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@afrozhie
Created March 21, 2024 07:42
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{
"cells": [
{
"cell_type": "code",
"execution_count": 19,
"id": "bab85ac3-dc4f-4aff-8557-ca5e6b5c22ad",
"metadata": {},
"outputs": [],
"source": [
"# # 1\n",
"\n",
"# Hubungan antara data, informasi, pengetahuan dan kearifan bia digambarkan dalam sebuah grafik maka bentuknya mengerucut dari masal lalu/pengalaman menuju masa depan/keterbaruan\n",
"# di mulai dari Data, Informasi, pengetahuan, dan paling atas yaitu kearifan atau wisdom\n",
"# Data: Mengumpulkan parts\n",
"# Informasi : mengaitkan tiap data\n",
"# pengetahuan : interaksi tiap informasi\n",
"# Kearifan :: refleksi dari pengetahuan"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f2a62481-3347-4a39-9683-6875a416c025",
"metadata": {},
"outputs": [],
"source": [
"# # 2\n",
"\n",
"# keduanya sama penting nya, dari sisi kemanfaatannya tentu data lebih berguna, akan percuma jika kita memiliki metadata dari sesuatu yang tidak ada (data nya tidak kita miliki), \n",
"# sejatinya metadata digunakan untuk mempermudah kita mengidentifikasi data tersebut\n",
"# data adalah informasi yang belum di olah, sekumpulan fakta dan statistik yang akan berguna setelah diolah menjadi informasi, data bisa berbentuk sebuah gambar, audio, angka, teks\n",
"# metadata adalah informasi tentang data itu sendiri, data about data, data yang digunakan untuk mempermudah mengatur data tersebut dalam managerial\n",
"# kita bisa menganalogikan data sebagai sebuah isi dan metadata sebagai label dari isi tersebut\n",
"# lalu mengapa perlu ada metadata? metadata diperlukan untuk beberapa hal antara lain:\n",
" # untuk mengidentifikasi data\n",
" # untuk menemukan data dengan cepat\n",
" # untuk memahami data\n",
" # untuk mempermudah pengelolaan data\n",
" # untuk memastikan originalitas suatu data\n",
"\n",
"# metadata terdiri dari beberapa jenis antara lain:\n",
" # descriptive metadata : memberikan informasi tentang isi data / judul, penulis, genre,\n",
" # Structural Metadata : memberikan informasi tentang struktur data / daftar isi, bab sub-bab, urutan presentasi\n",
" # Administrative metadata : memberikan informasi tentang pengelolaan data / hak cipta, izin akses, tanggal dibuat dan diedit\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "ca92db7b-e339-4621-9bfe-ca5eb7ddc94f",
"metadata": {},
"outputs": [],
"source": [
"# # 3\n",
"\n",
"# Data Scientist, seperti namanya adalah scientist di bidang data, seperti seorang detektif yang melibatkan berbagai tahapan untuk mengurai informasi berharga dari kumpulan data yang besar dan kompleks\n",
"# dimana kita mengelola data untuk menganalisis, memahami, mengeksplor,dan mengubahnya menjadi informasi yang penting\n",
"# data scientist bertugas untuk mencari jawaban dari suatu masalah dengan menggunakan data, \n",
"# seperti misalnya ketika di BIN nanti kita ditugaskan untuk menganalisis data penduduk indonesia untuk merumuskan kebijakan yang akan ditentukan di suatu daerah\n",
"\n",
"# Ada beberapa hal mendasar yang harus kita perhatikan dalam data science yaitu:\n",
" # Matematika : dalam data science kita akan berkecimpung dengan berbagai konsep matematika dan statistik seperti fungsi, relasi, dan sebagainya.\n",
" # Teknologi : disini kita juga memanfaatkan penggunaan teknologi seperti pemrograman python ataupun database/SQL serta software seperti jupyter atau google colab\n",
" # Visualisasi : bagaimana kita menyajikan data sangat penting agar mudah dipahami oleh audiens, seperti penggunaan plot, scatter, grafik, dan chart\n",
" # Komunikasi : Komunikasi sangat penting untuk menyajikan data sejelas-jelasnya dan mudah dipahami sesuai audiens yang ada"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "59476c8d-37d2-41b3-a4f9-36fcb8384d8b",
"metadata": {},
"outputs": [],
"source": [
"# # 4\n",
"\n",
"# Fitur Virtual Environment di python membuat kita bis membuat dunia/area virtual pada directory kita sehingga tidak terganggu oleh directory lain maupun root\n",
"# Fitur ini bisa digunakan terutama untuk pekerjaan multitasking dimana kita ingin menjalankan banyak program dengan library dan package yang berbeda (biasanya ini berhubungan dengan versi package yang terkadang tidak kompatibel)\n",
"# ini juga berguna dalam reprodusibilitas yang kompleks dimana untuk menjaga pekerjaan yang banyak agar tidak tercampur atau eror karena setiap environment tidak berhubungan / memiliki library masing-masing\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "dd2835c9-56f2-43b9-a106-2ae04494ffa1",
"metadata": {},
"outputs": [],
"source": [
"# # 5\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "22a3444c-6e1a-4fc4-98c6-a6b4646cd02b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" PROVINCE UR20 UR21 UR22 UR23 ID POP10 \\\n",
"0 Aceh 6.59 6.30 6.17 6.03 1 4494410 \n",
"1 Sumatera Utara 6.91 6.33 6.16 5.89 2 12982204 \n",
"2 Sumatera Barat 6.88 6.52 6.28 5.94 3 4846909 \n",
"3 Riau 6.32 4.42 4.37 4.23 4 5538367 \n",
"4 Jambi 5.13 5.09 4.59 4.53 5 3092265 \n",
"5 Sumatera Selatan 5.51 4.98 4.63 4.11 6 7450394 \n",
"6 Bengkulu 4.07 3.65 3.59 3.42 7 1715518 \n",
"7 Lampung 4.67 4.69 4.52 4.23 8 7608405 \n",
"8 Kepulauan Bangka Belitung 5.25 5.03 4.77 4.56 9 1223296 \n",
"9 Kepulauan Riau 10.34 9.91 8.23 6.80 10 1679163 \n",
"10 Daerah Khusus Ibukota Jakarta 10.95 8.50 7.18 6.53 11 9607787 \n",
"11 Jawa Barat 10.46 9.82 8.31 7.44 12 43053732 \n",
"12 Jawa Tengah 6.48 5.95 5.57 5.13 13 32382657 \n",
"13 Daerah Istimewa Yogyakarta 4.57 4.56 4.06 3.69 14 3457491 \n",
"14 Jawa Timur 5.84 5.74 5.49 4.88 15 37476757 \n",
"15 Banten 10.64 8.98 8.09 7.52 16 10632166 \n",
"16 Bali 5.63 5.37 4.80 2.69 17 3890757 \n",
"17 Nusa Tenggara Barat 4.22 3.01 2.89 2.80 18 4500212 \n",
"18 Nusa Tenggara Timur 4.28 3.77 3.54 3.14 19 4683827 \n",
"19 Kalimantan Barat 5.81 5.82 5.11 5.05 20 4395983 \n",
"20 Kalimantan Tengah 4.58 4.53 4.26 4.10 21 2212089 \n",
"21 Kalimantan Selatan 4.74 4.95 4.74 4.31 22 3626616 \n",
"22 Kalimantan Timur 6.87 6.83 5.71 5.31 23 3553143 \n",
"23 Kalimantan Utara 4.97 4.58 4.33 4.01 24 738163 \n",
"24 Sulawesi Utara 7.37 7.06 6.61 6.10 25 2270596 \n",
"25 Sulawesi Tengah 3.77 3.75 3.00 2.95 26 2635009 \n",
"26 Sulawesi Selatan 6.31 5.72 4.51 4.33 27 8034776 \n",
"27 Sulawesi Tenggara 4.58 3.92 3.36 3.15 28 2232586 \n",
"28 Gorontalo 4.28 3.01 2.58 3.06 29 1040164 \n",
"29 Sulawesi Barat 3.32 3.13 2.34 2.27 30 1158651 \n",
"30 Maluku 7.57 6.93 6.88 6.31 31 1533506 \n",
"31 Papua Barat 6.80 5.84 5.37 5.38 32 760422 \n",
"32 Papua 4.28 3.33 2.83 2.67 33 2833381 \n",
"\n",
" POP20 EI10 EI11 ... EI18 AREA LAT LONG \\\n",
"0 5274871 63.42 63.92 ... 69.94 56500.51 4.695135 96.749399 \n",
"1 14799361 61.20 61.57 ... 67.63 72427.81 2.115355 99.545097 \n",
"2 5534472 61.06 62.11 ... 67.95 42224.65 -0.739940 100.800005 \n",
"3 6394087 60.18 60.35 ... 66.15 87844.23 0.293347 101.706829 \n",
"4 3548228 55.96 57.17 ... 63.27 45348.49 -1.485183 102.438058 \n",
"5 8467432 55.09 55.87 ... 61.00 91592.43 -3.319437 103.914399 \n",
"6 2010670 58.35 59.42 ... 66.42 19795.15 -3.577847 102.346388 \n",
"7 9007848 54.41 54.92 ... 61.09 37735.15 -3.238462 130.145273 \n",
"8 1455678 52.69 53.67 ... 59.11 16424.14 3.945651 108.142867 \n",
"9 2064564 63.26 63.76 ... 68.31 8084.01 -4.558585 105.406808 \n",
"10 10562088 67.51 67.74 ... 72.81 740.29 -6.211544 106.845172 \n",
"11 48274162 54.34 55.15 ... 61.75 36925.05 -7.090911 107.668887 \n",
"12 36516035 53.18 53.53 ... 59.58 32799.71 -7.150975 110.140259 \n",
"13 3668719 67.67 69.01 ... 74.29 3133.15 -7.875385 110.426209 \n",
"14 40665696 54.36 54.90 ... 61.02 46689.64 -7.536064 112.238402 \n",
"15 11904562 57.02 58.20 ... 64.43 9018.64 -6.405817 106.064018 \n",
"16 4317404 58.30 59.57 ... 65.58 5449.37 -8.409518 115.188916 \n",
"17 5320092 51.50 53.49 ... 60.85 19708.79 -8.652933 117.361648 \n",
"18 5325566 51.81 54.09 ... 60.72 46137.87 -8.657382 121.079370 \n",
"19 5414390 50.87 51.06 ... 58.59 120114.32 -0.278781 111.475285 \n",
"20 2669969 56.18 56.56 ... 62.76 153564.50 -1.681488 113.382355 \n",
"21 4073584 54.35 55.51 ... 61.39 37530.52 -3.092642 115.283759 \n",
"22 3766039 61.50 62.79 ... 69.57 194849.08 1.640630 116.419389 \n",
"23 701814 0.00 0.00 ... 65.18 72567.49 -2.741051 106.440587 \n",
"24 2621923 60.35 60.89 ... 66.02 13930.73 0.624693 123.975002 \n",
"25 2985734 56.54 58.48 ... 64.87 68089.83 -1.430025 121.445618 \n",
"26 9073509 56.16 57.25 ... 63.79 46116.45 -3.668799 119.974053 \n",
"27 2624875 58.98 59.73 ... 66.55 36757.45 -4.144910 122.174605 \n",
"28 1171681 53.73 55.42 ... 61.06 12165.44 0.699937 122.446724 \n",
"29 1419229 51.48 53.32 ... 59.97 16787.19 -2.844137 119.232078 \n",
"30 1848923 63.86 64.75 ... 70.60 47350.42 1.570999 127.808769 \n",
"31 1134068 53.41 53.87 ... 59.04 114566.40 -1.336115 133.174716 \n",
"32 4303707 42.45 43.43 ... 51.82 309934.40 -4.269928 138.080353 \n",
"\n",
" MW22 MW23 GDPACMP20 GDPACMP21 GDPACMP22 GDPACMP23 \n",
"0 3166460 3413666 -0.37 2.81 4.21 4.23 \n",
"1 2522609 2710493 -1.07 2.61 4.73 5.01 \n",
"2 2512539 2742476 -1.61 3.29 4.36 4.62 \n",
"3 2938564 3191662 -1.13 3.36 4.55 4.21 \n",
"4 2649034 2943000 -0.51 3.70 5.12 4.66 \n",
"5 3144446 3404177 -0.11 3.58 5.23 5.08 \n",
"6 2238094 2418280 -0.02 3.27 4.31 4.26 \n",
"7 2440486 2633284 -1.66 2.77 4.28 4.55 \n",
"8 3264884 3498479 -2.29 5.05 4.40 4.38 \n",
"9 3050172 3279194 -3.80 3.43 5.09 5.20 \n",
"10 4641854 4901798 -2.39 3.55 5.25 4.96 \n",
"11 2501203 2661280 -2.52 3.74 5.45 5.00 \n",
"12 1841487 1986670 -2.65 3.33 5.31 4.98 \n",
"13 1812935 1958169 -2.67 5.58 5.15 5.07 \n",
"14 1840915 1981782 -2.33 3.56 5.34 4.95 \n",
"15 1891567 2040244 -3.39 4.49 5.03 4.81 \n",
"16 2516971 2713672 -9.34 -2.46 4.84 5.71 \n",
"17 2207212 2371407 -0.62 2.30 6.95 1.80 \n",
"18 1975000 2123994 -0.84 2.52 3.05 3.52 \n",
"19 2434328 2608601 -1.82 4.80 5.07 4.46 \n",
"20 2922516 3181013 -1.41 3.59 6.45 4.14 \n",
"21 2906473 3149977 -1.82 3.48 5.11 4.84 \n",
"22 3014497 3201396 -2.90 2.55 4.48 6.22 \n",
"23 3016738 3251702 -1.09 3.99 5.32 4.94 \n",
"24 3310723 3485000 -0.99 4.16 5.42 5.48 \n",
"25 2390739 2599546 4.86 11.68 15.22 11.91 \n",
"26 3165876 3385145 -0.71 4.64 5.10 4.51 \n",
"27 2576016 2758948 -0.65 4.10 5.53 5.35 \n",
"28 2800580 2989350 -0.02 2.40 4.04 4.50 \n",
"29 2678863 2871794 -2.34 2.57 2.31 5.25 \n",
"30 2619312 2812827 -0.91 3.63 5.31 5.21 \n",
"31 3200000 3282000 -0.76 -0.51 2.01 3.91 \n",
"32 3561932 3864696 2.39 15.16 8.97 5.22 \n",
"\n",
"[33 rows x 26 columns]\n"
]
}
],
"source": [
"df = pd.read_csv(\"data08.csv\")\n",
"print(df)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "a762ff5c-7e6a-4785-a33b-d536de2131d0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# penduduk tahun 2010\n",
"y = df[\"PROVINCE\"]\n",
"x = df[\"POP10\"]\n",
"\n",
"plt.bar(x, y)\n",
"\n",
"plt.title(\"Populasi di Indonesia pada tahun 2010\")\n",
"plt.xlabel(\"Populasi (Jiwa)\")\n",
"plt.ylabel(\"Provinsi\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "90199ba8-c698-41e3-8414-f4e780e45ae3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# penduduk tahun 2020\n",
"y = df[\"PROVINCE\"]\n",
"x = df[\"POP10\"]\n",
"\n",
"plt.bar(x, y, linewidth=1)\n",
"plt.xlim(0, 100000000)\n",
"\n",
"plt.title(\"Populasi di Indonesia pada tahun 2020\")\n",
"plt.xlabel(\"Populasi (Jiwa)\")\n",
"plt.ylabel(\"Provinsi\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "f5308aac-c751-433e-a105-17fa5e730bff",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y = df[\"PROVINCE\"]\n",
"x = df[\"POP10\"]\n",
"\n",
"plt.bar(x, y)\n",
"\n",
"plt.title(\"Populasi di Indonesia pada tahun 2020\")\n",
"plt.xlabel(\"Populasi (Jiwa)\")\n",
"plt.ylabel(\"Provinsi\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d9b5c257-a3a2-40ee-936d-25e518659ed8",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "b12d852c-b34b-4e7e-8d92-c33bbd253b46",
"metadata": {},
"outputs": [],
"source": [
"# menggunakan Grafik bar untuk informasi populasi, karena bisa mempermudah untuk melihat perbedaannya bila membandingkan populasi tiap tahun ataupuun tiap provinsi\n",
"# menggunakan pie chart untuk membandingkan komposisi populasi di indonesia untuk melihat provinsi mana yang paling padat\n",
"# menggunakan scatter dan plot untuk melihat grafik growth rate population setiap tahun"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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