAFsiUAABgExZDggEAgB0EWf8unu7DX1G+AQAAtkCmBAAAm7Ao3wAAADuwGH0DAADge2RKAACwCcsL5Rc/TpQQlAAAYBdBjL4BAADwvYANSpYvXy6WZUlUVNQNtytUqJCMHj3adfno0aNSu3ZtyZQpk4SHh9+GI8X1nDsfK0PHz5IarYZIhYavSMuXxsrmHQcS3XbQ6G+lVO3e8ul3K277cQK3okuD0nJkcisZ3LKi67oZfWuZ6+Ivb7e5z7W+dP5wGf/8/bJ+ZFPZ88ETsuLNRtKhdgkfPQJ4MvrG8vA/f2X78s0zzzwjn376qfk9bdq0UqBAAWnTpo28+uqrkibNrR9+1apV5ciRIxIWFmYuT5kyRbp3735NkLJu3ToTgDiNGjXK3G7Tpk2u28I3+r/7jezcd1Te7ttSIrKHyQ9LNki7Ph/KnEkvS64c//+3WbRqs/y+7YBEZA/16fECSVW+cDZp/XAx2XLg9DXrpi7fKcO//8N1+cKlK67fyxXKJqfOxErXD9fI3/+cl3uL5pARbSvJ1TiHTF7y1207ftw6i9E39levXj0TCOzcuVN69eolgwYNkhEjRni0z3Tp0klkZKTJltxIzpw5JWPGjK7Lu3fvlooVK0qxYsUkIiLCo2PArYu9eFkWrdwsvTs2lHvL3SEF8+aQLm3qSoG82eWLH9a4tjt2MlreHDdThvd7StKkCfbpMQNJkTEkjYx77n7pPeUXiT5/6Zr1Fy5dlRMxsa7lbOz/ByVfrtwjr03fIGt3HJcDJ87KjLX75MtVe6RBxfy3+VHAs0ZX8XjxV34RlISEhJgAomDBgtKpUyepVauWzJ49W06fPm2yJlmzZjWBQ/369U3g4rR//35p3LixWa/ZjjJlysi8efOuKd/o788++6xER0eb63TRwCdh+UZ/nzFjhnz22WdmG83iwDeuXr0qV+PiJCRtWrfr06dLK7/9udf8HhcXJ33fni7tHntYihWK9NGRAskzrPW9suT3v2Xl1qOJrm9epZBsea+FLHujobz6aAXJkO7GwXZoxrQSdfba4AawI9uXbxKTIUMGOXXqlAkKNAjRACU0NFT69u0rDRo0kK1bt5pST+fOneXSpUuyYsUKE5To9ZkzZ060lKOBx4ABA2THjh3musS201KOBkF6X2PGjDHHkZiLFy+axSkmJsarjx8imTKmlwqlC8qEaYvkjgIRkj1rFpm7bKNs2rZfCuTJYbb5+KtlEhwULK2bPeDrwwWSpMl9BaVswWxS//UfE13//c/75NCpc3I06oKUzhcu/3vsLrkjMou0f39lotvfUzSHPHJvQWk9elkKHzm8JUgsCfKw/qL78Fd+FZQ4HA5ZsmSJLFiwwGRFZs6cKatXrzZBhZo2bZrkz5/fXP/YY4/JgQMHpEWLFlK2bFmzvkiRItct5Wh/iGY/NCNzo1KOZm00GLnRdsOGDZPXX3/d48eLG9Nekv+987VUa/mGBAcFSelieaVh9btky1+HzPL596tkxvjuNy3RAXaQJ1tGeeOpivLEO0vl4pW4RLeZ+tMu1+/bD0XJsegL8m2fWlIwZ2bZf+Ks27Yl8obJlG7V5N3Zm+WnLYlnXWA/lhfKL/78jucXQcmcOXNM5uLy5csmJf/UU09J8+bNzfWVKlVybZc9e3YpUaKEbNu2zVzu1q2bKfcsXLjQlHw0QClXrlyKH2+/fv2kZ8+ebpkSDZbgXZoR+fzdF+X8hYty9vxF08jaY8jnki93Nln/5x45FXVWarR607W9lnuGf/CDfPbdSlky9X8+PXYgoXIFs0nOsAyycFB913VpgoOkcvEIebZmcSnY8UuJczjcbvPb7pPmZ+FcWdyCkuJ5QuWbl2vK1OW7ZPQPf97GRwEEQFBSvXp1mTBhgslo5MmTx4y60ZLNzXTo0EHq1q0rc+fONYGJZjBGjhwpXbt2TdHj1WyKLrg9MmYIMUv0mfOyev0O6d2xkdR+sKxUuauY23Yd+30kj9SqKM3r3uuzYwWuZ+W2o/Jw/zlu141uX0V2HYmR9+dtuSYgUXcWyGZ+Hou64LqueJ4w+bZPTfl69V5567vfb8ORw6uswE6V+EVQov0gRYsWdbuuVKlScuXKFfnll19c5RvtM9GekNKlS7u20wzFCy+8YBbNYHz00UeJBiUa8GjzJPzHqnU7xCEOKZwvp+w/fEre+XCOFM4fIc3q3itp0wRL1tD/H8qtdPRNjmxZzDaA3ZyLvSI7/o52u+78xSty+uxFc72WaJpXLiRL/jgs/5y9aOYkeb1lRVm7/ZhsOxTlKtloOWf5n0fkgwXbJGdoenO9BjSnzvx/nxvsy+Iswf5Jh+Q2adJEOnbsKB988IFkyZJFXnnlFcmbN6+5Xum8I9p7Urx4cTNSZ9myZSaYSYyOrDl79qzpWSlfvrwZzRN/KDDs58z5CzJq0o9y9GSUhGXJKHUeKCvd29U3AQmQ2ly+GicPlo6UDnVKmmHDh/85J3PXH5TRP2x2bdPongKSIzS9PFq1sFmcDp48K/e9PMtHRw4EQFCiJk+eLC+99JI0atTIjLJ56KGHzJBfHXmjNPOhI3AOHTpkRszofCc6+VliNNui2ZQnnnjCZFwGDhzoGhYMe6pfrYJZkoo+EvibFm8vdv1++J/z0jze5cSMnLXZLPBjlhcmP/PfRIlYDh3SghSlja46uuePPcckSxZmFUXqdFePGb4+BCDFOC6dl+ivnzPzWemX3JT6nFi66YBk9vBz4uyZGKlRoUCKHasE+uRpAAAg9fPr8g0AAKmKxegbAABgAxajbwAAgB1YnCUYAADA98iUAABgE1Zgt5QQlAAAYBtWYEcllG8AAIAtkCkBAMAmLEbfAAAAO7AYfQMAAOB7ZEoAALAJK7D7XAlKAACwDSuwoxLKNwAAwBbIlAAAYBMWo28AAIAdWAE++oagBAAAm7ACu6WEnhIAAGAPZEoAALALK7BTJQQlAADYhBXgja6UbwAAgC2QKQEAwCYsRt8AAAA7sAK7pYTyDQAAsAcyJQAA2IUV2KkSghIAAGzCYvQNAACA75EpAQDAJixG3wAAADuwArulhKAEAADbsAI7KqGnBAAA2AKZEgAAbMIK8NE3BCUAANiF5YVGVf+NSSjfAAAQyFasWCGNGzeWPHnyiGVZMnPmTLf1DodDBgwYILlz55YMGTJIrVq1ZOfOnW7b/PPPP9KqVSsJDQ2V8PBwad++vZw9ezbZx0JQAgCAzfpcLQ+X5Dh37pyUL19exo0bl+j64cOHy3vvvScTJ06UX375RTJlyiR169aV2NhY1zYakGzZskUWLVokc+bMMYHOc889l+zHT/kGAIAAHn1Tv359syRGsySjR4+W/v37S5MmTcx1n332meTKlctkVJ588knZtm2bzJ8/X9atWyf33HOP2Wbs2LHSoEEDeeedd0wGJqnIlAAAkArFxMS4LRcvXkz2Pvbu3StHjx41JRunsLAwqVSpkqxdu9Zc1p9asnEGJEq3DwoKMpmV5CAoAQDAZqNvLA//U/nz5zcBhHMZNmxYso9HAxKlmZH49LJznf6MiIhwW58mTRrJli2ba5ukonwDAEAqnGb+4MGDpvHUKSQkROyOTAkAAKlQaGio23IrQUlkZKT5eezYMbfr9bJznf48fvy42/orV66YETnObZKKoAQAgAAefXMjhQsXNoHFkiVLXNdpf4r2ilSpUsVc1p9RUVGyYcMG1zZLly6VuLg403uSHJRvAACwCx+MvtH5RHbt2uXW3Lpp0ybTE1KgQAHp3r27DBkyRIoVK2aClNdee82MqGnatKnZvlSpUlKvXj3p2LGjGTZ8+fJl6dKlixmZk5yRN4qgBACAAJ5mfv369VK9enXX5Z49e5qfbdu2lSlTpkifPn3MXCY674hmRB544AEzBDh9+vSu20ybNs0EIjVr1jSjblq0aGHmNkn2sTt0EDJSlKa6tPP5jz3HJEuW/286AlKTu3rM8PUhACnGcem8RH/9nERHR7s1j3r7c2Lz3uMef06cORMjZQtHpNixpiQyJQAA2Kl6Y3m+D39FUAIAQOC2lNgKo28AAIAtkCkBACAVTp7mjwhKAACwDSugCziUbwAAgC2QKQEAwCYsyjcAAMAOrIAu3lC+AQAANkGmBAAAm7Ao3wAAgEA9942dEJQAAGAXVmA3ldBTAgAAbIFMCQAANmEFdqKEoAQAALuwArzRlfINAACwBTIlAADYhMXoGwAAYAtWYDeVUL4BAAC2QKYEAACbsAI7UUJQAgCAXViMvgEAAPA9MiUAANiG5YXRM/6bKiEoAQDAJizKNwAAAL5HUAIAAGyB8g0AADZhBXj5hqAEAACbsAJ8mnnKNwAAwBbIlAAAYBMW5RsAAGAHVoBPM0/5BgAA2AKZEgAA7MIK7FQJQQkAADZhMfoGAADA98iUAABgExajbwAAgB1Ygd1SQlACAIBtWIEdldBTAgAAbIFMCQAANmEF+OgbghIAAGzCotEVKc3hcJifZ8+c8fWhACnGcem8rw8BSDGOyxfc3s9TSkxMjC324SsEJbfBmf+Ckarli/r6UAAAHr6fh4WFeX2/6dKlk8jISClWOL9X9qf70n36G8uR0mEfJC4uTg4fPixZsmQRy5/zan5CvyXkz59fDh48KKGhob4+HMDreI3ffvpRqQFJnjx5JCgoZcaIxMbGyqVLl7yyLw1I0qdPL/6GTMltoC/gfPny+fowAo6+WfOGjdSM1/jtlRIZkvjSp0/vl4GENzEkGAAA2AJBCQAAsAWCEqQ6ISEhMnDgQPMTSI14jSO1otEVAADYApkSAABgCwQlAADAFghKAACALRCUANdRqFAhGT16tOvy0aNHpXbt2pIpUyYJDw/36bEB8S1fvtxMzBgVFXXD7XhNw+4ISuATzzzzjHkTfeutt9yunzlz5m2f9XbKlCmJviGvW7dOnnvuOdflUaNGyZEjR2TTpk3y119/3dZjROp63euiM24WLVpUBg8eLFeuXPFov1WrVjWvTefkXrym4a8ISuAzOnPh22+/LadPnxY7ypkzp2TMmNF1effu3VKxYkUpVqyYRERE+PTY4L/q1atnAoGdO3dKr169ZNCgQTJixAivnDflZgE9r2nYHUEJfKZWrVrmjXTYsGHX3WbVqlXy4IMPSoYMGcy5Prp16ybnzp1zrdc394YNG5r1hQsXlunTp1+Ton733XelbNmyJkWt+3jxxRfl7NmzrrT3s88+K9HR0a5vsPohoeLvR3+fMWOGfPbZZ2Yb/cYL3AqdW0Rf9wULFpROnTqZfwezZ882wXmbNm0ka9asJnCoX7++CVyc9u/fL40bNzbr9bVcpkwZmTdv3jXlG17T8GcEJfCZ4OBgGTp0qIwdO1YOHTp0zXr9FqffKlu0aCF//PGHfPXVVyZI6dKli2sbfRPXkx3qG7G+wX744Ydy/Pjxa8499N5778mWLVvk008/laVLl0qfPn1caW99k9bzh2iAo0vv3r0TTXvrsTz++ONmmzFjxqTIc4LAowG1noRNg4L169ebAGXt2rXmBHANGjSQy5cvm+06d+4sFy9elBUrVsjmzZtNljFz5szX7I/XNPwZJ+SDTzVr1kwqVKhgZqecNGmS2zrNoLRq1Uq6d+9uLmuKWYOLatWqyYQJE2Tfvn2yePFi8+Z6zz33mG0+/vhjs118zts7vx0OGTJEXnjhBRk/frxJe2sdXr8p6rfXG6W99RuufoDcaDsgqTToWLJkiSxYsMBkRbSfavXq1SaoUNOmTTOZPb3+sccekwMHDpgAXbN+qkiRIonul9c0/BlBCXxOv/HVqFHjmm9zv//+u8mQ6Jtz/DfyuLg42bt3r2nMS5Mmjdx9992u9do4qOnt+DRw0QBn+/bt5pTv2lSopwg/f/68W30duB3mzJljMhyaAdHX8lNPPSXNmzc311eqVMm1Xfbs2aVEiRKybds2c1lLl1ruWbhwoSn5aIBSrlw5Hz4SwPso38DnHnroIalbt67069fP7Xrt+3j++efNyADnooGK1tnvuOOOJO1bsymNGjUyb95a3tmwYYOMGzfOrNOUOXC7Va9e3byW9XV84cIFU1JMyoizDh06yJ49e6R169amfKPZQS19AqkJmRLYgg4N1jKOfjN00gzI1q1bTfYjMbqtZj02btxoRhCoXbt2uY3m0SBEv42OHDnS9Jaor7/++pp099WrV1PokQHutEk14Wu6VKlS5rX8yy+/uMo3p06dkh07dkjp0qVd22k5R0uPumgQ/9FHH0nXrl2vuQ9e0/BXZEpgC1on1/4R7Rlx6tu3r6xZs8Y0tjq/Wc6aNcvV6FqyZEmTxtZ5F3799VcTnOjvWiN3fvPUN39Nk+s3Sv2W+fnnn8vEiRPd7lv7TDQro/X9kydPmrIOcDtpH1STJk2kY8eOpplbM4JPP/205M2b11zv7I3S/hMtXf7222+ybNkyE8wkhtc0/BVBCWxDJ5HSrIaTllx++ukn0zuiw4LvuusuGTBggOTJk8e1jQ5nzJUrlykBadOsvqlnyZLFzIGiypcvb4YEa9/KnXfeafpTEg5B1m+m+s3ziSeeMM1/w4cPv42PGvjX5MmTTcZPy41VqlQx/VM65Ddt2rRmvWY+dASOBiI6aqZ48eKmWTsxvKbhryyHvvKBVEKHFmuKW5tba9as6evDAQAkA0EJ/JrOOaJpai3/6FwLOv/I33//bbIrzm+YAAD/QKMr/Jr2i7z66qumX0TLNpq21hINAQkA+B8yJQAAwBZodAUAALZAUAIAAGyBoAQAANgCQQkAALAFghIAXvHMM89I06ZNXZcffvjha87QPHr0aK/sG0DqxJBgIJXTD3Q96ZvSodIFChSQNm3amKHUepbllPLdd995bWj2mDFjzAynAFI3ghIgAOi05DqN+cWLF83U5TpduQYMCc/MrGdO1pO5eUO2bNnEW8LCwry2LwD2RfkGCAAhISESGRkpBQsWlE6dOpkTGc6ePdtVFnnzzTfNOYWcZ2k+ePCgPP744xIeHm6CCz0p3L59+1z70/Ow9OzZ06zPnj27mUk3YSYjYfkmoY8//tjcXk8ap7799lszM6+eUFH3qcd47tw5s47yDRAYCEqAAKQf/JoVURoU7NixQxYtWiRz5swxs+TWrVvXzJC7cuVKWb16tWTOnNlkW5y3GTlypEyZMkU++eQTc1bbf/75R77//vsk37+eIO6VV16RhQsXmnMU6SkCWrZsKe3atZNt27bJ8uXLpXnz5pRsgABD+QYIIPohr0HIggULpGvXrnLixAnJlCmTyVo4yzZTp041Z2vW6yzLMtdp6UezGhos1KlTxzSsaulHAwc1ceJEs8+k6Nu3r3z++efmDNBlypQx12lQcuXKFbM/zeYozZoACCwEJUAA0AyIZjs0C6IBx1NPPSWDBg0yvSX64R+/j+T333+XXbt2mUxJfLGxsbJ7926Jjo42QUSlSpVc67Rh9p577rlpZkMzLFqSWb9+vRQpUsR1ffny5U3GRI9FszQa+Dz66KOSNWtWrz4PAOyN8g0QAKpXry6bNm2SnTt3yoULF8xoHM2QKOdPJz3rcsWKFc328Rc987IGM5548MEHTT/K119/7XZ9cHCwKR/9+OOPUrp0aRk7dqzpb9m7d69H9wfAvxCUAAFAA4+iRYua4cA3GwZ89913m+AlIiLC3Cb+oqNgdMmdO7f88ssvrtto6WXDhg03PY777rvPBB5Dhw6Vd955x22dloruv/9+ef3112Xjxo0me5OcPhUA/o+gBICbVq1aSY4cOcyIG2101WyF9pJ069ZNDh06ZLZ56aWX5K233pKZM2fK9u3b5cUXX5SoqKgk7b9q1apmWLIGH87J1DTA0UBFyzoHDhwwc5xov0upUqVS9LECsBd6SgC4yZgxo6xYscI0pGrj6ZkzZyRv3rym5yM0NNRs06tXL9NX0rZtWwkKCjKjZpo1a2b6TZLigQcekLlz50qDBg1M6UaH/+p9apASExNjml21/6R+/fop/GgB2InlYMwdAACwAco3AADAFghKAACALRCUAAAAWyAoAQAAtkBQAgAAbIGgBAAA2AJBCQAAsAWCEgAAYAsEJQAAwBYISgAAgC0QlAAAAFsgKAEAAGIH/weXSTN0Nan3OAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"accuracy = accuracy_score(y_test, y_pred)\n",
"classification_rep = classification_report(y_test, y_pred, target_names=['Negatif', 'Positif'])\n",
"cm = confusion_matrix(y_test, y_pred)\n",
"\n",
"print(\"Akurasi Model Naive Bayes : \", accuracy)\n",
"print(\"\\nLaporan Klasifikasi :\\n\", classification_rep)\n",
"\n",
"# Visualisasi confusion matrix\n",
"plt.figure(figsize=(6, 5))\n",
"disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=['Negatif', 'Positif'])\n",
"disp.plot(cmap='Blues', values_format='d')\n",
"plt.title(\"Confusion Matrix Naive Bayes\")\n",
"plt.xlabel(\"Prediksi\")\n",
"plt.ylabel(\"Aktual\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 98,
"id": "a59a00c9-a9dd-46ff-b16d-ba5d3c5526ba",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"✅ Model, Vectorizer, dan Encoder berhasil disimpan!\n"
]
}
],
"source": [
"# Simpan model dan vectorizer ke file .pkl\n",
"joblib.dump(naive_bayes, 'naive_bayes_model.pkl')\n",
"joblib.dump(vectorizer, 'tfidf_vectorizer.pkl')\n",
"joblib.dump(encoder, 'category_encoder.pkl')\n",
"\n",
"print(\"✅ Model, Vectorizer, dan Encoder berhasil disimpan!\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a0eb3f86-4c12-40d9-9c52-3f8b2b161294",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "b02423d4-baed-4144-b75e-09a81c8a6b57",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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