{"id":6970,"date":"2020-11-29T00:01:57","date_gmt":"2020-11-28T15:01:57","guid":{"rendered":"https:\/\/pandanote.info\/?p=6970"},"modified":"2022-08-07T12:59:06","modified_gmt":"2022-08-07T03:59:06","slug":"matplotlib%e3%81%a7%e6%8f%8f%e3%81%84%e3%81%9f3d%e3%82%b0%e3%83%a9%e3%83%95%e3%82%92%e5%8b%95%e7%94%bb%e3%82%92%e4%bd%9c%e3%81%a3%e3%81%a6%e9%81%8a%e3%82%93%e3%81%a7%e3%81%84%e3%82%8b%e3%81%86","status":"publish","type":"post","link":"https:\/\/pandanote.info\/?p=6970","title":{"rendered":"matplotlib\u3067\u63cf\u3044\u305f3D\u30b0\u30e9\u30d5\u3092\u52d5\u753b\u3092\u4f5c\u3063\u3066\u904a\u3093\u3067\u3044\u308b\u3046\u3061\u306b\u3001Python3\u306eProcessPoolExecutor\u3092\u4f7f\u3046\u3068\u5c11\u3057\u6357\u308b\u3053\u3068\u306b\u6c17\u304c\u3064\u3044\u305f\u8a71\u3002\ud83c\udfa5"},"content":{"rendered":"<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p><a href=\"https:\/\/pandanote.info\/?p=6890\">\u524d\u306e\u8a18\u4e8b<\/a>\u3067\u672cWeb\u30b5\u30a4\u30c8\u306e\u8a18\u4e8b\u3092Bag-of-Words\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u30d9\u30af\u30c8\u30eb\u5316\u3057\u305f\u7d50\u679c\u306e\u4e00\u90e8\u30923D\u306e\u68d2\u30b0\u30e9\u30d5\u306b\u3057\u3066\u8868\u793a\u3055\u305b\u308b\u307e\u3067\u306e\u9053\u306e\u308a\u306b\u3064\u3044\u3066\u66f8\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u524d\u306e\u8a18\u4e8b\u306b\u66f8\u3044\u305f\u65b9\u6cd5\u30673D\u306e\u68d2\u30b0\u30e9\u30d5\u304c\u8868\u793a\u3067\u304d\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3057\u305f\u306e\u3067\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306f\u30d9\u30af\u30c8\u30eb\u5316\u3057\u305f\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u8a18\u4e8b\u9593\u306e\u985e\u4f3c\u5ea6\u3092\u6c42\u3081\u3001\u305d\u308c\u30923D\u306e\u68d2\u30b0\u30e9\u30d5\u3067\u8868\u793a\u3057\u3001\u3055\u3089\u306b\u30b0\u30e9\u30d5\u306e\u8868\u793a\u306e\u305f\u3081\u306e\u753b\u50cf\u3092\u4f7f\u3063\u3066\u52d5\u753b\u3092\u4f5c\u6210\u3059\u308b\u307e\u3067\u306e\u9053\u306e\u308a\u306b\u3064\u3044\u3066\u66f8\u304d\u307e\u3059\u3002<\/p>\n<h2>\u8a18\u4e8b\u9593\u306e\u985e\u4f3c\u5ea6\u306e\u8a08\u7b97<\/h2>\n<p>\u8a18\u4e8b\u306e\u7279\u5fb4\u91cf\u304c\u30d9\u30af\u30c8\u30eb\u5316\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306f\u8a18\u4e8b$\\boldsymbol{a}_i$\u53ca\u3073$\\boldsymbol{a}_j (0 \\le i \\lt j \\lt n)$\u9593\u306e\u985e\u4f3c\u5ea6$s_{ij}$\u3092\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6(\\ref{eq:cosine_similarity})\u5f0f\u3092\u4f7f\u3063\u3066\u8a08\u7b97\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002<br \/>\n\\begin{align}<br \/>\ns_{ij} &#038;= \\frac{\\boldsymbol{a}_i\\cdot\\boldsymbol{a}_j}{\\lvert\\boldsymbol{a}_i\\rvert\\cdot\\lvert\\boldsymbol{a}_j\\rvert} \\label{eq:cosine_similarity}<br \/>\n\\end{align}<br \/>\n\u306a\u304a\u3001$\\{ \\boldsymbol{a}_i \\} (0 \\le i \\lt n)$\u306e\u8981\u7d20\u306f\u8ca0\u3067\u306a\u3044\u5024\u3001\u305d\u308c\u3082\u5927\u534a\u306e\u8981\u7d20\u304c0\u3067\u3042\u308b\u305f\u3081\u306b$n$\u6b21\u5143\u7a7a\u9593\u3092\u6709\u52b9\u306b\u4f7f\u3048\u3066\u306a\u3044\u3093\u3058\u3083\u306d? \u3068\u304b\u3001\u5927\u534a\u306e\u8981\u7d20\u304c0\u306a\u3089\u3070$\\boldsymbol{a}_i\\cdot\\boldsymbol{a}_j = 0$\u306b\u306a\u308b$i,j$\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u983b\u51fa\u3059\u308b(=\u76f4\u4ea4\u3057\u307e\u304f\u308b)\u3093\u3058\u3083\u306d? \u3068\u3044\u3063\u305f\u61f8\u5ff5\u4e8b\u9805\u306f\u7f6e\u3044\u3068\u3044\u3066\u3001$i,j$\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u5909\u3048\u3066\u3072\u305f\u3059\u3089\u8a08\u7b97\u3057\u307e\u304f\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001$i=j$\u3068\u3057\u305f\u3068\u304d\u306e$s_{ii}$\u306e\u5024\u3082\u8a08\u7b97\u306f\u53ef\u80fd\u3067\u3059(1\u306b\u306a\u308a\u307e\u3059\u3002)\u304c\u3001\u8a08\u7b97\u7d50\u679c\u3068\u3057\u3066\u81ea\u660e\u3067\u3042\u308b\u3053\u3068\u3068\u3001\u53ef\u8996\u5316\u306e\u7d50\u679c(\u7279\u306b\u4e09\u6b21\u5143\u306b\u3088\u308b\u53ef\u8996\u5316\u6642)\u306e\u898b\u305f\u76ee\u304c\u30a4\u30de\u30a4\u30c1\u306a\u611f\u3058\u306b\u306a\u308b(\u4e09\u6b21\u5143\u306e\u53ef\u8996\u5316\u6642\u306b\u306f$y=x$\u306e\u3068\u3053\u308d\u306b\u58c1\u304c\u3067\u304d\u307e\u3059\u3002)\u306e\u3067\u3001\u8a08\u7b97\u306e\u5bfe\u8c61\u304b\u3089\u9664\u5916\u3057\u307e\u3057\u305f\u3002<\/p>\n<h2>\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u306e\u8a08\u7b97\u7d50\u679c\u306e\u53ef\u8996\u5316<\/h2>\n<h3>\u8a08\u7b97\u7d50\u679c\u306e\u6982\u8981<\/h3>\n<p>$s_{ij}$\u3092\u884c\u5217\u3067\u8868\u73fe\u3059\u308b\u3068\u5bfe\u89d2\u6210\u5206\u304c\u3059\u3079\u30660\u306e\u4e0b\u4e09\u89d2\u884c\u5217$S$((\\ref{eq:sinmatrix})\u5f0f)\u3068\u3057\u3066\u8868\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\\begin{align}<br \/>\nS &#038;= \\begin{pmatrix}<br \/>\n0 &#038; a_{11} &#038; a_{12} &#038; \\cdots &#038; a_{1,n-1} \\\\<br \/>\n\\vdots &#038; 0 &#038; a_{22} &#038; \\cdots &#038; a_{2,n-1} \\\\<br \/>\n\\vdots &#038; \\ &#038; \\ddots &#038; \\ddots &#038; \\vdots \\\\<br \/>\n\\vdots &#038; \\ &#038; \\ &#038; 0 &#038; a_{n-2,n-1} \\\\<br \/>\n0 &#038; \\cdots &#038; \\cdots &#038; \\cdots &#038; 0 \\\\<br \/>\n\\end{pmatrix} \\label{eq:sinmatrix}<br \/>\n\\end{align}<\/p>\n<p>$\\LaTeX$\u306e\u672c\u306b\u7d44\u7248\u4f8b\u3068\u3057\u3066\u3088\u304f\u767b\u5834\u3059\u308b\u659c\u3081\u4e09\u70b9\u30ea\u30fc\u30c0(\\ddots)\u304c\u4f7f\u3063\u3066\u307f\u305f\u304b\u3063\u305f\u3060\u3051\u3067\u3059\u3002<\/p>\n<p><iframe style=\"width:120px;height:240px;\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" frameborder=\"0\" src=\"https:\/\/rcm-fe.amazon-adsystem.com\/e\/cm?ref=qf_sp_asin_til&#038;t=karen99-22&#038;m=amazon&#038;o=9&#038;p=8&#038;l=as1&#038;IS2=1&#038;detail=1&#038;asins=4297117126&#038;linkId=e819ecfecd487fe7a133f3c64e26138d&#038;bc1=000000&amp;lt1=_top&#038;fc1=333333&#038;lc1=0066c0&#038;bg1=ffffff&#038;f=ifr\"><br \/>\n    <\/iframe><\/p>\n<p>\u306a\u304a\u3001$s_{ii} = 1$\u3067\u3042\u308b\u3053\u3068\u3092\u8003\u616e\u3059\u308b\u3068\u3001$S$\u306f((\\ref{eq:sinmatrixwithdiag})\u5f0f)\u306e$S_{\\rm (Not\\ used\\ in\\ this\\ article)}$\u306e\u3088\u3046\u306b\u8868\u73fe\u3067\u304d\u307e\u3059\u304c\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306f$S$\u306f(\\ref{eq:sinmatrix})\u5f0f\u3067\u8868\u3055\u308c\u308b\u3082\u306e\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u8003\u5bdf\u3092\u9032\u3081\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\\begin{align}<br \/>\nS_{\\rm (Not\\ used\\ in\\ this\\ article)} &#038;= \\begin{pmatrix}<br \/>\n1 &#038; a_{11} &#038; a_{12} &#038; \\cdots &#038; a_{1,n-1} \\\\<br \/>\n0 &#038; 1 &#038; a_{22} &#038; \\cdots &#038; a_{2,n-1} \\\\<br \/>\n\\vdots &#038; \\ddots &#038; \\ddots &#038; \\ddots &#038; \\vdots \\\\<br \/>\n\\vdots &#038; \\cdots &#038; 0 &#038; 1 &#038; a_{n-2,n-1} \\\\<br \/>\n0 &#038; \\cdots &#038; \\cdots &#038; 0 &#038; 1 \\\\<br \/>\n\\end{pmatrix} \\label{eq:sinmatrixwithdiag}<br \/>\n\\end{align}<\/p>\n<h3>\u4e8c\u6b21\u5143\u306b\u3088\u308b\u8868\u793a<\/h3>\n<p>$S$\u3092\u4e8c\u6b21\u5143\u306e\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u3068\u3057\u3066\u8868\u793a\u3059\u308b\u3068\u3001\u4e0b\u56f3\u306e\u3088\u3046\u306a\u611f\u3058\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>row\u3068column\u306f\u3088\u304f\u9593\u9055\u3048\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/pandanote.info\/?attachment_id=7004\" rel=\"attachment wp-att-7004\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_20201127214256-300x225.png\" alt=\"\" width=\"300\" height=\"225\" class=\"alignnone size-medium wp-image-7004\" srcset=\"https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_20201127214256-300x225.png 300w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_20201127214256-1024x768.png 1024w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_20201127214256-768x576.png 768w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_20201127214256-1536x1152.png 1536w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_20201127214256-660x495.png 660w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_20201127214256.png 1600w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><br \/>\n(\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u62e1\u5927\u3055\u308c\u3066\u8868\u793a\u3055\u308c\u307e\u3059\u3002)<\/p>\n<p>\u30ab\u30e9\u30fc\u30de\u30c3\u30d7\u306f\u4f8b\u306b\u3088\u3063\u3066terrain_r\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059(\u4ee5\u4e0b\u540c\u3058)\u3002<\/p>\n<p>\u4e0a\u56f3\u3092\u3088\u30fc\u304f\u898b\u308b\u3068\u3001\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u304c\u5927\u304d\u3081\u306e\u5024\u306b\u306a\u3063\u3066\u3044\u308b\u3068\u601d\u308f\u308c\u308b\u7dd1\u8272\u3084\u9752\u8272\u306e\u70b9\u304c(\u6570\u306f\u5c11\u306a\u3044\u3067\u3059\u304c)\u5b58\u5728\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n<h3>\u4e09\u6b21\u5143\u306b\u3088\u308b\u8868\u793a(\u9759\u6b62\u753b\u50cf)<\/h3>\n<p>$S$\u3092\u4e09\u6b21\u5143\u306e\u68d2\u30b0\u30e9\u30d5(\u68d2\u3054\u3068\u306e\u7740\u8272\u306f\u68d2\u304c\u793a\u3059\u5024\u306b\u5bfe\u5fdc\u3059\u308b\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u306e\u8272\u3067\u7740\u8272\u3057\u3066\u3044\u307e\u3059\u3002)\u3068\u3057\u3066\u8868\u793a\u3059\u308b\u3068\u3001\u4e0b\u56f3\u306e\u3088\u3046\u306a\u611f\u3058\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/pandanote.info\/?attachment_id=7012\" rel=\"attachment wp-att-7012\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_3d_20201128180850_0015-300x225.png\" alt=\"\" width=\"300\" height=\"225\" class=\"alignnone size-medium wp-image-7012\" srcset=\"https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_3d_20201128180850_0015-300x225.png 300w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_3d_20201128180850_0015-1024x768.png 1024w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_3d_20201128180850_0015-768x576.png 768w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_3d_20201128180850_0015-1536x1152.png 1536w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_3d_20201128180850_0015-660x495.png 660w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/freqread_cosine_similarity_3d_20201128180850_0015.png 1600w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><br \/>\n(\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u62e1\u5927\u3055\u308c\u3066\u8868\u793a\u3055\u308c\u307e\u3059\u3002)<\/p>\n<p>\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u304c\u5927\u304d\u3081\u306e\u5024\u306b\u306a\u3063\u3066\u3044\u308b\u3068\u3053\u308d\u306f\u5272\u3068\u3042\u308a\u305d\u3046\u3067\u3059\u304c\u3001\u8a73\u7d30\u306a\u5206\u6790\u306b\u3064\u3044\u3066\u306f\u5225\u9014\u884c\u3046\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n<h3>\u4e09\u6b21\u5143\u306b\u3088\u308b\u8868\u793a(\u52d5\u753b\u306b\u3057\u3066\u307f\u305f\u3002)<\/h3>\n<p>\u524d\u7bc0\u306e\u8868\u793a\u3067\u306f\u9577\u3044\u68d2\u306b\u96a0\u308c\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u90e8\u5206\u304c\u308f\u304b\u308a\u306b\u304f\u3044\u306e\u3067\u3001\u30b0\u30e9\u30d5\u3092\u898b\u308b\u969b\u306e\u8996\u7dda\u3092\u5c11\u3057\u305a\u3064(1\u5ea6\u305a\u3064)\u5909\u3048\u305f\u753b\u50cf\u3092\u5927\u91cf\u306b\u751f\u6210\u3057\u3001\u305d\u308c\u3089\u3092ffmpeg\u3067\u9023\u7d50\u3057\u305f\u52d5\u753b(*1)\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>\u4f5c\u6210\u3057\u305f\u52d5\u753b\u306f\u68d2\u30b0\u30e9\u30d5\u304c1\u56de\u8ee2\u3059\u308b\u3060\u3051\u306e\u52d5\u753b\u3067\u3059\u304c\u3001\u305d\u306e\u524d\u306b$xy$\u5e73\u9762\u304b\u3089\u68d2\u304c\u751f\u3048\u3066\u304f\u308b\u52d5\u753b\u3092\u4f5c\u6210\u3057\u3001(*1)\u306e\u524d\u306b\u9023\u7d50\u3057\u307e\u3059\u3002<\/p>\n<p>\u3059\u308b\u3068\u2026<\/p>\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u52d5\u753b\u304c\u3067\u304d\u3042\u304c\u308a\u307e\u3059(BGM\u5165\u308a\u3067\u3059\u306e\u3067\u3001\u3054\u6ce8\u610f\u9858\u3044\u307e\u3059)\u3002<\/p>\n<div class=\"youtube\"><iframe src=\"\/\/www.youtube.com\/embed\/1Pk0pcBJwMo?start=25&amp;rel=0&amp;loop=0&amp;autoplay=0\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/div>\n<p>\u5927\u4e8b\u306a\u3053\u3068\u306a\u306e\u3067\u30012\u5ea6\u56de\u8ee2\u3055\u305b\u3066\u307e\u3059\u3002<\/p>\n<p>\u898b\u3084\u3059\u304f\u306a\u308a\u307e\u3057\u305f\u306d(\u81ea\u753b\u81ea\u8cdb)\u3002<\/p>\n<h2>\u52d5\u753b\u7528\u306e\u753b\u50cf\u751f\u6210\u306e\u52b9\u7387\u3092\u4e0a\u3052\u3066\u307f\u305f\u3002<\/h2>\n<h3>\u52d5\u6a5f<\/h3>\n<p>\u3053\u306e\u8a18\u4e8b\u306e\u30bf\u30a4\u30c8\u30eb\u7684\u306b\u306f\u3053\u3053\u307e\u3067\u306f\u524d\u5ea7\u3067\u3001\u3053\u3053\u304b\u3089\u304c\u672c\u984c\u3067\u3059\u3002<\/p>\n<p>\u524d\u7bc0\u306e\u52d5\u753b\u306f411\u679a(50+360+1\u679a)\u306e\u753b\u50cf\u304b\u3089\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u5185\u8a33\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>$xy$\u5e73\u9762\u304b\u3089\u68d2\u304c\u751f\u3048\u3066\u304f\u308b\u90e8\u5206\u306e\u52d5\u753b\u3092\u69cb\u6210\u3057\u3066\u3044\u308b\u753b\u50cf: 50\u679a<\/li>\n<li>\u68d2\u30b0\u30e9\u30d5\u5168\u4f53\u304c1\u56de\u8ee2(\u53b3\u5bc6\u306b\u306f$359^\\circ$)\u56de\u8ee2\u3059\u308b\u90e8\u5206\u306e\u52d5\u753b\u3092\u69cb\u6210\u3057\u3066\u3044\u308b\u753b\u50cf: 360\u679a<\/li>\n<li>\u68d2\u30b0\u30e9\u30d5\u5168\u4f53\u3092$1^\\circ$\u56de\u8ee2\u3055\u305b\u3066\u56de\u8ee2\u524d\u306e\u8996\u7dda\u306b\u52d5\u753b\u3092\u623b\u3059\u305f\u3081\u306e\u753b\u50cf: 1\u679a<\/li>\n<\/ol>\n<p>\u3053\u308c\u3089\u306e\u753b\u50cf\u3092\u4eca\u6642\u306ematplotlib\u3092import\u3057\u3064\u3064Python3\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u666e\u901a\u306b\u4f5c\u308d\u3046\u3068\u3059\u308b\u3068\u30011\u500b\u306e\u8ad6\u7406\u30d7\u30ed\u30bb\u30c3\u30b5\u306b\u306e\u307f1\u500b\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u308b\u30b7\u30f3\u30b0\u30eb\u30d7\u30ed\u30bb\u30b9\u3067\u306e\u51e6\u7406\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3088\u3063\u3066\u3001Windows10\u306e\u30ea\u30bd\u30fc\u30b9\u30e2\u30cb\u30bf\u3067\u753b\u50cf\u751f\u6210\u4e2d\u306e\u30d7\u30ed\u30bb\u30b9\u306eCPU\u306e\u4f7f\u7528\u7387\u3092\u898b\u308b\u3068\u2026<\/p>\n<p><a href=\"https:\/\/pandanote.info\/?attachment_id=7008\" rel=\"attachment wp-att-7008\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/1cputhread_0001_a-300x246.png\" alt=\"\" width=\"300\" height=\"246\" class=\"alignnone size-medium wp-image-7008\" srcset=\"https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/1cputhread_0001_a-300x246.png 300w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/1cputhread_0001_a-768x631.png 768w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/1cputhread_0001_a-660x542.png 660w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/1cputhread_0001_a.png 784w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>\u3068\u3044\u3046\u611f\u3058\u306b\u306a\u3063\u3066\u3044\u3066\u3001\u753b\u50cf\u751f\u6210\u4e2d\u306e\u30d7\u30ed\u30bb\u30b9\u306eCPU\u306e\u4f7f\u7528\u7387\u306f25%\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059(\u4e0a\u56f3\u306e\u8d64\u67a0\u5185)\u3002<\/p>\n<p>\u4eca\u6642\u306eCPU\u306a\u3089\u30ce\u30fc\u30c8PC\u7528\u306e\u3082\u306e\u3067\u3042\u3063\u3066\u3082\u8ad6\u7406\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u8907\u6570\u6301\u3064\u306e\u304c\u5f53\u305f\u308a\u524d\u3060\u3068\u601d\u3044\u307e\u3059\u306e\u3067\u3001\u5c11\u306a\u304f\u3068\u30822\u500b\u3001\u53ef\u80fd\u306a\u3089CPU\u306e\u6301\u3064\u5168\u8ad6\u7406\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u753b\u50cf\u751f\u6210\u306b\u6295\u5165\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u51e6\u7406\u306e\u52b9\u7387\u3092\u4e0a\u3052\u3066\u3001\u6642\u77ed\u3092\u56f3\u308a\u305f\u3044\u3068\u3053\u308d\u3067\u3059\u3002<\/p>\n<h3>\u305d\u3053\u3067\u3001ProcessPoolExecutor\u306e\u767b\u5834\u3067\u3059\u3002<\/h3>\n<p>Python3\u3067\u306e\u4e26\u5217\u51e6\u7406\u306e\u305f\u3081\u306e\u4ed5\u7d44\u307f\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u304c\u3001\u5b50\u30d7\u30ed\u30bb\u30b9\u5074\u304b\u3089\u89aa\u30d7\u30ed\u30bb\u30b9\u5074\u306b\u51e6\u7406\u7d50\u679c\u3092\u623b\u3059\u5fc5\u8981\u304c\u306a\u3044\u3053\u3068\u3068\u3001matplotlib\u304c\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u5bfe\u5fdc\u3067\u306f\u306a\u3044\u3053\u3068\u304b\u3089\u3001\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u3067\u306e\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u3068\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u5e78\u3044\u306a\u3053\u3068\u306bPython3.2\u304b\u3089\u4e0a\u8a18\u306e\u8981\u4ef6\u3092\u6bd4\u8f03\u7684\u304a\u624b\u8efd\u306b\u5b9f\u73fe\u3067\u304d\u308bProcessPoolExecutor\u3068\u3044\u3046\u4ed5\u7d44\u307f\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001Python3\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u4e2d\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8a18\u8ff0\u3057\u3066\u3042\u308a\u304c\u305f\u304f\u4f7f\u308f\u305b\u3066\u3044\u305f\u3060\u304f\u3053\u3068\u306b\u3057\u307e\u3059\u3002\ud83d\ude4f<\/p>\n<div class=\"code\">import concurrent.futures as cf<\/div>\n<p>&nbsp;<\/p>\n<h3>\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u4e0a\u3067\u306e\u6ce8\u610f\u4e8b\u9805<\/h3>\n<p>ProcessPoolExecutor\u3092\u4f7f\u3063\u3066\u5b50\u30d7\u30ed\u30bb\u30b9\u3067\u5b9f\u884c\u3055\u305b\u308b\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3059\u308b\u5834\u5408\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u70b9\u306b\u6ce8\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4>\u89aa\u30d7\u30ed\u30bb\u30b9\u3067\u306e\u307f\u5b9f\u884c\u3055\u308c\u308b\u3079\u304d\u51e6\u7406\u306e\u8a18\u8ff0<\/h4>\n<p>\u5b50\u30d7\u30ed\u30bb\u30b9\u3067\u5b9f\u884c\u3055\u305b\u308b\u5fc5\u8981\u306e\u306a\u3044\u51e6\u7406\u306f\u5909\u6570\u306e\u521d\u671f\u5316\u306e\u305f\u3081\u306e\u5f0f\u306a\u3069\u3082\u542b\u3081\u3066 if __name__ = &#8216;__main__&#8217;: \u306e\u6761\u4ef6\u5f0f\u304c\u6210\u7acb\u3057\u305f\u6642\u306b\u306e\u307f\u5b9f\u884c\u3055\u308c\u308b\u30d6\u30ed\u30c3\u30af\u5185\u306b\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n<h4>ProcessPoolExecutor.map\u95a2\u6570\u3078\u306e\u5f15\u6570\u306e\u4e0e\u3048\u65b9<\/h4>\n<p>\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u51e6\u7406\u306b\u304a\u3044\u3066\u306f\u540c\u3058\u95a2\u6570\u3092\u5f15\u6570(\u306e\u7d44)\u3092\u5909\u3048\u3066\u8907\u6570\u56de\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3059\u304c\u3001\u5f15\u6570(\u306e\u7d44)\u304c\u8907\u6570\u3042\u308b\u5834\u5408\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3067ProcessPoolExecutor.map\u95a2\u6570\u306e\u7b2c2\u5f15\u6570\u306b\u4e0e\u3048\u308b\u3079\u304d\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u5f15\u6570\u306e\u7d44\u306e1\u7d44\u5206\u3092tuple\u3068\u3057\u3066\u307e\u3068\u3081\u305f\u3082\u306e\u3092\u8981\u7d20\u3068\u3059\u308b\u914d\u5217\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u547c\u3073\u51fa\u3057\u5148\u306e\u95a2\u6570\u304cfunc(x,y,z)\u306e\u3088\u3046\u306b3\u500b\u306e\u5f15\u6570\u3092\u6301\u3061\u3001\u305d\u308c\u30923\u56de\u547c\u3073\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3042\u308c\u3070\u3001[(x1,y1,z1),(x2,y2,z2),(x3,y3,z3)]\u306e\u3088\u3046\u306a\u914d\u5217\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<li>\u624b\u98061\u3067\u4f5c\u6210\u3057\u305f\u914d\u5217\u306b\u30a2\u30b9\u30bf\u30ea\u30b9\u30af(*)\u3092\u4ed8\u52a0\u3057\u3066\u30a2\u30f3\u30d1\u30c3\u30af\u3057\u307e\u3059\u3002\u624b\u98061\u306e\u4f8b\u3067\u306f\u30a2\u30f3\u30d1\u30c3\u30af\u3092\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u914d\u5217\u30921\u7d44\u306etuple\u30921\u500b\u306e\u5909\u6570\u3068\u3059\u308b3\u500b\u306e\u5909\u6570\u306b\u5c55\u958b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u624b\u98062\u3067\u30a2\u30f3\u30d1\u30c3\u30af\u3057\u305f\u5909\u6570\u3092zip\u95a2\u6570\u306e\u5165\u529b\u3068\u3057\u3066\u4e0e\u3048\u308b\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u306e\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002\n<ol>\n<li>tuple\u306e\u5148\u982d\u304b\u30891\u500b\u305a\u3064\u5909\u6570\u3092pop\u3057\u3001\u305d\u308c\u3089\u3092\u53d6\u308a\u51fa\u3057\u5143\u306e\u5909\u6570\u306e\u9806\u306b\u4e26\u3079\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u65b0\u305f\u306atuple\u3092\u5f97\u308b\u3002<\/li>\n<li>\u4e0a\u8a18\u306e\u64cd\u4f5c\u3092\u5909\u6570\u3068\u3057\u3066\u6307\u5b9a\u3055\u308c\u305ftuple\u306e\u8981\u7d20\u6570\u3068\u7b49\u3057\u3044\u56de\u6570\u3060\u3051\u7e70\u308a\u8fd4\u3059\u3053\u3068\u306b\u3088\u3063\u3066\u5f97\u3089\u308c\u308b\u914d\u5217\u306e\u8981\u7d20\u30921\u500b\u305a\u3064\u53d6\u308a\u51fa\u3059\u3053\u3068\u306e\u3067\u304d\u308b\u30a4\u30c6\u30ec\u30fc\u30bf\u3092\u4f5c\u6210\u3059\u308b\u3002<\/li>\n<\/ol>\n<\/li>\n<li>\u624b\u98063\u3067\u5f97\u3089\u308c\u305f\u30a4\u30c6\u30ec\u30fc\u30bf\u304b\u3089\u306f\u3001(x1,x2,x3)\u3001(y1,y2,y3)\u53ca\u3073(z1,z2,z3)\u306e3\u500b\u306etuple\u3092\u3053\u306e\u9806\u3067\u53d6\u308a\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u30a2\u30b9\u30bf\u30ea\u30b9\u30af(*)\u3092\u4f7f\u3063\u3066\u30a2\u30f3\u30d1\u30c3\u30af\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<p>\u306a\u304a\u3001\u4e0a\u8a18\u306e\u624b\u9806\u306e\u51e6\u7406\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b1\u884c\u3067\u8a18\u8ff0\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"code\">e.map(func,*zip(*a))<\/div>\n<p>&nbsp;<br \/>\n\u4e0a\u8a18\u306e\u8a18\u8ff0\u3067e\u306fProcessPoolExecutor\u3092\u3001func\u306f\u5b50\u30b9\u30ec\u30c3\u30c9\u3067\u5b9f\u884c\u3059\u308b\u95a2\u6570\u540d\u3001a\u306f\u5f15\u6570\u306e\u7d44\u306e1\u7d44\u5206\u3092tuple\u3068\u3057\u3066\u307e\u3068\u3081\u305f\u3082\u306e\u3092\u8981\u7d20\u3068\u3059\u308b\u914d\u5217\u3092\u8868\u3057\u307e\u3059\u3002<\/p>\n<h3>\u30b3\u30fc\u30c9\u4f8b<\/h3>\n<p>\u30b3\u30fc\u30c9\u4f8b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u611f\u3058\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n<script src=\"https:\/\/gist.github.com\/pandanote-info\/010a1b16450cf18f2d0d89e92d63271c.js\"><\/script><br \/>\n89\u884c\u76ee\u306b\u5165\u529b\u30d5\u30a1\u30a4\u30eb(\u8ee2\u7f6e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092JSON\u5f62\u5f0f\u3067\u8868\u73fe\u3057\u305f\u3082\u306e\u3002)\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\u304c\u6307\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001<a href=\"https:\/\/vsse.pandanote.info\/pandanote_frequencies_result_20201107211207.txt.bz2\">\u3053\u3061\u3089<\/a>(@<a href=\"https:\/\/vsse.pandanote.info\/\">\u7b2c\u4e09\u5009\u5eab(\u4eee)<\/a>)\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u6240\u8981\u6642\u9593\u306e\u6bd4\u8f03<\/h3>\n<p>\u52d5\u753b\u306e\u305f\u3081\u306e\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306ePython3\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u66f8\u3051\u305f\u3068\u3053\u308d\u3067\u3001\u30b7\u30f3\u30b0\u30eb\u30d7\u30ed\u30bb\u30b9\u3068\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u3067\u305d\u308c\u305e\u308c411\u679a\u306e\u753b\u50cf\u306e\u751f\u6210\u51e6\u7406\u3092\u5b9f\u884c\u3057\u3001\u6240\u8981\u6642\u9593\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u6240\u8981\u6642\u9593\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u30b7\u30f3\u30b0\u30eb\u30d7\u30ed\u30bb\u30b9\u306e\u5834\u5408(=ProcessPoolExecutor\u3092\u4f7f\u308f\u306a\u3044\u5834\u5408): 12532.629544\u79d2<\/li>\n<li>\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u306e\u5834\u5408(=ProcessPoolExecutor\u3092\u4f7f\u3063\u305f\u5834\u5408): 6363.661855\u79d2<\/li>\n<\/ol>\n<p>\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u3067\u5b9f\u884c\u3059\u308b\u3068\u6240\u8981\u6642\u9593\u304c\u307b\u307c\u534a\u5206\u306b\u306a\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u3067\u5b9f\u884c\u4e2d\u306eWindows10\u306e\u30ea\u30bd\u30fc\u30b9\u30e2\u30cb\u30bf\u3067\u753b\u50cf\u751f\u6210\u4e2d\u306e\u30d7\u30ed\u30bb\u30b9\u306eCPU\u306e\u4f7f\u7528\u7387\u3092\u898b\u308b\u3068\u2026<\/p>\n<p><a href=\"https:\/\/pandanote.info\/?attachment_id=7019\" rel=\"attachment wp-att-7019\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/4cputhread_0001_a-300x246.png\" alt=\"\" width=\"300\" height=\"246\" class=\"alignnone size-medium wp-image-7019\" srcset=\"https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/4cputhread_0001_a-300x246.png 300w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/4cputhread_0001_a-768x631.png 768w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/4cputhread_0001_a-660x542.png 660w, https:\/\/pandanote.info\/wordpress\/wp-content\/uploads\/2020\/11\/4cputhread_0001_a.png 784w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>\u2026\u306e\u3088\u3046\u306a\u611f\u3058(\u8d64\u67a0)\u306b\u306a\u3063\u3066\u3044\u3066\u3001\u30d7\u30ed\u30bb\u30b9\u304c4\u500b\u8d77\u52d5\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001\u6240\u8981\u6642\u9593\u304c\u7d041\/2\u306b\u3057\u304b\u306a\u3063\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>CPU\u306e\u30b3\u30a2\u306e\u3068\u3053\u308d\u3067\u4f55\u304b\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u3063\u3066\u3044\u308b\u3068\u3053\u308d\u304c\u3042\u308a\u305d\u3046\u3067\u3059\u304c\u3001\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u8abf\u3079\u304d\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u3061\u3087\u3063\u3068\u524d(\u3068\u3044\u3063\u3066\u3082\u3053\u306e\u8a18\u4e8b\u3092\u6700\u521d\u306b\u66f8\u3044\u305f\u6642\u70b9(2020\u5e7411\u6708)\u304b\u30891\u5e74\u3061\u3087\u3063\u3068\u304f\u3089\u3044\u524d\u306e\u3053\u3068\u3067\u3059\u304c\u2026)\u306bScala\u306e\u4e26\u5217\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u4f7f\u3063\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u3044\u3066(\u305d\u306e\u969b\u306eTips\u3092<a href=\"https:\/\/sidestory.pandanote.info\/play-scala-sbt.html\">\u3053\u3061\u3089\u306e\u8a18\u4e8b<\/a>\u306b\u3061\u3087\u3063\u3068\u3060\u3051\u66f8\u3044\u3066\u3044\u307e\u3059\u3002)Linux\u4e0a\u3067\u5b9f\u884c\u3057\u3066\u307f\u305f\u3068\u3053\u308d\u3001CPU\u304c\u6301\u3063\u3066\u3044\u308b\u8ad6\u7406\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u307b\u307c\u3059\u3079\u3066\u304d\u3063\u3061\u308a\u4f7f\u3044\u5207\u3063\u3066\u304f\u308c\u3066\u51e6\u7406\u304c\u7206\u901f\u306b\u306a\u3063\u3066\u3044\u308d\u3044\u308d\u3068\u6357\u3063\u305f\u306e\u3067\u3001Python3\u3067\u3082\u4f3c\u305f\u3088\u3046\u306a\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u304b\u3068\u8003\u3048\u3001\u8a66\u3057\u3066\u307f\u305f\u6b21\u7b2c\u3067\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306fWindows10\u3067\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u304c\u3001Linux\u3067\u3082\u6a5f\u4f1a\u304c\u3042\u308c\u3070\u8a66\u3057\u3066\u307f\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>\u753b\u50cf\u751f\u6210\u306e\u51e6\u7406\u306f\u91cd\u3044\u51e6\u7406\u306b\u306a\u308b\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001\u51e6\u7406\u306e\u305f\u3081\u306e\u51e6\u7406\u6642\u9593\u3092\u77ed\u7e2e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u3001\u305d\u306e\u5206try&#038;error\u3092\u884c\u3046\u3053\u3068\u306e\u3067\u304d\u308b\u56de\u6570\u3092\u5897\u3084\u305b\u308b\u306e\u3067\u304b\u306a\u308a\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u306f\u4ee5\u4e0a\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u524d\u306e\u8a18\u4e8b\u3067\u672cWeb\u30b5\u30a4\u30c8\u306e\u8a18\u4e8b\u3092Bag-of-Words\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u30d9\u30af\u30c8\u30eb\u5316\u3057\u305f\u7d50\u679c\u306e\u4e00\u90e8\u30923D\u306e\u68d2\u30b0\u30e9\u30d5\u306b\u3057\u3066\u8868\u793a\u3055\u305b\u308b\u307e\u3067\u306e\u9053\u306e\u308a\u306b\u3064\u3044\u3066\u66f8\u304d\u307e\u3057\u305f\u3002 \u524d\u306e\u8a18\u4e8b\u306b\u66f8\u3044\u305f\u65b9\u6cd5\u30673D\u306e\u68d2\u30b0\u30e9\u30d5\u304c\u8868\u793a\u3067\u304d\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3057\u305f\u306e\u3067\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306f\u30d9\u30af\u30c8\u30eb\u5316\u3057\u305f\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u8a18\u4e8b\u9593\u306e\u985e\u4f3c\u5ea6\u3092\u6c42\u3081\u3001\u305d\u308c\u30923D\u306e\u68d2\u30b0\u30e9\u30d5\u3067\u8868\u793a\u3057\u3001\u3055\u3089\u306b\u30b0\u30e9\u30d5\u306e\u8868\u793a\u306e\u305f\u3081\u306e\u753b\u50cf\u3092\u4f7f\u3063\u3066\u52d5\u753b\u3092\u4f5c\u6210\u3059\u308b\u307e\u3067\u306e\u9053\u306e\u308a\u2026 <span class=\"read-more\"><a href=\"https:\/\/pandanote.info\/?p=6970\">Read More 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