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genkuroki/各県ごとに60ページ分のデータをまとめたもののグラフ.ipynb

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各県ごとに60ページ分のデータをまとめたもののグラフ.ipynb
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各県ごとに60ページ分のデータをまとめたもののグラフ.ipynb
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# 各県ごとに60ページ分のデータをまとめたもののグラフ\n\n以下で読み込んでいる `tabelog_scraping_data_60_pages_per_pref.npy` は\n\n* [食べログの店舗評価のスクレイピング](https://github.com/konkon3249/tabelog_scraping)\n\nにある `Scraping.ipynb` を実行して作成した `scraping.npy` のファイル名を変更したものである. ただし, その `scraping.npy` の中身は以下のように変更されている:\n\n* オリジナルでは saitama が抜けていたので追加した.\n* オリジナルではレビュー数が100件以上でかつ各都道府県ごとに最初の60ページ内にあるお店のデータのみを保存していたが, 100件以上という条件を除いて, 各都道府県ごとに最初の60ページ内になるお店のデータを取得した.\n* オリジナルでは `total_contents.npy` というファイルに, 「非会員・無料会員(店舗準会員)」と「有料会員(店舗会員)」の区別のデータなどが追加されていたが, 以下で使用する `scraping.npy` は追加前のファイルである. ([食べログ 非会員／無料会員／有料会員の見分け方](https://anond.hatelabo.jp/20191011180237))も参照せよ.\n* 55457件のデータが `scraping.npy` に含まれている.\n\nこのような `scraping.npy` のファイル名を変更して作った `tabelog_scraping_data_60_pages per_pref.npy` は\n\n* https://genkuroki.github.io/documents/Statistics/tabelog_scraping_data_60_pages_per_pref.npy\n\nからダウンロードできる.\n\n各都道府県ごとに最初の60ページ分のデータの様子は異なるので, それらをまとめてグラフにするのは正しいグラフの描き方ではない. 以下ではそういう不適切なことをしていることに注意して欲しい.\n\n当たりを付けるためのプロットに過ぎないことに注意せよ.\n\nレビュー数に評価値の最頻値がどのように依存するかをプロットするというアイデアは\n\n* [食べログの得点計算についてのポジティブな可能性を考えるー操作されたデータを検証する難しさー(井上明人) - Y!ニュース 2019-10-12](https://news.yahoo.co.jp/byline/inoueakito/20191012-00146614/)\n\nによる. 最頻値がきれいに0.2刻みで生じていることを確認できる."
},
{
"metadata": {
"toc": true
},
"cell_type": "markdown",
"source": "<h1>目次<span class=\"tocSkip\"></span></h1>\n<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#レビュー数の分布\" data-toc-modified-id=\"レビュー数の分布-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>レビュー数の分布</a></span></li><li><span><a href=\"#各都道府県ごとのデータのサイズの分布\" data-toc-modified-id=\"各都道府県ごとのデータのサイズの分布-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>各都道府県ごとのデータのサイズの分布</a></span></li><li><span><a href=\"#ヒストグラム\" data-toc-modified-id=\"ヒストグラム-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>ヒストグラム</a></span></li><li><span><a href=\"#レビュー数を動かして最頻値をプロット\" data-toc-modified-id=\"レビュー数を動かして最頻値をプロット-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>レビュー数を動かして最頻値をプロット</a></span></li></ul></div>"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ENV[\"LINES\"] = 100\nusing PyCall\nnp = pyimport(\"numpy\")\nusing StatsBase\nusing Plots\ngr()",
"execution_count": 1,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 1,
"data": {
"text/plain": "Plots.GRBackend()"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# データの読み込み\n\nnpscraping = np.load(\"tabelog_scraping_data_60_pages_per_pref.npy\", allow_pickle=true)\nX = [x for npscraping in npscraping for x in y]\n@show length(X)\n@show X[1]\n@show X[end]\npref = [x[\"pref\"] for x in X]\nname = [x[\"name\"] for x in X]\nreview_num = [x[\"amounts\"] for x in X]\nrating = [x[\"rates\"] for x in X]\n@show extrema(review_num)\n@show extrema(rating);",
"execution_count": 2,
"outputs": [
{
"output_type": "error",
"ename": "UndefVarError",
"evalue": "UndefVarError: y not defined",
"traceback": [
"UndefVarError: y not defined",
"",
"Stacktrace:",
" [1] (::getfield(Main, Symbol(\"##4#5\")))(::PyObject) at .\\none:0",
" [2] iterate at .\\generator.jl:47 [inlined]",
" [3] iterate at .\\iterators.jl:902 [inlined]",
" [4] iterate at .\\iterators.jl:898 [inlined]",
" [5] grow_to!(::Array{Any,1}, ::Base.Iterators.Flatten{Base.Generator{Array{PyObject,1},getfield(Main, Symbol(\"##4#5\"))}}) at .\\array.jl:666",
" [6] _collect at .\\array.jl:580 [inlined]",
" [7] collect(::Base.Iterators.Flatten{Base.Generator{Array{PyObject,1},getfield(Main, Symbol(\"##4#5\"))}}) at .\\array.jl:544",
" [8] top-level scope at In[2]:4"
]
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@show pref_name = collect(Set(pref));\n@show length(pref_name);",
"execution_count": 3,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "pref_name = collect(Set(pref)) = [\"akita\", \"hokkaido\", \"wakayama\", \"okinawa\", \"hiroshima\", \"shimane\", \"mie\", \"aomori\", \"nagasaki\", \"oita\", \"fukushima\", \"kagoshima\", \"yamanashi\", \"saga\", \"saitama\", \"fukui\", \"miyazaki\", \"shizuoka\", \"tokyo\", \"niigata\", \"kanagawa\", \"okayama\", \"ibaraki\", \"tochigi\", \"toyama\", \"aichi\", \"kochi\", \"kyoto\", \"gunma\", \"yamaguchi\", \"kagawa\", \"fukuoka\", \"chiba\", \"osaka\", \"kumamoto\", \"nagano\", \"miyagi\", \"iwate\", \"ishikawa\", \"hyogo\", \"ehime\", \"shiga\", \"tottori\", \"nara\", \"gifu\", \"yamagata\", \"tokushima\"]\nlength(pref_name) = 47\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "pref_list = [\n \"hokkaido\",\n \"aomori\",\"akita\",\"yamagata\",\"iwate\",\"miyagi\", \"fukushima\",\n \"chiba\",\"tochigi\",\"ibaraki\",\"gunma\",\"saitama\",\"tokyo\",\"kanagawa\",\n \"aichi\",\"gifu\",\"shizuoka\",\"niigata\",\"yamanashi\", \"nagano\",\"ishikawa\",\"toyama\",\"fukui\",\n \"mie\",\"osaka\",\"hyogo\",\"kyoto\",\"shiga\",\"nara\",\"wakayama\",\n \"okayama\",\"hiroshima\",\"tottori\",\"shimane\",\"yamaguchi\",\n \"kagawa\",\"tokushima\",\"ehime\",\"kochi\",\n \"fukuoka\",\"saga\",\"nagasaki\",\"kumamoto\",\"oita\",\"miyazaki\",\"kagoshima\",\"okinawa\"\n]\nSet(pref_name) == Set(pref_list)",
"execution_count": 4,
"outputs": [
{
"data": {
"text/plain": "true"
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "pref_name = pref_list",
"execution_count": 5,
"outputs": [
{
"data": {
"text/plain": "47-element Array{String,1}:\n \"hokkaido\" \n \"aomori\" \n \"akita\" \n \"yamagata\" \n \"iwate\" \n \"miyagi\" \n \"fukushima\"\n \"chiba\" \n \"tochigi\" \n \"ibaraki\" \n \"gunma\" \n \"saitama\" \n \"tokyo\" \n \"kanagawa\" \n \"aichi\" \n \"gifu\" \n \"shizuoka\" \n \"niigata\" \n \"yamanashi\"\n \"nagano\" \n \"ishikawa\" \n \"toyama\" \n \"fukui\" \n \"mie\" \n \"osaka\" \n \"hyogo\" \n \"kyoto\" \n \"shiga\" \n \"nara\" \n \"wakayama\" \n \"okayama\" \n \"hiroshima\"\n \"tottori\" \n \"shimane\" \n \"yamaguchi\"\n \"kagawa\" \n \"tokushima\"\n \"ehime\" \n \"kochi\" \n \"fukuoka\" \n \"saga\" \n \"nagasaki\" \n \"kumamoto\" \n \"oita\" \n \"miyazaki\" \n \"kagoshima\"\n \"okinawa\" "
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## レビュー数の分布"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "review_num_count = [count(review_num .== k) for k in 1:maximum(review_num)]\nplot((x -> ifelse(iszero(x), 0.9, x)).(review_num_count); \n legend=false, xlabel=\"review_num\", xscale=:log10, yscale=:log10)",
"execution_count": 6,
"outputs": [
{
"data": {
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\n 1485.91,626.606 1488.55,604.787 1491.16,602.936 1493.75,649.222 1496.31,646.819 1498.84,644.451 1501.35,675.329 1503.84,667.066 1506.31,669.776 1508.75,659.187 \n 1511.17,624.502 1513.57,624.502 1515.95,599.293 1518.31,642.115 1520.65,622.424 1522.96,656.64 1525.26,644.451 1527.54,642.115 1529.79,675.329 1532.03,654.131 \n 1534.25,667.066 1536.46,661.773 1538.64,656.64 1540.81,681.071 1542.96,656.64 1545.09,684.017 1547.2,696.339 1549.3,672.53 1551.38,681.071 1553.45,706.208 \n 1555.5,693.174 1557.54,709.63 1559.55,687.014 1561.56,702.854 1563.55,713.122 1565.52,739.818 1567.48,739.818 1569.43,761.845 1571.36,681.071 1573.28,716.688 \n 1575.18,757.204 1577.07,713.122 1578.95,693.174 1580.82,744.001 1582.67,752.688 1584.51,761.845 1586.33,744.001 1588.15,804.408 1589.95,731.752 1591.74,713.122 \n 1593.52,757.204 1595.28,709.63 1597.04,748.288 1598.78,727.858 1600.51,804.408 1602.23,761.845 1603.94,757.204 1605.64,804.408 1607.33,766.616 1609.01,735.737 \n 1610.67,748.288 1612.33,830.516 1613.98,766.616 1615.61,744.001 1617.24,804.408 1618.86,792.724 1620.46,810.568 1622.06,804.408 1623.65,798.465 1625.23,810.568 \n 1626.8,752.688 1628.36,888.92 1629.91,798.465 1631.45,853.131 1632.98,830.516 1634.51,870.082 1636.03,823.602 1637.53,781.793 1639.03,810.568 1640.52,823.602 \n 1642,853.131 1643.48,870.082 1644.94,899.187 1646.4,888.92 1647.85,837.724 1649.3,853.131 1650.73,853.131 1652.16,798.465 1653.58,830.516 1654.99,870.082 \n 1656.39,845.253 1657.79,845.253 1659.18,899.187 1660.56,888.92 1661.94,861.395 1663.31,888.92 1664.67,816.96 1666.02,845.253 1667.37,962.647 1668.71,888.92 \n 1670.05,853.131 1671.38,861.395 1672.7,853.131 1674.01,879.239 1675.32,934.354 1676.62,870.082 1677.92,888.92 1679.21,910.118 1680.49,888.92 1681.77,934.354 \n 1683.04,888.92 1684.3,899.187 1685.56,921.803 1686.82,962.647 1688.06,888.92 1689.3,1039.2 1690.54,978.789 1691.77,899.187 1693,996.633 1694.21,921.803 \n 1695.43,934.354 1696.64,879.239 1697.84,910.118 1699.04,978.789 1700.23,947.91 1701.41,996.633 1702.6,962.647 1703.77,921.803 1704.94,1039.2 1706.11,978.789 \n 1707.27,978.789 1708.42,978.789 1709.58,996.633 1710.72,996.633 1711.86,996.633 1713,921.803 1714.13,996.633 1715.26,1039.2 1716.38,996.633 1717.5,1016.58 \n 1718.61,1016.58 1719.72,947.91 1720.82,1096.18 1721.92,934.354 1723.01,996.633 1724.1,947.91 1725.19,1016.58 1726.27,996.633 1727.35,996.633 1728.42,996.633 \n 1729.49,1039.2 1730.55,996.633 1731.61,947.91 1732.67,1039.2 1733.72,1182.7 1734.76,1133.98 1735.81,996.633 1736.85,1096.18 1737.88,1065.3 1738.91,1065.3 \n 1739.94,934.354 1740.96,962.647 1741.98,853.131 1743,910.118 1744.01,845.253 1745.02,910.118 1746.02,921.803 1747.02,899.187 1748.02,921.803 1749.01,962.647 \n 1750,962.647 1750.99,861.395 1751.97,934.354 1752.95,899.187 1753.92,921.803 1754.89,879.239 1755.86,830.516 1756.82,888.92 1757.78,1065.3 1758.74,899.187 \n 1759.7,1016.58 1760.65,1065.3 1761.59,910.118 1762.54,899.187 1763.48,962.647 1764.41,996.633 1765.35,947.91 1766.28,1039.2 1767.21,947.91 1768.13,910.118 \n 1769.05,910.118 1769.97,899.187 1770.88,978.789 1771.8,1016.58 1772.7,962.647 1773.61,962.647 1774.51,910.118 1775.41,996.633 1776.31,921.803 1777.2,962.647 \n 1778.09,996.633 1778.98,1016.58 1779.86,962.647 1780.75,1016.58 1781.62,1039.2 1782.5,996.633 1783.37,996.633 1784.24,962.647 1785.11,996.633 1785.97,899.187 \n 1786.84,996.633 1787.7,1016.58 1788.55,978.789 1789.41,962.647 1790.26,978.789 1791.1,978.789 1791.95,996.633 1792.79,921.803 1793.63,830.516 1794.47,947.91 \n 1795.3,996.633 1796.14,1133.98 1796.97,947.91 1797.79,978.789 1798.62,962.647 1799.44,1016.58 1800.26,996.633 1801.08,978.789 1801.89,947.91 1802.7,962.647 \n 1803.51,1133.98 1804.32,1016.58 1805.12,1039.2 1805.93,934.354 1806.73,1016.58 1807.52,1096.18 1808.32,962.647 1809.11,1039.2 1809.9,1133.98 1810.69,1016.58 \n 1811.48,962.647 1812.26,934.354 1813.04,1039.2 1813.82,962.647 1814.6,910.118 1815.37,1096.18 1816.14,1096.18 1816.91,996.633 1817.68,996.633 1818.45,978.789 \n 1819.21,1039.2 1819.97,1096.18 1820.73,1096.18 1821.49,1096.18 1822.24,1096.18 1822.99,947.91 1823.75,1065.3 1824.49,1065.3 1825.24,1016.58 1825.98,978.789 \n 1826.73,1016.58 1827.47,996.633 1828.2,1065.3 1828.94,1016.58 1829.67,1039.2 1830.41,1065.3 1831.14,1096.18 1831.86,1065.3 1832.59,1251.37 1833.32,1096.18 \n 1834.04,1065.3 1834.76,1039.2 1835.48,978.789 1836.19,1039.2 1836.91,1016.58 1837.62,1065.3 1838.33,1016.58 1839.04,1016.58 1839.75,1065.3 1840.45,1133.98 \n 1841.15,1133.98 1841.86,1182.7 1842.55,1133.98 1843.25,1065.3 1843.95,1182.7 1844.64,1096.18 1845.33,1039.2 1846.03,1133.98 1846.71,1182.7 1847.4,1182.7 \n 1848.09,978.789 1848.77,1096.18 1849.45,1182.7 1850.13,1065.3 1850.81,1133.98 1851.49,1039.2 1852.16,1182.7 1852.83,1251.37 1853.51,1182.7 1854.17,1096.18 \n 1854.84,1133.98 1855.51,1182.7 1856.17,1039.2 1856.84,1182.7 1857.5,1182.7 1858.16,1133.98 1858.82,1251.37 1859.47,1096.18 1860.13,1039.2 1860.78,1133.98 \n 1861.43,996.633 1862.08,1368.76 1862.73,1096.18 1863.38,1096.18 1864.03,1133.98 1864.67,1251.37 1865.31,1182.7 1865.95,1182.7 1866.59,1133.98 1867.23,1096.18 \n 1867.87,1182.7 1868.5,1133.98 1869.13,1039.2 1869.77,1251.37 1870.4,1182.7 1871.02,1182.7 1871.65,1096.18 1872.28,1133.98 1872.9,1065.3 1873.53,1182.7 \n 1874.15,1368.76 1874.77,1182.7 1875.39,1039.2 1876,1251.37 1876.62,1039.2 1877.23,1182.7 1877.85,1368.76 1878.46,1251.37 1879.07,1182.7 1879.68,1133.98 \n 1880.28,1133.98 1880.89,1368.76 1881.49,1368.76 1882.1,1133.98 1882.7,1368.76 1883.3,1133.98 1883.9,1065.3 1884.5,1368.76 1885.09,1368.76 1885.69,1251.37 \n 1886.28,1251.37 1886.88,1182.7 1887.47,1182.7 1888.06,1096.18 1888.65,1251.37 1889.23,1368.76 1889.82,1368.76 1890.4,1251.37 1890.99,1251.37 1891.57,1182.7 \n 1892.15,1251.37 1892.73,1096.18 1893.31,1133.98 1893.89,1368.76 1894.46,1386.61 1895.04,1251.37 1895.61,1251.37 1896.18,1096.18 1896.75,1386.61 1897.32,1133.98 \n 1897.89,1096.18 1898.46,1251.37 1899.03,1182.7 1899.59,1251.37 1900.16,1133.98 1900.72,1096.18 1901.28,1182.7 1901.84,1368.76 1902.4,1182.7 1902.96,1096.18 \n 1903.51,1251.37 1904.07,1182.7 1904.62,1096.18 1905.18,1182.7 1905.73,1251.37 1906.28,1133.98 1906.83,1251.37 1907.38,1182.7 1907.93,1386.61 1908.47,1133.98 \n 1909.02,1182.7 1909.56,1182.7 1910.11,1251.37 1910.65,1251.37 1911.19,1386.61 1911.73,1133.98 1912.27,1251.37 1912.81,1182.7 1913.34,1096.18 1913.88,1251.37 \n 1914.41,1133.98 1914.95,1182.7 1915.48,1368.76 1916.01,1182.7 1916.54,1368.76 1917.07,1368.76 1917.6,1182.7 1918.13,1133.98 1918.65,1182.7 1919.18,1133.98 \n 1919.7,1368.76 1920.23,1251.37 1920.75,1368.76 1921.27,1096.18 1921.79,1182.7 1922.31,1182.7 1922.83,1182.7 1923.34,1368.76 1923.86,1182.7 1924.37,1386.61 \n 1924.89,1182.7 1925.4,1251.37 1925.91,1065.3 1926.42,1251.37 1926.93,1251.37 1927.44,1368.76 1927.95,1182.7 1928.46,1251.37 1928.97,1133.98 1929.47,1065.3 \n 1929.98,1368.76 1930.48,1251.37 1930.98,1096.18 1931.48,1251.37 1931.98,1386.61 1932.48,1368.76 1932.98,1133.98 1933.48,1386.61 1933.98,1182.7 1934.47,1251.37 \n 1934.97,1182.7 1935.46,1368.76 1935.95,1251.37 1936.45,1368.76 1936.94,1368.76 1937.43,1386.61 1937.92,1386.61 1938.41,1251.37 1938.9,1368.76 1939.38,1368.76 \n 1939.87,1182.7 1940.35,1386.61 1940.84,1386.61 1941.32,1386.61 1941.8,1251.37 1942.29,1386.61 1942.77,1182.7 1943.25,1251.37 1943.72,1133.98 1944.2,1386.61 \n 1944.68,1386.61 1945.16,1386.61 1945.63,1368.76 1946.11,1251.37 1946.58,1096.18 1947.05,1133.98 1947.53,1368.76 1948,1133.98 1948.47,1251.37 1948.94,1386.61 \n 1949.41,1386.61 1949.88,1251.37 1950.34,1251.37 1950.81,1251.37 1951.28,1182.7 1951.74,1368.76 1952.2,1182.7 1952.67,1368.76 1953.13,1251.37 1953.59,1251.37 \n 1954.05,1386.61 1954.51,1251.37 1954.97,1368.76 1955.43,1368.76 1955.89,1251.37 1956.35,1251.37 1956.8,1386.61 1957.26,1368.76 1957.71,1386.61 1958.17,1368.76 \n 1958.62,1386.61 1959.07,1368.76 1959.52,1251.37 1959.97,1251.37 1960.42,1368.76 1960.87,1368.76 1961.32,1368.76 1961.77,1386.61 1962.22,1368.76 1962.66,1386.61 \n 1963.11,1368.76 1963.55,1368.76 1964,1368.76 1964.44,1386.61 1964.88,1368.76 1965.33,1368.76 1965.77,1368.76 1966.21,1386.61 1966.65,1251.37 1967.09,1368.76 \n 1967.52,1368.76 1967.96,1368.76 1968.4,1368.76 1968.83,1386.61 1969.27,1368.76 1969.7,1368.76 1970.14,1386.61 1970.57,1386.61 1971,1368.76 1971.44,1386.61 \n 1971.87,1368.76 1972.3,1251.37 1972.73,1368.76 1973.16,1386.61 1973.59,1368.76 1974.01,1386.61 1974.44,1251.37 1974.87,1368.76 1975.29,1386.61 1975.72,1386.61 \n 1976.14,1386.61 1976.57,1368.76 1976.99,1386.61 1977.41,1182.7 1977.83,1251.37 1978.25,1251.37 1978.67,1386.61 1979.09,1368.76 1979.51,1251.37 1979.93,1386.61 \n 1980.35,1065.3 1980.77,1368.76 1981.18,1368.76 1981.6,1368.76 1982.01,1368.76 1982.43,1386.61 1982.84,1386.61 1983.26,1368.76 1983.67,1251.37 1984.08,1251.37 \n 1984.49,1386.61 1984.9,1368.76 1985.31,1386.61 1985.72,1368.76 1986.13,1386.61 1986.54,1368.76 1986.95,1368.76 1987.35,1368.76 1987.76,1368.76 1988.16,1386.61 \n 1988.57,1368.76 1988.97,1368.76 1989.38,1368.76 1989.78,1368.76 1990.18,1386.61 1990.59,1386.61 1990.99,1386.61 1991.39,1251.37 1991.79,1251.37 1992.19,1251.37 \n 1992.59,1368.76 1992.99,1386.61 1993.38,1386.61 1993.78,1368.76 1994.18,1386.61 1994.57,1368.76 1994.97,1386.61 1995.36,1386.61 1995.76,1368.76 1996.15,1386.61 \n 1996.55,1368.76 1996.94,1386.61 1997.33,1368.76 1997.72,1368.76 1998.11,1386.61 1998.5,1386.61 1998.89,1368.76 1999.28,1182.7 1999.67,1182.7 2000.06,1386.61 \n 2000.45,1251.37 2000.83,1386.61 2001.22,1251.37 2001.61,1386.61 2001.99,1386.61 2002.38,1386.61 2002.76,1251.37 2003.14,1368.76 2003.53,1386.61 2003.91,1368.76 \n 2004.29,1386.61 2004.67,1386.61 2005.05,1386.61 2005.43,1368.76 2005.81,1386.61 2006.19,1386.61 2006.57,1386.61 2006.95,1386.61 2007.33,1368.76 2007.7,1386.61 \n 2008.08,1386.61 2008.46,1386.61 2008.83,1251.37 2009.21,1368.76 2009.58,1251.37 2009.96,1386.61 2010.33,1386.61 2010.7,1386.61 2011.07,1386.61 2011.45,1368.76 \n 2011.82,1251.37 2012.19,1386.61 2012.56,1386.61 2012.93,1386.61 2013.3,1368.76 2013.67,1368.76 2014.03,1386.61 2014.4,1386.61 2014.77,1368.76 2015.14,1368.76 \n 2015.5,1368.76 2015.87,1368.76 2016.23,1386.61 2016.6,1368.76 2016.96,1386.61 2017.33,1386.61 2017.69,1251.37 2018.05,1368.76 2018.42,1368.76 2018.78,1368.76 \n 2019.14,1368.76 2019.5,1251.37 2019.86,1386.61 2020.22,1368.76 2020.58,1368.76 2020.94,1386.61 2021.3,1386.61 2021.65,1386.61 2022.01,1386.61 2022.37,1386.61 \n 2022.73,1386.61 2023.08,1386.61 2023.44,1386.61 2023.79,1386.61 2024.15,1368.76 2024.5,1386.61 2024.85,1386.61 2025.21,1251.37 2025.56,1386.61 2025.91,1251.37 \n 2026.26,1368.76 2026.62,1368.76 2026.97,1368.76 2027.32,1368.76 2027.67,1386.61 2028.02,1251.37 2028.37,1368.76 2028.71,1368.76 2029.06,1386.61 2029.41,1386.61 \n 2029.76,1368.76 2030.1,1386.61 2030.45,1386.61 2030.8,1368.76 2031.14,1386.61 2031.49,1368.76 2031.83,1368.76 2032.18,1386.61 2032.52,1386.61 2032.86,1386.61 \n 2033.21,1386.61 2033.55,1368.76 2033.89,1386.61 2034.23,1368.76 2034.57,1368.76 2034.91,1386.61 2035.25,1386.61 2035.59,1386.61 2035.93,1368.76 2036.27,1386.61 \n 2036.61,1368.76 2036.95,1386.61 2037.29,1368.76 2037.62,1386.61 2037.96,1386.61 2038.3,1386.61 2038.63,1386.61 2038.97,1368.76 2039.3,1133.98 2039.64,1368.76 \n 2039.97,1386.61 2040.3,1386.61 2040.64,1386.61 2040.97,1386.61 2041.3,1386.61 2041.64,1368.76 2041.97,1368.76 2042.3,1386.61 2042.63,1386.61 2042.96,1386.61 \n 2043.29,1368.76 2043.62,1368.76 2043.95,1368.76 2044.28,1368.76 2044.61,1386.61 2044.94,1386.61 2045.26,1368.76 2045.59,1386.61 2045.92,1386.61 2046.24,1386.61 \n 2046.57,1368.76 2046.9,1251.37 2047.22,1368.76 2047.55,1368.76 2047.87,1386.61 2048.19,1386.61 2048.52,1368.76 2048.84,1368.76 2049.16,1386.61 2049.49,1386.61 \n 2049.81,1386.61 2050.13,1386.61 2050.45,1251.37 2050.77,1386.61 2051.09,1251.37 2051.41,1386.61 2051.73,1386.61 2052.05,1386.61 2052.37,1386.61 2052.69,1368.76 \n 2053.01,1386.61 2053.33,1386.61 2053.65,1386.61 2053.96,1386.61 2054.28,1386.61 2054.6,1386.61 2054.91,1386.61 2055.23,1368.76 2055.54,1386.61 2055.86,1386.61 \n 2056.17,1386.61 2056.49,1368.76 2056.8,1386.61 2057.11,1386.61 2057.43,1368.76 2057.74,1386.61 2058.05,1386.61 2058.36,1386.61 2058.68,1368.76 2058.99,1386.61 \n 2059.3,1386.61 2059.61,1368.76 2059.92,1386.61 2060.23,1368.76 2060.54,1386.61 2060.85,1386.61 2061.16,1368.76 2061.46,1386.61 2061.77,1386.61 2062.08,1386.61 \n 2062.39,1386.61 2062.7,1386.61 2063,1386.61 2063.31,1386.61 2063.61,1386.61 2063.92,1386.61 2064.22,1368.76 2064.53,1386.61 2064.83,1386.61 2065.14,1386.61 \n 2065.44,1386.61 2065.75,1386.61 2066.05,1386.61 2066.35,1386.61 2066.65,1386.61 2066.96,1386.61 2067.26,1386.61 2067.56,1368.76 2067.86,1386.61 2068.16,1386.61 \n 2068.46,1386.61 2068.76,1368.76 2069.06,1386.61 2069.36,1386.61 2069.66,1368.76 2069.96,1386.61 2070.26,1386.61 2070.56,1368.76 2070.85,1386.61 2071.15,1386.61 \n 2071.45,1368.76 2071.75,1386.61 2072.04,1368.76 2072.34,1368.76 2072.63,1386.61 2072.93,1386.61 2073.22,1386.61 2073.52,1386.61 2073.81,1386.61 2074.11,1368.76 \n 2074.4,1386.61 2074.7,1386.61 2074.99,1386.61 2075.28,1386.61 2075.57,1386.61 2075.87,1251.37 2076.16,1386.61 2076.45,1386.61 2076.74,1386.61 2077.03,1386.61 \n 2077.32,1386.61 2077.61,1386.61 2077.9,1386.61 2078.19,1386.61 2078.48,1368.76 2078.77,1386.61 2079.06,1386.61 2079.35,1386.61 2079.64,1386.61 2079.92,1386.61 \n 2080.21,1386.61 2080.5,1386.61 2080.79,1386.61 2081.07,1386.61 2081.36,1386.61 2081.65,1386.61 2081.93,1386.61 2082.22,1386.61 2082.5,1386.61 2082.79,1386.61 \n 2083.07,1368.76 2083.36,1386.61 2083.64,1386.61 2083.92,1386.61 2084.21,1386.61 2084.49,1386.61 2084.77,1386.61 2085.05,1368.76 2085.34,1386.61 2085.62,1386.61 \n 2085.9,1386.61 2086.18,1386.61 2086.46,1386.61 2086.74,1386.61 2087.02,1368.76 2087.3,1386.61 2087.58,1386.61 2087.86,1386.61 2088.14,1386.61 2088.42,1386.61 \n 2088.7,1386.61 2088.98,1386.61 2089.25,1386.61 2089.53,1386.61 2089.81,1386.61 2090.09,1386.61 2090.36,1386.61 2090.64,1368.76 2090.92,1386.61 2091.19,1386.61 \n 2091.47,1386.61 2091.74,1386.61 2092.02,1386.61 2092.29,1386.61 2092.57,1386.61 2092.84,1386.61 2093.12,1386.61 2093.39,1386.61 2093.66,1368.76 2093.94,1386.61 \n 2094.21,1386.61 2094.48,1386.61 2094.75,1386.61 2095.03,1386.61 2095.3,1386.61 2095.57,1386.61 2095.84,1386.61 2096.11,1386.61 2096.38,1386.61 2096.65,1386.61 \n 2096.92,1386.61 2097.19,1386.61 2097.46,1386.61 2097.73,1368.76 2098,1386.61 2098.27,1368.76 2098.54,1386.61 2098.81,1386.61 2099.07,1368.76 2099.34,1386.61 \n 2099.61,1386.61 2099.88,1386.61 2100.14,1386.61 2100.41,1386.61 2100.68,1386.61 2100.94,1368.76 2101.21,1368.76 2101.47,1386.61 2101.74,1386.61 2102,1368.76 \n 2102.27,1386.61 2102.53,1386.61 2102.8,1386.61 2103.06,1386.61 2103.33,1386.61 2103.59,1386.61 2103.85,1386.61 2104.12,1386.61 2104.38,1386.61 2104.64,1386.61 \n 2104.9,1368.76 2105.16,1386.61 2105.43,1386.61 2105.69,1368.76 2105.95,1386.61 2106.21,1386.61 2106.47,1386.61 2106.73,1386.61 2106.99,1368.76 2107.25,1386.61 \n 2107.51,1368.76 2107.77,1386.61 2108.03,1386.61 2108.29,1386.61 2108.55,1386.61 2108.81,1386.61 2109.06,1386.61 2109.32,1386.61 2109.58,1386.61 2109.84,1386.61 \n 2110.09,1386.61 2110.35,1386.61 2110.61,1386.61 2110.86,1386.61 2111.12,1386.61 2111.38,1386.61 2111.63,1386.61 2111.89,1368.76 2112.14,1386.61 2112.4,1386.61 \n 2112.65,1386.61 2112.91,1386.61 2113.16,1386.61 2113.41,1386.61 2113.67,1386.61 2113.92,1368.76 2114.17,1386.61 2114.43,1386.61 2114.68,1386.61 2114.93,1386.61 \n 2115.19,1386.61 2115.44,1386.61 2115.69,1368.76 2115.94,1386.61 2116.19,1386.61 2116.44,1386.61 2116.69,1386.61 2116.94,1386.61 2117.2,1386.61 2117.45,1386.61 \n 2117.7,1386.61 2117.95,1386.61 2118.19,1386.61 2118.44,1386.61 2118.69,1386.61 2118.94,1386.61 2119.19,1386.61 2119.44,1386.61 2119.69,1386.61 2119.93,1386.61 \n 2120.18,1386.61 2120.43,1386.61 2120.68,1386.61 2120.92,1386.61 2121.17,1386.61 2121.42,1386.61 2121.66,1386.61 2121.91,1386.61 2122.15,1386.61 2122.4,1368.76 \n 2122.65,1386.61 2122.89,1386.61 2123.14,1368.76 2123.38,1386.61 2123.63,1386.61 2123.87,1386.61 2124.11,1386.61 2124.36,1386.61 2124.6,1386.61 2124.84,1386.61 \n 2125.09,1386.61 2125.33,1386.61 2125.57,1386.61 2125.82,1386.61 2126.06,1386.61 2126.3,1386.61 2126.54,1386.61 2126.78,1386.61 2127.02,1386.61 2127.27,1386.61 \n 2127.51,1386.61 2127.75,1368.76 2127.99,1386.61 2128.23,1386.61 2128.47,1386.61 2128.71,1386.61 2128.95,1386.61 2129.19,1386.61 2129.43,1386.61 2129.67,1386.61 \n 2129.9,1386.61 2130.14,1386.61 2130.38,1386.61 2130.62,1386.61 2130.86,1386.61 2131.09,1386.61 2131.33,1386.61 2131.57,1386.61 2131.81,1386.61 2132.04,1386.61 \n 2132.28,1386.61 2132.52,1386.61 2132.75,1386.61 2132.99,1386.61 2133.22,1386.61 2133.46,1386.61 2133.7,1386.61 2133.93,1386.61 2134.17,1386.61 2134.4,1386.61 \n 2134.64,1386.61 2134.87,1368.76 2135.1,1386.61 2135.34,1386.61 2135.57,1386.61 2135.81,1386.61 2136.04,1386.61 2136.27,1386.61 2136.5,1386.61 2136.74,1368.76 \n 2136.97,1386.61 2137.2,1386.61 2137.43,1386.61 2137.67,1386.61 2137.9,1386.61 2138.13,1386.61 2138.36,1386.61 2138.59,1386.61 2138.82,1386.61 2139.05,1386.61 \n 2139.28,1386.61 2139.52,1386.61 2139.75,1386.61 2139.98,1386.61 2140.21,1386.61 2140.43,1386.61 2140.66,1386.61 2140.89,1386.61 2141.12,1251.37 2141.35,1386.61 \n 2141.58,1386.61 2141.81,1386.61 2142.04,1386.61 2142.26,1386.61 2142.49,1386.61 2142.72,1386.61 2142.95,1386.61 2143.17,1386.61 2143.4,1386.61 2143.63,1386.61 \n 2143.85,1386.61 2144.08,1386.61 2144.31,1386.61 2144.53,1386.61 2144.76,1386.61 2144.99,1386.61 2145.21,1386.61 2145.44,1386.61 2145.66,1386.61 2145.89,1386.61 \n 2146.11,1386.61 2146.34,1386.61 2146.56,1386.61 2146.78,1386.61 2147.01,1386.61 2147.23,1386.61 2147.46,1386.61 2147.68,1386.61 2147.9,1386.61 2148.13,1386.61 \n 2148.35,1386.61 2148.57,1386.61 2148.79,1386.61 2149.02,1386.61 2149.24,1386.61 2149.46,1386.61 2149.68,1386.61 2149.9,1368.76 2150.12,1368.76 2150.35,1386.61 \n 2150.57,1386.61 2150.79,1386.61 2151.01,1386.61 2151.23,1386.61 2151.45,1386.61 2151.67,1386.61 2151.89,1386.61 2152.11,1386.61 2152.33,1368.76 2152.55,1386.61 \n 2152.77,1386.61 2152.99,1386.61 2153.21,1386.61 2153.42,1386.61 2153.64,1386.61 2153.86,1386.61 2154.08,1386.61 2154.3,1386.61 2154.51,1386.61 2154.73,1386.61 \n 2154.95,1386.61 2155.17,1386.61 2155.38,1386.61 2155.6,1386.61 2155.82,1386.61 2156.03,1368.76 2156.25,1386.61 2156.47,1386.61 2156.68,1386.61 2156.9,1386.61 \n 2157.11,1386.61 2157.33,1386.61 2157.55,1386.61 2157.76,1386.61 2157.98,1386.61 2158.19,1386.61 2158.4,1386.61 2158.62,1386.61 2158.83,1368.76 2159.05,1386.61 \n 2159.26,1386.61 2159.48,1386.61 2159.69,1386.61 2159.9,1386.61 2160.12,1386.61 2160.33,1386.61 2160.54,1386.61 2160.75,1386.61 2160.97,1386.61 2161.18,1386.61 \n 2161.39,1386.61 2161.6,1386.61 2161.82,1386.61 2162.03,1386.61 2162.24,1386.61 2162.45,1386.61 2162.66,1368.76 2162.87,1386.61 2163.08,1386.61 2163.29,1386.61 \n 2163.51,1386.61 2163.72,1386.61 2163.93,1386.61 2164.14,1386.61 2164.35,1386.61 2164.56,1386.61 2164.77,1386.61 2164.98,1386.61 2165.18,1368.76 2165.39,1386.61 \n 2165.6,1386.61 2165.81,1386.61 2166.02,1386.61 2166.23,1386.61 2166.44,1386.61 2166.64,1386.61 2166.85,1386.61 2167.06,1386.61 2167.27,1386.61 2167.48,1386.61 \n 2167.68,1386.61 2167.89,1386.61 2168.1,1386.61 2168.3,1386.61 2168.51,1386.61 2168.72,1386.61 2168.92,1386.61 2169.13,1386.61 2169.34,1386.61 2169.54,1386.61 \n 2169.75,1386.61 2169.95,1386.61 2170.16,1386.61 2170.36,1386.61 2170.57,1386.61 2170.77,1386.61 2170.98,1386.61 2171.18,1386.61 2171.39,1386.61 2171.59,1386.61 \n 2171.8,1386.61 2172,1386.61 2172.2,1386.61 2172.41,1386.61 2172.61,1386.61 2172.81,1386.61 2173.02,1386.61 2173.22,1386.61 2173.42,1386.61 2173.63,1386.61 \n 2173.83,1386.61 2174.03,1386.61 2174.23,1386.61 2174.44,1386.61 2174.64,1386.61 2174.84,1386.61 2175.04,1386.61 2175.24,1386.61 2175.45,1386.61 2175.65,1386.61 \n 2175.85,1386.61 2176.05,1386.61 2176.25,1386.61 2176.45,1386.61 2176.65,1386.61 2176.85,1386.61 2177.05,1386.61 2177.25,1386.61 2177.45,1386.61 2177.65,1386.61 \n 2177.85,1386.61 2178.05,1386.61 2178.25,1386.61 2178.45,1386.61 2178.65,1386.61 2178.85,1386.61 2179.04,1386.61 2179.24,1386.61 2179.44,1386.61 2179.64,1386.61 \n 2179.84,1386.61 2180.04,1386.61 2180.23,1386.61 2180.43,1386.61 2180.63,1386.61 2180.83,1386.61 2181.02,1386.61 2181.22,1386.61 2181.42,1386.61 2181.61,1386.61 \n 2181.81,1386.61 2182.01,1386.61 2182.2,1386.61 2182.4,1386.61 2182.6,1368.76 2182.79,1386.61 2182.99,1386.61 2183.18,1386.61 2183.38,1386.61 2183.57,1386.61 \n 2183.77,1386.61 2183.97,1386.61 2184.16,1386.61 2184.35,1386.61 2184.55,1386.61 2184.74,1386.61 2184.94,1386.61 2185.13,1386.61 2185.33,1386.61 2185.52,1368.76 \n 2185.71,1386.61 2185.91,1386.61 2186.1,1386.61 2186.3,1386.61 2186.49,1386.61 2186.68,1386.61 2186.87,1386.61 2187.07,1386.61 2187.26,1386.61 2187.45,1386.61 \n 2187.64,1386.61 2187.84,1386.61 2188.03,1386.61 2188.22,1386.61 2188.41,1386.61 2188.6,1386.61 2188.8,1386.61 2188.99,1386.61 2189.18,1386.61 2189.37,1386.61 \n 2189.56,1386.61 2189.75,1386.61 2189.94,1386.61 2190.13,1386.61 2190.32,1386.61 2190.51,1386.61 2190.71,1386.61 2190.9,1386.61 2191.09,1386.61 2191.27,1386.61 \n 2191.46,1386.61 2191.65,1386.61 2191.84,1386.61 2192.03,1386.61 2192.22,1386.61 2192.41,1386.61 2192.6,1386.61 2192.79,1386.61 2192.98,1386.61 2193.17,1386.61 \n 2193.35,1386.61 2193.54,1386.61 2193.73,1386.61 2193.92,1386.61 2194.11,1386.61 2194.29,1386.61 2194.48,1386.61 2194.67,1386.61 2194.86,1386.61 2195.04,1386.61 \n 2195.23,1386.61 2195.42,1386.61 2195.6,1386.61 2195.79,1386.61 2195.98,1386.61 2196.16,1386.61 2196.35,1386.61 2196.54,1386.61 2196.72,1386.61 2196.91,1386.61 \n 2197.09,1386.61 2197.28,1386.61 2197.46,1386.61 2197.65,1386.61 2197.84,1386.61 2198.02,1386.61 2198.21,1386.61 2198.39,1386.61 2198.58,1386.61 2198.76,1386.61 \n 2198.94,1386.61 2199.13,1386.61 2199.31,1386.61 2199.5,1386.61 2199.68,1386.61 2199.86,1386.61 2200.05,1386.61 2200.23,1386.61 2200.42,1386.61 2200.6,1386.61 \n 2200.78,1386.61 2200.96,1386.61 2201.15,1386.61 2201.33,1386.61 2201.51,1386.61 2201.7,1386.61 2201.88,1386.61 2202.06,1386.61 2202.24,1386.61 2202.43,1386.61 \n 2202.61,1386.61 2202.79,1386.61 2202.97,1386.61 2203.15,1386.61 2203.33,1386.61 2203.51,1386.61 2203.7,1368.76 2203.88,1386.61 2204.06,1386.61 2204.24,1386.61 \n 2204.42,1386.61 2204.6,1386.61 2204.78,1386.61 2204.96,1386.61 2205.14,1386.61 2205.32,1386.61 2205.5,1386.61 2205.68,1386.61 2205.86,1386.61 2206.04,1386.61 \n 2206.22,1386.61 2206.4,1386.61 2206.58,1386.61 2206.76,1386.61 2206.94,1386.61 2207.12,1386.61 2207.29,1386.61 2207.47,1386.61 2207.65,1368.76 2207.83,1386.61 \n 2208.01,1386.61 2208.19,1386.61 2208.37,1386.61 2208.54,1386.61 2208.72,1386.61 2208.9,1386.61 2209.08,1386.61 2209.25,1386.61 2209.43,1386.61 2209.61,1386.61 \n 2209.79,1386.61 2209.96,1386.61 2210.14,1386.61 2210.32,1386.61 2210.49,1386.61 2210.67,1386.61 2210.85,1386.61 2211.02,1386.61 2211.2,1386.61 2211.37,1386.61 \n 2211.55,1386.61 2211.73,1386.61 2211.9,1386.61 2212.08,1386.61 2212.25,1386.61 2212.43,1386.61 2212.6,1386.61 2212.78,1386.61 2212.95,1386.61 2213.13,1386.61 \n 2213.3,1386.61 2213.48,1386.61 2213.65,1386.61 2213.83,1386.61 2214,1386.61 2214.18,1386.61 2214.35,1386.61 2214.52,1386.61 2214.7,1386.61 2214.87,1386.61 \n 2215.05,1386.61 2215.22,1386.61 2215.39,1386.61 2215.57,1386.61 2215.74,1386.61 2215.91,1386.61 2216.09,1386.61 2216.26,1386.61 2216.43,1386.61 2216.6,1368.76 \n 2216.78,1386.61 2216.95,1386.61 2217.12,1386.61 2217.29,1386.61 2217.47,1386.61 2217.64,1386.61 2217.81,1386.61 2217.98,1386.61 2218.15,1386.61 2218.32,1386.61 \n 2218.5,1386.61 2218.67,1386.61 2218.84,1386.61 2219.01,1386.61 2219.18,1386.61 2219.35,1386.61 2219.52,1386.61 2219.69,1386.61 2219.86,1386.61 2220.03,1386.61 \n 2220.2,1386.61 2220.38,1386.61 2220.55,1386.61 2220.72,1386.61 2220.89,1386.61 2221.06,1386.61 2221.22,1386.61 2221.39,1386.61 2221.56,1386.61 2221.73,1386.61 \n 2221.9,1386.61 2222.07,1386.61 2222.24,1386.61 2222.41,1386.61 2222.58,1386.61 2222.75,1386.61 2222.92,1386.61 2223.08,1386.61 2223.25,1386.61 2223.42,1386.61 \n 2223.59,1368.76 2223.76,1386.61 2223.93,1386.61 2224.09,1386.61 2224.26,1386.61 2224.43,1386.61 2224.6,1386.61 2224.76,1386.61 2224.93,1386.61 2225.1,1386.61 \n 2225.27,1386.61 2225.43,1386.61 2225.6,1386.61 2225.77,1386.61 2225.93,1386.61 2226.1,1386.61 2226.27,1386.61 2226.43,1386.61 2226.6,1386.61 2226.77,1386.61 \n 2226.93,1386.61 2227.1,1386.61 2227.26,1386.61 2227.43,1386.61 2227.6,1386.61 2227.76,1386.61 2227.93,1386.61 2228.09,1386.61 2228.26,1386.61 2228.42,1386.61 \n 2228.59,1386.61 2228.75,1386.61 2228.92,1386.61 2229.08,1386.61 2229.25,1386.61 2229.41,1386.61 2229.58,1386.61 2229.74,1386.61 2229.91,1386.61 2230.07,1386.61 \n 2230.23,1386.61 2230.4,1386.61 2230.56,1386.61 2230.73,1386.61 2230.89,1386.61 2231.05,1386.61 2231.22,1386.61 2231.38,1386.61 2231.54,1386.61 2231.71,1386.61 \n 2231.87,1386.61 2232.03,1386.61 2232.19,1386.61 2232.36,1386.61 2232.52,1386.61 2232.68,1386.61 2232.85,1386.61 2233.01,1386.61 2233.17,1386.61 2233.33,1386.61 \n 2233.49,1386.61 2233.66,1386.61 2233.82,1386.61 2233.98,1386.61 2234.14,1386.61 2234.3,1386.61 2234.47,1386.61 2234.63,1386.61 2234.79,1386.61 2234.95,1386.61 \n 2235.11,1386.61 2235.27,1386.61 2235.43,1386.61 2235.59,1386.61 2235.75,1386.61 2235.91,1386.61 2236.07,1386.61 2236.24,1386.61 2236.4,1386.61 2236.56,1386.61 \n 2236.72,1386.61 2236.88,1386.61 2237.04,1386.61 2237.2,1386.61 2237.36,1386.61 2237.52,1386.61 2237.68,1386.61 2237.83,1386.61 2237.99,1386.61 2238.15,1386.61 \n 2238.31,1386.61 2238.47,1386.61 2238.63,1386.61 2238.79,1386.61 2238.95,1386.61 2239.11,1386.61 2239.27,1386.61 2239.42,1386.61 2239.58,1386.61 2239.74,1386.61 \n 2239.9,1386.61 2240.06,1386.61 2240.22,1386.61 2240.37,1386.61 2240.53,1386.61 2240.69,1386.61 2240.85,1386.61 2241,1386.61 2241.16,1386.61 2241.32,1386.61 \n 2241.48,1386.61 2241.63,1386.61 2241.79,1386.61 2241.95,1386.61 2242.11,1386.61 2242.26,1386.61 2242.42,1386.61 2242.58,1386.61 2242.73,1386.61 2242.89,1386.61 \n 2243.05,1386.61 2243.2,1386.61 2243.36,1386.61 2243.51,1386.61 2243.67,1386.61 2243.83,1386.61 2243.98,1386.61 2244.14,1386.61 2244.29,1386.61 2244.45,1386.61 \n 2244.6,1386.61 2244.76,1386.61 2244.92,1386.61 2245.07,1386.61 2245.23,1386.61 2245.38,1386.61 2245.54,1386.61 2245.69,1386.61 2245.85,1386.61 2246,1386.61 \n 2246.16,1386.61 2246.31,1386.61 2246.46,1386.61 2246.62,1386.61 2246.77,1386.61 2246.93,1386.61 2247.08,1386.61 2247.23,1386.61 2247.39,1386.61 2247.54,1386.61 \n 2247.7,1386.61 2247.85,1386.61 2248,1386.61 2248.16,1386.61 2248.31,1386.61 2248.46,1386.61 2248.62,1386.61 2248.77,1386.61 2248.92,1386.61 2249.08,1386.61 \n 2249.23,1386.61 2249.38,1386.61 2249.53,1386.61 2249.69,1386.61 2249.84,1386.61 2249.99,1386.61 2250.14,1386.61 2250.3,1386.61 2250.45,1386.61 2250.6,1386.61 \n 2250.75,1386.61 2250.9,1386.61 2251.06,1386.61 2251.21,1386.61 2251.36,1386.61 2251.51,1386.61 2251.66,1386.61 2251.81,1386.61 2251.97,1386.61 2252.12,1386.61 \n 2252.27,1386.61 2252.42,1386.61 2252.57,1386.61 2252.72,1386.61 2252.87,1386.61 2253.02,1386.61 2253.17,1386.61 2253.32,1386.61 2253.47,1386.61 2253.62,1386.61 \n 2253.77,1386.61 2253.92,1386.61 2254.07,1386.61 2254.22,1386.61 2254.37,1386.61 2254.52,1386.61 2254.67,1386.61 2254.82,1386.61 2254.97,1386.61 2255.12,1386.61 \n 2255.27,1386.61 2255.42,1386.61 2255.57,1386.61 2255.72,1386.61 2255.87,1386.61 2256.02,1386.61 2256.17,1386.61 2256.32,1386.61 2256.46,1386.61 2256.61,1386.61 \n 2256.76,1386.61 2256.91,1386.61 2257.06,1386.61 2257.21,1386.61 2257.36,1386.61 2257.5,1386.61 2257.65,1386.61 2257.8,1386.61 2257.95,1386.61 2258.1,1386.61 \n 2258.24,1386.61 2258.39,1386.61 2258.54,1386.61 2258.69,1386.61 2258.83,1386.61 2258.98,1386.61 2259.13,1386.61 2259.28,1386.61 2259.42,1386.61 2259.57,1386.61 \n 2259.72,1386.61 2259.86,1386.61 2260.01,1386.61 2260.16,1386.61 2260.3,1386.61 2260.45,1386.61 2260.6,1386.61 2260.74,1386.61 2260.89,1386.61 2261.04,1386.61 \n 2261.18,1386.61 2261.33,1386.61 2261.47,1386.61 2261.62,1386.61 2261.77,1386.61 2261.91,1386.61 2262.06,1386.61 2262.2,1386.61 2262.35,1386.61 2262.49,1386.61 \n 2262.64,1386.61 2262.78,1386.61 2262.93,1386.61 2263.08,1386.61 2263.22,1386.61 2263.37,1386.61 2263.51,1386.61 2263.66,1386.61 2263.8,1386.61 2263.94,1386.61 \n 2264.09,1386.61 2264.23,1386.61 2264.38,1386.61 2264.52,1386.61 2264.67,1386.61 2264.81,1386.61 2264.96,1386.61 2265.1,1386.61 2265.24,1386.61 2265.39,1386.61 \n 2265.53,1386.61 2265.67,1386.61 2265.82,1386.61 2265.96,1386.61 2266.11,1386.61 2266.25,1386.61 2266.39,1386.61 2266.54,1386.61 2266.68,1386.61 2266.82,1386.61 \n 2266.96,1386.61 2267.11,1386.61 2267.25,1386.61 2267.39,1386.61 2267.54,1386.61 2267.68,1386.61 2267.82,1386.61 2267.96,1386.61 2268.11,1386.61 2268.25,1386.61 \n 2268.39,1386.61 2268.53,1386.61 2268.68,1386.61 2268.82,1386.61 2268.96,1386.61 2269.1,1386.61 2269.24,1386.61 2269.38,1386.61 2269.53,1386.61 2269.67,1386.61 \n 2269.81,1386.61 2269.95,1386.61 2270.09,1386.61 2270.23,1386.61 2270.37,1386.61 2270.52,1386.61 2270.66,1386.61 2270.8,1386.61 2270.94,1386.61 2271.08,1386.61 \n 2271.22,1386.61 2271.36,1386.61 2271.5,1386.61 2271.64,1386.61 2271.78,1386.61 2271.92,1386.61 2272.06,1386.61 2272.2,1386.61 2272.34,1386.61 2272.48,1386.61 \n 2272.62,1386.61 2272.76,1386.61 2272.9,1386.61 2273.04,1386.61 2273.18,1386.61 2273.32,1386.61 2273.46,1386.61 2273.6,1386.61 2273.74,1386.61 2273.88,1386.61 \n 2274.02,1386.61 2274.16,1386.61 2274.3,1386.61 2274.44,1386.61 2274.58,1386.61 2274.72,1386.61 2274.86,1386.61 2274.99,1386.61 2275.13,1386.61 2275.27,1386.61 \n 2275.41,1386.61 2275.55,1386.61 2275.69,1386.61 2275.83,1386.61 2275.96,1386.61 2276.1,1386.61 2276.24,1386.61 2276.38,1386.61 2276.52,1386.61 2276.65,1386.61 \n 2276.79,1386.61 2276.93,1386.61 2277.07,1386.61 2277.21,1386.61 2277.34,1386.61 2277.48,1386.61 2277.62,1386.61 2277.76,1386.61 2277.89,1386.61 2278.03,1386.61 \n 2278.17,1386.61 2278.3,1386.61 2278.44,1386.61 2278.58,1386.61 2278.72,1386.61 2278.85,1386.61 2278.99,1386.61 2279.13,1386.61 2279.26,1386.61 2279.4,1386.61 \n 2279.54,1386.61 2279.67,1386.61 2279.81,1386.61 2279.94,1386.61 2280.08,1386.61 2280.22,1386.61 2280.35,1386.61 2280.49,1386.61 2280.62,1386.61 2280.76,1386.61 \n 2280.9,1386.61 2281.03,1386.61 2281.17,1386.61 2281.3,1368.76 2281.44,1386.61 2281.57,1386.61 2281.71,1386.61 2281.84,1386.61 2281.98,1386.61 2282.12,1386.61 \n 2282.25,1386.61 2282.39,1386.61 2282.52,1386.61 2282.66,1386.61 2282.79,1386.61 2282.92,1386.61 2283.06,1386.61 2283.19,1386.61 2283.33,1386.61 2283.46,1386.61 \n 2283.6,1386.61 2283.73,1386.61 2283.87,1386.61 2284,1386.61 2284.13,1386.61 2284.27,1386.61 2284.4,1386.61 2284.54,1386.61 2284.67,1386.61 2284.8,1386.61 \n 2284.94,1386.61 2285.07,1386.61 2285.21,1386.61 2285.34,1386.61 2285.47,1386.61 2285.61,1386.61 2285.74,1386.61 2285.87,1386.61 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},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "取得できたデータ中のレビュー数の最小値は3である. 各県ごとに最初の60ページ分のデータしか取得していないので, レビュー数が小さなお店の情報は取得されていない."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 各都道府県ごとのデータのサイズの分布"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "pref_name = unique(pref)\npref_count = [count(pref .== x) for x in pref_name]\n@show pref_count;",
"execution_count": 7,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "pref_count = [1180, 1180, 1179, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1179, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1180, 1179, 1180]\n"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "各都道府県ごとに取得できた店舗数は1179または1180である. 20×60=1200分取得できていると思っていたが, 約20足りなくなってしまった."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "review_num_min = [minimum(review_num[pref .== x]) for x in pref_name]\nhcat(pref_name, review_num_min)",
"execution_count": 8,
"outputs": [
{
"data": {
"text/plain": "47×2 Array{Any,2}:\n \"hokkaido\" 59\n \"aomori\" 6\n \"akita\" 7\n \"yamagata\" 7\n \"iwate\" 9\n \"miyagi\" 25\n \"fukushima\" 13\n \"aichi\" 61\n \"gifu\" 12\n \"shizuoka\" 24\n \"mie\" 18\n \"niigata\" 16\n \"yamanashi\" 8\n \"nagano\" 3\n \"ishikawa\" 13\n \"toyama\" 8\n \"fukui\" 5\n \"okayama\" 17\n \"hiroshima\" 19\n \"tottori\" 5\n \"shimane\" 3\n \"yamaguchi\" 8\n \"kagawa\" 11\n \"tokushima\" 6\n \"ehime\" 9\n \"kochi\" 3\n \"tokyo\" 261\n \"kanagawa\" 77\n \"chiba\" 35\n \"tochigi\" 14\n \"ibaraki\" 15\n \"gunma\" 16\n \"saitama\" 31\n \"osaka\" 111\n \"hyogo\" 46\n \"kyoto\" 54\n \"shiga\" 11\n \"nara\" 13\n \"wakayama\" 5\n \"fukuoka\" 40\n \"saga\" 4\n \"nagasaki\" 7\n \"kumamoto\" 9\n \"oita\" 5\n \"miyazaki\" 6\n \"kagoshima\" 4\n \"okinawa\" 18"
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@show pref_small = pref_name[review_num_min .≤ 10]\n@show pref_middle = pref_name[10 .< review_num_min .≤ 20]\n@show pref_large = pref_name[20 .< review_num_min];",
"execution_count": 9,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "pref_small = pref_name[review_num_min .≤ 10] = [\"aomori\", \"akita\", \"yamagata\", \"iwate\", \"yamanashi\", \"nagano\", \"toyama\", \"fukui\", \"tottori\", \"shimane\", \"yamaguchi\", \"tokushima\", \"ehime\", \"kochi\", \"wakayama\", \"saga\", \"nagasaki\", \"kumamoto\", \"oita\", \"miyazaki\", \"kagoshima\"]\npref_middle = pref_name[10 .< review_num_min .≤ 20] = [\"fukushima\", \"gifu\", \"mie\", \"niigata\", \"ishikawa\", \"okayama\", \"hiroshima\", \"kagawa\", \"tochigi\", \"ibaraki\", \"gunma\", \"shiga\", \"nara\", \"okinawa\"]\npref_large = pref_name[20 .< review_num_min] = [\"hokkaido\", \"miyagi\", \"aichi\", \"shizuoka\", \"tokyo\", \"kanagawa\", \"chiba\", \"saitama\", \"osaka\", \"hyogo\", \"kyoto\", \"fukuoka\"]\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "in_small(x) = in(x, pref_small)\nin_middle(x) = in(x, pref_middle)\nin_large(x) = in(x, pref_large)\n\n@show count(in_small.(pref))\n@show count(in_middle.(pref))\n@show count(in_large.(pref));",
"execution_count": 10,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "count(in_small.(pref)) = 24777\ncount(in_middle.(pref)) = 16520\ncount(in_large.(pref)) = 14160\n"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## ヒストグラム\n\n3.60 と 3.80 に「異常」があるように見える."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "histogram(rating, legend=false, bin=minimum(rating):0.01:maximum(rating), xtick=3.0:0.1:4.8)\nvline!([3.6, 3.8], ls=:dashdot)",
"execution_count": 11,
"outputs": [
{
"data": {
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stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 194.041,549.876 226.422,549.876 \n \"/>\n<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 194.041,101.458 226.422,101.458 \n \"/>\n<g clip-path=\"url(#clip4400)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 312.775, 1541.47)\" x=\"312.775\" y=\"1541.47\">3.0</text>\n</g>\n<g clip-path=\"url(#clip4400)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 420.107, 1541.47)\" x=\"420.107\" y=\"1541.47\">3.1</text>\n</g>\n<g clip-path=\"url(#clip4400)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 527.439, 1541.47)\" x=\"527.439\" y=\"1541.47\">3.2</text>\n</g>\n<g clip-path=\"url(#clip4400)\">\n<text style=\"fill:#000000; 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