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Julia/Test/日本語フォントをPyPlotで使用する方法.ipynb
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# 日本語フォントをPyPlotで使用する方法\n\n黒木玄\n\n2017-08-07~20\n\n以下のリンク先を参考にした。\n\nhttp://qiita.com/r9y9/items/8978d35d172ee3006a18\n\nhttp://qiita.com/kshigeru/items/0cfc0778bab197687967\n\nhttp://qiita.com/canard0328/items/a859bffc9c9e11368f37\n\nhttps://teratail.com/questions/77501\n\nhttp://qiita.com/tg-git/items/61b7714665b73b3e4d9a\n\nhttps://matplotlib.org/api/pyplot_api.html における `matplotlib.pyplot.rc(*args, **kwargs)` の項目\n\nIPAフォントのttfファイルをインストールした。\n\n`~/.matplotlib/fontList.py3k.cache` を削除した。\n\n**2017-08-08の結論:** `PyPlot.rc(\"font\", family=\"フォント名\")` を使えばよい。たとえば、IPAフォントのttfファイルをOSにインストールしてある場合には以下のようにすればPyPlotで描いたグラフに日本語のフォントが使われるようになります。 IPA以外のフォントももちろん指定可能。\n\n(1) 念のために `~/.matplotlib/fontList.py3k.cache` を削除する。\n\n(2) 以下のどれかを設定しておく。\n\n rc(\"font\", family=\"IPAPGothic\")\n rc(\"font\", family=\"IPAexGothic\")\n rc(\"font\", family=\"IPAGothic\")\n rc(\"font\", family=\"IPAPMincho\")\n rc(\"font\", family=\"IPAexMincho\")\n rc(\"font\", family=\"IPAMincho\")"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "using PyPlot\nusing PyCall\nshowunlimitedly(x) = show(IOContext(STDOUT, limit=false), \"text/plain\", x)",
"execution_count": 1,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 1,
"data": {
"text/plain": "showunlimitedly (generic function with 1 method)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# フォントが sans-serif に設定されており、日本語が豆腐で表示されてしまう。\n\ndisplay(PyDict(matplotlib[\"rcParams\"])[\"font.family\"])\n\nx = -2pi:0.1:2pi\ny = sin.(x)\n\nplot(x, y, label=\"正弦函数\")\ntitle(\"正弦函数のグラフ\")\nxlabel(\"x 軸\")\nylabel(\"y 軸\")\ntext(-6.0, -0.9, \"正弦曲線\")\nannotate(\"極小\", xy=(-pi/2, -1.0), xytext=(-pi/2-0.4,-0.5), arrowprops=Dict(\"arrowstyle\" => \"->\"))\nlegend()",
"execution_count": 2,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "1-element Array{Any,1}:\n \"sans-serif\""
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000002DF72390>)",
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"
},
"metadata": {}
},
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": "PyObject <matplotlib.legend.Legend object at 0x000000002EEC98D0>"
},
"metadata": {}
}
]
},
{
"metadata": {
"scrolled": true,
"trusted": true
},
"cell_type": "code",
"source": "# ttf のリストの表示\n\n@pyimport matplotlib.font_manager as fm\nttffonts = sort(fm.findSystemFonts(fontpaths=nothing, fontext=\"ttf\"))\nttffonts = sort([ttffonts[i] for i in 1:length(ttffonts) if ismatch(r\"Fonts\", ttffonts[i])])\n\nshowunlimitedly(ttffonts)",
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": "349-element Array{String,1}:\n \"C:\\\\Windows\\\\Fonts\\\\ANTQUAB.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\ANTQUABI.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\ANTQUAI.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\ARIALN.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\ARIALNB.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\ARIALNBI.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\ARIALNI.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\ARIALUNI.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\BKANT.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\BOOKOS.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\BOOKOSB.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\BOOKOSBI.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\BOOKOSI.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\BRADHITC.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\BSSYM7.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\CENTURY.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\Candara.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\Candarab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\Candarai.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\Candaraz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuMathTeXGyre.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSans-Bold.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSans-BoldOblique.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSans-ExtraLight.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSans-Oblique.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSans.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSansCondensed-Bold.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSansCondensed-BoldOblique.ttf\"\n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSansCondensed-Oblique.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSansCondensed.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSansMono-Bold.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSansMono-BoldOblique.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSansMono-Oblique.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSansMono.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSerif-Bold.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSerif-BoldItalic.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSerif-Italic.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSerif.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSerifCondensed-Bold.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSerifCondensed-BoldItalic.ttf\"\n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSerifCondensed-Italic.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\DejaVuSerifCondensed.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\FREESCPT.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\FRSCRIPT.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\GARA.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\GARABD.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\GARAIT.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\GOTHIC.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\GOTHICB.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\GOTHICBI.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\GOTHICI.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\Gabriola.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\HGRSKP.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\HGRSMP.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\ITCKRIST.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\JUICE___.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\KhmerUI.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\KhmerUIb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\LHANDW.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\LaoUI.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\LaoUIb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\LeelUIsl.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\LeelaUIb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\LeelawUI.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\MISTRAL.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\MTCORSVA.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\MTEXTRA.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\Nirmala.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\NirmalaB.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\NirmalaS.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\OCRB.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\OUTLOOK.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\PAPYRUS.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\PRISTINA.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\REFSAN.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\REFSPCL.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\STIX-Bold.otf\" \n \"C:\\\\Windows\\\\Fonts\\\\STIX-BoldItalic.otf\" \n \"C:\\\\Windows\\\\Fonts\\\\STIX-Italic.otf\" \n \"C:\\\\Windows\\\\Fonts\\\\STIX-Regular.otf\" \n \"C:\\\\Windows\\\\Fonts\\\\STIXMath-Regular.otf\" \n \"C:\\\\Windows\\\\Fonts\\\\Shonar.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\Shonarb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\SourceHanSansJP-Bold.otf\" \n \"C:\\\\Windows\\\\Fonts\\\\SourceHanSansJP-ExtraLight.otf\" \n \"C:\\\\Windows\\\\Fonts\\\\SourceHanSansJP-Heavy.otf\" \n \"C:\\\\Windows\\\\Fonts\\\\SourceHanSansJP-Light.otf\" \n \"C:\\\\Windows\\\\Fonts\\\\SourceHanSansJP-Medium.otf\" \n \"C:\\\\Windows\\\\Fonts\\\\SourceHanSansJP-Normal.otf\" \n \"C:\\\\Windows\\\\Fonts\\\\SourceHanSansJP-Regular.otf\" \n \"C:\\\\Windows\\\\Fonts\\\\TEMPSITC.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\UrdType.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\UrdTypeb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\VL-Gothic-Regular.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\VL-PGothic-Regular.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\Vani.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\Vanib.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\WINGDNG2.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\WINGDNG3.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\YUMIN.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\YUMINDB.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\YUMINL.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\ZWAdobeF.TTF\" \n \"C:\\\\Windows\\\\Fonts\\\\ahronbd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\aldhabi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\andlso.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\angsa.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\angsab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\angsai.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\angsau.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\angsaub.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\angsaui.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\angsauz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\angsaz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\aparaj.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\aparajb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\aparajbi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\aparaji.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\arabtype.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\arial.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\arialbd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\arialbi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ariali.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ariblk.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\browa.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\browab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\browai.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\browau.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\browaub.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\browaui.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\browauz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\browaz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\calibri.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\calibrib.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\calibrii.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\calibril.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\calibrili.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\calibriz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\cambriab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\cambriai.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\cambriaz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\comic.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\comicbd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\comici.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\comicz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\consola.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\consolab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\consolai.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\consolaz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\constan.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\constanb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\constani.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\constanz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\corbel.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\corbelb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\corbeli.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\corbelz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\cordia.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\cordiab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\cordiai.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\cordiau.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\cordiaub.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\cordiaui.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\cordiauz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\cordiaz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\cour.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\courbd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\courbi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\couri.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\daunpenh.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\david.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\davidbd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\dokchamp.ttf\" \n",
"name": "stdout"
},
{
"output_type": "stream",
"text": " \"C:\\\\Windows\\\\Fonts\\\\ebrima.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ebrimabd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\estre.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\euphemia.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\framd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\framdit.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\frank.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\gadugi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\gadugib.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\gautami.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\gautamib.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\georgia.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\georgiab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\georgiai.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\georgiaz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\gisha.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\gishabd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\himalaya.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\impact.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ipaexg.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ipaexm.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ipag.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ipagp.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ipam.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ipamp.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\iskpota.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\iskpotab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\javatext.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\kaiu.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\kalinga.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\kalingab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\kartika.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\kartikab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\kokila.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\kokilab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\kokilabi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\kokilai.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\l_10646.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\latha.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\lathab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\leelawad.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\leelawdb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\lingoes.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\lucon.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\lvnm.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\lvnmbd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\majalla.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\majallab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\malgun.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\malgunbd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\mangal.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\mangalb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\marlett.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\micross.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\migu-1c-bold.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\migu-1c-regular.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\migu-1m-bold.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\migu-1m-regular.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\migu-1p-bold.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\migu-1p-regular.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\migu-2m-bold.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\migu-2m-regular.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\mmrtext.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\mmrtextb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\monbaiti.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\moolbor.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\mriam.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\mriamc.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\msuighub.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\msuighur.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\msyi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\mvboli.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\nrkis.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ntailu.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ntailub.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\nyala.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\pala.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\palab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\palabi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\palai.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\phagspa.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\phagspab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\plantc.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\raavi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\raavib.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\rod.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\segoepr.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\segoeprb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\segoesc.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\segoescb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\segoeui.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\segoeuib.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\segoeuii.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\segoeuil.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\segoeuisl.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\segoeuiz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\seguibl.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\seguibli.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\seguiemj.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\seguili.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\seguisb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\seguisbi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\seguisli.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\seguisym.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\shruti.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\shrutib.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\simfang.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\simhei.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\simkai.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\simpbdo.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\simpfxo.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\simpo.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\simsunb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\sylfaen.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\symbol.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\tahoma.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\tahomabd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\taile.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\taileb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\times.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\timesbd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\timesbi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\timesi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\tradbdo.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\trado.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\trebuc.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\trebucbd.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\trebucbi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\trebucit.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\tunga.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\tungab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcdb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcdbi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcdi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcdl.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upceb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcebi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcei.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcel.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcfb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcfbi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcfi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcfl.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcib.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcibi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcii.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcil.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcjb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcjbi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcji.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcjl.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upckb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upckbi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcki.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upckl.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upclb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upclbi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcli.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\upcll.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\utsaah.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\utsaahb.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\utsaahbi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\utsaahi.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\verdana.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\verdanab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\verdanai.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\verdanaz.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\vijaya.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\vijayab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\vrinda.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\vrindab.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\webdings.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\wingding.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\yugothib.ttf\" \n",
"name": "stdout"
},
{
"output_type": "stream",
"text": " \"C:\\\\Windows\\\\Fonts\\\\yugothic.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\yugothil.ttf\" ",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ipafonts = sort(filter(f->ismatch(r\"IPA\"i,f), ttffonts))",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": "6-element Array{String,1}:\n \"C:\\\\Windows\\\\Fonts\\\\ipaexg.ttf\"\n \"C:\\\\Windows\\\\Fonts\\\\ipaexm.ttf\"\n \"C:\\\\Windows\\\\Fonts\\\\ipag.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ipagp.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ipam.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ipamp.ttf\" "
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ipanames = sort((f->fm.FontProperties(fname=f)[:get_name]()).(ipafonts))",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
"text/plain": "6-element Array{String,1}:\n \"IPAGothic\" \n \"IPAMincho\" \n \"IPAPGothic\" \n \"IPAPMincho\" \n \"IPAexGothic\"\n \"IPAexMincho\""
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# 名前のリストの表示\n\nfontnamelist = unique(sort([f[:name] for f in fm.fontManager[:ttflist]]))\nshowunlimitedly(fontnamelist)",
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"text": "172-element Array{String,1}:\n \"Aharoni\" \n \"Aldhabi\" \n \"Andalus\" \n \"Angsana New\" \n \"AngsanaUPC\" \n \"Aparajita\" \n \"Arabic Typesetting\" \n \"Arial\" \n \"Arial Unicode MS\" \n \"Book Antiqua\" \n \"Bookman Old Style\" \n \"Bookshelf Symbol 7\" \n \"Bradley Hand ITC\" \n \"Browallia New\" \n \"BrowalliaUPC\" \n \"Calibri\" \n \"Cambria\" \n \"Candara\" \n \"Century\" \n \"Century Gothic\" \n \"Comic Sans MS\" \n \"Consolas\" \n \"Constantia\" \n \"Corbel\" \n \"Cordia New\" \n \"CordiaUPC\" \n \"Courier New\" \n \"DFKai-SB\" \n \"DaunPenh\" \n \"David\" \n \"DejaVu Sans\" \n \"DejaVu Sans Display\" \n \"DejaVu Sans Mono\" \n \"DejaVu Serif\" \n \"DejaVu Serif Display\" \n \"DilleniaUPC\" \n \"DokChampa\" \n \"Ebrima\" \n \"Estrangelo Edessa\" \n \"EucrosiaUPC\" \n \"Euphemia\" \n \"FangSong\" \n \"FrankRuehl\" \n \"Franklin Gothic Medium\" \n \"FreesiaUPC\" \n \"Freestyle Script\" \n \"French Script MT\" \n \"Gabriola\" \n \"Gadugi\" \n \"Garamond\" \n \"Gautami\" \n \"Georgia\" \n \"Gisha\" \n \"HGMaruGothicMPRO\" \n \"HGSeikaishotaiPRO\" \n \"IPAGothic\" \n \"IPAMincho\" \n \"IPAPGothic\" \n \"IPAPMincho\" \n \"IPAexGothic\" \n \"IPAexMincho\" \n \"Impact\" \n \"IrisUPC\" \n \"Iskoola Pota\" \n \"JasmineUPC\" \n \"Javanese Text\" \n \"Juice ITC\" \n \"KaiTi\" \n \"Kalinga\" \n \"Kartika\" \n \"Khmer UI\" \n \"KodchiangUPC\" \n \"Kokila\" \n \"Kristen ITC\" \n \"Lao UI\" \n \"Latha\" \n \"Leelawadee\" \n \"Leelawadee UI\" \n \"Levenim MT\" \n \"LilyUPC\" \n \"Lingoes Unicode\" \n \"Lucida Console\" \n \"Lucida Handwriting\" \n \"Lucida Sans Unicode\" \n \"MS Outlook\" \n \"MS Reference Sans Serif\"\n \"MS Reference Specialty\" \n \"MT Extra\" \n \"MV Boli\" \n \"Malgun Gothic\" \n \"Mangal\" \n \"Marlett\" \n \"Microsoft Himalaya\" \n \"Microsoft New Tai Lue\" \n \"Microsoft PhagsPa\" \n \"Microsoft Sans Serif\" \n \"Microsoft Tai Le\" \n \"Microsoft Uighur\" \n \"Microsoft Yi Baiti\" \n \"Migu 1C\" \n \"Migu 1M\" \n \"Migu 1P\" \n \"Migu 2M\" \n \"Miriam\" \n \"Miriam Fixed\" \n \"Mistral\" \n \"Mongolian Baiti\" \n \"Monotype Corsiva\" \n \"MoolBoran\" \n \"Myanmar Text\" \n \"Narkisim\" \n \"Nirmala UI\" \n \"Nyala\" \n \"OCRB\" \n \"Palatino Linotype\" \n \"Papyrus\" \n \"Plantagenet Cherokee\" \n \"Pristina\" \n \"Raavi\" \n \"Rod\" \n \"STIX\" \n \"STIX Math\" \n \"STIXGeneral\" \n \"STIXNonUnicode\" \n \"STIXSizeFiveSym\" \n \"STIXSizeFourSym\" \n \"STIXSizeOneSym\" \n \"STIXSizeThreeSym\" \n \"STIXSizeTwoSym\" \n \"Sakkal Majalla\" \n \"Segoe Print\" \n \"Segoe Script\" \n \"Segoe UI\" \n \"Segoe UI Emoji\" \n \"Segoe UI Symbol\" \n \"Shonar Bangla\" \n \"Shruti\" \n \"SimHei\" \n \"SimSun-ExtB\" \n \"Simplified Arabic\" \n \"Simplified Arabic Fixed\"\n \"Source Han Sans JP\" \n \"Sylfaen\" \n \"Symbol\" \n \"Tahoma\" \n \"Tempus Sans ITC\" \n \"Times New Roman\" \n \"Traditional Arabic\" \n \"Trebuchet MS\" \n \"Tunga\" \n \"Urdu Typesetting\" \n \"Utsaah\" \n \"VL Gothic\" \n \"VL PGothic\" \n \"Vani\" \n \"Verdana\" \n \"Vijaya\" \n \"Vrinda\" \n \"Webdings\" \n \"Wingdings\" \n \"Wingdings 2\" \n \"Wingdings 3\" \n \"Yu Gothic\" \n \"Yu Mincho\" \n \"ZWAdobeF\" \n \"cmb10\" \n \"cmex10\" \n \"cmmi10\" \n \"cmr10\" \n \"cmss10\" \n \"cmsy10\" \n \"cmtt10\" ",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "showunlimitedly(PyDict(matplotlib[\"rcParams\"]))",
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": "PyCall.PyDict{PyCall.PyAny,PyCall.PyAny,true} with 286 entries:\n \"backend\" => \"agg\"\n \"backend_fallback\" => true\n \"backend.qt4\" => \"PyQt4\"\n \"backend.qt5\" => \"PyQt5\"\n \"webagg.port\" => 8988\n \"webagg.open_in_browser\" => true\n \"webagg.port_retries\" => 50\n \"nbagg.transparent\" => true\n \"toolbar\" => \"toolbar2\"\n \"datapath\" => \"C:\\\\Anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\mpl-data\"\n \"interactive\" => false\n \"timezone\" => \"UTC\"\n \"verbose.level\" => \"silent\"\n \"verbose.fileo\" => \"sys.stdout\"\n \"lines.linewidth\" => 1.5\n \"lines.linestyle\" => \"-\"\n \"lines.color\" => \"C0\"\n \"lines.marker\" => \"None\"\n \"lines.markeredgewidth\" => 1.0\n \"lines.markersize\" => 6.0\n \"lines.antialiased\" => true\n \"lines.dash_joinstyle\" => \"round\"\n \"lines.solid_joinstyle\" => \"round\"\n \"lines.dash_capstyle\" => \"butt\"\n \"lines.solid_capstyle\" => \"projecting\"\n \"lines.dashed_pattern\" => Any[3.7, 1.6]\n \"lines.dashdot_pattern\" => Any[6.4, 1.6, 1.0, 1.6]\n \"lines.dotted_pattern\" => Any[1.0, 1.65]\n \"lines.scale_dashes\" => true\n \"markers.fillstyle\" => \"full\"\n \"patch.linewidth\" => 1.0\n \"patch.edgecolor\" => \"k\"\n \"patch.force_edgecolor\" => false\n \"patch.facecolor\" => \"C0\"\n \"patch.antialiased\" => true\n \"hatch.color\" => \"k\"\n \"hatch.linewidth\" => 1.0\n \"hist.bins\" => 10\n \"boxplot.notch\" => false\n \"boxplot.vertical\" => true\n \"boxplot.whiskers\" => 1.5\n \"boxplot.bootstrap\" => nothing\n \"boxplot.patchartist\" => false\n \"boxplot.showmeans\" => false\n \"boxplot.showcaps\" => true\n \"boxplot.showbox\" => true\n \"boxplot.showfliers\" => true\n \"boxplot.meanline\" => false\n \"boxplot.flierprops.color\" => \"k\"\n \"boxplot.flierprops.marker\" => \"o\"\n \"boxplot.flierprops.markerfacecolor\" => \"none\"\n \"boxplot.flierprops.markeredgecolor\" => \"k\"\n \"boxplot.flierprops.markersize\" => 6.0\n \"boxplot.flierprops.linestyle\" => \"none\"\n \"boxplot.flierprops.linewidth\" => 1.0\n \"boxplot.boxprops.color\" => \"k\"\n \"boxplot.boxprops.linewidth\" => 1.0\n \"boxplot.boxprops.linestyle\" => \"-\"\n \"boxplot.whiskerprops.color\" => \"k\"\n \"boxplot.whiskerprops.linewidth\" => 1.0\n \"boxplot.whiskerprops.linestyle\" => \"-\"\n \"boxplot.capprops.color\" => \"k\"\n \"boxplot.capprops.linewidth\" => 1.0\n \"boxplot.capprops.linestyle\" => \"-\"\n \"boxplot.medianprops.color\" => \"C1\"\n \"boxplot.medianprops.linewidth\" => 1.0\n \"boxplot.medianprops.linestyle\" => \"-\"\n \"boxplot.meanprops.color\" => \"C2\"\n \"boxplot.meanprops.marker\" => \"^\"\n \"boxplot.meanprops.markerfacecolor\" => \"C2\"\n \"boxplot.meanprops.markeredgecolor\" => \"C2\"\n \"boxplot.meanprops.markersize\" => 6.0\n \"boxplot.meanprops.linestyle\" => \"--\"\n \"boxplot.meanprops.linewidth\" => 1.0\n \"font.family\" => Any[\"sans-serif\"]\n \"font.style\" => \"normal\"\n \"font.variant\" => \"normal\"\n \"font.stretch\" => \"normal\"\n \"font.weight\" => \"normal\"\n \"font.size\" => 10.0\n \"font.serif\" => Any[\"DejaVu Serif\", \"Bitstream Vera Serif\", \"Computer Modern Roman\", \"New Century Schoolbook\", \"Century Schoolbook L\", \"Utopia\", \"ITC Bookman\", \"Bookman\", \"Nimbus Roman No9 L\", \"Times New Roman\", \"Times\", \"Palatino\", \"Charter\", \"serif\"]\n \"font.sans-serif\" => Any[\"DejaVu Sans\", \"Bitstream Vera Sans\", \"Computer Modern Sans Serif\", \"Lucida Grande\", \"Verdana\", \"Geneva\", \"Lucid\", \"Arial\", \"Helvetica\", \"Avant Garde\", \"sans-serif\"]\n \"font.cursive\" => Any[\"Apple Chancery\", \"Textile\", \"Zapf Chancery\", \"Sand\", \"Script MT\", \"Felipa\", \"cursive\"]\n \"font.fantasy\" => Any[\"Comic Sans MS\", \"Chicago\", \"Charcoal\", \"ImpactWestern\", \"Humor Sans\", \"xkcd\", \"fantasy\"]\n \"font.monospace\" => Any[\"DejaVu Sans Mono\", \"Bitstream Vera Sans Mono\", \"Computer Modern Typewriter\", \"Andale Mono\", \"Nimbus Mono L\", \"Courier New\", \"Courier\", \"Fixed\", \"Terminal\", \"monospace\"]\n \"text.color\" => \"k\"\n \"text.usetex\" => false\n \"text.latex.unicode\" => false\n \"text.latex.preamble\" => Any[]\n \"text.latex.preview\" => false\n \"text.dvipnghack\" => nothing\n \"text.hinting\" => \"auto\"\n \"text.hinting_factor\" => 8\n \"text.antialiased\" => true\n \"mathtext.cal\" => \"cursive\"\n \"mathtext.rm\" => \"sans\"\n \"mathtext.tt\" => \"monospace\"\n \"mathtext.it\" => \"sans:italic\"\n \"mathtext.bf\" => \"sans:bold\"\n \"mathtext.sf\" => \"sans\"\n \"mathtext.fontset\" => \"dejavusans\"\n \"mathtext.default\" => \"it\"\n \"mathtext.fallback_to_cm\" => true\n \"image.aspect\" => \"equal\"\n \"image.interpolation\" => \"nearest\"\n \"image.cmap\" => \"viridis\"\n \"image.lut\" => 256\n \"image.origin\" => \"upper\"\n \"image.resample\" => true\n \"image.composite_image\" => true\n \"contour.negative_linestyle\" => \"dashed\"\n \"contour.corner_mask\" => true\n \"errorbar.capsize\" => 0.0\n \"axes.axisbelow\" => \"line\"\n \"axes.hold\" => nothing\n \"axes.facecolor\" => \"w\"\n \"axes.edgecolor\" => \"k\"\n \"axes.linewidth\" => 0.8\n \"axes.spines.left\" => true\n \"axes.spines.right\" => true\n \"axes.spines.bottom\" => true\n \"axes.spines.top\" => true\n \"axes.titlesize\" => \"large\"\n \"axes.titleweight\" => \"normal\"\n \"axes.titlepad\" => 6.0\n \"axes.grid\" => false\n \"axes.grid.which\" => \"major\"\n \"axes.grid.axis\" => \"both\"\n \"axes.labelsize\" => \"medium\"\n \"axes.labelpad\" => 4.0\n \"axes.labelweight\" => \"normal\"\n \"axes.labelcolor\" => \"k\"\n \"axes.formatter.limits\" => Any[-7, 7]\n \"axes.formatter.use_locale\" => false\n \"axes.formatter.use_mathtext\" => false\n \"axes.formatter.useoffset\" => true\n \"axes.formatter.offset_threshold\" => 4\n \"axes.unicode_minus\" => true\n \"axes.prop_cycle\" => PyObject cycler('color', ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf'])\n \"axes.autolimit_mode\" => \"data\"\n \"axes.xmargin\" => 0.05\n \"axes.ymargin\" => 0.05\n \"polaraxes.grid\" => true\n \"axes3d.grid\" => true\n \"scatter.marker\" => \"o\"\n \"date.autoformatter.year\" => \"%Y\"\n \"date.autoformatter.month\" => \"%Y-%m\"\n \"date.autoformatter.day\" => \"%Y-%m-%d\"\n \"date.autoformatter.hour\" => \"%m-%d %H\"\n \"date.autoformatter.minute\" => \"%d %H:%M\"\n \"date.autoformatter.second\" => \"%H:%M:%S\"\n \"date.autoformatter.microsecond\" => \"%M:%S.%f\"\n \"legend.fancybox\" => true\n \"legend.loc\" => \"best\"\n \"legend.numpoints\" => 1\n \"legend.scatterpoints\" => 1\n \"legend.fontsize\" => \"medium\"\n \"legend.markerscale\" => 1.0\n \"legend.shadow\" => false\n \"legend.frameon\" => true\n \"legend.framealpha\" => 0.8\n \"legend.borderpad\" => 0.4\n \"legend.labelspacing\" => 0.5\n \"legend.handlelength\" => 2.0\n \"legend.handleheight\" => 0.7\n \"legend.handletextpad\" => 0.8\n \"legend.borderaxespad\" => 0.5\n \"legend.columnspacing\" => 2.0\n \"legend.facecolor\" => \"inherit\"\n \"legend.edgecolor\" => \"0.8\"\n \"xtick.top\" => false\n \"xtick.bottom\" => true\n \"xtick.major.size\" => 3.5\n \"xtick.minor.size\" => 2.0\n \"xtick.major.width\" => 0.8\n \"xtick.minor.width\" => 0.6\n \"xtick.major.pad\" => 3.5\n \"xtick.minor.pad\" => 3.4\n \"xtick.color\" => \"k\"\n \"xtick.minor.visible\" => false\n \"xtick.minor.top\" => true\n \"xtick.minor.bottom\" => true\n \"xtick.major.top\" => true\n \"xtick.major.bottom\" => true\n \"xtick.labelsize\" => \"medium\"\n \"xtick.direction\" => \"out\"\n \"xtick.alignment\" => \"center\"\n \"ytick.left\" => true\n \"ytick.right\" => false\n \"ytick.major.size\" => 3.5\n \"ytick.minor.size\" => 2.0\n \"ytick.major.width\" => 0.8\n \"ytick.minor.width\" => 0.6\n \"ytick.major.pad\" => 3.5\n \"ytick.minor.pad\" => 3.4\n \"ytick.color\" => \"k\"\n \"ytick.minor.visible\" => false\n \"ytick.minor.left\" => true\n \"ytick.minor.right\" => true\n \"ytick.major.left\" => true\n \"ytick.major.right\" => true\n \"ytick.labelsize\" => \"medium\"\n \"ytick.direction\" => \"out\"\n \"ytick.alignment\" => \"center_baseline\"\n \"grid.color\" => \"#b0b0b0\"\n \"grid.linestyle\" => \"-\"\n \"grid.linewidth\" => 0.8\n \"grid.alpha\" => 1.0\n \"figure.titlesize\" => \"large\"\n \"figure.titleweight\" => \"normal\"\n \"figure.figsize\" => Any[6.4, 4.8]\n \"figure.dpi\" => 100.0\n \"figure.facecolor\" => \"w\"\n \"figure.edgecolor\" => \"w\"\n \"figure.frameon\" => true\n \"figure.autolayout\" => false\n \"figure.max_open_warning\" => 20\n \"figure.subplot.left\" => 0.125\n \"figure.subplot.right\" => 0.9\n \"figure.subplot.bottom\" => 0.11\n \"figure.subplot.top\" => 0.88\n \"figure.subplot.wspace\" => 0.2\n \"figure.subplot.hspace\" => 0.2\n \"savefig.dpi\" => \"figure\"\n \"savefig.facecolor\" => \"w\"\n \"savefig.edgecolor\" => \"w\"\n \"savefig.frameon\" => true\n \"savefig.orientation\" => \"portrait\"\n \"savefig.jpeg_quality\" => 95\n \"savefig.format\" => \"png\"\n \"savefig.bbox\" => nothing\n \"savefig.pad_inches\" => 0.1\n \"savefig.directory\" => \"~\"\n \"savefig.transparent\" => false\n \"tk.window_focus\" => false\n \"ps.papersize\" => \"letter\"\n \"ps.useafm\" => false\n \"ps.usedistiller\" => false\n \"ps.distiller.res\" => 6000\n \"ps.fonttype\" => 3\n \"pdf.compression\" => 6\n \"pdf.inheritcolor\" => false\n \"pdf.use14corefonts\" => false\n \"pdf.fonttype\" => 3\n \"pgf.debug\" => false\n \"pgf.texsystem\" => \"xelatex\"\n \"pgf.rcfonts\" => true\n \"pgf.preamble\" => Any[]\n \"svg.image_inline\" => true\n \"svg.fonttype\" => \"path\"\n \"svg.hashsalt\" => nothing\n \"docstring.hardcopy\" => false\n \"plugins.directory\" => \".matplotlib_plugins\"\n \"path.simplify\" => true\n \"path.simplify_threshold\" => 0.111111\n \"path.snap\" => true\n \"path.sketch\" => nothing\n \"path.effects\" => Any[]\n \"agg.path.chunksize\" => 0\n",
"name": "stdout"
},
{
"output_type": "stream",
"text": " \"keymap.fullscreen\" => Any[\"f\", \"ctrl+f\"]\n \"keymap.home\" => Any[\"h\", \"r\", \"home\"]\n \"keymap.back\" => Any[\"left\", \"c\", \"backspace\"]\n \"keymap.forward\" => Any[\"right\", \"v\"]\n \"keymap.pan\" => Any[\"p\"]\n \"keymap.zoom\" => Any[\"o\"]\n \"keymap.save\" => Any[\"s\", \"ctrl+s\"]\n \"keymap.quit\" => Any[\"ctrl+w\", \"cmd+w\"]\n \"keymap.grid\" => Any[\"g\"]\n \"keymap.yscale\" => Any[\"l\"]\n \"keymap.xscale\" => Any[\"k\", \"L\"]\n \"keymap.all_axes\" => Any[\"a\"]\n \"examples.directory\" => \"\"\n \"animation.html\" => \"none\"\n \"animation.writer\" => \"ffmpeg\"\n \"animation.codec\" => \"h264\"\n \"animation.bitrate\" => -1\n \"animation.frame_format\" => \"png\"\n \"animation.ffmpeg_path\" => \"ffmpeg\"\n \"animation.ffmpeg_args\" => Any[]\n \"animation.avconv_path\" => \"avconv\"\n \"animation.avconv_args\" => Any[]\n \"animation.mencoder_path\" => \"mencoder\"\n \"animation.mencoder_args\" => Any[]\n \"animation.convert_path\" => \"convert\"\n \"animation.convert_args\" => Any[]\n \"_internal.classic_mode\" => false",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "PyDict(matplotlib[\"rcParams\"])[\"font.family\"]",
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 8,
"data": {
"text/plain": "1-element Array{Any,1}:\n \"sans-serif\""
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# IPAフォントを指定して日本語を表示\n\nx = -2pi:0.1:2pi\ny = sin.(x)\n\nrc(\"font\", family=\"IPAPGothic\")\nplot(x, y, label=\"正弦函数\")\ntitle(\"正弦函数のグラフ\")\nxlabel(\"x 軸\")\nylabel(\"y 軸\")\ntext(-6.0, -0.9, \"正弦曲線\")\nannotate(\"極小\", xy=(-pi/2, -1.0), xytext=(-pi/2-0.4,-0.5), arrowprops=Dict(\"arrowstyle\" => \"->\"))\nlegend()\n\ndisplay(PyDict(matplotlib[\"rcParams\"])[\"font.family\"])",
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "1-element Array{Any,1}:\n \"IPAPGothic\""
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000002F292D68>)",
"image/png": 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"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# フォントの指定を以下のようにして項目ごとに行なうこともできる。\n# Python の {\"family\": \"hoge\"} には Julia の Dict(\"family\" => \"hoge\") が対応。\n\nfp = (font->fm.FontProperties(fname=font)).(ipafonts)\nfn = (prop->prop[:get_name]()).(fp)\n\nx = -2pi:0.1:2pi\ny = sin.(x)\n\nrc(\"font\", family=fn[4])\nplot(x, y, label=\"正弦函数\")\ntitle(\"正弦函数のグラフ\", fontproperties=fp[1])\nxlabel(\"x 軸\", fontproperties=fp[2])\nylabel(\"y 軸\", fontproperties=fp[3])\ntext(-6.0, -0.9, \"正弦曲線\", fontproperties=fp[5])\nannotate(\"極小\", xy=(-pi/2, -1.0), xytext=(-pi/2-0.4,-0.5), arrowprops=Dict(\"arrowstyle\" => \"->\"))\nlegend(prop=fp[6])\n\ndisplay(ipafonts)\ndisplay(fp)\ndisplay(fn)\ndisplay(PyDict(matplotlib[\"rcParams\"])[\"font.family\"])",
"execution_count": 10,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "6-element Array{String,1}:\n \"C:\\\\Windows\\\\Fonts\\\\ipaexg.ttf\"\n \"C:\\\\Windows\\\\Fonts\\\\ipaexm.ttf\"\n \"C:\\\\Windows\\\\Fonts\\\\ipag.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ipagp.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ipam.ttf\" \n \"C:\\\\Windows\\\\Fonts\\\\ipamp.ttf\" "
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "6-element Array{PyCall.PyObject,1}:\n PyObject <matplotlib.font_manager.FontProperties object at 0x000000002EEE4A20>\n PyObject <matplotlib.font_manager.FontProperties object at 0x00000000314C1BE0>\n PyObject <matplotlib.font_manager.FontProperties object at 0x00000000314C1AC8>\n PyObject <matplotlib.font_manager.FontProperties object at 0x00000000314C1588>\n PyObject <matplotlib.font_manager.FontProperties object at 0x00000000314C1080>\n PyObject <matplotlib.font_manager.FontProperties object at 0x0000000031936208>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "6-element Array{String,1}:\n \"IPAexGothic\"\n \"IPAexMincho\"\n \"IPAGothic\" \n \"IPAPGothic\" \n \"IPAMincho\" \n \"IPAPMincho\" "
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "1-element Array{Any,1}:\n \"IPAPGothic\""
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000002F36B208>)",
"image/png": 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"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# フォントファイル ipaexg.ttf を同じディレクトリに置いてある\nusing PyPlot\nusing PyCall\n@pyimport matplotlib.font_manager as fm\nfontfile = \"ipaexg.ttf\"\nfp = fm.FontProperties(fname=fontfile)\nplot(rand(20), rand(20), label=\"デタラメな折れ線\")\ntitle(\"デタラメなグラフ\", fontproperties=fp)\nlegend(prop=fp)",
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000319CAF60>)",
"image/png": 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"
},
"metadata": {}
},
{
"output_type": "execute_result",
"execution_count": 11,
"data": {
"text/plain": "PyObject <matplotlib.legend.Legend object at 0x0000000031A45278>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 他のフォントの指定の例"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = -2pi:0.1:2pi\ny = sin.(x)\n\nrc(\"font\", family=\"Arial Unicode MS\")\nplot(x, y, label=\"正弦函数\")\ntitle(\"正弦函数のグラフ\")\nxlabel(\"x 軸\")\nylabel(\"y 軸\")\ntext(-6.0, -0.9, \"正弦曲線\")\nannotate(\"極小\", xy=(-pi/2, -1.0), xytext=(-pi/2-0.4,-0.5), arrowprops=Dict(\"arrowstyle\" => \"->\"))\nlegend()\n\ndisplay(PyDict(matplotlib[\"rcParams\"])[\"font.family\"])",
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "1-element Array{Any,1}:\n \"Arial Unicode MS\""
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000031A82358>)",
"image/png": 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"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = -2pi:0.1:2pi\ny = sin.(x)\n\nrc(\"font\", family=\"HGMaruGothicMPRO\")\nplot(x, y, label=\"正弦函数\")\ntitle(\"正弦函数のグラフ\")\nxlabel(\"x 軸\")\nylabel(\"y 軸\")\ntext(-6.0, -0.9, \"正弦曲線\")\nannotate(\"極小\", xy=(-pi/2, -1.0), xytext=(-pi/2-0.4,-0.5), arrowprops=Dict(\"arrowstyle\" => \"->\"))\nlegend()\n\ndisplay(PyDict(matplotlib[\"rcParams\"])[\"font.family\"])",
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "1-element Array{Any,1}:\n \"HGMaruGothicMPRO\""
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000031A09710>)",
"image/png": 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"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = -2pi:0.1:2pi\ny = sin.(x)\n\nrc(\"font\", family=\"HGSeikaishotaiPRO\")\nplot(x, y, label=\"正弦函数\")\ntitle(\"正弦函数のグラフ\")\nxlabel(\"x 軸\")\nylabel(\"y 軸\")\ntext(-6.0, -0.9, \"正弦曲線\")\nannotate(\"極小\", xy=(-pi/2, -1.0), xytext=(-pi/2-0.4,-0.5), arrowprops=Dict(\"arrowstyle\" => \"->\"))\nlegend()\n\ndisplay(PyDict(matplotlib[\"rcParams\"])[\"font.family\"])",
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "1-element Array{Any,1}:\n \"HGSeikaishotaiPRO\""
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000319A0710>)",
"image/png": 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"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = -2pi:0.1:2pi\ny = sin.(x)\n\nrc(\"font\", family=\"Yu Mincho\")\nplot(x, y, label=\"正弦函数\")\ntitle(\"正弦函数のグラフ\")\nxlabel(\"x 軸\")\nylabel(\"y 軸\")\ntext(-6.0, -0.9, \"正弦曲線\")\nannotate(\"極小\", xy=(-pi/2, -1.0), xytext=(-pi/2-0.4,-0.5), arrowprops=Dict(\"arrowstyle\" => \"->\"))\nlegend()\n\ndisplay(PyDict(matplotlib[\"rcParams\"])[\"font.family\"])",
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "1-element Array{Any,1}:\n \"Yu Mincho\""
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000031B4AD30>)",
"image/png": 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"
},
"metadata": {}
}
]
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"_draft": {
"nbviewer_url": "https://gist.github.com/e7484bc3f81e28209aef10cac6d62ed3"
},
"gist": {
"id": "e7484bc3f81e28209aef10cac6d62ed3",
"data": {
"description": "Julia/Test/日本語フォントをPyPlotで使用する方法.ipynb",
"public": true
}
},
"kernelspec": {
"name": "julia-0.6",
"display_name": "Julia 0.6.0",
"language": "julia"
},
"language_info": {
"file_extension": ".jl",
"name": "julia",
"mimetype": "application/julia",
"version": "0.6.0"
},
"toc": {
"threshold": 4,
"number_sections": true,
"toc_cell": false,
"toc_window_display": false,
"toc_section_display": "block",
"sideBar": true,
"navigate_menu": true,
"moveMenuLeft": true,
"widenNotebook": false,
"colors": {
"hover_highlight": "#DAA520",
"selected_highlight": "#FFD700",
"running_highlight": "#FF0000",
"wrapper_background": "#FFFFFF",
"sidebar_border": "#EEEEEE",
"navigate_text": "#333333",
"navigate_num": "#000000"
},
"nav_menu": {
"height": "12px",
"width": "252px"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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