{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "# グラフの作成" ], "metadata": { "id": "Fn0oKgscebci" } }, { "cell_type": "markdown", "source": [ "# 練習問題\n", "「グラフの作成」の練習問題にチャレンジしてみましょう。\n", "\n", "はじめに、練習問題で使用するファイルを皆さんの環境にダウンロードするため、次のコードを実行してください。" ], "metadata": { "id": "Q4WWq0mcpTB4" } }, { "cell_type": "code", "source": [ "!wget https://github.com/tendo-sms/python_beginner_2023/raw/main/files_5/files.zip .\n", "!unzip files.zip\n", "!mv files/* ." ], "metadata": { "id": "CKZ7Gb6cVAmg", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "551f4e8a-f126-40f9-b64b-4f1bc8015a35" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "--2023-10-20 05:21:03-- https://github.com/tendo-sms/python_beginner_2023/raw/main/files_5/files.zip\n", "Resolving github.com (github.com)... 140.82.112.3\n", "Connecting to github.com (github.com)|140.82.112.3|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://raw.githubusercontent.com/tendo-sms/python_beginner_2023/main/files_5/files.zip [following]\n", "--2023-10-20 05:21:03-- https://raw.githubusercontent.com/tendo-sms/python_beginner_2023/main/files_5/files.zip\n", "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.109.133, 185.199.110.133, ...\n", "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 4209221 (4.0M) [application/zip]\n", "Saving to: ‘files.zip’\n", "\n", "\rfiles.zip 0%[ ] 0 --.-KB/s \rfiles.zip 100%[===================>] 4.01M --.-KB/s in 0.02s \n", "\n", "2023-10-20 05:21:03 (231 MB/s) - ‘files.zip’ saved [4209221/4209221]\n", "\n", "--2023-10-20 05:21:03-- http://./\n", "Resolving . (.)... failed: No address associated with hostname.\n", "wget: unable to resolve host address ‘.’\n", "FINISHED --2023-10-20 05:21:03--\n", "Total wall clock time: 0.08s\n", "Downloaded: 1 files, 4.0M in 0.02s (231 MB/s)\n", "Archive: files.zip\n", " creating: files/\n", " inflating: files/heatmap.csv \n", " inflating: files/hist.csv \n", " inflating: files/NotoSansJP-Medium.otf \n", " inflating: files/scatter.csv \n", " inflating: files/spectrum1.csv \n", " inflating: files/spectrum2.csv \n", " inflating: files/spectrum3.csv \n" ] } ] }, { "cell_type": "markdown", "source": [ "次のような内容のCSVファイル(spectrum3.csv)を読み込んで、1つのグラフ内に3種類のスペクトルを描画するグラフを作成してみましょう。\n", "\n", "|Wavelength|Intensity1|Intensity2|Intensity3|\n", "|---|---|---|---|\n", "|300|409|298|542|\n", "|310|447|349|553|\n", "|320|383|393|552|\n", "|330|563|480|613|\n", "|以下略|以下略|以下略|以下略|\n", "\n", "グラフのタイトル、軸のラベル、および凡例を次のとおり付けてください。\n", "\n", "* グラフのタイトルを「Practice Graph」としてください。\n", "* X軸のラベルを「WL」、Y軸のラベルを「Int」としてください。\n", "* 凡例のラベルは、「Int1」「Int2」「Int3」としてください。" ], "metadata": { "id": "UtpxzEVUU496" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "# CSVファイルをデータフレームに読み込む\n", "df = pd.read_csv(\"spectrum3.csv\")\n", "\n", "# プログラムを作成してみましょう\n", "\n", "# Figureの作成\n", "fig = plt.figure()\n", "\n", "# Axesの作成\n", "ax = fig.subplots()\n", "\n", "# 折れ線グラフのプロット\n", "# ax.plot(df[\"Wavelength\"], df[\"Intensity1\"], label=\"Int1\")\n", "# ax.plot(df[\"Wavelength\"], df[\"Intensity2\"], label=\"Int2\")\n", "# ax.plot(df[\"Wavelength\"], df[\"Intensity3\"], label=\"Int3\")\n", "\n", "# for文を使ってプロット\n", "for num in range(3):\n", " ax.plot(df[\"Wavelength\"], df[\"Intensity\"+str(num+1)], label=\"Int\"+str(num+1))\n", "\n", "# グラフのタイトルを設定\n", "ax.set_title(\"Practice Graph\")\n", "\n", "# 軸のラベルを設定\n", "ax.set_xlabel(\"WL\")\n", "ax.set_ylabel(\"Int\")\n", "\n", "# 凡例を設定\n", "ax.legend()\n", "\n", "# グラフの画面表示\n", "plt.show()\n", "\n", "# グラフのクローズ\n", "plt.close(fig)" ], "metadata": { "id": "KJ6eRUZNpudr", "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "outputId": "b0fa69ea-13ee-491c-a333-c7bbda538748" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "# 練習問題\n", "散布図とヒストグラムを横に並べた、次のようなグラフを作成してみましょう。\n", "\n", "![練習問題1](https://github.com/tendo-sms/python_beginner_2023/raw/main/files_5/figure/practice1.png)\n", "\n", "散布図とヒストグラム、それぞれの内容は、講義でご紹介した例と同じものです。" ], "metadata": { "id": "FzGN-AwXj7z6" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "# CSVファイルをデータフレームに読み込む\n", "df1 = pd.read_csv(\"scatter.csv\")\n", "df2 = pd.read_csv(\"hist.csv\")\n", "\n", "# プログラムを作成してみましょう\n", "\n", "# Figureの作成\n", "fig = plt.figure()\n", "\n", "# Axesの作成\n", "ax = fig.subplots(1, 2)\n", "\n", "# 散布図のプロット\n", "ax[0].scatter(df1[\"Content\"], df1[\"Hardness\"])\n", "ax[1].hist(df2[\"Particle size\"], bins=10)\n", "\n", "# グラフのタイトルを設定\n", "ax[0].set_title(\"Scatter\")\n", "ax[1].set_title(\"Histgram\")\n", "\n", "# 軸のラベルを設定\n", "ax[0].set_xlabel(\"Content\")\n", "ax[0].set_ylabel(\"Hardness\")\n", "ax[1].set_xlabel(\"Particle size (nm)\")\n", "ax[1].set_ylabel(\"Frequency\")\n", "\n", "# グラフの画面表示\n", "plt.show()\n", "\n", "# グラフのクローズ\n", "plt.close(fig)" ], "metadata": { "id": "nFU89LiUmtWJ", "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "outputId": "3c7c8ca6-934e-4af2-de3e-0910b7ff75a0" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" 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