Created
March 21, 2024 07:49
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DS_TK3_ROBINHUDSON_21181234
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "2f04cf49", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"img = plt.imread(\"C:/Users/binhud/pictures/Screenshot 2024-03-21 133118.png\")\n", | |
"plt.imshow(img)\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"id": "a0709f9b", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"## jawaban nomor 2\n", | |
"#Kegunaan Data dan Metadata\n", | |
"#Data:\n", | |
"#Lebih berguna secara langsung: Digunakan untuk analisis, pengambilan keputusan, dan berbagai keperluan lainnya.\n", | |
"#Contoh: Data penjualan, data pelanggan, data sensor.\n", | |
"#Metadata:\n", | |
"#Kurang berguna secara langsung: Memberikan konteks dan makna pada data, sehingga data menjadi lebih berguna.\n", | |
"#Contoh: Nama file, tanggal pembuatan, format file, hak cipta, deskripsi konten.\n", | |
"#Alasan perlunya Metadata:\n", | |
"#Organisasi: Membantu menemukan dan mengelola data dengan mudah dan efisien.\n", | |
"#Pemahaman: Memberikan informasi tentang data, seperti asal-usul, makna, dan cara penggunaannya.\n", | |
"#Jenis Metadata:\n", | |
"#Metadata Deskriptif: Memberikan informasi tentang isi dan struktur data, seperti judul, penulis, dan kata kunci.\n", | |
"#Metadata Teknis: Memberikan informasi tentang format data, seperti jenis file, ukuran file, dan pengaturan kompresi.\n", | |
"#Metadata Administratif: Memberikan informasi tentang pengelolaan data, seperti tanggal pembuatan, pemilik data, dan hak akses.\n", | |
"#Kesimpulan:\n", | |
"#Data dan metadata saling melengkapi. Data lebih berguna secara langsung, sedangkan metadata memberikan konteks dan makna yang membuatnya lebih bermanfaat. Metadata penting untuk organisasi, pemahaman, dan interoperabilitas data." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"id": "c0896569", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"## jawaban nomor 3\n", | |
"#Sebagai seorang ilmu data scientist, pekerjaan saya berfokus pada pengumpulan, pembersihan, analisis, dan interpretasi data untuk membantu organisasi dalam berbagai aspek, seperti:\n", | |
"\n", | |
"#Tujuan Ilmu Data:\n", | |
"\n", | |
"#Membuat keputusan yang lebih baik: Menganalisis data untuk mengidentifikasi pola, tren, dan wawasan yang dapat membantu organisasi membuat keputusan yang lebih terinformasi dan strategis.\n", | |
"#Meningkatkan efisiensi: Mengoptimalkan proses dan operasi dengan mengidentifikasi area yang dapat ditingkatkan berdasarkan data.\n", | |
"#Mengembangkan produk dan layanan baru: Menganalisis data pengguna untuk memahami kebutuhan dan preferensi mereka, dan kemudian merancang produk dan layanan yang lebih sesuai.\n", | |
"#Memprediksi masa depan: Menggunakan model pembelajaran mesin untuk memprediksi tren dan kejadian di masa depan, sehingga organisasi dapat mempersiapkan diri dengan lebih baik.\n", | |
"#Aspek Fundamental Ilmu Data:\n", | |
"#1. Statistik: Memahami konsep statistik seperti probabilitas, distribusi data, dan inferensi statistik untuk menganalisis dan memodelkan data.\n", | |
"\n", | |
"#2. Pemrograman: Memiliki kemampuan untuk menulis kode dalam bahasa pemrograman seperti Python, R, atau SQL untuk memanipulasi, membersihkan, dan menganalisis data.\n", | |
"\n", | |
"#3. Pembelajaran Mesin: Memahami algoritma pembelajaran mesin seperti regresi linier, klasifikasi, dan pembelajaran mendalam untuk membangun model yang dapat memprediksi dan membuat keputusan berdasarkan data.\n", | |
"\n", | |
"#4. Komunikasi: Mampu mengkomunikasikan temuan dan wawasan data secara efektif kepada audiens yang beragam, baik secara teknis maupun non-teknis.\n", | |
"\n", | |
"#5. Domain Pengetahuan: Memiliki pemahaman tentang domain di mana data dianalisis, seperti keuangan, kesehatan, atau manufaktur, untuk interpretasi yang lebih akurat dan bermakna.\n", | |
"\n", | |
"#Kesimpulan:\n", | |
"\n", | |
"#Ilmu data adalah bidang yang kompleks dan berkembang pesat yang membutuhkan kombinasi keterampilan teknis dan soft skill yang kuat. Ilmu data scientist memainkan peran penting dalam membantu organisasi memanfaatkan data mereka untuk membuat keputusan yang lebih baik, meningkatkan efisiensi, dan mencapai tujuan mereka." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"id": "03800599", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"## jawaban nomor 4\n", | |
"#Kompleksitas Program dan Reprodusibilitas:\n", | |
"\n", | |
"#Program Python yang kompleks sering kali melibatkan banyak library dan package. Hal ini dapat menimbulkan masalah reprodusibilitas, di mana program tidak dapat dijalankan dengan hasil yang sama di lingkungan yang berbeda.\n", | |
"\n", | |
"#Solusi: Virtual Environment:\n", | |
"\n", | |
"#Virtual environment di Python menyediakan solusi untuk masalah ini. Virtual environment adalah direktori terisolasi di mana program Python dapat dijalankan dengan dependensi yang independen dari instalasi Python global.\n", | |
"\n", | |
"#Manfaat Virtual Environment:\n", | |
"\n", | |
"#Menjaga Keterpisahan: Virtual environment memisahkan dependensi program dari instalasi Python global, sehingga perubahan pada instalasi global tidak memengaruhi program.\n", | |
"#Memastikan Reprodusibilitas: Program dapat dijalankan dengan hasil yang sama di berbagai lingkungan dengan membuat virtual environment dan menginstal dependensi yang sama di dalamnya.\n", | |
"#Mengelola Dependensi: Virtual environment memungkinkan Anda untuk mengontrol versi spesifik dari library dan package yang digunakan program, sehingga program tidak terpengaruh oleh perubahan pada versi global.\n", | |
"#Cara Kerja Virtual Environment:\n", | |
"\n", | |
"#Membuat Virtual Environment: Gunakan perintah virtualenv untuk membuat direktori virtual environment.\n", | |
"#Aktivasi Virtual Environment: Aktifkan virtual environment dengan perintah source bin/activate.\n", | |
"#Instal Dependensi: Instal library dan package yang dibutuhkan program di dalam virtual environment.\n", | |
"#Jalankan Program: Jalankan program Python dari dalam virtual environment." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"id": "93e187ad", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"data = pd.read_csv('data18.csv')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"id": "8eeddcfc", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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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": 27, | |
"id": "829256cc", | |
"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": 28, | |
"id": "e414cd22", | |
"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": "4f3621b6", | |
"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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