{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data Visualization I"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preparing Datasets"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"x category\n",
"y1 float64\n",
"y2 float64\n",
"y3 float64\n",
"y4 float64\n",
"y5 float64\n",
"y6 float64\n",
"y7 float64\n",
"y8 float64\n",
"y9 float64\n",
"y10 float64\n",
"dtype: object\n"
]
},
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" x | \n",
" y1 | \n",
" y2 | \n",
" y3 | \n",
" y4 | \n",
" y5 | \n",
" y6 | \n",
" y7 | \n",
" y8 | \n",
" y9 | \n",
" y10 | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" 0.953949 | \n",
" 2.878138 | \n",
" 8.866186 | \n",
" 7.169483 | \n",
" 4.894806 | \n",
" 1.383657 | \n",
" 5.207700 | \n",
" 2.749603 | \n",
" 3.777047 | \n",
" 4.338875 | \n",
"
\n",
" \n",
" 1 | \n",
" 2 | \n",
" 0.148130 | \n",
" 2.182593 | \n",
" 11.399598 | \n",
" 5.671996 | \n",
" 5.013517 | \n",
" 2.503236 | \n",
" 5.270997 | \n",
" 3.332785 | \n",
" 4.707431 | \n",
" 3.470963 | \n",
"
\n",
" \n",
" 2 | \n",
" 3 | \n",
" 0.401601 | \n",
" 3.342006 | \n",
" 12.787722 | \n",
" 7.898548 | \n",
" 6.005761 | \n",
" 5.079653 | \n",
" 7.948136 | \n",
" 7.321007 | \n",
" 5.849269 | \n",
" 3.589841 | \n",
"
\n",
" \n",
" 3 | \n",
" 4 | \n",
" 1.325920 | \n",
" 4.496024 | \n",
" 15.672599 | \n",
" 9.664751 | \n",
" 6.800054 | \n",
" 3.797002 | \n",
" 8.461314 | \n",
" 7.364939 | \n",
" 7.597704 | \n",
" 4.230760 | \n",
"
\n",
" \n",
" 4 | \n",
" 5 | \n",
" 0.045468 | \n",
" 4.553081 | \n",
" 14.898799 | \n",
" 10.109224 | \n",
" 6.771789 | \n",
" 6.317487 | \n",
" 9.446912 | \n",
" 9.109398 | \n",
" 7.054921 | \n",
" 5.494813 | \n",
"
\n",
" \n",
" 5 | \n",
" 6 | \n",
" 0.385796 | \n",
" 6.015589 | \n",
" 15.090889 | \n",
" 10.442972 | \n",
" 9.406430 | \n",
" 5.064227 | \n",
" 10.006732 | \n",
" 6.563899 | \n",
" 12.320422 | \n",
" 7.353816 | \n",
"
\n",
" \n",
" 6 | \n",
" 7 | \n",
" 0.316242 | \n",
" 5.671259 | \n",
" 17.911464 | \n",
" 11.287174 | \n",
" 9.375809 | \n",
" 7.951598 | \n",
" 9.014010 | \n",
" 11.649927 | \n",
" 11.138327 | \n",
" 7.948010 | \n",
"
\n",
" \n",
" 7 | \n",
" 8 | \n",
" 1.639019 | \n",
" 7.694177 | \n",
" 19.323432 | \n",
" 12.289224 | \n",
" 7.487505 | \n",
" 8.626360 | \n",
" 12.696997 | \n",
" 11.324753 | \n",
" 9.214215 | \n",
" 8.570674 | \n",
"
\n",
" \n",
" 8 | \n",
" 9 | \n",
" -0.886327 | \n",
" 10.187601 | \n",
" 18.373330 | \n",
" 14.499094 | \n",
" 4.679189 | \n",
" 10.825828 | \n",
" 13.044199 | \n",
" 10.468501 | \n",
" 11.931833 | \n",
" 9.631274 | \n",
"
\n",
" \n",
" 9 | \n",
" 10 | \n",
" -0.261461 | \n",
" 8.573481 | \n",
" 19.369957 | \n",
" 13.711514 | \n",
" 7.270583 | \n",
" 11.427754 | \n",
" 13.084936 | \n",
" 13.267057 | \n",
" 13.893086 | \n",
" 11.912090 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" x y1 y2 y3 y4 y5 y6 \\\n",
"0 1 0.953949 2.878138 8.866186 7.169483 4.894806 1.383657 \n",
"1 2 0.148130 2.182593 11.399598 5.671996 5.013517 2.503236 \n",
"2 3 0.401601 3.342006 12.787722 7.898548 6.005761 5.079653 \n",
"3 4 1.325920 4.496024 15.672599 9.664751 6.800054 3.797002 \n",
"4 5 0.045468 4.553081 14.898799 10.109224 6.771789 6.317487 \n",
"5 6 0.385796 6.015589 15.090889 10.442972 9.406430 5.064227 \n",
"6 7 0.316242 5.671259 17.911464 11.287174 9.375809 7.951598 \n",
"7 8 1.639019 7.694177 19.323432 12.289224 7.487505 8.626360 \n",
"8 9 -0.886327 10.187601 18.373330 14.499094 4.679189 10.825828 \n",
"9 10 -0.261461 8.573481 19.369957 13.711514 7.270583 11.427754 \n",
"\n",
" y7 y8 y9 y10 \n",
"0 5.207700 2.749603 3.777047 4.338875 \n",
"1 5.270997 3.332785 4.707431 3.470963 \n",
"2 7.948136 7.321007 5.849269 3.589841 \n",
"3 8.461314 7.364939 7.597704 4.230760 \n",
"4 9.446912 9.109398 7.054921 5.494813 \n",
"5 10.006732 6.563899 12.320422 7.353816 \n",
"6 9.014010 11.649927 11.138327 7.948010 \n",
"7 12.696997 11.324753 9.214215 8.570674 \n",
"8 13.044199 10.468501 11.931833 9.631274 \n",
"9 13.084936 13.267057 13.893086 11.912090 "
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib\n",
"\n",
"\n",
"# Make a data frame\n",
"df=pd.DataFrame({'x': range(1,11), 'y1': np.random.randn(10), 'y2': np.random.randn(10)+range(1,11), 'y3': np.random.randn(10)+range(11,21), 'y4': np.random.randn(10)+range(6,16), 'y5': np.random.randn(10)+range(4,14)+(0,0,0,0,0,0,0,-3,-8,-6), 'y6': np.random.randn(10)+range(2,12), 'y7': np.random.randn(10)+range(5,15), 'y8': np.random.randn(10)+range(4,14), 'y9': np.random.randn(10)+range(4,14), 'y10': np.random.randn(10)+range(2,12) })\n",
"\n",
"df['x']=pd.Categorical(df['x'])\n",
"print(df.dtypes)\n",
"df.head(10)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Matlibplot\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Resolution\n",
"\n",
"- We can increase the dpi of the matplotlib parameters to get image of higher resolution in notebook\n",
"- The dpi setting has to GO before the magic inline command because the magic inline commened resets the dpi to default\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"\n",
"## Change DPI for higher resolution in notebook\n",
"%matplotlib inline\n",
"\n",
"matplotlib.rcParams['figure.dpi'] = 150\n",
"matplotlib.rcParams['savefig.dpi'] = 150\n",
"# Change DPI when saving graphs in files\n",
"# matplotlib.rc(\"savefig\", dpi=dpi)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Matplotlib Style"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Solarize_Light2', '_classic_test_patch', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark', 'seaborn-dark-palette', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'tableau-colorblind10']\n"
]
}
],
"source": [
"# available style\n",
"print(plt.style.available)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# choose one style\n",
"plt.style.use('fivethirtyeight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Matplotlib Chinese Issues"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"## Setting Chinese Fonts\n",
"## Permanent Setting Version\n",
"plt.rcParams['font.sans-serif']=[\"PingFang HK\"]\n",
"plt.rcParams['axes.unicode_minus']= False"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Simple X and Y\n",
"plt.plot(df['x'], df['y1'])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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v2AS2aXMgqvgRG0zYQyQiqgHVnq3QL34WwgUrqEiNm+HoxIeh1OMgmmDDhEhEdJlUe7dD/9ZTEC5Yek1uFI/SGfNh54jSoMSESER0GVR//Qr9m3MgSHancjmmKcofexVKVEM/RUaeYkIkIqom1YFd0C94AoLdeSsnuWEjRzKMjvVTZOQNTIhERNWg+vsP6F+f5bKvoRwdg/LHXofSsLGfIiNvYUIkIroE8fBf0L/6X5f1SeXIhih/7DUoMa6bGFDwYUIkIroI8Z/9MLw6E4LV7FQuR0Q7LpM2qhu799QFTIhERG6Ix/6G4ZWZEMzlTuVyvUiUz3wVSpMEP0VGtYEJkYioCmL6ERjmz4BQXupUroTXh/mxV6HEJfknMKo1TIhERBcQM4/C8NLDEMpKnMqVsHoof/QVyPHJfoqMahMTIhFRJWJWqiMZlhY7lSvGMJTPmM+dK0IYEyIR0VnCyQzoX3wYQnGhU7liCEP5I/MhN2/tp8jIF5gQiYgACNmZMLzwH4hFBU7lit6A8kdegpzS1k+Rka8wIRJRnSecyoLhhekQC/OdyhWtHuXTX4Tcor2fIiNfYkIkojpNOJ3tSIamM07lilYH8/TnIbe+wk+Rka8xIRJRnSXknYLhhYcg5uc6lSsaDcwPzYPUtoufIiN/YEIkojpJyM+F4fn/QDxzyqlcUWtgfmAupPbd/RQZ+QsTIhHVOULBGcdl0tMnncoVlRrm+5+GdMVVfoqM/IkJkYjqFKEwH4YXp0M8leVUrqhUMN87B1Ln3n6KjPyNCZGI6o4iE/QvTIeYnelUrIgizNNmQ+rW10+BUSBgQiSiuqGkEIaXHobqZLpTsSKIsEydBenK/n4JiwIHEyIRhb7SYhheegSq48ecihVBgOXOx2DvOchPgVEgYUIkotBWVgLDy49AlfGPS5Vl8qOw97nWD0FRIGJCJKLQVV4Kw/xHoUo77FJlvv1h2Ptd54egKFAxIRJRaDKXwfDKTKiOHXSpskx6EPYB1/shKApkTIhEFHos5TC89l+o/tnvWjXhPtgGj/JDUBTomBCJKLRYLdC/PguqQ3+6VFnG3w3btWP9EBQFAyZEIgodVgv0bzwB9cE9LlWWsXfCNvwWPwRFwcIrCTE9PR0TJkxAcnIyWrdujWnTpiE3N/fSTyQi8habFfq35kC9/3eXKsuoO2C7foIfgqJg4nFCPH78OIYPH47WrVtj69at2LBhA3JycjBp0iQoiuKNGImILs5ug37h01D/udOlynrDJNhu+rcfgqJgo/b0Bd5880107doVs2fPhiAIAICFCxeia9euOHjwINq358aaRFSL7HboFz8L9R/bXKqsI26FdfRkPwRFwcijhChJEj799FMsXbq0IhkCQNOmTZGTk+NxcERUe4TckzCsX4bkk8ehb94KSkIK5LjmkOOTAJ3B3+FVj2SH7t15UO/6xaXKOvRmWG++C6j02UR0MR4lxJycHJSUlCAxMRFz5szBhg0boNVq0bt3b/z3v/9FgwYNvBUnEXmR+tct0H04H4K5DFoAOLqvok4RBCgNm0Bu1tyRIJslOx4bNwPUHl9U8h5Zgu69F6D59UeXKuuQ0bDeeg+TIV0Wj87u7OxsAMDjjz+Ofv36YcWKFcjLy8PcuXMxYsQI/Pzzz9DpdC7PkyTJk7cNGrIsOz2S59imHrKYYVixCNpfNrg9RFAUCKdPOvYK3HP+MqSiUkNu0gxSXHPI8c0hxSVBik+GEh0LiD4esC7LMCyZD82OH1yqLP2vh/mWewA/nSM8R73Lm+2pUqkuWi+YTKYaj3w5ePBgRW9w5syZFeWFhYXo2LEj3njjDYwa5ToBNiMjA1artaZvS0Q1oD99Aklr3oXhgk1xPSVpdTDHxKE8Jg7m2DiUxzSFOTYe9rB6Xn2fCoqMZhuWoeHe/7lUnencF8dHTAQEzigjZ1qtFomJiRc9xqMeYtOmTQEA3bt3dyqPiIhAcnIy0tPTq3xefHy8J28bNGRZRnp6OpKSkiD6+ht0iGKb1oCiQPO/b2D4dCEEq8Wl2q43QqXIECzmGr28ympB2IlUhJ1IdSqX60dCjks+25N0XH6V4pIAvQf3JxUF+mULoKsiGVr7XAvNHTOQ7Ofzgueod/myPT1KiJGRkejVqxf27duHQYPOb59SXFyM1NRUtGjRosrnXarbGmpEUaxzv3NtY5tWU3kpdEtegebXLVVW2664CocGjUdC+45Qm85APJ4K8UTa+cfsTAg1vMUhFpkgFu2B+m/nSfJyTBPI8cmQ45uf/69xwqXvTyoKtMvfhPbHda6/R6/BsP7fTKjEwDkneI56ly/a0+M75DNnzsTtt9+Opk2bYsiQIcjNzcXs2bPRokULDBs2zBsxElENiGmHoF/0DMRc10ukikoF6813wTx4NOzp6YAoQolpAimmCaSufc4faLdBzDkO8Xiac6I8nV3zuE5nO57/h+v9yfOJ0vGoNGjkuD+pKNB+thjaTWtcXs921QBY7nwMCKBkSMHJ44TYv39/LF26FC+99BIeeeQRREREYNiwYXj33Xeh0Wi8ESMRXQ5FgWbjF9CufAeCZHeplmOawDztScgpbYFL9f7UmrPJKdm53FwG8UQ6xKw0iFmpZx/TIBYV1ChkQbJDlZUGVVaa86+iN0COS4JiDId6n+sKNPbu/WC5axagCqDRrxS0vHIW9evXD/369fPGSxGRJ0oKoX/vBaj37qiy2nZlf1gmPwIYwz17H70Rcko7yCntnIqFooLzyfFcojyRBsFcXqO3EczlUB37u8o6e5c+ME+bHVhTQSio8UwiChHi4b+gX/wMxIIzLnWKRgvLhPth7z+yVufmKfWjILWLgtSu6/lCWYaQd+rsJddKl16zM6vswVaHvVNPmO+dA6h5FYq8hwmRKNjJEjTrl0P75UcQFNe5WnLTRJjvmQO5WXIVT/aByvcnO/c+X263O+5PVr43eTzNMf/xIuwdroT5vqcBjbaWA6e6hgmRKIgJpjzo3plX5XZHAGDrNxyWifcH5lJsanXFKFNcNfB8ubkM4okMR4KsuPSaCsFigb1Hf1gmPQhoXRf8IPIUEyJRkFL99St07z4PsdjkUqfoDbDc/jDsvQb7PjBP6Y2QU9o6Bv0Q+RATIlGwsduhXf0BtN+sqLJaSmwF8z1PQmlcNxbAIPIWJkSiICKczoZ+8bNQHTtYZb11yBhYx0/l/TWiGmBCJAoSql2/QP/BSxDKSlzqlLB6MP/fY86T6onosjAhEgU6q8WxSsvmtVVWSy07wDztSSgNYn0bF1GIYUIkCmBCdib0i56GKvOYS50iCLCNnADrqNu5UguRF/CviChAqbd+B93S16vchUKOiIJl6ixI7btX8UwiqgkmRKJAYy6D7uPXodm+scpqe4crYbnrv1Aion0cGFFoY0IkCiBixj+OHSpyjrvUKaII69j/g+26W3y/Qz1RHcCESBQIFAWazWuh/WwRBJvNpVpu0Ajme56E3KK9H4IjqhuYEIn8rbQY+g9egnq36y7wAGDv1hfmKY8CYfV8HBhR3cKESORH4tEDjkukeadc6hS1BtZb74Ft0E21ukMFETkwIRL5gyxD880KaFd/AEGuYoeKxs0cl0gTW/ohOKK6iQmRyMeEwnzo3n0e6v2uO8ADgK33tbD8+yFAb/RtYER1HBMikQ+pDuyG7p15EAvzXeoUnR6W2/4D+9VD/RAZETEhEvmCZIf2y4+g+Xo5BEVxrW6WAvO9c6A0SfBDcEQEMCES1TohLxf6xc9A9c/+Kuutg26C9ZZp3PSWyM+YEIlqkWrPNujffwFCabFLnWIMg3nyo5CuvMYPkRHRhZgQiWqDzQrtyneg3bS6ymoppR3M02ZDiWni48CIyB0mRKrbFAWQ7IDNBtitEGzWsz/bHD+fe6z42VbpZ6vzz3YbYHP8LB47CNVx1x0qAMA64lZYR08B1PzzIwok/Iuk4FFSBM2fOxGb+g90B+tBlKSzCcnqnKjsZ3+2WSv9XKn8wsRXxSCX2iDXi4Rl6uOQOvbwyfsR0eVhQqTAZ7dD88OX0K79CEJ5KYJxdp69XVdYps6CEtnA36EQkRtMiBTQVPt+g275WxCzM/0dSo0oggjrqNthu34CIKr8HQ4RXQQTIgUk4VQWdJ8ugnrvdn+HckmKRgNotFDUWkB99meNBnJ8MmxDRnOHCqIgwYRIgaW8DNp1n0Dz/ecQJLvbwxSVGtBoAY0GirpSQqpITppK9VrHz2pNRfJy/Ky94GfN+Z/VWkB79nUqJTmoteeP1WgBlZoLbxOFCCZECgyyDPX2TdCueqfKZc0ARxK0DhmNQx36IKldB6hUvARJRN7DhEh+Jx77G7rlC6A69rfbY+ydesLyr3thj2kKOTXVh9ERUV3BhEh+I5jyoP38PWi2fuf2GLlRPCwT7oPUqaejQJJ8FB0R1TWiN19s7ty5iIyMRCq/wdPF2G3QfPMZjDMnuU2Git4Iy/i7UfbckvPJkIioFnmth7hu3TosWbLEWy9HIUq1dwd0ny6EeCrL7TG2vtfBOvb/OGePiHzKKwnx4MGDePTRR7Fo0SKMHz/eGy9JIUbIzoTu04VQ//Wr22OklHawTHwAcnIbH0ZGROTgcUIsKCjAxIkTMX/+fLRpww8yukBZCbRfLYVm02oIbu7/yZENYB03FfZegwHRq1fxiYiqzaOEKEkSpkyZgvHjx2PkyJHIyMio9vPqAlmWnR7rFFmGZtv30K9+H2KRqcpDFLUGliFjYBk5ATAYzy60ffFzo063aS1ge3of29S7vNmel5qq5VFCfOaZZ2A0GjFjxozLel5WVhasVqsnbx1U0tPT/R2CTxmzjiH++xUwZrv/gmRq1QknBo+DNToWyM657Peoa21a29ie3sc29S5P21Or1SIxMfGix9Q4Ia5ZswabNm3C999/D/EyL3PFx8fX9G2DiizLSE9PR1JS0mW3UTASCs5A/8V70O74we0xUpMEmG+9B0KHK1GTs6CutWltY3t6H9vUu3zZnjVOiF988QUyMzPRrVu3irJzl0IHDx6MqKgo7N69u8rn1rUVRkRRDO3f2WqB5vsvoF3/CQSLucpDFGMYrDfdDtugUYBaDU9bI+Tb1MfYnt7HNvUuX7RnjRPiokWLYLFYnMpOnDiBgQMH4rPPPkNSUpKnsVGgUxSo/tjumEZx+mTVhwgC7P1GwDp2CpT6UT4OkIio+mqcECMjI13KzGZH76Bhw4aIjY2tcVAU+ISTGdAtfwvq/b+7PUZq2QGWCfdDbt7ah5EREdUMl26jy1NaDO3aj6D54UsIbkZ9yVENYR1/N+w9B3EnCCIKGl5NiImJiTCZTN58SQoUsgT1z99At/p9CMWFVR6iaDSwXXcLrCP/BegMPg6QiMgz7CHSJYlH/oJu2ZtQZfzj9hh7t76w3HoPlJgmPoyMiMh7mBDJLSE/F9qV70Czc7PbY6S4JFgn3A+pfTe3xxARBQMmRHJltUDz7Upov/4UgtXdNIpwWEdPhm3gDY5d44mIghw/yeg8RYFq9/+gW7EI4pmqV49RBBH2/iNhGTMZqBfp2/iIiGoREyIBAMSsVGiXvwX1wT1uj5Fad4Jl4v2QE1r4MDIiIt9gQqzrSoqg/XIJNFu+cj+NIjoW1lumwd6jP6dREFHIYkKsq2QJ6p83QPfF+xBKiqo8RNFoYRtxK6zDbwV0eh8HSETkW0yIdZB45C/oPlkAVeZRt8fYruwP6y13Q2nY2IeRERH5DxNiHVKtaRTNUmCdcB+ktl18GBkRkf8xIdYFVgs0362Cdv1y99MowurDMmYy7P1HchoFEdVJ/OQLZYoC1R/bzu5GkV31IYII28AbYB09GQiv7+MAiYgCBxNiiKrWbhRtOsEy4QHICSk+jIyIKDAxIYaashJo134MzQ9rIJzdsPlCnEZBROSKCTFUyDLUW7+D9vP3IBYVVHmIotHCNvxWWEdwGgUR0YWYEEOAePQAdMsWQJV22O0x9u79YLllGnejICJyI2gTopCdCd3Kd2DvNQj2zr3rZI9HMOVBu+pdaLZ97/YY7kZBRFQ9QZsQNTs2Q/3HNqj/2AZFp4e9W1/Yew6C1L47oA7aX6t6bFZoNq6Gdt1SCObyKg9RjOGwjroDtoE3hn57EBF5QXB+UioK1JUmlwsWMzTbN0GzfROU8Pqw9xgAW69BkFt0AETRj4F6n+rPndAtfwviqawq6xVBgP2akbCMmQLUj/RtcEREQSwoE6KYfthtQhBKiqDZ8hU0W76C3KAR7D0Hwt5zEORmKUE9olLIOQ7dpwuh/nOn22Oklh1gmfgA5KRWPoyMiCg0BGVChEoN+5XXQLV3OwSbze1hYt4paDesgHbDCkhNkxz3G3sOghLb1IfBeqi8DNp1n0Dz/ecQJHuVh8iRDWG95W7Yew4K6qRPRORPQZkQ5YQWMN/3NFBWAvWerVDv2AzVgd0QlKq3LwIA1cl0qFZ/AN3qDyCltIO912DYe/SHEhHtw8gvgyxDvX0TtKvegViYX+UhiloD27BxsF4/AdAbfRwgEVFoCcqEWMEYDvvVw2C/ehiEwnyof/sJ6p2boTp64KJPUx07CNWxg9AufwtSu66OnmO3voAx3EeBX5yYesgxjeLYQbfH2Lv0geXWe6A0ivNhZEREoSu4E2IlSkQ0bENGwzZkNITck1D/ugXq7T9AdTLd7XMERYb6wC6oD+yC8vGrkDr1gq3XYEhXXAVodb4L/lw8hfnQfvE+1P/7FoKiVHmM3KQZLBPuh9Sxh4+jIyIKbSGTECtTYpvCdv1E2EZOgHg8FeqdP0C9cwvEvFNunyPYbFDv+gXqXb9AMYQ5pnH0Ggypbefa3/3Bbofmhy+hXfsRhPLSKg9R9EZYR90O2+BRgFpTu/EQEdVBIZkQKwgC5IQUWBNSYB17J8SjB6DeuRma336EUFzo/mnlpdBs/Q6ard9BjoiCvcdA2HsNgpzc1uuDVlT7fodu+ZsQszPdHmPrNxzWsf8XuPc7iYhCQGgnxMpEEXKrjrC26gjrv+6D6sBuR89xz1a3k9sBQCwsgHbTamg3rYYc0xT2ngNh6zUYSlySR+EIuSehW7EQ6j3b3B4jpbR17EaR0taj9yIiokurOwmxMrUaUqerIHW6ChaLGeq9O6De+QNUf/7qdmoDAIinT0K7fhm065dBSkiBvedg2HsOhNKgUfXf21wG7defQvPdSrdTRuSIKFjH3Q177yEht7AAEVGgqpsJsTKdHvarBsB+1QCgtBjq3392jFQ9tNftwBYAUGUegyrzGHSr3oHUqiNsPQfD3uMaoF5k1U84u7qOduXbEAvOVH2ISg3b0LGw3jAJMIR54ZcjIqLqYkKsLKwe7P1Hwt5/JIT802encfxw0V0kAEB1ZB9UR/ZBWb4AUocrYe85CPaufQCNY6SqmPEPDCsWQnVkn9vXsF9xFSwT7oPSuJlXfyUiIqoeJkQ3lOgY2IbdDNuwmyHkHId6x2Zodm6GmHPc7XMESYL6z51Q/7kTilYHW+deSLDYEP7XdvfTKBrFwfKv+yB17lVbvwoREVUDE2I1KI2bwTbqdthu+jfEjH+g3nF2Goep6kufACBYLdD+9hMauHtNvQHWG26D7doxgEZbO4ETEVG1eZwQDxw4gCeeeAJ79uyBwWDAgAED8OSTT6JJkxDciFYQICe1gjWpFazjp0J1+C+od2yGetfPEEqLq/0ytt7XwjruLihRDWsxWCIiuhweDWFMS0vDkCFDMGjQIOzevRsbN24EAIwdOxZms9krAQYsUQWpbRdYJj+C0gVrUP7Qc7BdNRDKRVa4kZJaoWz2QlimPs5kSEQUYDzqIb700ksYNGgQ7rvvvoqy119/HQkJCfj1119xzTXXeBxgUFBrIHXpDalLb1jMZVDv2eYYqbrvNwiyDLleJKw33wl73+s4jYKIKEB5lBAPHz6M8ePHO5WpVCqoVCoUFrpfCSak6Y2w9x4Ce+8hkAsLcPLP3Why1dVQ6fT+joyIiC7Co4S4ZcsWl7JVq1ZBkiT06OF+8WlJkjx526AhG8NR3iQRsqgC6sjvXNtkWXZ6JM+wPb2Pbepd3mxPlUp10XrBZDK5n31+mZYvX46HH34Yc+bMwbRp09wel5GRAavV6q23JSIiuiitVovExMSLHuOVhGixWPDYY4/h888/xxtvvIExY8Zc9Pg600OUZaSnpyMpKQki7x16BdvUu9ie3sc29S5vtueleogeT7vIzs7GbbfdhuLiYmzZsgWtWrXyOKhQI4pinfudaxvb1LvYnt7HNvUuX7SnR+k2NzcXAwYMQGxsLDZt2lStZEhERBSIPOohzp49G3q9Hm+//TYMBgPs9vM7RYiiyMsFREQUNDxKiD/++CNyc3PRrJnrgtQLFizAbbfd5snLExEFDUVRsD7DjK3ZZqRAheRkf0dEl8ujhHjkyBFvxUFEFLQyS+x4YJsJP520nC3RodhQgkc6R/g1Lro8vKZJRFRDiqJgyaFS9P4yt1IydJj3Rwl+yArxJSxDDBMiEVENZJbYMWpjHv6zw4QSu+vsNQXA//2cj/Riu+uTKSAxIRIRXQZFUfDR4VL0WevaK7yQyapg0pZ8lFeRMCnwMCESEVXT8RI7Rm/Mw0PbTSi2uSa5OKMKDXSCU9m+fBum7zBBcbNJOAUOJkQioktQFAUfHy5F77W5+NFNr3BiSyO2j4rF+/0iIcI5+a04WoYPD5f6IlTygMcr1RD5wrFCO946UIyNx82IVukwS2vBsESjv8OiOuD42RGk7hJhnFGFN/pEYnC8Y0ebfk10uDfJhjfTtU7HPfZrITpGa9Aj1v2eqeRfTIgU0P44Y8Xr+4qxLt1c8Z37BFS4ZUsBxiWb8fxVEWig5/JY5H2KomDpkTI88XthlZdHAUevcF6PCERonS+2TYqzI12uh/WZ55OoTQb+/WM+fr4hFrEGnrOBiJdMKeAoioKfTppx43dnMGD9aXxVKRlWtiq1HD3W5OKL1DLenyGvOl5ix5iNeXjQzb3CpkYRnw9pgLeujnJJhgAgCMCbfSLQKsK5z5FdJuOOn/Jhl3m+BiImRAoYkqxgbVo5Bqw/jZu+z8PP2RcfwQcAeRYZ//dzAW75IQ9ZJRzeTp6pfK9wy8XuFd7UCEPiL77pdz2NiGUDoxGudh5ksy3Hijm7irwWM3kPEyL5ndnuGMZ+5ZpTuP2nfOzNs7k9NvqCEXznfJ9lQa+1ufjgUAlk9hapBi6nVxipq95HZ6tIDRb2jXIpX3igBF+mlXkcM3kXEyL5TaFVxmt/FeOKL3Lw0HYTUovd75N5ZYwGywdG4/C4WDzdyoIorWtiLLYpeHhHIUZ8ewb/FLpPqkSVOe4VXrxXOKGavcKq3JhkwIMdwl3K79tqwt8FPE8DCQfVkM/llElYfKAESw6XosjNYIVzro3X4cGO9dC7kRaCIECSJAyPlTC+U0PM2lWC1WnlLs/ZccqKq7/KxczO9XF/h3BoxKp7lURZJXY8uN2EzSeqToRNjSJe7x2Fa5tdfiKsbHa3+vgjz4ZfKt0GKLU7Ju1vvj6myvuQ5Hv8VyCfOVZox4PbCnDF5zl4Y3+J22SoEoBxyQZsvTEWq4Y0RJ/GOgiCc1KLMajwQf9orBgUjaZG19PYIgHP7C7CwPWnsfeMtVZ+HwpelXuF7pLhuV6hp8kQANSigA+uiUKc0Xl06dEiO+75XwEv8weIoE2IOWUSbt54Bl9nlHPEVoD744wV//4xD93XnMLHR8pglas+zqAScFfbMOwZ0wjvXhONDtGaS772dQkG7BjVCJNbh1VZvy/fhkFfn8ac3wu5fBYBcPQKx27KwwPbTFV+KWtiFLFqcAMsvIx7hdURY1Bh6cBoXNgZ3JBpxuv7Srz2PlRzQXvJ9JMjpdh0woJNJyxoahQxqVUYbmsVhrgwzu8JBI6pExa8tq/E6TJRVaJ0Au5sG4672oahYQ3mFEZoRbzaOxKjkw14cFsBjhU534uUFOCN/SVYn1GON/pEoW8TToyuixRFwSf/lOGJ3wrdXp34VwsjnusR4dVEWFm3GC1e6hmJh7abnMrn7ilClwYaDIjzvDdKNReUPURJVvDxkfMjtE6WyXhxbzE6fp6Df23Oww9ZZl6C8BNJVrAmtQzXrDuNURvzLpoM48NUeK5HBPbd3BiPd6lfo2RY2dWNddh6YyP8p2M4VFXcNkwtlnD9d2fw0LYCFLrrplJIyiqx4+ZL9ApXDm6ARX292yusyr9bGTGxpfMqS7ICTPm5AJmcOuRXQdlD3HTCjKxS1xGJsgJ8k2nGN5lmJIarcEfrMExoaUQMV4WodWa7gk+PluHN/cVIu8hoUQBoE6nGgx3rYWyywesDXgxqAXO6R+Cm5gbcv9WEv/JdR/F9dKQM32eZ8UqvSAxPMHj1/SmwBEKv8EKCIGB+z0jsz7c5TTHKt8i4bUs+vhseA72aA8H8ISh7iI0NKtyQqK+yF3BORomEp3YXod2qHEz5KR9bcyxczaQWmCwyXj07dWL6DtNFk+FVsVqsGBSN7TfF4tYWxlod/dmpgRabr4/BU93qo6qOZ3aZjH9tzscdP+Yjt/ziCZyC04lSKWB6hRfSqwUsHRiN6Aved2+eDY/s5M4Y/hKUPcTODbVYOrABssskLDtSio+PlFXZYwQc6weuTivH6rRytIpQ447WYbi1hdHnfwChJrvS1Al36zyeM7SZHg91DEevRr69d6cRBTx0RT2MTNTjgW0mbD/lOtr0y/Ry/JRtxnM9InFLisFlNCsFH0VRsOyfMsy6SK/w1hZGPO/DXmFVEsLV+OCaKIzZlIfK4wKX/VOG7jFa3O5moBjVHsFkMgX9VxFJVrDphBlLDpViY5alynUvK9OrgNHNjZjcJgzdGmpq7UNQkiSkpqYiOTkZKlVoXLb9p9CGBftKsPKY+9GigGPqxNhkAx7sWA/toi49WrS6atqmsqLg48NlmLPL/YfkwKY6vNY7Eon1gvJ7Yo2E2jl6olTCg9sK8IObqRRNzs4rHOqFqRTuXG6bvvpXMZ7Z7byUm1YEvh0eg24xWjfPqjt8eY6GREKsLKPYjk+OlGHpP6XILb/0wImO0RpMbh2GsSkG1NN499tiKH3Y7D7t2HXi64yqF9o+x6gWMKmlEfd2CEdCuPcTi6dteqJUwsM7TPjuuLnK+jC1gNnd6uPONmFQ1YEJ/aFyjiqKguVHy/D4b4Uosvq3V3i5baooCiZuyceGTOdzMs6owk83xNT5MRBMiF5glRR8k2nGh4dLLznsHwDC1QLGpRhxR5swdKzG/LfqCPYPG0VRsOWkBa//VYz/5Vx8cnuUTsBdZ6dO1OZ2TN5oU0VR8GVaOR79tRBnzFV/aboyRoM3r45Cm0jv9W4DUbCfo4DjS85D2wqwyU2vsLFBxOt9IjGsmW8GUNWkTYusMgauP42jRc6jTPs21uLLoQ2hrgNfztzx5TkasjfStCoBNzU3YN2whvh9dCzubR+OyCrWvzynxK7gw8Ol6PtVLq79+jRWHC2rsxO57bKC1all6LfuNMZszLtoMowPU+GFqyKw/+bG+G+X+kGxN6EgCBidbMRvo2IxPqXqD8nfT9vQ96tcvLi3CFapbp4Hgc5xr7AUvdaecpsMb0kxYOeoRj5LhjVVXyti2aBohF0wuvR/OVaXy6lUe0K2h1iVcruCr9LLseRwKX7NvfRyXpFaAf9qacQdrcPQMuLyewrB9u273K7g06OleHN/CdIvMXWi7dmpE2NqYerExdRGm/6QZcZD201uB2a1i1RjwdVR6B6C93OC7Rw952SphIe2F2BjVmD0CivzpE3XppXj9p/yXco/HhCNG5MCO6nXFl4y9YH9+TZ8dLgUK4+VXXKUJOC4dDG5TRhGJBigvdh8j0qC4cOmxCYjo1jCd8fNePtgCU67uYR4Tq9GWjzYMRzXxush+mFEZm21abFNxrO7i/De36VV3iMVAExrH4ZZXeojzMv3mv0pGM7Ryqpzr/CWFANeuCrSbyNIPW3TJ34rxFsHnJdyC1cL2Hx9DFqH+CX8qjAh+lCJTcbq1HJ8cKi0ykncF4rRi5jUyojbWoUh6RKjEQPhw8ZsV3C81I6MYgkZJXZkFkvIKHH8nFEsId9SvRVbrjs7deIqH0+duFBtt+mvpyx4YJsJhwurXjEkMVyFN/pEon/T4Ftiq8wu44jJjoMFNhwy2fF3gQ0HC2zIN0swaEQYVCL0akCvEmBQC45HlQC9+vxjVWUXr7vg9dRCjb9IVadX+FrvSFzn58UWPD1H7bKCm74/g60X3KpoGaHG5pExqF/HdsZgQvQDRVHwxxkbPjxcitWp5Si/xH0jAcDgOB3uaBOGa+P1Vd709sU/pE1WcKJUckp4mSV2R9IrtiOnGiNt3VELwM0pRjzQIRxtvTh1whO+aFOLpGD+n8V47a9iuLuNPKGlEfOu9O88NndssoKjhWcT3tnE93eBDWnF0iWnJPmCVsT5pHlBstS7KRMALP2n1G2vcHyKAS/6sVdYmTfO0dPlEq5Zl4uTZc5/v9cn6rF0QHSdmi/LhOhnJouMlcfK8OGhUrc9hcrijCrc1tqISS3D0LTS4uLe+IeUFQXZZTIyiu3IrNSzO5f0TpZK8PaYjzC1gNtaGXFP+3A0q4WpE57w5R/H/nwbHthWgD1nqr5yEGsQ8XLPSL/d25EVBRnFEg4W2PB3pcT3T5EdtjqyVGsjg4jXA6BXWJm3ztHfc60Y/u1pl3/Lp7rVx0NX1PMwyuDBhBggFEXB9lNWLDlciq/Syy/5IaMSHJcWJ7cJQ/+mOiiyfMl/SEVRcMYsV/ToMs8+ZpQ4kt7xEumiE+C9qYFOxF3twnBnmzBEB+hoUV9fhpZkBYsPlmDenmK3Vw1GJugxv1ckGhtrJx5FUXCyTK5IeAdNdhwy2XCowH7JKxmhbPzZe4VRAdArrMyb5+iHh0oxfYfJqUwUgC+vbYBrgvCyfU0wIQag0+USPj1ahiWHSy85AhMAkuqp8O+WBvTR5KJF8yQcL1OcenaZFUlPQpkPp3fU0whICFchIVyNxHoqJJ59TAhXo02kOuDnO/nrvmx6sR0PbDO5ndNaXytg7pURmNTS6NHlrDyzhIMFZ3t7Jhv+LrDjoMnm9lJhTRlUAlpHqtEmUoUwazHC6kfCIgNmSUG5pMBsVxw/n3uUUEWZAn9sRRqIvcLKvHmOKoqCe7ea8OnRMqfyBjoRP90QE3BXcGpD0CXE7777DosXL8Yff/yBlJQU3Hbbbbjjjju8EV/Akc/u8/fhoVJ8e9zs9cuVntKrHGskJoarkFDP8ZhYT42EcBUSw1WI0olBff/BnwOVKtbI/N39CMd+TXR4o3ckmte/+AdVkVXGYZMdf5scA1v+LnD8XJ3VlS6HWgBaRajRNkqDtlEatIlUo12UBonhKqhEwaP2VBQFNhkVCbRcciTKc4nTKXnaFZilC46tlFgrl1V+ncpl9TQirkvQ4/Eu9QOuV1iZt8/RcruCYd+cxp95zpfuuzTU4NvrQn9nDF/+zXv89eLXX3/FxIkT8eKLL+Kdd97B/v37cffdd8Nms+Guu+7yRowBRRQEDIzTY2CcHidLJXzyTymWHi7DiTLf7JigFoD4cEfPLuFssnMkPUcvL9Yg+mU6RF0gCAImtQrDkHg9Zuw0YX2G6/Jvv2Rb0HttLh7vWg/T2oXDJgNHCs8mvHO9PpPjUrhXYwPQvJ6qIvG1i3QkwZT66mpPE7rs9xQEaFWORTAiQm+KZsAwqAUsHRCN/utzUWA5/0XsjzM2PPqrCQv6RPkxutDicQ/x1ltvRUJCAl588cWKsnXr1uHBBx/E33//Db0+9K9z22UFG7Mci4v/cOLSi4tfjACgqVGFhHqqCxKeIwE2NaoC/rJmbQqEqSznrEsvx4ydJpxy06troBNRYJW9flkxzqhC26izvb6zPb5WkWoY1Zffawqk9gwVtdWmW06YMWZjnsvny4I+kbitVejujBE0PcTS0lJ8//33+Pbbb53Khw0bBqvVip9//hlDhw71KMBgoBYFDE8wYHiCAenFdiw9UopPjpS5neQeoxcrenSJlZJeQrga8eEq6GrpGz151w1JBvRrosMTvxdi2T9lLvV51Zzj6U60TkS7s4mvXaQGbaPUaBOpCYipBeR7A+P0mNW1PubucV7K7ZEdJnSI0qBrCK6k5GseJcTs7GzIsoyUlBSncq1Wi4SEBGRlZVX5PEkK3Q1ZmxkFzOocjhkdw/D9cTN2pp9GYqNoJJ3t4TULU11ipRMZIdw8HpNl2enR3+qpgTd61cfoJB2m7yhCeg0uhYZrBLSNVKNtpGNg07nHGH1V93sVr/79BFp7hoLabNMH2xuwK9eC7yotTmCVgUlb8rBlZEM01IfelyVvtuelepgeJcS8vDwAQFiYa3e9fv36FfUXysrKgtV66bVEg117AO0TACAXsALIB065LlNINZCenu7vEJw0A7C0I/B2hgafnVRDhmsvXysoaG5UkGKUkRImOx6NChrpFDjlvXKgpBwocXmF2hNo7RkKaqtNZ8YDB8/okWk+n/xOlMmY+H02FnSwIFTH2HjanlqtFomJiRc9xqOE2KBBAwBASUkJDAbnIdBFRUUV9ReKj4/35G2DhizLSE9PR1JSEkQx9L65+UOgt+mbLYHJZ2x4/3ApLBLQOuJsry9KjeZnR3YGkkBvz2Dkizb9NMaGa7/Nd5qy9XuhCitMMZjTLbQm7fvyHPUoITZp0gSiKCI1NRUxMTEV5VarFZmZmYiLi6vyeXXt5r0oinXud65tgdym3Rup0L1RcA0mC+T2DFa12aYdGqrwVp9ITP65wKl8wYFSdI/V4YYQ3BnDF+eoR+k2LCwMQ4YMwerVq53Kv/vuO2g0GlxzzTUeBUdERFUbnWzEPe1db1fd878CHDFdeqOCYKAoCuw+XP3B4/7njBkzsHz5crz//vvIycnBxo0b8Z///AczZ850uYxKRETe83T3CPRu5Dy6tMSuYOKWfBQH6YK2kqxgxykLZv1WiC6rT2H50XKfvbfHCbF79+747LPPsG7dOvTo0QPPPfccZs2ahWnTpnkjPiIickMjCvhoQDSaGJ0/yo8U2nHv/wqgKAG2lJYbFknBxuNmPLCtAG1W5uC6b85g4QHHRuUbMl0XwKgtXlkIr2/fvujbt683XoqIiC5DrEGFjwdEY8S3Z5w2IFiXYcab+0vwQMfAHGRTZJWxKcuMrzPM2JRlRombNZ1/ybGiJME3MYX+yrBERCGuR6wOz/eIwCM7C53Kn9pdhE4NtLimqX839j4nt1zCN5lmbMgox8/Zlmrt5GOTge0FKlxR++ExIRIRhYIpbcKw67QVnx07f89NVoDJP+Xj5xtiEO+nnTHSiuz4OqMcGzLN+DXXellLW3ZuoMF1zXRor/bNfUQmRCKiECAIAl7rHYUDBXbsyz8/yjTPIuPfP+bjm+ExPlkWUlEU/JVvw9cZjp7gQdOlN1k/RyUAvRtpMSLRgBEJejQLV59dyzS3FiM+jwmRiChEGNQCPhkYjf7rcmGqtEXZ7jM2zNxpwuu1tDOGJCvYkWut6Alezm4uepVjndYRCXpc10zv183JmRCJiEJIUj013rsmGuM2Oe+M8dGRMnSL0WKSl3bGMNsV/HjSjK8zzfgu03xZi9lHaAUMbabHyAQDBsXpLrG+s+8wIRIRhZgh8Xo81qUenv+j2Kn8kZ0mdIjWoEvDmu2MYbLI2JhlxobMcvyQZUGpm5GhVWlqFDEiwYARiXr0aayDJsCWMQSYEImIQtKMTvWw54wN3x8/P4/PIgGTtjgG2TSo5qXJ7DIJ32SW4+sMM/6XbcFl5EC0ilBjZKIeIxIM6NJQE/CblzMhEhGFIFEQ8E7fKAxYn4u04vP39LJKJUz5uQCrhzRwu9j80cKzg2Iyy/H76ctbBq5bQw1GJBowMkGPVpEaj34HX2NCJCIKUZE6EZ8MbIAhX59GuXS+a/fTSQvm/VGEJ7tFAHCMDN2bZ6sYFHPoMkaGqgXg6iY6jEjQY3iCAXFhwbtIPBMiEVEI6xCtwYI+kbjzF+edMV79qwRRWhGZpRK+yTDjRFn1R4YaVAIGxekwMtGAYc30iNQFxqAYTzEhEhGFuJtTjNh12op3/i51Kp+9q6jarxGlEzCsmeNS6IA4HYzq0EiClTEhEhHVAXN7ROCvfBt2nLJW+znxYSoMT9BjZKIBvRtpoQ7AkaHexIRIRFQHaEQBS/pH45p1uThV7n7OYNtINUYkGDAyUY9ODTQQAnxkqDcxIRIR1RGNjY6dMcZuzHPaXaJHjBYjEh0T5VMi6m5aqLu/ORFRHdSzkQ5bb4rF+vRyROhEXBuvR2Nj8I4M9SYmRCKiOiapnhr3B+g+if4UesOEiIiIaoAJkYiICEyIREREAJgQiYiIADAhEhERAWBCJCIiAsCEWOu02pptxEnusU29i+3pfWxT7/JVewomk+kytnskIiIKTewhEhERgQmRiIgIABMiERERACZEIiIiAEyItebAgQMYNWoUEhMT0aZNG0ybNg3Z2dn+DiskzJ07F5GRkUhNTfV3KEEtPT0dEyZMQHJyMlq3bo1p06YhNzfX32EFLbvdjsWLF6Nnz55o0qQJOnXqhJkzZ8JkMvk7tKCyd+9etG/fHnPnzq0o++233zB+/Hg0b94cvXv3xssvvwxF8f54UCbEWpCWloYhQ4Zg0KBB2L17NzZu3AgAGDt2LMxms5+jC27r1q3DkiVL/B1G0Dt+/DiGDx+O1q1bY+vWrdiwYQNycnIwadKkWvmgqQvmzZuHhQsX4oUXXsChQ4ewbNky7Nu3DxMmTIAsu9+QlxxOnDiB6dOnY/To0bBYLBXlaWlpGDVqFLp06YKtW7di/vz5WLlyJWbPnu31GDjtohZMmzYNJSUl+OSTTyrKLBYLEhISsGrVKlxzzTV+jC54HTx4EKNHj8Ybb7yB8ePHY8+ePUhOTvZ3WEHp0UcfxcmTJ/HJJ59U7Ih+8uRJdO3aFZs3b0b79u39HGFwURQFLVq0wLx583DLLbdUlKenp6Nz587YtWsXWrRo4ccIA98XX3yBL7/8Ek8++SSmT5+OXr164YknnsDMmTORkZGBFStWVJyre/fuxaBBg3DgwAE0btzYazGwh1gLDh8+jKuvvtqpTKVSQaVSobCw0E9RBbeCggJMnDgR8+fPR5s2bfwdTlCTJAmffvopJk+eXPEBAwBNmzZFTk4Ok2ENGY1G6HQ6pzK9Xg8AMBgM/ggpqIwZMwbLly9H69atncrXrl2LMWPGOJ2rnTt3RvPmzbF+/XqvxsCEWAu2bNmCqVOnOpWtWrUKkiShR48efooqeEmShClTpmD8+PEYOXKkv8MJejk5OSgpKUFiYiLmzJmD7t27o3fv3njkkUeQl5fn7/CCkiAIGD9+PF555ZWKe9smkwmPP/44+vbti7i4OD9HGPgqJ7xzLBYLTp06hZSUFJe6lJQUZGVleTUGJkQfWL58OaZPn46nnnrKq937uuKZZ56B0WjEjBkz/B1KSDg3uOvxxx9HbGwsVqxYgVdffRWHDh3CiBEjnO7fUPXNmDEDTZs2RdeuXREfH4+kpCT8+eefWLRokb9DC1r5+fkAgLCwMJe6+vXre/0LHBNiLbJYLPjPf/6DmTNnYuHChZg2bZq/Qwo6a9aswaZNm7B48WKIIk9XbzAajQCArl274t5770XLli3Rs2dPLF++HCdPnsQ333zj5wiDjyRJGDduHIqKivDll19i69at2LJlC/r06YOhQ4dyhHkNRUdHAwBKSkpc6oqKitCgQQOvvp/aq69GFbKzs3HbbbehuLgYW7ZsQatWrfwdUlD64osvkJmZiW7dulWUSZIEABg8eDCioqKwe/duf4UXlJo2bQoA6N69u1N5REQEkpOTkZ6e7oeogtsvv/yCbdu24dixY4iIiAAAJCUloUuXLhg6dCjee+89PPnkk36OMvjodDrExsYiNTXV6TMAAI4dO4ZBgwZ59f2YEGtBbm4uBgwYgG7dumHNmjWoV6+ev0MKWosWLXK5hHfixAkMHDgQn332GZKSkvwTWBCLjIxEr169sG/fPqcPlOLiYqSmpnI0ZA3Y7XaoVCqXQTWCIMBgMMBqtfopsuB34403YvXq1Rg7dqzTKNO0tDSvjyngNahaMHv2bOj1erz99tswGAyw2+0V/3E+0uWJjIxEo0aNnP47d5mkYcOGiI2N9XOEwWnmzJl4/fXXsWrVKhQUFODw4cOYMmUKWrRogWHDhvk7vKDTq1cvxMXFYcqUKdi/fz9KSkqQkZGBuXPnYufOnRg7dqy/Qwxa9957L3bt2oXnn38eWVlZ2LZtG6ZMmYKpU6dWXO3wFibEWvDjjz8iPT0dzZo1Q8OGDZ3+W7Zsmb/DI0L//v2xdOlSLF26FJ06dcLYsWORmJiINWvWQKPR+Du8oBMeHo7169cjNjYWEyZMQEpKCoYOHYr9+/fj66+/RufOnf0dYtBKSkrCunXrsHfvXlx99dWYMWMGxo0bh3nz5nn9vTgxn4iICOwhEhERAWBCJCIiAsCESEREBIAJkYiICAATIhEREQAmRCIiIgBMiERERACYEImIiAAwIRIREQFgQiQiIgIA/D/55sECAtufhQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Simple X and two Y's\n",
"plt.plot(df['x'], df['y1'])\n",
"plt.plot(df['x'], df['y2'])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Adding legends\n",
"## Simple X and two Y's\n",
"plt.plot(df['x'], df['y1'], label=\"資料1\")\n",
"plt.plot(df['x'], df['y2'], label=\"資料2\")\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Save graphs\n",
"## Simple X and two Y's\n",
"plt.plot(df['x'], df['y1'], label=\"資料1\")\n",
"plt.plot(df['x'], df['y2'], label=\"資料2\")\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.savefig('plot.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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JYfLkyfz000/s27eP8uXL89xzz/Hmm29SsWJF3nnnHQ4dOkSlSpU4fPgw8+fP54EHHkClUqHT6fjzzz8JDw9Hq9WyfPlyDh06xOzZs9FqtWg0Gpd227t3L3379nUaAZ0fgYGBREREeLo5bprD4SA2Npbo6Gi5B3uTpA09wyfaUVEwfToV/YkDLlWZT75C+N33EX6toN4k0v9ci+mLWagy052ODYw/yS2fTiSj/wtYm7Ur+rivU5zt6HOJ02AwEB4ezokTJ2jcuLFT3fHjx2nbtm2uj3d3ma1Sqfxi6kZB6PV6wsPDWblyJY0bN+aZZ54hPDyc8ePH88MPP9C7d2/Cw8OJj4/n7bffRqVS0bRpUwYPHozNZgOy2mX//v0888wzlC1bluXLl/PQQw8xdOjQ7C8o19otPj6ed999l2XLlqFWqwvcpiqVKl9dIMVNrVb7ZFz+RNrQM7zZjvolH6Pfstal3PzoMBzN23NjVI6WnUivdTvGuRPRnDjkVKfKTCfgk8lYD+zEPOBFMBVvb19xtKNPfk3s1q0bS5cudbovuWfPHk6ePEnXrl29GJlvUBSF+fPnM2rUKBo0aECbNm3YuXMnXbt2ZefOncybN4+FCxfSokUL6tWrl91NbTKZuP322zlw4L9vlXa7nRYtWgAQFhbG8uXLGTRokMtr5jQCWgjh33RrlqJf9ZVLuaVzH6ydHs7xcUrFSDJe+wBL134obr5E67asIWD8E6iPH3LzaP/mc1ecAMOGDaNdu3ZMnjyZAQMGcOrUKZ5//nmefvppj3f3bbvgmXt4N6NJeMG7j202G8899xzbt29nxYoV1KtXjzZt2hAREUHfvn155JFH0Gg0PPjggyQkJPDuu+9Sv359pk6dSqdOnZg5cyYmkwmbzUZiYiKfffYZiqKwYcMGzGYznTp1okWLFmzZssXpdXv27EmvXr089daFED5Au3UD+q9cBwBam7XD0vvpfDyBFsvDT2K/tTGG/72NOvGSU7X6wllMk57F0mMQ1vsfhRLSpe+TiTM6OpoVK1bwxhtv8PHHHxMREUHv3r0ZNWqUx1+rw6pLeR9URBIfjyzwY7RaLc2bN2f69Om0atUKyLoCTUxM5ODBg0yZMsXp+OrVq/Pbb79hMpl45ZVX+Prrr7PrhgwZAkD//v3p1asXTz31FDNnzqR79+4ur1vSurqFKO00h3Zj+PhtVDfMOLDd2hjzE6MLlOTstzQifdKnGD+dhnbXZqc6ld2O4dtP0BzYifnJV1HKem/gkKf4TOJctWqV0++33HILS5Ys8VI0vq1v374YDAbOnDnDkSNHqFixotvjNm7cyPDhw4mOjgZgzpw5zJkzh7///pvWrVvz5ptv8vzzz2cf/8UXX9CvXz9CQkKK420IIbxEffo4xpljUdmsTuX2qNpkPvcWaG9ilbUyIWQ+PxHthhUYvvoIldV5doP24C404waTOXg09kYtChO+1/lM4hQ3p0ePHjkuJZiamur2SnHixIkEBQXx8ccfU61aNR566CEAWrduzY8//kjdunXZuXNnUYYthPAS1aUEjO+OQpWR5lTuqFCZzOGTCzeYR6XCdl83HLXvwDDnLTRxJ5yrU5MxzXwNS9uHsDwy1G8Xi5fE6ed69OhBUFCQ27rjx4+zfv16p7LFixcTERFBxYoVefHFF3nttdcoU6YM7dplDR2vXr06+/fv5+DBg+zfv5++ffvSp08funXrVuTvRQhRxFKTME0fhTrReU61EhRCxoh3UELLeeRlHFWqk/H6HPSL56L/9QeXev26ZWiO7MU8dByOKjU88prFqdQnzjVdyns7hEK57bbbsue+3kitVjslzh07djBmzBg2btxIt27dKFeuHNOmTcNqtfLggw9y9OhREhISMBgMBAQEEBYWxm233Zbd1SuE8GPmTEwzxqA+d9qpWNEbyRg+FaWS6xz4QtEbsPR/Afttd2GcNwVVarJTtSbuJKY3nsbyyDNY2z4EfjSOotQnzpsZ2epLnnnmmRznLFksFipU+O9G/JQpU5g2bZrTyOQuXbrgcDg4duwYQ4cOpU6dOkRFRfHee+9x4sQJxowZU+TvQQhRxOw2jLMnoPnHeYEDRa0m89k3cdTIfWGZQr10w+akT5yP4ZPJaA843wJSWa0YvpiJZt92Mp8YBUGhRRaHJ5X6xOnPjhw5wurVq/n666+ZMGECd999N5CVTBVFoVWrVtkjbyFr/Vl3V49qtdppkJAQogRRFAyfv492zxaXKvPgUdjr3130IYSVJ3PEO+hWL0a/dJ7LVmXaPVsIGDsY81NjsN/aOIdn8R2SOP3Qq6++ytq1a9HpdLRp04bJkyfTsGHD7Pp33nmHzZs3s379embOnInFYmHkyJH07dvXI69/4whoIYTv0i9bgO73H13KzQ8/ia2l+00eioRajbXLo9jrNcQ49y3U5+OdqxMvY3xnBNb7H8HSY7DXFovPD9+NTORo0KBBvPLKKzlOQwkMDKRDhw506NAByFr4XuZhClH6aDesQL/sc5dyS7vuWLt45ot0QTlq1CX9zU8wfDkT3aZfnOpUioJ+1ddoDu4mc+hYlIoevu/qIZI4/VCtWrUKtGi9u4Xvt2/fnutjRo4cWeC4hBC+Q7NrE4bP33cpt93VGku/Z707GMcUgPnJV7Hf1gTD5++5TI3RnDxMwPgnMfd/EVuLDj43cKhkrH8khBAim/roPoyzJ6BSnPemtNetT+ZTY0DtG4vy25q1Jf2tedhr3upSp8rMwPjJZAz/mwTprrtleZMkTiGEKEFU8bGY3h/jsnKPvUoNMp6f6HOLDigVKpMxZiaWB/u7Xyz+z18JGP8k6n9ctzzzFkmcQghRQqiuXMA0fRSqtBSnckfZcDJfngqB7hdL8TqNFkvPwWS8MgOHm7Vs1RfPYZr0HLoVX4DD7uYJipckTiGEKAnSUjC+Oxr1lQtOxUpgEBkj3/GLxdUddRuQ/tan2O68x6VO5XBgWPopxqkvo7rhPRY3SZxCCOHvLGZMM8eiiTvpVKzo9GS8NBklIspLgd2EMsFkPvsmmY+PQHHTraw9vIeAsYPR7NjoheCySOIUQgh/5rBj/N8kNEf2OhUrKjWZz4zHUes2LwVWCCoVtjZdSX/zY+zVYlyr01IwfTAOw4J3wZxZ7OFJ4hRCCH+lKOi//ADtjj9cqsyPvYS9UUsvBOU5SkQUGeNmY+nQ0229bsNKTG8MQX36eLHGJYnTD23fvp3vv/8e5boNaC0WC61ateL333/P13Pcdddd/PzzzznWT58+nWHDhhU6ViFE0dH9+BX6dctcyi0PPYbt3geKP6CioDdg6fccGcOn4HCzlq3mbCymCUPQr/0ebtiUu6hI4vRDBoOBGTNm0Lt3b86cOQNkLbN38OBBevfuTcWKFbP/hIeHExoaytWrV9m3bx+rV692eq5ly5bxwQcfkJSUxKxZs7D/u4akoig4HA6X1xZC+AbtxtUYvvvEpdzauiuWhwYWf0BFzF6/KRkTP8V2210udSqrFdPXH1Fj8Qdww4jioiCJ0w/dcccdrF+/nnvvvReTycQbb7zBsmXL2L9/P3FxcTz00EP8/fffnD9/nhEjRtCjRw/CwsK4fPky//vf/5yea+vWrdjtdhwOB9999x1DhgzBarXm8Mpw4MABunfvTlRUFHXr1mXo0KGcO3euqN+yEOI6mr1bMcx/x6Xc1rAF5sde9LmVdjxFCS1H5stTMT/6DIrGdeE7fdKVYpmnKonTT+l0OsLDw1mxYgWNGjXixx9/pFKlSkyYMIEffviB/fv343A4iI+PZ9KkSQDcfffd/P33306Jcf/+/dSpU4ewsDCWL1/O0aNHGTJkiNvXPHnyJO3bt6dt27bs3LmTNWvWANCrVy8yM4v/Br0QpZH6+CGMH76O6oYeIXvNW8kcOg7cJJQSRa3G2qk3GeNn46hUNbtY0emJ7fEk6PRFHkIJb+G8eXM1CoebZabyQ1EU5s+fz6RJk/juu++oWbMmmzZt4qOPPkJRFObNm8fChQsZO3Ysjz32GAEBAQCYTCZuv/12Dhz47z3b7XZatGgBkJ08Dxw4wJYtrlsQTZs2jbZt2/Lss89ml73//vtUq1aNrVu30rp165t6P0KI/FElnME04xVUFucvqo7K1ch46W0wGL0UWfFzRNcm/c3/YVj0Ibo/fiLzkaFkVogsltcu9Ykz4C3vDYBJ/fy3Aj/GZrPx3HPPsX37dlasWEG9evVo06YNERER9O3bl0ceeQSNRsODDz5IQkIC7777LvXr12fq1Kl06tSJmTNnYjKZsNlsJCYm8tlnn6EoChs2bMBsNtOpUydatGjhNnEeOXKEPn36OJVpNBo0Gg1JSUk32wxCiHxQJV7OWhUoxfn/miO0PBkjpkGZEC9F5kXGAMyDR2Ft0RFrzVvh5Mm8H+MBpT5x+hutVkvz5s2ZPn169ibViqKQmJjIwYMHmTJlitPx1atX57fffsNkMvHKK6/w9ddfZ9dd65Lt378/vXr14qmnnmLmzJl0797d7WuvX7/epWzJkiXY7XaaNGniqbcohLhRRhrG915BfdF5PIFiCiRzxDSU8pW8FJhvcNStD/biW4pPEqcf6tu3LwaDgTNnznDkyJEc9+XcuHEjw4cPJzo6GoA5c+YwZ84c/v77b1q3bs2bb77J888/n338F198Qb9+/QgJyd8310WLFvHyyy/zxhtvUKlS6f6PK0SRsVkxzhqH5tQxp2JFqyPzhYk4qtbwUmCllyROP9ejRw90Op3butTUVLcbWE+cOJGgoCA+/vhjqlWrxkMPPQRA69at+fHHH6lbty47d+7M8TXNZjOvvPIK3377LR999BE9e7qfnCyEKCSHA8O8qWgP7nIqVlQqMp9+DXu9hl4KrHTz2cRps9n45JNP+Pzzzzl16hTh4eF06tSJV199ldDQUI+9Tvq4jzz2XN7Qo0cPgoLc73hw/Phxl+7VxYsXExERQcWKFXnxxRd57bXXKFOmDO3atQOyunb379/PwYMH2b9/P3379qVPnz5069YNgHPnzjFgwABSUlJYv349tWvXLto3KEQppl88F92fv7qUW/o9h71Jm+IPSAA+nDgnTZrEt99+y4cffkjDhg05ffo0o0ePpl+/fqxcuRK12jMzaW52ZKuvuO222yhbtqzbOrVa7ZQ4d+zYwZgxY9i4cSPdunWjXLlyTJs2DavVyoMPPsjRo0dJSEjAYDAQEBBAWFgYt912W3ZX74ULF7j33ntp3Lgx33//fY4JWwhReLqfl6D/eYlLuaVLX6zte3ghInGNTyZORVFYuHAhkyZNok2bNgDcfvvtzJ49mwYNGnDixAlq1qzp3SB9xDPPPING4343d4vFQoUK/20lNGXKFKZNm0ZERER2WZcuXXA4HBw7doyhQ4dSp04doqKieO+99zhx4gRjxozJPnbcuHEYjUbmzp2bPTL3GrVa7bEvM0KUdto/12H4erZLubVFRywPP+mFiMT1fDJxAgQEBGAwOK8AYTRmzVEymUzeCMnnHDlyhNWrV/P1118zYcIE7r77biArmSqKQqtWrbJH3kLW+rPXrh6vp1arnQYJ5WTDhg1cuHCBqlWrutTNmjWLAQMG3PybEUIAoDmwA8Mnk13Kbbc3wTxoZIldFcif+GTiVKlU9OnTJ3sOYo0aNUhMTGTMmDG0atWKyMicJ7na3QxJVhTFaUF0f6YoCq+++ipr165Fp9PRunVr3n77bRo2bJj9HqdNm8bmzZvZsGEDM2fOxGKxMHLkSB599FGndshPu1xff+TIkXwf667O3b+Nt1xbh1fW47150oaecX07qk8dwzhzHCq7zekYW3Qd0oaOz0qaPvT/yJd46nzMqQfveqrExESfzChms5n+/fuzZs0aypQpQ2pqKjExMSxbtsztFc81p06dwmKxOJUZjUanLkt/d+zYMUJDQ/P9nuLj41GpVE5dtC1btmT8+PF06NDB7WNmzJjByZMnmTVrlkdivnjxoizLJ0Qu9FcvUnvBFHRpyU7lmWHhHBs4GltgsJciKz30ej1RUXlv+u2TidNut9OjRw/MZjOjR4+mevXqXLlyhQULFvDrr7+ybt06KleunONjb5SUlERYWFhRh10sFEXBYrGg1+vdTjXxVVevXs33/NDi4HA4iI2NJTo6Wu7N3iRpQ89wOBzEHdjHLV+9i+Z8vHNdcCipYz5ACY/I4dHiGk+dj/m54vTJrto//viDzZs3c/z48ewP2+joaBo2bEjHjh355JNPGD9+vNvHunvTKpXKr5JMfvjbe1KpVPk6IYubWq32ybj8ibRhIZkzqLF4lkvSVIwmModPRV055x424ao4zkefTJw2mw2NRuMyOEilUmEymVy6YoUQwi/ZbATMeQvd2VinYkWjIfO5t3BUr+OduESufLJ/pVmzZkRGRjJ48GD2799Pamoqp06dYuLEifz111/06tXL2yEKIUThWC0Y576F7u+tLlXmJ17BftudXghK5IdPJs4yZcqwcuVKwsPD6devHzExMXTs2JH9+/fz448/0qBBA2+HKIQQNy89FeO7o9Fu/92lytxnCLbm7b0QlMgvn+yqBYiMjGTGjBkeeS6VSpU11FsGMHiFTFcQ4j+qxMsY3x2N5vQ/LnWWjg9j7dzHzaOELykVmSQwMJDExES5N+oFDoeDxMREWZ5PCECVEIdp4rPuk+Y992N5ZKgscOAHfPaK05N0Oh1hYWGkpKSQlpbm7XAKRVEU0tLSCAwM9JtRtcHBwWi1peJUEyJH6pOHMb77CuqURJe6hJZdMD32EhrpFfMLpebTTKVSERzs/xOI7XY7ly9fJiIiQqYACOEnNPt3YJw1FpXZeREQRaUis++znKt+BzX85IuwKCVdtUII4S3aP9dhfO8V16Sp1ZH5zOtY2j7kncDETSs1V5xCCFHcdL98i+Er1z1/FWMAmS9OytqIWtae9TuSOIUQwtMUBf2Sj9H/9LVLlSMkjMyXp+GIquWFwIQnSOIUQghPstkwzH8H3eZfXKocFSPJGPGOrD3r5yRxCiGEp5gzMH74Blo3qwHZo2uT+fJUlOCSseFEaSaJUwghPCElEdOMV9EcP+RSZbv1TjKfmwCmAC8EJjxNEqcQQhSS6lICpukjUZ8741JnbdoW85OvgFbnhchEUZDEKYQQhaA+cwLj9FGoEy+51Fk69MLy6DMgCxuUKJI4hRDiJqmP/I3p/VdRpbuuSGbu/TTW+x+RJfRKIEmcQghxEzQ7N2KcMwGV1epUrqjVmAePwtayk5ciE0VNEqcQQhSQdsNKDJ/PQKU47/yj6I1kPvsG9vpNvRSZKA6SOIUQIr8UBd3yhRh++My1KjCYjOGTcdS81QuBieIkiVMIIfLDYcfwxSx065e7VpWrSMaIaSgRUV4ITBQ3SZxCCJEXixnj/yah3fGHS5W9SnUyX56GUraCFwIT3iCJUwghcpOeimnma2gO73Wpste+g4wXJ0GgbNRemkjiFEKIHKiuXsL47mg0Z4671NkatSRz6DjQG7wQmfAmSZxCCOGGKuEMpndGoL503qXO2uYBzANeAI18hJZG8q8uhBA3UB8/hGnGK6hSklzqLN0ew9J9oCxsUIpJ4hRCiOto9m3D+MF4VOZMp3JFpcLc/0Vsbbt5KTLhKyRxCiHEv7Sb12D4dCoqu92pXNHqyBzyGva72ngnMOFTJHEKIQSgW70YwzdzXMoVUyCZL0zEXq+hF6ISvkgSpxCidHM40C/5H/rVi12rQsqSOWIajmo1vRCY8FU+vddNbGws/fr1o0aNGtSpU4ehQ4dy4cIFb4clhCgpbDYMn0x2nzQrViFj3EeSNIULn02cZ86c4f7776dOnTps2rSJVatWkZCQQP/+/VEUxdvhCSH8XWY6xvfHoNuy1qXKXr0O6WM/RKlQ2QuBCV/ns121H3zwAY0aNWLcuHGo/h32/dFHH9GoUSMOHjzIrbfKQspCeE1GGoaVX1Lr7+0YwiujREThqFQVR+VqOCpXhYAy3o4wdymJmN57Fc2JQy5VttvuIvO5N8EY4IXAhD/wycRpt9v56quvWLhwYXbSBIiIiCAhIcGLkQkhNH9vxfDZu6iv/Hvb5Mw/sHOj0zGOkLIolaviqFQtO5k6KldDKV8R1BovRP0f1cVzmKaPQp1wxqXO2qwd5idGg1bnhciEv/DJxJmQkEBqaipRUVG8/vrrrFq1Cr1eT/PmzXn11VcpV65cjo+13zCMvKRxOBxOP8XNkXYsOFVqMsbFc9BvXpPnseqkK5B0xWV9V0Wrw1ExEkelqtgrVc2+SrVXqlIsV6nqM8cJeO9V1EmXXerMHXqR2ftpUKmhGD9H5Fz0DE+1o0aT9xc7VWJios/dMNyxYwft2rWjY8eO3HPPPXTo0IHLly8zceJELl26xO+//47B4H59yFOnTmGxWIo5YiFKtpDDu6i6ehG6tOQiew1rmRAyy1bEXK4SmeUrZf0sVwlLSDlQF344RplTR6ix5CM05gyXuvi2vbjQrGOhX0P4N71eT1RU3lvD+eQVZ0BA1r2FRo0aMWzYMABq1arFokWLuP322/npp5/o3r2728dWqVKl2OL0BofDQWxsLNHR0ag98GFSWkk75o8q6QrGRR+i3/G723q7zgDhlVGfj0dlsxbqtXSpSehSkwg6fdSp3OUqtXK1f/+e/6tU7c6NBHw90yVGRa0m4/GRlGnRAW/dlZVz0TOKsx19MnFGREQAcOeddzqVh4SEUKNGDWJjY3N8bH4us0sCtVpdat5rUZJ2zIGioN2yFsOiD1HlcJVpvfVOjtzbi6qN7kKjAtWl86jPnUGdcBr1udOozp1Bfe50VrdtIahsVjTxsWjiY7nxzmP2vdTK1f69n+p6L1W7fjmGhe+jumE0vqI3kvnsmzjq340vnAFyLnpGcbSjTybO0NBQmjVrxr59+2jbtm12eUpKCidOnKBmTZlXJURRUV25gGHBe2j3/uW2Xgkog/nRYZibt8d68mRWoVqDEh6BPTwCe/27nR+QnvpvQv03kZ47jSrhDOqEuEJfpeZ4L1WnwxEeiRJSFu3BXa7voUwwGcOn4Ii5pVCvL0onn0ycAKNHj2bgwIFERETQvn17Lly4wLhx46hZsyadOnXydnhClDyKgvb3VRi+mYMqI83tIbZGLTA/NhwltFz+B9AElMERUw9HTD3ncof9v6vUc6edr1QLe5VqzbpKJT7Wpc5RviIZI95BqVytUK8hSi+fTZxt2rRh4cKFTJs2jREjRhASEkKnTp34+OOP0elkqLgQnqS6cBbDZ9PdXp0BOIJCsfR/HluTez23nVZBr1LPnS70vVR7lRpkjpiGEla+kMGL0sxnEyfAPffcwz333OPtMIQouRx2dL/+gP7beagsmW4PsTZrh7nfsxAUWnxx5XmVetrpSjU/V6n2OvXJeGEiBAYVYeCiNPDpxCmEKDqqs6cwfjoNzT8H3NY7QstjHjgce8PmxRxZLpyuUps616WloE6I+zeZnsm+SlVlZmBr1BJL76dA734amxAFIYlTiNLGZkO3ejH6ZQty7Pa0tu6Cuc8Q/7o6Cwxyf5UqhIdJ4hSiFFGfOobh02loTh1zW+8oXwnzoBHYb73Tbb0QQhKnEKWD1YJ++UJ0P32Nys1oWEWlwtquO5ZeT8ji5kLkQRKnECWc+vhBDPOmoTkb67beUakqmYNH4ah9e/EGJoSfylfiXLBgAfHx8QV+8hdffJHAwMACP04I4QHmTPTfz0f3y3eoFNeFrxW1GmvnPlgeGiiDZoQogHwlzkWLFmGz2ZyS4KlTp7BarS6r+GRkZLB7925atGiB1Vq4VUGEEDdHc2g3hvnvoL5w1m29vWoM5sGjcFSvU8yRCeH/8t1V+8EHH3Dbbbdl/z5x4kTOnTvHRx995HTc0aNHadq0KStXrvRclEKI/MlIw7D4f+g2rHBbrWi0WB7sj7VrX9lzUoib5DZxpqenc/nyf/vVWSwWzp8/T0hISHZZUlISaWlpxMXFoVy3ePK5c+eKMFwhRE40e7diWHDdBtM3sFevi/mJUTiq1CjmyIQoWdwmzh9//JGnn34a1XVLaz388MNun2DFCudvtoqiOD1OCFHEUpMxfPURus2/uK1WdHosPQZh7dgLNDIeUIjCcvu/qEOHDvzxxx9AViIcMmQII0eOzL6fqSgK8+bN49KlS7z66qtOj42NjeWxxx4r4rCFEACa7b9j+OJ91ElX3dbba99B5uBRKJVK9j61QhQnt4kzNDSU0NDQ7N8DAwOpVauW0z3O8PBw7HY7t9/uPITdaDQWTaRCiGyqpCsYvpiJdrv7DaYVowlz76ex3fsgyObIQnhUvvtt3n77bcLCwrJ/37NnD5mZmQwbNszpuOTkZBRF4dlnn2Xq1KkyHUUIT8rHBtO22+7C/PjLKOUrFXNwQpQO+UqcHTp04OTJk06DgOrXrw/gVAYQFBTEo48+isPhOm9MCHHzVJcvYPg87w2mba06eW7rLyGEi1wT58WLF5kxYwZvv/02Z86cyfG4iIgI/vnnH9566y2mTJlClSpyP0UIj1EUtL/9mLXBdGa620OcNpgWQhSpXBNnYmIic+fO5e233+aOO+5wGS2rKApqtZo9e/Zw9epVfvrpJ8aOHVukAQtRmqjOx2dtMH1ot9v6ItlgWgiRqwKNTd+1axeVKlWicuXKHD16lKCgICpXrpxdf2O3rRCigBQF7DawWtH9sQr9d/NQWcxuD/XKBtNCCPeJ88iRIyxbtix7EYSpU6cCsHTp0uxFEL755htMJhMAc+bMISUlBZVKxaeffkr58uUBGD16dJG/ASFuit2O2pyBKjkxax1XmxVs1qz9KW02sFlQ2bISGHYrKqs1+5j/jss6VmW1ZCc71Y3H/Pv4rLqs58Vmcz3u2nPlsD/m9Xxyg2khShG3ifPq1avs2rWLtLQ0IOtKE2Dfvn0EBGRtOfT333+j02Ut2bV//37M5qxvxQcOHCAoKEgWQRA+SR13At2yhWj3bKG+1eLtcArMes/9mB8Z6l8bTAtRwqgSExNz7F+9tu7slStXCAsL49ChQ1SqVImyZcty6tQpgoKCKFu2LHv37iUuLo4uXbqwZcsW6tatW5zvoVSx2+2cOHGCGjVqoNFovB2O31AlxKFftgDtX+tQ+eEtBV/cYFrORc+QdvSM4mzHXO9x3njV2K5dOzQaDYqi0Lx5c9TXTayWK0zhi1QXz6Ff8QXaTT+j8sMpUrLBtBC+J9fEGRAQQNu2bYGse5o5qVChAvHx8TI4SPgM1dVL6FZ+ie63H1HZbUXyGopanbXDiFaH8u9PtFoUrR60WtDpQKND0emuO04L/9YrWh3o9Fnrx+quf45//643YK9bH6VcxSKJXwhxc3JNnJGRkcTHx7N//346duyY6xM1bdqUq1fdr5cpRLFJTkS/6it065ZlDdrJgb1aTc7e0oRykVVRGwwoGl1Wors+8Wmdkxk6HYpGm5XstFpQS7eaEKVRntNRLl26xH333cerr77KCy+84NQ9K4TPSEtBv3oxujXfoTJn5niYIyIKc4/HsTRowaXYWILlvpIQooDyzIJbt26lW7duTJgwgc6dO3Py5MniiMvFxIkTCQ0N5cSJE155feGjMtLRLV9I4IhH0K/8Msek6QiPIPOpMaRPmo/9rjay8LkQ4qbl+ekRFhbGJ598whdffEFsbCwtW7Zk/vz5xRFbthUrVvDZZ58V62sKH2fORPfTNwSOeATD9/NRpae5PcxRNpzMx0eQPnkhthYdpHtVCFFo+f7a3bVrV/766y86d+7Myy+/TK9evUhISCjK2AA4ePAgo0aNYvbs2UX+WsIPWC3o1n5PwMi+GBbPRZXqfocQR0hZzP/3POnTvsTWpmvWPUkhhPCAAn2ahIWFMW/ePLp168bzzz9P48aNnbYau2b//v0eCe7q1av83//9H9OnT5e5oaWdzYZ208/oly9EfeVCjocpZYKxdOmLte1DYJC9YYUQnlfgr+EZGRn8+eefJCUl0aBBgyJLaHa7ncGDB9OnTx+6du3KqVOn8v24kuzadm2lZts2hx3d1g0Yli9EcyE+x8MUUyDmTr0xt+sBpn/nO+ZyLpS6diwC0oaeIe3oGZ5qx/wMFixQ4vzrr78YNmwYZ86c4fXXX+e5554rslG2EyZMICAggJEjRxbocXFxcVgs/reUWkHFxsZ6O4SipTgIObybyr8vx3TpXI6H2XUGLjZpy4WmHbCbAuFcwW4flPh2LAbShp4h7egZhWlHvV5PVFRUnsflK3FmZGQwYcIEPv74Y+rWrcv69eu57bbbbjq4vHz//fesXbuWX375pcCJuaTvBepwOIiNjSU6OrpkTg1SFLR/b8X4w2doTv+T82E6PZb7umHu/Aim4FDyPtWdlfh2LAbShp4h7egZxdmOeSbOLVu28OyzzxIbG8sLL7zAq6++il6vL9KgvvvuO06fPk3jxo2zy651wbZr146wsDB27tzp9rGlZU6eWq0uWe9VUdAc3IV+6adojh/M+TCNFmubrli79kMpWyH/o9tyUOLa0QukDT1D2tEziqMd80ycXbp0ITo6mp9++ommTZsWaTDXzJ49O3u3lWvi4+O57777+Oabb4iOji6WOETxUB/dh37pp2gP78nxGEWtxtayE5YH+6NUqJzjcUIIUdTyTJyPP/44b731FoGBgcURDwChoaEuZZmZWRPby5cvT3h4eLHFIoqO+uRh9Evno923LcdjFJUKW9O2WB56DKVS1WKMTggh3Mszcb733nvFEYcoRdRnTqD/4TO0OzfmepztznuwdB+Io0qNYopMCCHy5jezwqOiokhMTPR2GKIQVAln0P+wAO3W9bnuiWmr3xRL98dxVK9TjNEJIUT++E3iFP5LdfEc+uUL0W76BZWS8xwrW72GWHoOxlGr6EZsCyFEYUniFEVGdeUi+pVfov19Va57Ytpr3oql52DstzQqxuiEEOLmSOIUHqdKvorux6/QrV+GymrN8Th7VK2shHnH3aBSFWOEQghx8yRxCs9JS0H/0zfo1i7NdU9Me2Q0lh6DsDduJQlTCOF3JHGKwstIR7fmO/Q/L85xey8AR8VILN0fx3b3vbK9lxDCb0niFDfPYka3bhn6VV+hSknK8TBHuYpYHnosaz9MjZxyQgj/Jp9iouBsVrS/r0K/4gvUiZdzPMwRWg7Lg/2x3XM/6Ip2mUYhhCgukjhF/tltaDevRb98AepL53M8TAkK+W9PTL2h+OITQohiIIlT5M3hQLv9N/Q/fIb63JkcD1MCArF06oO1Q6//9sQUQogSRhKnyJmioNm9Bf3389GcOZ7zYXoj1g49sXTuA2WCizFAIYQofpI4hStFQXNw579bfB3K+TCdDuu93bA+0A8lOKwYAxRCCO+RxHkD1dVLYMlEqViyN8TOifroPgxL56E5vDfHYxSNBts992dt8VVWdqoRQpQukjhvoFu/HP2KL7BHRmNv1BJbo5Y4omtDCd+ZXX3yCPrv56P9e2uOxygqFbZm7bO2+KoYWYzRCSGE75DEeQPNrs1ZP+Nj0cTHol/5JY6w8tgbtsDWqCX2eg1Aq/NukB6kjjuZtcXXjj9yPc52V2vM3R9HiYwunsCEEMJHSeK8jurCWTRxJ1zK1VcvoV6/HN365SimQGx33I29cUtsd9wNpuLb4NuTVOfjsrb4+mtd3lt89RyMI6pWMUYnhBC+SxLndTT7tuV5jCojDd3W9ei2rkfRaLHf0jDrSrRhC5Sw8sUQZeGoLl/I2uJr40+oHLLFlxBCFJQkzuvY7n2Q9Op10e7ahGbXJjTxsbker7Lb0O7bjnbfdvh8BvYa9bA1yurSVSKifGoBc1XSFXQrF6HbsAKVLZcdS2JuwdLrCdniSwghciCJ83pqNY4adbHUqAu9nkB1Pg7trs1od21CfWx/rl2aAJoTh9CcOIThu3k4KlbJTqKOmrd4b1Hz1OR/dyz5HpUllx1LqtXM2uKrflOfSvhCCOFrJHHmQqlYBWvnPlg790GVfBXNnj/R7tyE5sAOVFZLro9Vn49Dv3ox+tWLcQSFYm/YHFvjlthvaVw8y9BlpKH75Tv0Py9BlZHLjiWVq2HuMQj7nfeU+JHDQgjhCZI480kJDsN2z/1ZC5abM9Ds24F21ya0e/5ElZac62PVKYmo//gJ3R8/oeiN2O9ogq1hC2wNmkKZEM8Gas78b8eS1JzjclSojOWhgdiat5MtvoQQogAkcd4Mgwn7na2w39kKs92G5ug+NNe6dC8l5PpQlSUT7Y4/0O74A0Wtxl6nPvZGLbA1bIFSofLNx2S1oPt9FbqVX+a+Y0lYeSzdBmBr1blETasRQojiIomzsDRa7PUaYq/XEEvfYajPHM9OoppTx3J9qMrhQHtoN9pDuzEs+hB7tZj/Fl2oVjN/9xrtNrSb16Bf/nmuO5Y4gkKxdu2H9b4HZccSIYQoBEmcnqRS4ahWE0e1mlgfegzVpQS0u7dkjdA9vCfX6R8AmtPH0Zw+jn7Z5zjKV8TWsCX2xi2x177ddQPo7B1LFqBOyG3HkjJY7n8Ea/seYJQdS4QQorAkcRYhpXwlrO17ZCWt1GS0e/9Cu3szmr+3ojLnPMIVQH3pPPq1S2HtUpTAIGz1m2UNLqrXiJAjeyiz4G00cSdzfm2DEWvHh7F06g2BQZ5+a0IIUWpJ4iwuZYKxteiArUUHsJjRHNyFdtdmNLs3o06+mutDVWkp6LasQbdlDUaVmhAl5ytXRafD2rY7li59ITjUw29CCCGEzybOAwcOMHbsWHbt2oXJZOLee+9l/PjxVK5ciAE0vkJvwN6gGfYGzcDxEurjh/6bL5pLtyuAKoekmbVjSZd/dyypUBRRCyGEAHxy4t7Jkydp3749bdu2ZefOnaxZswaAXr16kZmZexen31FrcNS6DUufp0mf+gVpkz/H/PCT2GPq5evhikqNtWVH0qd+iXngcEmaQghRxHzyinPatGm0bduWZ599Nrvs/fffp1q1amzdupXWrVt7MbqipUREYY2Iwtq1H6rEy2h2b87q0j24y2WpPGuTe7F0H5i1vJ8QQohi4ZOJ88iRI/Tp08epTKPRoNFoSEpK8lJUxU8JLYft3gex3fsgZKSh2bcd9f7tJKemYXzgUVTV63g7RCGEKHV8MnGuX7/epWzJkiXY7XaaNGmS62PtdntRheVdeiP2xq1wNGxBXGws0VWiUZfU91oMHP9ODXLkMUVI5Eza0DOkHT3DU+2o0eS9kpoqMTEx95XLfcCiRYt4+eWXef311xk6dGiux546dQqLJfd1ZIUQQogb6fV6oqLyvvXl04nTbDbzyiuv8O233zJz5kx69uyZ52NK7BXnvxwOB7GxsURHR6OWRdlvmrRj4Ukbeoa0o2d4qh3zc8Xpk121AOfOnWPAgAGkpKSwfv16ateuna/H5edNlwRqtbrUvNeiJO1YeNKGniHt6BnF0Y4++fXmwoUL3HvvvYSHh7N27dp8J00hhBCiqPlk4hw3bhxGo5G5c+diMpmw2WzZf+QGuhCipDh01crQTYk89beBb45neDsckU8+2VW7YcMGLly4QNWqVV3qZs2axYABA7wQlRBCeEaSxcGU3cl8fCgNuwKgYdjmJNJs8NQtZbwdnsiDTybOo0ePejsEIYTwOIei8NU/6by5I5mLma69Z6O3JlEpQMOD0SYvRCfyyycTpxBClDS7L1kY+VciOy5aczxGAZ764wrhpvI0rSj75voqn7zHKYQQJcWlTDvPb77KfSsv5po0r8m0w6PrLnM0Me9jhXdI4hSlUrpNweGzM5hFSWBzKHx8MJXGS8+z8Gg67k63EL2KNxoFUcng3G171azQa+1lzqeX7Hnp/kq6akWpkWlTWBabwaeHU9l+0Uo5nYmXLWk8eUsQOrXK2+GJEmRLgpmRfyVy4KrNbb0K6F87gPGNgwnTQT0u8NT+AJIs/6XX06l2Hl57mVX3lydIJ9c4vkT+NUSJF5ti4/XtSdyyJIEhG6+y/d/usstWFWO2p9B82QXWnClh29UJrzibZufJ369w/+pLOSbNOyvoWNe1ArNahFHemDVRv0aAwqJ7wzDcMG//7ytWBm64glW6R3yKJE5RItkdCj+fyeDhNZdo+N15Zu5P5YrZ/RzgY0k2ev96mV5rLnFY7iuJm2CxK8zcl8Jd35/n2xPu52NWMKr5sGUoa7pUoFEFvUt9s4p6Pr6nLDf2fayLN/PC5kQURZKnr5CuWlGiXMyw8+WxdOYfSeNMasHuD/0ab2bDsgsMrhvIqw2DCTPI90qRt1/jMnllaxL/JLu/wtSo4Ml6gbzSIJjQPM6pbtEm3m4SwqvbnLdP/OqfdCIDNbzWKNhjcYubJ4lT+D1FUdh6wcKnh9NYFpuBNY/FpYwaaFlJz29nzdgU5+/3dgU+PpTGkuPpvNowmEF1A+X+p3ArNsXGmG1J/HQ6527+lpX0TGsayi1hunw/79BbyxCfZufDA6lO5e/sTSEyUMPAOoE3HbPwDEmcwm+lWB18ezxrsE9O95OuVyNIw6C6gfSrFUiwVuG3Ayf55HwoP8eZXY5NtCiM3prE/MNpTGoSQrsqxqJ4C8IPpdsczPg7lVn7UzDn0KkRGaBhYpNgHoo2oVIV/IvXhLuCOZtu5/uTzt2+w/9MpFKAmk5VZYEEb5LEeQOzXUEF6DVyleGrDl21Mv9wGt8cTyfFmvt9H7UKOlU18kTdQNpEGFD/+yFmt9upZlJYdF8YG89bGbM1iYOJrsn3SJKNXmsv06GKgYl3hVA7NP9XDqJkURSFFacyeW1bEnFp7jOmXg3P3VaG4XcEEViIkbBqlYo5rcI4n2Fnc8J/+ws7FBj021V+7KRxe59UFA9JnDdYfDydN3Yk06O6id4xJu6qoL+pb4zCsyx2hR9PZfDpkTSnD5KchJvUDKgdyMDaAVQpk/tp3ibCyB/dDCw8ms6kXclcdjOIaE2cmfXxF3iiXiCjG8j9z9LmcKKV0X8l8fs5196JazpWMTD57lBqBHvmY9WgUbHovnJ0/ukih677UpduU+j962XWdKngsdcSBSOtfoPFx9O5YnYw73Aa8w6nUT1IQ++YAHrXCCAmRJqruMWl2lhwNJ2FR9O4kJH3zjgtKukZXCeQrlGmAvUaaNUqBtUNpEd1E+/sTeF/B1Ox3XAxa1Ng7sE0Fh9PZ0zDYB6vE4hW7n+WaMkWB1P3uD8frqkepGHK3aF0rOr57vxQg5pv25ej/aqLnEv/7/y/lOmg15pLrOlaIXtKiyg+qsTERBnj/K8zqTZu//Z8jvV3VtDRJyaA7tVNXjtZ7XY7J06coEaNGiV201uHovDbWTOfHk5j9ZnMPFf4CdKpeCQmgEF1A6mXz0EYebXjP0lWxm5P5udc5nfWDdXydpMQ7ossnfc/S/K56FAUFh/P4PUdSTl+YQvQqnj5jiCG3VoGo/bmv0Dlpx33X7Fy/08XSb7h1kTj8jpWdi5PgFZ6QIrzfJRLqOt8l8P8q2t2XLSy42ISr25Nom0VI31qmOhczYSpEP9pxH+umh0sOpbG/MNpnEjJeyrJLWFanqhbhodjTB5fWaVmiI5v2pVjfXzWPa1Dbu5/Hk600WPNZTpWNTLxrmBqhcj9z5JgzyULo/5KYtvFnG8J9KhuYsKdwXneBvCU28rq+OK+cvRae8lp1PjOS1YG/XaVL+8rK70fxUgS53X61w4gUKtiyYn0XBdjtinwy5lMfjmTSZAukQejTfSuEUDLSno0cvIW2K6LFj49ksbSE+lk5pEvdWp4KNrE4LqB3B1e9Pef74s0srGbgQVH0nh7d4rbRRR+OZPJurhMnrolkFH1856rJ3zTlUw7b+1KZsER9+vKAtwSqmVK01DuqVz8O5e0jjAwu2UYT/5x1an85zOZjPwrkfeahcp4jGIiXbU5OJ5kY8mJdJYcT+dkPq5+ACIC1PSqEUCfmABuLVs0Vx8lpXss3ebg+5MZfHo4jd2X8l6tp0pg1lSS/rUCqGAq/Pu+mXZMNDuYuieZTw6l5Xi/q6xBzZiGQQwsBfc/S8q5aHcoLDiaxsRdyVw1u/+HDdarGNMwmCfqev7ftaDtOHNfCq/vSHYpH9somBH1gzwamz8pzvNREmceFEVh+0ULS45n8P3JjByXbbvRrWFa+sQE0LNGAJGBnvtH9PcPq+NJNuYfSWPRsTQSLbmfeiqgXaSBwfUCaR9p9OjVfGHa8WiilXHbk/jFzfzPa24J1fL23SG0iSi59z/9/VwE+Ou8mZF/JbHvSs5f3v6vVgCvNw72yBc2dwrajoqiMOqvJD45nOZSN7tlKH1rlc4FEiRx+iiLXeHX+EyWHM9g9ZmMHCc/X08FtKpsoE+MiQeiTATrC9eN548fVjaHws9nMvn0cBobzuacbK4JM6joXyuQx+sEUr2Ihtt7oh3XxWcyZmsSR5JyXnyhU1Ujk+4KKZEjsv3xXLwmId3O+B1JLDme87iGhuV1vNM0lDuLeL7kzbSj3aHw2IYr/HjDqkVaFSxpX65UDliTxOkHkiwOVsRmsOR4OpsSLDneE7meUQP3V8uaH9o20nhTS7n504fV+XQ7C4+mseBIOvH52Ffwrgo6Btctw0PRpkKNUswPT7Wj1aHw2eE0Ju/JuZtPp4an6pVhZP2gEnX/05/OxWssdoX/HUxl6p4UUnPoby9nUPP6ncH8X62A7AUzitLNtmOGTeGhXy6x9YLzIKYyWhWr7i9P/XKla4EESZx+Ji7VxncnMlh8PN3t6Et3yhnU9Khhok9MAI3L6/J9U9+XP6wUReGq2cG+K1YWHEln5amMHO8FXmPSqHg4xsSgOoE0KF98/9E93Y5XzQ6m7E5m3uE07Dm853IGNWMbBdO/dkCJuP/py+eiO+vjMxm9NYljOfQQqFXwRN1AxjQs3gFehWnHK5l2Oqy65LLAfEWTmjVdKhAVVPJ6OnIiidNPKYrC/qs2Fv+Tzncn0knIx4R9gJjg/xZZyKtr0psfVskWB/Fp9uw/cdf9PT7Nztl0O+l5Zcp/1QrRMrhuII/EBHjlKqyo2vFIopWx25JYG5/L/c8wLZObhNDaj+5/plkd/JNs43iSjWPJNv5JsnE0ycqZZCsGnQajRoVRo8Lg9BOn3w05lDv/JOdy7X+/a1Xk+8vmqRQbr21LcunWvF7zilmLsd9WRIP6clPYczE2xUaHVRdd5pvWDtHyS5cKpWaVK0mcJYDdobAxwczi4xmsjM3IsVvoRk0q6OkdY6J7dRPl3CyyUFQnR4ZNIT7N5jYhXvtz4+TrgtKooEs1I4PrluGeyt5dyrCo/5Otjcua/3k0l/uf91czMvGuEJ9ZNs2hKJxJtfNPso1jSVnJ8drP/HS1Fye1KivB6tW5JFqNCq1axYazmTlOc6ocoOatu0LoWf3mFmP3BE+ci3suWeiy+hJpN3zONKuo54cO5Yv81ocvkMRZwqRZHaw+k8mS4+msizfn2JV3Pa0K2lcx0icmgI5VjdmLLNzMyWF1KJx1kxCv/z2/o4VvRuUANY/VDmRA7UAiPDjCuDCK4z+Z1aHw6eE0puxOznEEsU4NQ24pw4j6QYQUcuBYfiVZHE5J8ViylWNJNk4k2/KcR1tS6NTw7K1leLl+EGU8vHhGQXnqXPw1LpM+v152+Xx5MMrIZ23Klvg55pI4S7CLGXaWnswaVLQrH/MXAYJ1Kh6Mzrof2rSChtiTJ7NPDrtDISHDkX216O7P+QxHvgYvedo9lQ0MrhvI/dVubiBUUSrO/2RXMu1M3pPC/Fzuf5Y3/nv/s1aARz7grA6FUynXJ8esvx9PtuVrzd+SrH2kgcl3h1DTR1Z68uS5uOhYGsM2JbqUP10vkCl3h5ToBRIkcf7r559/Zs6cOezevZuYmBgGDBjA448/7u2wPOZYkpUlx7OS6KnU/C+yUM9kIVVtIj7dwbl0e76uYIuCUQMRARoiA7P+VAnUZv+9XpiWqsW0HNnN8Ma94sOJVl7blsS6XO5/3hqmZfLd+VuZRlEULpsdHEu6oWs12cbJZFueA7NulkYF0UEaagZrKetIJSw0BItDRaZdwWxXrvvJDb9f/zPr9kBxnrrRQRomNwmhU1WjTyUQT5+L0/Yk8/buFJfyt+4K5rnbSu4CCZI4ga1bt9KlSxemTp1Kly5d2L9/P0OGDGHUqFE89dRT3g7PoxRFYeuFa4sspOe5MEBx0KqgcqCGKv8mwsjrEmRkoIYqZTSUM6h96gOoILw1yEpRFNbGmXlte86jOwG6VjPy1l0hVA/WkmlTOJHy3xVjVpLM6l4tynOlnEFNrRAtNUO0WT+Ds35GB2nRa1SFbkNFUbAp/JdQbVkJNadEe/3vlhzK3SVuo1ZFu0gDT9Qt3GLsRcXT56KiKLy4JZHPj6a71H3aOoyeNQIK/Rq+SBIn8Oijj1KtWjWmTp2aXbZixQpeeOEFDh06hNHoPyMSC8JiV1gbl8ni4+n8fCYTSxH0qqmASgFqp0QYGaj9L0kGagg3qkv0PRFvT6WwOhTmHUpjyp5kknJIfno1VA7QcCbNnucOMTdLr4aY4BuTo46aIdo8R2N6uw1LiqJoR5tDod+6yy6rW+nVsLRDeVp5Ya3dolbqd0dJS0vjl19+YfXq1U7lnTp1wmKx8Pvvv9OxY0cvRVe09BoVXaJMdIkykWh2sOJU1vzQ/GzefE15o3NSrBLofLVYOUDjc/ccSxudWsXQW8vQO8bE5N0pzD+S5pIcLQ7y3YWfl8oBaqekWOvfP1UDNSX6C1JppVWrmN+mLA/8fMlpLIXFAf3WX+bn+ytwSz634BOufDJxnjt3DofDQUxMjFO5Xq+nWrVqxMXF5fhYu73kDAsM0kK/GCP9YoycSbXz3ckM1saZuZJmJirUSJUymuvuMaqJDNAQEZg1py5XioMS1Ew3xeFwOP30llAdTG0SxMBaRsbuSOG3c/n/gnSjAK2KmCANNUO01AzOugdZM0RLTLAm523XCnEu+Eob+ruiakejGr66N5ROq68Qe90XsGSLQq81l/i5czmPrqPtbZ5qx/xcrfpkV+3WrVvp2LEj586dw2QyOdV17NiRtm3bMmrUKLePPXXqFBbLzX/4COEtigKbrqp5/4Se05nuE50KhUoGhSiTQpTJQTWTQlSAgyiTQrheQS4exY1OZ6gYvNdIos355KgZ4OCTOzLx4TF8xU6v1xMVFZXncT7ZZOXKlQMgNTXVJXEmJydn17tTpUqVIo3N2xwOB7GxsURHR6NWl44VQYqCr7ZjDPBoQ4XPj6WzLt5CqEGV1cUarKVmiIYaQVqf2TjdV9vQ3xR1O9YAFodbeGjNFTKu6134J13NuNhQlrQNw5BXL5UfKM7z0ScTZ+XKlVGr1Zw4cYIKFSpkl1ssFk6fPk1kZGSOjy0tgxTUanWpea9FyRfb0aSBIbcGM+RWb0eSP77Yhv6oKNvx7kom5rcpS7/1V5zupW9KsPD8n8l8fE9YsSxoX5QUJeuNFcf56JNfEwMDA2nfvj1Lly51Kv/555/R6XS0bt3aS5EJIYR/6lzNxLtNQ13KvzuRwZtuNsb2dQ5FYfclC+/sSabzTxeZsCu12F7bJ684AUaOHEm3bt2oXbs2Xbt25e+//+all15i9OjRLt23Qggh8vZ43UDi0my8+7dzkpm5P5XIQA1P3VLGS5Hlz/l0O+vPmlkfn8n6eDOXr1sq9KrZQf+w4onDZxPnnXfeyTfffMM777zDhAkTqFGjBq+99hqDBg3ydmhCCOG3xjYKJj7Nzjc3bOI9emsSlQI0PBjtOxcmFrvCtosW1sVlsi7ezN9Xcl6m9HCijfNmFTWKIS6fTZwArVq1olWrVt4OQwghSgyVSsWsFmGcz3Cw4ex/CyQowFN/XCHcVJ6mFb23QEJsio118VmJ8o+z5nzvLAXw11U1zYowtmt8OnEKIYTwPL1GxcL7ynL/T5fYd91VXKYdHl13mTVdKlCrmBbBT7M62JRg+TdZZnI8ueATi2sEabgvwkAtY857rnqSJE4hhCiFgnRqvm1fjnY/XiQu7b9kddWs0HPNZdZ2qUDFAM+PTlUUhYNXbayPz+TXeDN/njcXeGnRQK2KeyobaBtpoG2kkerB2n+X3Lvk8XjdkcQphBClVKUADUs7lKPjqotOGwacTrXz8NrLrLq/fM6rThXAVbOD385mJcr18ZmcSy/46j63l9XRNtLAfZFGmobr0Xtx7qkkTiGEKMXqhOr4ul05HvrlEubrekn/vmJl4IYrfNOuXIHXtrY7FHZdsmZ3v+68ZC3wRgVlDWru+/eK8r4IQ5Fc/d4sSZxCCFHKNato4ON7yjJwwxWnPVLXxZt5YXMiH7UMzXMLwXPp9qxEGWdmw9nMAm95p1HBXRX03BdpoF2kkfrldD67AYEkTiGEEHSLNjH57hBe2ZrkVP7VP+lEBmp4rVGwU7nZrvDXeTO/xptZF5/Jwas57y+bkyqBmuyrytaVDYTmsZWdr5DEKYQQAoAht5QhLtXOhwecF0h4Z28KkYEaWlUy8Gt8JuvjM9mYYCG9AFNFAAwaaFHRQNsqRtpGGqgTos3zStYXSeIUQgiRbcJdwZxLt7P0pPMCCS9uSbyp56sdos0e/dq8kp4ArX9cVeZGEqcQQohsapWK2a3COJ9hZ1NCwbdoDNapaB3x76CeSAPVSuC+ZSXvHQkhhCgUg0bFl/eVo/NPFzmUmPe9y4bldbSNMNK2ioE7K+gLPArX30jiFEII4SLUkLVAQodVFzl7w7zLCkZ19ujXeyMNlDf6zlSR4iCJUwghhFtVymj5tWs4U/ckc8XsoFH5rOkit5fV+f3+nYUhiVMIIUSOIgI1zGxRTPt1+Qn/H94khBBCFCNJnEIIIUQBSOIUQgghCkASpxBCCFEAkjiFEEKIApDE6Yf0er23QygRpB0LT9rQM6QdPaO42lGVmJhYwF3ShBBCiNJLrjiFEEKIApDEKYQQQhSAJE4hhBCiACRxCiGEEAUgidNPHDhwgO7duxMVFUXdunUZOnQo586d83ZYfm3ixImEhoZy4sQJb4fil2JjY+nXrx81atSgTp06DB06lAsXLng7LL9hs9mYM2cOTZs2pXLlytSvX5/Ro0eTmJjo7dD8wp49e7j11luZOHFidtm2bdvo06cP1atXp3nz5rzzzjsoiufHv0ri9AMnT56kffv2tG3blp07d7JmzRoAevXqRWZmppej808rVqzgs88+83YYfuvMmTPcf//91KlTh02bNrFq1SoSEhLo379/kXxQlUSTJk3io48+YsqUKRw+fJgvv/ySffv20a9fPxwOR95PUErFx8czfPhwevTogdlszi4/efIk3bt3p2HDhmzatInp06ezePFixo0b5/EYZDqKHxg6dCipqal88cUX2WVms5lq1aqxZMkSWrdu7cXo/M/Bgwfp0aMHM2fOpE+fPuzatYsaNWp4Oyy/MmrUKM6ePcsXX3yB6t/tpc6ePUujRo1Yt24dt956q5cj9G2KolCzZk0mTZrEI488kl0eGxtLgwYN2LFjBzVr1vRihL7ru+++44cffmD8+PEMHz6cZs2aMXbsWEaPHs2pU6f4+uuvs8/JPXv20LZtWw4cOEClSpU8FoNccfqBI0eO0LJlS6cyjUaDRqMhKSnJS1H5p6tXr/J///d/TJ8+nbp163o7HL9kt9v56quvGDRoUPYHFEBERAQJCQmSNPMpICAAg8HgVGY0GgEwmUzeCMkv9OzZk0WLFlGnTh2n8mXLltGzZ0+nc7JBgwZUr16dlStXejQGSZx+YP369Tz99NNOZUuWLMFut9OkSRMvReV/7HY7gwcPpk+fPnTt2tXb4fithIQEUlNTiYqK4vXXX+fOO++kefPmjBgxgsuXL3s7PL+gUqno06cP7777bvY99sTERMaMGUOrVq2IjIz0coS+S+VmA22z2cz58+eJiYlxqYuJiSEuLs6jMUji9EOLFi1i+PDhvPHGGx7tfijpJkyYQEBAACNHjvR2KH7t2qC0MWPGEB4eztdff817773H4cOH6dKli9N9J5GzkSNHEhERQaNGjahSpQrR0dHs3buX2bNnezs0v3PlyhUAAgMDXeqCg4M9/oVOEqcfMZvNvPTSS4wePZqPPvqIoUOHejskv/H999+zdu1a5syZg1otp31hBAQEANCoUSOGDRtGrVq1aNq0KYsWLeLs2bP89NNPXo7Q99ntdnr37k1ycjI//PADmzZtYv369bRo0YKOHTvKiPkCKlu2LACpqakudcnJyZQrV86jr6f16LOJInPu3DkGDBhASkoK69evp3bt2t4Oya989913nD59msaNG2eX2e12ANq1a0dYWBg7d+70Vnh+JSIiAoA777zTqTwkJIQaNWoQGxvrhaj8yx9//MHmzZs5fvw4ISEhAERHR9OwYUM6duzIJ598wvjx470cpf8wGAyEh4dz4sQJp//jAMePH6dt27YefT1JnH7gwoUL3HvvvTRu3Jjvv/+eoKAgb4fkd2bPnu3ShRgfH899993HN998Q3R0tHcC80OhoaE0a9aMffv2OX0gpaSkcOLECRkNmg82mw2NRuMyOEilUmEymbBYLF6KzH9169aNpUuX0qtXL6dRtSdPnvT4mAbps/ID48aNw2g0MnfuXEwmEzabLfuPzPfKn9DQUCpWrOj051r3Tfny5QkPD/dyhP5l9OjRvP/++yxZsoSrV69y5MgRBg8eTM2aNenUqZO3w/N5zZo1IzIyksGDB7N//35SU1M5deoUEydO5K+//qJXr17eDtHvDBs2jB07djB58mTi4uLYvHkzgwcP5umnn87uJfEUSZx+YMOGDcTGxlK1alXKly/v9OfLL7/0dniiFGrTpg0LFy5k4cKF1K9fn169ehEVFcX333+PTqfzdng+r0yZMqxcuZLw8HD69etHTEwMHTt2ZP/+/fz44480aNDA2yH6nejoaFasWMGePXto2bIlI0eOpHfv3kyaNMnjryULIAghhBAFIFecQgghRAFI4hRCCCEKQBKnEEIIUQCSOIUQQogCkMQpRClhNptZvnw5aWlpOR6ze/duNmzYUIxRCeF/JHEKUUqkpqby2GOPcenSpRyPWbx4MdOnTy/GqITwP7JykBAlmM1mc9p9A7L2fLy2ilK1atWyt7ISQuSPXHEK4Wd27dpF+fLl6devH4riOg3barXSrl07qlWrxs6dO2nSpAlNmjShQ4cOQNbSZNfKjh49WtzhC+H35IpTCD/TqFEjxo8fz/jx4/n8888ZOHCgU/3UqVPZsWMHn332GXfffXf2lebly5eJiYlh7969REVFZR/frl277L+fPn2ajIwMp7IFCxZQpUqVIn1PQvgTWTlICD/kcDjo2bMnf/31F3/88Qe1atUCYPPmzTzwwAMMGDCA999/H4ABAwawYsUKl+do0aIFq1atIjQ0lFmzZtGgQQM++OADjh07xqxZs0hISKB3797s2rWLGjVqFOfbE8KnSVetEH5IrVYzd+5cAgMDeeKJJ7BYLCQmJvL0009Tp04d3n77bafjn3nmGQ4cOADA9u3bXbasql69OnfccQflypUjMDCQO+64gzp16hTb+xHCn0hXrRB+qmLFisyZM4eHH36YiRMncvr0aS5dusS3336bvdn0NUFBQURGRgJQuXJlQkNDvRCxECWDJE4h/Fj79u159tlnmTVrFgAzZ86kXr16LsdNnTqVqVOnAmTfr2zRokXxBSpECSJdtUL4uWub9BoMBtq3b+/2mBdffJHY2FgADhw4wMSJE53qv/jiCyZOnMi2bduy94X88MMPizRuIfyVJE4h/FhycjJDhw4lJiaGMmXK8OSTT2K3212OMxgM2d2zISEhLl25ly9fJj4+nrS0NCwWC/Hx8Zw/f7443oIQfkcSpxB+bMSIEcTFxfHpp5/y4YcfsnnzZrcr/0ydOjU7cVapUoXhw4c71b/44ovMmTOHe++9l1q1ajFnzhzeeuut4ngLQvgdSZxC+KlvvvmGJUuW8Nprr9GgQQM6d+7M4MGDmTp1Kps3b84+7t1332Xv3r389ttvAKxevZq9e/cyf/58L0UuhH+TwUFC+KHjx48zYsQIWrRowXPPPZdd/tZbb7Fx40aefPJJNm3ahM1m4/jx4wAkJSUBOHXB6nS64g1ciBJAEqcQfsZisTB48GA0Gg3/+9//0Gg02XUBAQF88skntGvXjmeeeYauXbvy7LPPOj3++pWGvvzyy+IKW4gSQxKnEH7mrbfeYs+ePcyfP9/tUnj169dn/PjxjBs3jgYNGrBlyxYga5H3+++/n6VLl1K5cmXgv6kpcXFxHD16lKtXr5KRkcHRo0c5d+5c8b0pIfyILLknRCmR01q1eS2GIEvuCeFMBgcJIVi5ciWJiYlOf/bu3evtsITwSXLFKUQpd/nyZYKDg10GCtntdi5dukS5cuXQauWujhDXSOIUQgghCkC6aoUQQogCkMQphBBCFIAkTiGEEKIAJHEKIYQQBSCJUwghhCgASZxCCCFEAUjiFEIIIQpAEqcQQghRAP8PtWKk6onWCRAAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Add x/y labels and title\n",
"## Simple X and two Y's\n",
"plt.plot(df['x'], df['y1'], label=\"資料1\")\n",
"plt.plot(df['x'], df['y2'], label=\"資料2\")\n",
"plt.legend()\n",
"plt.xlabel(\"X軸\")\n",
"plt.ylabel(\"Y軸\")\n",
"plt.title(\"漂亮的圖\")\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Bar Plots"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Normal bar plot\n",
"plt.bar(df['x'], df['y3'])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"x category\n",
"y1 float64\n",
"y2 float64\n",
"y3 float64\n",
"y4 float64\n",
"y5 float64\n",
"y6 float64\n",
"y7 float64\n",
"y8 float64\n",
"y9 float64\n",
"y10 float64\n",
"dtype: object\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" x | \n",
" y1 | \n",
" y2 | \n",
" y3 | \n",
" y4 | \n",
" y5 | \n",
" y6 | \n",
" y7 | \n",
" y8 | \n",
" y9 | \n",
" y10 | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" 0.953949 | \n",
" 2.878138 | \n",
" 8.866186 | \n",
" 7.169483 | \n",
" 4.894806 | \n",
" 1.383657 | \n",
" 5.207700 | \n",
" 2.749603 | \n",
" 3.777047 | \n",
" 4.338875 | \n",
"
\n",
" \n",
" 1 | \n",
" 2 | \n",
" 0.148130 | \n",
" 2.182593 | \n",
" 11.399598 | \n",
" 5.671996 | \n",
" 5.013517 | \n",
" 2.503236 | \n",
" 5.270997 | \n",
" 3.332785 | \n",
" 4.707431 | \n",
" 3.470963 | \n",
"
\n",
" \n",
" 2 | \n",
" 3 | \n",
" 0.401601 | \n",
" 3.342006 | \n",
" 12.787722 | \n",
" 7.898548 | \n",
" 6.005761 | \n",
" 5.079653 | \n",
" 7.948136 | \n",
" 7.321007 | \n",
" 5.849269 | \n",
" 3.589841 | \n",
"
\n",
" \n",
" 4 | \n",
" 5 | \n",
" 0.045468 | \n",
" 4.553081 | \n",
" 14.898799 | \n",
" 10.109224 | \n",
" 6.771789 | \n",
" 6.317487 | \n",
" 9.446912 | \n",
" 9.109398 | \n",
" 7.054921 | \n",
" 5.494813 | \n",
"
\n",
" \n",
" 5 | \n",
" 6 | \n",
" 0.385796 | \n",
" 6.015589 | \n",
" 15.090889 | \n",
" 10.442972 | \n",
" 9.406430 | \n",
" 5.064227 | \n",
" 10.006732 | \n",
" 6.563899 | \n",
" 12.320422 | \n",
" 7.353816 | \n",
"
\n",
" \n",
" 3 | \n",
" 4 | \n",
" 1.325920 | \n",
" 4.496024 | \n",
" 15.672599 | \n",
" 9.664751 | \n",
" 6.800054 | \n",
" 3.797002 | \n",
" 8.461314 | \n",
" 7.364939 | \n",
" 7.597704 | \n",
" 4.230760 | \n",
"
\n",
" \n",
" 6 | \n",
" 7 | \n",
" 0.316242 | \n",
" 5.671259 | \n",
" 17.911464 | \n",
" 11.287174 | \n",
" 9.375809 | \n",
" 7.951598 | \n",
" 9.014010 | \n",
" 11.649927 | \n",
" 11.138327 | \n",
" 7.948010 | \n",
"
\n",
" \n",
" 8 | \n",
" 9 | \n",
" -0.886327 | \n",
" 10.187601 | \n",
" 18.373330 | \n",
" 14.499094 | \n",
" 4.679189 | \n",
" 10.825828 | \n",
" 13.044199 | \n",
" 10.468501 | \n",
" 11.931833 | \n",
" 9.631274 | \n",
"
\n",
" \n",
" 7 | \n",
" 8 | \n",
" 1.639019 | \n",
" 7.694177 | \n",
" 19.323432 | \n",
" 12.289224 | \n",
" 7.487505 | \n",
" 8.626360 | \n",
" 12.696997 | \n",
" 11.324753 | \n",
" 9.214215 | \n",
" 8.570674 | \n",
"
\n",
" \n",
" 9 | \n",
" 10 | \n",
" -0.261461 | \n",
" 8.573481 | \n",
" 19.369957 | \n",
" 13.711514 | \n",
" 7.270583 | \n",
" 11.427754 | \n",
" 13.084936 | \n",
" 13.267057 | \n",
" 13.893086 | \n",
" 11.912090 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" x y1 y2 y3 y4 y5 y6 \\\n",
"0 1 0.953949 2.878138 8.866186 7.169483 4.894806 1.383657 \n",
"1 2 0.148130 2.182593 11.399598 5.671996 5.013517 2.503236 \n",
"2 3 0.401601 3.342006 12.787722 7.898548 6.005761 5.079653 \n",
"4 5 0.045468 4.553081 14.898799 10.109224 6.771789 6.317487 \n",
"5 6 0.385796 6.015589 15.090889 10.442972 9.406430 5.064227 \n",
"3 4 1.325920 4.496024 15.672599 9.664751 6.800054 3.797002 \n",
"6 7 0.316242 5.671259 17.911464 11.287174 9.375809 7.951598 \n",
"8 9 -0.886327 10.187601 18.373330 14.499094 4.679189 10.825828 \n",
"7 8 1.639019 7.694177 19.323432 12.289224 7.487505 8.626360 \n",
"9 10 -0.261461 8.573481 19.369957 13.711514 7.270583 11.427754 \n",
"\n",
" y7 y8 y9 y10 \n",
"0 5.207700 2.749603 3.777047 4.338875 \n",
"1 5.270997 3.332785 4.707431 3.470963 \n",
"2 7.948136 7.321007 5.849269 3.589841 \n",
"4 9.446912 9.109398 7.054921 5.494813 \n",
"5 10.006732 6.563899 12.320422 7.353816 \n",
"3 8.461314 7.364939 7.597704 4.230760 \n",
"6 9.014010 11.649927 11.138327 7.948010 \n",
"8 13.044199 10.468501 11.931833 9.631274 \n",
"7 12.696997 11.324753 9.214215 8.570674 \n",
"9 13.084936 13.267057 13.893086 11.912090 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## Sort bars according to values\n",
"\n",
"df_sorted = df.sort_values(['y3','y2'], ascending=True)\n",
"print(df_sorted.dtypes)\n",
"df_sorted"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.bar('x', 'y3', data=df_sorted)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Horizontal Bars\n",
"plt.bar('x', 'y4', data=df.sort_values('y4'))\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Pie Chart"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.style.use(\"fivethirtyeight\")\n",
"\n",
"slices = [20, 30, 30, 20]\n",
"labels = ['Attendance', 'Midterm', 'Final', 'Assignments']\n",
"explode = [0, 0, 0.1, 0]\n",
"\n",
"plt.pie(slices, labels=labels, explode=explode, shadow=True,\n",
" startangle=90, autopct='%1.1f%%',\n",
" wedgeprops={'edgecolor': 'black'})\n",
"\n",
"plt.title(\"Grading Policy\")\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Stacked Plot"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.style.use(\"fivethirtyeight\")\n",
"\n",
"\n",
"minutes = [1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
"\n",
"player1 = [1, 2, 3, 3, 4, 4, 4, 4, 5]\n",
"player2 = [1, 1, 1, 1, 2, 2, 2, 3, 4]\n",
"player3 = [1, 1, 1, 2, 2, 2, 3, 3, 3]\n",
"\n",
"labels = ['player1', 'player2', 'player3']\n",
"colors = ['#6d904f', '#fc4f30', '#008fd5']\n",
"\n",
"plt.stackplot(minutes, player1, player2, player3, labels=labels, colors=colors)\n",
"\n",
"plt.legend(loc='upper left')\n",
"\n",
"plt.title(\"Stacked Plot\")\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Histogram"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import random\n",
"import numpy as np\n",
"\n",
"# grades = [random.randint(0,100) for i in range(1000)]\n",
"\n",
"grades = np.random.normal(85, 13, 10000)\n",
"#bins = [50, 60, 70, 80, 90,100]\n",
"\n",
"plt.hist(grades, bins= 50,edgecolor='black')\n",
"\n",
"reference_line = np.mean(grades)\n",
"color = '#fc4f30'\n",
"\n",
"plt.axvline(reference_line, color=color, label='Mean Score', linewidth=2)\n",
"\n",
"plt.legend()\n",
"\n",
"plt.title('Histogram')\n",
"plt.xlabel('Student Grades')\n",
"plt.ylabel('個數')\n",
"\n",
"plt.tight_layout()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Scatter Plot"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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QoEqSwvTyyy8rLy9P3bt393eZAAAApZrZZFFoUIy/y3CL2eS53a+AQMHfMFFoISEhBVZ3nz9/XgMGDFBiYmKhx/n00081Y8aMfG1VqlTR2LFjPVInAAAAgMB35MgRTZgwQcuWLZNhGLqQe0Fnzp/VuUuhd+2mddTv0YHqNvymEhF6/y9LuEUturXSHU/dpQ59rlW50HLKtecpKTtFydmpsht2HTt2TJMnT9Ynn3wim8125UEDTG5url566aXLofeFvBTlGtkKCQnS3Q/eqN6DOhJ6u1ApurweeravWne8SoYMZdlSlWu/IMMw9Oqrr+r/sXff8VXVhxvHn3POHdmLsPdUhsiSpULdFlGqFsVR0arVtrbuWWvtr1rFaqnaWqyjVaiCWq1YUZwgOFiCIKJMGQk7e91xzvn9cZNgjAPITU5u+Lxfr5jk3JtznpsTL8l9zvf7nT9/vtcRAQAAAKDZ4a9MHJBJkybprLPOqrNt7dq1mjBhQp31v79JNBrVY489pquuuqrOdsMw9I9//EM5OTlxzwsAAAAg8bz55pu66aablJ+fL9u1tbeyQAWhIjlylNu5tcb98nSddPmpyunQyuuo38kX8OmI44/UxNvP08Djj5RpmqqMVmpHxS5VRivlOI5mzZqlO+64Q6WlpV7HjZtoNKopU6Zo2bJlipXeexV1QwoG/brspnEaPLrljnKPp0DQrwuuOkGjT+wnSaq0ixR2yuW6rh544AEtXLjQ44QAAAAA0LxQfOOAGIahqVOnqlu3bnW2f/bZZxo1apSuvPJKLVy4ULt27ZLrugqFQlq7dq3+/e9/a+TIkbrxxhvlOE6dr73++ut1/PHHN+GjAAAAANAc2batxx57TA8++KCi0agqo1XaWb5blXaVTMvUsNOGa/yvJ6hdz/ZeRz0gwZSgho0foTOuPVOtOrSS4zraW1WogqpCuXL1ySef6LrrrtPmzZu9jtpgruvqb3/7W/Wa3rGR3lE3rKTkgC6/ZZx6HJ5Y585rhmHoRxcdrTE/HChJqrKLFXEq5DiO/vSnP2nVqlUeJwQAAACA5oM1vnHAMjMzNWPGDE2aNEnbtm2r3e44jmbOnKmZM2dKklJTU1VZWVmv6P6qSZMm6ZZbbmn0zAAAAACat7KyMk2ZMkXLly+XJJWES1USjo2Cbt25tY497wfKapftZcQGy+nYSuOv/ZFWvrVCn7y5XBXRSkUqImqV1Erbt2/XDTfcoBtvvFHDhw/3OupBmz17tt58801JUkW0sHak9+U3jVOXXs1rSvpEYRiGxp83QnJdvff6KlXaRYqtcJ+sP/7xj5o6daratWvncUoAAICWxXZDqrTzvY7RILYb8joC0OQovnFQBgwYoHnz5umSSy7RggULvvE+5eXl3/r1Pp9Pd999t372s5/JMIzGigkAAAAgARQXF+u3v/2tNm7cKFeuCqoKVRmtkiQNGHuEho0fIdNqGROWWZalwacMVafDO+vtf76hipIK7arcrVZJ2VKldNddd+n666/X2LFjvY56wJYvX67HH39cUmxkctStkj/g009vOJXSu4EMw9D480cqErH14dufqcoukmn4VFpaqrvuukt/+tOflJyc7HVMAACAFsMygkq2Ongdo0EsI+h1BKDJUXwfYk477TR16dKlzrbU1NSD2ldubq5eeuklTZs2TU888YQ2bdr0vV9jmqZOOeUUXXfddTrqqKMO6rgAAAAAWo6ioiLddttt2rJlixzX0e7KvYo4EZmWqaPPGaPeR/XxOmKjaN21jc649ky9/eQb2r11t/ZU7lV2MEsp/hTdf//9ikajOuGEE7yOud/y8vJ07733ynVdRZwKhZ3YhdDnXXkc05vHiWEYOnPy0SraW6Y1K7aoMlqgVH9rffnll/rzn/+s2267jQvLAQAAABzSjKKiItfrEEh8juNo/vz5+u9//6vNmzdr27ZtysvLU3Jysjp16qROnTpp4MCBuvDCC9WpUyev4yKBRKPRehdVdO/eXT4f1+0AaH54zgKQSJrDc1ZpaaluvfVWffnll7JdW7sr9yrqRJWclqwTfnqy2nRr22RZvBINR/X+8wu0Ydk6SVJ2MFOp/lQZhqEbbrghIUZ+V1RU6LrrrtO2bdtku2FVRPfKlauTzxqqk84c6nW8FqeqMqy/3vlf7cwvkmUElOrLlSSdd955uuCCCzxO13iaw3MWAOwvnrOAxFdp5yuvcrbXMRqkY/IZCT9qHThQ/EuLuDBNU8cdd5yOO+44r6MAAAAASADhcFi///3vq0tvR7sr9irqRpWWlaZTfzFeGbkZXkdsEr6AT2PO/4GSUpO0+r1VKgwVSzKU6k/RAw88oPT0dA0ZMsTrmN/piSee0LZt2+TIVmW0QK5cHTGsu078UfPOnaiSkgO6+NpT9PCd/1VFeUiVdpGSrSzNnDlTQ4YMUd++fb2OCAAAAACeaBmLpAEAAAAAEobruvrrX/+qzz//XI7raE/lHkXdqNKz0zXuqtMPmdK7hmEYGj5hpI447khJUmGoSBWRSjmOoylTpigvL8/jhN9u+fLlmjt3riSpKlooR446dM7RpCt/wLTbjSi3XaYuvOoEmYahiFOhiFMp13X1l7/8RaFQyOt4AAAACc91W8YbcKih+AYAAAAANKn//ve/eueddyRJBVWFijhRpWam6tRfnKa0nHSP03nDMAwNGz9c/Y8dIClWfoftsMrLy/V///d/Ki8v9zhhfeXl5XrooYckSWGnXFE3rGDQr4uuOVmBoN/jdC1f7wGddMqPh0mSquxiubKVl5enf//73x4nAwAAAABvUHwDAAAAAJrMsmXL9OSTT0qSikLFqrJD8gf8OvlnP1R6q0NrpPfXGYah4T8ape5H9pArV3urCmS7sTLzvvvuk+M4Xkes48knn9Tu3bvlKKqQXSJJOu28EWrV5tA+j01p7GlHqnOP1nLlqDJaLEl66aWXtGbNGo+TAQAAAEDTo/gGAAAAADSJoqIi3X///XJdV+WRCpVFYqOYx1x4nLLb53icrnkwDEPHnDdWrTq0ku062lsZWzN72bJleumll7yOV6vuFOdFcuWqV98OGnk860s3Jcsyde7PfiDLMhV1q+pMeR4Oh72OBwAAAABNyud1AAAAAABAy+e6rv72t7+ptLRUESeiolBsdOqQU4ep64Bu3oZrZvwBv0649BS98ucXVVlepaKqYmUnZWnGjBk66qij1KVLF0/zOY6jxx57TFLdKc4nXj6Wdb090LZjtk4+e5hee26xquxi+cyA8vLy9Nprr2nChAlexwMAAEhIjkKqsPO9jtEgjkJeRwCaHMU3AAAAAKDRLViwQB9++KEkqaAqNkK4S/+uOvKkwR4na57SstN03MUn6rW//U/l0QolR5MlSQ8++KD+9Kc/yTS9m8Dt3Xff1ZYtW+TKUcgulSSNmzRcOa0PzfXZm4Ox4wbq06WbtHXjboXsUiVZWZo1a5ZOOukkpaSkeB0PAAAg4ZgKKtnq4HWMBjEV9DoC0OSY6hwAAAAA0KiKior097//XZJUEo6N+E5KCeroc8cwQvg7tOvZQf3HHiFJKgwVyZGrL774wtMpzyORiGbMmCFJCttlcuWofeccjTqhn2eZEJvyfMJPRkuSIk6FHDeqkpISvfjiix4nAwAAAICmQ/ENAAAAAGhU06dPr53ivDRcJkkaefYxSk5L9jhZ8zfkh0cpMzdTtmuruCo2PfwzzzyjgoICT/LMmTNHu3fvlitbYSe2Rvu4c4dzAUMz0LVXWw0Y2k2upJBdIkn673//q6KiIk9zAQAAAEBTofgGAAAAADSabdu26c0335QkFVYVy5WrbgO7q/ugHh4nSwy+gE/HnDdWhqTyaIXCdlihUEgzZ85s8iwVFRWaNWuWJClkl8qVqx6HtdNhAzs3eRZ8s1MnHiXDkCJulWw3oqqqKk9+VgAAAADAC6zxDQAAAABoNE8//bQcx1FVtEphJyyf36eRZ45mhPABaNu9nXqPOFxrF32u4nCJWifnau7cufrRj36kDh2abt3BN954QyUlJXLcqCJOhSTph+eO4Fw2I207ZmvYsYdpyXtfKGSXKMXXSnPnztV5552nzMxMr+MBAAAkDMcNqSKa73WMBnHckNcRgCZH8Q0AAAAAaBRr167VBx98IEkqDsemXu4/ZoBSMlO9jJWQBp86VBuWrVMoGlZVtEpJStKMGTN00003NcnxXdfVnDlzJElhp0yupH6Du6pb77ZNcnzsv5PPGqqP31+nqB2S7UakiPTWW2/p7LPP9joaAABAwjCNoJKtprvItDGYRtDrCECTY6pzAAAAAECjqJkWuyJSoYgTVTA5qAHHH+lxqsSUmpmqfscOkCQVh0slSe+99562bt3aJMdfsWKF8vPzJbmKOJWSpLHjBjbJsXFgslql6cgRPSVJkep12F977TW5rutlLAAAAABodBTfAAAAAIC427lzpxYvXixJKgmXSZIGnjBIwWRGHRysgScMUiApoIgTUVW0SpJqR2E3tldffVWSFHYq5MpV247Z6n5YuyY5Ng7cqBP7SZIiTqVcOdqxY4eWLVvmcSoAAAAAaFwU3wAAAACAuHv99dfluq5CdkhRNyp/0K/Dj+7ndayEFkwJ6vDRfSVJZZHYSN63335bVVVVjXrc3bt3a9GiRZKkiB077ugT+7G2dzPWtVcbdeicI/crI/Sb6iIJAAAAAPAKa3wDAAAAAOIqEolo7ty5kvYVtL2P6iN/0O9lrBbhsFF9teqdT1RlhxR1oqqoqNC8efN06qmnNtox33rrLbmuq6gbkq2ogkG/hhzdu9GOh4YzDEOjTuqv/zy5QGG7XAEzVUuWLNGePXuUm5vrdTwAAIBmz3FDqrTzvY7RII4b8joC0OQovgEAAAAAcfXBBx+opKREtmvXTsl9+GhGe8dDeqsMderbRVvXbFF5pEKZwQy99tprjVp8f/jhh5JUO3J4yNG9lJQcaLTjIT4Gj+qlV5/5SFVVEdluWJYCWrRokU477TSvowEAADR7phFUstXB6xgNYhosM4VDD1OdAwAAAADi6v3335ckVUQq5Upq36uDstplexuqBTn8mNhFBOXRCknShg0btGvXrkY51u7du7Vx40ZJUtSJXcQwaFSvRjkW4iuY5FffIV0l7Tt3NVPWAwAAAEBLRPENAAAAAIibSCSi5cuXS5Iqo7ERwj2HMi12PHU8rJOSUoJyXEchOyyp8QrNmv3abliuHKWkBtW1d9tGORbir3918R2pLr5XrlypiooKLyMBAAAAQKNhqnMAAAAAQNysWrVKlZWVsl1bYSciQ1Lnfp29jtWimKapTv26aP3SdaqKViloBbR48WKdfvrpcT9WTfFdM2K476AusiyuoU8Uhx3RWZZlyrajctyoolFp+fLlOvroo72OBgAA0KzZbkgV0cRe49tmjW8cgii+AQAAAABx89FHH0mSqqKxF1lad22j5PQULyO1SF36d9X6petUGa1SZjBDq1atUnl5uVJTU+N2jIqKCq1atUrSvhHD/apHECMxJKUE1LNvB639dJuibpUCRpoWLVpE8Q0AAPA9rBawxrfFGt84BHGZNgAAAAAgblasWCFJqorGitLO/SlKG0OHwzrJtExF3aiiTlTRaFSffvppXI/x2WefKRqNjRR2FJVlmepzRKe4HgONr++gLpKkqBO7GKXm/1EAAAAAaGkovgEAAAAAcVFeXq78/Nh0gCEntvZ0hz4dvYzUYgWSAmrTNbbWdrh6ne9169bF9Rg1+7PdiCSpS882SkoOxPUYaHw1FyvYbuznpKCgQAUFBV5GAgAAAIBGQfENAAAAAIiLDRs2SJJsx5bjOjItUzkdWnmcquXK7ZwrSQo7sWK65vsfL+vXr5e0rzDt1L11XPePptG6faaCQb9cuXLcqKR95xYAAAAAWhLW+AYAAAAAxEVNmVZTxGa3y5Hls7yM1KK16hwrosN27Pu9bt06ua4rwzDisv+aEd9O9Yjvjt1z47JfNC3DMNSxWytt/GKHbDci0/Bp/fr1Gj58uNfRAAAAmi3bDanCzvc6RoPYbsjrCECTo/gGAAAAAMRFzYjjSPU05zUjktE4cjvFvr+R6gsNioqKVFBQoFatGj7KvrCwsHY67Jqpzjt143wmqo7dWlcX32H5lRz32QEAAABaGtMIKtnq4HWMBjGNoNcRgCbHVOcAAAAAgLjYvn27JClix6ZTzunINOeNKaN1pnx+n1y5ijqx73nNOWiomtH7jhuVK1eBgE+t22fGZd9oep2qR+vXXMQQ7/XgAQAAAKA5oPgGAAAAAMTFvhHCtiQpNTPNyzgtnmEYSs1MlSTZriMpNlI7HvLz86v3GytK23dpJdPkJYRE1bF6tH7NtPUFBQWqrKz0MhIAAAAAxB1/tQIAAAAAGsx13drStaaETclI8TLSISG5+nvsVF9sUHPxQUPV7MdV7Fxm53IRQyLLahU7f65cSa6k+P2sAAAAAEBzwRrfAAAAAIAGKy4ulm3HyteaEjYlk+K7sdV8j2suNoh78V19LjOyOJeJLJjkV1KSX1VVETmuLdPwqbCwUB07dvQ6GgAAQLPkuCFV2Plex2gQxw15HQFochTfAAAAAIAGqxnt7biOXEmGpKS0ZE8zHQpqRtXbTqygjtdU53v37pUkOYrtN53iO+GlZ6aoqqq4dhR/zTkGAABAfaYRVLLVwesYDWIaQa8jAE2Oqc4BAAAAAA0WDoclSY4bm0bZCvhkWvzJ2dj8Qb+kmimspVAoPqM6agp0t3okeWZ2alz2C+9k5NSdFj9eF0kAAAAAQHPBqxAAAAAAgAarmea8Zv1g0+TPzaZgVH+fa4rvfeehYb4+1Xl6FqP3E13NdPU1I75Z4xsAAABAS8MrEQAAAACABnOrR3qjaRmGUefzeJ2HioqK2P6qC/WUtKS47BfeSU6NTXVZM4q/5hwDAAAAQEvBGt8AAAAAgAazLKv6o1gR6zoU4U3BcWIlplH9fd93Hg6e67q1BXpN8W0xbX3C2/ezETunNT87AAAAqM9xQ6qI5nsdo0EcNz7LIAGJhOIbAAAAANBgfn9sremaAcjRSFSu69YbkYz4siNRSfuK75rz0KB9fsN06azXnvhMq+7/i9Fo1KMkAAAAzZ9pBJXi6+B1jAYxjaDXEYAmx1+uAAAAAIAGy8zMlCRZRmxUqeu6qiqv8jLSIaGiJDZdtWnE/rzPysryMA0SiWnykhAAAACAloW/cgAAAAAADZaVlVU7utuqLmErS1hDuLFVFMe+xzUXHOTk5DR4n980XbpjMy12onPsussPxGNafAAAAABoTpjqHAAAAADQYD6fTxkZGSouLpZpWLJdRxXFFcrp0MrraC1azcUFVvXo3XgU34ZhyDCM2FT1MuRKikbrT3+OxLJvCvvYBSosQwAAAPDtbDek8gRf49tmjW8cgii+AQAAAABxkZOTo+LiYlmGpYgitdNwo3G4rqvy4nJJklk94js7Ozsu+05NTVVZWVnt2uGV5bxolugqymLn0KiekSE1NdXLOAAAAM2aZQSVYiX2Gt8Wa3zjEMRU5wAAAACAuGjbtq0kyWfGStiiHQVexmnxKkoqFK4Ky9C+73nr1q3jsu+aAt2oLtSLC7mIIdGVFMYukjAUv9kBAAAAAKA5ofgGAAAAAMRFjx49JEkBMyBJ2rN1t5dxWry9W/dIknymX4YMpaSkqEOH+IxKadUqNkV9TfFdSvGd8EqLKiXtmx2A4hsAAABAS0PxDQAAAACIi169ekmS/JZfkrR32165rutlpBat5sKCgBn7fvfo0SNu6zbXlKJm9csGJUUU34mu+GsjvuM1LT4AAAAANBes8Q0AAAAAiIva4tv0yZChSDii4l3Fymqb5W2wFqqm+K650KB3795x23dN8V0z4rukqDxu+0bTq6oMKxyOSto34rtmVD8AAADqs92QyqP5XsdoENsNeR0BaHIU3wAAAACAuMjJyVFOTo4KCgoUsPwK2WHtWJ9P8d0IbNvWri93Sto3tXzNhQfxULvGd/Xo4MI9ZXHbN5peUfX5M2RIis0KwFTnAAAA384ygkrxxWcZIa9YRtDrCECTY6pzAAAAAEDcHHHEEZKkJCtJkrRl9WYv47RYuzbuULgqLMswFage8T1gwIC47b9Tp06SJMuI7Xv71gLZthO3/aNp5W2OrQdfcz5zc3MVDPJCKAAAAICWheIbAAAAABA3w4cPlyQl+2LF9/Z1+YqEIl5GapG2rN4iad8FBr17947r1NU9e/aUJJlGzbT1Ue3OL4rb/tG0tm2MTYtvGvGfHQAAAAAAmguKbwAAAABA3AwdOlSWZcln+uQzLNm2rbwvtnkdq0VxXVdbPv1SkpRUfYFBzQUH8ZKVlaXWrVtL2jdKeNuXe+J6DDSdrZvqjvim+AYAAADQErHGNwAAAAAgbtLS0tS/f3+tXLlSyb5klUbK9OUnG9VtYHevo7UYe7fuUWlBqQwZSvLFpqseMWJE3I/Ts2dP7d69OzZK2A0rb9NuDTu2T9yPg8blOI7yt+yVRPENAACwv2w3pPJovtcxGsR2Q15HAJocxTcAAAAAIK5GjhyplStXKsVfXXyv3KTK0golp6d4Ha1FWPPBZ5Ji08kbMtSmTRt17x7/Cwt69eqljz76qLYsrRk1jMSyK69IkXBUhgyZRuxlIIpvAACA72YqqBSrg9cxGsRU0OsIQJNjqnMAAAAAQFwdd9xxCgQC8pt+BcyAHNvR2o++8DpWixCqCGnjx+slSWn+VEnSySefLMMw4n6s3r17S5IsM7Yu9NYNu1RRxqiRRLP209hSA1b1+t65ubnKysryMBEAAAAANA6KbwAAAABAXKWnp2vs2LGS9pWzX3y4Ro7teBmrRVi3+AvZUTt2UYEVkGVZOuWUUxrlWP3795ff75cpS5Z8clxXX6zc2ijHQuP5bPlmSZLPjK0HP3jwYC/jAAAAAECjofgGAAAAAMTduHHjJEkp/mSZhqmyotha3zh4tm1rzcLVkvZdUDB69GhlZ2c3yvGSkpJ05JFHStpXmq5ZsblRjoXGUVEW0qbPd0jadw4bYz14AAAAAGgOWOMbAAAAABB3vXv3Vp8+fbR27Vql+VNVEi7Vx68vVdcju8uyLK/jJaS1H36u0oJSWYapFH+ypH0XGDSWESNGaOnSpfKZSQo5ZVqzYqvsqC3LxzlMBF+s3CrHdWUZPpmyFAgENGjQIK9jAQAANHuOG1J5NN/rGA3iuCxThEMPxTcAAAAAoFH8+Mc/1h//+EelB9JUHilXyZ4SrfvoCx1+dD+voyWcSCiiFXOXSZIyAukyZKhv374aMGBAox53+PDh+tvf/ibLCMiUqarKsDat3aFe/To26nERH6s//lKS5DNio70HDRqkpKQkDxMBAAAkBtMIKtXXwesYDWIaQa8jAE2Oqc4BAAAAAI1i1KhR6tOnjwwZSg+kS5JWvLFM0XDU42SJZ/X8Vaosr5LP8Cm1eprzyZMnyzCMRj1uq1at1Lt3b0n7psr++P31jXpMxEdVZVhrlm+RtO/cDR8+3MtIAAAAANCoKL4BAAAAAI3CMAxNnjxZUmxNap9hqaK0Up+8+bHHyRJLWUGpVr3ziSQpIxi7gOCoo45q9NHeNUaNGiVJ8pspkqQVH21QRRnTJjZ3Hy9cp3A4Kks+WUZAhmFQfAMAAABo0ZjqHAAAAADQaI488kgNHjxYy5cvV1YwU3uqCrTy7RXqckQ3te7Sxut4zZ7rulo4a74i4YiCVkApvuQ6FxQ0hRNPPFH//ve/JTsgy/ArEo5o2cK1OvbUI5osAw6M67r64K3VkiS/FZshYOTIkcrJyfEyFgAAQMKw3ZDKEnyNb5s1vnEIovgGAAAAADSqSy+9VNdcc42SlKQUX7IqopVa8Ow8Tbj+bFk+y+t4zdoXH65R/rp8GTKUHcySJJ188snq1q1bk2XIycnRqFGjtHDhQvnNVNl2kT586zMdc8qARp9qHQdn4+fbtTO/SIYMBapH6p922mkepwIAAEgclhFUqpXYa3xbrPGNQxBTnQMAAAAAGlW3bt107rnnSpKygpmyDFNFO4u0/PVlHidr3koLSrVk9iJJUmYwQz7Tp9zcXP30pz9t8iw1pWnATJYhQ7t3Fmv96rwmz4H98+Fbn0mqmZ7eUMeOHXXkkUd6GwoAAAAAGhnFNwAAAACg0U2cOFE9e/aUaZjKqh65vPKdFdr86Zee5mquIuGI3nnyjdopztP8semqf/3rXys1NbXJ8wwYMECdO3eWZNSu9T3v1ZVNngPfb+/OEq1a+qUk1Y72HjduHKPzAQAAALR4FN8AAAAAgEbn8/l07bXXyufzKdmXVFvkvjfjXRVuL/A4XfPiuq4WPjtfe/P3yjJM5SRlS5JOOeUUDRkyxJNMhmHsG/VtpcmQobWfbtP6zxj13dzM/c8SOY4jn5Ek0/ArGAzqhBNO8DoWAAAAADQ61vgGAAAAADSJbt266eKLL9bjjz+urGCmok5UVeGQ3npirk6/9kwlpSZ5HbFZ+OTN5dr0yUYZMtQqKUeWYaljx4669NJLPc110kkn6bnnnlNBQYH8ZorCTrnmzFqsX935I0YTNxN5m/do+YcbJElBK11SbLR3Wlqal7EAAAASju2GVBbN9zpGg9huyOsIQJOj+AYAAAAANJkJEyZo48aNeuedd5STlK1dFbtVWlCqt5+Yq5OvHCd/wO91RE+tX7pOH7++VFJsPfSAFVBqaqruuOMOpaSkeJotGAxq0qRJeuSRRxS00hVxKrR14259uvRLHXFUd0+zIea155ZIkvxGsizDr5SUFE2cONHjVAAAAInHMoJK9XXwOkaDWEbQ6whAk2OqcwAAAABAkzEMQ1dddZUOO+wwmYapVsmtZMrUzi936q3H5yoajnod0TObVmzQgmfelSSl+9OU6k+RYRi6+eab1bFjR4/TxZx88snq0KGDDJkKmLFRxK8/v0S27XicDBs+y9cXK7fKkKGgL0OS9OMf/1gZGRkeJwMAAACApkHxDQAAAABoUoFAQL/5zW+Uk5Mjv+lTbnKOTBnavj5fbz7+uiKhiNcRm9yGj9dr3vR35EpK9acoMxgrKy+99FLP1vX+Jj6fTxdeeKEkKWilyZCpXduL9P4bn3qc7NBmR229POMDSZLfTJEpS9nZ2TrjjDM8TgYAAAAATYfiGwAAAADQ5HJycvR///d/Sk9PV8AKKDe5VW35PXfaq6osrfA6YpNwXVdrFq7WezPekeu6SvWlKDuYJUk688wzNWHCBG8DfoNjjz1WPXv2lGQoyYoV9K8/v0S7dxR7G+wQ9tbLy7V9a4FMmbVre5933nlKSkryOBkAAAAANB3W+AYAAAAAeKJbt2666667dNttt0nlUm5yrvZU7dWuzbv0ytT/6oSfnqxWnXK9jtlobNvWR/95X1989LkkKc2fqqxgpiRp/Pjx+ulPfyrDMLyM+I0Mw9Dll1+uW2+9VX4zRRGnUpFISLMenadf/PZ0mSbX2DelvC/36J3ZKyRJQStThkx169ZNJ598srfBAAAAEpjthlQWzfc6RoPYbsjrCECTo/gGAAAAAHimZ8+e+uMf/6jbb79dpaWlapOcq71VBSorKtOrD8/WseeNVfdBPb2OGXeVZZV6919vasfGHZKkzECG0gOxNbMnTJigyy67rFmW3jUGDBig8ePH65VXXlGSL0vlkV3avH6nFs79VGN+ONDreIcMO2pr1j/myXEc+Y1k+c1kmaapa6+9Vj4fL/kAAAAcLMsIKtXXwesYDWIZQa8jAE2Oy7ABAAAAAJ7q2bOn7r33XrVu3Vo+06fWKa2VZCUpGonq3aff1gcvLGxR637nfb5Vs+9/UTs27pApQ7lJrWpL70mTJjX70rvG5MmT1b59e5mylGTFRqq//vwS7cov8jbYIeSt/35cO8V5ki92Ds4555zqqegBAAAA4NBC8Q0AAAAA8FzXrl01depU9evXL1YGJ+co3R8rgz//4DP9908vaPv6xJ5qMFwZ1sKZ8zX3H6+pvKRcPtOnNimtleQLKhgM6uabb9aFF16YEKW3JCUlJenqq6+WJPnNFPmMoCIRW/+aOldVFWGP07V8qz/erLdnL5dUd4rzSZMmeZwMAAAAALxB8Q0AAAAAaBaysrL0xz/+UaeccookKTOYodbJreQzLJUWlOq1R/6nD15YqKryKo+THhjXdbX50y/10n3Pa+3iLyRJ6f40tU2pHuHeurXuu+8+HXvssR4nPXADBgzQ6aefLklK9mXLlKXdO4r177+9LcdxPE7Xcu3YVqBnH3lHrisFzFSmOAcAAAAAscY3AAAAAKAZ8fl8uuqqq9SzZ0898cQTUkhqm9pGxaESlUXK9fkHn2nDsnUaePwg9Rs7QP6A3+vI32nHhu1a+r/F2rV5pyTJZ/iUk5SlgBWQJA0aNEg33HCDsrKyPEzZMBdffLFWr16tjRs3KtmXo4roHn2+cqtee26JTps0wut4LU55WZX++ee5CoUi8hnB2mnmJ0+ezBTnAAAAcWK7IZVFEnvGKdsNeR0BaHIU3wAAAACAZsUwDI0bN06DBg3Sgw8+qNWrVysrmKlkX5KKQyUKhyJa9toSfbbgUx154mD1Gt5HgaSA17Frua6r3Zt3acUbH2vb51slSYYMpQdSlR5IlyFDycnJuvTSS3XKKackzNTm3yYYDOr222/Xtddeq+LiYiVZWaq0CzXv1U/UrnOOhh7d2+uILYYdtTXjobdUsLtUpiwl+7IlSccdd5zOOussj9MBAAC0HJYRVJq/g9cxGsQygl5HAJocxTcAAAAAoFnq0KGD7r33Xs2ePVtPP/20FJLapLRWRbRSJaESVZZV6qP/fqBlry1Rr2G9dfjR/ZTdLsezvJFwRBs/3qDP3/9Me/P2SJIMSan+WOFtGbHVxgYNGqRf//rXatOmjWdZ461Nmza67bbb9Jvf/EaKJstxIwo5ZXr+sflKS0/SYQM7ex0x4TmOo+cff0/r1+TLkKEUXysZMtWnTx/96le/SvgLKAAAAACgoSi+AQAAAADNlmEYmjBhgkaMGKEZM2Zo/vz5SvElK8WXrPJIuUrD5YqEIlrz/mda8/5natejnboO7K4u/bsqvVVGo+eLhqPavj5fWz79UptWbFS4KhzLLUMpvmSlB9LkM2N/erdr104/+clPNGbMmBZZUvbv318///nP9fDDDytoZchxbUXsSj31lzf00xtOVa9+Hb2OmLBc19V//rlQy95fF5sxwMqWafiUk5Oj22+/XYFA85nxAAAAAAC8QvENAAAAAGj22rVrpxtuuEFnn322nnrqKS1dulSp/lSl+lMVskMqi5SrKlqlHRt3aMfGHVr03w+V3S5bXfp3VZse7ZTbKVfJ6SkNzmFHbRVuL9CeLbu17fOtyl+bp2gkWnu7z7Cqc6XIrB7hnZWVpfPOO0+nnHKKfL6W/Wf4Kaecoi+//FKvvPJKbBruqKtIpEpPPjBXP73+FMrvg+C6rv7z5AItnve5DElJVpZ8ZpICgYBuv/125eR4N8sBAABASxV1QypN8DW+o6zxjUNQy/6LGwAAAADQonTv3l133nmnPv30U7300ktavHixglZQQSso27VVGa1SZbRKYTukwh2FKtxRKL0d+9rUjFS16pyrrLZZSslIVXJmilIyUpSclizTZ8k0DbmSXNtRuDKs8pJyVZZUqqK4XGWFZdq7bY8KdxTIsZ06mSzDUrIvScm+JAWtfevotWnTRqeddprGjRun5OTkJvwueevyyy9XaWmp5s2bp2RfjtxogSLhKj15/+u66OqTdPiRXbyOmDAcx9Fz/5hfPdJbSrKy5TeT5fP59Jvf/EZ9+vTxOiIAAECLZBlBpflY4xtINBTfAAAAAICEM2DAAA0YMEC7du3S66+/rrlz56q4uFhp/lSl+VPluI6q7JBC0ZDCTlgRJ6ryknKVry7XltWbG3Rs0zAVMP0KWAEl+5LkN/21txmGoaFDh+q0007T0KFDZZpmQx9qwjFNU9dee60ikYjef/99pfhyVBktUCRSpX/++Q2defHRGnlcX69jNnuV5SE988g7+nzl1jqlt2VZuuWWWzR06FCvIwIAAABAs0LxDQAAAABIWG3atNFFF12k8847T0uXLtXixYu1ePFiFRcX164FLkmuXEXsiMJORFEnKsd1ZLu2bMeW4zpyq+8lxdbeNg1DpmHJMixZhinLtOQ3fQqYAVmmVSeDYRjq16+fRowYodGjR6tdu3ZN+j1ojizL0o033ijDMLRw4UIl+3Iku1ARp1L/eXKB8jfv1YQLR8nyWd+/s0PQ7h3F+ucDr2v3juLaNb19ZpJ8Pp9uueUWjRw50uuIAAAAANDsUHwDAAAAABKe3+/XqFGjNGrUKDmOoy+++EKLFi3SZ599pg0bNigUCilgBRSwAnE5XocOHdS7d28NHTpUw4YNU0ZGRlz225L4fD7deOONCgQCeuedd5RsZcuUXyGnRB++/Zl25RfqJ786SanpSV5HbVa+WLlVM/76tqoqwzJlKdmXI8vwy+/36ze/+Y2GDRvmdUQAAAAAaJYovgEAAAAALYppmurbt6/69o1Np+04jrZt26b169dr48aN2rNnjwoLC1VQUKCCggKFQqF6+zAMQ1lZWcrJyal969Chg3r16qWePXsqLS2tqR9WQrIsS9dcc41ycnL0wgsvKGilyTJ8qrQLtWHNdj30u5d04VUnqnOP1l5H9ZzjOJr36kq9/vxiua7kMwJK9uXIkKnMzEzddttt6t+/v9cxAQAADgm2G1JpJN/rGA1iu/X/zgFaOopvAAAAAECLZpqmunTpoi5duuj444+vc5vrugqHw7JtW9FoVKZpyrIsBQIBWRbTcMeDaZq6+OKL1a1bNz300ENSWEo1WqsiulcFu0v11zv/qx+MP1InnTlUPv+h+T3ftb1Iz/1jvjav3ylJCpgpSrKyJEk9evTQb3/7W7VuzcUBAAAATcUygkrzd/A6RoNYRtDrCEC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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"plt.figure(figsize=(7,5), dpi=300)\n",
"plt.scatter(df['y4'], df['y5'], c=df['y6'], s=df['y6']*100,cmap='summer',\n",
" edgecolor='black', linewidth=1, alpha=0.75)\n",
"\n",
"cbar = plt.colorbar()\n",
"cbar.set_label('Y6數值大小')\n",
"\n",
"# plt.xscale('log')\n",
"# plt.yscale('log')\n",
"\n",
"plt.title('3D Scatterplot')\n",
"plt.xlabel('Y1')\n",
"plt.ylabel('Y2')\n",
"\n",
"plt.ylim((0,13))\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Complex Graphs\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" x | \n",
" y1 | \n",
" y2 | \n",
" y3 | \n",
" y4 | \n",
" y5 | \n",
" y6 | \n",
" y7 | \n",
" y8 | \n",
" y9 | \n",
" y10 | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" 0.953949 | \n",
" 2.878138 | \n",
" 8.866186 | \n",
" 7.169483 | \n",
" 4.894806 | \n",
" 1.383657 | \n",
" 5.207700 | \n",
" 2.749603 | \n",
" 3.777047 | \n",
" 4.338875 | \n",
"
\n",
" \n",
" 1 | \n",
" 2 | \n",
" 0.148130 | \n",
" 2.182593 | \n",
" 11.399598 | \n",
" 5.671996 | \n",
" 5.013517 | \n",
" 2.503236 | \n",
" 5.270997 | \n",
" 3.332785 | \n",
" 4.707431 | \n",
" 3.470963 | \n",
"
\n",
" \n",
" 2 | \n",
" 3 | \n",
" 0.401601 | \n",
" 3.342006 | \n",
" 12.787722 | \n",
" 7.898548 | \n",
" 6.005761 | \n",
" 5.079653 | \n",
" 7.948136 | \n",
" 7.321007 | \n",
" 5.849269 | \n",
" 3.589841 | \n",
"
\n",
" \n",
" 3 | \n",
" 4 | \n",
" 1.325920 | \n",
" 4.496024 | \n",
" 15.672599 | \n",
" 9.664751 | \n",
" 6.800054 | \n",
" 3.797002 | \n",
" 8.461314 | \n",
" 7.364939 | \n",
" 7.597704 | \n",
" 4.230760 | \n",
"
\n",
" \n",
" 4 | \n",
" 5 | \n",
" 0.045468 | \n",
" 4.553081 | \n",
" 14.898799 | \n",
" 10.109224 | \n",
" 6.771789 | \n",
" 6.317487 | \n",
" 9.446912 | \n",
" 9.109398 | \n",
" 7.054921 | \n",
" 5.494813 | \n",
"
\n",
" \n",
" 5 | \n",
" 6 | \n",
" 0.385796 | \n",
" 6.015589 | \n",
" 15.090889 | \n",
" 10.442972 | \n",
" 9.406430 | \n",
" 5.064227 | \n",
" 10.006732 | \n",
" 6.563899 | \n",
" 12.320422 | \n",
" 7.353816 | \n",
"
\n",
" \n",
" 6 | \n",
" 7 | \n",
" 0.316242 | \n",
" 5.671259 | \n",
" 17.911464 | \n",
" 11.287174 | \n",
" 9.375809 | \n",
" 7.951598 | \n",
" 9.014010 | \n",
" 11.649927 | \n",
" 11.138327 | \n",
" 7.948010 | \n",
"
\n",
" \n",
" 7 | \n",
" 8 | \n",
" 1.639019 | \n",
" 7.694177 | \n",
" 19.323432 | \n",
" 12.289224 | \n",
" 7.487505 | \n",
" 8.626360 | \n",
" 12.696997 | \n",
" 11.324753 | \n",
" 9.214215 | \n",
" 8.570674 | \n",
"
\n",
" \n",
" 8 | \n",
" 9 | \n",
" -0.886327 | \n",
" 10.187601 | \n",
" 18.373330 | \n",
" 14.499094 | \n",
" 4.679189 | \n",
" 10.825828 | \n",
" 13.044199 | \n",
" 10.468501 | \n",
" 11.931833 | \n",
" 9.631274 | \n",
"
\n",
" \n",
" 9 | \n",
" 10 | \n",
" -0.261461 | \n",
" 8.573481 | \n",
" 19.369957 | \n",
" 13.711514 | \n",
" 7.270583 | \n",
" 11.427754 | \n",
" 13.084936 | \n",
" 13.267057 | \n",
" 13.893086 | \n",
" 11.912090 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" x y1 y2 y3 y4 y5 y6 \\\n",
"0 1 0.953949 2.878138 8.866186 7.169483 4.894806 1.383657 \n",
"1 2 0.148130 2.182593 11.399598 5.671996 5.013517 2.503236 \n",
"2 3 0.401601 3.342006 12.787722 7.898548 6.005761 5.079653 \n",
"3 4 1.325920 4.496024 15.672599 9.664751 6.800054 3.797002 \n",
"4 5 0.045468 4.553081 14.898799 10.109224 6.771789 6.317487 \n",
"5 6 0.385796 6.015589 15.090889 10.442972 9.406430 5.064227 \n",
"6 7 0.316242 5.671259 17.911464 11.287174 9.375809 7.951598 \n",
"7 8 1.639019 7.694177 19.323432 12.289224 7.487505 8.626360 \n",
"8 9 -0.886327 10.187601 18.373330 14.499094 4.679189 10.825828 \n",
"9 10 -0.261461 8.573481 19.369957 13.711514 7.270583 11.427754 \n",
"\n",
" y7 y8 y9 y10 \n",
"0 5.207700 2.749603 3.777047 4.338875 \n",
"1 5.270997 3.332785 4.707431 3.470963 \n",
"2 7.948136 7.321007 5.849269 3.589841 \n",
"3 8.461314 7.364939 7.597704 4.230760 \n",
"4 9.446912 9.109398 7.054921 5.494813 \n",
"5 10.006732 6.563899 12.320422 7.353816 \n",
"6 9.014010 11.649927 11.138327 7.948010 \n",
"7 12.696997 11.324753 9.214215 8.570674 \n",
"8 13.044199 10.468501 11.931833 9.631274 \n",
"9 13.084936 13.267057 13.893086 11.912090 "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Score')"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# create a color palette\n",
"palette = plt.get_cmap('Set1')\n",
" \n",
"# multiple line plot\n",
"num=0\n",
"#plt.figure(figsize=(5,3), dpi=150)\n",
"for column in df.drop(['x','y10'], axis=1):\n",
" num+=1\n",
" plt.plot(df['x'], df[column], marker='', color=palette(num), linewidth=1, alpha=0.9, label=column)\n",
" \n",
"plt.legend(loc=2, ncol=2)\n",
" \n",
"# Add titles\n",
"plt.title(\"Line Plot With Several Values\", loc='left', fontsize=12, fontweight=0, color='orange')\n",
"plt.xlabel(\"Time\")\n",
"plt.ylabel(\"Score\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.0, 0.5, 'Common Y')"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"plt.style.use('ggplot')\n",
"\n",
"df_columns = df.drop(['x','y1'], axis=1).columns\n",
"palette = plt.get_cmap('tab20')\n",
"\n",
"num=0\n",
"\n",
"fig, ax = plt.subplots(nrows=3, ncols=3, sharex=True, sharey=True, figsize=(8, 6), dpi=100)\n",
"\n",
"for row in range(3):\n",
" for col in range(3):\n",
" ax[row,col].plot(df['x'],df[df_columns[num]],color=palette(num), linewidth=1.9, alpha=0.9, label=df_columns[num])\n",
" ax[row,col].set_title(df_columns[num],loc='left', fontsize=14,color=palette(num))\n",
" num+=1\n",
"fig.suptitle(\"Facet Grids\", fontsize=14, fontweight=0, color='black', style='italic', y=1.02)\n",
"fig.text(0.5, 0.0, 'Common X', ha='center', fontsize=14)\n",
"fig.text(0.0, 0.5, 'Common Y', va='center', rotation='vertical', fontsize=14)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Seaborn Module\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Two Types of Functions\n",
"\n",
"- Figure-level functions (Generic)\n",
"- Axex-level functions (Specific)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"## Change the DPI\n",
"\n",
"import seaborn as sns\n",
"sns.set(rc={\"figure.dpi\":300, 'savefig.dpi':300})\n",
"sns.set_context('notebook')\n",
"sns.set_style(\"ticks\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"sns.set(style='darkgrid')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" species | \n",
" island | \n",
" bill_length_mm | \n",
" bill_depth_mm | \n",
" flipper_length_mm | \n",
" body_mass_g | \n",
" sex | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" Adelie | \n",
" Torgersen | \n",
" 39.1 | \n",
" 18.7 | \n",
" 181.0 | \n",
" 3750.0 | \n",
" Male | \n",
"
\n",
" \n",
" 1 | \n",
" Adelie | \n",
" Torgersen | \n",
" 39.5 | \n",
" 17.4 | \n",
" 186.0 | \n",
" 3800.0 | \n",
" Female | \n",
"
\n",
" \n",
" 2 | \n",
" Adelie | \n",
" Torgersen | \n",
" 40.3 | \n",
" 18.0 | \n",
" 195.0 | \n",
" 3250.0 | \n",
" Female | \n",
"
\n",
" \n",
" 3 | \n",
" Adelie | \n",
" Torgersen | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 4 | \n",
" Adelie | \n",
" Torgersen | \n",
" 36.7 | \n",
" 19.3 | \n",
" 193.0 | \n",
" 3450.0 | \n",
" Female | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" species island bill_length_mm bill_depth_mm flipper_length_mm \\\n",
"0 Adelie Torgersen 39.1 18.7 181.0 \n",
"1 Adelie Torgersen 39.5 17.4 186.0 \n",
"2 Adelie Torgersen 40.3 18.0 195.0 \n",
"3 Adelie Torgersen NaN NaN NaN \n",
"4 Adelie Torgersen 36.7 19.3 193.0 \n",
"\n",
" body_mass_g sex \n",
"0 3750.0 Male \n",
"1 3800.0 Female \n",
"2 3250.0 Female \n",
"3 NaN NaN \n",
"4 3450.0 Female "
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"penguins = sns.load_dataset('penguins')\n",
"penguins.head()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.11.0\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# histogram\n",
"print(sns.__version__) # seaborn>=0.11.0\n",
"sns.displot(data=penguins, x=\"flipper_length_mm\", hue=\"species\", multiple=\"stack\")\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.displot(data=penguins, x=\"flipper_length_mm\", hue=\"species\", multiple=\"stack\")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.displot(data=penguins, x=\"flipper_length_mm\", hue=\"species\", col=\"species\")"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## kernel density plot\n",
"sns.kdeplot(data=penguins, x='flipper_length_mm', hue='species', multiple=\"stack\")"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.displot(data=penguins, x=\"flipper_length_mm\", hue=\"species\", multiple=\"stack\", kind=\"kde\")\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tips = sns.load_dataset(\"tips\")\n",
"\n",
"g = sns.relplot(data=tips, x=\"total_bill\", y=\"tip\")\n",
"g.ax.axline(xy1=(10,2), slope=.2, color=\"b\", dashes=(5,2))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.relplot(data=penguins, x=\"flipper_length_mm\", y=\"bill_length_mm\", col=\"sex\")\n",
"g.set_axis_labels(\"Flipper length (mm)\", \"Bill length (mm)\")"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(data=penguins, x='species', y='flipper_length_mm', kind=\"box\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- `jointplot()`: plots the relationship or joint distribution of two variables while adding marginal axes that show the univariate distribution of each one separately"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(data=penguins, x=\"flipper_length_mm\", y=\"bill_length_mm\", hue=\"species\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- `pairplot()`: visualizes every pairwise combination of variables simultaneously in a data frame\n"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data=penguins, hue=\"species\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Long-format vs. Wide-format Data"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" year | \n",
" month | \n",
" passengers | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1949 | \n",
" Jan | \n",
" 112 | \n",
"
\n",
" \n",
" 1 | \n",
" 1949 | \n",
" Feb | \n",
" 118 | \n",
"
\n",
" \n",
" 2 | \n",
" 1949 | \n",
" Mar | \n",
" 132 | \n",
"
\n",
" \n",
" 3 | \n",
" 1949 | \n",
" Apr | \n",
" 129 | \n",
"
\n",
" \n",
" 4 | \n",
" 1949 | \n",
" May | \n",
" 121 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" year month passengers\n",
"0 1949 Jan 112\n",
"1 1949 Feb 118\n",
"2 1949 Mar 132\n",
"3 1949 Apr 129\n",
"4 1949 May 121"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"flights = sns.load_dataset(\"flights\")\n",
"flights.head()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.relplot(data=flights, x=\"year\", y=\"passengers\", hue=\"month\", kind=\"line\")\n"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.relplot(data=flights, x=\"month\", y=\"passengers\", hue=\"year\", kind=\"line\")"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" month | \n",
" Jan | \n",
" Feb | \n",
" Mar | \n",
" Apr | \n",
" May | \n",
" Jun | \n",
" Jul | \n",
" Aug | \n",
" Sep | \n",
" Oct | \n",
" Nov | \n",
" Dec | \n",
"
\n",
" \n",
" year | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 1949 | \n",
" 112 | \n",
" 118 | \n",
" 132 | \n",
" 129 | \n",
" 121 | \n",
" 135 | \n",
" 148 | \n",
" 148 | \n",
" 136 | \n",
" 119 | \n",
" 104 | \n",
" 118 | \n",
"
\n",
" \n",
" 1950 | \n",
" 115 | \n",
" 126 | \n",
" 141 | \n",
" 135 | \n",
" 125 | \n",
" 149 | \n",
" 170 | \n",
" 170 | \n",
" 158 | \n",
" 133 | \n",
" 114 | \n",
" 140 | \n",
"
\n",
" \n",
" 1951 | \n",
" 145 | \n",
" 150 | \n",
" 178 | \n",
" 163 | \n",
" 172 | \n",
" 178 | \n",
" 199 | \n",
" 199 | \n",
" 184 | \n",
" 162 | \n",
" 146 | \n",
" 166 | \n",
"
\n",
" \n",
" 1952 | \n",
" 171 | \n",
" 180 | \n",
" 193 | \n",
" 181 | \n",
" 183 | \n",
" 218 | \n",
" 230 | \n",
" 242 | \n",
" 209 | \n",
" 191 | \n",
" 172 | \n",
" 194 | \n",
"
\n",
" \n",
" 1953 | \n",
" 196 | \n",
" 196 | \n",
" 236 | \n",
" 235 | \n",
" 229 | \n",
" 243 | \n",
" 264 | \n",
" 272 | \n",
" 237 | \n",
" 211 | \n",
" 180 | \n",
" 201 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"month Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec\n",
"year \n",
"1949 112 118 132 129 121 135 148 148 136 119 104 118\n",
"1950 115 126 141 135 125 149 170 170 158 133 114 140\n",
"1951 145 150 178 163 172 178 199 199 184 162 146 166\n",
"1952 171 180 193 181 183 218 230 242 209 191 172 194\n",
"1953 196 196 236 235 229 243 264 272 237 211 180 201"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"flights_wide = flights.pivot(index=\"year\", columns=\"month\", values=\"passengers\")\n",
"flights_wide.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"print(type(flights_wide))"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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QwDY1/yk+7XRaS9kJt+aDMAA8xGq1SqWnVJWzwQuNl8hq44Z8LVVUWEc9MWSqR9uc89Hzbk3PMQMAAD0DwFNMJpNKggIUMn6Mx9uuytkgkyuXiwMNRM8AAEAYAAAIAwCACAMAgPzkADL33gcA7/KLMKi5KOOYolw4myLUcfN9126qb+Hm+/BTVqtVRmmpKnIyPd62YT0pq63K4+2i+fKLMJCkqPAILf7DaI+3O/vDdz3eJgD4G78JAwB1mUwmnQoKUbvxkz3edkVOpkzhoR5vF80XB5ABAIQBAIAwAACIMAAAiDAAAIgwAACIU0vr5c4Vz5J3H0UHwHda82ff5TBYt26dXn31VUlShw4dtGDBAnXr1k2ZmZnKycmRzWbT4MGDNXfuXIWEhMhut2vp0qXaunWrbDabkpKSNHXqVAUEBHhrWTym5ornfHUOc63j1C6w5glU9uJjTqc9XmZv1LwB8J7CwgJZjhWoc3gXl6ZvF1hzLYa92Pnn+nhpYaPmzdtcCoNvv/1Wy5Yt08aNG3XuuefqjTfe0Pz58zVlyhStXbtWOTk5CgsL04wZM5SVlaX09HRlZ2frwIED2rhxo+x2u9LS0tStWzclJCR4e5k8onNYoB4ZGu7xdudvL/V4mwA8p3N4Fz38+yc83u7DO+Z4vE1PcmnT96KLLtL27dt17rnnqrq6WseOHVOHDh2Ul5enhIQERUREKCgoSKmpqcrNzZUk5eXlKSUlRW3atFG7du00btw4x7jmKCDgpx9f1/NFTV/X+2VNX9fjPfV8Pd5Tz9fz5XvqjMu7iUJCQrR3717dc889Ki8vV2Zmpp577jnFxsY6pomOjpbZbJYkmc1mRUdH1zvOHR06hCsoKFA2t1/puqCgQHXqFFHnd2/uzPllvdphLaVefTV9Xc/bNVv3e+qdT8ev1/Pep7/+z773Pv2/tozeWsL66v0atw4gX3bZZdq5c6e2bNmi9PR09evX74xjALW/G4ZxxrjAQPdX3qKiUtls3t3PbrPZ9cMPJXV+92U9b9f0db36avKeer4m76nna7bk99RZKLj07Zyfn69PPvnE8XtcXJzjILHFYnEMt1gsiomJkSSdd955Z4zr2rWr60vhY4bx04+v6/mipq/r/bKmr+vxnnq+Hu+p5+v58j11xqUwKC4u1rRp01RQUHMa1fbt2xUYGKhbbrlF77//vqxWq+x2u7KzszV8+HBJUnx8vNavX6/KykpVVFRo3bp1jnEAgObFpd1El1xyiWbPnq3bbrtNgYGBMplMeuWVV9SnTx99++23Sk1NVXV1tfr376+MjAxJ0oQJE5Sfn6/k5GRVVVUpLi5OKSkpXl0YAEDDuHzMYOzYsRo7duwZw9PS0pSWlnbG8KCgIM2cOVMzZ85s3BwCALyOK5DRYlmtVqm0TNWrP3E+sTuKy2StDvJsm0AT495EAAB6Bmi5TCaTSoJtCr7uKo+2W736E5nCTB5t019YrVZVlZbpu9XzPdpuVXGhrNVhHm0T7qFnAACgZwDAdSaTSaeD26vbdY94tN3vVs+XycUbQ8I7ePcBAIQBAIAwAACIMAAAiDAAAIgwAACIMAAAiDAAAIgwAACIMAAAiDAAAIgwAACIMAAAiDAAAIgwAACIMAAAiDAAAIgnnQFAk7JarSovK9Wcj573aLuWshMKDQh3eXrCoJmwWq0qK5Ve22zzaLsnT0lhhrXeeqWlUt5Gj5aTJJWWSLLXrWm1WlVdKhWuNjxer7pYslafuYzwfzWfizK9vn6Wx9sutlpUZQvzeLv+ijAAgCZkMplkMtrqiSFTPdrunI+el0xtXZ6eMGgmTCaT2gRYNWlkkEfbfW2zTe0iTPXWU6BV8YkeLSepprdhal+3pslkUnmwVV2uC/B4vcLVhkxhZy4j/J/JZFJIUIRuHrvE422/vn6WQsM9vz76Kw4gAwAIAwAAYQAAEGEAABBhAAAQYQAAEGEAABBhAAAQYQAAEGEAABC3owD8mmE9qYqcTNemrSiTJAW0c35zNsN6UgoPbcyswc8QBoCf6tIl2q3pLaeKJUlRrnzJh4e63T78G2EA+Kl7773frelnz54mSVq8+GnPzwz8HscMAACEAQDAT3YTWa1WlZee0uwP3/V425bSEoXK80/fQitlLVFVzgbn01VU1Pzbrp3L7So8ouHzBTjhF2EA+AN3DrhaTpVKkqJc/YIPj+CALrzKL8LAZDLJpAAt/sNoj7c9+8N3JRNbXGg8dw7ocjC3eap5OH2ZHt4xx+NtHy8rVGhA833mMscMAAD+0TMAAF8wmUxqb7TXw79/wuNtP7xjjgJNzXf7mzCoR01X0a7520s93vbxMrtCA6webxcAGqP5xhQAwGfoGdSjpqt4So8MDfd42/O3lyrQZPJ4uwDQGPQMAAD0DNDCFZepevUnzqcrr6z5N7SNS20qrEPj5gtoZggDtFhuXQRWUiBJinLlSz6sAxeAocUhDNBicREY4DqXwmDVqlV6++23FRAQoNDQUD3wwAPq16+fMjMzlZOTI5vNpsGDB2vu3LkKCQmR3W7X0qVLtXXrVtlsNiUlJWnq1KkKCAjw9vIA8LKq4kJ9t3q+0+ls5SWSpKBQ51f4VxUXSmH0tpqS0zD4/PPPtXLlSq1bt04dO3bUX//6V91xxx167LHHtHbtWuXk5CgsLEwzZsxQVlaW0tPTlZ2drQMHDmjjxo2y2+1KS0tTt27dlJCQ4ItlAuAl7u16K5ckdQ6LdD5xWDS73pqY0zCIjIzUo48+qo4dO0qS+vXrpx9//FF5eXlKSEhQRERN6qempmrBggVKT09XXl6eUlJS1KZNzcG4cePGKTc3t1mHga87LS29XlPU9EQ9f5xnX9a87z7Xd73NmjVNkrRkydMNL+gDLf1v7mo9p2HQvXt3de/eXZJkt9v1+OOP6+qrr5bZbFZsbKxjuujoaJnNZkmS2WxWdHR0vePc1aFDuIKCAmVr0KtdExQUqE6dIur8bvdhvdphLaVefTV9Xa8hr5fUqDaac72mqOmJejVteO/TX/9n33uf/l/7LHprCd35XLh8APnUqVOaNWuWTpw4oZUrV2r69OlnHAOo/d0wjDPGBQY27MugqKhUNps3v5olm82uH34oqfO7L+t5u6av69VXsyneU3dfL6lRbTTnek1R0xP1WsN66qvPvrNQcCkMvvvuO2VkZKhfv35avny52rZtq5iYGFksFsc0FotFMTExkqTzzjvvjHFdu3Z1e0F8yfDx821aer2mqOmJev44z829ZlMsozta+vvhaj2nm+vHjh3TxIkTNX78eC1ZskRt27aVJMXHx+v999+X1WqV3W5Xdna2hg8f7hi3fv16VVZWqqKiQuvWrXOMAwA0P057BpmZmbJarXr33Xf17rs/PXZy5cqVSklJUWpqqqqrq9W/f39lZGRIkiZMmKD8/HwlJyerqqpKcXFxSklJ8d5SAAAaxWkYzJs3T/Pmzat3XFpamtLS0s4YHhQUpJkzZ2rmzJmNn0MAgNdxBXIzcvKU9Npm5+cVlJ2u+TesrWttRvNUTwBOEAbNhDsX3BSX1dxHp12E89dER7jXNgDfs5Sd0JyPnnc6nbWy5oFbpjbOb69vKTuhqEjXT9whDJoJ7qMDtE7ubKyVW4okSabIjk6njYrs6lbbhAGAZq3YatHr62c5na68ouZxsqHtXHt4VLHVotDwpu81N5cNQcIAQLPlzpat9VTNvZA6hrtwLyRJoeHcD+nnCAP4THWxVLjatStg7DWfawWGutauwho+X2i+mstWc2tAGMAn3N0C++lhMy68LoyD5EBjEQatWGmJlLfR+XSnK2r+bdvO9XZN7esOc2cLT2IrD/A1wqCVcuu+9KU1W+mm9q69xtSeLXXA3xAGrRT7YgH8HGHwK46X2TV/e6lL05ZU1hwUjWjj/CkSx8vsinLtZAcA8BnCoB7u7uKosNTsRomMdP66qEh2oQBofgiDenCwE0Br491nEQIA/AI9AwD4meOlhXp4xxyXpi2prHmkZEQb57cGPl5aqCgXdiU3Fb8JA0tpiWZ/+K7T6az/Pine5OJJ8ZbSEkWZuMczgIYcL6y5VD4y0vlZIVGRzfv2F34RBu7d1e/ft3h18Qs+yhTRrP9AAHynNR8v9Isw4Jx4APAuDiADAAgDAABhAAAQYQAAEGEAABBhAAAQYQAAkJ9cZwD4s9zcHO3atbPOMMu/73Rbe13Mz1155SAlJ4/3aL2z1WxsPbQMhAHQBEJDw1pFTfgPwgDwsuTk8T7d8vZ1PbQMHDMAABAGAADCAAAgwgAAIA4gA2gkd09llTidtTkiDNCq8MXlO5zK6l8IA0B8cTUGp7K2DIRBM8ZWrOfxxQXUjzDwQ2zFAvA0wqAZa4qtWF/fRwdA80AYwCl6IkDLRxigDvapA60TF50BAAgDAAC7idDEeBAL0DwQBm7gi8t3OGiNs2npZ701xTVGhIEH8MXVcBywhqe0hs+hN5eRMHADX1xA89DSP4tNsXwcQAYA+HfPoKXvNwQAX/HrMKhPa9hvCACe5tdh0NL3GwKAr3DMAABAGAAApADDMAxXJ3766ad1/PhxPfbYY5KkDRs2aOXKlaqurlafPn20cOFCtW/fXpKUmZmpnJwc2Ww2DR48WHPnzlVISIjbM1hUVKrqarvbrwMAT3F2EVhUVHSd4c3xZJXOnSPOOt6lnkF+fr6mTp2qrKwsx7BvvvlGixcv1p///Gf95S9/UXR0tJYsWSJJ2r59u9auXaucnBxt3rxZJ06cqPNaAGgJQkPDWsxJKy71DJYtW6bo6GgdP37c0TN48cUXdfjwYT3xxBOSpCNHjmj06NH67LPPNH/+fEVHR+vOO++UJO3atUsLFizQpk2b3J5BegYA0HjOegYunU107733SpJWrFjhGGY2m9W1a1fH79HR0SorK9PJkydlNpsVGxtbZ5zZbHZrxn8uIKDBLwUAuKBRp5YG1PMtXTvsl+Pqm9YVHTqEN+h1AADXNTgMYmJilJ+f7/jdYrEoPDxckZGRiomJkcViqTMuJiamQXWKikpls7GbCAAao1MnD+wmqs8f/vAH3XrrrbJYLIqKitJbb72luLg4BQYGKj4+XkuWLNHEiRPVvn17ZWdna/jw4Q0tJdfPdwIANESDw6BHjx6aNWuWpkyZoqqqKnXr1k2LFi2SJA0ZMkQHDx5Uamqqqqur1b9/f2VkZHhspgEAnuXWdQZNgbOJAKDxPHKdAQCgZSMMAACEAQCAMAAAiDAAAIgwAACIMAAAyA8eexkURF4BgLc1+4vOAADex2Y3AIAwAAAQBgAAEQYAABEGAAARBgAAEQYAABEGAAARBgAAEQYAALWAMIiPj9fu3bu91n6vXr2UkJCgMWPGOH5uv/12l15XUFDgdr38/Hz16tVL48aNO2Pcs88+q169emnv3r1ut+sqwzA0fPhwjRkzxivtN/Xy1fL2etPQurt371Z8fHyD2/f23+/nvvzyS02aNEmJiYlKTEzUzTffrH379nm97po1a5SUlKRRo0YpISFBd999tw4ePOh0XufMmeNWndp19Y033qgzfMOGDbrpppvcnm9nfv5dk5iYqGuvvVbLly9XdXW1x2vVp9nfqK45yMzMVHR0tM/qBQUF6fjx4zp48KC6d+8uqeZD/v777ysyMtKrtT/66CN17NhRRUVF+tvf/qbf/e53Hq/RlMvX0vni7ydJlZWVuu222/TCCy9owIABkqSdO3dq8uTJ2rp1q9f+jkuXLtXu3bv19NNP68ILL5RhGHrvvfd0/fXX680331SvXr3qfd3//d//yWw2u10vICBAy5cv1+WXX67evXs3dvad+vl3TVFRkW6//XaVlpbqwQcf9Hptv+8Z1NqxY4euv/56jRs3TkOHDtW8efMk1aT7kCFD9Pjjj2v8+PGKi4vTO++845GahYWFuvvuuzV27FglJiZq8eLFdVL8+eefV3JyshITE92uOXr0aG3YsMHx+65du9S7d2+1b99ekvTOO+9owoQJGjt2rIYOHaoVK1ZIqtmyTEhI0A033KBRo0apuLjYrbpvvfWWrrnmGo0ZM0Z//vOfJdW8h4MHD9YDDzzg2CL78MMPJUnr16/X9ddfr5SUFKWkpMhms3l1+R5++GE9/vjjjtft3LlTycnJbi3jz/2yB9e3b1/l5+dr9+7dSklJ0Zw5c5ScnKyRI0fq448/bnAdV+s21q/9/fr27euYpqCgwPGlabfbtXTpUsXFxWns2LF64oknNGzYMKd1ysvLZbVaVV5e7hg2aNAgPfXUUwoKCtL+/ft14403Kjk5WUlJSY71f/fu3RozZozuuusujR49WmPGjNEXX3zh0rIVFBQoKytLS5cu1YUXXiip5ss6MTFRY8aM0fLly/Xjjz/q7rvv1ogRIzRq1Cg9/fTTOnz4sJ599lnt379f06ZNc6lWrcDAQN11112aPn16nWWVpOrqaj3xxBO69tprlZiYqHvuuUfHjx9XSUmJYmNjdezYMce0GRkZWrVqlVu1O3TooNmzZys7O1unTp2SJOXm5mrs2LFKSkrSxIkTtX//fkmSzWbTkiVLNGLECEdvqfY1LjP8XFxcnPHJJ58YkyZNMr7++mvDMAzDarUal19+ufH3v//dOHLkiNGzZ09j06ZNhmEYxpYtW4wrr7zS5fZ79uxpXHvttcbo0aMdP1999ZVhGIYxadIkR7uVlZXGXXfdZbzyyiuO161YscIwDMM4evSoccUVVxj/+te/nNY7cuSI0adPH+PgwYPG1VdfbdjtdsMwDOPee+81tm3bZlxzzTXGp59+aowfP94oLCx0tN+7d2/jxx9/NHbt2mX07NnTOHTokMvLWOvw4cNG3759jWPHjhlHjx41+vTpY/zrX/9yvIc5OTmGYRjGvn37jNjYWOPHH3801q1bZwwYMMAoKipyqUZjl++bb74xrrjiCqOiosIwDMOYOnWqsWbNGreXNS4uzvFemc1mx/A+ffoYR44cMXbt2mX06tXL2L9/v2EYhvHaa68ZKSkpbtdpSN24uLgGtX22v1+fPn0c05nNZqNnz56GYRjGmjVrjHHjxhmlpaWGzWYzZs+ebVxzzTUu1cvKyjIuvfRS4+qrrzamT59uvPXWW0ZxcbFx8uRJIz4+3rEOnjhxwoiPjzf27dvneF937txpGIZhbNq0yRg0aJBRWVnptN7mzZuNgQMH1jvuww8/NAYMGGDcfffdxqOPPmrY7XajrKzMGDdunLFnzx5j3bp1xqRJk1xarlq175vdbjemTJlizJ071zAMw3jnnXeMG2+80VixYoUxZcoU4/Tp04ZhGMZTTz3lqDFnzhzjueeeMwzDMAoLC43LLrvMKCkpOWu9X64ThmEYpaWlRs+ePY39+/cbe/bsMSZMmGCcOnXKMAzDOHDggPG73/3OKCsrM958801jwoQJRmlpqWEYhjFv3jzj5Zdfdmt5W8RuooCAAL3wwgvatm2b8vLy9N133+n06dMqKyvTOeeco4CAAMfWTt++fXXixAm32q9vN1FZWZl27dqloqIivfjii5KkiooKtW3b1jHNDTfcIEmKiYnRwIED9cknn6hHjx4u1bzooovUpUsX7d69W7/97W/15ZdfavHixY7lfeWVV7Rt2zZ9//33OnjwoAzDcGy5dO7cWb/5zW/cWkZJevvttzVw4EB17dpVkjRw4EBlZWXpjjvuUHh4uGM//6WXXqoLL7xQe/bskSRdfPHFOuecc9yq1dDlu/jii9WrVy9t2rRJV111lfbu3aulS5e6vayu6Ny5s/r16yepZr159dVXvVLHU8729/s1W7duVVJSksLCwiRJN910kz799FOX6t1yyy2aMGGC9uzZo88//1yrVq3SCy+8oPvuu0/Hjx/X3Xff7Zi2urpa//jHP9S9e3f16NHDsftq5MiReuihh/T111/rt7/97VnrBQQE/GrPs7KyUlLNHoLs7GwFBAQoNDRUOTk5kqTDhw+7tEy/VnfRokUaM2aMPvjgA8fw7du3KyMjQ23atJEk3XrrrRo4cKDKy8t1/fXXa8aMGbrjjjv0zjvvaMSIEY5er7u1JSk0NFSbN29Wfn6+43tFqum5fP/999qxY4cSExMdf8dHHnnE7Vp+Fwb//Oc/JcnR7TUMQ8HBwUpOTtbVV1+tyy+/XKNHj9Znn30m49+PaggMDHT8wWrf3May2+0yDEOvv/66Y/9ocXGxAgN/2vMWFBTk+L9hGAoJCXGrRlJSkjZs2KDvv/9eI0eOrNPe6NGjlZKSoksvvVTjx4/XX/7yF8fyhoaGur08FRUVWr9+vQIDAx3BWV5err179+q6665TcPCZq0rt/LRr187telLDl++mm27Sa6+9JrPZrDFjxri0vL+23tT+X6rpatvtdsdrGrpcja3bEGf7+02dOtVRS5Kqqqoc/w8ODq5T++fr79ns3btXn3/+udLT0zV06FANHTpU06ZN08SJE3X06FGdf/75dXYDFhYWKjIyUvv27TvrunQ2l156qUpLS/XVV1+dsf9+z549GjBggPbt21fnM3706FHHF2RjnHvuuVq8eLGmT5+uW265RZLO+JvVfifYbDb169dPERER2rNnj3Jzcx0bOu76+9//rtDQUF1wwQWy2+0aNWpUneMHx44dU1RUlEJCQuos98mTJ1VaWqrzzjvP5Vp+d8xg27Ztji1xi8WiH374QYGBgTpx4oSmT5+uuLg4HTp0SGazudEfsLNp3769+vfv79gvW1FRodtuu63OfsG1a9dKkg4dOqRPP/3U7YN5CQkJ+utf/6o1a9bU2S/+6aefKjw8XHfeeaeGDh2qjz76SIZhNGp5N27cqHbt2umjjz7S1q1btXXrVu3YsUPR0dF68803VVxcrC1btkiSvvjiC+Xn5+vyyy9vcL3GLN+wYcN07Ngx5eTkKDU11aVa9a03559/vjp27Oj4ws7Ly6vzpekJvqp7tr/fa6+9psDAQH311VeOerWuueYabdy4UeXl5TIMQ6tXr3apXseOHfXiiy/qk08+cQw7ceKEioqK1L17dxUUFDiOsRw5ckQJCQmO5f3666914MABSdIHH3yg8PBw9ezZ02nNqKgo/fd//7dmz56tQ4cOOYa/8847ys3N1bRp0zRo0CCtX79eknT69Gndcccd+uKLLxQUFOTy8axfM2jQIE2YMMHx9xwyZIhWrVrl6JW8+uqrio2NdfQArrvuOi1btkzt2rXTf/7nf7pdz2Kx6Mknn9SkSZPUtm1b/f73v9fmzZsdB8L/53/+R8nJyTp9+rQGDRqk9957TxUVFZKkp5566oyzoJzxu57BjTfeqJkzZyohIUGVlZWaOXOmLr30Uo0cOVLXXnutzjnnHHXp0kX/9V//pUOHDun888/32rwsW7ZMCxcuVGJioiorKzVkyBDdeuutjvHHjx9XUlKSbDabHn30Ubd33ZhMJl111VUqKChQt27dHMOvuOIK/eMf/9CIESMUHh6uiy++WN26ddOhQ4fq7KZyx9tvv61JkybV6b0EBwcrIyNDixcvVmBgoLZs2aLnnntOAQEBWrFiRaPPGGnI8l1wwQUKCgrSmDFj9OWXXzoOJDpT33rTpUsXzZ49W48//rief/55XXHFFW5tSTWnus7+fhkZGcrIyFDHjh01YsQIx5Z4UlKSDh8+rJSUFLVr1049e/Z0qad10UUX6eWXX9aKFSv0wAMPKDQ0VG3bttXUqVM1cuRInXvuuXryySe1ZMkSVVdXa9asWYqNjdXu3bvVsWNHvfTSS/r+++8VHh6uF154waWegSTdc889uuCCC3TfffepvLxcVVVV6tmzp1atWqVevXrpwQcfdHwm7Xa7Ro8erWHDhunw4cN65plnNHnyZGVmZjbsTZY0bdo0x260jIwMPfnkk0pOTpbNZlO3bt20fPlyx7R//OMftXjxYs2ePdvl9idPnqzg4GAFBATIbrfrj3/8o2677TZJNWF05513Kj09XZLUpk0bvfTSSwoLC9OECRNUUFDg2JXbu3dvt0+l5bGXcCo/P1/Dhw93bNk1tdOnT+uWW27R7bffrqFDhzb17Pi1jz/+uM6XyJ/+9Cf97//+r5YtW+aVert379aDDz5Yp3eC5sHvdhOhdfvb3/6m3//+9+rZsydB4AE9evTQpk2bHBeO7d27160tWbQc9AwAAPQMAACEAQBAhAEAQIQB4HU2m63OfWqA5ogwALxs+vTp2rRpk6SaUytjY2ObeI6AMxEGgJcVFRU19SwAThEGaLXy8/MVGxurVatWafDgwRowYICee+45vffeexo2bJgGDBighQsXSqq51cL999+vq666SoMGDdKcOXN08uRJSTW38b755pv1wAMP6LLLLtPVV1+trKwsSTU3DNu7d6+WL1+uBx54QFLNPYmee+45DRs2TP3799dDDz3k1VunAK4gDNCqlZWV6cCBA9q6daueeeYZrVixQh988IHeffddvfHGG1q1apUOHDigu+66SyUlJdq8ebM++OADnTx5Uvfdd5+jnd27d+uSSy7Rrl27NHPmTC1dulQFBQWaP3++LrvsMk2fPl2PPfaYpJobyFVUVGjz5s1avXq1NmzYoG3btjXROwDUIAzQ6t16661q06aNrrrqKkk19xNq3769+vbtq86dO2vPnj3au3ev5s2bp8jISEVGRmr+/PnasWOHLBaLpJobt91www0KDg5WQkKCgoKCdOTIkXrrBQYG6s4771SbNm3Uo0cP9e7du1G3WAY8gTBAq9ehQwdJP91GOSIiwjEuMDBQZWVlCg4OrvNMi65duyo4ONhxB8lzzz23Tpu/vDX0z7Vr167O7bFDQkIafUdNoLEIA8CJmJgYVVdX13mG7tGjR1VdXa1OnTo14ZwBnkMYAE6EhoZq0KBBWrhwoYqLi1VcXKyFCxfq8ssv13/8x384fX2bNm1UUlLigzkFGo4wAFzw5JNPKjw8XKNGjVJcXJzCw8P17LPPuvTa0aNH6/XXX6/zGEigueGupQAAegYAAMIAACDCAAAgwgAAIMIAACDCAAAgwgAAIMIAACDCAAAg6f8BPUJVHatYuX8AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(data=flights_wide, kind=\"box\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chinese Fonts Issues"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Find system-compatible Chinese fonts using the terminal command:\n",
"\n",
"```\n",
"!fc-list :lang=zh\n",
"```\n",
"\n",
"- Define the font to be used as well as the font properties in Python:\n",
"\n",
"```\n",
"from matplotlib import rcParams\n",
"from matplotlib.font_manager import FontProperties\n",
"import matplotlib.pyplot as plt\n",
"# rcParams['axes.unicode_minus']=False\n",
"myfont = FontProperties(fname='/Library/Fonts/Songti.ttc',\n",
" size=15)\n",
"plt.title('圖表標題', fontproperties=myfont)\n",
"plt.ylabel('Y軸標題', fontproperties=myfont)\n",
"plt.legend(('分類一', '分類二', '分類三'), loc='best', prop=myfont)\n",
"```\n",
"\n",
"- For a permanent solution, please read references.\n",
" - Modify the setting file in matplotlib: `matplotlib.matplotlib_fname()` to get the file path\n",
" - It's similar to: `/Users/YOUR_NAME/opt/anaconda3/lib/python3.7/site-packages/matplotlib/mpl-data/matplotlibrc`\n",
" - Two important parameters: `font.family` and `font.serif`\n",
" - Add the font name under `font.serif`. My case: `Source Han Sans`\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'/Users/Alvin/opt/anaconda3/envs/python-notes/lib/python3.7/site-packages/matplotlib/mpl-data/matplotlibrc'"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## One can set the font preference permanently\n",
"## in the setting file\n",
"import matplotlib\n",
"matplotlib.matplotlib_fname()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Source Han Sans\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import rcParams\n",
"from matplotlib.font_manager import FontProperties\n",
"import matplotlib.pyplot as plt\n",
"# rcParams['axes.unicode_minus']=False\n",
"#/Users/alvinchen/Library/Fonts/SourceHanSans.ttc\n",
"#'/System/Library/Fonts/PingFang.ttc'\n",
"def getChineseFont(size=15): \n",
" return FontProperties(fname='/Users/Alvin/Library/Fonts/SourceHanSans.ttc',size=size) \n",
"\n",
"print(getChineseFont().get_name())\n",
"plt.title('圖表標題', fontproperties=getChineseFont(20))\n",
"plt.ylabel('Y軸標題', fontproperties=getChineseFont(12))\n",
"plt.legend(('分類一', '分類二', '分類三'), loc='best', prop=getChineseFont())"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Permanent Setting Version\n",
"plt.rcParams['font.sans-serif']=[\"PingFang HK\"]\n",
"plt.rcParams['axes.unicode_minus']= False\n",
"\n",
"plt.plot((2,4,6), (3,5,7))\n",
"plt.title(\"中文標題\")\n",
"plt.ylabel(\"y軸標題\")\n",
"plt.xlabel(\"x軸標題\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Seaborn\n",
"sns.set(font=['san-serif'])\n",
"sns.set_style(\"whitegrid\",{\"font.sans-serif\":[\"PingFang HK\"]})\n",
"cities_counter = [('好棒', 285), ('給我', 225), ('不要', 163), ('細柔', 136), ('吃飯', 130), ('小小', 124), ('深圳', 88), ('溫州', 67), ('小知', 66), ('大之', 45)]\n",
"sns.set_color_codes(\"pastel\")\n",
"sns.barplot(x=[k for k, _ in cities_counter[:10]], y=[v for _, v in cities_counter[:10]])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## References\n",
"\n",
"- [Python Graph Gallery](https://python-graph-gallery.com/)\n",
"- [Corey Schafer's YouTube matplotlib tutorial](https://youtu.be/UO98lJQ3QGI)\n",
"- [Matplotlib colormaps](https://matplotlib.org/3.1.1/tutorials/colors/colormaps.html)\n",
"- [解決Python 3 Matplotlib與Seaborn視覺化套件中文顯示問題](https://medium.com/marketingdatascience/%E8%A7%A3%E6%B1%BApython-3-matplotlib%E8%88%87seaborn%E8%A6%96%E8%A6%BA%E5%8C%96%E5%A5%97%E4%BB%B6%E4%B8%AD%E6%96%87%E9%A1%AF%E7%A4%BA%E5%95%8F%E9%A1%8C-f7b3773a889b)\n",
"- [Day 11 : Google Colab 實用奧步篇 ( 連結硬碟、繪圖中文顯示問題 )](https://ithelp.ithome.com.tw/articles/10234373?sc=hot)\n",
"- [Souce Han Sans (open-source)](https://github.com/adobe-fonts/source-han-sans)\n",
"- [Seaborn Documentation](https://seaborn.pydata.org/tutorial/function_overview.html)"
]
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"## Requirements"
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"seaborn==0.11.0\n",
"pandas==1.1.2\n",
"numpy==1.18.1\n",
"matplotlib==3.3.2\n"
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"# %run ./get_modules.py\n",
"import pkg_resources\n",
"import types\n",
"def get_imports():\n",
" for name, val in globals().items():\n",
" if isinstance(val, types.ModuleType):\n",
" # Split ensures you get root package, \n",
" # not just imported function\n",
" name = val.__name__.split(\".\")[0]\n",
"\n",
" elif isinstance(val, type):\n",
" name = val.__module__.split(\".\")[0]\n",
"\n",
" # Some packages are weird and have different\n",
" # imported names vs. system/pip names. Unfortunately,\n",
" # there is no systematic way to get pip names from\n",
" # a package's imported name. You'll have to add\n",
" # exceptions to this list manually!\n",
" poorly_named_packages = {\n",
" \"PIL\": \"Pillow\",\n",
" \"sklearn\": \"scikit-learn\"\n",
" }\n",
" if name in poorly_named_packages.keys():\n",
" name = poorly_named_packages[name]\n",
"\n",
" yield name\n",
" \n",
" \n",
"imports = list(set(get_imports()))\n",
"\n",
"# The only way I found to get the version of the root package\n",
"# from only the name of the package is to cross-check the names \n",
"# of installed packages vs. imported packages\n",
"requirements = []\n",
"for m in pkg_resources.working_set:\n",
" if m.project_name in imports and m.project_name!=\"pip\":\n",
" requirements.append((m.project_name, m.version))\n",
"\n",
"for r in requirements:\n",
" print(\"{}=={}\".format(*r))"
]
}
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