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@ereyester
Last active September 25, 2020 02:41
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jouhou2_5_3.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "jouhou2_5_3.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"authorship_tag": "ABX9TyPCzK7REkuBw48r6tBm2QiH",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/ereyester/ce9370e3022f05f4d7548a8ccaed33cc/jouhou2_5_3.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OZS3L3b7zdCE",
"colab_type": "text"
},
"source": [
"# 高等学校情報科「情報Ⅱ」教員用研修教材\n",
"## 第5章 3 データを活用するための情報技術の活用\n",
"## テーマ「学校における教育の情報化の実態等に関する調査」\n",
"## 1 データを収集し、整理、整形する\n",
"## 2 データを眺める、そして分析、可視化する\n",
"## 3 データを解釈、評価して、更に分析する\n",
"### python版"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gvv4KUzs087r",
"colab_type": "text"
},
"source": [
"日本語plotのための処理"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Fw0WoKy608Ki",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 510
},
"outputId": "71cbc00c-462d-480c-94dd-d30bbaae93fa"
},
"source": [
"!apt-get -y install fonts-ipafont-gothic\n",
"!ls -ll /root/.cache/matplotlib/"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"Reading package lists... Done\n",
"Building dependency tree \n",
"Reading state information... Done\n",
"The following additional packages will be installed:\n",
" fonts-ipafont-mincho\n",
"The following NEW packages will be installed:\n",
" fonts-ipafont-gothic fonts-ipafont-mincho\n",
"0 upgraded, 2 newly installed, 0 to remove and 11 not upgraded.\n",
"Need to get 8,251 kB of archives.\n",
"After this operation, 28.7 MB of additional disk space will be used.\n",
"Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 fonts-ipafont-gothic all 00303-18ubuntu1 [3,526 kB]\n",
"Get:2 http://archive.ubuntu.com/ubuntu bionic/universe amd64 fonts-ipafont-mincho all 00303-18ubuntu1 [4,725 kB]\n",
"Fetched 8,251 kB in 2s (4,481 kB/s)\n",
"Selecting previously unselected package fonts-ipafont-gothic.\n",
"(Reading database ... 144676 files and directories currently installed.)\n",
"Preparing to unpack .../fonts-ipafont-gothic_00303-18ubuntu1_all.deb ...\n",
"Unpacking fonts-ipafont-gothic (00303-18ubuntu1) ...\n",
"Selecting previously unselected package fonts-ipafont-mincho.\n",
"Preparing to unpack .../fonts-ipafont-mincho_00303-18ubuntu1_all.deb ...\n",
"Unpacking fonts-ipafont-mincho (00303-18ubuntu1) ...\n",
"Setting up fonts-ipafont-gothic (00303-18ubuntu1) ...\n",
"update-alternatives: using /usr/share/fonts/opentype/ipafont-gothic/ipag.ttf to provide /usr/share/fonts/truetype/fonts-japanese-gothic.ttf (fonts-japanese-gothic.ttf) in auto mode\n",
"Setting up fonts-ipafont-mincho (00303-18ubuntu1) ...\n",
"update-alternatives: using /usr/share/fonts/opentype/ipafont-mincho/ipam.ttf to provide /usr/share/fonts/truetype/fonts-japanese-mincho.ttf (fonts-japanese-mincho.ttf) in auto mode\n",
"Processing triggers for fontconfig (2.12.6-0ubuntu2) ...\n",
"total 84\n",
"-rw-r--r-- 1 root root 46443 Sep 18 16:45 fontList.json\n",
"-rw-r--r-- 1 root root 29337 Sep 18 16:25 fontlist-v310.json\n",
"drwxr-xr-x 2 root root 4096 Sep 18 16:25 tex.cache\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ZEPJqxmJ1MOU",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 72
},
"outputId": "86d8f4f9-e4e4-42e4-d0aa-2c93479611b7"
},
"source": [
"# キャッシュを削除する。\n",
"!rm /root/.cache/matplotlib/fontlist-v310.json # 消すべきcache\n",
"!ls -ll /root/.cache/matplotlib/"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"total 52\n",
"-rw-r--r-- 1 root root 46443 Sep 18 16:45 fontList.json\n",
"drwxr-xr-x 2 root root 4096 Sep 18 16:25 tex.cache\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "fbcEDlqiv5-X",
"colab_type": "code",
"colab": {}
},
"source": [
"import matplotlib\n",
"\n",
"#日本語表示\n",
"matplotlib.rcParams['font.family'] = \"IPAGothic\""
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "EGtXEKd-uBIS",
"colab_type": "text"
},
"source": [
"教材のデータの各項目は,pref(都道府県別),school(学校数),student(児童生徒数),room(普通教室数),PC(学習者用PC総台数),spp(学習者用PC1台当\n",
"たりの児童生徒数),prj(普通教室の大型提示装置整備率),lan(普通教室の校内LAN整備率),wlan(普通教室の無線LAN整備率)であるが、前処理でPC(学習者用PC総台数)を取得せずに、教育用PC総台数を取得している誤りがあるため、注意する。"
]
},
{
"cell_type": "code",
"metadata": {
"id": "8uwDxjFIzbeH",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"outputId": "7a2f6af7-0350-4e93-daee-df8c700467fb"
},
"source": [
"import pandas as pd\n",
"from IPython.display import display\n",
"\n",
"pc = pd.read_csv('/content/pc_sjis.csv', encoding='shift_jis')\n",
"display(pc.head())"
],
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>pref</th>\n",
" <th>school</th>\n",
" <th>student</th>\n",
" <th>room</th>\n",
" <th>pc</th>\n",
" <th>spp</th>\n",
" <th>prj</th>\n",
" <th>lan</th>\n",
" <th>wlan</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>北海道</td>\n",
" <td>229</td>\n",
" <td>94992</td>\n",
" <td>3102</td>\n",
" <td>20008</td>\n",
" <td>4.747701</td>\n",
" <td>0.102192</td>\n",
" <td>0.972276</td>\n",
" <td>0.052224</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>青森県</td>\n",
" <td>60</td>\n",
" <td>25711</td>\n",
" <td>887</td>\n",
" <td>5511</td>\n",
" <td>4.665396</td>\n",
" <td>0.119504</td>\n",
" <td>0.990981</td>\n",
" <td>0.011274</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>岩手県</td>\n",
" <td>67</td>\n",
" <td>26944</td>\n",
" <td>882</td>\n",
" <td>5419</td>\n",
" <td>4.972135</td>\n",
" <td>0.060091</td>\n",
" <td>0.994331</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>宮城県</td>\n",
" <td>77</td>\n",
" <td>43878</td>\n",
" <td>1361</td>\n",
" <td>9270</td>\n",
" <td>4.733333</td>\n",
" <td>0.291697</td>\n",
" <td>0.959589</td>\n",
" <td>0.649522</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>秋田県</td>\n",
" <td>49</td>\n",
" <td>21515</td>\n",
" <td>760</td>\n",
" <td>4818</td>\n",
" <td>4.465546</td>\n",
" <td>0.068421</td>\n",
" <td>0.942105</td>\n",
" <td>0.114474</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" pref school student room pc spp prj lan wlan\n",
"0 北海道 229 94992 3102 20008 4.747701 0.102192 0.972276 0.052224\n",
"1 青森県 60 25711 887 5511 4.665396 0.119504 0.990981 0.011274\n",
"2 岩手県 67 26944 882 5419 4.972135 0.060091 0.994331 0.000000\n",
"3 宮城県 77 43878 1361 9270 4.733333 0.291697 0.959589 0.649522\n",
"4 秋田県 49 21515 760 4818 4.465546 0.068421 0.942105 0.114474"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "hHr_qyA93Qq1",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "277f3216-b921-4b66-a471-7c36791ae38c"
},
"source": [
"import seaborn as sns\n",
"\n",
"pg = sns.pairplot(pc)\n",
"print(type(pg))\n",
"\n",
"pg.savefig('/content/seaborn_pairplot.png')"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"text": [
"<class 'seaborn.axisgrid.PairGrid'>\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 1440x1440 with 72 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6EiYOv2Ezyt5",
"colab_type": "text"
},
"source": [
"扱うデータの種類が別々なので、教科書と同じように標準化を行う。\n",
"自分の過去の記事が参考になる。\n",
"https://qiita.com/ereyester/items/b78b22a76a8f50006880"
]
},
{
"cell_type": "code",
"metadata": {
"id": "ossH1GNFtvMT",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 198
},
"outputId": "e634fe4e-0017-4408-984b-ee9d0c224e0d"
},
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"# 値の抽出(wlan spp)\n",
"pc_ws = pc[['wlan', 'spp']]\n",
"\n",
"# 標準化(StandardScalerを使用したやり方)\n",
"std_sc = StandardScaler()\n",
"std_sc.fit(pc_ws)\n",
"pcs = std_sc.transform(pc_ws)\n",
"pcs_df = pd.DataFrame(pcs, columns = pc_ws.columns)\n",
"display(pcs_df.head())"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>wlan</th>\n",
" <th>spp</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-0.901073</td>\n",
" <td>-0.198823</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-1.027460</td>\n",
" <td>-0.250635</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-1.062256</td>\n",
" <td>-0.057540</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.942406</td>\n",
" <td>-0.207868</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-0.708949</td>\n",
" <td>-0.376443</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" wlan spp\n",
"0 -0.901073 -0.198823\n",
"1 -1.027460 -0.250635\n",
"2 -1.062256 -0.057540\n",
"3 0.942406 -0.207868\n",
"4 -0.708949 -0.376443"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "KJsUROwJ8V5Z",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 198
},
"outputId": "7e5b3f99-fe83-40fc-ec89-da27a9a849a1"
},
"source": [
"from sklearn.cluster import KMeans\n",
"\n",
"#モデルの作成 \n",
"km = KMeans(init='random', n_clusters=2 , random_state=0)\n",
"pc_cluster = km.fit_predict(pcs_df)\n",
"cluster_df = pd.DataFrame(pc_cluster, columns=['cluster'])\n",
"\n",
"# 値の抽出(pref wlan spp cluster)\n",
"pcs_cluster_df = pd.concat([pc[['pref', 'wlan', 'spp']], cluster_df], axis=1)\n",
"display(pcs_cluster_df.head())"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>pref</th>\n",
" <th>wlan</th>\n",
" <th>spp</th>\n",
" <th>cluster</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>北海道</td>\n",
" <td>0.052224</td>\n",
" <td>4.747701</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>青森県</td>\n",
" <td>0.011274</td>\n",
" <td>4.665396</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>岩手県</td>\n",
" <td>0.000000</td>\n",
" <td>4.972135</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>宮城県</td>\n",
" <td>0.649522</td>\n",
" <td>4.733333</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>秋田県</td>\n",
" <td>0.114474</td>\n",
" <td>4.465546</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" pref wlan spp cluster\n",
"0 北海道 0.052224 4.747701 0\n",
"1 青森県 0.011274 4.665396 0\n",
"2 岩手県 0.000000 4.972135 0\n",
"3 宮城県 0.649522 4.733333 1\n",
"4 秋田県 0.114474 4.465546 0"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "gWiS2LUFp1rd",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 808
},
"outputId": "ccab6b3a-d917-4a66-e35c-0277c5a40943"
},
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import seaborn as sns\n",
"\n",
"_, ax = plt.subplots(figsize=(5, 5), dpi=200)\n",
"\n",
"sns.scatterplot(data=pcs_cluster_df, x=\"wlan\", y=\"spp\", hue=\"cluster\", ax=ax)\n",
"\n",
"for k, v in pcs_cluster_df.iterrows():\n",
" ax.annotate(v['pref'],xy=(v['wlan'],v['spp']),size=5)\n",
"\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "w-KkN2iOw8UA",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 763
},
"outputId": "833fe23e-ca26-48a3-847c-77cadba52046"
},
"source": [
"# 値の抽出(pref student pc cluster)\n",
"pcs_cluster2_df = pd.concat([pc[['pref', 'student', 'pc']], cluster_df], axis=1)\n",
"\n",
"_, ax2 = plt.subplots(figsize=(5, 5), dpi=200)\n",
"\n",
"sns.scatterplot(data=pcs_cluster2_df, x=\"student\", y=\"pc\", hue=\"cluster\", ax=ax2)\n",
"\n",
"for k, v in pcs_cluster2_df.iterrows():\n",
" ax2.annotate(v['pref'],xy=(v['student'],v['pc']),size=5)\n",
"\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
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