{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ダムの貯水量を地図上に可視化" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 前処理" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "import numpy as np\n", "import pandas as pd\n", "import plotly.express as px\n", "import plotly.graph_objects as go\n", "\n", "import mapbox_env" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### データをpandas.DataFrameに読み込み" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0駒込191堤川駒込川71,2,684.5270.032078004-青森県青森市大字駒込4POINT (140.88589 40.70977)
1下湯192堤川堤川121,2,470.0783.537231260041988青森県青森市大字荒川字横倉1POINT (140.77942 40.69178)
2浅虫193浅虫川浅虫川71,29.0215.01030042002青森県青森市大字浅虫字山下1POINT (140.87188 40.88522)
3田の沢溜池194小湊川小湊川3321.0205.0124117451945青森県東津軽郡平内町大字松野木1POINT (140.99147 40.89848)
4清水目195野辺地川野辺地川7133.5195.075263042000青森県上北郡東北町字清水目1POINT (141.07611 40.81095)
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" ], "text/plain": [ " W01_001 W01_002 W01_003 W01_004 W01_005 W01_006 W01_007 W01_008 W01_009 \\\n", "0 駒込 191 堤川 駒込川 7 1,2,6 84.5 270.0 320 \n", "1 下湯 192 堤川 堤川 12 1,2,4 70.0 783.5 3723 \n", "2 浅虫 193 浅虫川 浅虫川 7 1,2 9.0 215.0 10 \n", "3 田の沢溜池 194 小湊川 小湊川 3 3 21.0 205.0 124 \n", "4 清水目 195 野辺地川 野辺地川 7 1 33.5 195.0 75 \n", "\n", " W01_010 W01_011 W01_012 W01_013 W01_014 \\\n", "0 7800 4 - 青森県青森市大字駒込 4 \n", "1 12600 4 1988 青森県青森市大字荒川字横倉 1 \n", "2 300 4 2002 青森県青森市大字浅虫字山下 1 \n", "3 1174 5 1945 青森県東津軽郡平内町大字松野木 1 \n", "4 2630 4 2000 青森県上北郡東北町字清水目 1 \n", "\n", " geometry \n", "0 POINT (140.88589 40.70977) \n", "1 POINT (140.77942 40.69178) \n", "2 POINT (140.87188 40.88522) \n", "3 POINT (140.99147 40.89848) \n", "4 POINT (141.07611 40.81095) " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = gpd.read_file(\"data/dam.geojson\")\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 緯度経度のデータを取得" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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lonlat
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" ], "text/plain": [ " lon lat\n", "0 140.885894 40.709771\n", "1 140.779421 40.691777\n", "2 140.871879 40.885218\n", "3 140.991475 40.898485\n", "4 141.076114 40.810955" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[[\"lon\", \"lat\"]] = pd.DataFrame(\n", " df[\"geometry\"].map(lambda d: (d.x, d.y)).values.tolist()\n", ")\n", "df[[\"lon\", \"lat\"]].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### データのクリーニング" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def clean_data(data, data_type, cond):\n", " try:\n", " ret = data_type(data)\n", " except Exception:\n", " ret = np.nan\n", " if not cond(ret):\n", " ret = np.nan\n", " return ret\n", "\n", "for col in \"W01_007\", \"W01_008\", \"W01_009\", \"W01_010\", \"W01_012\":\n", " df[col] = df[col].map(lambda x: clean_data(x, np.float, lambda x: x > 0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 形式を文字列に変換" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dam_type_dict = {\n", " \"1\": \"アーチダム\",\n", " \"2\": \"バットレスダム\",\n", " \"3\": \"アースダム\",\n", " \"4\": \"アスファルトフェイシングダム\",\n", " \"5\": \"アスファルトコアダム\",\n", " \"6\": \"フローティングゲートダム（可動堰）\",\n", " \"7\": \"重力式コンクリートダム\",\n", " \"8\": \"重力式アーチダム\",\n", " \"9\": \"重力式コンクリートダム・フィルダム複合ダム\",\n", " \"10\": \"中空重力式コンクリートダム\",\n", " \"11\": \"マルティプルアーチダム\",\n", " \"12\": \"ロックフィルダム\",\n", " \"13\": \"台形CSGダム\",\n", "}\n", "df[\"W01_005\"] = df[\"W01_005\"].map(dam_type_dict)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 欠損値を除外" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "df.dropna(inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 地図上に可視化" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### plotly.pyで可視化" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "%{text}
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"幌新", "沼田", "白木沢", "恵岱別", "尾白利加", "福井谷川", "徳富", "和歌", "新十津川", "日進甲", "日進乙", "エルム", "金山", "滝里", "野花南", "江幌", "日新", "日の出", "野花南", "芦別", "芦別", "美唄", "札比内", "月形", "新桂沢（再）", "桂沢（元）", "三笠ぽんべつ", "幌向", "宝池", "三の沢第一", "大正池", "千代谷", "清水の沢", "夕張シューパロ（再）", "大夕張（元）", "川端", "清水沢", "旭町第一", "旭町第二", "クオーベツ", "杵臼（再）", "杵臼（元）", "栗山", "千歳第三", "千歳第四", "漁川", "青山", "茂平沢第二", "豊平峡", "砥山", "定山渓", "朝里", "奥沢", "常盤", "落合", "余市", "共和", "京極", "双葉", "美利河", "真駒内", "相沼内", "鶉", "上ノ国", "西札内", "奥沙流", "南部坂", "西岡", "サンル", "苫前", "大椴", "当別", "江丹別", "東桜岡第一", "岩村", "豊ヶ丘", "一の沢", "二の沢", "三の沢第二", "前田の沢", "小野の沢", "ヌッパの沢", "甲子", "西和", "江部乙第1号", "中野（元）", "鰔川", "協栄", "忠烈布", "蓬莱", "信夫", "西郷", "堀川", "赤坂", "泉川", "犬神", "千五沢（再）", "千五沢（元）", "龍生", "深田調整池", "下北沢", "三春", "金沢調整池", "三ツ森", "岳", "大笹生", "摺上川", "藤倉", "鴻の巣", "真野", "岩部", "風兼", "高の倉", "鉄山", "横川", "大柿", "大蔵", "小塚", "坂下", "万右ェ門溜池", "毛戸", "荻", "木戸", "谷室沢", "一盃森溜池", "千軒平溜池", "こまち", "小玉", "高柴", "四時", "大川", "新郷", "山郷", "上野尻", "旭", "田島", "大内", "羽鳥", "南原池", "東山", "吉ヶ平", "大輪久池", "大深沢", "関柴", "日中", "沢入堤", "宮川", "無量溜池", "栃沢", "二岐", "大鳥", "只見", "田子倉", "滝", "本名", "上田", "宮下", "柳津", "片門", "大津岐", "大岐", "入山", "冷田沢堤", "高柴調整池", "山の入", "滝川", "新宮川", "舘山溜池", "松ヶ房", "新池", "大平沼", "金沢調整池副堤", "黒森", "六郎沼", "水沢", "砂子沢", "別所溜池", "餌釣", "八面沢", "釈迦池", "岩神", "山瀬", "早口", "森吉山", "森吉", "萩形", "素波里", "真山1号", "真山5号", "大堤", "袖ヶ沢堤", "大由沢溜池", "羽根川", "大滝沢溜池", "猿田沢溜池", "堀田溜池", "皆瀬", "板戸", "倉狩沢", "赤沢", "松倉", "湯の沢", "大松川", "相野々", "金沢溜池", "明永溜池", "葛ヶ沢", "潟尻第1", "一丈木", "大深", "玉川", "鎧畑", "夏瀬", "神代", "南外", "協和", "岩見", "旭川", "滝の沢溜池", "黒森川第1", "八塩", "小羽広", "六ヶ村", "不動池（元）", "滝川", "箒田溜池", "長沼", "大内", "天狗沢沼", "湯の沢溜池", "杉ノ沢", "外の沢", "鹿倉", "吉田溜池", "仏沢", "松峰溜池（再）", "柄沢第1号", "菅の沢", "月光川", "堂見沢溜池", "上郷", "水窪", "綱木川", "杉沢溜池", "蛭沢溜池", "白川", "長井", "木地山", "木川", "馬神溜池", "楯山溜池", "菖蒲川", "生居川", "前川", "松沢溜池", "蔵王", "寒河江", "水ヶ瀞（元）", "水ヶ瀞（再）", "引竜第二", "白水川", "一の沢", "塔の沢", "白石山", "洗馬丁溜池", "小山ヶ沢溜池", "新鶴子", "鶴沢", "銀山川", "高坂", "神室", "桝沢", "立谷沢川第1", "田沢川", "荒沢", "月山", "梵字川", "八久和", "温海川", "横川", "赤芝", "藤田溜池", "留山川", "本沢", "堤沢", "小以良川", "平田溜池", "前田", "伏熊", "長谷地第2", "古室堤", "三又", "新落合", "払川", "花山（再）", "花山（元）", "小田", "荒砥沢", "栗駒", "長沼", "菅生", "宿の沢", "鳴子", "上大沢", "岩堂沢", "化女沼", "漆沢", "孫沢溜池", "二ツ石", "保野川", "花川", "嘉太神", "南川", "宮床", "牛野", "惣の関", "七北田", "釜房", "大倉", "愛子溜池", "樽水", "七ヶ宿", "川原子", "村田", "相川", "山梨（上）", "大志田", "荒沢1号", "荒沢2号", "荒沢3号", "瀬月内", "雪谷川", "大野", "滝", "普代", "大沢", "日向", "綾里川", "鷹生", "四十四田", "岩洞", "一方井", "綱取", "外山", "御所", "外桝沢", "レン滝", "鶯宿", "矢櫃", "煙山", "山王海（元）", "山王海（再）", "大明神溜池", "葛丸", "早池峰", "田瀬", "遠野第2", "遠野", "豊沢", "湯田", "石羽根", "時戸沢溜池", "入畑", "岩崎農場溜池", "千貫石（再）", "橇引沢溜池", "胆沢（再）", "石淵（元）", "衣川1号", "衣川4号", "衣川2号", "衣川3号", "衣川5号", "金越沢", "千松", "根石", "佐比内溜池", "深山", "板室", "菅又調整池", "千振", "矢の目", "塩原", "八汐", "蛇尾川", "塩田調整池", "東荒川", "西荒川", "塩田", "寺山", "沼原", "庚申", "松田川", "南摩", "赤川", "川俣", "黒部", "川治", "小網", "中岩", "西古屋", "土呂部", "五十里", "湯西川", "三河沢", "逆川", "栗山", "今市", "中禅寺（元）", "中禅寺（再）", "大郷戸", "小山", "水沼", "花貫", "十王", "竜神", "藤井川（再）", "藤井川（元）", "御前山", "楮川", "飯田", "不動谷津池", "三野輪池", "南椎尾調整池", "矢木沢", "真壁", "須田貝", "藤原", "小森", "奈良俣", "相俣", "玉原", "平出", "薗原", "丸沼", "鍛冶屋沢", "八ッ場", "鹿沢", "大津", "品木", "茂沢", "白砂", "四万川", "中之条", "倉渕", "鳴沢", "坂本（再）", "霧積", "中木", "道平川", "大仁田", "丹生", "大塩", "牛秣", "竹沼", "上野", "下久保", "神水", "塩沢", "三名川", "寺沢", "早川", "草木", "高津戸", "黒坂石", "桐生川", "野反", "増田川", "赤三調整池", "東金", "長柄", "白石", "小中池", "雨竜湖", "軍茶利", "勝浦", "松部", "荒木根", "平沢", "名熊", "東", "御宿", "東第2", "第2袋倉", "保台", "八丁堰", "金山", "小向", "山田溜池", "一の沢堰", "安房中央", "白浜", "作名", "増間", "大谷川", "広田堰", "丹生堰", "仲尾沢堰", "佐久間", "鋸山", "元名", "戸面原", "小久保", "豊英", "三島", "郡", "矢那川", "亀山", "片倉", "高滝", "山倉", "山内", "蔵持", "小沢", "岬", "第二奥谷", "滝の堰", "小河内", "白丸調整池", "村山下（再）", "村山上", "村山下（元）", "時雨", "乳房", "新堤", "本沢", "相模", "沼本", "城山", "道志", "宮ヶ瀬", "宮ヶ瀬副", "三保", "大又沢", "間瀬", "権現堂調節池", "二瀬", "玉淀", "大洞", "滝沢", "浦山", "合角", "円良田湖", "有間", "鎌北湖", "宮沢溜池", "山口（元）", "山口（再）", "豊実", "鹿瀬", "揚川", "早出川", "奥三面", "三面", "猿田", "岩船", "大石", "胎内第1", "胎内川", "胎内第2", "加治川", "加治川治水", "飯豊川第1（元）", "内の倉", "城原", "穴藤", "高野山", "二居", "カッサ", "カッサ川", "大谷内", "川西", "三国川", "黒又", "破間川", "黒又川第二", "黒又川第一", "広神", "藪神", "頭無堤", "北の沢溜池", "坪山", "長福寺", "城川", "留山", "太田", "刈谷田川", "大谷", "笠堀（元）", "下条川", "鯖石川", "谷根", "赤岩", "柿崎川", "川内（元）", "笹ヶ峰", "正善寺", "愛宕谷池", "新溜", "後谷", "飛山", "久知川", "羽茂", "小布勢溜池", "小立溜池", "新穂", "新穂第2", "大野川", "新保川（元）", "小倉", "坪山", "小倉川", "苦竹沢", "尾嵩河内溜池", "藤津川", "竹田川", "佐和田", "道遊", "鷹の巣", "松葉沢", "後谷", "栃ヶ原", "市野新田", "外山", "高千上池2号", "飯豊川第1（再）", "加茂市水道貯水池1号", "加茂市水道貯水池2号", "奥只見", "金山溜池", "水頭", "川内（再）", "朝日小川", "黒部", "仙人谷", "小屋平", "出し平", "宇奈月", "北又", "大谷", "布施川", "角川", "上市川第2", "上市川", "白岩川", "真川調整池", "有峰", "新中地山", "祐延", "真立", "小口川", "小俣", "神一", "神二", "神三", "熊野川", "中山", "室牧", "八尾", "久婦須川", "久婦須第二", "湯谷川", "若土", "菅沼", "古洞", "小原", "祖山", "小牧", "庄川合口", "赤尾", "利賀", "千束", "利賀川", "利賀", "和田川", "刀利", "太美", "臼中", "大鋸屋林道溜池", "城端", "赤祖父溜池", "桜ヶ池", "是ヶ谷", "埴生大池", "五位", "子撫川", "桑ノ院池", "寺尾", "高戸", "千石池", "舟川", "蛇谷池", "与茂九郎1号池", "境川", "法林寺", "原山", "仁歩水槽", "藤ヶ池", "多根", "諸橋", "宮田防災", "山口防災", "福光", "小屋", "若山", "岩坂", "寺家", "北河内", "八ヶ川", "蝋木池", "新池", "神子原", "子浦川防災", "杉野屋池", "新宮", "籾川谷池", "大坪川", "菅原溜池", "医王", "犀川", "上寺津", "内川", "新内川", "手取川", "手取川第2", "大日川", "手取川第3", "赤瀬", "九谷", "我谷", "寺田川", "辰巳", "大世町", "九頭竜", "鷲", "石徹白", "山原", "仏原", "笹生川", "雲川", "真名川", "浄土寺川", "小原（元）", "永平寺", "広野", "桝谷", "開谷", "総ヶ谷", "滝波", "龍ヶ鼻", "武周湖", "大津呂", "深城", "大野", "頭佐沢", "上来沢川", "塩川", "大門", "広瀬", "上日川", "葛野川", "荒川", "丸山溜池", "後沢溜池", "竜ヶ池", "琴川", "西山", "雨畑", "柿元", "保利沢川", "小樺", "小篠溜池", "泰阜", "平岡", "横川", "箕輪", "美和（元）", "高遠", "小渋", "松川（元）", "片桐", "岩倉", "味噌川", "読書", "山口", "牧尾（再）", "木曾", "三浦", "王滝川", "牧尾（元）", "常盤", "伊奈川", "南相木", "古谷", "余地", "セバ谷", "湯川", "香坂", "北山", "弁天池", "和池", "金原", "内村", "菅平", "沢山池", "塩之入池", "奈川渡", "水殿", "稲核", "生坂", "平", "水内", "笹平", "小田切", "奈良井", "沓沢池", "みどり湖", "美鈴湖", "高瀬", "七倉", "大町", "水上", "小仁熊", "奥裾花", "裾花", "湯の瀬", "豊丘", "上組溜池", "渋沢", "印内耕地整理池", "大沢池", "大池", "大沼池", "椋実防災", "神徳防災", "竹折防災", "逆川防災", "蛇抜溜池", "小里川", "兼平防災", "田沢防災", "日吉防災", "定林寺防災", "落合", "大井", "笠置", "丸山（元）", "兼山", "今渡", "後山溜池", "椛の湖溜池副堤", "新溜池", "洗井沢溜池", "阿木川", "姥ヶ洞溜池", "岩村", "飯野溜池", "中野方", "高根第一", "高根第二", "朝日", "久々野", "東上田", "下原", "蜂屋", "細尾谷", "川辺", "秋神", "久々野防災", "大ヶ洞", "西村", "岩屋", "馬瀬川第二", "加子母防災", "上飯田調整池", "松野", "前沢", "谷山防災溜池", "真名田防災溜池", "小渕防災溜池", "内ヶ谷", "阿多岐", "川浦", "川浦鞍部", "伊自良溜池", "横山（再）", "徳山", "横山（元）", "久瀬", "西平", "不破北部防災", "神岳", "高橋谷", "上大須", "平尾1号溜池", "平尾2号溜池", "打上調整池", "宮川防災", "深谷", "丹生川", "下小鳥", "角川", "坂上", "打保", "新猪谷", "浅井田", "山田防災", "御母衣", "鳩谷", "椿原", "成出", "大黒谷", "大白川", "白水", "上平第一溜池", "水無瀬", "大谷池", "大島", "御大典池", "椛の湖溜池", "大洞防災", "小沢溜池", "根の上湖", "藤古川", "東富士", "奥野", "青野大師", "大倉川", "田代調整池第二", "畑薙第一", "畑薙第二", "赤石", "井川", "奥泉", "長島", "大井川", "寸又川", "千頭", "大間", "境川", "笹間川", "大代川農地防災", "丹野", "谷田大池", "西大谷", "太田川", "宝谷池", "桜木池", "原野谷川", "船明", "水窪", "都田川", "長瀬", "小笠池", "奥山中池", "横沢川第二", "佐久間（元）", "秋葉", "中島", "新豊根", "大坂池", "大原調整池", "大島", "大野頭首工", "宇連", "初立池", "駒場池", "宝地池", "万場調整池", "蒲郡調整池（再）", "越戸", "木瀬", "矢作", "黒田（再）", "富永", "琴沢調整池", "八幡調整池", "羽布", "雨山", "大井池", "前山", "馬ヶ城", "東郷調整池", "三好池", "佐布里", "入鹿池（元）", "入鹿池（再）", "柳沢池", "五ヶ村池", "矢作第二", "中里", "宮川調整池", "加佐登調整池", "坂東溜", "菰野調整池", "宇野溜", "員弁大池", "山村", "伊坂", "龍ヶ池", "安濃", "君ヶ野", "片田", "滑湖", "高束池", "蓮", "虻野池", "五桂池", "宮川", "不動谷", "持越池", "三瀬谷", "中沖池", "小桂池", "井谷池", "西河内池", "奥池", "牧戸大池", "松尾", "河内", "神路", "六呂瀬池", "クチスボ", "七色", "小森", "竹谷池", "田代池", "大平池", "滝川", "西米の川", "滝谷池", "大正池", "下大沢池", "真泥", "比奈知", "青蓮寺", "岩崎池", "唐川池", "斎宮調整池", "寺谷池", "的池", "山郷大池", "姉川", "芹川", "犬上川", "宇曽川", "永源寺", "日野川", "蔵王", "鎌掛池", "野洲川（再）", "野洲川（元）", "青土", "大熊池", "今郷池", "大原（元）", "川合谷池", "淡海池", "石田川", "奥山", "日渓溜", "日野川脇", "大原（再）", "頓宮池", "岸谷", "九鬼ヶ谷池", "和知", "由良川", "大野", "新北谷池", "升谷大谷池", "豊昌池", "火の口谷池", "豊富用水池", "大野池", "喜撰山", "世木", "日吉", "富栄池", "廻り池", "昭和池", "西ヶ谷池（元）", "西ヶ谷（再）", "高山", "大正池（元）", "大正池（再）", "天ヶ瀬（元）", "畑川", "畑川脇", "逢帰", "大谷池（再）", "鳥取池", "裏芝池", "沢池", "堀河", "新滝の池", "滝ノ池", "稲倉池", "永楽", "光明池本堤（元）", "大野池", "大正池", "滝畑", "寺ヶ池", "狭山池（元）", "狭山池（再）", "寒谷池", "箕面川", "室池新池", "恩智総池", "豊浦山池", "南今池", "文化池", "光明池本堤（再）", "光明池副堤（元）", "光明池副堤（再）", "長谷大池", "大杉", "三宝", "多々良木", "大町大池", "大路", "観音寺池", "入江", "一庫", "青野", "桜池", "丸山", "千苅", "川下川", "深谷", "北山第1", "北山第4", "布引五本松（再）", "布引五本松（元）", "立ヶ畑", "天王", "石井", "室谷", "永井谷", "平荘第1", "平荘第2", "平荘第3", "八幡谷", "鍔市", "藤岡", "記念池", "糀屋", "昭和池", "大川瀬", "安政池", "船木池", "鴨川", "土林池", "山田池", "呑吐", "権現第1", "黒石", "天川第2", "黒川", "生野", "長谷", "太田第一", "太田第二", "太田第三", "太田第四", "太田第五", "神谷", "菅生（元）", "引原", "草木", "栗栖池", "岩屋谷池", "安富", "安室", "長谷", "金出地", "谷山", "大谷池", "昭和池", "河内", "板木池", "初尾川", "鮎屋川", "大城池", "竹原", "猪鼻第2", "猪ノ鼻", "本庄川", "柿ノ木谷池", "成相", "北富士", "大日", "牛内", "諭鶴羽", "上田池", "大日川", "常盤", "西紀", "与布土", "但東", "みくまり", "菅生（再）", "山田", "佐仲", "徳畑", "茂利", "風屋", "二津野", "猿谷", "川迫", "九尾", "旭", "瀬戸", "池原", "坂本", "大滝", "大迫", "津風呂", "一の木", "初瀬", "倉橋溜池（元）", "天理", "岩井川", "白川（再）", "白川溜池（元）", "倉橋防災（再）", "高山溜池", "広芝池", "宮奥", "室生", "上津", "布目", "須川", "大門", "奥里", "小匠", "七川", "殿山", "島ノ瀬", "切目川", "椿山", "尾曾谷", "新池", "広川", "大正池", "二川", "柳谷池", "倉谷池", "愛宕池", "桜池", "海神池", "山田", "春日池", "住持池", "新池", "長沢", "大橋", "早明浦", "大森川", "稲村", "穴内川", "魚梁瀬", "久木", "平鍋", "伊尾木川", "竜王池", "ジル蔵池", "丸塚池", "桜ヶ池（下）", "鎌井谷", "永瀬", "吉野", "杉田", "舟谷池", "休場", "笹ヶ谷池", "鏡", "大渡", "筏津", "桐見", "初瀬", "津賀", "中筋川", "以布利川", "姫ノ井池", "池の谷池", "牛の池田", "坂本", "奥出", "岩倉池", "西久山池", "横瀬川", "普当池", "西山", "汗見", "柳瀬", "新宮", "別子", "富郷", "大久保山", "山財", "須賀川", "布喜川調整池", "八代", "面河第3", "面河", "柳谷", "防象池", "鹿森", "治良丸池", "皇子池", "黒瀬", "大谷池", "城ノ谷池", "志河川", "西山池", "大明神池", "朝倉", "玉川", "犬塚池", "鹿ノ子池", "新池", "歌仙", "高田池", "立岩", "俵原池", "吉藤池", "佐古", "銚子", "石手川", "横谷調整池", "逆瀬池", "枝朶ノ下池", "大谷池", "野村", "鹿野川（元）", "関地池", "竜沢寺池", "上浦", "別所上池", "台", "東蓮寺池", "渕ヶ谷池", "伊方調整池", "西ノ谷池", "池田池", "池ノ谷池", "古池", "田高田上池", "新池", "山の神池", "宗極池", "川股池", "小路池", "千足", "五名（元）", "大内", "大川", "門入", "前山", "石神池", "花の山池", "二股上池", "公淵池", "神内上池", "神内池", "小川下池", "御殿", "内場", "田渡池", "鞍谷池", "田万", "長柄（元）", "府中", "仁池", "備中地池", "亀越池", "満濃池（再）", "木槲池（元）", "岩瀬池", "野口", "多治川", "戸川", "逆瀬池", "五郷", "井関池", "豊稔池（元）", "豊稔池（再）", "大谷池", "粟地", "内海（再）", "内海（元）", "蛙子池", "中山池", "殿川", "河内池", "吉田", "弥勒池", "琴谷池", "木槲池（再）", "粟井", "遊水林", "新池", "香川用水調整池", "三五郎池", "新中山池", "池田", "名頃", "三縄", "松尾川", "若宮谷", "明谷", "夏子", "宮川内", "御所池", "正木", "小見野々", "長安口（元）", "川口", "大美谷", "福井", "見坂池", "高西", "岩倉池", "湯免", "山の口", "阿武川", "野道溜池", "生雲", "佐々並川", "崩ノ河内第1溜池", "浴山第1溜池", "牛ヶ迫池", "阿惣", "畑", "門前堤", "狩音", "有宗", "大坊", "舟郡", "河内", "深坂", "内日第1", "内日第2", "向道", "菅野", "水越", "御庄川", "緑山池", "一の谷池", "生見川", "石井", "黒杭川上流", "畑の池", "黒杭川", "中山川", "温見", "末武川", "川上（再）", "燈篭池", "佐波川", "島地川", "玉泉池", "荒谷", "一の坂", "厚東川", "宇部丸山（再）", "今富", "美祢", "秋山溜池", "木屋川（元）", "湯の原", "姥河内上溜池", "歌野川", "内日", "河内ヶ浴", "屋代", "見島", "相刈溜池", "真締川", "昭和池", "福谷溜池", "足谷溜池", "枇杷ノ木池", "多々良", "土師", "大和池", "庄原", "板木溜池", "目谷", "灰塚", "国兼池", "扇谷池", "高暮", "沓ヶ原", "香六", "帝釈川（再）", "帝釈川（元）", "仙養", "神田大池", "神崎大池", "三川（再）", "八田原", "京丸", "宇津戸大池", "御調", "吉田大池", "山田川", "野間川", "川井谷調整池", "藤尾", "服部大池", "大谷池", "四川", "光林寺池", "八日谷", "松永溜池", "有江上池", "梨成池", "竜泉寺", "市畑溜池", "久山田", "栗原", "福富", "三河", "黒ボヤ池", "大久保", "椋梨", "堀越池", "仁賀", "千丈ヶ原", "昭和池", "野呂川", "深道", "黒瀬", "二級", "千足池", "第二千足池", "本垰池", "小田山池", "椛の木", "本庄", "立岩", "鱒溜", "樽床", "王泊", "温井", "宇賀", "南原", "明神", "魚切", "梶毛", "飯ノ山", "弥栄", "小瀬川", "渡之瀬", "中野", "奥山", "上地下池", "観音谷池", "三高（再）", "三高（元）", "廻神溜池", "呉地大池", "荒谷池", "長田大池", "大亀池", "柴木川", "小野池", "雨木池", "鈴池", "香六池", "宇根山大池", "大谷池", "三反田池", "直助溜池", "清水谷", "同道大池", "苫田", "恩原", "香々美", "一の谷池", "極楽寺池", "一方谷池", "長原", "滝谷池", "昭和池", "樋の内池", "津川", "黒木", "塩手池", "鎮守池", "権兵衛池", "川上", "柿ヶ原", "久賀", "西原", "瀧の宮", "滝山", "血洗池", "八塔寺川", "城ヶ畑下池", "飼谷池", "滝谷池", "和意谷池", "日笠", "湯原", "社口", "旭川", "土用", "日山", "阿口池", "北房", "深山池", "先谷池", "恩木", "神之渕池", "神田池", "奥谷上池", "長池", "山手", "押ヶ谷下池", "竹谷", "鳴滝", "黒谷池（元）", "黒谷（再）", "小原池", "千屋", "河本", "高瀬川", "三室川", "大佐", "小阪部川", "大正池", "有漢池", "新成羽川", "田原", "黒鳥", "大竹", "落合", "槇谷", "明治池", "青野", "鬼ヶ岳", "明治", "星田池", "第2星田", "陶奥池", "尾坂池", "入道池", "河平", "吉川池", "昭和池", "楢井", "大正池", "大谷下池", "湯野", "杉谷池", "天神山池", "昭和池", "大正池", "泉谷池", "大池", "横尾池", "新池", "美和池", "大三池", "荒神池", "舟木谷池", "大家池", "平松池", "重行上池", "赤田池", "夫入道池", "本山池", "大谷池", "金山谷池", "那岐池", "草月", "天津池", "王子池", "日古木大池", "京堪坊池", "泉水池", "別所池", "大正池", "尾原", "三成", "坂根", "阿井川", "塩田", "大谷", "布部", "山佐", "殿川内溜池", "美賞田", "柿原溜池", "赤田新溜池", "新蝮谷池", "志津見", "来島", "稗原", "深山溜池", "船堀溜池", "上野溜池", "清瀧", "三瓶", "浜原", "淀原大堤", "八戸", "浜田（元）", "周布川", "長見", "大長見", "木都賀", "御部", "津田川", "益田川", "嵯峨谷", "笹倉（再）", "笹倉（元）", "大峠", "銚子", "美田（元）", "美田（再）", "湯屋の奥溜池", "深山池", "千本", "山神溜池", "三滝", "佐治川", "茗荷谷", "百谷", "殿", "東郷", "三朝", "中津", "狼谷溜池", "横谷溜池", "池ノ谷溜池", "中尾尻溜池", "桜溜池", "西高尾", "小田股", "船上山", "大宮", "菅沢", "下蚊屋", "俣野川", "井谷溜池", "賀祥", "椿谷溜池", "金井谷池", "朝鍋", "鉄山池", "寺谷池", "川手川第2", "松ヶ江", "昭和池", "殿川", "御清水池", "山口", "油木", "本庄池本堤", "本庄池副堤1号", "本庄池副堤2号", "伊良原", "大正池", "小川", "上ノ河内", "矢方甲池", "ます渕", "尾崎", "切畑", "日の岡溜池", "久保白", "笠城", "本入溜池", "弁城", "呉", "陣屋", "福智山池", "福智山", "犬鳴", "力丸", "畑", "頓田第1（再）", "頓田第2（再）", "大井（再）", "多礼", "吉田", "久末", "古賀", "久原", "猪野", "鳴淵", "長谷", "牛頚", "東谷口池", "大佐野", "北谷", "脊振", "南畑（元）", "南畑（再）", "地別当共同池", "瑞梅寺", "雷山大溜池", "不動池", "合所", "寺内", "江川", "藤波", "山神", "山口調整池", "湯の谷溜池", "日向神", "松瀬", "狸穴溜池", "森樫溜池", "堂作溜池（下）", "善蔵溜池", "スゲタ溜池", "堂作溜池（中）", "若山溜池", "花宗溜池", "深田浦池", "佐野池", "蒲地山池", "五ヶ山", "金堀谷溜池", "夜明", "須恵", "大井（元）", "久原副", "広川防災", "曲渕（再）", "河内", "大小溜池", "河内防災", "神籠池", "狩立", "日ノ峯", "本部", "厳木", "厳木川調整池", "伊岐佐", "平木場", "朝月溜池", "打上", "後川内", "藤ノ平", "赤坂", "上倉", "都川内", "古木場", "有田", "竜門", "大浦", "笹原溜池", "花取溜池", "七曲溜池", "万才溜池", "中木庭", "横竹", "深浦", "岩屋川内", "矢筈", "庭木", "渕の尾（再）", "繁昌", "永池（再）", "天ヶ瀬", "岸川防災", "天山", "八丁", "嘉瀬川", "北山", "北浦溜池", "井手口川", "平木場脇", "松山田溜池", "郭公尾溜池", "久吹", "樋口", "郷美谷池", "川谷", "菰田", "つづら", "猫山", "江永", "下の原（元）", "野々川", "萱瀬（元）", "萱瀬（再）", "重井田", "野岳溜池", "池田（元）", "池田（再）", "大多武溜池", "土師野尾", "伊木力", "長与", "久留里", "中山", "伊佐ノ浦", "小ヶ倉", "雪浦", "神浦", "犬木溜池", "柳原溜池", "江湖溜池", "鬼取溜池", "鳴見", "式見", "西山（再）", "本河内低部（再）", "本河内高部（再）", "本河内低部（元）", "小ヶ倉", "鹿尾", "落矢", "黒浜", "宮崎", "別所", "中尾", "湯河内溜池", "夏峰溜池", "船津", "岡溜池", "重尾溜池", "目保呂", "仁田", "鶏知", "小浦", "男女岳", "勝本", "梅ノ木", "当田", "永田", "大根坂", "鷹島", "池の上第1溜池", "箕坪", "山頭溜池", "落木場溜池", "生月第1池", "宇久", "青方", "福江", "内闇", "宮ノ川", "大川原", "浦の川", "繁敷", "建山溜池", "山茶花溜池", "山ノ神溜池", "桜川", "高浜", "野崎", "笛吹", "六条溜池", "下の原（再）", "西山（元）", "浦上（元）", "植松溜池", "阿奈田", "神曽根第2", "大谷", "竜門", "湯舟溜池", "大切畑", "深迫", "緑川", "船津", "天君", "石打", "氷川（再）", "氷川（元）", "瀬戸石", "市房", "幸野", "清願寺", "内谷", "大久保溜池", "油谷", "教良木", "上津浦", "亀川", "楠浦", "路木", "都呂々", "志岐", "五和", "第2ヤイラギ", "第1ヤイラギ", "姫の河内", "西河内", "五和東部", "緑川補助", "桑野内", "耶馬溪", "深見", "日指", "日出生", "香下", "魚ヶ鼻池", "並石", "大平池", "十玉池", "石河内池", "下後野池", "亀の甲池", "大熊毛池", "行入", "秀池", "安岐", "吉松新池", "鍋倉", "石山", "乙原", "鮎返", "篠原", "若杉防災", "大郷溜池", "芹川", "溜池1号", "溜池2号", "稲葉", "黒岩溜池", "石場", "野津", "師田原", "戸保の木", "志生木", "佐賀関", "末広", "中の川", "乙見", "野田", "青江", "床木", "黒沢", "大中尾", "小中尾", "北川", "松原（元）", "松原（再）", "大山", "女子畑第二調整池", "地蔵原", "松木", "高瀬川", "千倉", "高田池", "上池池", "大分川", "俵谷溜池", "阿曽田", "久木野尾", "小野原", "直川", "大舞", "長湯", "下筌（元）", "下筌（再）", "丸山", "玉来", "芋洗谷", "星山", "西畑（元）", "浜砂", "祝子", "下赤", "沖田", "門川防災", "上椎葉", "岩屋戸", "塚原", "諸塚", "山須原（元）", "西郷（元）", "大内原", "宮の元", "青鹿溜池", "石河内", "松尾", "戸崎", "川原", "渡川", "高鍋防災", "一ツ瀬", "杉安", "立花", "寒川", "長谷", "東原調整池", "大淀川第一", "大淀川第二調整池", "高岡", "木之川内", "岩瀬", "天神", "広沢", "瓜田", "綾南", "田代八重", "綾北", "古賀根橋", "広渡", "日南", "大瀬内", "かなすみ", "切原", "浜ノ瀬", "山須原（再）", "西郷（再）", "籾木溜池", "谷川内", "中岳", "大川（再）", "高隈", "荒瀬", 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