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FALIHMARTADINATA_21181092_UTS_DATASCIENCE
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 24,
"id": "f43c8502",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## NO 1\n",
"\n",
"from IPython.display import Image\n",
"Image ('/Users/Dell/Pictures/no 1.png')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "948cd2b6",
"metadata": {},
"outputs": [],
"source": [
"## NO 2\n",
" Data dan metadata memiliki peran penting dalam berbagai bidang. Berikut adalah penjelasan singkat tentang kegunaan keduanya:\n",
"Data:\n",
"1.\tLebih berguna untuk analisis dan pengambilan keputusan: Data mentah dapat dianalisis untuk menghasilkan informasi dan wawasan yang berguna.\n",
"2.\tLebih mudah dipahami dan dimanipulasi: Data dapat diolah dan ditampilkan dalam berbagai format untuk memudahkan pemahaman dan penggunaan.\n",
"Metadata:\n",
"1.\tLebih berguna untuk pengorganisasian dan penemuan data: Metadata membantu dalam menemukan data yang relevan dengan cepat dan mudah.\n",
"2.\tMeningkatkan interoperabilitas data: Metadata memungkinkan data dari berbagai sumber untuk diintegrasikan dan digunakan bersama.\n",
"Mengapa Perlu Ada Metadata?\n",
"1.\tMetadata penting karena membantu dalam:\n",
"2.\tMenemukan data: Metadata memberikan informasi tentang isi data, sehingga memudahkan untuk menemukan data yang relevan.\n",
"3.\tMemahami data: Metadata memberikan informasi tentang konteks data, sehingga membantu dalam memahami makna data.\n",
"4.\tMenggunakan data: Metadata memberikan informasi tentang cara menggunakan data, sehingga membantu dalam mengolah dan menganalisis data.\n",
"Jenis Metadata:\n",
"1.\tMetadata Deskriptif: Memberikan informasi tentang isi data, seperti judul, penulis, dan tanggal publikasi.\n",
"2.\tMetadata Struktural: Memberikan informasi tentang struktur data, seperti format file dan skema database.\n",
"3.\tMetadata Administratif: Memberikan informasi tentang pengelolaan data, seperti hak akses dan informasi lisensi.\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "35c88dd1",
"metadata": {},
"outputs": [],
"source": [
"## NO 3\n",
"Sebagai seorang data scientist, saya bekerja dengan data untuk menemukan pola, tren, dan wawasan yang dapat membantu organisasi membuat keputusan yang lebih baik. Saya menggunakan berbagai teknik statistik dan ilmu komputer untuk memahami data, membangun model, dan memprediksi hasil.\n",
"Tujuan ilmu data adalah untuk mengekstrak pengetahuan dan informasi dari data untuk menyelesaikan masalah dunia nyata. Ilmu data dapat digunakan dalam berbagai bidang, seperti:\n",
"Bisnis: Meningkatkan efisiensi, meningkatkan penjualan, dan mengembangkan produk baru.\n",
"Kesehatan: Meningkatkan diagnosis penyakit, mengembangkan perawatan baru, dan memprediksi epidemi.\n",
"Pemerintahan: Meningkatkan layanan publik, memerangi kejahatan, dan melindungi lingkungan.\n",
"Aspek Fundamental Ilmu Data:\n",
"Matematika dan Statistik: Dasar untuk memahami data dan membangun model.\n",
"Pemrograman: Diperlukan untuk membersihkan, menganalisis, dan memvisualisasikan data.\n",
"Domain Knowledge: Memahami bidang masalah yang ingin dipecahkan dengan data science.\n",
"Komunikasi: Mampu menyampaikan hasil analisis data kepada pemangku kepentingan.\n",
"Kesimpulan:\n",
"Ilmu data adalah bidang yang sedang berkembang pesat yang memiliki potensi untuk menyelesaikan berbagai masalah dunia nyata. Seorang data scientist adalah seorang profesional yang terampil dalam matematika, statistik, pemrograman, dan domain knowledge untuk mengekstrak pengetahuan dan informasi dari data.\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "791afbf8",
"metadata": {},
"outputs": [
{
"ename": "SyntaxError",
"evalue": "invalid decimal literal (1254199895.py, line 9)",
"output_type": "error",
"traceback": [
"\u001b[1;36m Cell \u001b[1;32mIn[8], line 9\u001b[1;36m\u001b[0m\n\u001b[1;33m 1.Pastikan Anda memiliki Python versi 3 titik 3 atau lebih baru.\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid decimal literal\n"
]
}
],
"source": [
"## NO 4\n",
"Reprodusibilitas Program Python dengan Virtual Environment\n",
"Virtual environment di Python merupakan fitur yang memungkinkan Anda untuk membuat lingkungan Python terisolasi yang berisi pustaka dan paket spesifik yang diperlukan untuk menjalankan program Anda. Hal ini membantu memastikan reproduktivitas program, bahkan pada sistem yang berbeda, karena semua dependensi program diinstal dan dikonfigurasi dalam lingkungan virtualnya sendiri.\n",
"Manfaat menggunakan virtual environment untuk reproduktivitas:\n",
"1.\tMenghilangkan konflik dependensi: Virtual environment memungkinkan Anda untuk menginstal versi spesifik pustaka dan paket tanpa memengaruhi instalasi Python global Anda. Hal ini membantu menghindari konflik dependensi yang dapat terjadi saat menjalankan program di sistem yang berbeda.\n",
"2.\tMemastikan konsistensi: Virtual environment memastikan bahwa program Anda akan selalu berjalan dengan cara yang sama, apa pun sistem yang digunakannya, karena semua dependensi program dikonfigurasi secara identik dalam lingkungan virtual.\n",
"3.\tMemudahkan kolaborasi: Virtual environment memungkinkan Anda untuk berbagi lingkungan virtual dengan kolaborator, sehingga mereka dapat menjalankan program Anda dengan konfigurasi yang sama.\n",
"Cara membuat virtual environment:\n",
"1.Pastikan Anda memiliki Python versi 3.3 atau lebih baru.\n",
"2.Instal paket venv dengan menjalankan perintah berikut di terminal:\n",
"pip install venv\n",
"3.Buat virtual environment baru dengan nama pilihan Anda:\n",
"python -m venv venv_nama_anda\n",
"4.Aktifkan virtual environment:\n",
"source venv_nama_anda/bin/activate\n",
"5.Instal pustaka dan paket yang diperlukan untuk program Anda di dalam virtual environment.\n",
"6.Deactivate virtual environment:\n",
"deactivate\n",
"7. program dalam virtual environment:\n",
"8.Aktifkan virtual environment yang sesuai.\n",
"9.Jalankan program Anda.\n",
"Kesimpulan:\n",
"Virtual environment adalah alat yang penting untuk memastikan reproduktivitas program Python yang kompleks. Dengan menggunakan virtual environment, Anda dapat memastikan bahwa program Anda akan selalu berjalan dengan cara yang sama, apa pun sistem yang digunakannya.\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "eeb21721",
"metadata": {},
"outputs": [],
"source": [
"## NO 5"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "448cc4d1",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"# Memuat data\n",
"data = pd.read_csv('data07.csv')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "e15c220c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"##Menghitung perubahan populasi\n",
"data['POP_CHANGE'] = data['POP20'] - data['POP10']\n",
"\n",
"##Membuat grafik batang perubahan populasi\n",
"plt.figure(figsize=(10, 6))\n",
"data.sort_values(by='POP_CHANGE', ascending=False, inplace=True)\n",
"plt.bar(data['PROVINCE'], data['POP_CHANGE'])\n",
"plt.xticks(rotation=90) # Memutar label x-axis untuk keterbacaan\n",
"plt.xlabel('Province')\n",
"plt.ylabel('Change in Population')\n",
"plt.title('Population Change from 2010 to 2020')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "6dac40fb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ei_columns = [f'EI{year}' for year in range(10, 19)] # Menghasilkan list EI10, EI11, ..., EI18\n",
"data['AVG_EI'] = data[ei_columns].mean(axis=1)\n",
"\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"plt.plot(ei_columns, data[ei_columns].mean(), marker='o')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Average Education Index')\n",
"plt.title('Average Education Index from 2010 to 2018')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "1ac5af6d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gdp_columns = ['GDPACMP20', 'GDPACMP21', 'GDPACMP22', 'GDPACMP23']\n",
"plt.figure(figsize=(10, 6))\n",
"plt.plot(gdp_columns, data[gdp_columns].mean(), marker='o')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Average GDP Growth Rate')\n",
"plt.title('Average GDP Growth Rate at Current Market Price (2020-2023)')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6a2abcfc",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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