Exploratory_data_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = \"E:\\Project\\Loker ASN 2023\\Loker ASN 2023 Clean.csv\"\n",
    "df = pd.read_csv(data, index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ins_nm</th>\n",
       "      <th>jp_nama</th>\n",
       "      <th>formasi_nm</th>\n",
       "      <th>jabatan_nm</th>\n",
       "      <th>lokasi_nm</th>\n",
       "      <th>pendidikan_nm</th>\n",
       "      <th>gaji_min</th>\n",
       "      <th>gaji_max</th>\n",
       "      <th>jumlah_formasi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - SULAWESI TENGGARA</td>\n",
       "      <td>D-III SURVEI, PENGUKURAN, PEMETAAN</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - SULAWESI TENGGARA</td>\n",
       "      <td>D-III GEOMATIKA</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - SULAWESI TENGGARA</td>\n",
       "      <td>D-III PERTANAHAN</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - SULAWESI TENGGARA</td>\n",
       "      <td>D-III TEKNIK GEODESI</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - SULAWESI TENGGARA</td>\n",
       "      <td>D-III GEOGRAFI</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              ins_nm      jp_nama formasi_nm  \\\n",
       "0  Kementerian Agraria dan Tata Ruang/Badan Perta...  PPPK Teknis     KHUSUS   \n",
       "0  Kementerian Agraria dan Tata Ruang/Badan Perta...  PPPK Teknis     KHUSUS   \n",
       "0  Kementerian Agraria dan Tata Ruang/Badan Perta...  PPPK Teknis     KHUSUS   \n",
       "0  Kementerian Agraria dan Tata Ruang/Badan Perta...  PPPK Teknis     KHUSUS   \n",
       "0  Kementerian Agraria dan Tata Ruang/Badan Perta...  PPPK Teknis     KHUSUS   \n",
       "\n",
       "                            jabatan_nm  \\\n",
       "0  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "0  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "0  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "0  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "0  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "\n",
       "                                 lokasi_nm  \\\n",
       "0  KEMENTERIAN ATR/BPN - SULAWESI TENGGARA   \n",
       "0  KEMENTERIAN ATR/BPN - SULAWESI TENGGARA   \n",
       "0  KEMENTERIAN ATR/BPN - SULAWESI TENGGARA   \n",
       "0  KEMENTERIAN ATR/BPN - SULAWESI TENGGARA   \n",
       "0  KEMENTERIAN ATR/BPN - SULAWESI TENGGARA   \n",
       "\n",
       "                        pendidikan_nm  gaji_min  gaji_max  jumlah_formasi  \n",
       "0  D-III SURVEI, PENGUKURAN, PEMETAAN   2647200   5147200              19  \n",
       "0                     D-III GEOMATIKA   2647200   5147200              19  \n",
       "0                    D-III PERTANAHAN   2647200   5147200              19  \n",
       "0                D-III TEKNIK GEODESI   2647200   5147200              19  \n",
       "0                      D-III GEOGRAFI   2647200   5147200              19  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>gaji_min</th>\n",
       "      <th>gaji_max</th>\n",
       "      <th>jumlah_formasi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.490580e+07</td>\n",
       "      <td>1.490580e+07</td>\n",
       "      <td>1.490580e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.811449e+06</td>\n",
       "      <td>7.289798e+06</td>\n",
       "      <td>7.652036e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.396316e+06</td>\n",
       "      <td>2.152138e+06</td>\n",
       "      <td>1.690283e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000e+06</td>\n",
       "      <td>1.000000e+06</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.966500e+06</td>\n",
       "      <td>5.466500e+06</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.506500e+06</td>\n",
       "      <td>6.966500e+06</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3.506500e+06</td>\n",
       "      <td>9.329380e+06</td>\n",
       "      <td>5.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.485192e+07</td>\n",
       "      <td>4.166500e+07</td>\n",
       "      <td>1.746000e+03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           gaji_min      gaji_max  jumlah_formasi\n",
       "count  1.490580e+07  1.490580e+07    1.490580e+07\n",
       "mean   3.811449e+06  7.289798e+06    7.652036e+00\n",
       "std    1.396316e+06  2.152138e+06    1.690283e+01\n",
       "min    1.000000e+06  1.000000e+06    1.000000e+00\n",
       "25%    2.966500e+06  5.466500e+06    1.000000e+00\n",
       "50%    3.506500e+06  6.966500e+06    1.000000e+00\n",
       "75%    3.506500e+06  9.329380e+06    5.000000e+00\n",
       "max    1.485192e+07  4.166500e+07    1.746000e+03"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analisis Jurusan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Menghitung jumlah kemunculan setiap 'pendidikan_nm' dan mengurutkannya secara descending\n",
    "top_pendidikan = df['pendidikan_nm'].value_counts().sort_values(ascending=False).head(5)\n",
    "\n",
    "# Membuat grafik bar chart horizontal\n",
    "plt.figure(\n",
    "    figsize=(10, 6))\n",
    "top_pendidikan.plot(kind='barh', color=['skyblue' if x != top_pendidikan.idxmax() else 'orange' for x in top_pendidikan.index])\n",
    "plt.title('Top 5 Jurusan yang Bisa Mendaftar')\n",
    "plt.xlabel('Jumlah')\n",
    "plt.ylabel('Pendidikan')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Menghitung jumlah pekerjaan untuk setiap tingkat pendidikan\n",
    "pendidikan_count = df['pendidikan_nm'].value_counts()\n",
    "\n",
    "# Pilih 10 tingkat pendidikan teratas\n",
    "top_pendidikan = pendidikan_count.head(5).index\n",
    "\n",
    "# Filter DataFrame untuk 10 tingkat pendidikan teratas\n",
    "df_top_pendidikan = df[df['pendidikan_nm'].isin(top_pendidikan)]\n",
    "\n",
    "# Membuat scatter plot untuk melihat hubungan antara tingkat pendidikan dan rentang gaji\n",
    "plt.figure(figsize=(10, 6))\n",
    "for pendidikan in top_pendidikan:\n",
    "    df_temp = df_top_pendidikan[df_top_pendidikan['pendidikan_nm'] == pendidikan]\n",
    "    plt.scatter(df_temp['pendidikan_nm'], df_temp['gaji_min'], label=f'Gaji Min - {pendidikan}', marker='o')\n",
    "\n",
    "# Menambahkan label dan judul plot\n",
    "plt.xlabel('Tingkat Pendidikan')\n",
    "plt.ylabel('Gaji')\n",
    "plt.title('Hubungan Antara Tingkat Pendidikan dan Gaji Minimum (Top 5 Pendidikan)')\n",
    "plt.xticks(range(len(top_pendidikan)), top_pendidikan)  # Mengganti label sumbu x dengan tingkat pendidikan\n",
    "plt.xticks(rotation=15)\n",
    "\n",
    "# Menampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Menghitung jumlah pekerjaan untuk setiap tingkat pendidikan\n",
    "pendidikan_count = df['pendidikan_nm'].value_counts()\n",
    "\n",
    "# Pilih 10 tingkat pendidikan teratas\n",
    "top_pendidikan = pendidikan_count.head(5).index\n",
    "\n",
    "# Filter DataFrame untuk 10 tingkat pendidikan teratas\n",
    "df_top_pendidikan = df[df['pendidikan_nm'].isin(top_pendidikan)]\n",
    "\n",
    "# Membuat scatter plot untuk melihat hubungan antara tingkat pendidikan dan rentang gaji\n",
    "plt.figure(figsize=(10, 6))\n",
    "for pendidikan in top_pendidikan:\n",
    "    df_temp = df_top_pendidikan[df_top_pendidikan['pendidikan_nm'] == pendidikan]\n",
    "    plt.scatter(df_temp['pendidikan_nm'], df_temp['gaji_max'], label=f'Gaji Mas - {pendidikan}', marker='o')\n",
    "\n",
    "# Menambahkan label dan judul plot\n",
    "plt.xlabel('Tingkat Pendidikan')\n",
    "plt.ylabel('Gaji')\n",
    "plt.title('Hubungan Antara Tingkat Pendidikan dan Gaji Maximum (Top 5 Pendidikan)')\n",
    "plt.xticks(range(len(top_pendidikan)), top_pendidikan)  # Mengganti label sumbu x dengan tingkat pendidikan\n",
    "plt.xticks(rotation=15)\n",
    "\n",
    "# Menampilkan plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analisis Formasi Pekerjaan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new = df.reset_index(drop=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>ins_nm</th>\n",
       "      <th>jp_nama</th>\n",
       "      <th>formasi_nm</th>\n",
       "      <th>jabatan_nm</th>\n",
       "      <th>lokasi_nm</th>\n",
       "      <th>pendidikan_nm</th>\n",
       "      <th>gaji_min</th>\n",
       "      <th>gaji_max</th>\n",
       "      <th>jumlah_formasi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - SULAWESI TENGGARA</td>\n",
       "      <td>D-III SURVEI, PENGUKURAN, PEMETAAN</td>\n",
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       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - SULAWESI TENGGARA</td>\n",
       "      <td>D-III GEOMATIKA</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - SULAWESI TENGGARA</td>\n",
       "      <td>D-III PERTANAHAN</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - SULAWESI TENGGARA</td>\n",
       "      <td>D-III TEKNIK GEODESI</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - SULAWESI TENGGARA</td>\n",
       "      <td>D-III GEOGRAFI</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index                                             ins_nm      jp_nama  \\\n",
       "0      0  Kementerian Agraria dan Tata Ruang/Badan Perta...  PPPK Teknis   \n",
       "1      0  Kementerian Agraria dan Tata Ruang/Badan Perta...  PPPK Teknis   \n",
       "2      0  Kementerian Agraria dan Tata Ruang/Badan Perta...  PPPK Teknis   \n",
       "3      0  Kementerian Agraria dan Tata Ruang/Badan Perta...  PPPK Teknis   \n",
       "4      0  Kementerian Agraria dan Tata Ruang/Badan Perta...  PPPK Teknis   \n",
       "\n",
       "  formasi_nm                           jabatan_nm  \\\n",
       "0     KHUSUS  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "1     KHUSUS  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "2     KHUSUS  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "3     KHUSUS  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "4     KHUSUS  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "\n",
       "                                 lokasi_nm  \\\n",
       "0  KEMENTERIAN ATR/BPN - SULAWESI TENGGARA   \n",
       "1  KEMENTERIAN ATR/BPN - SULAWESI TENGGARA   \n",
       "2  KEMENTERIAN ATR/BPN - SULAWESI TENGGARA   \n",
       "3  KEMENTERIAN ATR/BPN - SULAWESI TENGGARA   \n",
       "4  KEMENTERIAN ATR/BPN - SULAWESI TENGGARA   \n",
       "\n",
       "                        pendidikan_nm  gaji_min  gaji_max  jumlah_formasi  \n",
       "0  D-III SURVEI, PENGUKURAN, PEMETAAN   2647200   5147200              19  \n",
       "1                     D-III GEOMATIKA   2647200   5147200              19  \n",
       "2                    D-III PERTANAHAN   2647200   5147200              19  \n",
       "3                D-III TEKNIK GEODESI   2647200   5147200              19  \n",
       "4                      D-III GEOGRAFI   2647200   5147200              19  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>level_0</th>\n",
       "      <th>ins_nm</th>\n",
       "      <th>jp_nama</th>\n",
       "      <th>formasi_nm</th>\n",
       "      <th>jabatan_nm</th>\n",
       "      <th>lokasi_nm</th>\n",
       "      <th>pendidikan_nm</th>\n",
       "      <th>gaji_min</th>\n",
       "      <th>gaji_max</th>\n",
       "      <th>jumlah_formasi</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>index</th>\n",
       "      <th></th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - SULAWESI TENGGARA</td>\n",
       "      <td>D-III SURVEI, PENGUKURAN, PEMETAAN</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - ACEH</td>\n",
       "      <td>D-III SURVEI, PENGUKURAN, PEMETAAN</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - LAMPUNG</td>\n",
       "      <td>D-III SURVEI, PENGUKURAN, PEMETAAN</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15</td>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - NUSA TENGGARA TIMUR</td>\n",
       "      <td>D-III SURVEI, PENGUKURAN, PEMETAAN</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20</td>\n",
       "      <td>Kementerian Agraria dan Tata Ruang/Badan Perta...</td>\n",
       "      <td>PPPK Teknis</td>\n",
       "      <td>KHUSUS</td>\n",
       "      <td>TERAMPIL - ASISTEN PENATA KADASTRAL</td>\n",
       "      <td>KEMENTERIAN ATR/BPN - PAPUA</td>\n",
       "      <td>D-III SURVEI, PENGUKURAN, PEMETAAN</td>\n",
       "      <td>2647200</td>\n",
       "      <td>5147200</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       level_0                                             ins_nm  \\\n",
       "index                                                               \n",
       "0            0  Kementerian Agraria dan Tata Ruang/Badan Perta...   \n",
       "1            5  Kementerian Agraria dan Tata Ruang/Badan Perta...   \n",
       "2           10  Kementerian Agraria dan Tata Ruang/Badan Perta...   \n",
       "3           15  Kementerian Agraria dan Tata Ruang/Badan Perta...   \n",
       "4           20  Kementerian Agraria dan Tata Ruang/Badan Perta...   \n",
       "\n",
       "           jp_nama formasi_nm                           jabatan_nm  \\\n",
       "index                                                                \n",
       "0      PPPK Teknis     KHUSUS  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "1      PPPK Teknis     KHUSUS  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "2      PPPK Teknis     KHUSUS  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "3      PPPK Teknis     KHUSUS  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "4      PPPK Teknis     KHUSUS  TERAMPIL - ASISTEN PENATA KADASTRAL   \n",
       "\n",
       "                                       lokasi_nm  \\\n",
       "index                                              \n",
       "0        KEMENTERIAN ATR/BPN - SULAWESI TENGGARA   \n",
       "1                     KEMENTERIAN ATR/BPN - ACEH   \n",
       "2                  KEMENTERIAN ATR/BPN - LAMPUNG   \n",
       "3      KEMENTERIAN ATR/BPN - NUSA TENGGARA TIMUR   \n",
       "4                    KEMENTERIAN ATR/BPN - PAPUA   \n",
       "\n",
       "                            pendidikan_nm  gaji_min  gaji_max  jumlah_formasi  \n",
       "index                                                                          \n",
       "0      D-III SURVEI, PENGUKURAN, PEMETAAN   2647200   5147200              19  \n",
       "1      D-III SURVEI, PENGUKURAN, PEMETAAN   2647200   5147200              15  \n",
       "2      D-III SURVEI, PENGUKURAN, PEMETAAN   2647200   5147200              12  \n",
       "3      D-III SURVEI, PENGUKURAN, PEMETAAN   2647200   5147200              12  \n",
       "4      D-III SURVEI, PENGUKURAN, PEMETAAN   2647200   5147200              12  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Menghilangkan duplikat berdasarkan index\n",
    "df_unique_index = df_new.reset_index().drop_duplicates(subset='index').set_index('index')\n",
    "\n",
    "# Menampilkan DataFrame setelah menghilangkan duplikat\n",
    "df_unique_index.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Menghitung jumlah formasi untuk setiap instansi\n",
    "top_instansi = df_unique_index.groupby('ins_nm')['jumlah_formasi'].sum().sort_values(ascending=False).head(5)\n",
    "\n",
    "# Membuat grafik bar chart horizontal\n",
    "plt.figure(figsize=(10, 6))\n",
    "top_instansi.sort_values().plot(kind='barh', color='skyblue')\n",
    "plt.title('Top 5 Instansi dengan Formasi Terbanyak')\n",
    "plt.xlabel('Jumlah Formasi')\n",
    "plt.ylabel('Instansi')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Menghitung jumlah formasi untuk setiap instansi\n",
    "top_instansi = df_unique_index.groupby('jabatan_nm')['jumlah_formasi'].sum().sort_values(ascending=False).head(5)\n",
    "\n",
    "# Membuat grafik bar chart horizontal\n",
    "plt.figure(figsize=(10, 6))\n",
    "top_instansi.sort_values().plot(kind='barh', color='skyblue')\n",
    "plt.title('Top 5 Jabatan dengan Formasi Terbanyak')\n",
    "plt.xlabel('Jumlah Formasi')\n",
    "plt.ylabel('Instansi')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analisis Lokasi Instansi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Menghitung top 10 lokasi pekerjaan berdasarkan jumlah_formasi\n",
    "top_lokasi = df_unique_index.groupby('lokasi_nm')['jumlah_formasi'].sum().nlargest(5).index\n",
    "\n",
    "# Filter DataFrame untuk top 10 lokasi\n",
    "df_top_lokasi = df_unique_index[df_unique_index['lokasi_nm'].isin(top_lokasi)]\n",
    "\n",
    "# Membuat bar chart untuk melihat jumlah lowongan pekerjaan top 10 lokasi\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='lokasi_nm', y='jumlah_formasi', data=df_top_lokasi, palette='viridis')\n",
    "plt.xlabel('Lokasi Pekerjaan')\n",
    "plt.ylabel('Jumlah Lowongan Pekerjaan')\n",
    "plt.title('Top 10 Lokasi Pekerjaan Berdasarkan Jumlah Formasi')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Membuat boxplot untuk melihat perbedaan gaji berdasarkan lokasi\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.boxplot(x='lokasi_nm', y='gaji_min', data=df_top_lokasi, palette='viridis')\n",
    "plt.xlabel('Lokasi Pekerjaan')\n",
    "plt.ylabel('Gaji Min')\n",
    "plt.title('Perbedaan Gaji Berdasarkan Lokasi (Top 10 Lokasi)')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Membuat boxplot untuk melihat perbedaan gaji berdasarkan lokasi\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.boxplot(x='lokasi_nm', y='gaji_max', data=df_top_lokasi, palette='viridis')\n",
    "plt.xlabel('Lokasi Pekerjaan')\n",
    "plt.ylabel('Gaji Max')\n",
    "plt.title('Perbedaan Gaji Berdasarkan Lokasi (Top 10 Lokasi)')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analisis Gaji Masing-masing Formasi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           gaji_min  gaji_max\n",
      "ins_nm                                       \n",
      "Pemerintah Kab. Bengkalis   2966500  41665000\n"
     ]
    }
   ],
   "source": [
    "# Melihat instansi dengan tawaran gaji tertinggi\n",
    "gaji_tertinggi = df['gaji_max'].max()\n",
    "ins_gaji_tertinggi = df[df['gaji_max'] == gaji_tertinggi].groupby('ins_nm').first()[['gaji_min','gaji_max']]\n",
    "print(ins_gaji_tertinggi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 gaji_min  gaji_max\n",
      "ins_nm                                             \n",
      "Pemerintah Kab. Halmahera Timur   1000000   1000000\n",
      "Pemerintah Kab. Sumbawa           1000000   3000000\n"
     ]
    }
   ],
   "source": [
    "# Melihat instansi dengan tawaran gaji terendah\n",
    "gaji_terendah = df['gaji_min'].min()\n",
    "\n",
    "# Menggunakan groupby dan mengambil baris pertama dari setiap kelompok\n",
    "ins_gaji_terendah = df[df['gaji_min'] == gaji_terendah].groupby('ins_nm').first()[['gaji_min','gaji_max']]\n",
    "\n",
    "# Menampilkan instansi dengan gaji terendah, satu baris per instansi\n",
    "print(ins_gaji_terendah)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\ASUS\\anaconda3\\lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Membuat histogram untuk distribusi gaji minimum\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(df_unique_index['gaji_min'], bins=20, kde=True, color='skyblue')\n",
    "plt.xlabel('Gaji Minimum')\n",
    "plt.ylabel('Frekuensi')\n",
    "plt.title('Distribusi Gaji Minimum')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Membuat boxplot untuk distribusi gaji minimum dan gaji maksimum\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.boxplot(data=df_unique_index[['gaji_min', 'gaji_max']], palette='viridis')\n",
    "plt.xlabel('Gaji')\n",
    "plt.ylabel('Nilai Gaji')\n",
    "plt.title('Distribusi Gaji Minimum dan Gaji Maksimum')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}