main.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-03-29T05:17:49.790151Z",
     "start_time": "2024-03-29T05:17:49.746284Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "sns.set_theme(style=\"whitegrid\")\n",
    "\n",
    "\n",
    "import pandas as pd\n",
    "ds_gk = pd.read_csv('datasets/gk.df.csv')\n",
    "ds_upah = pd.read_csv('datasets/upah.df.csv')\n",
    "ds_pengeluaran = pd.read_csv('datasets/peng.df.csv')\n",
    "ds_ump = pd.read_csv('datasets/ump.df.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "             tahun           ump\ncount   735.000000  7.110000e+02\nmean   2012.000000  1.402290e+06\nstd       6.059424  8.762622e+05\nmin    2002.000000  2.450000e+05\n25%    2007.000000  6.639865e+05\n50%    2012.000000  1.125207e+06\n75%    2017.000000  2.074002e+06\nmax    2022.000000  4.641854e+06",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>tahun</th>\n      <th>ump</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>735.000000</td>\n      <td>7.110000e+02</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>2012.000000</td>\n      <td>1.402290e+06</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>6.059424</td>\n      <td>8.762622e+05</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>2002.000000</td>\n      <td>2.450000e+05</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>2007.000000</td>\n      <td>6.639865e+05</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>2012.000000</td>\n      <td>1.125207e+06</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>2017.000000</td>\n      <td>2.074002e+06</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>2022.000000</td>\n      <td>4.641854e+06</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_gk.describe()\n",
    "ds_upah.describe()\n",
    "ds_pengeluaran.describe()\n",
    "ds_ump.describe()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T05:58:14.058137Z",
     "start_time": "2024-03-29T05:58:14.020490Z"
    }
   },
   "id": "d1bdf4bf53fffd05",
   "execution_count": 98
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['MAKANAN' 'NONMAKANAN' 'TOTAL']\n"
     ]
    }
   ],
   "source": [
    "print(ds_pengeluaran['jenis'].unique())\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T05:17:49.834730Z",
     "start_time": "2024-03-29T05:17:49.826592Z"
    }
   },
   "id": "a39e0ffc12aabec1",
   "execution_count": 80
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     tahun           provinsi        gk\n",
      "0     2013               ACEH  347714.0\n",
      "1     2013               BALI  274265.0\n",
      "2     2013             BANTEN  270225.0\n",
      "3     2013           BENGKULU  320500.0\n",
      "4     2013      DI YOGYAKARTA  286915.0\n",
      "..     ...                ...       ...\n",
      "345   2022  SULAWESI TENGGARA  420774.0\n",
      "346   2022     SULAWESI UTARA  440359.0\n",
      "347   2022     SUMATERA BARAT  632289.0\n",
      "348   2022   SUMATERA SELATAN  503999.0\n",
      "349   2022     SUMATERA UTARA  574907.0\n",
      "\n",
      "[350 rows x 3 columns]\n"
     ]
    }
   ],
   "source": [
    "gkJenis = ds_gk.query(\"jenis == 'TOTAL'\").groupby(['tahun', 'provinsi'])['gk'].mean().round(decimals=0).reset_index()\n",
    "print(gkJenis)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T05:17:49.867228Z",
     "start_time": "2024-03-29T05:17:49.838294Z"
    }
   },
   "id": "83ac78739bef1e92",
   "execution_count": 81
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     tahun           provinsi       peng\n",
      "0     2007               ACEH   366737.0\n",
      "1     2007               BALI   426027.0\n",
      "2     2007             BANTEN   400548.0\n",
      "3     2007           BENGKULU   339987.0\n",
      "4     2007      DI YOGYAKARTA   362410.0\n",
      "..     ...                ...        ...\n",
      "555   2022  SULAWESI TENGGARA  1153846.0\n",
      "556   2022     SULAWESI UTARA  1229053.0\n",
      "557   2022     SUMATERA BARAT  1345257.0\n",
      "558   2022   SUMATERA SELATAN  1176720.0\n",
      "559   2022     SUMATERA UTARA  1203490.0\n",
      "\n",
      "[560 rows x 3 columns]\n"
     ]
    }
   ],
   "source": [
    "pengeluaranJenis = ds_pengeluaran.query(\"jenis == 'TOTAL'\").groupby(['tahun', 'provinsi'])['peng'].mean().round(decimals=0).reset_index()\n",
    "print(pengeluaranJenis)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T05:17:49.867853Z",
     "start_time": "2024-03-29T05:17:49.854960Z"
    }
   },
   "id": "117c5d7663a978b5",
   "execution_count": 82
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "gkTahunan = gkJenis.query(\"tahun >= 2016\").groupby(['tahun', 'provinsi'])['gk'].mean().round(decimals=0)\n",
    "umpTahunan = ds_ump.query(\"tahun >= 2016\").groupby(['tahun', 'provinsi'])['ump'].mean().round(decimals=0)\n",
    "pengeluaranTahunan = pengeluaranJenis.query(\"tahun >= 2016\").groupby(['tahun', 'provinsi'])['peng'].mean().round(decimals=0)\n",
    "upahTahunan = ds_upah.query(\"tahun >= 2016\").groupby(['tahun', 'provinsi'])['upah'].mean().round(decimals=0)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T05:17:49.882525Z",
     "start_time": "2024-03-29T05:17:49.864562Z"
    }
   },
   "id": "28d5ce1141c91c6d",
   "execution_count": 83
  },
  {
   "cell_type": "markdown",
   "source": [
    "Menggabungkan menjadi 1 Data Frame"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "58e04f21cde7d9c"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     tahun           provinsi        gk        ump       peng     upah\n",
      "0     2016               ACEH  421498.0  2118500.0   867173.0  13627.0\n",
      "1     2016               BALI  340343.0  1807600.0  1069888.0  14852.0\n",
      "2     2016             BANTEN  366790.0  1784000.0  1060726.0  21033.0\n",
      "3     2016           BENGKULU  429966.0  1605000.0   948806.0  13471.0\n",
      "4     2016      DI YOGYAKARTA  353014.0   988500.0  1010194.0  12070.0\n",
      "..     ...                ...       ...        ...        ...      ...\n",
      "240   2022  SULAWESI TENGGARA  420774.0  2710596.0  1153846.0  17542.0\n",
      "241   2022     SULAWESI UTARA  440359.0  3310723.0  1229053.0  18335.0\n",
      "242   2022     SUMATERA BARAT  632289.0  2512539.0  1345257.0  15887.0\n",
      "243   2022   SUMATERA SELATAN  503999.0  3144446.0  1176720.0  15978.0\n",
      "244   2022     SUMATERA UTARA  574907.0  2522610.0  1203490.0  15131.0\n",
      "\n",
      "[245 rows x 6 columns]\n"
     ]
    }
   ],
   "source": [
    "resultDiscovered = pd.concat([gkTahunan, umpTahunan, pengeluaranTahunan, upahTahunan], axis=1, join='outer')\n",
    "result = pd.concat([gkTahunan, umpTahunan, pengeluaranTahunan, upahTahunan], axis=1, join='outer').reset_index()\n",
    "pd.set_option('display.max_rows', 10)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.width', 1000)\n",
    "print(result)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T05:17:49.911667Z",
     "start_time": "2024-03-29T05:17:49.876200Z"
    }
   },
   "id": "37f8d145573e61cb",
   "execution_count": 84
  },
  {
   "cell_type": "markdown",
   "source": [
    "Merubah nama kolom"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "feff3027d2767b5b"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     Tahun           Provinsi  GarisKemiskinan  UpahMinimumPerbulan  PengeluaranPerBulan  UpahPerJam\n",
      "0     2016               ACEH         421498.0            2118500.0             867173.0     13627.0\n",
      "1     2016               BALI         340343.0            1807600.0            1069888.0     14852.0\n",
      "2     2016             BANTEN         366790.0            1784000.0            1060726.0     21033.0\n",
      "3     2016           BENGKULU         429966.0            1605000.0             948806.0     13471.0\n",
      "4     2016      DI YOGYAKARTA         353014.0             988500.0            1010194.0     12070.0\n",
      "..     ...                ...              ...                  ...                  ...         ...\n",
      "240   2022  SULAWESI TENGGARA         420774.0            2710596.0            1153846.0     17542.0\n",
      "241   2022     SULAWESI UTARA         440359.0            3310723.0            1229053.0     18335.0\n",
      "242   2022     SUMATERA BARAT         632289.0            2512539.0            1345257.0     15887.0\n",
      "243   2022   SUMATERA SELATAN         503999.0            3144446.0            1176720.0     15978.0\n",
      "244   2022     SUMATERA UTARA         574907.0            2522610.0            1203490.0     15131.0\n",
      "\n",
      "[245 rows x 6 columns]\n"
     ]
    }
   ],
   "source": [
    "result.rename(columns={'tahun':'Tahun', 'provinsi':'Provinsi', 'ump':'UpahMinimumPerbulan', 'gk':'GarisKemiskinan', 'peng':'PengeluaranPerBulan', 'upah':'UpahPerJam'}, inplace=1 )\n",
    "print(result)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T05:17:49.912502Z",
     "start_time": "2024-03-29T05:17:49.883116Z"
    }
   },
   "id": "2983093f80bf8c5f",
   "execution_count": 85
  },
  {
   "cell_type": "markdown",
   "source": [
    "Analysis\n",
    "Provinsi dengan rata-rata upah bulanan (asumsi jam kerja adalah 173 jam per bulan) lebih rendah dari UMP"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "1b6e18032dfe3928"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "     Tahun           Provinsi  GarisKemiskinan  UpahMinimumPerbulan  PengeluaranPerBulan  UpahPerJam  UpahRataRataPerbulan          StatusUMP\n0     2016               ACEH         421498.0            2118500.0             867173.0     13627.0             2357471.0  Tidak Dibawah UMP\n1     2016               BALI         340343.0            1807600.0            1069888.0     14852.0             2569396.0  Tidak Dibawah UMP\n2     2016             BANTEN         366790.0            1784000.0            1060726.0     21033.0             3638709.0  Tidak Dibawah UMP\n3     2016           BENGKULU         429966.0            1605000.0             948806.0     13471.0             2330483.0  Tidak Dibawah UMP\n4     2016      DI YOGYAKARTA         353014.0             988500.0            1010194.0     12070.0             2088110.0  Tidak Dibawah UMP\n..     ...                ...              ...                  ...                  ...         ...                   ...                ...\n240   2022  SULAWESI TENGGARA         420774.0            2710596.0            1153846.0     17542.0             3034766.0  Tidak Dibawah UMP\n241   2022     SULAWESI UTARA         440359.0            3310723.0            1229053.0     18335.0             3171955.0        Dibawah UMP\n242   2022     SUMATERA BARAT         632289.0            2512539.0            1345257.0     15887.0             2748451.0  Tidak Dibawah UMP\n243   2022   SUMATERA SELATAN         503999.0            3144446.0            1176720.0     15978.0             2764194.0        Dibawah UMP\n244   2022     SUMATERA UTARA         574907.0            2522610.0            1203490.0     15131.0             2617663.0  Tidak Dibawah UMP\n\n[245 rows x 8 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Tahun</th>\n      <th>Provinsi</th>\n      <th>GarisKemiskinan</th>\n      <th>UpahMinimumPerbulan</th>\n      <th>PengeluaranPerBulan</th>\n      <th>UpahPerJam</th>\n      <th>UpahRataRataPerbulan</th>\n      <th>StatusUMP</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2016</td>\n      <td>ACEH</td>\n      <td>421498.0</td>\n      <td>2118500.0</td>\n      <td>867173.0</td>\n      <td>13627.0</td>\n      <td>2357471.0</td>\n      <td>Tidak Dibawah UMP</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2016</td>\n      <td>BALI</td>\n      <td>340343.0</td>\n      <td>1807600.0</td>\n      <td>1069888.0</td>\n      <td>14852.0</td>\n      <td>2569396.0</td>\n      <td>Tidak Dibawah UMP</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2016</td>\n      <td>BANTEN</td>\n      <td>366790.0</td>\n      <td>1784000.0</td>\n      <td>1060726.0</td>\n      <td>21033.0</td>\n      <td>3638709.0</td>\n      <td>Tidak Dibawah UMP</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2016</td>\n      <td>BENGKULU</td>\n      <td>429966.0</td>\n      <td>1605000.0</td>\n      <td>948806.0</td>\n      <td>13471.0</td>\n      <td>2330483.0</td>\n      <td>Tidak Dibawah UMP</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2016</td>\n      <td>DI YOGYAKARTA</td>\n      <td>353014.0</td>\n      <td>988500.0</td>\n      <td>1010194.0</td>\n      <td>12070.0</td>\n      <td>2088110.0</td>\n      <td>Tidak Dibawah UMP</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>240</th>\n      <td>2022</td>\n      <td>SULAWESI TENGGARA</td>\n      <td>420774.0</td>\n      <td>2710596.0</td>\n      <td>1153846.0</td>\n      <td>17542.0</td>\n      <td>3034766.0</td>\n      <td>Tidak Dibawah UMP</td>\n    </tr>\n    <tr>\n      <th>241</th>\n      <td>2022</td>\n      <td>SULAWESI UTARA</td>\n      <td>440359.0</td>\n      <td>3310723.0</td>\n      <td>1229053.0</td>\n      <td>18335.0</td>\n      <td>3171955.0</td>\n      <td>Dibawah UMP</td>\n    </tr>\n    <tr>\n      <th>242</th>\n      <td>2022</td>\n      <td>SUMATERA BARAT</td>\n      <td>632289.0</td>\n      <td>2512539.0</td>\n      <td>1345257.0</td>\n      <td>15887.0</td>\n      <td>2748451.0</td>\n      <td>Tidak Dibawah UMP</td>\n    </tr>\n    <tr>\n      <th>243</th>\n      <td>2022</td>\n      <td>SUMATERA SELATAN</td>\n      <td>503999.0</td>\n      <td>3144446.0</td>\n      <td>1176720.0</td>\n      <td>15978.0</td>\n      <td>2764194.0</td>\n      <td>Dibawah UMP</td>\n    </tr>\n    <tr>\n      <th>244</th>\n      <td>2022</td>\n      <td>SUMATERA UTARA</td>\n      <td>574907.0</td>\n      <td>2522610.0</td>\n      <td>1203490.0</td>\n      <td>15131.0</td>\n      <td>2617663.0</td>\n      <td>Tidak Dibawah UMP</td>\n    </tr>\n  </tbody>\n</table>\n<p>245 rows × 8 columns</p>\n</div>"
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result['UpahRataRataPerbulan'] = result['UpahPerJam']*173\n",
    "\n",
    "result['StatusUMP'] = np.where(result['UpahRataRataPerbulan'] < result['UpahMinimumPerbulan'], 'Dibawah UMP', 'Tidak Dibawah UMP')\n",
    "pd.set_option('display.max_rows', 10)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.width', 1000)\n",
    "\n",
    "result"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T05:17:49.913203Z",
     "start_time": "2024-03-29T05:17:49.895726Z"
    }
   },
   "id": "3ed986d649ba2c02",
   "execution_count": 86
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(12,6))\n",
    "\n",
    "jumlahTahun = result.query(\"`StatusUMP` == 'Dibawah UMP'\")\n",
    "grupingTahun = jumlahTahun.groupby(['Tahun']).size()\n",
    "\n",
    "grupingTahun.plot(kind='bar', ax = axes[0], subplots=True)\n",
    "\n",
    "jumlahProvinsi = result.query(\"`StatusUMP` == 'Dibawah UMP'\")\n",
    "grupingProvinsi = jumlahTahun.groupby(['Provinsi']).size()\n",
    "grupingProvinsi.plot(kind='bar', ax=axes[1], subplots=True, color='green')\n",
    "\n",
    "axes[0].set_title(f\"# Provinsi dengan rata-rata pendapatan dibawah UMP\")\n",
    "axes[1].set_title(f\"# Kejadian gaji rata-rata provinsi dibawah UMP\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T05:17:50.159889Z",
     "start_time": "2024-03-29T05:17:49.921494Z"
    }
   },
   "id": "8fd50961806f131c",
   "execution_count": 87
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "                      GarisKemiskinan  UpahMinimumPerbulan  PengeluaranPerBulan  UpahPerJam  UpahRataRataPerbulan\nGarisKemiskinan              1.000000             0.584619             0.773740    0.609135              0.609135\nUpahMinimumPerbulan          0.584619             1.000000             0.644684    0.653905              0.653905\nPengeluaranPerBulan          0.773740             0.644684             1.000000    0.747722              0.747722\nUpahPerJam                   0.609135             0.653905             0.747722    1.000000              1.000000\nUpahRataRataPerbulan         0.609135             0.653905             0.747722    1.000000              1.000000",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>GarisKemiskinan</th>\n      <th>UpahMinimumPerbulan</th>\n      <th>PengeluaranPerBulan</th>\n      <th>UpahPerJam</th>\n      <th>UpahRataRataPerbulan</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>GarisKemiskinan</th>\n      <td>1.000000</td>\n      <td>0.584619</td>\n      <td>0.773740</td>\n      <td>0.609135</td>\n      <td>0.609135</td>\n    </tr>\n    <tr>\n      <th>UpahMinimumPerbulan</th>\n      <td>0.584619</td>\n      <td>1.000000</td>\n      <td>0.644684</td>\n      <td>0.653905</td>\n      <td>0.653905</td>\n    </tr>\n    <tr>\n      <th>PengeluaranPerBulan</th>\n      <td>0.773740</td>\n      <td>0.644684</td>\n      <td>1.000000</td>\n      <td>0.747722</td>\n      <td>0.747722</td>\n    </tr>\n    <tr>\n      <th>UpahPerJam</th>\n      <td>0.609135</td>\n      <td>0.653905</td>\n      <td>0.747722</td>\n      <td>1.000000</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>UpahRataRataPerbulan</th>\n      <td>0.609135</td>\n      <td>0.653905</td>\n      <td>0.747722</td>\n      <td>1.000000</td>\n      <td>1.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.loc[:, ~result.columns.isin(['Provinsi', 'Tahun', 'StatusUMP'])].corr()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T05:17:50.171007Z",
     "start_time": "2024-03-29T05:17:50.160485Z"
    }
   },
   "id": "8765fbfe17abd1da",
   "execution_count": 88
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hasilNasional = result[result['Provinsi'] == 'INDONESIA']\n",
    "hasilNasional\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "hasilNasional.plot(x='Tahun', y=['GarisKemiskinan', 'UpahMinimumPerbulan', 'PengeluaranPerBulan', 'UpahRataRataPerbulan'], figsize=(10,5))\n",
    "\n",
    "plt.xlabel=('Tahun')\n",
    "plt.ylabel=('Value')\n",
    "plt.title('Data Gaji Tahunan Indonesia')\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T05:17:50.334956Z",
     "start_time": "2024-03-29T05:17:50.171454Z"
    }
   },
   "id": "4f78cbad3c7159a7",
   "execution_count": 89
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "6d32af4429b5fcf3"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1500x600 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "RataRataGajiProvinsi = result.groupby(['Provinsi'])['UpahRataRataPerbulan'].mean().round(0)\n",
    "RataRataPengeluaranProvinsi = result.groupby(['Provinsi'])['PengeluaranPerBulan'].mean().round(0)\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1,ncols=2,figsize=(15,6))\n",
    "\n",
    "RataRataProvinsi = pd.concat([RataRataGajiProvinsi, RataRataPengeluaranProvinsi], axis=1, join='outer').reset_index()\n",
    "RataRataProvinsi['Mean Upah Perbulan (dalam Juta)'] = RataRataProvinsi['UpahRataRataPerbulan']/1000000\n",
    "RataRataProvinsi['Pengeluaran Bulanan (dalam Juta)'] = RataRataProvinsi['PengeluaranPerBulan']/1000000\n",
    "# RataRataProvinsi\n",
    "ax = RataRataProvinsi.plot(kind='scatter', x = 'Pengeluaran Bulanan (dalam Juta)', y = 'Mean Upah Perbulan (dalam Juta)', s = 100, ax = axes[1], subplots=True)\n",
    "\n",
    "\n",
    "\n",
    "RataRataProvinsi['percentage'] = 100*RataRataProvinsi['UpahRataRataPerbulan']/RataRataProvinsi['PengeluaranPerBulan']\n",
    "PersentaseRataRataProvinsi = RataRataProvinsi.query(\"`Provinsi` != 'INDONESIA'\")\n",
    "PersentaseRataRataProvinsi = PersentaseRataRataProvinsi.sort_values(by=['percentage'], ascending=False)\n",
    "# PersentaseRataRataProvinsi\n",
    "PersentaseRataRataProvinsi.plot(kind=\"barh\", color='orange', x='Provinsi', y='percentage', ax = axes[0], subplots=True)\n",
    "\n",
    "\n",
    "axes[1].set_title(f\"Pengeluaran dan Pendapatan Provinsi\")\n",
    "axes[0].set_title(f\"Ranking presentase Pendapatan/Pengeluaran \")\n",
    "\n",
    "# plt.xticks(np.arange(0, 5,step=0.5))\n",
    "# plt.yticks(np.arange(0, 5,step=0.5))\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T06:17:58.012176Z",
     "start_time": "2024-03-29T06:17:57.336469Z"
    }
   },
   "id": "c522effb7ab02b06",
   "execution_count": 101
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "83609cbe38cd4b95"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'str' object is not callable",
     "output_type": "error",
     "traceback": [
      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[0;31mTypeError\u001B[0m                                 Traceback (most recent call last)",
      "Cell \u001B[0;32mIn[102], line 79\u001B[0m\n\u001B[1;32m     77\u001B[0m \u001B[38;5;66;03m# Set the label\u001B[39;00m\n\u001B[1;32m     78\u001B[0m plt\u001B[38;5;241m.\u001B[39mrcParams[\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mfigure.figsize\u001B[39m\u001B[38;5;124m\"\u001B[39m] \u001B[38;5;241m=\u001B[39m (\u001B[38;5;241m20\u001B[39m,\u001B[38;5;241m5\u001B[39m)\n\u001B[0;32m---> 79\u001B[0m \u001B[43mplt\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mxlabel\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mTahun\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m)\u001B[49m\n\u001B[1;32m     80\u001B[0m plt\u001B[38;5;241m.\u001B[39mylabel(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mNilai\u001B[39m\u001B[38;5;124m'\u001B[39m)\n\u001B[1;32m     82\u001B[0m \u001B[38;5;66;03m# Set the title of the plot\u001B[39;00m\n",
      "\u001B[0;31mTypeError\u001B[0m: 'str' object is not callable"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1500x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import figure\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "HasilNasional = result[result['Provinsi'] == 'INDONESIA']\n",
    "# print(HasilNasional)\n",
    "\n",
    "model1 = LinearRegression()\n",
    "model2 = LinearRegression()\n",
    "model3 = LinearRegression()\n",
    "model4 = LinearRegression()\n",
    "\n",
    "# Process Data GK\n",
    "gkClear = ds_gk.groupby(['tahun'])['gk'].mean().round(0).reset_index()\n",
    "gkClear.rename(columns = {'tahun':'Tahun', 'gk':'GarisKemiskinan'}, inplace = True)\n",
    "modelPoverty = model1.fit( gkClear[[\"Tahun\"]], gkClear[\"GarisKemiskinan\"] )\n",
    "\n",
    "# Process Data UMP\n",
    "umpClear = ds_ump.groupby(['tahun'])['ump'].mean().round(0).reset_index()\n",
    "umpClear.rename(columns = {'tahun':'Tahun', 'ump':'UpahMinimumPerbulan'}, inplace = True)\n",
    "modelUmp = model2.fit( umpClear[[\"Tahun\"]], umpClear[\"UpahMinimumPerbulan\"] )\n",
    "\n",
    "# Process Data Expense\n",
    "pengeluaranClear = ds_pengeluaran.groupby(['tahun'])['peng'].mean().round(0).reset_index()\n",
    "pengeluaranClear.rename(columns = {'tahun':'Tahun', 'peng':'PengeluaranPerBulan'}, inplace = True)\n",
    "modelExpense = model3.fit( pengeluaranClear[[\"Tahun\"]], pengeluaranClear[\"PengeluaranPerBulan\"] )\n",
    "\n",
    "# Process Data Expense\n",
    "upahClear = ds_upah.groupby(['tahun'])['upah'].mean().round(0).reset_index()\n",
    "upahClear.rename(columns = {'tahun':'Tahun'}, inplace = True)\n",
    "upahClear['UpahRataRataPerbulan'] = upahClear['upah']*173\n",
    "modelSalary = model4.fit( upahClear[[\"Tahun\"]], upahClear[\"UpahRataRataPerbulan\"] )\n",
    "\n",
    "\n",
    "data = []\n",
    "data.append( {\"Tahun\": 2023} )\n",
    "data.append( {\"Tahun\": 2024} )\n",
    "data.append( {\"Tahun\": 2025} )\n",
    "data.append( {\"Tahun\": 2026} )\n",
    "data.append( {\"Tahun\": 2027} )\n",
    "data.append( {\"Tahun\": 2027} )\n",
    "df2 = pd.DataFrame(data)\n",
    "\n",
    "# Add a new column to df2 with the predicted prices:\n",
    "res = pd.DataFrame(data)\n",
    "res[\"UpahMinimumPerbulan\"] = modelUmp.predict(df2)\n",
    "res[\"GarisKemiskinan\"] = modelPoverty.predict(df2)\n",
    "res[\"PengeluaranPerBulan\"] = modelExpense.predict(df2)\n",
    "res[\"UpahRataRataPerbulan\"] = modelSalary.predict(df2)\n",
    "\n",
    "\n",
    "HasilNasional = HasilNasional.drop(columns=['Provinsi', 'StatusUMP', 'UpahPerJam'])\n",
    "finalResult = pd.concat([HasilNasional, res], axis=0, join='outer').reset_index()\n",
    "prediction = finalResult.query(\"Tahun >= 2022\")\n",
    "# print(prediction)\n",
    "\n",
    "HasilNasional.plot(x='Tahun', y=['UpahRataRataPerbulan','UpahMinimumPerbulan', 'PengeluaranPerBulan','GarisKemiskinan'], figsize=(15,5))\n",
    "\n",
    "# Plot Existing Data\n",
    "plt.plot('Tahun', 'GarisKemiskinan', data=HasilNasional, marker='o', color='red', linewidth=2)\n",
    "plt.plot('Tahun', 'UpahMinimumPerbulan', data=HasilNasional, marker='o', color='orange', linewidth=2)\n",
    "plt.plot('Tahun','PengeluaranPerBulan',data=HasilNasional ,marker='o',color='green', linewidth=2)\n",
    "plt.plot('Tahun','UpahRataRataPerbulan',data=HasilNasional ,marker='o',color='blue', linewidth=2)\n",
    "\n",
    "# Plot Prediction Data\n",
    "plt.plot('Tahun', 'GarisKemiskinan', data=prediction, marker='*', color='red', linewidth=2, linestyle = '--')\n",
    "plt.plot('Tahun', 'UpahMinimumPerbulan', data=prediction, marker='*', color='orange', linewidth=2, linestyle = '--')\n",
    "plt.plot('Tahun','PengeluaranPerBulan',data=prediction ,marker='*',color='green', linewidth=2, linestyle = '--')\n",
    "plt.plot('Tahun','UpahRataRataPerbulan',data=prediction ,marker='*',color='blue', linewidth=2, linestyle = '--')\n",
    "\n",
    "# Set the label\n",
    "plt.rcParams[\"figure.figsize\"] = (20,5)\n",
    "plt.xlabel('Tahun')\n",
    "plt.ylabel('Nilai')\n",
    "\n",
    "# Set the title of the plot\n",
    "plt.title('Data Ekonomi Tahunan Indonesia')\n",
    "plt.legend(['GarisKemiskinan', 'UpahMinimumPerbulan', 'PengeluaranPerBulan', 'UpahRataRataPerbulan'], loc='best')\n",
    "\n",
    "# # Display the plot\n",
    "plt.show()"
   ],
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     "end_time": "2024-03-29T06:20:15.707218Z",
     "start_time": "2024-03-29T06:20:15.459454Z"
    }
   },
   "id": "6813076e63b581bd",
   "execution_count": 102
  },
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   "cell_type": "code",
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   "source": [],
   "metadata": {
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   },
   "id": "34918f8e3d043d78"
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