5802 lines
1.4 MiB
5802 lines
1.4 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"id": "y85ykbXNgW7a"
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"nameFile = \"3010.csv\"\n",
|
||
"#variabel control for acquisition\n",
|
||
"acquiInput = f\"/content/{nameFile}\"\n",
|
||
"acquiGetColumn = 'full_text' # nama column yang dibutuhkan dari data crawling\n",
|
||
"acquiNewColumn = 'acquiText'\n",
|
||
"acquiOutput = '/content/acquiData.csv'\n",
|
||
"\n",
|
||
"#variabel control for preposessing\n",
|
||
"prepInput = acquiOutput\n",
|
||
"prepGetColumn = acquiNewColumn\n",
|
||
"prepNewColumn = 'lastText'\n",
|
||
"prepListColumn = ['caseFold','cleanText','normalizeText','removeStop','stemText','tokenization']\n",
|
||
"prepFinalColumn = 'prepText'\n",
|
||
"prepKeyNorm = 'https://raw.githubusercontent.com/reraparius/AS/main/kamus_singkatan.csv'\n",
|
||
"prepOutput = '/content/prepData.csv'\n",
|
||
"\n",
|
||
"#variabel control for lexicon\n",
|
||
"lexInput = prepOutput\n",
|
||
"lexNegative = \"https://raw.githubusercontent.com/reraparius/AS/main/lexicon/kamus_negative.csv\"\n",
|
||
"lexPositive = \"https://raw.githubusercontent.com/reraparius/AS/main/lexicon/kamus_positive.csv\"\n",
|
||
"lexNewColumn = 'lastText'\n",
|
||
"lexListColumn = ['polarityScore','polarity','neutralWords','positiveWords','negativeWords']\n",
|
||
"lexOutput = '/content/lexiconData.csv'\n",
|
||
"\n",
|
||
"#variabel control for label\n",
|
||
"labelInput = lexOutput\n",
|
||
"labelListColumn = [lexNewColumn,lexListColumn[0],lexListColumn[1]]\n",
|
||
"labelOutput = '/content/labelData.csv'\n",
|
||
"\n",
|
||
"#variabel control for wordCloud\n",
|
||
"wCloudInput = lexOutput\n",
|
||
"wCloudListColumn = [lexNewColumn,lexListColumn[2],lexListColumn[3],lexListColumn[4]]\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "jHkPR-nXh0p9"
|
||
},
|
||
"source": [
|
||
"# DATA ACQUISITION"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "njH2Xpoch7eC",
|
||
"outputId": "e4af292e-c08c-40d0-ccda-d3d46f2d1f88"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" acquiText\n",
|
||
"0 Tabok2an anjing2an pukul2an dalam rumah tangg...\n",
|
||
"1 Pengacara Hotman Paris Hutapea mengaku ditelep...\n",
|
||
"2 STOP Kekerasan dalam Rumah Tangga Maafkan suam...\n",
|
||
"3 Kita sering melihat kekerasan dalam rumah tang...\n",
|
||
"4 Ya kalau suaminya maksa-maksa istrinya hamil n...\n",
|
||
"... ...\n",
|
||
"3005 @convomfs Iya trauma gara2 ngeliat anak sebaya...\n",
|
||
"3006 Sepanjang tahun 2022 PA Lumajang mengabulkan 2...\n",
|
||
"3007 Blak-blakan! Hotman Paris Beberkan Pesan Venna...\n",
|
||
"3008 @tanyarlfes Males ngasih tau males Mau red fla...\n",
|
||
"3009 Perceraian orangtua akibat perselingkuhan memb...\n",
|
||
"\n",
|
||
"[3010 rows x 1 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-8d0332c9-3d07-4d05-b09e-2e3d007f58b0\" class=\"colab-df-container\">\n",
|
||
" <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>acquiText</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Tabok2an anjing2an pukul2an dalam rumah tangg...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Pengacara Hotman Paris Hutapea mengaku ditelep...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>STOP Kekerasan dalam Rumah Tangga Maafkan suam...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Kita sering melihat kekerasan dalam rumah tang...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Ya kalau suaminya maksa-maksa istrinya hamil n...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3005</th>\n",
|
||
" <td>@convomfs Iya trauma gara2 ngeliat anak sebaya...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>Sepanjang tahun 2022 PA Lumajang mengabulkan 2...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>Blak-blakan! Hotman Paris Beberkan Pesan Venna...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>@tanyarlfes Males ngasih tau males Mau red fla...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>Perceraian orangtua akibat perselingkuhan memb...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 1 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8d0332c9-3d07-4d05-b09e-2e3d007f58b0')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-8d0332c9-3d07-4d05-b09e-2e3d007f58b0 button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-8d0332c9-3d07-4d05-b09e-2e3d007f58b0');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-c439b5b8-566b-4390-bec1-df0ed337641d\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c439b5b8-566b-4390-bec1-df0ed337641d')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-c439b5b8-566b-4390-bec1-df0ed337641d button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "acqui",
|
||
"summary": "{\n \"name\": \"acqui\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"acquiText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2087,\n \"samples\": [\n \"Faktor paling dominan terjadinya kekerasan dalam rumah tangga adalah ekonomi, cemburu, dan suami mabuk. Tidak sedikit KDRT yang menyebabkan korban meninggal dunia. #PapuanLivesMatter https://t.co/4zz5BmnmVY\",\n \"Kisah \\u2018Melati\\u2019, Korban Kekerasan dalam Rumah Tangga https://t.co/BrfiC3iyc8\",\n \"@NarasiNewsroom Kesimpulan JPU bahwa adanya perselingkuhan antara PC & BJ lalu keterangan KM bahwa dia nyuruh PC ngadu ke bapak si FS agar tidak ada duri didlm keluarga. Ini JPU nya yang bodoh/kurang ilmu atau sudah disuap karena denger sambo berani kasih 1M ke RE curig deh aing hmn\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 2
|
||
}
|
||
],
|
||
"source": [
|
||
"#@title *Open file Crawling and Acquisition*\n",
|
||
"import pandas as pd\n",
|
||
"import warnings\n",
|
||
"warnings.filterwarnings(\"ignore\")\n",
|
||
"acqui= pd.read_csv(acquiInput, delimiter=',') # membuka file data crawling\n",
|
||
"acqui = acqui[[acquiGetColumn]] # mengambil column yg di perlukan dari data crawling\n",
|
||
"acqui.rename(columns={acqui.columns[0]: acquiNewColumn},inplace=True) # merubah column untuk mengakuisisi\n",
|
||
"acqui"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "jAF4vB3FO-8x",
|
||
"outputId": "fd6ae8fb-43b7-449e-d958-54944c5d008a"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" acquiText\n",
|
||
"0 Tabok2an anjing2an pukul2an dalam rumah tangg...\n",
|
||
"1 Pengacara Hotman Paris Hutapea mengaku ditelep...\n",
|
||
"2 STOP Kekerasan dalam Rumah Tangga Maafkan suam...\n",
|
||
"3 Kita sering melihat kekerasan dalam rumah tang...\n",
|
||
"4 Ya kalau suaminya maksa-maksa istrinya hamil n...\n",
|
||
"... ...\n",
|
||
"3005 @convomfs Iya trauma gara2 ngeliat anak sebaya...\n",
|
||
"3006 Sepanjang tahun 2022 PA Lumajang mengabulkan 2...\n",
|
||
"3007 Blak-blakan! Hotman Paris Beberkan Pesan Venna...\n",
|
||
"3008 @tanyarlfes Males ngasih tau males Mau red fla...\n",
|
||
"3009 Perceraian orangtua akibat perselingkuhan memb...\n",
|
||
"\n",
|
||
"[3010 rows x 1 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-da9bacd7-6dee-45c3-a752-6a8230a1e12c\" class=\"colab-df-container\">\n",
|
||
" <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>acquiText</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Tabok2an anjing2an pukul2an dalam rumah tangg...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Pengacara Hotman Paris Hutapea mengaku ditelep...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>STOP Kekerasan dalam Rumah Tangga Maafkan suam...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Kita sering melihat kekerasan dalam rumah tang...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Ya kalau suaminya maksa-maksa istrinya hamil n...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>3005</th>\n",
|
||
" <td>@convomfs Iya trauma gara2 ngeliat anak sebaya...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>Sepanjang tahun 2022 PA Lumajang mengabulkan 2...</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>Blak-blakan! Hotman Paris Beberkan Pesan Venna...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>@tanyarlfes Males ngasih tau males Mau red fla...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>Perceraian orangtua akibat perselingkuhan memb...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 1 columns</p>\n",
|
||
"</div>\n",
|
||
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|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-da9bacd7-6dee-45c3-a752-6a8230a1e12c button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-da9bacd7-6dee-45c3-a752-6a8230a1e12c');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-94a326e4-b927-4a73-af8a-4d67b607dbce\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-94a326e4-b927-4a73-af8a-4d67b607dbce')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
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|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-94a326e4-b927-4a73-af8a-4d67b607dbce button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "acqui",
|
||
"summary": "{\n \"name\": \"acqui\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"acquiText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2087,\n \"samples\": [\n \"Faktor paling dominan terjadinya kekerasan dalam rumah tangga adalah ekonomi, cemburu, dan suami mabuk. Tidak sedikit KDRT yang menyebabkan korban meninggal dunia. #PapuanLivesMatter https://t.co/4zz5BmnmVY\",\n \"Kisah \\u2018Melati\\u2019, Korban Kekerasan dalam Rumah Tangga https://t.co/BrfiC3iyc8\",\n \"@NarasiNewsroom Kesimpulan JPU bahwa adanya perselingkuhan antara PC & BJ lalu keterangan KM bahwa dia nyuruh PC ngadu ke bapak si FS agar tidak ada duri didlm keluarga. Ini JPU nya yang bodoh/kurang ilmu atau sudah disuap karena denger sambo berani kasih 1M ke RE curig deh aing hmn\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 3
|
||
}
|
||
],
|
||
"source": [
|
||
"#@title Save Data Acquisition and Check\n",
|
||
"acqui.to_csv(acquiOutput, index = False) # menyimpan file acquisition\n",
|
||
"acqui= pd.read_csv(acquiOutput,delimiter=',') # checking file yang telah di simpan\n",
|
||
"acqui"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "LBcjMRWdik6L"
|
||
},
|
||
"source": [
|
||
"# PREPOSESSING"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 424
|
||
},
|
||
"id": "h4WKAVapnxhJ",
|
||
"outputId": "0528e934-68cb-432c-bf61-d4ac59c45450"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" acquiText\n",
|
||
"0 Tabok2an anjing2an pukul2an dalam rumah tangg...\n",
|
||
"1 Pengacara Hotman Paris Hutapea mengaku ditelep...\n",
|
||
"2 STOP Kekerasan dalam Rumah Tangga Maafkan suam...\n",
|
||
"3 Kita sering melihat kekerasan dalam rumah tang...\n",
|
||
"4 Ya kalau suaminya maksa-maksa istrinya hamil n...\n",
|
||
"... ...\n",
|
||
"3005 @convomfs Iya trauma gara2 ngeliat anak sebaya...\n",
|
||
"3006 Sepanjang tahun 2022 PA Lumajang mengabulkan 2...\n",
|
||
"3007 Blak-blakan! Hotman Paris Beberkan Pesan Venna...\n",
|
||
"3008 @tanyarlfes Males ngasih tau males Mau red fla...\n",
|
||
"3009 Perceraian orangtua akibat perselingkuhan memb...\n",
|
||
"\n",
|
||
"[3010 rows x 1 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-4bdd391c-7277-407c-a386-3c61b326d013\" class=\"colab-df-container\">\n",
|
||
" <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>acquiText</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Tabok2an anjing2an pukul2an dalam rumah tangg...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Pengacara Hotman Paris Hutapea mengaku ditelep...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>STOP Kekerasan dalam Rumah Tangga Maafkan suam...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Kita sering melihat kekerasan dalam rumah tang...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Ya kalau suaminya maksa-maksa istrinya hamil n...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3005</th>\n",
|
||
" <td>@convomfs Iya trauma gara2 ngeliat anak sebaya...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>Sepanjang tahun 2022 PA Lumajang mengabulkan 2...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>Blak-blakan! Hotman Paris Beberkan Pesan Venna...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>@tanyarlfes Males ngasih tau males Mau red fla...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>Perceraian orangtua akibat perselingkuhan memb...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 1 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4bdd391c-7277-407c-a386-3c61b326d013')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-4bdd391c-7277-407c-a386-3c61b326d013 button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-4bdd391c-7277-407c-a386-3c61b326d013');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-42889756-8225-4754-abe8-cf4f21092c1c\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-42889756-8225-4754-abe8-cf4f21092c1c')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-42889756-8225-4754-abe8-cf4f21092c1c button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "prep",
|
||
"summary": "{\n \"name\": \"prep\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"acquiText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2087,\n \"samples\": [\n \"Faktor paling dominan terjadinya kekerasan dalam rumah tangga adalah ekonomi, cemburu, dan suami mabuk. Tidak sedikit KDRT yang menyebabkan korban meninggal dunia. #PapuanLivesMatter https://t.co/4zz5BmnmVY\",\n \"Kisah \\u2018Melati\\u2019, Korban Kekerasan dalam Rumah Tangga https://t.co/BrfiC3iyc8\",\n \"@NarasiNewsroom Kesimpulan JPU bahwa adanya perselingkuhan antara PC & BJ lalu keterangan KM bahwa dia nyuruh PC ngadu ke bapak si FS agar tidak ada duri didlm keluarga. Ini JPU nya yang bodoh/kurang ilmu atau sudah disuap karena denger sambo berani kasih 1M ke RE curig deh aing hmn\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 4
|
||
}
|
||
],
|
||
"source": [
|
||
"#@title *Open File Acquisition*\n",
|
||
"import re\n",
|
||
"import numpy as np\n",
|
||
"import nltk\n",
|
||
"\n",
|
||
"prep = pd.read_csv(prepInput,delimiter=',') # membuka file acquisition\n",
|
||
"prep = prep[[prepGetColumn]]\n",
|
||
"prep"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 424
|
||
},
|
||
"id": "-xTov8YukbKX",
|
||
"outputId": "92d8f1d5-1660-4468-ddff-6f1d83960514"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" lastText \\\n",
|
||
"0 Tabok2an anjing2an pukul2an dalam rumah tangg... \n",
|
||
"1 Pengacara Hotman Paris Hutapea mengaku ditelep... \n",
|
||
"2 STOP Kekerasan dalam Rumah Tangga Maafkan suam... \n",
|
||
"3 Kita sering melihat kekerasan dalam rumah tang... \n",
|
||
"4 Ya kalau suaminya maksa-maksa istrinya hamil n... \n",
|
||
"... ... \n",
|
||
"3005 @convomfs Iya trauma gara2 ngeliat anak sebaya... \n",
|
||
"3006 Sepanjang tahun 2022 PA Lumajang mengabulkan 2... \n",
|
||
"3007 Blak-blakan! Hotman Paris Beberkan Pesan Venna... \n",
|
||
"3008 @tanyarlfes Males ngasih tau males Mau red fla... \n",
|
||
"3009 Perceraian orangtua akibat perselingkuhan memb... \n",
|
||
"\n",
|
||
" caseFold \n",
|
||
"0 tabok2an anjing2an pukul2an dalam rumah tangg... \n",
|
||
"1 pengacara hotman paris hutapea mengaku ditelep... \n",
|
||
"2 stop kekerasan dalam rumah tangga maafkan suam... \n",
|
||
"3 kita sering melihat kekerasan dalam rumah tang... \n",
|
||
"4 ya kalau suaminya maksa-maksa istrinya hamil n... \n",
|
||
"... ... \n",
|
||
"3005 @convomfs iya trauma gara2 ngeliat anak sebaya... \n",
|
||
"3006 sepanjang tahun 2022 pa lumajang mengabulkan 2... \n",
|
||
"3007 blak-blakan! hotman paris beberkan pesan venna... \n",
|
||
"3008 @tanyarlfes males ngasih tau males mau red fla... \n",
|
||
"3009 perceraian orangtua akibat perselingkuhan memb... \n",
|
||
"\n",
|
||
"[3010 rows x 2 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-f4aca3cd-0539-428f-b025-492e0752039e\" class=\"colab-df-container\">\n",
|
||
" <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>lastText</th>\n",
|
||
" <th>caseFold</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Tabok2an anjing2an pukul2an dalam rumah tangg...</td>\n",
|
||
" <td>tabok2an anjing2an pukul2an dalam rumah tangg...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Pengacara Hotman Paris Hutapea mengaku ditelep...</td>\n",
|
||
" <td>pengacara hotman paris hutapea mengaku ditelep...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>STOP Kekerasan dalam Rumah Tangga Maafkan suam...</td>\n",
|
||
" <td>stop kekerasan dalam rumah tangga maafkan suam...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Kita sering melihat kekerasan dalam rumah tang...</td>\n",
|
||
" <td>kita sering melihat kekerasan dalam rumah tang...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Ya kalau suaminya maksa-maksa istrinya hamil n...</td>\n",
|
||
" <td>ya kalau suaminya maksa-maksa istrinya hamil n...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3005</th>\n",
|
||
" <td>@convomfs Iya trauma gara2 ngeliat anak sebaya...</td>\n",
|
||
" <td>@convomfs iya trauma gara2 ngeliat anak sebaya...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>Sepanjang tahun 2022 PA Lumajang mengabulkan 2...</td>\n",
|
||
" <td>sepanjang tahun 2022 pa lumajang mengabulkan 2...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>Blak-blakan! Hotman Paris Beberkan Pesan Venna...</td>\n",
|
||
" <td>blak-blakan! hotman paris beberkan pesan venna...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>@tanyarlfes Males ngasih tau males Mau red fla...</td>\n",
|
||
" <td>@tanyarlfes males ngasih tau males mau red fla...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>Perceraian orangtua akibat perselingkuhan memb...</td>\n",
|
||
" <td>perceraian orangtua akibat perselingkuhan memb...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 2 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f4aca3cd-0539-428f-b025-492e0752039e')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-f4aca3cd-0539-428f-b025-492e0752039e button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-f4aca3cd-0539-428f-b025-492e0752039e');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-bb08fa83-c316-42ec-9d1f-897091261b2a\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-bb08fa83-c316-42ec-9d1f-897091261b2a')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-bb08fa83-c316-42ec-9d1f-897091261b2a button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "prep",
|
||
"summary": "{\n \"name\": \"prep\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"lastText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2087,\n \"samples\": [\n \"Faktor paling dominan terjadinya kekerasan dalam rumah tangga adalah ekonomi, cemburu, dan suami mabuk. Tidak sedikit KDRT yang menyebabkan korban meninggal dunia. #PapuanLivesMatter https://t.co/4zz5BmnmVY\",\n \"Kisah \\u2018Melati\\u2019, Korban Kekerasan dalam Rumah Tangga https://t.co/BrfiC3iyc8\",\n \"@NarasiNewsroom Kesimpulan JPU bahwa adanya perselingkuhan antara PC & BJ lalu keterangan KM bahwa dia nyuruh PC ngadu ke bapak si FS agar tidak ada duri didlm keluarga. Ini JPU nya yang bodoh/kurang ilmu atau sudah disuap karena denger sambo berani kasih 1M ke RE curig deh aing hmn\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"caseFold\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2084,\n \"samples\": [\n \"peristiwa ini bisa berupa kekerasan dalam rumah tangga, pelecehan, atau stress berat yang berjangka panjang. jika kesehatan mental seseorang terganggu, maka hal ini bisa menyebabkan gangguan mental atau penyakit mental.\",\n \"menyaksikan kekerasan dalam rumah tangga di rumah sendiri ga bisa didiemin nih preman atu! mesti digaplokin pantatnya agar jera! https://t.co/gwnlzjisev\",\n \"hal itu membuat beban rumah tangga semakin berlapis, rasa takut, stres, frustrasi juga kian tinggi. perempuan pun menjadi lebih rentan alami kekerasan, termasuk kasus kekerasan dalam rumah tangga atau kdrt. #kdrt #keluarga https://t.co/vblozhtzcr\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 5
|
||
}
|
||
],
|
||
"source": [
|
||
"#@title *Case Folding*\n",
|
||
"def caseFolding(text): # function untuk menyamakan huruf dalam text\n",
|
||
" text = text.lower()\n",
|
||
" return text\n",
|
||
"prep = prep[[prep.columns[len(prep.columns)-1]]]\n",
|
||
"prep.rename(columns={prep.columns[len(prep.columns)-1]: prepNewColumn},inplace=True)\n",
|
||
"prep[prepListColumn[0]] = prep[prep.columns[len(prep.columns)-1]].apply(lambda x: caseFolding(x))\n",
|
||
"prep"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"cellView": "form",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "Bs9KP-iFtAf_",
|
||
"outputId": "8eb5c7ae-affd-481d-c667-aca9fd717b92"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" lastText \\\n",
|
||
"0 tabok2an anjing2an pukul2an dalam rumah tangg... \n",
|
||
"1 pengacara hotman paris hutapea mengaku ditelep... \n",
|
||
"2 stop kekerasan dalam rumah tangga maafkan suam... \n",
|
||
"3 kita sering melihat kekerasan dalam rumah tang... \n",
|
||
"4 ya kalau suaminya maksa-maksa istrinya hamil n... \n",
|
||
"... ... \n",
|
||
"3005 @convomfs iya trauma gara2 ngeliat anak sebaya... \n",
|
||
"3006 sepanjang tahun 2022 pa lumajang mengabulkan 2... \n",
|
||
"3007 blak-blakan! hotman paris beberkan pesan venna... \n",
|
||
"3008 @tanyarlfes males ngasih tau males mau red fla... \n",
|
||
"3009 perceraian orangtua akibat perselingkuhan memb... \n",
|
||
"\n",
|
||
" cleanText \n",
|
||
"0 tabok2an anjing2an pukul2an dalam rumah tangg... \n",
|
||
"1 pengacara hotman paris hutapea mengaku ditelep... \n",
|
||
"2 stop kekerasan dalam rumah tangga maafkan suam... \n",
|
||
"3 kita sering melihat kekerasan dalam rumah tang... \n",
|
||
"4 ya kalau suaminya maksa maksa istrinya hamil n... \n",
|
||
"... ... \n",
|
||
"3005 iya trauma gara2 ngeliat anak sebayanya yg da... \n",
|
||
"3006 sepanjang tahun 2022 pa lumajang mengabulkan 2... \n",
|
||
"3007 blak blakan hotman paris beberkan pesan venna ... \n",
|
||
"3008 males ngasih tau males mau red flagnya ada se... \n",
|
||
"3009 perceraian orangtua akibat perselingkuhan memb... \n",
|
||
"\n",
|
||
"[3010 rows x 2 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-b70269af-4821-4cc2-8f8e-cdb841ac5081\" class=\"colab-df-container\">\n",
|
||
" <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>lastText</th>\n",
|
||
" <th>cleanText</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>tabok2an anjing2an pukul2an dalam rumah tangg...</td>\n",
|
||
" <td>tabok2an anjing2an pukul2an dalam rumah tangg...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>pengacara hotman paris hutapea mengaku ditelep...</td>\n",
|
||
" <td>pengacara hotman paris hutapea mengaku ditelep...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>stop kekerasan dalam rumah tangga maafkan suam...</td>\n",
|
||
" <td>stop kekerasan dalam rumah tangga maafkan suam...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>kita sering melihat kekerasan dalam rumah tang...</td>\n",
|
||
" <td>kita sering melihat kekerasan dalam rumah tang...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>ya kalau suaminya maksa-maksa istrinya hamil n...</td>\n",
|
||
" <td>ya kalau suaminya maksa maksa istrinya hamil n...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3005</th>\n",
|
||
" <td>@convomfs iya trauma gara2 ngeliat anak sebaya...</td>\n",
|
||
" <td>iya trauma gara2 ngeliat anak sebayanya yg da...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>sepanjang tahun 2022 pa lumajang mengabulkan 2...</td>\n",
|
||
" <td>sepanjang tahun 2022 pa lumajang mengabulkan 2...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>blak-blakan! hotman paris beberkan pesan venna...</td>\n",
|
||
" <td>blak blakan hotman paris beberkan pesan venna ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>@tanyarlfes males ngasih tau males mau red fla...</td>\n",
|
||
" <td>males ngasih tau males mau red flagnya ada se...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>perceraian orangtua akibat perselingkuhan memb...</td>\n",
|
||
" <td>perceraian orangtua akibat perselingkuhan memb...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 2 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b70269af-4821-4cc2-8f8e-cdb841ac5081')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-b70269af-4821-4cc2-8f8e-cdb841ac5081 button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-b70269af-4821-4cc2-8f8e-cdb841ac5081');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-9e03ea02-7036-4732-9ae9-d8e329d191dd\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-9e03ea02-7036-4732-9ae9-d8e329d191dd')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-9e03ea02-7036-4732-9ae9-d8e329d191dd button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "prep",
|
||
"summary": "{\n \"name\": \"prep\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"lastText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2084,\n \"samples\": [\n \"peristiwa ini bisa berupa kekerasan dalam rumah tangga, pelecehan, atau stress berat yang berjangka panjang. jika kesehatan mental seseorang terganggu, maka hal ini bisa menyebabkan gangguan mental atau penyakit mental.\",\n \"menyaksikan kekerasan dalam rumah tangga di rumah sendiri ga bisa didiemin nih preman atu! mesti digaplokin pantatnya agar jera! https://t.co/gwnlzjisev\",\n \"hal itu membuat beban rumah tangga semakin berlapis, rasa takut, stres, frustrasi juga kian tinggi. perempuan pun menjadi lebih rentan alami kekerasan, termasuk kasus kekerasan dalam rumah tangga atau kdrt. #kdrt #keluarga https://t.co/vblozhtzcr\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cleanText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1942,\n \"samples\": [\n \"kegiatan ini akan menjadi kegiatan rutin yang dilaksanakan setiap minggu oleh bwcc pelibatan anak anak bersama orang tua menjadi salah satu upaya mitigasi kekerasan dalam rumah tangga terutama bagi perempuan dan anak \",\n \" ke komnas perlindungan anak dan perempuan juga kalo punya nomernya nder\",\n \"usai menjalani pemeriksaan sebagai tersangka kekerasan dalam rumah tangga kdrt suami venna melinda selebritas ferry irawan ditahan penyidik ditreksrimum polda jatim sebelum ditahan tim dokpol polda jatim mengecek kesehatan tersangka untuk memastikan dalam kondisi sehat \"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 6
|
||
}
|
||
],
|
||
"source": [
|
||
"#@title *Cleaning*\n",
|
||
"def cleaning(text): # function untuk membersihkan symbol dalam text\n",
|
||
" text = re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\",\" \",text)\n",
|
||
" text = re.sub(r'^RT[\\s]+', '', text)\n",
|
||
" text = re.sub('/n', ' ',text)\n",
|
||
" text = re.sub(r'((www\\.[^\\s]+)|(https?://[^\\s]+)|(http?://[^\\s]+))',' ',text)\n",
|
||
" text = re.sub(r' +', ' ',text)\n",
|
||
" return text\n",
|
||
"prep = prep[[prep.columns[len(prep.columns)-1]]]\n",
|
||
"prep.rename(columns={prep.columns[len(prep.columns)-1]: prepNewColumn},inplace=True)\n",
|
||
"prep[prepListColumn[1]] = prep[prep.columns[len(prep.columns)-1]].apply(lambda x: cleaning(x))\n",
|
||
"prep"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "ZQWy5Zs2uEEQ",
|
||
"outputId": "7c1b17b6-b582-4512-ba0a-5e3baf9387d8"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" lastText \\\n",
|
||
"0 tabok2an anjing2an pukul2an dalam rumah tangg... \n",
|
||
"1 pengacara hotman paris hutapea mengaku ditelep... \n",
|
||
"2 stop kekerasan dalam rumah tangga maafkan suam... \n",
|
||
"3 kita sering melihat kekerasan dalam rumah tang... \n",
|
||
"4 ya kalau suaminya maksa maksa istrinya hamil n... \n",
|
||
"... ... \n",
|
||
"3005 iya trauma gara2 ngeliat anak sebayanya yg da... \n",
|
||
"3006 sepanjang tahun 2022 pa lumajang mengabulkan 2... \n",
|
||
"3007 blak blakan hotman paris beberkan pesan venna ... \n",
|
||
"3008 males ngasih tau males mau red flagnya ada se... \n",
|
||
"3009 perceraian orangtua akibat perselingkuhan memb... \n",
|
||
"\n",
|
||
" removeStop \n",
|
||
"0 tabok2an anjing2an pukul2an dalam rumah tangga... \n",
|
||
"1 pengacara hotman paris hutapea mengaku ditelep... \n",
|
||
"2 stop kekerasan dalam rumah tangga maafkan suam... \n",
|
||
"3 kita sering melihat kekerasan dalam rumah tang... \n",
|
||
"4 ya kalau suaminya maksa maksa istrinya hamil n... \n",
|
||
"... ... \n",
|
||
"3005 iya trauma gara2 ngeliat anak sebayanya yang ... \n",
|
||
"3006 sepanjang tahun 2022 pa lumajang mengabulkan 2... \n",
|
||
"3007 blak blakan hotman paris beberkan pesan venna ... \n",
|
||
"3008 males kasih tahu males mau red flagnya ada s... \n",
|
||
"3009 perceraian orangtua akibat perselingkuhan memb... \n",
|
||
"\n",
|
||
"[3010 rows x 2 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-95fabc90-9fa4-433d-9669-a07361d8ee82\" class=\"colab-df-container\">\n",
|
||
" <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>lastText</th>\n",
|
||
" <th>removeStop</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>tabok2an anjing2an pukul2an dalam rumah tangg...</td>\n",
|
||
" <td>tabok2an anjing2an pukul2an dalam rumah tangga...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>pengacara hotman paris hutapea mengaku ditelep...</td>\n",
|
||
" <td>pengacara hotman paris hutapea mengaku ditelep...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>stop kekerasan dalam rumah tangga maafkan suam...</td>\n",
|
||
" <td>stop kekerasan dalam rumah tangga maafkan suam...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>kita sering melihat kekerasan dalam rumah tang...</td>\n",
|
||
" <td>kita sering melihat kekerasan dalam rumah tang...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>ya kalau suaminya maksa maksa istrinya hamil n...</td>\n",
|
||
" <td>ya kalau suaminya maksa maksa istrinya hamil n...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3005</th>\n",
|
||
" <td>iya trauma gara2 ngeliat anak sebayanya yg da...</td>\n",
|
||
" <td>iya trauma gara2 ngeliat anak sebayanya yang ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>sepanjang tahun 2022 pa lumajang mengabulkan 2...</td>\n",
|
||
" <td>sepanjang tahun 2022 pa lumajang mengabulkan 2...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>blak blakan hotman paris beberkan pesan venna ...</td>\n",
|
||
" <td>blak blakan hotman paris beberkan pesan venna ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>males ngasih tau males mau red flagnya ada se...</td>\n",
|
||
" <td>males kasih tahu males mau red flagnya ada s...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>perceraian orangtua akibat perselingkuhan memb...</td>\n",
|
||
" <td>perceraian orangtua akibat perselingkuhan memb...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 2 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-95fabc90-9fa4-433d-9669-a07361d8ee82')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-95fabc90-9fa4-433d-9669-a07361d8ee82 button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-95fabc90-9fa4-433d-9669-a07361d8ee82');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-ca9eaa8e-5b47-4cdd-a8ce-1b9d66cef793\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-ca9eaa8e-5b47-4cdd-a8ce-1b9d66cef793')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-ca9eaa8e-5b47-4cdd-a8ce-1b9d66cef793 button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "prep",
|
||
"summary": "{\n \"name\": \"prep\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"lastText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1942,\n \"samples\": [\n \"kegiatan ini akan menjadi kegiatan rutin yang dilaksanakan setiap minggu oleh bwcc pelibatan anak anak bersama orang tua menjadi salah satu upaya mitigasi kekerasan dalam rumah tangga terutama bagi perempuan dan anak \",\n \" ke komnas perlindungan anak dan perempuan juga kalo punya nomernya nder\",\n \"usai menjalani pemeriksaan sebagai tersangka kekerasan dalam rumah tangga kdrt suami venna melinda selebritas ferry irawan ditahan penyidik ditreksrimum polda jatim sebelum ditahan tim dokpol polda jatim mengecek kesehatan tersangka untuk memastikan dalam kondisi sehat \"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"removeStop\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1929,\n \"samples\": [\n \"tidak cuma perempuan saja yang bisa kena kekerasan dalam rumah tangga karena pada dasarnya semua gender juga bisa mengalami kejadian yang sama johnny depp contoh nyatanya\",\n \"masalah karena pandemi akan terus bertambah siapa menyangka akan ada yang mengambil jenazah positif covid peningkatan kekerasan dalam rumah tangga resesi whats going on with this world\",\n \"banyak peristiwa peristiwa seperti kekerasan dalam rumah tangga pelecehan anak dan lain lain nya jika seseorang memiliki mental yang terganggu maka timbul gangguan mental atau penyakit mental gangguan mental dapat mengubah cara seseorang dalam menangani stres berhubungan\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 7
|
||
}
|
||
],
|
||
"source": [
|
||
"#@title *Word Normalization*\n",
|
||
"try:\n",
|
||
" keyNorm\n",
|
||
"except:\n",
|
||
" keyNorm = pd.read_csv(prepKeyNorm, sep=';', header=None)\n",
|
||
"def textNormalize(text): # function untuk mengubah kata sesuai ejaan\n",
|
||
"\n",
|
||
" text = ' '.join([keyNorm[keyNorm[keyNorm.columns[0]] == word][keyNorm.columns[1]].values[0] if (keyNorm[keyNorm.columns[0]] == word).any() else word for word in text.split()])\n",
|
||
" return text\n",
|
||
"prep = prep[[prep.columns[len(prep.columns)-1]]]\n",
|
||
"prep.rename(columns={prep.columns[len(prep.columns)-1]: prepNewColumn},inplace=True)\n",
|
||
"prep[prepListColumn[3]] = prep[prep.columns[len(prep.columns)-1]].apply(lambda x: textNormalize(x))\n",
|
||
"prep"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "-GPm1orEtsO2",
|
||
"outputId": "c57c8c1f-4648-4840-f704-1bec9afa8b71"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stderr",
|
||
"text": [
|
||
"[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
|
||
"[nltk_data] Unzipping corpora/stopwords.zip.\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" lastText \\\n",
|
||
"0 tabok2an anjing2an pukul2an dalam rumah tangga... \n",
|
||
"1 pengacara hotman paris hutapea mengaku ditelep... \n",
|
||
"2 stop kekerasan dalam rumah tangga maafkan suam... \n",
|
||
"3 kita sering melihat kekerasan dalam rumah tang... \n",
|
||
"4 ya kalau suaminya maksa maksa istrinya hamil n... \n",
|
||
"... ... \n",
|
||
"3005 iya trauma gara2 ngeliat anak sebayanya yang ... \n",
|
||
"3006 sepanjang tahun 2022 pa lumajang mengabulkan 2... \n",
|
||
"3007 blak blakan hotman paris beberkan pesan venna ... \n",
|
||
"3008 males kasih tahu males mau red flagnya ada s... \n",
|
||
"3009 perceraian orangtua akibat perselingkuhan memb... \n",
|
||
"\n",
|
||
" normalizeText \n",
|
||
"0 tabok2an anjing2an pukul2an rumah tangga wajar... \n",
|
||
"1 pengacara hotman paris hutapea mengaku ditelep... \n",
|
||
"2 stop kekerasan rumah tangga maafkan suamimu ka... \n",
|
||
"3 kekerasan rumah tangga mengatasnamakan agama a... \n",
|
||
"4 ya suaminya maksa maksa istrinya hamil namanya... \n",
|
||
"... ... \n",
|
||
"3005 iya trauma gara2 ngeliat anak sebayanya nikah ... \n",
|
||
"3006 2022 pa lumajang mengabulkan 2 994 perkara per... \n",
|
||
"3007 blak blakan hotman paris beberkan pesan venna ... \n",
|
||
"3008 males kasih males red flagnya sejuta tv iki mi... \n",
|
||
"3009 perceraian orangtua akibat perselingkuhan trau... \n",
|
||
"\n",
|
||
"[3010 rows x 2 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-ca6e9e0f-0af2-4780-947d-490835582e9b\" class=\"colab-df-container\">\n",
|
||
" <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>lastText</th>\n",
|
||
" <th>normalizeText</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>tabok2an anjing2an pukul2an dalam rumah tangga...</td>\n",
|
||
" <td>tabok2an anjing2an pukul2an rumah tangga wajar...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>pengacara hotman paris hutapea mengaku ditelep...</td>\n",
|
||
" <td>pengacara hotman paris hutapea mengaku ditelep...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>stop kekerasan dalam rumah tangga maafkan suam...</td>\n",
|
||
" <td>stop kekerasan rumah tangga maafkan suamimu ka...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>kita sering melihat kekerasan dalam rumah tang...</td>\n",
|
||
" <td>kekerasan rumah tangga mengatasnamakan agama a...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>ya kalau suaminya maksa maksa istrinya hamil n...</td>\n",
|
||
" <td>ya suaminya maksa maksa istrinya hamil namanya...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3005</th>\n",
|
||
" <td>iya trauma gara2 ngeliat anak sebayanya yang ...</td>\n",
|
||
" <td>iya trauma gara2 ngeliat anak sebayanya nikah ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>sepanjang tahun 2022 pa lumajang mengabulkan 2...</td>\n",
|
||
" <td>2022 pa lumajang mengabulkan 2 994 perkara per...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>blak blakan hotman paris beberkan pesan venna ...</td>\n",
|
||
" <td>blak blakan hotman paris beberkan pesan venna ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>males kasih tahu males mau red flagnya ada s...</td>\n",
|
||
" <td>males kasih males red flagnya sejuta tv iki mi...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>perceraian orangtua akibat perselingkuhan memb...</td>\n",
|
||
" <td>perceraian orangtua akibat perselingkuhan trau...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 2 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ca6e9e0f-0af2-4780-947d-490835582e9b')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-ca6e9e0f-0af2-4780-947d-490835582e9b button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-ca6e9e0f-0af2-4780-947d-490835582e9b');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-7b874ab5-172b-4f20-9c44-c192e21a08df\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-7b874ab5-172b-4f20-9c44-c192e21a08df')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-7b874ab5-172b-4f20-9c44-c192e21a08df button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "prep",
|
||
"summary": "{\n \"name\": \"prep\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"lastText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1929,\n \"samples\": [\n \"tidak cuma perempuan saja yang bisa kena kekerasan dalam rumah tangga karena pada dasarnya semua gender juga bisa mengalami kejadian yang sama johnny depp contoh nyatanya\",\n \"masalah karena pandemi akan terus bertambah siapa menyangka akan ada yang mengambil jenazah positif covid peningkatan kekerasan dalam rumah tangga resesi whats going on with this world\",\n \"banyak peristiwa peristiwa seperti kekerasan dalam rumah tangga pelecehan anak dan lain lain nya jika seseorang memiliki mental yang terganggu maka timbul gangguan mental atau penyakit mental gangguan mental dapat mengubah cara seseorang dalam menangani stres berhubungan\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"normalizeText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1903,\n \"samples\": [\n \"berdasarkan uu no 23 2004 kekerasan rumah tangga perbuatan perempuan berakibat timbulnya kesengsaraan penderitaan fisik seksual psikologis 16haktp kawanbaik\",\n \"gdf malam teman teman teman temanku mengadakan kampanye anti kekerasan rumah tangga mengalami tanda tanda video ragu bantuan\",\n \"sahkan ruu penghapusan kekerasan seksual teman ruu penghapusan kekerasan seksual p ks ditetapkan masuk prolegnas prioritas 2021 loh mengawal prosesnya ruu p ks dibahas disahkan\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 8
|
||
}
|
||
],
|
||
"source": [
|
||
"#@title *Stop Removing*\n",
|
||
"try:\n",
|
||
" stopword = nltk.corpus.stopwords.words('indonesian')\n",
|
||
"except:\n",
|
||
" nltk.download('stopwords')\n",
|
||
"finally:\n",
|
||
" stopword = nltk.corpus.stopwords.words('indonesian')\n",
|
||
"def stopRemoving(text): # function untuk menghapus stopword dalam text\n",
|
||
" text = re.split('\\W+', text)\n",
|
||
" text = [word for word in text if word not in stopword]\n",
|
||
" text = np.array(text)\n",
|
||
" text = ' '.join(text)\n",
|
||
" return text\n",
|
||
"prep = prep[[prep.columns[len(prep.columns)-1]]]\n",
|
||
"prep.rename(columns={prep.columns[len(prep.columns)-1]: prepNewColumn},inplace=True)\n",
|
||
"prep[prepListColumn[2]] = prep[prep.columns[len(prep.columns)-1]].apply(lambda x: stopRemoving(x))\n",
|
||
"prep"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "WMhZIMvVuZMQ",
|
||
"outputId": "ab9a0a48-8f42-4af7-899e-5a74ed72a64b"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Collecting Sastrawi\n",
|
||
" Downloading Sastrawi-1.0.1-py2.py3-none-any.whl (209 kB)\n",
|
||
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m209.7/209.7 kB\u001b[0m \u001b[31m3.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
||
"\u001b[?25hInstalling collected packages: Sastrawi\n",
|
||
"Successfully installed Sastrawi-1.0.1\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" lastText \\\n",
|
||
"0 tabok2an anjing2an pukul2an rumah tangga wajar... \n",
|
||
"1 pengacara hotman paris hutapea mengaku ditelep... \n",
|
||
"2 stop kekerasan rumah tangga maafkan suamimu ka... \n",
|
||
"3 kekerasan rumah tangga mengatasnamakan agama a... \n",
|
||
"4 ya suaminya maksa maksa istrinya hamil namanya... \n",
|
||
"... ... \n",
|
||
"3005 iya trauma gara2 ngeliat anak sebayanya nikah ... \n",
|
||
"3006 2022 pa lumajang mengabulkan 2 994 perkara per... \n",
|
||
"3007 blak blakan hotman paris beberkan pesan venna ... \n",
|
||
"3008 males kasih males red flagnya sejuta tv iki mi... \n",
|
||
"3009 perceraian orangtua akibat perselingkuhan trau... \n",
|
||
"\n",
|
||
" stemText \n",
|
||
"0 tabok2an anjing2an pukul2an rumah tangga wajar... \n",
|
||
"1 acara hotman paris hutapea aku telepon venna m... \n",
|
||
"2 stop keras rumah tangga maaf suami kaw yakin d... \n",
|
||
"3 keras rumah tangga mengatasnamakan agama alas ... \n",
|
||
"4 ya suami maksa maksa istri hamil nama rumah ta... \n",
|
||
"... ... \n",
|
||
"3005 iya trauma gara2 ngeliat anak baya nikah hidup... \n",
|
||
"3006 2022 pa lumajang kabul 2 994 perkara cerai per... \n",
|
||
"3007 blak blakan hotman paris kan pesan venna melin... \n",
|
||
"3008 males kasih males red flagnya juta tv iki misi... \n",
|
||
"3009 cerai orangtua akibat selingkuh trauma anak an... \n",
|
||
"\n",
|
||
"[3010 rows x 2 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-c2428d7c-ec2d-440c-adc8-cbdcc35fa2c6\" class=\"colab-df-container\">\n",
|
||
" <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>lastText</th>\n",
|
||
" <th>stemText</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>tabok2an anjing2an pukul2an rumah tangga wajar...</td>\n",
|
||
" <td>tabok2an anjing2an pukul2an rumah tangga wajar...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>pengacara hotman paris hutapea mengaku ditelep...</td>\n",
|
||
" <td>acara hotman paris hutapea aku telepon venna m...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>stop kekerasan rumah tangga maafkan suamimu ka...</td>\n",
|
||
" <td>stop keras rumah tangga maaf suami kaw yakin d...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>kekerasan rumah tangga mengatasnamakan agama a...</td>\n",
|
||
" <td>keras rumah tangga mengatasnamakan agama alas ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>ya suaminya maksa maksa istrinya hamil namanya...</td>\n",
|
||
" <td>ya suami maksa maksa istri hamil nama rumah ta...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3005</th>\n",
|
||
" <td>iya trauma gara2 ngeliat anak sebayanya nikah ...</td>\n",
|
||
" <td>iya trauma gara2 ngeliat anak baya nikah hidup...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>2022 pa lumajang mengabulkan 2 994 perkara per...</td>\n",
|
||
" <td>2022 pa lumajang kabul 2 994 perkara cerai per...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>blak blakan hotman paris beberkan pesan venna ...</td>\n",
|
||
" <td>blak blakan hotman paris kan pesan venna melin...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>males kasih males red flagnya sejuta tv iki mi...</td>\n",
|
||
" <td>males kasih males red flagnya juta tv iki misi...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>perceraian orangtua akibat perselingkuhan trau...</td>\n",
|
||
" <td>cerai orangtua akibat selingkuh trauma anak an...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 2 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c2428d7c-ec2d-440c-adc8-cbdcc35fa2c6')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-c2428d7c-ec2d-440c-adc8-cbdcc35fa2c6 button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-c2428d7c-ec2d-440c-adc8-cbdcc35fa2c6');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-a91afbc9-c4b5-4ca5-a991-2525d857628f\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a91afbc9-c4b5-4ca5-a991-2525d857628f')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-a91afbc9-c4b5-4ca5-a991-2525d857628f button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "prep",
|
||
"summary": "{\n \"name\": \"prep\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"lastText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1903,\n \"samples\": [\n \"berdasarkan uu no 23 2004 kekerasan rumah tangga perbuatan perempuan berakibat timbulnya kesengsaraan penderitaan fisik seksual psikologis 16haktp kawanbaik\",\n \"gdf malam teman teman teman temanku mengadakan kampanye anti kekerasan rumah tangga mengalami tanda tanda video ragu bantuan\",\n \"sahkan ruu penghapusan kekerasan seksual teman ruu penghapusan kekerasan seksual p ks ditetapkan masuk prolegnas prioritas 2021 loh mengawal prosesnya ruu p ks dibahas disahkan\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"stemText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1900,\n \"samples\": [\n \"tinggal diam nikita mirzani balas ancam jeblos ustaz maaher penjara bukti keras rumah tangga kdrt\",\n \"gdf malam teman teman teman teman ada kampanye anti keras rumah tangga alami tanda tanda video ragu bantu\",\n \"sahkan ruu hapus keras seksual teman ruu hapus keras seksual p ks tetap masuk prolegnas prioritas 2021 loh awal proses ruu p ks bahas sah\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 9
|
||
}
|
||
],
|
||
"source": [
|
||
"#@title *Stemming*\n",
|
||
"try:\n",
|
||
"\t import Sastrawi\n",
|
||
"except ImportError:\n",
|
||
" !pip install Sastrawi\n",
|
||
"finally:\n",
|
||
" import Sastrawi\n",
|
||
"from Sastrawi.Stemmer.StemmerFactory import StemmerFactory\n",
|
||
"factory = StemmerFactory()\n",
|
||
"stemmer = factory.create_stemmer()\n",
|
||
"def stemming(text): # function untuk stemming text\n",
|
||
" return stemmer.stem(text)\n",
|
||
"prep = prep[[prep.columns[len(prep.columns)-1]]]\n",
|
||
"prep.rename(columns={prep.columns[len(prep.columns)-1]: prepNewColumn},inplace=True)\n",
|
||
"prep[prepListColumn[4]] = prep[prep.columns[len(prep.columns)-1]].apply(lambda x: stemming(x))\n",
|
||
"prep"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "depPknY-2ZLn",
|
||
"outputId": "72f49a72-b3ac-4182-ca87-9dc5a937c6b5"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stderr",
|
||
"text": [
|
||
"[nltk_data] Downloading package punkt to /root/nltk_data...\n",
|
||
"[nltk_data] Unzipping tokenizers/punkt.zip.\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" lastText \\\n",
|
||
"0 tabok2an anjing2an pukul2an rumah tangga wajar... \n",
|
||
"1 acara hotman paris hutapea aku telepon venna m... \n",
|
||
"2 stop keras rumah tangga maaf suami kaw yakin d... \n",
|
||
"3 keras rumah tangga mengatasnamakan agama alas ... \n",
|
||
"4 ya suami maksa maksa istri hamil nama rumah ta... \n",
|
||
"... ... \n",
|
||
"3005 iya trauma gara2 ngeliat anak baya nikah hidup... \n",
|
||
"3006 2022 pa lumajang kabul 2 994 perkara cerai per... \n",
|
||
"3007 blak blakan hotman paris kan pesan venna melin... \n",
|
||
"3008 males kasih males red flagnya juta tv iki misi... \n",
|
||
"3009 cerai orangtua akibat selingkuh trauma anak an... \n",
|
||
"\n",
|
||
" tokenization \n",
|
||
"0 [tabok2an, anjing2an, pukul2an, rumah, tangga,... \n",
|
||
"1 [acara, hotman, paris, hutapea, aku, telepon, ... \n",
|
||
"2 [stop, keras, rumah, tangga, maaf, suami, kaw,... \n",
|
||
"3 [keras, rumah, tangga, mengatasnamakan, agama,... \n",
|
||
"4 [ya, suami, maksa, maksa, istri, hamil, nama, ... \n",
|
||
"... ... \n",
|
||
"3005 [iya, trauma, gara2, ngeliat, anak, baya, nika... \n",
|
||
"3006 [2022, pa, lumajang, kabul, 2, 994, perkara, c... \n",
|
||
"3007 [blak, blakan, hotman, paris, kan, pesan, venn... \n",
|
||
"3008 [males, kasih, males, red, flagnya, juta, tv, ... \n",
|
||
"3009 [cerai, orangtua, akibat, selingkuh, trauma, a... \n",
|
||
"\n",
|
||
"[3010 rows x 2 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-bb1b08d7-4e7a-4a91-bdec-dee0f8c6dfa6\" class=\"colab-df-container\">\n",
|
||
" <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>lastText</th>\n",
|
||
" <th>tokenization</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>tabok2an anjing2an pukul2an rumah tangga wajar...</td>\n",
|
||
" <td>[tabok2an, anjing2an, pukul2an, rumah, tangga,...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>acara hotman paris hutapea aku telepon venna m...</td>\n",
|
||
" <td>[acara, hotman, paris, hutapea, aku, telepon, ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>stop keras rumah tangga maaf suami kaw yakin d...</td>\n",
|
||
" <td>[stop, keras, rumah, tangga, maaf, suami, kaw,...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>keras rumah tangga mengatasnamakan agama alas ...</td>\n",
|
||
" <td>[keras, rumah, tangga, mengatasnamakan, agama,...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>ya suami maksa maksa istri hamil nama rumah ta...</td>\n",
|
||
" <td>[ya, suami, maksa, maksa, istri, hamil, nama, ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3005</th>\n",
|
||
" <td>iya trauma gara2 ngeliat anak baya nikah hidup...</td>\n",
|
||
" <td>[iya, trauma, gara2, ngeliat, anak, baya, nika...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>2022 pa lumajang kabul 2 994 perkara cerai per...</td>\n",
|
||
" <td>[2022, pa, lumajang, kabul, 2, 994, perkara, c...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>blak blakan hotman paris kan pesan venna melin...</td>\n",
|
||
" <td>[blak, blakan, hotman, paris, kan, pesan, venn...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>males kasih males red flagnya juta tv iki misi...</td>\n",
|
||
" <td>[males, kasih, males, red, flagnya, juta, tv, ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>cerai orangtua akibat selingkuh trauma anak an...</td>\n",
|
||
" <td>[cerai, orangtua, akibat, selingkuh, trauma, a...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 2 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bb1b08d7-4e7a-4a91-bdec-dee0f8c6dfa6')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-bb1b08d7-4e7a-4a91-bdec-dee0f8c6dfa6 button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-bb1b08d7-4e7a-4a91-bdec-dee0f8c6dfa6');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-352f5206-bcf7-441d-a8a7-71f2cf651ae8\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-352f5206-bcf7-441d-a8a7-71f2cf651ae8')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-352f5206-bcf7-441d-a8a7-71f2cf651ae8 button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "prep",
|
||
"summary": "{\n \"name\": \"prep\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"lastText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1900,\n \"samples\": [\n \"tinggal diam nikita mirzani balas ancam jeblos ustaz maaher penjara bukti keras rumah tangga kdrt\",\n \"gdf malam teman teman teman teman ada kampanye anti keras rumah tangga alami tanda tanda video ragu bantu\",\n \"sahkan ruu hapus keras seksual teman ruu hapus keras seksual p ks tetap masuk prolegnas prioritas 2021 loh awal proses ruu p ks bahas sah\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"tokenization\",\n \"properties\": {\n \"dtype\": \"object\",\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 10
|
||
}
|
||
],
|
||
"source": [
|
||
"#@title *Tokenization*\n",
|
||
"import nltk\n",
|
||
"nltk.download('punkt')\n",
|
||
"from nltk.tokenize import word_tokenize\n",
|
||
"def tokenization(text): # function untuk tokenize text\n",
|
||
" return word_tokenize(text)\n",
|
||
"prep = prep[[prep.columns[len(prep.columns)-1]]]\n",
|
||
"prep.rename(columns={prep.columns[len(prep.columns)-1]: prepNewColumn},inplace=True)\n",
|
||
"prep[prepListColumn[5]] = prep[prep.columns[len(prep.columns)-1]].apply(lambda x: tokenization(x))\n",
|
||
"prep"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "_CV3sUwuhVFT",
|
||
"outputId": "1790dc00-0649-4d1d-9ad2-825d7bbe5bea"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" prepText\n",
|
||
"0 ['tabok2an', 'anjing2an', 'pukul2an', 'rumah',...\n",
|
||
"1 ['acara', 'hotman', 'paris', 'hutapea', 'aku',...\n",
|
||
"2 ['stop', 'keras', 'rumah', 'tangga', 'maaf', '...\n",
|
||
"3 ['keras', 'rumah', 'tangga', 'mengatasnamakan'...\n",
|
||
"4 ['ya', 'suami', 'maksa', 'maksa', 'istri', 'ha...\n",
|
||
"... ...\n",
|
||
"3005 ['iya', 'trauma', 'gara2', 'ngeliat', 'anak', ...\n",
|
||
"3006 ['2022', 'pa', 'lumajang', 'kabul', '2', '994'...\n",
|
||
"3007 ['blak', 'blakan', 'hotman', 'paris', 'kan', '...\n",
|
||
"3008 ['males', 'kasih', 'males', 'red', 'flagnya', ...\n",
|
||
"3009 ['cerai', 'orangtua', 'akibat', 'selingkuh', '...\n",
|
||
"\n",
|
||
"[3010 rows x 1 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-4e7ce534-b2ac-441c-833e-83b0736899c2\" class=\"colab-df-container\">\n",
|
||
" <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>prepText</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>['tabok2an', 'anjing2an', 'pukul2an', 'rumah',...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>['acara', 'hotman', 'paris', 'hutapea', 'aku',...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>['stop', 'keras', 'rumah', 'tangga', 'maaf', '...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>['keras', 'rumah', 'tangga', 'mengatasnamakan'...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>['ya', 'suami', 'maksa', 'maksa', 'istri', 'ha...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3005</th>\n",
|
||
" <td>['iya', 'trauma', 'gara2', 'ngeliat', 'anak', ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>['2022', 'pa', 'lumajang', 'kabul', '2', '994'...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>['blak', 'blakan', 'hotman', 'paris', 'kan', '...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>['males', 'kasih', 'males', 'red', 'flagnya', ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>['cerai', 'orangtua', 'akibat', 'selingkuh', '...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 1 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4e7ce534-b2ac-441c-833e-83b0736899c2')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-4e7ce534-b2ac-441c-833e-83b0736899c2 button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-4e7ce534-b2ac-441c-833e-83b0736899c2');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-a3b6d2d3-17e4-4eb9-b5a7-5433a76bccf5\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a3b6d2d3-17e4-4eb9-b5a7-5433a76bccf5')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-a3b6d2d3-17e4-4eb9-b5a7-5433a76bccf5 button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "prep",
|
||
"summary": "{\n \"name\": \"prep\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"prepText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1900,\n \"samples\": [\n \"['tinggal', 'diam', 'nikita', 'mirzani', 'balas', 'ancam', 'jeblos', 'ustaz', 'maaher', 'penjara', 'bukti', 'keras', 'rumah', 'tangga', 'kdrt']\",\n \"['gdf', 'malam', 'teman', 'teman', 'teman', 'teman', 'ada', 'kampanye', 'anti', 'keras', 'rumah', 'tangga', 'alami', 'tanda', 'tanda', 'video', 'ragu', 'bantu']\",\n \"['sahkan', 'ruu', 'hapus', 'keras', 'seksual', 'teman', 'ruu', 'hapus', 'keras', 'seksual', 'p', 'ks', 'tetap', 'masuk', 'prolegnas', 'prioritas', '2021', 'loh', 'awal', 'proses', 'ruu', 'p', 'ks', 'bahas', 'sah']\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 11
|
||
}
|
||
],
|
||
"source": [
|
||
"#@title *Save Data Preposessing and Check*\n",
|
||
"prep = prep[[prep.columns[len(prep.columns)-1]]]\n",
|
||
"prep.rename(columns={prep.columns[len(prep.columns)-1]: prepFinalColumn},inplace=True)\n",
|
||
"prep.to_csv(prepOutput, index = False)\n",
|
||
"\n",
|
||
"prep = pd.read_csv(prepOutput,delimiter=',') # membuka file acquisition\n",
|
||
"prep"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "FqeZwfO-TStY"
|
||
},
|
||
"source": [
|
||
"# LEXICON MODEL"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "px5_hPJ-29P6",
|
||
"outputId": "4bbd1117-b68b-44d7-8066-80c69e46411b"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" lastText\n",
|
||
"0 [tabok2an, anjing2an, pukul2an, rumah, tangga,...\n",
|
||
"1 [acara, hotman, paris, hutapea, aku, telepon, ...\n",
|
||
"2 [stop, keras, rumah, tangga, maaf, suami, kaw,...\n",
|
||
"3 [keras, rumah, tangga, mengatasnamakan, agama,...\n",
|
||
"4 [ya, suami, maksa, maksa, istri, hamil, nama, ...\n",
|
||
"... ...\n",
|
||
"3005 [iya, trauma, gara2, ngeliat, anak, baya, nika...\n",
|
||
"3006 [2022, pa, lumajang, kabul, 2, 994, perkara, c...\n",
|
||
"3007 [blak, blakan, hotman, paris, kan, pesan, venn...\n",
|
||
"3008 [males, kasih, males, red, flagnya, juta, tv, ...\n",
|
||
"3009 [cerai, orangtua, akibat, selingkuh, trauma, a...\n",
|
||
"\n",
|
||
"[3010 rows x 1 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-7df9e585-ce37-47ae-8b25-7bc0ddf3a76f\" class=\"colab-df-container\">\n",
|
||
" <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>lastText</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>[tabok2an, anjing2an, pukul2an, rumah, tangga,...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>[acara, hotman, paris, hutapea, aku, telepon, ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>[stop, keras, rumah, tangga, maaf, suami, kaw,...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>[keras, rumah, tangga, mengatasnamakan, agama,...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>[ya, suami, maksa, maksa, istri, hamil, nama, ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3005</th>\n",
|
||
" <td>[iya, trauma, gara2, ngeliat, anak, baya, nika...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>[2022, pa, lumajang, kabul, 2, 994, perkara, c...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>[blak, blakan, hotman, paris, kan, pesan, venn...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>[males, kasih, males, red, flagnya, juta, tv, ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>[cerai, orangtua, akibat, selingkuh, trauma, a...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 1 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7df9e585-ce37-47ae-8b25-7bc0ddf3a76f')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-7df9e585-ce37-47ae-8b25-7bc0ddf3a76f button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-7df9e585-ce37-47ae-8b25-7bc0ddf3a76f');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-03879d5d-845d-4c34-b2d2-e5153a43c91a\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-03879d5d-845d-4c34-b2d2-e5153a43c91a')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-03879d5d-845d-4c34-b2d2-e5153a43c91a button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "lex",
|
||
"summary": "{\n \"name\": \"lex\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"lastText\",\n \"properties\": {\n \"dtype\": \"object\",\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 12
|
||
}
|
||
],
|
||
"source": [
|
||
"lex = pd.read_csv(lexInput,delimiter=',') # membuka file acquisition\n",
|
||
"lex[[lex.columns[len(lex.columns)-1]]]\n",
|
||
"lex.rename(columns={lex.columns[len(lex.columns)-1]: lexNewColumn},inplace=True)\n",
|
||
"\n",
|
||
"lex[lex.columns[len(lex.columns)-1]] = lex[lex.columns[len(lex.columns)-1]].apply(lambda x:cleaning(x))\n",
|
||
"lex[lex.columns[len(lex.columns)-1]] = lex[lex.columns[len(lex.columns)-1]].apply(lambda x: tokenization(x))\n",
|
||
"lex\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "meKNqCBRTjwP",
|
||
"outputId": "89cbc361-fece-4511-e1a3-dee24bd6bfbd"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" lastText polarityScore \\\n",
|
||
"0 tabok2an anjing2an pukul2an rumah tangga waja... 5 \n",
|
||
"1 acara hotman paris hutapea aku telepon venna ... 5 \n",
|
||
"2 stop keras rumah tangga maaf suami kaw yakin ... 2 \n",
|
||
"3 keras rumah tangga mengatasnamakan agama alas... -16 \n",
|
||
"4 ya suami maksa maksa istri hamil nama rumah t... 5 \n",
|
||
"... ... ... \n",
|
||
"3005 iya trauma gara2 ngeliat anak baya nikah hidu... -21 \n",
|
||
"3006 2022 pa lumajang kabul 2 994 perkara cerai pe... -15 \n",
|
||
"3007 blak blakan hotman paris kan pesan venna meli... -4 \n",
|
||
"3008 males kasih males red flagnya juta tv iki mis... -6 \n",
|
||
"3009 cerai orangtua akibat selingkuh trauma anak a... -23 \n",
|
||
"\n",
|
||
" polarity \n",
|
||
"0 1 \n",
|
||
"1 1 \n",
|
||
"2 1 \n",
|
||
"3 -1 \n",
|
||
"4 1 \n",
|
||
"... ... \n",
|
||
"3005 -1 \n",
|
||
"3006 -1 \n",
|
||
"3007 -1 \n",
|
||
"3008 -1 \n",
|
||
"3009 -1 \n",
|
||
"\n",
|
||
"[3010 rows x 3 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-e6168e2c-8da5-45c1-ae43-39c87e8a4136\" class=\"colab-df-container\">\n",
|
||
" <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>lastText</th>\n",
|
||
" <th>polarityScore</th>\n",
|
||
" <th>polarity</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>tabok2an anjing2an pukul2an rumah tangga waja...</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>acara hotman paris hutapea aku telepon venna ...</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>stop keras rumah tangga maaf suami kaw yakin ...</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>keras rumah tangga mengatasnamakan agama alas...</td>\n",
|
||
" <td>-16</td>\n",
|
||
" <td>-1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>ya suami maksa maksa istri hamil nama rumah t...</td>\n",
|
||
" <td>5</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>3005</th>\n",
|
||
" <td>iya trauma gara2 ngeliat anak baya nikah hidu...</td>\n",
|
||
" <td>-21</td>\n",
|
||
" <td>-1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>2022 pa lumajang kabul 2 994 perkara cerai pe...</td>\n",
|
||
" <td>-15</td>\n",
|
||
" <td>-1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>blak blakan hotman paris kan pesan venna meli...</td>\n",
|
||
" <td>-4</td>\n",
|
||
" <td>-1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>males kasih males red flagnya juta tv iki mis...</td>\n",
|
||
" <td>-6</td>\n",
|
||
" <td>-1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>cerai orangtua akibat selingkuh trauma anak a...</td>\n",
|
||
" <td>-23</td>\n",
|
||
" <td>-1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 3 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e6168e2c-8da5-45c1-ae43-39c87e8a4136')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-e6168e2c-8da5-45c1-ae43-39c87e8a4136 button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-e6168e2c-8da5-45c1-ae43-39c87e8a4136');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-b4ee3326-b4e5-4665-8c80-b479b04f639e\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-b4ee3326-b4e5-4665-8c80-b479b04f639e')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-b4ee3326-b4e5-4665-8c80-b479b04f639e button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "label",
|
||
"summary": "{\n \"name\": \"label\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"lastText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1900,\n \"samples\": [\n \" tinggal diam nikita mirzani balas ancam jeblos ustaz maaher penjara bukti keras rumah tangga kdrt \",\n \" gdf malam teman teman teman teman ada kampanye anti keras rumah tangga alami tanda tanda video ragu bantu \",\n \" sahkan ruu hapus keras seksual teman ruu hapus keras seksual p ks tetap masuk prolegnas prioritas 2021 loh awal proses ruu p ks bahas sah \"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"polarityScore\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 8,\n \"min\": -43,\n \"max\": 22,\n \"num_unique_values\": 59,\n \"samples\": [\n 5,\n 0,\n -14\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"polarity\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": -1,\n \"max\": 1,\n \"num_unique_values\": 3,\n \"samples\": [\n 1,\n -1,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 13
|
||
}
|
||
],
|
||
"source": [
|
||
"lexicon_positive = pd.read_csv(lexPositive)\n",
|
||
"lexicon_positive_dict = {}\n",
|
||
"for index, row in lexicon_positive.iterrows():\n",
|
||
" if row[0] not in lexicon_positive_dict:\n",
|
||
" lexicon_positive_dict[row[0]] = row[1]\n",
|
||
"\n",
|
||
"lexicon_negative = pd.read_csv(lexNegative)\n",
|
||
"lexicon_negative_dict = {}\n",
|
||
"for index, row in lexicon_negative.iterrows():\n",
|
||
" if row[0] not in lexicon_negative_dict:\n",
|
||
" lexicon_negative_dict[row[0]] = row[1]\n",
|
||
"\n",
|
||
"def lexiconIndonesia(text):\n",
|
||
" polarity_score = 0\n",
|
||
" positive = ''\n",
|
||
" negative = ''\n",
|
||
" neutral = ''\n",
|
||
" for word in text:\n",
|
||
" score = 0\n",
|
||
" if (word in lexicon_positive_dict):\n",
|
||
" score = score + lexicon_positive_dict[word]\n",
|
||
" if (word in lexicon_negative_dict):\n",
|
||
" score = score + lexicon_negative_dict[word]\n",
|
||
" if (score >= 1 ):\n",
|
||
" positive = f\"{word} {positive}\"\n",
|
||
" if (score == 0 ):\n",
|
||
" neutral = f\"{word} {neutral}\"\n",
|
||
" if (score <= -1 ):\n",
|
||
" negative = f\"{word} {negative}\"\n",
|
||
" polarity_score = polarity_score+score\n",
|
||
" polarity=''\n",
|
||
" if (polarity_score > 0):\n",
|
||
" polarity = 1\n",
|
||
" elif (polarity_score < 0):\n",
|
||
" polarity = -1\n",
|
||
" else:\n",
|
||
" polarity = 0\n",
|
||
" return polarity_score,polarity,neutral,positive,negative\n",
|
||
"results = lex[lexNewColumn].apply(lambda x:lexiconIndonesia(x))\n",
|
||
"results = list(zip(*results))\n",
|
||
"lex[lexListColumn[0]] = results[0]\n",
|
||
"lex[lexListColumn[1]] = results[1]\n",
|
||
"lex[lexListColumn[2]] = results[2]\n",
|
||
"lex[lexListColumn[2]] = lex[lexListColumn[2]].apply(lambda x: tokenization(x))\n",
|
||
"lex[lexListColumn[3]] = results[3]\n",
|
||
"lex[lexListColumn[3]] = lex[lexListColumn[3]].apply(lambda x: tokenization(x))\n",
|
||
"lex[lexListColumn[4]] = results[4]\n",
|
||
"lex[lexListColumn[4]] = lex[lexListColumn[4]].apply(lambda x: tokenization(x))\n",
|
||
"lex.to_csv(lexOutput, index = False) # menyimpan Data lexicon\n",
|
||
"lex= pd.read_csv(lexOutput,delimiter=',') # checking file yang telah di simpan\n",
|
||
"\n",
|
||
"label = lex[labelListColumn]\n",
|
||
"label[lexNewColumn] = label[lexNewColumn].apply(lambda x:cleaning(x))\n",
|
||
"label.to_csv(labelOutput, index = False) # menyimpan Data Label\n",
|
||
"label= pd.read_csv(labelOutput,delimiter=',') # checking file yang telah di simpan\n",
|
||
"label"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "uo_FH9U30QwI",
|
||
"outputId": "5908de57-c186-4887-acce-4087994a4841"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"The number of positive is: 871\n",
|
||
"The number of neutral is: 178\n",
|
||
"The number of negative is: 1961\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"countNet = label['polarity'].value_counts()[0]\n",
|
||
"countPos = label['polarity'].value_counts()[1]\n",
|
||
"countNeg = label['polarity'].value_counts()[-1]\n",
|
||
"print(f\"The number of positive is: {countPos}\")\n",
|
||
"print(f\"The number of neutral is: {countNet}\")\n",
|
||
"print(f\"The number of negative is: {countNeg}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "tHXaa9FDzwsz",
|
||
"outputId": "b4646da8-d359-4091-a8bc-0bb6f592b8c4"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"targetCount = np.array([countNet, countPos, countNeg])\n",
|
||
"myLabel = [\"Neutral\", \"Positive\", \"Negative\"]\n",
|
||
"\n",
|
||
"plt.pie(targetCount, labels = myLabel, autopct='%1.1f%%')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "918C6jrftGt-"
|
||
},
|
||
"source": [
|
||
"# PENGUJIAN TF-IDF\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "iIE9c_2ZtKmy",
|
||
"outputId": "1ca2931d-123d-4f8c-e10f-2f8f933d9c6f"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" lastText polarityScore \\\n",
|
||
"0 tabok2an anjing2an pukul2an rumah tangga waja... 5 \n",
|
||
"1 acara hotman paris hutapea aku telepon venna ... 5 \n",
|
||
"2 stop keras rumah tangga maaf suami kaw yakin ... 2 \n",
|
||
"4 ya suami maksa maksa istri hamil nama rumah t... 5 \n",
|
||
"5 rizky billar resmi tahan sangka keras rumah t... 4 \n",
|
||
"... ... ... \n",
|
||
"2942 bar0n t 2 tindak keras bentuk leceh seksual p... 7 \n",
|
||
"2957 cr minggir ya dedicated my weekens to read th... 1 \n",
|
||
"2972 percaya ajar baca tabloid nova sedap wkwkkwkw... 8 \n",
|
||
"2991 ramah jaga hubung orang kerja karirnya awet c... 5 \n",
|
||
"2995 disclaimer taekook but also ot7 centered side... 7 \n",
|
||
"\n",
|
||
" polarity \n",
|
||
"0 1 \n",
|
||
"1 1 \n",
|
||
"2 1 \n",
|
||
"4 1 \n",
|
||
"5 1 \n",
|
||
"... ... \n",
|
||
"2942 1 \n",
|
||
"2957 1 \n",
|
||
"2972 1 \n",
|
||
"2991 1 \n",
|
||
"2995 1 \n",
|
||
"\n",
|
||
"[871 rows x 3 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-49993076-7d0d-44ad-a485-41fd818f9243\" class=\"colab-df-container\">\n",
|
||
" <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>lastText</th>\n",
|
||
" <th>polarityScore</th>\n",
|
||
" <th>polarity</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>tabok2an anjing2an pukul2an rumah tangga waja...</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>acara hotman paris hutapea aku telepon venna ...</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>stop keras rumah tangga maaf suami kaw yakin ...</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>ya suami maksa maksa istri hamil nama rumah t...</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>rizky billar resmi tahan sangka keras rumah t...</td>\n",
|
||
" <td>4</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>2942</th>\n",
|
||
" <td>bar0n t 2 tindak keras bentuk leceh seksual p...</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2957</th>\n",
|
||
" <td>cr minggir ya dedicated my weekens to read th...</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2972</th>\n",
|
||
" <td>percaya ajar baca tabloid nova sedap wkwkkwkw...</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2991</th>\n",
|
||
" <td>ramah jaga hubung orang kerja karirnya awet c...</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2995</th>\n",
|
||
" <td>disclaimer taekook but also ot7 centered side...</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>871 rows × 3 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-49993076-7d0d-44ad-a485-41fd818f9243')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-49993076-7d0d-44ad-a485-41fd818f9243 button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-49993076-7d0d-44ad-a485-41fd818f9243');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-3a8d50b5-e133-433d-9b50-f197e7f33a21\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-3a8d50b5-e133-433d-9b50-f197e7f33a21')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-3a8d50b5-e133-433d-9b50-f197e7f33a21 button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"summary": "{\n \"name\": \"data[data['polarity']==1]\",\n \"rows\": 871,\n \"fields\": [\n {\n \"column\": \"lastText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 612,\n \"samples\": [\n \" menfess sukaa pasang kdrt \",\n \" tahu kerja rumah tangga kerja hak istirahat libur minggu 24 jam minggu pakat beri kerja hak ruu pprt cegah keras ekonomi fisik psikis \",\n \" if i were to beat my wife i would have the right because i was teaching her how to behave properly justifikasi alas isu keras rumah tangga jarang muka publik alas ranah privat \"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"polarityScore\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3,\n \"min\": 1,\n \"max\": 22,\n \"num_unique_values\": 21,\n \"samples\": [\n 5,\n 20,\n 18\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"polarity\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 1,\n \"max\": 1,\n \"num_unique_values\": 1,\n \"samples\": [\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 16
|
||
}
|
||
],
|
||
"source": [
|
||
"data= pd.read_csv(labelOutput,delimiter=',')\n",
|
||
"data[data['polarity']==1]\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "gTcET7uO4SaV",
|
||
"outputId": "8425328a-6331-497b-ae1f-f3722853420b"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
" (0, 1593)\t0.1939330170599485\n",
|
||
" (0, 346)\t0.18330252430351243\n",
|
||
" (0, 5510)\t0.23465276493269796\n",
|
||
" (0, 2552)\t0.05584760981789976\n",
|
||
" (0, 3642)\t0.2983161948986647\n",
|
||
" (0, 5606)\t0.31507323512245344\n",
|
||
" (0, 2139)\t0.3437195845946508\n",
|
||
" (0, 1129)\t0.31507323512245344\n",
|
||
" (0, 5548)\t0.2732658469441948\n",
|
||
" (0, 5106)\t0.13445298320835458\n",
|
||
" (0, 4468)\t0.13322918452706448\n",
|
||
" (0, 4212)\t0.3437195845946508\n",
|
||
" (0, 389)\t0.3437195845946508\n",
|
||
" (0, 5057)\t0.3437195845946508\n",
|
||
" (1, 2150)\t0.1579618609737767\n",
|
||
" (1, 1565)\t0.15651349212147123\n",
|
||
" (1, 4966)\t0.10642543816827164\n",
|
||
" (1, 299)\t0.1103334142940072\n",
|
||
" (1, 2476)\t0.06225930773502802\n",
|
||
" (1, 1383)\t0.12661222676338604\n",
|
||
" (1, 2370)\t0.1329154639096708\n",
|
||
" (1, 1984)\t0.11265985278271906\n",
|
||
" (1, 2748)\t0.17438947411992492\n",
|
||
" (1, 4525)\t0.13701654966327104\n",
|
||
" (1, 606)\t0.24689218922178616\n",
|
||
" :\t:\n",
|
||
" (3008, 1044)\t0.18020617938038427\n",
|
||
" (3008, 227)\t0.22531430016188736\n",
|
||
" (3008, 2047)\t0.21100482695891215\n",
|
||
" (3008, 5006)\t0.20741886913302293\n",
|
||
" (3008, 972)\t0.16607018500901033\n",
|
||
" (3008, 2629)\t0.22531430016188736\n",
|
||
" (3008, 4784)\t0.28737877272859846\n",
|
||
" (3008, 2441)\t0.1491569505307499\n",
|
||
" (3008, 962)\t0.10732724088596136\n",
|
||
" (3008, 5661)\t0.11456634325855151\n",
|
||
" (3009, 1212)\t0.30208732673316285\n",
|
||
" (3009, 4757)\t0.24326739246182705\n",
|
||
" (3009, 5431)\t0.20827999648882065\n",
|
||
" (3009, 3250)\t0.2277852231053803\n",
|
||
" (3009, 3739)\t0.4486231629616065\n",
|
||
" (3009, 4680)\t0.11516464730221676\n",
|
||
" (3009, 5336)\t0.1917221580318858\n",
|
||
" (3009, 196)\t0.25611515678714203\n",
|
||
" (3009, 279)\t0.18706795040387433\n",
|
||
" (3009, 2662)\t0.23816866610122603\n",
|
||
" (3009, 4641)\t0.1432856667563957\n",
|
||
" (3009, 962)\t0.2692128915695492\n",
|
||
" (3009, 2917)\t0.22112776081413557\n",
|
||
" (3009, 352)\t0.4143573226401563\n",
|
||
" (3009, 300)\t0.17917864812822767\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
|
||
"\n",
|
||
"# create a TfidfVectorizer object\n",
|
||
"vectorizer = TfidfVectorizer()\n",
|
||
"textTF = vectorizer.fit_transform(data['lastText'])\n",
|
||
"print(textTF)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "f4Mr8Z6iIurC",
|
||
"outputId": "24979dd7-b884-4745-98c6-f279d33d273f"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Number transactiion x_train dataset: (2408, 5723)\n",
|
||
"Number transactiion x_test dataset: (602, 5723)\n",
|
||
"Number transactiion y_train dataset: (2408,)\n",
|
||
"Number transactiion y_test dataset: (602,)\n",
|
||
"Number transaction y_test dataset: (602,)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Splitting Datafrom sklearn.model_selection import train_test_split\n",
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"\n",
|
||
"xTrain, xTest, yTrain, yTest = train_test_split(textTF, data['polarity'], test_size=0.2, random_state = 0)\n",
|
||
"\n",
|
||
"print('Number transactiion x_train dataset:', xTrain.shape)\n",
|
||
"print('Number transactiion x_test dataset:', xTest.shape)\n",
|
||
"print('Number transactiion y_train dataset:', yTrain.shape)\n",
|
||
"print('Number transactiion y_test dataset:', yTest.shape)\n",
|
||
"print('Number transaction y_test dataset:', yTest.shape)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "UUPZL7tOwYBO"
|
||
},
|
||
"source": [
|
||
"#NAIVES BAYES"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"id": "Ke2ypsCvPjqm"
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"from sklearn.naive_bayes import GaussianNB\n",
|
||
"\n",
|
||
"GNB = GaussianNB()\n",
|
||
"GNB.fit(xTrain.toarray(), yTrain)\n",
|
||
"# Predict on test set\n",
|
||
"yPred = GNB.predict(xTest.toarray())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "1PoptKiet4SA",
|
||
"outputId": "953de030-f3b7-4562-ac39-c785aacdee89"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Akurasi setiap split: [0.77178423 0.76348548 0.73443983 0.67634855 0.73858921 0.67634855\n",
|
||
" 0.70124481 0.73443983 0.75 0.68333333] \n",
|
||
"\n",
|
||
"Rata-rata akurasi pada cross validation: 0.7230013831258646\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.model_selection import cross_val_score\n",
|
||
"# Melakukan validasi silang dengan Gaussian Naive Bayes\n",
|
||
"crossVal = cross_val_score(GNB, xTrain.toarray(), yTrain, cv=10, scoring='accuracy')\n",
|
||
"\n",
|
||
"print('Akurasi setiap split:', crossVal, '\\n')\n",
|
||
"print('Rata-rata akurasi pada cross validation:', crossVal.mean())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "bKwQ2BtlMDG-",
|
||
"outputId": "37aed261-5c03-4df4-c241-e4a8629f9eda"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Akurasi Gaussian Naive Bayes: 0.7026578073089701\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.metrics import accuracy_score\n",
|
||
"# Menghitung akurasi prediksi\n",
|
||
"scoreGNB = accuracy_score(yTest, yPred)\n",
|
||
"\n",
|
||
"print(\"Akurasi Gaussian Naive Bayes:\", scoreGNB)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "JyF7Py6_Ui_H",
|
||
"outputId": "9e437431-ac91-4a5b-c4e7-c08ebb158b82"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Confusion matrix:\n",
|
||
" [[300 20 80]\n",
|
||
" [ 7 19 5]\n",
|
||
" [ 44 23 104]]\n",
|
||
"Classification report:\n",
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" -1 0.85 0.75 0.80 400\n",
|
||
" 0 0.31 0.61 0.41 31\n",
|
||
" 1 0.55 0.61 0.58 171\n",
|
||
"\n",
|
||
" accuracy 0.70 602\n",
|
||
" macro avg 0.57 0.66 0.60 602\n",
|
||
"weighted avg 0.74 0.70 0.72 602\n",
|
||
"\n",
|
||
"Micro Average:\n",
|
||
"GaussianNB Recall Score -> 70.265780730897\n",
|
||
"GaussianNB Precision Score -> 70.265780730897\n",
|
||
"GaussianNB F1 Score -> 70.265780730897\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.metrics import confusion_matrix, classification_report, recall_score, precision_score, f1_score\n",
|
||
"\n",
|
||
"print('Confusion matrix:\\n', confusion_matrix(yTest, yPred))\n",
|
||
"\n",
|
||
"# Menampilkan laporan klasifikasi\n",
|
||
"print('Classification report:\\n', classification_report(yTest, yPred))\n",
|
||
"\n",
|
||
"# Menampilkan metrik evaluasi untuk micro average\n",
|
||
"print('Micro Average:')\n",
|
||
"print(\"GaussianNB Recall Score -> \", recall_score(yTest, yPred, average='micro') * 100)\n",
|
||
"print(\"GaussianNB Precision Score -> \", precision_score(yTest, yPred, average='micro') * 100)\n",
|
||
"print(\"GaussianNB F1 Score -> \", f1_score(yTest, yPred, average='micro') * 100)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "RWhN_2sHri4O"
|
||
},
|
||
"source": [
|
||
"## Multinomial Naive Bayes"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"id": "d0aM4vJarped"
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.naive_bayes import MultinomialNB\n",
|
||
"MNB = MultinomialNB()\n",
|
||
"MNB.fit(xTrain.toarray(), yTrain)\n",
|
||
"\n",
|
||
"yPred = MNB.predict(xTest.toarray())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "eehLxLGS5dvL",
|
||
"outputId": "e7ec6a76-7e24-4063-b3ab-57c596a8cd03"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Akurasi setiap split: [0.76763485 0.75518672 0.75518672 0.7219917 0.73443983 0.72614108\n",
|
||
" 0.7219917 0.73029046 0.74166667 0.73333333] \n",
|
||
"\n",
|
||
"Rata-rata akurasi pada cross validation: 0.738786307053942\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Melakukan validasi silang dengan Multinomial Naive Bayes\n",
|
||
"crossVal = cross_val_score(MNB, xTrain.toarray(), yTrain, cv=10, scoring='accuracy')\n",
|
||
"\n",
|
||
"print('Akurasi setiap split:', crossVal, '\\n')\n",
|
||
"print('Rata-rata akurasi pada cross validation:', crossVal.mean())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "tWXs1XXtr7rz",
|
||
"outputId": "cb9d4fbe-fe19-4dc2-d24c-824f59d4dcd6"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Akurasi Gaussian Naive Bayes: 0.7541528239202658\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"scoreMNB = accuracy_score(yTest, yPred)\n",
|
||
"print(\"Akurasi Gaussian Naive Bayes:\", scoreMNB)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "JElUCZSzsVf7",
|
||
"outputId": "4ded2c9a-4175-4952-ce7c-80a2c611835d"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Confusion matrix:\n",
|
||
" [[394 0 6]\n",
|
||
" [ 27 0 4]\n",
|
||
" [111 0 60]]\n",
|
||
"Classification report:\n",
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" -1 0.74 0.98 0.85 400\n",
|
||
" 0 0.00 0.00 0.00 31\n",
|
||
" 1 0.86 0.35 0.50 171\n",
|
||
"\n",
|
||
" accuracy 0.75 602\n",
|
||
" macro avg 0.53 0.45 0.45 602\n",
|
||
"weighted avg 0.74 0.75 0.70 602\n",
|
||
"\n",
|
||
"micro Average :\n",
|
||
"MultinomialNB Recall Score -> 75.41528239202658\n",
|
||
"MultinomialNB Precision Score -> 75.41528239202658\n",
|
||
"MultinomialNB f1 Score -> 75.41528239202658\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print('Confusion matrix:\\n', confusion_matrix(yTest, yPred))\n",
|
||
"print('Classification report:\\n', classification_report(yTest, yPred))\n",
|
||
"\n",
|
||
"print('micro Average :')\n",
|
||
"print(\"MultinomialNB Recall Score -> \",recall_score(yTest, yPred, average='micro')*100)\n",
|
||
"print(\"MultinomialNB Precision Score -> \",precision_score(yTest, yPred, average='micro')*100)\n",
|
||
"print(\"MultinomialNB f1 Score -> \",f1_score(yTest, yPred, average='micro')*100)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "3VlfO7WIh1w6"
|
||
},
|
||
"source": [
|
||
"# WORDCLOUD\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "ruzBhEV2kc0m",
|
||
"outputId": "a9e23a9f-0ca6-4212-83dc-88217ebee212"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
" lastText \\\n",
|
||
"0 ['tabok2an', 'anjing2an', 'pukul2an', 'rumah',... \n",
|
||
"1 ['acara', 'hotman', 'paris', 'hutapea', 'aku',... \n",
|
||
"2 ['stop', 'keras', 'rumah', 'tangga', 'maaf', '... \n",
|
||
"3 ['keras', 'rumah', 'tangga', 'mengatasnamakan'... \n",
|
||
"4 ['ya', 'suami', 'maksa', 'maksa', 'istri', 'ha... \n",
|
||
"... ... \n",
|
||
"3005 ['iya', 'trauma', 'gara2', 'ngeliat', 'anak', ... \n",
|
||
"3006 ['2022', 'pa', 'lumajang', 'kabul', '2', '994'... \n",
|
||
"3007 ['blak', 'blakan', 'hotman', 'paris', 'kan', '... \n",
|
||
"3008 ['males', 'kasih', 'males', 'red', 'flagnya', ... \n",
|
||
"3009 ['cerai', 'orangtua', 'akibat', 'selingkuh', '... \n",
|
||
"\n",
|
||
" neutralWords \\\n",
|
||
"0 ['fisik', 'amp', 'tangga', 'keras', 'normalize... \n",
|
||
"1 ['irawan', 'ferry', 'suami', 'kdrt', 'tangga',... \n",
|
||
"2 ['doa', 'kaw', 'suami', 'tangga', 'keras', 'st... \n",
|
||
"3 ['paham', 'evaluasi', 'istri', 'istri', 'istri... \n",
|
||
"4 ['aneh', 'logika', 'tangga', 'keras', 'orang',... \n",
|
||
"... ... \n",
|
||
"3005 ['panting', 'pontang', 'ngeliat', 'gara2', 'iya'] \n",
|
||
"3006 ['994', '2', 'kabul', 'lumajang', '2022'] \n",
|
||
"3007 ['irawan', 'ferry', 'melinda', 'venna', 'kan',... \n",
|
||
"3008 ['ae', 'iyu', 'cowok', 'si', 'cewek', 'si', 's... \n",
|
||
"3009 ['adadikompas', 'alas', 'diberitahu', 'orangtu... \n",
|
||
"\n",
|
||
" positiveWords \\\n",
|
||
"0 ['verbal', 'rumah', 'dear', 'rumah'] \n",
|
||
"1 ['rumah', 'duga', 'kait', 'kuasa', 'rumah', 'b... \n",
|
||
"2 ['yakin', 'rumah'] \n",
|
||
"3 ['nabi', 'rumah'] \n",
|
||
"4 ['nyata', 'ya', 'angkat', 'rumah', 'rumah', 'r... \n",
|
||
"... ... \n",
|
||
"3005 [] \n",
|
||
"3006 ['hasil'] \n",
|
||
"3007 ['final'] \n",
|
||
"3008 ['ya', 'juta', 'kasih'] \n",
|
||
"3009 ['sehat', 'umur', 'sesuai'] \n",
|
||
"\n",
|
||
" negativeWords \n",
|
||
"0 ['why', 'wajar'] \n",
|
||
"1 ['alami', 'sakit', 'pagi'] \n",
|
||
"2 ['upaya', 'maaf'] \n",
|
||
"3 ['ajar', 'agama', 'sakit', 'sakit', 'agama', '... \n",
|
||
"4 ['jadi', 'isu', 'hamil', 'maksa', 'maksa'] \n",
|
||
"... ... \n",
|
||
"3005 ['cerai', 'ujung', 'susah', 'hidup', 'nikah', ... \n",
|
||
"3006 ['nikah', 'perkara', 'cerai', 'perkara', 'pa'] \n",
|
||
"3007 ['cerai', 'pesan'] \n",
|
||
"3008 ['cerai', 'serah', 'males', 'males'] \n",
|
||
"3009 ['anak', 'cerai', 'anak', 'mesti', 'anak', 'an... \n",
|
||
"\n",
|
||
"[3010 rows x 4 columns]"
|
||
],
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-6e599cb6-8f46-41ec-8c32-513041e9b3fe\" class=\"colab-df-container\">\n",
|
||
" <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>lastText</th>\n",
|
||
" <th>neutralWords</th>\n",
|
||
" <th>positiveWords</th>\n",
|
||
" <th>negativeWords</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>['tabok2an', 'anjing2an', 'pukul2an', 'rumah',...</td>\n",
|
||
" <td>['fisik', 'amp', 'tangga', 'keras', 'normalize...</td>\n",
|
||
" <td>['verbal', 'rumah', 'dear', 'rumah']</td>\n",
|
||
" <td>['why', 'wajar']</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>['acara', 'hotman', 'paris', 'hutapea', 'aku',...</td>\n",
|
||
" <td>['irawan', 'ferry', 'suami', 'kdrt', 'tangga',...</td>\n",
|
||
" <td>['rumah', 'duga', 'kait', 'kuasa', 'rumah', 'b...</td>\n",
|
||
" <td>['alami', 'sakit', 'pagi']</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>['stop', 'keras', 'rumah', 'tangga', 'maaf', '...</td>\n",
|
||
" <td>['doa', 'kaw', 'suami', 'tangga', 'keras', 'st...</td>\n",
|
||
" <td>['yakin', 'rumah']</td>\n",
|
||
" <td>['upaya', 'maaf']</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>['keras', 'rumah', 'tangga', 'mengatasnamakan'...</td>\n",
|
||
" <td>['paham', 'evaluasi', 'istri', 'istri', 'istri...</td>\n",
|
||
" <td>['nabi', 'rumah']</td>\n",
|
||
" <td>['ajar', 'agama', 'sakit', 'sakit', 'agama', '...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>['ya', 'suami', 'maksa', 'maksa', 'istri', 'ha...</td>\n",
|
||
" <td>['aneh', 'logika', 'tangga', 'keras', 'orang',...</td>\n",
|
||
" <td>['nyata', 'ya', 'angkat', 'rumah', 'rumah', 'r...</td>\n",
|
||
" <td>['jadi', 'isu', 'hamil', 'maksa', 'maksa']</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3005</th>\n",
|
||
" <td>['iya', 'trauma', 'gara2', 'ngeliat', 'anak', ...</td>\n",
|
||
" <td>['panting', 'pontang', 'ngeliat', 'gara2', 'iya']</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>['cerai', 'ujung', 'susah', 'hidup', 'nikah', ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3006</th>\n",
|
||
" <td>['2022', 'pa', 'lumajang', 'kabul', '2', '994'...</td>\n",
|
||
" <td>['994', '2', 'kabul', 'lumajang', '2022']</td>\n",
|
||
" <td>['hasil']</td>\n",
|
||
" <td>['nikah', 'perkara', 'cerai', 'perkara', 'pa']</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3007</th>\n",
|
||
" <td>['blak', 'blakan', 'hotman', 'paris', 'kan', '...</td>\n",
|
||
" <td>['irawan', 'ferry', 'melinda', 'venna', 'kan',...</td>\n",
|
||
" <td>['final']</td>\n",
|
||
" <td>['cerai', 'pesan']</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3008</th>\n",
|
||
" <td>['males', 'kasih', 'males', 'red', 'flagnya', ...</td>\n",
|
||
" <td>['ae', 'iyu', 'cowok', 'si', 'cewek', 'si', 's...</td>\n",
|
||
" <td>['ya', 'juta', 'kasih']</td>\n",
|
||
" <td>['cerai', 'serah', 'males', 'males']</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3009</th>\n",
|
||
" <td>['cerai', 'orangtua', 'akibat', 'selingkuh', '...</td>\n",
|
||
" <td>['adadikompas', 'alas', 'diberitahu', 'orangtu...</td>\n",
|
||
" <td>['sehat', 'umur', 'sesuai']</td>\n",
|
||
" <td>['anak', 'cerai', 'anak', 'mesti', 'anak', 'an...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3010 rows × 4 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6e599cb6-8f46-41ec-8c32-513041e9b3fe')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-6e599cb6-8f46-41ec-8c32-513041e9b3fe button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-6e599cb6-8f46-41ec-8c32-513041e9b3fe');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-744f6104-51df-4097-8cee-76ddeea383fc\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-744f6104-51df-4097-8cee-76ddeea383fc')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-744f6104-51df-4097-8cee-76ddeea383fc button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"type": "dataframe",
|
||
"variable_name": "wCloud",
|
||
"summary": "{\n \"name\": \"wCloud\",\n \"rows\": 3010,\n \"fields\": [\n {\n \"column\": \"lastText\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1900,\n \"samples\": [\n \"['tinggal', 'diam', 'nikita', 'mirzani', 'balas', 'ancam', 'jeblos', 'ustaz', 'maaher', 'penjara', 'bukti', 'keras', 'rumah', 'tangga', 'kdrt']\",\n \"['gdf', 'malam', 'teman', 'teman', 'teman', 'teman', 'ada', 'kampanye', 'anti', 'keras', 'rumah', 'tangga', 'alami', 'tanda', 'tanda', 'video', 'ragu', 'bantu']\",\n \"['sahkan', 'ruu', 'hapus', 'keras', 'seksual', 'teman', 'ruu', 'hapus', 'keras', 'seksual', 'p', 'ks', 'tetap', 'masuk', 'prolegnas', 'prioritas', '2021', 'loh', 'awal', 'proses', 'ruu', 'p', 'ks', 'bahas', 'sah']\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"neutralWords\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1851,\n \"samples\": [\n \"['surabaya', 'dapil', 'kdrt', 'ngangkat', 'sattt']\",\n \"['siang', 'tani', 'siang', 'santap', 'kuliner', 'didik', 'budaya', 'tangga', 'keras', 'kriminal', 'putar', 'siang', 'peristiwa']\",\n \"['soshum', 'psikologi', 'nih', '3', 'brokenhome', 'teman', 'kdrt', 'tangga', 'contoh', '2', 'pasien', 'psikologi', '1', 'psikologi']\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"positiveWords\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1217,\n \"samples\": [\n \"['baik', 'moga', 'ya']\",\n \"['adil', 'moga', 'umur', 'sebab', 'simpul']\",\n \"['utas', 'rumah', 'lapor', 'langsung', 'terima', 'tangan', 'pasti']\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"negativeWords\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1482,\n \"samples\": [\n \"['data', 'alami', 'pandemi', 'lupa']\",\n \"['bebas', 'hirup']\",\n \"['pandemi', 'risiko']\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 27
|
||
}
|
||
],
|
||
"source": [
|
||
"from wordcloud import WordCloud, STOPWORDS\n",
|
||
"from collections import Counter\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"import pandas as pd\n",
|
||
"sns.set(style = 'whitegrid')\n",
|
||
"\n",
|
||
"wCloud= pd.read_csv(wCloudInput,delimiter=',')\n",
|
||
"wCloud = wCloud[wCloudListColumn]\n",
|
||
"wCloud"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "ybt_mN0IkRau",
|
||
"outputId": "ce13e38f-62f3-4df2-c0aa-112492e3866d"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 500x400 with 1 Axes>"
|
||
],
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 500x400 with 1 Axes>"
|
||
],
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
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"<Figure size 500x400 with 1 Axes>"
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],
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"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 500x400 with 1 Axes>"
|
||
],
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 500x400 with 1 Axes>"
|
||
],
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 500x400 with 1 Axes>"
|
||
],
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 500x400 with 1 Axes>"
|
||
],
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 500x400 with 1 Axes>"
|
||
],
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
],
|
||
"source": [
|
||
"# word cloud untuk semua kata\n",
|
||
"setTittle = ['Dataset','Neutral','Positive','Negative']\n",
|
||
"def wordCloudShow(x):\n",
|
||
" listWord = cleaning(' '.join([i for i in wCloud[wCloud.columns[x]]]))\n",
|
||
" cloud = WordCloud(background_color = \"white\", max_words = 200, stopwords = set(STOPWORDS)).generate(listWord)\n",
|
||
" fig, ax = plt.subplots(figsize = (5, 4))\n",
|
||
" ax.set_title( \"WordCloud \"+ setTittle[x] +\" KDRT\", fontsize = 13)\n",
|
||
" ax.grid(False)\n",
|
||
" ax.imshow(cloud, interpolation='bilinear')\n",
|
||
" fig.tight_layout(pad=0)\n",
|
||
" ax.axis('off')\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
" word_freq = Counter(listWord.split())\n",
|
||
" top_words = word_freq.most_common(10)\n",
|
||
" words = [word[0] for word in top_words]\n",
|
||
" freqs = [word[1] for word in top_words]\n",
|
||
" plt.figure(figsize=(5, 4))\n",
|
||
" plt.bar(words, freqs)\n",
|
||
" plt.xlabel('Words')\n",
|
||
" plt.ylabel('Frequency')\n",
|
||
" plt.title( setTittle[x]+\" Words Frequency\", fontsize = 13)\n",
|
||
" plt.xticks(rotation=45)\n",
|
||
" plt.show()\n",
|
||
" print('')\n",
|
||
"\n",
|
||
" plt.plot(words, freqs, color='green', linestyle='dashed', linewidth = 3,\n",
|
||
" marker='o', markerfacecolor='blue', markersize=13)\n",
|
||
"\n",
|
||
" plt.xlabel('Words')\n",
|
||
" plt.ylabel('Frequency')\n",
|
||
" plt.title( setTittle[x]+\" Words Frequency\", fontsize = 13)\n",
|
||
" plt.xticks(rotation=45)\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"for i in range(len(setTittle)):\n",
|
||
" wordCloudShow(i)"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"colab": {
|
||
"collapsed_sections": [
|
||
"jHkPR-nXh0p9",
|
||
"LBcjMRWdik6L"
|
||
],
|
||
"provenance": []
|
||
},
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"name": "python"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 0
|
||
} |