{
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"source": [
"
Table of Contents \n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 城東通りの交通量分析\n",
"\n",
"\n",
"## 2018年歩行量調査データ\n",
"\n",
"\n",
"双方向全体を見るために、風月堂と武藤呉服店の合計を見てみる。\n",
"\n",
"以前のデータは、センサに対応する地点の情報だけだったので、武藤呉服店のデータが含まれていなかった(元の測定データに会ったので追加。)\n",
"\n",
"地点IDは\"3a\"である。\"3\"が風月堂。\n",
"\n",
"pandasのDataFrameに対して使う技術\n",
"\n",
"- 特定のidをもつ行を取り出す\n",
"- ある列の値が共通の行について和を取る (groupbyとsum)\n",
"- 上記はマルチインデックスになるので、それを平たくする (reset_index)\n",
"- 二つのデータフレームを、共通のインデックスを指定してマージする\n",
"- 必要ない列を消去する (drop(??, axis=1))\n",
"- 列の名前を変える (rename(columns={??: ??, ...})\n",
"\n",
"\n",
"### テストしながら個別処理を行ってみる\n",
"\n",
"2018年のデータ"
]
},
{
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"\n",
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" \n",
" \n",
" \n",
" hour \n",
" direction \n",
" date_x \n",
" number_x \n",
" date_y \n",
" number_y \n",
" total \n",
" \n",
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" 0 \n",
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" hour direction date_x number_x date_y number_y total\n",
"0 10 E 40362260 17.0 60543390 35.0 52.0\n",
"1 10 W 60543390 50.0 60543390 85.0 135.0\n",
"2 11 E 40362260 22.0 60543390 96.0 118.0\n",
"3 11 W 60543390 48.0 60543390 83.0 131.0\n",
"4 12 E 40362260 41.0 60543390 98.0 139.0\n",
"5 12 W 60543390 49.0 60543390 79.0 128.0\n",
"6 13 E 40362260 23.0 60543390 83.0 106.0\n",
"7 13 W 60543390 50.0 60543390 61.0 111.0\n",
"8 14 E 40362260 37.0 60543390 61.0 98.0\n",
"9 14 W 60543390 56.0 60543390 68.0 124.0\n",
"10 15 E 40362260 34.0 60543390 86.0 120.0\n",
"11 15 W 60543390 58.0 60543390 51.0 109.0\n",
"12 16 E 40362260 56.0 60543390 103.0 159.0\n",
"13 16 W 60543390 54.0 60543390 60.0 114.0\n",
"14 17 E 40362260 46.0 60543390 126.0 172.0\n",
"15 17 W 60543390 97.0 60543390 94.0 191.0\n",
"16 18 E 40362260 76.0 60543390 162.0 238.0\n",
"17 18 W 60543390 126.0 60543390 87.0 213.0\n",
"18 19 E 40362260 68.0 60543390 169.0 237.0\n",
"19 19 W 60543390 112.0 60543390 37.0 149.0"
]
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"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"data = pd.read_csv(\"/home/toyoki/work/kofu/pedesData/18/kofuPedesSurvey20181130a.csv\",\n",
" comment=\"#\", names=[\"id\", \"date\", \"hour\", \"kind\", \"direction\", \"number\"])\n",
"temp = data[data[\"id\"]==\"3\"].groupby(['hour','direction']).sum()\n",
"temp.reset_index().drop('date', axis=1)\n",
"# 武藤\n",
"temp_a = data[data[\"id\"]==\"3a\"].groupby(['hour','direction']).sum()\n",
"temp_a.reset_index().drop('date', axis=1)\n",
"\n",
"# 結合 x: 風月堂, y: 武藤\n",
"two_point_data = pd.merge(temp, temp_a, on=[\"hour\", \"direction\"]).reset_index()\n",
"\n",
"# 2地点の和\n",
"two_point_data['total'] = two_point_data['number_x'] + two_point_data['number_y']\n",
"two_point_data"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"\n",
"import pandas as pd\n",
"\n",
"# 1130\n",
"data = pd.read_csv(\"/home/toyoki/work/kofu/pedesData/18/kofuPedesSurvey20181130a.csv\",\n",
" comment=\"#\", names=[\"id\", \"date\", \"hour\", \"kind\", \"direction\", \"number\"])\n",
"# 風月堂\n",
"temp = data[data[\"id\"]==\"3\"].groupby(['hour','direction']).sum()\n",
"temp.reset_index().drop('date', axis=1)\n",
"# 武藤\n",
"temp_a = data[data[\"id\"]==\"3a\"].groupby(['hour','direction']).sum()\n",
"temp_a.reset_index().drop('date', axis=1)\n",
"\n",
"# 結合 x: 風月堂, y: 武藤\n",
"two_point_data = pd.merge(temp, temp_a, on=[\"hour\", \"direction\"]).reset_index()\n",
"\n",
"# 2地点の和\n",
"two_point_data['total'] = two_point_data['number_x'] + two_point_data['number_y']\n",
"\n",
"# 余分な列を落とす\n",
"two_point_data = two_point_data.drop(['date_x', 'date_y'], axis=1)\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
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" hour fugetsu_east muto_east total_east fugetsu_west muto_west \\\n",
"0 10 17.0 35.0 52.0 50.0 85.0 \n",
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"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 2地点の東向き(total_east), 西向き(total_west)の列を作り、一つのファイルに\n",
"temp = two_point_data[two_point_data['direction'] == \"E\"].rename(\n",
" columns={\n",
" 'number_x': 'fugetsu_east',\n",
" 'number_y': 'muto_east',\n",
" 'total': 'total_east'\n",
" })\n",
"temp1 = two_point_data[two_point_data['direction'] == \"W\"].rename(\n",
" columns={\n",
" 'number_x': 'fugetsu_west',\n",
" 'number_y': 'muto_west',\n",
" 'total': 'total_west'\n",
" })\n",
"two_points = pd.merge(temp,temp1, on=\"hour\").drop(['direction_x', 'direction_y'], axis=1)\n",
"two_points"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 城東通りの歩行量調査集計表示\n",
"\n",
"上記の作業をまとめて関数にし、3日間のデータを図示\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"\n",
"def mergeTwoPoints(filename, id1, id2, name1='point1', name2='point2'):\n",
" data = pd.read_csv(\n",
" filename,\n",
" comment=\"#\",\n",
" names=[\"id\", \"date\", \"hour\", \"kind\", \"direction\", \"number\"])\n",
" # 風月堂\n",
" temp = data[data[\"id\"] == id1].groupby(['hour', 'direction']).sum()\n",
" temp.reset_index().drop('date', axis=1)\n",
" # 武藤\n",
" temp_a = data[data[\"id\"] == id2].groupby(['hour', 'direction']).sum()\n",
" temp_a.reset_index().drop('date', axis=1)\n",
"\n",
" # 結合\n",
" two_point_data = pd.merge(\n",
" temp, temp_a, on=[\"hour\", \"direction\"]).reset_index()\n",
"\n",
" # 2地点の和\n",
" two_point_data[\n",
" 'total'] = two_point_data['number_x'] + two_point_data['number_y']\n",
"\n",
" # 余分な列を落とす\n",
" two_point_data = two_point_data.drop(['date_x', 'date_y'], axis=1)\n",
"\n",
" # 2地点の東向き(total_east), 西向き(total_west)の列を作り、一つのファイルに\n",
" temp = two_point_data[two_point_data['direction'] == \"E\"].rename(\n",
" columns={\n",
" 'number_x': name1 + '_east',\n",
" 'number_y': name2 + '_east',\n",
" 'total': 'total_east'\n",
" })\n",
" temp1 = two_point_data[two_point_data['direction'] == \"W\"].rename(\n",
" columns={\n",
" 'number_x': name1 + '_west',\n",
" 'number_y': name2 + '_west',\n",
" 'total': 'total_west'\n",
" })\n",
" return pd.merge(\n",
" temp, temp1, on=\"hour\").drop(['direction_x', 'direction_y'], axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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"CompletedProcess(args='inkscape --file JotoPedesData2018.svg --export-emf JotoPedesData2018.emf', returncode=0)"
]
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 3日間のデータを読み込んで処理\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from datetime import datetime as dt\n",
"\n",
"filename_body = \"/home/toyoki/work/kofu/pedesData/18/kofuPedesSurvey\"\n",
"dt20181130 = mergeTwoPoints(filename_body + \"20181130a.csv\", \"3\", \"3a\",\n",
" \"fugetsu\", \"muto\")\n",
"dt20181201 = mergeTwoPoints(filename_body + \"20181201a.csv\", \"3\", \"3a\",\n",
" \"fugetsu\", \"muto\")\n",
"dt20181202 = mergeTwoPoints(filename_body + \"20181202a.csv\", \"3\", \"3a\",\n",
" \"fugetsu\", \"muto\")\n",
"\n",
"plt.rcParams[\"font.size\"] = 16\n",
"fig, axes = plt.subplots(ncols=3, nrows=1, figsize=(15, 5))\n",
"dt20181130.plot(\n",
" x='hour',\n",
" y=['total_east', 'total_west'],\n",
" ax=axes[0],\n",
" label=[\"東向き\", \"西向き\"],\n",
" title=\"2018/11/30\",\n",
" fontsize=14)\n",
"dt20181201.plot(\n",
" x='hour',\n",
" y=['total_east', 'total_west'],\n",
" ax=axes[1],\n",
" label=[\"東向き\", \"西向き\"],\n",
" title=\"2018/12/01\")\n",
"dt20181202.plot(\n",
" x='hour',\n",
" y=['total_east', 'total_west'],\n",
" ax=axes[2],\n",
" label=[\"東向き\", \"西向き\"],\n",
" title=\"2018/12/02\")\n",
"\n",
"file_body = \"JotoPedesData2018\"\n",
"plt.savefig(file_body + \".svg\", bbox_inches=\"tight\")\n",
"import subprocess\n",
"subprocess.run(\"inkscape --file \" + file_body + \".svg\" + \" --export-emf \" + file_body + \".emf\", shell=True)\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(ncols=3, nrows=1, figsize=(15, 5))\n",
"dt20181130.plot(x='hour', y=['fugetsu_east', 'fugetsu_west'], ax=axes[0])\n",
"dt20181201.plot(x='hour', y=['fugetsu_east', 'fugetsu_west'], ax=axes[1])\n",
"dt20181202.plot(x='hour', y=['fugetsu_east', 'fugetsu_west'], ax=axes[2])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2019年度歩行量調査データ\n",
"\n",
"城東通の2か所のデータを抜き出したものを利用(並木君が作成したセンサ設置全地点のデータとは形式が異なる)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"#\n",
"data = pd.read_csv(\"/home/toyoki/work/kofu/pedesData/jotoPedesSurvey2019.csv\",\n",
" comment=\"#\", names=[\"id\", \"date\", \"hour\", \"kind\", \"direction\", \"number\"])\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
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"text/plain": [
" id date hour kind direction number\n",
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"4 3 20191129 14 p E 18.0"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 日付列の型を文字に\n",
"data['date'].astype(np.int64).astype(str)\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" number\n",
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"20191129 10 E 18.0\n",
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" 12 E 58.0"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# kind(歩行、自転車、原付)の和を取る\n",
"# 風月堂\n",
"temp = data[data[\"id\"]==\"3\"].groupby(['date','hour','direction']).sum()\n",
"# 武藤\n",
"temp_a = data[data[\"id\"]==\"3a\"].groupby(['date','hour','direction']).sum()\n",
"#temp_a.reset_index().drop('date', axis=1)\n",
"temp.head()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
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"text/plain": [
" date hour direction number\n",
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"4 20191129 12 E 58.0"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# マルチインデックスを平らに\n",
"temp = temp.reset_index()\n",
"temp_a = temp_a.reset_index()\n",
"temp.head()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" date hour direction number_x number_y\n",
"0 20191129 10 E 18.0 54.0\n",
"1 20191129 10 W 43.0 73.0\n",
"2 20191129 11 E 29.0 74.0\n",
"3 20191129 11 W 57.0 73.0\n",
"4 20191129 12 E 58.0 122.0"
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},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 風月堂、武藤を一つのデータフレームに\n",
"df2019 = pd.merge(temp, temp_a, on=['date', 'hour','direction'])\n",
"df2019.head()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"# 列名変更と風月堂と武藤呉服店の合計(total)の列を作成\n",
"df2019[\"total\"] = df2019['number_x'] + df2019['number_y']\n",
"df2019.rename(columns = {'number_x': 'fugetsu', 'number_y': 'muto'}, inplace=True)\n",
"df2019.head(10)\n",
"# データの書き出し\n",
"df2019.to_csv(\"pedestrianData2019.csv\", index=False)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, '2019/12/01')"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 図表示 \n",
"from matplotlib import pyplot as plt\n",
"fig, axes = plt.subplots(1, 3, figsize=(15, 6))\n",
"a = df2019.groupby(['date','direction'])\n",
"a.get_group((20191129,'E')).plot(x='hour', y='total', label='Eastbound', ax=axes[0])\n",
"a.get_group((20191129,'W')).plot(x='hour', y='total', label='Westbound', ax=axes[0])\n",
"a.get_group((20191130,'E')).plot(x='hour', y='total', label='Eastbound', ax=axes[1])\n",
"a.get_group((20191130,'W')).plot(x='hour', y='total', label='Westbound', ax=axes[1])\n",
"a.get_group((20191201,'E')).plot(x='hour', y='total', label='Eastbound', ax=axes[2])\n",
"a.get_group((20191201,'W')).plot(x='hour', y='total', label='Westbound', ax=axes[2])\n",
"\n",
"axes[0].set_title(\"2019/11/29\")\n",
"axes[1].set_title(\"2019/11/30\")\n",
"axes[2].set_title(\"2019/12/01\")"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"CompletedProcess(args='inkscape --file 歩行量ー風月堂ー武藤2019.svg --export-emf 歩行量ー風月堂ー武藤2019.emf', returncode=0)"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,axes = plt.subplots(ncols=1, nrows=1, figsize=(7,7))\n",
"a = df2019.groupby(['date','direction'])\n",
"a.get_group((20191129,'E')).plot(x='hour', y='total', label='11/29 東向き', ax=axes, lw=2)\n",
"a.get_group((20191129,'W')).plot(x='hour', y='total', label='11/29 西向き', ax=axes, lw=2)\n",
"a.get_group((20191130,'E')).plot(x='hour', y='total', label='11/30 東向き', ax=axes, lw=2)\n",
"a.get_group((20191130,'W')).plot(x='hour', y='total', label='11/30 西向き', ax=axes, lw=2)\n",
"a.get_group((20191201,'E')).plot(x='hour', y='total', label='12/01 東向き', ax=axes, lw=2)\n",
"a.get_group((20191201,'W')).plot(x='hour', y='total', label='12/01 西向き', ax=axes, lw=2)\n",
"axes.set_title(\"歩行量 (風月堂+武藤呉服店, 2019)\")\n",
"file_body = \"歩行量ー風月堂ー武藤2019\"\n",
"plt.savefig(file_body + \".svg\", bbox_inches=\"tight\")\n",
"import subprocess\n",
"subprocess.run(\"inkscape --file \" + file_body + \".svg\" + \" --export-emf \" + file_body + \".emf\", shell=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## JARTICデータからみた城東通りの交通量\n",
"\n",
"JARTICのデータは1か月遅れで公開されるので、1月時点では9,10,11月のデータしかない。\n"
]
},
{
"cell_type": "code",
"execution_count": 438,
"metadata": {},
"outputs": [],
"source": [
"\"\"\"\n",
"あらかじめsakura_dori.csvとkasuga.csvを作っておく\n",
"8tops上では\n",
" grep \"地点名\" yamanashiTraffic201909.csv > xxxx.csv\n",
"でOK\n",
"\n",
"grep \"春日モール\" yamanashiTraffic201909.csv > kasuga.csv\n",
"grep \"桜通り中\" yamanashiTraffic201909.csv > sakura_dori.csv\n",
"\n",
"\"\"\"\n",
"import matplotlib.pyplot\n",
"from datetime import datetime as dt\n",
"import csv\n",
"\n",
"sakura_file = \"/home/toyoki/work/kofu/traffic_data/sakura_dori.csv\"\n",
"kasuga_file = \"/home/toyoki/work/kofu/traffic_data/kasuga.csv\"\n",
"joto_data = {}\n",
"\n",
"with open(sakura_file, 'r') as f:\n",
" reader = csv.reader(f)\n",
" header = next(reader)\n",
" for line in reader:\n",
" joto_data[line[0]] = {\"桜通り中 東進出\": int(line[7])}\n",
"with open(kasuga_file, 'r') as f:\n",
" reader = csv.reader(f)\n",
" header = next(reader)\n",
" for line in reader:\n",
" if not line[0] in joto_data:\n",
" joto_data[line[0]] = {\"春日モール北 西進出\": int(line[7])}\n",
" else:\n",
" joto_data[line[0]][\"春日モール北 西進出\"]= int(line[7])\n",
" \n",
"# print(joto_data)\n"
]
},
{
"cell_type": "code",
"execution_count": 439,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"pd_joto = pd.DataFrame.from_dict(joto_data, orient='index')"
]
},
{
"cell_type": "code",
"execution_count": 440,
"metadata": {},
"outputs": [],
"source": [
"pd_joto['date'] = pd.to_datetime(pd_joto.index)"
]
},
{
"cell_type": "code",
"execution_count": 441,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" 桜通り中 東進出 \n",
" 春日モール北 西進出 \n",
" \n",
" \n",
" date \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2019-11-30 23:35:00 \n",
" 7.0 \n",
" 11.0 \n",
" \n",
" \n",
" 2019-11-30 23:40:00 \n",
" 11.0 \n",
" 8.0 \n",
" \n",
" \n",
" 2019-11-30 23:45:00 \n",
" 10.0 \n",
" 12.0 \n",
" \n",
" \n",
" 2019-11-30 23:50:00 \n",
" 11.0 \n",
" 7.0 \n",
" \n",
" \n",
" 2019-11-30 23:55:00 \n",
" 14.0 \n",
" 9.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" 桜通り中 東進出 春日モール北 西進出\n",
"date \n",
"2019-11-30 23:35:00 7.0 11.0\n",
"2019-11-30 23:40:00 11.0 8.0\n",
"2019-11-30 23:45:00 10.0 12.0\n",
"2019-11-30 23:50:00 11.0 7.0\n",
"2019-11-30 23:55:00 14.0 9.0"
]
},
"execution_count": 441,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_joto.set_index('date', inplace=True)\n",
"pd_joto.tail()"
]
},
{
"cell_type": "code",
"execution_count": 435,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 435,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pd_joto['2019-11-29 06:00:00': '2019-11-29 20:00:00'].plot(title=\"2019/11/29\") # 範囲指定して"
]
},
{
"cell_type": "code",
"execution_count": 447,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"pd_joto['hour'] = pd_joto.index.hour\n",
"#pd_joto.head(30)"
]
},
{
"cell_type": "code",
"execution_count": 443,
"metadata": {},
"outputs": [],
"source": [
"pd_joto_hour = pd_joto.groupby('hour')[['桜通り中 東進出', '春日モール北 西進出']].sum()"
]
},
{
"cell_type": "code",
"execution_count": 444,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 444,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pd_joto_hour.plot(figsize=(10,5),fontsize=14, title=\"2019/09 - 2019/11\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"東行きの方が恒常的に交通量が多いというデータになっている。\n",
"\n",
"下記、目視データとは異なる。???\n",
"\n",
"目視データは、「桜通り 西進入」、「桜通り 東進出」なので、桜通り南北から入った車の量分が異なる? JARTICデータにはそのようなカテゴリはないので、厳密な比較は不可能。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 目視での交通量調査 (12/01, 12/02, 12/03)\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import csv\n",
"import pandas as pd\n",
"from datetime import datetime as dt\n",
"\n",
"''' データの読み込み: westboundとeastboundをキーとする辞書に '''\n",
"filename = {\"1130\": \"/home/toyoki/work/kofu/handCountData/20191130_all.csv\",\n",
" \"1201\": \"/home/toyoki/work/kofu/handCountData/20191201_all.csv\",\n",
" \"1203\": \"/home/toyoki/work/kofu/handCountData/20191203_all_trunc10.csv\" # 10時以前のデータを削除したもの\n",
" }\n",
"\n",
"east_idx = 0\n",
"west_idx = 1\n",
"del_idx = -1 # 取り消しid (直前のを取り消す)\n",
"\n",
"data = {\"2019-11-30\": {\"westbound\": [], \"eastbound\": []},\n",
" \"2019-12-01\": {\"westbound\": [], \"eastbound\": []},\n",
" \"2019-12-03\": {\"westbound\": [], \"eastbound\": []}\n",
" }\n",
"label = {\"1130\": \"2019-11-30\", \"1201\": \"2019-12-01\", \"1203\": \"2019-12-03\"}\n",
"for d in filename:\n",
" with open(filename[d], 'r') as f:\n",
" reader = csv.reader(f)\n",
" header = next(reader)\n",
" for line in reader:\n",
" flag = int(line[1])\n",
" if flag == east_idx :\n",
" data[label[d]]['eastbound'].append(dt.strptime(line[0], \"%Y-%m-%d %H:%M:%S\"))\n",
" prev_direction = \"eastbound\"\n",
" elif flag == west_idx:\n",
" data[label[d]]['westbound'].append(dt.strptime(line[0], \"%Y-%m-%d %H:%M:%S\"))\n",
" prev_direction = \"westbound\"\n",
" elif flag == del_idx :\n",
" data[label[d]][prev_direction].pop(-1) # 「取り消し」の処理 (一つ前を消す)"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"CompletedProcess(args='inkscape --file JotoVehicleData2019.svg --export-emf JotoVehicleData2019.emf', returncode=0)"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"''' 時間幅を設定してカウント (カウントには、pandasの機能を使う) '''\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import datetime\n",
"\n",
"delta_min = \"60min\" # 集計時間間隔\n",
"\n",
"plt.rcParams[\"font.size\"] = 14\n",
"fig, axes = plt.subplots(ncols=3, nrows=1, figsize=(18, 5))\n",
"\n",
"fig_no =0\n",
"for day in data:\n",
" e_data = pd.DataFrame(data[day]['eastbound'], columns=['date'])\n",
" e_data['eastbound'] = 1 # groupbyで集計するためのダミー変数\n",
" w_data = pd.DataFrame(data[day]['westbound'], columns=['date'])\n",
" w_data['westbound'] = 1\n",
" \n",
" e = e_data.groupby(pd.Grouper(key=\"date\", freq=delta_min)).count()\n",
" w = w_data.groupby(pd.Grouper(key=\"date\", freq=delta_min)).count()\n",
" traffic = pd.concat([e,w], axis=1, join='outer')\n",
" traffic = traffic.fillna(0) # NaNを0に\n",
" traffic.plot(title= day + \" (width=\" + delta_min + \")\", ylim=[0,620], rot=45, ax = axes[fig_no])\n",
" fig_no += 1\n",
" \n",
"file_body = \"JotoVehicleData2019\"\n",
"plt.savefig(file_body + \".svg\", bbox_inches=\"tight\")\n",
"import subprocess\n",
"subprocess.run(\"inkscape --file \" + file_body + \".svg\" + \" --export-emf \" + file_body + \".emf\", shell=True)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"CompletedProcess(args='inkscape --file 城東・目視自動車交通量.svg --export-emf 城東・目視自動車交通量.emf', returncode=0)"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 目視交通量1枚の図に\n",
"\n",
"delta_min = \"60min\" # 集計時間間隔\n",
"\n",
"plt.rcParams[\"font.size\"] = 16\n",
"fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(7, 7))\n",
"\n",
"fig_no =0\n",
"for day in data:\n",
" e_data = pd.DataFrame(data[day]['eastbound'], columns=['date'])\n",
" e_data[day + '東向き'] = 1 # groupbyで集計するためのダミー変数\n",
" w_data = pd.DataFrame(data[day]['westbound'], columns=['date'])\n",
" w_data[day + '西向き'] = 1\n",
" \n",
" e = e_data.groupby(pd.Grouper(key=\"date\", freq=delta_min)).count()\n",
" w = w_data.groupby(pd.Grouper(key=\"date\", freq=delta_min)).count()\n",
" traffic = pd.concat([e,w], axis=1, join='outer')\n",
" traffic = traffic.fillna(0) # NaNを0に\n",
" traffic = traffic.reset_index()\n",
" traffic['時刻'] = traffic['date'].dt.strftime(\"%H:%M\")\n",
" traffic.plot(x='時刻', y = day + \"東向き\", ylim=[0,620], rot=45, ax = ax, lw=2)\n",
" traffic.plot(x='時刻', y = day + \"西向き\", ylim=[0,620], rot=45, ax = ax, lw=2)\n",
"\n",
"# fig_no += 1\n",
"ax.set_title(\"目視自動車交通量\" ) \n",
"file_body = \"城東・目視自動車交通量\"\n",
"plt.savefig(file_body + \".svg\", bbox_inches=\"tight\")\n",
"import subprocess\n",
"subprocess.run(\"inkscape --file \" + file_body + \".svg\" + \" --export-emf \" + file_body + \".emf\", shell=True)"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" index \n",
" date \n",
" 2019-12-03東向き \n",
" 2019-12-03西向き \n",
" 時刻 \n",
" \n",
" \n",
" \n",
" \n",
" 3 \n",
" 3 \n",
" 2019-12-03 10:00:00 \n",
" 446 \n",
" 507 \n",
" 10:00 \n",
" \n",
" \n",
" 4 \n",
" 4 \n",
" 2019-12-03 11:00:00 \n",
" 425 \n",
" 569 \n",
" 11:00 \n",
" \n",
" \n",
" 5 \n",
" 5 \n",
" 2019-12-03 12:00:00 \n",
" 405 \n",
" 492 \n",
" 12:00 \n",
" \n",
" \n",
" 6 \n",
" 6 \n",
" 2019-12-03 13:00:00 \n",
" 399 \n",
" 510 \n",
" 13:00 \n",
" \n",
" \n",
" 7 \n",
" 7 \n",
" 2019-12-03 14:00:00 \n",
" 450 \n",
" 541 \n",
" 14:00 \n",
" \n",
" \n",
" 8 \n",
" 8 \n",
" 2019-12-03 15:00:00 \n",
" 439 \n",
" 601 \n",
" 15:00 \n",
" \n",
" \n",
" 9 \n",
" 9 \n",
" 2019-12-03 16:00:00 \n",
" 395 \n",
" 531 \n",
" 16:00 \n",
" \n",
" \n",
" 10 \n",
" 10 \n",
" 2019-12-03 17:00:00 \n",
" 459 \n",
" 516 \n",
" 17:00 \n",
" \n",
" \n",
" 11 \n",
" 11 \n",
" 2019-12-03 18:00:00 \n",
" 457 \n",
" 546 \n",
" 18:00 \n",
" \n",
" \n",
" 12 \n",
" 12 \n",
" 2019-12-03 19:00:00 \n",
" 339 \n",
" 477 \n",
" 19:00 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" index date 2019-12-03東向き 2019-12-03西向き 時刻\n",
"3 3 2019-12-03 10:00:00 446 507 10:00\n",
"4 4 2019-12-03 11:00:00 425 569 11:00\n",
"5 5 2019-12-03 12:00:00 405 492 12:00\n",
"6 6 2019-12-03 13:00:00 399 510 13:00\n",
"7 7 2019-12-03 14:00:00 450 541 14:00\n",
"8 8 2019-12-03 15:00:00 439 601 15:00\n",
"9 9 2019-12-03 16:00:00 395 531 16:00\n",
"10 10 2019-12-03 17:00:00 459 516 17:00\n",
"11 11 2019-12-03 18:00:00 457 546 18:00\n",
"12 12 2019-12-03 19:00:00 339 477 19:00"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"traffic = traffic.reset_index()\n",
"# traffic['time'] = pd.to_datetime(traffic['時刻'], \"%H:%M\")\n",
"#traffic[traffic['date']>= dt.strptime(\"2019-12-03 10:00:00\", \"%Y-%m-%d %H:%M:%S\")]"
]
},
{
"cell_type": "code",
"execution_count": 452,
"metadata": {},
"outputs": [],
"source": [
"# データの書き出し(他のデータとの統合用)\n",
"delta_min = \"60min\" # 集計時間間隔\n",
"data = {\"1130\": {\"car_west\": [], \"car_east\": []},\n",
" \"1201\": {\"car_west\": [], \"car_east\": []},\n",
" \"1203\": {\"car_west\": [], \"car_east\": []}\n",
" }\n",
"for d in filename:\n",
" with open(filename[d], 'r') as f:\n",
" reader = csv.reader(f)\n",
" header = next(reader)\n",
" for line in reader:\n",
" flag = int(line[1])\n",
" if flag == east_idx :\n",
" data[d]['car_east'].append(dt.strptime(line[0], \"%Y-%m-%d %H:%M:%S\"))\n",
" prev_direction = \"car_east\"\n",
" elif flag == west_idx:\n",
" data[d]['car_west'].append(dt.strptime(line[0], \"%Y-%m-%d %H:%M:%S\"))\n",
" prev_direction = \"car_west\"\n",
" elif flag == del_idx :\n",
" data[d][prev_direction].pop(-1) # 「取り消し」の処理 (一つ前を消す)\n",
"traffic_all = pd.DataFrame()\n",
"for day in data:\n",
" e_data = pd.DataFrame(data[day]['car_east'], columns=['date'])\n",
" e_data['car_east'] = 1 # groupbyで集計するためのダミー変数\n",
" w_data = pd.DataFrame(data[day]['car_west'], columns=['date'])\n",
" w_data['car_west'] = 1\n",
" \n",
" e = e_data.groupby(pd.Grouper(key=\"date\", freq=delta_min)).count()\n",
" w = w_data.groupby(pd.Grouper(key=\"date\", freq=delta_min)).count()\n",
" traffic = pd.concat([e,w], axis=1, join='outer')\n",
" traffic.reset_index(inplace=True)\n",
" traffic['day'] = traffic['date'] .dt.strftime(\"%Y%m%d\")\n",
" traffic['hour'] = traffic['date'].dt.strftime(\"%H\")\n",
" traffic_all = pd.concat([traffic_all, traffic])\n",
"\n",
"traffic_all.drop(columns=['date'], inplace=True)\n",
"traffic_all.rename(columns={'day': 'date'},inplace=True)\n",
"#traffic_all\n",
"traffic_all.to_csv(\"car_traffic2019.csv\", index=False)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Google traffic info\n",
"\n",
"GoobleのAPIを通じて得られる2地点間の車での所要時間を取得する。\n",
"\n",
"方法(プログラム)については、\n",
"\n",
"https://toyoki-lab.ee.yamanashi.ac.jp/~toyoki/labTips/UseGoogleAPI.html\n",
"\n",
"に書いてある通り。\n",
"\n",
"2019/12/23より、城東通のNTT甲府支社東の交差点から甲府警察署交差点(平和通と城東通の交差点)の所要時間を記録している。\n",
"\n",
"つぎのようにしてみることができる。\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 8tops上で採取しているデータの閲覧\n",
"from datetime import datetime as dt\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.dates import DateFormatter # 時間軸のフォーマットを自在に\n",
"fig, ax = plt.subplots(figsize=(8, 6))\n",
"\n",
"df = pd.read_csv(\"/ssd/toyoki/googleData/joto/jotoBothTrafficByGoogle.csv\",sep=\",\",skipinitialspace=True)\n",
"df['date'] = pd.to_datetime(df['date'], format='%Y/%m/%d %H:%M:%S')\n",
"\n",
"# 描画期間の限定(全部だと多すぎるので)\n",
"df4plot = df[(dt.strptime(\"2020-04-01\",\"%Y-%m-%d\") < df['date']) & \n",
" (df['date'] < dt.strptime(\"2020-04-21\",\"%Y-%m-%d\"))]\n",
"\n",
"df4plot.plot(x='date', y=['east_bound','west_bound'], figsize=(24,8), ax=ax)\n",
"ax.xaxis.set_major_formatter(DateFormatter('%m/%d'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 所要時間の時間変化 (日にちについての平均)\n",
"\n",
"曜日別の平均はあとで行うとして、データのある日にちを折りたたんで、1日の変化をみてみる。"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"# これまでに得られた日にちについて時刻ごとに平均した値 (平日、休日を分けたほうが良いのだが)\n",
"\n",
"\n",
"df['date_obj'] = pd.to_datetime(df['date']) # dateは文字列なので、datetime型の列を新設\n",
"df['hour_min'] = df['date_obj'].dt.strftime(\"%H:%M\") # 時分の文字列の列を新設\n",
"\n",
"# 描画期間の限定(全部だと多すぎるので)\n",
"df4av = df[(dt.strptime(\"2020-02-01\",\"%Y-%m-%d\") <= df['date']) & \n",
" (df['date'] <= dt.strptime(\"2020-03-31\",\"%Y-%m-%d\"))]\n",
"\n",
"# groupbyによる平均値計算mean()を行うとマルチインデックスのデータ構造になる\n",
"# reset_index()によりマルチインデックスが解除になる\n",
"mean_df = df4av.groupby('hour_min').mean().reset_index()\n",
"# mean_df\n",
"# df.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"CompletedProcess(args='inkscape --file JotoGoogleDirectionData.svg --export-emf JotoGoogleDirectionData.emf', returncode=0)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 取得期間を平均した日変位データmean_dfをプロット\n",
"\n",
"# 期間を限定したいときは次を使う\n",
"# df = df[(dt.strptime(\"2020-01-05\",\"%Y-%m-%d\") < df['date']) & \n",
"# (df['date'] < dt.strptime(\"2020-01-31\",\"%Y-%m-%d\"))]\n",
"\n",
"\n",
"plt.rcParams[\"font.size\"] = 14\n",
"fig, ax = plt.subplots(figsize=(8, 4))\n",
"mean_df.plot(x='hour_min', y=['east_bound','west_bound'], ax=ax, fontsize=14, lw=2)\n",
"ax.set_title(\"NTT甲府支店東 -甲府警察署西 所要時間(秒)\")\n",
"\n",
"file_body = \"JotoGoogleDirectionData\"\n",
"plt.savefig(file_body + \".svg\", bbox_inches=\"tight\")\n",
"import subprocess\n",
"subprocess.run(\"inkscape --file \" + file_body + \".svg\" + \" --export-emf \" + file_body + \".emf\", shell=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 曜日ごとの所要時間の時間変化\n",
"\n",
"他のデータと合わせるために、時ごとに平均する。\n",
"\n",
"17時のデータは、17:00, 17:20, 17:40, 18:00 の平均とする。"
]
},
{
"cell_type": "code",
"execution_count": 456,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" hour_min \n",
" day_of_week \n",
" distance \n",
" west_bound_std \n",
" west_bound \n",
" east_bound_std \n",
" east_bound \n",
" hour \n",
" min \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 00:00 \n",
" 0 \n",
" 460.0 \n",
" 154.75 \n",
" 117.75 \n",
" 116.50 \n",
" 99.50 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
" 1 \n",
" 00:00 \n",
" 1 \n",
" 460.0 \n",
" 154.00 \n",
" 115.60 \n",
" 116.40 \n",
" 87.20 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
" 2 \n",
" 00:00 \n",
" 2 \n",
" 460.0 \n",
" 152.50 \n",
" 104.00 \n",
" 116.25 \n",
" 104.75 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
" 3 \n",
" 00:00 \n",
" 3 \n",
" 460.0 \n",
" 152.50 \n",
" 107.00 \n",
" 116.25 \n",
" 104.50 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
" 4 \n",
" 00:00 \n",
" 4 \n",
" 460.0 \n",
" 152.50 \n",
" 94.50 \n",
" 116.25 \n",
" 91.00 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
" 5 \n",
" 00:00 \n",
" 5 \n",
" 460.0 \n",
" 153.25 \n",
" 109.25 \n",
" 116.25 \n",
" 104.00 \n",
" 0.0 \n",
" 0.0 \n",
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" 6 \n",
" 00:00 \n",
" 6 \n",
" 460.0 \n",
" 154.75 \n",
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" 00:20 \n",
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" 0.0 \n",
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" 101.50 \n",
" 116.25 \n",
" 97.75 \n",
" 0.0 \n",
" 40.0 \n",
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" \n",
" 19 \n",
" 00:40 \n",
" 5 \n",
" 460.0 \n",
" 153.25 \n",
" 111.50 \n",
" 116.25 \n",
" 98.75 \n",
" 0.0 \n",
" 40.0 \n",
" \n",
" \n",
" 20 \n",
" 00:40 \n",
" 6 \n",
" 460.0 \n",
" 154.75 \n",
" 107.25 \n",
" 116.50 \n",
" 115.50 \n",
" 0.0 \n",
" 40.0 \n",
" \n",
" \n",
" 21 \n",
" 01:00 \n",
" 0 \n",
" 460.0 \n",
" 154.75 \n",
" 128.50 \n",
" 116.50 \n",
" 101.00 \n",
" 1.0 \n",
" 0.0 \n",
" \n",
" \n",
" 22 \n",
" 01:00 \n",
" 1 \n",
" 460.0 \n",
" 154.00 \n",
" 106.80 \n",
" 116.40 \n",
" 90.20 \n",
" 1.0 \n",
" 0.0 \n",
" \n",
" \n",
" 23 \n",
" 01:00 \n",
" 2 \n",
" 460.0 \n",
" 152.50 \n",
" 97.25 \n",
" 116.25 \n",
" 95.50 \n",
" 1.0 \n",
" 0.0 \n",
" \n",
" \n",
" 24 \n",
" 01:00 \n",
" 3 \n",
" 460.0 \n",
" 152.50 \n",
" 126.00 \n",
" 116.25 \n",
" 94.75 \n",
" 1.0 \n",
" 0.0 \n",
" \n",
" \n",
" 25 \n",
" 01:00 \n",
" 4 \n",
" 460.0 \n",
" 152.50 \n",
" 114.25 \n",
" 116.25 \n",
" 94.50 \n",
" 1.0 \n",
" 0.0 \n",
" \n",
" \n",
" 26 \n",
" 01:00 \n",
" 5 \n",
" 460.0 \n",
" 153.25 \n",
" 106.75 \n",
" 116.25 \n",
" 101.00 \n",
" 1.0 \n",
" 0.0 \n",
" \n",
" \n",
" 27 \n",
" 01:00 \n",
" 6 \n",
" 460.0 \n",
" 154.75 \n",
" 110.00 \n",
" 116.50 \n",
" 106.50 \n",
" 1.0 \n",
" 0.0 \n",
" \n",
" \n",
" 28 \n",
" 01:20 \n",
" 0 \n",
" 460.0 \n",
" 154.75 \n",
" 109.75 \n",
" 116.50 \n",
" 106.25 \n",
" 1.0 \n",
" 20.0 \n",
" \n",
" \n",
" 29 \n",
" 01:20 \n",
" 1 \n",
" 460.0 \n",
" 154.00 \n",
" 100.80 \n",
" 116.40 \n",
" 90.20 \n",
" 1.0 \n",
" 20.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" hour_min day_of_week distance west_bound_std west_bound \\\n",
"0 00:00 0 460.0 154.75 117.75 \n",
"1 00:00 1 460.0 154.00 115.60 \n",
"2 00:00 2 460.0 152.50 104.00 \n",
"3 00:00 3 460.0 152.50 107.00 \n",
"4 00:00 4 460.0 152.50 94.50 \n",
"5 00:00 5 460.0 153.25 109.25 \n",
"6 00:00 6 460.0 154.75 108.50 \n",
"7 00:20 0 460.0 154.75 119.75 \n",
"8 00:20 1 460.0 154.00 109.80 \n",
"9 00:20 2 460.0 152.50 89.50 \n",
"10 00:20 3 460.0 152.50 108.25 \n",
"11 00:20 4 460.0 152.50 99.00 \n",
"12 00:20 5 460.0 153.25 106.75 \n",
"13 00:20 6 460.0 154.75 102.75 \n",
"14 00:40 0 460.0 154.75 117.75 \n",
"15 00:40 1 460.0 154.00 110.00 \n",
"16 00:40 2 460.0 152.50 99.00 \n",
"17 00:40 3 460.0 152.50 117.25 \n",
"18 00:40 4 460.0 152.50 101.50 \n",
"19 00:40 5 460.0 153.25 111.50 \n",
"20 00:40 6 460.0 154.75 107.25 \n",
"21 01:00 0 460.0 154.75 128.50 \n",
"22 01:00 1 460.0 154.00 106.80 \n",
"23 01:00 2 460.0 152.50 97.25 \n",
"24 01:00 3 460.0 152.50 126.00 \n",
"25 01:00 4 460.0 152.50 114.25 \n",
"26 01:00 5 460.0 153.25 106.75 \n",
"27 01:00 6 460.0 154.75 110.00 \n",
"28 01:20 0 460.0 154.75 109.75 \n",
"29 01:20 1 460.0 154.00 100.80 \n",
"\n",
" east_bound_std east_bound hour min \n",
"0 116.50 99.50 0.0 0.0 \n",
"1 116.40 87.20 0.0 0.0 \n",
"2 116.25 104.75 0.0 0.0 \n",
"3 116.25 104.50 0.0 0.0 \n",
"4 116.25 91.00 0.0 0.0 \n",
"5 116.25 104.00 0.0 0.0 \n",
"6 116.50 106.00 0.0 0.0 \n",
"7 116.50 100.25 0.0 20.0 \n",
"8 116.40 87.00 0.0 20.0 \n",
"9 116.25 104.75 0.0 20.0 \n",
"10 116.25 96.25 0.0 20.0 \n",
"11 116.25 106.25 0.0 20.0 \n",
"12 116.25 104.25 0.0 20.0 \n",
"13 116.50 114.00 0.0 20.0 \n",
"14 116.50 93.75 0.0 40.0 \n",
"15 116.40 88.60 0.0 40.0 \n",
"16 116.25 97.25 0.0 40.0 \n",
"17 116.25 99.50 0.0 40.0 \n",
"18 116.25 97.75 0.0 40.0 \n",
"19 116.25 98.75 0.0 40.0 \n",
"20 116.50 115.50 0.0 40.0 \n",
"21 116.50 101.00 1.0 0.0 \n",
"22 116.40 90.20 1.0 0.0 \n",
"23 116.25 95.50 1.0 0.0 \n",
"24 116.25 94.75 1.0 0.0 \n",
"25 116.25 94.50 1.0 0.0 \n",
"26 116.25 101.00 1.0 0.0 \n",
"27 116.50 106.50 1.0 0.0 \n",
"28 116.50 106.25 1.0 20.0 \n",
"29 116.40 90.20 1.0 20.0 "
]
},
"execution_count": 456,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 曜日指定した時系列、歩行量調査と比べるために、xx:00,xx:20,xx:40, xx+1:00 の平均をxx時の所要時間とする\n",
"# 曜日は日曜から順に0,1,2,.,6\n",
"df['day_of_week'] = df['date_obj'].dt.strftime('%w').astype(int)\n",
"df['hour'] = df['date_obj'].dt.strftime('%H').astype(int)\n",
"df['min'] = df['date_obj'].dt.strftime('%M').astype(int)\n",
"mean_df = df.groupby(['hour_min', 'day_of_week']).mean().reset_index()\n",
"mean_df.head(30)"
]
},
{
"cell_type": "code",
"execution_count": 457,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"text/plain": [
" hour_min day_of_week distance west_bound_std west_bound \\\n",
"0 00:00 0 460.0 154.75 117.75 \n",
"7 00:20 0 460.0 154.75 119.75 \n",
"14 00:40 0 460.0 154.75 117.75 \n",
"21 01:00 0 460.0 154.75 128.50 \n",
"28 01:20 0 460.0 154.75 109.75 \n",
"\n",
" east_bound_std east_bound hour min \n",
"0 116.5 99.50 0.0 0.0 \n",
"7 116.5 100.25 0.0 20.0 \n",
"14 116.5 93.75 0.0 40.0 \n",
"21 116.5 101.00 1.0 0.0 \n",
"28 116.5 106.25 1.0 20.0 "
]
},
"execution_count": 457,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# day_of_weekでソートしておく\n",
"temp_df = mean_df.sort_values(['day_of_week','hour_min'])\n",
"temp_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 458,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
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" day_of_week \n",
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" hour \n",
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" 370 \n",
" 6.0 \n",
" 174.4375 \n",
" 116.4375 \n",
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" 398 \n",
" 6.0 \n",
" 165.2500 \n",
" 117.8750 \n",
" 18.25 \n",
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" 405 \n",
" 6.0 \n",
" 162.3125 \n",
" 120.0625 \n",
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" 20.0 \n",
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" 412 \n",
" 6.0 \n",
" 160.9375 \n",
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" 419 \n",
" 6.0 \n",
" 154.6875 \n",
" 120.1875 \n",
" 19.25 \n",
" 15.0 \n",
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" 426 \n",
" 6.0 \n",
" 147.3125 \n",
" 115.6250 \n",
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" 6.0 \n",
" 139.6875 \n",
" 112.7500 \n",
" 19.75 \n",
" 25.0 \n",
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" 6.0 \n",
" 132.5000 \n",
" 112.8750 \n",
" 20.25 \n",
" 15.0 \n",
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" \n",
" 447 \n",
" 6.0 \n",
" 129.8125 \n",
" 115.8125 \n",
" 20.50 \n",
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" 6.0 \n",
" 129.5625 \n",
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" 20.75 \n",
" 25.0 \n",
" \n",
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" 461 \n",
" 6.0 \n",
" 127.4375 \n",
" 120.5625 \n",
" 21.25 \n",
" 15.0 \n",
" \n",
" \n",
" 468 \n",
" 6.0 \n",
" 126.9375 \n",
" 117.6250 \n",
" 21.50 \n",
" 20.0 \n",
" \n",
" \n",
" 475 \n",
" 6.0 \n",
" 125.9375 \n",
" 114.7500 \n",
" 21.75 \n",
" 25.0 \n",
" \n",
" \n",
" 482 \n",
" 6.0 \n",
" 121.6875 \n",
" 110.1875 \n",
" 22.25 \n",
" 15.0 \n",
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" 6.0 \n",
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" 6.0 \n",
" 117.8125 \n",
" 105.3750 \n",
" 22.75 \n",
" 25.0 \n",
" \n",
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" 503 \n",
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" NaN \n",
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"
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],
"text/plain": [
" day_of_week west_bound east_bound hour min\n",
"370 6.0 174.4375 116.4375 16.75 25.0\n",
"377 6.0 177.1250 116.3750 17.25 15.0\n",
"384 6.0 172.2500 115.5625 17.50 20.0\n",
"391 6.0 173.6875 116.9375 17.75 25.0\n",
"398 6.0 165.2500 117.8750 18.25 15.0\n",
"405 6.0 162.3125 120.0625 18.50 20.0\n",
"412 6.0 160.9375 122.4375 18.75 25.0\n",
"419 6.0 154.6875 120.1875 19.25 15.0\n",
"426 6.0 147.3125 115.6250 19.50 20.0\n",
"433 6.0 139.6875 112.7500 19.75 25.0\n",
"440 6.0 132.5000 112.8750 20.25 15.0\n",
"447 6.0 129.8125 115.8125 20.50 20.0\n",
"454 6.0 129.5625 119.8125 20.75 25.0\n",
"461 6.0 127.4375 120.5625 21.25 15.0\n",
"468 6.0 126.9375 117.6250 21.50 20.0\n",
"475 6.0 125.9375 114.7500 21.75 25.0\n",
"482 6.0 121.6875 110.1875 22.25 15.0\n",
"489 6.0 120.7500 107.5000 22.50 20.0\n",
"496 6.0 117.8125 105.3750 22.75 25.0\n",
"503 NaN NaN NaN NaN NaN"
]
},
"execution_count": 458,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 4行ずつの移動平均\n",
"temp_df1 = temp_df.loc[:,['day_of_week','west_bound', 'east_bound','hour','min']].rolling(4, center=True).mean()\n",
"temp_df1.tail(20)"
]
},
{
"cell_type": "code",
"execution_count": 459,
"metadata": {},
"outputs": [],
"source": [
"# min=15.0が xx:00, xx:20, xx:40, xx:0 の平均なので、その行だけを抜き出す\n",
"temp_df2 = temp_df1.query('min==\"15.0\"')\n",
"temp_df2.dropna().reset_index(inplace=True) # NaN の行を落とす\n",
"temp_df2.reset_index(drop=True) # インデックスの振り直し\n",
"\n",
"temp_df3 = temp_df2.loc[:,['day_of_week','west_bound', 'east_bound','hour']] # 必要な列だけをdeep copy!\n",
"temp_df3['new_hour'] = temp_df3['hour'].astype(int) # hourを整数化\n",
"temp_df3['week'] = temp_df3['day_of_week'].astype(int) # 曜日を整数化\n",
"temp_df3.reset_index(drop=True,inplace=True) # インデックスを振り直し\n",
"temp_df3.loc[temp_df3['day_of_week'] % 1 ==0.25,'new_hour']=23 # 日付が変わる23時は、移動平均したときに17.25になってしまうので直す\n",
"final_df = temp_df3.loc[:,['week','new_hour', 'west_bound','east_bound']]\n",
"final_df.rename(columns={'new_hour': 'hour'}, inplace=True)\n",
"final_df\n",
"# ファイルへ書き出し\n",
"final_df.to_csv(\"google_traffic_hours.csv\", index=False)"
]
},
{
"cell_type": "code",
"execution_count": 460,
"metadata": {},
"outputs": [
{
"data": {
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" 144.6875 \n",
" 92.5000 \n",
" \n",
" \n",
" 56 \n",
" 2 \n",
" 8 \n",
" 202.3750 \n",
" 101.4375 \n",
" \n",
" \n",
" 57 \n",
" 2 \n",
" 9 \n",
" 153.3750 \n",
" 105.0625 \n",
" \n",
" \n",
" 58 \n",
" 2 \n",
" 10 \n",
" 166.3125 \n",
" 118.6875 \n",
" \n",
" \n",
" 59 \n",
" 2 \n",
" 11 \n",
" 163.1250 \n",
" 122.1875 \n",
" \n",
" \n",
" 60 \n",
" 2 \n",
" 12 \n",
" 155.7500 \n",
" 128.1875 \n",
" \n",
" \n",
" 61 \n",
" 2 \n",
" 13 \n",
" 155.1250 \n",
" 122.5000 \n",
" \n",
" \n",
" 62 \n",
" 2 \n",
" 14 \n",
" 191.0625 \n",
" 128.6250 \n",
" \n",
" \n",
" 63 \n",
" 2 \n",
" 15 \n",
" 189.0625 \n",
" 112.8125 \n",
" \n",
" \n",
" 64 \n",
" 2 \n",
" 16 \n",
" 193.1875 \n",
" 109.7500 \n",
" \n",
" \n",
" 65 \n",
" 2 \n",
" 17 \n",
" 219.4375 \n",
" 109.1250 \n",
" \n",
" \n",
" 66 \n",
" 2 \n",
" 18 \n",
" 187.8750 \n",
" 111.3125 \n",
" \n",
" \n",
" 67 \n",
" 2 \n",
" 19 \n",
" 141.0625 \n",
" 119.1250 \n",
" \n",
" \n",
" 68 \n",
" 2 \n",
" 20 \n",
" 121.5625 \n",
" 114.3125 \n",
" \n",
" \n",
" 69 \n",
" 2 \n",
" 21 \n",
" 115.8125 \n",
" 119.6250 \n",
" \n",
" \n",
" 70 \n",
" 2 \n",
" 22 \n",
" 105.0000 \n",
" 117.5625 \n",
" \n",
" \n",
" 71 \n",
" 2 \n",
" 23 \n",
" 106.5000 \n",
" 105.4375 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" week hour west_bound east_bound\n",
"48 2 0 97.4375 100.5625\n",
"49 2 1 99.2500 101.3750\n",
"50 2 2 111.6875 98.8750\n",
"51 2 3 98.3750 89.5625\n",
"52 2 4 97.6250 87.6250\n",
"53 2 5 104.0000 77.7500\n",
"54 2 6 104.8750 84.6250\n",
"55 2 7 144.6875 92.5000\n",
"56 2 8 202.3750 101.4375\n",
"57 2 9 153.3750 105.0625\n",
"58 2 10 166.3125 118.6875\n",
"59 2 11 163.1250 122.1875\n",
"60 2 12 155.7500 128.1875\n",
"61 2 13 155.1250 122.5000\n",
"62 2 14 191.0625 128.6250\n",
"63 2 15 189.0625 112.8125\n",
"64 2 16 193.1875 109.7500\n",
"65 2 17 219.4375 109.1250\n",
"66 2 18 187.8750 111.3125\n",
"67 2 19 141.0625 119.1250\n",
"68 2 20 121.5625 114.3125\n",
"69 2 21 115.8125 119.6250\n",
"70 2 22 105.0000 117.5625\n",
"71 2 23 106.5000 105.4375"
]
},
"execution_count": 460,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 特定の曜日の表示\n",
"final_df[final_df['week']==2]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## データの統合\n",
"\n",
"歩行量調査、Wi-Fiデータ、自動車交通量データ、Google所要時間のまとめ\n",
"\n",
"### 該当Wi-Fiデータ(20191129 - 20191201)をデータベースから抽出、ファイルへ"
]
},
{
"cell_type": "code",
"execution_count": 461,
"metadata": {},
"outputs": [],
"source": [
"# Wi-FiのDBから時間ごとの2地点間流動数を返す\n",
"# DB接続\n",
"import sqlite3\n",
"import pandas as pd\n",
"\n",
"# 8tops上でのファイル (ファイル名は環境に応じて変更すること)\n",
"conn = sqlite3.connect(\"/home/raspimngr/db/kofu_traveler.sqlite3\")\n",
"#conn = sqlite3.connect(\"kofu_traveler.sqlite3\")\n",
"cur = conn.cursor()\n",
"\n",
"# テーブル名 (flow, flow_trunc10, flow_all_trunc, flow_all, flow_all_trunc10のどれか)\n",
"table_name = \"flow_trunc10\"\n",
"\n",
"\n",
"# 時間帯別流動数\n",
"\n",
"def get_hourly_flow_days(path, start_day, end_day):\n",
" \"\"\"\n",
" path = {\"west_bound\": [\"3\", \"17\"], \"east_bound\": [\"17\", \"3\"]} のようにdictionaryで\n",
" kofu3: 風月堂, kofu17: ダン\n",
" 日付は \"2019-11-11\"の形式\n",
" \"\"\"\n",
" count_data = {\"00\": {}, \"01\":{},\"02\": {},\"03\": {},\"04\": {},\"05\": {},\"06\": {},\"07\": {},\"08\": {},\"09\": {},\n",
" \"10\": {},\"11\": {},\"12\": {},\"13\": {},\"14\": {},\"15\": {},\"16\": {},\"17\": {},\"18\": {},\"19\": {},\n",
" \"20\": {},\"21\": {},\"22\": {},\"23\": {}}\n",
" opt_direction = \"\"\n",
" for l, pos in path.items():\n",
" sql = (\"select hour, sum(number) from \" + table_name \n",
" + ' where origin=\"' + pos[0] + '\" and destination=\"' + pos[1] + '\"'\n",
" + ' and yearday>=\"' + start_day + '\" and yearday<=\"' + end_day + '\" '\n",
" + ' group by hour order by hour')\n",
" result = cur.execute(sql).fetchall()\n",
" for v in result:\n",
" count_data[v[0]][l] = v[1]\n",
" df = pd.DataFrame.from_dict(count_data)\n",
" df = df.T\n",
" df.fillna(0, inplace=True)\n",
" df = df.reset_index()\n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 462,
"metadata": {},
"outputs": [],
"source": [
"# Wi-Fiデータ\n",
"paths = {\"west_bound\": [\"3\", \"17\"], \"east_bound\": [\"17\", \"3\"]}\n",
"wifi_df1129 = get_hourly_flow_days(paths, \"2019-11-29\", \"2019-11-29\").rename(\n",
" columns={\"index\": \"hour\", \"east_bound\": \"wifi_east\", \"west_bound\": \"wifi_west\"})\n",
"wifi_df1130 = get_hourly_flow_days(paths, \"2019-11-30\", \"2019-11-30\").rename(\n",
" columns={\"index\": \"hour\", \"east_bound\": \"wifi_east\", \"west_bound\": \"wifi_west\"})\n",
"wifi_df1201 = get_hourly_flow_days(paths, \"2019-12-01\", \"2019-12-01\").rename(\n",
" columns={\"index\": \"hour\", \"east_bound\": \"wifi_east\", \"west_bound\": \"wifi_west\"})\n",
"wifi_df1129['date'] = \"20191129\"\n",
"wifi_df1130['date'] = \"20191130\"\n",
"wifi_df1201['date'] = \"20191201\"\n",
"wifi_df = pd.concat([wifi_df1129, wifi_df1130, wifi_df1201])\n",
"wifi_df.to_csv('joto_wifi20191129-20191201.csv', index=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 各種データをファイルから読み込み統合\n",
"\n",
"1. 歩行量調査データ\n",
"1. Wi-Fi流動(travelorデータ)\n",
"1. Google traffic 所要時間データ\n",
"1. 自動車交通量(目視)データ\n",
"\n",
"結果が、下のtotal_dfというデータフレーム"
]
},
{
"cell_type": "code",
"execution_count": 463,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" date \n",
" hour \n",
" fugetsu_east \n",
" muto_east \n",
" pedes_total_east \n",
" fugetsu_west \n",
" muto_west \n",
" pedes_total_west \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 20191129 \n",
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" 73.0 \n",
" 116.0 \n",
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" 20191129 \n",
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" 57.0 \n",
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" \n",
" \n",
" 2 \n",
" 20191129 \n",
" 12 \n",
" 58.0 \n",
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" 180.0 \n",
" 47.0 \n",
" 71.0 \n",
" 118.0 \n",
" \n",
" \n",
" 3 \n",
" 20191129 \n",
" 13 \n",
" 34.0 \n",
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" 131.0 \n",
" 46.0 \n",
" 75.0 \n",
" 121.0 \n",
" \n",
" \n",
" 4 \n",
" 20191129 \n",
" 14 \n",
" 22.0 \n",
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" 61.0 \n",
" 51.0 \n",
" 112.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" date hour fugetsu_east muto_east pedes_total_east fugetsu_west \\\n",
"0 20191129 10 18.0 54.0 72.0 43.0 \n",
"1 20191129 11 29.0 74.0 103.0 57.0 \n",
"2 20191129 12 58.0 122.0 180.0 47.0 \n",
"3 20191129 13 34.0 97.0 131.0 46.0 \n",
"4 20191129 14 22.0 82.0 104.0 61.0 \n",
"\n",
" muto_west pedes_total_west \n",
"0 73.0 116.0 \n",
"1 73.0 130.0 \n",
"2 71.0 118.0 \n",
"3 75.0 121.0 \n",
"4 51.0 112.0 "
]
},
"execution_count": 463,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 1. ダン、風月堂の歩行量調査データを読み込み\n",
"pedes_df = pd.read_csv(\"pedestrianData2019.csv\")\n",
"#pedes_df.head()\n",
"# east, westを横並びに\n",
"pedes_east = pedes_df[pedes_df['direction']=='E'].drop('direction', axis=1)\n",
"pedes_west = pedes_df[pedes_df['direction']=='W'].drop('direction', axis=1)\n",
"pedes_df = pd.merge(pedes_east, pedes_west, on=['date','hour'])\n",
"pedes_df.rename(columns={'fugetsu_x': 'fugetsu_east', 'fugetsu_y': 'fugetsu_west',\n",
" 'muto_x': 'muto_east', 'muto_y': 'muto_west',\n",
" 'total_x': 'pedes_total_east', 'total_y': 'pedes_total_west'}, inplace=True)\n",
"pedes_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 464,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" hour \n",
" wifi_east \n",
" wifi_west \n",
" date \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0 \n",
" 5.0 \n",
" 5.0 \n",
" 20191129 \n",
" \n",
" \n",
" 1 \n",
" 1 \n",
" 1.0 \n",
" 4.0 \n",
" 20191129 \n",
" \n",
" \n",
" 2 \n",
" 2 \n",
" 6.0 \n",
" 4.0 \n",
" 20191129 \n",
" \n",
" \n",
" 3 \n",
" 3 \n",
" 0.0 \n",
" 2.0 \n",
" 20191129 \n",
" \n",
" \n",
" 4 \n",
" 4 \n",
" 1.0 \n",
" 0.0 \n",
" 20191129 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" hour wifi_east wifi_west date\n",
"0 0 5.0 5.0 20191129\n",
"1 1 1.0 4.0 20191129\n",
"2 2 6.0 4.0 20191129\n",
"3 3 0.0 2.0 20191129\n",
"4 4 1.0 0.0 20191129"
]
},
"execution_count": 464,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 2. WiFiデータの読み込み\n",
"wifi_df = pd.read_csv('joto_wifi20191129-20191201.csv')\n",
"wifi_df.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 465,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" level_0 \n",
" index \n",
" week \n",
" hour \n",
" west_bound \n",
" east_bound \n",
" date \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0 \n",
" 120 \n",
" 5 \n",
" 0 \n",
" 108.5625 \n",
" 102.0000 \n",
" 20191129 \n",
" \n",
" \n",
" 1 \n",
" 1 \n",
" 121 \n",
" 5 \n",
" 1 \n",
" 114.7500 \n",
" 94.8125 \n",
" 20191129 \n",
" \n",
" \n",
" 2 \n",
" 2 \n",
" 122 \n",
" 5 \n",
" 2 \n",
" 119.3750 \n",
" 89.7500 \n",
" 20191129 \n",
" \n",
" \n",
" 3 \n",
" 3 \n",
" 123 \n",
" 5 \n",
" 3 \n",
" 126.0625 \n",
" 90.2500 \n",
" 20191129 \n",
" \n",
" \n",
" 4 \n",
" 4 \n",
" 124 \n",
" 5 \n",
" 4 \n",
" 103.2500 \n",
" 91.5000 \n",
" 20191129 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" level_0 index week hour west_bound east_bound date\n",
"0 0 120 5 0 108.5625 102.0000 20191129\n",
"1 1 121 5 1 114.7500 94.8125 20191129\n",
"2 2 122 5 2 119.3750 89.7500 20191129\n",
"3 3 123 5 3 126.0625 90.2500 20191129\n",
"4 4 124 5 4 103.2500 91.5000 20191129"
]
},
"execution_count": 465,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 3. Google traffic dataの読み込み\n",
"# 曜日ごとの平均データなので、各日にちの曜日のデータとする\n",
"temp_df = pd.read_csv(\"google_traffic_hours.csv\")\n",
"g_df1129 = temp_df[temp_df['week']==5].reset_index()\n",
"g_df1129['date'] = 20191129\n",
"g_df1130 = temp_df[temp_df['week']==6].reset_index()\n",
"g_df1130['date'] = 20191130\n",
"g_df1201 = temp_df[temp_df['week']==0].reset_index()\n",
"g_df1201['date'] = 20191201\n",
"google_df = pd.concat([g_df1129, g_df1130, g_df1201]).reset_index()\n",
"google_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 466,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
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" google_east_time \n",
" date \n",
" \n",
" \n",
" \n",
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" 0 \n",
" 0 \n",
" 108.5625 \n",
" 102.0000 \n",
" 20191129 \n",
" \n",
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" 1 \n",
" 1 \n",
" 114.7500 \n",
" 94.8125 \n",
" 20191129 \n",
" \n",
" \n",
" 2 \n",
" 2 \n",
" 119.3750 \n",
" 89.7500 \n",
" 20191129 \n",
" \n",
" \n",
" 3 \n",
" 3 \n",
" 126.0625 \n",
" 90.2500 \n",
" 20191129 \n",
" \n",
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" 4 \n",
" 4 \n",
" 103.2500 \n",
" 91.5000 \n",
" 20191129 \n",
" \n",
" \n",
" 5 \n",
" 5 \n",
" 90.5625 \n",
" 85.8750 \n",
" 20191129 \n",
" \n",
" \n",
" 6 \n",
" 6 \n",
" 103.6875 \n",
" 78.4375 \n",
" 20191129 \n",
" \n",
" \n",
" 7 \n",
" 7 \n",
" 149.6250 \n",
" 91.7500 \n",
" 20191129 \n",
" \n",
" \n",
" 8 \n",
" 8 \n",
" 222.0625 \n",
" 103.5625 \n",
" 20191129 \n",
" \n",
" \n",
" 9 \n",
" 9 \n",
" 167.0000 \n",
" 114.0000 \n",
" 20191129 \n",
" \n",
" \n",
" 10 \n",
" 10 \n",
" 151.6875 \n",
" 123.1875 \n",
" 20191129 \n",
" \n",
" \n",
" 11 \n",
" 11 \n",
" 179.6250 \n",
" 135.5625 \n",
" 20191129 \n",
" \n",
" \n",
" 12 \n",
" 12 \n",
" 172.5000 \n",
" 121.5000 \n",
" 20191129 \n",
" \n",
" \n",
" 13 \n",
" 13 \n",
" 178.6250 \n",
" 121.1250 \n",
" 20191129 \n",
" \n",
" \n",
" 14 \n",
" 14 \n",
" 198.5625 \n",
" 127.8750 \n",
" 20191129 \n",
" \n",
" \n",
" 15 \n",
" 15 \n",
" 207.0625 \n",
" 130.3750 \n",
" 20191129 \n",
" \n",
" \n",
" 16 \n",
" 16 \n",
" 206.6875 \n",
" 110.2500 \n",
" 20191129 \n",
" \n",
" \n",
" 17 \n",
" 17 \n",
" 229.5000 \n",
" 109.3750 \n",
" 20191129 \n",
" \n",
" \n",
" 18 \n",
" 18 \n",
" 219.0000 \n",
" 117.1875 \n",
" 20191129 \n",
" \n",
" \n",
" 19 \n",
" 19 \n",
" 172.6875 \n",
" 126.9375 \n",
" 20191129 \n",
" \n",
" \n",
" 20 \n",
" 20 \n",
" 129.1250 \n",
" 121.6875 \n",
" 20191129 \n",
" \n",
" \n",
" 21 \n",
" 21 \n",
" 125.3125 \n",
" 114.2500 \n",
" 20191129 \n",
" \n",
" \n",
" 22 \n",
" 22 \n",
" 113.0625 \n",
" 105.0625 \n",
" 20191129 \n",
" \n",
" \n",
" 23 \n",
" 23 \n",
" 101.9375 \n",
" 107.0625 \n",
" 20191129 \n",
" \n",
" \n",
" 24 \n",
" 0 \n",
" 107.1250 \n",
" 110.5000 \n",
" 20191130 \n",
" \n",
" \n",
" 25 \n",
" 1 \n",
" 113.0000 \n",
" 111.0000 \n",
" 20191130 \n",
" \n",
" \n",
" 26 \n",
" 2 \n",
" 113.8750 \n",
" 97.1250 \n",
" 20191130 \n",
" \n",
" \n",
" 27 \n",
" 3 \n",
" 106.6875 \n",
" 87.3125 \n",
" 20191130 \n",
" \n",
" \n",
" 28 \n",
" 4 \n",
" 95.8125 \n",
" 89.8125 \n",
" 20191130 \n",
" \n",
" \n",
" 29 \n",
" 5 \n",
" 110.5625 \n",
" 78.7500 \n",
" 20191130 \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
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" 17 \n",
" 177.1250 \n",
" 116.3750 \n",
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" \n",
" \n",
" 42 \n",
" 18 \n",
" 165.2500 \n",
" 117.8750 \n",
" 20191130 \n",
" \n",
" \n",
" 43 \n",
" 19 \n",
" 154.6875 \n",
" 120.1875 \n",
" 20191130 \n",
" \n",
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" 20 \n",
" 132.5000 \n",
" 112.8750 \n",
" 20191130 \n",
" \n",
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" 21 \n",
" 127.4375 \n",
" 120.5625 \n",
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" \n",
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" 46 \n",
" 22 \n",
" 121.6875 \n",
" 110.1875 \n",
" 20191130 \n",
" \n",
" \n",
" 47 \n",
" 0 \n",
" 120.9375 \n",
" 98.6250 \n",
" 20191201 \n",
" \n",
" \n",
" 48 \n",
" 1 \n",
" 114.3125 \n",
" 107.6250 \n",
" 20191201 \n",
" \n",
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" 103.8125 \n",
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" 136.5000 \n",
" 108.8750 \n",
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" 109.0625 \n",
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" 150.8125 \n",
" 113.2500 \n",
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" 119.2500 \n",
" 20191201 \n",
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" 123.7500 \n",
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" 16 \n",
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" 106.4375 \n",
" 20191201 \n",
" \n",
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" 64 \n",
" 17 \n",
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" 113.8750 \n",
" 20191201 \n",
" \n",
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" 65 \n",
" 18 \n",
" 124.4000 \n",
" 106.8875 \n",
" 20191201 \n",
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" 19 \n",
" 116.9500 \n",
" 106.6000 \n",
" 20191201 \n",
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71 rows × 4 columns
\n",
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"text/plain": [
" hour google_west_time google_east_time date\n",
"0 0 108.5625 102.0000 20191129\n",
"1 1 114.7500 94.8125 20191129\n",
"2 2 119.3750 89.7500 20191129\n",
"3 3 126.0625 90.2500 20191129\n",
"4 4 103.2500 91.5000 20191129\n",
"5 5 90.5625 85.8750 20191129\n",
"6 6 103.6875 78.4375 20191129\n",
"7 7 149.6250 91.7500 20191129\n",
"8 8 222.0625 103.5625 20191129\n",
"9 9 167.0000 114.0000 20191129\n",
"10 10 151.6875 123.1875 20191129\n",
"11 11 179.6250 135.5625 20191129\n",
"12 12 172.5000 121.5000 20191129\n",
"13 13 178.6250 121.1250 20191129\n",
"14 14 198.5625 127.8750 20191129\n",
"15 15 207.0625 130.3750 20191129\n",
"16 16 206.6875 110.2500 20191129\n",
"17 17 229.5000 109.3750 20191129\n",
"18 18 219.0000 117.1875 20191129\n",
"19 19 172.6875 126.9375 20191129\n",
"20 20 129.1250 121.6875 20191129\n",
"21 21 125.3125 114.2500 20191129\n",
"22 22 113.0625 105.0625 20191129\n",
"23 23 101.9375 107.0625 20191129\n",
"24 0 107.1250 110.5000 20191130\n",
"25 1 113.0000 111.0000 20191130\n",
"26 2 113.8750 97.1250 20191130\n",
"27 3 106.6875 87.3125 20191130\n",
"28 4 95.8125 89.8125 20191130\n",
"29 5 110.5625 78.7500 20191130\n",
".. ... ... ... ...\n",
"41 17 177.1250 116.3750 20191130\n",
"42 18 165.2500 117.8750 20191130\n",
"43 19 154.6875 120.1875 20191130\n",
"44 20 132.5000 112.8750 20191130\n",
"45 21 127.4375 120.5625 20191130\n",
"46 22 121.6875 110.1875 20191130\n",
"47 0 120.9375 98.6250 20191201\n",
"48 1 114.3125 107.6250 20191201\n",
"49 2 110.7500 110.9375 20191201\n",
"50 3 101.0625 102.6250 20191201\n",
"51 4 92.6250 104.0625 20191201\n",
"52 5 84.6250 95.9375 20191201\n",
"53 6 91.4375 92.0625 20191201\n",
"54 7 94.5625 90.8750 20191201\n",
"55 8 91.2500 84.0625 20191201\n",
"56 9 105.2500 97.9375 20191201\n",
"57 10 120.4375 103.8125 20191201\n",
"58 11 136.5000 108.8750 20191201\n",
"59 12 144.2500 109.0625 20191201\n",
"60 13 150.8125 113.2500 20191201\n",
"61 14 151.4375 119.2500 20191201\n",
"62 15 146.5625 123.7500 20191201\n",
"63 16 146.2500 106.4375 20191201\n",
"64 17 144.3750 113.8750 20191201\n",
"65 18 124.4000 106.8875 20191201\n",
"66 19 116.9500 106.6000 20191201\n",
"67 20 113.3500 108.0500 20191201\n",
"68 21 110.6500 99.8000 20191201\n",
"69 22 100.8500 97.9500 20191201\n",
"70 23 103.3000 91.9000 20191201\n",
"\n",
"[71 rows x 4 columns]"
]
},
"execution_count": 466,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Google trafficデータを統合用データとしてセーブ\n",
"google_df.drop(columns={'level_0', 'index', 'week'}, inplace=True)\n",
"google_df.rename(columns={'west_bound': 'google_west_time', 'east_bound':'google_east_time'})\n",
"# google_df.to_csv(\"google_traffic2019.csv\", index=False)\n",
"#google_df.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 467,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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],
"text/plain": [
" car_east car_west date hour\n",
"0 357.0 482 20191130 10\n",
"1 413.0 571 20191130 11\n",
"2 402.0 592 20191130 12\n",
"3 417.0 548 20191130 13\n",
"4 458.0 583 20191130 14"
]
},
"execution_count": 467,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 4. 目視自動車交通量\n",
"\n",
"car_traffic_df = pd.read_csv(\"car_traffic2019.csv\")\n",
"car_traffic_df.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 468,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"text/plain": [
" car_east car_west date hour\n",
"0 357.0 482 20191130 10\n",
"1 413.0 571 20191130 11\n",
"2 402.0 592 20191130 12\n",
"3 417.0 548 20191130 13\n",
"4 458.0 583 20191130 14"
]
},
"execution_count": 468,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 1203 を 1129に強制変更\n",
"car_traffic_df.loc[car_traffic_df['date'] == 20191203,'date']=20191129\n",
"car_traffic_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 418,
"metadata": {},
"outputs": [],
"source": [
"# 統合\n",
"total_df = pd.merge(pedes_df, wifi_df, on = ['date','hour']) # 歩行量とWi-Fiの結合\n",
"total_df = pd.merge(total_df, car_traffic_df, on = ['date', 'hour']) # 目視交通量の追加\n",
"total_df = pd.merge(total_df, google_df, on = ['date', 'hour']) # google所要時間データの追加\n",
"total_df.reset_index(inplace=True)\n",
"total_df.drop(columns=['index'], inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 419,
"metadata": {},
"outputs": [
{
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" 503 \n",
" 145.500000 \n",
" 111.083333 \n",
" \n",
" \n",
" 27 \n",
" 20191201 \n",
" 17 \n",
" 44.0 \n",
" 92.0 \n",
" 136.0 \n",
" 45.0 \n",
" 63.0 \n",
" 108.0 \n",
" 23.0 \n",
" 40.0 \n",
" 312.0 \n",
" 497 \n",
" 139.000000 \n",
" 120.500000 \n",
" \n",
" \n",
" 28 \n",
" 20191201 \n",
" 18 \n",
" 37.0 \n",
" 83.0 \n",
" 120.0 \n",
" 40.0 \n",
" 35.0 \n",
" 75.0 \n",
" 12.0 \n",
" 28.0 \n",
" 229.0 \n",
" 391 \n",
" 125.333333 \n",
" 108.416667 \n",
" \n",
" \n",
" 29 \n",
" 20191201 \n",
" 19 \n",
" 29.0 \n",
" 111.0 \n",
" 140.0 \n",
" 71.0 \n",
" 21.0 \n",
" 92.0 \n",
" 13.0 \n",
" 26.0 \n",
" 194.0 \n",
" 295 \n",
" 121.250000 \n",
" 106.625000 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" date hour fugetsu_east muto_east pedes_total_east fugetsu_west \\\n",
"0 20191129 10 18.0 54.0 72.0 43.0 \n",
"1 20191129 11 29.0 74.0 103.0 57.0 \n",
"2 20191129 12 58.0 122.0 180.0 47.0 \n",
"3 20191129 13 34.0 97.0 131.0 46.0 \n",
"4 20191129 14 22.0 82.0 104.0 61.0 \n",
"5 20191129 15 38.0 104.0 142.0 39.0 \n",
"6 20191129 16 55.0 110.0 165.0 59.0 \n",
"7 20191129 17 81.0 191.0 272.0 66.0 \n",
"8 20191129 18 76.0 171.0 247.0 132.0 \n",
"9 20191129 19 75.0 138.0 213.0 117.0 \n",
"10 20191130 10 24.0 39.0 63.0 53.0 \n",
"11 20191130 11 20.0 86.0 106.0 37.0 \n",
"12 20191130 12 42.0 84.0 126.0 51.0 \n",
"13 20191130 13 36.0 63.0 99.0 45.0 \n",
"14 20191130 14 37.0 85.0 122.0 68.0 \n",
"15 20191130 15 51.0 104.0 155.0 53.0 \n",
"16 20191130 16 56.0 97.0 153.0 52.0 \n",
"17 20191130 17 52.0 117.0 169.0 111.0 \n",
"18 20191130 18 74.0 118.0 192.0 160.0 \n",
"19 20191130 19 61.0 126.0 187.0 109.0 \n",
"20 20191201 10 20.0 47.0 67.0 44.0 \n",
"21 20191201 11 23.0 62.0 85.0 36.0 \n",
"22 20191201 12 21.0 90.0 111.0 69.0 \n",
"23 20191201 13 37.0 71.0 108.0 50.0 \n",
"24 20191201 14 25.0 68.0 93.0 43.0 \n",
"25 20191201 15 34.0 89.0 123.0 44.0 \n",
"26 20191201 16 44.0 90.0 134.0 49.0 \n",
"27 20191201 17 44.0 92.0 136.0 45.0 \n",
"28 20191201 18 37.0 83.0 120.0 40.0 \n",
"29 20191201 19 29.0 111.0 140.0 71.0 \n",
"\n",
" muto_west pedes_total_west wifi_east wifi_west car_east car_west \\\n",
"0 73.0 116.0 38.0 32.0 446.0 507 \n",
"1 73.0 130.0 27.0 44.0 425.0 569 \n",
"2 71.0 118.0 20.0 34.0 405.0 492 \n",
"3 75.0 121.0 22.0 41.0 399.0 510 \n",
"4 51.0 112.0 23.0 38.0 450.0 541 \n",
"5 52.0 91.0 34.0 37.0 439.0 601 \n",
"6 57.0 116.0 22.0 41.0 395.0 531 \n",
"7 88.0 154.0 34.0 47.0 459.0 516 \n",
"8 70.0 202.0 58.0 61.0 457.0 546 \n",
"9 50.0 167.0 33.0 54.0 339.0 477 \n",
"10 62.0 115.0 16.0 43.0 357.0 482 \n",
"11 61.0 98.0 25.0 42.0 413.0 571 \n",
"12 87.0 138.0 21.0 46.0 402.0 592 \n",
"13 70.0 115.0 19.0 47.0 417.0 548 \n",
"14 76.0 144.0 19.0 37.0 458.0 583 \n",
"15 65.0 118.0 21.0 28.0 453.0 540 \n",
"16 73.0 125.0 27.0 40.0 439.0 559 \n",
"17 91.0 202.0 30.0 58.0 388.0 576 \n",
"18 96.0 256.0 27.0 54.0 417.0 573 \n",
"19 59.0 168.0 18.0 47.0 341.0 498 \n",
"20 77.0 121.0 24.0 31.0 323.0 452 \n",
"21 54.0 90.0 18.0 30.0 302.0 460 \n",
"22 75.0 144.0 15.0 38.0 324.0 498 \n",
"23 60.0 110.0 15.0 31.0 314.0 502 \n",
"24 74.0 117.0 15.0 35.0 380.0 508 \n",
"25 68.0 112.0 23.0 53.0 337.0 511 \n",
"26 51.0 100.0 25.0 29.0 365.0 503 \n",
"27 63.0 108.0 23.0 40.0 312.0 497 \n",
"28 35.0 75.0 12.0 28.0 229.0 391 \n",
"29 21.0 92.0 13.0 26.0 194.0 295 \n",
"\n",
" west_bound east_bound \n",
"0 153.083333 117.833333 \n",
"1 177.333333 134.500000 \n",
"2 174.916667 122.250000 \n",
"3 181.333333 122.083333 \n",
"4 204.666667 129.083333 \n",
"5 209.083333 129.333333 \n",
"6 199.000000 106.916667 \n",
"7 225.916667 107.666667 \n",
"8 210.833333 114.916667 \n",
"9 176.750000 126.166667 \n",
"10 149.583333 116.333333 \n",
"11 146.250000 117.583333 \n",
"12 148.416667 114.166667 \n",
"13 155.833333 110.333333 \n",
"14 165.666667 113.333333 \n",
"15 166.833333 111.666667 \n",
"16 165.333333 115.750000 \n",
"17 176.250000 110.833333 \n",
"18 161.333333 120.750000 \n",
"19 149.333333 120.500000 \n",
"20 124.500000 105.500000 \n",
"21 141.250000 112.166667 \n",
"22 146.416667 110.500000 \n",
"23 152.916667 110.500000 \n",
"24 152.416667 114.166667 \n",
"25 138.666667 119.333333 \n",
"26 145.500000 111.083333 \n",
"27 139.000000 120.500000 \n",
"28 125.333333 108.416667 \n",
"29 121.250000 106.625000 "
]
},
"execution_count": 419,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"total_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"列名の意味\n",
"\n",
"- fugetsu_*, muto_* : 歩行量調査データ\n",
"- pedes_total_* : 歩行量調査のfugetsu, mutoの合計\n",
"- wifi_* : Wi-Fiデータからみた検知アドレス数(ダン、風月堂の)\n",
"- car_* : 目視での車交通量のカウント数(われわれの実測)\n",
"- *_bound: Google trafficでの所要時間(sec)データ\n"
]
},
{
"cell_type": "code",
"execution_count": 420,
"metadata": {},
"outputs": [],
"source": [
"total_df.to_csv(\"joto_data_summary.csv\")"
]
},
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"cell_type": "code",
"execution_count": null,
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