Created
July 27, 2020 09:26
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"from matplotlib import pyplot as plt\n", | |
"\n", | |
"df = pd.read_csv(\"rf_him_gpm_prec.csv\")\n", | |
"df[['location','test_date','b1','b2']] = df[\"model\"].str.split(\"_\", n=-1, expand=True)\n", | |
"df.drop(labels=['model'], axis=1, inplace=True)\n", | |
"df['b1'] = df['b1'].str[1:]\n", | |
"df['b2'] = df['b2'].str[1:]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import itertools\n", | |
"\n", | |
"\n", | |
"def show_f1_plot(loc, date, metric):\n", | |
" data = np.zeros((9,9)) * np.nan\n", | |
" bands = ['8','9','10','11','12','13','14','15','16']\n", | |
"\n", | |
" for idxs in itertools.combinations([0,1,2,3,4,5,6,7,8], 2):\n", | |
" data[idxs[0],idxs[1]] = df.loc[(df['location'] == loc) & (df['test_date'] == date) & (df['b1'] == bands[idxs[0]]) & (df['b2'] == bands[idxs[1]])][metric].values[0]\n", | |
" data[idxs[1],idxs[0]] = data[idxs[0],idxs[1]]\n", | |
"\n", | |
" return data\n", | |
" \n", | |
"def plot_metric(loc, metric):\n", | |
" f, axarr = plt.subplots(1,4, figsize=(16,4))\n", | |
" f.suptitle(f'{loc} Metric: {metric}', fontsize=16)\n", | |
" \n", | |
" im1 = axarr[0].imshow(show_f1_plot(loc, '201811', metric), cmap='jet')\n", | |
" axarr[0].set_xticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[0].set_xticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" axarr[0].set_yticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[0].set_yticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" f.colorbar(im1, ax=axarr[0])\n", | |
" \n", | |
" im2 = axarr[1].imshow(show_f1_plot(loc, '201812', metric), cmap='jet')\n", | |
" axarr[1].set_xticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[1].set_xticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" axarr[1].set_yticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[1].set_yticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" f.colorbar(im2, ax=axarr[1])\n", | |
" \n", | |
" im3 = axarr[2].imshow(show_f1_plot(loc, '201901', metric), cmap='jet')\n", | |
" axarr[2].set_xticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[2].set_xticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" axarr[2].set_yticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[2].set_yticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" f.colorbar(im3, ax=axarr[2])\n", | |
" \n", | |
" im4 = axarr[3].imshow(show_f1_plot(loc, '201902', metric), cmap='jet')\n", | |
" axarr[3].set_xticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[3].set_xticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" axarr[3].set_yticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[3].set_yticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" f.colorbar(im4, ax=axarr[3])\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('SYD', 'f1_01')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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dexevg2+VUAfwildeV2j/lW9+V76CNf6WaSyUktH3lNSYu4tXsXC/EjK6dfEqAFhUQh0PllDHF0qoAzjlbccX2v+7076Zr6AzOkKlzqMUr2fhtiVktCT/+lDxOj7x3uJ1sFcJdQDPvKfY3V37vnlNvoKdZXSypOw/4DkRMSd9PgXI/l8YAvZpUccMSYtJOqKnRMTSiHhY0pdJfks+B1wfEddn9jlR0vuBhcAnI+KPuVvcoUpltIy/dU8tntG7yjj/Abu9pngd9y4pXsfUTxavA+CzJx9daP9/m3ZxvoI1Po/WtNlmJanxDeZmA8EZNau2zjK6PCKmraOmZtH0+k5gp4hYmd5rehUwVdLmJFdfdwGeBH4o6b0R8V3gm8BZaV1nAV8BPpi7xWZ1V+PzqCdTssFW4xvMzQaCM2pWbeVldAjIDqrcgabhuxHxdESsTJ/PB9aTNBl4J/DbiHgiIl4ArgDenJZ7LCJWR8QaknFf07v+rGZ1VJ0Jzx6Q9Kt0e65hB+6o2mDzH8Fm1dbDE2xaZmZ6El0q6aZO9jUbSOVl9HaSq6O7SFqfZDKkeSMOJW0rSenz6SR/x64gGfL7Jkkbp+/vByxLy22XqeJwoITBn2Y1UlJGMxOeHQTsBhwpabcWRRdExF7p48ym996ebh9tZMUIhf78lvR3wIdJhlP8CvhARJRwm7JZj9R43H4ezqjVXg9nFJX0CuB84MCIeFDS1nn3LdAuZ9TqraSMRsSwpBOB60imfrkoIpZKOi59fzZwBHC8pGGSe1FnRUQAt0m6nGRo8DDwC6Bx7+sXJe1FkrEHgI920i5n1GqvvL91i0541rGur6hmpgKfFhF7kPxSmVVWw8x6ZmLOR804o9Y3ysnoiyfYiFgFNE6wWUcBV0TEgwAR8XgH+3bMGbW+UdJ5NCLmR8RrI+LVEfG5dNvstJNKRJwbEbtHxJ4R8aaI+Glm39Mj4i8iYo+IeF9EPJ9uf19E/GVEvD4iDo2IR/N+LGfU+kY5GW014VmrtQRmSFos6RpJu2e2B3C9pDskHZun2UX715WYCtysa31+RRVn1OquvIzmmVH0tST3vP2EZPGwcyLiOzn37ZYzavXm86hZtZU3M3fXE56l770lIh5JRyvdIOnuiLh5XY3p+ldLjqnAzapvArWdCa0dZ9T6QmcZLXqCnQTsTXJ/20bAzyTdmnPfjjmj1hd8HjWrts4yuq6ZuXNNeJZ5Pl/S+ZImR8TyiHgk3f64pCtJRiuts6NaZOhvdirw7YFNJK21gpikYyUtlLTwiSee6PZwZmOjjydTckatL3SW0eURMS3zmJOpqe0JNi1zbUQ8ExHLSU6ge+bct/OP5oxaP/B51Bm1aqvAhGeSNpG0abp9E+AAckxsVmTW31GnAs+KiDmNPxq22mqrAoczGyN9eoLFGbV+0aMTLHA1sK+kSZI2Jhneuyznvt1wRq0/+DzqjFq1lZDRiBgGGhOeLQMua0x41pj0jGTCsyWSFgNf56UJz7YBbkm3/xz4j4i4Nk+zu/XiVOAkwyH2A3KtiWNWGaKWEyXl5Ixa/ZWU0TwzikbEMknXAr8E1gAXRMQSgFb7Fm+VM2p9wOdRs2orMaPp+sXzm7bNzjw/Fzi3xX73k4xQ6kiRe1TXNRW4WT308SQQzqj1hRIz2u4Em77+EvClPPuW0B5n1OrP51GzaqtxRgs1OyJOB04vqS1mvVfj8ObhjFrtOaNm1eaMmlVbjTNa02ablUT07WyFZn3BGTWrNmfUrNpqnFF3VG2w1fhbJrOB4IyaVZszalZtNc5oT5t9xx2PIJ1RqI6IYvs36AMlVFLGf71NSqgDmFlCHb+8qXgdr/+v4nUAPHXLtsUqeGC9fOVqHN6xcMf9oPcUqyN+WE5b1Grlyk7tVUIdu5RQR1m2Ll7Fw2/bonglwFd0fMEaLs9XzBkdoVLnUd1VvJLVxatY8VjxOgCebl+krdu+UryOfX5RvA6ATe5dU2j/CX/OWdAZHaFSGf108TqGFhWv4+fFqwBgm2XF65j64eJ1MLt9kTz+8+R3Ftr/T1yZr2CNM1rTZpuVqH9nKzTrD86oWbU5o2bVVtOMuqNqg63G3zKZDQRn1KzanFGzaqtxRmvabLOSTAA2HO9GmNmonFGzanNGzaqtxhmdMN4NMBt3E3M+2pB0oKR7JN0n6dQW78+U9JSkRenjtLz7mg20kjJqZmPEGTWrtppm1FdUbbCVNBxC0kTgPGB/YAi4XdK8iGiebWRBRBzS5b5mg6fGQ5bMBoIzalZtNc5ooSuqkk6WtETSUkkfL6tRZj3TCG+ex7pNB+6LiPsjYhVwKXBYzlYU2XednFGrvfIyWknOqNVeiRktODLp79IcLZF0iaQN0+1bSLpB0r3pz807+njOqNVdjc+jXXdUJe0BfITkj+w9gUMkTS2rYWY9U85wiCnAQ5nXQ+m2ZjMkLZZ0jaTdO9y3I86o9Y2aDllqxxm1vlFCRjOjiw4CdgOOlLRbi6ILImKv9HFmuu8U4GPAtIjYIz3arLT8qcCNETEVuDF9nYszan2jpufRIldUXwfcGhHPRsQwcBNweDnNMuuRzr5lmixpYeZxbFNNzaLp9Z3AThGxJ/AN4KoO9u2GM2r1V+NvgnNwRq3+qjEyifQIG0maBGwMPJJuPwy4OH1+MfA3HdTpjFr91fg8WqSjugR4q6QtJW0MHAzsWE6zzHpkArBBzgcsj4hpmcecTE1DjPz3vwMvnSQBiIinI2Jl+nw+sJ6kyXn27ZIzavXXWUbrxhm1+isvo12PTIqIh4EvAw8CjwJPRcT1afltIuLRtNyjwNYdfDpn1OqvxufRrvvOEbFM0heAG4CVwGJguLlcetUpvfL08m4PZzY2yrvB/HZgqqRdgIdJhhwdNeJQ0rbAYxERkqaT/OpYATzZbt9udJXRjV9Z9LBm5arxJBDt+DxqfaGzjE6WtDDzek7mS99ORiatlHQwycikqel9p4cBu5CcU38o6b0R8d3cLWt1cGfU+kGNz6OFJlOKiAsj4g0R8VbgD8C9LcrMaVyBSkZimFVMCcMh0iFBJwLXAcuAyyJiqaTjJB2XFjsCWCJpMfB1YFYkWu5bxkfrOKMbbFXGYc3KVdMhS3n4PGp9IX9Gx2pk0juB30bEExHxAnAF8OZ0t8ckbQeQ/ny8k4/mjFpfqOl5tFCTJG0dEY9LeiXwbmBGOc0y65ESv2VKT5rzm7bNzjw/Fzg3775lcEat9mr8TXAezqjVXjVGJj0IvCkdnvscsB/QuHI7DzgaODv9eXUnjXJGrfZqfB4t2uwfSdoSeAE4ISL+WEKbzHpHVHKWsxI5o1ZvzqhZtZWU0YgYltQYXTQRuKgxMil9fzbJyKTjJQ2TdEhnRUQAt0m6nGRo8DDwC6BxtfZs4DJJHyLp0L6nw6Y5o1ZvNT6PFuqoRsS+ZTXEbFzU+FumPJxRq70SMyrpQOAcklP2BRFxdtP7M0mutvw23XRFZvmLk0mWqRDwrYj4Whltckat9qozMul04PQW21eQXGHttk3OqNVbjf/WrWmzzUoiKjnLmZmlSspoZo3G/Unuhbtd0ryIuKup6IKIOKRp3+xaiquAayX9R0Ssda+a2cDxedSs2mqc0UKTKZnVXo3XljIbCNVYo9FrKZqNxudRs2qrcUbdUbXBVuPwmg2E8jLa9RqNeC1Fs9H5PGpWbSVmVNKBku6RdJ+kU1u8P1PSU5IWpY/Tmt6fKOkXkn6cp+m9/bUxdXv4xhmFqtAHymlKfLt4HVuuHipcx4pbdyjeEOAPcVDhOmY+ck3hOv5h+88UrgOAtf7pd+hPHZSt6Q3mY+I54O5iVajVSnhdiObV87pwRgltOeOR9mXyuOa/itdx0LLidUz5yz8UrwSAbxTcv4MVIvJndEzWaMy7lmJvbA+cUagGqXm0c3ciditcxzUlZPSx4lUAMLOEOl43vF7hOs6ZWM4fOv/0zD8X2v/ZDfbPX9jn0ZeU8bfup8tpSvxL8Tp+cHb7Mu08ULwKAH6+ungdB5WxvkLLu6Q7d8vnOshYK49ulr9sCRktcgtNxskkSzHmaryvqNpg8zfBZtXWWUbHao3GXGspmg0kn0fNqq0at9AgaQfg/wEuyLuPf23YYJsAbDjejTCzUZWX0SJrNHotRbPR+DxqVm3lZbTVLTT7tCg3Q9Jiki+DT4mIpen2rwH/B9g07wHdUTXzkCWzahv/NRrBaymajc7nUbNqG+dbaCQdAjweEXekS8Hl4o6qDbYary1lNhCqs0aj11I0a8XnUbNq6yyjyyNi2ijv5bqFJvN8vqTz01to3gIcmnZeNwQ2k/TdiHjvuhrT9h5VSRdJelzSksy2LSTdIOne9Ofm7eoxq6Q+uLfGGbW+5oyaVZszalZt5WX0xVtoJK1PcgvNvBGHkraVkmk1s7fQRMSnI2KHiNg53e+/2nVSId9kSnOBA5u2nQrcGBFTgRspPker2fiZmPNRXXNxRq2fOaNm1eaMmlVbCRlN1xFv3EKzDLiscQtN4zYakltolqT3qH6dkbfQdKxt3zkibpa0c9Pmw3hpJveLgZ8An+q2EWbjpg+GLDmj1tecUbNqc0bNqq0it9BkyvyEJE9tddvsbSLi0fRgj0raust6zMZX/85W6Ixaf3BGzarNGTWrthpndMy/A5N0LHAsAFu/cqwPZ9axqPZwpDE3IqPrOaNWPc5oJqM4o1Y9zqj/1rVqq2tG89yj2spjkrYDSH8+PlrBiJjTWHydl2/V5eHMxkYIVk/K96iZ7jI60Rm1anFGmzKKM2rV4oz6b12rtjpntNuO6jzg6PT50cDV5TTHrMdqHN42nFHrD86oWbU5o2bVVuOM5lme5hLgZ8CukoYkfQg4G9hf0r3A/ulrs9oJwfDECbkeVeWMWj9zRs2qrcyMSjpQ0j2S7pO01iy7kmZKekrSovRxWrp918y2RZKelvTx9L0zJD2cee/gFvU6o9a36nwezTPr75GjvLVfyW0x67mQWD0p71dIq8a0Ld1yRq2fOaNm1VZWRiVNBM4j6RQOAbdLmhcRdzUVXRARh4xoQ8Q9wF6Zeh4GrswU+WpEfHnUz+CMWh+r83m0ghd5zXonEKsmrp+zdLXCazYInFGzaisxo9OB+yLifgBJl5IsEdPcUW1nP+A3EfG7Dvcz60t1Po+6o2oDLRDDFV+F3GyQOaNm1VZiRqcAD2VeDwH7tCg3Q9Ji4BHglIhY2vT+LOCSpm0nSno/sBD4ZET8sYwGm9VBnc+j7qjawFvtGJhVmjNqVm0dZHSypIWZ13MiYk76XC3KR9PrO4GdImJleq/pVcDUxpuS1gcOBT6d2eebwFlpXWcBXwE+mLfBZv2grufRnrZ675V3sPCnrX4PdaCkFm+5eqhwHSsmTilcx75vub5wHQCv5r7Cdey2faeja9b2+evPKlwHwOeXFqtn2kH5ygVidU2/ZRoLe292Bwv3K5jRvcppyxkFmwFwRjT/jdO5f+C04g0B/sTLCtfxJD8tXMeRHy5n4srY/rOF9p+21jQpoxzHGR1h7/XuYOG2BcOxupy2XFNCRg8qIaNcX0JDgG8ecHT7Qm3MXHRx4TpOnjunfaE89awoVs+0nANnO8zo8mSZpZaGgB0zr3cguWr60rEins48ny/pfEmTI2J5uvkg4M6IeCxT7sXnkr4F/DhvY7ux99AdLDy12L/JoUXltOUHJUz/9LclZPTp1XmHna7bfRNfU7ySK5cVr2N+8SoAYmKxfyfTco7SrfN5tJ7da7OS1Dm8ZoPAGTWrthIzejswVdIuJJMhzQKOyhaQtC3wWESEpOkkq1esyBQ5kqZhv5K2i4hH05eHA0vKaKxZXdT5POqOqg20QDxPOd/0mVn5nFGzaisroxExLOlE4DpgInBRRCyVdFz6/mzgCOB4ScPAc8CsiOSSn6SNSWYM/mhT1V+UtBfJ0N8HWrxv1tfqfB51R9UGWvItk2NgVlXOqFm1lZnRiJhP08DKtIPaeH4ucO4o+z4LbNli+/tKaZxZTdX5PFrPVpuVqK7DIcwGhTNqVm3OqFm11TWjE9oVkHSRpMclLclse4+kpZLWSBrtpnizymuM28/zqCpn1PpZmRmVdKCkeyTdJ2mt6ZxE6r1EAAAgAElEQVQkzZT0lKRF6eO0zHt/l2ZqiaRLJG2Y9zM4o9bPfB41q7Y6Z7RtRxWYCxzYtG0J8G7g5rIbZNZLAQwzMdejwubijFqfKiujkiYC55HMCrobcKSk3VoUXRARe6WPM9N9pwAfA6ZFxB4k98/N6uBjzMUZtT7l86hZtdU5o22H/kbEzZJ2btq2DEAqZ0p4s/FT33H7Dc6o9bfSMjoduC8i7geQdClwGJB3Xa5JwEaSXgA2pmnZjHVxRq2/+TxqVm31zWg9W21WkkCsqulMaGaDoMSMTgEeyrweAvZpUW6GpMUkHdFTImJpRDws6cvAgyQzjV4fEeUsgm1Wcz6PmlVbnTM65h1VSccCxwK88uVjfTSzztR5bamyjMjopuPcGLMmHWZ0sqSFmddzImJO+rzVZZHmlezvBHaKiJWSDgauIlnXcXOSq6+7AE8CP5T03oj4bu4PUsCIjA72ryurIJ9HmzK63jg3xqxJnTM65h3V9I+EOQDTtlfzHwVm4ypQJcfk99KIjG7jjFq1dJjR5REx2qQnQ8COmdc70DR8NyKezjyfL+l8SZOBtwO/jYgnACRdAbwZ6ElHdURG13dGrVp8Hm3K6MbOqFVLnTOaZzIls762mkm5Hu20m1E0U+6NklZLOiKz7eR0NtGlkj5e0kcz6wslZfR2kquju0han2QypHnZApK2VXpDmqTpJOfIFSRDft8kaeP0/f2AZSV/TLPaKus8amZjo64ZzbM8zSXAz4BdJQ1J+pCkwyUNATOA/5B03Vg31GwslDVld94ZRdNyXwCuy2zbA/gIyWQvewKHSJqa9zM4o9bPyspoRAwDJ5JkbxlwWUQslXScpOPSYkcAS9J7VL8OzIrEbcDlJEODf0Vy7pyz1kFG4YxaP6vz0hcNzqj1syos8yZpQ0k/l7Q4vSjz2TxtzzPr75GjvHVlngOYVVkgni/nBvO8M4qeBPwIeGNm2+uAWyPi2XTfm4DDgS/mObAzav2sxIwSEfOB+U3bZmeenwucO8q+pwOnd3lcZ9T6VpkZHS/OqPWzsjKauSizP8ntNLdLmhcRzX/rLoiIQ5q2PQ+8I50DYj3gFknXRMSt6zpm9a7xmvVQlDdld9sZRdO1GA8H3sHIjuoS4HOStiSZUfRgIDshjNnAKjGjZjYGnFGzaisxo10v8xYRAaxMX66XPtrez+3fLDbQejyj6NeAT0XE6uy6bBGxTNIXgBtIQrwYGM7bKLN+VufZCs0GgTNqVm0lZrTrZd7gxSuydwCvAc5Lb6tZJ3dUbeB1EN5CM4oC04BL007qZOBgScMRcVVEXAhcCCDp82l9ZkZHGTWzceCMmlXbeC/zBhARq4G9JL0CuFLSHhGxZF2N6W1HdVPgbQXr2KSMhsCKW3coXMe+bym+3vsC9i9cB8C+JdTxA/62cB17H1DOiNXn2LjQ/n9cb0GuciVO2f3ijKLAwyQzih414lgRuzSeS5oL/Dgirkpfbx0Rj0t6JfBukskbem8SsHXBOnZpXySPM5q7+V34B04rXMfnObN4Q4BT+OfCddzIOwvX8ZqTf1O4DoDt1/oepjMvfOGpXOXqPK1+Va14rJx6Sqnm+lZ/93TogHJWA/nwUyW05abiVfDfJdQBvHBvsf1jZfsy4Iw2+/NzcNeiYnX8vJym8EAJdTy9uvi9jZtNXFVCS+A1JbSFtxSvgtnti+Sx4sZi+w+vzleuCsu8RcTyzPYnJf0EOJDk9rdR+YqqDbSyxu1HxLCkxoyiE4GLGjOKpu+3+7X2o/Qe1ReAEyLij4UbZdYHfP+bWbU5o2bVVmJG216UkbQt8FhERHaZN0lbAS+kndSNgHeSrIKxTv7NYgMtEKt6NKNo0/Zjml6XcVHcrO+UmVEzK58zalZtZWU050WZI4DjJQ2TTBA6K+20bgdcnN6nOoFkibgftzumO6o20DwJhFm1OaNm1VZmRiUdCJxD8kfwBRFxdtP7M4Grgd+mm66IiDMl7Qr8IFP0VcBpEfE1SVuk7+1MMhr2f3nUkg2SMjPa7TJvEfFL4K86PZ47qjbwfG+NWbU5o2bVVkZGi6zRGBH3AHtl6nmYl9ZAPRW4MSLOlnRq+vpThRtsViN1PY+6o2oDzffWmFWbM2pWbVVYo7HJfsBvIuJ36evDgJnp84uBn+COqg2QOp9HJ7QrIOkiSY9LWpLZ9iVJd0v6paQr02mGzWqnMRwiz6OqnFHrZ86oWbV1mNHJkhZmHsdmqmq1RuOUFoecIWmxpGsk7d7i/VnAJZnX20TEowDpz7XmtndGrZ/V+TzatqMKzCWZPjjrBmCPiHg98Gvg0yW3y6xn6hrejLk4o9bHnFGzausgo8sjYlrmMSdTTSdrNO4JfINkjcaXKpDWBw4FftjhR5iLM2p9rK7n0bbXgSPiZkk7N23LLiB6K8kMT2a1s4YJPM8G492MQpxR62fOqFm1lZjRMtZoPAi4MyKyy/w+Jmm7iHg0nXn08eYDO6PWz+p8Hs1zRbWdDwLXlFCP2bio67dMHXBGrdacUbNqKymjL67RmF4ZnQXMyxaQtK0kpc9fXKMxU+RIRg77Ja3j6PT50SSzBnfKGbVaq+t5tNCdtZL+ERgGvreOMscCxwK8cq27AszGV78vfdFxRl/eo4aZ5eSMNmW0f/9TWE2VldEiazQCSNqYZMbgjzZVfTZwmaQPAQ8C7+mkXZ1mdLtOKjfrgTqfR7vuqEo6GjgE2K/xS6KV9P6DOQDTdtWo5czGS13D205XGZ3ijFr1OKOZjK7vjFr1jPcajel7zwJbtti+gmQm4I51k9E95Ixa9dT1PNpVRzVdkPlTwNvSXwxmtRSotmtLrYszav3CGTWrNmfUrNrqnNG2HVVJl5CsPzVZ0hBwOsnMZxsAN6S3CtwaEceNYTvNxkQgVtX0BvMGZ9T6WZkZTf/wPIdkWOEFEXF20/szSe5f+2266YqIOFPSrsAPMkVfBZwWEV/LeVxn1PqWz6Nm1VbnjOaZ9ffIFpsvHIO2mPVcncftNzij1s/KyqikicB5JPewDQG3S5oXEXc1FV0QEYeMaEPEPcBemXoeBq7Me2xn1PqZz6Nm1VbnjBaaTMms7uo8HMJsEJSY0enAfRFxP4CkS4HDgOaOajv7Ab+JiN+V0SizuvN51Kza6pxRd1Rt4K12DMwqraSMTgEeyrweAvZpUW6GpMUk6zeeEhFLm96fxdrLX5gNNJ9HzaqtrhmtZ6vNSlLn4RBmg6DDjE6WtDDzek46GyeAWlY/0p3AThGxUtLBwFXA1Mab6dqOh5Lcu2Zm+DxqVnV1zmhPO6qP/BrO6GqC8JfMLKUl8Ic4qHAdr+a+wnXsW7iGxAL2L1zHOVxeuI5D5v5X4ToAdGHB2d3vmZarWJ3DOyaeAxaNdyMS15TwT+lPvKxwHafwz8UbAnyZfypcx7u6Wqd+pDdesqRwHQA3HTm90P5/Jl87Oszo8ogYLfxDwI6Z1zuQXDV96VgRT2eez5d0vqTJEbE83XwQcGdEPJa3QWV77AX414fal1uXp9sXyWVmCXV884CjC9fx4adafQfRufVeXnxVkRtOLn5W/9XHbylcB8AnCv660CfylfN5dKQNN4TdXlOsjm2WldOWn68uXsd9Ewt+GOA1q9cv3hBgs4mrCtdxxdYHF67j3YdeU7gOgC3XWkypM5Ouy1euzhn1FVUbaIF4nnJ+gZpZ+UrM6O3AVEm7kEyGNAs4KltA0rbAYxERkqYDE4AVmSJH4mG/ZiP4PGpWbXXOqDuqNtCSb5kcA7OqKiujETEs6UTgOpLlaS6KiKWSjkvfnw0cARwvaZhkfMGsiAgASRuTzBj80cKNMesjPo+aVVudM1rPVpuVqK7DIcwGRVkZjYj5wPymbbMzz88Fzh1l32eBggO1zPqTz6Nm1VbXjLqjagOtzuP2zQaBM2pWbc6oWbXVOaMT2hWQdJGkxyUtyWw7S9IvJS2SdL2k7ce2mWZjo7G2VJ5HVTmj1s+cUbNqc0bNqq3OGW3bUQXmAgc2bftSRLw+IvYCfgycVnbDzHplNZNyPSpsLs6o9TFn1KzanFGzaqtrRtu2KCJulrRz07bs7PabsPZadGa1sIYJrKrpTGgNzqj1M2fUrNqcUbNqKzOjkg4EziGZlPCCiDi76f2ZwNXAb9NNV0TEmZJ2BL4DbAusIVnn/Jx2x+u66yzpc8D7gaeAt3dbj9l4q+JQhzI4o9YvnFGzanNGzaqtjIxKmgicRzID/hBwu6R5EXFXU9EFEXHIWk2AT0bEnZI2Be6QdEOLfUfIM/S3pYj4x4jYEfgecOJo5SQdK2mhpIXPdnswszHSmLK7jsMh2ukmo08837v2meXhjI7M6DO9a55ZLmVmVNKBku6RdJ+kU1u8P1PSU+l9o4sknZZ57xWSLpd0t6Rlkmak28+Q9HBmn4Nzf7ZuzqOr89Zu1hslZnQ6cF9E3B8Rq4BLgcNytSHi0Yi4M33+J2AZMKXdfl13VDO+D/zPdTRsTkRMi4hpG5dwMLMyNWZCy/OosdwZ3WqDHrbKLAdndGRGN+lho8zyKCujmas1BwG7AUdK2q1F0QURsVf6ODOz/Rzg2oj4C2BPkj+EG76a2WfEElU55T+P1vpXkfWjEs+jU4CHMq+HaN3ZnCFpsaRrJO3e/GY6zP6vgNvaHbCrr6AlTY2Ie9OXhwJ3d1OPWRXU/A/clpxR6yfOqFm1lZTRF6/WAEhqXK1Z59DAtOxmwFuBYwDSqz2rijTGGbV+0kFGJ0tamHk9JyLmpM/Vonzzvdt3AjtFxMp09MJVwNTGm5JeBvwI+HjTfeAtte2oSroEmJk2fAg4HThY0q4kN8P+DjiuXT1mVbQG8XzNJ4FwRq2fOaNm1VZiRltdrdmnRbkZkhYDjwCnRMRS4FXAE8C3Je0J3AGcHBGN0fInSno/sJDkPrk/Zit0Rq2fdZjR5RExbZT3hoAdM693IMnhi7Kdz4iYL+l8SZMjYrmk9Ug6qd+LiCvyNCbPrL9Htth8YZ7KzapPtby3LcsZtf7mjJpVW0cZHaurNZOANwAnRcRtks4BTgU+A3wTOCut6yzgK8AHRxzEGbW+Vtp59HZgqqRdgIeBWcBRI44kbQs8FhEhaTrJbaYrJIkkU8si4l/zHrDeZ3+zghrj9s2smpxRs2rrMKNjcrUm3XcoIhr3vF1O0lElIh5r7CPpWyRropoNjLLOoxExLOlE4DqS5Wkuioilko5L358NHAEcL2kYeA6YlXZa/wfwPuBXkhalVf5Du3vG3VG1gec/gs2qzRk1q7aSMtr11Zr09UOSdo2Ie4D9SO9tlbRdRDyaVnE4sKSMxprVSVnn0bRjOb9p2+zM83OBc1vsdwutR02skzuqNtAC9e36b2b9wBk1q7ayMlrkak1axUnA9yStD9wPfCDd/kVJe5EM/X0A+GjhxprVSJ3Poz3tqG7/Mjhj72J1/PKmctoy85FrCtex2/ZtJ6Jr6wf8beE6AM7h8sJ1nMy/Fa5Db1/rS5SuvOGYWwrtf/e0lbnKRR/c/1aqVcCDBevYuoyGwEHL2pdp50l+WriOG3ln8YYA7+LqwnVcl2+5snWa+I582Whn9VEvK7T/pr/NV84ZHWmbbeAT7y1Wx21fKactrxter3AdMxddXLwhJf1dcMPJ+xauY38WFK7jn6KcD/Sukbdhduy5M4dylSszo91erUnfWwSsNaw4It5XSuNyev7PcG/Ba7ZTP1xOWw7qZiGeZleWcDJ+S/EqAK7YOvcSuKN6N8X/o+x3Qjmjxy89odWt0fkNT3s2V7k6n0fr2WqzkgRiVUkziko6kGQdt4nABRFx9ijl3gjcCvxtRFyebvs74MMk3/j+CvhARPy5lIaZ1ViZGTWz8jmjZtVW54y6o2oDLRCr1xQfDpFZqHx/kkkdbpc0LyLualHuCyRDmxrbpgAfA3aLiOckXUZyb87cwg0zq7myMmpmY8MZNau2OmfUHVUbbAHDwz1dqPwkkjWk3ti0fRKwkaQXgI1pmunQbGCVl1EzGwvOqFm11Tij7qjaQIsQq4dLiUHbhcrTK6eHA+8g01GNiIclfZnk7tDngOsj4voyGmVWdyVmtO3wfEkzgauBxh20V0TEmel7rwAuAPYgGaL/wYj4WSkNM6uxMjNqZuWrc0YntCsg6SJJj0ta69ZwSadIinQNK7PaScI7MdeDdKHyzOPYTFV5Fir/GvCpiFid3Shpc5Krr7sA2wObSMo9XYozav2sw4yOKjM8/yBgN+BISbu1KLogIvZKH2dmtp8DXBsRfwHsCeSeYcQZtX5WVkbHkzNq/azOGc3TvZ5LMsPad7IbJe1Icj9e0TlCzcZP0EkwCy1UTjIb4aWSACYDB6dT7K8H/DYingCQdAXwZuC7Ods1F2fU+lVnGV2XvMPz1yJpM+CtwDEAEbGKZI7svObijFq/Ki+j42kuzqj1qxpntG1HNSJulrRzi7e+CvwfKGHNBbNxEjGBVX/eoIyq2i5UHhG7NJ5Lmgv8OCKukrQP8CZJG5MM/d0PWJj3wM6o9bMSM9p2eH5qhqTFJF80nRIRS4FXAU8A35a0J3AHcHJEPJPnwM6o9bMSMzpunFHrZ3XOaFcDliUdCjwcEYvTq0Nm9RRACd8y5VyofLR9b5N0OXAnMAz8AphTpD3OqPWNzjI6WVL2S545EdHIUp7h+XcCO0XESkkHA1cBU0nOlW8ATkrzeg5wKvCZvA1r5oxa3yjpPFo1zqj1jRpntOOOanrV5x+BA3KWPxY4FuCV9ezMWz8LlRbedguVN20/pun16cDpZbSjUEbrucyW9bPOMlpoeH5EPJ15Pl/S+el9aUPAUETclr59OUlHtSuFMrppt0c1GyMlnkerokhGtx/Ddpl1pcYZbTuZUguvJpn0ZbGkB0hO9ndK2rZV4YiYExHTImLaVut131CzMRHAsPI96sMZtf5RXkZfHJ4vaX2S4fnzsgUkbav00omk6STnyBUR8XvgIUm7pkX3I8e9revQfUY3LnBUs7Hg8+iIjG7Rw0aa5VLjjHZ8RTUifgVs3XidBnhaRCwvsV1mvTM83g0olzNqfaeEjOYcnn8EcHw6ydlzwKyIaAwPPgn4XtrJvR/4QIG2OKPWX3weNau2mma0bUdV0iXATJJ7f4aA0yPiwrFumFlPrAH+PN6NKMYZtb5WYkbbDc+PiHNJZv5ste8ikpm7O+aMWl/zedSs2mqc0Tyz/h7Z5v2dS2uNWa8F8MJ4N6IYZ9T6mjNqVm3OqFm11TijXc36a9Y3Alg93o0ws1E5o2bV5oyaVVuNM+qOqllNx+2bDQxn1KzanFGzaqtpRruZ9desfwRJePM8zKz3nFGzaisxo5IOlHSPpPskrbUElKSZkp6StCh9nJZ57xWSLpd0t6Rlkmak27eQdIOke9Ofmxf/0GY1UuPzaG+vqO4MfKtYFa//rzIaAv+wfdfrtL/o89efVbiOvQ9Y2L5QDofMLf4fRm9vOYdIR2KnctY3uYFPF9r/BB7OV7ARXktMAb5QrIqH31bO5PxT/vIPhes48sNXF67jNSf/pnAdAG+8ZEnhOia+Y2XhOlZvs0nhOgBmfv+aQvvfM+1j+Qo6oyNtDOxVrIp9flFKSzhnYtcTH7/o5Llzijfkv4tXAfCrj99SuI5/ipsK13EbbytcB4D+vuDvrqGcc4eVlFFJE4HzgP1J1i6+XdK8iGheCmpBRBzSoopzgGsj4oh0du7GYk6nAjdGxNlp5/dU4FPFW9zaBjvC1E8WrKTlCuxdKP5nXdP0c10q6fO8+9Bi5x2A/U74ceE6bqTVP7/OXc2bC+2/klvzFazxedRDf22w1XgmNLOB4IyaVVt5GZ0O3BcR9wNIuhQ4jBxrFkvaDHgrcAxARKwCVqVvH0Yyoy/AxcBPGMOOqlnl1Pg86qG/ZjUdDmE2MJxRs2orJ6NTgIcyr4fSbc1mSFos6RpJu6fbXgU8AXxb0i8kXSCpMXxkm4h4FCD9uXWLOs36W03Po+6o2mBrTNmd52FmveeMmlVbZxmdLGlh5nFspiaNUnvWncBOEbEn8A3gqnT7JOANwDcj4q+AZ0iG+JpZiefRgveRXyTpcUm574Xy0F8bbDWesttsIDijZtXWWUaXR8RoN78OATtmXu8APDLiUBFPZ57Pl3S+pMnpvkMRcVv69uW81FF9TNJ2EfGopO2Ax3O31qwflHQeLeE+8rkkd05/J+8x215RbdX7lXSGpIczveWD8x7QrFJqPBNagzNqfc0ZNau28jJ6OzBV0i7pZEizgHnZApK2laT0+XSSv2NXRMTvgYck7ZoW3Y+X7m2dBxydPj8aWGuWPWfU+lp5GX3xPvL0PvDGfeT5mhFxM9DRTJl5rqjOpXXv96sR8eVODmZWOTW+wTxjLs6o9Stn1KzaSspoRAxLOhG4DpgIXBQRSyUdl74/GzgCOF7SMPAcMCsiGsODTwK+l3Zy7wca01KfDVwm6UPAg8B7Whx+Ls6o9avyzqOt7iPfp0W5GZIWk4yIOCUilnZ7wLYd1Yi4WdLO3R7ArPIqfCUmD2fU+p4zalZtJWU0IubTtCBK2kFtPD+XURZdiYhFwFrDiiNiBckV1nUd1xm1/pY/o5MlZdfOnBMRjXXEOrmPfGU6CuEqYGonTc0qMpnSiZJ+mQ6X8OLJVk99MKxwHZxRqz9n1KzanFGzausso8sjYlrmkV3sOtd95BGxMn0+H1gvvY+8K912VL8JvJpk2fFHga+MVlDSsY3Z3Z7oaFSyWQ/07wm2u4w+1avmmeXkjI7M6NOjlTIbJ87oyIyu7FXzzHKqwH3k3Ta9q45qRDwWEasjYg3wLZKba0crO6fRK99qi26baTZG+nTpi64z+vLetdEsF2d0ZEY3610bzXJxRkdm9GW9a6NZLiVlNCKGgcZ95MuAyxr3kTfuJSe5j3xJeo/q18ncRy7pEuBnwK6ShtL7xtepq+VpGtN8py8PB3Kvh2NWKX269IUzan3DGTWrNmfUrNpKzGjB+8iP7PR4bTuqae93JsnNtUPA6cBMSXuRfPQHgI92emCzSghqP6OoM2p9zRk1qzZn1KzaapzRPLP+tur9XjgGbTHrvca4/RpzRq2vlZhRSQcC55AsfXFBRJzd9P5MkjUWf5tuuiIizkzfewD4E8n30sMRsdbsoqNxRq2v+TxqVm01zmhXQ3/N+kZj3L6ZVVNJGZU0ETgP2J9k5sLbJc2LiLuaii6IiENGqebtEbG8eGvM+ojPo2bVVuOMuqNqg61P760x6xvlZXQ6cF9E3A8g6VLgMKC5o2pmnfB51KzaapzRIuuomvWH/pxW36x/lJPRKcBDmddD6bZmMyQtlnSNpN0z2wO4XtIdko7t5mOY9S2fR82qraYZ9RVVG2w1HrdvNhA6y+hkSQszr+dkFivXKLVn3QnsFBErJR0MXAVMTd97S0Q8Imlr4AZJd0fEzblbZtavfB41q7YaZ7SnHdVF67+eV7zyukJ1PHXLtuU05tTiVXx+6VmF63iOjYs3BNCFzX9vde4Nx9xSuI4b+HThOgD2Z0Gh/e+9Q3fkKriG2s6ENhaGNt2eU952fKE6vqJi+7/kG4VriO0/W7iO7XmkcB0ANx056hJ8ua0+qvgCfTO/f03hOgB+woGF9tcd945FRpevY5KjIWDHzOsdYOT/3Ih4OvN8vqTzJU2OiOUR8Ui6/XFJV5IMJe55R3XN5vDMe4oNhtrk3jWltOWfnvnnwnWcvGJO+0JtvHBv4SoA+MTVxet4Fx8sXIf+/jfFGwLElwq248t3+DzahUe23obPnnx0oTr+8+R3ltKWWz63f+E6YmKr7/g6s+LGwlUAsOWWxeu49ISOV0hZy9W8uXhDgMMo1if6mwH4W9dXVG2w1fhbJrOBUF5GbwemStoFeBiYBRyVLSBpW+CxiAhJ00luj1khaRNgQkT8KX1+AHBmKa0yqzufR82qrcYZdUfVrKbhNRsYJWQ0IoYlnQhcR7I8zUURsVTScen7s4EjgOMlDQPPAbPSTus2wJWSIDlvfj8iri3eKrM+4fOoWbXVNKPuqNpgq/GU3WYDocSMRsR8YH7TttmZ5+cC57bY735gz3JaYdZnfB41q7YaZ9QdVRtsNZ6y22wgOKNm1eaMmlVbjTPadkYGSRdJelzSkqbtJ0m6R9JSSV8cuyaajaHGDeZ5HhXljFpfc0bNqs0ZNau2Gmc0z9SBc2Hk9I6S3k6yUPrrI2J34MvlN82sBxrDIfI8qmsuzqj1K2fUrNpKzKikA9OO4X2S1lqfQdJMSU9JWpQ+Tsu894CkX6XbF2a2nyHp4cw+B7c49FycUetXNT6Pth36GxE3S9q5afPxwNkR8Xxa5vHym2bWIzUdDtHgjFrfc0bNqq2EjEqaCJwH7E+ynNTtkuZFxF1NRRdExCGjVPP2iFjeYvtXI2LUjqYzan2vpufRbhdjey2wr6TbJN0k6Y1lNsqsZxpTdud5tNHum+BMuTdKWi3piPT1rplvehdJelrSxwt+MmfU+kOJGa0YZ9T6Q3kZnQ7cFxH3R8Qq4FKSK5rjxRm1/lDj82i3kylNAjYH3gS8EbhM0qsiIpoLSjoWOBZAO07ptp1mY6OktaXyfhOclvsCvLTKc0TcA+yVef9h4MqCTeoqo5u+8uUFD2tWshqv/9ZGVxndcceettGsvfIyOgV4KPN6CNinRbkZkhYDjwCnRMTSTEuulxTAv0XEnMw+J0p6P7AQ+GRE/DFHe7rK6MtfuVmOqs16qMbn0W6vqA4BV0Ti5yS36U5uVTAi5kTEtIiYNmGrLbttp9nYKG/cft5vgk8CfgSMNoRoP+A3EfG7jj7H2rrK6MZbbVLwsGYlq/G9NW10ldHJW/W0jWbtdZbRyZIWZh7HZmrSKLVn3QnsFBF7At8Arsq895aIeANwEHCCpLem278JvJrkC+FHga/k/GRdnkc3yqMR9OkAAA2nSURBVFm9WY/U+DzabUf1KuAdAJJeC6wPtLonwKzaAng+52PdWn0TPGIIgaQpwOHAbEY3C7gkb/PXwRm1/lBeRqvGGbX+0FlGlzc6dOkje9VzCMiOGdiB5KrpS4eKeDoiVqbP5wPrSZqcvn4k/fk4yaik6enrxyJidUSsAb7V2J6DM2r9ocbn0TzL01wC/AzYVdKQpA8BFwGvSqfxvhQ4utVQCLPK62zcftFvgr8GfCoiWt7SLml94FDgh518BGfU+lqN761pcEatr5WX0duBqZJ2Sc+Hs4B52QKStpWk9Pl0kr9jV0jaRNKm6fZNgAOAJenr7TJVHN7Y3lSvM2r9q8bn0Tyz/h45ylvvLbktZr3XGA6Rz/KImDbKe22/CQamAZem59jJwMGShiOiMXTpIODOiHgsd4twRq3PdZbRSnJGra+VlNGIGJZ0IskcDhOBiyJiqaTj0vdnA0cAx0saBp4DZkVESNoGuDI9v04Cvh8R16ZVf1HSXmlLHwA+2uLYzqj1rxqfR7udTMmsPwRlTdn94jfBJJMhzQKOGnGoiF0azyXNBX6c6aQCHEk5w37N+kd5GTWzsVBiRtPhvPObts3OPD8XOLfFfvcDe45S5/vKaZ1ZTdX4PNrtPapm/aGk4RARMQw0vgleBlzW+Ca48W3wukjamGTG4Cu6/ShmfanGQ5bMBoIzalZtPVyKUdJMSU9lllw8Le++rfiKqllJJ8923wQ3bT+m6fWzgKfFNmvFf+CaVZszalZtPVyKEVgQEYd0ue/IY/byvnBJTwDtlt2YTPFZ1fqpjiq1pSp15Klnp4hou5CDJk0LNluY74h/1B3ruEe1L+TIqP9Nj00dVWpLr+pwRrvgjI5bHVVqizNaYc7ouNVRpbb0ZUYlzQDOiIh3pa8/DRAR/5IpM5NkfePmjmrbfVvp6RXVXP8xpYVFf4n1Ux1VaktV6iiznjovgjwW2mW0Sv//+qmOKrWlKnW8yBkdwRkdnzqq1Jaq1PEiZ3QEZ3R86qhSW6pSx4vKy2irpRj3aVFuhqTFJJOKnhIRSzvYdwQP/bXB5hOsWbU5o2bV5oyaVVtnGZ0sKXv5dU5mveM8SzHeSXKld6Wkg0nWI56ac9+1uKNqg63GU3abDQRn1KzanFGzauvhUowR8XTm+XxJ50uanGffVqo46++c9kUGqo6y6umnOsqsJ5myO8/DoFr///qpjrLq6ac6XlJSRovMVpi+P1HSLyT9uPBnGjv+9zg2dZRVTz/V8RKfRzvhf49jU0dZ9fRTHS8pJ6MvLsUoaX2SpRjnZQtI2lbpgsaSppP0NVfk2beVnk6mZFY10rSAnDeY0/+TQJhVTVkZTWcc/DWZGQeBI7MzDo42CUTm/U8A04DNRitjNmh8HjWrtjIzmg7n/RowEbgoIj7XWIYxImZLOhE4nmSw8XPAJyLip6Pt2641HvprZv9/e3cfY0dVh3H8+2it0ioRaAqFVsEGCNAE0yC2EptaDDZoWquQNEFTI4mBpL7GlxISUmOIgBqNNlhRmxCQkhpB0RQoYgr+g1oblu6mIBUaLFRqMYEQEgT78485a2+X+zZz73bPdJ5PMtm5c+/89tzdffbeM3PuGbMmuBDYExFPAUi6E1gJdJ0af5ykucBHgeuBr0xWI83MzHLV61KMEbEB2NDvvr1kM/RX0pcljUkalbRZ0tsq1Phi2n9M0pdK7LdJ0gFJoy3bTpT0gKQn09cTKtS4PLXlkKSeRxA71PiOpMclPSbpbknvrFjnW6nGo5K2STq1bI2W+74qKdKY87LtWC/p2ZahdZdWaYekz6chfGOSbupWw4bDGR1ORoeRz051Wu5rakZnSdrRsnyu5b52Mw6e1qbGYkkjku6VdF7L9h8AXwcODb/Zw+GMOqNl2jFFGW00Z9QZLdMOZxSIiClfKN4sPA0cl25vAT5TssYCYBSYQXGm+PfAmX3uuwRYCIy2bLsJWJfW1wE3VqhxDnA2sB24oGI7LgGmpfUbe7WjS53jW9a/AGwsWyNtnwfcT3GNsFkV2rGeYmhdv7/XdjU+lH6/b023Z1f/21sY8J8+F3YcrUzktjijXWuUyugw8tmpTtrujLZv5+XAz1pufxr40YTHHA+8Pa1fCjyZ1j8G3JzWlwK/q/p8JmtxRp3RkjWyy+ixvjijXWs4o85o2yWbM6oUgTtO0jSKAPacCWqCc4BHIuKViHgdeAhY1c+OEfEw8O8Jm1cCt6b1W4GPl60REbsj4ol+2tClxrb0fAAeoZglq0qdl1puzqTHlNAdfiYA36c4q9B1/x41+tahxtXADRHxanrMgQG+A8Uw+n6WxnNGh5DRYeSzU53EGW2vr9kKI+LltL4VeEs6mn4RsELSXuBOYJmk26s/p0njjDqj/dbIMaNN4Iw6o/3WcEbJZOhvRDwLfBd4BtgPvBgR20qWGQWWSDpJ0gyKo+HzeuzTzckRsT+1bz8we4Baw/JZ4N6qO0u6XtI/gCuA63o9vs3+K4BnI2KkahuStWl4xqZew0w6OAv4oKQ/SXpI0vuqNyUo5uzuZ2kuZ7RvlTM6aD5TDWe0s8qzFUbENRExNyJOT/v9ISI+Vf05DZ8z2jdntJBjRo9pzmjfnNGCM0omHdX0C1wJnAGcCsyUVOpNQETsphgu8ABwHzBCjocGKpJ0LcXz+UXVGhFxbUTMSzXWlvz+M4BrqRj8Fj8G5gPvpfhH/b0KNaYBJwCLgK8BW8bfXJZ3iGJSsn6W5nJGexs0o4PkM31/Z7SLdLR+LcVwrt3AlogYk3SV0oyFwGXAqKQR4IfA6ojoeUQ9B85ob87oEbLL6LHOGe3NGT2CM0omHVXgw8DTEfGviHgNuAv4QNkiEfHziFgYEUsoTqE/OUCbnpc0ByB9HeCU+2AkraH4jNQVQ3rTdAfwyZL7zKf45zqShr/NBXZKOqVMkYh4PiL+GxGHgJ9SzMRZ1j7grij8mSKBXT/s3qVF1PUo01HmjHYx5IxWySc4o70rRWyNiLMiYn6kafEjYmOkGQsjYkNEnBcR50fEokhT6k+osT3yvDSNM9qFM/oGWWb0GOeMduGMvoEzSj4d1WeARZJmpKMFF1Mc8S5F0uz09V3AJ4DNA7TpHmBNWl8D/GaAWpVJWg58A1gREa8MUOfMlpsrgMfL7B8RuyJidkScnoa/7QMWRsQ/S7ZjTsvNVRTDWMr6NbAs1TsLmA4crFAnqee4/aPMGe1gGBkdNJ/gjDqjzmgnzmhbWWZU0nIVs5zukbSuzf1LJb2ow7OpXtdy315Ju9L2HS3bS81sO4mc0Q6c0bayzOhRFxnM6JQOnHyT4o9qFLiNNMtVyRp/pLgm3ghwcYn9NlOcmn+N4o/ySuAk4EGKI1UPAidWqLEqrb8KPA/cX6HGHopLKjyaln5mMWtX51fpZ/sY8FvgtLI1Jty/l94zobVrx23ArtSOe4A5FWpMB25Pz2cnsKz6392CgL/1ueQ1E9rRXpzR4WR0GPnsVGfC/c5owxZn1BktUSO7jAJvBv4OvCe1bwQ4d8JjltJh1u1OP09Kzmw7mYsz6oyWqJFdRqdiUfoBmTWStCDgl30++ty/RkTPa4SZ2fA4o2Z5G1ZGJS0G1kfER9LtawAi4tstj1lKcdmPNwy/T0M1L4iIgxO2PwEsjYj96UzX9og4u88Gm9VenV9Hp011A8ym1vi4fTPLkzNqlrehZfQ0irNq4/YB72/zuMVpwrPnKDqtYy0N2SYpgJ9ExC1p+xEz244PnTVrjvq+jrqjag03PhOameXJGTXLW6mMzmr9/ChwS0uHst2MphOH/e0E3h0RL0u6lOJzfOOfTbwoIp5LHdEHJD0exfUpzRquvq+j7qhawwVZfnjczBJn1CxvpTJ6sMuwwn0ceU3QuRRnTQ9/p4iXWta3SrpZ0qyIOBgRz6XtByTdTTHT6sOkmW1bhv5O2cy2ZlOjvq+jucz6azZF6jtlt1kzOKNmeRtaRv8CnCnpDEnTgdUUE9H8n6RTxq8lKelCivexL0iaKekdaftM4BIOz7Saxcy2ZlOnvq+jPqNqDVffo0xmzeCMmuVtOBmNiNclrQXup5gBeFNEjEm6Kt2/EbgMuFrS6xRjGVdHREg6Gbg79WGnAXdExH2p9A3AFklXUlwi5vKBG2tWK/V9HXVH1Rquvh8wN2sGZ9Qsb8PLaERsBbZO2LaxZX0DsKHNfk8B53eo+QLFNUvNGqq+r6PuqFrDBXX9gLlZMzijZnlzRs3yVt+MuqNqDVffo0xmzeCMmuXNGTXLW30z6o6qNVx9x+2bNYMzapY3Z9Qsb/XNqDuq1nD1Pcpk1gzOqFnenFGzvNU3o+6oWsPV9yiTWTM4o2Z5c0bN8lbfjLqjag1X36NMZs3gjJrlzRk1y1t9M+qOqjXcIeo6E5pZMzijZnlzRs3yVt+MuqNqDVff4RBmzeCMmuXNGTXLW30z6o6qNVx9h0OYNYMzapY3Z9Qsb/XNqCJiqttgNmUk3QfM6vPhByNi+WS2x8yO5Iya5c0ZNctbnTPqjqqZmZmZmZll5U1T3QAzMzMzMzOzVu6ompmZmZmZWVbcUTUzMzMzM7OsuKNqZmZmZmZmWXFH1czMzMzMzLLijqqZmZmZmZllxR1VMzMzMzMzy4o7qmZmZmZmZpYVd1TNzMzMzMwsK/8D03cOK6VVLnMAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('NT', 'f1_01')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('WA', 'f1_01')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('SYD', 'f1_1')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('NT', 'f1_1')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('WA', 'f1_1')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('SYD', 'mse')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('NT', 'mse')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('WA', 'mse')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"from matplotlib import pyplot as plt\n", | |
"\n", | |
"df = pd.read_csv(\"rf_him_gpm_prec.csv\")\n", | |
"df[['location','test_date','b1','b2']] = df[\"model\"].str.split(\"_\", n=-1, expand=True)\n", | |
"df.drop(labels=['model'], axis=1, inplace=True)\n", | |
"df['b1'] = df['b1'].str[1:]\n", | |
"df['b2'] = df['b2'].str[1:]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import itertools\n", | |
"\n", | |
"\n", | |
"def show_f1_plot(loc, date, metric):\n", | |
" data = np.zeros((9,9)) * np.nan\n", | |
" bands = ['8','9','10','11','12','13','14','15','16']\n", | |
"\n", | |
" for idxs in itertools.combinations([0,1,2,3,4,5,6,7,8], 2):\n", | |
" data[idxs[0],idxs[1]] = df.loc[(df['location'] == loc) & (df['test_date'] == date) & (df['b1'] == bands[idxs[0]]) & (df['b2'] == bands[idxs[1]])][metric].values[0]\n", | |
" data[idxs[1],idxs[0]] = data[idxs[0],idxs[1]]\n", | |
"\n", | |
" return data\n", | |
" \n", | |
"def plot_metric(loc, metric):\n", | |
" f, axarr = plt.subplots(1,4, figsize=(16,4))\n", | |
" f.suptitle(f'{loc} Metric: {metric}', fontsize=16)\n", | |
" \n", | |
" im1 = axarr[0].imshow(show_f1_plot(loc, '201811', metric), cmap='jet')\n", | |
" axarr[0].set_xticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[0].set_xticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" axarr[0].set_yticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[0].set_yticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" f.colorbar(im1, ax=axarr[0])\n", | |
" \n", | |
" im2 = axarr[1].imshow(show_f1_plot(loc, '201812', metric), cmap='jet')\n", | |
" axarr[1].set_xticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[1].set_xticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" axarr[1].set_yticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[1].set_yticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" f.colorbar(im2, ax=axarr[1])\n", | |
" \n", | |
" im3 = axarr[2].imshow(show_f1_plot(loc, '201901', metric), cmap='jet')\n", | |
" axarr[2].set_xticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[2].set_xticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" axarr[2].set_yticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[2].set_yticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" f.colorbar(im3, ax=axarr[2])\n", | |
" \n", | |
" im4 = axarr[3].imshow(show_f1_plot(loc, '201902', metric), cmap='jet')\n", | |
" axarr[3].set_xticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[3].set_xticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" axarr[3].set_yticks([0,1,2,3,4,5,6,7,8])\n", | |
" axarr[3].set_yticklabels([8,9,10,11,12,13,14,15,16])\n", | |
" f.colorbar(im4, ax=axarr[3])\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('SYD', 'f1_01')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('NT', 'f1_01')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('WA', 'f1_01')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('SYD', 'f1_1')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('NT', 'f1_1')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('WA', 'f1_1')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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a1ZszalZv1WV0HrCLpAmSNgAOB65a66Wk10hS/vNewAbAE/nzrfI/dwIOA+bkl10FHJ3/fDTwk3YN8WdmNrKluLuzWUqcUbN6c0bN6q2ijEbESknHA1eTdXdnRcRdko7Nz18IfAA4StJLZHNdPxQRvcOMf5TPgX0JOC4i/pQfPwu4XNLHgCXA37Vri//JsZHNN16zenNGzerNGTWrtwozGhFzgblNxy5s+Pls4Ow+rn1bH8efAA7opB3+J8dGNgFFV2Yzs6HnjJrVmzNqVm8JZtRzYG1k6/1UqoId2CVNlnSPpMWS1tmEWdKmkv5T0m8l3SXpmKLXmo1YFWbUzAaBM2pWbwlmtIuaajYIKhpWIWkUcAHwbrJV1eZJuioi7m4odhxwd0QcImkccI+k7wGrClxrNjJ5eKJZvTmjZvWWYEaH9O2MHTs2xo8fX6qOBQteqKYxPF1BHatL17AtSytoBzzCHhXU8lwFdWxSQR3QYlupDi0lYnmr/arWVc3KiPsAiyPiPgBJlwFTgMZOaACvyldneyWwnGwPrEkFrh0SVWT04QULKmnLxnuPKV3HHxaU//u41d7VDFRZtqDYX8d+7bB16SrGbt12dfpCXv3oQ+0L9eOB5fD4szGUGU1CFRlleTUZXbTFa0vX8dyC8vfiDfbeonQdACsWVHAP3LZ8W0Zvt6J8O4DxPFDq+mUPvMBTj69wRjtUSUZXVpPRBSv2Ll/JomdKV7H3zveUbwew4A/blq9kx+3K17FZ2d9RMztt8GCp65944BmeefyFEZnRIe3Ajh8/nvnz57cv2A+pqt/pr6ugjudL1zCNakaLfpkrKqjljgrqmFRBHZAtUFbG+4oVq+5Tqe2Bxt/oe1j3P8b5ZEuFPwy8imxlttWSilw7JKrI6BmqoKMGvH7+W0vX8QHtU7qOI+ZXM3HkW6qgnhM/W7qKw04+r3w7gIu+eWKp6yd+q2DBBD85LqOKjHJpNRnd+8iZpeu4TeXvxdvOP7x0HQAPquR/V4BPHlm6is1PX1K+HcC5HNO+UD9OmjivWEFndC2VZHRZNRnVQxX8nZ54c+kq5k9vuXZPx3TYtPKVnHxG+TreX/Z31Mypr/5EqevPmvjTYgUTzGhib8esQ51NbB8rrfUbzoyImNFQU7Pmj+jeA9wOvBPYGbhW0i8LXms2MiW4+IRZUpxRs3pLMKPuwNrI1tmnUo9HxMQ+zvUAOzY834Hsm9ZGxwBn5fthLZZ0P7BbwWvNRqYEPzk2S4ozalZvCWY0sbdj1qHqQj0P2EXSBGApcDhwRFOZJWT7XP1S0tbAa4H7gCcLXGs2MiV44zVLijNqVm8JZrTU6iSSTsq3A1koaY6kDatqmNmQqGhp8YhYCRwPXA0sAi6PiLskHSvp2LzYmcBbJN0JXA98PiIe7+vaSt6eM2rdLsHl/xs5o9b1nFGzekswowPuwOYLz3wGmBgRe5Ctb1XNSgpmQ2lUwUcbETE3InaNiJ0j4qv5sQsj4sL854cj4m8i4q8iYo+IuLS/a8tyRi0ZFWVU0ixJyyQt7OP8bpJ+LelFSZ9rOL6hpN807OH85dLvCWfUElJRRuvGGbVkJJbRsn3t0cBGkl4CNsbz9qzbJDisookzat2t2ozOJlsN/JI+zi8n+2X1/U3HXwTeGRHPSFofuFnSf0XELRW0yRm17ub7qFm9JZjRAb+diFgq6RyyeX3PA9dExDWVtcxsKKxHciuz9XJGLQkVZjQibpI0vp/zy4Blkg5qOh5A72aI6+eP0iuFO6OWBN9HzeotwYyWGUK8OTAFmABsB2wiaZ0N0CRNkzRf0vzHHnts4C01GwwJzgvo5YxaEmqSUUmjJN0OLAOujYhbK6jTGbXuV5OMDgZn1JKQYEbLLOL0LuD+iHgsIl4CrgDe0lwoImZExMSImDhu3LgSL2c2SBILdQNn1NJQPKNje3+JzB8V7HqfiYhVEbEn2TZX+0jao4JqnVFLg++jzqjVW2IZLdPUJcCbJG1MNqziAGB+Ja0yGyqiqyatd8gZte7XWUb726u5EhHxpKQbgMlAy8WgOuCMWvfzfdSs3hLMaJk5sLdK+iFwG7AS+F9gRlUNMxsSCU5s7+WMWhJqkFFJ44CX8s7rRmTfypxdtl5n1JJQg4wOFmfUkpBgRku9nYg4HTi9oraYDb0EQ93IGbWuV2FGJc0B9icbatxDlo31IdvyStI2ZN+ujAFWSzoR2B3YFviupFFkU28uj4ifVtEmZ9S6nu+jZvWWYEYTeztmHRLJrcxmlpQKMxoRU9uc/yPZHNdmdwB/XU0rzBLj+6hZvSWY0TKLOJl1vwRXZjNLijNqVm8VZlTSZEn3SFos6dQW50+RdHv+WChplaQt8nOzJC2TVHZuullaEryPDmlTFyx4AenuUnVE7F5JW6QxFdQys3QNZ+xSQTOAL9/7aAW1bF2TOgCWl7y+4GczCQ6rKOPhBQs4QypVxxlRenvMzFXl2gHA2Lmlq7iDSkaKwrsOLl3FvidfW7qOT3JR6ToAuLfk9S8ULOeMrm35Ari0ZDaOrCajC24vn1EdXL4t2/GL0nUAPPjFdXZH6di0088rXcf0VaeUrgNgzISXSl1/xh8LFqwoo/kQ/QuAdwM9wDxJV0XEml8cI2I6MD0vfwhwUkT0/sIwGzgfuKR8a0pYuQCWlczGVtVkNL5SQUYXry7fkHeUrwKAm88oXcWP3/qe0nVMeaiarYCf3rDc9TNWFCyY4H00sbdjNgCJrcxmlhxn1KzeqsnoPsDiiLgPQNJlZHuw9vXNx1RgTu+TiLhJ0vhKWmKWmsTuo+7A2siW4KdSZklxRs3qrbOMjpXUuA3NjIjoXdV3e+ChhnM9wKSWL5ltazMZOL6jtpqNRAneRxN7O2YdWg8oOYTDzAaRM2pWb51ltL+9mluNd+1rLO0hwK8ahg+bWV8SvI+6A2uW2LAKs+Q4o2b1Vk1Ge4AdG57vADzcR9nDaRg+bGZtJHYfdQfWRrYEh1WYJcUZNau36jI6D9hF0gRgKVkn9Yh1Xk7aFNgPKL/qltlIkOB9tNQ2OpJOyJcxvyvf8N2suyS4tHgjZ9S6njNqVm8VZTQiVpLNab0aWARcHhF3STpW0rENRQ8FromIZ9dqhjQH+DXwWkk9kj5W/s05o5aABO+jA26qpD2AT5CtGrcC+Lmkn0VE2c0VzIZWRcMqJE0GzstrnBkRZzWdPwX4cP50NPA6YFxELJd0EvBxsvk+dwLHRETRjUb6ao8zamlIbOhTL2fUklFRRiNiLjC36diFTc9nk22Z03zt1Gpa8TJn1JKR2H20zDewrwNuiYjn8k/NbiT7VMyse1T0qVTD/nXvBXYHpkpaa9PiiJgeEXtGxJ7AF4Ab887r9sBngIkRsQfZPzOHV/DunFHrfgl+ctzAGbXu54ya1VuCGS3TgV0IvF3Slvly5gey9uR7s/pbD3hFwUf/1uxfFxErgN796/qy1v51ZP9sbCRpNLAxfS9c0Qln1LpfdRmtI2fUup8zalZvCWZ0wB3YiFgEnA1cC/wc+C2wsrmcpGmS5mf7fnm1c6uZzj6VGtv7dzl/TGuoqdX+ddu3fMmX96/7EUBELAXOAZYAjwBPRcQ1Zd/aQDL6XNkXNatagp8c9xpIRh97eogbadaOM7p2Rp8Y4kaatVNhRiVNlnSPpMWSTm1xfoqkOyTdnmdi34ZzJ+VzyRdKmiNpw/z4GZKW5tfcLunAdu0otYhTRFwcEXtFxNvJeqfrzAmIiBkRMTHb92uLMi9nNjiKh/rx3r/L+WNGQy0D3r9O0uZk39ZOALYDNpFUyeqKnWZ04ype1Kxqif5yDJ1ndNyYoW+jWVvO6MsZ3XLo22jW1hBNlwOuB96QT5f7KDAzv7bddLlze6fZ5XPh276dAZO0VUQsk7QTcBjw5jL1mQ256pYW72Hg+9e9C7g/Ih4DkHQF8Bbg0rKNckat6yW4/H8jZ9S6njNqVm/VZXTNdDkASb3T5e7uLRARzzSU34S1v8zpnS73EiWny5V9Oz+StCXwEnBcRPypZH1mQ0tUtTJbmf3rlgBvyocWPw8cAMyvpFXOqHW76jJaV86odTdn1Kzeqstoq+lyk9Z5OelQ4OvAVsBBkE2Xk9Q7Xe55sq2wGqfLHS/pKLLff09ul7NSHdiIeFuZ682GXUWfSkXESkm9+9eNAmb17l+Xn+/dBmCd/esi4lZJPwRuI5tb87/ADCrgjFrXS/zbHWfUup4zalZvnWV0bLZu0RozGqbMFZouFxFXAldKejtwJvCupulyTwI/kHRkRFwKfDsvF/mf3yQbftynhP/JMStAVLbqWsn9604HTq+mJWYJqTCjZjYInFGzeusso49n6xa11Ml0OSLiJkk7SxoLvIM+pstFxKNrmir9G/DTdo10B9ZGtsQ/OTbres6oWb05o2b1Vl1G206Xk/Qa4A8REZL2AjYAnqCf6XKSto2IR/IqDiXbvqpf/ifHRjbfeM3qzRk1qzdn1Kzehna63AeAo/KFmp4HPhQRAfQ3Xe4bkvYkG0L8APDJdm0Z4n9yngauK1WDVM0eAhE7lK5DOqx8Q87+cvk6AD66b/sy7bxQvgo2rKAOgNFbl7v+yfWLl0178YmObLz3GF4//63lKrmq1RSJAXhfX7sQdWCb8lVM4IHylQDsVr6KI/he6Tr2WriofENg7WUcBmJFB2Wd0TUWbfFa9j5yZqk6FtxeUUb3rCCjx5avYruBL2S5lnFnLildx3nPnli6jg2PL10FAD0lM9pJRJ3Rly1YsTd6qNw6jPGVijJ6fvmMfoEvla7jqrL3i9zst36odB1TPnhN+0Jt9PygdBVAvr9MCY+2L/KyijLabrpcRJxNtndyq2tbTpeLiI902g5/ZmYjmz85Nqs3Z9Ss3pxRs3pLMKOJvR2zDq1Hdd8am1n1nFGzenNGzeotwYy6A2vmoU9m9eaMmtWbM2pWb4ll1B1YG9kSHFZhlhRn1KzenFGzekswo+u1KyBplqRlkhY2HNtC0rWS7s3/3Hxwm2k2SHpDXeRRU86oJc0ZNas3Z9Ss3hLIaLO2HVhgNjC56dipwPURsQtwff7crDuNKvior9k4o5YyZ9Ss3pxRs3rr/oyupW0HNiJuApY3HZ4CfDf/+bvA+ytul9nQSOBTKWfUkuaMmtWbM2pWbwlktNlAm7p1RDwCEBGPSNqqwjaZDZ0EV2bLOaOWBmfUrN6cUbN6SzCjRYYQlyJpmqT5kubDM4P9cmYdi1HFHqlqzOhTj3W0db3ZkKgqo63muTWd303SryW9KOlzDcd3lPTfkhZJukvSCdW9u/YaM7rysSeH8qXNCvF9tOF33T89NtzNMVtHahkdaAf2UUnbAuR/LuurYETMiIiJETERXjnAlzMbHCFYNbrYo8sMKKObjttgyBpoVkTFGZ3NuvPcGi0HPgOc03R8JXByRLwOeBNwnKTdO383axlQRkeP26zky5pVy/fRpt91Nx83ZA00KyLFjA60A3sVcHT+89HAT6ppjtkQSzDUOWfU0lBhRvuY59Z4fllEzANeajr+SETclv/8Z2ARsH2Zt4UzaqnwfdSs3hLMaNumSpoD7A+MldQDnA6cBVwu6WPAEuDvBrORZoMlBCtHFf0cZ/WgtmWgnFFLWd0yKmk88NfArR1c44xasuqW0YFwRi1lKWS0WdsObERM7ePUARW3xWzIhcSq0UU/cup/fqikycB5ZAuRz4yIs5rOnwJ8OH86GngdMC4ilkvaDJgJ7AEE8NGI+HWh9+CMWsI6zOjYbL2FNWZExIyq2iLplcCPgBMj4umi1zmjlrIq76PDxRm1lKWQ0WZd9GWxWfUCsWJU0XmffYda0ijgAuDdQA8wT9JVEXH3mteKmA5Mz8sfApwUEb3DGc8Dfh4RfytpA2Djjt+MWYI6zOjj2XoL1ZO0Plnn9XsRccVgvIZZN6rqPmpmgyPFjLoDayNaIFZWs3PzPsDiiLgPQNJlZHvI3d1H+anAnLzsGODtwN8DRMQKuuVfELNBVmFGB0ySgIuBRRHxz8PaGLOaqUNGzaxvKWbUHVgb8VZVE4PtgYcanvcAk1oVlLQx2Uqox+eH/gJ4DPiOpDcAC4ATIuLZKhpm1u0qymhf89zMKArHAAAgAElEQVTWB4iICyVtA8wHxgCrJZ0I7A68HvgIcKek2/Pq/jEi5lbSMLMuV1VGzWxwpJbRIX43q4HnS9Yxs4qGIB1Wuo6I15dvx61Rug4gmzlZ1s0V1PHCoxVUAnBDyev/VKhUIFYV/1Sqv/l1all9a4cAv2oYPjwa2Av4dETcKuk84FTgn4o2rCp/WLAJH9A+5SoZW9Hv9NuUryLuLF/HrrytfCXAB//lu6Xr+OKqr5au41OaXboOAH5f8voXi4307TCj/dfV9zy33vN/BHZocepmWmd8yD234Glu03Wl6tDBFd13ji1fRRxUvo4z9JHylQA/LPt3Gvj6LieWruO671Qz7fIXex5croJvDn1Gk7DoGZhY7hcqLa5mIZ0v8KXSdXyNr5Su437OLF0HwIT9Ly9fyXHlqxgzZ/3ylQAPjDqv1PUrJp7VvhBpZjSt7rhZhzoMdX/z63qAHRue7wA83EfZw8mHDzdc2xMRvaua/pCsA2s24qV44zVLiTNqVm8pZtQdWBvRAvEiRSe292sesIukCcBSsk7qEc2FJG0K7AccuaYNEX+U9JCk10bEPWSrHvY1d9ZsRKkwo2Y2CJxRs3pLMaPuwNqIln0qVT4GEbFS0vHA1WTb6MyKiLskHZufvzAveihwTYv5rZ8GvpevQHwfcEzpRpkloKqMmtngqDKjJbej6/das5EqxftoWu/GbAAqnF83F5jbdOzCpuezgdktrr0dGJTtP8y6XWpDn8xSU0VGy2xHV+Ras5Estfvoeu0KSJolaZmkhQ3H/k7SXZJWS/Iv3da1eucFFHnUlTNqKXNGzeqtwoyu2Y4u306udzu6vqzZjm4A167FGbWUpXAfbda2A0v2bdHkpmMLgcOAm6pukNlQCmAlowo9amw2zqglyhk1q7cKM9pqO7rtWxVs2I7uR51e24fZOKOWqETuo2tpO4Q4Im6SNL7p2CKAbG93s27W/fMCnFFLmzNqVm8dZXSwtqPr5Np1CzqjlrTuv482S+vdmHUoECsSW5nNLCXOqFm9dZjRwdyOrui1ZiNKivfRQe/ASpoGTMuebTbYL2fWkRT3xurU2hnddFjbYtbMGXVGrd4qzOiAt6Mreu1gWTujWw/Vy5oVkuJ9dNA7sPnQkBkA0g6Fh3OYDYVAXTXmfzCsndHtnFGrFWfUGbV6qyqjZbaj6+va0o0q3vaGjO7mjFqtpHgf9RBiG/FSmxdglhpn1Kzeqspoye3o1rnWzDKp3UfbvhtJc4D9ySbe9wCnA8uBfwHGAT+TdHtEvGcwG2o2GFIYVuGMWsqcUbN6c0bN6i2FjDYrsgrx1D5OXVlxW8yGXCBe7PKJ7c6opcwZNas3Z9Ss3qrMqKTJwHlkQ/VnRsRZTeenAGcCq4GVwIkRcXN+7iTg42QrhN8JHBMRL0jaAvg+MB54APhgRPypv3YU2QfWLFmRLy1e5GFmQ88ZNas3Z9Ss3qrKqKRRwAXAe4HdgamSdm8qdj3whojYE/goMDO/dnvgM8DEiNiDrAN8eH7NqcD1EbFLfv2p7d6T/zWxES3FYRVmKXFGzerNGTWrtwozug+wOCLuA5B0GTAFuHvNa0U801B+E9bej3k0sJGkl4CNeXmrqylkQ/gBvgvcAHy+v4a4A2sjnm+8ZvXmjJrVmzNqVm8VZXR74KGG5z3ApOZCkg4Fvg5sBRwEEBFLJZ0DLAGeJ1tJ/Jr8kq0j4pG83COStmrXkCHtwG7LUqa1/1a4X2fsUlFjzv5y6Sp0a/mV0mOd/+0Ds/Mvy68WfypntS/UxiH8Z+k6ALbe8qlS17+x4OUpLi1exlZ7r8cR819Rqo47+GklbZnAA6Xr2JW3la7j97yhdB0Af8WK0nV8adRXyjfkL8tXAbDVvY+Wuv60iYsLlXNG17bB3luw7fzD2xfsx3b8opK2bLfmw/OBO0MfKV9HVLNryQ1S6Tq2jnK5AJjIgtJ1AEw64Telrv/Ovxf7/+uMrm3vne9h/vSS9553VNOWqx5qX6ad+zmzdB0TKsrorRVk9Fc3lm/Hq3ipfCXAp/lUqeuLJrzDjI6VNL/h+Yx8myiAVv8D1vmfGxFXAldKejvZfNh3Sdqc7JvWCcCTwA8kHRkRlxZtWCN/A2sjWu+8ADOrJ2fUrN6cUbN66zCjj0fExD7O9QA7NjzfAfr+JDMibpK0s6SxZB/L3B8RjwFIugJ4C3Ap8KikbfNvX7cFlrVrpP/FsREtECu6fPVEs5Q5o2b15oya1VuFGZ0H7CJpArCUbBGmIxoLSHoN8IeICEl7ARsAT5ANHX6TpI3JhhAfAPR+03sVcDRwVv7nT9o1xB1YG9G8+IRZvTmjZvXmjJrVW1UZjYiVko4HriZbRXhWRNwl6dj8/IXAB4Cj8oWangc+FBEB3Crph8BtZNvr/C/QOzT5LOBySR8j6+j+Xbu2uANrI15Vc3cK7I11CvDh/Olo4HXAuIhYnp8fRfZp1NKIOLiSRpklwPPrzOrNGTWrt6oyGhFzgblNxy5s+Pls4Ow+rj0dOL3F8SfIvpEtzB1YG9GqmrvTsDfWu8nmCMyTdFVENC4tPh2Ynpc/BDipt/OaOwFYBIwp3SCzRHh+nVm9OaNm9ZZiRtdrV0DSLEnLJC1sODZd0u8k3SHpSkmbDW4zzQZH77CKIo821uyNFRErgN69sfoyFZjT+0TSDmRLjc/s9D04o5ayCjM6bJxRS5kzalZvKWS0WdsOLDAbmNx07Fpgj4h4PfB74AsVt8tsyFQU6lZ7Y23fqmA+gX0y8KOGw98C/gFYPYC3MBtn1BKWwI13Ns6oJcwZNau3BDK6lrbfJ+dLII9vOnZNw9NbgL+ttllmQ2M16/Eihfc9Lb03Vu4Q4FcNc18PBpZFxAJJ+xdtzJoXcUYtYR1mtJacUUuZM2pWbylktFkVA6I/Cny/gnrMhkUHnzhVtTfW4TQMHwbeCrxP0oHAhsAYSZdGxJFFG9aGM2pdrZs+FR4gZ9S6mjNqVm+pZbRUB1bSaWRLIX+vnzLTgGkAm5Z5MbNBUOHy/233xgKQtCmwH7CmcxoRXyAfmpR/A/u5qjqvnWb0VTt5io/VS+pbdHSa0VE7bTdELTMrxhldO6M7jRuihpkVlGJGB9yBlXQ0cDBwQL6/T0v5EMsZANtJfZYzGy5DuDcWwKHANRHxbOkXbWMgGd164g7OqNVOajfeXgPJ6Csm7uGMWu04oy9ndOJr/Luu1U9qGR1QBzbf7/LzwH4R8Vy1TTIbOoGGbG+s/PlsssUi+qrjBuCGsm1xRi0VVWZU0iyyX0aXRcQeLc7vBnwH2As4LSLOKXrtANrijFoSqsxonTijlooUM9q2AytpDrA/2QI2PWQb0H4BeAVwrSSAWyLi2EFsp9mgCMSKLp/Y7oxayirO6GzgfOCSPs4vBz4DvH8A1/bJGbWU+T5qVm8pZLRZkVWIp7Y4fPEgtMVsyKUwL8AZtZRVmdFWK402nV8GLJN0UKfXtnldZ9SS5fuoWb2lkNFmVaxCbNa1UhxWYZaSDjPa31ZXZjYIfB81q7cUM+oOrI14qxwDs1rrIKP9bXVlZoPE91Gzeksto2m9G7MOpTiswiwlzqhZvTmjZvWWYkaHtAP7CHvwZa4oVceX7320msZ8dN/ydZRehxJ2/uVd5SsB/sBflq5Db/z38g1ZWL4KAF64tmQFxxUqlWKoy1i2QHxLJSf6v+vgahqzW/kqPvgv3y1dx1+xonxDgDt5Y+k6Nntxx9J1PHXLNqXrAGByyetfLPZFqTO6thULnuPBtUZJd+7BL1ayzTTjzlxSuo4f/r58O27IFtgpbf++d0kp7DY+VbqOW5lUug6AG88rGdJlc9uXwRlttuAP26LDppWr5OYzqmgKs9/6odJ1TNj/8tJ13FpRRidVkNFJM8u3ZenHtyhdB8CbuKXU9Y9OPKxQuRQz6m9gbUQLxItsMNzNMLM+VJnRPlYaXR+yLa8kbQPMB8YAqyWdCOweEU+3ujYivMiLjXi+j5rVW4oZdQfWRrTsUynHwKyuqsxoHyuNNp7/I7DDQK41G6l8HzWrtxQzmta7MRuA1IZVmKXGGTWrN2fUrN5Sy6g7sDaipTgvwCwlzqhZvTmjZvWWYkbXa1dA0ixJyyQtbDh2pqQ7JN0u6RpJ2w1uM80GR+/eWEUedeWMWsqcUbN6c0bN6i2FjDZr24EFZrPuepPTI+L1EbEn8FPgS1U3zGyorGJ0oUeNzcYZtYQ5o2b15oya1VsCGV1L25ZGxE2Sxjcde7rh6SZA+XWtzYbBatZjRZevzOaMWsqcUbN6qzKjkiYD5wGjgJkRcVaLMvsD3yJbQfzxiNgvP34C8AlAwL9FxLeKvq4zailL4T7abMBdbUlfBY4CngLeUVmLzIZYNw2Z6IQzaqlwRs3qrYqMShoFXAC8G+gB5km6KiLubiizGfCvwOSIWCJpq/z4HmSd132AFcDPJf0sIu4t2SZn1JKQ2n20yBDiliLitIjYEfgecHxf5SRNkzRf0nxYPtCXMxsUvUuLpzSsotfAMvrs0DXQrABntDmjT/dVzGxYVJjRfYDFEXFfRKwALgOmNJU5ArgiIpYARMSy/PjrgFsi4rmIWAncCBxa+r0NKKPPlX1Zs0qleB8dcAe2wX8AH+jrZETMiIiJETERtqjg5cyq07syW5FHO5ImS7pH0mJJp7Y4f0q+GMTtkhZKWiVpC0k7SvpvSYsk3ZUPg6pSBxndpOKXNiunyozWWAcZHTOEzTJrr8KMbg881PC8Jz/WaFdgc0k3SFog6aj8+ELg7ZK2lLQxcCCwYwVvr1cHGd24wpc1Ky/F++iAutqSdmkYlvE+4HfVNclsaFUR2CJDnyJiOjA9L38IcFJELJf0CuDkiLhN0quABZKubbx2AO1xRi0Z3XRTLcoZtZR0kNGx2beUa8yIiBn5z2pRvnne6Whgb+AAYCPg15JuiYhFks4GrgWeAX4LrCzaqFacUUtJavfRth1YSXOA/cn+0ekBTgcOlPRaYDXwIHDsYDbSbLCsRrxYzcT2NUOfACT1Dn3qqxM6FZgDEBGPAI/kP/9Z0iKyT50LdWCdUUtZhRkdNs6opazDjD6efUvZUg9rf2u6A/BwizKPR8SzwLOSbgLeAPw+Ii4GLgaQ9LW8bCHOqKUshftosyKrEE9tcfjiQWiL2TBQVWP+Ww19mtTyFbPhTZNpMZ8mXwXxr4Fbi76wM2ppqyyjw8YZtbRVltF5wC6SJgBLgcPJ5rw2+glwvqTRwAZk99lzASRtFRHLJO0EHAa8uegLO6OWtu6/jzZL692Ydah3XkBBZYc+9ToE+FVErLWqmaRXAj8CTmxavt9sxOowo2Y2xKrKaESslHQ8cDXZNjqzIuIuScfm5y/Mhwr/HLiD7JvRmRGxMK/iR5K2BF4CjouIP5VulFkCUryPugNrI14HoS479KnX4eTDh3tJWp+s8/q9iLiiaIPMRoLUbrxmqakqoxExF5jbdOzCpudr1pNoOv62ShphlqDU7qNVrEJs1rUCsZJRhR5trBn6JGkDsk7qVc2FJG0K7Ec2DKr3mMiGKi2KiH+u7M2ZJaDCjJrZIHBGzeqtyowW2HFjiqQ78h035kvaNz/+2oadOG6X9LSkE/NzZ0ha2nDuwHbtGOJvYJ8jG/VRxtZVNAReqKCOm8tXcSpnla8E0Bv/vXQdMa+Cdmxbvg4A/rhRyQqKfTYTFc0LKDL0KS96KHBNvgBFr7cCHwHulHR7fuwf80+ih9YOW8OJny1Vxb4nX1tJU47ge6Xr+OKqr5au40ujvlK6DoDNXiy/o8OTr9imdB0P7rdV6ToApj5/Wanr75j450LlqspoMrbdAj55ZKkqpp1+XiVNOe/ZE0vX8fVdytexdTxaug6A2/hU6To+y7+Wr+OiVjNSOjfnhOYtVDtz2r8vLlTOGW2y43Zw8hmlqvjxW99TSVOmfPCa8pUcV76KX91Yvg6ASTMryMbH+5rdVdyGo6vJ6EP37lrq+okvFitXVUaL7LgBXA9cFREh6fXA5cBuEXEPsGdDPUuBKxuuOzcizinaFv+LYyNaIFZUtDJbwaFPs4HZTcdupvUcWrMRr8qMmln1nFGzeqswo2133IiIZxrKb0Lr9WAOAP4QEQ8OtCHuwNqIFohVqz2syayunFGzenNGzeqtwowW2nFD0qHA14GtgINa1LPOWjDA8ZKOAuYDJ7dbhM0dWBvZAlau9I3XrLacUbN6c0bN6q2zjJbecSMirgSulPR24EzgXb3n8nVi3gd8oeGSb+flIv/zm8BH+2ukO7A2okWIVSsdA7O6ckbN6s0ZNau3DjNa1Y4bRMRNknaWNDYiHs8Pvxe4LeLlxQsaf5b0b8BP2zWy7Uo3kmZJWiZpYYtzn5MUksa2q8esjrJQjyr0qCtn1FLmjJrVmzNqVm8VZrTtjhuSXpPvroGkvYANgCcaikxl3a0kG5eAPRRYJ4fNinTHZwPnA5c0vdiOZKtQLSlQh1k9BbW+qRY0G2fUUuWMmtWbM2pWbxVltOCOGx8AjpL0EvA88KGICABJG5Pl6ZNNVX9D0p5ZS3mgxfl1tO3A5l//jm9x6lzgH2jYz9Ks20Ssx4oXXjHczSjFGbWUOaNm9eaMmtVblRltt+NGRJwNnN3Htc8BW7Y4/pFO2zGgSQuS3gcsjYjf5t8Sm3WnALr/k+N1OKOWDGfUrN6cUbN6SzCjHXdg869/TwP+pmD5acC07JmnD1jNhJILdamMbr7T4DXMbCCc0bUzuqkzajXjjPo+avWWYEbbLuLUws7ABOC3kh4gW4HqNknbtCocETMiYmK2otWYgbfUbDAEsFLFHt1j4BndZNwQNtOsAGd07Yxu7IxazTija2f0lc6o1UyCGe34G9iIuJNsY1oA8mBPbFge2ay7rBzuBlTLGbXkOKNm9eaMmtVbYhktso3OHODXwGsl9Uj62OA3y2yIrAZeKPioKWfUkuaMmtWbM2pWbwlktFmRVYintjk/vrLWmA21AF4a7kaU44xa0irMqKRZwMHAsojYo8X53YDvAHsBp0XEOQ3nJgPnkW0dMDMizir6us6oJc33UbN6SyCjzQYyB9YsHQGsKvgws6FXbUZnA5P7Ob8c+AxwTuNBSaOAC4D3ArsDUyXtXvxNmCXM91GzekswowPaRscsKYnNCzBLTkUZ7Wevx97zy4Blkg5qOrUPsDgi7gOQdBkwBbi7mpaZdTnfR83qLbGMugNrI1uQXKjNklKPjG4PPNTwvAeYNExtMauXemTUzPqSYEaHuAO7CeXv+VtX0RDYsII6Xni0dBWH8J8VNARYWL4KbVu+jnikfB0A2nHfchU8+spi5RIMdRljt17GYSefV6qOT3JRJW3Za+Gi0nV8SrPLN+Qvy1cB8NQtLXdf6MiD+23VvlAbr2ZZ6ToA/mduueX2Jz5VsGBnGR0raX7D8xkRMaOTdvWh1ZuNCurt2OjtVrD56UtK1TF91SmVtGXD48vXcd13Dihdx0QWlG8IcGsFn0l89qIKtqH4ZDV/taaeVq4t31xasKDvo2vbLOD95SYcTnnomkqa0vOD8nWMmbN+6TpeVdEEzKUf36J0HRuOLp/RLVdWk9H7Va4tLxYtmGBG/Q2sjWy9K7NVoN0iL5JOAT6cPx0NvA4YFxHLyywQY5a0zjL6eLbneOV6gB0bnu8APDwIr2PWfSq8j5rZIEgwo+7AmlXwqVTDIi/vJvtld56kqyJizRy5iJgOTM/LHwKclHde215rNqIN/yfH84BdJE0AlgKHA0cMb5PMamT4M2pm/Ukso+7A2shW3dLinS7yMhWYM8BrzUaOarfRmQPsTzbUuAc4HVgfICIulLQNMB8YA6yWdCKwe0Q8Lel44GqyURKzIuKualpl1uUS3KLDLCkJZtQdWBvZepcWL6/wIi+SNibbyqN3BpkXiDHrS3UZLbLX4x/Jhge3OjcXmFtNS8wSUmFGzWwQJJjRtvvASpolaZmkhQ3HzpC0VNLt+ePAwW2m2SDpndhe5JEvENPwmNZQUyeLvBwC/Coilg/g2nU4o5a0zjJaS86oJc0ZNau3BDLarMg3sLOB84FLmo6fGxHnrFvcrItUt0BMJ4u8HM7Lw4c7vbaV2Tijlqo0Fp+YjTNqqXJGzeotjYyupW0Htt3G72Zdr5pPnAot8iJpU2A/4MhOr+2LM2rJ66JPhVtxRi15zqhZvXV5Rpu1HULcj+Ml3ZEPu9i8shaZDaWKhlVExEqyOa1XA4uAyyPiLknHSjq2oeihwDUR8Wy7ayt4d86odb8Ehz41cEat+zmjZvWWYEYH2oH9NrAzsCfwCPDNvgpKmtY7ZxCW91XMbHhUGOqImBsRu0bEzhHx1fzYhRFxYUOZ2RFxeJFrSxpQRl947JkKXtqsQgneeHMDyujqx3wftZpxRtf+XXf540PVPrNiEszogDqwEfFoRKyKiNXAv5FtA9JX2RkRMTGbO7jFQNtpNjh6lxYv8ugiA83ohuNeOXSNNCvCGV0ro+uN833UasYZXft33S3GDl0jzYpIMKMD6sBK2rbh6aHAwr7KmtVa79LiRR5dxBm1ZDijZvXmjJrVW4IZbbuIUx8bv+8vaU+y/yQPAJ8cxDaaDZ6g61dmc0Ytac6oWb1VmFFJk4HzgFHAzIg4q0WZ/YFvAeuT7Q6wX378JODjeYvuBI6JiEItc0YtaQncR5sVWYW41cbvFw9CW8yGXu+8gC7mjFrSnFGzeqsoo5JGARcA7ybbXm6epKsi4u6GMpsB/wpMjoglkrbKj28PfAbYPSKel3Q52Yr+swu9BWfUUpbAfbRZkX1gzdLVOy/AzOrJGTWrt+oyug+wOCLuA5B0GTAFuLuhzBHAFRGxBCAiljWcGw1sJOklYGM620/dLF0J3kfLbKNj1v0SnBdglhRn1Kzeqsvo9sBDDc978mONdgU2l3SDpAWSjgKIiKXAOcASshWDn4qIawb+pswSkuB91N/AmiU2rMIsOc6oWb0Vz+jYbFvFNWZExIz8Z7UoH03PRwN7AwcAGwG/lnQL8BjZt7UTgCeBH0g6MiIuLdwys5Qldh91B9ZGtgTnBZglxRk1q7fOMvp4tq1iSz3Ajg3Pd2DdYcA9eR3PAs9Kugl4Q37u/oh4DEDSFcBbAHdgzRK8jw5xB7aKQdgVbeI+eusKKrmhdA1bb/lU+WYAvHBt+Tr+uFHpKrTjvuXbAcRD7cv02w4tWFCo4GqSW5mtjFc/+hAXffPEcpXcW01bKPl3AIDfl69iq3sfLV8JwOTyVUx9/rLSdfzP3FZfcgzAgc1fjHRmwUFyRgdgPA9wLseUqmPMhGomQ/VUkNFf7Hlw6TomnfCb8g0BbjyvfEjnnDCldB1TT6soo18tmdGvDXlG5wG7SJoALCVbhOmIpjI/Ac6XNBrYAJgEnAtsArxJ0sbA82Tf0M5nGOy0wYOc+upPlKrj6Q2racvMCup4YNR5pev4NJ+qoCXwJm4pXcdD9+5auo77VU1GJ0S5jC7UyL2P+htYG9kS/FTKLCnOqFm9VZTRiFgp6XjgarJtdGZFxF2Sjs3PXxgRiyT9HLiD7NfymRGxEEDSD4Hb8tb8LzCj1euYjTgJ3kfdgTVLLNRmyXFGzeqtooxGxFxgbtOxC5ueTwemt7j2dLL9W82sWUUZbbdXs6QpwJlkHzCtBE6MiJslvRb4fkPRvwC+FBHfkrRFfm482Z7LH4yIP/XXDndgbWRLcGlxs6Q4o2b15oya1VtFGS2yVzNwPXBVRISk1wOXA7tFxD3Ang31LAWuzK85Fbg+Is6SdGr+/PP9tcUdWBvZepcWN7N6ckbN6s0ZNau36jLadq/miHimofwmrLuSOGRz1P8QEQ/mz6cA++c/f5dskaF+O7Bt94GVNEvSMkkLm45/WtI9ku6S9I129ZjVUu/E9iKPmnJGLWnOqFm9OaNm9dZZRsdKmt/wmNZQU5G9mpF0qKTfAT8DPtqiRYcDcxqebx0RjwDkf27V7i0V+QZ2NnA+cElDw95B1lt+fUS8KKntC5nVUhpDn2bjjFqqnFGzenNGzeqts4z2t9VVkb2aiYgrgSslvZ1sPuy71lQgbQC8D/hC4Ra10PYb2Ii4iXX3rvk/wFkR8WJeZlmZRpgNq1UFHzXljFrynFGzenNGzeqtmowW2at5jTxXO0sa23D4vcBtEdG4R+GjkrYFyP9sm7W2Hdg+7Aq8TdKtkm6U9MYB1mM2vHqXFi/yaEPS5Hyo0eJ8EnqrMvtLuj0fjnRjw/GT8mMLJc2RVHYXOGfU0lBhRmvGGbU0OKNm9VZdRtfs1Zx/k3o4cFVjAUmvkbKNciXtRbZf8xMNRaay9vBh8jqOzn8+mmy/534NdBGn0cDmwJuANwKXS/qLiHV35M3HTufjp7cb4MuZDZKK9sYqsjKbpM2AfwUmR8SS3uFIkrYHPgPsHhHPS7qc7B+F2SWaNKCM7rR5iVc0GwwJ7l+XG1BGx+30iiFtpFlbzuhaGd1ip02GtJFmbQ3hXs3AB4CjJL0EPA98qDczkjYm+z35k01Vn0WWr48BS4C/a9eWgXZge4Ar8gb9RtJqYCzwWHPBiJhBvpm09FetVqIyGz7Vzd1puzIbcARZbpbAOsORRgMb5YHfmH6GZBQ0oIxO3FHOqNVLGvPrWhlQRneZOMYZtXpxRtfK6KsnjnVGrV4qzGi7vZoj4mzg7D6ufQ7YssXxJ8hWJi5soEOIfwy8E0DSrmRfDz8+wLrMhk8ALxZ8lF+ZbVdgc0k3SFog6SiAiFgKnEP2qdMjwFMRcU3Jd+aMWho6y2g3cUYtDc6oWb0lmNG238BKmkO2N89YST3A6cAsYFa+3PgK4OhWQyrMaq+zYRVlV2YbDexN9inTRsCvJd1C9mnuFGAC8CTwA0lHRsSlRRrljFrSEhie6Ixa0pxRs3pLIKPN2nZgI2JqH6eOrLgtZkOvulEKAhoAAA08SURBVGEVRVZm6yHrBD8LPCvpJuAN+bn7I+IxAElXAG8BCnVgnVFLWgLDE51RS5ozalZvCWS02UCHEJulIahqafG2K7ORrar2Nkmj84nsk4BFZEOH3yRp43zltgPy42ZWXUbNbDA4o2b1lmBG3YG1ka2ipcUjYiXQuzLbIuDy3pXZGlZnWwT8HLgD+A0wMyIWRsStwA+B24A7yXI5o9L3adatqt3qapakZfmQwFbnJen/5Vth3ZFvAdB77oR8m6u7JJ1Y9m2ZJSPdbXTM0pBgRge6CrFZOioKbLuV2fLn04HpLa49nWzOjZk1q+6mOhs4H7ikj/PvBXbJH5OAbwOTJO0BfIJstfEVwM8l/Swi7q2sZWbdrIt+8TUbkRLLqIZyPrqkx4AH2xQbS/lV3lKqo05tqUsdRep5dUSMa1eJRk8Mxswv9op/0oJ+FnFKQoGM+u/04NRRp7YMVR3DklFJ44GfRsQeLc5dBNwQEXPy5/eQLeyyL/CeiPh4fvyfgBcj4hvFGlYdZ3TY6qhTW5LOaLdzRoetjjq1xRkdZEP6DWyh/8jS/LL/4VKqo05tqUsdVdaT4spsZbTLaJ3+/6VUR53aUpc61hjajPa1HdZC4KuStiTbmP1AoOBvA9VyRoenjjq1pS51rOH76Fqc0eGpo05tqUsdaySYUQ8htpEtwVCbJaWzjI6V1NixnBERncwnb7kdVkQsknQ2cC3wDPDbjlplljLfR83qLcGMugNrI1uCS4ubJaWzjPa3V3MRfW6HFREXAxcDSPpaXtbMfB81q7cEM1rHDmwVq6+mVEdV9aRUR5X1dNWy4TVQp/9/KdVRVT0p1fGyocvoVcDxki4jW8TpqYh4BEDSVhGxTNJOwGHAm4esVZ3x38fBqaOqelKq42W+j3bCfx8Hp46q6kmpjpclltEhXcTJrG6kiVF8Klt3TGw3S0mVGZU0h2xRprHAo2Qrf68P2Yrh+T7M5wOTgeeAYyJifn7tL4EtyT7H/mxEXD+wd2SWFt9HzeotxYzW8RtYMzOzysX/b+/eY+Qq6zCOfx9Zq7QJaaGpFmwCVG6GKFZFNIJKRSuaQoNGEAXERDEWExNUDJFgiIZyCZCoEG6GIKIVqa2KXCQB/IM7llLZcsfSApXqH0YwXOzPP847MF3mds6c3T1zzvNJTnbmzJzfvrO7z07ed85534hj+jwewDe7PHbwpDTKzMzMcnnTdDegRdK30wLx6yVdI+mtBWoUWmi+0+L2knaWdLOkR9PXOQVqfD61ZZukvqMZXWqcI2mDpHWSVkmaXbDOmanGWkk3Sdo1b422x06RFJLmFmjHGZI2p3aslXR4kXZIOlnSw+nnO+VLWTSRM1pORsvIZ7c6bY85ow3kjDqjedrhjE49Z9QZzdMOZ7SHiJj2jWyZgieBHdP9lcAJOWvsT7bUwUyyT5b/DOw14LGHAIuA9W37zgZOTbdPBVYUqLEfsA9wK/D+gu34JDCWbq/o144edXZqu/0t4OK8NdL+BcCNZGuczS3QjjOAU3L8XjvV+Hj6/b4l3Z9X/G9vUcDLA27cO1WZqNrmjPaskSujZeSzW5203xlt4OaM9qzhjDqj0745oz1rOKPOaK6tMp/AkgVxR0ljZMF8Jufx+wF3RsSLEfEqcBuwbJADI+J24F8Tdh8BXJluXwkcmbdGRIxHxMODtKFHjZvS6wG4k2xWzCJ1/t12dxbZnGS5aiTnA9/td3yfGgPrUuMbwFkR8VJ6zj+G+A5kc4sPsjWeM1pCRsvIZ7c6iTPaXM6oMzpoDWd0ejijzuigNZzRHirRgY2IzcC5wEbgWbKZH2/KWWY9cIikXSTNJFtofkGfY3p5W6TZJ9PXeUPUKsuJwJ+KHizpR5KeBo4FTi9w/FJgc0Q8ULQNyfJ0mscV/U5X6WJv4GBJd0m6TdIHijclyOZkGWRrLmd0YIUzOmw+Uw1ntKGc0YE5oxlndIo5owNzRjPOaA+V6MCmX+wRwB7ArsAsSV/KUyMixslOO7gZuIGaLTQv6TSy13N10RoRcVpELEg1luf8/jOB0yj4D6HNRcBC4ACyf+DnFagxBswBDgK+A6yUpGLN2Qb8d8CtuZzR/obN6DD5TN/fGW0wZ7Q/Z3Q7zugUc0b7c0a344z2UIkOLPAJ4MmIeD4iXgGuAz6ct0hEXB4RiyLiELKP4h8dok1bJM0HSF+H+Oh+OJKOBz4LHBsRfU9nGMAvgaNyHrOQ7J/uA5KeIju9435Jb89TJCK2RMT/ImIbcClwYM52AGwCrovM3WTJ7HmRfY8WUbdRqUnijPZQckaL5BOc0WLl68MZ7cEZfQNndOo5oz04o2/gjPZQlQ7sRuAgSTPT6MJiYDxvEUnz0tfWQvPXDNGmNcDx6fbxwOohahUmaQnwPWBpRLw4RJ292u4uBTbkOT4iHoyIeRGxe0TsThasRRHxXM52zG+7u4zsdJi8fgccmurtDcwAthaok9TruoBJ4ox2UUZGh80nOKPOqDPajTPakTM69ZzRLpzRjpzRXqICM0mlgZYfkv2xrQeuIs26lbPGX4CHyE6pWJzjuGvIPuJ/heyP9atkC9bfQjaydQuwc4Eay9Ltl4AtwI0FajwGPA2sTdsgs6p1qvPb9LNdB/we2C1vjQmPP0X/mdk6teMq4MHUjjXA/AI1ZgC/SK/nfuDQ4n93+wc8MuA2GjOzTdbmjJaT0TLy2a3OhMed0YZtzqgzmqOGMzoNmzPqjOao4Yz22JR+cGaNJO0f8JsBn/2u+yKi6xpnaQTxQmAH4LKIOKvDcz4GXAC8GdgaER9N+2cDl5FNkR/AiRFxR57XYlZHZWbUzMrnjJpVWx0zOjbdDTCbXq3rAoYjaQfgp8BhZKNn90haExEPtT1nNvAzYElEbGydBpRcCNwQEZ+TNINsen0zKymjZjZZysto0YFgSfsAv2572p7A6RFxQSkNMxtp9XsfdQfWGq41M9vQDgQei4gnACT9imy2wYfanvNFsgvyN8Lra3pJ2olsEesT0v6XgZfLaJTZ6Csto2Y2KcrJ6DADwZGtQ3pAW53NwKqhG2VWC/V7H63KJE5m06S0xZ13I7t+o2VT2tdub2COpFsl3SfpuLR/T+B54OeS/irpMkmzir8mszqp3wLsZvVSWkZfGwhOA7mtgeB2HQeCJ1gMPB4Rfy/0csxqp37vo+7AWsPlmlp8rqR727avtRXqtDbXxAvMx4D3AZ8BPgX8IM0sNwYsAi6KiPcCLwCnlvP6zEZd/ab/N6uX0jI6zEBwu6MZbmZes5qp3/uoTyG2hmuNSg1ka48L2zcBC9ruvwN4psNztkbEC8ALkm4H3kM2o+CmiLgrPe9a3IE1S3Jl1MymXK6MzpV0b9v9SyLiknQ7z0DwYmBH4A5Jd0bEIwBpDomlwPcHbZBZ/dXvfdQdWGu40i5svwfYS9IeZNfeHE12qlO71cBPJI2RTY/+QeD8iHhO0tOS9knX8Sxm+2tnzRqsfpNPmNVLroxO1kDwI+nxTwP3R8SWQRtkVn/1ex/1KcTWcEF2YfsgW48qEa8Cy4EbyRYmXxkRf5N0kqST0nPGgRvI1gW7m2yGxdbi1icDV0taRzYRxY9LfJFmI6ycjJrZZCkto68NBKdPUo8mW0Oz3WrgYEljkmaSDQSPtz1+DD592GyC8t5HJS2R9LCkxyS94WxBSUdIWidpbbrc7iNtj82WdK2kDZLGJX0o7T9D0uZ0zFpJh/drhz+BtYYrb1QqIq4Hrp+w7+IJ988Bzulw7Fqg8utumU29+o0cm9VLORmNiFcltQaCdwCuaA0Ep8cvjohxSa2B4G20DQSnDu1hwNeHboxZrUzdkpHALcCaiAhJ7wZWAvumx3otGXl+RJw7aFvcgbWGq991AWb14oyaVVt5GR1yIPhFYJdSGmJWK6VltO+SkRHxn7bnz0rfvPQlI30KsTVc/WZmM6sXZ9Ss2pxRs2qb0pnCkbRM0gbgj8CJaXe/JSOXp1OPr5A0p19D3IG1hqvf2lhm9eKMmlWbM2pWbbkyOuySkUTEqojYFzgSODPt7rVk5EXAQrI5YJ4Fzuv3inwKsTWcr68zqzZn1KzanFGzapvSmcJf/64Rt0taKGluOrbjkpHts4ZLuhT4Q79GugNrDbcNz15qVmXOqFm1OaNm1VZaRvsuGSnpncDjaRKnRWTLRv4z3e+4ZKSk+RHxbCqxDFhPH+7AWsN5ghizanNGzarNGTWrtnIyOshM4cBRwHGSXiHrNX8hIlqnGbeWjJwBPAF8Je0/W9IBqaFPMcBM4u7AWsP51CezanNGzarNGTWrtqlbMjIiVgAruhzbccnIiPhy3nbo9U6xWfOk9eTmDvj0rRGxZDLbY2bbc0bNqs0ZNau2OmbUHVgzMzMzMzMbCV5Gx8zMzMzMzEaCO7BmZmZmZmY2EtyBNTMzMzMzs5HgDqyZmZmZmZmNBHdgzczMzMzMbCS4A2tmZmZmZmYjwR1YMzMzMzMzGwnuwJqZmZmZmdlIcAfWzMzMzMzMRsL/AbEd8m4zaIEHAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('SYD', 'mse')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('NT', 'mse')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_metric('WA', 'mse')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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