1006 lines
567 KiB
Plaintext
1006 lines
567 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 31639 (\\N{CJK UNIFIED IDEOGRAPH-7B97}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 24615 (\\N{CJK UNIFIED IDEOGRAPH-6027}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 33021 (\\N{CJK UNIFIED IDEOGRAPH-80FD}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 25351 (\\N{CJK UNIFIED IDEOGRAPH-6307}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 26631 (\\N{CJK UNIFIED IDEOGRAPH-6807}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 36816 (\\N{CJK UNIFIED IDEOGRAPH-8FD0}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 34892 (\\N{CJK UNIFIED IDEOGRAPH-884C}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 26102 (\\N{CJK UNIFIED IDEOGRAPH-65F6}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 38388 (\\N{CJK UNIFIED IDEOGRAPH-95F4}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 20248 (\\N{CJK UNIFIED IDEOGRAPH-4F18}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 21270 (\\N{CJK UNIFIED IDEOGRAPH-5316}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 26041 (\\N{CJK UNIFIED IDEOGRAPH-65B9}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 21521 (\\N{CJK UNIFIED IDEOGRAPH-5411}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 31181 (\\N{CJK UNIFIED IDEOGRAPH-79CD}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 32676 (\\N{CJK UNIFIED IDEOGRAPH-7FA4}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 20010 (\\N{CJK UNIFIED IDEOGRAPH-4E2A}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 20307 (\\N{CJK UNIFIED IDEOGRAPH-4F53}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 24085 (\\N{CJK UNIFIED IDEOGRAPH-5E15}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 32047 (\\N{CJK UNIFIED IDEOGRAPH-7D2F}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 25176 (\\N{CJK UNIFIED IDEOGRAPH-6258}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 21069 (\\N{CJK UNIFIED IDEOGRAPH-524D}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1782657241.py:68: UserWarning: Glyph 27839 (\\N{CJK UNIFIED IDEOGRAPH-6CBF}) missing from font(s) DejaVu Sans.\n",
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" plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
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"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n"
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]
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}
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],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from matplotlib.patches import Polygon\n",
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"import matplotlib.font_manager as fm\n",
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"\n",
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"# 设置中文字体\n",
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"plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签\n",
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"plt.rcParams['axes.unicode_minus'] = False # 用来正常显示负号\n",
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"\n",
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"# 生成随机种群\n",
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"np.random.seed(42)\n",
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"n_points = 50\n",
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"points = np.random.rand(n_points, 2) * 10\n",
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"\n",
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"# 识别帕累托前沿\n",
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"def is_pareto_efficient(costs):\n",
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" is_efficient = np.ones(costs.shape[0], dtype=bool)\n",
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" for i, c in enumerate(costs):\n",
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" if is_efficient[i]:\n",
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" is_efficient[is_efficient] = np.any(costs[is_efficient] < c, axis=1) # Remove dominated points\n",
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" is_efficient[i] = True\n",
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" return is_efficient\n",
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"\n",
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"# 获取帕累托前沿点\n",
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"pareto_front_mask = is_pareto_efficient(points)\n",
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"pareto_front = points[pareto_front_mask]\n",
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"\n",
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"# 创建图形\n",
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"plt.figure(figsize=(10, 8))\n",
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"\n",
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"# 绘制非帕累托前沿点\n",
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"plt.scatter(points[~pareto_front_mask, 0], points[~pareto_front_mask, 1], \n",
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" c='lightgray', s=100, label='种群个体')\n",
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"\n",
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"# 绘制帕累托前沿点\n",
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"plt.scatter(pareto_front[:, 0], pareto_front[:, 1], \n",
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" c='red', s=100, label='帕累托前沿个体')\n",
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"\n",
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"# 连接帕累托前沿点\n",
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||
"sorted_front = pareto_front[np.argsort(pareto_front[:, 0])]\n",
|
||
"plt.plot(sorted_front[:, 0], sorted_front[:, 1], 'r--', alpha=0.5)\n",
|
||
"\n",
|
||
"# 添加密度分布示意\n",
|
||
"for point in pareto_front:\n",
|
||
" circle = plt.Circle(point, 0.5, color='blue', fill=False, alpha=0.2)\n",
|
||
" plt.gca().add_patch(circle)\n",
|
||
"\n",
|
||
"# 添加箭头和标注\n",
|
||
"plt.arrow(8, 8, -0.5, -0.5, head_width=0.2, head_length=0.2, fc='k', ec='k')\n",
|
||
"plt.text(8.2, 8.2, '优化方向', fontsize=20)\n",
|
||
"\n",
|
||
"# 设置标题和标签\n",
|
||
"# plt.title('帕累托前沿维护策略示意图', fontsize=14, pad=20)\n",
|
||
"plt.xlabel('算法性能指标', fontsize=20)\n",
|
||
"plt.ylabel('运行时间', fontsize=20)\n",
|
||
"\n",
|
||
"# 添加图例\n",
|
||
"plt.legend(loc='upper right', fontsize=20)\n",
|
||
"\n",
|
||
"# 添加网格\n",
|
||
"plt.grid(True, linestyle='--', alpha=0.3)\n",
|
||
"\n",
|
||
"# 设置坐标轴范围\n",
|
||
"plt.xlim(-0.5, 11)\n",
|
||
"plt.ylim(-0.5, 11)\n",
|
||
"\n",
|
||
"# 保存图片\n",
|
||
"plt.savefig('pareto_front_strategy.png', dpi=300, bbox_inches='tight')\n",
|
||
"plt.close() "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"text1 = '''贪心\n",
|
||
"回溯\n",
|
||
"高度优先\n",
|
||
"图着色\n",
|
||
"饱和度\n",
|
||
"回溯\n",
|
||
"相邻约束\n",
|
||
"图着色\n",
|
||
"贪心\n",
|
||
"回溯\n",
|
||
"高度优先\n",
|
||
"优先队列\n",
|
||
"度数优先\n",
|
||
"颜色选择\n",
|
||
"贪心\n",
|
||
"相邻未着色\n",
|
||
"颜色选择\n",
|
||
"度数优先\n",
|
||
"饱和度\n",
|
||
"动态更新\n",
|
||
"可用颜色\n",
|
||
"优先队列\n",
|
||
"相邻约束\n",
|
||
"饱和度\n",
|
||
"度数选择\n",
|
||
"相邻约束\n",
|
||
"颜色使用\n",
|
||
"Welsh-Powell\n",
|
||
"Welsh-Powell\n",
|
||
"动态更新\n",
|
||
"可用颜色\n",
|
||
"相邻冲突\n",
|
||
"颜色选择\n",
|
||
"饱和度\n",
|
||
"动态更新\n",
|
||
"相邻约束\n",
|
||
"颜色选择\n",
|
||
"'''\n",
|
||
"text2 = '''\n",
|
||
"贪心\n",
|
||
"度数优先\n",
|
||
"颜色分配\n",
|
||
"图着色\n",
|
||
"最低可用颜色\n",
|
||
"优化\n",
|
||
"优先队列\n",
|
||
"颜色分配\n",
|
||
"贪心\n",
|
||
"图着色\n",
|
||
"度数优先\n",
|
||
"邻居历史\n",
|
||
"最小颜色\n",
|
||
"图着色\n",
|
||
"贪心\n",
|
||
"贪心\n",
|
||
"邻居历史\n",
|
||
"颜色最小化\n",
|
||
"图着色\n",
|
||
"颜色选择\n",
|
||
"Welsh-Powell\n",
|
||
"度数优先\n",
|
||
"颜色分配\n",
|
||
"贪心\n",
|
||
"图着色\n",
|
||
"贪心\n",
|
||
"迭代着色\n",
|
||
"相邻约束\n",
|
||
"图着色\n",
|
||
"颜色选择\n",
|
||
"Welsh-Powell\n",
|
||
"贪心\n",
|
||
"降序着色\n",
|
||
"图着色\n",
|
||
"颜色分配\n",
|
||
"贪心\n",
|
||
"度数优先\n",
|
||
"最小颜色\n",
|
||
"相邻约束\n",
|
||
"图着色'''"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 20248 (\\N{CJK UNIFIED IDEOGRAPH-4F18}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 20808 (\\N{CJK UNIFIED IDEOGRAPH-5148}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 38431 (\\N{CJK UNIFIED IDEOGRAPH-961F}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 21015 (\\N{CJK UNIFIED IDEOGRAPH-5217}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 21160 (\\N{CJK UNIFIED IDEOGRAPH-52A8}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 24577 (\\N{CJK UNIFIED IDEOGRAPH-6001}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 26356 (\\N{CJK UNIFIED IDEOGRAPH-66F4}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 26032 (\\N{CJK UNIFIED IDEOGRAPH-65B0}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 28335 (\\N{CJK UNIFIED IDEOGRAPH-6EAF}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 36873 (\\N{CJK UNIFIED IDEOGRAPH-9009}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 25321 (\\N{CJK UNIFIED IDEOGRAPH-62E9}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 30456 (\\N{CJK UNIFIED IDEOGRAPH-76F8}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 37051 (\\N{CJK UNIFIED IDEOGRAPH-90BB}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 20914 (\\N{CJK UNIFIED IDEOGRAPH-51B2}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 31361 (\\N{CJK UNIFIED IDEOGRAPH-7A81}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 32422 (\\N{CJK UNIFIED IDEOGRAPH-7EA6}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 26463 (\\N{CJK UNIFIED IDEOGRAPH-675F}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 36138 (\\N{CJK UNIFIED IDEOGRAPH-8D2A}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 24515 (\\N{CJK UNIFIED IDEOGRAPH-5FC3}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 23621 (\\N{CJK UNIFIED IDEOGRAPH-5C45}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 21382 (\\N{CJK UNIFIED IDEOGRAPH-5386}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 21490 (\\N{CJK UNIFIED IDEOGRAPH-53F2}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 39281 (\\N{CJK UNIFIED IDEOGRAPH-9971}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:70: UserWarning: Glyph 39640 (\\N{CJK UNIFIED IDEOGRAPH-9AD8}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.tight_layout()\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 20248 (\\N{CJK UNIFIED IDEOGRAPH-4F18}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 20808 (\\N{CJK UNIFIED IDEOGRAPH-5148}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 38431 (\\N{CJK UNIFIED IDEOGRAPH-961F}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 21015 (\\N{CJK UNIFIED IDEOGRAPH-5217}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 21160 (\\N{CJK UNIFIED IDEOGRAPH-52A8}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 24577 (\\N{CJK UNIFIED IDEOGRAPH-6001}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 26356 (\\N{CJK UNIFIED IDEOGRAPH-66F4}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 26032 (\\N{CJK UNIFIED IDEOGRAPH-65B0}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 28335 (\\N{CJK UNIFIED IDEOGRAPH-6EAF}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 36873 (\\N{CJK UNIFIED IDEOGRAPH-9009}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 25321 (\\N{CJK UNIFIED IDEOGRAPH-62E9}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 30456 (\\N{CJK UNIFIED IDEOGRAPH-76F8}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 37051 (\\N{CJK UNIFIED IDEOGRAPH-90BB}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 20914 (\\N{CJK UNIFIED IDEOGRAPH-51B2}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 31361 (\\N{CJK UNIFIED IDEOGRAPH-7A81}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 32422 (\\N{CJK UNIFIED IDEOGRAPH-7EA6}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 26463 (\\N{CJK UNIFIED IDEOGRAPH-675F}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 36138 (\\N{CJK UNIFIED IDEOGRAPH-8D2A}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 24515 (\\N{CJK UNIFIED IDEOGRAPH-5FC3}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 23621 (\\N{CJK UNIFIED IDEOGRAPH-5C45}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 21382 (\\N{CJK UNIFIED IDEOGRAPH-5386}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 21490 (\\N{CJK UNIFIED IDEOGRAPH-53F2}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 39281 (\\N{CJK UNIFIED IDEOGRAPH-9971}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/var/folders/q7/rt2ts9ns2nb8_xd5d3t4p7_r0000gn/T/ipykernel_86780/1483034064.py:71: UserWarning: Glyph 39640 (\\N{CJK UNIFIED IDEOGRAPH-9AD8}) missing from font(s) DejaVu Sans.\n",
|
||
" plt.savefig('rador.png', dpi=300)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20248 (\\N{CJK UNIFIED IDEOGRAPH-4F18}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20808 (\\N{CJK UNIFIED IDEOGRAPH-5148}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38431 (\\N{CJK UNIFIED IDEOGRAPH-961F}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21015 (\\N{CJK UNIFIED IDEOGRAPH-5217}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21160 (\\N{CJK UNIFIED IDEOGRAPH-52A8}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24577 (\\N{CJK UNIFIED IDEOGRAPH-6001}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26356 (\\N{CJK UNIFIED IDEOGRAPH-66F4}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26032 (\\N{CJK UNIFIED IDEOGRAPH-65B0}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28335 (\\N{CJK UNIFIED IDEOGRAPH-6EAF}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36873 (\\N{CJK UNIFIED IDEOGRAPH-9009}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25321 (\\N{CJK UNIFIED IDEOGRAPH-62E9}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30456 (\\N{CJK UNIFIED IDEOGRAPH-76F8}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37051 (\\N{CJK UNIFIED IDEOGRAPH-90BB}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20914 (\\N{CJK UNIFIED IDEOGRAPH-51B2}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31361 (\\N{CJK UNIFIED IDEOGRAPH-7A81}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32422 (\\N{CJK UNIFIED IDEOGRAPH-7EA6}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26463 (\\N{CJK UNIFIED IDEOGRAPH-675F}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36138 (\\N{CJK UNIFIED IDEOGRAPH-8D2A}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24515 (\\N{CJK UNIFIED IDEOGRAPH-5FC3}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23621 (\\N{CJK UNIFIED IDEOGRAPH-5C45}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21382 (\\N{CJK UNIFIED IDEOGRAPH-5386}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21490 (\\N{CJK UNIFIED IDEOGRAPH-53F2}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39281 (\\N{CJK UNIFIED IDEOGRAPH-9971}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"/Users/yangyudong/miniconda3/envs/lead/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39640 (\\N{CJK UNIFIED IDEOGRAPH-9AD8}) missing from font(s) DejaVu Sans.\n",
|
||
" fig.canvas.print_figure(bytes_io, **kw)\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n",
|
||
"findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"text1_freq: {'Welsh-Powell': 2, '优先队列': 2, '动态更新': 3, '回溯': 3, '度数优先': 2, '度数选择': 1, '相邻冲突': 1, '相邻约束': 4, '贪心': 3, '邻居历史': 0, '饱和度': 4, '高度优先': 2}\n",
|
||
"text2_freq: {'Welsh-Powell': 2, '优先队列': 1, '动态更新': 0, '回溯': 0, '度数优先': 4, '度数选择': 0, '相邻冲突': 0, '相邻约束': 2, '贪心': 8, '邻居历史': 2, '饱和度': 0, '高度优先': 0}\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签\n",
|
||
"plt.rcParams['axes.unicode_minus'] = False # 用来正常显示负号\n",
|
||
"plt.rcParams['font.size'] = 16 # 设置更大的字号\n",
|
||
"\n",
|
||
"# 定义要删除的关键词\n",
|
||
"keywords = ['着色', '颜色', '图着色',' ','优化']\n",
|
||
"\n",
|
||
"# 预处理文本,删除包含关键词的行\n",
|
||
"text1_lines = text1.strip().split('\\n')\n",
|
||
"text2_lines = text2.strip().split('\\n')\n",
|
||
"\n",
|
||
"text1_filtered = []\n",
|
||
"text2_filtered = []\n",
|
||
"\n",
|
||
"for line in text1_lines:\n",
|
||
" if not any(keyword in line for keyword in keywords):\n",
|
||
" text1_filtered.append(line)\n",
|
||
" \n",
|
||
"for line in text2_lines:\n",
|
||
" if not any(keyword in line for keyword in keywords):\n",
|
||
" text2_filtered.append(line)\n",
|
||
"\n",
|
||
"text1 = '\\n'.join(text1_filtered)\n",
|
||
"text2 = '\\n'.join(text2_filtered)\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"# 统计text1和text2中的词频\n",
|
||
"text1_words = text1.strip().split('\\n')\n",
|
||
"text2_words = text2.strip().split('\\n')\n",
|
||
"\n",
|
||
"# 获取所有唯一的词\n",
|
||
"all_words = sorted(set(text1_words + text2_words))\n",
|
||
"\n",
|
||
"# 统计词频\n",
|
||
"text1_freq = {word: text1_words.count(word) for word in all_words}\n",
|
||
"text2_freq = {word: text2_words.count(word) for word in all_words}\n",
|
||
"\n",
|
||
"# 创建雷达图\n",
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"\n",
|
||
"# 计算角度\n",
|
||
"angles = np.linspace(0, 2*np.pi, len(all_words), endpoint=False)\n",
|
||
"\n",
|
||
"# 闭合雷达图\n",
|
||
"values1 = list(text1_freq.values())\n",
|
||
"values2 = list(text2_freq.values())\n",
|
||
"values1.append(values1[0])\n",
|
||
"values2.append(values2[0])\n",
|
||
"angles = np.concatenate((angles, [angles[0]]))\n",
|
||
"\n",
|
||
"# 绘制雷达图\n",
|
||
"ax = plt.subplot(111, projection='polar')\n",
|
||
"ax.plot(angles, values1, 'o-', linewidth=2, label='AAE', color='skyblue', alpha=0.7)\n",
|
||
"ax.fill(angles, values1, alpha=0.25, color='skyblue')\n",
|
||
"ax.plot(angles, values2, 'o-', linewidth=2, label='EoH', color='red', alpha=0.7)\n",
|
||
"ax.fill(angles, values2, alpha=0.25, color='red')\n",
|
||
"\n",
|
||
"# 设置刻度标签\n",
|
||
"ax.set_xticks(angles[:-1])\n",
|
||
"ax.set_xticklabels(all_words, fontsize=20)\n",
|
||
"\n",
|
||
"# 添加图例和标题\n",
|
||
"plt.legend(loc='upper right', bbox_to_anchor=(0.05, 0.05),fontsize=24)\n",
|
||
"# plt.title('词频分布雷达图对比', pad=20)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('rador.png', dpi=300)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 输出画雷达图的时候最终用到的数据\n",
|
||
"print(\"text1_freq:\", text1_freq)\n",
|
||
"print(\"text2_freq:\", text2_freq)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"# Create English translations for AAE_freq\n",
|
||
"AAE_freq_en = {\n",
|
||
" 'Welsh-Powell': 2,\n",
|
||
" 'Priority Queue': 2, # 优先队列\n",
|
||
" 'Dynamic Update': 3, # 动态更新\n",
|
||
" 'Backtracking': 3, # 回溯\n",
|
||
" 'Degree Priority': 2, # 度数优先\n",
|
||
" 'Degree Selection': 1, # 度数选择\n",
|
||
" 'Adjacent Conflict': 1, # 相邻冲突\n",
|
||
" 'Adjacent Constraint': 4, # 相邻约束\n",
|
||
" 'Greedy': 3, # 贪心\n",
|
||
" 'Neighbor History': 0, # 邻居历史\n",
|
||
" 'Saturation': 4, # 饱和度\n",
|
||
" 'Height Priority': 2 # 高度优先\n",
|
||
"}\n",
|
||
"\n",
|
||
"# Create English translations for MEoH_freq\n",
|
||
"MEoH_freq_en = {\n",
|
||
" 'Welsh-Powell': 2,\n",
|
||
" 'Priority Queue': 1,\n",
|
||
" 'Dynamic Update': 0,\n",
|
||
" 'Backtracking': 0,\n",
|
||
" 'Degree Priority': 4,\n",
|
||
" 'Degree Selection': 0,\n",
|
||
" 'Adjacent Conflict': 0,\n",
|
||
" 'Adjacent Constraint': 2,\n",
|
||
" 'Greedy': 8,\n",
|
||
" 'Neighbor History': 2,\n",
|
||
" 'Saturation': 0,\n",
|
||
" 'Height Priority': 0\n",
|
||
"}\n",
|
||
"\n",
|
||
"# 获取所有唯一的词\n",
|
||
"all_words = sorted(set(AAE_freq_en.keys()).union(set(MEoH_freq_en.keys())))\n",
|
||
"\n",
|
||
"# 使用上面这份数据绘图\n",
|
||
"# 创建雷达图\n",
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"# 计算角度\n",
|
||
"angles = np.linspace(0, 2*np.pi, len(all_words), endpoint=False)\n",
|
||
"# 闭合雷达图\n",
|
||
"values1 = list(AAE_freq_en.values())\n",
|
||
"values2 = list(MEoH_freq_en.values())\n",
|
||
"values1.append(values1[0])\n",
|
||
"values2.append(values2[0])\n",
|
||
"angles = np.concatenate((angles, [angles[0]]))\n",
|
||
"# 绘制雷达图\n",
|
||
"ax = plt.subplot(111, projection='polar')\n",
|
||
"ax.plot(angles, values1, 'o-', linewidth=2, label='AAE', color='skyblue', alpha=0.7)\n",
|
||
"ax.fill(angles, values1, alpha=0.25, color='skyblue')\n",
|
||
"ax.plot(angles, values2, 'o-', linewidth=2, label='MEoH', color='red', alpha=0.7)\n",
|
||
"ax.fill(angles, values2, alpha=0.25, color='red')\n",
|
||
"# 设置刻度标签\n",
|
||
"ax.set_xticks(angles[:-1])\n",
|
||
"ax.set_xticklabels(all_words, fontsize=20)\n",
|
||
"# 添加图例和标题\n",
|
||
"plt.legend(loc='upper right', bbox_to_anchor=(0.05, 0.05),fontsize=24)\n",
|
||
"# plt.title('词频分布雷达图对比', pad=20)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('rador_en.png', dpi=300)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"AAE_freq_en count: 27\n",
|
||
"MEoH_freq_en count: 19\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# 计算AAE_freq_en和MEoH_freq_en分别有多少个关键词，不需要唯一\n",
|
||
"AAE_count = sum(AAE_freq_en.values())\n",
|
||
"MEoH_count = sum(MEoH_freq_en.values())\n",
|
||
"print(\"AAE_freq_en count:\", AAE_count)\n",
|
||
"print(\"MEoH_freq_en count:\", MEoH_count)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 画一个柱状图，横轴分别是AAE，MEoH、EoH、FunSearch，纵轴是平均代码行数\n",
|
||
"# 开始绘图\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"data = {\n",
|
||
" 'AAE': 45.3,\n",
|
||
" 'MEoH': 21.5,\n",
|
||
" 'EoH': 23.1,\n",
|
||
" 'FunSearch': 18.2\n",
|
||
"}\n",
|
||
"# 提取数据\n",
|
||
"labels = list(data.keys())\n",
|
||
"values = list(data.values())\n",
|
||
"# 设置柱状图的宽度\n",
|
||
"bar_width = 0.4\n",
|
||
"# 设置柱状图的位置\n",
|
||
"x = np.arange(len(labels))\n",
|
||
"# 创建柱状图\n",
|
||
"plt.figure(figsize=(8, 6))\n",
|
||
"plt.bar(x, values, width=bar_width, color=['skyblue', 'red', 'green', 'orange'])\n",
|
||
"# 添加数据标签\n",
|
||
"for i, v in enumerate(values):\n",
|
||
" plt.text(i, v + 5, str(v), ha='center', fontsize=20)\n",
|
||
"# 设置坐标轴标签和标题\n",
|
||
"plt.ylabel('Average number of lines of code', fontsize=20)\n",
|
||
"# 设置x轴刻度\n",
|
||
"plt.xticks(x, labels, fontsize=20)\n",
|
||
"# 设置y轴范围\n",
|
||
"plt.ylim(0, max(values) + 10)\n",
|
||
"# 添加网格\n",
|
||
"plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
|
||
"\n",
|
||
"# 展示图形\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('bar_chart.png', dpi=300)\n",
|
||
"plt.show()"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "lead",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.11.11"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|