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lisez/colab_display_cht_on_plots.ipynb

Created November 2, 2020 10:39
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colab_display_cht_on_plots.ipynb
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colab_display_cht_on_plots.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "colab_display_cht_on_plots.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyMSoYhFZl/UzWkcl2CKALJ8",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/lisez/4374189f1e605010d1d3245485a803a9/colab_display_cht_on_plots.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "WO4_RXLMhUUP"
},
"source": [
"from nltk import FreqDist\n",
"\n",
"def calculate_freq(tokens):\n",
" freq = FreqDist(tokens)\n",
" sorted(freq)\n",
" return freq"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "JaMKbnVthaQr",
"outputId": "41fda9ed-9a6b-40b2-dc9c-1cba8f4cee24",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 417
}
},
"source": [
"# 未設定前不能顯示中文\n",
"freq = calculate_freq(['A', 'A', 'B', 'C', '中文','中文'])\n",
"freq.plot(30, cumulative=False)"
],
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 20013 missing from current font.\n",
" font.set_text(s, 0.0, flags=flags)\n",
"/usr/local/lib/python3.6/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 25991 missing from current font.\n",
" font.set_text(s, 0.0, flags=flags)\n",
"/usr/local/lib/python3.6/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 20013 missing from current font.\n",
" font.set_text(s, 0, flags=flags)\n",
"/usr/local/lib/python3.6/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 25991 missing from current font.\n",
" font.set_text(s, 0, flags=flags)\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
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/rRtn9GzHkg27+f2i1Uy4cEDoSCIN1tCXhs6p9bgA+C/gaxFlEkk5Zsbk8TWzggfnr2TfocrAiUQarkEzAnf/Se3vzaw98EwkiURS1KhBXSjq24GSNZ/xxJuruWn0wNCRRBqksbdC7gf6NWUQkVRnZtyWOFfw0PwV7D5QETiRSMM09KMqp5vZC4nHS8Ay4G/RRhNJPSMGdmZ4/47sOVjJo6+vCh1HpEEa+uH1v631dSWwxt1194zIMdw2fjCXP7iQx15fxXUjCujQKid0JJF6NfTy0fnAp9S882gH4HCUoURS2TkFHblwUBf2HarkoQUrQ8cROa6GvjT0beBt4HJqPrf4LTPT21CL1OHIuYIn3lzNtr2HAqcRqV9DTxb/B3COu1/j7lcD5wL/N7pYIqltaO/2jDu1Gwcqqnhg3orQcUTq1dAiyHD32p/UveMEthWJpcmJWcFTb61h8+6DgdOI1K2hv8xfMbNXzexaM7sWeAl4ObpYIqnvtB5t+fIZ+RyurOa+uWWh44jUqd4iMLOBZjbS3X8GPAScmXgsBKY2Qz6RlHbLuELM4Jl31rL+s/LQcUSO6XgzginUfD4x7j7N3Se7+2Rq7iGYEnU4kVRX2K0Nlw7tQUWVc89szQokOR2vCLq5+5Kjn0w8VxBJIpE0M2ncIDIzjL+8u57V2/eHjiPyOccrgvb1LGvZlEFE0lW/zq345tk9qap27pq9PHQckc85XhEsNrMfHf2kmf2Qmg+nEZEG+MmYQrIzjefe38DyLXtDxxH5F8crgluA68xsnpndnnjMB64HJtW3oZk9ZmZbzeyj46x3jplV6gY1SWe9O+bxnXN64w5TZmlWIMml3iJw9y3uPgL4JbA68filu5/n7puPs+/HgUvqW8HMMoH/AWY0MK9Iyrp5dCE5WRm8tGQTH2/cEzqOyD809L2G5rr7PYnHnAZuswDYeZzVfgL8Fdh6nPVEUl73drl8f1hfAO6YWRo4jcg/NfTdR5ucmfUEvgGMpuaTz+pbdwIwASA/P5+SksadnigvL2/0thKdOI3LyI5V/CHTmPXJFv40cxEDO2aHjnRMcRqTVBLVuAQrAmruQ/h3d682s3pXdPepJG5gKy4u9qKiokYdsKSkhMZuK9GJ27hct+dTHpy/gpfXZfDExcn53x23MUkVUY1LyPcLKgaeMbPVwLeA+83s6wHziDSLGy7sT+sWWcwv3cbi1cd79VQkesGKwN37uXuBuxcAfwFudPfnQuURaS4dWuXwg5EFANw+Q+cKJLzIisDMnqbmPYkGm9l6M7vezCaa2cSojimSKq6/oD9tc7NYuHIHb5ZtDx1HYi6ycwTufsUJrHttVDlEklG7ltlMuLA/v51Ryu0zSzlvQCeOd65MJCr6TAGRQK4d2Y+OrXIoWfMZ80u3hY4jMaYiEAmkdYssJl7UH6i5r8DdAyeSuFIRiAR01fACurRpwYfrdzPz4y2h40hMqQhEAmqZk8lNowYANbOC6mrNCqT5qQhEAvvuuX3Ib5fLp5v38vJHm0LHkRhSEYgElpudyU/GFAJw58xSqjQrkGamIhBJApcX96J3x5as2Laf59/fEDqOxIyKQCQJZGdm8NPErOCu2cupqKoOnEjiREUgkiS+cVZP+nduxZod5Ux7d33oOBIjKgKRJJGVmcGkcTWzgrtnl3GosipwIokLFYFIEvnqmT0Y1K01G3Yd4M/vrAsdR2JCRSCSRDIyjMkXDwLgnjllHKzQrECipyIQSTL/dnp3Tu/Rlq17D/HUojWh40gMqAhEkoyZcdv4mlnBg/NXsP9QZeBEku5UBCJJaPTgrnyhd3u27zvMEwtXh44jaU5FIJKEas8KHpq/kj0HKwInknSmIhBJUucP7My5/Tqy+0AFj72+KnQcSWMqApEkZWbclriC6NHXVrGr/HDgRJKuVAQiSWxY/05cUNiZvYcqefi1laHjSJpSEYgkuSP3FfzujdXs2HcocBpJRyoCkSR3Vp8OjDmlK+WHq3hw/orQcSQNqQhEUsCRWcGTC9ewdc/BwGkk3agIRFLAkJ7tuOT07hyqrOa+uWWh40iaURGIpIhbLx6EGTz99jo27DoQOo6kERWBSIoY3L0NXz2zB4erqrl3zvLQcSSNqAhEUsikcYVkGDy7eD1rd5SHjiNpQkUgkkIGdGnNZWf3orLauWu2ZgXSNFQEIilm0thCsjKMv723nrKt+0LHkTSgIhBJMb075vHtc3pT7WhWIE1CRSCSgm4ePZCczAymf7CRTzfvCR1HUlxkRWBmj5nZVjP7qI7l3zOzD81siZm9aWZDo8oikm56tG/JlcP6AHDnzNLAaSTVRTkjeBy4pJ7lq4CL3P0M4FfA1AiziKSdG0cNIDc7g1eXbmHJ+t2h40gKi6wI3H0BsLOe5W+6+2eJbxcBvaLKIpKOurbN5erzCgC4Y+aysGEkpWWFDpBwPfD3uhaa2QRgAkB+fj4lJSWNOkh5eXmjt5XoaFwab3j7ap7MNOYu28YfZyxkcKecJtmvxiQ5RTUuwYvAzEZTUwTn17WOu08l8dJRcXGxFxUVNepYJSUlNHZbiY7G5eT8cO8y7p1bxktrjSvHN83fo8YkOUU1LkGvGjKzM4FHgEvdfUfILCKp6kcX9KdNbhZvlO1g0Ur9GMmJC1YEZtYHmAZc5e667EGkkdrlZfOjC/oDcMeMUtw9cCJJNVFePvo0sBAYbGbrzex6M5toZhMTq/wC6ATcb2bvm9niqLKIpLvrRhbQPi+bt1fv5LXl20PHkRQT2TkCd7/iOMt/CPwwquOLxEmb3GxuuHAA//PKp9w+s5QLCjtjZqFjSYrQncUiaeKaEX3p3DqHD9btYs6nW0PHkRSiIhBJE3k5Wfx41EAAbp9RSnW1zhVIw6gIRNLI94b1oXvbXD7etIdXl24OHUdShIpAJI3kZmdy05iaWcEdM0up0qxAGkBFIJJmvlPcm57tW7J86z5e/HBj6DiSAlQEImkmJyuDSWMLAZgyazmVVdWBE0myUxGIpKHLzu5JQac8Vm3fz7T3NoSOI0lORSCShrIyM7hl3CAA7p69nMOVmhVI3VQEImnqq0N7UNi1Nes/O8CfF68LHUeSmIpAJE1lZtg/ZgX3zinjYEVV4ESSrFQEImnsi0O6c2p+WzbvOcjTb68NHUeSlIpAJI1lZBiTL66ZFdw3dwUHDmtWIJ+nIhBJc+NO7crQXu3Yvu8QTy5cHTqOJCEVgUiaMzMmjx8MwIPzV7DvUGXgRJJsVAQiMXBhYWeK+3bgs/IKfvf6qtBxJMmoCERiwMy4LTErmPraSnaXVwROJMlERSASE+cN6MSIAZ3Ye7CSR15fGTqOJBEVgUiM3Da+5gqix15fxc79hwOnkWShIhCJkaK+HRk1uAv7D1fx0IIVoeNIklARiMTMkfsKnnhzNVv3HgycRpKBikAkZs7s1Z7xp3XjYEU1D8zTrEBUBCKxdGtiVvCHRWvZtPtA4DQSmopAJIZOzW/Ll8/M53BVNffOKQsdRwJTEYjE1K3jCskw+PPidazbWR46jgSkIhCJqYFd2/D1L/Skosq5e/by0HEkIBWBSIxNGldIZoYx7b0NrNy2L3QcCURFIBJjfTu14vKiXlRVO3dpVhBbKgKRmLt5zECyM40XPthI6Za9oeNIACoCkZjr1SGPK87tgztMmVUaOo4EoCIQEW4aPZAWWRm8vGQzSzfuDh1HmpmKQETo1jaXq4b3BeDOmZoVxE1kRWBmj5nZVjP7qI7lZmZ3m1mZmX1oZmdHlUVEjm/iqAHk5WQy65OtlO7QO5PGSVaE+34cuBd4so7lXwQKE49hwAOJP0UkgM6tW3DNiAIemLeCZ5buY/yIQ6EjyVH2Ha6OZL+RFYG7LzCzgnpWuRR40t0dWGRm7c0s3903RZVJROp3w4X9eWrhGj7YcpiiX88KHUeOUtgxm4vOa/r9RjkjOJ6ewLpa369PPPe5IjCzCcAEgPz8fEpKShp1wPLy8kZvK9HRuCSXK0/P45mle3EPnUSOlptZHcnPSsgiaDB3nwpMBSguLvaioqJG7aekpITGbivR0bgkl6IiGK8xSUpR/ayEvGpoA9C71ve9Es+JiEgzClkELwBXJ64eGg7s1vkBEZHmF9lLQ2b2NDAK6Gxm64H/BLIB3P1B4GXgS0AZUA5cF1UWERGpW5RXDV1xnOUO3BTV8UVEpGF0Z7GISMypCEREYk5FICIScyoCEZGYM0+x2wfNbBuwppGbdwa2N2EcaRoal+SjMUlOJzMufd29y7EWpFwRnAwzW+zuxaFzyL/SuCQfjUlyimpc9NKQiEjMqQhERGIubkUwNXQAOSaNS/LRmCSnSMYlVucIRETk8+I2IxARkaOoCEREYk5FICISc7EqAjM738zuC51DRKQ+ZjbQzEYe4/mRZjagqY+XEh9VeTLM7CzgSuByYBUwLWwiMbNfHGeVrYnPrJBAzKwzsMN1NUkoU4D/fYzn9ySWfbUpD5aWRWBmg4ArEo/twJ+ouUJqdNBgcsRw4LuA1bH8CUBF0EwSnxD438BO4FfA76l5K4MMM7va3V8JmS+murn7kqOfdPclZlbQ1AdLyyIAPgVeA77i7mUAZnZr2EhSS5W776lroZnpX6HN617g/wDtgDnAF919kZmdAjwNqAiaX/t6lrVs6oOl6zmCy4BNwFwze9jMxlL3vz6l+R3vF72KoHllufsMd38W2OzuiwDc/dPAueJssZn96OgnzeyHQElTHywtZwTu/hzwnJm1Ai4FbgG6mtkDwN/cfUbQgJJtZm3rWGZAZnOGEaprfX3gqGUq5TBuAf5mZt/jn7/4i4Ec4BtNfbDY3FlsZh2oOWH8HXcfGzpPnJnZf1L3LxgDtuhkcfMxsypgPzV/9y2B8iOLgFx3zw6VLe7MbDQwJPHtUnefE8lx4lIEkjzM7GWOc7LY3b/ejJFEYi0tXxqSpKeTxSJJJF1PFkty08likSSiGYGEoJPFIklERSAhLKLmqoi6zhHounWRZqSTxSIiMadzBCIiMaciEBGJORWBxJqZ/YeZLTWzD83sfTMbFuGx5plZcVT7F2ksnSyW2DKz84CvAGe7+6HEWy/nBI4l0uw0I5A4ywe2u/shAHff7u4bzewXZvaOmX1kZlPNzOAf/6K/08wWm9knZnaOmU0zs+Vm9uvEOgVm9qmZ/SGxzl/MLO/oA5vZeDNbaGbvmtmzZtY68fx/m9nHiRnKb5vx70JiTEUgcTYD6G1mpWZ2v5ldlHj+Xnc/x92HUPPeO1+ptc1hdy+m5vMSngduoua9YK41s06JdQYD97v7qdR8kMiNtQ+amHn8HBjn7mcDi4HJie2/AZzu7mcCv47gv1nkc1QEElvuvg8oAiYA24A/mdm1wGgze8vMlgBjgNNrbfZC4s8l1LwJ2KbEjGIl0DuxbJ27v5H4+ing/KMOPRw4DXjDzN4HrgH6AruBg8CjZnYZ/3zzN5FI6RyBxJq7VwHzgHmJX/w3AGcCxe6+zsz+C8ittcmhxJ/Vtb4+8v2Rn6ejb845+nsDZrr7FUfnMbNzgbHAt4CbqSkikUhpRiCxZWaDzayw1lNfAJYlvt6eeN3+W43YdZ/EiWio+bzs149avggYaWYDEzlamdmgxPHaufvLwK3A0EYcW+SEaUYgcdYauMfM2gOVQBk1LxPtAj4CNgPvNGK/y4CbzOwx4GPggdoL3X1b4iWop82sReLpnwN7gefNLJeaWcPkRhxb5ITpLSZEmlDig8VfTJxoFkkJemlIRCTmNCMQEYk5zQhERGJORSAiEnMqAhGRmFMRiIjEnIpARCTm/j/wcVRdspbspwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "GMS7oTvsg2pX",
"outputId": "645d3cba-ab1f-45ff-e857-8ecbaecb1ad2",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"source": [
"# 從 Google API 上下載字體放到暫存資料夾底下\n",
"!wget 'https://noto-website-2.storage.googleapis.com/pkgs/NotoSansCJKtc-hinted.zip'\n",
"!mkdir /tmp/fonts\n",
"!unzip -o NotoSansCJKtc-hinted.zip -d /tmp/fonts/\n",
"!mv /tmp/fonts/NotoSansMonoCJKtc-Regular.otf /usr/share/fonts/truetype/NotoSansMonoCJKtc-Regular.otf -f\n",
"!rm -rf /tmp/fonts\n",
"!rm NotoSansCJKtc-hinted.zip"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"text": [
"--2020-11-02 10:35:31-- https://noto-website-2.storage.googleapis.com/pkgs/NotoSansCJKtc-hinted.zip\n",
"Resolving noto-website-2.storage.googleapis.com (noto-website-2.storage.googleapis.com)... 209.85.146.128, 2607:f8b0:4001:c1f::80\n",
"Connecting to noto-website-2.storage.googleapis.com (noto-website-2.storage.googleapis.com)|209.85.146.128|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 121247366 (116M) [application/zip]\n",
"Saving to: ‘NotoSansCJKtc-hinted.zip’\n",
"\n",
"NotoSansCJKtc-hinte 100%[===================>] 115.63M 162MB/s in 0.7s \n",
"\n",
"2020-11-02 10:35:32 (162 MB/s) - ‘NotoSansCJKtc-hinted.zip’ saved [121247366/121247366]\n",
"\n",
"Archive: NotoSansCJKtc-hinted.zip\n",
" inflating: /tmp/fonts/LICENSE_OFL.txt \n",
" inflating: /tmp/fonts/NotoSansCJKtc-Black.otf \n",
" inflating: /tmp/fonts/NotoSansCJKtc-Bold.otf \n",
" inflating: /tmp/fonts/NotoSansCJKtc-DemiLight.otf \n",
" inflating: /tmp/fonts/NotoSansCJKtc-Light.otf \n",
" inflating: /tmp/fonts/NotoSansCJKtc-Medium.otf \n",
" inflating: /tmp/fonts/NotoSansCJKtc-Regular.otf \n",
" inflating: /tmp/fonts/NotoSansCJKtc-Thin.otf \n",
" inflating: /tmp/fonts/NotoSansMonoCJKtc-Bold.otf \n",
" inflating: /tmp/fonts/NotoSansMonoCJKtc-Regular.otf \n",
" inflating: /tmp/fonts/README \n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "QKFHDVX0g-Ed"
},
"source": [
"# 指定字體\n",
"import matplotlib.font_manager as font_manager\n",
"import matplotlib.pyplot as plt\n",
"\n",
"font_dirs = ['/usr/share/fonts/truetype/']\n",
"font_files = font_manager.findSystemFonts(fontpaths=font_dirs)\n",
"\n",
"for font_file in font_files:\n",
" font_manager.fontManager.addfont(font_file)\n",
"\n",
"plt.rcParams['font.family'] = \"Noto Sans Mono CJK TC\""
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "jBFd5gdnho5S",
"outputId": "690e67b2-ff5a-469d-c23a-f7282e59f682",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 289
}
},
"source": [
"# 設定後正常顯示中文\n",
"freq = calculate_freq(['A', 'A', 'B', 'C', '中文','中文'])\n",
"freq.plot(30, cumulative=False)"
],
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
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