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genkuroki/食べログの2019-10-14と2019-10-19のデータの比較.ipynb

Last active October 19, 2019 08:17
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食べログの2019-10-14と2019-10-19のデータの比較
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食べログの2019-10-14と2019-10-19のデータの比較.ipynb
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"source": "# 食べログの2019-10-14と2019-10-19のデータの比較\n\nデータは以下の場所からダウンロードできる:\n\n* [scraping-20191014.npy](https://genkuroki.github.io/documents/Statistics/scraping-20191014.npy)\n* [scraping-20191019.npy](https://genkuroki.github.io/documents/Statistics/scraping-20191019.npy)\n\nこれらのファイルは\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, 以下の変更が施されている.\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件数が100件以上でかつ各都道府県ごとに最初の60ページ(可能な最大値)で表示される店舗のデータのみを取得していたが, 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ページで表示される店舗のデータを取得した.\n* 各々に55457件のデータが含まれている.\n\n**注意・警告:** 最初の60ページ分のデータなので, 都道府県ごとのデータは不揃いである. 例えば, 東京都のデータはレビュー件数が非常に多い店舗のデータしか取得できていない.\n\n**おまけ:** 2019-10-14から2019-10-16にかけて取得した有料会員＝店舗会員であるか否かの情報を含むデータは\n\n* [total_contents-20191014-20191016.npy](https://genkuroki.github.io/documents/Statistics/total_contents-20191014-20191016.npy) \n\nからダウンロードできる. 以上で公開したデータは誰がどのように使用しても構わないが, 内容の正しさの保証はしない. データの使用によって生じたトラブルの責任はデータの使用者が負って欲しい."
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"trusted": true
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"cell_type": "code",
"source": "ENV[\"LINES\"] = 30\nusing PyCall\nnp = pyimport(\"numpy\")\nusing StatsBase\n# using Statistics\nusing DataFrames\nusing Query\nusing StatsPlots\ngr()",
"execution_count": 1,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 1,
"data": {
"text/plain": "Plots.GRBackend()"
},
"metadata": {}
}
]
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"metadata": {
"trusted": true
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"cell_type": "code",
"source": "function readscrapingnpy(fn)\n npdata = np.load(fn, allow_pickle=true)\n data = [x for y in npdata for x in y]\n df = DataFrame()\n for k in keys(data[1])\n df[!, Symbol(k)] = [x[k] for x in data]\n end\n df\nend",
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": "readscrapingnpy (generic function with 1 method)"
},
"metadata": {}
}
]
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"metadata": {
"trusted": true,
"scrolled": false
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"cell_type": "code",
"source": "data20191014 = readscrapingnpy(\"scraping-20191014.npy\")\n@show size(data20191014)\ndata20191014[1:5, :]",
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": "size(data20191014) = (55457, 5)\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 3,
"data": {
"text/plain": "5×5 DataFrame. Omitted printing of 1 columns\n│ Row │ pref │ name │ amounts │ rates │\n│ │ \u001b[90mString\u001b[39m │ \u001b[90mString\u001b[39m │ \u001b[90mInt64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n├─────┼──────────┼───────────────────────────┼─────────┼─────────┤\n│ 1 │ hokkaido │ 麺屋 彩未 │ 1010 │ 3.79 │\n│ 2 │ hokkaido │ えびそば一幻 新千歳空港店 │ 744 │ 3.65 │\n│ 3 │ hokkaido │ 小樽洋菓子舗ルタオ 本店 │ 726 │ 3.56 │\n│ 4 │ hokkaido │ 六花亭 帯広本店 │ 688 │ 3.57 │\n│ 5 │ hokkaido │ けやき すすきの本店 │ 669 │ 3.64 │",
"text/html": "<table class=\"data-frame\"><thead><tr><th></th><th>pref</th><th>name</th><th>amounts</th><th>rates</th><th>url</th></tr><tr><th></th><th>String</th><th>String</th><th>Int64</th><th>Float64</th><th>String</th></tr></thead><tbody><p>5 rows × 5 columns</p><tr><th>1</th><td>hokkaido</td><td>麺屋 彩未</td><td>1010</td><td>3.79</td><td>https://tabelog.com/hokkaido/A0101/A010303/1000018/</td></tr><tr><th>2</th><td>hokkaido</td><td>えびそば一幻 新千歳空港店</td><td>744</td><td>3.65</td><td>https://tabelog.com/hokkaido/A0107/A010701/1034338/</td></tr><tr><th>3</th><td>hokkaido</td><td>小樽洋菓子舗ルタオ 本店</td><td>726</td><td>3.56</td><td>https://tabelog.com/hokkaido/A0106/A010601/1000304/</td></tr><tr><th>4</th><td>hokkaido</td><td>六花亭 帯広本店</td><td>688</td><td>3.57</td><td>https://tabelog.com/hokkaido/A0111/A011101/1000012/</td></tr><tr><th>5</th><td>hokkaido</td><td>けやき すすきの本店</td><td>669</td><td>3.64</td><td>https://tabelog.com/hokkaido/A0101/A010103/1000150/</td></tr></tbody></table>",
"text/latex": "\\begin{tabular}{r|ccccc}\n\t& pref & name & amounts & rates & url\\\\\n\t\\hline\n\t& String & String & Int64 & Float64 & String\\\\\n\t\\hline\n\t1 & hokkaido & 麺屋 彩未 & 1010 & 3.79 & https://tabelog.com/hokkaido/A0101/A010303/1000018/ \\\\\n\t2 & hokkaido & えびそば一幻 新千歳空港店 & 744 & 3.65 & https://tabelog.com/hokkaido/A0107/A010701/1034338/ \\\\\n\t3 & hokkaido & 小樽洋菓子舗ルタオ 本店 & 726 & 3.56 & https://tabelog.com/hokkaido/A0106/A010601/1000304/ \\\\\n\t4 & hokkaido & 六花亭 帯広本店 & 688 & 3.57 & https://tabelog.com/hokkaido/A0111/A011101/1000012/ \\\\\n\t5 & hokkaido & けやき すすきの本店 & 669 & 3.64 & https://tabelog.com/hokkaido/A0101/A010103/1000150/ \\\\\n\\end{tabular}\n"
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]
},
{
"metadata": {
"trusted": true
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"cell_type": "code",
"source": "data20191019 = readscrapingnpy(\"scraping-20191019.npy\")\n@show size(data20191019)\ndata20191019[1:5, :]",
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"text": "size(data20191019) = (55457, 5)\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": "5×5 DataFrame. Omitted printing of 1 columns\n│ Row │ pref │ name │ amounts │ rates │\n│ │ \u001b[90mString\u001b[39m │ \u001b[90mString\u001b[39m │ \u001b[90mInt64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n├─────┼──────────┼───────────────────────────┼─────────┼─────────┤\n│ 1 │ hokkaido │ 麺屋 彩未 │ 1012 │ 3.79 │\n│ 2 │ hokkaido │ えびそば一幻 新千歳空港店 │ 746 │ 3.64 │\n│ 3 │ hokkaido │ 小樽洋菓子舗ルタオ 本店 │ 728 │ 3.56 │\n│ 4 │ hokkaido │ 六花亭 帯広本店 │ 688 │ 3.57 │\n│ 5 │ hokkaido │ けやき すすきの本店 │ 671 │ 3.64 │",
"text/html": "<table class=\"data-frame\"><thead><tr><th></th><th>pref</th><th>name</th><th>amounts</th><th>rates</th><th>url</th></tr><tr><th></th><th>String</th><th>String</th><th>Int64</th><th>Float64</th><th>String</th></tr></thead><tbody><p>5 rows × 5 columns</p><tr><th>1</th><td>hokkaido</td><td>麺屋 彩未</td><td>1012</td><td>3.79</td><td>https://tabelog.com/hokkaido/A0101/A010303/1000018/</td></tr><tr><th>2</th><td>hokkaido</td><td>えびそば一幻 新千歳空港店</td><td>746</td><td>3.64</td><td>https://tabelog.com/hokkaido/A0107/A010701/1034338/</td></tr><tr><th>3</th><td>hokkaido</td><td>小樽洋菓子舗ルタオ 本店</td><td>728</td><td>3.56</td><td>https://tabelog.com/hokkaido/A0106/A010601/1000304/</td></tr><tr><th>4</th><td>hokkaido</td><td>六花亭 帯広本店</td><td>688</td><td>3.57</td><td>https://tabelog.com/hokkaido/A0111/A011101/1000012/</td></tr><tr><th>5</th><td>hokkaido</td><td>けやき すすきの本店</td><td>671</td><td>3.64</td><td>https://tabelog.com/hokkaido/A0101/A010103/1000150/</td></tr></tbody></table>",
"text/latex": "\\begin{tabular}{r|ccccc}\n\t& pref & name & amounts & rates & url\\\\\n\t\\hline\n\t& String & String & Int64 & Float64 & String\\\\\n\t\\hline\n\t1 & hokkaido & 麺屋 彩未 & 1012 & 3.79 & https://tabelog.com/hokkaido/A0101/A010303/1000018/ \\\\\n\t2 & hokkaido & えびそば一幻 新千歳空港店 & 746 & 3.64 & https://tabelog.com/hokkaido/A0107/A010701/1034338/ \\\\\n\t3 & hokkaido & 小樽洋菓子舗ルタオ 本店 & 728 & 3.56 & https://tabelog.com/hokkaido/A0106/A010601/1000304/ \\\\\n\t4 & hokkaido & 六花亭 帯広本店 & 688 & 3.57 & https://tabelog.com/hokkaido/A0111/A011101/1000012/ \\\\\n\t5 & hokkaido & けやき すすきの本店 & 671 & 3.64 & https://tabelog.com/hokkaido/A0101/A010103/1000150/ \\\\\n\\end{tabular}\n"
},
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"metadata": {
"trusted": true
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"cell_type": "code",
"source": "P1 = plot(legend=false, title=\"data20191014\", titlefontsize=12)\n@df data20191014 histogram!(:rates, bin=3.00:0.01:4.20, xticks=3.0:0.1:4.2, alpha=0.5)\n\nP2 = plot(legend=false, title=\"data20191019\", titlefontsize=12)\n@df data20191019 histogram!(:rates, bin=3.00:0.01:4.20, xticks=3.0:0.1:4.2, alpha=0.5)\n\nplot(P1, P2, size=(800, 300))",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
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stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 194.041,756.59 214.422,756.59 \n \"/>\n<polyline clip-path=\"url(#clip4300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 194.041,453.276 214.422,453.276 \n \"/>\n<polyline clip-path=\"url(#clip4300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 194.041,149.962 214.422,149.962 \n \"/>\n<g clip-path=\"url(#clip4300)\">\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, 268.773, 1145.47)\" x=\"268.773\" y=\"1145.47\">3.0</text>\n</g>\n<g clip-path=\"url(#clip4300)\">\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, 369.544, 1145.47)\" x=\"369.544\" y=\"1145.47\">3.1</text>\n</g>\n<g clip-path=\"url(#clip4300)\">\n<text style=\"fill:#000000; 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{
"metadata": {
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},
"cell_type": "code",
"source": "data = data20191014 |> @filter(_.pref == \"tokyo\") |> DataFrame\nm = minimum(data[!, :amounts])\ndataname = \"data20191014@tokyo (min of review nums = $m)\"\nP1 = plot(legend=false, title=dataname, titlefontsize=12)\n@df data histogram!(:rates, bin=3.00:0.01:4.20, xticks=3.0:0.1:4.2, alpha=0.5)\n\ndata = data20191019 |> @filter(_.pref == \"tokyo\") |> DataFrame\nm = minimum(data[!, :amounts])\ndataname = \"data20191019@tokyo (min of review nums = $m)\"\nP2 = plot(legend=false, title=dataname, titlefontsize=12)\n@df data histogram!(:rates, bin=3.00:0.01:4.20, xticks=3.0:0.1:4.2, alpha=0.5)\n\nplot(P1, P2, size=(800, 300), titlefontsize=10)",
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 6,
"data": {
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]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "function plot_mode(data, dataname)\n review_num = data[!, :amounts]\n rating = data[!, :rates]\n rc = sort(unique(review_num))\n mode_of_rating = [mode(rating[@.(0.8k ≤ review_num ≤ 1.2k)]) for k in rc]\n plot(rc, mode_of_rating, xscale=:log10, ytick=3.0:0.2:4.0, \n title=\"$(dataname): mode of ratings with 0.8k <= number of reviews <= 1.2k\", xlabel=\"k\", \n titlefontsize=10, legend=false)\nend",
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 7,
"data": {
"text/plain": "plot_mode (generic function with 1 method)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "P1 = plot_mode(data20191014, \"2019-10-14\")\nP2 = plot_mode(data20191019, \"2019-10-19\")\nplot(P1, P2, size=(800, 300), titlefontsize=8)",
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 8,
"data": {
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fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 1983.87, 1143.47)\" x=\"1983.87\" y=\"1143.47\">10</text>\n</g>\n<g clip-path=\"url(#clip5100)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 2037.39, 1116.06)\" x=\"2037.39\" y=\"1116.06\">1.0 </text>\n</g>\n<g clip-path=\"url(#clip5100)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2215.26, 1143.47)\" x=\"2215.26\" y=\"1143.47\">10</text>\n</g>\n<g clip-path=\"url(#clip5100)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:38px; text-anchor:start;\" transform=\"rotate(0, 2268.78, 1116.06)\" x=\"2268.78\" y=\"1116.06\">1.5 </text>\n</g>\n<g 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transform=\"rotate(0, 2457.33, 42)\" x=\"2457.33\" y=\"42\">2019-10-19: mode of ratings with 0.8k &lt;= number of reviews &lt;= 1.2k</text>\n</g>\n<g clip-path=\"url(#clip5100)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:66px; text-anchor:middle;\" transform=\"rotate(0, 2457.33, 1206.32)\" x=\"2457.33\" y=\"1206.32\">k</text>\n</g>\n<polyline clip-path=\"url(#clip5103)\" style=\"stroke:#009af9; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 1801.26,1025.87 1859.08,1036.65 1903.93,1036.65 1940.58,1036.65 1971.56,1036.65 1998.4,1015.09 2022.07,1015.09 2043.24,1015.09 2062.4,1015.09 2079.89,1015.09 \n 2095.98,1015.09 2110.87,1015.09 2124.74,821.073 2137.71,821.073 2149.89,821.073 2161.38,821.073 2172.25,821.073 2182.56,821.073 2192.36,583.937 2201.71,583.937 \n 2210.65,583.937 2219.2,583.937 2227.41,583.937 2235.29,583.937 2242.87,583.937 2250.18,573.158 2257.24,573.158 2264.05,573.158 2270.64,573.158 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2712.25,422.253 2712.97,422.253 2713.69,422.253 2714.4,422.253 \n 2715.11,422.253 2715.82,422.253 2716.53,422.253 2717.23,422.253 2717.94,422.253 2718.63,422.253 2719.33,422.253 2720.03,422.253 2720.72,422.253 2721.41,422.253 \n 2722.09,422.253 2722.78,422.253 2723.46,422.253 2724.14,422.253 2724.82,422.253 2725.5,422.253 2726.17,422.253 2726.84,422.253 2727.51,422.253 2728.17,422.253 \n 2728.84,422.253 2729.5,422.253 2730.16,422.253 2730.82,422.253 2731.48,422.253 2732.13,422.253 2732.78,422.253 2733.43,422.253 2734.08,422.253 2734.72,422.253 \n 2735.37,422.253 2736.01,422.253 2736.65,422.253 2737.28,422.253 2737.92,422.253 2738.55,422.253 2739.18,422.253 2739.81,422.253 2740.44,422.253 2741.06,422.253 \n 2741.69,422.253 2742.31,422.253 2742.93,422.253 2743.54,422.253 2744.16,422.253 2744.77,422.253 2745.39,422.253 2746,422.253 2746.6,422.253 2747.21,422.253 \n 2747.81,422.253 2748.42,422.253 2749.02,422.253 2749.62,422.253 2750.21,422.253 2750.81,422.253 2751.4,422.253 2752,422.253 2752.59,422.253 2753.17,422.253 \n 2753.76,249.79 2754.35,249.79 2754.93,249.79 2755.51,249.79 2756.09,249.79 2756.67,249.79 2757.25,249.79 2757.82,422.253 2758.4,422.253 2758.97,422.253 \n 2759.54,422.253 2760.11,422.253 2760.67,422.253 2761.24,422.253 2761.8,422.253 2762.36,422.253 2762.92,422.253 2763.48,422.253 2764.04,422.253 2764.6,422.253 \n 2765.15,422.253 2765.7,422.253 2766.26,422.253 2766.81,422.253 2767.35,422.253 2767.9,422.253 2768.45,422.253 2768.99,422.253 2769.53,422.253 2770.07,422.253 \n 2770.61,422.253 2771.15,422.253 2771.69,422.253 2772.22,422.253 2772.76,422.253 2773.29,422.253 2773.82,422.253 2774.35,422.253 2774.88,422.253 2775.41,422.253 \n 2775.93,422.253 2776.46,422.253 2776.98,422.253 2777.5,422.253 2778.02,422.253 2778.54,422.253 2779.06,422.253 2779.57,422.253 2780.09,422.253 2780.6,422.253 \n 2781.11,422.253 2781.62,422.253 2782.13,422.253 2782.64,239.011 2783.15,422.253 2783.65,422.253 2784.16,422.253 2784.66,239.011 2785.16,422.253 2785.66,239.011 \n 2786.16,239.011 2786.66,239.011 2787.16,239.011 2787.65,422.253 2788.15,239.011 2788.64,422.253 2789.13,239.011 2789.62,239.011 2790.11,239.011 2790.6,239.011 \n 2791.09,239.011 2791.57,239.011 2792.06,239.011 2792.54,239.011 2793.03,239.011 2793.51,206.675 2793.99,206.675 2794.47,206.675 2794.94,206.675 2795.42,206.675 \n 2795.9,206.675 2796.37,206.675 2796.84,206.675 2797.32,206.675 2797.79,206.675 2798.26,206.675 2798.73,206.675 2799.2,206.675 2799.66,206.675 2800.13,206.675 \n 2800.59,206.675 2801.06,206.675 2801.52,206.675 2801.98,206.675 2802.44,206.675 2802.9,206.675 2803.36,206.675 2803.82,206.675 2804.27,206.675 2804.73,206.675 \n 2805.63,206.675 2806.09,206.675 2806.54,206.675 2806.99,206.675 2807.44,206.675 2808.33,206.675 2808.78,206.675 2809.22,206.675 2809.67,206.675 2810.11,206.675 \n 2810.55,206.675 2810.99,206.675 2811.87,206.675 2812.31,206.675 2812.75,206.675 2813.19,206.675 2813.62,206.675 2814.06,206.675 2814.49,206.675 2814.92,206.675 \n 2815.35,206.675 2815.79,206.675 2816.22,206.675 2817.07,206.675 2817.5,206.675 2818.35,206.675 2818.78,206.675 2819.2,206.675 2819.62,206.675 2820.04,206.675 \n 2820.46,206.675 2820.88,206.675 2821.3,206.675 2821.72,206.675 2822.14,206.675 2822.56,206.675 2822.97,206.675 2823.39,206.675 2823.8,206.675 2824.21,206.675 \n 2824.63,206.675 2825.04,206.675 2825.45,206.675 2825.86,206.675 2826.27,206.675 2826.67,206.675 2827.08,206.675 2827.49,206.675 2827.89,206.675 2828.3,206.675 \n 2828.7,206.675 2829.11,206.675 2829.51,206.675 2829.91,206.675 2830.31,206.675 2830.71,206.675 2831.11,206.675 2831.51,206.675 2831.91,206.675 2832.3,206.675 \n 2832.7,206.675 2833.09,206.675 2833.49,206.675 2834.28,206.675 2834.67,206.675 2835.06,206.675 2835.45,206.675 2835.84,206.675 2836.23,206.675 2836.62,206.675 \n 2837,206.675 2837.39,206.675 2837.78,206.675 2838.16,206.675 2838.55,206.675 2838.93,206.675 2839.31,206.675 2839.7,206.675 2840.08,206.675 2840.84,206.675 \n 2841.22,206.675 2841.6,206.675 2841.98,206.675 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2873.07,206.675 2873.39,206.675 2873.71,206.675 2874.04,206.675 2874.36,206.675 2874.68,206.675 \n 2875.32,206.675 2875.64,206.675 2876.6,206.675 2876.91,206.675 2877.23,195.896 2877.55,195.896 2877.86,195.896 2878.18,195.896 2879.12,195.896 2879.44,195.896 \n 2879.75,195.896 2880.06,195.896 2880.38,195.896 2880.69,195.896 2881.62,195.896 2881.93,195.896 2882.55,195.896 2883.47,195.896 2884.09,195.896 2884.39,195.896 \n 2884.7,195.896 2885.31,195.896 2886.22,195.896 2886.83,195.896 2887.43,195.896 2888.03,195.896 2888.33,195.896 2888.63,195.896 2889.83,195.896 2890.12,195.896 \n 2891.31,195.896 2891.6,195.896 2892.19,195.896 2892.49,195.896 2893.07,195.896 2893.66,195.896 2893.95,195.896 2894.24,195.896 2894.53,195.896 2894.82,195.896 \n 2895.12,195.896 2895.98,195.896 2896.27,195.896 2896.56,195.896 2897.14,195.896 2898.28,195.896 2899.7,195.896 2901.68,195.896 2901.96,195.896 2902.24,195.896 \n 2903.08,195.896 2903.35,195.896 2904.19,195.896 2905.02,195.896 2905.84,195.896 2906.39,195.896 2906.94,195.896 2907.49,195.896 2908.3,195.896 2908.58,195.896 \n 2908.85,195.896 2909.12,195.896 2909.93,195.896 2912.34,195.896 2913.13,195.896 2913.66,195.896 2913.93,195.896 2914.72,195.896 2915.24,195.896 2915.77,195.896 \n 2916.55,195.896 2917.85,195.896 2918.11,195.896 2919.66,195.896 2920.17,195.896 2920.42,195.896 2921.95,195.896 2922.21,195.896 2923.22,195.896 2923.97,195.896 \n 2924.22,195.896 2925.72,195.896 2926.22,195.896 2926.47,195.896 2926.97,195.896 2927.46,195.896 2928.2,195.896 2929.18,195.896 2929.43,195.896 2929.67,195.896 \n 2929.91,195.896 2930.4,195.896 2931.61,195.896 2932.1,195.896 2932.34,195.896 2932.82,195.896 2933.54,195.896 2935.68,195.896 2936.87,195.896 2937.34,195.896 \n 2938.98,195.896 2940.14,195.896 2940.83,195.896 2942.44,195.896 2944.95,195.896 2946.3,195.896 2946.75,195.896 2947.2,195.896 2948.31,195.896 2948.54,195.896 \n 2948.76,195.896 2949.87,195.896 2951.19,195.896 2951.84,195.896 2953.37,195.896 2956.81,195.896 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