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{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"id": "b96c5c68",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Nomor 1\n",
"import matplotlib.pyplot as plt\n",
"\n",
"img = plt.imread(\"D:/Users/DELL/Pictures/Screenshots/Screenshot 2024-03-21 133208.png\")\n",
"plt.imshow(img)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "5f7ba56b",
"metadata": {},
"outputs": [],
"source": [
"# Nomor 1 ( Penjelasan )\n",
"# Jelaskan arah waktu dari masa lalu ( pengalaman ) dan masa depan ( kebaruan )\n",
"# JAWAB :\n",
"# Arah waktu dari masa lalu (pengalaman) ke masa depan (kebaruan) mencerminkan evolusi dari apa yang telah \n",
"# kita pelajari dan alami menjadi apa yang dapat kita rancang, temukan, dan wujudkan. Masa lalu adalah \n",
"# kumpulan pengalaman, peristiwa, dan data yang telah terjadi sebelumnya, yang memberikan dasar untuk \n",
"# pembelajaran, pemahaman, dan pengembangan pengetahuan. Dari pengalaman ini, kita memperoleh wawasan \n",
"# tentang bagaimana keputusan sebelumnya mempengaruhi situasi saat ini dan menggunakannya sebagai titik \n",
"# referensi untuk membuat keputusan di masa depan. Di sisi lain, masa depan merupakan domain yang belum \n",
"# terjadi atau belum dikenal, di mana kita menjelajahi yang baru, melakukan eksperimen, dan mengejar \n",
"# inovasi. Kebaruan melibatkan penemuan, penemuan, dan aplikasi pengetahuan yang ada untuk mengatasi \n",
"# tantangan baru atau memenuhi kebutuhan baru, membuka jalan baru dan menjelajahi kemungkinan yang belum \n",
"# terwujud sebelumnya. Dengan demikian, arah waktu dari masa lalu ke masa depan adalah proses yang \n",
"# berkelanjutan, di mana pengalaman masa lalu membentuk landasan bagi penemuan dan perubahan yang akan \n",
"# datang."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "17df83c3",
"metadata": {},
"outputs": [],
"source": [
"##"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3911c911",
"metadata": {},
"outputs": [],
"source": [
"# Nomor 2\n",
"# Dalam konteks nilai kemanfaatannya, metadata sering kali dianggap lebih bernilai daripada data mentah. \n",
"# Hal ini karena metadata tidak hanya memberikan informasi tentang data itu sendiri, tetapi juga \n",
"# memberikan konteks, struktur, dan penjelasan yang penting untuk memahami serta memanfaatkan data dengan\n",
"# efektif. Metadata memungkinkan pengguna untuk dengan cepat memahami makna dan relevansi data, karena\n",
"# mereka menyediakan informasi tentang asal usul data, cara data tersebut dihasilkan, kapan data itu \n",
"# dibuat, dan oleh siapa data tersebut dapat digunakan. Selain itu, metadata membantu dalam meningkatkan \n",
"# aksesibilitas data dengan memfasilitasi pencarian, filtrasi, dan temuan data yang lebih efisien. \n",
"# Mereka juga berperan dalam memperkuat integrasi antara sistem yang berbeda, karena menyediakan informasi \n",
"# tentang format, struktur, dan metode pertukaran data. Selain itu, metadata juga penting dalam manajemen \n",
"# dan keamanan data, karena mereka memberikan informasi tentang hak akses, kebijakan penggunaan, dan \n",
"# batasan yang berlaku untuk data tersebut. Tanpa metadata yang tepat, data dapat menjadi sulit \n",
"# dimanfaatkan secara maksimal, terutama dalam lingkungan yang kompleks dan beragam seperti organisasi\n",
"# besar atau infrastruktur teknologi informasi yang rumit. Oleh karena itu, dalam banyak kasus, metadata \n",
"# dianggap lebih bernilai karena memberikan konteks dan informasi tambahan yang diperlukan untuk mengelola,\n",
"# melindungi, dan memanfaatkan data dengan lebih efisien.\n",
"\n",
"# Jenis - jenis metadata\n",
"# Metadata administratif menyediakan informasi penting yang berkaitan dengan pengelolaan suatu data. \n",
"# Jenis metadata ini bisa mengatur privasi sebuah data sehingga tidak semua orang bisa mengaksesnya. \n",
"# Ada pun contoh informasinya berupa sumber data, jenis file, hak cipta, dan informasi teknis lainnya.\n",
"# Metadata administratif terdiri dari dua bagian, yaitu metadata preservasi dan metadata right management.\n",
"# Metadata preservasi digunakan untuk kebutuhan pengarsipan, sedangkan metadata right management berisi \n",
"# informasi mengenai lisensi, hak cipta, dan kekayaan intelektual sebuah data.\n",
"\n",
"# Metadata Struktural, jenis metadata ini berfungsi untuk menyusun beberapa informasi atau data digital \n",
"# sehingga menjadi satu kesatuan yang struktural dan saling terhubung satu sama lain. Metadata struktural \n",
"# bekerja seperti daftar isi sehingga pengguna bisa menemukan beberapa bagian yang dibutuhkan hanya dalam \n",
"# sekali klik. Contohnya sering diterapkan pada e-book. Metadata struktural dapat mengetahui setiap urutan\n",
"# antar bab atau halaman dalam e-book tersebut sehingga tidak sulit untuk dicari.\n",
"\n",
"# Metadata Deskriptif, sesuai istilahnya, metadata deskriptif berguna untuk mengidentifikasi dan \n",
"# mendeskripsikan beberapa informasi penting. Jenis metadata inilah yang digunakan untuk mencari dan \n",
"# menyeleksi sumber data. Contoh informasinya berupa judul, pengarang, tahun terbit, kata kunci, dan \n",
"# sebagainya."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "5db45da1",
"metadata": {},
"outputs": [],
"source": [
"##"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "8067c7d9",
"metadata": {},
"outputs": [],
"source": [
"# Nomor 3 \n",
"# Sebagai seorang data scientist, pekerjaan saya melibatkan pengumpulan, pemrosesan, analisis, dan \n",
"# interpretasi data untuk menghasilkan wawasan yang berguna bagi organisasi atau proyek yang saya kerjakan.\n",
"# Tujuan dari ilmu data adalah untuk mengungkap pola, tren, dan hubungan yang tersembunyi dalam data, serta \n",
"# menghasilkan pemahaman yang mendalam tentang fenomena yang diamati. Dengan memanfaatkan teknik-teknik \n",
"# statistik, pemodelan matematika, dan pembelajaran mesin, saya dapat membantu dalam mengambil keputusan \n",
"# yang lebih baik, merumuskan strategi yang lebih efektif, dan mengidentifikasi peluang baru. Aspek \n",
"# fundamental dari data science meliputi pengumpulan data dari berbagai sumber, pemrosesan data untuk \n",
"# memastikan kualitasnya, analisis data untuk mengidentifikasi pola dan tren, serta interpretasi hasil \n",
"# analisis untuk pengambilan keputusan yang tepat. Dengan demikian, ilmu data adalah alat yang kuat untuk \n",
"# memahami dunia di sekitar kita dan memanfaatkan potensi data untuk mencapai tujuan bisnis dan ilmiah. \n",
"# Singkatnya, Data Scientist adalah jembatan antara data dan pengetahuan, memungkinkan dunia untuk \n",
"# memanfaatkan kekuatan data dan mencapai masa depan yang lebih cerah.\n",
"# Melalui pengumpulan, pemrosesan, analisis, dan interpretasi data, saya mencari pola, tren, dan hubungan \n",
"# yang dapat memberikan wawasan yang bermanfaat bagi organisasi atau proyek yang saya kerjakan. Ilmu data \n",
"# membutuhkan pemahaman mendalam tentang statistik, matematika, dan pemrograman, serta kemampuan untuk\n",
"# menerapkan algoritma dan model pemodelan untuk memecahkan berbagai masalah."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "b6f002ef",
"metadata": {},
"outputs": [],
"source": [
"##"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "fe29b75e",
"metadata": {},
"outputs": [],
"source": [
"# Nomor 4\n",
"# Reprodusibilitas suatu program kompleks yang melibatkan banyak library dan package dengan versi \n",
"# tertentu merupakan aspek krusial dalam pengembangan perangkat lunak. Fitur virtual environment di \n",
"# Python memberikan solusi yang sangat efektif untuk memastikan reprodusibilitas tersebut. Dengan \n",
"# menggunakan virtual environment, kita dapat menciptakan lingkungan Python yang terisolasi dan independen, \n",
"# yang memungkinkan kita untuk mengelola dependensi dan versi library secara terpisah dari lingkungan Python \n",
"# global yang ada di sistem operasi.\n",
"# Keuntungan utama dari penggunaan virtual environment adalah kemampuannya untuk menyimpan daftar \n",
"# dependensi dan versi yang spesifik untuk suatu proyek dalam sebuah lingkungan yang terisolasi. Ini berarti \n",
"# kita dapat menentukan versi tertentu dari setiap library dan package yang dibutuhkan dalam file konfigurasi\n",
"# seperti requirements.txt atau environment.yml. Dengan melakukan ini, kita dapat memastikan bahwa proyek \n",
"# dapat dijalankan dengan konsisten pada lingkungan pengembangan yang berbeda, tanpa adanya masalah konflik \n",
"# versi yang dapat terjadi.\n",
"# Secara keseluruhan, fitur virtual environment di Python memberikan kemampuan yang sangat berguna untuk \n",
"# mengelola dependensi dan versi library, memastikan reprodusibilitas proyek yang kompleks dan meminimalkan \n",
"# masalah yang mungkin timbul akibat konflik versi. Ini merupakan praktik terbaik dalam pengembangan \n",
"# perangkat lunak yang membantu menjaga konsistensi, portabilitas, dan keberlanjutan proyek secara efektif."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "c36f6259",
"metadata": {},
"outputs": [],
"source": [
"##"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "d9b2297c",
"metadata": {},
"outputs": [],
"source": [
"# Nomor 5\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Membaca data\n",
"df = pd.read_csv(\"D:/Users/DELL/Downloads/data13.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "91a090cc",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Grafik tingkat urbanisasi untuk beberapa tahun\n",
"plt.figure(figsize=(10, 6))\n",
"for year in range(20, 24):\n",
" plt.plot(df['ID'], df[f'UR{year}'], label=f'UR{year}')\n",
"plt.title('Tingkat Urbanisasi Berdasarkan Tahun')\n",
"plt.xlabel('ID Wilayah')\n",
"plt.ylabel('Tingkat Urbanisasi')\n",
"plt.legend()\n",
"plt.xticks(df['ID'])\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "f80490d1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 1. Grafik sebar (scatter plot) dari koordinat (Latitude dan Longitude)\n",
"plt.figure(figsize=(10, 6))\n",
"plt.scatter(data['LONG'], data['LAT'], c='blue', alpha=0.5)\n",
"plt.title('Scatter Plot of Coordinates')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "bafe5e8f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2. Grafik batang (bar plot) dari penduduk (POP20) di setiap provinsi\n",
"plt.figure(figsize=(12, 6))\n",
"plt.bar(data['PROVINCE'], data['POP20'], color='green')\n",
"plt.title('Population (POP20) by Province')\n",
"plt.xlabel('Province')\n",
"plt.ylabel('Population')\n",
"plt.xticks(rotation=90) # Mengatur label sumbu X agar tegak\n",
"plt.grid(axis='y') # Membuat grid hanya pada sumbu Y\n",
"plt.tight_layout() # Memastikan tidak ada label yang tumpang tindih\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1b2de86e",
"metadata": {},
"outputs": [],
"source": [
"# Alasan Penggunaan Grafik Garis untuk Menampilkan Data Tingkat Urbanisasi\n",
"# Grafik garis yang Anda tunjukkan merupakan pilihan tepat untuk memvisualisasikan data tingkat \n",
"# urbanisasi karena beberapa alasan berikut:\n",
"\n",
"# 1. Menampilkan Tren Jelas:\n",
"\n",
"# Bentuk garis yang menghubungkan titik data di tahun-tahun berbeda memungkinkan kita untuk melihat tren \n",
"# perubahan tingkat urbanisasi di setiap wilayah secara jelas.\n",
"# Kemiringan garis menunjukkan laju perubahan urbanisasi di setiap wilayah.\n",
"# Kita dapat dengan mudah mengamati wilayah mana yang mengalami urbanisasi pesat (garis menanjak curam), \n",
"# melambat (garis mendatar/sedikit miring), dan tren umum urbanisasi di berbagai wilayah.\n",
"\n",
"# 2. Membandingkan Antar Wilayah:\n",
"\n",
"# Setiap garis mewakili tingkat urbanisasi di satu wilayah tertentu.\n",
"# Dengan membandingkan posisi dan bentuk garis, kita dapat:\n",
"# Membandingkan tingkat urbanisasi awal (2020) antar wilayah (posisi garis pada tahun 2020).\n",
"# Melihat perbedaan tingkat urbanisasi di tahun 2023 (posisi garis pada tahun 2023).\n",
"# Menganalisis kesenjangan urbanisasi antar wilayah (jarak antar garis di setiap tahun).\n",
"\n",
"# 3. Menampilkan Skala dan Kesinambungan Data:\n",
"\n",
"# Grafik garis memungkinkan kita untuk memvisualisasikan skala nilai urbanisasi (0% - 100%) dengan jelas.\n",
"# Garis yang menghubungkan titik data menunjukkan perubahan urbanisasi secara berkelanjutan dari tahun ke \n",
"# tahun.\n",
"# Bentuk garis secara keseluruhan memberikan gambaran tentang tren jangka panjang urbanisasi di setiap \n",
"# wilayah.\n",
"\n",
"# 4. Kemudahan Interpretasi:\n",
"\n",
"# Grafik garis mudah dibaca dan dipahami oleh khalayak umum.\n",
"# Bentuk dan kemiringan garis intuitif untuk menunjukkan tren dan pola dalam data.\n",
"# Posisi dan bentuk garis antar wilayah mudah diamati dan dibandingkan."
]
}
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