{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Unable to revert mtime: /Library/Fonts\n", "Fontconfig warning: ignoring UTF-8: not a valid region tag\n" ] } ], "source": [ "import matplotlib.pyplot as plt \n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Latihan 1: Bitcoin Price \n", "\n", "Kita memiliki daftar harga Bitcoin yang dicatat setiap akhir minggu (Minggu) di 2018 dan 2019. \n", "\n", "Buat visualisasi yang memungkinkan Anda menjawab pertanyaan: Tahun apa, 2018 atau 2019, yang cenderung memberikan pengembalian yang lebih baik bagi pemegang Bitcoin?\n", "\n", "Chart apa yang anda pilih untuk problem diatas dan mengapa anda memilih chart \n", "tersebut? Line chart merupakan chart yang paling cocok untuk menampilkan data yang memiliki karakteristik time series seperti pada pergerakan harga bitcoin yang tersedia dalam tiap minggu selama 2 tahun\n", "\n", "Tahun berapa pemegang bitcoin memiliki keuntungan yang lebih banyak? Tahun 2019. Lebih tepatnya jika yang membeli di akhir tahun 2018 dan menjualnya di pertengahan tahun 2019" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "prices = [14292.2, 12858.9, 11467.5, 9241.1, 8559.6, 11073.5, 9704.3, 11402.3, 8762.0, 7874.9, 8547.4, 6938.2, \n", " 6905.7, 8004.4, 8923.1, 9352.4, 9853.5, 8459.5, 8245.1, 7361.3, 7646.6, 7515.8, 6505.8, 6167.3,6398.9,\n", " 6765.5, 6254.8, 7408.7, 8234.1, 7014.3, 6231.6, 6379.1,6734.8, 7189.6, 6184.3, 6519.0, 6729.6, 6603.9, \n", " 6596.3, 6321.7,6572.2, 6494.2, 6386.2, 6427.1, 5621.8, 3920.4, 4196.2, 3430.4,3228.7, 3964.4, 3706.8, \n", " 3785.4, 3597.2, 3677.8, 3570.9, 3502.5,3661.4, 3616.8, 4120.4, 3823.1, 3944.3, 4006.4, 4002.5, 4111.8,\n", " 5046.2, 5051.8, 5290.2, 5265.9, 5830.9, 7190.3, 7262.6, 8027.4,8545.7, 7901.4, 8812.5, 10721.7, 11906.5, \n", " 11268.0, 11364.9, 10826.7, 9492.1, 10815.7, 11314.5, 10218.1, 10131.0, 9594.4, 10461.1, 10337.3, 9993.0, \n", " 8208.5, 8127.3, 8304.4, 7957.3, 9230.6, 9300.6, 8804.5, 8497.3, 7324.1, 7546.6, 7510.9, 7080.8, 7156.2, \n", " 7321.5, 7376.8]\n", " \n", "\n", "tgl = pd.date_range(start=str(2018), end=str(2020), freq='W-SUN').strftime('%d/%m/%Y').tolist()\n", " \n", "plt.subplots(figsize=(25, 10))\n", "plt.plot( \n", " tgl, \n", " prices\n", ")\n", "plt.xticks(rotation=90)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Latihan 2: Permen \n", "\n", "Kita memiliki sekantong permen. Terdapat lima jenis permen, masing-masing diberi nama di bawah ini. Buat diagram yang menunjukkan persentase peluang bahwa kita akan mengeluarkan permen Snickers dari kantong jika kita melakukan pengambilan acak. Sebutkan peluang memilih permen Snickers ?\n", "\n", "Chart apa yang anda pilih untuk problem diatas dan mengapa anda memilih chart Tersebut? Chart yang cocok untuk kasus persentase peluang adalah pie chart karena dalam bentuk grafik ini dapat dilihat porsi besaran peluang yang mungkin terjadi dari suatu kejadian. \n", "\n", "Berapa persen kemungkinan Anda akan memilih Snickers saat mengeluarkan permen dari tas secara acak? 15%" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "candy_names = ['Kit Kat', 'Snickers', 'Milky Way', 'Toblerone', 'Twix'] \n", "candy_counts = [52, 39, 78, 13, 78]\n", "explode = (0, 0.1, 0, 0, 0)\n", " \n", "plt.pie( \n", " candy_counts, \n", " labels=candy_names, \n", " autopct='%1.2f%%', \n", " explode=explode, \n", " shadow=True\n", ") \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Latihan 3: Makanan\n", "\n", "Restoran memiliki menu makanan penutup yang terlalu besar. Mereka ingin memotong beberapa item dari menu. Untuk membuat sebagian besar pelanggan mereka senang, mereka ingin menghapus hanya tiga makanan penutup yang paling tidak populer dari menu. \n", "\n", "Kita memiliki daftar makanan penutup yang disajikan restoran, serta hitungan berapa kali makanan penutup tersebut dijual dalam seminggu terakhir. Buat visualisasi yang menunjukkan popularitas relatif dari makanan penutup. Sebutkan tiga makanan penutup yang harus disingkirkan.\n", "\n", "Chart apa yang anda pilih untuk problem diatas dan mengapa anda memilih chart tersebut? Kasus ini cocok diselesaikan dengan Bar Chart karena jenis chart ini dapat digunakan untuk membandingkan data kategorikal dalam hal ini nama dessert. Kasus pada latihan ini perlu membandingkan kategori data satu sama lain.\n", "\n", "Makanan penutup apa saja yang perlu anda sarankan untuk dikeluarkan dari menu? Jika diurutkan berdasarkan makanan penutup yang paling tidak populer dengana acuan julah penjualan per item, maka 3 makanan penutup yang harus disingkirkan yaitu Tuffles, Mousse, dan Chocolate Chips" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dessert_sales = { \n", " 'Lava Cake': 14, \n", " 'Mousse': 5, \n", " 'Chocolate Cake': 12, \n", " 'Ice Cream': 19, \n", " 'Truffles': 6, \n", " 'Brownie': 8, \n", " 'Chocolate Chip Cookie': 12, \n", " 'Chocolate Pudding': 9, \n", " 'Souffle': 10, \n", " 'Chocolate Cheesecake': 17, \n", " 'Chocolate Chips': 2, \n", " 'Fudge': 9, \n", " 'Mochi': 13, \n", "} \n", "\n", "dessert = list(dessert_sales.keys())\n", "sales = list(dessert_sales.values())\n", "\n", "df = pd.DataFrame({'Desserts':dessert,\"Quantity\":sales})\n", "df.sort_values(by='Quantity', inplace=True, ascending=True)\n", "\n", "colors = ['#0000FF' for _ in range(len(df))]\n", "for i in range(3):\n", " colors[i] = '#FF0000'\n", " \n", "plt.bar(df['Desserts'], df['Quantity'],color=colors) \n", "plt.xticks(rotation=90)\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Latihan 4: Penggunaan CPU \n", "Kita memiliki penggunaan CPU rata-rata per jam untuk komputer pekerja selama seminggu. \n", "Setiap baris data mewakili satu hari dalam seminggu yang dimulai dengan Senin. Setiap kolom \n", "data adalah satu jam dalam sehari dimulai dengan 0 menjadi tengah malam. \n", " \n", "Buat bagan yang menunjukkan penggunaan CPU selama seminggu. Anda harus dapat \n", "menjawab pertanyaan-pertanyaan berikut menggunakan bagan: \n", "• Jam berapa pekerja biasanya makan siang? \n", "• Apakah pekerja tersebut bekerja pada akhir pekan? \n", "• Pada hari apa pekerja mulai bekerja pada komputer mereka pada malam hari?\n", "\n", "Chart apa yang anda pilih untuk problem diatas dan mengapa anda memilih chart tersebut? Seaborn. Chart ini cocok digunakan untuk memeriksa data secara visual. Jika ingin melihat data secara secara visual dengan beberapa paramter sekaligus, maka cara terbaik dengan melihat dalam bentuk heatmap dimana warna terang akan menunjukan tingkat aktivitas yang tinggi.\n", "\n", "Jam berapa pekerja biasanya makan siang? Rentang jam 12.00 - 13.00 karena terlihat pada visual pada jam tersebut selama hari kerja menunjukan warna gelap yang artinya tidak ada aktivitas komputer secara masif atau besar.\n", "\n", "Apakah pekerja tersebut bekerja pada akhir pekan? Berdasarakn data visual, aktivitas komputer terlihat pada hari minggu pada rentang jam 18.00 - 20.00, Bisa dikatakan kemungkinan pekerja malukakn aktivitas di komputer pada saat akhir pekan.\n", "\n", "Pada hari apa pekerja mulai bekerja pada komputer mereka pada malam hari? rentang pukul 18.00 - 21.00" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import seaborn as sns \n", "\n", "cpu_usage = [ \n", " [2, 2, 4, 2, 4, 1, 1, 4, 4, 12, 22, 23, 45, 9, 33, 56, 23, 40, 21, 6, 6, 2, 2, 3], # Monday \n", " [1, 2, 3, 2, 3, 2, 3, 2, 7, 22, 45, 44, 33, 9, 23, 19, 33, 56, 12, 2, 3, 1, 2, 2], # Tuesday \n", " [2, 3, 1, 2, 4, 4, 2, 2, 1, 2, 5, 31, 54, 7, 6, 34, 68, 34, 49, 6, 6, 2, 2, 3], # Wednesday \n", " [1, 2, 3, 2, 4, 1, 2, 4, 1, 17, 24, 18, 41, 3, 44, 42, 12, 36, 41, 2, 2, 4, 2, 4], # Thursday \n", " [4, 1, 2, 2, 3, 2, 5, 1, 2, 12, 33, 27, 43, 8, 38, 53, 29, 45, 39, 3, 1, 1, 3, 4], # Friday \n", " [2, 3, 1, 2, 2, 5, 2, 8, 4, 2, 3, 1, 5, 1, 2, 3, 2, 6, 1, 2, 2, 1, 4, 3], # Saturday \n", " [1, 2, 3, 1, 1, 3, 4, 2, 3, 1, 2,2, 5, 3, 2, 1, 4, 2, 45, 26, 33, 2, 2, 1], # Sunday \n", "]\n", " \n", "days = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday','Saturday', 'Sunday']\n", " \n", "hours = [0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,23] \n", " \n", "sns.heatmap(cpu_usage, yticklabels=days, xticklabels=hours)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Latihan 5: Jamur \n", "\n", "Seorang peneliti sedang mempelajari jamur. Mereka telah menemukan cincin jamur dan \n", "memberi label koordinat. Biasanya jamur menyebar keluar dari pusat jamur awal. \n", "Dengan koordinat di bawah ini, peneliti ingin menjawab pertanyaan: Kira-kira di \n", "manakah letak pusat pertumbuhan jamur? Buat bagan yang memungkinkan peneliti \n", "memperkirakan pusat pertumbuhan. \n", "\n", "Chart apa yang anda pilih untuk problem diatas dan mengapa anda memilih chart tersebut? \n", "Chat yang dipilih yaitu Scatter plot. Chart ini dapat berfungsi baik pada kasus jamur yang menggunakan data numerik dan dapat memberikan informasi yang berguna terutama mengenai pola atau pencilan yang berkaitan dengan pusat pertumbuhan jamur\n", "\n", "Koordinat pusat (x,y) pusat pertumbuhan jamur berada di? Pusat pertumbuhan jamur didapat dari pencarian nilai rata2 dari x dan y. Sehingga didapat pusat pertumbuhan jamur beraada pada koordinat (7.6,5,1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(7.644499999999999, 5.1286249999999995)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = [4.61, 5.08, 5.18, 7.82, 10.46, 7.66, 7.6, 9.32, 14.04, 9.95, 4.95, 7.23, \n", " 5.21, 8.64, 10.08, 8.32, 12.83, 7.51, 7.82, 6.29, 0.04, 6.62, 13.16, 6.34, \n", " 0.09, 10.04, 13.06, 9.54, 11.32, 7.12, -0.67, 10.5, 8.37, 7.24, \n", " 9.18, 10.12, 12.29, 8.53, 11.11, 9.65, 9.42, 8.61, -0.67, 5.94, 6.49, \n", "7.57, 3.11, 8.7, 5.28, 8.28, 9.55, 8.33, 13.7, 6.65, 2.4, 3.54, 9.19, 7.51, -0.68, 8.47, 14.82, 5.31, \n", " 14.01, 8.75, -0.57, 5.35, 10.51, 3.11, -0.26, 5.74, \n", " 8.33, 6.5, 13.85, 9.78, 4.91, 4.19, 14.8, 10.04, 13.47, 3.28\n", " ] \n", " \n", "y = [-2.36, -3.41, 13.01, -2.91, -2.28, 12.83, 13.13, 11.94, 0.93, -2.76, 13.31, \n", " -3.57, -2.33, 12.43, -1.83, 12.32, -0.42, -3.08, -2.98, 12.46, 8.34, -3.19, \n", " -0.47, 12.78, 2.12, -2.72, 10.64, 11.98, 12.21, 12.52, 5.53, 11.72, 12.91, \n", " 12.56, -2.49, 12.08, -1.09, -2.89, -1.78, -2.47, 12.77, 12.41, 5.33, -3.23, \n", " 13.45, -3.41, 12.46, 12.1, -2.56, 12.51, -2.37, 12.76, 9.69, 12.59, -1.12, \n", " -2.8, 12.94, -3.55, 7.33, 12.59, 2.92, 12.7, 0.5, 12.57, 6.39, 12.84, \n", " -1.95, 11.76, 6.82, 12.44, 13.28, -3.46, 0.7, -2.55, -2.37, 12.48, 7.26, -2.45, 0.31, -2.51]\n", "\n", "x_center = np.mean(x)\n", "y_center = np.mean(y)\n", "print(x_center,y_center)\n", "\n", "plt.scatter(x, y)\n", "plt.scatter(x_center, y_center)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 2 }