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@AKS4R4
Created March 21, 2024 07:35
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UTS
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "963b7b58-a35c-406b-98a0-26ab18d9b084",
"metadata": {},
"outputs": [],
"source": [
"1. Piramida dibagi menjadi empat stage:\n",
"\n",
"1.Data: merupakan fakta mentah dan terukur. Data tidak memiliki makna intrinsik dan membutuhkan interpretasi untuk menjadi berguna.\n",
"2.Informasi: merupakan data yang telah diolah dan diberi makna. Informasi dapat berupa fakta, statistik, atau berita.\n",
"3.Pengetahuan: merupakan pemahaman yang diperoleh dari informasi dan pengalaman. Pengetahuan dapat berupa konsep, teori, atau keterampilan.\n",
"4.Kearifan: merupakan kebijaksanaan yang diperoleh dari pengalaman dan pengetahuan yang mendalam. Kearifan dapat digunakan untuk membuat keputusan yang tepat dan menyelesaikan masalah.\n",
"#Keberagaman:\n",
"Gambar tersebut menunjukkan bahwa setiap tingkatan memiliki beragam jenis:\n",
"Data: Beragam dalam jenis (numerik, tekstual, gambar), format, dan sumber.\n",
"Informasi: Beragam dalam tingkat akurasi, keandalan, dan relevansi.\n",
"Pengetahuan: Beragam dalam domain, disiplin ilmu, dan perspektif.\n",
"Kearifan: Beragam dalam budaya, nilai, dan tradisi.\n",
"#Arah Waktu:\n",
"Gambar tersebut menunjukkan dua panah yang menghubungkan masa lalu dan masa depan dengan piramida:\n",
"Masa Lalu (Pengalaman): Pengalaman masa lalu menjadi sumber data, informasi, pengetahuan, dan kearifan. Pengalaman membentuk pemahaman dan membantu dalam pengambilan keputusan.\n",
"Masa Depan (Kebaruan): Data, informasi, pengetahuan, dan kearifan dapat diterapkan untuk menciptakan solusi dan peluang baru di masa depan.\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "cf4cd6b5-8594-49ea-887c-f7f60ef81786",
"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/SAMAD/Downloads/1.png\")\n",
"plt.imshow(img)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "666773ae-b8c0-4a87-b8d1-8e3770bf3ab4",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "b685eaa6-1e1a-4ff1-9290-1f5cb17698dd",
"metadata": {},
"outputs": [],
"source": [
"2.Secara umum, metadata lebih bermanfaat daripada data. Hal ini karena metadata menyediakan konteks dan informasi yang membantu dalam memahami dan menggunakan data.\n",
"\n",
"Tanpa metadata, data mentah hanyalah sekumpulan fakta yang tidak berarti dan sulit untuk dianalisis. metadata, di sisi lain, memberikan informasi penting seperti:\n",
"\n",
"Asal data: Di mana dan kapan data dikumpulkan?\n",
"Struktur data: Bagaimana data diorganisir?\n",
"Definisi data: Apa arti setiap nilai data?\n",
"Kualitas data: akurat data?\n",
"\n",
"Manfaat Metadata:\n",
"\n",
"Mempermudah pencarian dan pengorganisasian data: Metadata memungkinkan Anda untuk menandai dan mengelompokkan data dengan cara yang logis, sehingga memudahkan untuk menemukan data yang di butuhkan.\n",
"Meningkatkan kualitas data: Metadata membantu Anda melacak asal data dan memastikan bahwa data akurat dan konsisten.\n",
"Mempermudah kolaborasi: Metadata memungkinkan orang yang berbeda untuk memahami dan menggunakan data dengan cara yang sama.\n",
"\n",
"Tiga Jenis Metadata:\n",
"Metadata Deskriptif: Memberikan informasi tentang isi data, seperti judul, penulis, dan kata kunci.\n",
"Metadata Teknis: Memberikan informasi tentang format data, struktur, dan lokasi penyimpanan.\n",
"Metadata Administratif: Memberikan informasi tentang pengelolaan data, seperti hak cipta, kepemilikan, dan riwayat versi."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3f863040-cc98-4e1f-b897-d32215dfb515",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "9d1ce7ca-1d7d-4977-8375-eab4ba0e6720",
"metadata": {},
"outputs": [],
"source": [
"3. Sebagai seorang Data Scientist, saya seperti seorang penjelajah data. Tugas saya adalah menjelajahi lautan data yang luas untuk menemukan pola, tren, dan wawasan yang tersembunyi.\n",
"Tujuan ilmu data adalah untuk mengubah data mentah menjadi informasi yang berguna yang dapat membantu organisasi dalam berbagai aspek, seperti:\n",
"\n",
"Membuat keputusan yang lebih baik: Data science membantu kita memahami apa yang terjadi, mengapa terjadi, dan apa yang harus dilakukan selanjutnya.\n",
"Meningkatkan efisiensi dan produktivitas: Dengan menganalisis data, kita dapat mengidentifikasi area yang dapat dioptimalkan dan meningkatkan proses bisnis.\n",
"Mengembangkan produk dan layanan baru: Data science membantu kita memahami kebutuhan pelanggan dan menciptakan produk yang lebih inovatif.\n",
"\n",
"Aspek fundamental dari ilmu data:\n",
"\n",
"1. Pengumpulan dan Pembersihan Data:\n",
"Mengumpulkan data dari berbagai sumber.\n",
"Membersihkan data dari kesalahan dan inkonsistensi.\n",
"2. Pemrosesan dan Analisis Data:\n",
"Menerapkan teknik statistik dan machine learning untuk menganalisis data.\n",
"Memvisualisasikan data untuk memahami pola dan tren.\n",
"3. Komunikasi dan Storytelling:\n",
"Menyampaikan hasil analisis data dengan cara yang mudah dipahami oleh non-teknis.\n",
"Menceritakan kisah yang menarik dengan data untuk mendorong pengambilan keputusan yang tepat."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8a0e1eb7-dbf5-4da8-a724-b45f93605fc3",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "072cb117-c409-4747-933d-2f2c709be6da",
"metadata": {},
"outputs": [],
"source": [
"4. Reprodusibilitas adalah kemampuan untuk menghasilkan hasil yang sama ketika suatu eksperimen atau program dijalankan secara berulang-ulang.\n",
"Dalam konteks pengembangan perangkat lunak, terutama di Python, reprodusibilitas sering menjadi tantangan karena perbedaan lingkungan kerja antara developer.\n",
"Fitur virtual environment di Python membantu dalam menjaga reprodusibilitas suatu program yang kompleks yang menggunakan banyak library dan paket dengan versi tertentu. Ini dilakukan dengan menciptakan lingkungan kerja yang terisolasi di mana paket dan dependensi spesifik untuk proyek tertentu dapat diinstal."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0a08320f-b95b-46de-9448-1316132f8d67",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 43,
"id": "88bfce4b-8e97-476e-bb68-ad2dc1ebc950",
"metadata": {},
"outputs": [],
"source": [
"#5.Memuat data\n",
"import pandas as pd\n",
"\n",
"\n",
"data = pd.read_csv('data09.csv')\n",
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "2765f81e-0fe0-47ab-9498-5faf0cc63728",
"metadata": {},
"outputs": [],
"source": [
"#Menghitung perubahan populasi\n",
"data['POP_CHANGE'] = data['POP20'] - data['POP10']"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "c8a6947e-0b3f-4e94-994a-f70895bfe71e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#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": 39,
"id": "337124a9-bd01-4bda-b028-e6bd42797862",
"metadata": {},
"outputs": [],
"source": [
"#Menghitung rata-rata indeks pendidikan per tahun\n",
"ei_columns = [f'EI{year}' for year in range(10, 19)]\n",
"data['AVG_EI'] = data[ei_columns].mean(axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "5fda5e8c-b722-44f4-8893-785bd859582a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Membuat grafik\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()\n",
"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": "84ac570b-0001-4375-b203-66711b2e33a4",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
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"language": "python",
"name": "python3"
},
"language_info": {
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