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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 自治体データを分析する\n",
"## データの読み込み"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# データファイルのあるフォルダを指定して\n",
"setwd(\"C:/Users/xxxxxxxx/Downloads\")\n",
"# データ読み込み (header=T は、先頭行が項目名であることを示す)\n",
"d1 <- read.table(\"都道府県.txt\", header=T)\n",
"d2 <- read.table(\"北海道支庁.txt\", header=T)\n",
"d3 <- read.table(\"政令指定都市.txt\", header=T)\n",
"d4 <- read.table(\"県庁所在地.txt\", header=T)\n",
"d5 <- read.table(\"市町村.txt\", header=T)\n",
"d6 <- read.table(\"政令指定都市内の区.txt\", header=T)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 面積順に都道府県を表示"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
"\"package 'ggplot2' was built under R version 3.4.4\""
]
},
{
"data": {
"image/png": 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J5S88ZuNwuoY6h8ZkOlLrWwWUCB6jO3jaTzhX1yEam5280C6hiKkeQE1DG0bmr3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\nGAmoWai8kdLVhI2lB4wE1CJUfmqXFO9t/AhlxDpsIUYCOgBUOrM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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"g <- ggplot(d1,aes(x = d1$\"都道府県市区町村名\",y= d1$\"総面積\"))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d1$\"都道府県市区町村名\",d1$\"総面積\")))\n",
"# 横倒し\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 北海道の旧支庁を加えてみる&東京を島嶼部と本土に分ける"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Kvvkep2VEQSmT9GpFBjTK9Xg/SzZAW+LgnvSwhKOv19Pvmatavp7+vxU/paKBEq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\nqDGm1wTJl16DZPINjEhRxpheEyRfTUSqSTtGpDhjTK8Jki8bkVR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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d22 <- read.table(\"東京支庁.txt\", header=T)\n",
"d <- rbind(d1,d2,d22)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= d$\"総面積\",fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\",d$\"総面積\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"北海道の支庁は、そこらの都府県並みの広さ。\n",
"また、香川県や大阪府より広いと思っていた東京都は、実は島嶼部を除くと香川県より小さい。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 可住地面積を比較"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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wlvpc7asxtOEImMGFXBBuqRQswRu5ZH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\nUYpCTTuDZ6oiNHr5vJUyME8ZmHmkHm2Ewt8Gz1RFaPTyeStlYJ4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CIJIGKo/E5lTEhlvqVDSINIsQiKSBKmq3RR3qvRWST+eNbG4cIRBJ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\nABAAiAQAAvg/oggFHZJxYXkAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= d$\"可住地面積\",fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\",d$\"可住地面積\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"可住地面積で見ると、東京・大阪はそれほど狭くない"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 人口を比較"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Siw2PyEFtdth3GfSAgJvBXbUWC1i1B8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\nhm4pdJY4I3ileK+4Z1c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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= d$\"人口総数\",fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\",d$\"人口総数\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"なぜ北海道の支庁を県にしないのかと思っていたが、人口規模が小さすぎて県としては成り立たないのかも。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 政令指定都市を加えてみる"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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lqJ9oRJjgET0uEFWR5nY7MeMYIrlcz5Jw8hgfZjViFpF4pwQSV0NpR6pEJJVipA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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d1,d3)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= d$\"人口総数\",fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\",d$\"人口総数\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 政令指定都市とそれ以外の県庁所在地を比較してみる"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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MprowWBYuQvz3FE2uyXfaRA1xIkt+6XAqmUDhc7ItJmP7O1CHQtQXLrfhmQ6sqR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\npCD+i9HcRtGw5G0UTpo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KQoZLMV2IU6\nTjwD54r9/y8RTyRFDRBBoqgBIkgUNUAEiaIGiCBR1AARJIoaIIJEUQNEkChqgP4/8m5xAyjm\n1d0AAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d3,d4)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= d$\"人口総数\",fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\",d$\"人口総数\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"かつては政令指定都市の基準は人口100万人だったと思うが、今は静岡と鹿児島の間で線引きされてるのか..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 都道府県と政令都市の昼間人口を比較する"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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OTshIhkkQqSdYFIGkpIBepjVoiBtNGytAJI8ZxeGKQlJaBeh7cjzNw6W3s9aqyR\neMj0nd4SIIV1igvS72+321+d1/9HSRj/82PZuOPy6/sHNj/+VQ51ekOJH/9sfo3aXmzd/50d\nSxbXMyA5YHu8kwwtAVJYp7ggJSUxpmTLfiXa4J8lAv1SGKAvpF+b34N/9Fb+/R13d0ntj8c0\nayaxqNOoaUmerRq3N+AUwmg4SFp6WXk9/Q9tkG7//TjI//sR0nog8bVStRBH/022das3djGB\nJJMJlJ/UvKO1pF5EStcOC0gRD9qITmFBWk5pPodo6efnC7+/3zeWOPX7x8fI7fe93b/pW84/\n70fYx3Dw+2PIdSOH+k0Gjxt/fPhvfhmxddu9bjFNW9cBW6Z57cd7ub7Xu3ACIAV1Cg7SMkT7\nONL/3Id63xeQHs/Sn892324/8p/PJo9Xv3++//327ReJGfx0Rm79vP35AgMtmO3K2rEntZ6u\njUO5w0v5sHxB6VqA5OwUFqRHHPnrY4iW//3c/PmBy6812Hw8+4hC3273CPWJ0N+3f5ZX/3y7\nN/jMNfz9qx7qtx5Hy/Y/t783v8nxiJTaJyTEiFqG3gXlOc+ttRu7X9/RKThIH6O1f/6+o/HX\nGjYWwD6Gdb8/s3q3z60Pbn7XV+8f/Pdj7PdJWxM7biQl/nj590eg21an1m5XvZ0AidUBtWSR\nXF5DDiJSUKfoIH0rR/yNvn6rI7Zbzr2fH49/f0arEjr4Mc9Om74sm+sVre7I2olp1lx/ioiU\nm6R4bSU2VildC5CcnYKD9OP21//88/tJkO7BqUaOdjb2SZBuzeZXYrM/HJ3OORILV1m+XJkb\nWGtn+zWgK6oC82d7aFdeJEO79NH6QRkhRptIOgEklv9mRUE8IolB4LQJ2bF/IN/RKXhE+pxS\nfaQPfn4M0/7tJhs+Gz/Okf6+ffuT761/3L7/uf35cftR0986SLvPker2kIhE2yV+jtQ3AUjx\nnIKD9LNkBX7fE973EJR4+vuz8SNrV9Pfj/dv6fdGiVB52J+1K9smkES6TUSk5s3e0C5ngBTb\nKThIH6Hlc0boc/Pfb48p2P/5BIlOyH42e8wjfU7aPiZk8++f6dGgd6iLTN4T80jKU5NkeiFT\nMlLvgTwBSEGd4oK0Tz/bQ3oZvjXV37fyxtpwT2XDrTU0iB7/PGvXufVl24Z5JNTaBXR6FZBI\nrd0q60G+q9buOVE82DImcpGtcme++kBjV2eqVunaAStDPr9f39HpZUD69TUOinZVfz/1D8jo\nc99kLcQWua4vlyUb0jJZmwFSQKeXAalej7RT+65Hmi8Srer51P0NRKTATq8D0kw15XmTlPj/\n0/qjN3W7SOlagOTsBLWZaKUAACAASURBVJAs8gKJzh+xZPj6HiJSVCeAZJEEaeiNXYRYRKLn\nRE1EGnPHvhm/AxRIG/v+/3p/lwak9uVhqiCteT0ykYuIFNUpbkR6T5DkNRa1ZKgt/L5L6VqA\n5OwEkCxSQJogPnirBUNlQ8YkpWsBkrMTQLLIDSRR2MAiEm1QpXQtQHJ2AkgWnQoSucaCFhMt\nGrc34BTC6D1AkqV2g4mqAK2PNPWQ84Sh3Yz9+o5OAMkir4jEQaoFQ6lc7ze8RGjGfn1HJ4Bk\nkV+y4VOkNE9exzQ+/T1jv76jE0Cy6CyQ2EtzSoRm7Nd3dAJIFvkmG8qPFiREpKhO1wbJqyo7\nDEi1UR5UIjTrN4GiyADSnGK3jtxq7RCRrup05YgkF32cJ8/q7y2QOlK6FiA5O10ZpPOGdtO0\nCdKUEqEZ+/UdnQCSRW5XyG6BxDdWKV0LkJydAJJFMUBCiVBgJ4BkkbY43vB/X4BEx3JivaFV\n4/YGnEIYAaQREqdBpVQosbfpJ5SuxdDO2QkgWaSANOOfr1eY55rx5i8DpIBOAMmizkqrU0Ci\nibnHBRTk8ljMI0V2AkgWsbW/b+uPOfOx9SKKXG9MgVq76E7XBslLfZDGq16BVJe0q9kGRKTA\nTgDJIi+QSq6OBidycRJq7aDdekuQspg8QkS6ihMikkVdkCYtEcmS3yIidaR0LUBydgJIFvlF\nJHqbpJTqtGzOqLUL7QSQLHJLNnSC0OTluGbs13d0igvS/93QyIPXImUeaY5IwEmJgoRau8BO\ncUGKpH5lw5y8Ha0QKimG9QmGdlGd4oK0cevgU9dsIK9NqWwoW5kuEClmZquUrgVIzk4AySLP\nWjuatVuzDY93kP4O7ASQLCLEsEVWp9yOgmzWGqGMEqHYTgDJIg2YadNIJCLRy/wQkcI6ASSL\nHG/GLCMSr2xgTVAiBBn0jiCJyyhKJTgiUngnRCSLbmJzIlhk9rVm7dpkXZHStQDJ2QkgWeQP\nUr2Yoma9USIU2AkgWcRAmnh/pMyu7VsHeHWEhxKhsE5XBmlO9XVPakSaBBLFpQztUCIU2enC\nIM0eZBG5gZTWy/rEjFGaVSI0Zb++oxNAsqgL0qS6hnKZ7HplUrmMYkaJ0JT9+o5OFwbprvNA\nmvcv18QdY2dK+nvKfn1HJ4BkEb0Z8/J81pINNDPH122YUiI0Zb++o9OlQTo/2TBaBBp+YpQR\nkWI7XRqkfMrQbi6+vKCBXZ00o0Ro4m8CxVBYkLIoAR8sOopj654gIkV2unBEOjFrN++um4kX\nfYuI1JHStQDJ2QkgWdSCNOtfZidJIiLNKBGasl/f0enCIJ1Y2TBN9OKj3JuAHV0iNGW/vqPT\nlUHyU/cK2Uk3daFzriwi7SoRAkjOTgDJoj4z41lqLowlEQl37AvtBJAsUoEZTFJaa1TTciVS\nrgVDOU/I2s3Zr+/oBJAs8rsZc+JBiD2bUNkwZ7++oxNAsshxzYYsQKkBaMY80pz9+o5OAMki\nNWs37+aX69P7EO+xjYgU2AkgWeQH0qdKCOLnSIhIkZ3ighRzEf174fe0lfTpnCtPfec5tXZj\nvz4EbYuUM9wy/W/OpebNBNL6ExEprFPciBRJ9LYus0EixXVpzYWXq5NaKV0LkJydAJJFYmh3\nUkSaUGs3Z7++oxNAsoiVCLlFpJJumFdrN2e/vqMTQLKIDe1ubhEpkf/lfbV2AQ+113YCSBbt\nTzaIqlO2KbdoEKJzRmm99WX5aa+125g8oJqzX9/RCSBZtD/9TUGSSW1CRJPUrmO5tVCVnxRZ\nh3YAydkJIFm0d0KWptsKUhwGChKNSOQHv2Nfb44pA6QoTgDJIg2krVOk1MQbfr3r8kNGJPJD\n3LGPtCJSuhYgOTsBJIueuGNfopg0J0A7IlJ9hW2sUroWIDk7ASSLbmL762tkyVUQdHG6r8+R\nyA95xz45stsqETKC9GR/QNBT0haI1HMNKXFM2Jv0h+EcKZORIY9PGREpihMikkU3sfXVUkLi\n/EbEEgkS/2QWID2CmvxYkdK1AMnZCSBZJHn5ek0uOrSrr5CtApKeGpd37OOfXaR0LUBydgJI\nFu0vYEjsgY/yWiL6kKU1GAGk+E4AyaKjICXyf5lVYIU/8kQp53Zox6aRUCIUxAkgWURr7cqa\nxZuLcbHgk9hmoq223mvt7OnvgIfaazsBJItYsuF2W5f+/iL9nSkAnXOldmjXJMLXz6a6xQPS\nservSfv1HZ0AkkUia1ei0vB/SGb1RLZCIpYBUhQngGSRTH/3ngxRJ6FANxCRwjoBJIsUkMar\nU5fKQOKvfErpWoDk7ASQLGLJBqap/2wzxYSIFNYJIFnktdJq71IJPSIdX45r3m8CQR3dNp+O\nlUxw4xzpEk6ISBbx5bhoAfjwf4rOJPH41Ewh3aV0LUBydgJIFrHLKB4XmJeFG8aqyTWwqaj2\nXYAUxAkgWSTXbMiTQErsugm51T7LACmKE0CySFyPxJZbHawNkLAcV2AngGRRvWyirB40EaRS\noXp/nsjG2KHdtP36jk4AySIZkSwXmz8jmf5m3PDrKVYpXQuQnJ0AkkUtSBNT4HLhLjJ9NDb9\nPW2/vqMTQLKoA9I0kmjMaUCirz6kdC1AcnYCSBb1JmTngCQW7pJDO0SkqE4AySK/EqHcLtyl\nRqSjJUJTfxUIasVA+vXX58+ft9uP37P/XZwjXcYJEckiCtK/91Tdt8+UXRpOkihekEO7jpSu\nBUjOTgDJIgrSj9t/P6LS7fb7Y+vHlH+NT8bWdU9GlwhN26/v6ASQLBK1djn/ffs75z8zLkdK\n5GSorMvF3uZSuhYgOTsBJIvYrS+nXtnHYpBILqBEKLATQLJIRqRf90Hdn1v/tKUvvfiUVjKU\n95asHcngifcWKV07aHXI5/brOzoBJIsoSN8/zpG+3f794Oj77ecOj86FRsvLMu4k0YyeFVmH\ndgDJ2QkgWURB+vU5oPv++aI5ayeB4GdANKm90bKHVQZIUZwAkkXsTOifdOcopx9/jB9vrh5X\nI9JWy64VQAriBJAsOphSkPNAGxFpo6XYWqR0LUBydgJIFo0GiQSaXkRSWsqR3dE79h37pSBo\nt3jWbnfyW47aEn9PRiS9ZWcAqPyNQkRydkJEsmg0SCS0dLLiWy0BUlAngGSRBOb7t985//72\n3fhxnlXIdSNlkafbbEmtipSuBUjOTgDJIgHS99sjX3czklTL5ZYfSRCRLC0BUmQngGSRvLDv\n8dxca8drfgRIzR37tJYkyUe8la4FSM5OAMkiAcy322NoZ4xIKx08+/Z4hxf+bLWsXkzj9gac\nQhi9E0i/0yPVoFc2sDR2ygIIkf6mmIg3yqvcmEjp2mEBKeJBG9EJIFkkh3B/fv51u/31t17Z\nwJLafAKITxz151o7qbzuOxkgRXECSBbtnpBdB27ilWWDTauy86NmXqmL45hau3n79R2dAJJF\nO0GqqexOvBERqeQOEmmHiHQ5J4Bk0TMRSYzc+hEptcvmc/5yBkiXcAJIFj0BkhyFqRFJPk2V\ntTy11m7v7wRBR/XcOVLZYADIc6TSqD4RYacZ9I2ZR5r3B/IdnRCRLHpqaFdrfpZXxMbytEl3\nJ4B0QSeAZNF+kBItS7i/UoZwbIiWxLtZJvtYeg8ghXUCSBbtztrl3AGpk8MT+fFEP53rC4Ih\ngBTPCSBZ9MyFfZ2h3RqS6uSRBhIDjabSU82XPzRub8AphBFA6qo5NRKranGSEt9oaGumY48s\nEDlvv76jE0Cy6GmQWAq7lwxnJ0FkPMdy3uXloXfsm7df39EJIFnkdVuXh5LcrIEKESmqE0Cy\nyO/+SDx49U6VEJFCOgEki06KSDzLh4gU2QkgWeQKEqm+q9EpdSLSwTv2Tf9FIEjoHJCWZ+QH\nIlJYJ0QkizxB6kwvtdOwVUrXAiRnJ4BkUQyQ2ix6BkhRnACSRY4gicSczNM1YUnpWoDk7ASQ\nLPIDSc7YsokkUltUNG5vwCmEEUAaIRl6yM99d+wbFpAiHrQRnQCSRW4Tsnw7VWzYJRj0I0rX\nAiRnJ4Bk0amVDaSsYWRlw8T9+o5OAMki76wd26YgISJFdQJIFoUBqWkBkII4ASSLwoCEiBTV\nCSBZ5D6PRJ+oEelYrd2k7w9BujxBolEHEekyTohIFjlOyJKrZFuQOlK6FiA5OwEkixwnZDdA\nGltrN3G/vqMTQLLIcUJWBynTxyKlawGSsxNAssg/2UDoKZuotQvsBJAsGgGSjCX1+j02XEvk\nPXJFhbxJZpHStcPWh4x40EZ0AkgWHQNJFP5UYlImo7nEG+fMYNo7tANIzk4AyaKDIPFtdhYk\nk9r9648eA7s9yQaA5OwEkCw6DBINRzQB10QkAVIhiL7ApHQtQHJ2AkgWHT5HYtcVsfVSeUQi\n76VOpAJIYZ0AkkUjQSInR+RZgYeAJAyakd2xO/Yd/ZUgaLeOg8SDC4lKzTlSH6T1BTap9Cnl\nbxQikrMTIpJFA9LfLH9AFnxMshkFiYUggBTZCSBZdBQkDkRaQZLJuNyAtH6+82OR0rUAydkJ\nIFl0GCTymGpE6uTiANJFnQCSRSNBymuZwnpWtJ4orW/lL0Di11GM2xtwCmEEkDbUgJTXDJ0s\n/EndzF29Fdmw65Fm7td3dAJIFg09RyKlP+3sELsDBc93JxqvipSuBUjOTgDJorPu2CdGfYhI\ncZ0AkkXngiSfAKSATgDJIt8li3lqobyBiBTZCSBZdA5IbHqpE5EOrSI0+ReBoI7OjkgCLfoJ\n5W8UIpKzEyKSReeClDqnRkVK1wIkZyeAZNHZEenxXlP+/SmlawGSsxNAsuh8kNoZp0VK1wIk\nZyeAZNFJINXZ11L6UEd6i8btDTiFMAJII9QHKdUyiFpMtGjc3oBTCCOANELsNGitEW9Ok+gn\nlK7F0M7ZCSBZdOYd++gTVDaEdQJIFp1zD9lSB45au/hOAMkiz7W/6cCOXJKOiBTbCSBZ5L72\nN71iaX2OiBTZCSBZdCJINPeAWjvo2vK/Y999M5dlHRCRojshIlnkej1SqhtrTGovjC1SuhYg\nOTsBJIs8b31Jk99bC3ctUroWIDk7ASSLHEEij2kNRt2FuxYpXQuQnJ0AkkXngLRsrUM71NpF\ndgJIFvmCxE+I6kV9fOC3SOnaYQEp4kEb0QkgWXRWidD9tbxWrZaTJfoRpWsBkrMTQLLonBIh\n8drQ9PfU/fqOTgDJIj+QajzqgsRf+ZTStQDJ2QkgWXROZUN7dRIiUlgngGRRGJDIm8dKhOb9\nAhCk6pwSIUSkCzkhIlnku2RxUXvheSulawGSsxNAsuicS80lSCNLhKbu13d0AkgWnbj4CfnB\nNlYpXQuQnJ0AkkUhIhJKhCI7ASSLIkSkfctxjYpHIQ/aiE4AyaKzIpI8KRqVtZu8X9/RCSBZ\n5Fhr93hcn4mB3qjKhsn79R2dAJJF3pdRyGmk0fNIk/frOzoBJIu8L6MgS51wkHJ9aZHStQDJ\n2QkgWeR6GcUWSIhIUZ0AkkWuEYlfd7QRkZ6vtZv7O0CQIs+s3f1hfSKTDYhIUZ0QkSxyBIks\ndtJGpI6UrgVIzk4AySLHC/vYQ2Ygjau1m7xf39EJIFnkCxL9v0zUjam1m7xf39EJIFl0zipC\nEiTU2gV2AkgW7QeJHuypGZTxARo9AaKpueVsqSQaiq9haPefLc3er+/oBJAseg6kFZfEX2/S\n2BykUlfXPSmyDu0AkrMTQLJoL0g8IUDnVtfRmRaR+CYd5bVx7S6lawGSsxNAsuiZc6RUeBLn\nPWpEorS0b2X2mSKlawGSsxNAsugJkDg5NCqxiNSUdlNwEvkfeZNJ6VqA5OwEkCx6MtlQIlKN\nM2pE4qdBPZCakd1WidAmSLt/Gwgaot0gsdOYxH9+cY7Ekt4MJPHuQ8rfKEQkZydEJIt2Jxsy\nuf9rpoEocQyW1n2QUgZIl3ECSBY9mf4uLPD/mlml3GQTeskGgBTZCSBZdHgeqQlHJAIlHSSa\nNQdIoZ0AkkXHIxJJNrBSn056PJeP9kFi518oEQriBJAsOgwSeb0t9RGZ8gWVFbXCXpZJiruU\nrh1WsxrxoI3oBJAsGlUixDN1tO16q9g1cKVUpo9oEBOJiQyQojgBJIt8F9FXM3iISHGdAJJF\nZ91DtgEplxdWKV0LkJydAJJFnhGJVgQhIl3GCSBZ5HhhH00zfBGRnl5FaO6vAEGa/IZ2959l\nExHpMk6ISBaddMe+BqSOlK4FSM5OAMkiz6GdLB6iE7HycqUMkKI4ASSLvBfRZ2dDqX2dSOla\ngOTsBJAsOikiCZqwilBgJ4Bk0UkRKdHX960iFPBQe20ngGTREJDEpXyk4JueFYnpWJlpsA7t\nhhV/RzxoIzoBJIuOgsSuh+VJAzE7tNGStCJSuhYgOTsBJItGRCReQUf5kZm4fsseVhkgRXEC\nSBaNBGk7Im20FK0WKV0LkJydAJJFESKSfG+R0rUAydkJIFk0ASQy56pFJNlShqdnl+Ma8MtA\n0DM6BpIcorGowiLSVy3btDgiUhAnRCSLBkcklZWvWwKkoE4AyaKxILFnXyYUEtsASEGdAJJF\nE7N27L3NlgApshNAsmh0RGJXwTYVdEpLUgVOGozbG3AKYQSQvhA986nopEpGYoscNy0fz8V0\n7FPV39P36zs6ASSLxg7tyrNCUVmGa3k1dVvmPGY5run79R2dAJJFU6u/Cy4LVmtCnL6dy9uI\nSDGdAJJFfiCV/7X13p2p2wyQojgBJIvmgUTPikpE6t/IBREpshNAssgtIuU1B8Hfacrz7np2\nOa45vwYEfamZINWyhaY2FRHpOk6ISBbNBWmNNTX9rYHUkdK1AMnZCSBZNBGk1KS1y3MJUlsR\nkQFSFCeAZNHEZEM//d0DKbONVUrXAiRnJ4BkkXv6mwzm2llZyzlSwEPttZ0AkkUOIC3nRsvd\nxtbBXK4grfcfOzi089iv7+gEkCyaD1J9VmeVxEnRmBIhj/36jk4AySLvBSJJVQMb6A1If3vs\n13d0AkgWeYIkrkDiIC1tiJSuBUjOTgDJIjeQ6Jrf7MQoIyLFdgJIFrndaEwmu2lyYUyJ0MRv\nD0FfyPccKbFn5RERKbITIpJFziDVRJ2ISB0pXQuQnJ0AkkWuIPFqofo4pkTIY7++oxNAssg1\na/d4eDxrwDlcIuSxX9/RCSBZ5H6jsV5E2lUiBJCcnQCSRaeBRAsbeNHdqnF7A04hjADSEJGC\nukfh3Xp6lJdHZO1iOgEki/xA+hSdRlqeo7IhuhNAsugkkMgEUsY8UmwngGTROSCVIR4iUnwn\ngGSRX62d+JEIQYhIkZ0AkkXngJTqCvrdiIRaO+hiOisi1TR4RkSK7YSIZNFpIHU3mJSuBUjO\nTgDJorOGdqy6DrV2kZ0AkkXnRSR6SzLycpXStQDJ2QkgWXRe1o5W12E5rsBOAMmiwyCJpEFm\noYVdc7Tmugsxa6Hdvlq7MfePfXK/vqMTQLLoGEikdO7xvKzFkEVSW54GsZalFZPStQDJ2Qkg\nWXQwIiXCS3kl96ZZN1omSdlDStcCJGcngGTRSJBKyUInIm22rK9RKV0LkJydAJJFo4Z2qa5W\nl3MnIm225BurlK4FSM5OAMmiIckGOmYj7MgiBr2lHNltlQhpIB39RSDogIaDxEIMo2Ozpax6\nyIhIUZwQkSwaM7Tr5OfEWO3rlgApqBNAsuhoRFpBqCm4XLb4iG2r5fIIkCI6ASSLDmftUp1q\npQM3+bjZEiBFdgJIFh0c2hUOCgYLMEvRQin82WxZp2gNIAU81F7bCSBZNCLZsOKx8LA+kDiT\nNlsWI65xewNOIYwA0pYIE22FAqtsKC+twejxlBlRKV2LoZ2zE0CyaETWjpQy1HeaeaQl/VDf\n15Lhq5SuBUjOTgDJopHzSDRtkAo5vSqgmvbuR7K7lK4FSM5OAMmio1k7ORNE/s/njGprfkfz\naiW9la4FSM5OAMmiMRGJFdARRtg5EiFKkFdfoVK6FiA5OwEki4ZUNuR1hqiGnPYcKVNwRBhD\nrR10cR2/jIIsjV9e2jhHKsm6NXOHCdngTohIFo04R8olIsn/WFM5hdRJUQCkgE4AyaIRESnL\n4RwLR4Q1ErvYoA8gRXYCSBYNi0i5H460XALDBiBFdgJIFg2JSAQkmg9ni2zRVpmRxz5NvMft\nDTiFMAJIuiRI5A1ea0eWgyxnSYmUOjTTsXsXiPTZr+/oBJAsGrD4CQs6y8u8FCivYDVnTLkO\nBdmk0qeUrgVIzk4AySKvlVabeCNmZxGRwjoBJIs879iXKk8yoSenbj+ldC1AcnYCSBY5gsTO\npxCRLuMEkCzyA2lJO9T0QmYg1Tb5qTv2zfviEPS1/O5GIU6REJGu4oSIZJFbsqGku1NKrOih\nLSZapHQtQHJ2AkgW+Q7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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d1,d3)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= d$\"昼間人口\",fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\",d$\"昼間人口\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"昼間人口でみると、大阪・神奈川、大阪・横浜が逆転している"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 政令指定都市とそれ以外の県庁所在地の昼間人口を比較する"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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NZC4jVBWUSqWMqZnWH1t+73A4BzsBBS\nZa21EJHqlt1KhPz+sfXUgFuCzj0HwlpIJLQUststSwhpYgNuCTr3HAgjIWX1CSGKPF3Tkn5V\nQmV8IaSVCDr3HAgDITEZBKGIcMYSQprdgFuCzj0HwkpI+xaVRVb9XbMkST7y3ZXxhZBWIujc\ncyCU9/7e/7Hs2/MTXv3dsjy+i6EyvhDSSgSVe46EVki5ID63C2dCZy0T5h5BVwR/PYKQBN6v\n+tvrIe9J8NcjCEng/YR0dWbn1kc8NeCWMNsJT+P67bjIz8KnpD6haFNYXCp+EiGkkQ24JVx1\nz2m4I6RabQ+vCapcPSG/rPJJhJBGNuCWcNU9p+FeRApFbfCaIJH6zkqGinI0v4xi3CHvSfDX\nIwhJ4KKQjiqFQrwRESktCwVih4h0h+CvRxCSwK2p3b4Rsw0WZpiCotRfjBCSmwbcEq665zTc\nEJKchVUjknwbDq1F9i3ZzM7uMoqrvx4A3MLNrN2+wQQgz5GS0fFGhJ1s0mdeIjTub2dPgr8e\nISIJ3M3aVaZ2zJJk83YDCOkWwV+PICSBG491oRWnn3vSFI5N0YL4NMpkH0vvQUhTG3BLuOqe\n03A5axdjQUiFHJ7IjwfKjscOoSEIaU4DbgnX3HMibj1DNp/a7SHpWDyqCYkJjabSw5Evf6Iy\nvhDSSoQb7jkH92vtslOj5l3zA98oBCCkvyc24JZw2z1H47aQxLNfS08dIydBhXMjXsZwXkhe\nD3lPgr8eQUgC71f97fWQ9yT46xGEJPB+Qro6s3PrI54acEuY7YSnYf80CprlljWsWQ6i8S0Q\n0sAG3BIM3HMMlJeat5aOZMVQSUh1XUFIIxtwS1C550job35CtgPbKyqGgmAc7zteRjHwkPck\n+OsRhCSgFhINRzSRl0UkIaSkILqDoTK+ENJKBJV7joT6HInoY79yohiR6C25ilekQ0gTG3BL\n0LrnMFgKiRUqiIgUIhWS+IJ+l1FofzsAOAe9kHhwIVEpO0cqC2nf0aXWbuDfzp4Efz1CRBIw\nSH+z/AGpDc/S21RILARBSLMbcEvQu+cgaIXEBRF2IclkXMyEtPMLPzZUxhdCWomgdM9xUAuJ\nvIYjIhVycRDSfYK/HkFIApZCis+EXKpRZU+jOCMk+8soBh7yngR/PYKQBMyFFPcMnbiqoiUk\nsbWhMr4Q0koEpXuOg+k50hFfSldVlG8cRD4XmHsEXRH89QhCEviy1d/DD3lPgr8eQUgCEJLV\nIe9J8NcjCEngupDoFCwvN+UTNrH8yqjyY+NzpOGHvCfBX48gJIF7QtrlIpTBioKSLadG8RGE\n5KEBt4TL7jkLV4WUJQiO/EJWFHRWSHlc+0RlfCGklQgX3XMebt2OK+lJJLSrEYmqJf8oMk5C\nZXwhpJUIN9xzDm4IiSuHRiUWkY7SoMJML5D/yIcMlfGFkFYiXHfPSbiZbEgR6Ygz1YjEr90r\nCSmb2RlcRnH59wIABW7c+zs76Uk/X5wjBWrMhCQ+faLyhwoRaSXCVfechsvJhq38J2XtxP/S\nuiykECEkVw24JVx0z3m4mf5OWuD/Z6tKMcsmlJINENLsBtwSLrvnLKjXkbJwRCKQfDoS+Zhm\nzSGk6Q24JVx2z1nQRySSbOCPo8jT4zFRy0IKhpdRDD/kPQn+egQhCaiFRPbLCyeyTHkkVPpx\nesNQGV8IaSXCZfecBasSoVC4cIKkyoleRGnRZSF5PeQ9Cf56BCEJfNHq7wmHvCfBX48gJAEI\nyeqQ9yT46xGEJGAiJLEEy+dxfAW3Zml8jjThkPck+OsRhCRgcqk53ZY1QzH9rFsSK4LK+EJI\nKxGU7jkOts9HYhm6kEeksmVJVhFCGtmAW4KBe46BpZDaEalhKaw2VMYXQlqJYOCeY+AhIsnP\nNlTGF0JaiWDgnmPQQUik0K4WkaSlDE/qyygMfisAuADTR1/yqMIi0itL41q7CX87exL89QgR\nScA4IlW18toSQprYgFuCgXuOgf1TzeUiUj2hwKuDIKSJDbglGLjnGHTM2rHPmpYQ0uwG3BIM\n3HMMrCMSvZ8JfxpFw9L+MooJh7wnwV+PICQB63OkQzr5RRU1S/nZhsr4QkgrEQzccwxsp3bp\n3cup3SvLiMsoRjbglmDgnmPw9aq/jY6gK4K/HkFIAhBS5Qi6IvjrEYQkoBbSni84Vo7EVRMp\ng9C0tDtHMjqCrgj+egQhCVhUNkSqlZCyb6xEqGmZrBgq4wshrURQuedIKCMSLfJOe+JRk3pE\npIZlaf0pQkgjG3BL0LnnQFgKacvChVJEaloe+ygq4wshrUTQuedAWE3tUoVCJSI1LfnGjsr4\nQkgrEVTuORImyQY6Z2OlqEwrDUs5s9NcRqH9hQDgBsyFxEJMlrWrWtrV2hn9KXRF8NcjRCQB\nm6ldnp8TiYUTlhDSxAbcElTuORIGdxHikzia3mYztpbl9gohzWrALUHpnuOgztptRdwkM7d9\nwF+blhDS7AbcEnTuORDKqV3SQZLB/iSyGHkteMsyacviMgqjI+iK4K9HEJKARbJhl8emh/2F\nxJnQtExfxFEZXwhpJYLWPYfBrNaO/NuVQz6+ZvnE3CPoiuCvRxCSwJer/rY6gq4I/noEIQlA\nSO9A8NcjCEnAZmq3T9NkiQIvWt13sbf8iygq4wshrUTQuucwmNwgUj52OdIsHV05OtJyMgkO\nIU1twC1B5Z4jYVkiRFeEQlJOqcD7qGggFQ42l1FYHUFXBH89gpAEtAuyssiH/OPlQIc1u7kq\nIpKLBtwSdO45EDYRiV0bQTQizpHI/I/tO/ZQVMYXQlqJoHXPYTApWo178c8RcvJzpMiXj1gY\nM7yMQvX7AMBN6K+QPdQjUwvFc6S0DrvfaZUqyqDWzupPoSuCvx4hIglYnCPFFJHk/8xUVgcV\nUhQQ0qQG3BJ07jkQFhEpyukcC0dEayR2sUkfhDS7AbcEnXsOhFlEiuVwVMsl5KuyENLEBtwS\ndO45ECYRiQiJ5sPZjfKpVWTKY2zy3ZXxhZBWIujccyCMhUQ+4JdRVDLfpdXaHXOPoCuCvx5B\nSAIG97VjQWfbnT1jgiYfDhEFbsEx9wi6IvjrEYQkgOrvdyD46xGEJAAhvQPBX48gJAF7IaWp\nWgi01IF/WFmtZaiML4S0EsHcPXuho5BiWi76fCtXleSyLYQ0sQG3BHP37IVxQsqsjlQ5LqOY\n3YBbgrl79oKlkLggAp++sST5XpqHiOSkAbcEQ/fsi54RKcWkwmoTzpFcNeCWYO6evWAupDSd\n22RERBREgDpK7nAZBfDmGCikkGJRLAUp1NpNbMAtwdo9u8FaSEetwj6x22+oKq5XCkJRENLM\nBtwSjN2zH8YJiea7Azl9kpWrCZXxhZBWIhi7Zz8YC4mWdmePuEzCIcaY2rlowC3B1j07wlZI\ntACVnBxtuwKzKQgJl1HMasAtwdQ9e8JUSEwjofRCjUJG4Zh7BF0R/PUIQhIwXZBl24FFoSP6\nBGYNIblowC3B0D374qtVf5sdQVcEfz2CkAQgpHcg+OsRhCRg+TQKsmPfpuUKTUurEiGzI+iK\n4K9HEJKA+qnmkZ0MRb4hahmaZaoQ0sQG3BKU7jkOBrcsjoHlrZmQjtq6hqXlZRRmR9AVwV+P\nICQBm3OkvZiOCaKwclSxzKw+URlfCGklgol7joDNDSLpmRBVBpFKy3I356iML4S0EkHnngNh\ndF87soOXf+9GbUu7yyh0vw4A3IRRRIqHepiQ8ohUsbSqtTP7U+iK4K9HiEgCNhGJpriLp0Yn\nLCGkiQ24JejccyDMIlL2T9w3qGnJf2yojC+EtBJB554DYRaRtkuMwp7nJgYvLSGk2Q24Jejc\ncyDsi1aPn+xpFC3LXUMGl1GYHUFXBH89gpAEDG6iLzJyxzJrescfKqusbPB6yHsS/PUIQhJQ\nVjaIfzHW5HHeMmHuEXRF8NcjCEngi1V/2x1BVwR/PYKQBAxq7RqlPqLWrlkUZFLZYHcEXRH8\n9QhCEtBP7eQ2PQUiiYeWZeFdhJBGNuCWoHLPkVALKav/YUI6IlLDshStIoQ0sgG3BJV7jkTH\nZEMWkWySDRDSSgSVe46EiZDSOtC+jy2/0odRlC0j29hRGV8IaSWCyj1HQiskUgNUElI83rQs\nzaq/Vb8NANyGRbIhq1CoRKSWpYxPERFpZANuCSr3HAmLZAOrW8hzCictIaSJDbglqNxzJHoK\nic7YICQNwV+PICSBjkKKdANC0hD89QhCEtALqZpCYNXfTctwfBf58sr4QkgrEVTuORKmlQ1M\nHrz6u2WZf9cnKuMLIa1EULnnSFgJ6bgKlhcohMuWCXOPoCuCvx5BSALvV/3t9ZD3JPjrEYQk\n8H5CwtRuJcJsJzwNy5vo58WnbPbWtMQ50tQG3BK07jkMJtcjRVq9sH1y5BToolLZkr0mVMYX\nQlqJoHLPkTCJSIG9kO0sIhUtcRnF9AbcErTuOQwW97UTAqJCivv+puVhRVEZXwhpJYLOPQfC\nJiIdGiFSKUakomWkrwmV8YWQViJo3XMYLM6R4uf8jE7SaudINUs5s8NlFMCbweJOqymRkHYV\nItILS1nnEBGRRjbglqBzz4Gwufd3LJV3h2uWENLEBtwSdO45ECb3/pbTuWzCFl5Y7l8FIU1q\nwC1B554DURDS44lT9CPOxHI4CmcsIaTZDbglXHboWSgJqfZBASyHTU+KnqdE275XlmQf+e7K\n+EJIKxHuefUEEL3sQUgjJPJBfhP9miV/TaiML4S0EuGUF3oAFdImpYtCCizobLvzCrrzljvm\nHkFXBH89gpAEHnzzEa8JqScq43spGt0/gq4I/noEIQkIIX38gJDcEfz1CEISkEL6mODJDwJ7\n4ZtyixYoiIWk7UcgZrRMVX2OZHsEXRH89QhCErgqpCAkwDLXKe0dJCGylSVuxls5UBlfCGkl\ngsq5RyLp5bFnGh5CSFtRD40e8mHLVEiHcIhknvxIIlL6EXNxbqiML4S0EsHW2zuilGzIF2RD\nFm/YhKwZkSijEJ5IGwKV8YWQViIo3XscHmz7IXc9wUoQ0lXk+0eViFQUEnkjZ3cQ0sQG3BJu\nO/ZoPApvpJKOWBJiupdWjK/OkcgMb69aqESkbGZ36zIK5UgAgAKPwjshJFLIk0WNVkRKd/ze\nV2NDLSLlp00fqPyhQkRaiaDx7aF4lN5m50f02gcePaSQOO/4LLTOkSCk2Q24JVj4+BC8FhKf\n2h17yNYRdYjKdiGxd3xNqpixSKiML4S0EuGuXw/HmQIG5vxilldIZnMem83RdSTyNRDS7Abc\nEq768zRcF1KWgaNi2ad/fDdJmKe5XCh8FVtGgpAGNuCWcMenp6CUtZNgwSewzUCtxGclISUF\ntSLZhsr4QkgrEa5580RcFdLnRrE+rja1Y/mF5570PYVWDsw9gq4I/noEIQnQEiGOmb36RGV8\n/08FxkfQFcFfjyAkgWpEgpAcEfz1CEISOC0kOnNrVMllpacneeendhDSSoS29zpCQUhyLYnX\nZouEHUlpZ/UKp3mR7D9QGV8IaSWC2sFHIRdSNqfLAwcTBHkp1Cuc4QUuuR2V8YWQViJcdOd5\nyIRUrP0WK7DU5RsR6TTv4FBUxhdCWolw16+H40T6m4eLCxHpNE9sbaiML4S0EuGOT0/BieTc\nEVmKguBiKUaklzw5s2tdRlET0tXfHAAMceYcKY8sdIpGLV9FpDpPlDl8oPKHChFpJYLCtcfi\n5DlSHTIzd5sHIU1swC2h6UOeIIVUmOodhXFHMCkvFPHs2wVeeg8hzWnALeGWU8/AiRKh7RZA\nR4YtSBUwDYTrPAhpdgNuCSZOPgJZRCpN7biP07SBEJJ4/sRZHkn5kXYr4wshrURQO/goFJIN\n+fWxYbv/gki9idyCuIziPC+1w1EZXwhpJYKBi4/B67sIpcnZNlHb9gYePgILPBpewtwj6Irg\nr0cQksD8Iu8qKuN7LRzdPoKuCP56BCEJQEjvQPDXIwhJ4PolSGSOxvek3XTyVsh3V3aozpHs\nj6Argr8eQUgCt4Qkz3PoR2kPXVRK6YV0xpRVBUFIMxtwS7jqz9NwVUhPHYh9ZIPXBDELkvXm\nn5VkFSGkkQ24JZx25NlgQjp1zwZSwZBFHRaROGfXzy6krK4IEWliA24JWv8ehmpEagqpIJP9\nIxJXaJQ5tEe01j6FqowvhLQS4bwnT8ZlIQVyb/xjz7aV6yNTSklI2czu8mUUFVsAGIQbQhL5\nhiPIyIi07UpENv1jofFSozcAACAASURBVIv/2FD5Q4WItBLhukdPwuVkg6iUk9vEUmbthLEM\nWxDSxAbcEi668zxohcQr6epJbZJp4MnxZAQhTWzALeGmW4/HIZ6zd1llQipIoLbMyqd2TGgQ\n0uwG3BIuuvM8PPhW8flIHIFoQeYN+NMojs/S5yk1URQSW0aCkAY24JZw2aFnQSekfc/2SlSR\nrw4x7RVWj5D+ntiAW8JLB/aCO0KqRx35juXv2PprXslwVkheD3lPgr8eQUgC18+RhqEyvlcD\nklsf8dSAW8JsJzyN6xFpGCrjCyGtRJjthKehFJLId/OzpcKqa6yfFWnOkTocQVcEfz2CkATU\nUzu5xsqy3Fk1UICQ7hD89QhCEtDN4nj1QiB1eOFQ1VG0WhGSqIHYURlfCGklgso9R0IppLjX\nLGwaCccrIpIdwV+PICSBqpBOKSwkzey33yKPa2ERqVhRlH6wjR2V8YWQViKc9+Q72FIC1evw\nLoSZR2HrwnfsszYanEhWgUqI3eSbCymb2V29jOJUX4Gvhp/fHo8/Cvv/k/1RfuLvH9vGp1z+\n+f5bNj/+rbg6faDEj79f96UopEf5JuBlsKlaPSJt1/TROV9FVjsqf6gQkVYitF2vkhirZMv+\nCdTg7y0C/VPRAN0R/mn2g1Mfqf3y011qYMlvEZGIFcnjQUgQ0llC23krTlrZH/5DDcLjv7+d\n/L+/Q1pJSPxeqbUQR9tkW4/jwS4nhcROgMIxUYuRJeMivzAWQnLWgFtC03efAeljihb+/Njx\n8/vnxhanfv74PXP7+Wn3b/gW45+fzvV7Ovj9OeV6EFd/yODx4K/P7292Rmw9yvctriAUghC/\nEl3k6EL2BkLy0IBbQtN3PxWzTdF+e/qvz6ne901Iz3fh14fdt8eP+OvD5Ln3+8fn3x/f/iEx\ng5/OyK0/H79eSKEWzK5VNxybVEj8ogqW/i4L6fZlFB2OoCuCvx55ENIzjvzxe4oW//3Y/PO3\nXP7Zg83vd7+j0LfHZ4T6kNBfj7+3vb++fRp85Br++od4fjnx9rn99+OvFyrQRaS4yYRoJfB9\n4bCJRCyK9LfXQ96T4K9HfoT0e7b291+f0vhjDxubwH5P635+ZPUeH1u/dfPz2PtJ/Pf33O9D\nbVnseJCU+HP3z9+Bro1Crd2FcyRySfnxAJdwRCGZ00sqKpQyQEgTG3BLaDvvp5N+Sx7/oPsf\nx4ztEWPp5+/Xvz6iVQod3OfZadPLsrlS0eq1rF03VMYXU7uVCE0P+fTuH48//vP3z5tC+gxO\nR+TIV2NvCumRbU5EZXwhpJUITQ85BPOrPbVLO8nULvy2fqqMKKa2kDRaSCJHV7/LXSEvjxKh\niQ24JTTdbRPSP1v64M/f07R/i8mGD+PnOdJfj2+/4qf1j8f3X49fPx4/jvR3XUiXz5GO7bPn\nSOxkh+UQeInQc4Mq6eY5EoS0EqHtvE/B7OdIPz8T3p8hKPD094fxM2t3pL+fnz/Cz0aJUHq5\nnrVL26cjUpDbVEhMK4FbJ5XhMorpDbgltJ3300l/PD5WhD42//32XIL9z4eQ6ILsh9lzHelj\n0fa5IBt//hmeBiVXF5m8G+tIlbd1NIVELAJ5IYlvRCQPDbglnPXCE/gzd+lt+pZVfz/SB7vh\nlcqGR/6FZ3AuIqVnjclyCAjJQwNuCWe98JSn/kfuOevkl2rtbiJkb+rnSMKYqAyXUQDd8c9r\nOVRwqfr7bhvFi/eK50gF1RVoCZU/VIhIKxG07smQrke6iGvXI93D8XCX9JMV1RFDFnXy6R2E\nNLEBtwSle45DVp53DfTRSFEKKc/F8YKhMi2hMr4Q0kqE6y45CTohHXGnpgg+rWMZu1BgQEhz\nGnBLuOySsyCFdPnOdlRIQk3i2RQi/1COYeSbK+MLIa1EaPre/9bxP6cd2AiZkPLdbeRC2t63\nnk0RBFGQn5h7BF0R/PUIQhLQC0kUCO275au48DwXEIQ0sQG3hKbvvYGQPKAyvldndm59xFMD\nbglND4GQTqEyvhDSSoSmh3w1IckpHcnUNRZka5PBhMr4QkgrEZqO51JIstTugqIq8nhRIgQh\nOWrALaHpeC6FFE0iUuA/GxGJZr+1l1H0OIKuCP56BCEJ6IRUvLBvf2URqWkptjZUxhdCWonQ\ndL+vI6QnCktBm1aqEam5a0NlfCGklQhNx/tiQiL1dnKlSJwjVS2Vl1Fc7zPwFfBaSOOeLG4p\npO0d+SEiUsNSVWvX40+hK4K/Hr1HRGJ31OoLda2dzL6VRXHCEkKa2IBbQtP1PAvpOurykDM2\nCOkuwV+P3kNICre+CrWQstMg9raWGudvIaTZDbglNH3Pq5DuoFTXnX5uGYfwypKcUpGvrowv\nhLQSoel8J4Q0JdlwAzL0sGVWttmwlF+1Ye4RdEXw16N3EVKcGZHOZ+9EEi4QBQmL85YJc4+g\nK4K/HkFIAjohdUVlfK/O7Nz6iKcG3BKaHvJSSJOydmTfrQv7CqkGuo7UtNRUNnQ5gq4I/noE\nIQkU7rR6UUjyDS2nY3KpW+Yff6AyvhDSSoSm772e2s2obPiUz/bjynrsIYf92eVH0ClFpNxS\nW/3d5Qi6Ivjr0ZsIaRzKQroAlndjNXaNiCQs5cdPVMYXQlqJ0PS9ryUkGWdS1vtlROJLsBDS\nxAbcEpq+97WERDdpVffLiEQsddXfV7oLfCG4F9LpslV+dpOiTCEivbLUlAh1+VPoiuCvR4hI\nAhYR6Vh03SONrE89YwkhTWzALaHpe19RSM9/KYkgg9ALyxghpKkNuCU0fe9/GrjiwxaorCOd\nx66LuCnnkEf6+KUlhDS7AbeEi+48D+XKhqvX9bEKhX3CVriJfsUyBax71d9djqArgr8euRBS\n7goJU+/ZQPZdKxESAom0LvVp07QUGzsq4wshrURo+t4XEtIRQ0SsSVvXLXfMPYKuCP56BCEJ\nEMWwm6z6rf72esh7Evz1CEISqAnGr5Cuzuzc+oinBtwSmh7yDkK6glB9JwtR65aKc6Q+R9AV\nwV+PICQBnZBKddv0pOcoEWpaFt5FCGlkA24JTfdzKqQbV0GFwjYT0lEi1LAsiSxCSCMbcEto\nut9XEhKtn9v3HRskIrUsC+8ihDSyAbeEpvu5FdKd5yMF+bN+GUXVMrKNHZXxhZBWIjR975SQ\nxt+Oi0ckGyGRD1uWcmZ36TKKkx0FvhzOCGnCfe1uCokI4EVEalkqau36/Cl0RfDXo3eJSBcr\nR++jKKS7bRfkcd4SQprYgFtC099eC+lStZsKJSFdv/UJTc2VJmzhhSV7t6MyvhDSSoSm97kU\n0pZeuNjyS0GEM5YQ0uwG3BKa3vdSSAOL3XTp72ac4ZdRnIlI4dZlFH2OoCuCvx69hZAG3h8y\nS39fpDciS+km+qdi147K+EJIKxGa3vdSSFcfmqdAFpGurSOJOJMXKITrljvmHkFXBH89egsh\nSQ/vCSmkcYn3l6iMLyLSSoSmh/gWkotLKD5QGV8IaSVC00O8C+kyRBXQsSVmb9nnpT0JlfGF\nkFYiNP3ulJAGoXiF7NWFpOMd/cFKhOiiUuBGlEtRGV8IaSVC0/mcConuvXSi1BCSiEjJbluk\nLYtsQ2V8IaSVCE3H8y+k1gcUtTiTR6QYC6XgiEheGnBLaLrfWwjpNMh9vNsRiatq/4F1JA8N\nuCU0Xe8rCYnfBPJ0RApsjTab2eEyCuAEnArpUfugDnkTyLPnSJE8kSKrethR+UOFiLQSoel+\nX0dIElJI9CMadejz+iAkBw24JTTdzedN9D8Lvy/fSZ/PyUSxHddOosR0ViVPmCCkSQ24Jdzx\n6Skg5QyPSP8/KyT2miuC5hKopHIjCGliA24JF1x5LuhjXW4JiUYkoSZ+GUV5IidjGPnqyvhC\nSCsRFK49FmJqp4tIge7PL6OQEYlLB+nviQ24JVzx5algJULKiESlUJra7YztrWCdFZLXQ96T\n4K9HEJIAm9o9rgupIyrji4i0EmG2E56GNtnQEZXxhZBWIsx2wtNQp7/JT7kpihmaljhHmtqA\nW8I5L3QA7YIsl4fM4eUSKlqyTxIq4wshrUQ454UOUBPShTsWF9INYk32haWsId9QGV8IaSXC\nZYeeBd0T+0i93PN9NSI1LZMVQ2V8IaSVCKfc0AMeYvvaNbKZPPiH7PlIDcvynsr4QkgrEc75\noQPUbhB5ISLRICSWlUREqlrKmR0uowDeDA+xde1WQsfFEKK04ShcYBGpbolau6kNuCVc8eWp\nkHq5K6Qt9tQKHU5YQkgTG3BLuOLLU6Fbd93EEagCSC0QUUvbkv/YUBlfCGklgso9R8JISOK8\n58jGhTOWENLsBtwSVO45ErTWLt2z+PwDZAuzOBJx9qLvV5Zk2Yl8XBlfCGklwklHnA+WbHg8\n9lt/XwpUYb9m4vnu2Lu/C6FpWXoXIaSRDbglXPHDqRBZuxSVzn9Dui/Q/p5/esvyE3OPoCuC\nvx5BSAIy/V16MwmV8b0akNz6iKcG3BJmO+FpVITkAZXxhZBWIsx2wtNgyQaG898hz3pouqFW\nTyct758jdTqCrgj+egQhCSjT3yLhfdT7RFki1LJMVgyV8YWQViKo3HMkHs23r8AjSqpdkNdN\nvLAsrT9FCGlkA24J1/xxIvjtuGgB+Bk21UpWvSCKVhuWyYqhMr4Q0koEjW8PBbuM4nmBebpx\nwymQkx1RmMoiUtMyso0dlfGFkFYiXPHlqZD3bIhaIbHCH5ZSaFjKmd2VyyjO/64A0A3ieiR2\nu9VTIAIgT0oqRqSW5f1au05/Cl0R/PUIEUnguGwi3T3ompDY5GyPNIc8zltCSBMbcEu44Mpz\nISPS5YvNWUqb1XjLhHfDMkYIaWoDbgkGLj4GuZAuFqyS17CHmEBjzwlLCGl2A24JV3xxKgpC\nuqSkvAA1TdhKj8UsW6Zs+Z3LKDodQVcEfz2CkARKC7I6Ie1vi4/FLFoW90NIIxtwS7jginOh\nLVUtVCTEFIRioe7uhOWGuUfQFcFfjyAkASakf/74+Pnn4/Hj55zeMFTG92pAcusjnhpwS5jt\nhKdBhfTvZ6ru20fKLjhQUmV8IaSVCLOd8DSokH48/vs7Kj0eP39v/Tj7BVmCO5L5W2lBtmx5\n+xyp1xF0RfDXIwhJQNTaxfjX468Yf52/HCmwTfq48nKJUMlSfvxEZXwhpJUIZ91wOtijL+9c\n2UcLf1KRHclnl0uEmCVduSVyqowvhLQSwcDFx0BGpH8+J3W/Hnl9TwWlOBOOt8Skbik/fqIy\nvhDSSoSzbjgdVEjff58jfXv8+1tH3x9/nv0CVopKyrpfFK0yy7jt46iML4S0EuGuXw8HFdI/\nHxO67x87L2TtaEw5SumO/2MxIglLObO7cBnF2X4CQE+wM6G/w6eOYvjx6xw7O7vZlbOLROTp\n6pa3a+16/Sl0RfDXI0QkAfVNuELMT3REPu6cJYQ0sQG3BK17DoOVkMjqUJJHHoNqlvzHhsr4\nQkgrEbTuOQw8a3fjtnZPOfCMQTkXV7eEkGY34JZw1g2nw0ZIx6oqLfTml1E0LMmyE/nmyvhC\nSCsRLjnzTEjBfP/2M8af376f/oIt1b1N2LZ9zw/kZs0y23yiMr4Q0kqE0344G0JI3x/PfN3j\npJLIMlAgO4nBdcsdc4+gK4K/HkFIAvLCvuf7C7V2/VAZX0SklQiznfA0hGC+PZ5Tu7MRqScq\n4wshrUSY7YSnIYT0MzxTDaKygeUIPs916ESMbfOyn9M8nCNNbcAt4ZwXO4Ccwv3684/H44+/\naGUDrdje9sSyIHhR0Hle4V2EkEY24JZw3pMn4+y98tNi6hZWiuWmQUSkk7ysfOiJyvhCSCsR\nbjv2aFwXUiR3dyQfxygj0nle4V2EkEY24JZw3pMn47WQ6NlNiizpAUcxZoGHl6me4UW2saMy\nvhDSSgS1g4/C5YgU9zVV/skReNKeCzw5s8NlFMCb4YyQjmqebP20EZGu8WR8iohIIxtwS7jk\nzDNxTkh7rAmHUKqCuMuDkCY24JZwz6sn4ISQ5N3u4/G+PkULl3h814bK+EJIKxFUzj0SJ5IN\n5TR2SRCRblzgQUizG3BLuOvXw3E7/V2UQOHCiTO8fQOXUcxqwC1B49tDcUFI+2UQVUHkF06c\n45FGKOYeQVcEfz2CkATOC4m8PZ54VChJyDJ013lPzD2Crgj+egQhCTi4XKKGyvhendm59RFP\nDbglzHbC04CQ3oHgr0cQkoCJkAprSNsHWQlrZG/ijakdhLQSwcI9h0AppL2ublcJPfMJQjtM\nbyFxI/mUoTK+ENJKBJ17DoT60Ze0aoHn4QKNSPxSiV1DUn5MWpXxhZBWIijdcxx0QuIKIpKI\nsRCRGDN7piwi0sQG3BJU7jkSFhEp8jOfYkQiV/SRiiJ2RyH51ZXxhZBWIijdcxyMp3b1iHSc\nNR0aCpuUspnd+csolN0HABvYJBvOR6QkpCzPcK/WrtufQlcEfz1CRBLQRyT2QkNLyAzD8T/P\nRMQIIU1twC1B6Z7jYBGRsnxblGVAQUSkwOd9ENLsBtwSdO45ENqsXWE6R86ORE0q+ShsiTsI\nyUUDbgkq9xwJbURiAuARh19UEahVMuJC4mGtMr4Q0koEnXsORB8hcf2kwJUJid569Wz62+sh\n70nw1yMIScAya3doorA6dEiL5cZxGYWLBtwSdO45EKj+fgeCvx5BSAL6qR152ZeIyE3083we\n2Y8SIS8NuCXo3HMgbNaR+HpsiGz2dsgrMJnxR1NASDMbcEtQuuc46Kd2R2TZk3SkRIjEHJGJ\nkEtMIj5FCGlkA24JavccBeU6Ev+XbriVRyQppJhy5PS7GCrjCyGtRFC550jYpL/Zv2JEInVD\nx1sWgiCkiQ24JejccyAMpnaRxhkSZGoRKZ1JHV8hZYXqb+DNYCmkQCrvYvMcKZ1VpTAll6Ii\nItLIBtwS1O45CgbXI5Fgwp4lxnNyRDP8BAlCctCAW4LSPcfBNP3NEt2i+ruQtYuISF4acEtQ\nuuc4WC7IFp5uSZQhsnaBvYsQ0tQG3BJ07jkQHYR0pO32haXd5Kkgcu4kIhJbRoKQBjbglqBz\nz4HQryMdr/wu+eXqbx6qQvYdBJXxhZBWIqjccyQshZQERZaHyCu9bxdddhKWCXOPoCuCvx5B\nSALvV/3t9ZD3JPjrEYQk8H5CwtRuJcJsJzwNCyGFwtb2XhSi1i1xjjS1AbcEA/ccA4tbFrO1\nIvIhXWVqWiYrhsr4QkgrEVTuORKmU7tsmVVGpLKlFNmGyvhCSCsRLN2zK9RCIv5Pl1aDiEhN\nS2p1oDK+ENJKBK17DoNeSORnLiQaZeqW7IOEyvhCSCsRtO45DJYRKZ6OSNJSzuxwGQXwZrA8\nR0qFP7EYkZqWqLWb2oBbgqF79oXBfe2oWkREumIJIU1swC1B554DYVO0GtksLp+whReWbMeO\nyvhCSCsRdO45EAb3bCBCYZfr7QavLSGk2Q24JejccyDMbn5C0tq0HnUvVm1apj24jGJSA24J\nOvccCNOItMeabZk1pl2haZm+iqMyvhDSSgSdew6E1TlS/og+aXDacsfcI+iK4K9HEJLA+1V/\nez3kPQn+egQhCbyfkDC1W4kw2wlPw/YyiuyNWJCtW+IcaWoDbgkG7jkGxpdRiCXXY8moaZms\nGCrjCyGtRFC550gYRKT88ZWHkLhaKpZSZBsq4wshrUTQu+cg2N2yOMaCkOjeuqXcfKIyvhDS\nSgS1e46C+k6rgb+IqR19W7fczTkq4wshrURQuuc4aM+RjmVWEm+K50gtSzmzw2UUwJvBNv39\n4hypYYlau6kNuCWYumdP2F5GIad2VywhpIkNuCXo3HMg7G/HdZTS5bm4miX/saEyvhDSSgQD\n9xwDi3s2BD5T4w/jO2MJIc1uwC1B657DYPF8pCN5INLde9H3K8tdQ/x0qjK+ENJKBKV7joM+\na5cmcp9bJC/HPmtZbt8lv7wyvhDSSgSVe46EwYLscQZEN/eNW5afmHsEXRH89QhCEnjz6u9+\nR9AVwV+PICQBCOkdCP56BCEJ2NxptbTk+rmfJr+bljfPkfodQVcEfz2CkATUl1E8X/d37EoJ\nXiLUsCSfEFTGF0JaiaByz5GwSH/nlT57njsvdChZhpKuIKSRDbglKN1zHGzWkchaKxdSlLuK\nlnxjR2V8IaSVCEr3HAeDK2RbQjrmeS1LvrGjMr4Q0koElXuOhEFECnutz8uIVLW8fRmFsvcA\nYAR99ffny/5GJhtYuXfL8matXb8/ha4I/nqEiCSgFtIRZgoR6YolhDSxAbcEnXsOhPIciVVx\n1yds4YWl2PdEZXwhpJUIKvccCQsh0X+1FELTEkKa3YBbgso9R8LyMgoppPplFBUhXb+Mot8R\ndEXw1yMIScAma0c2yDJrepsVOiD97awBtwSle46DXkhk8tYs/DlvuWHuEXRF8NcjCEngvau/\nOx5BVwR/PYKQBCCkdyD46xGEJGD+NIoYxZWwLIMQ8sx4qHwLhDSwAbcEA/ccA4sn9tGsAleG\nyCeI0qHIPoWQJjbglqBzz4GwFZLc4CVCdHn2IAXFZRQdj6Argr8eQUgCtnda/dxFNuiiEv00\nW1OKiEhTG3BL0LnnQJgmG14Ure4LtHyGByE5aMAtwdI9u8L2iX2f++KxISLSM88Q6XSO6u34\nkrOXUag6DwB2sHnQWPG9iEj7nsOmUOhwsUSo459CVwR/PUJEErC5i9C2yeNTEHbb/VbZdbIB\nQnLRgFuC1j2HQf/EPpltC9lHW57u2A8heWvALUHpnuOgvvc3y8bxLbFf5CEgJEcNuCWo3HMk\nrKZ2JSFll1GkBSR6+kSExJaRIKSBDbglaN1zGPoJqXgZxSGk3F5+c2V8IaSVCFr3HAa9kETy\nWzwxNggzecZUSJvvmHsEXRH89QhCEkD19zsQ/PUIQhKAkN6B4K9HEJKAQdFqtsRKPq6mxmNm\nj3OkiQ24JejccyBMb36ynQCxHHesZPQylUFIExtwS1C65zgYXdgXyBbRVjUiMWapYi9CSCMb\ncEswcM8x0N7XLlIJbPWo8RDSblXI2knpICJNbMAtQeWeI2F0jnQsqUY2tXt9joSpnYcG3BJ0\n7jkQBguy6X7EIsrk50is5E4+84VqDpdRAG8Gm8soWL1cpAFK5BNCzo2UixKhOQ24JajdcxRM\n7rR63CNfRKTMlkqNRKQYIaSpDbglKN1zHCzT3zIiyRlbkBaISF4acEtQuuc4WN1FaBNGlsQO\nwvb4KbJ9ENLMBtwSdO45EJZZuyze7MtE+WfcnpxSke+ujC+EtBJB554DoV5Hqp4jicsoeFED\n5Re2P1EZXwhpJYLKPUfCZEE2PhdZyeJqtszKJaMRktdD3pPgr0cQkgCqv9+B4K9HEJIAhPQO\nBH89gpAELNLf9T0y+d3i4hxpYgNuCUr3HAeTdSSyCFsvEWpYEiuCyvhCSCsRlO45Dga3LGY7\nyAsvXmhY0pVbYlMZXwhpJYLKPUfCpNaOzN9aRatVS2aVUBlfCGklgto9R8HkdlxZjVCxaLVu\nKbY2VMYXQlqJoHXPYTBJNuRxZhOMPEeqWcqZHS6jAN4M+geN8fd8mycXWpaotZvagFuCzj0H\nQlvZsFU0yFxc9jSK15YQ0sQG3BJU7jkSRpdRVBMLbKZXtUzvIaQ5DbglKN1zHEzXkYKQRaTK\naFhCSLMbcEtQuuc4mEYkIaT8MoqKJUnyka+ujC+EtBJB6Z7jYCskuohUeBpFxfL4Joa5R9AV\nwV+PICQB4xKhfW+gn1+13DD3CLoi+OsRhCSA6u93IPjrEYQkACG9A8FfjyAkAbP72rE96byn\nVk8nUuPssx2V8YWQViKo3XMUDKq/syXYQDMLsVlPR79L7qiML4S0EkHlniNhGpGyl2pE4t9Q\niE8RQhrZgFuC2j1HweixLmmDx6csIiXV5cpBRJrYgFuCgXuOgX5qF+kZkYhPpEDo8zXk4oKQ\nPDTglqByz5EwiUgiBvFTJbrkGtK6EdNPNrPDZRTAm8FASCy3QKKSPEcKhXxeIJO99GND5Q8V\nItJKBL17DoK+soEk6Hap0BMkakr2BvEJhDS1AbcEpXuOg80VsvscLuxCEhM2XmuXeOJLIoQ0\nqwG3BKV7joPF0yhiuvN3pEIiBpHoRGbyIoQ0vwG3BJ17DoTtY122bEK6LcN2ohSZfLKrZ9O3\n4DKKWQ24JejccyBMnkYhfu6XlR87sjKgwsrs2fS310Pek+CvRxCSgF5IQW4/z4/I3mRdr6sr\n7Zt7BF0R/PUIQhJA9fc7EPz1CEISgJDegeCvRxCSgPXTKALbRxdk25YoEZragFuC0j3HwfpS\n83qJUMOSWBFUxhdCWomgdM9xMH4axYui1bIlLqOY3oBbgso9R8L0aRRZKYMsWq1YMquEyvhC\nSCsR1O45CsZPo6hGpKZles9QGV8IaSWC1j2HwfhpFC/OkWqWuIwCeHMYP42iHpFeWKLWbmoD\nbgk69xwIy6dRiKRBuGYJIU1swC1B5Z4j0eNpFPmELbyw5D82VMYXQlqJoHTPcbB+qnn6QT5/\naQkhzW7ALUHpnuNgHJGYGhpPoygLKeAyikkNuCUo3XMcbIXEsnREL/nUjq8wye1PzD2Crgj+\negQhCVg/aGzfRz+/arlh7hF0RfDXIwhJANXf70Dw1yMIScD0TqvZO1k/V7dEZcPUBtwSDNxz\nDPQLsjTD3ai1a1keVhSV8YWQViLo3HMgzCPSIQ1Za1e1FMuzOyrjCyGtRDBwzzFQJxu4AAK5\nLbGstatbEiuCyvhCSCsRlO45DpYRiVQwpCWkckQSluyzhMr4QkgrEQzccwxMHzT23BePDbIU\n27SUH6H6G3gzmFyPREIN/8kncy1LlAhNbcAtQeuew6AX0qGVbWvfIedqLywhpIkNuCVo3XMY\nekYkMWNDRLpN8NcjCEnAMiKlJEI54V23hJBmN+CWoHXPYTCNSIH8F6Oo/m5Y7hpiy0gQ0sAG\n3BK07jkMlkIKht5OHAAADTBJREFU7P/sJvpVS/pFBJXxhZBWImjdcxhshCQy2uVl1vOWT8w9\ngq4I/noEIQm8X/W310Pek+CvRxCSwPsJ6erMzq2PeGrALWG2E55GfyGRSgaZCr91YR+EtBKh\nt3eawVRIcuFI1AO1yh4gpKkNuCVYumdX9I5IrPJOlLCmvF2hDi9CSCMbcEvo7J526CckIQ9e\nwko/3+3lF1TGF0JaidDNPa3RMyIF8k9EpOMcCVM7Dw24JXR0T1t0FZKotBNLR8eH2czu5GUU\nHfsOAJdgKySuh0ZE2u3Jy41au55/Cl0R/PUIEUlgZERin7GIFCOENLUBt4SO7mmLcVk7Pn9j\n0zwIaXYDbgmd3dMOwyLScw/Z4Bk9CGlqA24JHd3TFsMiEr+oglc23L2MoucRdEXw1yMIScBS\nSKWF1aM8KL0LoXjpBNLfExtwSzB0z74YtiD73Fd5ldufmHsEXRH89QhCEkD19zsQ/PUIQhKA\nkN6B4K9HEJKAxfOR6lM0uTzbmszhHGliA24JSvccB+3TKOSya7UoqGV5WFFUxhdCWomgc8+B\nUN6yWLwW8tlsAbZsWUpLRAhpZANuCSr3HAmDqR2bv1UjUsuSWBFUxhdCWomgdM9xsBBSuj9d\nIyI1LcXWhsr4QkgrEZTuOQ76cyQuD15Ox8+R6pZyZofLKIA3g/axLrGUmov7NtVK2xK1dlMb\ncEtQuedIGEQk9p6ElnZ2O7OEkCY24Jagc8+BsBFSfqYTorhwommZ3kNIcxpwS9C550BYCGlL\nI+yaYIoIZywhpNkNuCXo3HMgDBZkSXqby0JeOFG1JEk+8t2V8YWQViLo3HMgrIQURLY7expF\nwzJ9FUdlfCGklQg69xwItZD2bBzfLQsYrljumHsEXRH89QhCEkD19zsQ/PUIQhKAkN6B4K9H\nEJKAhZCySdmR7H5VTyfTehSV8YWQViIYuOcYWAopX2GVRQwVS2G1oTK+ENJKBAP3HAPbiETz\n3bJotW5JV26JnCrjCyGtRDBwzzHoIST5pi6k8rdsqIwvhLQSwcA9x8CoskHO5lLE4ctFFUv2\nmlAZXwhpJYLOPQfCUkj8EgoRkZqWuIwCeHP0iUhCMCcsUWs3tQG3BJ17DkQPIRWuODphCSFN\nbMAtQeeeA9HrHCnG0mUUNUv+Y0NlfCGklQg69xyIjskG9voqLQEhTW3ALUHnngNhKqT9376L\nLRY1LMkpFfnuyvhCSCsRdO45EF2EdNylgSmqZkm+iqIyvhDSSgSdew6EVkiF06DSU2KvWO6Y\newRdEfz1CEISeOfq765H0BXBX48gJAEI6R0I/noEIQmohcSSbXJ6xsoVmpZ3zpG6HkFXBH89\ngpAELIW0qYYU/7CV2boltTpQGV8IaSWC1j2Hwfb5SJ/aIVk5GpHqlncvo+h6BF0R/PUIQhLQ\nC0kk47iQNpsXlsSKoDK+ENJKBKV7joM6/f35c3uzrRiRqR0pWm1YRvLRgcr4QkgrEXTuORDa\nB43xwh42QWMRqW157zIKVdcBwBIW50h5dQKp+WHnSHXLO7V2Xf8UuiL46xEikoCJkJJcZES6\nYgkhTWzALUHpnuNg8sQ+nuHeX0UurmXJf2yojC+EtBJB6Z7jYJC1e74832VJ7HDGEkKa3YBb\ngtI9x8FmHakYZ/hlFC1LckpFvroyvhDSSgSle46DsZDoVI5oJJ/TtWLXhsr4QkgrEZTuOQ4W\n50i7JA5ZkK0blhvmHkFXBH89gpAE3rj6u+8RdEXw1yMISQBCegeCvx5BSALWT6MQmYVG9YIg\nXj9H6nsEXRH89QhCEjAVEq8N4kWr/EfIdQUhTWzALcHAPcfAOCJJIdXWingsKsgqQkgjG3BL\nMHDPMejwfKRKRJJlDnIFFhFpYgNuCQbuOQbGN4gUxUDNiAQh+WnALUHnngNh+zSKvQ7o9TnS\nZ8nQLrNsZnfqMgpdzwHAErYR6cjWxSwiiald+f75V0qE+v4pdEXw1yNEJAFjIRU3hPnnRqhH\nqx2V8YWQViLo3HMgejxoLJ+wZSnuQP6HkOY34Jagc8+BsI5Ix2kSMcjfpXwEhOSiAbcEnXsO\nhHXWbs865O+S0bZRmNqxZSQIaWADbgk69xwI46xdPBQlL6NI7yJdk72e/vZ6yHsS/PUIQhKw\nfBrFtosbFN8dy0gQkosG3BJ07jkQqP5+B4K/HkFIAhDSOxD89QhCErAtWv2cspGJHp31sfOk\n1hrTjsr4QkgrEQzccwz0T6OQYuFlQPsbkpLY3rXPrSKENLIBtwStew6DzWNdSCziQjpqgrZF\nWiYYHrdwGcW8BtwStO45DB0iErlUohaRiPqOL5LfXBlfCGklgtY9h8EyIhWmdvIcKVAjCMlN\nA24JWvccBrOItAWj6jkS/yxGuoXLKIB3h1VEem6HlESIMiJtFysFSskTeSgRmtOAW4LWPYfB\nLiIRmWRZha08lZwhMdlASLMbcEvQuucw6NeRDjUQIR1ZByayymoShDS7AbcEtXuOgr5oVZwW\n8cmb3OLVqxCSlwbcEnTuORA9hVR4GgVPOEgh4TKKWQ24JejccyBsqr8/N/d/26ps6WkUu1iO\nPETILrFImHsEXRH89QhCErAqWt1lU6ys27dSOi8TTYSQpjbglmDknv3xvtXfnY+gK4K/HkFI\nAhDSOxD89QhCErB+GoX4RBSi1i2vlwh1PoKuCP56BCEJdBRSkMk5COkuwV+PICQB68e60Mq7\nRkRilvcuo+h8BF0R/PUIQhKwFRLb1YpIzV0bKuMLIa1EMHDPMTC9r10uJL7MVLPkGzsq4wsh\nrUTQuedAdBZSwahkeecyCl3HAcAULiLSrVq7zn8KXRH89QgRSaCvkK5YQkgTG3BL0LnnQPQU\nEk/NtSz5V22ojC+EtBJB554D0VFIhQ0I6R7BX48gJIGeQmKXUZwR0qXLKDofQVcEfz2CkARs\nhcSXWY/P8qldvgJ7Nv3t9ZD3JPjrEYQkYP80CmFw3XLH3CPoiuCvRxCSAKq/34Hgr0cQkoCB\nkETQYR9VZm+lyITKhokNuCXo3XMQtEJi07XPUyFWtLrvblsSK4LK+EJIKxGU7jkOaiHRl5DU\nk1c2NCxR/T29AbcEpXuOg21ESkuvLyMSsyRWBJXxhZBWIijdcxw8RCT2TQcq4wshrURQuuc4\n2J8jnYtI3FLO7FD9DbwZjCLS9mbPMpBSBRmRKpYoEZragFuC0j3HwSoi7ec8Uh7nLSGkiQ24\nJSjdcxxsIxKTg8jFtSz5jw2V8YWQViIo3XMcbCNSCFIO4YwlhDS7AbcEpXuOg12JUIiBT9jE\nTfQbluSUiphVxhdCWolg5p69oa7+Tic8NB136Of5IzQt968SqIwvhLQSQeeeA6ET0pHl3mNJ\n8YFilywT5h5BVwR/PYKQBN6v+tvrIe9J8NcjCEnAsZAqqC3UooWRDXyJFiwBIX3JFr7ArwAh\ndcZXOIIQkosWLAEhfckWvsCvACF1xlc4ghCSixYs8X5CAgCHgJAAwAAQEgAYAEICAANASABg\nAAgJAAzwbkLid+yy+KZ04SF533q91sKVb77aQqAN9PgVjgs077zea6HPoeiPNxNS6Rp25TcF\n/v7V69Umzn/zvd+t46/AHyPS49cQDyrpdyj6A0J6byFRknED8qpL+19D3rIDQhoG4zEMx5fZ\nH72r33xbSN1+hd5ConZdD8UAQEj03iy2Qrr4zXd+t3CnoYvffrH7CiF1OxQDsLSQ+rp5Vw8U\nbfRpYKCQev/F6Y7lhbRvdDp6I4TU7VcYLKRuv8cIrCykvl54+ZtvtBDY5hsLacSh6IuFhRTY\nN9ofva4eOORXGCak3odiANYVEjmG+z97IV35ZpWQuvwKo4TU/VAMwJsJyW5RO1xdRr9X2XDn\n9UIL9xq69vXdKxsGHIr+eDchAYBLQEgAYAAICQAMACEBgAEgJAAwAIQEAAaAkADAABASABgA\nQgIAA0BIc1EZ/8cnjtcX5sB04MjMwac6/vn+WyU//n2+T/h8u/043my04R0FzgFHZg4+9PL3\nppx/Ij0OT+28jkiPhxAfMBM4BHPw4fvh8d/f4//fxx8xF9L2oxGR6JHDUZwOHILh+Pnt8T0+\nw80x/nJqV45IDym4wjYwBTgEo/Er/JbG9w91fH98+ycJKbINdlggpDcADsFo/Pn4Fn99+wwz\nH7mGvz7OkLIpG4T0bsAhGI0/Hj9/T++e87V/f/yW0rf4qZA0s3vE52FJ0zoWrUToyreBKcAh\nGI39JGh799fj8WdKK8Q9w5AkAyG9CXAIRkMIaQ9OPJNdjEj89AlCcgUcgtE4pnbh8Ss+krK2\nj4mQ2EaEkFwDh2A0/np8+xU/kw0/Ht9/PX79ePz42F2ISGwjUxCE5Ao4BKNxpL8/tx6P8DM3\nKkztZL4OQnIFHILh+Pl9W5CNP//8LaUfBR0V0t+ZblAi5Ao4BHOxRZeHkAWvqYvyOOGouQMO\nyVxg/L8IcCABwAAQEgAYAEICAANASABgAAgJAAwAIQGAASAkADAAhAQABvj/l3qivZuUuM4A\nAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d3,d4)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= d$\"昼間人口\",fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\",d$\"昼間人口\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 都道府県と政令都市の「昼間人口÷夜間人口」を比較する"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mQktSAjSRkqkncl1BmstdGhkaewa2fH2BZAJCkZkTqdSyL3KraG3D3IWrQIqQMi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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d1,d3)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= (d$\"昼間人口\" / d$\"人口総数\") ,fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\", (d$\"昼間人口\" / d$\"人口総数\"))))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"政令指定都市と言えど、比率が 1.0 を下回る、隣接する中核都市の周縁地域でしかないようなところも。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 政令指定都市とそれ以外の県庁所在地の「昼間人口÷夜間人口」を比較する"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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PaTr3BoB4rrGpERbMq4SDPiIvFoS4Tw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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d3,d4)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= (d$\"昼間人口\" / d$\"人口総数\") ,fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\", (d$\"昼間人口\" / d$\"人口総数\"))))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"県庁所在地なのに、比率が 1.0 を下回る、隣接する中核都市の周縁地域でしかないようなところも。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 都道府県と政令都市の製造品出荷額を比較する"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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AH7HNZ9fGX1lq+tT24+0t6H4b+fY78v2rLYsZCU+HP3x2eg21ah1m7zHonm4fjT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\nsv8KOYWdRwIkLRO7ngG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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d1,d3)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= (d$\"製造品出荷額等\") ,fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\", (d$\"製造品出荷額等\"))))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"さすが、トヨタのお膝元 愛知県。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 政令指定都市とそれ以外の県庁所在地のの製造品出荷額を比較する"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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FS5Bu5YYi/TgumQA+9xOq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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d3,d4)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= (d$\"製造品出荷額等\") ,fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\", (d$\"製造品出荷額等\"))))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"大分、宇都宮って何かあるんですか。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 都道府県と政令都市の「製造品出荷額÷昼間人口」を比較する"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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eDgJ2hboMYx5D8yyMhMbW9zSGiosEWClWhbFXmB7igKHBmJnVVNZyR+GJQyUrSy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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d1,d3)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= (d$\"製造品出荷額等\" / d$\"昼間人口\") ,fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\", (d$\"製造品出荷額等\" / d$\"昼間人口\"))))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"三重県、滋賀県の強さは何?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 政令指定都市とそれ以外の県庁所在地の「製造品出荷額÷昼間人口」を比較する"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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JpB5dojQFJ23IKEqZ1LjwBJ2TkCUm1ZKZ1gGQTVEtdIQx1O0MT5QTp0Yx+7yikK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\nRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d3,d4)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= (d$\"製造品出荷額等\" / d$\"昼間人口\") ,fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\", (d$\"製造品出荷額等\" / d$\"昼間人口\"))))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"大分、堺、宇都宮。こういうのって何の資料を見ればわかるんでしょうか。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 都道府県と政令都市の商品販売額を比較する"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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E14GokEncCiEiISWBQWP3ka4XqFLLuI\ngt9uTIDSvTDSTCxe0jTD+W4UaSoprEYK9C1rrd2xg2QHWHqzuMnTCkcjkeeQI1JVxJqgdC+M\nNBOLlzrNGGOkuBY1pNuModYOLBKLmzyt8BzaPR6rsdzqqAZDu4MHyQ6w9GZxk6cVA0qEYhrR\n0cLvFstxHTxIdoClN4uTPO1wnkcqiusap78PHiQ7wNKbxU+eRjiva8cNVF6ahIgEloLFS55m\neEek7CZiKkQksCgsfvI0wvccKeasd1nC+my1tD5ZIuTxHwEACb6Xmqc8XdqFiASWLRYveZrh\ne44Uy8qgtiVCBw+SHWDpzeIlTzOcFz8ph3PFpUmYRwILZ/GSpxkDIlKUw1GDEqGDB8kOsPRm\n8ZKnGe7LcSUj0Xw4SoTAIrN4ydMMu5H4BXr8UgnmnfVPzJUNuURobfV6aPeXhsMHyQ6w9GYx\ny9MLTY1Ez3diZJ55nh/FEJiRYsxnRXuHdjDSTCxmeXqhrZFKO9DCVJL3TjkH8rQ72QAjzcRi\nlqcX2hmJz7Syt3nDuI7zuAcRkcBSs5jl6QWbkcggTiqd4/OsgpGo5WAksNQsJnl6olFEYn5I\nk0Os8oe8plmH5S0+stsqEVKNZP6fAMBpND9H4skGYo+Q3JNTeDR+EWM9ofyeQkSaicUsTy+0\nz9oxa9BBnXSORPbCSGCpWczy9EJvI/Gq7yIi0TlZGAksAotZnl6wGonMGFXJBhqReI4uROou\nGAksGotRnn6wZu2qdJ16jsQHcWmWNpK9bBoJJUJgmcZId7B5JB6bgtiQbeRGe9PfVzvUYOnJ\nYpanF44bKbCndSI2sKRcyiLQ+JR3xJj/NSsROn6Q7ABLb5bD8hwFm5HK4h4+UGPTSGUynJmI\n8GYo3QsjzcRyWJ6jcNRItHKOpODWd+kDT9qx7EJunDjNtXbHD5IdYOnNclTPw3DmHClU8YYN\nz9SIlM3Cwhn9LIXSvTDSTCwn5DkGJ4zEJovI4t1xKyJxU9FUH6HlULoXRpqJ5bg8B+HcOVKK\nLKtZ1lxCjFpEqkaENAtejuzO1Nod/o8AQDscNtJaihCEGLIVkeqP0ekk9rBA+T2FiDQTy1F5\nDsPhZEPk5aY8lpRG4p8rs3YRRgLLC5bjih4E29Au7yFbNL1N0gs8ItHUA4wEFo3lhKTHwDwh\ny4ZrtSOYyYoJJ04JI4GlZjksz1GwGoml34qBGl9kK5QkwmAQtXZg4SyH5TkK1soGtpneel4k\nEenwLd03Nlmv8Jct/X3mINkBlt4sh+U5Ci1LhHKpg3QfvnQ6FAJ7qx4ELlC6F0aaieWwPEfB\neBkF365GfeqELHvdokTozEGyAyy9WUzy9ITZSDT1xgdzgZtHGMkx5yAigaVmMcnTE+brkWiC\nIZTXJPEJ2ZyYqCMVjAQWicUqTze0NBKfZeURiaUZSoIGJULW/wYAmGA3Eg8uJCpV50iykdYd\ntnmkM7/t7ABLbxarPN3Q4LYufM61qGCgzaiR9MqiBKV7YaSZWOzydEKDVYSK86Cc2uYjtsJI\n6+eFhwVK98JIM7EY5ekHs5HIc8gRScjFwUhgOc5ilKcfWhopxlTQ8HyRJmCXt+ILI6FECCwF\ni1GefmhhpDJTp5QIVZk7nngwpL9PHiQ7wNKbxShPPzQ9R+J57ECjEJk9Iuty0RAEI4GlZjHK\n0w9GI5XFPTkw1ROyastQvveE0r0w0kwsNnk6wmqk8jW3Ci172GgpUsFIYJnNSJUbpIi00bLY\nWqB0L4w0E4tNno5obSSWXagjktKyHNkdLBGy/R8AwI4WRgrF67xdRiS9pWke6eRvOzvA0pvF\nJk9HtDYSz9odaQkjgaVmscnTEY2MVFUyhFjk6TZbUqoEpXthpJlYbPJ0RAMj8eKEwhFhT0sY\nCSwKi02ejmhlpHWL2oKVCG21JEk+wt39IIHl+iw2eTrCvmbDmnaLRW6BrzC01TJzMXQ/SGC5\nPotJnp6wGqk2xGNbOBNieXGyd/1EUdegGun/Kpw9SHaApTeLSZ6eaHBh3y4UZUB5OraecVqh\ndC+MNBOLkzzt8DLSHSQaVU+ISGCRWBzlaYOnkXgOj8cnRCSwSCyu8rTAc2hHzpi2Fu5aoXQv\njDQTi5M87XCOSEUM4qdK2WhbtXa1kXp/awB4CVcjsdwCiUqISGBRWDzlaYKfkdiq+WF5TU+Q\nSijdCyPNxOImTys8jRRXN8XthbsWKN0LI83E4iZPK9yMtJ4EraUOUV+4a4HSvTDSTCxe8jTD\n10gswaAu3LWg+0ECy/VZvORphlv6m0WjNKSL0sJdC5TuRUSaicVJnnb4lgjFNJu0pu1yMpxX\n4UUYCSy/YKQadX6OX1SB9DdYBBYveZoxxkjLGG+JUCgRAovG4iVPM/yHdnR0FxGRwLLJ4iRP\nOxwrG1jsidQ7KBEC3h0DjSTVgtP2yu8pRKSZWPzkaYT30I6N6IrL/Aoo3QsjzcTiJE87HEuE\nyiuPqmsoMI8ElpLFTZ5WOGbtUnldZEO88jlB6V4YaSYWL3ma4VrZkJN1a3XDsvoJSoTAIrM4\nydMO32TDWl5HK8HNJUKnD5IdYOnN4idPI/yGdoEW2bGlv40lQqcPkh1g6c3iJU8zfC/sY95h\np0eG9Pfpg2QHWHqzuMnTCuf0d87V0aGcrUTo9EGyAyy9WZzkaYf3pea82i69hYgEFpHFTZ5W\nDBvabUakQyVC/b86ALyCd7IBEQksR1i85GmG8+In9TmSvUTo9EGyAyy9WZzEaYdvRBLijr1E\n6PRBsgMsvVm85GmGX9ZOGM6JpUIJSvfCSDOxOMnTDucrZHnNap6IPVAiBCPNxOIlTzNGGyn7\nZ7n8PH+i+0ECy/VZvORphvM5Uln8TYwTyrGd0r2ISDOxeMnTjFF37CPPSDaARWVxkqcdvrd1\nIQixzjdwKN0LI83E4qzK8xhopLyGQ1XF+oDSvTDSTCwjpHkKrpeaVwVC5OoJGAksAoubPK1w\nr2zgFQ4kLtFzJNTaAW+GUUbKxUFhvUg2IiKBpWRxk6cVY4Z2MbATpJDuP0Y/oHQvjDQTi5s8\nrXC+GXN65kYS03dK98JIM7G4ytMC36FdvkS2GNqlZYUIlO6FkWZicZOnFf537MsPz6nYePBS\n86sdarD0ZPGSpxme69qRnHd1OdLZC/ssB8kOsPRmcZKnHZ7r2mWjhDy0C/QSCxgJLJzFT55G\nOBspJe2Ij0yXmlsOkh1g6c3iJ08jnG/rkjfpipCHzpFgpJlY3NRpxaCIFMmiQohIYFFZ/ORp\nxKCIlIru+AzS2mR/iVDPLwwAuzHoeqS61g4RCSwCi5M87XC+GwV7FcVTowSle2GkmVi6q7IV\n/I2UZ40iK3M4d4Ws5SDZAZbeLH7yNML9ZsxFETh/m0HpXhhpJhYHXbaBt5GSXWhEwh37wKKw\n+MnTCPfKhvUK2WXf841i8wmle/9isBwkO8DSm8VPnkY0MRI7tQn8DVLMsLytrBu0d2gHI83E\n0kKeLrAaiSUIqlpUITUnZ+ikN5TuhZFmYjHK0w9mI9UvSIjJMWep+65ni2Ks55ieULoXRpqJ\nxShPPzQ2EvVDVa+wrrRKLpug4aykVroXRpqJxShPPzQZ2pXVCnF9Zl4probNrYqNFUr3wkgz\nsRjl6YcmEUm2jnCOxMJVLHdnz23V2nEjGb8+ALRBcyNlAxW2CjwiFYPAgukO5fcUItJMLEZ5\n+qFvRKLtAj9HkklgJLAwFqM8/SAY6fbEnk8X6bYiIlVvSkO7GGEksKgsJyQ9BpKRtDdeQrgc\notqSppNgJLAoLCdUOAbEL2sQOmYkqv+iEJVX0MltGAefYup+kMByfZadKhwPaqTFSoeMxGrm\nWPqNV9AVk65V+KmmY/dVf5sOkh1g6c1yXNGDcOObt3jISKGMPo9N1iI909mkMnSt+2AksHCW\nPSq8BAoj3R/OnyNtgEYhkuTLbyIigUVgaavCjiiNdB/glW+0QCj+xVhGJLbnDqV7YaSZWNqq\nsCOcjcRKHmiIQkQCi8TSVoUdkfxyWzMNt05GYpmG2kgx7YkHluNq+yUB4CykZMP+Cdn9KKru\nEJHAsoulrQo74sa2b+WuZgjVXyH7wKF0L4w0E0sPLXbBTXjRw0nbRqrKv+9QuhdGmomlgxT7\n4Ca8cjdSZBsrlO6FkWZi6SDFPrhJLzs4iZ4G1UbCclxgkVnaK7ET/Iy0VjYUJUKLfzC0A4vE\n0l6JneB368vFLcsVfvXlFygRAkvN4iRPOzzvRlGeBqFECCyvWHzU2QBS1q4PSBwSasFRIgQW\niaWnIpvC10jFpRP0LUQksAgsPRXZFLREiKPxD1qGdoHvWbZQIgS8OdSI1N5IKfIsO/g1SohI\nYBFYGquwH7yMRFYQogV3wqlRgtK9MNJMLG1V2BGCkXpVf1dVDSnhjRIhsCgsbVXYEbWRemUc\nmJFQIgSWXSydxNgelZG6Ze4CMVFxUQVKhMCisPRSY3N4pr9pNIpk49gd+652qMHSk6WnIpui\nhXeCuFnuSVfwpZdBbrhC6d4Wy0NeTzBgkVkayNMHtnOkskKBPBcphM2WT66SXOleGGkmlvPK\ndkbjc6TqmqM9LQuTrVC6F0aaicWkRk+URjIO9QJJJ/Ds3FbLKLZSuhdGmonFJkdHWEuE2NUQ\naRxXTBO9ahlzKwKle2GkmVgM0vZFFZEOhqQinqwZ7XyVUTbPRstyZLf3jn3HvisAdIOQbDhk\nJW4PdlnEuo5+UQcktowseD2h/J5CRJqJ5YgWh8K6ihALJcXdxvhi+VstUysYCSyM5biiB6Hl\nPFKRaRDSd3pLGAksEksDefqgxT1k8xlQOWB7vhN2tISRwCKxGOXpB+OVE6F+eE6zRhKLhEZV\nS/JqRfeDBJbrsxyX5CAcNhLLHJTJhPI0iMciMqRbYxUxDtLfYKlZdsp4PM4YqZ4PWgNLHrAR\nI6U4E8hCQmvhECPmULoXRpqJ5biiB4EZac+E7DIMkxzAPLa+zi3428L0LEqEwFKyWPXtBjUi\nyUbKEadOxRUnRTkU0XEgjztB2X5A6V4YaSaWLe1eCgeNVLtFi0hkHBdIQxgJLEdYttV7IZww\nUjkKUyNS+TJkr0XGghIh4N1xMmu3bvByheIcKTXKL4qwUw36MI8EFsayR5KXwNmsnTK0Yy1z\nNi81gJHAcohljyQvgWyenZdQBLKw1rInDeHYEC0U78Yy2cfSezASWCSWc6oegBvferWmHS82\nXfZFKYdX5McD/XTMOwoPwUhgYSz7lTwYB430gDC0W0NSnjzSjMSMRlPpgUzdPtD9IIHl+iyH\nBT0KZ4z0RHVqVKyqxZ0kXVlOR3rVdOyuBSJtB8kOsPRm2afiC+DwOdKKcp2gekhHT4LW0ENO\noYp0Xz3LpHQvjDQTi0XbrjgfkY6hijdFngERCSwSS3sldoKXke4I1E9VRFo2MpTuhZFmYumj\nxA44PbQ7jkD+ISKBZRdLFyX2gNfNmGklRExbecaWR6S9d+zr/JUBYC/cjFSEm7JeFREJLBKL\nhzSbQDVShxuN0VXuSMavqi1aoHQvjDQTS1sVllhSAup1eAdMcBO2jnLsQ1kTQSeU6ix6hJHA\n8uuFkT6+3G5/C/v/kX8zx3+/LRsPu/z8+mmbb/8pUqc3lPj27+bXyO2LrcfP6WMkEoNCzjRE\n+pygdC+MNBPLtqSUxJiSLfsZaIN/lwj0U/EA3RF+bn4P/tFb+vl97oDJIlJhJNyxDywyy6ak\ntPSysj/8QxuE2/8+Rf6/z5AmGYmvlaqFOPoz2dYt39ils5HoJBLu2AcWjWVLUcspzX2IFr7f\nd3x8fWwscerj2+fI7ePR7r/wJcbvD219Dge/PodcNyL1Wxk8bvz5yb/5ZYqt25l1i3eBDe3W\nHfkGfsjagUVg2VLU00jLEO1T6b8fQ72vi5Ger8Lve7svt2/x973Jc+/X+/tfb19+kpjBT2fK\nre+33y/krQWzPkaiFa6obADLa5ZNST3iyN+fQ7T4333z+6ddfq7B5vPVZxT6cntEqLuFftz+\nXfb+/vJocM81/Lif/NwI27JJf8j94d/bjxfydo1IfA523Yt5JLCoLJuSWqT/8e+PhzX+XsPG\nYrDPYd3HPat3u299+uYj73188L/Psd/dbVXsuJGU+HP3x2eg24ZQa9flHInefezxGhEJLDtY\nNkX19MOXpPgb3X/LI7ZbjNLj5/OPe7RKoYNrnp02vSybk4pWe2TtKiPxNxGRwCKybIrqoe5v\nt7//+ffjpJEewSlHji5QguEAACAASURBVHo29qSRbtVmK5C6hqqwAbV2wClkw/zeHtqlnWRo\nFz5bP11GHKNNJF3MSNLiDKuREJHAIrBsimox0s8lffD9c5j2n5hsuDd+niP9uH35HR+tv92+\n/r79/nb7ltPfupEOnyPl7W5GKoq/qwtjE5TuhZFmYtkU1WKY9Rzp45HwfoSgwNPf98bPrF1O\nfz/fv4WPjRKh9HQ8a5e2+5wjsQrVHJVQawcWmWVTVE+HfLvdZ4Tum/99eU7B/nM3Ep2QvTd7\nziPdJ22fE7Lx43t4NpCkXmTyTswjKS+tSEYqzpCydVBrB5aapaEEv9eSXoZvVfX3Lb2xNjxS\n2XCrCdtBGsWR2IRaO7CILE01+E+5Z6/ID9XadQINOMXgLc8pFfNKTyjd2yQgXU4wYJFZWkrx\n52s7KDhU/d0cfPiWAk6R/35sx3hqOS7jQbIDLL1ZmioyXY90EMeuR2qO+tJymvhmlasn09/G\ng2QHWHqz9JNnY1Tlee3AplqroV2LEiHjQbIDLL1Z2kqyI3oaqZorQkQCy0GWtpLsiNJIDXN2\n7Eq+2kgNSoQafEngjfH/NuD9XSoj1bvPQohIdGhHWyIigUVm2VTY/+n4o4y0/S7P6AlQuhdG\nmollU0NvYKQWyDWqOQgF+nbee7JEyHiQ7ABLb5ZNhc1jpLsxWBEQ32R14CdKhIwHyQ6w9GbZ\nVNg8Rno+pdeRxihqJJQIgUVm2VTYJY1UltqZHfUsV8gVCyE/sNxCOF0iZD1IdoClN8umxC5p\npNg6IgVaDBRzmRCv987p7+MlQtaDZAdYerNsSmwOI3E8DUTPmPig70z623qQ7ABLb5ZNUc1o\npBXPuEPTdPRyPxgJLJxlU0xTGmn1DKu2W99DRAKLzLKpqT1G6n6dkPBz+hopFgEnLYZyukSo\nzxcF3gY7jNTpNq41OtbacZSjuNJIiEhgEVg2NfXaSOWij/3QsfqbI+e902v51ChB6V4YaSaW\nTU1deWjXDaSsrvx3tkTIepDsAEtvlk1NXdVIXUFnYknijhc+MCjdCyPNxLKpqSmNxBCKxyMl\nQjDSTCybMrq6kbpk7/glfuuu53OuycMd+8DCWDY1NaORqvOiSIqIIrJ2YJFZNkX1BkbqlP4m\npapF0R0qG8AisWxq6ppGymXfXYwkALV2YHnFsimgixppmb66OcxiodYOLPtYNmW0x0hekI3U\nH3weCREJLDLLpohgpOJCPtTaAWcwp5F47QIiElj2sGxK6vJG6lO2ylBGJAFK98JIM7Fsiujy\nRnL62Tlrh1o7sMgsmwKCkaTFTlBrB5aaZVNE11yymM0juYCYCMtxgUVkcZKiHXJlQ9fCBn5z\nCizHBZYNlk1R/aVj6JoNZF/7mlVmJGlCFstxgaVm2RTVjEa6I5TbZBIJ6W+wSCybgrqokdgi\nqz2ctGmkqgWMBJb3NNKu/RYgIoHlKMumoN7BSB0QqhdqREKJELADsxqpLBFCRALLK5ZNRV3U\nSLfidWPwe16WRhKgdC+MNBPLpqSmNBJdDTKWRkKJEFhklk1NXdZITe+PxJHjjmCkSJ8TlO6F\nkWZi2RTVZY1EX3cobiBPhZtQIgQWmWVTUa+N1P8yhhVDjbS8PrYcV5OAdDnBgEVm2VTUSyN1\nPu2nEI3UZRKJ1wSRZbjo2/QTSvfCSDOxbGrq6kbq9JNDcaZEC+3OVDaYD5IdYOnNsqmofedI\nzkZaBpPd6uyqolWy8Oq5eSTzQbIDLL1ZNkV1SSN1joNPy6S4E1Igyl6KiEhgKVk2RbXDSGOS\nDR1/akieCauB+GUUiEhgEVg2RXXpiNRpHmnJcudbJNHLj87V2jX+gsDb4cpG6nnXTbY+AyIS\nWHawbArqpZEGZu16/uTslZxniDEWp0YJSvfCSDOxbArq6kbqA1b2HdJQLz0frrUzHyQ7wNKb\nZVNSr4d2Yyobup0fxVQExIJQyCdHUQhLSvfCSDOxbIpq3zmSD2TPdPIxCTipviHkV6i1A0vJ\nsqmn6xtp640Ca6VCDje0jo4O19IoLuaAFNaS1f21dqmvzAfJDrD0ZtnU3lsYaRdyocLyOq6L\n1MUiqU1KGkJg00hHL6OAkWZi2ZTfn2MkXj+37om59qdM1IkteflQgtK9MNJMLJvqu6iRbtob\nGygLUZ/RSIhImy3zPgqle2GkmVg21ffnGIkP2EharopImy35xgqle2GkmVg25XfNRfQfhd/H\nV9JnsScy7xRe2WhZjuy2SoSSkXZ+QQBwAClnuEX696yRWIjhWbutlvRhgfJ7ChFpJpb9Sh4M\neluX40ZKSbgqP1ckFna0hJHAUrOcV7YziqHd4Yi0GiGn4GLa4iO2rZbLM4wEloLlvLKdwUqE\njhsp5AuMIhu4VbNDWy1hJLAoLIcFPQpsaHc7PLRLPkg2WGdbY2SFP5stk7fCDiNd7VCDpSdL\nC427oEWyYbXH4of1icQZ4pSweii3fDYppmNRtAqWX+9oJEv6OxZmitI0K8mKk1FePnMKrHWE\nkcDy622NJL/RDkXqm5wuISKBRWLpocIu0IzUfMmGMocXIzdSTDtWKN0LI83E0liG/eB7xz6y\nwip9QEQCi8LSQYZ9cCu2u18jq91oLO+NWEUIeDtoC0S2H9o9HtMmIhJY9rA0lmE/3Iqt7ksJ\nLSiNJEDpXhhpJpa+KmyI0i/9jMQLvLmRqvLvO5TuhZFmYmmtwm5wWqwolkVDdVVQFZaU7oWR\nZmJxEGYbOBqJxpzCTVhFCCwyi5s8raC1dmnN4i6LcdWJ7/X1sVWErnaowdKTpYMQ+4AlG263\ndenvLunvYjqWPyJrBxaBpb0OO6HI2qWo1PwHVRcncV+hsgEsEktzHfZCmf6WXrQDM0oOQJhH\nAovC0keHHaAYqQOKBHdIly0hIoFFZeksynZgyQaGHj8thaB8QQXujwSWDZYeKuwCr/R3Wf39\n2BfzBmrtgLfGbfNlU3CvFIk7RCSwSCwd9dgWfDkuWgDe/EfR+djn1roDtXZgUViaq7AX2GUU\nzwvM08INjbERkVBrBxaZpbkKe6FcsyF2NBJP2qVUw/p22V7pXhhpJpbmKuyF4nokttxqY/Cz\novwnotYOLBpLcxX2Qr5sIq0edNxIZSYu0DdyEMotwzKPtKwfdKjWrsn6kJcTDFhkljOaHoIy\nIh292Jyls/m5ThBOhCJNNijJ8BVK98JIM7GcEvUI1EY6Pqjj5znUP2UCQW4p2SrCSGD59d5G\nOuykfRFpo2XRaoHSvTDSTCwHpTgO0oTsWSOdjUjlewuU7oWRZmI5KMVxaJGcK+wR9FJUrWUZ\nnvbcsa/BFweAVmBG+vn3/fH77fbtY9+nyyEav0yCRqRXLesrZxGRwPKmEem/R6ruyz1lF3Y6\n6QESZ1SvvG4JI4GlZjkgw7GgRvp2+99nVLrdPj63vh3gCPKrlwmFwDZgJLDULAdkOBZFrV2M\nP24/Yvx9qGZ1fy5Oz+/BSGCRWA7IcCzYrS9PXtkX2DZZKL8q/FFarh5i00goEQLLexrpEZF+\nPgZ1v2/ylQ0y6JlPto5U+FO2DGVVBKVVurdJzerlBAMWmeWADMeCGunr5znSl9t/nz76evt+\ngINGINU6bPhGEw2p4i7yiAUjgeVNjfTzPqD7et95LGu3C8J5EN1ARAKLxNJaht3AzoT+DQ8f\nxfDtd/MfVOchNtZseEDpXhhpJpbmOuwFv7W/GarZWUQksEgsY+R5Au+7ilC/7woAh8Gzdn2X\ntSszgThHAssrlg4y7ANHI9FKb2FCtoLSvTDSTCztZdgJpWG+fvmI8ePL1/Y/qco1bBYTRRgJ\nLL/e10hfb8983a21kwIvYyi26lcRRgLLr/c10jKkO1ZrtxMbRjqyihCMNBNLexl2QmGYL7fn\n0K55RIobRsId+8CisbSXYScURvoIz1RD+8oGVhe01tlV1yfR9kr3IiLNxNJehp1QDuF+f//7\ndvv7R/vKBuGiWDYhWzdRuhdGmomlgw77wLGygQSd9RIKsroDIhJYBBY/eRrhaSS6mddZjYhI\nYFFZ/ORpxMiIlHIMiEhgUVj85GnEwIjEKhtQawe8NcYUrRaXmSMigUVhcZKnHb4RKdd9rzGp\nvjA2QeleGGkmFjd1WuFvpOe/lG7IeXDU2oGlYvGTpxHO50jpxmIhECOltxmU7oWRZmLxk6cR\n3kZiC3Kl4gbcsQ8sMoufPI1wTn+XZkn+wdAOLBKLnzyNcDNSvoKviEoRy3GBRWXxkqcZvouf\nSJfyRaS/waKyuMrTglFGYrtQIgQWhcVJmHb4De3YQ20kRCSwCCxe8jTjMkbKjSJKhIC3w2WM\nhIgEFoHFS55mXMVIApTuhZFmYukvzEa4hpFQIgQWmcVLnmZcwkh8Y4XSvTDSTCz9hdkI1zAS\nSoTAIrN4ydOMUUaiYzmUCIFFY/GSpxnXuRsFSoTAUrM4ydMONyMJ28xISH+DRWDx0GYT+BmJ\nXmi+7ssbKBECi8TiJE873Bc/IY9YRQgsr1j85GnEZYxE3kSJEPB2GLOuHSISWPax+MnTiFE3\nY2YPKBECi8LiJ0kjPK+Q5ZfyybNKmEcCC2XxkqcZIysb8gPbWKF0L4w0E4uLNlvgEhEJd+wD\ni8LiJU8zrhCRcMc+sGgsXvI0w2akzcKf/H7dUjgp2ju0++uJBgfJDrD0ZjHJ0xNGIwnbcr3C\nZkvhVYSRwPJrJiNVOWy5gm6rpRTXIowEll8zGYn9i3ErIqkthVcRRgLLr9mMlLIG6766XmGz\nZWQbK5TuhZFmYjHJ0xNWI5H8wWYF3XbLcmS3VWu3GMn0vQGgMVokG9Lji4i01bKMTxERCSy/\nJopI5V+tgu51SxgJLDWLSZ6e6GkkOmKDkcByhsUkT090NFKkGzASWM6wmOTpCbuR1BQCq6Db\nbBkyFyHvfpDAcn0Wkzw90XJClk+s8kW2tlomLg6lexGRZmIxydMTTWrtInksstxpDmmr5ZOr\nJFe6F0aaicUkT0+Yq7/JjBGPOjz9vdVSslWEkcDyax4jkeiTT3eIkeK6f7NlbkWhdC+MNBOL\nTZ6OaBORskeIVcSIJLaM9DlB6V4YaSYWqzzd0OIcKS4nQ3UZUI5I2y3LkR1KhIA3g3VoF7MN\n6ECujkgvWmIeCSwSi02ejmhxjhRTnKknXfe3hJHAUrPY5OmIFhGJnPmwv2UyXG+5UsFIYOEs\nNnk6ollEinI4CntawkhgUVhs8nREk4hE7MEC0BqZXrUk+wh394MEluuz2OTpiMZGIm8Ui2xt\ntOTPCUr3IiLNxGKTpyOOG4mZgJ0H0cTcmpFLd0NaQlOy1zqVhBIhsGywHJbnKJwzEk9jp/1s\n5ii15R+NxVtBevMBpXthpJlYDstzFI4aicyaRp4oqGaO4l4j8biWoHQvjDQTy0F5jsOZc6QQ\ni1IfaqS1RXou3VK/FdlnEpTuhZFmYjkhzzE4YSTuHJZ1oxGJ5LvrABXIH/Img9K9MNJMLMfl\nOQgnkw0pIrEZVzki8eW9JSNVIzvU2gFvhsNGYqcxgT++OEcKtDEzUvHuE8rvKUSkmViOynMY\nDicbnn9y1q74W7aWjRQijASWPSwH5TkOJ9PfyQv8bzlGE7IJUrIBRgKLwnJYnqNgnkeqwhGJ\nQEE3Es2aw0hg0VgOy3MU7BFJq64T0uMxfVQ2EmrtwFKwnBa2N8xGIvvrW1gWmXI6CFxbrf4q\np2Nf3UO2wUGyAyy9WQ7LcxRalQjJNXMpVV5V5WWWSEwJI4GFsxyW5yh43Yy5iF3JSuubiEhg\nkVic5GmHo5HI2VSgGT+SqoCRwMJZnORph5eRIvMKqQ5ah3aISGARWPzkacRAI5XVRTFHpK0S\nocVIvb8tAByBp5Fy0OEX/CEigUVj8ZOnEY5GYnOza0yqk3UJSvfCSDOxeEnTDD8j0eIhkm4I\n9C0Wk5TuhZFmYnGTpxWORiLPpMAolO8nKN0LI83E4qVOM8YYadlKc7ps4a4V3Q8SWK7P4iZP\nK5rcjWLNudXV3yS/kGuB8iciX1mIW0npXhStzsRilacbmt2xL1bFQUVSu77AggehvUM7GGkm\nFpM8PeF4xz6atWPzR3Uke0DpXhhpJharPN3gdce+kFuXS4CvVCW30r0w0kwsNnk6wu2OfdRl\nsXBe3kOhdC+MNBOLVZ5u8LpjX9pIJ0zUTOXIDqsIAW8Gtzv2pdbPLbbyCcnaEW7l9xQi0kws\nNnk6wu2OfSQjwZrDSGDZYLHJ0xFud+yLtN6bRy8YCSwai02ejvC7Y1/xQboPRgKLwmKTpyPc\n79hHY1E5qmPTSCgRAsu8RiJv8MIfJfMtzdau6H6QwHJ9Fps8HWE3UlEt99xdrSlUpsOX6LV+\nFBf2gUVkscnTEa4X9mVbsSGgMON0h9K9MNJMLK7ytGCMkXJiL71ARAKLwOIqTwvGGql8ASOB\nhbM4CdMONyOF6iHnHhCRwKKweMnTjDFGKsrAq4iE5biAN8PoiFRNQGUov6cQkWZi8ZKnGWON\nFIRTowSle2GkmVh8xNkAoyPS870jV8jCSDOxeMnTjPFGqqryVijdCyPNxOKizRYYZKRcMbTW\nEJGR3oLuBwks12fxkqcZ3kai9awpcUfyeBjagYWyeMnTDD8j0dOgxT8hkHEeKWt9QuleGGkm\nFi95muFZ2UAv7Esp78cbSH+DRWZxlKcNnre+ZPOvywOKVsGyxeIkTzs8z5EKMyEigeUli5c8\nzXAd2kUSkYpL/VAiBLw1xhhpOVMi9XaISGCRWBzlaYPnbV2KNYVIMlz8gNK9MNJMLG7ytML7\n/ki0joFMJKFECCwii5s8rfCdkM12YhGJNshQuhdGmonFSZ12DDVSTtuhRAgsIouXPM1wm0ei\nE0iRrPsdA0qEwKKyOMnTDr8JWWYgnrZDiRBYFBYnedrhvvgJnTqiE0tIf4NFYHGVpwWOJUKs\najWWRlpbZSjdCyPNxOIkTztckw1p9BbItRMREQksKouXPM1wHNrle4vFIrmAEiHg3TGgRChf\nKxtpgEJEAkvN4ihPG1wrG0hMKiOSAKV7YaSZWNzkaYVviVCxVMP6jBIhsCgsbvK0wn/xk8VI\nlXFQIgSWmsVJnXaMydoVEelQiRCMNBOLlzzN8LzUXDtH4vf2S+h+kMByfRYnedpx3EhFSGGb\n5Ra7/mitCnpuL63y4G7v0K7JvZgvJxiwyCyH5TkKNiPRLAGdbaWXk7NHdqbET5JgJLDULIfl\nOQpHjUSrTZOluBmokUg7+l4uXk2cu7N2MNJMLKdEPQJnzpFCFW/K6dVXESkUHDEiIoFFYjkh\nzzE4YaRAbZJuSr6+dSAi8clYGAksNctxeQ7CuXOk1SCk8vTQOVK+Pjawq/rWkd1Wrd3TSIe/\nNgD0xGEjhRC4Tdib9GHHOVIkI8OqWEj5PYWINBPLUXkOw+FkAz+/KWJJaST+yVgY6RnUyo8l\nKN0LI83EcljQo2Ab2uU9ZCsZSU+NEzvCSGDZYDksz1EwT8iyUV7tCNlkYQ1GMBJYNlkOy3MU\nrEYK5F+ZVWAVdOWJUoz10I5NI6FECCzTGKmokgu0lfRemcUjsaycjn1RtNriINkBlt4sh+U5\nCvZaO7lartxXJcIXI5Xr3REo3QsjzcRyWJ6j4L4cF99Mj4hIYJFY/LRphN9Kq0IOL+YRH/XV\nAqV7YaSZWJzkacegiMSTeYhIYFFY/LRphKuRSDlDjk5BiEivl+Pq/l0B4AjGGGl5RR4QkcAi\nsTiq04YRt74kL+tp2Ayle2GkmVj6q7IRrmGkIxf2wUgzsTjK0wbXJYvzY/2yDktK98JIM7F0\nV2UreN9DVpmipcVEK7ofJLBcn8VLnWY4rmsnTRnlCiIM7cAisHjJ0wzHCdnnc2TJ74ASIbBs\nsTjJ0w7voV1VBI4JWbBssLjJ0wrvRfTJ9KtQBA4jgYWzuMnTCtdauy0jISKBRWBxkqcdzvdH\nqi6JlSMSSoSAN4Nf1o5dKFsnGxCRwCKweMnTDEcj5YAkRCQBSvfCSDOxOKnTDr/bugT2FJmR\nUCIEFpnFSZ52+BqJ/pNLhgiU7oWRZmLxUWcDjLmHbGmk43fsa3GQ7ABLbxY3eVrhnbUjG2S9\nhvQSd+wDC2Nxk6cVZiNVFxSxbXLek9dqqEqEqs89oHQvFoicicUqTzdYjRTI37SHvhV5IBJb\nCq8ijASWX9MYKdUrkCEZM1KeKtpoWa4wtEDpXhhpJhaTPD3R5hypHrCFKiJttKxaPaB0L4w0\nE0sTeXrAaKTVM9kQzBnEKlst1+YcSvfCSDOx2OTpCKuRYuEAfgux4qIJtWUZnnDHPuDN0Cgi\nxeweZqQ6IikthfSf8nsKEWkmFps8HdEmIuXhmnJqtKMljASWmsUmT0c0i0hC5QJPPWy15A8L\nlO6FkWZiscnTEc0i0tMlq2/EWSW1JYwEFoXFJk9HtCwRKqZf5Qo6qeXqIZ7H636QwHJ9loby\n7At7RCLjtXXX85nEmaedeEuSbIgsLbFC6d4mNauXEwxYZBabPB1hrGwo/sXIR2d0byDjubxn\nbXRwOa4mB8kOsPRmMcnTE76Ln7A9MVIjISKBRWBxkqcdzovor27hU7ByxlzpXhhpJhZHedrg\nvIg+D0OISGB5weInTyOcV1qlpXaRGSm3iTuW4+r3NQHgDLyX4yI7IiISWF6xOKnTDs/FT8gs\nbFH1IH5E6V4YaSYWJ3na4b74CRvGrRGpKv++Q+leGGkmFjd5WuFsJFINnh7I+wxK98JIM7H4\naLMBhkUkZiTcsQ8sMoubPK0YZSRWbceLiVYo3YuINBOLmzytGDS0Y9OwMUZk7cAisrjJ0wrX\nEiFazMDL7lDZABaRxUmedniWCMX6OqVsJEQksAgsjuq0wbnWrqwRR0QCyyaLlzbNcDxHCvyp\nGNohIoFFYHGTpxV+50ip0C6QyKREJNTaAW8G13MkApwjgWUPi7swz8KzaJUO58qhnQCle2Gk\nmVi85GmGb0QKbCsN8VBrBxaFxVWeFvhe2Bf4mI6ufoJaO7AILD7SbIAxt74skwuotQOLzOIm\nTyv6Goncj2+9Eill7UgGL5DRXf6w0r2ISDOxdJVnS3Q0Ek0rpB15FomUqYZ1lIesHVg4Sz95\nNkbXiJSqukNyEY06tF4I6W+wSCw95dkUfkZKf8oyIZQIgUVl6SnPpuhnJHJWlCNSiNKy+YhI\nYFFYusmzNdwiUmS1QbWR8u6IEiHg7dDTSCE5p5ouQkQCyy6WjvJsi75GyheWs2tjBSMJULoX\nRpqJpaM826Jn+rtKa6fXpZFQIgQWmaWfPBujY7JBTn9LRopsY4XSvTDSTCzd5Nka7ulvWqua\nH1AiBBaRpac8m8LBSOvlfIFnH9bCB5QIgUVn6SnPpuhvJPKyurI8JGuhRAgsEktPeTbFqOuR\n0rgO6W+wbLC4ytOCMUaiteARJUJgUVlc5WmB36XmxQO95yUiElgUFi95mjHGSCHf0hwlQsCf\ngFERKc3RIiKBZYPFS55mDDOSuMGgdC+MNBNLZ1W2w6ihHct/o0QILAqLlzzNGBeR8mkSaUCh\ndC+MNBOLgzLbYFzWjhYFoUQILDKLlzzNGJa1i9lRx+7Yd7VDDZaeLF7yNGPYksWRD+aOZe3a\nHCSwXJ/FS55m+K60mnLfS2EDrbXL7y5QuhdGmonFT55G+K60SoqEaJ3q4XmkNgcJLNdncZOn\nFZ5GognvWBppaUOgdC+MNBOLmzytcDxHejwuL8hFSBERCSwqi5c8zXC7Y19Z1VBkHo7V2nX8\nogBwBv53o8iv0jMiElgUFjd5WuFspHxRbJkLr6F0L4w0E4ubPK1wNRIJSjwiHa21a3OQwHJ9\nFjd5WuGatXs+PV9VxjlSa9fmIIHl+ixO4rTDex5JjEiotQOLwuKlTjPckw1CRDq+HFebgwSW\n67O4ydMKt/Q3Ow/KhlmnZ48tx9XmIIHl+ixO8rTDdxWhBHpFH9LfYFFZxsjzBDyLVusZ2Dzc\nQ4kQWCQWP3ka4V39Xc3ERkQksOgsfvI0YkxEii8iEkqEgDfDmHOklHSIiEhg2WIZIs8zGHWF\nbBmRBCjdCyPNxOIlTzN812wgW8xIKBECi8ziJU8zPI2Uk93FVX1rAw6le2GkmVi85GmGq5Hy\nE0kxpNoGlAiBpWLxkqcZ7Y1Eahby1eVlRKJVQQeX4/rrE20OEliuz9Jcnr3Q0Uip4Pv5kpUI\n5YgUys8lKN0LI83E0lyeveBnpKpVDlaHkg0w0kwszeXZCy2NFISok9yR8grr9bGISGB5zdJQ\nnn3RMyKxom5mJGkOFkYCS83SXJ690NxIaTi32IiYKBQBKrWtRnZbJUJ3I7X+0gBghKORaEmD\nEKRIuHpC+T2FiDQTS2t5dkNrI+Up1nVgt67VQG8aW7yEkcCisDSWZz/4GYlNwpLTpwAjgUVl\naSzPfmhsJFpHl9f4XvYl45DGGNqBZYulrTw7oq2RaN0cOTladgXWRjASv45C6V4YaSaWpvLs\niaZGYh4J0hNtFKqPcHQ/SGC5PktLeXZF0wlZth1YFMrnQ3kPTXjjwj6wSCwN5dkX/peaC8k6\nYdgXYSSw/IKRJOT5pZgvNE9GQkQCi8DiJ08jhkYkUuaAiAQWicVPnkaMiUjC0A4RCSwCi588\njRgQkZZgtHWOhOW4gDeDf0R6brOsHSISWBQWP3kaMSIikVpWmiMvoXQvjDQTi588jfBcIDLX\nPRAj5azDzitkYaSZWBzlaYPzKkL0tIhUO8QohCWle2GkmVi85GnGNYyE5bjAIrN4ydMM9yWL\nIzHRunJDiBFDO7BILF7yNMN9pdWc/06JB3KyRD+hdC+MNBOLlzzNcLv1ZfHMpmeR/gaLwuIk\nTztcb8bMaoTIC5QIgUVhcZOnFb5GSplvRCSw7GJxk6cVrrd1YUbi2QeUCAFvDbdzJJJheO6g\nbyIigUVmcZKnHQNuNLa8JiEJJUJgUVj6C7MRvI1UVzLQvDjmkcDCWbzkaYavkeiEEa1zoM8J\nSvfCSDOxeMnTN3nygAAABwBJREFUDN8SoZA3ecEQSoTAIrJ4ydMM58qGGMn6Qesk0uESoUYH\nCSzXZ/GSpxnutXZkCpanvw+UCDU6SGC5PouXPM1wnZDNT3lod+YK2UYHCSzXZ3GTpxWORioL\nhLiRnrvpB5TuhZFmYnGTpxWISGC5MoubPK0YFZEqI627H3hRItT7qwLAUbhHpOVFzuBFRCSw\nqCxu8rTCPyKtZ0fcSAKU7oWRZmJxk6cVoyISK2s4WiLU6CCB5fosbvK0YlREyvNJ6f3yA0r3\nwkgzsbjJ0wrPde1WhBj40O5QiRCMNBPLAHmeg2OJEC+xI1k7Epx2DO2udqjB0pPFS55m7DFS\ndQWEcDFEcbpTfmC9NHa1jXBWtHdo1+QWspcTDFhklj0avgSOGikUFiDBpJoPIh+I7LojsZAB\nRgJLzXJc0YPw2khP6bPoEbLqKyNl4xDLhEjcxD8Wa3MuULoXRpqJxapvN+w7RypvrUxMQB/E\niEQ/IYQn8jMKKN0LI83EclTPw7DLSCxNkMpO17eUiCQaibwoR3cwElhqlsOCHoW950irQdJF\neGvWIMaoRCQywgvLKyUiVSO7rVq7TyOd/t8CQCfsMNJ6qhOEqLEVkdK63muyLmgRqT5tukP5\nPYWINBPLOVUPwI5kA01dV9GjNBL/XH6P3lEsVpbjDwuU7oWRZmKxqdsRR4d2eQ/ZylGHuGw1\nEnvF56TEjEWC0r0w0kwsxxU9CCcmZNkoT0hm88+x0RydRyI0MBJYFJajeh6G40aqMnDULOvw\nj+8mCXN2+4mSik0joUQILH+wkYq6uEBblTVzgpGSg7Yi2YLuBwks12c5IOWxOFNrJ50r6UM7\nll947kk8wk95CS0tPgL4LjKu9F2cMOIyChuudJDwXWRc6bs4AUayAN9FxpW+ixNgJAvwXWRc\n6bs44f2MBAAXBIwEAA0AIwFAA8BIANAAMBIANACMBAANcFkj0cvQ+VoOQiO1QbvvEsj21ncp\nV57o8G3KH6l+l979Un4X8We5fZexuKqRaBleVRdeNlIbtPwyO79L+YH2Xyb/fnn1XXr3Cy3y\n0n6M23cZjDc1Ei8vH2ukstS9s3bjlpG8+2XLSL7fZTTeykh5dOB6kKrS3K3v0verMPbR/VJ9\nlzj0u4zFOxmJ7PM1Unlt8NZ36fpNOP3ofmHfJdf4j/ouY/GORqLX2bpFpL3fpes34fSvv4tf\nsuEC32Us3spIOTT4/7bb+13cvskl+iWUr4Yeo5F4KyMVbw81kvZd+qtFjgLSdxlhpHHfZSxg\npMbfZVIjXeC7jMXbGSkIjRyMFMj25ncZZaQB/VJ+l9RPY77LWFzVSOzmmOrkuGNlw+7v4mSk\nK/TLtb7LWFzWSADwToCRAKABYCQAaAAYCQAaAEYCgAaAkQCgAWAkAGgAGAkAGgBGAoAGgJF6\n4Ka8uBX/yqbx9kB+lglv5dtHvgPQBejhBvj327LxEPfPr58i//Zfepd28S2Z6Ca8u7y65WeJ\no7Tg01SVu6qPpBbf/t3/XwN2Akay42eqIbvr+N9Frz+TcpPEqx18VxQikvCRykiPf8RByo/N\nnwk/O/fIhICR7Aj/rFt3tYbb/z579X+3vx871jdS4xt/Lb0sIlLF8cJIwo8shpP//MnVo4MA\nI5nx/SHLjy+3r/H5+3/DN5EJuj5REs+RSg55aFd+rfJnUtLwfe9/DtgJGMmK37e7Kn+HT41+\nvcv06+3Lz1XqWwM5aqjSWORFPbIrT4eWiKT/lLi6M5F+v/1u3g+TA0ay4sftfu7+/fYl/v7y\n0O091/DjcRYiJOliLN3CJc/e2uAomt3I+E1rQYz07+3Hgf8hsAMwkhVfbx+fj3/fHz+ebvjv\n26ctvkTJBFV0KfJzNOGw20jL0E5tkd5MP/fjcxgKNAWMZMU6esqPn88/bvcBX4oCxDhRCzvp\n1a3cYBz1WVQZkW4cxU9ZDd3mPw+sQIdaIRrpGZxYUjq+kjhvld8qOJYNbo1bzD+OH1JCQn8q\njntjoEOteGoyD+3C54n8La7Ju+QZ4pXsjcpZckSS3n1hJGloiIjUEehQK57nSD9uX37HR7Lh\n2+3r79vvb7dvWbyRGOnGXuWdeUMe2q0bgpGWcyTGSl+uRswfwTlSc8BIVjyzdjn9/di63cKH\nZKQ0ZOMhYXNo98pIMb/NeOqIlIZ2yNo1B4xkxXMeKX58XSZk48f3Tyt9u4epalhGTouimH6o\n7fV6aLcOFkkQurHPV8M7zCO1B4xkxve6D5meH1tq1o7voa3KmSUla7c+5LiVU+s000fzITdU\nNrQGjGRHrrVbcfFeRa1de1z8kL8Ffr6bLlH93R4wUgOk65HeA7geqQNgJABoABgJABoARgKA\nBoCRAKABYCQAaAAYCQAaAEYCgAaAkQCgAf5/h5W8m1JD7fEAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d1,d3)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= (d$\"商業年間商品販売額\") ,fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\", (d$\"商業年間商品販売額\"))))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"神奈川県、随分ランク下がってますね。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 政令指定都市とそれ以外の県庁所在地の商品販売額を比較する"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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SEpErlrEIR0hFD+eEyzRhKLKkaFJdnb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\nfp8QBwAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d3,d4)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= (d$\"商業年間商品販売額\") ,fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\", (d$\"商業年間商品販売額\"))))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 都道府県と政令都市の「商品販売額÷昼間人口」を比較する"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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SZshfycmKu1WwKkl2TMFyA1FEBIKTgf\nt/iMbavleguQhvUFSNuiV3pkE7dsdWirJUB6XcZ8AdKmUoyJGJBiBVr4s9kysvXMVYSuhuim\nE0bQYL4AqSWCx8pDuCFxxm22jEZcyrukuctM2VrzBUhSYvVH5rbpQRFvSOlJ/wwuyJ4zggbz\nBUhShWXWysJRIc8tcXGV7bsqXXs1RwDpTNtXh+dl2heRXJGNwsIRmd+Jp10RRwu1dueMoMF8\nARKXLPDxXoBEHwlYkNkfIpKWjPkCJClJSy0iOfKNsaQhQFKSMV+AJOW8nIVVI5K86xJrIi1h\nqtbu1R6DZtDOrF3YYADIY6TYKN0RYSeb9FlYRzrno3gwX0QkKUcPlMIjYmO9y/LgjwYASUvG\nfAGSVKw8Lczo2BTNiWe9TPax9B5AelHGfAESlyj3eTzmSzk8kR939NU+PSAYAkiD+gKkggpT\nuxCS0uJRDSQGGk2lu5Qvf0h5lzR3mSlba74Aqars0EgU13GSHN9YN0kgk8ux73uByHNG0GC+\nAKkmlsIuJcPZQRCZz4n09/qwoW/sO2cEDeYLkLQkmRN5BkSkF2XMFyBpSRYuZBEpa1Tp2qs5\nAkhn2p4zOBV0MkhZdg8RaaeM+QIkLWUg0RIh+fRbf2Nfvz6C7OpckEROnGwjIr0oY76ISFrK\nQMqLIIQqXXs1RwDpTNtTxqaGTgcpX37KM3oPVbr2ao4A0pm2Zw3PwzoVJFYK5ESUysJSpWuv\n5gggnWl71vA8rPNB8im9EEHCN/aN7guQlBQ4Cnk6uoj02jf2GYpGR0bQYL4ASUnpG13SNj0q\nMpK1O28EDeYLkNREA5HMfZupbDhvBA3mC5CUxOMNOz6ytI503ggazBcgKcpFnuIRk0dE2ilj\nvgBJT5wcGpUQkYb3BUhqWrNya0RiZQ12au1O6CfIpM48H4nc4T8RkYb3RURSUvgypJi1E/8X\nVOlagGTRFyCpiSYWJEhmau3OG0GD+QIkNYl1pCwcmai1O28EDeYLkNQkIxI9hwK1dqP7AqSW\nSAX3duFPyNblJUKv1dqZuTTksRE0mC9A2lRCIRV3r8+IpLZAhzqkV3BVuhYgWfQFSC2Vl1hL\nSe1qyzyS3VXpWoBk0RcgbYse6GwX/my1TK2oKl0LkCz6AqSW4rytWfhTb+npbVSlawGSRV+A\ntKnIyZrRrhf+bLeUM7s3/ca+Q30FDa2jUzufMNgu/Gm0FOHppspn1IUgnflRPJgvItK2RJzZ\nKPxptgRII/sCpG2RtFuOB5uxbbYMVgBpVF+AtK0UZ3w5HLlnWgKk4X0B0rZYDpseFD0OidbH\nWi3JY8RbeZc0d5kpW2u+AGlTfCmVpxDYN5FttvTsNqrStbYCkrUBD5B26ihI5B9Pdq+hJgai\nrZbxHlOlawGSRV+AtCl6fJMfFdH091ZLHq2iKl0LkCz6AqRNOfHPewFSsVU5BiEijewLkDYl\nYg3PvsmIVG/p2UZQpWsBkkVfgLSpvChIgOTTna2Wcmb3niVCh7oKGlvHIxL52YhIWy0trCOd\n+lE8mC8i0qY2F1bday0B0si+AGlT23iIlSOApCljvgBpU5t4eLoBkJRlzBcgbYoeBuUg0RKh\nzZYueRFz5V3S3GWmbK35AqRNOb7N8ODXBtpqmXvdpbxLmrvMlK01X4C0qTT4HSutcxkeLt6U\nW2Z1DW9ygci9AyeNhMMOQ/gCJC3FNLiLd7P6IQ+QRvUFSGqiF9EX0zqHiDS6L0BSkliZ9TQg\nISKN7wuQ1ORYFEJEmssXIKlJTO02I9L7fGNf/36BhtDZyQZEJCUZ80VEUpPjNzRtly0h3VXp\nWoBk0RcgaelRcZfHHRKOxHOVrgVIFn0BkpLY9fPXW1It5AthqdK1AMmiL0DSEgeJYPRIPZCq\noiDlXdLcZaZsrfkCJC0FVEJhQyDLyQt3RVW61lZAsjbgAdJOnXqMROZ34cbxyERfUelagGTR\nFyCpyvEtsoj0punvveOGjITjFiP4AiQlOZGZy0Dy8YGgStcCJIu+AElRzqfzkhCR5vIFSGri\nmbntiPQ2JUJ9uwQaR2euI6XzZRGRZvNFROokCVJBla4FSBZ9AZKa+EoRB+ltS4T2jhsyEo5b\njOALkNTES4Ec/+ELYanStQDJoi9AUpM8A8kTkFAiNLovQHpGbEbm+BN8MhezDnQyJxMRqypd\n+/aXhBQjQcFjAF+A1BA7ruHHOiKpnS3HhheJ26hK1wIki74AqSGX3yme9xpiT34+Ul71sKrS\ntQDJoi9AakiAJMKOJCvFqZwcRKSRfQFSQ7UUgs+XWdmpfDk/AGlkX4DUkMxgc6zYMZJnUz1q\nkM3s3uUb+w52DjSP1EFKAAmsHI9IWe6BOd1U+Yw6E6S9n7/0I1XBYwBfRKSGtiMSbef4MVLZ\nBCAN6guQNiXSbSIiZU+WpnbeA6QJfAHSKypUcWdbTj7uAdIEvgCpJTr+edaudAZS1oZ58CUm\n5V3S3GWmbK35AqSGKB6Opd+KZyCVQSo/pLxLmrvMlK01X4C0KSejz32TtSBbLr5CHCZF5NhL\nK11rqvbb3IAHSDt17jUbSgk+kv/mQanStQDJoi9AUlQhDKV7T9faASSLvgBJUTEJ/siQ1xN8\nD1W6FiBZ9AVIShKVrGzVKTV4JmsHkCz6AiRFrUuy5G7Ij4uyvHe5HFfn/oAG0oXHSKIkAhFp\nZF9EJEXJrB2vb41NgipdC5As+gIkRW2DhIg0si9AUpOT9Q2ISBP5AiQlhXwCIWjnMdIkI2gw\nX4D0jAgBvIab07Hi4smXioVNx4PRXZWutVX8bW3AA6Sd0rwcFz0ByWXztfCoc060dN6/UNkA\nkCz6AqQnxIsTKD/bZyfFIyQOYFClawGSRV+A9ISei0gbLUWrVZWuBUgWfQHSEzoakeRzqypd\nC5As+gKkJyTwCORsRCTZUoanN7kcl0LfQJNI7+InvADIi4jUainzfR4RaShfRKQnVKify1hp\ntwRII/sCpCfkyveaCQXHNgDSyL4A6Qk9n4ur5/cA0ti+AOkJObbtCC7rgVKrJSlcJQ2Ud0lz\nl5myteYLkFpyPgLB40woYxBRx6XrCNUhu6vStbYCkrUBD5B2SiVrFyq7yRTNEcTYslJ4XWj0\nxguyewcNHwkqLuZ9AVJLZGWVHu24SA6Zr/E8RHpd4djKA6ShfAHStrJ0AfnHFmRZUZ1PL8DU\nbg5fgNRSDClZVOIRiVLmBXnpEapK1wIki74AaVMkwDyOiGhuIS8RIgdMPIzJmd17lAgd6hpo\nLh2d2nkyYaPYVI+RAkienOD3putIez99+Ueqiot5X0SkbYmIJP9nTenBEmkCkGbwBUjbWiES\n0zkWjghrJHaxSR9AGt4XIG2rkITj4aiWS2DYAKThfQHStlgujh4UxQVX73nWjsYiOatjy0gA\naSRfgLQtCRJ5gtc5VDLfpdXaIOVd0txlpmyt+QKkba0BxwmQ8sIfmnxIELF8OK9ruP4CkXvH\njBgJOjbWfQGSkmQZEJ/SZStON1W6FiBZ9AVIinJym4KEiDS0L0BS1CZIWQuANJIvQFIUIpKi\njPkCJD257E41Ir3FN/Z16gZoSJ0JEo06iEhz+SIiqSlQUgapoErXAiSLvgBJS/xKJ1lFgziP\n4qZK1wIki74ASUkp7hRA8vQ2qtK1AMmiL0DSU1bqTYqFaFVekPIuae4yU7bWfAHSE3LFzeyR\nUMr62CYFQ+LqQ0GVrjVRqkpGgrKfUV+AtClR+ENvxZGPK92L9XZ3L2le6VqAZNEXIL0mx/9/\nrqWsw1tV6VqAZNEXIL0mehmG4ukVxZa+2KrStQDJoi9AaohVdMeZW+k8pY2WPrUiqnQtQLLo\nC5AaEvEkZONitBEnTlRaypndlZfjOtgh0JzSBSmkECJF9Lmtlp4Fr4cqn1G9Qdr7mVv7SFX2\nM+qLiNQQCyUuBqJ1VYiBtNEytgJIg/oCpCeUYo3EQ6bv6i0B0ti+AKkhllUoXeDO07hUbwmQ\nxvYFSNty+Y/HMqsnsajQKGtJ7gUp75LmLjNla80XIG1KJhMoPy57ptaSehFVutZWQLI24AHS\nTh3/Whfn0mJQmrB5mtdutFwfkc6VrgVIFn0BUkN5RsHxpzz5WWtZuOcB0lC+AGlTsTyh9KXK\njkakrZZvVWu3d6RUR4K2oU1fgPSU1uwcB0JEpI2WWau7Kl0LkCz6AqRtBWbYkVB4jh0jbbUM\nzbkqXQuQLPoCpG2lhFx8gF6cQaS/qy3fqNbuWH9As0opIvlEDwMpj0iVlm+zILv3I7f6kapt\naNMXEWlbbF3V87xcnpTbbAmQRvadEaTloadeTpaD5D9xka3NlvzHqkrXAiSLvlOCVHuioBRn\nHpQEboqrStWWAGl435lACkHoFZCYsjKgdfqW5eMKC7V83neX8i5p7jJTttZ8pwJpRenFiETm\na+Ghxy2JM2sMSly51CK0FsuxV10gcu9IqY4EbUObvnOBlP49CVJ2tOP57ExWL3h6nORiDHpw\nJl9b6VqAZNF3NpBuP3ZP7TbFUt/hEc+PnRCRhvWdDqTbBE8+oSKxhuQf0YhEpPh4UKVrAZJF\nX4CkpDS1Y1lwRKRJfOcBaQmZhqVPRErIxPuRnSwiXfiNfep/NjSFSsmGFxZkX5EEiSX6EJHG\n9p0nIvk4q+vyTS9p+ZWuM5GJXq5K1wIki75TgRTu9PnOJF6zyhIPvJgoqNK1AMmi71wgdUrY\n3eVCuXcsY4hP8NuoStcCJIu+k4HUjyRRAvHYcGu9A76xb3hfgKQnUfsdKutcKHG4fmq3d5Rs\njoQepvZ8ZwOpmxw7DgoBKVXevUWJ0N5RsjkSepja8wVISsprg94w/b13lGyOhB6m9nznAqkj\nVeTKQWWQ+CM3VboWIFn0BUh6kqcr0bQDItLgvvOAtEip/6ptkMiTl5UIqf/J0DSqRqQOIJGg\ng4g0me88EUneOWGaR0EqqNK1AMmi74wgdTofiVUBCZDepERo7yjZHAk9TO35TghSp1BUiEHp\nB9sIqnQtQLLoOx9IvaZ0WxEJJULD+84HUi9tRCRxvaEg5V3S3GWmbK35zgVST7GI5LKjonfI\n2u0dJNsjoYurOd+5QOp4jBSrGtLMLjzzNpUNewfJ9kjo4mrOdz6Q+oUosvTq+CzvTdaR9g6S\n7ZHQxdWc73QgdeOInVbu+D9EpOF95wHpnBIhQhM/WRYRaWzfeUBa73QA6C6S+Ha0Frwcka6p\ntevzl0NTqJBs6HZ+bKJH1K8iIg3vO11Eyh7TkohI8v+CKl0LkCz6zgVST60QiekcC0dX19rt\nHSTbI6GLqzlfgKQlWRyUhaPra+32DpLtkdDF1ZzvVCB1hYpmvNlB0ePgCbV2Y/sCpEyO3fBN\nuUWma+u39omSurXaIb7iialdry+PfbMRNJgvQMpEQZI1c7wWlSW1HU95uwjRq1M7gGTRdy6Q\nnliQjRVzKTEgv8O8uMxKc3a0cfR8OtkAkCz6zgVS7Qkhl8UbFlXKEclnF+QS6CAijewLkHKx\nfFs8CyI8VS38YbULLPXg6TNJla4FSBZ9AVImUqKQrtrtffsYScwICUjZzG6rRKgbSBC0Xy8n\nG/iCqnyS/uARKX8ZAYn/WFX5jOoG0t4P28ZHah9ba77zRqSK6NccuSyWSJD46zxvCZAm8p0I\npGdPoaBTu/QI2RJLriG9wCMSTT0ApPF9ZwIp3W2ClG74dC0ngkEmFpy4JUAa2RcgZXLZDU8z\npE1e+OOkSWEy6J4AaZIRNJgvQMrEgg9fSiVBx9GaoPhtYgQ7cqIs802qdG2fePR2I2gw35lA\n2nGMtG6vj8fDHe/IbZrkpTUnAtGbLMi+3QgazHcmkNLdraoGVsZDEwVZwtuLkMNZYcEpW0i6\nqdK1AMmiL0AqyEWe6BESzTpIkCgt+VOevSaq0rUAyaLvTCA9ewUhTg6NSjwxlxJ0eYBy5D/y\nJFOlawGSRd+JQHpWKctAV4M2IpJjrJRAeoMSoZe7AYKoXgaJHcY4/rNxjMRS5Awk8exDlc+o\nPiC93UfxYL7zRqTa+UiP/1LWTvwvW5dBch4gzeX7niCtKYHqeXgvhJmlsLXtQRMLEiQ5Rytk\nE0rJBoA0vG8XkD6/Lcs/hcf/zT7RH/r1EQb3bXT//v6FzcefylCnXyjx8WvzbaT2Yuv+e547\njaIQjkgEcnWQaNYcII3v2wUkV0mMVbJlvx1t8GuNQL8rDNAH3O/N98FfusTfv/3tLjIi0cpT\nWhRUSI/7+NIySCgRGou1fyUAACAASURBVNa3C0i19HLlcfcvbeCW/34N8v9+hbQSSPxaqbUQ\nR38n21rSF7s8CxJ5PL8akMiUe/JS+nS8w6S8S5q7zJStNd8eIK2HNLcpmvtxe+Dz+31jjVOf\nH18zt897uz/um/c/7iPsazr4/THlWshQX2TwWPjtw3/zzYitpXndYjG1C48WS31iqpwfQXl6\nE1/P6xpOvUDkkV3dGgl9bK359gNpnaJ9jfS/96ne9xWkxz3399bu2/Lh/96aPB79fnv++/Lt\nN4kZ/HBGbv1Y/m69k8IrJIqK4mlzx6OSk00A0lC+/aZ2/3xN0fyf2+aPL1x+h2Dzde8rCn1b\n7hHqhtDP5df66N9v9wa3XMPP28HPQtzWTfpLbj9+LT8bo/v1iLRbJOik4ypyeISINLBvz2Ok\nz18/72j8E8LGCtjXtO7zltVbbltf3HymR+8v/PM197vRlsWOhaTEHw9/fgW6bRVq7Z6qt9uh\nUkRy6a5oApCG8u0I0rc44hf6+JJmbIv3pZ9ftz9v0SqGDj7m2WFT88uOSkWr21m73aIRyZN1\nXUSkCXz7gfSx/PPvr8+dIN2DU4oc+WrsTpCWbFNRNCLxitYsIp39jX3qfyt0hhIwf7endvFB\nMrVzX60flBFiagtJ7wMSLXogS69xgoeINLZvv4h0W1J9pA9+fE3T/hSTDbfGj2Okn8u3v/7e\n+mP5/nf5+7F8pPR3HaSXj5HSdpeIxA+TfPHQKKrStQDJom8/kH7ErMDnPeF9D0GOp79vjR9Z\nu5T+fjy/uM+NEqF483rWLm53AymtQ/kIUnYexU2VrgVIFn07Jhs+ltuK0G3zz7fHEuy/N5Do\nguyt2WMd6bZo+1iQ9Z8/3KNBaaiLTN6OdaTKXQU9wOHrtlmIIqp0LUCy6PsG1d8/8iG9Tt+y\n6u8lPhEavlLZsOSGqgoFeOs9WtGKb+wb3fcNQCK1dkHPDvKXau36iicbaMrOp0vxY2o3rO87\ngPS7jUNFL1V/9xVhhFTlpdpWuj67qtK1AMmi7zuAlM5HelGvnY/UVzH6eC8OkzzS3xP4vgVI\nPZWV53VS4cwkDhJ/5KZK1wIki74ASUnsmIhEJyzIzuE7HUi9cnb5hbsESD4+4lEiBD2l/7+h\ns99LBlL+sIpEIQMi0mS+XSLSxh4dGSTxfyH7wFXpWoBk0XdWkNS1DRJKhEb3BUhK2gTJs42g\nStcCJIu+AElJ9DAoBwklQqP7zgOSLLXTPh+JRJzAUrzA5MUlQsd2dWsk9LG15jsPSL53RCIH\nQ+yoyF9eInRsV7dGQh9ba74ASUlZcpuCc3H6+9iubo2EPrbWfAGSolziqRCR1hZJla4FSBZ9\nAZKeRKkdItJMvpeBdFZV9nkgrem5SIsAKbXxZ5cIdfuTob56AqQOJ6iWdVatnZeHSIhIU/le\nFJHkRR/76bzqb/ZNf7yW4eISoWO7ujUS+tha851uatdPKavg6P375rUlQsd2dWsk9LG15jsV\nSH3F1pFkfZAvhKVK1wIki74ASU0iIjGQXikRAkgWfacEqd+lvxNI7PwkXnQXpLxLmrvMlK01\nX4CkJl4i9HiE1N8haze076wgdfj1a46bP5Ke4o/cVOlagGTRdyKQUtl3D5AeWW/xGNlARBrb\ndyaQ1uWrpdMqFqn5LqwjISKN7TtRrR0FqYcoMPGR9BQi0tC+AElL69TO8UfWLdTaQTs0KUgi\n3+BS1g4RaXjfOSNSr1PNxeFQ+dAoqtK1AMmi75wgdfg9EiR2chJq7Yb3BUhqYiAVyu1Qazey\nbxeQ3vOSxWwdqYMcgYgVCPnXau0mGUGD+XYB6Z1UrmzoNbmjX3cpSlavm9od3NWtkdDH1ppv\nF5D+U9el12wgj3U5Q5Ze7oTfC3V3l2TtDu7q1kjoY2vNFyCpioHC15GuS38f3NWtkdDH1prv\nTCCxi6x2DEnhruffIbtuJFW6FiBZ9J0JpKceP6Z0VBTT32ShFhFpXN9pQdKWKFN9PObTxoUl\nQv3+aKivZgTJS1ZEBhwRaWzfmSLSIu5ri175hJ5NcXWJ0MFd3RoJfWyt+QIkPW1EpEtLhA7u\n6tZI6GNrzXcukDp+P5IXs7e4nJSelu0rXQuQLPrOBRK93+fqJ+ln+s+jRGh834tA6hIRiroG\nJMf+f+1yXJ0C0ruNoMF8rwGp99EKURGkfotI8qzYlAG/LGt3dFe3RkIfW2u+U4LUiSMKCk8v\nXFrZcHRXt0ZCH1trvhceI50M0jqZPKvOjj106TrS0V3dGgl9bK35zgNS9zgoQMqqv7M2la4F\nSBZ9rwLpmmRD19/KVooQkSbznS8idVtHYieWc3QurbXT/juh0/TOIPX71s0MJHYlFESksX2n\ny9r1+83bEamgStcCJIu+U4LUQ6KcTkSkK2vtju7q1kjoY2vNd6rKho51dlKFydxVtXZHd3Vr\nJPSxteY7U60dfbQHS3QWJ7LdqLUb3XdSkLae2ClRykDvXns5rqO7ujUS+tha850XJGXF76II\nIMWaoVi66rEgO64vQFISzSe4+P19JO+A9PfQvjOBtNSe0NADGXL1LRGIUCI0ti9AUpKLzLgA\nEK/+RkQa2rcLSO95Ef174Xe/K+mvZyM5Gpx4nQN5ACVCkDGRcobF0/975b/DFiLSVL5dItI7\niX6tS3eQZJUqiUgFVboWIFn0nQik3hHJkdmbc3GqF2+xjjSy71QgLR1BcoUgxL/mHCVCI/tO\nBNKNo75TO3oZu7Qsm+6hRGhc33lA6pVsSCGITt4eE7oVnUtLhA7v6tZI6GNrzXcekPTT37KW\nIZ0z4Sk5F5cIHd7VrZHQx9aa72QglZ/YKZfdy+u/rz9D9vCubo2EPrbWfKcFSWFmx4p/UpYu\n3OcTvctKhA7v6tZI6GNrzXcmkJ56/AXxnDYi0tS+U4F0v8qq3jmy7JTyHCQO2WUlQgp/KARV\nLxDZJyLRqR1tiYg0uu9EEWnh97WTDdmzPGtXUKVrAZJF34lAEvc1QOKZBM+RoaXfF5YIHd7V\nrZHQx9aa73QgKSqcCCu+yYVs0mOmq0qEDu/q1kjoY2vNFyDtl+OgsHSDAAklQqP7TgRSTNXp\nJe1cLPP2NPzw3MKr39g3yQgazHcmkNZTkrQu8xondesELz7GLlPMy1iZKl2LqZ1F37lASlfQ\n73A2Ekso0FskGybwnQ2k4p0ucvJYKVOlawGSRd9ZQeoveiEuWfXwUKVrAZJF35lAEtL+TazM\nIWyWchFBla4FSBZ9JwKpt8R6USiui3GJHiOh1g4ypmXzrqY4SKk4KKTJaZu7Kp9RyiAd/sxs\nfaT2sbXmO1FEuk/mSAG49m9ieTnxbWPkYsZJla4FSBZ9JwIpXEYoXbhBXykqcZCK6btK1wIk\ni74zgbSkqNQDJJZVkFO79RmANKrvZCDxy62qyuU/HkuxvnBi313Ku6S5y0zZWvOdB6R09aAu\nIDnxc41A4pw/RKRRfecBycfjoz7Jhhh+QnXquo7kY+33k9XfAMmi74QgdUqBi6md3EBEGtt3\nRpA6JezyulQGEn/kpkrXAiSLvjOBFO+eUO3AsUJEGt53NpC6SZxG8XjMpw0ekVAiBBkTA+n3\nP7efP5bl47PH75JnS+AYaR7fqSLSn3uq7tstZec6kEQokaf5FdtXuhYgWfSdCqSP5b9fUWlZ\nPr+2PtR/U34OrMuewhmyo/pOBdI9IP1cfnr/V38ZKdb/FEAq3PMAaSjfmUDqfmYfu+FbsQqc\nSHmXNHeZKVtrvjOBdI9Iv++Tur9L+bDliOJ1hNIj5JmrpnbHd3VrJPSxteY7FUjfv46Rvi1/\nvjj6vvxQ/0185ShbRyKV4asqXQuQLPpOBdLv24Tu++3BHlm7LCC9Rfr7+K5ujYQ+ttZ8pwLJ\n/3J3jrz7+Kv9e1Keu5S1u65E6Piubo2EPrbWfOcCqatyWhCR5vEFSGpyWULhHUqE+v290FTi\nWbuOyW8RiBhUiEjD+04VkbqDJAqC8g2mStcCJIu+U4F00/dvn95/fvuu/5setQ2uOKO7rkTo\n+K5ujYQ+ttZ8ZwPp+/LI1y3aJPEL2a2P+XrBkAdIQ/nOBtI6pdOvtburMLULIen5EiGAZNF3\nNpC+LY+pnXpEIsoOjfCNfeP7zgbSp3ukGnqcjxQvwVU6X/airJ3Crm6NhD621nxnA8n//fHP\nsvzzs0tlQ34qXyp2uKiyQWFXt0ZCH1trvtOB1FMkuZDdICKN7QuQVFUoCkpXAPeISOP6AiQl\n8YSdc07EJ0SksX0BkqpkDOKHShfU2vX+g6FZdCpILLdAohIi0vC+iEhqotjEc2JFrQNTpWsB\nkkVfgKQmdoZs+ELzla7Lau0UdnVrJPSxteYLkLQUDoJiAQMBiTQgqnQtQLLoC5C0FMuAYoLB\npeo6XI5rdF+ApCSXjoXiTxf+46tKQZWuRUSy6AuQlBSQiVfgEgVDF12OS2FXt0ZCH1trvgBJ\nSVlymxYJIf09vC9AUpSjPMlrNoQWSZWuBUgWfQGSnpyn2QZEpKl8AZKa1ry3jEjF0yhQIgQZ\n03npbx5u2CwOEWl4X0QkJcmsHbumPkqEhvcFSGoiBarx/nqLEqHhfQGSmsjqESOKAMVV6VqA\nZNEXIKmJRSQBEkqERvcFSGriINGUHUqExvcFSEpy4jgoTfQ8SoQm8AVISuLZbhdPRApPIv09\nti9AUhJlJYJEDpNQIjS2L0DSE2ElxaR46ISINLQvQNKTBEmcRpGaoEQIMqczQaLl3vEcc0Sk\nKXwRkTRFrs8QYlKerIuqdC1AsugLkNTEk9+4itBcvgBJTbQUyIVghKsITeILkNSU19TFqd11\n39insKtbI6GPrTVfgKSmSnFq5CcSFaS8S5q7zJStNV+ApKbsKIiRc0nWTmVXt0ZCH1trvgBJ\nTeIsJIrVVZUNKru6NRL62FrzBUhqkjXf8dHr1pFUdnVrJPSxteYLkJQUy1TDfUSkqXwBkpIy\nkPiTiEiD+wIkJdHquvt9cXLSJbV2/f9saBadfBWhx6YnEenKWjuVz8zWR2ofW2u+iEhKcmJy\nJyNSQZWuBUgWfQGSksSpfOtjYeOiWjuVXd0aCX1srfkCJCWxItXsCg6PFkKVrgVIFn0BkpJK\nszhadYfLcY3tC5BU5RyFJS3GXnM5Lp1d3RoJfWyt+QIkRcXMN0mEpwXZ8y/HpbOrWyOhj601\nX4CkKhaN0lzuovS3zq5ujYQ+ttZ8AZKqJEjyDkAa1RcgacllP9LVTxCRhvcFSFriDPHF2ItK\nhDr/xdBMujoiXXkahc5nZusjtY+tNV9EJC0VQXKFQ6OoStcCJIu+AElL1WMkf1mJkM6ubo2E\nPrbWfAGSlraSDew2qtK1AMmiL0DSEgeJlIHff6BEaHBfgKSlMkgu/nj6clydAtK7jaDBfAGS\nlthhUCwBl0/TV1S6FiBZ9AVIanLk//gIfcqL46RK1wIki74ASUmPeOO8k9Xf6wYi0ti+AElZ\nj4MjcWIfItLwvgBJS4GZFHfYybGISGP7AiQtZacb8W/tu6DWrs/fCc2p0yMSWYhlICEiDe2L\niKSlUOXtWBS6stZOaVe3RkIfW2u+AElLZAVJ/ruo1k5pV7dGQh9ba74ASUspIj14Ctzkq0pB\nla4FSBZ9AVIXOfETtXaj+wKkA2Ll3WsYCvdp1eoll+NS29WtkdDH1povQDogCpJYgk0VqzHr\nkOXHK10LkCz6AqTdWg+BaJyRR0TsXNmT099qu7o1EvrYWvMFSIfEL5xPY04GUno0qNK1AMmi\nL0A6IlbwHa7PQM/nI40QkYb2BUgH9MAnTPFIuZ1vRaQTSoQ6/t3QhOoIEikJyksXEJHm8kVE\n2q34HX2MlECLBKmgStcCJIu+AOmA6NQuPUK2IkgXlAip7erWSOhja80XIB0QW5AVszwRlnwh\nLFW6FiBZ9AVIB+SyG55mIDUOKBEa3BcgHRCvbIj1C86x8IMSoRl8AdIBiRIhn4q9RcEQSoSG\n9wVIapIV37zcAenvsX0BkpoexJCMAwfJp4dWVboWIFn0BUhKCmfxVUFCRBraFyCpKTsW2ohI\nKBGCjOnMazbcb8IdcXISItLYvohIWiL571JEKqjStQDJoi9AUlIkqAgSSoRG9wVISkrHRqXq\nBrYRVOlagGTRFyCpaQsklAiN7guQ1ERTcxyk176xb5IRNJgvQFKTi5S4wkERsnZj+wIkNTFw\nXMLJ82CVVOlagGTRFyCpiZ1UkQocsI40hS9AUhOPSKHqG7V2c/gCJDUhIs3sC5DUlB8j1SMS\nau0gYzo9Iq13QpYhZL4Rkcb2RURSU35OLK8YylTpWoBk0RcgqcmJO/Vi8FWVrgVIFn0Bkpp4\nRGJnVXix+VClawGSRV+A1EHOOz61Q63d8L4ASUupLohcvSHxg6nd2L4ASUlOhB2XyJKnoAdV\nuhYgWfQFSHoiIccFcEgFONLfI/sCJD2xxIK8nhBKhMb2BUh6yiJSzNshIg3vC5D0JCNStjyL\nEiHIrE69QCTJ28UvOEdEmsIXEUlPLkUcF2NSnqyLqnQtQLLoC5D0xMq9Y7rhkbxDidDgvgBJ\nT7RKNQQjl6IRSoRG9gVIeiILR+sDYWqHEqHhfQGSnkK56uOODzO6a0qE9HZ1ayT0sbXmC5C0\nJI6D4r94huy5JUJ6u7o1EvrYWvMFSHqi+W4yq/OXpL/1dnVrJPSxteYLkPTEJm90andFiZDe\nrm6NhD621nwBkp7kZYQQkSbyBUh6YodI4dS+q64i1P2vhebSNbV2j68dY1M7RKShfRGR9CRq\n7UIgcuLQKKrStQDJoi9AUhSvtKNZ7/NLhPR2dWsk9LG15guQtMTP42P/YgOuStcCJIu+AElL\nmyC9UiIEkCz6AiQtkZlbqmpwLvETi+6ClHdJc5eZsrXmC5BUlepWnadLs8jaje4LkFRVTs+h\nsmF8X4CkqnTykaxgRUQa2xcgqapwFh9q7abwBUhacuxHDhIi0tC+AElLLZBSI49aO8ic3gYk\nRKShfRGRtNQAqaBK1wIki74ASUubIKHWbnRfgKSlLZD4RlClawGSRV+ApKVNkHA5rtF9AZKW\nBEh0LnfB5bgUd3VrJPSxteYLkJTkxHEQiz3pxCT6aKVrAZJFX4DURzEWuTirOzX9rbirWyOh\nj601X4CkJ34ihbjyycklQoq7ujUS+tha8wVIeuKsSJAQkYb2BUh64qxsRqTuJUJd/1BoQl1z\njJSuJoSINIcvIpKWZPGCiEgFVboWIFn0BUhakrUMDKTTS4QUd3VrJPSxteYLkLTEkt103Ygd\nNFFVuhYgWfQFSFpyfCLn6CMoERreFyBpiUekx73wPUmnlwhp7urWSOhja80XIGmJlNl5LxZm\nTy8R0tzVrZHQx9aaL0BSlRObLD6dmP7W3NWtkdDH1povQFJVTCykdSSWAQdIo/oCJC058YN+\n5yUi0vC+AElLDKT4FUmViNS7RKjrXwrNqKsiUmDmmiutan5mtj5S+9ha80VE0pIEqbjBVOla\ngGTRFyBpSUztxLnmJ5cIae7q1kjoY2vNFyBpKYtI6TCJNKCqdC1AsugLkLSUZe1oUdDZ39in\nuatbI6GPrTVfgKQlmbXziSh8Y9/4vgBJS4XDoPStfcjaje4LkLQkQJKnnaOyYWxfgNRRNP2N\niDS2L0DqIpn+RkQa3RcgdRI7PxYRaXhfgNRJ/IAJtXaQcZ0HEk/aISLN5YuI1EkyIhVU6VqA\nZNEXIHVUytqh1m50X4DUSTk4qLUb2RcgdRSBCJfjGtwXIB2SK87eSEFDbIWp3di+AGm/aDHQ\n+khMcxcWZHE5rpF9AdIRxZTcI+SQi0Smp71H+nsCX4B0RAyk+F9+tW+UCA3vC5B2K8QYFpEc\nncOJgIWINLAvQDoiSopPVwzyJZDSwx4lQpA59QTJRXJIpKmBhIg0tC8i0gHRaxLTDJ0vgFRQ\npWsBkkVfgLRfLktrx/sSJJQIje4LkHbLZXO3KkiebQRVuhYgWfQFSEdUSn/zsyfCD5QIDe4L\nkI6IVjaE9HcBpNcux9UpIL3bCBrMFyAdkZitkZWl7KDo1Kyd6q5ujYQ+ttZ8AZKaWHFQodbu\n/jh9QaVrAZJFX4CkKn72EeUHEWlsX4CkKkSkWX0BkqoQkWb1BUiqEiAFcs6utev3B0Kz6iyQ\nxGSOT+IQkYb3RURSFYlIVaqiKl0LkCz6AiRVufK9s2vtVHd1ayT0sbXmC5BUVcnaseeiKl0L\nkCz6AiRVObbtCFiotRvbFyCpih0j+fCNfSdfjkt5V7dGQh9ba74ASVU8ArkQheR5Sw9VuhYg\nWfQFSKoqn3J+cvpbeVe3RkIfW2u+AElJtXWkeCpFuhdU6VqAZNEXIKmqcDrs+Rc/Ud7VrZHQ\nx9aaL0DSVEzTOZJcKBWtdi0R6v5nQhPqGpDWe+QHItLYvohIihJ5ucIFUJgqXQuQLPoCJEXV\nQTq1REh5V7dGQh9ba74ASU8iMSfzdKeVCCnv6tZI6GNrzRcgqUnW1LGFJJQIDe4LkF4WLUz1\nacKWuAnX3UpPvXQ5rv8ck/qubo2EPrbWfAHSyyIRh2Tp5FUaHs+6bKpHVOlagGTRFyC9rDJI\n2TXuPI1IryQbAJJFX4D0gjgQjsHCr6+arcR6RKSxfQHSy0oRiRV1M5BKa7AAaWRfgPSqSBmQ\nF1f7diJAxbbZzG6rROggSNp/LwTddCJI6dpbvhSkshqHymcUIpJFX0SkF5WqF8LELnwjkvMM\nJCeIAkhD+wKkF1UHifwfz5CNTTxAGtsXIL0mEnTiMizhKs+IY2o3hy9Aekm0/IccHK0Plarr\nGEP8PArlXdLcZaZsrfkCpFfEGHGlG9rIZS/hUt4lzV1mytaaL0B6QY5tOxaFYgKPXBDSkdec\ndmKf+q5ujYQ+ttZ8AZKWaCnQ/T7dzqd9HiAN5QuQlOTELVltKpU53FTpWoBk0RcgqUnQgog0\nlS9AUpOjh0qISJP5AiQthUx4Vl/nCxGp4+W4ev+d0Jw670qrXkzt6JOISKP7IiJpSS4TsfNl\ni6+odC1AsugLkLTk2A3ZonnxZ86QBUgWfQGSllJ6Lh0VsdqGZysbAJJFX4CkpVQHzgvBSTU4\nLsc1ri9A0pLzLiTteG7BnfqNffq7uiFjA/7duuGs4XlYZ4LkH7z4gI1n6W9aeXdXpWsBkkVf\ngKQmnvVm7JyY/tbf1Q0ZG/Dv1g2nDc+jOhMkkfAWF0bxHhFpXF+ApCVyXeKYWKBTO0SkoX0B\nkpLSebLr/c2i1X4lQh3/RGhmnXuMVFyORUSawBcRSU282E5GpIIqXQuQLPoCJDWxCzeIiHRe\niZD+rm7I2IB/t244bXge1alZu8fN414GzjklQvq7uiFjA/7duuGkwXlcp39jXykioURoeF+A\npKW4elQ4r++0EqEeu7ohYwP+3brhrOF5WFdcs8F5fnNeiVCPXd2QsQH/bt1w2vA8qhO/1dyT\nBaOLSoR67OqGjA34d+uGU4fnEZ14OS6ambuoRKjHrm7I2IB/t244aXge18kXP6ErsBeUCPXY\n1Q0ZG/Dv1g1nDc/DOnFqR68hdFGJUOe/EJpXZx4j0VncNSVCPT4zGzIWOd6tG04cnsd01QUi\nrykR6rGrGzI24N+tG04bnkd1ftFqdoLfiSVCPXZ1Q8YG/Lt1w2nD86hOv4pQrGW4okSox65u\nyNiAf7duOGl0Htc1WbsjJUIAyaIvQFLSGpCKx0jkQOmJqd0kI2gwX4CUSYQUtim3CCw+VgU9\nttdWaXL37NSuw/cwH9rVDRkb8O/WDS8Pz6t0DCSaJaCrrSHNTRML7Dlymp/wTap0LUCy6AuQ\nhGi1aUSKw0BBIu3oc+kbZaPn01k7gGTRFyAVJL9oOV9ebUUkJzy8R0Qa2xcg5XIUk3h6UXjq\nhYjEF2MB0si+AClTOrpxtPL0pWMk5x3N22Uzu61au/0gvfynQtCzehkk5xzHhD1JfzxxjOTJ\nzDArFqp8RiEiWfRFRBISxzcilkiQ+Cu9AOkR1OTLoipdC5As+gKkTHRqlx4hWxGkemqc4AiQ\npvAFSJnEgiyb5eVElCFzIRgBpEl8AVIml91wFtImq6CTB0re51M7toyEEqGRfAFSJhZ8HNt0\ntFX5OQoeW9WVy7Edilb77OqGjA34d+uGl4fnVTpea1eulpOPke+PjVNBF3Djc7ygStcCJIu+\nAElRKfVAUn73JxCRRvcFSEpy/F/MNPBcOUAa1RcgacllMCEiTeQLkBTFIhI9JsoiUp/LcfX9\n66CpdQ1I9GQMj4g0gS8ikppYmSqtbciKiVZVuhYgWfQFSGrikze2jiSKiVZVuhYgWfQFSFpi\ny0+ORyTaIKnStQDJoi9A0lIJpJS2o8VEQcq7pLnLTNla8wVIPq9lyEpRyVZ2BlJ8NhAj53JZ\nMVFQpWs71ay+2wgazBcgeVldVz85QqaxyQvWaVx8Hb3qCf8tSZWuBUgWfQHS7usGBWTWF6RE\nN3+Zz+FcVelagGTRFyDddfy6QTJPl68cISKN7AuQbnIUk33XDSL40chUPNpaVelagGTRFyB5\nGkteum4QXSNa71UiUjaz63IVod19BEFNPQFSONRxhaixFZFcWidy671KRMoPm26qfEYhIln0\nRURiS6cuix4SJP669BxNe/sMOf5jVaVrAZJFX4Dk+dQuPUK2UtQhlLHvb4mJPkcNihmLqErX\nAiSLvgDJi8EvZnmFZDZ/HZvNpXUkZgOQhvcFSF6ClGXgKCxh+scfJgnzdCZfwYotIwGkkXwB\nkhfBx7FNR1vJUp8CSJGgrUi2SnmXNHeZKVtrvgDJZ1O7J68blJLgJL/weETaxGYMpkrXdij8\nPrSrr7G15guQlCTLgNi6EU+GB1W6FiBZ9AVImpI1eoQfRKSxfQGSolLKoQASffShStcCJIu+\nAElNokZPTu0QkYb2BUhKKtboVSOS+uW4uv5tEHTuMRIRjpHm8kVE0pKs0RNTu4IqXQuQLPoC\nJFXxNaa0TJudfyCWowAABMlJREFUR3FTpWsBkkVfgKSnUo0eq4wQqnQtQLLoC5DUxGKQLP9m\nNXqrlHdJc5eZsrXmC5CUlNfhkQyeeG6V8i5p7jJTttZ8AZKiSI0e3QwbT7rU0uJvKmNv19z7\nfRddlf7eL2N72tjbNfd+30UAqbOMvV1z7/ddBJA6y9jbNfd+30X2QIKgNxRAgiAFASQIUhBA\ngiAFASQIUhBAgiAFWQNJnrT05spOsnprpZOXL34jBmUMJHYlPAMy9FZ5zeO178SgAFJXGXqr\nxat2Qs8KIPWUnXd6F0DaL4DUU7YOkQDSAQGknjL7du2853cRQOouO28XIO0XQOouO28XIO0X\nQOops2/Xznt+FwGknqJXOzcggLRfxkCytuxu6+2ismG/rIEEQW8pgARBCgJIEKQggARBCgJI\nEKQggARBCgJIEKQggARBCgJIEKQggPSUlsqdRfyTTf1yV7otGy7y6VfewxOtX3w/0OtCB5b0\n62PduI+139+/xtzHn/gs7bMlQrQUnl3vLem25CERfIzxjK7sJbTF3+Wf8jtekp5+P0wfv6pP\nQUkAqaDfsdbsNvp+rePwNx2U9HOdj1R+P4sAhZdkIN3/EYIqv5a+5r/Lz9I7pjuYvL3NiCTf\nn/t9rDfnEEAqyP0btm4jyS3//eqm/z4+8vO4s/D7pbsiAmQeDZAKv1JMJ73/tvwpv2MJUuH9\n1Dfv2/+ihPUJAaRcP+4j5/Pb8t0/Prw3uPFiQMsDpWIEkB7lqZ18W/J3MtPFVd5xMWBmEWnJ\n303adj/kW4EyAaRMf5fbwPnrvgba99tY+758+x2G+tZEjgIlwSJ38pmdPBxaI1L9t/hAQzT9\n9fWei++4Gir5nU2Qfix/W30GAaRMP5fb4fWP5Zv/++0+bm9H7j/vBwqL+LeKj04+5NlTGx6i\n2ULmb7UWBKSPr+Oh6juWv73wvjdB+hWOv6C6AFKm78vn189/bj8/HzT8+fgamN98CYIsuojx\nusQ2/nmQ1qldtUV8MvHqqu84vb/4W2X8LM5O0/bn14wRagggZQqzp/Tz6/bncpvwxSjADjAq\nYSfeW+QG88iPWmREWrjEb7n9+L18lN8xPViKv5q/n+Idvt1a4YIAUkFFkB4f9XIGtD3Eeav0\nlPBYNzgai0+/ju8jYhKNf9xmo8V3TN5j5f3EW36PPYNR0hS6KNNj2KSJkvs61l58SIXFUUlY\nSWxkZJUjUunZBkilqWG875baOy7RkkUkgHRc6KJMj2Okn8u3v/5+6P6xfP+7/P24z57IoMun\nTERPTO3kRIsww45opFFosCTMPm/vrfyOixFJ+AmCMpBwjPSEAFKmR9YuJZPvW8viPksgxSkS\n/9TenNq1QPLpaeaTR6TVeOMdSxWmdgt7sgASsnZPCCBleqwj+c/v6/Km//zxNTA/bqMym5bR\noVdMP+R4tad2YbKYBQ0JUmj0z+Pp0juWKr4f8YA87MM60hMCSLl+5J2SzXqWIjb5I7SVXFla\natV4jx8pbqXU+kJeI7ILxXdQPGbjv778vtmDqGxoCyAVlGrtgux1k947Rq3dM7I3Qk7Qbwwd\nIlR/PyOAVFI8HwnC+UjPCSBBkIIAEgQpCCBBkIIAEgQpCCBBkIIAEgQpCCBBkIIAEgQp6P8A\nJyes9cUz6xcAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d1,d3)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= (d$\"商業年間商品販売額\" / d$\"昼間人口\") ,fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\", (d$\"商業年間商品販売額\" / d$\"昼間人口\"))))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 政令指定都市とそれ以外の県庁所在地の「商品販売額÷昼間人口」を比較する"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WSkqXzvlZE2k+SSP5k5hcZIgDSzL0AqqowHHbEBpM4y5ns3kDaqiIenCwCps4z5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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- rbind(d3,d4)\n",
"g <- ggplot(d,aes(x = d$\"都道府県市区町村名\",y= (d$\"商業年間商品販売額\" / d$\"昼間人口\") ,fill=factor(d$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d$\"都道府県市区町村名\", (d$\"商業年間商品販売額\" / d$\"昼間人口\"))))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 人口が鳥取県以上の自治体"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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OKPH0BHIO2/eCyTe4WVDV344wfQ0ZLFz6tyRrqwZ/h20tgfPwCCJESQUP3xA5gI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\nrLVD9ccPgCAJESRUf/wABgHJDRFlJ8b6k7lQ1xCVsa4iSKj++AE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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d3,d4,d5,d6)\n",
"das <- subset(da, da$\"人口総数\">573440)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"人口総数\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"人口総数\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口が鳥取県以上の自治体\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"都道府県\", \"支庁\", \"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"世田谷区より人口の少ない県がゴロゴロ。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 面積が島嶼部を除く東京都以上の自治体"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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RsaBJInF1AU7yBV47iCeu2k2/QLIOkD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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d22,d3,d4,d5,d6)\n",
"das <- subset(da, da$\"総面積\">1778)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"総面積\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"総面積\")),alpha=0.6)\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"面積が香川県以上の自治体\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"面積\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, ORANGE_5)\n",
" ,labels=c(\"都道府県\", \"支庁\", \"市町村\"))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"香川県より広い市が!"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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MEOSOkxQepp0NciEwaCRJCEAzANxkDqIoIkGoBpmAAkl759HXM1irPG6esj+lpk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\nYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d3,d4,d5,d6)\n",
"ds <- da[order(da$\"人口総数\", decreasing=T),]\n",
"das <- head(ds, n=50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"人口総数\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"人口総数\")),alpha=0.6)\n",
"g <- g + scale_y_continuous(breaks=c(0,2500000,5000000,7500000,10000000,12500000),labels=c(\"0\",\"2.5\",\"5.0\",\"7.5\",\"10.0\",\"12.5\"))\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口 TOP 50\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口(百万人)\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"都道府県\", \"支庁\", \"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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5BWIoOQapgtfhL4tu7+jixTlW5yuL+X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\nGOD/A8b8JEx+75AbAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d3,d4,d5,d6)\n",
"ds <- da[order(da$\"人口総数\", decreasing=T),]\n",
"das <- tail(head(ds, n=100), n=50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"人口総数\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"人口総数\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口 TOP 51~100\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" legend.position=\"bottom\",\n",
" axis.text.x=element_text(family=\"COURIER\", size=6),\n",
" axis.text.y=element_text(family=\"HGKAI\", size=8)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"都道府県\", \"支庁\", \"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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7fxBkWludDo+T59kiLS/Hku7SMi+XQDkkYyu3XOjtgbl9pcuwxSfFsXJn37Xtcj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\nAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d3,d4,d5,d6)\n",
"ds <- da[order(da$\"人口総数\", decreasing=T),]\n",
"das <- tail(head(ds, n=150), n=50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"人口総数\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"人口総数\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口 TOP 101~150\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(LIME_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"支庁\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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EjPNG4cLZcJkDAGpAa6P0jDlfhj/H1j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\nAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d3,d4,d5,d6)\n",
"ds <- da[order(da$\"人口総数\", decreasing=T),]\n",
"das <- tail(head(ds, n=200), n=50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"人口総数\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"人口総数\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口 TOP 151~200\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(LIME_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"支庁\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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5ltbtyDkw3+IyBdJUDyZgMkE1FG4c1G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\n8tAecvk24FcAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d3,d4,d5,d6)\n",
"ds <- da[order(da$\"人口総数\", decreasing=T),]\n",
"das <- tail(head(ds, n=250), n=50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"人口総数\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"人口総数\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口 TOP 201~250\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(LIME_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"支庁\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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z1S4iWVc9upXTdti7ZCdTMjpVezrYuwfrmN4hCk3RVOzoBUGiiGqzakjfZM8dxG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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d3,d4,d5,d6)\n",
"ds <- da[order(da$\"人口総数\", decreasing=T),]\n",
"das <- tail(head(ds, n=300), n=50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"人口総数\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"人口総数\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口 TOP 251~300\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WyHcQNS/X5lPVJrE6G7aNrYDuMGpPVc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\nDdD/AdbQF+iZ/kf2AAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d22,d3,d4,d5,d6)\n",
"ds <- da[order(da$\"総面積\", decreasing=T),]\n",
"das <- head(ds, n=50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"総面積\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"総面積\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"面積 TOP 50\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"面積\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"都道府県\", \"支庁\", \"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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0KktmH0J6NMpKPdujCnO7osxTxvPVTQRoFIbcPoT0aRSOK7qB3iud7R1ShWDxkq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\nQAUQCaACiARQAUQCqMD/AxEqhQ0Pnas2AAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d22,d3,d4,d5,d6)\n",
"ds <- da[order(da$\"総面積\", decreasing=T),]\n",
"das <- tail(head(ds, n=100),50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"総面積\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"総面積\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"面積 TOP 51~100\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"面積\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"都道府県\", \"支庁\", \"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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A4CJJ2HhzDuQwtIHQRIOg8PYdyHFpCa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\nHGGQEQAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d22,d3,d4,d5,d6)\n",
"ds <- da[order(da$\"総面積\", decreasing=T),]\n",
"das <- tail(head(ds, n=150),50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"総面積\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"総面積\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"面積 TOP 101~150\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"面積\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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cke/Ten41aodrLQJR8hvUAGbRS+LjomQqFMOWtnr+8cgnTpnjIJ7IkAyddFx0Qo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\nARJCAwRICA0QICE0QICE0AABEkID9P8hrsyrSuiZqQAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d22,d3,d4,d5,d6)\n",
"ds <- da[order(da$\"総面積\", decreasing=T),]\n",
"das <- tail(head(ds, n=200),50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"総面積\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"総面積\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"面積 TOP 151~200\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"面積\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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CDOR68L7dXayZEEkOQdDVvSCVevtaseyLIPcz65AdLpiG8JIMk7GrakE64O0sPq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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d22,d3,d4,d5,d6)\n",
"ds <- da[order(da$\"総面積\", decreasing=T),]\n",
"das <- tail(head(ds, n=250),50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"総面積\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"総面積\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"面積 TOP 201~250\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"面積\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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AKlqp+hmHCMIhJSARIVCYOCwaXEmxIk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\nAiSEOuj/A/N8uf9Ua0wdAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d22,d3,d4,d5,d6)\n",
"ds <- da[order(da$\"総面積\", decreasing=T),]\n",
"das <- tail(head(ds, n=300),50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"総面積\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"総面積\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"面積 TOP 251~300\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"面積\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"g <- g + scale_fill_manual( values=c(ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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4jklNdhA/sSKdh9ixHJKa/DBnZzy+L5TzTmP3m6sUkJiOSU12EDexFp/u73XCPp\nziYlsNjglFcLbOopREofD4gUNBCROhJpqX2JSPECEakfkZK6l1E8QiSvPERSU/59Rv7inSCS\nUx4iqal/afXqVuyBSE55iKQm/xxpCHX/E0RyykMkNcV97Yb3pS+vA5Gc8hBJTfEXsrUXbwOR\nnPIQSQ0i7QyrWIGI1JtIH/DXWxCPSf3m+lu50+pVeYikpkmk7KbE5T2Kt9fXtyQ/Eem2PERS\no5+Rsk22el9RzG9PwheI5JSHSGqG7NHJ7zVU6r6azbY+xTQXTcoLZyb7WxDJKQ+R1CQiDevn\nSH+nVmhs8SqpMrac6GUF/MZcHUS6KA+R1JgZ6a9F+zayGSm/9lmuiDZB0hnJVCOrndkhklce\nIqlp/PPyfEaazG9bCXPMapNZcyh9eWUeIqkp7v197tvf+Yxkntoi5/Me64w0WgtzkahqfjXX\nFik/TT8imT9NOuWSfb49MCItM9J8zTROxyI9YUZyymNGUlP9M4oznChyPqUi5Xsj0pV5iKQm\nn4ZOn9rNs83rmf2xzkjmHK9cbDBvY7HhijxEUlMrfflnj84WOc8+QFo92wKz/wAiOeUhkpr0\nc6SlSu3JMzwz+s2Esp3azU/Wh/U3I9JVeYikxnwgOwxnT+2cQSSnPERSY/9CNtANhJ4gklMe\nIqkpb1kcySREcspDJDWVaoCBTEIkpzxEUlMp8xwIRHLKQyQ10dSxIJJTHiKpQaSdYRUrEJEQ\nqQVEcspDJDWItDOsYgUiEiK1gEhOeYikBpF2hlWsQERCpBYofemU12EDEakBRHLK67CBiNQA\nIjnlddhARGqAaySnPBOo6ClEursBhyCSUx4iqUGkfFiFDEQkRGoBkZzyEEkNIuXDKmQgIiFS\nC4jklIdIahApH1YhAxEJkVpAJKc8RFKDSPmwChmISIjUAiI55SGSGkTKh1XIQET6AZFMrbDJ\n1nmZirunFuUujzYiklMeIqmRimSL85kCy8XehxsXEMkpD5HUuIpkd0vuA75sTG6mT1XzK/MQ\nSU2TSNnoH5d6Ykk1S1uyJdmciTRlj14gklMeIqnRzkjrnLQn0lanD5HuzEMkNe0ibWdza0E+\no04yBeU1L00tJaqaX5iHSGp8Rcoq+aWVLfNrorzaH8WYL+Paosqf8u0irdqkc85aT6wUKX9t\nKhxiRvLPY0ZS4ypS8j9ECpWHSGpaRUqXC9bVuFSsVZ3RbkakO/MQSU2jSGP6e5yKSSdflnsv\nEosNV+Qhkpo2kezCdbKwnf4r17drq3bZoxeI5JSHSJfT27IAABFlSURBVGraPpC1j0c7CW26\njPkbxnLVrgh8gEhOeYikhm9/58MqZCAiIVILiOSUh0hqECkfViEDEQmRWkAkpzxEUoNI+bAK\nGYhIiNQCIjnlIZIaRMqHVchAREKkFhDJKQ+R1CBSPqxCBiISIrWASE55iKSmS5HCF4LssLJk\nsDxEkoJITnkdNhCRGkAkp7wOG4hIDSCSU16HDUSkBnYO3n/+KyZ8oGMDNT2FSHc34BBEcspD\nJDWIZIdV0EBEQqQWEMkpD5HUIJIdVkEDEQmRWkAkpzxEUoNIdlgFDUQkRGoBkZzyEEkNItlh\nFTQQkRCpBURyykMkNWdFGs2v/HFxq0dzB8hsa3E74z/fIDL8uEckfeA3i1QUfrU/8nt/13b5\n6E6r4cc9IukDv0qk17C3NxoeqzPNIlIxI20lXuaSZDtOPkEkpzxEUnP+GimtXzmZMi6nZqQx\nD5omZqTL8hBJzWmR7M3y1/lk3XhuRsoKIiHSRXmIpOaTa6StvvKiyqLS2RkpOZc7U4w5/LhH\nJH3gd4m01ScvZo/nZvPjT9dIxbsmRPLPQyQ1JxcbskubfBopRMrePeUivRYvyrceVzX/D+i4\ntjb553yVSNmp3fZS+jBb295ZHE+cZEa6PI8ZSU3rB7L2NK9iw55m4zIZIdINeYikplGkMfln\nfq5reutCRLH1tUd+asdiwxV5iKSm8ZsN6+Mxuyga320tM4vXEcktD5HUNH/Xrn6xVDm1q259\nJdRfnxDJLQ+R1PDtbzusggYiEiK1gEhOeYikBpHssAoaiEiI1AIiOeUhkhpEssMqaCAiIVIL\niOSUh0hqEMkOq6CBiIRILSCSUx4iqUEkO6yCBiISIrWASE55iKQGkeywChqISIjUAqUvnfI6\nbCAiNYBITnkdNhCRGkAkp7wOG4hIDSCSU16HDUSkBnYO3j//FhM+UN9AcU8h0t0NOASRnPIQ\nSQ0iPYdV9EBEQqQWEMkpD5HUINJzWEUPRCREagGRnPIQSQ0iPYdV9EBEQqQWEMkpD5HUINJz\nWEUPRCREagGRnPIQSY1ApOxG3nm1sDHZOia/7XurTxHJKw+R1EhFWktLzM9NWZf0fvvjVK++\njEgX5SGSGleR7G6HM9Kpqubhxz0i6QO/WaRs9I9Zscu1BIV5tr1a1oxlRrooD5HUaGekdU6q\niZTPSGP+fkS6LA+R1LSLNKZGjJlI45TMV+l7pnxGqp3ZIZJXHiKp8RWpqNG87ZnPSGdKX4Yf\n94ikD/x2kZJafOtl0lbQ71AkOyNlOx5VNf8Hmrm2JLmAXxYp+R8zUqg8ZiQ1rSKN6c/046Jp\nVWisipSvdyPSlXmIpKZRJDOrbIvb6Yw07c1IlaRx+lNV8/DjHpH0gV8tkv0i0PKdBft02hVp\nXg2v5r1AJKc8RFLT9oGsfTzaSSj55NXuPFqDzlc1Dz/uEUkf+M0iuYNITnmIpAaRnsMqeiAi\nIVILiOSUh0hqEOk5rKIHIhIitYBITnmIpAaRnsMqeiAiIVILiOSUh0hqEOk5rKIHIhIitYBI\nTnmIpAaRnsMqeiAiIVILVOxzyuuwgYjUACI55XXYQERqAJGc8jpsICI1gEhOeR02EJEaYLFB\nmGcOISKJQaQH4QMRCZFaQCRhnjmEiCQGkR6ED0QkRGoBkYR55hAikhhEehA+EJEQqQVEEuaZ\nQ4hIYhDpQfhAREKkFhBJmGcOISKJQaQH4QMRCZFaQCRhnjmEiCTmE5G2En2HZczzZ3kpsco7\nuNOqY545hIgkpk2ktMzYNOVlzGv1JpKASv0JRHLMM4cQkcRoRarvNj+uzkhJEYpK7UtEEuaZ\nQ4hIYs6JlA334zLmU2JI+uK0bWRGujDPHEJEEtM4I61z0q5I2+/DGSlLnkEkYZ45hIgk5gOR\nTpQxL2ek/ERwE5Cq5s555hAikhixSGZBbsxmpOXfmL2YzWSvzRRjVnNt7WQ5XydSsgC3XiZt\nJfjsyrZZHB+nZK6a3on0hBlJmGcOITOSGK1ItmpfMidtb8oWwRHpsjxzCBFJzGmRzLnbYRnz\nZFFveXqw2IBI3nnmECKSmLMi1a96zIyUbB2LF/MVukIkFhu88swhRCQxJ0WyJ2aJJ+m/Ytk7\nfa221M3y9xV55hAikpiTH8jax6Odb7aJxSw2rKeA2Ye5lVhEcswzhxCRxPDt7wfhAxEJkVpA\nJGGeOYSIJAaRHoQPRCREagGRhHnmECKSGER6ED4QkRCpBUQS5plDiEhiEOlB+EBEQqQWEEmY\nZw4hIolBpAfhAxEJkVpAJGGeOYSIJKZLkcIXguxwnAbLQyQpiOSU12EDEakBRHLK67CBiNQA\nIjnlddhARGqAxQZRXnEIEUkMIj0IH4hIiNQCIonyikOISGIQ6UH4QERCpBYQSZRXHEJEEoNI\nD8IHIhIitYBIorziECKSGER6ED4QkRCpBUQS5RWHEJHEINKD8IGI9AsipTWNsrt3V4ovHxTL\n5AaRXnnFIUQkMY0imcJglerLlbsVL7dkrRWNRSSnvOIQIpIYwYyUTTBjKk4uyu4ti6teIZIq\nrziEiCRGKdLxjDTa3cf8sXkwg0iivOIQIpKYC2ek5ISu8tbqc0QS5RWHEJHEOIg0JkVis5pI\nSf2KYvqqnNkhkiqvOISIJKZJpOLCxs4o5TVS9rw4vaNin1NecQgRSYx4RjrQqqiodCwSVc2V\nXFuA3IWfEsk+rcxXRqRyDYIZySmvOITMSGI8V+3s1nKxwSyDI5JnXnEIEUmMekYa028uzKKk\nq3bm1C4pkkkxZte84hAikhj1NVJiTnKhtE492TXSmKo0ZU5OiCTLKw4hIonRntqtTyundptI\ni2dj+ja78wwiifKKQ4hIYvj294PwgYiESC0gkiivOISIJAaRHoQPRCREagGRRHnFIUQkMYj0\nIHwgIiFSC4gkyisOISKJQaQH4QMRCZFaQCRRXnEIEUkMIj0IH4hIiNQCIonyikOISGIQ6UH4\nQERCpBYofemU12EDEakBRHLK67CBiNQAIjnlddhARGoAkZzyOmwgIjXAYkN7Xv0QIpIYRHoQ\nPhCREKkFRGrPqx9CRBKDSA/CByISIrWASO159UOISGIQ6UH4QERCpBYQqT2vfggRSQwiPQgf\niEiI1AIitefVDyEiiUGkB+EDEenLRcoLiRXbzU3zs7ftxW0gUnte/RAikph2kdK6LbUyLtNx\nLbE8zoBI7Xn1Q4hIYhQz0jjVb4SfV+yzIu1WvqSquTSvfggRSUxz6cu1XMv6YvroYEaqnegx\nI+nz6ocQkcQITu2WB9tLycaDGan+DgMitefVDyEiiWkW6bhE399nJKqaO+XVDyEiiZGs2q0P\nrAunZiRKXzrl1Q8hIonRrNr97UTtlEhUNRdxbe1xP75cpLEsC7udypXL4cxIl+fVDyEzkpjG\nVbspLwt7sIiHSLfk1Q8hIolp/4pQ7dQuqQ47TmlV8/cisdggzqsfQkQSo/quXeXKKK/NnM1N\ntWU6lr/1efVDiEhiRCLtfzuhsixeCrP3OiK159UPISKJ4dvfD8IHIhIitYBI7Xn1Q4hIYhDp\nQfhAREKkFhCpPa9+CBFJDCI9CB+ISIjUAiK159UPISKJQaQH4QMRCZFaQKT2vPohRCQxiPQg\nfCAiIVILiNSeVz+EiCSmS5HC16/rcJwGy0MkKYjklNdhAxGpAURyyuuwgYjUACI55XXYQERq\ngMWG1ry9I4tIYhDpQfhAREKkFhCpNW/vyCKSGER6ED4QkRCpBURqzds7sogkBpEehA9EJERq\nAZFa8/aOLCKJQaQH4QMRCZFaQKTWvL0ji0hiEOlB+EBEQqQWEKk1b+/IIpIYgUjj/tPyjqrJ\n7Ym5ZfEFeXudhkhimmvIJjbktyxOX1/fkiUcPkWk5ry9rkMkMfoZKduUVX3J76S/vERVc5+8\nvZ5BJDHNhcaKuq9m82LK3q3094spPUGk1ry9jkMkMYIasqYgUlqgb3k8JqWRUnPyEmWIpM/b\n6zhEEqOdkRJFkt+5SPWCs5UzO0RqztvrOEQSI56RJvN7WWzIHaoVU6IYswvXFkz25MtFymYk\n8zQrMZtYUrlkooasS95exzEjiZHUkLXPtwdGpKKQrHmASD55e72GSGKaRdrWEqb62sP+qt2E\nSO55e92GSGKaT+2mvG55dgY32jnrrUgsNkjz9joOkcQ0frPh+XN5WJy85R8iTQci1Z4iUnPe\nXtchkhj1NxvMhLKd2tW2Fu9FJH3eXqchkhi+/f0gfCAiIVILiNSat3dkEUkMIj0IH4hIiNQC\nIrXm7R1ZRBKDSA/CByISIrWASK15e0cWkcQg0oPwgYiESC0gUmve3pFFJDGI9CB8ICIhUguI\n1Jq3d2QRSUyXIoUvBNnhOA2Wh0hSEMkpr8MGIlIDiOSU12EDEakBRHLK67CBiNQAiw0f5705\nsogkBpE+G6cXByISIrWASB/nvTmyiCQGkT4bpxcHIhIitYBIH+e9ObKIJAaRPhunFwciEiK1\ngEgf5705sogkBpE+G6cXByISIrWASB/nvTmyiCQGkT4bpxcHItJXiHRwG8eyVN+4+2S9tfGf\nkh8g0sd59SO3gkhi3oh0qtxypQ7saLOm9e6rU1nAb0IkYd6bfkckMZ/MSNmmg3oTpgLfmL4j\neTRue+Yl+xDp47w3XYpIYt6KVClIaTabO+XnO5syLTsiHZ0oItLHeW+6FZHEvBdpMidgRpX1\n8U65ZVtVLKvdZ7bVnyLS53lvuhWRxJydkbLpZXVlrOycV+dbjRvTXc3lVjb3IdLHeW+6FZHE\nnJ6RJvN7K9wyVna279hKiZUbqdinznvTrYgk5vSMZOec7QKpeo00HS5UmHpJuUhUNW/j2pLj\nF9C7SFNZHiwZ/JlItZ1NmTGrWVp/lhlJm/emT5mRxPxBpFPlls3OU7kwnp74ZW+cEEmY96ZT\nEUnMH07t0gubfLgvM1Jyqmeuguz6d7luMZqkNOoJIn2c96ZbEUnM2282PH8uD4vVuO3Urtx5\nE6pmTrFzsuMKIn2cd9yviKTm/Dcb7FLCempX7myujtadD5ciEEmW96ZLEUkM3/7+bJxeHIhI\niNQCIn2c9+bIIpIYRPpsnF4ciEiI1AIifZz35sgikhhE+mycXhyISIjUAiJ9nPfmyCKSGET6\nbJxeHIhIiNQCIn2c9+bIIpIYRPpsnF4ciEiI1AIifZz35sgikhhE+mycXhyISIjUAqUvnfI6\nbCAiNYBITnkdNhCRGkAkp7wOG4hIDSCSU16HDUSkBhDJKa/DBiJSA/8HsHD3YDwmtkg7BD+m\nUwctpIFiEMmF8C2kgWIQyYXwLaSBYhDJhfAtpIFiuhQJIBqIBCAAkQAEIBKAAEQCENChSPsF\nbe8krTw4VX7fzFZR8ej3jWwNDHwUD+hPpLz0SxCy6jT573sZ05IFERtpq6UGbOBbEElE8CEQ\nXCRb6CRkA9+ASCKWc5JpCjkEehEp9lE8AJGEBB2jaxPiizQ/itjANyCSkMBDAJGcQSQNkcfo\n2oTIjQzfwDf0J1LQpdDAK8vT21Xl2xsZvoFv6VAkgHggEoAARAIQgEgAAhAJQAAiAQhAJAAB\niNQNZVfReXGgL4Lwh44odvnfCwMdGAP6IQh/MGL4307Dst8wzE/owRDQDUE4FmnVZtpMmrAo\nEPREEGoirfPP9mtI9h9ek9Q17YNj6IYYGB+GdAJ6vjAlVq1vGLKX4EboiBgM9WfbFdE0ry0M\n6y5cIEWCnghBPresuiQXRINZphvKN8GN0BMhmCcc8zz7Pdh9BrMd7oaeiEBhRS7SOgMN2VP6\nLwh0RADs2tzz4ev5kJ7iDfmUxZJdIOiJAGy6JI8GM0Etiw3mHXgUB7rifpKJaP9cbTAXUvmM\nBXdDT9zOcPg0eXWbptIPlzybBn+GfuiDxaFi2Q6VYkAvdEpliQ9uhE4AEIBIAAIQCUAAIgEI\nQCQAAYgEIOD/ATmYf7fbPl1eAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d22,d3,d4,d5)\n",
"ds <- da[order((da$\"人口総数\" / da$\"総面積\"), decreasing=T),]\n",
"das <- head(ds, n=20)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= (das$\"人口総数\" / das$\"総面積\"),fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",(das$\"人口総数\" / das$\"総面積\"))),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口密度 TOP 20\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口密度\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=8)\n",
")\n",
"# 色を指定\n",
"#g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
"# ,labels=c(\"都道府県\", \"支庁\", \"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"g <- g + scale_fill_manual( values=c(ORANGE_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"政令指定都市\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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vVNZcihCkRmJTPSAVYnQXqLjDSmRSak\nU2ekVTle1qVk7AGQsPhTJqSAtD9qp/cCEhZBmZACks5Ivja4X/FltzQ4quOXgMRgwwQWmZAC\nkr5GEuQkBSL1wbkxcYa/57DIhBSQdAI6IMcc/GnjnwBpTItMSAGppgBpTItMSAGppgBpTItM\nSAGppgBpTItMSAGppgBpTItMSAGppgBpTItMSAGppqhrN40FINUUIE1jAUg1RdduGItPoQak\nmgKkYSw+hRqQagqQhrH4FGpAqilAGsbiU6gBqaYAaRiLT6GeESQ1AcnZCUjpfPPyc3lodViL\nT41qbpCcnH1kp8Qez/Oz5+q9XoA0jMWnRgVI+Vpbe9v2zs1SB0jjWHxqVHOBZJr7YoupOj1b\nXJdCOT7XifM2AdIwFp+a1lwgrRJZZcsreZDktg/n6r1egDSMxadGNSFIsUe2xBoNS1zPJKGS\nczM9O0Aax+JTqwIkBZKsc5LLSIcQqnRGgcixdKEm5KAFIgUZ26VOKAm0Lfj9uTG7vXP1yyoy\n0jAWn5rVfBnpGIbtv3C07KkB0rwWn5rVdCDJlOOH3zQcalhblbn7dC4gDWzxqV3NBtIi3+M1\nkMxI8ShdIPLjuf5gQBrR4lPDmgwknV38v0Wvhldb5u7wXGu/CpCGsfjUsuYCyVzvyAsiCUX2\nl8WOz02P+RMgDWPxqWnNBdKvBUjDWHwKNSDVFCANY/Ep1IBUU4A0jMWnUANSTQHSMBafQg1I\nNQVIw1h8CjUg1RR17aaxAKSaAqRpLACppvb+av/9P5d13aKJL9GFRUmoAammAGkIi5JQA1JN\nAdIQFiWhBqSaAqQhLEpCDUg1BUhDWJSEem6QzPyI9bFVNSXWVmFwZs93BSKbaD1NfIkuLEqa\n0twgmae3Q+GG7PQkVTdyO0GjA0hDWpS0pMlBUnUZwjS+JZZAURknzpxYnDNlg7IJCpDGsChp\nR1ODZGf0bUUYdibMZqYBfjexr4nW08SX6MKipC1NDZLlwlwj6Yyk85bNSJufEiANYVHSlOYG\nySVZSWaY3YwUtqpJs2cKRDbRepr4El1YlLQjQIr/VgpEDjq6Rgp7toskp15WAdIQFiXtaHKQ\nFl0EcglXSJYIp7p2cXgv0zX0px1WWv1v1JPuqrI6VqVVpUzxEntVpDOUGbVzZKQJLEpa0twZ\naTFvOiPJfX5RjU4setUB0qAWJU0JkJwFSQzbhTtL21Hr8Li4cZRkJAYbxrMoaUpTg7Tod/nr\nEhs/vpMnNuvT1Y0khr+HtChpS4DkEhDUGLZc2Cu4CkhjW5S0palBqi5AGsKiJNSAVFOANIRF\nSagBqaYAaQiLklADUk0B0hAWJaEGpJoCpCEsSkINSDVFXbtpLACppgBpGgtAqilqfw9gURZq\nQKopQBrAoizUgFRTgDSARVmoAammAGkAi7JQA1JNAdIAFmWhnhwkM7Ev3W+rMJhDj1cBaQSL\nspYESEmhIDMj1tnJfeb8g1VAGsGirCUBUlIOSC7lKctNssjtBaQRLMpa0tQgmWomfqNc2s9I\nx1x5AdIAFmVtaWqQsqzsZSS7t2AVkEawKGtJ04N0kFUMZbkMlPxuhcYOkAawKGtJ04OkFjQL\nuYxkzo6XV6eqCDXRepr4Eh1YlLUkQIoXStumZEmfIU/WlYgESIcFIv+J+tGd5SHHLRC5aByc\nYiPpriUlg+IGMtKoFmUtaeqMFKoCJRnpaBBvSaDJvawCpAEsytrS1CC9levabSkpVuFSuNlh\nCBcZYrBhNIuyZgRIqzJXRpkCkYGbvRtHDH8PaFHWgADprf2fr9QL524rAdIIFmUtCJBqCpAG\nsCgLNSDVFCANYFEWakCqKUAawKIs1IBUU4A0gEVZqAGppgBpAIuyUANSTVHXbhoLQKopQJrG\nApBqCpCmsQCkmuIaqX+LwlADUk0BUv8WhaEGpJoCpP4tCkMNSDUFSP1bFIZ6SpCSh1IXtWt/\nbnlSRUj/AjoPrQ5oUdimZgPJ1i5Rj3vraUbHqCxxOgUgjWxR2LBmA+lPZhqEqrtgip94WDKT\nLLZ3SZ3NZ4DUv0Vho5oapOOMJGahH2UkmYXISONZFDaqqUH6kJHisfsg7cwC9AKk/i0KGxUg\niaEHm5G2nGN7b9taPCnXswOkASwKG9VcICVXMjqF2GukNessaabZDncRM/2yCpD6tyhrWZOB\ntEpmpAOskoOTk+UGCxIFIgfRvfUhhyoQuVuxJMlXtrOmSnXFrt3mQkYaz6KwUU2dkbJj1pka\nQVvqScYmHCCNblHYqKYGaV2RZer8aLfKOsuiQIoO2YzEYMNgFoWNanKQFDm2ImQ+I/nhBTnU\nl3N+C5D6tyhsVFODlJCj9pqMJK6alBkgjW1R2KhmBOl3AqT+LQpDDUg1BUj9WxSGGpBqCpD6\ntygMNSDVFCD1b1EYakCqKUDq36Iw1IBUU5TjmsYCkGoKkKaxAKSaAqRpLACpprhG6tjiXKgB\nqaYAqWOLc6EGpJoCpI4tzoUakGoKkDq2OBdqQKopQOrY4lyoAUlWP0mm5qlJf8lspKNJgW8B\nUscW5xrR5CBpDAwbtqjQNndv386sA1LHFuda0oggnaSqsMydX9gBKTtrHZB6tjjXim4F6RWb\n8Cu3sZ5uAelkRsqAQ0YayOJcK7oLpNd/gPmT2KBeKusHGUlcPy36PEAa0uJcK7otI/21Xs3R\nH1Yv92uQXkol51qQJDgSmdCzy4OU69kBUs8WJW0nqh5I72b8c5DUB34iKbmw0RnFZKRl2UoO\nGXS2U4UJBSJ7182VIUsLRGpk1rWVpJ937bYPLfvkXLWTLFZxqCFPHXXthrIoajyb7stIviMX\n1tZO1nMglX/wsreq81Xys2KANLZFWesJurFrJzpSL5mOngDpzGfujtrpvenN2tQFkAayONGE\n3L0gbc33tXL1FEiv16kxd12m7qjwqn9Z0tPETgYbBrEob0F/um/4O7z4Rd+YHwHp3GeqayRB\nTrbwakQle1vWrANSxxYnmpCrCJJ5r6xbhr8/Fl7dxsb3nhMCpIEsStpO1E0gvcyrvNb/+fB3\nuForBKmiAKlji3OhvgckyUzSo3ts1O55AVLHFudCfQtItmMlxs1K+1cXlYDUxhQlQOrY4lyo\nKz39/cou1pMBqRWSAKlji3OhHnEaRTuiHNc0FoBUU4A0jcV4ILXEFCBNYwFINcU1UscW50IN\nSDUFSB1bnAv1yCA9jxQgdWxxLtTjgeTOPiJUUYDUscW5UN8D0v/b1blv87Ve2eWnOQKkni3O\nhRqQzMwHM6tCTU4yM5DSGg08tDqQRVnjCRoZpAKOTDWt43Jcf1OVZA2HbWs0MPaA1LHF59Yj\nNR5Ipy6OMrNc1VzytByXwkvOu8iVEQKkji0Km5DXgCCdKV2U1DcxxU8UWilIospdxg6QurYo\na0FBI4J0YjahTiLHGWlJOQOkgS3KWlDQeCCd6tvpSeOWHIXWkstI8T3XswOkni3KWlDQeCCd\ny0jbi19YNCn710j2oshWEaJAZO96okBkCUhVb+qYUbvbMpI9eH/UjnJco1mUtaCgH2akK5V+\nPsl07QrPsiNtNiOlu53GzpnNgDSQRWEj8votSPEWz80P8NxjZftyfpteBKRJLM61nd+BJMi5\n/xm4rw1V07c9ulyByPQ+rAaJwYZRLM41pB+BZCqD+23nvuqRvrUyiKi+XLZAZJqQGP4e1OJc\nS/pl165ax24HpI+fIH8+1hmqtj16Me3Y8azdoBafWo/Wr0B6yYLcJx49KFT2QdXHH/4GpJ4t\nzoX6p9dIYWl7uU0ZkM79JEUdAVLHFudC/cTwd22QbM3k5wRIHVucC/UPM9JWfFW83iUJ0k9/\nc/NYgNSxxblQ/+4aKbz4Nl6za/dqpdQqIHVscS7Uvxr+9m/bhdLNjdxcI71ebWekriqxYXGn\nQzcPrYZc1PQ1Ulehx+JOh25A+vVPnB2Krl2vFqdDPSRIYQGQ6joMbHE61AODREaq7TCwxelQ\njwcSBSJ/5jCwxelQDwjS8cafCpB6tTgd6gFLFp+Reso0U1LLTk+yT6Ue2TlA6tfiZDsCJCdg\nWewOPQXJUpYpdgJIo1icbklTg5RiYOtsHWUkNcMvk80cIPVrcbot3QPSv3d1+gt9p+8vh5bI\nU+afmhRru31Ovzsy0jgWp9vReCCdY2oPnnxGyk/t025SgNSrxalG9KchQSpnKXbLnJxqnstI\nSefNVHrI9OwAqVuL4hYUNCZIpfeQVKvXIwsuk5FM9RM99KBfVgFSrxYFjUdrTJDe759JWtb/\niSwk/8sViJTvx+W4qLTateqUWf1YabVJkErOiz24HEiquxZr6Lts106/rCIj9WpR3PKCxs1I\nRbL3kRRI2xF62Q4yANKAFsUtKGg0kF5GH85LMpK6OWsKRO78EKYGicGGISxOtL1VHYF0RIUs\nrHImJVmQ5I6kQORhRrKLbwFSrxalDWjTL0GS/a+k7E9+jzqtBKTU8FC2axc261tHYrPMSOlw\nNyCNYlHagDb9CiRds9iC9JJ1UbYe2VpUsqhAqwWphTkUDpD6tTgd6t+AtBUjiUlG4rFx9QoH\n+ppDrzDN9RMZ32akygKkXi1Oh/pnGSkpIfSK9X5M6citIutL/9bRa/8y6bWz/LAAqVeL06H+\nYdduI+blC6HqDtwrHiaWXuKw134VhtfuyqMCpF4tTof6R127FYiNI79VVJ8T10y60yfp22eE\njPSEw8AWp0P9O5AMIjHzqJGI7arIb9wyVzlIDYm6dtNY/AwkNaTgnATHxWshPR7xeonrIrmc\nCJCecMDivMPFa6SXTijm5/vE5ZMcXbAXRQeF6joD6X/3q8WU6rpFE1+iIYtrof4JSDEFxVtE\n4dSXyEhhwEE4F178JLt0V/IpAVJHFtdC/dQjQskNWbXT/ChZZnnXLji0wBEg9WRxLdQdPWt3\npFxGep4jQOrJ4lqohwPJPwPRxBNCgNSTxbVQDwpSFqNlf9U+bZo80733aKot4KAXAakji51Y\nFWpAkMS9qCBTuMTWMZHb1fH+bD87Vs2mUJMB31PWw2eJzwWkjiyutcDxQPJDF5m8lKYduUvO\nSdJVGRZZpGubbm7PMpUc3gKkjizKWtqeRgRpGwUUHGUmD0lJMJzOSIsGSRMk9iXzzB0gdWVx\nqsElGq9kcRht0FsFAu9VhUrMMjYVOQ+S7NotFiRfFcVOsnWA1JXFhebnBgQpdwPKJRlpr+5C\nhrONr0WQ5dKN0i4IkDqyKGtpexoOpLhFXSHZjOTUux45sAN6PteESigq/QDSMBaFTW1H94D0\nP7u69u2KlTwYYR9tsBlJrS4RCX2NtCyxa+eWZAw8nCLTV9Bhgcj/Re2pWk3IEwUi2wJpR3ak\nQQxYW5BkxjIZSWQveYrtK64iI3VkUdCEDjRiRspLjCXkxx7kQLYc744pR/74S3hTlSWdIQmQ\nOrI41+KsZgFJ13pc9IuiIgHJDJobkMwJmiRA6siirKXtaQ6QTK1HmTu2PQIFeRMpODgLnZP5\nyewPAqSOLAqa2YHmAGmV6nWpNCOue/QxeiE+T2Tzz86jeIDUkUVJE9rXmCC18OT3nwCpI4tr\noR4PJPNIw6MCpI4sroW6OZC+Y8BU8wKknziMZXEt1D8DKamaulfU8aUWCpFInrUr/FmXygKk\njiyuhfp3IKnCDKKV66LFqtiq+woksfp0ZgKkjiyuhfpHIIlKj049uyOqB62rJjUdlOCSEmms\noJzkz0Rdu2ksfgaSLBWkSnKFMpBbhch4mPlZlwNZEgv5qy1AmsbihxlJ1Nh6qf6b2CWrgW+1\nVgukunalJ9UXIE1j8cOM5PbTzrYqK0S+4g+QfZQZxmhkrIEi+j1ZXAv1r0CSzVoNx3moMlno\nFXpoBTi87OLTCK0CpI4sroX6V6N28up/FyRTakEmsA+Shxz/ktJPBUgdWVwL9W9BEgnGDHGr\nrp3bhvJKe2j2iAa6dX8CpI4sroX6d9dI5p8ca3ACpO1nkU4pc7wlKT8ZXOw/qjK0d7iZZFE6\n1byJ1tPEl2jIojTyef3uESHdsO0t05dePavsefoTFz0/Qs4mT+bl5Z/lVtCESbPqEEDq2GK/\ndZWouWftvlMBgB4YO0dvW0pqOsRjcnVUZUkHp8AUGQqQOrL43ISONDRIYqsqtLBtlEs7Xb8U\npCUuGD8yUs8WO7Eq1CwgZVk5yEjqmAOQdAoCpI4tdmJVqAFBSu4prdIlTK6uSL4AABquSURB\nVPwmsaQoy1/2+PGFuCzrN2R6doDUk8XnVnakmUBSC7rZm5GIfF/Pb7ZGtpQKIPVpUdDMDjQm\nSLlpFIu8UNo2JUthbdFYiAusWMnB6QPUGYcFIv+J2lMLBSIfl5x88Yq3cRVIi8o0702ieIns\nmckBvgxIoivndkF6i4zUkcV3LS9otNrf/tlv9STsn5KqxM7tD+LJW0sKpCU9DJBGsShraXu6\nB6T9b3jt2xXLPGuXgvRWrmu3paR4ASSG5Y5BymUkBht6tTjR3DIaD6Tw25e7M2QzV0a6gOSS\ncrOYowQwaljPfBQgdWRx0LwKNBxI4ncvdzgyg9X5u0DyATqVZCwrSTljKUDqyGInVoUaDiSX\nH7N7RoDUkcW1UI8I0uHGnwqQOrK4FuoBQXr5mbaAVNthLItroR4PJD/dqbjcQ00BUkcW10I9\nHkhxHZAqO4xlcS3UgFRTlOOaxuJ3IFXtaT3PTFaANI3FDzPSTmM3RYu/EyA94YDFeYc7QApP\nksb392YXX79WZyA1cWHQxJdow6IbkEx9SFXAOJSGvMTCyyxRjusXDsNYdAPSW2FAOkAUm/z1\nZi9Aem33kZ4XIPVh0RFIovxpWJDFVe/r2r3CVdc1w3sESH1Y9ASSKkwsm/otFYZ3ppc/LUDq\nw6JPkHQxyJcqvPqtzHyk4u5iUpfB7pd1HbL1TTJ2UYDUh0VHIG1zhJzY4ip07fTUpE+2puiJ\nJiVXACWemcMKkPq06AmkNO1UAumUl6zOIDeFpf0EJCb57U5wAqROLHoDSa7on1y+8Yasuld1\nrDj1PDtzz2YkRYoByZ67CpD6sOgYJDv97s6unRwV/KBM720/I6mptIA0kEVfINWUvI8UBtjL\nQDqYcJ5kJHmIBSk7EgFIfVgAUpC6Ift6FXbt0tJaioUkI6muXToyoeiiQGRH+k1tyIICkQ2B\nFMqflJ235Gt02aXMepKRzMa3yEh9WJCRgtKSxWUknSi/CkjjWgBSUGYgo6Rj5y92koyUL78F\nSKNaAFJQ5g5VqXJduy0lua38qu3p7YHEYEOHFs2A9LguP2CXuTLS5Vc/gWSWVgFSHxaAFHQV\npILyq4s9g0eEhrEApKCWHvkWAqQ+LAApCJCecBjGApCCAOkJh2EsACkIkJ5wGMYCkII6A6mr\nAlJY3OkASN8IkKaxAKSaAqRpLACpprhG6sDiLyCA5AVITziMYfEXEEDyAqQnHMaw+AsIIHkB\n0hMOY1j8BQSQvADpCYcxLP4CAkhe34K0X7fO71dPpS65fXLaBA+tdmjxFxBA8roAkpwCm8yI\nTaubuJ1KKblVQOrB4i8ggOR1KSMVF4jc5iAtyZyL7BQMQOrB4i8ggOT1HUhxcmy2e2bKcS3q\ncLUnPXcVIHVg8RcQQPK60rULC3GT2ClSjExFbq2It70m564CpA4s/gICSF7fg7Q/JfY4IyVO\nmZ4dIPVg8RcQQPK6NmrnFCsyBeUyUljUQw+2ihAFInvRD6tD/uNTgcjHdXHUbrdrp44VwwpO\nZibKcXVt8RcQMpLX1yCdKRCpRu0+ZaS3AKkDi7+AAJLXt6N2zuVAyg7ibfeRnM1GgNS1xV9A\nAMnrwiNCua7dlpKcKBBpqImjd9s+CkT2aPEXEEDy+kWBSAtSOCp7D2oVIHVg8RcQQPL6QYFI\nF7uA4if7FicyFiD1aPEXEEDy4unvJxzGsPgLCCB5AdITDmNY/AUEkLwA6QmHMSz+AgJIXoD0\nhMMYFn8BASQvQHrCYQyLv4AAkldnIHVViQ2LOx0A6RsB0jQWgFRTdO0atwgBASQvQHrCoX+L\nEBBA8gKkJxz6twgBASQvQHrCoX+LEBBA8gKkJxz6twgBASSvUyCpKUbOPqWa1OZadlfTSbTm\nkwCpcYsQEEDy+hKkOJ1oXf9Uqk6ClKt2AkidWYSAAJLXTSBlDy3KSNkpGIDUukUICCB5FYJk\nmvtiCgXpeeNuO2axJ0dD428+D5AatwgBASSvbzPSlpOyIMWyd+LMTGUUJvb1ahECAkheZ0CK\nvTmRcJa4vrER9uwWRtm2uXy+AqTWLUJAAMnrLpBk3S2XjukdgaRfKBDZhX5aG/KtcUCS3TPV\nu3NuUSWBwr6tPMPhmB7luHq0CAEhI3ndBJL4z23ZaolsnMhIbwFS4xYhIIDkVQ6S7bslYMkE\ntf7ehFOJyg7ZAVLHFiEggORVDJLMLRtDOiO5+PreaQbl7H0nAxKDDT1ZhIAAklcpSOkA3KIW\nTepZnP8NJHHyTtcuuw+QGrcIAQEkr9IbsnpZXxDJcYV1iy7/uKQeJgEBUm8WISCA5MXT3084\n9G8RAgJIXoD0hEP/FiEggOQFSE849G8RAgJIXoD0hEP/FiEggOQFSE849G8RAgJIXp2B1FUl\nNizudACkbwRI01gAUk3RtWvaIgYEkLwA6QmH3i1iQADJC5CecOjdIgYEkLwA6QmH3i1iQADJ\nC5CecOjdIgYEkLzOTqPYedLUzjUytU/kIdvMWIqfdGsRAwJIXt+BlFQC0i92epIp5WXnXjhA\n6swiBgSQvM7UtUtKbJk8pEAShybzJ2RGylbnAqS2LWJAAMnrVM0GVYchzSi7GUlNYCIj9W8R\nAwJIXqdqNkgcQq9t23mYkdSZXCP1bhEDAkhep66RREkt0TULew8ykiyFYgcgKBDZn0UMCCB5\nFddsWMwMc7NbvdiMFHPYIuCJB8uXVYDUtEUMCCB5Fdds0LXqbBpJQNInO7HRXiNZkKi02r5+\nWmLVawyQTNcubpKLizku5h29Rkbq3SIGhIzk9fUNWd3Ny9BgxsaLM9JbgNS0RQwIIHl9C5Ie\nwE76dx6zZG84K5ORGGzoxyIGBJC8vn2yYVuOhfC3A5aEKGGQjNolG/8ESE1bxIAAktf3z9rt\n3AVKNy56aEJCB0h9WsSAAJIXT38/4dC7RQwIIHkB0hMOvVvEgACSFyA94dC7RQwIIHkB0hMO\nvVvEgACSFyA94dC7RQwIIHl1BlJXldiwuNMBkL4RIE1jAUg1RdeuaYsYEEDyAqQnHHq3iAEB\nJC9AesKhd4sYEEDyAqQnHHq3iAEBJC9AesKhd4sYEEDy+hYkPTUis9/MAbRHZifRRgFS0xYx\nIIDkdQEkwYqZeW6Ln4iDwtZ08oUSIDVtEQMCSF6XMtKSn0Bhi58k1RwWsUKByA4tYkAAyes7\nkOLMomxWMRlpB6Q8hKsAqWmLGBBA8rrStQsLcZPYmfT7NHdcI/VsEQMCSF7fg5T0xwozku3L\n5Xp2gNS2RQwIIHldG7XbFpIqdwoNU+lEdwqpItSfRQwIIHldHLXb7drpg0NtyRKQKBDZvn5a\nGdJrVJDMb1M4uZIWiAwjfGSkISxiQMhIXt+O2rl07G1vEG8RnADSEBYxIIDkdeERoVzXbktJ\nLha4cwlI6W3ZxTkGG/qxiAEBJK/Lz9plroxs+Uh56zUeeDQaDkhtW8SAAJLXVZDsCPaHqpFO\npqmdg/8ESE1bxIAAkhdPfz/h0LtFDAggeQHSEw69W8SAAJIXID3h0LtFDAggeQHSEw69W8SA\nAJIXID3h0LtFDAggeXUGUleV2LC40wGQvhEgTWMBSDUFSNNYAFJNcY3UtEUMCCB5AdITDr1b\nxIAAkhcgPeHQu0UMCCB5AdITDr1bxIAAktcVkA4KmCzpjnRKBQ+t9moRAwJIXt+X4xKPe+fr\nmURUYqUUsZafBegFSE1bxIAAkteNGcnsyk2gVSt5CFcBUtMWMSCA5PV9zYakhJbavRXfitBs\nFRx8RpKYkZG6sogBASSvK+W41Nxy2XcLy4usxSCg8f/jGqlXixgQQPK6KSOpkQQX2UnKCm3b\nF5usqNnQj0UMCCB53ZWRnHqPowlpraBtd+zqUUWoM4sYEEDyuisj6YxjqnVtYwrOr4krKApE\ndqifVob0GhQkZ+pnOXMRlIAUjwilt3ZAeouM1LRFDAgZyet7kLaxhHUlHXtQqOiMtIjBBkDq\nzyIGBJC8LpQsFiUgLQxxmFusyfRk78XGg1cBUtMWMSCA5HWhZHEsASnHtyU6WcpEQf2du7UO\nkBq3iAEBJK/bnmxQCUU9AxTRMmmJG7K9WsSAAJIXT38/4dC7RQwIIHkB0hMOvVvEgACSFyA9\n4dC7RQwIIHkB0hMOvVvEgACSFyA94dC7RQwIIHl1BlJXBaSwuNMBkL4RIE1jAUg1BUjTWABS\nTXGN1LCFDAggeQHSEw59W8iAAJIXID3h0LeFDAggeQHSEw59W8iAAJIXID3h0LeFDAggeV0C\nKakDtKhdujRKLOAQZ/85dbYQIDVsIQMCSF6XajaoFVO6bt2x7TYg2Yp4gNSRhQwIIHndNB9J\n4ROLncS55aJwg5g361IIVwFSwxYyIIDkdQtIHzOSM6UiE3LISB1ZyIAAktfPMpKt6LC4Zcla\nvQVIDVvIgACS150gycEFU8ZBDjusDC0BJSqt9mYhAwJIXrf8rIvNKDojGUZsPTxbgYgCka3r\np3UhNw0J0ipb7WQHK9+1ixdQhjP9soqM1LCFDAgZyavKL/blxh5Ema79Ql2bAKlhCxkQQPKq\nMmqn92ZG7Zy/Rtq2AVJHFjIggOR1X107WfAxqcOaAckZkBhs6MVCBgSQvG67RhLkZOqwHmQk\na/UWIDVsIQMCSF43de221UzXbvEj3uZJB3ksIPVkIQMCSF48/f2EQ98WMiCA5AVITzj0bSED\nAkhegPSEQ98WMiCA5AVITzj0bSEDAkhegPSEQ98WMiCA5NUZSF1VYsPiTgdA+kaANI0FINUU\nXbtmLXRAAMkLkJ5w6NlCBwSQvADpCYeeLXRAAMkLkJ5w6NlCBwSQvADpCYeeLXRAAMnrtvlI\nzs5HyjzbvWxHU0WoWwsdEEDyugekbZ6EX89VdEgrouSsvACpWQsdEEDyqgOSPmzlKTPBfNub\nZDNAatZCBwSQvG6pIpSrZyJxSTJSUn6LjNSNhQ4IIHndlJG2nHQIUraPZxffAqRmLXRAAMnr\nAkixN7cVYZCoiCpCYcK5rM8Q58tmenaA1K6FDgggeVUCaZE5Z1nU7tyog8hfFIhsWz+tCik0\nLEgbNnGwYZHkhGPCLgWSruBgByDISA1b6ICQkbzqgCT+U1vFu76FBEjdWOiAAJLX1yDpvtuS\ngiX6fmbAW2EGSJ1Z6IAAktfXv9gn32OnTWYk5yxI8l2P7C2OApGdWOiAAJLXlyAtakkMIShG\nJEgbKkmlYu23CpCatdABASSvL2/I6mXTU4vJRnT1tnr6fpNGB5C6sdABASQvnv5+wqFnCx0Q\nQPICpCccerbQAQEkL0B6wqFnCx0QQPICpCccerbQAQEkL0B6wqFnCx0QQPLqDKSuKrFhcacD\nIH0jQJrGApBqiq5dsxY6IIDkBUhPOPRsoQMCSF6A9IRDzxY6IIDkBUhPOPRsoQMCSF6A9IRD\nzxY6IIDkdUvxk3TVPoS6U+mEp7/7s9ABASSve8pxmdp0cvt2ijhbv5i9bwFSsxY6IIDkdWNG\nMrtEoQZTJ8jO56NAZE8WOiCA5PX1DNm0hJbaresF2Z2OjNSthQ4IIHldmWouqzSoUt9hedGA\nJNPTAalDCx0QQPK6KSPpCkFxtmxausFZkCgQ2ZeFDggged2VkZx632qC62JD8iBVNYUqQv1Y\n6IAAktddGUmPJsQLJDu8oNdyIFFptW39tLyq0KAgOVM/yylQLEgyeZGR+rbQASEjeV2ptLpo\nNuzYAyANaaEDAkhe33ft/F2gdU2/6EJ24Qy9kIDEYEMfFjoggOT17ZMN79ewmIwo5G4i5Ya6\nGf7uz0IHBJC8bnuyQWefrWsXVsTzRDkHQOrGQgcEkLx4+vsJh54tdEAAyQuQnnDo2UIHBJC8\nAOkJh54tdEAAyQuQnnDo2UIHBJC8AOkJh54tdEAAyaszkLqqxIbFnQ6A9I0AaRoLQKopunbt\nWWQDAkhegPSEQ5cW2YAAkhcgPeHQpUU2IIDkBUhPOHRpkQ0IIHkB0hMOXVpkAwJIXlemmudr\nBPn9qgrDNk3JGuTXAKlFi2xAAMnrAkiZukHLNr9CzqnwJYWSaen58pFvAVJ7FtmAAJLXpYy0\n5OdEGMr0pPMkF1EgshOLbEAAyev7ksVm/rgFSWxKQTJbyEg9WGQDAkheV7p2YSFuEjttv28r\nCA5InVpkAwJIXt+DdHCdk1C26I3xfy65vloFSO1ZZAMCSF7XRu22BVPXLjdqJ6aeb69UEerI\nIhsQQPK6OGq327WTh/quXaZIyrYgQKJAZKP6aTnIVKOCFMjIdOiSAW5d5M70CslInVhkA0JG\n8rpQjisD0t4gnr8gKspIbwFSexbZgACS17WSxXsgqfKREbhDkBhsaNwiGxBA8rr8rF3mysiU\nj3QapMWel64BUosW2YAAktdVkMRvxh489SPhWXID3oDUvkU2IIDkxdPfTzh0aZENCCB5AdIT\nDl1aZAMCSF6A9IRDlxbZgACSFyA94dClRTYggOQFSE84dGmRDQggeXUGUleV2LC40wGQvhEg\nTWMBSDUFSNNYAFJN7f3V/vXvy7pu0cSX+K3FbqAAyQuQnnDozmI3UIDkBUhPOHRnsRsoQPIC\npCccurPYDRQgeZWCZB80tU+Zmrnl6RGLPVIdXfrQahMNsIkvAUhtqTwj6Xl8ySyIpKbQLlef\nJ6cDUmsWu60CkLwKQbITJfy7rLCVmxeRByl1SjIUILVlsdswAMmrFCTnQvksmZpEJSBNjpjb\nl0K44y8FSG1Z7DYMQPIqBmnZYBLISJDkBZQt5+D2M5LduwqQ2rLYbRiA5FU82OBMkYbjjOS2\nWebSwJwZjku5AqTGLHbbBSB5nRj+VpCsDX8nI5mjzfp2kkltJVWEmmiATXwJQGpLZ0BKRxME\nSLljY1dPj5yHFcPQuvuwQOS/0CP6aSnIvEYByd4/0iCp/lnIVdvhesx8z4iM1K7FbrMgI3kV\nD3+b1LOk2Sg3tpAHSWUoQOrAYrdhAJLXmUeEzCWQZEtVhHTuA0hy28YQgw0NW+y2CUDyOvFk\ngxggUBXq1F0jdUAWJH2Ay60BUmsWu60CkLzKn2yQS7l7qqZrtzvYcKlAZBMNsIkvAUhtiae/\nn3DozmI3UIDkBUhPOHRnsRsoQPICpCccurPYDRQgeQHSEw7dWewGCpC8AOkJh+4sdgMFSF6d\ngdRVASks7nQApG8ESNNYAFJNAdI0FoBUUxTRb8jiKFCA5AVITzj0ZXEUKEDyAqQnHPqyOAoU\nIHkB0hMOfVkcBQqQvADpCYe+LI4CBUheV0Ba9lfTuefHG0qf/m6iATbxJQCpLX0HkilVl1Su\nE9vFCZmTN0PzAYDUkMVRSwAkrxszktkV59CameSq6snJSqtNNMAmvgQgtaVvQUrbvt4ty92t\ntVAWdWquJpEQIDVkcdQOAMnra5DEP2fnwIblRdIjJ5n7/p+2kwKkhiyO2gEged2UkXR5E1Ev\nyMUN2xWUC5DZKvrRHpAasjhqB4DkdVdGcuo9DDbECyFZCG/xdRvEKeKi6bBA5D/R7/XTOpC7\nGhUkk5HU6vZTL6LOVvwhip1yXEV17Zr4/+RNfAkyUlu6MGpnRxoEGgqk9Vg5WqevqPTLKkBq\nyOKoEQCS1/cg6bEE8c+lXbuwdTuWjNSRxVErACSv77t2TpRWtTCEjLRkOTJ3b13mYEBqyOKo\nHQCS17dPNrxfw2KSacRNJH3KdhiPCPVjcdQSAMnrticb9G2hrWuX2ZnbAEgNWxy1AUDy4unv\nJxz6sjgKFCB5AdITDn1ZHAUKkLwA6QmHviyOAgVIXoD0hENfFkeBAiSvzkDqqoAUFnc6ANI3\nAqRpLACppgBpGgtAqimukRqx+BQoQPICpCcc+rH4FChA8gKkJxz6sfgUKEDyAqQnHPqx+BQo\nQPICpCcc+rH4FChA8rrrodVMNaFld+XDsQ6QmrH41AYAyeuWApG2ImRaqs4+KG6LnQBSoxaf\nWgIged3VtVvEf3aukeVKzUxK9r4FSI1YfIo7IHndB5KYzKfrnCQ9QFu7y5GRmrX4FHdA8rql\nitC2vKgJsoDUv8WndgBIXlfq2qXvEaStMkOoZbfYelzbOZmeHSC1YvGpHQCS100g6bJBS1IU\nRXf4dBE8/UKByKb00xqQhxoVJA2DLmS3LO4QpOChj6EcV4MWn9oBGcnrlvtItiKkGsIDpJ4t\nPrUBQPK689coDEhq6OHgGsnZ7Q6QmrH41A4AyetLkGzrD/hsN4osJMl5zh7DYEOLFp8aAiB5\nfflkg30VeUhmKoa/e7f41BIAyetC7e/dipBieC6sqlN4RKgfi0+tAJC8ePr7CYd+LD4FCpC8\nAOkJh34sPgUKkLwA6QmHfiw+BQqQvADpCYd+LD4FCpC8AOkJh34sPgUKkLw6A6mrSmxY3OkA\nSN8IkKaxAKSaAqRpLACppv4LIaOn2+SxGgVpT038NZv4EnyLtgRI59XEl+BbtCVAOq8mvgTf\noi0B0nk18SX4Fm2pM5AQalOAhNANAiSEbhAgIXSDAAmhG9QVSHp6+m8/ePsCoSjS77/Q3qf/\n9Fss8ls897doTj2BlJRS+eUHyw9XpZJ+2Ibzn/7bb6FKFWa+zawCpC8+fGaQtq8ASEqAdOKz\ntx9S81t+DVL+03//Z5FdOUBaBUjlH70tPpsLGgHp8W/RlgCp+JPj8uQgLXIJkFYBUuEHP9+p\n2vv0Z0B6/Fs0pp5AemyEddkbcP798Pfz38JcLzL8vaorkBBqVYCE0A0CJIRuECAhdIMACaEb\nBEgI3SBAQugGAVIXSsNE4NoS8WhABUFIDvnPhhfBa0fEogEVEPH6z0GvcNzr5VeIXjMiFA3o\nGKQNGxdJclDUmIhGA8qBtOWf+PYSx7/WJPWb74c+i1A8L8XDSyag9wYnqNpOeJlN6GERjOf1\nyq/FKyLnxxZe2yFcILUmovG4bG7ZcBEXRC81TPdKT0IPi2g8Lp9w1Lp5f+ljXmo/akFE42kl\nVFiQtgz0MqvEriERjIelx+bei+v6S3bxXjZlMWTXmIjGw4q4iKWXSlBhsEGdAUdtiXA8K5GI\n9vtqL3UhZTMWakFE41G9DlfF1pim5M2lml8NnRKxaF+BoWTYDpTaEZHoUJkhPvSwCARCNwiQ\nELpBgITQDQIkhG4QICF0gwAJoRv0/wEy1EM3mzzZ5QAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d22,d3,d4,d5)\n",
"ds <- da[order((da$\"人口総数\" / da$\"総面積\"), decreasing=T),]\n",
"das <- tail(head(ds, n=50),n=30)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= (das$\"人口総数\" / das$\"総面積\"),fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",(das$\"人口総数\" / das$\"総面積\"))),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口密度 TOP 21~50\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口密度\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=8)\n",
")\n",
"# 色を指定\n",
"#g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
"# ,labels=c(\"都道府県\", \"支庁\", \"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"g <- g + scale_fill_manual( values=c(LIME_5, ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"支庁\", \"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
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UWygpsuT4lybeNsKP4DAMnFBSDZ1T8i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\nTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d22,d3,d4,d5)\n",
"ds <- da[order((da$\"人口総数\" / da$\"総面積\"), decreasing=T),]\n",
"das <- tail(head(ds, n=100),n=50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= (das$\"人口総数\" / das$\"総面積\"),fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",(das$\"人口総数\" / das$\"総面積\"))),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口密度 TOP 51~100\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口密度\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=8)\n",
")\n",
"# 色を指定\n",
"#g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
"# ,labels=c(\"都道府県\", \"支庁\", \"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"g <- g + scale_fill_manual( values=c(BLUE_5, ORANGE_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"都道府県\", \"政令指定都市\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
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Y1AsllJ4spET2aAtI9hgOQXdTk1msA8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\nSUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d22,d3,d4,d5)\n",
"ds <- da[order((da$\"人口総数\" / da$\"総面積\"), decreasing=T),]\n",
"das <- tail(head(ds, n=150),n=50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= (das$\"人口総数\" / das$\"総面積\"),fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",(das$\"人口総数\" / das$\"総面積\"))),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口密度 TOP 101~150\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口密度\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=8)\n",
")\n",
"# 色を指定\n",
"#g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
"# ,labels=c(\"都道府県\", \"支庁\", \"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"g <- g + scale_fill_manual( values=c(BLUE_5, ORANGE_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"都道府県\", \"政令指定都市\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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DWJILV0JEhAnX6ti36FucyJm4ikEnfTZkakSx0JElAnQaoP4/KDSzYiiQZeNhuq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\n+dZ3e2lP/gAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"da <- rbind(d1,d2,d22,d3,d4,d5)\n",
"ds <- da[order((da$\"人口総数\" / da$\"総面積\"), decreasing=T),]\n",
"das <- tail(head(ds, n=200),n=50)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= (das$\"人口総数\" / das$\"総面積\"),fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",(das$\"人口総数\" / das$\"総面積\"))),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口密度 TOP 151~200\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口密度\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=8)\n",
")\n",
"# 色を指定\n",
"#g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, ORANGE_5, VIOLET_5, PINK_5, GRAPE_5, RED_5)\n",
"# ,labels=c(\"都道府県\", \"支庁\", \"政令指定都市\", \"県庁所在地\", \"市町村\", \"区\"))\n",
"g <- g + scale_fill_manual( values=c(ORANGE_5, PINK_5, GRAPE_5, RED_5)\n",
" ,labels=c(\"政令指定都市\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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lTVM3SDJ+Wp6VjLhAogjVtfdVffBNKv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\n8JLLAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_
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