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@charlesmana
Created March 21, 2024 07:34
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{
"cells": [
{
"cell_type": "markdown",
"id": "47b2fc0b",
"metadata": {},
"source": [
"# UTS DATA SAINS "
]
},
{
"cell_type": "markdown",
"id": "9df8e431",
"metadata": {},
"source": [
"# 1. gambarkan dalam satu piramida tingkatan dan keberagaman antara data, informasi, pengetahuan, dan kearifan, serta jelaskan arah waktu dari masa lalu(pengalaman) dan masa depan(kebaruan)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "0e95227b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.display import display\n",
"display (Image ('data.png'))"
]
},
{
"cell_type": "markdown",
"id": "bff0df13",
"metadata": {},
"source": [
"1. data: fakta mentah dan tidak terstruktur, seperti angka, teks, gambar, atau suara.\n",
"2. informasi: data yang telah diolah dan diorganisir sehingga memiliki makna.\n",
"3. pengetahuan pemahaman yang diperoleh dari informasi dan pengalaman.\n",
"4. kearifan: kemampuan untuk menerapkan pengetahuan dengan bijak dan bertanggung jawab dalam situasi yang kompleks.\n",
"#arah waktu\n",
"1. masa lalu(pengalaman) : data dan informasi masa lalu menjadi dasar untuk membangun pengetahuan.\n",
"2. masa depan(kebaruan) : pengetahuan dan kearifan digunakan utnuk menavigasi masa depan dan menciptakan kemungkinan baru.\n",
"melihat dari gambar piramida, menunjukan bahwa data adalah dasar untuk membangun informasi, pengetahuan, dan kearifan. semakin tinggi tingkatannya, semakin kompleks dan bernilai informasi tersebut. pengalaman masa lalu dalam bentuk data dan informasi menjadi fondasi untuk membangun pengetahuan, kearifan memungkinkan kita untuk menggunakan pengetahuan dengan bijak dan bertanggung jawab untuk menciptakan masa depan yang lebih baik."
]
},
{
"cell_type": "markdown",
"id": "e8de2e3a",
"metadata": {},
"source": [
"# 2. dari sisi nilai kemanfaatannya manakah yang lebih berguna, data atau metadata? lalu mengapa perlu ada metadata? jelaskan dengan singkat. berikan setidaknya tiga jenis metadata dan penjelasan singkatnya"
]
},
{
"cell_type": "markdown",
"id": "68371610",
"metadata": {},
"source": [
"data merupakan fakta dan angka mentah yang belum diolah. sedangkan metadata merupakan informasi tambahan tentang data itu sendiri.\n",
"data dan metadata memiliki kegunaan yang berbeda tetapi saling melengkapi, data berguna untuk melakukan analisis dan pengambilan keputusan, metadata berguna untuk mengelola dan memahami data. metadata memberikan informasi tentang data, seperti siapa yang membuatnya, kapan dibuatnya, apa artinya, dan bagaimana menggunakannya.\n",
"macam macam metadata: \n",
"1. metadata deskriptif, memberikan informasi tentang isi data seperti judul, penulis, tanggal pembuatan, dan kata kunci.\n",
"2. metadata struktural, memberikan informasi mengenai struktur data, seperti format file, skema database, dan hubungan antar data.\n",
"3. metadata administratif, memberikan informasi tentang pengelolaan data, seperti hak akses, kebijakan penggunaan, dan riwayat versi."
]
},
{
"cell_type": "markdown",
"id": "3cbd849a",
"metadata": {},
"source": [
"# 3. bila anda seorang data scientist, gambarkan pekerjaan anda dan tujuan dari ilmu anda tersebut. jelaskan secara singkat aspek fundamental dari data science."
]
},
{
"cell_type": "markdown",
"id": "ef64bf10",
"metadata": {},
"source": [
"data science adalah keilmuan mengenai pengolahan data menjadi informasi yang berguna.\n",
"data scientist adalah seorang profesional yang menerapkan teknik statistik, pemrograman, dan machine learning untuk mengekstrak pengetahuan dan wawasan berharga dari data.\n",
"seorang data scientist bekerja untuk menemukan pola dan makna dari data, teknik yang digunakan menggunakan teknik statistik, pemrograman, dan machie learning untuk menganalisis data dan menghasilkan insight yang bermanfaat. tujuan ilmu data science adalah untuk membantu perusahaan membuat keputusan yang lebih baik berdasarkan data. data science dapat digunakan untuk berbagai hal,seperti :\n",
"1. meningkatkan penjualan\n",
"2. mengurangi biaya\n",
"3. mengembangkan produk baru\n",
"#data science adalah ilmu yang sangat penting di era digital ini. dengan menggunakan data science, perusahaan dapat membuat keputusan yang lebih baik, meningkatkan efisiensi, dan mengembangkan produk baru yang inovatif. terdapat beberapa aspek fundamental yang perlu diketahui:\n",
"1. statistik, digunakan untuk memahami distribusi data, menguji hipotesis, dan membuat model prediksi.\n",
"2. pemrograman, digunakan untuk membersihkan data, membangun model, dan memvisualisasikan hasil.\n",
"3. machine learning, digunakan untuk membangun model yang dapat belajar dari data dan membuat prediksi.\n",
"#bidang bidang yagn dapat dilakukan oleh data scientist: \n",
"1. menganalisis data penjualan untuk mengidentifikasi tren dan peluang baru.\n",
"2. membangun model prediksi untuk membantu perusahaan memperkirakan permintaan produk\n",
"3. mengembangkan sistem rekomendasi untuk membantu pelanggan menemukan produk yang mereka sukai.\n"
]
},
{
"cell_type": "markdown",
"id": "ab0e05bc",
"metadata": {},
"source": [
"# 4. reprodusibilitas suatu program yang kompleks dan menggunakan banyak library dan package versi tertentu dapat dipastikan dengan memanfaatkan fitur virtual environment di python. jelaskan mengenai hal itu."
]
},
{
"cell_type": "markdown",
"id": "396abb9b",
"metadata": {},
"source": [
"Virtual environment di Python adalah fitur yang membantu memastikan reprodusibilitas program dengan menciptakan lingkungan terisolasi untuk menjalankan program tersebut. reprodusibilitas dalam pemrograman mengacu pada kemampuan untuk menjalankan program yang sama dan mendapatkan hasil yang sama di berbagai lingkungan. hal ini penting untuk program yang kompleks, terutama yang menggunakan banyak library dan package dengan versi tertentu.\n",
"#manfaat menggunakan virtual environment\n",
"1. virtual environment memungkinkan untuk menginstall library dan package dengan versi tertentu tanpa memengaruhi versi yang terinstal di sistem yang ada. hal ini dapat memastikan program anda akan selalu berjalan dengan versi library yang diharapkan.\n",
"2. Virtual environment memungkinkan Anda untuk membuat lingkungan yang berbeda untuk setiap proyek. Hal ini membantu menghindari konflik antar library dan package yang digunakan oleh proyek yang berbeda.\n",
"3. Virtual environment memungkinkan Anda untuk membagikan program Anda dengan orang lain beserta lingkungan yang diperlukan untuk menjalankannya. Hal ini membantu memastikan orang lain dapat menjalankan program Anda dengan hasil yang sama.\n"
]
},
{
"cell_type": "markdown",
"id": "b0bbfee4",
"metadata": {},
"source": [
"# 5. perhatikan data yang diberikan di https://github.com/dudung/mk-data-sains/tree/main/data dalam folder sesuai dengan id anda. buat grafik untuk data-data tersebut sesuai dengan sifat datanya dan jelaskan mengapa jenis grafik tertentu digunakan untuk data tertentu."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "854f9f6a",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "94920195",
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_csv('data04.csv')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "6d6a5b43",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#grafik perbahan populasi\n",
"plt.figure(figsize=(10, 6))\n",
"data.sort_values(by='POP20', ascending=False, inplace=True)\n",
"plt.bar(data['PROVINCE'], data['POP20'])\n",
"plt.xticks(rotation=90)\n",
"plt.xlabel('Province')\n",
"plt.ylabel('Change in Population')\n",
"plt.title('Population Change From 2010 to 2020')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "ed97f757",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Menghasilkan list EI10, EI11, ..., EI18\n",
"ei_columns = [f'EI{year}' for year in range(10, 19)] \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": 32,
"id": "7b06f06d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data luas wilayah\n",
"luas_wilayah = {\n",
" \"Jawa Barat\": [36923, 36923, 36923, 36923],\n",
" \"Jawa Tengah\": [32852, 32852, 32852, 32852],\n",
" \"Jawa Timur\": [47922, 47922, 47922, 47922],\n",
"}\n",
"\n",
"# Tahun\n",
"tahun = [2020, 2021, 2022, 2023]\n",
"\n",
"# Buat grafik batang untuk setiap provinsi\n",
"for provinsi, data in luas_wilayah.items():\n",
" plt.bar(tahun, data, label=provinsi)\n",
" plt.title(f\"Luas Wilayah di {provinsi}\")\n",
" plt.xlabel(\"Tahun\")\n",
" plt.ylabel(\"Luas Wilayah (km²)\")\n",
" plt.show()\n",
"\n",
"# Buat grafik batang dengan semua provinsi\n",
"plt.bar(tahun, list(luas_wilayah.values())[0], label=\"Jawa Barat\")\n",
"plt.bar(tahun, list(luas_wilayah.values())[1], label=\"Jawa Tengah\")\n",
"plt.bar(tahun, list(luas_wilayah.values())[2], label=\"Jawa Timur\")\n",
"plt.title(\"Luas Wilayah di semua Provinsi\")\n",
"plt.xlabel(\"Tahun\")\n",
"plt.ylabel(\"Luas Wilayah (km²)\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e3cb732a",
"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"
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},
"nbformat": 4,
"nbformat_minor": 5
}
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