{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 02wk-2: Seaborn 간략한 소개, 훌륭한 시각화(1)\n",
"\n",
"최규빈 \n",
"2023-09-13\n",
"\n",
"
\n",
"\n",
"# 1. 강의영상\n",
"\n",
"\n",
"\n",
"# 2. Imports"
],
"id": "49f2215d-d3bd-4a6c-9a5c-625e5538016b"
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
],
"id": "0363ac6a-f480-49f9-88fe-b3b0f06056fd"
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib\n",
"matplotlib.rcParams['figure.dpi'] = 120"
],
"id": "73f1e6d2-08c7-4fe2-b6d2-5385c4695152"
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# import warnings\n",
"# warnings.filterwarnings('ignore')"
],
"id": "29128bf9"
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3. Seaborn (간단히)\n",
"\n",
"`-` 개념차이\n",
"\n",
"- matplotlib: 벡터 친화적\n",
"- seaborn: 데이터프레임 친화적\n",
"\n",
"`-` 데이터프레임 친화적인 시각화 툴이 왜 강력한가?\n",
"\n",
"- 분석할 데이터가 태뷸러데이터 형식인 경우가 많다.\n",
"- matplotlib은 여전히 강력하지만, seaborn등 데이터프레임 친화적\n",
" 패키지가 우수한 경우가 많다."
],
"id": "6d35652d-7c17-4c87-afa5-9bf789ed0d28"
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"https://raw.githubusercontent.com/guebin/DV2023/main/posts/titanic.csv\")"
],
"id": "9dd5c292-a23f-44e5-87f7-9e3f7a648cd4"
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"data": {
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FWFhYs2PsSJ0+If3vf/9LeHh4o21E61188cWsWrWKhx56iHvvvReTycScOXN4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MVmqCIjd60aN9tVwGsww56l0P90MBjJTIrkL5eNY2dBDWtzK9h0sIot+TX8evYQLEY9E/vH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\nhJUEpEIIIYQQIqz+HzDvYTUj2jpQAAAAAElFTkSuQmCC\n"
}
}
],
"source": [
"sns.scatterplot(\n",
" df,\n",
" x='logFare',\n",
" y='Age',\n",
" hue='Sex',\n",
" style='Survived',style_order=[1,0],\n",
" alpha=0.8\n",
")"
],
"id": "028dae6b-4a04-443b-bc9f-63562148998d"
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"data": {
"image/png": 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ADQ/BEgAAAFYQLAEAAGAFwRIAAABWECwBAABgBcESAAAAVhAsAQAAYAXBEgAAAFYQLAEA\nAGBFnb55BwB8JeGBdf5uwSvyFgzydwsAYA1nLAEAAGAFwRIAAABWECwBAABgBcESAAAAVhAsAQAA\nYAXBEgAAAFYQLAEAAGAFwRIAAABWECwBAABgBcESAAAAVhAsAQAAYAXBEgAAAFYQLAEAAGAFwRIA\nAABWECwBAABgBcESAAAAVhAsAQAAYAXBEgAAAFYQLAEAAGAFwRIAAABWECwBAABgBcESAAAAVhAs\nAQAAYAXBEgAAAFYQLAEAAGAFwRIAAABWECwBAABgBcESAAAAVhAsAQAAYAXBEgAAAFYQLAEAAGAF\nwRIAAABWECwBAABgBcESAAAAVhAsAQAAYAXBEgAAAFbUOliWlJRo1qxZSk1NVVRUlBwOh7Kysqqt\n3blzp1JTUxUREaGoqCjddNNNKi4u9qg7efKkHn/8cbVr105hYWHq2rWrXn311dq2CAAAAB+qdbDc\nv3+/5syZo507d6pbt2411uXn5+uqq65Sbm6u5s+frxkzZmjdunXq27evKioq3Gofeugh3X///erb\nt6/+8pe/KD4+XmPHjtVrr71W2zYBAADgI8G1PTA2NlaFhYWKiYnRtm3blJycXG3d/PnzdfToUX32\n2WeKj4+XJPXs2VN9+/ZVVlaWJk2aJEkqKCjQk08+qSlTpmjRokWSpNtuu029e/fWvffeq7S0NDVq\n1Ki27QIAAMDLan3GMjQ0VDExMaete+ONNzR48GBXqJSkPn36qH379lqxYoVrbc2aNTp+/LgyMjJc\naw6HQ5MnT1Z+fr62bNlS21YBAADgA169eaegoEBFRUW69NJLPfZ69uyp7du3u55v375dTZs2VceO\nHT3qqvYBAABQf9X6UviZKCwslPTLZfPfio2N1YEDB1ReXq7Q0FAVFhaqVatWcjgcHnWStHfv3hp/\nTlFRkcfNQLm5uXVtHwAAAGfBq8Hy2LFjkn65bP5bYWFhrprQ0FDXf56qriaZmZmaPXu2jZYBAABQ\nS14NluHh4ZKk8vJyj72ysjK3mvDw8DOqq05GRobS0tLc1nJzczV8+PBa9Q0AAICz59VgWXUZu+qS\n+K8VFhYqKirKdZYyNjZW77//vowxbpfDq46Ni4ur8ec4nU45nU6brQMAAOAsefXmndatWys6Olrb\ntm3z2Pvkk0/UvXt31/Pu3burtLRUO3fudKvbunWrax8AAAD1l9e/0vGGG27Q22+/rT179rjW/vGP\nfygnJ8ft8vWwYcPUuHFjZWZmutaMMVq8eLFat26tlJQUb7cKAACAOqjTpfBFixbp4MGDrju2165d\nq/z8fEnS1KlTFRkZqQcffFB///vfdc011+j3v/+9SkpK9MQTT6hLly6aOHGi67XatGmj6dOn64kn\nntDx48eVnJys1atX68MPP9SyZcv4cHQAAIB6rk7BcuHChdq9e7fr+apVq7Rq1SpJUnp6uiIjI9W2\nbVt98MEHuvvuu/XAAw8oJCREgwYN0pNPPulxF/iCBQt03nnnacmSJcrKytKFF16oV155RWPHjq1L\nmwAAAPCBOgXLvLy8M6rr1KmTNmzYcNq6oKAgzZw5UzNnzqxLWwAAAPADr7/HEgAAAIGBYAkAAAAr\nCJYAAACwgmAJAAAAKwiWAAAAsIJgCQAAACsIlgAAALCCYAkAAAArCJYAAACwgmAJAAAAKwiWAAAA\nsIJgCQAAACsIlgAAALCCYAkAAAArCJYAAACwgmAJAAAAKwiWAAAAsIJgCQAAACsIlgAAALCCYAkA\nAAArCJYAAACwgmAJAAAAKwiWAAAAsIJgCQAAACsIlgAAALCCYAkAAAArCJYAAACwgmAJAAAAKwiW\nAAAAsIJgCQAAACsIlgAAALCCYAkAAAArCJYAAACwgmAJAAAAKwiWAAAAsIJgCQAAACsIlgAAALCC\nYAkAAAArCJYAAACwgmAJAAAAKwiWAAAAsIJgCQAAACsIlgAAALCCYAkAAAArCJYAAACwgmAJAAAA\nK7weLCdMmCCHw1Hjo6CgQJJ09dVXV7ufmprq7RYBAABgQbC3f8Dvfvc79enTx23NGKM77rhDCQkJ\nat26tWu9TZs2euyxx9xq4+LivN0iAAAALPB6sOzVq5d69erltva///u/Ki0t1bhx49zWIyMjlZ6e\n7u2WAAAA4AV+eY/l8uXL5XA4NHbsWI+9EydOqKSkxA9dAQAAoC68fsbyt44fP64VK1YoJSVFCQkJ\nbns5OTlq2rSpKioq1KpVK91+++36wx/+oMaNG5/yNYuKilRcXOy2lpuba7t1AAAAnILPg+WGDRv0\n008/eVwGv+CCC3TNNdeoS5cuOnr0qFauXKl58+YpJydHr7/++ilfMzMzU7Nnz/Zm2wAAADgNnwfL\n5cuXq3Hjxho1apTb+l//+le35zfddJMmTZqkF154QXfddZcuv/zyGl8zIyNDaWlpbmu5ubkaPny4\ntb4BAABwaj4NliUlJVqzZo369++vFi1anLb+nnvu0QsvvKBNmzadMlg6nU45nU6brQIAAOAs+fTm\nndWrV1d7N3hN2rZtK0k6cOCAN9sCAACABT4NlsuWLVNERISGDh16RvW7du2SJEVHR3uzLQAAAFjg\ns2BZXFysTZs2acSIEWrSpInb3uHDh1VeXu62ZozRvHnzJEn9+/f3VZsAAACoJZ+9x/L111/XiRMn\nqr0M/vnnn2vMmDEaM2aMEhMTdezYMb355pvavHmzJk2apKSkJF+1CQAAgFryWbBctmyZnE6nx9c7\nStL555+vK6+8Um+++ab27dunoKAgdezYUYsXL9akSZN81SIAAADqwGfBcsuWLTXutWvXTitWrPBV\nKwAAAPACv3ylIwAAABoegiUAAACsIFgCAADACp9/pSMA4N8SHljn7xa8Im/BIH+3AMAPOGMJAAAA\nKwiWAAAAsIJgCQAAACsIlgAAALCCYAkAAAArCJYAAACwgmAJAAAAKwiWAAAAsIJgCQAAACsIlgAA\nALCCYAkAAAAr+K5woIHJCxvr7xa8IqFsub9bAACcBmcsAQAAYAXBEgAAAFYQLAEAAGAFwRIAAABW\ncPMOAlZDvckFAAB/4YwlAAAArCBYAgAAwAqCJQAAAKwgWAIAAMAKgiUAAACsIFgCAADACoIlAAAA\nrCBYAgAAwAqCJQAAAKwgWAIAAMAKgiUAAACsIFgCAADACoIlAAAArCBYAgAAwAqCJQAAAKwgWAIA\nAMAKgiUAAACsIFgCAADACoIlAAAArCBYAgAAwIpgfzfQUCQ8sM7fLXhN3oJB/m4BAACcAzhjCQAA\nACsIlgAAALCCYAkAAAArvB4ss7Oz5XA4qn18/PHHbrUfffSRrrjiCjVp0kQxMTGaNm2aSkpKvN0i\nAAAALPDZzTvTpk1TcnKy21piYqLrn3fs2KHrrrtOHTt21FNPPaX8/HwtXLhQ3333nd59911ftQmg\nnsoLG+vvFrwioWy5v1sAAGt8FiyvvPJKjRw5ssb9Bx98UOedd56ys7PVrFkzSVJCQoJuv/12vffe\ne+rXr5+vWgUAAEAt+PQ9lkeOHNGJEyc81g8fPqyNGzcqPT3dFSolafz48YqIiNCKFSt82SYAAABq\nwWfBcuLEiWrWrJnCwsJ0zTXXaNu2ba69L7/8UidOnNCll17qdkxISIi6d++u7du3+6pNAAAA1JLX\nL4WHhITohhtu0MCBA9WyZUt98803Wrhwoa688kp99NFH6tGjhwoLCyVJsbGxHsfHxsbqww8/POXP\nKCoqUnFxsdtabm6uvV8CAAAAp+X1YJmSkqKUlBTX86FDh2rkyJHq2rWrZs6cqfXr1+vYsWOSpNDQ\nUI/jw8LCXPs1yczM1OzZs+02DgAAgLPil690TExM1LBhw7Rq1SpVVlYqPDxcklReXu5RW1ZW5tqv\nSUZGhtLS0tzWcnNzNXz4cGs9AwAA4NT89l3hbdu2VUVFhY4ePeq6BF51SfzXCgsLFRcXd8rXcjqd\ncjqdXukTAAAAZ8Zv37yza9cuhYWFKSIiQp07d1ZwcLDbDT2SVFFRoR07dqh79+7+aRIAAABnzOvB\n8rc31UjSF198obfeekv9+vVTUFCQIiMj1adPH73yyis6cuSIq27p0qUqKSnxuMwNAACA+sfrl8Jv\nvPFGhYeHKyUlRU6nU998842ef/55NWnSRAsWLHDVPfroo0pJSVHv3r01adIk5efn68knn1S/fv2U\nmprq7TYBAABQR14/Yzl8+HDt379fTz31lDIyMvT666/r+uuv17Zt29SxY0dXXVJSkjZt2qTw8HDd\nddddev7553Xrrbdq5cqV3m4RAAAAFnj9jOW0adM0bdq0M6q94oortHnzZi93BAAAAG/w2807AAAA\naFgIlgAAALDCb59jiXNHwgPr/N2CV+SF+bsDAAAaFs5YAgAAwArOWAIArGuwVzoWDPJ3C0C9xhlL\nAAAAWEGwBAAAgBUESwAAAFhBsAQAAIAVBEsAAABYQbAEAACAFQRLAAAAWEGwBAAAgBUESwAAAFhB\nsAQAAIAVBEsAAABYQbAEAACAFQRLAAAAWEGwBAAAgBUESwAAAFhBsAQAAIAVBEsAAABYQbAEAACA\nFQRLAAAAWEGwBAAAgBXB/m6gocgLG+vvFrwmoWy5v1sAAADnAM5YAgAAwAqCJQAAAKwgWAIAAMAK\ngiUAAACsIFgCAADACoIlAAAArCBYAgAAwAqCJQAAAKwgWAIAAMAKgiUAAACsIFgCAADACoIlAAAA\nrCBYAgAAwAqCJQAAAKwgWAIAAMAKgiUAAACsIFgCAADACoIlAAAArCBYAgAAwAqCJQAAAKzwerD8\n9NNPdeedd6pTp05q2rSp4uPjNWrUKOXk5LjVTZgwQQ6Hw+PRoUMHb7cIAAAAC4K9/QP+9Kc/afPm\nzUpLS1PXrl21b98+LVq0SElJSfr444/VuXNnV21oaKhefPFFt+MjIyO93SIAAAAs8HqwvPvuu7V8\n+XKFhIS41m688UZ16dJFCxYs0CuvvPLvZoKDlZ6e7u2WAAAA4AVevxSekpLiFiol6cILL1SnTp20\nc+dOj/rKykodPnzY220BAADAMr/cvGOM0Y8//qiWLVu6rZeWlqpZs2aKjIxUVFSUpkyZopKSEn+0\nCAAAgLPk9Uvh1Vm2bJkKCgo0Z84c11psbKzuu+8+JSUl6eTJk1q/fr0yMzP1xRdfKDs7W8HBNbda\nVFSk4uJit7Xc3Fyv9Q8AAABPPg+W//rXvzRlyhT16tVLN998s2v9sccec6sbPXq02rdvr4ceekgr\nV67U6NGja3zNzMxMzZ4922s9AwAA4PR8eil83759GjRokCIjI7Vy5Uo1atTolPV33XWXgoKCtGnT\nplPWZWRk6KuvvnJ7rF692mLnAAAAOB2fnbE8dOiQBgwYoIMHD+rDDz9UXFzcaY8JDw9XixYtdODA\ngVPWOZ1OOZ1OW60CgM/khY31dwtekVC23N8teEXCA+v83YJX5C0Y5O8W0ED4JFiWlZVpyJAhysnJ\n0aZNm3TxxRef0XFHjhzR/v37FR0d7eUOAQAAUFdeD5aVlZW68cYbtWXLFq1Zs0a9evXyqCkrK9Px\n48f1H//xH27rc+fOlTFGqamp3m4TAAAAdeT1YHnPPfforbfe0pAhQ3TgwAG3D0SXpPT0dO3bt089\nevTQmDFjXF/huGHDBr3zzjtKTU3VsGHDvN0mAAAA6sjrwXLHjh2SpLVr12rt2rUe++np6WrevLkG\nDx6sjRs36uWXX1ZlZaUSExM1f/58zZgxQ0FBfvm4TQAAAJwFrwfL7Ozs09Y0b95cS5cu9XYrAAAA\n8CJOBQIAAMAKv3zzDgCgYeNjlIDAxBlLAAAAWEGwBAAAgBUESwAAAFhBsAQAAIAV3LyD02qob8IH\nAAB2ccYSAAAAVhAsAQAAYAXBEgAAAFYQLAEAAGAFwRIAAABWECwBAABgBcESAAAAVhAsAQAAYAXB\nEgAAAFYQLAEAAGAFwRIAAABWECwBAABgBcESAAAAVhAsAQAAYAXBEgAAAFYQLAEAAGAFwRIAAABW\nECwBAABgBcESAAAAVhAsAQAAYAXBEgAAAFYQLAEAAGAFwRIAAABWBPu7AQAAzhV5YWP93YJXJDyw\n3N8teEXegkH+biHgcMYSAAAAVhAsAQAAYAXBEgAAAFYQLAEAAGAFwRIAAABWECwBAABgBcESAAAA\nVhAsAQAAYAXBEgAAAFYQLAEAAGAFwRIAAABWECwBAABgBcESAAAAVhAsAQAAYAXBEgAAAFbUq2BZ\nXl6u+++/X3FxcQoPD9dll12mjRs3+rstAAAAnIFgfzfwaxMmTNDKlSs1ffp0XXjhhcrKytLAgQP1\n/vvv64orrvB3ewAA4ByS8MA6f7fgNXkLBvm7hWrVm2D5ySef6LXXXtMTTzyhGTNmSJLGjx+vzp07\n67777tNHH33k5w4BAABwKvUmWK5cuVKNGjXSpEmTXGthYWG69dZb9eCDD2rPnj1q27atHzsEAADn\nkrywsf5uwYsO+buBatWbYLl9+3a1b99ezZo1c1vv2bOnJGnHjh01BsuioiIVFxe7rX3zzTeSpNzc\nXC90W10Tlb75OQAAWFZRvtvfLXjF16EN+N/NX3/tkx9TlaPKy8vPqL7eBMvCwkLFxsZ6rFet7d27\nt8ZjMzMzNXv27Gr3hg8fbqU/AAAarin+bsArOvu7AW96zre/3Z49e5SUlHTaunoTLI8dO6bQ0FCP\n9bCwMNd+TTIyMpSWlua2dvjwYeXk5KhLly7Vvq4Nubm5Gj58uFavXq3ExESv/IxzCfNwxzzcMQ93\nzMMd83DHPNwxD3e+nEd5ebn27Nmj3r17n1F9vQmW4eHh1Z5mLSsrc+3XxOl0yul0eqz36tXLXoOn\nkJiYqE6dOvnkZ50LmIc75uGOebhjHu6Yhzvm4Y55uPPVPM7kTGWVevM5lrGxsSosLPRYr1qLi4vz\ndUsAAAA4C/UmWHbv3l05OTk6fPiw2/rWrVtd+wAAAKi/6k2wHDlypCorK/X888+71srLy/W3v/1N\nl112GR81BAAAUM/Vm/dYXnbZZUpLS9PMmTNVVFSkxMREvfzyy8rLy9Nf//pXf7dXrejoaM2aNUvR\n0dH+bqVeYB7umIc75uGOebhjHu6Yhzvm4a4+z8NhjDH+bqJKWVmZHnnkEb3yyiv6+eef1bVrV82d\nO1f9+/f3d2sAAAA4jXoVLAEAAHDuqjfvsQQAAMC5jWAJAAAAKwiWAAAAsIJgCQAAACsIlmepvLxc\n999/v+Li4hQeHq7LLrtMGzdu9HdbPlFSUqJZs2YpNTVVUVFRcjgcysrKqrZ2586dSk1NVUREhKKi\nonTTTTepuLjYtw170aeffqo777xTnTp1UtOmTRUfH69Ro0YpJyfHo7ahz0KSvv76a6Wlpek///M/\n1aRJE7Vs2VJXXXWV1q5d61EbCPOozqOPPiqHw6HOnTt77H300Ue64oor1KRJE8XExGjatGkqKSnx\nQ5fekZ2dLYfDUe3j448/dqtt6LP4tc8//1xDhw5VVFSUmjRpos6dO+vPf/6zW00gzGPChAk1/vlw\nOBwqKChw1QbCPCTpu+++0+jRo9WmTRs1adJEHTp00Jw5c1RaWupWVx/nUW8+x/JcMWHCBK1cuVLT\np0/XhRdeqKysLA0cOFDvv/++rrjiCn+351X79+/XnDlzFB8fr27duik7O7vauvz8fF111VWKjIzU\n/PnzVVJSooULF+rLL7/UJ598opCQEN827gV/+tOftHnzZqWlpalr167at2+fFi1apKSkJH388ceu\n8BAIs5Ck3bt368iRI7r55psVFxen0tJSvfHGGxo6dKiWLFmiSZMmSQqcefxWfn6+5s+fr6ZNm3rs\n7dixQ9ddd506duyop556Svn5+Vq4cKG+++47vfvuu37o1numTZum5ORkt7XExETXPwfSLN577z0N\nGTJEPXr00COPPKKIiAh9//33ys/Pd9UEyjx+97vfqU+fPm5rxhjdcccdSkhIUOvWrSUFzjz27Nmj\nnj17KjIyUnfeeaeioqK0ZcsWzZo1S5999pnWrFkjqR7Pw+CMbd261UgyTzzxhGvt2LFj5oILLjC9\nevXyY2e+UVZWZgoLC40xxnz66adGkvnb3/7mUTd58mQTHh5udu/e7VrbuHGjkWSWLFniq3a9avPm\nzaa8vNxtLScnx4SGhppx48a51gJhFjU5ceKE6datm7noootca4E6jxtvvNFce+21pnfv3qZTp05u\newMGDDCxsbHm0KFDrrUXXnjBSDIbNmzwdate8f777xtJ5u9///sp6wJhFsYYc+jQIdOqVSszYsQI\nU1lZWWNdoMyjOh9++KGRZB599FHXWqDM49FHHzWSzFdffeW2Pn78eCPJHDhwwBhTf+dBsDwL9957\nr2nUqJHbf4nGGDN//nwjyfzwww9+6sz3ThUsnU6nSUtL81hv3769ue6663zQnf8kJSWZpKQk1/NA\nnoUxxgwePNi0atXK9TwQ5/HBBx+YRo0amX/+858ewfLQoUMmODjY3HvvvW7HlJeXm4iICHPrrbf6\nul2v+HWwPHz4sDl+/LhHTaDMwhhjnnvuOSPJfPPNN8YYY0pKSjwCZiDNozqTJ082DofD/N///Z8x\nJrDmcf/99xtJpri42GM9KCjIlJSU1Ot58B7Ls7B9+3a1b99ezZo1c1vv2bOnpF9OSwe6goICFRUV\n6dJLL/XY69mzp7Zv3+6HrnzDGKMff/xRLVu2lBSYszh69Kj279+v77//Xk8//bTeffddXXfddZIC\ncx6VlZWaOnWqbrvtNnXp0sVj/8svv9SJEyc8ZhISEqLu3bs3uJlMnDhRzZo1U1hYmK655hpt27bN\ntRdIs9i0aZOaNWumgoICXXTRRYqIiFCzZs00efJklZWVSQqsefzW8ePHtWLFCqWkpCghIUFSYM3j\n6quvliTdeuut2rFjh/bs2aPXX39dzz33nKZNm6amTZvW63kQLM9CYWGhYmNjPdar1vbu3evrluqd\nwsJCSapxTgcOHFB5ebmv2/KJZcuWqaCgQDfeeKOkwJzFPffco+joaCUmJmrGjBkaMWKEFi1aJCkw\n57F48WLt3r1bc+fOrXb/dDNpKH+nhISE6IYbbtAzzzyjNWvWaN68efryyy915ZVXuv4FGCizkH65\nMePEiRMaNmyY+vfvrzfeeEO33HKLFi9erIkTJ0oKrHn81oYNG/TTTz9p3LhxrrVAmkdqaqrmzp2r\njRs3qkePHoqPj9fo0aM1depUPf3005Lq9zy4eecsHDt2TKGhoR7rYWFhrv1AVzWD082puv1z2b/+\n9S9NmTJFvXr10s033ywpMGcxffp0jRw5Unv37tWKFStUWVmpiooKSYE3j59++kl/+MMf9Mgjjyg6\nOrramtPNpKH8nZKSkqKUlBTX86FDh2rkyJHq2rWrZs6cqfXr1wfMLKRfPmGjtLRUd9xxh+su8Ouv\nv14VFRVasmSJ5syZE1Dz+K3ly5ercePGGjVqlGst0OaRkJCgq666SjfccINatGihdevWaf78+YqJ\nidGdd95Zr+dBsDwL4eHh1Z5Rqbp0ER4e7uuW6p2qGQTSnPbt26dBgwYpMjJSK1euVKNGjSQF5iw6\ndOigDh06SJLGjx+vfv36aciQIdq6dWvAzePhhx9WVFSUpk6dWmPN6WbSkObxW4mJiRo2bJhWrVql\nysrKgJpF1e8yZswYt/WxY8dqyZIl2rJli5o0aSIpMObxayUlJVqzZo369++vFi1auNYD6c/Ha6+9\npkmTJiknJ0dt2rSR9Mv/8Th58qTuv/9+jRkzpl7Pg0vhZyE2NtZ1+vnXqtbi4uJ83VK9U3VavqY5\nRUVFNZgzUpJ06NAhDRgwQAcPHtT69evd/gwE2iyqM3LkSH366afKyckJqHl89913ev755zVt2jTt\n3btXeXl5ysvLU1lZmY4fP668vDwdOHDgtDNp6H+ntG3bVhUVFTp69GhAzaLqd2nVqpXbutPplCT9\n/PPPATWPX1u9erVKS0vdLoNLp//7tCHNIzMzUz169HCFyipDhw5VaWmptm/fXq/nQbA8C927d1dO\nTo4OHz7str5161bXfqBr3bq1oqOj3d6UX+WTTz5pUDMqKyvTkCFDlJOTo7ffflsXX3yx234gzaIm\nVZdjDh06FFDzKCgo0MmTJzVt2jS1a9fO9di6datycnLUrl07zZkzR507d1ZwcLDHTCoqKrRjx44G\nNZPq7Nq1S2FhYYqIiAioWVxyySWS5PbB39K/36cfHR0dUPP4tWXLlikiIkJDhw51Ww+kefz444+q\nrKz0WD9+/Lgk6cSJE/V7Hn67H/0c9PHHH3t8jmVZWZlJTEw0l112mR87871TfdzQHXfcYcLDw90+\nfmnTpk1Gknnuued82KX3nDhxwgwdOtQEBwebdevW1VgXCLMwxpgff/zRY62iosIkJSWZ8PBwc+TI\nEWNM4MyjuLjYvPnmmx6PTp06mfj4ePPmm2+af/7zn8YYY1JTU01sbKw5fPiw6/gXX3zRSDLvvvuu\nv34Fq4qKijzWduzYYRo3bmyGDh3qWguEWRhjzOeff24kmbFjx7qtjxkzxgQHB5uCggJjTODMo0pR\nUZEJDg42N910U7X7gTKPwYMHm5CQEPPtt9+6rQ8fPtwEBQXV+z8fBMuzlJaW5vrsqCVLlpiUlBQT\nHBxsPvjgA3+35hN/+ctfzNy5c83kyZONJHP99debuXPnmrlz55qDBw8aY4z54YcfTIsWLcwFF1xg\n/vznP5v58+eb8847z3Tp0sWUlZX5+Tew4/e//72RZIYMGWKWLl3q8agSCLMw5pe/8K699lrzxz/+\n0bzwwgtm7ty5pkOHDkaSefLJJ111gTKPmlT3AemfffaZCQ0NNT169DDPPfeceeihh0xYWJjp16+f\nn7q075prrjEDBw408+bNM88//7yZPn26adKkiYmMjHR9lqMxgTGLKrfccouRZEaNGmWeffZZk5aW\nZiSZmTNnumoCaR7G/PLvF0lm/fr11e4HyjyqPvvW6XSaOXPmmGeffdYMGDDASDK33Xabq66+zoNg\neZaOHTtmZsyYYWJiYkxoaKhJTk6u8X8EDdH5559vJFX7qPogW2OM+eqrr0y/fv1MkyZNTPPmzc24\ncePMvn37/Ne4Zb17965xDr+9ENDQZ2GMMa+++qrp06ePadWqlQkODjbnnXee6dOnj1mzZo1HbSDM\noybVBUtjfvmWkZSUFBMWFmaio6PNlClT3M5CnOueeeYZ07NnTxMVFWWCg4NNbGysSU9PN999951H\nbUOfRZWKigrzxz/+0Zx//vmmcePGJjEx0Tz99NMedYEyD2OMufzyy43T6TQnTpyosSZQ5rF161Yz\nYMAAExMTYxo3bmzat29vHn30UY8vF6iP83AYY4wPrrgDAACggePmHQAAAFhBsAQAAIAVBEsAAABY\nQbAEAACAFQRLAAAAWEGwBAAAgBUESwAAAFhBsAQAAIAVBEsAAABYQbAEAACAFQRLAAAAWEGwBAAA\ngBUESwAAAFhBsAQAAIAVBEsAAABY8f/I2QlqbsJ+KwAAAABJRU5ErkJggg==\n"
}
}
],
"source": [
"plt.hist(df.Age);\n",
"plt.hist(df.Age[df.Survived==1]);"
],
"id": "149530ad-cb5f-40fa-9d33-4d42a0caae57"
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`-` Seaborn은 데이터과학에서 거의 표준시각화 패키지임. 머신러닝\n",
"입문서적, 경진대회에서 빠짐없이 등장. **그러나 우리는 하지 않겠어요.**\n",
"\n",
"1. 다른 수업에서 해요.\n",
"2. 간단한 시각화는 오히려 matplotlib이 유리해요.\n",
"3. 보통 matplotlib이 더 본질적인 이해를 도와줘요. 즉 seaborn에 대한\n",
" 아주 고급기능은 오히려 matplotlib에 대한 통찰이 있어야 가능해요.\n",
"4. 제 생각에는 plotnine을 배우는게 더 좋아요 (더 우수함 + ggplot2도\n",
" 같이 배워짐)\n",
"5. 최근에는 plotly가 모든면에서 seaborn을 압도하는 추세임.\n",
"\n",
"`-` `3`의 예시"
],
"id": "22dfc5b0-b087-4807-b11b-7afb1aed745f"
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"data": {
"image/png": 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ef/55HnjgAcxmcz1ecd2SHlLR6EQEGJk1qgOtIvwANQFdXZ6MAtzeN46RXaIl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Mpejcff9iXsd5Ng1qA7TgWMxxegwuqktU0UtHhXNbU2N/tqbTS3uUMU1LTi9p2O6rnu8foDQQEX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2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\n"
}
}
],
"source": [
"sns.scatterplot(\n",
" df,\n",
" x='logFare',\n",
" y='Age',\n",
" hue='Sex',\n",
" style='Survived',style_order=[1,0],\n",
" alpha=0.8\n",
")\n",
"fig = plt.gcf()\n",
"ax = plt.gca()\n",
"ax.set_title('Scatter Plot')\n",
"fig.add_axes([0.6,0.2,0.25,0.25])\n",
"ax_mini = plt.gca()\n",
"ax_mini.hist(df.Age)\n",
"ax_mini.hist(df.Age[df.Survived==1])\n",
"ax_mini.set_title('Histogram')\n",
"fig.suptitle('TITANIC')"
],
"id": "42987b81-b98c-4aae-8990-3fc82c38b05c"
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 4. 훌륭한 시각화\n",
"\n",
"## A. 애드워드 터프티\n",
"\n",
"`-` 데이터 시각화계의 거장\n",
"\n",
"`-` 터프티의 이론중 백미: 엄격한 미니멀리즘\n",
"\n",
"- 최소한의 잉크로 많은 정보를 전달할 수 있다면 그것이 바로 좋은\n",
" 그래프이다.\n",
"- 작은 지면 내에서 잉크를 최대한 적게 써서 짧은 시간 안에 많은 영감을\n",
" 주어야 한다.\n",
"\n",
"`-` 데이터-잉크비: 데이터를 표현하는데 들아가는 잉크의 양 / 그래픽을\n",
"인쇄하는데 들어가는 잉크의 총량\n",
"\n",
"`-` 차트정크 (나이젤홈즈의 그래프)\n",
"\n",
"\n",
"\n",
"> “Lurking behind chartjunk is contempt both for information and for the\n",
"> audience. Chartjunk promoters imagine that numbers and details are\n",
"> boring, dull, and tedious, requiring ornament to enliven. Cosmetic\n",
"> decoration, which frequently distorts the data, will never salvage an\n",
"> underlying lack of content. If the numbers are boring, then you’ve got\n",
"> the wrong numbers (…) Worse is contempt for our audience, designing as\n",
"> if readers were obtuse and uncaring. In fact, consumers of graphics\n",
"> are often more intelligent about the information at hand than those\n",
"> who fabricate the data decoration (…) The operating moral premise of\n",
"> information design should be that our readers are alert and caring;\n",
"> they may be busy, eager to get on with it, but they are not stupid.”\n",
"\n",
"- 차트정크 = 대중을 멸시 + 데이터에 대한 모독\n",
"- 차트정크 옹호가는 숫자와 데이터가 지루하여 활기가 필요하다고\n",
" 생각하는 모양이다..\n",
"\n",
"`-` 별로인 그래프 (왼쪽) / 우수한 그래프 오른쪽\n",
"\n",
"\n",
"\n",
"`-` 별로인 그래프 (왼쪽) / 우수한 그래프 오른쪽\n",
"\n",
"\n",
"\n",
"`-` 별로인 그래프 (왼쪽) / 우수한 그래프 오른쪽\n",
"\n",
"\n",
"\n",
"`-` 제 생각: 글쎄…\n",
"\n",
"## B. 찰스미나드의 도표\n",
"\n",
"- 인류역사상 가장 훌륭한 시각화\n",
"\n",
"\n",
"\n",
"`-` 터프티의 평\n",
"\n",
"- 지금까지 그려진 최고의 통계 그래픽일지도 모른다.\n",
"- 여기에서는 군대의 크기, 2차원 평면상의 위치, 군대의 이동방향,\n",
" 모스코바에서 퇴각하는 동안의 여러날짜, 온도 $\\to$ 6차원의 변수\n",
"- 백만번에 한번 이런 그림을 그릴수는 있겠지만 이러한 멋진 그래픽을\n",
" 만드는 방법에 대한 원칙은 없다. $\\to$ 미니멀리즘..\n",
"\n",
"`-` 왜 우수한 그래프일까?\n",
"\n",
"- 자료를 파악하는 기법은 최근까지도 산점도, 막대그래프, 라인플랏에\n",
" 의존\n",
"- 이러한 플랏의 단점은 고차원의 자료를 분석하기 어렵다는 것임\n",
"- 미나드는 여러그림을 그리는 방법 대신에 한 그림에서 패널을 늘리는\n",
" 방법을 선택함.\n",
"\n",
"## C. 미나드처럼 그리는게 왜 어려운가?\n",
"\n",
"`-` 몸무게, 키, 성별, 국적"
],
"id": "b9e7d70d-9d99-4012-9f3c-23dbed7f8dc0"
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"df1=pd.read_csv('https://raw.githubusercontent.com/guebin/DV2022/master/posts/male1.csv')\n",
"df2=pd.read_csv('https://raw.githubusercontent.com/guebin/DV2022/master/posts/male2.csv') \n",
"df3=pd.read_csv('https://raw.githubusercontent.com/guebin/DV2022/master/posts/female.csv') \n",
"df4=pd.read_csv('https://raw.githubusercontent.com/guebin/DV2022/master/posts/foreign.csv')"
],
"id": "a063cb76-2df4-48d3-b686-46551ca1dc23"
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`-` 미나드의 접근방법"
],
"id": "7b6f090c-a2d3-4bb9-b7db-e8dd7aef29e0"
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"_df = pd.concat([pd.concat([df1,df2],axis=1).assign(g='m'),df3.assign(g='f')])\n",
"df = pd.concat([_df.assign(g2='korea'),df4.assign(g2='foreign')]).reset_index(drop=True)\n",
"df"
],
"id": "361cf858-2195-4241-b234-64c23114a740"
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"data": {
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lqSqlAg+tutEmrgBeOjVf3NED9ZmtWT9ce4Rnf9zvOv76TR1pFuiBQqHAbLVz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\nSUVORK5CYII=\n"
}
}
],
"source": [
"sns.scatterplot(\n",
" data=df,\n",
" x='w',\n",
" y='h',\n",
" hue='g',\n",
" style='g2'\n",
")"
],
"id": "c238a731-7add-44cf-a451-e1fb42bda005"
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`-` 어려운 점:\n",
"\n",
"1. 센스부족: 센스가 없어서 hue/style을 이용하여 그룹을 구분할 생각을\n",
" 못함\n",
"2. 개념부족: 타이디데이터 (=tidy dataframe, long form dataframe) 형태로\n",
" 데이터를 정리할 생각을 못함\n",
"3. 코딩못함: 타이디데이터로 데이터를 변형하는 코드를 모름\n",
"\n",
"`-` 해결하는 방법:\n",
"\n",
"1. 센스부족: 훌륭한 시각화를 많이 보면 해결할 수 있음.\n",
"2. 개념부족: tidydata에 대한 개념을 배우면 해결할 수 있음.\n",
"3. 코딩못함: 코딩공부열심히 (시각화 코드가 중요한게 아니고, pandas를\n",
" 엄청 잘해야함)\n",
"\n",
"# 5. 숙제\n",
"\n",
"아래의 코드로 df를 불러오라."
],
"id": "bf21f267-a14e-4d4f-8744-c3686412a088"
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"df = pd.read_csv(\"https://raw.githubusercontent.com/guebin/DV2023/main/posts/titanic.csv\")"
],
"id": "35624ab0-2bf9-405e-b864-79efcf61b364"
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"data": {
"image/png": 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KytKaNWu0a9cuzZgxI99H3gB/BARLAABc7Mknn9Ts2bP12WefKTMzU2FhYZo7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\n"
}
}
],
"source": [
"#"
],
"id": "15979b92-e974-4e1e-aef2-ec7fa7bd5e47"
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**힌트**"
],
"id": "cf160006-0107-4bdd-9c30-11b1169c6191"
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"data": {
"image/png": 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vcPZjUmR0J1JExN0kxcJvrxnbIZXgttfMzSNSEAJKZ1+iMzMd/nc3fHsfpJwz\nL1cxpiJSRMTdBIZBvy8hqCz0/hh8As1OJFLwVr8HJ7dC1GKY2gGObzY7UbGjIlJExB3VuhNGbzdG\nuYq4o5bDjT6SAPFH4Ys7YO1Ejd4uQioiRUTclZev2QlECo9/Kbh3FtzxJnh4gT0Tfn4Jvr4Xks+a\nna5YUBEpIuIO7Db47hE4vMbsJCJFx2KBNo/DQz8Z/X/BmAJoSns4ut7cbMWAikgREXew7mP4czZM\n6wG7F5mdRqRolW8Gj66EOr2M/fPHYc4wyEg1N5ebUxEpIuLqYvfAsosTiZeqCtW0Ko0UQ34hMGAG\ndH8HPH2hzyR16ShkmidSRMSV2TJh/mPGah5YoM9k8PY3O5WIOSwWaPkI1O0NgeHZH0s4DsEVzMnl\npnQnUkTEla37CE5sMbbbPAEVW5mbR8QZXFlAHlwBHzaGFW8b/YelQKiIFBFxVTG74fd/G9ula0CX\nl83NI+KMbJmwcBTYM+D31+GrvpAUY3Yqt6AiUkTEFdky4PsRYEsHi4fRjO3lZ3YqEedj9TSmAipd\nw9g/uBwm32L8KfmiIlJExBVt/gKitxvbbUdDZAtT44g4tTL1YfhyaDjQ2L8QAzP6GHfy1bydZyoi\nRURcUdMHoM1ICK8LnV4wO42I8/MJhLunGkuBevoBDljxFszoDeejzU7nklREioi4Ii8/uOMNeOR3\nTWMiklMWCzS5D4b/DmG1jWOHV8HGT8zN5aJURIqIuDIVkCK5F14HHlkGje+Dso2h0/NmJ3JJKiJF\nRFxF9B8w71GtCyxSELwDoM/HMPQH8PS5fDzlnDGnpNyUikgREVeQmW5MKv7HNzClHaQnm51IxD34\nBF7edjhgwUjj39jen8zL5CJURIqIuIKVb8PpncZ24yFalUakMBxaCVGLjbuRswbATy8Zv8DJNamI\nFBFxdie3w6p3je2I+tBhrKlxRNxW1Y5wz+fgHWTsr5sIX3aDc0fMzeWkVESKiDizzDSjGdthAw9P\nY1JxT2+zU4m4rwb94NEVUKahsX9iM0xtD7sXm5vLCamIFBFxZivegpi/jO0Oz0HZhubmESkOSleD\nh36BFo8Y+6kJ8O0QWPpP4xc7AVREiog4rxNbYPUHxnaZhtD+GVPjiBQrXr7Q4x3oPx18ShjHtkxX\n0/bfeJodQERErsHhgEVPXWzG9oK7p4DVy+xUIsVPvT5QthHMHQbNH4KwmmYnchoqIkVEnJHFYizR\nNv8xqNMTIuqZnUik+CpVxWje9riibDq6wSgwi+mk/yoiRUScVURdePhXwGJ2EhG5siUgZrex7nZo\ndaPJu3Q1c3KZSH0iRUScmdULrPp9X8TprP0IMlPg1J8wtQP8OdfsREVORaSIiDNZ/h/YOsPoEyki\nzqvnh3DLk8Z2ehJ89xAsHAUZKebmKkIqIkVEnMXRDUYRuXAU/PKK2WlE5EasXnD7eBg8B/xKGce2\nzoBPu0DsHnOzFREVkSIiziA92RhEgwOsPtDkPrMTiUhO1OwKI1ZDxTbGfsxf8Ekn2P61qbGKgopI\nERFnsOz/4OwBY7vLyxBWy9w8IpJzweXhwcXQfgxggYxk2L3Q7bulqIgUETHbkbWwfrKxXaEltHnC\n3DwikntWT7j1X3D/PCjXFHp/bEzV5cZURIqImCn9Asx/HHCApy/0mQQeVrNTiUheVesCjywD/1KX\nj2Wmw18L3O7OpIpIEREz/foanDtkbN/6CoTWMDePiOTflXcgfx0Hsx+AecMhLdGcTIVARaSIiFlO\nboeNU43tim2g1QhT44hIIUg5BzvnGdt/zjYG3Zz609RIBUVFpIiIWco2grs+gIBwo/+UmrFF3I9f\nSRixCqp2MvbP7IdPb4VNn7t887aKSBERs1gs0HwYPPVHsVwyTaTYCAyH+743Zl6weIAtDX54BuYO\ng9TzZqfLMxWRIiJm8/IzO4GIFDYPD+gw1pgKKKiscWzX98aSiSe3mxotr1RE5oYtAw6tgr8WGn/a\nMsxOJCKuJvW80cG+mKxoUZQybHbWHTjDjzujWXfgDBk2u9mRRK5W+RZjcvLqtxv75w4b/Sav5AI1\nh2deLtq1axevvvoqW7Zs4dSpU/j7+1O3bl3Gjh1Lz549b3p9fHw8zz33HN9//z3Jycm0bNmSd999\nl6ZNm+YlTuGzZcDq92HjJ3Ah9vLxwHBo8Qi0e9pY/khE5GZ++Zcx1ceeH+HhX6FsQ7MTubwMm53J\nyw8wY91h4pLSs46HBfpwf5tKPNapGl5W3TMRJxIQCoNnw7qPICMVqnW+/JgL1Rx5KiKPHDlCYmIi\nDz74IOXKlSM5OZnvvvuOXr16MXXqVIYPH37da+12Oz169GDHjh2MHTuW0NBQJk2aRKdOndiyZQs1\najjZ9Ba2DPhmMOz7GbhiyH5SLPz+BhzfDPfOdJq/VBFxUvt/gy3TjO3IlhBR39Q47iDDZmf4jM38\nvif2yp/QxCWl8d4ve9l+LJ6p9zdTISnOxcMDbnky+zFbBnzZDY5vwhVqDovDUTBDg2w2G82aNSM1\nNZWoqKjrnjd79mwGDhzInDlz6NevHwCxsbHUrFmTbt26MWvWrFy/9q5du6hfvz47d+6kXr16ef4e\nrmnFf42/tJvp/DJ0HFuwry0i7iM1ASa1hfPHwTsQHlsLJSuZncrlTfhtH+/9svem5z17e01G3epk\nNylErvTzK7D2w5ufVwg1R15qqQL7tcxqtRIZGUl8fPwNz5s7dy4RERH07ds361hYWBgDBgxgwYIF\npKWlFVSk/LNlGLeTr/r99koW2PSJU/ZXEBEn8dNLRgEJ0PX/VEAWgAybnRnrDufkJzQz1h1RH0lx\nbrYM2PJlDk50npojX0XkhQsXiIuL48CBA7z//vssXbqUW2+99YbXbNu2jaZNm+Lhkf2lW7ZsSXJy\nMnv33vg3ypiYGHbt2pXta//+/fn5Nq7v6PqL/RFudrPWAUkxxvkiIlfa9wts+5+xXbUTNBtmahx3\nsfnwOeKS0nPyE5rYpDQ2H77G4AURZ3F0PaTlZLof56k58tQn8pJnn32WqVON1RY8PDzo27cvEydO\nvOE10dHRdOjQ4arjZcsaw91PnjxJgwYNrnv9pEmTeO211/KROheuNVqqIM8XEfeXEg8LRxnb3kHQ\n66Orl0STPElISb/5Sfk4X6RIuWDNka8i8qmnnqJfv36cPHmS2bNnY7PZSE+/8T/SlJQUfHx8rjru\n6+ub9fiNPP744/Tv3z/bsf3799OnT5/chc8Jv5KFe76IuL/f/w2J0cb2HW9ASEVz87iRYD/vQj1f\npEi5YM2RryKydu3a1K5dG4AHHniArl270rNnTzZs2IDlOr9p+/n5XbPfY2pqatbjNxIeHk54eHh+\nYudcxdYQEAYX4rhpk7ZfKeN8EZG/6/gcXIgx5ods+oDZadyKh8X4sudgeGjpAG+aVzb/P12R68px\nzWGBwDCnqDkKdL6Dfv36sWnTphv2ayxbtizR0dFXHb90rFy5cgUZKX+sXtByODfvE4kx8nLLNJdf\nB1NEClhAKPSfZkzJoWbsAhXg44nlpsNqDGmZdnYciy/cQCL5keOawwEthjvFFD8FWkReaopOSEi4\n7jmNGzdm69at2O3ZR8lt2LABf39/atasWZCR8q/d01Djjos7V/6w+tu+wwZLxsCcByEtsajSiYir\n0NKGBa5++WBe7VWPWhFBwA1/QpOUlsnAT9Yzafl+7Dm5dSlihpzUHDXugHZPFWGo68tTERkTE3PV\nsYyMDGbMmIGfnx9169YFjLuLUVFRZGRcHober18/Tp8+zbx587KOxcXFMWfOHHr27HnN/pKmsnoZ\ndxA6v2zcPv67wDDj+IOLoUR541j8MbA62fcgIkUragn8/C9jJQopMGsPxPHjzlPZjt3fphKLR7fj\n2dtrEhqY/WdvaKAPz9xek3E96+Jt9cBmd/DfH/cwbNomziQ50XRyIpfkpOZwkonGIY+Tjd99992c\nP3+eDh06UL58eU6dOsXMmTOJiori3Xff5ZlnngFg6NChTJ8+nUOHDlG5cmXAmJS8Xbt27Ny5M9uK\nNUePHmXTpk3UqlUr199EoU42/ne2DGNIfco5o0NrxdaX/yIvnIGlz8Gt/4KSlQsvg4g4t+Sz8HEr\nox9kZCv4x09qxs4nm93BR8v2MeG3ffh7e7J4VDsqhwZcdV6Gzc7mw+dISEkn2M/oA3lplZqdJxIY\nOWsrh88kAxBRwocJ9zahVdXSRfq9iOTYjWqOQpCXWipPA2sGDhzI559/zuTJkzlz5gxBQUE0a9aM\nt956i169et3wWqvVypIlSxg7diwTJkwgJSWFFi1aMG3atDwVkEXK6gVV2l/7sYDS0O/z7MccDljz\nodGZ3r9U4ecTEfMtGWsUkADN/6ECMp9izqfy5DfbWXfwDGAUintOJ16ziPSyetCm2rWLwvrlg1k0\nqh0vfr+TRTtOcvp8GoM+Xc/Tt9Xk8c7VsXro70mczI1qDidRYMsemqnI7kTm1rpJ8NMLEBwJ/b6E\nyBZmJxKRwvTXQph9v7FdqzvcO0tFZD6s2hfL099uJy7JmDquenggHw9uSq0yQXl+TofDwdcbj/Ha\nol2kZRp982+pXpoPBjYhLEhdkaT4MnXZQ7mCwwHHNhjbCcfgyzthzQSwa9ktEbd0IQ4WP21s+4bA\nXe+rgMyjTJudd37awwNfbMwqIPs1q8DCkbfkq4AEsFgsDG5VkflP3ELVMONu5pr9Zxi3cGe+c4sU\nNyoiC4vFYkzrced/wMML7Jnwy7/g63uN/pMi4l6WjIHkOGO7+zsQVMbcPC4qOiGFwZ9uYOLv+3E4\nwM/Lyrv9G/FO/0b4e+drauNs6pQtwaKR7ejbpDwl/b145S4nasUScREF9y9SrmaxQOvHjM71c4fB\nucOw7yeY2h7u+RwqtTE7oYgUhJ3zYNf3xnbtu6BBP3PzuKjfo2J4ZvZ2ziUbM3rUigji4yFNqB6e\nv7uP1xPg48m7Axpx+nwaZYJ9s47b7Q7OJqdfNdpbRLLTnciiUL4pPLoS6vY29s+fgGk9YO2N1xkX\nEReQfsEYTAPGylVqxs61DJudN5fsZti0TVkF5KCWkSwYeUuhFZCXWCyWbAUkwKTl+7nj/ZWs2Btb\nqK8t4upURBYV32DoPx16vGvMI+mwOcW6lyKST94B0P9LY03sHu9AYBEty+omTsSnMHDqOqauPAhA\ngLeVD+9tzJt9G+LrZS3yPAdjk3jvl72cuZDO+EW7yLSpH7vI9ag5uyhZLNDiYajQEv5aAE2GmJ1I\nRApClQ7wxEbw9L35uZJl5d5YRn29jYQU4+5jnbIl+HhwE6qGBZqWqWpYIO/0b8TrP+zmo0FN8bTq\nXovI9aiINEPZhsbX38Xsht2Lof0z4FH0v32LSD5pWcNcKxXgTUq6DYD7W1fipR51TLn7eKW+TStw\nZ/0yVw3k2R19njplS5iUSsT5qIh0BukXYPaDELcHDq+Evp9BUITZqUTkehwO+OFZYy7IGreZncZl\n1S8fzP/1qUegjxc9GpY1O042VxaQ87ed4KlvtzO8Q1XG3lErayUckeJM/wqcwYVY4OKc74dWwpRb\n4MDvpkYSkRv4cw5s/hxm3gNbppudxmX8uDOaJX9GZzs2sEVFpysgr5SaYePNpbsB+GTlQQZMXcfx\nc8kmpxIxn4pIZ1CyMjzyOzQaZOxfiIX/3Q3LXgdbpqnRROQK56Mvj8YOCDOm9JGbevfnPYz4aitj\n5+zgUNwFs+Pkiq+XlW+Gt6FeOaMpe9vReLp/uIqfdp0yOZmIuVREOgufQLh7CvSeBF7+gANWvg0z\nesH5k2anExEwmrEXPwWp8cb+Xe9DwLXXapbsmlQMAcDqYeHEuRRzw+RBldAAvnusLQ+2qQTA+dRM\nHv3fFl5btIv0TI3gluJJRaSzaTLEuCsZVsfYP7IGprSDE1vMzSUisONr2Pujsd1gANTpaW4eF9Kl\ndgT/16c+P4xuT7saoWbHyRNfLyuv9a7P5CFNCfI1+kx+ueYw/aas5egZNW9L8aMi0hmF14ZHlkGT\n+4197wAoVc3cTCLFXcIJWPq8sR0YAd3eMjePE0vNsPHy/D/ZdPhstuP3t65EZCl/k1IVnG4NyvLD\nqPY0qhAMwB/HE+gxYdVV/T1F3J2KSGfl7Q+9J0LfT6Hfl+AXYnYikeLL4YBFoyEtwdi/6wPwL2Vq\nJGd1IDaJPh+v4av1Rxn99TbOXUg3O1KhqFjanzkj2vKPW6oAkJiWyeMzt/Kv+TtJzbCZnE6kaKiI\ndHYNB0CF5tmPLXsD9iw1J49IcbTre9j/q7HdaBDU7m5uHif1/bbj9PxoNVGnEgEoF+JHuhuv+OLt\n6cErPevy6QPNCfbzAuB/64/Qd9Jalxs8JJIXKiJdze5FsPK/8PW98NNLkOmev+WLOJXad0GH5yC4\nItz5ptlpnE5Kuo3n5u7g6W93kHxx8vDHOlXjm+GtiSjh/qv43F43gh9Gt8saPPRX9HnumrCKBdtP\nmBtMpJCpiHRF3kHGn+smwpd3wrnDpsYRcXue3tDlJRi5UWveX2Hf6UR6TVzN7M3HAWMVmmnDWvDP\nO2sXqwm5K5T0Z/ajbXi0Y1UALqTb+PDXfaRlqmlb3Ffx+RfuLur0hBEroWxjY//EFpjSwbhDKSKF\nS0sbZnE4HMzefIyeE1ezLyYJgFZVSrH0yfZ0qhVucjpzeFk9eKFbHb4c2oKywb5MHNwUH0/zl3EU\nKSwqIl1Rqarw0M/Q8lFjPy0Bvr0PljwHmWnmZhNxF/FHYe5DkHja7CRO50JaJs/O3sFzc/8gNcOO\nxQKju1Rn5sOtikXz9c10rh3OirGdqVsu+zrbW46cvc4VIq5JRaSr8vSB7v+FgV+BrzHNBBunwhd3\ngi3D3Gwirs7hgAUjYedcmNQKLsSZnchpRJ06T6+Jq5m3zejvFxrow//+0YpnutbCsxg1X9+Mt2f2\n92L+thPcM3kdY+bsIDldK5GJe9C/eFdXpyc8ugrKNzP2a94BVi9zM4m4us1fwKEVxnadXhDgmpNj\nFySHw8HXG4/Se+IaDsQaI49vqV6aJU+2c9nJw4tKhs3Oe7/sBWBZVAznU1REinvwNDuAFICSlWDY\nj7B1OjT/h9lpRFzbucPw87+M7eBI6Pq6qXGcxbiFu5ix7ggAHhZ46raaPNG5OlYPi8nJnJ+X1YO5\nI9rw1LfbGd6hKmWC1eQv7kF3It2Fpze0fAQ8/taJO/EUzOgDcftMiyXiUux2oxk74+Icf70+At8S\nN76mmOhUKwyA8CAfZj3SmtG31lABmQvhJXyZ+XCrqwYd/bzrFElpujMprklFpLuy2+C7h+Hg7zC1\nI/wx2+xEIs5v02dweJWx3fwfUK2zuXmcSJfaEfy3X0OWPNme1lVLmx3HJVks2YvuDQfPMOKrLfT6\naDV/nTxvUiqRvFMR6a4cjsv9JDMuwLxHjDss6cnm5hJxVmcOwK/jjO2QinD7eHPzmCghJYORs7Ze\ntfb1gOaRhAb6mJTK/Xy7+Rh2BxyMu0CfSWv4av0RHA6H2bFEckxFpLuyesLtr8GQ78D/4l2Dbf+D\nz26F2D3mZhNxRkvGQsbFX7J6fww+QebmMUmGzc49k9ey+I9ot1772hm8068RY7rWxMMC6Zl2Xp6/\nk5Ffb+N8qmbYENegItLd1bgNRqyGSrcY+zF/wSedYPssU2OJOJ3ub0PFNtDiEajSwew0pvGyevBg\nm0oA1Cmr/qCFycPDwsguNfj6kdZElDDu8P7wRzQ9P1rNn8cTTE4ncnMqIouDEuXggYXQYSxgMe62\nzH8MVr5jdjIR51G6Ggz9oViOxrbbszeh3te6Ep/c34zPHmhOyQBvk1IVH62qlmbJ6PZ0rGkMXjpy\nJpl7Jq9l2ppDat4Wp6YisriwekKXl+H+7yEgHHyCoUE/s1OJOBcPK3gVr+lXth49R7cPV3Eo7kLW\nMYvFQtd6ZfDQ6OsiUzrQhy+HtuD5brWxelhIt9l5ddFfjPhqCwnJat4W56Qisrip1tlo3h40C0pW\nvnzc4TC+RIqTDZ/A+snG1D7FjN3uYOqKAwyYso49pxN5YuZW0jJtZscq1jw8LIzoWI3Zj7am3MW5\nJH/adZoeH61i+7F4c8OJXIOKyOIoKAIqt8t+bP0kYwR3WqI5mUSKWuxe+Pll+PF5WDjS7DRF6uyF\ndB6esZk3l0aRaXfgZbXQv3kFvLVsoVNoVqkUS55sz211jDklj59Lod/ktXy26qCat8Wp6CeGwPEt\n8Ms4+HOOMadk9B9mJxIpXHab0S/YlgZYoOkDZicqMhsPnaX7h6tYFhUDQMVS/nz3WFuG3VLlqnkM\nxTwh/t58+kBzXu5RBy+rhUy7g9d/2M3D0zdrxLw4DRWRYsyJV6W9sX32AHx2mzHpsn7jFXe19iM4\nsdnYbvMEVGxtbp4iYLc7+Pj3/Qz6dD2nzqcC0L1BGRaPbkfDCiHmhpNrslgsPNy+KnNGtKVCST8A\nth2LJy2z+HW/EOekIlIgMMyYT/LWV8BiNe7O/PAszBkKqZpmQtxMTBT8/oaxXbq6MeDMzcUlpfHg\nlxt5+6c92OwOvD09+L8+9fl4cFNK+HqZHU9uonFkCD+Mbk+3+mV4b0Ajrb0tTkNFpBg8PKD9s8YU\nJ0HljGN/zYepHeDEVlOjiRQYWybMHwG2dLB4QJ8p4OVndqpCte7AGbp/uIpV++IAqBIawPePt+X+\n1pXUfO1Cgv28mHxfs6vW3l78x0nOJKWZlEqKOxWRkl2lNsbo7Rp3GPvnDsPnXSFun6mxRArE2g/h\n5DZju81IiGxhbp5CZLM7+ODXvQz5bD0xiUaR0btxORaNake9csEmp5OCsP7gGUZ/vY3uE1ax5cg5\ns+NIMeRpdgBxQgGlYdA3sG4i/PYaNOgPoTXMTiWSP+eOwO9vGtuhNaHzS+bmKUQxiak89c121h44\nA4CPpwfje9djQPNI3X10Iz/uPIXdAfHJGfh7W82OI8WQiki5Ng8PuGU0VL4FQmtlf8yWAVb1oxIX\nE1IR+kyCH1+42Iztnv3K0jJt3P3xWk7EpwBQLSyASUOaUatM8VwL3J2N61mXGhGBeHl4aIlKMYWa\ns+XGyjcDn8DL++kXjLW3136k0dviWiwWaDgAnvoTKjQzO02h8fG0MqJjVQDuaVqBRaPaqYB0UxaL\nhSGtKjGgRWS240v+jGbt/jiTUklxojuRkjtL/wmndxqTNB9eDX0mg38ps1OJ5Jy3v9kJClymzY7n\n3yYKv691JaqFBdK2eqiJqcQMB2KTGDNnBykZNkZ1qcGTt9bAquUrpZDoTqTkTvNhEFLJ2N77I0xp\nB0fXm5tJ5Hoy0+G7RyB6h9lJCs3yPTF0fnf5VWtfq4AsnvbHJGF3OHA4YMJv+xjy2XpOX5wXVKSg\nqYiU3CnfDB5dCXV6GfvnT8CX3WHVu8Vy/WFxcqvehT9nw6dd4OAKs9MUuIOxSQybtoljZ1N4YuZW\nMmz6N1jc3VGvDAtHtqNGuNENaf1BY4WilXtjTU4m7khFpOSeXwgMmAHd3wGrNzhs8Nt4mHkPJOkH\nlTiJk9th1TvGdlhtqNjG1DiFoWpYII+0r0qAt5VHO1bFS2tfC1AzIogFI2+hf7MKAJy5kM4DX2zk\nvz9GkalfNKQA6SeO5I3FAi0fgYd/hVJGJ34OLINvh2jAjZgvMw3mPw72TPDwNEZle3qbnapAnE/N\nyLY/9o5aLHmyPb0blzcpkTgjf29P3u7fiPcGNMqa/mfS8gMM+nQ90QkpJqcTd6EiUvKnbCMYvgLq\n32P8Z33Hm0aBKWKmFf+FmF3GdvsxxufUxaVn2vm/xX9xx/srOXshPeu4l9WDSqUDTEwmzqxv0wos\nHNmO2hdH6G86fI7uH67i96gYk5OJO1ARKfnnWwLu+RweXXX11ClpSeZkkuLrxFZY/b6xXaaBsZyn\nizt2Npn+U9fx+epDRCek8sqCnWZHEhdSPTyQ+U/cwqCWFQE4l5zBsGmbeHPJbvWjlXxRESkFw2KB\niLrZj/21ECY0gQO/m5NJip/MNJj/mNFP18PLmILKxZuxf9wZTfcJq9hxLB6A+uVLMKZrrRtfJHIF\nXy8rb/ZtwIRBTQi42Lw9deVBBkxdx/FzySanE1elIlIKx4U4WDASLsTA/+6GZa+DLdPsVOLu1kyA\n2Chju+M/jTuRLiot08a4BTsZ8dVWElONfztD21bmu8faUjlUzdeSN70alWPx6PbUK2escLPtaDw9\nJqzW6G3JExWRUjj8S8Od/wZPP8ABK9+GGb3g/Emzk4k7azUcmtwHZRtDu6fMTpNnh+MucM/ktUxf\ndwSAIF9PptzXlFd71cPHU2skS/5UCQ3gu8fa8kAbY87f1AwbYUE+JqcSV6QVa6RwWCzGf+blm8Oc\noRC7G46sMSYnv/sTqHGb2QnFHfkGQ++PIT3ZZdd3X/zHSZ7/7k+S0oy7j40iQ5g4qAmRpdxvpR0x\nj6+XlfG969OmamkupNu09rbkie5ESuEKrw2PLIMm9xv7yWeM+SR/fRVsGTe8VCTPXHBpw9QMGy9+\n/ycjZ23LKiAfaV+FOY+2UQEphaZbg7L0uzif5CWLdpxkyZ/RJiUSV6IiUgqftz/0ngh9PwWvi325\nVr8P22eZm0vcw7GN8MOzLj0TwIHYJPp8vIZZG44CEOLvxWcPNOelHnXx9tSPaSk6+2OS+Od3f/D4\nzK2889Mes+OIk1NzthSdhgOgXFOjedsvxGjuFsmPjBRjNPaZ/XBoFTy2xuWasedvO8GL3/9JcroN\ngGaVSjJhUBPKh/iZnEyKo1MJqXh6GHP9Nq9c0uQ04uzy9Cvupk2bGDlyJPXq1SMgIICKFSsyYMAA\n9u7de9Nrp02bhsViuebXqVOn8hJHXElodXj4F+g/HTz+NkAg+Sxkpl//OpFrWfa6UUACNBnicgXk\n7ujzPPXt9qwC8rFO1fhmeGsVkGKadjVCWfJke/59dwM61Qo3O444uTzdiXzrrbdYs2YN/fv3p2HD\nhpw6dYqJEyfStGlT1q9fT/369W/6HOPHj6dKlSrZjoWEhOQljrgaLz/j6xK7DWY/YNxV6vcFlKxk\nXjZxHUfWwbqPje0KLaDNSHPz5EGdsiV4tENV5mw5znsDGuk/bXEKFUr6M7hVxWzH1h88w8IdJ3nl\nrrr4emmGADHkqYh85plnmDVrFt7elyfxHThwIA0aNOA///kPX3311U2fo1u3bjRv3jwvLy/uZsuX\ncHiVsT21PfSeBHXuMjeTOLf0C7DgccABnr7GpOIervEfW1xSGqGBl6dTGXNHLR5qV4XwEr4mphK5\nvrikNEZ/vY2YxDS2HjnHxMFNqR4eaHYscQJ5as5u27ZttgISoEaNGtSrV4/du3fn+HkSExOx2Wx5\niSDupMn90PJRYzs1Ab4dAkv/aaw+InItv42HsweN7S7/gtAa5ubJgQtpmTwzezt3TVh91drXKiDF\nmdnsDipenCEg6lQiPT9azXdbjpucSpxBgQ37czgcnD59mtDQ0Byd37lzZ0qUKIG/vz+9evVi3759\nBRVFXI2nD3T/Lwz4H/gEG8c2TIHPu14uFEQuObza+HwARLaG1o+ZmyeHftp1inlbT3DqfCqv//CX\n2XFEciyihC/fDG/N452qAZCSYePZOTsYM2cHyelaiaw4K7DR2TNnzuTEiROMHz/+huf5+/szdOjQ\nrCJyy5YtvPfee7Rt25atW7cSGRl5w+tjYmKIjc2+PNP+/fvznV+cQN1eULYhzBkGJ7dC9HaY2hF6\nTYB6d5udTpyBLRMWjja2Pf2MicVdpBn77ibl+W13DOeS03m+W22z44jkiqfVg+furE2rqqV55tvt\nnLmQztwtx9lxLJ6PhzSlZkSQ2RHFBBaHw+HI75NERUXRqlUr6tWrx6pVq7Bac/dDffXq1XTo0IHh\nw4czZcqUG5776quv8tprr13zsZ07d1KvXr1cvbY4ocx0YzLy9RcHTfgGw+jt4F/KzFTiLI5tMqb1\nafGQU9+FTErLJCElI9tI65R0G96eHlgvTqEi4opOn0/lyW+2sf7gWQB8vTwY36s+/ZtXwGLRZ9tV\n7dq1i/r16+eqlsp3EXnq1CluueUWMjIyWL9+PeXKlcvT87Rp04bY2Nib3lW83p3IPn36qIh0N1FL\njMETvSZqoI1kl5ECVh/wcM6JuHedTGDkrG34eln5/vG2Gs0qbsdmd/Dhb/v4aNk+LlURfRqX4427\nGxDgoymoXVFeish8/U0nJCTQrVs34uPjWbVqVZ4LSIDIyEj27Ln57Pjh4eGEh2sajGKhdneotN2Y\nmPzv4vYb801K8eXlnPMoOhwOvlp/hP/7YTfpmXYAvtl4lKG3VLnJlSKuxeph4Znba9K6SilGf7Od\nuKQ05m8/yR/HE/h4SFOtxV1M5PnX+NTUVHr27MnevXtZvHgxdevWzVeQgwcPEhYWlq/nEDd0ZQF5\nfDNMagULR0F6simRxAS/jYe/Fpid4obOp2bwxKyt/GvBLtIz7Vg9LIy9oxYPtKlsdjSRQtO2eihL\nn2xPu+rGoNqDcRfo/fEaZm44QgH0lhMnl6ci0mazMXDgQNatW8ecOXNo06bNNc+Ljo4mKiqKjIyM\nrGNXNkUDLFmyhC1btnDnnXfmJY4UFw4HLBkL9kzYOgM+uxVitbar2zuwDFa9a0xIv+o9s9Nc0x/H\n47lrwmqW/GmsulXm4mjWJzpXx0P9H8XNhQX5MP0fLRnTtSYeFkjPtPPS9zsZt3CX2dGkkOWpOfvZ\nZ59l4cKF9OzZk7Nnz141ufh99xlrIr/wwgtMnz6dQ4cOUblyZcCYY7JJkyY0b96c4OBgtm7dyhdf\nfEFkZCQvvvhi/r4bcW8WC9w7E+Y+BEfXQsxf8Ekn6PEuNB5sdjopDKnnYcEoY9srAOr3NTfPFRwO\nB1+uOcybS3eTYTPuunSpHc47/RtRKsD7JleLuA+rh4WRXWrQonIpRn+zjdPn07i1ToTZsaSQ5amI\n3L59OwCLFi1i0aJFVz1+qYi8loEDB/LDDz/w888/k5ycTNmyZXnkkUcYN24cERH6wMlNlCgHDy6C\nFf+Ble9ARrIxUvfQKujxDngHmJ1QCtLPL8H5i5Mad/0/KFnZ1Dh/l5Ccwdi5O/j5r9MAeHpYeO7O\nWjzcrqruPkqx1apqaZaMbs/yPbF0rKkuau6uQKb4MVteRhSJGziwDOYNhwsXu0iE1oT+0yEif/1z\nxUns+xVm3mNsV+0E98837kY7ga1HzzFq1jZOxKcAUD7Ej48GN6FpxZImJxNxTusPnuF/647w774N\nCPbzMjuOXENeainnnB9DJCeqdYERq6Fye2M/bi9snGpuJikYKfHG4CkA7yDo9ZFTFJB2u4NPVh5g\nwJR1WQXk7XUj+GF0OxWQItdx5uLa2z/8Gc09k9eSabObHUkKiCZzEtcWVAYeWAAr3zZG797xb7MT\nSUH46SVIPGls3/E6hFQ0Nw9w9kI6Y+bsYFlUDABeVgsvdKvDsFsqa4JlkRuwelhoWCGYX3fH8I9b\nquBp1f0rd6EiUlyfhxU6PQ/tnjbW4b4kLQnOHYYy9U2LJnlwaBVsvzhYr1oXaPqguXku+vWv01kF\nZGQpPyYOakqjyBBzQ4m4gBB/bz59oDnLomLoUjv7PM92u0N9iF2Yfh0Q9/H3AhJgyRj4tAts+gxc\nv+tv8VGxDdz2GgSEOU0zNkD/5hXo0aAs3eqXYfGo9iogRXLBYrFwa52IbHft98ckcccHK9ly5KyJ\nySQ/VESKezq9C/74Fmxp8MOzMHcYpCaYnUpywuoJ7Z6CJ3dAcAXTYsQlpXHs7OUJ7S0WC+8OaMSk\nIU01MEAkn1IzbIyctZV9MUkMmLqeKSsOYLfrl31XoyJS3FNEPRj6AwRdXIpz1/cwtQOc3GZuLsk5\nE6drWn/wDN0/XMXw/20hNcOWddzXy6r+jyIFwMfTg0EtK+Jt9cBmd/CfpVH8Y/omziSlmR1NckFF\npLivSm2N0dvVbzf2zx2Gz7vChqlq3nY2yWeNSeTjj5qdBIDf98QQk5jG7ujzLNxx0uw4Im7HYrHw\nYNvKfPdYWyqV9gdg+Z5Yuk9YxYaDZ0xOJzmlIlLcW0BpGDwbbh8PFivY0mHpc/DtfZByzux0csnS\n52DnXJjUFs4cMDsNY7rWom210rzZtwH9m5nXpC7i7hpUCGbRqHb0aFgWgNPn0xj06XomLtun5m0X\noCJS3J+HB9zyJPzjRyhxsSDY+xOcPWhuLjHsXgR/zjG2K98CpaoWeYS1++OyNaN5WT2Y+XArBrWs\nqOZrkUJWwteLiYOa8Hqf+nh7emB3wDs/7+XBLzcSm6jmbWemIlKKj8iWMGIV1OoOt78G5ZuZnUgu\nnIHFTxvbviFw1wdFOho702bn3Z/3MOTzDTw7Z0e2Ox8qHkWKjsVi4b7WlZj/+C1UDTX6Q6/aF0f3\nCatYuz/O5HRyPSoipXjxLwX3zoLWj2c/fmSt0S9PitaSMZeXrez+NpQoW2QvfSohlcGfbeCjZftx\nOIzBNHtjEovs9UXkanXLlWDhqHb0aWwMioxNTGPI5xt4/5e92NS87XRURErxY7Fkv9t19hDMuhem\ntIOj683LVdzs+h52zTO2a98FDfoX2Usv3xND9wmr2HjI+MWhZkQgi0a2o3aZEkWWQUSuLdDHk/cH\nNuatexrg6+WBwwEf/raPIZ+tJ+Z8qtnx5G9URIpsnwlpCXD+BHzZHVa9B3at7VqokmKN+TsB/EpC\nj/eKpBk7w2bnP0ujGPrlJs5eSAdgYPNIFjzRjhoRQYX++iKSMxaLhYEtKrLgiXZUDw8EYP3Bs9w9\naS1pmbabXC1FRUWkSOeXoNvbYPUGhw1+ew1m9jMKHSkcv/wLki9O49H9HQiKKPSXPBmfwr2fGJMa\nA/h7W/lgYGPe6tcQP29rob++iORerTJBLBx5C/0uzpLwROfq+Hjq36uz0NrZIhYLtBpuDLyZMxTO\nHYIDvxnN2/0+h8rtzE7ofrq8DEkxxoTi9e8p9Jf79a/TjJm7g/jkDABqlwni4yFNqRYWWOivLSL5\n4+/tyTv9G3FP0wq0rloq22MZNjteVt0PM4veeZFLyjWGR1dCvb7GftIpmN4TVvwX7Go+KVDBFeC+\n7+DuqYXajJ2eaef1xX/x8IzNWQXkkFYVmf/ELSogRVxMm2qlr1p7u9Pby/k9KsbEVMWbikiRv/Mt\nAf2+MKaasfqAww6HV5mdyj1ZLODtX2hPf+xsMv2nruOz1YcAo7P+R4Oa8MbdDfD1UnOYiCvLsNkZ\nOWsrJ+JTeGj6Jg7HXTA7UrGkIlLkShYLNB8GjyyDSrdA30/BQ0VHvv05F1a+A7bMQn+pH3eeoseE\nVew4Fg9A/fIlWDyqHT0blSv01xaRwudl9eCxTtUI8LYyomM1Kl+cW1KKlvpEilxPmfowbEn2Y3ab\nMZq78RAVlrmReMoYjZ0aD8c3weBvC/Xlth09x/lUo1gd2rYyL3Svrc74Im6md+PyNK1YkrLBvtmO\nJyRnEOzvZVKq4kV3IkVyY8VbsHAUTO8F56PNTuMaHA5Y9JRRQAI0ua/QX3LMHbXoXCuMKfc15dVe\n9VRAiripyFL+eP5tYE1cUhpdP1jB+EV/kZ6pqdoKm4pIkZzKTIPdi43tI6uN0dv7fzU3kyvY8Q3s\nXWpsN+gPdXoW+Ev8uPNU1ryPYDR1fTmsJXfWL7oVcETEfK8s2Mnp82l8seYQ/aes5djZZLMjuTUV\nkSI55ekDD/96+U5achx8dQ/8+mqR9PNzSedPwtJ/GtuBEdDtvwX69Jk2Oy/P/5MRX23hmdnbs619\nLSLFzz/vrE2D8sEA7DieQPcJq1j6p1qNCouKSJHc8PaH3h8bU9N4XezIvfp9mNYDEo6bm83ZOByw\n6EljNSAwRrz7l7rhJbll9bBw7uLUPduOxnNEdx1EirVKpQOY+1gbhratDEBiaiaPzdzKKwt2kpqh\nqdoKmopIkbxodC8MXw4R9Y39Y+uN5u19v5gay6lsnwn7fja2G94LtbsX+EtYLBbe7NuA3o3LseTJ\n9lTRCE2RYs/H08qrveox9f5mlPA1xg/PWHeEeyav1VRABUxFpEhehdU0mrebDTP2U84Z/SYFks/C\njy8Y24FloNt/CuRpU9JtfPjrvmx3FEr4evHhvU0oH+JXIK8hIu7hjnpl+GF0expHhgCw6+R57vpo\nNQt3nDQ3mBtRESmSH15+0PMDuOdzaP8s1LnL7ETOwb8U9JkMAeHQawL4lcz3U+6PSaTPx2t4/9e9\nvP7DXwUQUkTcXWQpf2Y/2oZH2lcBICktk9Ffb+OFeX+qebsAaJ5IkYLQoN/Vx45vNuZHLK6FZZ27\noFpnY33sfJq75Tj/mr+TlIs/9PeeTiI1w6aVZ0Tkprw9PXipR11aVy3Ns3N2EJ+cwdcbj7Lt6Dk+\nHtJUS6Dmg+5EihSGlHMwZxh8OwSWPl98m7nzWUAmp2fyzOztjJmzg5QMGxYLjOpSnVkPt1IBKSK5\ncmudCJaMbk/zSkbLSNSpRHp+tJrvt2lQZF6piBQpDLF7IPXiqOQNk+HzrnD2kLmZCpvDAQtHw9H1\nBfJ0UafO0/Oj1czbegKA0EBvZvyjJc92rZVtcmERkZwqF+LH18Nb83inagAkp9t4+tsd7DmVaHIy\n16SfxCKFoWJreHQFlGtq7Edvh6kdYNd8M1MVrs1fwNbp8MWd+fo+HQ4H32w8Su+JazgQa4ykbFO1\nNEtGt6d9jbACCisixZWX1YPn7qzN9H+0pFSAN493qkatMkFmx3JJ6hMpUlhKVYF//AS/joP1kyDt\nPMx5EA4/DF3fAC/fmz+Hqzh3GH7+l7FdojxU65Knp0lKy+Sl7/9kwXZj9KSHBZ68tSYju1TH6mEp\noLAiItCxZhg/PtWeUv7e2Y7HJqYRGuiNxaKfOTejO5EihcnTG+58E+79GnxDjGObPoPPb3Ofycnt\ndlgwEjIuzr/WeyL4lsj10+w6mUDPj1ZnFZBhQT7MfLg1T95WQwWkiBSK8CDfq9be7jFhFc/O3sGF\nNK1EdjMqIkWKQu3uMGIVVGhh7NsyCmTaG6ew+XM4vMrYbjbMGJGdCw6Hg/+tP8Ldk9Zy6OJEwO1r\nhLL0yfa0qVa6oNOKiFzXGz/sJiYxjXnbTvDr7tNmx3F6as4WKSohFWHYUvj939BwQIFMfWO6swfh\nl1eM7eCK0PX/cnV5WqaNZ77dwQ8X17b1sMCzXWvxWMdqeOjuo4gUsRe71yE2MY1SAd70alTO7DhO\nT0WkSFGyesFt47Ifczhg+X+g/j3GKjiuwm6H+U9AxsX1qntPBJ/cdU73tnrAxVqxTAlfJgxqQssq\nBbu+tohIToUF+TD9Hy3JsNmz9Yk8djaZEH8vgny9TEznfFREipht+0xY8R9YOwF6vAeNB5mdKGe2\nzYCja43tFo9A1Y65fopLa1+X8PVi7B21KBXgffOLREQKkdXDgtXj8jy0qRk2Hp6+mbRMGxMHN6V+\n+WAT0zkX9YkUMdv5aMBi3NGbPwLmPw7pF8xOdXMN+kPLR6FkFbjt1RxdkpCcwb+X7L5q7es3+zZQ\nASkiTunrjUfZczqRw2eS6TtpLTPWHcbhcJgdyymoiBQxW8excN934B9q7G+fCZ92gZjd5ua6Ge8A\n6P5fGLEafG6+bNixs8l0n7CKT1Ye5P8Wa+1rEXEND7apzD/vrI3Vw0K6zc4rC3bx+MytJKRkmB3N\ndCoiRZxB9VvhsTVQub2xHxsFn3SGrf8z+kw6sxwUkABlgn0pE2zMjRmTmEaGzV6YqURECoSHh4XH\nOlXj2+GtKXvxZ9jSnae466NV7DgWb244k6mIFHEWQWXggQXQ8XnAApkpsHCk8eUshWTcPmNOyJRz\nub7Uy+rBhEFNeK1XPT65vxleWrpQRFxI88qlWDK6PbfWDgfg2NkU+k1Zy+erDxXb5m39FBdxJh5W\n6PyCUUwGRhjHwuuBM6ycYLfB/Mdg2/9g8i2QduO1ZjcfPsvz3/2B3X75h2v5ED8ebFtZK0GIiEsq\nGeDNZw825+UedfD0sJBhc/B/i//ikRlbiE9ONztekVMRKeKMqnY0+hp2fhlaP2Z2GsO6iXB8k7Fd\nt891p/Ox2x1MWr6fgZ+s55tNx/hk1cGiyygiUsgsFgsPt6/KnBFtKB/iB8Cvu0/TY8JqthzJfSuN\nK1MRKeKsAsONQTd/v2t39pAxN2NqQtFmiYmCZW8Y26WrQ5eXr3namaQ0hk3bxH9/3IPN7sDb6kGA\nj2YSExH306RiSZaMbk/Xukar0Yn4FAZMXceUFQeytcC4MxWRIq4iMx3mDoPtX8HUjnByW9G8ri3T\naMa2pYHFA/pMBm//q05bf/AM3SesYsXeWAAqlfZn3uNtub91paLJKSJSxIL9vZh6fzPG9ayLl9WC\nze7gP0uj+Mf0TZy94P7N2yoiRVxFRvLlaYDOHYLPu8KGqYU/6Gbth3Byq7Hd5gmIbJntYZvdwYTf\n9jH40/WcPp8GwF0Ny7J4VDtNyisibs9isTDslip891hbKpYyfsFevieWZVExJicrfCoiRVyFXwgM\nng23vQYWK9jSYelz8O19eRotnSOnd8HvbxrboTWh80vZHo5JTOWBLzbw3i97sTvAx9ODf9/dgI8G\nNdHyYCJSrDSsEMLi0e3o3qAMvRqV456m5c2OVOjUWUnElXh4QLunoGIbmPsPOH8cohbDqT+g3zSo\n0KzgXsvhgEVPgj3jcjO2l1/Ww2v2x/HkN9uJSzLuPlYNC+DjwU2pU7ZEwWUQEXEhJXy9+HhwU9Kv\nWHv7yJkL+Ht7EhbkY2K6gqc7kSKuqGIrGLEKanYz9uOPwhdd4a8FBfcaFgvc9T6UaQC3PAkVmgNG\n8/V7v+zlvs83ZBWQfZuUZ9HIdiogRaTYs1gs+HheXns7Jd3G8Blb6D5hFWsPxJmYrODpTqSIq/Iv\nBYO+hvWT4Jdx4FcSIlsX7GuUaQAPLwOMfpenz6cy+uttbDh0FgBfLw/G965P/2YVNPejiMg1LNxx\ngj2njXl1V++Lo221UJMTFRwVkSKuzGK5ONiltbHCTVBEwb+GpzcA+2MSGTh1PWcujjisER7IpCFN\nqRFx7fkiRUQEBjSPBGDxH9E8c3tNk9MULBWRIu7gWn0hl79lFIBtnzT6UubU2o/AvzQ0GpRtjspK\npQOoHBrAmQvpDGhegdd61cfP23qDJxIREYvFwsAWFRnQPDJbi01cUhp7TiVyS3XXvTOpIlLEHR34\nHZa/CTjg8Bq4ewoE5OAHVfQf8OurYM80Rmbf8UbWQ5fWvt58+Cy9G7v/qEMRkYL09wLSbnfw9Lfb\nWb0/jic6Veep22rgaXW9YSqul1hEbs6/FJSsbGzv/wWmtDOKyRvJTDcmFbdngocnG4Nu5alvtl21\n9rUKSBGR/NlzOpHNh8/hcMDE3/cz+NMNnEpINTtWruWpiNy0aRMjR46kXr16BAQEULFiRQYMGMDe\nvXtzdH18fDzDhw8nLCyMgIAAOnfuzNatW/MSRUSupWwjeHQl1Otr7CdGw/S7YMXbYLcBkJGexq41\nP7Dtp+nsWvMDtt/fhNM7AYiqMZwBC1OYv/2k1r4WESlgdcqWYOHIW6h1sU/5xsNn6T5hFb/vuTxB\neYbNzroDZ/hxZzTrDpwhw2Y3K+515ak5+6233mLNmjX079+fhg0bcurUKSZOnEjTpk1Zv3499evX\nv+61drudHj16sGPHDsaOHUtoaCiTJk2iU6dObNmyhRo1auT5mxGRv/EtAf2+gCodYOk/jWULf38d\n+6GVbM2sTJXjC6jH5TW4L91vdITXo3yvl6l0fCNnktIpH+J37ecXEZE8qxERxPwnbuG1Rbv4ZtMx\nzl5IZ9iXm3i4fRUCvD2ZueEIcUmXl04MC/Th/jaVeKxTNbycpOnb4nDkfs20tWvX0rx5c7y9vbOO\n7du3jwYNGtCvXz+++uqr6147e/ZsBg4cyJw5c+jXrx8AsbGx1KxZk27dujFr1qxcfxO7du2ifv36\n7Ny5k3r16uX6ehG3d2onzBkKZ/ZlHbI7wOMas/Ls8WlA1Wd/Y/+ZNPy8rFQODSi6nCIixdCC7Sd4\ncd6fXEi3ZR2zcPmX+7/vd6kdztT7mxV4IZmXWipPCdq2bZutgASoUaMG9erVY/fu3Te8du7cuURE\nRNC3b9+sY2FhYQwYMIAFCxaQlpaWl0giciNl6sPw5cQGXL7Tf60CEqBW2p9snvkKdcqWUAEpIlIE\nejcuz6JR7QgNvLyizZV3+C7tL4uKYcryA0WW7UYKrIx1OBycPn2a0NAbjwDdtm0bTZs2xeOKKUda\ntmxJcnJyjvtVikjuZFi88LgQw83aHuwOqHHkGzLS9QudiEhRiSzlT04ahy3AjHVHnKKPZIEVkTNn\nzuTEiRMMHDjwhudFR0dTtmzZq45fOnby5MkbXh8TE8OuXbuyfe3fvz/vwUWKib2bfqU0CdxsYRkP\nC4QSz95NvxZNMBERYfPhc1mLOdyIA4hNSmPz4XOFH+omCmSeyKioKJ544gnatGnDgw8+eMNzU1JS\n8PG5egFyX1/frMdvZNKkSbz22mt5DytSTKUn5W7N1tyeLyIieZeQcvMCMj/nF4Z8F5GnTp2iR48e\nBAcHM3fuXKzWG69g4efnd81+j6mpqVmP38jjjz9O//79sx3bv38/ffr0yV1wkWLGOzB3qyLk9nwR\nEcm7YD/vm5+Uj/MLQ76KyISEBLp160Z8fDyrVq2iXLlyN72mbNmyREdHX3X80rGbPUd4eDjh4eF5\nCyxSjO31qUu4I5jSJFx3UA0YfSLPWkKo2eK2ogsnIlLMNa9cktBAb84kpV81qObvLEBooA/NK5cs\nqmjXlec+kampqfTs2ZO9e/eyePFi6tatm6PrGjduzNatW7Hbs3cI3bBhA/7+/tSs6V6Lk4uYLTXD\nxgvz/uDpuX8xI/P2GxaQYPSJ3FfpXry8r+52IiIihcPL6sEDbSrfsIAEo0/kA20qOcVckXlKYLPZ\nGDhwIOvWrWPOnDm0adPmmudFR0cTFRVFRkZG1rF+/fpx+vRp5s2bl3UsLi6OOXPm0LNnz2v2lxSR\nvNkfk0TviWv4euMxAL726ssmrxaAccfx7y7t7/BrRfMh44sypoiIAI91qkaX2kZr65W/71/a71I7\nnBGdqhVpruvJU3P2s88+y8KFC+nZsydnz569anLx++67D4AXXniB6dOnc+jQISpXrgwYRWTr1q0Z\nNmwYf/31V9aKNTabTQNmRArQd1uO8/L8naRkGJPXtqhckgmDmhDqdxvrZr5CjSPfEEp81vlnLSHs\nq3QvzYeM111IERETeFk9mHp/M6YsP8CMdUeITbo8hiQ00IcH2lRihBOtWJOnInL79u0ALFq0iEWL\nFl31+KUi8lqsVitLlixh7NixTJgwgZSUFFq0aMG0adOoVatWXuKIyBVmbTjKi9//CYDFAk90qs5T\nt9XA8+IPnjbD3iIjfTy7Nv1KelIc3oGh1GxxG21UPIqImMrL6sGoW2swolM1Nh8+R0JKOsF+3jSv\nXNJpisdL8rTsobPRsoci2SWmZnDXR6tJSs3kg3sb075GmNmRRETEieWlliqQeSJFxFwOhwOb3ZF1\npzHI14tPH2hOiJ8X4SV8TU4nIiLuSEWkiItLSsvk5e//JMDHkzfubpB1vGZEkImpRETE3amIFHFx\nryzYyfztxnKh7aqH0q3B1cuKioiIFDTn6qEpIrk2pmstQvy9aF8jlOaVS5kdR0REigndiRRxMUlp\nmfh7WfG4OGt4uRA/5j3WlsqlA7KOiYiIFDbdiRRxIX8eT6DHhFVMXXkw2/GqYYEqIEVEpEipiBRx\nAQ6Hg2lrDnHP5LUcOZPMOz/vYXf0ebNjiYhIMabmbBEnl5CcwXPf7eCnXacBsHpYeO6OWtTS6GsR\nETGRikgRJ7bt6DlGfb2N4+dSACgX7MtHg5vSrFJJk5OJiEhxpyJSxAk5HA4+X32I/yyNItNuLCp1\nW50I3unfkBB/b5PTiYiIqIgUcTrnLqQzZs4OfouKAcDLauH5bnX4xy2VsVg0eEZERJyDikgRJ7Ll\nyFlGzdrGyYRUACqU9OPjwU1pFBlibjAREZErqIgUcQJ2u4OpKw/yzs97sF1svr6zXhne6teQYD8v\nk9OJiIhcTUWkiMnOJKXxzOwdrNgbC4C31YOX76rD/a0rqflaRESclopIEZP9a8HOrAKyUml/Ph7c\nlPrlg01OJSIicmMqIkVM9nKPuqw9cIZ21UN5s28DgnzVfC0iIs5PRaRIETt7IZ0QP69sa1//MLo9\n5YJ91XwtIiIuQ8seihShNfvj6Pr+yqvWvi4f4qcCUkREXIqKSJEikmmz868FO4lLSuOdn/dwIDbJ\n7EgiIiJ5piJSpIh4Wj2YcG8Tgv28eLNvA6qGBpgdSUREJM/UJ1KkEO07nUiNiKCs/frlg1nzfBcC\nffRPT0REXJvuRIoUgkybnf/+GEXXD1aycMfJbI+pgBQREXegIlKkgEUnpDDo0/VMWn4AhwNeX/wX\nqRk2s2OJiIgUKN0SESlAy6JO8+zsHZxLzgCgdpkgJg5uiq+X1eRkIiIiBUtFpEgByLDZefunPXzy\nt6l7BrWsyLiedVVAioiIW1IRKZJPx88lM+rrbWw7Gg9AgLeVN+9pSK9G5cwNJiIiUohURIrkw8+7\nTjFmzg7Op2YCUK9cCSYObkoVTd8jIiJuTkWkSB6kZ9p5c+luvlxzOOvYA20q8WL3Omq+FhGRYkFF\npEguHT2TzMivt/LH8QQAgnw8eatfQ7o3KGtyMhERkaKjIlIkF5b8Gc0/5/5BYprRfN2wQjATBzWl\nYml/k5OJiIgULRWRIjmUlmnjvz9GZRWQ/7ilCs93q423p6ZbFRGR4kf/+4nkkI+nlYmDmxIW5MMn\n9zfjlZ51VUCKiEixpTuRIjew41g8jSJDsvbrlw9m1XOdNXhGRESKPd1GEbmG1AwbL8z7g94fr2HR\nFWtfq4AUERFRESlyTeeS01m68xQA//0pigyb3eREIiIizkVFpMg1lA32493+jWhZuRSzH22Dl1X/\nVERERP5OfSJFgOT0TDYcPEvn2uFZx26tE0GX2uFYLBYTk4mIiDgn3V6RYm/v6UR6T1zDwzM2s+nw\n2WyPqYAUERG5NhWRUmw5HA5mbzpGr4mr2ReThM3uYOb6I2bHEhERcQlqzpZi6UJaJi99/yfztxsj\nry0WGN2lBqNvrWFyMhEREdegIlKKnb9OnmfkrK0cjLsAQFiQDx8ObEzb6qEmJxMREXEdKiKl2HA4\nHMzaeJTXFv1FeqYxZU+76qG8P7AxYUE+JqcTERFxLSoipVhITM3g+Xl/8sMf0QB4WOCZ22vyeKfq\neHho8IyIiEhuqYgUt7fzRAJPzNrKkTPJAESU8GHCvU1oVbW0yclERERcl4pIcVsOh4Ppaw/z7yVR\npF9ccaZjzTDeG9CI0oFqvhYREckPFZHilhJSMvjn3D/4cZexdKHVw8LYO2oxvH1VNV+LiIgUABWR\n4pYupGWy/tAZAMoF+/LR4CY0q1TK5FQiIiLuQ0WkuKVyIX68N6ARX288xtv9GhLi7212JBEREbei\nIlLcQnxyOusPnuHO+mWzjnWpHUHnWlr7WkREpDCoiBSXt/1YPI9/tYXTiWl8M9yHFpUvN1urgBQR\nESkcWjtbXJ6nh4W4pHRsdgcLLy5jKCIiIoVLdyLF5dUvH8yrveqRnmnjwbaVzY4jIiJSLKiIFJez\n4eAZ4lMyuKNemaxjg1tVNDGRiIhI8ZPn5uykpCTGjRvHnXfeSalSpbBYLEybNi1H106bNg2LxXLN\nr1OnTuU1krg5u93BxGX7GPTpep75djuH4i6YHUlERKTYyvOdyLi4OMaPH0/FihVp1KgRy5cvz/Vz\njB8/nipVqmQ7FhISktdI4sZiE9N4ZvZ2Vu2LAyDD7iAq+jxVQgNMTiYiIlI85bmILFu2LNHR0ZQp\nU4bNmzfTokWLXD9Ht27daN68eV4jSDGxdn8cT367ndjENACqhgbw8ZCm1ClbwuRkIiIixVeei0gf\nHx/KlClz8xNvIjExEX9/f6xWa76fS9yLze5gwm/7mLBsHw6HcezuJuV5vU99AnzUnVdERMRMpk7x\n07lzZ0qUKIG/vz+9evVi3759ZsYRJxJzPpUhn63nw9+MAtLXy4P/3tOQ9wY0UgEpIiLiBEz539jf\n35+hQ4dmFZFbtmzhvffeo23btmzdupXIyMjrXhsTE0NsbGy2Y/v37y/syFKEVu6N5elvt3PmQjoA\n1cMDmTSkKTUjgkxOJiIiIpeYUkQOGDCAAQMGZO336dOHO+64gw4dOvDGG28wZcqU6147adIkXnvt\ntaKIKUUs02bn/V/3Mmn5gazm6/7NKvBa73r4e+vuo4iIiDNxmv+Z27VrR6tWrfj1119veN7jjz9O\n//79sx3bv38/ffr0KcR0UtiiE1J48uvtbDx8FgA/Lytv3F2fvk0rmJxMRERErsVpikiAyMhI9uzZ\nc8NzwsPDCQ8PL6JEUhTW7o/jiVlbOZecAUDtMkFMHNyU6uGBJicTERGR63GqIvLgwYOEhYWZHUOK\nWAk/Ly6k2QAY1DKScT3r4eul0foiIiLOrNCLyOjoaBISEqhWrRpeXl4AxMbGXlUsLlmyhC1btjB6\n9OjCjiROpn75YMb3roeft5XejcubHUdERERyIF9F5MSJE4mPj+fkyZMALFq0iOPHjwMwatQogoOD\neeGFF5g+fTqHDh2icuXKALRt25YmTZrQvHlzgoOD2bp1K1988QWRkZG8+OKL+fuOxOn9vOsUmXYH\n3RuUzTp2b0utfS0iIuJK8lVEvvPOOxw5ciRrf968ecybNw+A++67j+Dg4GteN3DgQH744Qd+/vln\nkpOTKVu2LI888gjjxo0jIiIiP5HEyb3/y14+/G0fAd5W6pQtoWULRUREXFS+isjDhw/f9Jxp06Yx\nbdq0bMdef/11Xn/99fy8tLioRpHGLxYeFgtHzyariBQREXFRTjWwRtxfl9oR/F/venSoGUal0iog\nRUREXJWpyx6Ke0vNsPHqwl1sujj34yX3t6msAlJERMTFqYiUQnE47gL3TF7LtLWHGTVrG2cvLmEo\nIiIi7kHN2VLgFu44yYvz/iQpLROAMsG+pGXaTE4lIiIiBUlFpBSY1Awbry36i683Hs06NrxDVcbe\nUQsvq256i4iIuBMVkVIg9sckMXLWVqJOJQJQ0t+Ldwc0okttTdkkIiLijlRESr7N23qcl+fvJDnd\naLJuXqkkHw1uQtlgP5OTiYiISGFRESl5lpyeybgFu5iz5XjWscc7VeOZ22viqeZrERERt6YiUvJk\n7+lEnpi5lX0xSQCUDvDmvYGN6Vgz7CZXioiIiDtQESm54nA4mLPlOK8s2Elqhh2A1lVL8eG9TYgo\n4WtyOhERESkqKiIlV15b9BfT1h4GwGKBUV1q8OStNbB6WMwNJiIiIkVKHdckVzrUDAUgLMiHmQ+1\n4pnba6qAFBERKYZ0J1JypUvtCP57T0M61w4nLMjH7DgiIiJiEt2JlOtKTM3gqW+2sfFQ9rWvB7SI\nVAEpIiJSzKmIlGvKtNnpN3kd87efZPTXWvtaREREslMRKdfkafXgvjaVAKhVJsjkNCIiIuJs1CdS\nsjgcDiyWy4Nk7mtVkbBAb7rWLYOHBs+IiIjI3+hOpACw/Vg83T5cxcHYpKxjFouFO+uXVQEpIiIi\nV1ERWcw5HA4+W3WQ/lPWEnUqkSdmbSMt02Z2LBEREXFyas4uxuKT0xkz5w9+3X0aAE8PC/c0LY+3\n1r0WERGRm1ARWUxtOXKOUbO2cjIhFYDyIX5MHNyEJhVLmpxMREREXIGKyGLGbnfwyaqDvP3THmx2\nBwB31Ivgv/c0Itjfy+R0IiIi4ipURBYjZy+k88zs7SzfEwuAt9WDF7vX5sG2lbONyhYRERG5GRWR\nxcTGQ2cZ/fU2Tp03mq8rlvLn48FNaVAh2ORkIiIi4opURLo5u93BpOX7ee+XvVxsvaZHw7K82bcB\nJXzVfC0iIiJ5oyLSjcUlpfH0t9tZtS8OAG9PD165qy5DWlVU87WIiIjki4pIN5WWaaPPx2s4fi4F\ngKqhAUwc3JS65UqYnExERETcgSYEdFM+nlYe7VAVgD6Ny7FwVDsVkCIiIlJgdCfSjWTa7Hj+baLw\n+1pXonJoAO2qh6r5WkRERAqU7kS6iVX7Yrn1vRUciruQdcxisdC+RpgKSBERESlwKiLdwOG4Czz4\nxUaOnEnmiZlbybDZzY4kIiIibk5FpBuoHBrAI+2r4udl5R/tquClta9FRESkkKlPpItKTM0g6G/z\nPI65oxb3tqxIldAAE1OJiIhIcaFbVi4mw2bnzaW76fr+Ss5eSM867mX1UAEpIiIiRUZFpAs5EZ/C\nwKnrmLriINEJqfxr/k6zI4mIiEgxpeZsF/HLX6cZM2cHCSkZANQpW4Jnu9Y0OZWIiIgUVyoinVx6\npp23fozi89WHso7d37oSL/Wog6+X1cRkIiIiUpypiHRix84mM3LWVnYcTwAgyMeT/9zTkB4Ny5qc\nTERERIo7FZFO6sed0Yyd+weJqZkANCgfzMTBTahUWoNnRERExHwqIp1MaoaNN5fsZvq6I1nHhrat\nzAvda+PjqeZrERERcQ4qIp3I4bgLPDFrK7tOngeghK8nb/dvxB31ypicTERERCQ7FZFOYtGOk7ww\n70+S0ozm68aRIXw0qAmRpfxNTiYiIiJyNRWRTmDPqURGfb0ta/+R9lUYe0dtvD01jaeIiIg4J1Up\nTqBWmSAe7ViVEH8vPn+wOS/1qKsCUkRERJya7kSa5OyFdEoFeGftj+lai2Ftq1Am2NfEVCIiIiI5\no9tdRSwl3cZzc3fQ/cNVV619rQJSREREXIWKyCL2465oZm8+zqnzqYxftMvsOCIiIiJ5oubsItan\ncXl+/SuGuKQ0Xuhex+w4IiIiInmiIrKQXUjLJD4lg/IhfgBYLBbe7t8Qb6sHnlbdCBYRERHXpCqm\nEO2OPk/Piat5ePpmUjNsWcf9vT1VQIqIiIhLUyVTCBwOB7M2HKXPx2s4GHuB3dHnmbXhqNmxRERE\nRAqMmrMLWGJqBi9+v5NFO04C4GGBp26ryYNtK5sbTERERKQAqYgsQDtPJDBy1lYOn0kGIDzIhwmD\nmtC6ammTk4mIiIgUrDw3ZyclJTFu3DjuvPNOSpUqhcViYdq0aTm+Pj4+nuHDhxMWFkZAQACdO3dm\n69ateY1TJDJsdtYdOMOPO6NZd+AMGTY7YDRfz1h3mL6T1mYVkB1qhrHkyfYqIEVERMQt5flOZFxc\nHOPHj6dixYo0atSI5cuX5/hau91Ojx492LFjB2PHjiU0NJRJkybRqVMntmzZQo0aNfIaq1Bk2OxM\nXn6AGesOE5d0eYLwsEAf+jevwMG4JH7ceRoAq4eFZ7vWZESHanh4WMyKLCIiIlKo8lxEli1blujo\naMqUKcPmzZtp0aJFjq+dO3cua9euZc6cOfTr1w+AAQMGULNmTcaNG8esWbPyGqvAZdjsDJ+xmd/3\nxHJlSRiblMak5Qey9ssG+zJhUBNaVC5VtCFFREREiliei0gfHx/KlCmTp2vnzp1LREQEffv2zToW\nFhbGgAED+Oqrr0hLS8PHxyev0QrU5OUH+H1PLACOG5xXJTSAeY+1peTf1sMWERERcVemTPGzbds2\nmjZtiodH9pdv2bIlycnJ7N2714xYV8mw2Zmx7vBVdyCvJSk1g0BfjVMSERGR4sGUqic6OpoOHTpc\ndbxs2bIAnDx5kgYNGlzz2piYGGJjY7Md279/f8GHBDYfPpetD+SNxCals/nwOdpU00AaERERcX+m\nFJEpKSnXbK729fXNevx6Jk2axGuvvVZo2f4uISVnBWRezxcRERFxVaYUkX5+fqSlpV11PDU1Nevx\n63n88cfp379/tmP79++nT58+BZoRINgvd/0bc3u+iIiIiKsypYi8NLL7SpeOlStX7rrXhoeHEx4e\nXmjZ/q555ZKEBnpzJin9hoNqLEBooA/NK5csklwiIiIiZjNlYE3jxo3ZunUrdrs92/ENGzbg7+9P\nzZo1zYh1FS+rBw+0qXzDAhKMUdsPtKmEl1VLkYuIiEjxUOhVT3R0NFFRUWRkZGQd69evH6dPn2be\nvHlZx+Li4pgzZw49e/Z0mul9AB7rVI0utY07n1eO0r6036V2OCM6VSvSXCIiIiJmyldz9sSJE4mP\nj+fkyZMALFq0iOPHjwMwatQogoODeeGFF5g+fTqHDh2icuXKgFFEtm7dmmHDhvHXX39lrVhjs9mK\nbNBMTnlZPZh6fzOmLD/AjHVHiE263JczNNCHB9pUYkSnaroLKSIiIsVKvorId955hyNHjmTtz5s3\nL+vu4n333UdwcPA1r7NarSxZsoSxY8cyYcIEUlJSaNGiBdOmTaNWrVr5iVQovKwejLq1BiM6VWPz\n4XMkpKQT7OdN88olVTyKiIhIsWRxOBw36/Ln9Hbt2kX9+vXZuXMn9erVMzuOiIiIiEvJSy2l22gi\nIiIikmsqIkVEREQk11REioiIiEiuqYgUERERkVxTESkiIiIiuaYiUkRERERyTUWkiIiIiOSaikgR\nERERyTUVkSIiIiKSayoiRURERCTXVESKiIiISK55mh2gIKSlpQGwf/9+k5OIiIiIuJ5LNdSlmion\n3KKIPHbsGAB9+vQxN4iIiIiICzt27BhNmzbN0bkWh8PhKOQ8hS4+Pp4VK1YQGRmJj49Pob7W/v37\n6dOnD/Pnz6d69eqF+lrFmd7noqH3uejovS4aep+Lht7nolGU73NaWhrHjh2jY8eOhISE5Ogat7gT\nGRISQu/evYv0NatXr069evWK9DWLI73PRUPvc9HRe1009D4XDb3PRaOo3uec3oG8RANrRERERCTX\nVESKiIiISK6piBQRERGRXFMRmUthYWGMGzeOsLAws6O4Nb3PRUPvc9HRe1009D4XDb3PRcPZ32e3\nGJ0tIiIiIkVLdyJFREREJNdURIqIiIhIrqmIFBEREZFcUxEpIiIiIrmmIlJEREREck1F5EVpaWn8\n85//pFy5cvj5+dGqVSt++eWXHF174sQJBgwYQEhICCVKlKB3794cPHiwkBO7pry+z6+++ioWi+Wq\nL19f3yJI7XqSkpIYN24cd955J6VKlcJisTBt2rQcXx8fH8/w4cMJCwsjICCAzp07s3Xr1sIL7KLy\n8z5Pmzbtmp9pi8XCqVOnCje4i9m0aRMjR46kXr16BAQEULFiRQYMGMDevXtzdL0+zzmTn/dZn+ec\n27VrF/3796dq1ar4+/sTGhpKhw4dWLRoUY6ud6bPs1usnV0Qhg4dyty5c3nqqaeoUaMG06ZNo3v3\n7vz++++0a9fuutclJSXRuXNnEhISePHFF/Hy8uL999+nY8eObN++ndKlSxfhd+H88vo+XzJ58mQC\nAwOz9q1Wa2HGdVlxcXGMHz+eihUr0qhRI5YvX57ja+12Oz169GDHjh2MHTuW0NBQJk2aRKdOndiy\nZQs1atQovOAuJj/v8yXjx4+nSpUq2Y6FhIQUTEA38dZbb7FmzRr69+9Pw4YNOXXqFBMnTqRp06as\nX7+e+vXrX/dafZ5zLj/v8yX6PN/ckSNHSExM5MEHH6RcuXIkJyfz3Xff0atXL6ZOncrw4cOve63T\nfZ4d4tiwYYMDcLz99ttZx1JSUhzVqlVztGnT5obXvvXWWw7AsXHjxqxju3fvdlitVscLL7xQaJld\nUX7e53HjxjkAR2xsbGHHdAupqamO6Ohoh8PhcGzatMkBOL788sscXfvtt986AMecOXOyjsXExDhC\nQkIcgwYNKoy4Lis/7/OXX37pABybNm0qxITuYc2aNY60tLRsx/bu3evw8fFxDBky5IbX6vOcc/l5\nn/V5zp/MzExHo0aNHLVq1brhec72eVZzNjB37lysVmu26t/X15eHHnqIdevWcezYsRte26JFC1q0\naJF1rHbt2tx6663Mnj27UHO7mvy8z5c4HA7Onz+PQ3Pk35CPjw9lypTJ07Vz584lIiKCvn37Zh0L\nCwtjwIABLFiwgLS0tIKK6fLy8z7/XWJiIjabrQASuae2bdvi7e2d7ViNGjWoV68eu3fvvuG1+jzn\nXH7e57/T5zn3rFYrkZGRxMfH3/A8Z/s8q4gEtm3bRs2aNSlRokS24y1btgRg+/bt17zObrfzxx9/\n0Lx586sea9myJQcOHCAxMbHA87qqvL7Pf1e1alWCg4MJCgrivvvu4/Tp04URtVjbtm0bTZs2xcMj\n+4+Hli1bkpycnON+aJIznTt3pkSJEvj7+9OrVy/27dtndiSX4HA4OH36NKGhoTc8T5/n/Mnp+3yJ\nPs85d+HCBeLi4jhw4ADvv/8+S5cu5dZbb73hNc72eVYRCURHR1O2bNmrjl86dvLkyWted/bsWdLS\n0vJ0bXGU1/cZoGTJkowcOZKpU6cyd+5cHn74Yb799lvat2/P+fPnCy1zcZSfvyfJOX9/f4YOHcrH\nH3/M999/z3PPPcdvv/1G27Ztc3RXvribOXMmJ06cYODAgTc8T5/n/Mnp+6zPc+49++yzhIWFUb16\ndcaMGcPdd9/NxIkTb3iNs32eNbAGSElJwcfH56rjl0b+pqSkXPc6IE/XFkd5fZ8BnnzyyWz799xz\nDy1btmTIkCFMmjSJ559/vmDDFmP5+XuSnBswYAADBgzI2u/Tpw933HEHHTp04I033mDKlCkmpnNu\nUVFRPPHEE7Rp04YHH3zwhufq85x3uXmf9XnOvaeeeop+/fpx8uRJZs+ejc1mIz09/YbXONvnWXci\nAT8/v2v2I0hNTc16/HrXAXm6tjjK6/t8PYMHD6ZMmTL8+uuvBZJPDAX99yQ5165dO1q1aqXP9A2c\nOnWKHj16EBwcnNXP+kb0ec6b3L7P16LP843Vrl2b2267jQceeIDFixeTlJREz549b9jn39k+zyoi\nMW4DR0dHX3X80rFy5cpd87pSpUrh4+OTp2uLo7y+zzcSGRnJ2bNn851NLiuMvyfJOX2mry8hIYFu\n3boRHx/Pjz/+mKPPoj7PuZeX9/l69HnOuX79+rFp06Yb9mt0ts+zikigcePG7N2796q+dRs2bMh6\n/Fo8PDxo0KABmzdvvuqxDRs2ULVqVYKCggo8r6vK6/t8PQ6Hg8OHDxMWFlZQEQXj72Hr1q3Y7fZs\nxzds2IC/vz81a9Y0KVnxcPDgQX2mryE1NZWePXuyd+9eFi9eTN26dXN0nT7PuZPX9/l69HnOuUtN\n0QkJCdc9x9k+zyoiMap/m83GJ598knUsLS2NL7/8klatWhEZGQnA0aNHiYqKuuraTZs2ZSsk9+zZ\nw7Jly+jfv3/RfAMuIj/vc2xs7FXPN3nyZGJjY7nzzjsLN7gbi46OJioqioyMjKxj/fr14/Tp08yb\nNy/rWFxcHHPmzKFnz57X7I8jN3at9/lan+klS5awZcsWfaavYLPZGDhwIOvWrWPOnDm0adPmmufp\n85w/+Xmf9XnOuZiYmKuOZWRkMGPGDPz8/LIKd1f4PFscmnAPMDoFf//99zz99NNUr16d6dOns3Hj\nRn777Tc6dOgAQKdOnVixYkW2/gqJiYk0adKExMRExowZg5eXF++99x42m43t27frN7Ar5PV99vf3\nZ+DAgTRo0ABfX19Wr17NN998Q6NGjVizZg3+/v5mfUtOa+LEicTHx3Py5EkmT55M3759adKkCQCj\nRo0iODiYoUOHMn36dA4dOkTlypUB4z+Sdu3asXPnzmwrIhw9epRNmzZRq1YtE78r55PX97lGjRo0\nadKE5s2bExwczNatW/niiy8oW7YsmzZtIiIiwsTvyrk89dRTfPjhh/Ts2TPb4I1L7rvvPgB9nvMp\nP++zPs85d/fdd3P+/Hk6dOhA+fLlOXXqFDNnziQqKop3332XZ555BnCRz3ORT2/upFJSUhxjxoxx\nlClTxuHj4+No0aKF48cff8x2TseOHR3XesuOHTvm6Nevn6NEiRKOwMBAx1133eXYt29fUUV3KXl9\nnx9++GFH3bp1HUFBQQ4vLy9H9erVHf/85z8d58+fL8r4LqVSpUoO4Jpfhw4dcjgcDseDDz6Ybf+S\ns2fPOh566CFH6dKlHf7+/o6OHTtqJYrryOv7/NJLLzkaN27sCA4Odnh5eTkqVqzoeOyxxxynTp0y\n5xtxYpd+Jlzv6xJ9nvMnP++zPs859/XXXztuu+02R0REhMPT09NRsmRJx2233eZYsGBBtvNc4fOs\nO5EiIiIikmvqEykiIiIiuaYiUkRERERyTUWkiIiIiOSaikgRERERyTUVkSIiIiKSayoiRURERCTX\nVESKiIiISK6piBQRERGRXFMRKSIiIiK5piJSRERERHJNRaSIiIiI5JqKSBERERHJNRWRIiIiIpJr\nKiJFREREJNdURIqIiIhIrv0/Wxd2YgkYx8gAAAAASUVORK5CYII=\n"
}
}
],
"source": [
"plt.plot([1,2,3,2],'-.o',label='A')\n",
"plt.plot([3,2,4,3],'--o',label='B')\n",
"plt.legend()"
],
"id": "7bdfe2a0-6047-46a7-9f76-09b3866a933e"
}
],
"nbformat": 4,
"nbformat_minor": 5,
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3 (ipykernel)",
"language": "python"
},
"language_info": {
"name": "python",
"codemirror_mode": {
"name": "ipython",
"version": "3"
},
"file_extension": ".py",
"mimetype": "text/x-python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.6"
}
}
}