{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "id": "lvG2Ug4RqOg7" }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "source": [ "df = pd.read_csv('/content/Klasifikasi Tingkat Kemiskinan di Indonesia.csv', sep=';')\n", "df.head(25)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "LYW6BVyeqgo5", "outputId": "0fd74086-3128-4a05-daac-6a0e41173838" }, "execution_count": 12, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Provinsi Kab/Kota \\\n", "0 ACEH Simeulue \n", "1 ACEH Aceh Singkil \n", "2 ACEH Aceh Selatan \n", "3 ACEH Aceh Tenggara \n", "4 ACEH Aceh Timur \n", "5 ACEH Aceh Tengah \n", "6 ACEH Aceh Barat \n", "7 ACEH Aceh Besar \n", "8 ACEH Pidie \n", "9 ACEH Bireuen \n", "10 ACEH Aceh Utara \n", "11 ACEH Aceh Barat Daya \n", "12 ACEH Gayo Lues \n", "13 ACEH Aceh Tamiang \n", "14 ACEH Nagan Raya \n", "15 ACEH Aceh Jaya \n", "16 ACEH Bener Meriah \n", "17 ACEH Pidie Jaya \n", "18 ACEH Kota Banda Aceh \n", "19 ACEH Kota Sabang \n", "20 ACEH Kota Langsa \n", "21 ACEH Kota Lhokseumawe \n", "22 ACEH Kota Subulussalam \n", "23 SUMATERA UTARA Nias \n", "24 SUMATERA UTARA Mandailing Natal \n", "\n", " Persentase Penduduk Miskin (P0) Menurut Kabupaten/Kota (Persen) \\\n", "0 18,98 \n", "1 20,36 \n", "2 13,18 \n", "3 13,41 \n", "4 14,45 \n", "5 15,26 \n", "6 18,81 \n", "7 14,05 \n", "8 19,59 \n", "9 13,25 \n", "10 17,43 \n", "11 16,34 \n", "12 19,64 \n", "13 13,34 \n", "14 18,23 \n", "15 13,23 \n", "16 19,16 \n", "17 19,55 \n", "18 7,61 \n", "19 15,32 \n", "20 10,96 \n", "21 11,16 \n", "22 17,65 \n", "23 16,82 \n", "24 9,49 \n", "\n", " Rata-rata Lama Sekolah Penduduk 15+ (Tahun) \\\n", "0 9,48 \n", "1 8,68 \n", "2 8,88 \n", "3 9,67 \n", "4 8,21 \n", "5 9,86 \n", "6 9,55 \n", "7 10,33 \n", "8 9 \n", "9 9,29 \n", "10 8,64 \n", "11 8,67 \n", "12 8,4 \n", "13 8,91 \n", "14 8,69 \n", "15 8,71 \n", "16 10 \n", "17 9,34 \n", "18 12,83 \n", "19 11,18 \n", "20 11,12 \n", "21 11,11 \n", "22 8,03 \n", "23 5,64 \n", "24 8,63 \n", "\n", " Pengeluaran per Kapita Disesuaikan (Ribu Rupiah/Orang/Tahun) \\\n", "0 7148.0 \n", "1 8776.0 \n", "2 8180.0 \n", "3 8030.0 \n", "4 8577.0 \n", "5 10780.0 \n", "6 9593.0 \n", "7 9644.0 \n", "8 9860.0 \n", "9 8867.0 \n", "10 8201.0 \n", "11 8428.0 \n", "12 8856.0 \n", "13 8367.0 \n", "14 8292.0 \n", "15 9666.0 \n", "16 11118.0 \n", "17 10290.0 \n", "18 16891.0 \n", "19 11378.0 \n", "20 12067.0 \n", "21 11390.0 \n", "22 7385.0 \n", "23 6995.0 \n", "24 9771.0 \n", "\n", " Indeks Pembangunan Manusia Umur Harapan Hidup (Tahun) \\\n", "0 66,41 65,28 \n", "1 69,22 67,43 \n", "2 67,44 64,4 \n", "3 69,44 68,22 \n", "4 67,83 68,74 \n", "5 73,37 68,86 \n", "6 71,67 67,99 \n", "7 73,58 69,79 \n", "8 70,7 66,95 \n", "9 72,33 71,26 \n", "10 69,46 68,81 \n", "11 66,99 65,06 \n", "12 67,56 65,53 \n", "13 69,48 69,63 \n", "14 69,31 69,24 \n", "15 69,84 67,19 \n", "16 73,27 69,26 \n", "17 73,6 70,18 \n", "18 85,71 71,52 \n", "19 76,11 70,56 \n", "20 77,44 69,43 \n", "21 77,57 71,64 \n", "22 65,27 64,07 \n", "23 62,74 69,78 \n", "24 67,19 62,65 \n", "\n", " Persentase rumah tangga yang memiliki akses terhadap sanitasi layak \\\n", "0 71,56 \n", "1 69,56 \n", "2 62,55 \n", "3 62,71 \n", "4 66,75 \n", "5 90,58 \n", "6 89,60 \n", "7 87,40 \n", "8 54,10 \n", "9 81,89 \n", "10 79,97 \n", "11 65,71 \n", "12 47,63 \n", "13 87,45 \n", "14 74,86 \n", "15 81,60 \n", "16 86,69 \n", "17 74,30 \n", "18 99,88 \n", "19 92,25 \n", "20 91,81 \n", "21 93,10 \n", "22 69,71 \n", "23 19,93 \n", "24 35,73 \n", "\n", " Persentase rumah tangga yang memiliki akses terhadap air minum layak \\\n", "0 87,45 \n", "1 78,58 \n", "2 79,65 \n", "3 86,71 \n", "4 83,16 \n", "5 90,10 \n", "6 94,22 \n", "7 82,36 \n", "8 89,24 \n", "9 93,53 \n", "10 91,09 \n", "11 95,34 \n", "12 84,68 \n", "13 83,12 \n", "14 90,13 \n", "15 86,36 \n", "16 89,71 \n", "17 93,46 \n", "18 99,37 \n", "19 96,18 \n", "20 97,14 \n", "21 94,44 \n", "22 60,87 \n", "23 47,79 \n", "24 73,78 \n", "\n", " Tingkat Pengangguran Terbuka Tingkat Partisipasi Angkatan Kerja \\\n", "0 5,71 71,15 \n", "1 8,36 62,85 \n", "2 6,46 60,85 \n", "3 6,43 69,62 \n", "4 7,13 59,48 \n", "5 2,61 76,30 \n", "6 7,09 60,05 \n", "7 7,70 61,67 \n", "8 7,28 60,29 \n", "9 4,32 65,91 \n", "10 8,31 58,47 \n", "11 4,04 57,91 \n", "12 1,84 78,99 \n", "13 5,87 66,43 \n", "14 4,99 64,99 \n", "15 3,47 72,59 \n", "16 1,24 77,53 \n", "17 3,57 57,77 \n", "18 8,94 63,00 \n", "19 3,56 63,71 \n", "20 7,21 67,04 \n", "21 11,16 63,91 \n", "22 6,26 63,78 \n", "23 3,12 81,79 \n", "24 6,12 69,79 \n", "\n", " PDRB atas Dasar Harga Konstan menurut Pengeluaran (Rupiah) \\\n", "0 1648096.0 \n", "1 1780419.0 \n", "2 4345784.0 \n", "3 3487157.0 \n", "4 8433526.0 \n", "5 5953118.0 \n", "6 7485861.0 \n", "7 10261585.0 \n", "8 7975099.0 \n", "9 10374480.0 \n", "10 16924103.0 \n", "11 3069805.0 \n", "12 1981879.0 \n", "13 6062520.0 \n", "14 7110421.0 \n", "15 2033844.0 \n", "16 3744095.0 \n", "17 2635517.0 \n", "18 15454371.0 \n", "19 1152875.0 \n", "20 3974614.0 \n", "21 7252905.0 \n", "22 1438997.0 \n", "23 2666855.0 \n", "24 9585899.0 \n", "\n", " Klasifikasi Kemiskinan \n", "0 0.0 \n", "1 1.0 \n", "2 0.0 \n", "3 0.0 \n", "4 0.0 \n", "5 0.0 \n", "6 0.0 \n", "7 0.0 \n", "8 0.0 \n", "9 0.0 \n", "10 0.0 \n", "11 0.0 \n", "12 0.0 \n", "13 0.0 \n", "14 0.0 \n", "15 0.0 \n", "16 0.0 \n", "17 0.0 \n", "18 0.0 \n", "19 0.0 \n", "20 0.0 \n", "21 0.0 \n", "22 0.0 \n", "23 0.0 \n", "24 0.0 " ], "text/html": [ "\n", "
| \n", " | Provinsi | \n", "Kab/Kota | \n", "Persentase Penduduk Miskin (P0) Menurut Kabupaten/Kota (Persen) | \n", "Rata-rata Lama Sekolah Penduduk 15+ (Tahun) | \n", "Pengeluaran per Kapita Disesuaikan (Ribu Rupiah/Orang/Tahun) | \n", "Indeks Pembangunan Manusia | \n", "Umur Harapan Hidup (Tahun) | \n", "Persentase rumah tangga yang memiliki akses terhadap sanitasi layak | \n", "Persentase rumah tangga yang memiliki akses terhadap air minum layak | \n", "Tingkat Pengangguran Terbuka | \n", "Tingkat Partisipasi Angkatan Kerja | \n", "PDRB atas Dasar Harga Konstan menurut Pengeluaran (Rupiah) | \n", "Klasifikasi Kemiskinan | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "ACEH | \n", "Simeulue | \n", "18,98 | \n", "9,48 | \n", "7148.0 | \n", "66,41 | \n", "65,28 | \n", "71,56 | \n", "87,45 | \n", "5,71 | \n", "71,15 | \n", "1648096.0 | \n", "0.0 | \n", "
| 1 | \n", "ACEH | \n", "Aceh Singkil | \n", "20,36 | \n", "8,68 | \n", "8776.0 | \n", "69,22 | \n", "67,43 | \n", "69,56 | \n", "78,58 | \n", "8,36 | \n", "62,85 | \n", "1780419.0 | \n", "1.0 | \n", "
| 2 | \n", "ACEH | \n", "Aceh Selatan | \n", "13,18 | \n", "8,88 | \n", "8180.0 | \n", "67,44 | \n", "64,4 | \n", "62,55 | \n", "79,65 | \n", "6,46 | \n", "60,85 | \n", "4345784.0 | \n", "0.0 | \n", "
| 3 | \n", "ACEH | \n", "Aceh Tenggara | \n", "13,41 | \n", "9,67 | \n", "8030.0 | \n", "69,44 | \n", "68,22 | \n", "62,71 | \n", "86,71 | \n", "6,43 | \n", "69,62 | \n", "3487157.0 | \n", "0.0 | \n", "
| 4 | \n", "ACEH | \n", "Aceh Timur | \n", "14,45 | \n", "8,21 | \n", "8577.0 | \n", "67,83 | \n", "68,74 | \n", "66,75 | \n", "83,16 | \n", "7,13 | \n", "59,48 | \n", "8433526.0 | \n", "0.0 | \n", "
| 5 | \n", "ACEH | \n", "Aceh Tengah | \n", "15,26 | \n", "9,86 | \n", "10780.0 | \n", "73,37 | \n", "68,86 | \n", "90,58 | \n", "90,10 | \n", "2,61 | \n", "76,30 | \n", "5953118.0 | \n", "0.0 | \n", "
| 6 | \n", "ACEH | \n", "Aceh Barat | \n", "18,81 | \n", "9,55 | \n", "9593.0 | \n", "71,67 | \n", "67,99 | \n", "89,60 | \n", "94,22 | \n", "7,09 | \n", "60,05 | \n", "7485861.0 | \n", "0.0 | \n", "
| 7 | \n", "ACEH | \n", "Aceh Besar | \n", "14,05 | \n", "10,33 | \n", "9644.0 | \n", "73,58 | \n", "69,79 | \n", "87,40 | \n", "82,36 | \n", "7,70 | \n", "61,67 | \n", "10261585.0 | \n", "0.0 | \n", "
| 8 | \n", "ACEH | \n", "Pidie | \n", "19,59 | \n", "9 | \n", "9860.0 | \n", "70,7 | \n", "66,95 | \n", "54,10 | \n", "89,24 | \n", "7,28 | \n", "60,29 | \n", "7975099.0 | \n", "0.0 | \n", "
| 9 | \n", "ACEH | \n", "Bireuen | \n", "13,25 | \n", "9,29 | \n", "8867.0 | \n", "72,33 | \n", "71,26 | \n", "81,89 | \n", "93,53 | \n", "4,32 | \n", "65,91 | \n", "10374480.0 | \n", "0.0 | \n", "
| 10 | \n", "ACEH | \n", "Aceh Utara | \n", "17,43 | \n", "8,64 | \n", "8201.0 | \n", "69,46 | \n", "68,81 | \n", "79,97 | \n", "91,09 | \n", "8,31 | \n", "58,47 | \n", "16924103.0 | \n", "0.0 | \n", "
| 11 | \n", "ACEH | \n", "Aceh Barat Daya | \n", "16,34 | \n", "8,67 | \n", "8428.0 | \n", "66,99 | \n", "65,06 | \n", "65,71 | \n", "95,34 | \n", "4,04 | \n", "57,91 | \n", "3069805.0 | \n", "0.0 | \n", "
| 12 | \n", "ACEH | \n", "Gayo Lues | \n", "19,64 | \n", "8,4 | \n", "8856.0 | \n", "67,56 | \n", "65,53 | \n", "47,63 | \n", "84,68 | \n", "1,84 | \n", "78,99 | \n", "1981879.0 | \n", "0.0 | \n", "
| 13 | \n", "ACEH | \n", "Aceh Tamiang | \n", "13,34 | \n", "8,91 | \n", "8367.0 | \n", "69,48 | \n", "69,63 | \n", "87,45 | \n", "83,12 | \n", "5,87 | \n", "66,43 | \n", "6062520.0 | \n", "0.0 | \n", "
| 14 | \n", "ACEH | \n", "Nagan Raya | \n", "18,23 | \n", "8,69 | \n", "8292.0 | \n", "69,31 | \n", "69,24 | \n", "74,86 | \n", "90,13 | \n", "4,99 | \n", "64,99 | \n", "7110421.0 | \n", "0.0 | \n", "
| 15 | \n", "ACEH | \n", "Aceh Jaya | \n", "13,23 | \n", "8,71 | \n", "9666.0 | \n", "69,84 | \n", "67,19 | \n", "81,60 | \n", "86,36 | \n", "3,47 | \n", "72,59 | \n", "2033844.0 | \n", "0.0 | \n", "
| 16 | \n", "ACEH | \n", "Bener Meriah | \n", "19,16 | \n", "10 | \n", "11118.0 | \n", "73,27 | \n", "69,26 | \n", "86,69 | \n", "89,71 | \n", "1,24 | \n", "77,53 | \n", "3744095.0 | \n", "0.0 | \n", "
| 17 | \n", "ACEH | \n", "Pidie Jaya | \n", "19,55 | \n", "9,34 | \n", "10290.0 | \n", "73,6 | \n", "70,18 | \n", "74,30 | \n", "93,46 | \n", "3,57 | \n", "57,77 | \n", "2635517.0 | \n", "0.0 | \n", "
| 18 | \n", "ACEH | \n", "Kota Banda Aceh | \n", "7,61 | \n", "12,83 | \n", "16891.0 | \n", "85,71 | \n", "71,52 | \n", "99,88 | \n", "99,37 | \n", "8,94 | \n", "63,00 | \n", "15454371.0 | \n", "0.0 | \n", "
| 19 | \n", "ACEH | \n", "Kota Sabang | \n", "15,32 | \n", "11,18 | \n", "11378.0 | \n", "76,11 | \n", "70,56 | \n", "92,25 | \n", "96,18 | \n", "3,56 | \n", "63,71 | \n", "1152875.0 | \n", "0.0 | \n", "
| 20 | \n", "ACEH | \n", "Kota Langsa | \n", "10,96 | \n", "11,12 | \n", "12067.0 | \n", "77,44 | \n", "69,43 | \n", "91,81 | \n", "97,14 | \n", "7,21 | \n", "67,04 | \n", "3974614.0 | \n", "0.0 | \n", "
| 21 | \n", "ACEH | \n", "Kota Lhokseumawe | \n", "11,16 | \n", "11,11 | \n", "11390.0 | \n", "77,57 | \n", "71,64 | \n", "93,10 | \n", "94,44 | \n", "11,16 | \n", "63,91 | \n", "7252905.0 | \n", "0.0 | \n", "
| 22 | \n", "ACEH | \n", "Kota Subulussalam | \n", "17,65 | \n", "8,03 | \n", "7385.0 | \n", "65,27 | \n", "64,07 | \n", "69,71 | \n", "60,87 | \n", "6,26 | \n", "63,78 | \n", "1438997.0 | \n", "0.0 | \n", "
| 23 | \n", "SUMATERA UTARA | \n", "Nias | \n", "16,82 | \n", "5,64 | \n", "6995.0 | \n", "62,74 | \n", "69,78 | \n", "19,93 | \n", "47,79 | \n", "3,12 | \n", "81,79 | \n", "2666855.0 | \n", "0.0 | \n", "
| 24 | \n", "SUMATERA UTARA | \n", "Mandailing Natal | \n", "9,49 | \n", "8,63 | \n", "9771.0 | \n", "67,19 | \n", "62,65 | \n", "35,73 | \n", "73,78 | \n", "6,12 | \n", "69,79 | \n", "9585899.0 | \n", "0.0 | \n", "