diff --git a/notebooks/DeepEnsemble_linefit.ipynb b/notebooks/DeepEnsemble_linefit.ipynb new file mode 100644 index 0000000..a1a658e --- /dev/null +++ b/notebooks/DeepEnsemble_linefit.ipynb @@ -0,0 +1,2624 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f774193d", + "metadata": {}, + "source": [ + "# Linefit Deep Ensemble" + ] + }, + { + "cell_type": "markdown", + "id": "fe040c0f", + "metadata": {}, + "source": [ + "## The dataset: simple linefit" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5e8c8f57", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler\n", + "import torch\n", + "import torch.nn as nn\n", + "from torch.utils.data import DataLoader, TensorDataset" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2fa611df", + "metadata": {}, + "outputs": [], + "source": [ + "## first, import all the necessary modules\n", + "import arviz as az\n", + "import corner\n", + "import graphviz\n", + "import jax\n", + "from jax import random\n", + "import jax.numpy as jnp # yes i know this is confusing\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "## in numpyro, you must specify number of sampling chains you will use upfront\n", + "\n", + "# words of wisdom from Tian Li and crew:\n", + "# on gpu, don't use conda, use pip install\n", + "# HMC after SBI to look at degeneracies between params\n", + "# different guides (some are slower but better at showing degeneracies)\n", + "\n", + "import pandas as pd\n", + "from sklearn.preprocessing import LabelEncoder" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "df535a12-c8bf-46eb-a575-12deafb1109b", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('..')\n", + "from src.scripts import train, models, analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e420b77a", + "metadata": {}, + "outputs": [], + "source": [ + "loss_type = 'var_loss'\n", + "# options are 'no_var_loss' or 'var_loss'" + ] + }, + { + "cell_type": "markdown", + "id": "d478548e", + "metadata": {}, + "source": [ + "## Generate line data\n", + "To do this make a dataframe and replicate a bunch of columns. There are 8 pendulums on two different planets. The planet_id and pendulum_id are integers denoting which pendulum and which planet each row of the dataframe belongs." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "674790fc-de90-4ed6-95d6-406afc2c02ea", + "metadata": {}, + "outputs": [], + "source": [ + "def simulator(thetas):#, percent_errors):\n", + " # just plop the pendulum within here\n", + " x, m, b, sigma = thetas\n", + " #x = np.linspace(0, 100, 101)\n", + " rs = np.random.RandomState()#2147483648)# \n", + " ε = rs.normal(loc=0, scale=sigma)#, size = len(x)) \n", + " return m * x + b + ε" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "42b76a6f-28b5-4f62-8d2f-85f8e39e13a1", + "metadata": {}, + "outputs": [], + "source": [ + "length_df = 10000\n", + "#ms = np.zeros((length_df, 101))\n", + "ms = np.zeros((length_df, 1))\n", + "bs = np.zeros((length_df, 1))\n", + "sigmas = np.zeros((length_df, 1))\n", + "xs = np.zeros((length_df, 1))\n", + "inputs = np.zeros((length_df, 4))\n", + "ys = []\n", + "#true_sigmas = []\n", + "\n", + "for r in range(length_df):\n", + " rs = np.random.RandomState()#2147483648)# \n", + " m = rs.normal(loc=1, scale=1)\n", + " b = rs.normal(loc=0, scale=10)\n", + " sigma = abs(rs.normal(loc=0, scale=10))\n", + " x = rs.uniform(low=0, high = 100)\n", + " thetas_1d = [x, m, b, sigma]\n", + " inputs[r,:] = thetas_1d\n", + " '''\n", + " xs[r,:] = thetas_1d[0]#np.linspace(0, 100, 101)\n", + " ms[r,:] = thetas_1d[1]#np.repeat(thetas_1d[0], 101)\n", + " bs[r,:] = thetas_1d[2]#np.repeat(thetas_1d[1], 101)\n", + " sigmas[r,:] = thetas_1d[3]#np.repeat(thetas_1d[2], 101)\n", + " '''\n", + " ys.append(simulator(thetas_1d))" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "b18cea86", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.clf()\n", + "fig = plt.figure(figsize = (10,4))\n", + "ax0 = fig.add_subplot(151)\n", + "ax0.hist(inputs[:,0], bins=50)\n", + "ax0.set_xlabel('x values')\n", + "ax1 = fig.add_subplot(152)\n", + "ax1.hist(inputs[:,1], bins=50)\n", + "ax1.set_xlabel('m')\n", + "ax2 = fig.add_subplot(153)\n", + "ax2.hist(inputs[:,2], bins=50)\n", + "ax2.set_xlabel('b')\n", + "ax3 = fig.add_subplot(154)\n", + "ax3.hist(inputs[:,3], bins=50)\n", + "ax3.set_xlabel('sigma')\n", + "ax4 = fig.add_subplot(155)\n", + "ax4.hist(ys, bins=50)\n", + "ax4.set_xlabel('y values')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "a3a2b9ea-cf9a-40e8-9a2e-2b5cf1124798", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "input min, max [ 2.44495444e-03 -3.27582046e+00 -3.75373054e+01 7.32807181e-03] [99.99622469 5.27533417 39.81101494 37.711146 ] output min, max -298.14785858427894 404.1617999106565\n" + ] + } + ], + "source": [ + "# we need to normalize everything\n", + "inputmin = np.min(inputs, axis = 0)\n", + "inputmax = np.max(inputs, axis = 0)#, axis = 0)\n", + "outputmin = np.min(ys)\n", + "outputmax = np.max(ys)\n", + "\n", + "norm_inputs = (inputs - inputmin) / (inputmax - inputmin)\n", + "norm_outputs = (ys - outputmin) / (outputmax - outputmin)\n", + "print('input min, max', inputmin, inputmax, 'output min, max', outputmin, outputmax)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "a6506548-f6bd-4847-bce4-53cddc0e712b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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qqiqio6ONPD169KBTp05kZ2czaNAgsrOziYyMJDQ01MhjtVqZOHEihw4dol+/fnXOU1FRQUVFhbFfVlZ2I8WWa9RUhjKU5fwRb9NN3BQ7mYEDBwLQpUsXI91mswHw7LPPMmrUKADeffddQkND2bhxI2PHjuXIkSOkp6ezd+9eBgwYAMCSJUsYOXIkCxYsICwsrJFrJSIiIiLOdN2LKtTU1DB58mQGDx7MbbfdBkBRURG+vr4EBgba5Q0NDaWoqMjIc3EwVJtem1af1NRUAgICjK1jx47XW2xxYf/5Ihdfc1e+3phKSEgI/fr1Y8WKFUb68ePHARg6dKhxLCAggKioKLKzswHIzs4mMDDQCIYAoqOj8fT0JDc3t97zVlRUUFZWZreJiGNoTomIiDS26+4hSkpK4rPPPuNvf/tbQ5anXikpKUyZMsXYLysrU1DkIE35IqSqpIiqA5sx3TGaLe8tYe/evTz11FP4+vqSmJjI6dOnAQgJCbF73aUB+aXp3t7eBAUFXTEgnz17tgNqJCIiIiLOdl09RMnJyWzatIkdO3bQoUMH47jZbKayspKSkhK7/MXFxZjNZiPPpavO1e7X5rmUn58fJpPJbhM3ZLPhF3oLbe9JpF+/fkyYMIEnnniC5cuXO/S0KSkplJaWGtuJEyccej4RERERaTzXFBDZbDaSk5PZsGED27dvt5u/AdC/f398fHzYtm2bcaygoIDCwkIsFgsAFouFgwcPGnfzATIyMjCZTERERNxIXRqFhnM4j1frtvjc1MnuWM+ePSksLAT+2zN0cduCugH5pekXLlzgzJkzCshFRERE3NA1BURJSUmsXr2atWvX0qZNG4qKiigqKuI///kP8P18jfHjxzNlyhR27NhBXl4ejz/+OBaLhUGDBgEwYsQIIiIiSEhI4NNPP2XLli1Mnz6dpKQk/Pz8Gr6G0mz4/SiCqjNf2R37/PPPCQ8PB6Bz587A98vD1yorKyM3N9cuIC8pKSEvL8/Is337dmpqaoiKinJwDURERESkqbmmOUTLli0D7Cetw/dLaz/22GMA/OY3v8HT05O4uDgqKiqwWq288cYbRl4vLy82bdrExIkTsVgstGrVisTERObMmXNjNZFm4UrLeZvuGEXR6qmUZr/PF190Z8+ePbz11lu89dZbAHh4eADw6quvEhkZaSy7HRYWxujRo4Hve5Tuu+8+Y6hdVVUVycnJjB07VivMiYiIiLihawqIapc1vhJ/f3+WLl3K0qVLL5snPDyczZs3X8upr0tzfP6PO/Nr3412P5lGSeYqbrvtD3Tp0oVFixYRHx9vl+/JJ59kwoQJlJSUMGTIENLT041nEAGsWbOG5ORkhg8fbgTvixcvbuzqiIiIiEgTcN3Lbos4Q8tbBxI2finnz5/nyJEjPPHEE3XyTJs2jaKiIs6fP88nn3xCt27d7NKDgoJYu3YtZ8+epbS0lHfeeYfWrVs3VhVERK7LrFmz8PDwsNt69Ohhl+eZZ54hODiY1q1bExcXV2cRo8LCQmJjY2nZsiUhISFMnTqVCxcuNGY1RESanBt6MKs0LVroQUSkeevVqxeffPKJse/tbf8znp6ezvr16wkICCA5OZkxY8awe/duAKqrq4mNjcVsNpOVlcWpU6cYN24cPj4+vPTSS41aDxGRpkQ9RFfJ2SvLNcT5nV0HERG5Md7e3pjNZmO76aabACgtLQVg3rx5DBs2jP79+5OWlkZWVhY5OTkAbN26lcOHD7N69Wr69u1LTEwMc+fOZenSpVRWVjqtTtI07Nq1iwceeICwsDA8PDzYuHGjXbrNZmPmzJm0b9+eFi1aEB0dzdGjR+u8zy9+8QtMJhOBgYGMHz+e8vJyu/S///3v3HXXXfj7+9OxY0fmz5/vyGqJXJVmFxA15WWxHVWuplpfEZEbcb3fbU35d+BGHT16lLCwMG6++Wbi4+ONxw7k5+cD9ose9ejRg06dOpGdnQ1AdnY2kZGRhIaGGnmsVitlZWUcOnTosuesqKigrKzMbpPm59y5c/Tp0+eyc8Dnz5/P4sWLWb58Obm5ubRq1Qqr1cr58+ft8v3jH/8gIyODTZs2sWvXLiZMmGCklZWVMWLECMLDw8nLy+PVV19l1qxZxuJIIs6iIXNOcPGPtKMXfGiOFwQiIu4oKiqKlStX0r17d06dOsXs2bO56667+Oyzz4znqwUGBtq9JjQ0lKKiIgCKiorsgqHa9Nq0y0lNTWX27NkNWBNpimJiYoiJiak3zWazsWjRIqZPn86oUaMAePfddwkNDWXjxo2MHTuWgoICABYvXmw8xmLJkiWMHDmSBQsWEBYWxpo1a6isrOSdd97B19eXXr16kZ+fz2uvvWYXOIk0tmbXQyQi4iia1C7OFBMTw4MPPkjv3r2xWq1s3ryZkpIS3n//fYeeNyUlhdLSUmM7ceKEQ88nTc+xY8coKioiOjraOBYQEEBUVJTRA7lnzx4Abr/9diNPdHQ0np6e5ObmAt/3Ut599934+voaeaxWKwUFBXz77beNURWReqmHyMlcfWlw9UCJu9GkdmkqAgMD6datG1988QV33nknACUlJZhMJiNPcXExZrMZALPZbFy0Xpxem3Y5fn5+enC6m6vtQayvh7E27dKbP/D992NQUJBdL2WXLl3qvEdtWtu2beu8R0VFBRUVFca+hmyKI6iHSEQuq7nOw7gRmtQuTUV5eTlffvkl7du3p2/fvgBkZmYa6QUFBRQWFmKxWACwWCwcPHjQGF4HkJGRgclkIiIiolHLLnK1UlNTCQgIMLaOHTs6u0jSDCkgamCudAHZnCceiziKJrWLszz77LNkZmZy/PhxsrKy+MlPfoKXlxePPPIIAQEBwPfPYduxYwd5eXk8/vjjWCwWBg0aBMCIESOIiIggISGBTz/9lC1btjB9+nSSkpLUAyRXVNuDeGkv0MU9kJf2HgFcuHCBM2fO2PVS1vceF5/jUhqyKY3B7QMiBQUicrVqJ7Wnp6ezbNkyjh07xl133cXZs2cdPqldd0jlq6++4pFHHqF79+489NBDBAcHk5OTQ7t27Yw8VquVuLg47r77bsxmMx988IGR5uXlxaZNm/Dy8sJisfDoo48ybtw45syZ44zqiAvp0qULZrOZbdu2GcfKysrIzc01eiAHDhwIwIEDB4w827dvp6amxlhkwWKxsGvXLqqqqow8GRkZdO/evd7hcvD9kE2TyWS3iTQ0zSESEblKF6/A1Lt3b6KioggPD2+USe1Tpkwx9svKyhQUuaF169b9YJ6FCxeyYsWKy6aHh4ezefPmhiyWNBPl5eV88cUXxv6xY8fIz88nKCiITp06MXnyZF588UW6du1Kly5dmDFjBmFhYYwePRqA7t27A/DUU0+xYsUKqqqqSE5OZuzYsYSFhQHws5/9jNmzZzN+/Hiee+45PvvsM15//XV+85vfNHp9RS6mgKgJU6+VSNOmSe0i0lzs27ePe++919ivvQmTmJjIypUr+fWvf825c+eYMGECJSUlDBkyhPT0dPz9/e3ep1u3bgwfPhxPT0/i4uJYvHixkRYQEMDWrVtJSkqif//+3HTTTcycOVNLbovTKSByUQqWxFW4+kqKV1I7qT0hIcFuUntCQgJQ/6T2efPmcfr0aUJCQgBNaheRpmHo0KHYbLbLpnt4eDBnzpwfHGL59ttvX3FYW+/evfnrX/963eUUcQQFRCIiV+nZZ5/lgQceIDw8nJMnT/LCCy8Yk9pre3CmTZtGhw4dMJlMTJo06bKT2ufPn09RUZEmtYuIiDiZAiIHUQ/Ojbn4/6859iyIa6qd1P7NN9/Qrl07hgwZYkxqr135rXZSe0VFBVarlTfeeMN4fe2k9okTJ2KxWGjVqhWJiYma1C4iIuJECohERK6SJrWLiIg0P24RELlab42rlVdERERExFW5RUAkrk0BooiIiIg4igIiaXAKYERERETEVXg6uwAiIiIiIiLOoh4iEbGjHj4RERFxJwqIfoAuDkVEREREmi8NmRMREZEmqfPzH+nGpIg4nHqImgh94YuIiIiIND4FRCIi4nS6KSQiIs6iIXMiIiIiIuK2FBCJiIiIiIjbUkAkIiIiIiJuSwGRiIiIiIi4LQVEIiIiIiLithQQiYiIiIiI21JAJC6l5G9r+Ncr9+Ph4WFsPXr0sMvzzDPPEBwcTOvWrYmLi6O4uNguvbCwkNjYWFq2bElISAhTp07lwoULjVkNERG5BrUPaNXy7CLiCHoOkbgcn5s6UXgw19j39rZvxunp6axfv56AgACSk5MZM2YMu3fvBqC6uprY2FjMZjNZWVmcOnWKcePG4ePjw0svvdSo9RARERER51NAJK7H0wuz2VzncGlpKQDz5s1j2LBhAKSlpdGzZ09ycnIYNGgQW7du5fDhw3zyySeEhobSt29f5s6dy3PPPcesWbPw9fVt1KqIiIiIiHNpyJy4nAvfniQsLIybb76Z+Ph4CgsLAcjPzwdg6NChRt4ePXrQqVMnsrOzAcjOziYyMpLQ0FAjj9VqpaysjEOHDtV7voqKCsrKyuw2EREREWkeFBCJS/Fr353gkU+Tnp7OsmXLOHbsGHfddRdnz57l9OnTAAQGBtq9JjQ0lKKiIgCKiorsgqHa9Nq0+qSmphIQEGBsHTt2bOBaiYiIiIizKCASl9LilgG06jGE3r17Y7Va2bx5MyUlJbz//vsOO2dKSgqlpaXGduLECYedS0REREQalwIicWmBgYF069aNL774gpCQEABKSkrs8hQXFxtzjsxmc51V52r365uXBODn54fJZLLbRERERKR5UEAkLq28vJwvv/yS9u3b07dvXwAyMzON9IKCAgoLC7FYLABYLBYOHjxoDK8DyMjIwGQyERER0ahldzdaMlecScs2i4jI5WiVOXEp325/mxa3DuT48V6cPHmSF154AS8vLx555BH8/PwAmDZtGh06dMBkMjFp0iQsFguDBg0CYMSIEURERJCQkMD8+fMpKipi+vTpJCUlGa8XEZGmrza4Pf5yrJNLIiKuTj1E4lIunP0//u/DV+nevTsPPfQQwcHB5OTk0K5dOyOP1WolLi6Ou+++G7PZzAcffGCkeXl5sWnTJry8vLBYLDz66KOMGzeOOXPmOKM6IiIiIuJk6iESl9Ju1HPAle8ILly4kBUrVlw2PTw8nM2bNzd42URExPE07FFEGpp6iERERERExG0pIBIREREREbelgEhERERExIVo1cyGpYBIRERERETclhZVEBERp9EdThERcTb1EImIiLigl19+GQ8PDyZPnmwcO3/+PElJSQQHB9O6dWvi4uIoLi62e11hYSGxsbG0bNmSkJAQpk6dyoULFxq59CIiTYcCIhERERezd+9e3nzzTXr37m13PCUlhQ8//JD169eTmZnJyZMnGTNmjJFeXV1NbGwslZWVZGVlsWrVKlauXMnMmTMbuwoiIk2GAiIREREXUl5eTnx8PCtWrKBt27Z2ab///e957bXXGDZsGP379yctLY2srCxycnIA2Lp1K4cPH2b16tX07duXmJgY5s6dy9KlS6msrHRGdUREnE4BkYiIiAtJSkoiNjaW6OjoOmlVVVV2x3v06EGnTp3Izs4GIDs7m8jISEJDQ408VquVsrIyDh065PjCi8uqrq5mxowZdOnShRYtWnDLLbcwd+5cbDabXb558+bRvn17WrRoQXR0NEePHrVLP3PmDPHx8ZhMJgIDAxk/fjzl5eWNWRWROq45INq1axcPPPAAYWFheHh4sHHjRrv0xx57DA8PD7vtvvvus8ujD4NI06MlPEWavnXr1rF//35SU1PrTff19SUwMNDuWGhoKEVFRQAUFRXZBUO16bVp9amoqKCsrMxuE/fzyiuvsGzZMn77299y5MgRXnnlFebPn8+SJUvs8r355pssX76c3NxcWrVqhdVq5fz580Z6fHw8hw4dIiMjg02bNrFr1y4mTJjQ2NURsXPNAdG5c+fo06cPS5cuvWye++67j1OnThnbe++9Z5euD4OINAea1C6N6cSJE/zqV79izZo1+Pv7N9p5U1NTCQgIMLaOHTs22rml6cjKymLUqFHExsbSuXNnfvrTnzJixAj27NkDYPQUPfvss4waNYrevXvz7rvvcvLkSePm+ZEjR0hPT+d3v/sdUVFRDBkyhCVLlrBu3TpOnjzprKqJXHtAFBMTw4svvshPfvKTy+bx8/PDbDYb28VjnPVhEJHmQJPapbHl5eVx+vRpbr/9dry9vfH29iYzM5PFixcTFBQEQGVlJSUlJXavKy4uxmw2A2A2m+sE6LX7tXkulZKSQmlpqbGdOHGigWsmruDOO+9k27ZtfP755wB8+umn/O1vfyMmJgaA48ePAzB06FDjNQEBAURFRdkN2QwMDGTAgAFGnujoaDw9PcnNza33vOqhlMbgkDlEO3fuJCQkhO7duzNx4kS++eYbI00fBhFxdZrULs4wfPhwDh48SH5+vrENGDCA+Ph4/va3vwHg4+PDtm3bjNcUFBRQWFiIxWIBwGKxcPDgQU6fPm3kycjIwGQyERERUe95/fz8MJlMdpu4n+eff56xY8fSo0cPfHx86NevH5MnTyY+Ph7AaFMhISF2r7t0yOal6d7e3gQFBV12yKZ6KKUxNHhAdN999/Huu++ybds2XnnlFTIzM4mJiaG6uhrQh0FEXF9jT2rXTSEBaNOmDbfddpvd1qpVK4KDg41gJiEhgSlTprBjxw7y8vJ4/PHHsVgsDBo0CIARI0YQERFBQkICn376KVu2bGH69OkkJSXh5+fnzOpJE/f++++zZs0a1q5dy/79+1m1ahULFixg1apVDj2veiilMXg39BuOHTvW+HdkZCS9e/fmlltuYefOnQwfPvy63jMlJYUpU6YY+2VlZQqKRMQpaie17927t950R0xqT01NZfbs2TdYcnEHqamp+Pv7ExcXR0VFBVarlTfeeMNI9/LyYtOmTUycOBGLxUKrVq1ITExkzpw5Tiy1uIKpU6cavUTw/TXev/71L1JTU0lMTDRudp8+fZpu3boZrysuLqZv377A98MyL+6dBLhw4QJnzpy57JBNPz8/BevicA0eEF3q5ptv5qabbuKLL75g+PDh+jCIiMuqndSekZHRqJPadVNILmfnzp0ARq+hv78/S5cuveLCR+Hh4WzevLkxiifNyHfffYenp/3AIi8vL2pqagDo3LkzAJmZmQwZMgT4vl3m5uYyceJE4PshmyUlJeTl5dG/f38Atm/fTk1NDVFRUY1UE5G6HB4QffXVV3zzzTe0b98e0IdBRFzXxZPaa1VXV7Nr1y5++9vfAv+d1H5xL9Glk9prV2W6OL02rT66KSRydWofHXD85Vgnl6T5eeCBB5g3bx6dOnWiV69eHDhwgNdee42f//znAHh4eADw6quvEhkZSZcuXZgxYwZhYWGMHj0agJ49e3LffffxxBNPsHz5cqqqqkhOTmbs2LGEhYU5q2oi1z6HqLy83JjMCXDs2DHy8/MpLCykvLycqVOnkpOTw/Hjx9m2bRujRo3i1ltvxWq1AvYfhj179rB79259GETEJThrUruIiLMtWbKEn/70p/zP//wPPXv25Nlnn+XJJ59k7ty5dvmefPJJJkyYwB133EF5eTnp6el2Pepr1qyhR48eDB8+nJEjRzJkyBDeeuutxq6OiJ1r7iHat28f9957r7FfO4wjMTGRZcuW8fe//51Vq1ZRUlJCWFgYI0aMYO7cuXZ3N9esWUNycjLDhw/H09OTuLg4Fi9e3ADVERFxnNpJ7Re73KT2oKAgTCYTkyZNuuyk9vnz51NUVKRJ7SLS5LVp04ZFixaxaNGiK+abNm0ar7zyymXTg4KCWLt2bQOXTuTGXHNANHToUOPhW/XZsmXLD76HPgwi0lxpUruIiIhrcfgcIhGR5kyT2kVERFybQx7MKiIiIiIi4goUEImIiIiIiNvSkDkRERERERdUu9Q8aLn5G6EeIhERERERcVvqIRIRERGXdfEdchGR66GASERERESkCVCA7xwKiESkUWm8s4iIiDQlmkMkIiIiIiJuSwGRiIi4lc7Pf6RhKSIiYlBAJCIiIiIibksBkbisl19+GQ8PDyZPnmx3/JlnniE4OJjWrVsTFxdHcXGxXXphYSGxsbG0bNmSkJAQpk6dyoULFxqx5CIiIiLSVGhRBXFJe/fu5c0336R379510tLT01m/fj0BAQEkJyczZswYdu/eDUB1dTWxsbGYzWaysrI4deoU48aNw8fHh5deeqmxqyHiljRcTUREmhL1EInLqan8D/Hx8axYsYK2bdsax0tLSwGYN28ew4YNo3///qSlpZGVlUVOTg4AW7du5fDhw6xevZq+ffsSExPD3LlzWbp0KZWVlU6pj4iIiIg4jwIicTlnMpYRGxtLdHS03fH8/HwAhg4dahzr0aMHnTp1Ijs7G4Ds7GwiIyMJDQ018litVsrKyjh06FC956uoqKCsrMxuExEREZHmQUPmxKWcO5xJZdGXpKbWHXJz+vRpAAIDA+2Oh4aGUlRUBEBRUZFdMFSbXptWn9TUVGbPnn2jRReRJkbPxBIREVAPkbiQC2Vfc2bbCm564Fn8/f0b7bwpKSmUlpYa24kTJxrt3CIiIiLiWAqIxGVUFn1BzXclnFr5K7y9vfH29iYzM5PFixfj7e1Nu3btACgpKbF7XXFxMWazGQCz2Vxn1bna/do8l/Lz88NkMtltIiIiItI8KCASl+Ef3of2P/8t7R9fTH5+Pvn5+QwYMID4+Hjy8/Pp168fAJmZmcZrCgoKKCwsxGKxAGCxWDh48KAxvA4gIyMDk8lERERE41ZIRERERJxOc4jEZXj6tcS3XWcAbrvtNgBatWpFcHAwt912m7HYwbRp0+jQoQMmk4lJkyZhsVgYNGgQACNGjCAiIoKEhATmz59PUVER06dPJykpCT8/P6fUS0REGpbmh4nItVAPkTQ7VquVuLg47r77bsxmMx988IGR5uXlxaZNm/Dy8sJisfDoo48ybtw45syZ48QSi4iIiIizqIdIXNrOnTvrHFu4cCErVqy47GvCw8PZvHmzA0slIiIiIq5CPUQiIiIiIuK2FBCJiIiIiIjbUkAkIiIiIiJuSwGRiIiIiIi4LQVEIiIiIiLithQQiYiIiIiI21JAJCIiIiIibksBkYiIiIiIuC0FRCIiIiIi4rYUEImIiIiIiNtSQCQiIiIiIm5LAZGIiIgLWLZsGb1798ZkMmEymbBYLHz88cd2eZ555hmCg4Np3bo1cXFxFBcX26UXFhYSGxtLy5YtCQkJYerUqVy4cKExqyEi0uQoIBIREXEBHTp04OWXXyYvL499+/YxbNgwRo0axaFDh4w86enprF+/nszMTE6ePMmYMWOMtOrqamJjY6msrCQrK4tVq1axcuVKZs6c6YzqiIg0GQqIREREXMADDzzAyJEj6dq1K926dWPevHm0bt2anJwcSktLAZg3bx7Dhg2jf//+pKWlkZWVRU5ODgBbt27l8OHDrF69mr59+xITE8PcuXNZunQplZWVzqyauIh///vfPProowQHB9OiRQsiIyPZt2+fXZ558+bRvn17WrRoQXR0NEePHrVLP3PmDPHx8ZhMJgIDAxk/fjzl5eWNWQ2ROhQQiYhcJQ1ZkqaiurqadevWce7cOSwWC/n5+QAMHTrUyNOjRw86depEdnY2ANnZ2URGRhIaGmrksVqtlJWV2fUyXaqiooKysjK7zZV0fv4jOj//kbOL4fK+/fZbBg8ejI+PDx9//DGHDx9m4cKFtG3b1i7fm2++yfLly8nNzaVVq1ZYrVbOnz9vpMfHx3Po0CEyMjLYtGkTu3btYsKECY1dHRE73s4ugIi4r9qLlOMvxzq5JFendshS165dsdlsrFq1ilGjRnHgwAE6duwI/HfIUkBAAMnJyYwZM4bdu3cD/x2yZDabycrK4tSpU4wbNw4fHx9eeuklZ1ZNXMTBgwexWCycP3+e1q1bs2HDBiIiIoygJzAw0C5/aGgoRUVFABQVFdkFQ7XptWmXk5qayuzZsxuwFuKKXnnlFTp27EhaWppxrEuXLsa/bTYbAM8++yyjRo0C4N133yU0NJSNGzcyduxYjhw5Qnp6Onv37mXAgAEALFmyhJEjR7JgwQLCwsIasUYi/6UeIhGRq6QhS+Js3bt3Jz8/n9zcXCZOnEhiYiKHDx926DlTUlIoLS01thMnTjj0fNI0/eUvf2HAgAE8+OCDhISE0K9fP1asWGGkHz9+HLDvpQwICCAqKsqulzIwMNAIhgCio6Px9PQkNze33vO6eg+luAYFRCIi16ExhyyJ1PL19eXWW2+lf//+pKam0qdPH15//XVCQkIAKCkpsctfXFyM2WwGwGw21xnCWbtfm6c+fn5+xjDR2k3czz//+U+WLVtG165d2bJlCxMnTuSpp55i1apVAJw+fRrAaIu1Lu2lvDTd29uboKCgy/ZSpqamEhAQYGy1vfEiDUkBkYgbqx1br/H1V+/gwYO0bt0aPz8/fvnLXxpDlmovBhwxZEl3SOVyampqqKiooG/fvgBkZmYaaQUFBRQWFmKxWACwWCwcPHjQaKsAGRkZmEwmIiIiGrXc4npqamq4/fbbeemll+jXrx8TJkzgiSeeYPny5Q49r3oopTFoDpGIyDWoHbJUWlrKH//4RxITE+0uQh1BczgEvr8wjImJoVOnTpw9e5a1a9eyc+dOtmzZQkBAAADTpk2jQ4cOmEwmJk2ahMViYdCgQQCMGDGCiIgIEhISmD9/PkVFRUyfPp2kpCT8/PycWTVxAe3bt68TOPfs2ZM//elPwH97hk6fPk23bt2MPMXFxUbAbjab7QJygAsXLnDmzJnL9lL6+fmpfYrDqYdIROQaOGPIku6QCnx/oTlu3Di6d+/O8OHD2bt3L1u2bOHHP/6xkcdqtRIXF8fdd9+N2Wzmgw8+MNK8vLzYtGkTXl5eWCwWHn30UcaNG8ecOXOcUR1xMYMHD6agoMDu2Oeff054eDgAnTt3Bux7KcvKysjNzbXrpSwpKSEvL8/Is337dmpqaoiKinJwDUQuTz1EIiI3oL4hSwkJCUD9Q5bmzZvH6dOnjQDqaoYs6Q6pALz99ts/mGfhwoV2E90vFR4ezubNmxuyWOImnn76ae68805eeuklHnroIfbs2cNbb73FW2+9BYCHhwcAr776KpGRkXTp0oUZM2YQFhbG6NGjge97lO677z5jqF1VVRXJycmMHTtWK8yJUykgEhG5ShqyJCLu6o477mDDhg2kpKQwZ84cunTpwqJFi4iPj7fL9+STTzJhwgRKSkoYMmQI6enp+Pv7G+lr1qwhOTmZ4cOH4+npSVxcHIsXL27s6ojYUUAkInKVaocsnTp1ioCAAHr37m0MWapd6KB2yFJFRQVWq5U33njDeH3tkKWJEydisVho1aoViYmJGrIkIi7h/vvv5/77779inmnTpvHKK69cNj0oKIi1a9c2dNFEbogCIhGRq6QhSyKu6+LVNF3lYdAi18LVHnbelGhRBRERERERcVsKiERERERExG0pIBIREREREbelOUQiItIoLp7DISIi0lSoh0hERNxe5+c/UsAmIuKmrjkg2rVrFw888ABhYWF4eHiwceNGu3SbzcbMmTNp3749LVq0IDo6mqNHj9rlOXPmDPHx8ZhMJgIDAxk/fjzl5eU3VBFxD2cPbObkO8mYTCZMJhMWi4WPP/7YLs8zzzxDcHAwrVu3Ji4ujuLiYrv0wsJCYmNjadmyJSEhIUydOpULFy40ZjVEREREpIm45oDo3Llz9OnTh6VLl9abPn/+fBYvXszy5cvJzc2lVatWWK1Wzp8/b+SJj4/n0KFDZGRksGnTJnbt2sWECROuvxbiNrzaBNP2nkTy8vLYt28fw4YNY9SoURw6dMjIk56ezvr168nMzOTkyZOMGTPGSKuuriY2NpbKykqysrJYtWoVK1euZObMmc6ojoiIiIg42TXPIYqJiSEmJqbeNJvNxqJFi5g+fTqjRo0C4N133yU0NJSNGzcyduxYjhw5Qnp6Onv37mXAgAEALFmyhJEjR7JgwQLCwsJuoDrS3LW8NQqArl27AjBv3jyWLVtGTk4OJpPJODZs2DAA0tLS6NmzJzk5OQwaNIitW7dy+PBhPvnkE0JDQ+nbty9z587lueeeY9asWfj6+jqnYiIi0mj0vBYRuViDziE6duwYRUVFREdHG8cCAgKIiooiOzsbgOzsbAIDA41gCCA6OhpPT09yc3Prfd+KigrKysrsNpHq6mrWrVvHuXPnsFgs5OfnAzB06FAjT48ePejUqZNd+4uMjCQ0NNTIY7VaKSsrs+tlupjan4iIiEjz1aABUVFREYDdxWbtfm1aUVERISEhdune3t4EBQUZeS6VmppKQECAsXXs2LEhiy0upvLr47Ru3Ro/Pz9++ctfsmHDBiIiIjh9+jQAgYGBdvkvbX/1tc/atPqo/YmIiIg0Xy6xylxKSgqlpaXGduLECWcXSZzIJ+hH5Ofnk5uby8SJE0lMTOTw4cMOO5/an4iIiEjz1aDPITKbzQAUFxfTvn1743hxcTF9+/Y18tTeya914cIFzpw5Y7z+Un5+fvj5+TVkUcWFeXj5cOuttwLQv39/9u7dy+uvv879998PQElJiTGfCL5vf7Vty2w2s2fPHrv3q12FTu1PRERExP00aA9Rly5dMJvNbNu2zThWVlZGbm4uFosFAIvFQklJCXl5eUae7du3U1NTQ1RUVEMWR9xETU0NFRUVRtCdmZlppBUUFFBYWGjX/g4ePGgXlGdkZGAymYiIiGjUcouIiIiI811zD1F5eTlffPGFsX/s2DHy8/MJCgqiU6dOTJ48mRdffJGuXbvSpUsXZsyYQVhYGKNHjwagZ8+e3HfffTzxxBMsX76cqqoqkpOTGTt2rFaYkx/0beZKWtw8gOPHe3H27FnWrl3Lzp072bJlCwEBAQBMmzaNDh06YDKZmDRpEhaLhUGDBgEwYsQIIiIiSEhIYP78+RQVFTF9+nSSkpLUC+REFz8QU6s+iYiISGO65oBo37593Hvvvcb+lClTAEhMTGTlypX8+te/5ty5c0yYMIGSkhKGDBlCeno6/v7+xmvWrFlDcnIyw4cPx9PTk7i4OBYvXtwA1ZHmrvpcKf+36TW6/3EmAQEB9O7dmy1btvDjH//YWP3NarUSFxdHRUUFVquVN954w3i9l5cXmzZtYuLEiVgsFlq1akViYiJz5sxxVpVEmrWLg10REZGm6JoDoqFDh2Kz2S6b7uHhwZw5c654gRkUFMTatWuv9dQi3DTyV8CVexEWLlzIihUrLpseHh7O5s2bG7xsrkQXqSIiIiLfc4lV5kRERERERBxBAZGIiIiIiLitBl12W0REREREnEcLFV079RCJiIiIiIjbUkAkIiIiIiJuSwGRiIiIiIi4LQVEIiIiIiLithQQiYiIiIiI21JAJCIiIiIibksBkYiIiIiIuC0FRCIiIiIi4rYUEImIiIhb6vz8R3YPsRQR96SASERERERE3JYCIhERERERcVsKiERERP5/GkIlIuJ+FBCJiIiIiIjbUkAkIk2K7tCLiIg0DP2mXh1vZxdARERExJkuvmA8/nKsE0siIs6gHiIREREXkJqayh133EGbNm0ICQlh9OjRFBQU2OU5f/48SUlJBAcH07p1a+Li4iguLrbLU1hYSGxsLC1btiQkJISpU6dy4cKFxqyKiEiTooBIRETEBWRmZpKUlEROTg4ZGRlUVVUxYsQIzp07Z+RJSUnhww8/ZP369WRmZnLy5EnGjBljpFdXVxMbG0tlZSVZWVmsWrWKlStXMnPmTGdUSVzYyy+/jIeHB5MnT7Y7/swzzyggF5ejgEhE5CrpDr04U3p6Oo899hi9evWiT58+rFy5ksLCQvLy8ow8v//973nttdcYNmwY/fv3Jy0tjaysLHJycgDYunUrhw8fZvXq1fTt25eYmBjmzp3L0qVLqaysdFbVxMXs3buXN998k969e9dJS09PV0AuLkcBkYjIVdIdemlKSktLAQgKCjKOVVVVER0dbez36NGDTp06kZ2dDUB2djaRkZGEhoYaeaxWK2VlZRw6dKje81RUVFBWVma3NWeahH5l5eXlxMfHs2LFCtq2bWscr22P8+bNU0AuLkcBkYibqP2R1w/99dMdemkqampqmDx5MoMHD+a2224zjvv6+hIYGGiXNzQ0lKKiIgCKiorsgqHa9Nq0+qSmphIQEGBsHTt2bMCaiKtJSkoiNjbWLvAGyM/PB2Do0KHGMQXk4ioUEImIXCfdoRdnSUpK4rPPPmPdunUOP1dKSgqlpaXGduLECYefU5qmdevWsX//flJTU+uknT59GkABubgkBUQiItdBd+jFWZKTk9m0aRM7duygQ4cOdmmVlZWUlJTYHSsuLsZsNgNgNpvrzGmr3a/Ncyk/Pz9MJpPdJu7nxIkT/OpXv2LNmjX4+/s32nkVkEtjUEAkInIddIdeGpvNZiM5OZkNGzawfft2unTpUiePj48P27ZtM/YLCgooLCzEYrEAYLFYOHjwoHE3HyAjIwOTyURERITjKyEuKy8vj9OnT3P77bfj7e2Nt7c3mZmZLF68GG9vb9q1aweggFxckh7MKiJyjWrv0O/ateuyd+gv7iW69IJgz549dq+5mgsCPz+/BqyB42muWsNLSkpi7dq1/PnPf6ZNmzZGj2JAQICRJyEhgSlTphAUFITJZGLSpElYLBYGDRoEwIgRI4iIiCAhIYH58+dTVFTE9OnTSUpKcrk2Jo1r+PDhHDx40O7Y448/To8ePXjuueeMdpiZmUlCQgJQf0A+b948Tp8+TUhICKCAXJoGBUQiIlfJZrMxadIkNmzYwM6dO694hz4uLg7QBYE0nGXLlgH2k9YB0tLSjJUMU1NT8ff3Jy4ujoqKCqxWK2+88YaR18vLi02bNjFx4kQsFgutWrUiMTGROXPmNFo9xDW1adPGbngwQKtWrQgODua2224z5jZOmzaNDh06KCAXl6KASETkKukOvTiTzWa7bFrtxai/vz9Lly5l6dKll80bHh7O5s2bG7x8IvD9IjEKyMXVKCASEblKukMvIvJfO3furHNs4cKFrFix4rKvUUAuTZECIhGRq6Q79CIi4giad+lcWmVOXEZp9vucWvU0hb95kJCQEEaPHk1BQUGdfM888wzBwcG0bt2auLi4OivaFBYWEhsbS8uWLQkJCWHq1KlcuHChsaohIiIi0qj0YPYrU0AkLuP8ic9oc3ss5kcXkJGRQVVVFSNGjODcuXN2+dLT01m/fj2ZmZmcPHnSGMoEUF1dTWxsLJWVlWRlZbFq1SpWrlzJzJkzG7s6ItKE1V486AJCRKT5U0AkLiP0oTm0jozGt104ffr0YeXKlRQWFpKXlwdAaWkpAPPmzWPYsGH079+ftLQ0srKyyMnJAWDr1q0cPnyY1atX07dvX2JiYpg7dy5Lly6lsrLSaXUTEREREedQQCQuqzYACgoKAiA/Px+wn/Deo0cPOnXqRHZ2NgDZ2dlERkYSGhpq5LFarZSVlXHo0KF6z1NRUUFZWZndJiIiIiLNgwIicUk1NTVMnjyZwYMHG89FqH3y+sUPxAQIDQ01lkcuKiqyC4Zq02vT6pOamkpAQICxdezYsSGrIiIiIiJOpIBIXFJSUhKfffYZ69atc/i5UlJSKC0tNbYTJ044/JwiIiIi0ji07La4nDMZy9h0+lN27dpFhw4djOMhISEAlJSUYDKZjOPFxcWYzWYAzGYze/bssXu/2lXoavNcys/PTw/MFBEREWmm1EMkLsNms3EmYxnffZ7N9u3b6dKli1163759AcjMzDSOFRQUUFhYiMViAcBisXDw4EFjeB1ARkYGJpOJiIgIx1dCRERERJoU9RCJyziTsYxzhzMJGTOdNm3aGHN+AgICaNGiBQEBAQBMmzaNDh06YDKZmDRpEhaLhUGDBgEwYsQIIiIiSEhIYP78+RQVFTF9+nSSkpLUCyQiIiLihtRDJC6j/MBmbBXnKH4vhfbt2xvbH/7wB7t8VquVuLg47r77bsxmMx988IGR5uXlxaZNm/Dy8sJisfDoo48ybtw45syZ09jVEREREZEmQD1E4jLCn9tk/Pv4y7GXzbdw4UJWrFhx+fcJD2fz5s0NWjYRERERcU0KiESkSer8/EfGv68UAEvTcfHfTERExFUoIBIRERG5hG7KiLgPBUQiIiIiIm5AgX79tKiCiIiIiIi4LQVEIiIiIiLithQQiYiIiIiI21JAJCIiIiIibksBkYiIiIiIuC2tMiciIiJyFbRCl0jz1OA9RLNmzcLDw8Nu69Gjh5F+/vx5kpKSCA4OpnXr1sTFxVFcXNzQxRCR/1/n5z/SAzNFboA+Q6I2INK8OWTIXK9evTh16pSx/e1vfzPSnn76aT788EPWr19PZmYmJ0+eZMyYMY4ohoiIiIiIyBU5ZMict7c3ZrO5zvHS0lLefvtt1q5dy7BhwwBIS0ujZ8+e5OTkMGjQIEcUR0REREREpF4O6SE6evQoYWFh3HzzzcTHx1NYWAhAXl4eVVVVREdHG3l79OhBp06dyM7Ovuz7VVRUUFZWZreJiIiIiIjcqAYPiKKioli5ciXp6eksW7aMY8eOcdddd3H27FmKiorw9fUlMDDQ7jWhoaEUFRVd9j1TU1MJCAgwto4dOzZ0sUVERERExA01+JC5mJgY49+9e/cmKiqK8PBw3n//fVq0aHFd75mSksKUKVOM/bKyMgVFIiIiIiJywxz+HKLAwEC6devGF198gdlsprKykpKSErs8xcXF9c45quXn54fJZLLbREREREREbpTDA6Ly8nK+/PJL2rdvT//+/fHx8WHbtm1GekFBAYWFhVgsFkcXRURERERExE6DD5l79tlneeCBBwgPD+fkyZO88MILeHl58cgjjxAQEMD48eOZMmUKQUFBmEwmJk2ahMVi0QpzIiIuSs9nERERV9bgAdFXX33FI488wjfffEO7du0YMmQIOTk5tGvXDoDf/OY3eHp6EhcXR0VFBVarlTfeeKOhiyEiIiIiIvKDGjwgWrdu3RXT/f39Wbp0KUuXLm3oU4uIiIiIyFWo7d0//nKsk0vifA6fQyQiIiIiItJUKSASERERERG3pYBIRERERETclgIiERERkWvU+fmPtMKiSDOhgEhERMRF7Nq1iwceeICwsDA8PDzYuHGjXbrNZmPmzJm0b9+eFi1aEB0dzdGjR+3ynDlzhvj4eEwmE4GBgYwfP57y8vJGrIW4qtTUVO644w7atGlDSEgIo0ePpqCgwC7P+fPnSUpKIjg4mNatWxMXF0dxcbFdnsLCQmJjY2nZsiUhISFMnTqVCxcuNGZVROwoIBJpRmrvWOqupWP80MUowLx583QxKg5z7tw5+vTpc9mVWhctWsTixYtZvnw5ubm5tGrVCqvVyvnz54088fHxHDp0iIyMDDZt2sSuXbuYMGFCY1VBXFhmZiZJSUnk5OSQkZFBVVUVI0aM4Ny5c0aelJQUPvzwQ9avX09mZiYnT55kzJgxRnp1dTWxsbFUVlaSlZXFqlWrWLlyJTNnznRGlUQABUQi4gKaSpD3QxejAG+++aYuRsVhYmJiePHFF/nJT35Sb/qyZcuYPn06o0aNonfv3rz77rucPHnSCN6PHDlCeno6v/vd74iKimLIkCEsWbKEdevWcfLkyUasibii9PR0HnvsMXr16kWfPn1YuXIlhYWF5OXlGXl+//vf89prrzFs2DD69+9PWloaWVlZ5OTkALB161YOHz7M6tWr6du3LzExMcydO5elS5dSWVnprKqJm1NAJCJyla50MWqz2QB49tlndTEqTlNcXEx0dLSxHxAQQFRUFNnZ2QBkZ2cTGBjIgAEDjDzR0dF4enqSm5tb73tWVFRQVlZmt4kAlJaWAhAUFGQcq6qqsmuDPXr0oFOnTnZtMDIyktDQUCOP1WqlrKyMQ4cO1TmH2p80BgVEIiIN4Pjx4wAMHTrUONYQF6OgCwK5NhdfaNbuFxUVAVBUVERISIhdure3N0FBQUaeS6WmphIQEGBsHTt2dEzBXVRT6cFubDU1NUyePJnBgwdz2223Gcd9fX0JDAy0y3tpG6yvjdamXUrtTxqDt7MLICKO0Rx/oJvyU7VPnz4NUOdi80YvRuH7C4LZs2c3cIlvXHNsY1dycX2bYht0lJSUFKZMmWLsl5WV6aJUSEpK4rPPPuNvf/ubQ8+j9ieNQT1E4lLOn/iM03+crUnt4lZSUlIoLS01thMnTji7SNKEXbqiV3FxMWazGQCz2WwE77UuXLjAmTNnjDyX8vPzw2Qy2W3i3pKTk9m0aRM7duygQ4cOdmmVlZWUlJTYHbu0DdbXRmvTLtWc258WQmo6FBCJS7FVnscn5GZNapcmp7bn59KLzRu9GIXmfUEgDSs0NJRt27YZ+2VlZeTm5mKxWACwWCyUlJTYTYLfvn07NTU1REVFNXp5xbXYbDaSk5PZsGED27dvp0uXLnXy+Pj42LXBgoICCgsL7drgwYMH7b4LMzIyMJlMREREOL4SUocCMw2ZExfT4pYBtLhlAD/5Sd3hKpdOagd49913CQ0NZePGjYwdO9aY1L53715jHseSJUsYOXIkCxYsICwsrPEqI81K586dge+XpR0yZAjw34vRiRMnAvYXo/379wd0MSrXpry8nC+++MLYP3bsGPn5+fj4+AAwceJEXnzxRbp27UqXLl2YMWMGYWFhjB49GoCePXty33338cQTT7B8+XKqqqpITk5m7Nix+v6TH5SUlMTatWv585//TJs2bYyhvgEBAUaehIQEpkyZQlBQECaTiUmTJmGxWBg0aBAAI0aMICIigoSEBObPn09RURHTp08nKSkJPz8/p9RLRAGRNBs/NKl97NixPzipvb7VwyoqKqioqDD2NaHdfV3uYjQoKMiYRPzqq68SGRmpi1FxiH379nHvvfca+7VzK372s58BMHnyZKqrq5kwYQIlJSUMGTKE9PR0/P39jdesWbOG5ORkhg8fjqenJ3FxcSxevLhxKyIuadmyZYD97yxAWlqa8ayh1NRU/P39iYuLo6KiAqvVyhtvvGHk9fLyYtOmTUycOBGLxUKrVq1ITExkzpw5jVYPkUspIJJmw1GT2pvqhHZpfJe7GE1MTDQuKJ988kldjIrDDB061OgNv1hZWRlr167Fw8ODOXPmXPHiMigoiLVr1zqymG7JHRbdqK/t1aq9Wejv78/SpUuvOLQ9PDyczZs3N3j5RK6XAiKRH6AVbqTW5S5G4b8XA9OmTeOVV1657HvoYlRERKRp0aIK0mw4alK7JrSLiIiINF8KiKTZuHhSey2tsCQijuDuKzKJiDQnGjInLqWm8j9c+PYU+fn5gCa1i4hI09OUHyItInWph0hcSmXRUU6tfIp+/foB309q79evHzNnzjTy1E5qv+OOOygvL693UnuPHj0YPnw4I0eOZMiQIbz11luNXhcRERERcT71EIlL8e/Um/DnNtV7102T2kVERETkWqmHSERERERE3JYCIhERERERcdsFYxQQiYiIiIiI21JAJCIiIiIibksBkYiIiIiIuC0FRCIiIiIi4ra07LaIiIiISCNxx0ULmjoFRCLici7+MdGT4EWkqdJ3lYhrUEAk0gzobpOISNNW+z2twEik6dEcIhFxae76zAQRERFpGOohEhERERERg7sN91RAJCIiV029cSIi0txoyJyIiIiIiLgt9RCJiMgPUs9Q/dxtWImISHOkHiIREREREamXOyxepB4iERfV3L+cREREmgv9Zjdt6iESERFpAO5wF1VEpDlSD5GIiIiIE1waQGsemjRlzfnhwuohEhERERERt6UeIhFpFrTal4i4Ag2rFGl6FBCJiEi9dOF2fZrzsBIRkeZIAZGIiIiIiFyV5jgiQ3OIRERERETEbamHSMTFaBiTiEjzVN+d9+Z4N16kqVFAJCIidhR0i4g0jOb+fdpc5kxqyJyIiIiIiLgt9RCJuIDmfodJREREmgdX7DVSQCQizY4rfhmLiFxMN8Jcm/5+rkUBkYiIiAPUd0GkIF0aghZakKbG1QNABUQiIiIiIjfI1YMCd6aASKQJ05frjdFd1KuntibS9F3pc6qhwiLXz6mrzC1dupTOnTvj7+9PVFQUe/bscWZxxM005fbX+fmPdIHawJra/2lTbn/iHtQGm6fa77qm9H1Xn+bU/lzh/9sZXKUtghN7iP7whz8wZcoUli9fTlRUFIsWLcJqtVJQUEBISIiziiVuQu1PnNl71JTanyv8UDUnTWVeUVNqg+J+mkP703fntWnqPZgeNpvN5owTR0VFcccdd/Db3/4WgJqaGjp27MikSZN4/vnnr/jasrIyAgICKC0txWQy2aWpgbqH+j5QV2oXl3JU+7taP/Q0cmlcDfEF3Vjt72rPpTbmmq63LV7r95J+g93L1barG7lodaXf4Iagtn59rvR7dCO/xTfaLpzSQ1RZWUleXh4pKSnGMU9PT6Kjo8nOzq6Tv6KigoqKCmO/tLQU+L7yl6qp+M4BJZampr6/fe2xH4rxHdn+AG57YQsAn822XjbtYp2eXn/F8orjXevfoL6/raPaH1xbG1Qbc21X87e6kfYH+g12R/W1q/raUe3f7+K/bX3fKY35HXijv8EXl7++cl9JfXWXG3Ol77ir/a260e/Aetmc4N///rcNsGVlZdkdnzp1qm3gwIF18r/wwgs2QJu2q9pOnDih9qfNaVtDtz+1QW3Xsv1Q+9N3oDZHb/oN1ubM7Wq+A+vjEqvMpaSkMGXKFGO/pqaGM2fOEBwcjIeHh3G8rKyMjh07cuLECad2ozYm1fm/dbbZbJw9e5awsLAGPd/Vtr8rla25crf6QuO3P9B34JW4W53V/poW1Vm/wc7kbvUFx7U/pwREN910E15eXhQXF9sdLy4uxmw218nv5+eHn5+f3bHAwMDLvr/JZHKbhlFLdf5eQEDAD77O0e3vcmVrztytvtB47Q/0HXg13K3O19v+QL/BjqA6f0+/wc7hbvWFG/sOrI9Tlt329fWlf//+bNu2zThWU1PDtm3bsFgsziiSuBG1P3EmtT9xNrVBcSa1P2mKnDZkbsqUKSQmJjJgwAAGDhzIokWLOHfuHI8//riziiRuRO1PnEntT5xNbVCcSe1PmhqnBUQPP/wwX3/9NTNnzqSoqIi+ffuSnp5OaGjodb+nn58fL7zwQp2u1eZMdb4+jmh/DVU2V+Ju9QW1v6bG3ercUPXVb3DDUJ2vj74DG4a71RccV2enPYdIRERERETE2Zwyh0hERERERKQpUEAkIiIiIiJuSwGRiIiIiIi4LQVEIiIiIiLitlwuIFq6dCmdO3fG39+fqKgo9uzZc8X869evp0ePHvj7+xMZGcnmzZsbqaQN51rqvHLlSjw8POw2f3//Riztjdm1axcPPPAAYWFheHh4sHHjxh98zc6dO7n99tvx8/Pj1ltvZeXKlQ4rn9pf825/oDbYFLlTG1T7a3rU/q5M7c+x3Kn9gRPboM2FrFu3zubr62t75513bIcOHbI98cQTtsDAQFtxcXG9+Xfv3m3z8vKyzZ8/33b48GHb9OnTbT4+PraDBw82csmv37XWOS0tzWYymWynTp0ytqKiokYu9fXbvHmzbdq0abYPPvjABtg2bNhwxfz//Oc/bS1btrRNmTLFdvjwYduSJUtsXl5etvT09AYvm9pf829/NpvaYFPjbm1Q7a9pUfvbcMX8an+O5W7tz2ZzXht0qYBo4MCBtqSkJGO/urraFhYWZktNTa03/0MPPWSLjY21OxYVFWV78sknHVrOhnStdU5LS7MFBAQ0Uukc62o+CL/+9a9tvXr1sjv28MMP26xWa4OXR+3PvdqfzaY22BS4cxtU+3M+tb8NV8yj9udY7tz+bLbGbYMuM2SusrKSvLw8oqOjjWOenp5ER0eTnZ1d72uys7Pt8gNYrdbL5m9qrqfOAOXl5YSHh9OxY0dGjRrFoUOHGqO4TtFYf2O1v++p/dWlNug4aoM/TO3PcdT+fpjan+Oo/V2dhvo7u0xA9H//939UV1fXeYpxaGgoRUVF9b6mqKjomvI3NddT5+7du/POO+/w5z//mdWrV1NTU8Odd97JV1991RhFbnSX+xuXlZXxn//8p8HOo/b3X2p/9tQGHUdt8Iep/TmO2t8PU/tzHLW/q9NQbdC7oQsmzmWxWLBYLMb+nXfeSc+ePXnzzTeZO3euE0sm7kDtT5xNbVCcSe1PnEnt7/q5TA/RTTfdhJeXF8XFxXbHi4uLMZvN9b7GbDZfU/6m5nrqfCkfHx/69evHF1984YgiOt3l/sYmk4kWLVo02HnU/v5L7c+e2qDjqA3+MLU/x1H7+2Fqf46j9nd1GqoNukxA5OvrS//+/dm2bZtxrKamhm3bttlFwxezWCx2+QEyMjIum7+puZ46X6q6upqDBw/Svn17RxXTqRrrb6z29z21v7rUBh1HbfCHqf05jtrfD1P7cxy1v6vTYH/na13xwZnWrVtn8/Pzs61cudJ2+PBh24QJE2yBgYHGkoIJCQm2559/3si/e/dum7e3t23BggW2I0eO2F544QWXXHLxWuo8e/Zs25YtW2xffvmlLS8vzzZ27Fibv7+/7dChQ86qwjU5e/as7cCBA7YDBw7YANtrr71mO3DggO1f//qXzWaz2Z5//nlbQkKCkb92ucWpU6fajhw5Ylu6dKlDl/xU+2ve7c9mUxtsatytDar9NS1qf2p/zuRu7c9mc14bdKmAyGaz2ZYsWWLr1KmTzdfX1zZw4EBbTk6OkXbPPffYEhMT7fK///77tm7dutl8fX1tvXr1sn300UeNXOIbdy11njx5spE3NDTUNnLkSNv+/fudUOrrs2PHDhtQZ6utY2Jiou2ee+6p85q+ffvafH19bTfffLMtLS3NYeVT+2ve7c9mUxtsitypDar9NT1qf2p/zuRO7c9mc14b9LDZbLZr61MSERERERFpHlxmDpGIiIiIiEhDU0AkIiIiIiJuSwGRiIiIiIi4LQVEIiIiIiLithQQiYiIiIiI21JAJCIiIiIibksBkYiIiIiIuC0FRCIi4lKGDh3K5MmTnV0MaYYee+wxRo8e7exiiEgjU0AkIiIiArz++uusXLnS2cUQMcyaNYu+ffs65L1XrlxJYGCgQ97b1Xg7uwAiIiIiTUFAQICziyAiTqAeIhfx9ddfYzabeemll4xjWVlZ+Pr6sm3bNj799FPuvfde2rRpg8lkon///uzbt8+JJZbmaOjQoUyaNInJkyfTtm1bQkNDWbFiBefOnePxxx+nTZs23HrrrXz88cfOLqo0cxcuXCA5OZmAgABuuukmZsyYgc1mc3axxEX88Y9/JDIykhYtWhAcHEx0dDTnzp2rM2Tu7NmzxMfH06pVK9q3b89vfvObOkM2O3fuzIsvvsi4ceNo3bo14eHh/OUvf+Hrr79m1KhRtG7dmt69e9v9Jn/zzTc88sgj/OhHP6Jly5ZERkby3nvvNeL/gDSWiooKnnrqKUJCQvD392fIkCHs3bsXqL+HZuPGjXh4eBjps2fP5tNPP8XDwwMPDw+jB9PDw4Nly5YRExNDixYtuPnmm/njH/9ovM/OnTvx8PCgpKTEOJafn4+HhwfHjx9n586dPP7445SWlhrvPWvWLADeeOMNunbtir+/P6Ghofz0pz912P9PU6GAyEW0a9eOd955h1mzZrFv3z7Onj1LQkICycnJDB8+nPj4eDp06MDevXvJy8vj+eefx8fHx9nFlmZo1apV3HTTTezZs4dJkyYxceJEHnzwQe68807279/PiBEjSEhI4LvvvnN2UaUZW7VqFd7e3uzZs4fXX3+d1157jd/97nfOLpa4gFOnTvHII4/w85//nCNHjrBz507GjBlTb0A9ZcoUdu/ezV/+8hcyMjL461//yv79++vk+81vfsPgwYM5cOAAsbGxJCQkMG7cOB599FH279/PLbfcwrhx44xznD9/nv79+/PRRx/x2WefMWHCBBISEtizZ4/D6y+N69e//jV/+tOfWLVqFfv37+fWW2/FarVy5syZH3ztww8/zDPPPEOvXr04deoUp06d4uGHHzbSZ8yYQVxcHJ9++inx8fGMHTuWI0eOXFW57rzzThYtWoTJZDLe+9lnn2Xfvn089dRTzJkzh4KCAtLT07n77ruvu/4uwyYu5X/+539s3bp1s/3sZz+zRUZG2s6fP2+z2Wy2Nm3a2FauXOnk0klzd88999iGDBli7F+4cMHWqlUrW0JCgnHs1KlTNsCWnZ3tjCKKG7jnnntsPXv2tNXU1BjHnnvuOVvPnj2dWCpxFXl5eTbAdvz48TppiYmJtlGjRtlsNputrKzM5uPjY1u/fr2RXlJSYmvZsqXtV7/6lXEsPDzc9uijjxr7td+BM2bMMI5lZ2fbANupU6cuW67Y2FjbM888cwM1k6amvLzc5uPjY1uzZo1xrLKy0hYWFmabP3++LS0tzRYQEGD3mg0bNtguvjx/4YUXbH369Knz3oDtl7/8pd2xqKgo28SJE202m822Y8cOG2D79ttvjfQDBw7YANuxY8dsNput3vP/6U9/splMJltZWdm1V9iFqYfIxSxYsIALFy6wfv161qxZg5+fH/D9Xaxf/OIXREdH8/LLL/Pll186uaTSXPXu3dv4t5eXF8HBwURGRhrHQkNDATh9+nSjl03cx6BBg4xhJQAWi4WjR49SXV3txFKJK+jTpw/Dhw8nMjKSBx98kBUrVvDtt9/WyffPf/6TqqoqBg4caBwLCAige/fudfJe/L1Y+x14pe/F6upq5s6dS2RkJEFBQbRu3ZotW7ZQWFjYMJWUJuHLL7+kqqqKwYMHG8d8fHwYOHDgVffkXInFYqmzf6Pv++Mf/5jw8HBuvvlmEhISWLNmjVuM+FBA5GK+/PJLTp48SU1NDcePHzeOz5o1i0OHDhEbG8v27duJiIhgw4YNziuoNFuXDsX08PCwO1Z7kVpTU9Oo5RIRuRpeXl5kZGTw8ccfExERwZIlS+jevTvHjh277ves7zvwSt+Lr776Kq+//jrPPfccO3bsID8/H6vVSmVl5XWXQVyPp6dnnaGaVVVVDfbegN37X817t2nThv379/Pee+/Rvn17Zs6cSZ8+fezmIjVHCohcSGVlJY8++igPP/wwc+fO5Re/+IXdXfhu3brx9NNPs3XrVsaMGUNaWpoTSysi4ji5ubl2+zk5OXTt2hUvLy8nlUhciYeHB4MHD2b27NkcOHAAX1/fOjcRb775Znx8fIwJ8AClpaV8/vnnN3z+3bt3M2rUKB599FH69OnDzTff3CDvK03LLbfcgq+vL7t37zaOVVVVsXfvXiIiImjXrh1nz57l3LlzRnp+fr7de/j6+l625zsnJ6fOfs+ePYHv557D93PmrvW9vb29iY6OZv78+fz973/n+PHjbN++/Ycr7MK07LYLmTZtGqWlpSxevJjWrVuzefNmfv7zn7N+/XqmTp3KT3/6U7p06cJXX33F3r17iYuLc3aRRUQcorCwkClTpvDkk0+yf/9+lixZwsKFC51dLHEBubm5bNu2jREjRhASEkJubi5ff/01PXv25O9//7uRr02bNiQmJjJ16lSCgoIICQnhhRdewNPT02645vXo2rUrf/zjH8nKyqJt27a89tprFBcXExERcaPVkyakVatWTJw40WhDnTp1Yv78+Xz33XeMHz8em81Gy5Yt+d///V+eeuopcnNz6zwHq3Pnzhw7doz8/Hw6dOhAmzZtjOkS69evZ8CAAQwZMoQ1a9awZ88e3n77bQBuvfVWOnbsyKxZs5g3bx6ff/55ne/Izp07U15ezrZt2+jTpw8tW7Zk+/bt/POf/+Tuu++mbdu2bN68mZqamnqHijYn6iFyETt37mTRokX8/ve/x2Qy4enpye9//3v++te/8tZbb/HNN98wbtw4unXrxkMPPURMTAyzZ892drFFRBxi3Lhx/Oc//2HgwIEkJSXxq1/9igkTJji7WOICTCYTu3btYuTIkXTr1o3p06ezcOFCYmJi6uR97bXXsFgs3H///URHRzN48GB69uyJv7//DZVh+vTp3H777VitVoYOHYrZbLZb7luaj5dffpm4uDgSEhK4/fbb+eKLL9iyZQtt27YlKCiI1atXs3nzZmPp9dqlr2vFxcVx3333ce+999KuXTu75dlnz57NunXr6N27N++++y7vvfeeEVT7+Pjw3nvv8Y9//IPevXvzyiuv8OKLL9q995133skvf/lLHn74Ydq1a8f8+fMJDAzkgw8+YNiwYfTs2ZPly5fz3nvv0atXL4f/XzmTh+3SwYsiIiIiUse5c+f40Y9+xMKFCxk/fryziyNuzMPDgw0bNiiQbiAaMiciIiJSjwMHDvCPf/yDgQMHUlpaypw5cwAYNWqUk0smIg1JAZGIiIjIZSxYsICCggJ8fX3p378/f/3rX7npppucXSwRaUAaMiciIiIiIm5LiyqIiIiIiIjbUkAkIiIiIiJuSwGRiIiIiIi4LQVEIiIiIiLithQQiYiIiIiI21JAJCIiIiIibksBkYiIiIiIuC0FRCIiIiIi4rYUEImIiIiIiNv6/wDsOl4Z1V2e3AAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.clf()\n", + "fig = plt.figure(figsize = (10,4))\n", + "ax0 = fig.add_subplot(151)\n", + "ax0.hist(norm_inputs[:,0], bins=50)\n", + "ax0.set_xlabel('xs')\n", + "ax1 = fig.add_subplot(152)\n", + "ax1.hist(norm_inputs[:,1], bins=50)\n", + "ax1.set_xlabel('m')\n", + "ax2 = fig.add_subplot(153)\n", + "ax2.hist(norm_inputs[:,2], bins=50)\n", + "ax2.set_xlabel('b')\n", + "ax3 = fig.add_subplot(154)\n", + "ax3.hist(norm_inputs[:,3], bins=50)\n", + "ax3.set_xlabel('sigma')\n", + "ax4 = fig.add_subplot(155)\n", + "ax4.hist(norm_outputs[:], bins=50)\n", + "ax4.set_xlabel('outputs')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7335d50b-2c66-40ee-900c-befbcb797446", + "metadata": {}, + "outputs": [], + "source": [ + "## Awesome, they are now normalized 0 - 1 but have the same distribution as before" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "0e7c1c4a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(9000, 4) (9000,)\n", + "(4,)\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "'\\nSTOP\\n#\\n\\nscaler = StandardScaler()\\nscaler.fit(data)\\nStandardScaler()\\n>>> print(scaler.mean_)\\n[0.5 0.5]\\n>>> print(scaler.transform(data))\\n\\nx_scaler, x_train, x_val = StandardScaler(x_train, x_val)\\ny_scaler, y_train, y_val = StandardScaler(y_train, y_val)\\n'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# prepare the training, validation, and test set split:\n", + "\n", + "val_proportion = 0.1\n", + "x_train, x_val, y_train, y_val = train_test_split(norm_inputs, norm_outputs, test_size=val_proportion, random_state=42)\n", + "\n", + "print(np.shape(x_train), np.shape(y_train))\n", + "print(np.shape(x_train[:][0]))\n", + "\n", + "\n", + "plt.clf()\n", + "plt.scatter(x_train[:,0], y_train, label = 'training', color = '#B5DDA4', s = 10)\n", + "plt.scatter(x_val[:,0], y_val, label = 'val', color = '#FAA381', s = 10)\n", + "plt.legend()\n", + "plt.xlabel('x value')\n", + "plt.ylabel('y value')\n", + "plt.show()\n", + "\n", + "plt.clf()\n", + "plt.scatter(x_train[:,1], y_train, label = 'training', color = '#B5DDA4', s = 10)\n", + "plt.scatter(x_val[:,1], y_val, label = 'val', color = '#FAA381', s = 10)\n", + "plt.legend()\n", + "plt.xlabel('m')\n", + "plt.ylabel('y value')\n", + "plt.show()\n", + "\n", + "plt.clf()\n", + "plt.scatter(x_train[:,2], y_train, label = 'training', color = '#B5DDA4', s = 10)\n", + "plt.scatter(x_val[:,2], y_val, label = 'val', color = '#FAA381', s = 10)\n", + "plt.legend()\n", + "plt.xlabel('b')\n", + "plt.ylabel('y value')\n", + "plt.show()\n", + "\n", + "plt.clf()\n", + "plt.scatter(x_train[:,3], y_train, label = 'training', color = '#B5DDA4', s = 10)\n", + "plt.scatter(x_val[:,3], y_val, label = 'val', color = '#FAA381', s = 10)\n", + "plt.legend()\n", + "plt.xlabel('sigma')\n", + "plt.ylabel('y value')\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "'''\n", + "STOP\n", + "#\n", + "\n", + "scaler = StandardScaler()\n", + "scaler.fit(data)\n", + "StandardScaler()\n", + ">>> print(scaler.mean_)\n", + "[0.5 0.5]\n", + ">>> print(scaler.transform(data))\n", + "\n", + "x_scaler, x_train, x_val = StandardScaler(x_train, x_val)\n", + "y_scaler, y_train, y_val = StandardScaler(y_train, y_val)\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "b49925a4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "shape of training set (9000, 4)\n" + ] + } + ], + "source": [ + "# okay now train the thing\n", + "BATCH_SIZE = 128\n", + "\n", + "# add a dimension so that xs have a one channel input\n", + "#x_train = x_train.reshape(x_train.shape[0], 1) # 1 was the middle dimension\n", + "#x_val = x_val.reshape(x_val.shape[0], 1)\n", + "\n", + "'''\n", + "print('y', np.shape(y_train))\n", + "print('x', np.shape(x_train))\n", + "STOP\n", + "x_train = x_train.reshape(x_train.shape[0], x_train.shape[1]) # 1 was the middle dimension\n", + "x_val = x_val.reshape(x_val.shape[0], x_val.shape[1])\n", + "#x_test = x_test.reshape(x_test.shape[0], 1, x_test.shape[1], x_test.shape[1])\n", + "'''\n", + "\n", + "trainData = TensorDataset(torch.Tensor(x_train), torch.Tensor(y_train))\n", + "trainDataLoader = DataLoader(trainData, batch_size=BATCH_SIZE, shuffle=True)\n", + "\n", + "valData = TensorDataset(torch.Tensor(x_val), torch.Tensor(y_val))\n", + "valDataLoader = DataLoader(valData, batch_size=BATCH_SIZE)\n", + "\n", + "# calculate steps per epoch for training and validation set\n", + "trainSteps = len(trainDataLoader.dataset) // BATCH_SIZE\n", + "valSteps = len(valDataLoader.dataset) // BATCH_SIZE\n", + "\n", + "print('shape of training set', np.shape(x_train))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "472a52ae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[INFO] initializing the gal model...\n" + ] + } + ], + "source": [ + "# initialize the simple model\n", + "INIT_LR = 0.001\n", + "print(\"[INFO] initializing the gal model...\")\n", + "# set the device we will be using to train the model\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "\n", + "if loss_type == 'no_var_loss':\n", + " model = models.de_no_var().to(device)\n", + " # initialize our optimizer and loss function\n", + " opt = torch.optim.Adam(model.parameters(), lr=INIT_LR)\n", + " lossFn = torch.nn.MSELoss(reduction=\"mean\")\n", + "else:\n", + " model = models.de_var().to(device)\n", + " # initialize our optimizer and loss function\n", + " opt = torch.optim.Adam(model.parameters(), lr=INIT_LR)\n", + " lossFn = torch.nn.GaussianNLLLoss(full=False, eps=1e-06, reduction=\"mean\")\n", + "#nn.MSELoss(reduction = \"mean\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "bbd9a6bc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "de_var(\n", + " (ln_1): Linear(in_features=4, out_features=100, bias=True)\n", + " (act1): ReLU()\n", + " (drop1): Dropout(p=0.1, inplace=False)\n", + " (ln_2): Linear(in_features=100, out_features=100, bias=True)\n", + " (act2): ReLU()\n", + " (drop2): Dropout(p=0.1, inplace=False)\n", + " (ln_3): Linear(in_features=100, out_features=100, bias=True)\n", + " (act3): ReLU()\n", + " (drop3): Dropout(p=0.1, inplace=False)\n", + " (ln_4): Linear(in_features=100, out_features=2, bias=True)\n", + ")\n" + ] + } + ], + "source": [ + "print(model)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e6218eca", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot what we're trying to predict\n", + "counter = 0\n", + "for (x, y) in trainDataLoader: # loading it up in batches\n", + " #print('batch', counter, 'length', len(y))\n", + " # send the input to the device\n", + " (x, y) = (x.to(device), y.to(device))\n", + " pred_tensor = model(x)\n", + " pred = pred_tensor.detach().numpy()\n", + " #print(y.shape, pred.shape)\n", + " \n", + " if loss_type == 'no_var_loss':\n", + " print(np.shape(y), np.shape(pred))\n", + " plt.scatter(y, pred, linestyle='None')\n", + " #var = torch.ones(5, 1, requires_grad=True) # homoscedastic\n", + " #print('var', pred[:,1])\n", + " loss = lossFn(pred_tensor, y)\n", + " #print('loss', loss.item())\n", + " else:\n", + " plt.errorbar(y, pred[:,0], yerr = abs(pred[:,1]), linestyle='None')\n", + " plt.scatter(y, pred[:,0], linestyle='None')\n", + " #var = torch.ones(5, 1, requires_grad=True) # homoscedastic\n", + " #print('var', pred[:,1])\n", + " loss = lossFn(pred_tensor[:,0], y, pred_tensor[:,1]**2)\n", + " #print('loss', loss.item())\n", + " \n", + " counter += 1\n", + "plt.xlabel('predicted')\n", + "plt.ylabel('true')\n", + "#plt.xlim([0,1])\n", + "#plt.ylim([0,1])\n", + "plt.show()\n", + "# Interesting, before the model is trained it basically predicts the mean?" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "260722fc-e794-4fd3-89f0-5d22d331215d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[INFO] training the network...\n", + "saving checkpoints?\n", + "False\n", + "starting here 0\n", + "epoch 0 0.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "new best mse -1.6008025407791138 in epoch 0\n", + "epoch 1 0.0\n", + "new best mse -1.979356050491333 in epoch 1\n", + "epoch 2 0.01\n", + "epoch 3 0.01\n", + "epoch 4 0.01\n", + "epoch 5 0.01\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 6 0.01\n", + "epoch 7 0.02\n", + "epoch 8 0.02\n", + "epoch 9 0.02\n", + "epoch 10 0.03\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 11 0.03\n", + "epoch 12 0.03\n", + "epoch 13 0.03\n", + "epoch 14 0.04\n", + "epoch 15 0.04\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 16 0.04\n", + "epoch 17 0.04\n", + "epoch 18 0.04\n", + "epoch 19 0.05\n", + "epoch 20 0.05\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 21 0.05\n", + "epoch 22 0.06\n", + "epoch 23 0.06\n", + "epoch 24 0.06\n", + "epoch 25 0.06\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 26 0.07\n", + "epoch 27 0.07\n", + "epoch 28 0.07\n", + "epoch 29 0.07\n", + "epoch 30 0.07\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 31 0.08\n", + "epoch 32 0.08\n", + "epoch 33 0.08\n", + "epoch 34 0.09\n", + "epoch 35 0.09\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 36 0.09\n", + "epoch 37 0.09\n", + "epoch 38 0.1\n", + "epoch 39 0.1\n", + "epoch 40 0.1\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 41 0.1\n", + "epoch 42 0.1\n", + "epoch 43 0.11\n", + "epoch 44 0.11\n", + "epoch 45 0.11\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 46 0.12\n", + "epoch 47 0.12\n", + "epoch 48 0.12\n", + "epoch 49 0.12\n", + "epoch 50 0.12\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 51 0.13\n", + "epoch 52 0.13\n", + "epoch 53 0.13\n", + "epoch 54 0.14\n", + "epoch 55 0.14\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 56 0.14\n", + "epoch 57 0.14\n", + "epoch 58 0.14\n", + "epoch 59 0.15\n", + "epoch 60 0.15\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 61 0.15\n", + "epoch 62 0.15\n", + "epoch 63 0.16\n", + "epoch 64 0.16\n", + "epoch 65 0.16\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 66 0.17\n", + "epoch 67 0.17\n", + "epoch 68 0.17\n", + "epoch 69 0.17\n", + "epoch 70 0.17\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 71 0.18\n", + "epoch 72 0.18\n", + "epoch 73 0.18\n", + "epoch 74 0.18\n", + "epoch 75 0.19\n" + ] + }, + { + "data": { + "image/png": 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E4egjFgZBELoSImoEQTglUC0iwARBaB8RNYLwO+ZkK5ymWpqkQaVw3BBLZddDRI0gCALQePuDJ3oKgiD8RkTUCIJwzJE74pMf6dYtdAVE1AiCIAiC0CUQUSMIwjHleDaoFATh942IGkEQugwNN957XF0oLpfNcQqybuvG83h8EgR6C8KJRkSNIAinHKpFrD+CIHgjokYQBEEQhC6BiBpBEI4Z9VffdkLcIuKKEYTfJyJqBEEQBEHoEoioEQRBEAShSyCiRhAEQRCELoGIGkEQjiq/JZ5FWhV0HaSKtHAiEFEjCIIgCEKXQESNIJzEnIp3u6ql6URPQRCE3ykiagRBOGqojRZxIQmCcMIQUSMIgnCMUS2nnsXteFJ/9W3yvghHBRE1giAIgiB0CUTUCIIgCILQJRBRIwjCEXE0WxCojRYabrz3qJ1PEITfN7oTPQFBEI4tamNrR+vAd15BMRmPyfP465ot2VCCIBwvxFIjCMJxxV5d0xo0K40nBUE4ioioEQTBhbvIEMEhCMKphogaQRAEQRC6BCJqBEEQBEHoEoioEQShy9Fw471SzE0QfoeIqBEE4YQh6dyCIBxNJKVbEARABIYgCKc+YqkRBEEQBKFLIKJGEITjihTjEwThWCGiRhAEQRCELoGIGkEQjitqk1hqBEE4NkigsCAIpwRdNZDZvTcXHNv+XILQ1RFLjSAIh0VttLj1a/ptlpajYamRuBxBEHwhokYQBEEQhC6BiBpBOAXxsJxI5VxBEARARI0gCIIgCF0EETWCIAiCIHQJRNQIgiAIgtAlEFEjCIIgCEKXQESNIAiCIAhdglNW1DzzzDMoisIdd9xxoqciCEI7NN7+4ClxTkEQTn1OSVGzceNG3njjDYYMGXKipyIIgiAIwknCKSdqamtrueKKK3jrrbcIDw8/0dMRBOEIUZuaT/QUBEHoopxyouaWW27h7LPPZtq0aSd6KoJwSqM2WrpsP6UTiWpxFEZ07+ckCMLx4ZRqaPnxxx+TlpbGxo0bOzTeYrFgsbRWW62urj5WUxMEQfCLe68q1WKRhpWCcIw4ZSw1ubm53H777Xz44YeYTKYOHfP0008TFhbm+ktKSjrGsxQEQRAE4URxyoiazZs3U1xczIgRI9DpdOh0On7++WdeeeUVdDodNpvN65j777+fqqoq119ubu4JmLkgCIIgCMeDU8b9NHXqVLZt2+ax7eqrr6Z///787W9/Q6vVeh1jNBoxGsXMKwiCIAi/B04ZURMSEsKgQYM8tgUFBREZGem1XRAEQRCE3x+njPtJEAThaKC6JQ8IgtC1OGUsNb5YuXLliZ6CIAiCIAgnCWKpEQRBEAShSyCiRhAE4TfSeEBqYAnCyYCIGkEQhN9I+fvZJ3oKgiDQyZgam83Gu+++y48//khxcTF2u91j/4oVK47K5ARBEE42GrLK2t+fXX6cZiIIQls6JWpuv/123n33Xc4++2wGDRqEoihHe16CIAgnHapdper7fYS2M6b6hwPt7hcE4djRKVHz8ccfs3DhQs4666yjPR9BELo4p3KXbsv+KmxV7c//cPsFQTh2dCqmxmAw0Lt376M9F0EQhJMae03T4QcJgnDC6JSoufvuu3n55ZdRVfVoz0cQBOGkRRNiONFTEAShHTrlflq9ejU//fQT33//PQMHDkSv13vs/+KLL47K5ARBEE4mjD3C0IbpoZ3euNowPeQdvzkJgtBKp0SN2WzmggsuONpzEQRBOObY7J23MCsahbDZPVEz/Y8Jnd4dsjr9FJ3GZrPxS1E+hY31dP/lZyZPnSo1O4TfHZ0SNe+8887RnocgCMIxZ0lmAS99mcbnv+EcAamR1Le3f0AEDb/h/J1hUe5+Hhw6hAOHDjk2zFxB96Rk5j33HLOO81wE4UTym4R8SUkJq1evZvXq1ZSUlBytOQmCIBx1lmQWcNMHaRRVNR71c0f8ccBRP2dHWZS7nyvX/ECqqmXFtDkU/uFqVkybQ6pd4eL/u5xFuftP2NwE4XjTKVFTV1fHNddcQ3x8PJMnT2by5MkkJCRw7bXXUl/f3j2MIAjC8WFdZQ22lmQGm13l0a+zOFapDabuJ6Yyjc1m44GMdcxOSObjiTMYExVLsF7PmKhYPp44g9kJyTyYsQ5bmwKppzp2u0rOjjKW/LCWz1cuYUP+Bmx224melnAS0ClRc9ddd/Hzzz/z9ddfU1lZSWVlJYsWLeLnn3/m7rvvPtpzFARBOGL+b+t+Rv2axbcllWzYX07BMbDQnGhWrVnNwboa7kkdjqZNEVSNonD3gGEcqKthTUnhCZrh0WdvejFv/W0FX7+0hb2fN1L4sYGfnsnl6tdvY/nB5Sd6esIJplMxNZ9//jmfffYZU6ZMcW0766yzCAgI4JJLLuH1118/WvMTBEHoNIWWZq7LPMCN2qATPZVjQkGBQ6ykhkX43J8aFg5AYWPXsKDvTS9myRvbUAF3CRfUZGbMtgt51fIO/AGmpUw7UVMUTjCdstTU19cTGxvrtT0mJkbcT4IgnDQ43U2fVVad0HkcK+Lj4wDIqvLdbyqrqgKAOFPgcZtTZ6ms3EBh4WIqKtahqt6uJLtdZdUnu1oEjadVyvl4/IELeHb9c+KK+h3TKVEzbtw45s6dS2Njqzm3oaGBRx99lHHjxh21yQnC7wWbqrKmooaviytP9FS6HCpQEqwlIsTA8ehS15BZehyexcGkCRNJCQphXlY69jbFUO2qyj+zM+geFMKE6LjjNqfOkrHlGrZn3Ula+hWsWTuZ4uKlHvsLdldSV9nkJWicKCgEN4WjKQwirTjteExZOAnplKh5+eWXWbNmDd26dWPq1KlMnTqVpKQk1q5dy8svv3y05ygIXZpvSyoZ9WsWf8jYy+07clzbl5SePNYF1WJx+/cp2CpAUZhzeg/HP4/B6d07c1d8ufcYPINvtFotTw0by/f5OVy2ehnrS4uoaW5ifWkRl61exvf5OTw5bCxazalVscZiKWJb5i0ewqau2tLOEa0ENodSUi/ZuL9XOhVTM2jQIHbv3s2HH37Ijh07ALj88su54oorCAgIOKoTFISuzLcllVyXecBnVs4tWQd5LTWFycd9Vl0DTWE9miAT9nADKArTBsZymjmIl75MO2zF318O/cKUsHM6/FwVn+0m/DfOt7PMSerBBxOm8+DBbKYuX+Ta3iM5hU8XfMSsRSs6fW6bXWXD/nKKaxqJCTExpkcEWs3RkYW+XExuewGFXbsfJzp6GoqiJSjU2KHz1uuriQ6MPipzFE49OiVqAAIDA/nLX/5yNOciCL8rbKrKQ7vz2k0zfnxvPj8ctxl1LQyZldg0OlSjhpDBkYw1B6MND2Fq4kSabl7c7rGPrHmER4JNRy3gVD3CKsZ2u50D+/ZRv2kTpoYG4gYMIGj0aL/j5yT14OLFn7D8oqscFYX/8TdHReFmK/VHKGoOZWdSW19LVoXKvK3NFFS3Wubiw0zMPTeVWYPij+icvqiq2kz7nbRULJYCKis3Eh4+lvg+ZoLMBmorLT5dUCoqDbpa7LH1jIgZ8ZvnJ5yadFjULF68mNmzZ6PX61m8uP0LwnnnnfebJyYIXZ11lbUUWJr97leh3f1Cx1Asdmo3lbCsbyGzh8R32NLw7IZnOSPpDLQa7W+egyW3psNjd+zYQdp/36b/6jUENjTQjKPVlBoZSbcHHsDfbLRaLZNjEwAInHw6ilZL9ZKlfsf744tn/oG1RWrP1AaxKnIie4N6AlBY1ciNH6Rx57Q+dI8KIibExKiIzt0bWywlhxE1znHFAGg0CpMu7duS/aT6DBYOtIZw0ab7ONC3jF7DYzo1L+HUpsPfxvPPP5/CwkJiYmI4//zz/Y5TFAWbTSLPBeFwFDdZT/QUTgi2fRUn5HnnfpTBeLuGPUE76H+YsSoqhfWFpBWnMTrOv4Wkw9R1PA7p11deZezatWij+qCJCEO1VGEr3Q1lZeTdey/JQyd26DyqzUbxvHnEx/Xx2mez21lTUkhhYz1xpkAmRMf5jLsJttUxu3gp38fMZG9QT5dV8cXlu11j+gfRqbYTRmPHXERGY6s46TU8hlk3DGb5gm1Y/ehEa43CkjcymXXDIBE2v0M6LGrsbhUp7V2sOqUgnAhiDJ32/p7SVKzKPyHxJ8WqnZ8/3s7K6Hd4nI6lOP+WgFN34VD86b+5yW7vUMDuaXlWgmc+jSagtfaMvaEcy9ZPsBVldPj56zZupC64APAUNYty9/NAxjoO1rWqgpSgEJ4aNpY5ST08xio4LIaTytawN7A7KN7zL+5kUcOwsJE08EE7IxSMxjjMZk9R2Wt4DCmDz2D+31bTWOf/xmD1wt30GBqN5ijFALXlWMYbCZ2nU1fV9957j0svvRSj0TNwq6mpiY8//pirrrrqqExOELoyY83BxBv1FFqafcbVKECcUX+8p9WlKUXlqpJzgI7FmTgDTlW7imV/Fc3VFtJoZFSbcfY2n6CXcPh1Ba+3CIdh2TsIiI2mtraW4OBgkmM9061Dh1wFGs9Ls2IKxzTmRiwb/9OheZeULGdH7SPY/mqFdz3ndeWaH5idkMw7484kNSyCrKpy5mWlc+WaH/hgwnRI9LyuK0CQrQ6NasfuQ9S4v/Jmq5Xi7VuprawgODAY3yUBW86rtOcYc4iDvn0e9jmuaG9Vu4IGoLbCQsHuShL7HX0JvSSzgEe/zvKoUn00440AsNvg4FqoLYLgWEgZD0fBFdrV6ZSoufrqq5k1axYxMZ6mvZqaGq6++moRNYLQAbSKwhN9Erku84DrjrgtD/dKON7T6tJEoSHK2t5S60BBIS4wjhExI2jILKXy6738YLQzb4CRGq2NTK/xrXy/ezU3tCMcrng+lF6DB7nGRwQGcW3b87VpeaAoCqqqYhj4Byhd5thot3kscu71cbZn3YldZ0PjVrXDZre39omaNNPVVmFMVCwfT5rJZauW8mDGOm6Ln+xV7CPfFI9d43u5UO02finKp7CxntXX3Eh/Qx0ajYIOhes0nfv+Go1x9O3zMDExM33u72h6d0fHARQVfYsxNAGzeXS7gsvZGLXt77WwqpGbPkjj9StH/HZhk7UYlvwNqvNbt4UmwKxnIVViVtujU6JGVVWvHx3AoUOHCAsL+82TEoTfC2dHm3l7UHce2p3nFRT8WmoKs6LCkBrdR4cYFIaiBQ4fyzQ4wMoFg8/Hsr2U8g93sSJGx33DTABMaN7gNb4y6W0i8sKx2e08vvI/7QqH739czs0DU9G0uKJqaqo9zuXr2urcrri5pNbt2shgW2+XoKr4cq/LrRdYNIzabps9jl9TUsjBuhreGXem7z5RqcOZunwRe0vL6BET6bG/XuvbXVe/cy3FK97krOpWQRUZFMg5Q/szvFuroNm7aR29J57u8xxOhg39HxYqMBpjDissOpre3d44m93Gxj1vMrjlcfaOv2HX21sE1SM+BZXNrvL3rzJ93oA4Wzc8+nUW01PjOu+KyloMC6/C6zanusCx/ZL3RNi0wxFVZBo+fDgjRoxAURSmTp3KiBEjXH9Dhw5l0qRJTJsmPTcE4Ug4O9rMpnGpfD6sFy/3T3ZtnxUlNwhHk9sxoe1g6b1Lwi0o+S+w8dA5VMVsYt4Ax+I4ivXcwkte48MOOe6o15QUkltd7L/BZOpwyqqqyMlpLbKIHxFzOP6Tqafik10+9yVk3khw0UiPbc7+T4frE1Xd2Ma6oaqENVahDdyLLjQDbeBewE79zrWUfPU0pwcHsWLaHAr/cDUrps1hTFgU761NY8uhAtcplnz6Cfv27W03HtNiKemQoAFa0rvbFzbB4Ubi+5h97lt+cDm3fj2R+kOv+JiHd+E/J69k5FBZ6z/oWwUKqhrZsN9324rDYrc5LDR+ZROw5O+OcYJPjshS48x6ysjIYObMmQQHB7v2GQwGunfvzh/+8IejOkFB+D2gVRQmhIegBhjEMnOUiUHhdkycjh47UGqiw4HKVkM5BUP/RbISQAmjuYr/+Ry3rOoBLmdRh4VDTU3HU7z9cftOSzs1jlRidvwfB8ZluLY4+z9lVZUzJsq7d5+zT1SoyU0sqCoH4+pJ77eJwOBNrs02SyiFb2QxKyGZhZNmeFikPpk0k0tXLeXrrTt5qdtwtBoNVWFRvPfe+4SGhjJr1ixSU1O9nr8jlhLHlGxUVW1k+AX7SfumhvrSPqB6359PvKSPzyDh5QeXc/fKO3k4vgHsvgSld+E/cNSVentPx7qdF9d0siP8wbWeLidfc6vOc4zrMalzz0FrjJi9pglNiAFjjzCULhLkfESiZu7cuQB0796dyy67zCtQWBCE44PqVjahftMmAoYPP4Gz+W10NL34SLlfNWDGxFC0aFFw2gj+01PHix3tZKCA3Q6TG/9DlWUN6aYwwgumcxq++zt1VDiEhIS086S+rRl2oMRNkMVY2u5vlTiFmipiLVEEVPZ1bZsQHefqE+XuGoOWPlFZ6XQPCqFXVKRrBvlRNfw0ooJW54qDhn35WCoruW/U6T4tUve0uLLWlBS6aucAVFdXs3DhQi655BKiQvbjq3e601IyeNBrXsKmuHgpu3Y/hsXiEBfJZ4C1MYLCzZdSm+couGcK1tB7JBgMhdjtkWjc4o5sdhvPbHiGnkYb4ToVpdnfQu5Z+A8cdaUqtHSotk5MiKkDo3xQW3R0x/nAGSNmq2q1OGnDDJjP7UXAoKhOn/dkoVMxNampqWRkZHDaaad5bF+/fj1arZZRo9rmBgiCcLSoXraM4qefcdUfKZj7BpogLbFBHbncdhzVrtK4txJ7TRMox6bf05GkFx8pI8wHMNe0BuQWmxS+tW/lT29/BCnelgJfbKnX8mWlnkqbDcjgmxoIb17FLQzwOX5CdBxRQUHtCofIMDPJyck+j3eg4JAwrcLOjooCvNLXyL93+z5qkXE917T8e5khA4MSwIDyVkGh1Wh4athYrlzzA5etWsrdqcNJDQsnq6qCf2al831+Dh9MmE73/QU06DTorc08PLEl/qiNcLFWObYfziLltFy1dacsWbKEUUM+YiS+Kv/6tpQUFy9lW+YtXufSmSroNuF1tJV/JXtZIZW5WWzKVdn0FQRHRHHmn6+nz2njAUgrTqOovojEwI5VeHYW/gNHXSl7uAHVqAGL3acjUwXCgw2M6XH4YHSfBHsL4d80rg0NmaWUfZDttd1W1UTZB9lEXjnglBc2nboduuWWW8jNzfXanpeXxy233PKbJyUIgm+qly0j7/Y7QGlNAzaNvBpD/yPLOLTbbRzKbpvD40nRvzaT89lCDqycT/7XX3Vitu3jTC8eGBbuEZMxMCycK9f8wKLc/b/p/Fvs5ayutbJSDzeMDuC5kO1cvPBVIqsrO3Z8vZZ3ygxU2jyXrwad/0ajWo2GP4y+zNFgctVSzwaTq5byfX4Os6dNcwUJ+yJC/zxayjy2NRvLeb/Hf1gXstXvceG5+zwe12FhS6Hn4ndOYgoPDBrJxrJipi5fRPzn7zJ1+SKyqir4YMJ05iT14FB8CrFVdRRHNFEeqviM+dGFOe6Hs6p8x444LVJOy9XIUYuJjGyNI6qurqa8vD0R3mopAYfLadfux2gv1qRB9x/qKzM9xtSWl7L4hafYvX4t0Fp3qNrWMVeLe+G/GIMOFIXmAWa3Z207C/jztN6dDxJOGe/IcvIb+6VAaKJj3BGi2lUqv27fRFn59b4jbulxstEpS01WVhYjRngr7OHDh5OVlfWbJyUIpxp2u4287O2O+hzmcBIHDPQwex8NVJuNoqeeRhc3DOPI6+DQJz7H1WeWEDSqm+9zqDYy1/6XrSs/p6Gogcvp63McwMGYu1Ar67CZVOw9tcRvnwKAZfdvqwj8QbKOm0s6ll58TmJKp11RodYw+gdqMTTD8yZ45dP3gI516bar8GWVs0ZQmyMOc4JRfS5kcnMOD2Ss82gw2T0ohA8mTCe3Xz8aPI7wXEQCtOsJ0K3DYh+InXD29LJQ3G0fYxSVnSX7gKEAFBvBfCDdddzotE0w2LHYxR/KJye5G3ab3ZVuvbemivf37SSnvtZ1TJTRxA19BnJf6nDX+/y3W+8nuLaaGateBA76fI1B/YIwRRp4LjudhRO9LVLzstOJj9EzIdohvg2Gegak/kzer8Ow7gmhTqeh0ujpfKor6YMpbheKpvX9sFiKsakqy3M3s8HSGzOR9CcbjQ8XnSHYSnBcPbUF3k6tn+a/Sa/Rp7nqDu21aKiwKkS0s34bjfEehf9cdaVioXlYBPrsSrC4zcOkJWRQBLee1t3/SQ+HRutI2154FXgVemh5j2c906l6NZb9VR4uJ1/YqixY9ldh6mU+4vOfLHRK1BiNRoqKiujZs6fH9oKCAnS632eVVOHUQ1VtVFZuxGIp7nDWhS92r1/LinffpLa8Nc6irdn7aNCQno61sIigmXe0O67y690Ejkj0Gfi3etUUmnVlxI0FTbMG3vUvapoSGgj5SUNAhgY1Qgspju15G78h8Te8jsR9lg6nF7eNyTgSlH01mBIcS8E/V+4hptIhxtR2W4g6ONCkodLmW0wpHbiTnZPUg3MSU1yxQrbYMi4xjEar0TCfOhpozWwLUWu9jlcUO0btNixGDSVJ4S11auD8kFbLyBI1kws2/xd8tE0Yt+5XNh6MZ+HmTZRXtVqWgnV6/jFkNDf2GeSqnfNU5mZSwyJc7j7FrlJiDmfh9P/DXPK07/dAoxB9eSxLXsvhktVLuXdAqytrXnY6S/JzmPtgHNo9mpbX4/gcuqVuYUdaL5r1eqoyjB6+Avu6O6kw1KMf+gEhSWkA/NwQxzO/ZlFgMYByJwARailX8T9Gs95rXrpA3+n6NWWl5GVvZ8SAEcQGxlJcX8yXlXquDfUer6qO9Hln4T+7XaVgdyV11RYe1IVyW0MpamwAlhgTmoomsNjAqEUNN/Ds4B5oO5nN5iL1PEfats86Nc90Op3bXtMxF3JHx52sdEqBzJgxg/vvv59Fixa56tJUVlbywAMPMH369KM6QUE4FrQNOAQOm3Xhi93r17L4hae8tjvN3ufd9cBREzbW0lJHP6CACLD7r7WiNuD3bstqb7GyqPi25Leh6iIrpi16NG6lVMq7LSYxY5D/gw5DUKO9w1lCrTEZR05qZF9XzZf+2kTsM5+moul1qifuJ+kb7/HuAcubtzWgpgR7CcMxO+1csxzo1eZg1fvN1Go0LkFm6J5N0wHHCr6nOYi1aj8CaEbfbOEu/Rqg9QZxg9FIBE00o7AoJglzYx29TTY0Cph1rc8z6UdPS11wQqv954fqat7IdmQn3Tt6iqsA4PNZ6Ty6dSN9QszMSerh0yp24/dVfDcihFqNAastCJumzqd1KmxUGNwCvywoZImbRSo+Vs8jc2OZPDYY9rgdoABmFV2yBQq8K2WPCNSBJoKG7beSV/MtGwaX8+IBAyqe9ZvKieAl7uUOnvcSNtZ6/0tabWUFWo2Wv4/5O3etvIttDXret2o4re1AXTiDBzxJTMxM9qYXs+qT3dRVtkZlPxKqZ+nwQH6N02KPcCTLJBj1PN4nkbOjzX6f/4hIPQ/6n31UKwprQjoWc9fRcYCH4AsKdaTQH6u2FB2lU6Jm3rx5TJ48mZSUFIa3ZF1kZGQQGxvL+++/f1QnKAhHG38Bh+1lXfjCbrfx4ztvodF1AyUI1Drs1jyP8zrN3h1xRTlcWJmu0vJ2u83jOF1UFIoxDBsq27ByRst2G6pX/RVrtYX9+/dTW1tLkF6LM7JCUQCbHlXTfHg/jAL2CGjqrRKwv3WwTV952NdyuBN3NEvIOa4z6PWtidt2VHK7b6VxyG6UGq3LJePMtvom72CbtgZgijQQfXmsY/HGIWju/sKO0gl32Ef22TiLXfxkH06FvSU7RqNyp/UWNvG9a+wYiwVF48hui8g/yDOWcN4NCuHSyHqG61u/W1FVFTQmt84ldnQVln0OcTavrIhZCcl80sa194kPEdPWKhbaaOeitXU0161mf0QgP42oa5v85CJsVBjJAyN4cGEShY31VJ27i9RRerRaBfw0mNcFOl5bQkBvsHiLVpMCvXLP5qNoPaqvfpSKBlQ779v/TL/CTGz1WnQBVgwhTdQW+v++BJsd34dpKdN4YcoLPLPhGTKrW3t7fVMbzeyBVzC1340oipa96cUsecM77sxW3cy0n6u47opeNPUNJcagY6w5uNVCc7TaG2i0vyltuy3GHmFowwztuqC0YUaMPTpWH8uX4AsyG5l0aZ8T2ki0U6ImMTGRrVu38uGHH7JlyxYCAgK4+uqrufzyy9HrpVeNcPJy+IBD76wLf2z8Og2r/XwMbum5qr2G5vqfsDc7blGdZu+kgUPaPZfThdVYXuYqLf/OXTcz5cqrcRZcV+02VkXG8x+1muTS3S5R80e1mpuVQM51O9+XSxeztzEPgMigAldWjKmiD/UxO9udS1tsYW2yTXLaV0MdSdEeGxmDUaPluax0FvrIEno+Kx2jRsvYyM5fHJ1Wmv2aYtbpdzCw/0LWr6rjrX+XU1DSmkIUbTRRamn0amvwXHY6S17LgVvAPCKUP//giJ/w9eoH7HwfEv0vBu82n8EfWOU5P9VOYmM+I22+C+gBxNhsvFBcyl3R8A6B6MKaGdOyb8/o6VSrjfRtdnw+7+8bwSW0FABsbGZ+OwUA3UVMW6uY0vIK9YFTSCnayxlpsD61nPqA1jICGlVxpJArDleU0yK1afAhrNr2KzZb63UoKAyLmAIF33ntVxQFFZW/ZNv4OlrF7sOd02d/Nmeu+ZZ9da1ZZIrWDqrnWBWwBYZgNEfQHBCE3W5HQWGidRRf9f6AfQ27Ybmjqeazs5ejC3SIIrtdZdUnftLMWij97hB/nDDe0zJxErc3UDQK5nN7+cx+cmI+t2eH6tX4E3x1lZYT3iG90wEwQUFBXH/99UdzLoLgQrXZqN+0GWtJCbroaAJHjUTRdt706oyfKS9f6+Fy8jHSqz6FL/amF7Pp+xpQgj13KMHog86lue5rl7CprfQfWGuz21i88j2WL36PALQk0lrfoq6ijG9fnecSOZ/+41WWJ45g3tIniGmqccVSPLX8Od4edI5L1NTRyL6GPNfqa6ICZ3WTkKKR7Yoad0FSta3ecddd1WZhrPV/0etoiva6smIsdhtLW7KE2qYXL83PQW0Z19mYGnAImh/12wgLK2TDhhIef8xhwfhw2nBSwyLYVlnGBT9/z0wfAcsLJ87kktVL+fmjQk6LDCaqnXp5UeXbIdHhZmwK3gdtxjbgebPXq24f08tWoLc1o0MBPz2SNDiSu/9WXsFPgQHkHWytEjw8do7jH7kfA1BvN4Cm45WDneN8WcUURQElFI0ukZSiQyQVBVAUYcEWoGdq2IVU1u3m2dTvvO4NqmwKgarvIsmqCs11OmoLA4k2dSNAF+pzftDSe6tRZXiFjc0RnstUn33bmbPsI+/zt4mBag4xY4lNRtUbaADee+99BhhSGGfti6beIVAj3Ny4WjdrSsHuSg8LhC+cDTPj+5gd47N+JWjDs8QbCvHQBX7aGxytmL4jIWBQFJFXDvBRp8aI+dyeHUrn7ojgO9Yd0tujw6Jm8eLFzJ49G71ez+LFi9sde9550pdC6DzVy5ZR9NTTWAtbxYcuLo7YB+4ndMaMIz6fr/iZw7Fh7y5mjvItatx/1P4aD+oDp2Cp2guoqNoCVNXmdcFafnA5z2x4mqL6YmipnRderaP/lwqFjfXsNtbTKyrSFUx50BzJQxsdGTy4WT4iLFX8bfOHLpHziz7L44a1uaH1Z26s8y8QvDtLQ3yUnr8Zo5kd3nqxSwsfh68qLx3pAO0UNs4F9e2xZ/DYtk1eWUJvjT2D69b91KGYGn+WITsq6/QOK4hOX8eb/y53uGQmzkRVVdaUFLKyKI9aazN3Dxjm06px74DhLFm+CMuOeiAAFagINJHUznyak1OhYJvf/d0bcphQ+iOKH5/O3uoIeoaVkFcfRq3VQLCuicTAKq4sH8hlRdcCvrPe4k29oKnhiFx77kX3nJlKHiiOTCINCvHlDsGdYAtkYFksd++w8+50DTa3GqxLK0K4ILjcO8So5XHe2lhQFQK0wdjcGmHGmQJJTbShbdM0M8rieSLFbufMNd86/u3zXXDQHBxGY2KvlqdWKTWVEqzoCbZ0w17fjAZv8dCQVYZpWCx52dvZvWkvusDt6ALDsFvCaaqJw1cFlH1bS/jhnawWAWQCHidIU8qk0P/Sy7TO7cUrjvYG/c8GjdbjmmRXHdlYDZpwBqb8ian9bvQQWEebgEFRmFIjO11R+EgE37HokH44Oixqzj//fAoLC4mJiXG1S/CFoijYbNKXQugcrjosba6K1qIix/aXXzoiYeMvfuZwvPhjOaqpwGe33cP9qFvvchPQGg+QX/sg5WtfpW+fR4iOnkZl5UaW5/zEYxkLPGIVqjZVsXdBEWeVZ7jOFRUUSOywCcxJ6sGcPY5aG20vPc67eddr1lbhfgGuqoqBliRiU2VfdI3hWI2e1iN/guT5rHTuzMthb/c+OPNgPon7A1fyhcfxHe0AfU6iI4XKufD2CA5l69mXeomSTeUlHuP80Z5lqE9KJXWK43PasaOKguJmPpw2nK8PHfA65ppfV/DM8HFeBf+cVo0RlXUUhkWRlRCF1aBvSar2zRt9TFznnZjjYmz5Or+CBuDHot4sL+5BnZtaCNY1cW7SFe1+jQeHT4KiZUyIjiPUbOT5rHSPmBqb3c7qkgIeSF9HjNGEoiiu2jkfTJjuO3VerfPa1GCrJcIYxmm7VBoCh/P+OeOALQD8FPUi+bZ0/k/7HlFUuo7RVELOpniqckJAgVX7tnL35++RW91a3C5p8wYePvNWZvdrbXxZ2iZmtVvBAULrPBuA+iQ6ARSFvMA8tkRuoUHn+P5/x49ENZu5sehiJtR4VuHe/tES0t76mdpytxpBSjD6wDPQGjRoNc2EKXoURaHM6vggtv54yOup6+wRLKm8j1nm5zyFTUt7g+Kgetc1aUudjjUH+2O3mKnXV/NO4RtEbf2IB8b+g2kpx66PoqJROp22fSw6pB9NOhzxZrfbiYmJcf3b358IGqGzOOuw+MokcW4reuppjxYB7Z5PtbFr16OYKy3EFlswVzb5PrcbdhXKGszsqujFo19nYfORvtvhH6sSTOL4IhSNMwj5ZlatGsOmtCt4ZdsH0BKTAA5Bk/taLlMC4jwK0Y0Oi3IVoguw2vzenbb3Q7YHtsb8KGiI2XGF40HLS2srSMZExRKs17sCS2clJPP2rh3Y2mlG6EzRbq+R44G6GtaUFAKqR8l+RXHEZFyS0pvJsQkoitK+9aCFwxXvW7pztWvs1jpHfZL9tdU+jxlkjvBZ8M9p1egZrCMtJZZGve876O9HjfM7TwCj2w1rsL2B9uwMjXY9dTbP1TxA14tgwv128HaMcbhztBoNA2el8H1BDpeuWsb60iI+PrCb/osXcPZP37KlsoxiSyPn/PQNG8uKPSxoTlRVRbVXtwS+t3kebTDaqD6sGn0Gj15/F5VmN4mnaPhVN5HblNd5lodcm6Mf19NtlaMf0rbcAv718zIGBQd4fgYhAdzw1SN8u/NnVFQqtc2kh2s9frNB9R3rmWW1NJIXmMe6mHU0aD2rApXqKnki8S3WhKR7bF+b86WnoAFQa2mu+xpb025sdj3lNuhp0DA1VEdtvJ7MZAMHonVtWkhpAJXV1ddgb9OTSq0pcMX0bds7kuYfnuLMzNuZtvtPnJd1K1ekzSU4L4W7Vt7F8oPLO/RajzdHo0P6seS3N1gRhKNE/abNHi4nL1QVa2EhP3y8hF/3lvkUHO7UbXqRUb9kM3JrNYN21DByazUT1lcQWu07LcPeojE+3vkH7GgoqGrkf9sO8WVRBWsqarC1XFw7+mONHbEfc0/nRdhxbLO1kr0WZw0Ux5VQtauUfFTkco20FRWzE5J5MGOd6/mPCBUMla2vt8FaTXDRSBK2/BWdxbHSHk6Q3JM6nIaSohZB4psjieOwKU2ukv3+Ku9+l5/DFT368nnuPn4pyvcSVO0JsY9b3rP//vA2d2XncSg8hu1DHK7EhzLWtyveHsxY53ouZxG5lGAddfqBjo/Lj6j4+OyL/b43AE39zZ4bFJXg+DrMvaoIivO2hrQVPQHaYK8RKnYazDs8Hjvp3X8AY/54OuvqK5i6fBHXrfuJoRFRHiJiRnwSpRYfjRdVFVW101T7He6mIRVQ9AEYu+dRG7GDf13aUsW67XuiKKiKjp1Kq5PyyT/fik4xMvRAId9uyW7JzJrh+RlMnMHMxGTuXPtvlkcpbNJkMy17I0Fuc6wLbK9nVivFYZFkRG5pmU+bnS2P34j9DJufPlttaa5fiao6xm5qsnHp6UG8ODmEL8cF8/6ZobxyThjZie5xUxpq7dEUNHm206ixl6FuK6Jh5Uh0m28gqMnssT+oycyMXdfQvWwwz254Fttx7Mat2mzUrd9A1TffUrd+g9+bx9/aIf1Y02H30yuveLdo98dtt93WqckIv2+sJSWHHwR8+H06P2+D+DATc89N9ekiImsxQd8+7rXZ2GRnVEYVm4aFUR3qGbxZ0Wjm451/IK249c5z7vZc7OUOF0i8Uc8TfRKZ3fKj9u+CshOsKeP8hp/ZUxpASZTnBaBtifa6nXU0ljVx37T2s1U219czOiDA39vihaExksASBaV2qSsQNaN8JWNjLyC4aCTBhUOAhUelZsyRxHHs120GHAXqPpgw3avybrTRRIwxgCczN7u2tQ02PpLifet6DEIfEIjOHE5BZQUftiPepi5fxPLCXMwGE8+3BCw/ePpA6u3tNyisDvTVmrGVRkPr8SFJ1fScXIAh2BGk6iiC2Me135d0bbB5F+g7MOF+rKYKEradCUDOuLlEfOb47o7Pu5HTAgxwYT1PLLiU4RFRHUrvBtDUb8XWtApVaV3wnXP6NnwSxpAfCAu3UhzkVeHFL2uHjuKnEaeR+O0XlG5M497xvj+DewcMY8nyRdyt2cE5sTp6lhbQvbSAgrAo6g1Gxq9bi9pkxaLX+o1GbjAF8dXoPoSVNnjvd6JAib6C7MC9dChpWq3Bbs1Dq09CtYKpxgaBrVa7mgANn00I5qI1tQzIa72JqLM7TXQK1WXx5N86n8gSA5kTLwVda6ZZ67QcmV/jD1zIgohHSStOY3TcaI8xx6I2THtxjCGTT/cYq9EoTLq0j8/sJyf+OqQfDzosal588UWPxyUlJdTX12M2mwFH8b3AwEBiYmJE1AidQhcd3aFx5UbH3VphVSM3fZDG61eO8BA2anMT6uI7HTfWbY51Fh4fnF3DmjHhoCh8vXcm2eV92VXRC7Wt8dLolhFhaebazAO8NTClnR+1HVCYGPo/ApqtDM6qYdNgherwVndCqLZNvFAHmwPmqXZG+XhNzmd1x9AYSUhFf5rq3yYsrg5aQhfyG3ezpvgrRkROJVDjECJHWjNGbRPgOSE6rsMdoCdEx/Hu2Bn8afkywLvy7t6aKp7K3MzshGTuSR3uN9j427wDHXrPChvrqTMFoOh06KeehfXzDw97zB9+WQo4qu+GhWlJvbA/+WtarQX+6qt0lOTTC7D6qXwLUN9zEJqSXPQ1la5tpY2HqLdWE6C0itq2cVFWQ+tjRXF8j/cWZ1PYWM+9HUzvBqhv+hlbm5gfx1KrgAof7LmYe5K+At9vo1/sGg27WsTf4T4DW3kpayacTvfSAjRAYlUJwdZapmxaT3FoIGkpsc7Sv60Ht1gy8xP7oaj+4240qsLA+t5EWMOwd9BS4zh/q0UtuLGN9FQUUFWWDQ+kX34Vzk4PQZoKQKE610TeGoAqKs19sOvC2+nupBDSFE58dS9XryonR6U2TJs6OtW76si74y6/cYyJ8+Z5hVX3Gh7DrBsGec1FH6IndFw0xaFautvVzvfA+g10WNTs39/qa16wYAH//ve/+e9//0u/fv0A2LlzJ3/5y1+44YYbjv4shd8FgaNGoouLw1pU5DP2xQ6UBpjZHuWovuq87D76dRbTU+PQahSqly2j+t8P0G1YqdfxThTAZLFjrmxmrymGRXtne4gZFRzdeIP12MMNXsffsP0gbwxMaflR76KusjU1MlhTxsTQ/7kCBFUgNl+l2i2mopfRjllrb2mUqHg0B2xPVCjmEGiye4WYeoWcqhBc3ZvguOXEnZ2ByWh3WQKmTNvOoX35fLt3F8Hhvfg/OKwgeT47g4DoWCZEx7Eodz8bb7uas0pbAzydVpSOdID2FYzqrLxrs9sZ8u0nhw02tqsqr+3K7NB75h5obJowhYbPPzzsMfelDmdKbCI6jYYZPy4mr3EjijIIVKXd+ipHQnuV9FWd1pG5k7fXJWxUVNLKfmR81FluJ2l70tZ/2qw52NQmMvb9AHTCCuc1QcfjSeVrmR90BeWN3u6wjqCNdNy4HO4z0EZGU2cKpCAsisTKElBgau1qNKpKXFUdIw4WkZUQRaOhdQkzNdsIqtHx2WlDUOt8i87x1cO4sehioq0tP0i7FUj3OdYLpdUaVxvgI3JDUagO0pITpaN7SRPBmjLiDdmowfEU7QgDqgCwGPynsrsT2Bzq6lUFR6k2TJs6Oqodir5N8FO2yyEai+fNIz6uj9fuXsNj6DE0moLdlazdXsSHW/LY0liNuqEaNuxt35J+DOlUTM3DDz/Mq6++6hI0AP369ePFF1/koYceaufIzvP0008zevRoQkJCXBlYO3ceWREx4eRG0WqJfeD+lgeeF1WH/QPeGDwHu+IpQAqqGtmwv9yVOaXUd8yNZWhSSds1mnM1vzJWk4UGO7YYE5bTY2keE4011exz9bEDf9l+kB3dDFz1Fzvnhz/E9LB/cn74Q/wx+ka3jAfHnEOsnnELGgUuMDtN1KpHc0B7GzHnbuWY1hJ02M5aBoCuKYyw+O0kTf4MfZCVqLJW0TUkp4qzDXs5vX8xxdGtgaX+4lsuXb2UJfk5xF19M9/kHeTKNT8w2RjgMzAX4IMJ09leVeG3A3R7dDTY+J60NcyOTyIlKJh5Wb7fs3k+Ao31g4djiInjueyMdt/nBweNZHJsAoPNDiFQUd1IcLxjfJSf+ipRlvbv+I3NrZ+BqrR/2Q0Nc3x/LbFJHmvNofqdpOnnt3usE0PwAtJ2/pefshyfS0e7aQN+FZcChNhqSWgsIKqyhPjGYhTV83WPUteTat9Gct4e+u5tk9au2okdlERcjJ7n/XzXn8/OwBAbj36wIzOp3mBEa9dzsfotw0J3oAuwAQ5hc0b2QU7bk8ewg0UEVRh4N+kK/jHqJgpKAtGkR2C3hnm8f+Orh/FQ3l+Ispp9vr6EgLa9L9xffAgaXSIqUBWgkBPVTjuGAA2gYeIME5o/L6Z+4v+wllW59hubOpC9BZhCdIyIcTSO7mhtGHt7cYZZix31ctwKA9aXGLD6CulyoqqOm0w/aDQK25obuW/DXjIsjR6lJJyW9CWZBe3O+2jTKVFTUFCA1eptPrXZbBS18wb8Fn7++WduueUW1q1bxw8//EBzczMzZsygrq69T0Q4mbHZVX7dW8aijDxX4G/ojBkkvvwSuljPu7jSADNPjPkTaxMG+zxXcVWdK3PK2tixGg/Rh5p4puojXjG8xseGJ3g0cQHNwyI8XE7t8fDuPNS6YhKN2+kbsJpE43Y0ivfiZq5qRt8Y6HE3NDTQxtWRTZi1amtzwHxHc0APUdGScvvksLEE2+ztmKxb0dh1JAz/GAWIKbMwcIdnxogdhZXKJEDFZnd0cbbYbTwwaCSZleUegiS9uZDTr/kLYWMmuAJzP5k4w2dgrjM2Y+vZl/LdGefwv3Fn8t0Z57Dl7EsPK2ig48HGRY0N3DtwBE8NG+dTiF2yyiHEnhw2Fq1GQ3BTLagqilZLwM33sMRPcPL3bsdA64IfEaElrqfjDthXwC7AzbvabwJo0bda/B7keTZ6dxxyYTA0OoJt9UZsLYGxLc4fylK8s5F8oTE2882WHczqhPg7HIG2ekDHX/Z+jorCMHWTa9+1/IcHlX/waOiDXLa/VYDN3v4dGtXOn7TzueHmiJbv+jLPz231Mpbk5xBw092uQpupFd0JLxmHucmAooHYEU5x4Hg/Iusa2R/QnWeGX0NJgHtNFA2Nhec6EgztKgMPqNx+6CLH60ZhU7iWJXE60sytS+DQiDP8/r70gVMc7RmAZSOCUNtxq0TrtA6ryflzoMckrKWegtJcuQdjY4XfTEwVlVpDBddMv9xVr6ajtWHWffkzudu3Ym8bYGy3OSw0bUwyHb1W+sNmV3n06yy/9dkBv1mkx4pOVRSeOnUqN9xwA2+//TYjRjiU5ObNm7npppuYNu3Y5NYvWbLE4/G7775LTEwMmzdvZvLkycfkOYVjx5LMAh79OouCqlYrhstcOWMGIVOnUr9pM9mZ+3h0bRHbo3p6WGjaknBwpyvIrb7EQHO9Bl2A3XcsYct/YmstLjVgQ8MLva927DjMnbSTfEsz7zYGc62PfTY0rAsbQrEhkpimMuJ2Did3yNcevqKhgTYGm2zkNyuEnKawrSySt78oYOryHNd54gJMLitHbnkeqqLS1FvFHqp6B9K00CO8FE2g46LZd08dbW05B0mkmhAO5axlyLee9VqSg4J5cNBIeoWEufr4bM9UWP3Dl3xxBF21O1MFuKOxPeAQPmOiYn0GGusUhZv7DnIJqT/p32Ie94JqxzR5KsH3P8H2l5/xKvjnbk1yZj7Fx+oZPNhE3V4D+qBzabD7tg5PLO14lkolZr8NGQGamlqDilWdI5i9wWRjwKRC6s0dc11k762lrK6e+8ZNp6Ch3qdb0BkI7bdGjR96aE1Uq2ehLbLwl+APmBr5DTDFY4w+yErKmfkwvz8A/dZt5PuCj1BG1VIyKYiH58bx/GsNHo0wjTHxhM19HtPkqaCqxDaqXFhtZAVWV8BtaFIjTKigKC0Ma4MWGwr/GXK+4wRtvpe2mkEM+3USN2z+mVhTbwInRrAiRse8AUaKTY7XG9CsI7PFoBSoCyUpKI6cOrcsPyUEfeAUtIY+KDpYOjyQHYmeCQbuxGq0PHz3aei1re9n21hBBZU+ez4lc+BfvOKCnB3k+54TxvQerWtpR8tIrP/ya35t3klwRBRn/vn61ma6B9d6tm5wzs3027KrNuwv97iGt8Xdkj6uV+Rveq6O0ilR87///Y8//elPjBo1ytXryWq1MnPmTN5+++2jOkF/VFU5FHtExBFGqwknnCWZBdz0QZqXum8b+Bt02hiGjx5NafEKVD8/HAWICzPRW9eA61KkKhSlhZE4ocI7ltD9WLft68KGUGDy9kcrqo3+ZGOmgkrC2cEAVLfKwC/vDmC2GkEc5a7S6N9GTeKhnreiWDQENlmoNxhpNIRyUXZvAoM3ERJcQN/wvWgUFUWBbkYVEnRMvC6MMy8KpfZfAx1BuFHpdEuJpGepY6FtGGKn8uJm7OHOjBlc2w1bFFfwrtVsJXS0SkSNDVOTHdUtzE+1Q1lNGNn52Xy60Hf136cyN/PBhOkMHxyIVWvFYGggoMBhMj+WXbU7EmwcbwqkoLHeJXzmJPVgdnwSb+7JYl9dNVo0vL47k7MTu7uOHclG7lCf5z3lGsqJInT8FNbt2c+akkK+zTvAa7syGRBqJi4gkJrmJrKqKpiXnc6S/BwemRuLVqtQU5aC1tCHarUXDTYL4T7m7+S5dO/3QLW1BlfXbctAHXUa72mvYSQbvczl1dUxLhv61u4llASUMKt3NeHBNvKqG4ABbU/vRVHL+nUk4q91sqq3T9OxA5M2gIdMA1CtsD1gFz1jl4OPmGdfNxPr87pxbcBGtg+EyZMCCR8wh37/2e0KOL/p3gdpNJlcFoy7d1gI0ShE6pSWgFsHId0aaU7QcmXCs2jKmiitNft8D8bnb+OBDT855hMWxooYHfcN85/F9nO0ljmGIiosW6m1GgjUNqPRJdKgLiYzZA6ja/oTXKU6ZGibC4vzX0+lJnkIGvCOFbQrCmjyiS79mOLoiUA3VxaUMVTDlEsH0Gekp+WswzVfWoKZa8tLWfzCU5x31wMOYVPr24MSGN2ELsCGtaG1xIQHiuJlNXenuMa/oOnMuKNBp0RNdHQ03333Hbt27WLHDkedhP79+9O3b9+jOjl/2O127rjjDiZMmMCgQYP8jrNYLFgsrQq3urpjvkzh2HE4c2XbwF+tRmHuuanc9EGaK3PJifMnOPfcVAx1uR7nqjkUQN4ah7laH+iWmmowo2mq9Pr9Fhu87yJGqeu4iv8RSWtBrjIieU+9hk2Ko+5JRWUTjzZfxev6l7Cr8F3UZN4y/oVZm9Mw2lq/e3WqgZXNSeTYHfVMTo/dzB+HzPe6jFgDtS4rR0DvLeTVt64YlX+2Yvdxk7i4TyVvflNO/o6WRnW/QuQXQUy44iwWhS71GLvvuxiqg7Qs37aUWYcJyP2vzXFhNQVUkxDnuCgdzoqyt6bKa19Hccb2+LIqzMtyiIx3x53JI1s3Mi8rnQ8nTGdedgZv7N7uUW/FqNFSZvFM5x2trGckG9mhDqBRDUerMTE5NoEJ0XGYDUbe3L3dY8FPiDHwyNxYJk4MornJSFlRPwyAvXkvuyuL2NMm+8udYZWe3+5FufvZeeP/cVZJy8Ly6woMMXFYbr6HHZMGMIi2DQYduUYN2gZyk3O4ILyZoYE27CosLtfTt+W5K7bUM3CAySWWqrbWM9xuR6vREGoytXwureLPPcuswmLh7rQ1HuLP7enxDj93vKYRkTP4NXQLm4KyuNjalxpjLYrN9zLiKWwUaqwm8urD6Lu3hpJIAxMaCkl1s+g5XU6xjSp377BwZrHju2/W1BBvcLxHTo/Nw31uJb3bIDSFDRi2emaBAWhUOzdu/cr1cqxN1cwbYPQ1MRev9DVy/qZKkoLcv8OVADT12kKufij9LWHcV5vI28EzKae1dUi8Uc/jfRI5O9rs/T60xArm3X4Hh7p1I23EcBoCnTFM+zE27GRotyEMnTHTb3q2ozaMwSMpwR1VVVGpw2bN8/jUfpr/Jr1Gn4Ym2Lcwcbr08taE4/WZt7xPMffcAx8s8nl8TEj7pQ6OdNzRoNMNLQG6d++Oqqr06tULne43neqIuOWWW8jMzGT16tXtjnv66ad59NFHj9OshI7QGXPlrEHxvH7lCC93VZxbdL1qi/HKnKo5FEBNnqnlbsSOGhBF4j/uga+8M/RimjwriY5S13EHz3uNC6eMO3iel9V72aMZT31FI8sDI7lI/wcuq69lT84fGB6Y5hjsdn0IpIkz9Hv5uRki7BFc1O9LrzFtHxdYXiXC+J7He9N2/KLc/Tz6SSGzEpL5YFxrCvRzWRl8/dJnfHGxiQv6tVpqrI0aDtkNlFdVce/oKe26krZmhTFojIGUlK0kBwWx8MMQr9L70BqbEazT82TmZlLDItqNoTHY/Kcz+6tdo1McjQUe2bqRC5J68NKOrSR88S4NbgXCkgKDubb3ANaXFnHV2h/5QNF4zEODnVS2o0MHTPHZYiHKaOKGPgM584lq1BAbqgq7d49F12RGVe2k7Xqfp7Zso6i29QYpJSiE+8+MI7nWIS6C7VuYiUNcOKsez0xM4b5pc9w6gGew5NF7WTt3MoPathhTVRRVQ1j1MM61axkSsBBUlW++q+XXdw9xVvl2x7hfwaDV0GTb53r8UtAnPDVsLL3iI4kMCvT4vJxZZnZV5bJVS/3G0pwVv4MVJT2otbZaB0J0FkZGDmNPbCMrQjfyUN5fqI5b17Zv52GpsxocmYdVzTQbq4HWYnqPbGsg3NrM8AqbRwpx38BvXLFqlWognzeM5ouk2Y59hp0cwNvCOrB0H9GNreIkw6x1uZzccbegHdyVzvyxoVy0z0BMS3C9HYWDJLKvPorm8ArC4nYyVFF5Wf2K3ZYxRCY8TbfkcMaag9G2k9IWOmMGux95mDU7dnjtswQY2FC2g+62ISRqfNsANTu+ZlLAApZU/qVlSxuXlQI15oM0Rw3GWJTjypqrKSslL3s7SQPGO7qFVxfQNq7G4dKrpCgj3CNoWBcb66pTU+9H1IzpEUF8mInCqkafN6pOS/qYHsfPo9IpJVJfX8+tt97K/PmOQLBdu3bRs2dPbr31VhITE/n73/9+VCfpzl//+le++eYbfvnlF7p169bu2Pvvv5+77rrL9bi6upqkpPZa0QnHms6aK2cNimd6ahwb9pdTXNNITIjjh+Ksg+B+N+SsGQGAqlBf4rhLSHz5KZQw38XrxlZtJb6xmEJjFKByFf9znLfNOGefpSv5H4usAWzp/RYafRXWsiEUHbwea/QGfB3onNIsfS7nBzaQZzq81XDvxOeJ2fl/JO13Ns/0vBw5q+o6KxF7dJieNINLVy3lju8LOLuX+1EaquKGwZYVh3UllZdbURQDqgomYzNPDB3DH9f+yCWrlnJvm5TtJfk5vD9hGh/s38Wdm1d7FHM7Us5JTCGzsoynt6cx1BzJn3r259LuvdlZXcnzWem8tGMrCnB6bCL3tall8+jWjbw/YRoKePSaakt7zTefytyMcX0846YGkJ01ibKyZEINVWzP/In31qxhVkIy9449w3XMPZvX8NdvnsTq/M79uoKUoBCeGDqGh7ZscKSoT5zRpgP4DC5ZvYylr2ZwZtR0Rro15dynq6d7iIngxji0v05nzyAbwWve4NWPq5mVmMy909zFqyMu5u2xZ9AjONRVz+fP40dyztD+vLc2rUMp9u5NQaP11VzTcz2FjWZqrQasWhOx+iupVcfyaswjvHrwHgD0FrPjWJvaai1ydnbX+l7gg3UOsWBsUqk27wISXfumF9lwb2+tqiq1CrzXawoJ1nHkBgawoFtvdE0OgaOoNm4M/w/PGm+lwmLG/UcXYfGUW2VhZq+5NP7yI5X/nsdZxYWuz+3hmGCKbwrk5kgDpWXJLGEK1YRALpALBkMdvXptJCoql6kHx9F3ZlKHGkHa7XZ+LihoN5d/yZIl9O/fH03b301L1lIvVKaGhrCm5nLcy+TYNRZqQ/fSZCoDVe9VDqC2sgI0Wpj1rCP7yYfNOzSpkZA7nqa+PgFrSQm66GgCR41E0WpRG/3H83TUkn4869V0StTcf//9bNmyhZUrVzJr1izX9mnTpvGPf/zjmIgaVVW59dZb+fLLL1m5ciU9ehw+m8JoNGI0npj+E4Jvfou5UqtR2g02C50xA15+ybsyZssdR+iMGY4sgNAE1Op8D92hxc4Te1/hutTH6c92D5dTWzRAFGXUlzyLotOiqAoTDlxIs6EKu9Z/FoyiQCNNlJm8A/Z8YTPUUDD4DZLSzvS5/3BVdR0VcnP4bo2eGS1Wfm1kb+IiHAv94VxJERE617wBIo0OQfhDQS5L8luDmd2DbOMDgpi6fBGrivOZEue46bDZ7fxSXMCqYsfrLoiPwdbiJmnLlzn7uHvzakosjYyOjGHZmeeib3FLjIyI5uY+g1hRmMeQ8Eg+mjDdtc/ddfZQxnreHHsGM35czJqSQtp+k2w29bDNN//zdiGhsZdRUdEdgKqQrSzaOL+lvH/rMQUN9aRXlDqETovA2lZZxkMZ6/jj2h8BRydyf9Vzpy5fxJp1P/Lkt1aP7ugRYWGcMyib0QMfwZg5nIe/r/MjXh3zfXzbJracfalr/l9vyea+2VP48/iRrNiyq92gaF/d2SPMQUw9N5LhCeEklJ6GLmoM/wzcRv/mKFeNl8KqcH760cr/3sqloGS369j4GD3X3xzB5NPcWxqohOgaSQx0WE8sBgUU/xkxTuuDTa9wy97WG9FL9zUyr7+Rn+KgP9lEK6Vc3v9z/r3lWtzdJ84CnU4iqzxdVI2//EjVo/cyKyHZw4L2fHY6jz2Wg3J/LKr+LFQUSk0lNGobMdlMRDVGkp19OhMCgkg++7IOd7Y+ePDgYcMfqqurObBvH7Fl5a3CYsQwFLespWRjIQGKls8022iyKdi1TTQbqloVRMvdkyU2CV1NJQoQ0HKTQup5cMl7HnVqAIcFZ9YzKKnn0X5dbN90xJJ+POmUqPnqq6/45JNPGDt2rEeDtYEDB7J3796jNjl3brnlFhYsWMCiRYsICQmhsGXRCgsLI+AISscLJ5Zjba4MdcucaiouplCrpSExgbLQUILtdjRudyzONFm7Cnn1YfSs2sG9VS+zcfgAvFZCX8+ldQT6xlf1IrgpnEZT8eEPwjO7pV3a3vq4YbOprCxypPdWNFl8igSnxSX7YKBL1CiGUMZ0G0J0oJnnstJZ6KvYXlY6saYAhqQGoNLq3nEGAdtUlc8nz6KquckVU+J8budzfrB/F8WWRvbWVPHGrkwqmptae1dlpdPHGMCLoyZ6uIceyljHv3Zuc1k8NpYVM+y7hTw1zOGfcV943fc5z+HuOqtptrjm3L3l/M7Yzq1ZDR1qsZCertC95eCDhw5SVlvLvWOnenS9biuOfLm0DtcBfP4HFZzVtjt6djrvr1lDWNhiwgw9OVBl43+jO1YV2Pl4X2k5Q7vF81K34V5d0J2flz+L1XPZ6Xz6QQbrbkkidkwtFSVmUKwtVXhVMrT7+XD3d3z6aQ6zEpP50M169Hx2Oo89msPcBxWPxPUzYvc5hL1RQ2WYHo1/LySNNGNCT2ibNm3RFpVntzTyN6Ax1iFURsZu5eah/+WjHX+goqWf2faontQGmAhucDQPHbxnB9EVZZSYw1HtKg3/nseshGQWtrGgfTJxJpeuXsob/y3gDw9ksT4o19XhGyDAGsDQsqFsVfsxNbXj16jaWu82F21JzD1E45/+TE5Z6w2VLiqc2H7lhLboOg0VFGmrqDH4Ly7qLAdgDQyh0aJy+eIi5lLgEBep50H/sz0qCpMy3mHJ+Q0czpJ+POmUqCkpKXF17Hanrq6u3S6yv4XXX38dgClTpnhsf+edd/jzn/98TJ5TOPocD3OlotVyMCSYJWtWe9wdhYaGMmvWLFJTz6N4yjxMK+dSXG1kRVGv1viB/FImlf8IZx/+eWpaWvMGNjvSbKMVY4diDAIr+tPYGO4oc3+4l+kdq8mqVXW8+Vo5BSWOK/4fflni1RsJWi0u3dzeZLWl8JddVVman8Olq5a2tCNoDchdmp9DlNFbeLkXaAs3GJmZkOzhtogzBbK2xFHW/uODe/j44B7AEQ8zxBzJP0dO8HCbXLnmB94bP41Io4lv8g7w712ZzHazeDjdQVes+QEFfLqK3FsnQKtQSCsv9Zize0mQ8nLfbSmcr+VAneM9cv/u1NTWeB3T1lLmTyA872Oe7p/PmKgYL4vRJxNncumqpXy49kNmTJnuc75O2maeOR/XNDrump2xNG3xJcqcz79w4kwuWb2Unz8qJHR4KKbED2gqnUaTVeVj4xpq1QaWL1vq03rkFAavvVzEqJGHKLY0EpWwgx7BNYDCrl5BjoW3jWBfok/HoAmgQbVwunUg4F1Izen+vXunhftiwl2/j5GxWxkes41dFb2osoRiNlTRs7KA4p/NgIpWhb8unM/c6++keesmmooLuW/aHN8WzgEOC+c3+WkE9/esS9SgbWBdzDoodlhfOuIxAAgObr8Cc2LuISasWeOdOFBaQV5pOEyoIDSpEaNmOxZbx4qLqjo9q4JHU1jd5NlORqOFHh3qeAU46s853Yvdf/mZyVOnotV6i6DDWdKPF50SNaNGjeLbb7/l1ltvBXAJmbfffptx48Ydvdm5oXamQ7FwUnI0zZU2VWVdZS3FTVZiDDrGmoPZmZ3NwoULvcZWV1ezcOFCLrnkEmyRp7Go+kIC8vZ7javP09NUq0MfZPXpArerUGVT2GtxXHLr9Y7F7zR9BEV2I3WKxbdYUSEII/H2COp2XEH+0H/56HHQPr/8Usfjjzk6envcHbdZOB3BuxlEh8SSnDSm9f0q28O6vaspa6jiH0NG887eHV6uiblDRvOPrRvZmtXA4NMcMTVbGM5V0UHEGgOos1l5PiudK3r05cGM9R5WCa2ieJTPiTcFEhsQSEZFKQUN9YyJinW5TSYv+5Jr162gyW5Hqyherp0xUbF8OGE6SV++x8SY+HYztZwxPE6hsLwg1xUIu5kdWCyB7Ns7EqvVREP9fqDQw/3my8Ly4w8/EBZWy6hR8cTFOQSk+zHuxQLbEwifTHIIFPd5Ouvg6BSFJ4eObbfBZkV9tddzu9O2KrDzcYipfYvg4dyX9w4YzpLli6jbVUdQ/2C6Gw8QXzaEeizk5OS0G2x+WmQsy/JzOWdlazuJB3/Ucts1ZnrbB2PLMYPdM26uSFtJs6aaeJuZ4HZMpRogrlEloKIv5eERmJVyNIBGUekf4RDS5somIuMb0E9QXTVtJmds5NE3X+SJhG5UcHiRaK20+m0etyVyC9U1Hc+mTUlJITQ01KcLSrHbGZGW5npsUxS29e5PWVg4kVUVDN6TTW5aJHvik4hRqojULKMjaf0bg4ex19jTNW33rNKO8sUXX3D3HXdwILclu3TmCronJfPPl17kwgsv7PB5jiedEjVPPfUUs2fPJisrC6vVyssvv0xWVhZr167l559/PtpzPKlRVRuVlRuxWIoxGmMwm0ejKL/NlPd74GiYK78tqeSh3XkUWFpt1PEGHRetXdLOUY6AvPPOPRdj0SGfmkJRFQ6tjaXH9DyvOjfOdg1fVupbnFdQELqXQFMtQZpwxlr78qN+m7+MWMY290WDQkjxKBK2/JXC1HexGw5vmgYI+TCSN5Ye9H133LJw3p/+K9GmAF7M3sKS/Byunf4I++MHMLppRcv8VfKzHQvNjX0GcWf/oR6WlrGRMfxU7HBrpWXUkTpSD1otX3AJV2u+Z97I8fxx7Y98n5/DkvwcZrVYJfbWVPGX9SuZEZ/kZWn5Pj+HoeFR3OUWQPz1oQNsqShlZkIyM+KSuCttDff5aI/wa2kRtdZmn/vaul4mxsS7srDWlxXz/vipaDUaMredSVltLM77/OaB3UgJ+tVVD+frQwd8W1iy05k//wdSuscy5/xAvvjUwPPZ6a733r1YYKPN1oH4ptYO4POy01mSl+Normr2fXfrXFwDgwKJCAvzm3nm3izU+TgqKJCeURFeXaDd6WgFZ2uVFQUYVtnS/0eBmhpvy5WTRbn7eXTrRmYmJHsEcj+flcE9L+Rw7fSxDOs5CZ1qBT73PFiFALVjcZBRTQrK3stQev3b8XNze6kGi+MHF5rUSEhio6MdQKOWK03f07u0gWkcXiTqzH6WRwUadA0ctB1kKEM7NFeNRsOsWbN83mxFlZQS2OBwcf0ybDT/uuRPlIS3fieiK8r468L5fFMwku3RPZml2cBI2wG0Gi0HlUSvJryqCvWqnnRja4mVzhTB++KLL7jooouYnZDM/9zijuZlZ3DRRRfx2WefnZTCplPpCRMnTmTLli1YrVYGDx7MsmXLiImJ4ddff2XkyJFHe44nLcXFS1mzdjJp6VewPetO0tKvYM3ayRQXLz38wYLLXDlnWCLjekUesaC5LvOAh6ABUIoLaK5rXyRUV1dTmnsQjbXZ7yW/en8oB35IpKnR846xyh7OS8o9pDfFuFxnqqKSG7MZgB72GKY2DyYIzwtzEEamNg+mh73VbRtSPIpeK19CawnxGzvjvj3rl0KKSpq5d4DvBf6e1OHk1Ncy48fFbKpp5NrpcxnWczJNpnDXuIogDRG1hxznqyp3uSYuSelNRZOF4d9/6upS/f7CCv78x0N8sspMpeI4xwXJvYgYPhqdojCzxbIyMiKah7dscFlafLVQKGqsp6ixgeey0j2ythZOmom5JZjf1wLZ0YV3TUkBl7S0Oqi3Or4TD23ZwKLc/VRXOwRNZGQOB8YbWJZ8hqvX1aW/LOGezWtcNXvc5/7JxJnMSkjmzdfLyWYgU24Zx5L8HC5taWUx0GwmQm/kjk2r+anwUIfm+YdfljJ1+SIyrAVc9Sez63PwhXNxDQ0NZdrMmY7nXrXMqyXE9/k5PDR4FJvKS1ztHs4dOgCNRiHS6L+ys7soa+/59WF6+pcNJdAW6BJJISEhPo9t+9l6vJ+TZjArIZlF6173LuPfgr6pmYS9B/zO2eO5gFH7RhO/5a+oTZ7ve42mtS2FooGg2CbCUhoIim1iSncN3cO0/ltHZKcTEGkgqF/7YbPa0CO7eU1NTeWSSy4hNNSzKnREy0/5l2GjmXv9nZSYPV9LiTmcudffSUR3Kw8lLeSK6F/4s3YRf1Y+4w71vwygtSeU8+Wstya7brrc6Wj2qc1m4+477nRl7nn8pifOYHZCMvfceRc222+rSHwsOGJLTXNzMzfccAMPP/wwb7311rGY0ylBcfFStmXeQtvVyGIpYlvmLQwe9BoxMTNPzOS6ODZV5aHdeT51QGBTx8qJV5b7vpC7U7U/lELLEIKSHVV1m5oC+CLhLHbHJGMI1xFa+orLILPDvA2qHWXNe9hjSLFEU6ippAELARiJs5vRoGBHReN2sVHQEpN1FQXDXvMWNm0el1h9x4I4cS6cs4dfzuxRVzuCottw5/UK3Q8FE/VygIfVwRkPMsuHteKdxzbR/b5fXOcIHzSc8vSN3Jc6HFVVeW3nNgob6w9rTQF4Y/d2TouI8bBqtNceoaOtE57M3EyEwSGO/tpvCN2DQvihIIcr1/zAzYOrGD0uikOJZpYoZxPRVO+qh3PX5tUUNTbwoZ+5O+MrHs2cg2HyKELn/sjK157j++WL0CoKNlWlvNLC1soytIrCf3Znck/qcL/zvC91OFVXRnPhqN1sYgym73/iuewMj4BVaF1cI8xmkpOT0Wg0XHzJRaxattzDXWjU6lCB69Y5Kuc6M5tKEo1YUR29qpp9R3odvjt7OsHhwfyl9hkMjXZqzK01VpKTk31ajw6fkefI+NpTuI3U+EEeMVl76wrQ9etLSt0BuluqMBpCfcZo2oFio8K0AgtfxVl4s99EKoyTXZW/aTIztSCSvroribTavJZ2rUZh3kwDFy90CNR7BrjFlLVY0Lr99fCp2jFBh+mI7YPU1FT69+/PwYMHqa2tJTg4mOiiIg78tJJ/XfInx6C2r1nRgGpnxWmTWaqfCkB8YzFP7H2Fs0pXcQnfsJBzyKYPdRjY0JxEjt33NaKj2aerVq3iQG4O//MTd3R3S+beqlWrvOJcTzRHLGr0ej2ff/45Dz/88LGYzymBqtrYtfsx/PRrBxR27X6c6Ohp4oo6BqyrrPWy0DipN3TMdB0R2TETrKozUFXVWjm0rrsj064pcDTVUbcRVjYf1Cq2B+6hRFdBpNUhXjQoJNhbLSSqqlKn1FCvtRJta93eYIfsA8Oorb+J2OEfY9RXufbZa4yEf25zubGiWwpcHm6B7584BNWWj81aB0oQWm3r2JF7VS5boTLg5jgef2Y/l61ayh0DhvH39F99xrQ4gz5X/u81bGeci1ajwRAWBsD+2mouW7WM4pbqvYcTWwCllkau/HW5x/j2FtdxUbEE6/TtZmqZ9QZu6juI9/ftpBwLr+zcCkBKUDDDw6P44ot0zrkwmSeU/zoWjJZzzEnqQaPNyrXrfjrs3G1ljuBM0+SpGJosND71oJer7bmWOjm9Q8I4P6mn5zyzM1wdwD8ZXEKadiyvcC/Gm0ex5NH7vCsotyyuF19yCRqNw8r0pz/v4C9/iqR53kQKG+upOSuPKdqryfthNYWN9TQlT+RyNR+tRsPbdkeRtQabf6tlexWcn89OZ2leDtdMn0uINZJmTZXHsRqNhmkzZ/LpwoUeweZrSgo69F2ori8nff9qnl77iUcck2F9HAtvvofYMdE8kG3jzGKrhwtNxY6CQn5ENms1OhYPbBGQikI2LdXlDSq/DgHT/mFcm7vZpyf4wgF65t0VwLz3PXutBYTGEHX+3wkZugrUKr/xbnGBca4O2uCoQ+MuVFJSUrzrzbi9d+4BxmpyMlljxnu4nLxQNDTrW89XaIziutTHeTvrYc4qXc0FARt4v/l8smoD8Gx7a0cbuB+NrgazMZKRKR270S4o6Njn6Bx3MtGpmJrzzz+fr776ijvvvPNoz+eUwBFDU9jOCBWLpYDKyo2Eh7ctFyr8Voqb/OeCFoRFUWswEdTU6Ne1ZAg0oPYJIjgiktpy3/VoVBzZA61dkqHWGEBBWKvAaQoczbDqakIP7qNR28gvhu1caJ3QkirufiF21Nx4IfEj1oVs4bKSs6jSB5K6fwzVFr1jbN4IavOHERKxgzE4OuzlfPsgCVufxOm2T4iPIb6w4LCxFdOumk/+5miq9jvM3HZNILR0K7pjTS9Kxqcwedo3zNXG8e/nS5jx42IA5o+f6tda8b1byrCh5UJ33bqfPGJiDie2Yowmii2NRBsCqG5udo1vu7jeMWAYNc0W0spL+aEgl1prs89MLWdDxtv7D+GZ7WnMSkjmvQnTvOJ5VOC7bTHUDHeIMfcqsiWNDS1zbH/u2sho17HVb7/qO2No0kwuWbWUG9f/TIwpkMHmiNbihAW5fDh+GlqNhp7s5kVeBsA0eRqGh55h+wtPeFhgTDFx/OGSSxgwYACRkTkMSHXEKmqtGsa1ZDJtGJVDGW8zeaujjtG/etnR7nUsfM3dB5G0YxtJezdBH/8hAf4qOAdEGrhi9j0MS56EgoK+KQyNzYBd0+Ra6AcMGMDFl1zCj0uXehzbkfezuPIQ329+j9kJSW1SyR2Vlpn7HH+bNJWnt5cwPa+1ZIfVWEFRvwUExm7GVPRXUoqbyYnWo7p/bVtqtXyWdBljQnbRd08dpiY7NiDNZCTfpKMh1sDgGC3vTQ2ned4AChvr2RY5i+bkwXwdbMNSZMaU+IGjv21bwwkKfxvzN1cH7aysLJYsWeIRBBwUEMBZ55zNwIH+2/i4zqfVYr3yj4cd546qaFBUOw/3upVZpWswNBTzyGQ9ly5TXFmlupBMjLFfo2m5UWoEzvryM/4+5u9MS2m/8XR8vCNZ43Cfo3PcyUSnRE2fPn147LHHWLNmDSNHjiQoyNP3eNtttx2VyZ2sWCwdq0fS0XHCkRFj8P+1VRWFNb2HMCNrg/e+Fsvaz8E/89GPHzGkXzwjfjX4GOfAEpvsSD1teby212BUtyvcKHUdc4yfk9k4A4AKLPyo38bY5r4e2Rt1WPhv9JesDc3AEjCK/wydTVxFIEk7ajyFl6qhobQvtIiaJmMk++J6ktyye3tKLGcGn8aCH1d5p2K3NGD8YMJ0TCH76T49jwM/OFxo2Bugpfx60LjbsSVsogAYOyaQF2xl6BQFq6p2KGV4Ue5+dnzzMVpFYXp8EgsnzURVVV7eudW/GyPLkeVzY99BPLZtEy+OnsitG1d5jHcurndsWsXsFV+31rTBkVF1frcerC0p9GqdEGkwsWD/bp9Wpo9bgqd/KMglv9SxADX+8iMHXnu+tQ8TYFA0/D39V27oM5D4gCBXHRenhcUQG49+sMMi0LwtHUtxIff4McvfmzqcJfk5LqEIDpdQj/seZc5BR9zNXrUP5UqrOA4cN5l/jZ7sKk44/6rrUEeexoDSdwkrKKBXL8d32csT41y9fGAxaMkeNoKourW+B7jRti/UimFQ1DeEsTtmuz2VQnB1b6rNWR5B8AMGDGBYz14MW+9wQVactZPnXy32cG06cWbkRYXEsn7Hdy1xTL4rLa94/QWM40/n+YEaesc/i9ESitVYRUP4TkfRPhVmh7xH328HUh2gZ9mIIHZ0c/stKwpbdCPZFR5M8RgDe8tgQWMA5c4w0iYIK7DzB72J61tEYlPoUKw2HQGKwi/KKErzwBj7NYqb9TQuMI6/jfmbSxRkZWX5DP6tq6/n04WfUjhiN1PnXHDYzyBl1AjIOLIab6qiId8Uy7qwIUyoymBMtJXXrzyNR7/OosS+ySHK2lBcX8xdK+/ihSkvtCtsJk2aRPekZOZlZ3hUw4aWG6jsDHokpzBpUsdTw48XnRI1//3vfzGbzWzevJnNmzd77FMUpcuLGqOxY77Ujo4Tjoyx5mDijXoKLc0+r+kHohPYNHQcZ+7fTo3b3VODtoEtkVsoCMgj9aBKSG0+B+ONdK/qjlrfGouj6vRYYpOxhjoWc1UDy/uP5kBUa58cRbVxFf8jLKwcg6GOpqZAQOGAtoSDmhLi7GYCMFKPhX2GUr5OKMGmHU1NlKMMQnCD/8rDTmxNe9gbBVNaHkcaE+lz2mAujohj+bJlHgt8fIzelc69QXGkqSeOL6LqQAjjos6Dstbfqc4SxqpVdfzzuRJqrXZGR8awsay4Q80qn8rczKjIGDbWVrfG0CiKfzdGSwuF2/sPYUNZMfEBgZwek+Aa795yYXdNJaWWRq+smeey0vkidx9DzZFUNFm4c8BQRkXGEKo38GDGOjaUFXOvv5iY1OF8n5+DvbLcZxXZ/+zO5NntaWwoK2ZDmeMmxNlDal1ZMUvycwib+7yr2aLTDXU4AXhf6nD6h4W7it1NGTcZDi4AYKdbOq6zVP+5xa2WX+MLj2O6+R70k6oZEtN+fzu/5siW9yJj6FDG5h++epJ7LZtpwRdzsHgJW9qMMVqiCK1MpTZ0j0fl7MBGi+vYTcMOccPNETz2qJ94lfxcZo+6iu82zefecX6E4YBhLFm+iObMLZQPG0VGhIZUR29sj5dnCKpGH/ASQVVzuGhNHz6bEOwhbFRFyyf1/RinzeadRu+blyqbwoJGK9e32X79xf15uDmHndtTKDX+jcJ+RqIimokNimFEzAiXhcZut7NkiZ9MyxZr0eoNG+gWG0O/sRP8vfXA4a9p7eFqxhscy6we8ZzZP5ppnz5JhY9LjNOK/OyGZzkj6QzXa2mLVqvlny+9yEUXXcRlq5dx94BhrW02sjP4Pj+Hzz77zGe9mhNNp0TN/v2ttT2c9WOOVdG9kxGzeTRGYxwWSxG+b5UUjMY4zObRx3tqvwu0isITfRK5LvOA3wJ+N088jdlzprP/wH4eXPEgRdYiSk2ljNll56Ef7ES5rvP1VITuILvvUAqiI1tdTm7f58H2HZxWvImHQm6jwOQQqv3JdrRSUKBX741kZ52O8xZWVaBAW4nzErKq33gqoy8CtSVTQFGoDTh84mE0uQzrdi0UOFKw+yXMYI9+KwNSUxk/Koy+Sxx31pXn72DwoADGvd/qp1cUMARbGdKnLwmNvYFWUbNyXRGPflVEsE7P7IRuLJgwnWHfLWzX0hIQHct7+3YwMyGZi5N7sbGs2GNh9+fGiDMF8MjgUWxoEQj/HXsGWo2j0eQDg0byzPY0V8sFbUtG1UI/bp3lBbn8b9yZXJjcy3X+G/oMZEObubjjFBm9Q0v5/t/PeVSRdaYeu7c4cIqof2zdiC7MTNjc5zFNnuo6n9MNdTgBOCU20aPgnYfLa/UE1Ok2LGtW+izV73TBHJw7kvG/5UZYUWgMCoQjbDvZaN5F9+rTyVDt2K15oDpiszS6RIyWKAwlkY6WIJom+u1aTK+cTBjcWp9s0qQgHpkby5uvecarxMfq+evll1NT7Gif0dE4pkrCfY4D0AXUYM3/GjiXGWl92ZmgR3UL8N1ar2efJRAUX1k6nmuWNgCm9C9Fvfv/OFRYSBAQBPSKi2tps+J5PT9s64OWyr7LPnqfPmPG+gzcdz23aueJ0GquKzG1XNM6vp7GNJVDaKKjMjCwpTSdiib/BfpUVArrC0krTmN0nP816sILL+Szzz7j7jvu8PhN90hOOWnTuaGTKd3gsNYMGjQIk8mEyWRi0KBBvP3220dzbictiqKlb59HnI/a7gWgb5+HJUj4GHJ2tJm3B3Unzqj32B5v1PP2oO6cHW1Go9FQHljOdv12SgMcgubuL+xEtrnGh1XbGbcpndjqemxBoS2Cxk5YWCHR0ftpDmvirNJVbFp/KZ9n3M7rWY/x6MGXXcdHReUyIPVnDIZ6j/MajfUcTA3mQGQ8KcXNDMyxklJiRbGr5ETpqApQ2r0rGxs1Hb0SyC9F+Sw8uIdfczKw2x2l7UymJlcq9rChgX4bCCZExGFX7a5zrD6YxuM//osxkTHUWpu5N3U4eq3WleJ82aqlXinDS/JzCZt6Frn1ddyXOpz4AIe7uW0675ykHmw9+1L+OaL1rrSwsYHHtm3ilyKHa2VfbTW/FOVjs9vpFRLmarlwfrfu2FTVbwbVvanDsaoqUUbPlij+5uLEKTJqqq00Fhdz34BhaBTFo1he2zT0hS1p6DqjAeP4yR7n0w8ejjEmzm868D+z0jHFxHl0v16Uu5+dN/4fZ/30Ddf8uoL3n3uc6v87h7oXnnCJLI/nn+hIff7u9S3YbMe/6KjVWAOYMVu+pbn2U5rrvqO59lMsVW9ja9qNgoLBEkZYpY6e+zLQ+PgWT5oUxHvvJvPdGefwv3Fn8sKzCbz7fjdGJw8lNNAhZg73mTkFpJkKn+MArPW6lv+vJLTeRnJpS7ydqqJtrMOe04smn4KmBbevWl7Ta9hemktzoWe8pLWoiLzb76B62TKP7R1pfQAOV1Re9nb/A7IWw0uDOPuzWby9/WHiGtsIEj+FZxXVTkJjEWOrtsKsZ1ytDkrqO1ZxuCPjLrzwQnZn73B9jiuWLmX3vr0nraCBTlpqHnnkEV544QVuvfVWVwXhX3/9lTvvvJOcnBwee+yxozrJk5GYmJkMHvQau3Y/5hE0bDTG0bfPw5LOfRw4O9rMrKgwr4rCWrdF0fnDVewqf/6hpbtvm/NocNhYhqelk5+QQERMHr16b8RobBUpqywR9NtTy4SyDAAqwvSkpYS59kdF5RIZeYiqqhiamgIwGBoICysmM+8Zbv2mkrCG1gtTVYDCshFBLBsRxEVrav0WFf5+1yqeWPlvcqtbYrN+XUFEWBjTZs4kcrS5Q+/RT2n7eW7xCx7n0CoKp3Xr4WHh8Gdp0SkKgX+6HmOkw0KVGhZBgFbrN1tJURR+KMx1xekABGq0NLfUs3gy02ExSgkK4coejuJg4QYj5yX15KtDBzrcCsDJhOg4oo2mdrOjIsJ0mM1a1/yhY81Av1++iIBtGRiGjXSk1eII6gy9/na+f+J+v92vE+5/Au1+h4XCmSo/MzHFs3FiVjrflxQytnufdppdHmTbtkaGDfPf2+63Flpv2+ZiQnQcOosjwNzY1rKg1tJc9zUq56DT96HPns/wkuVuD7VaxRXUvH5IDpYGDWR8xx8qQvgkMNhvwLsrjmnQMMy2cvprsn2+7uY6HbWFLa071Brs1jyCG0Jcb8o5Py/Cbt3Gujivw30yc8MBwMdvsaUCZ9FTTxMydarLFRlctrVD51WszY5O2b5o6cDt7EN3dukqZpWuYV3YUIoNEewbfRvP15m9z6k6yoA+nr8A7SXvOno6tRAdGN2heXV0nFardVkdAyef7nr9JyudEjWvv/46b731Fpdffrlr23nnnceQIUO49dZbfxeiBhzCJjp6mlQUPoFoFYUJ4SF+9zt/uANyVTeXkzcKENTQQK/GbcSlbvPa32TQkJkaAlk1xJY1Ya5qxmixYTFoXK4qRVExmx0BqHYVCnImMW59BG1dlKENKhetqeWzCcF8NiGYc9dXYLJ6WpwW5e7nxjVvMSshmfljPBfDTxcuRGu/iGt0/hvqqSqs/tHGYx+86XWO57LS+Tx3H+DpRnEPGF1TUsCTmZuxqiqB3VLQmwI8xjtjYnxlJC3Jz2FWfBKxpiDe37+DervN4WJJ9Wzr8FTmZsx6A89lpXNrv8Fe83HHefe+o6qCX4ryPZoyNtvt7faxCgvVEhGh9Th/R4v6zSh/h630oJzWwN5uE4fxkg8B6KwR88T4KbD/Pc/WCW0bJ7a41P63J5s7+w/124y0vNy/leHwgkYlpB3Xk6/WEClBITxgSeSs/oNosNX5PK654Wd2JAcxdv0uH8+IVxVuJ0sKTUTGmlDUGq7u25tnMzJ8pJJntMQxPYei1TKncjFKmN1DaThfd97aWDzSntQ6agM0BNfXMHX1N/Tdn0VBhO/SD74w11v9W05VFWthIfWbNhN02hiw20jZ/CRB9rOoU4J8v2BVRbE2oa2vIdjsw4Vmt8GSv7kEjRMtdiZUpTtudlbvoP8Vq3lob4Fn5XStjccjrZw95X9ezShHxIwgNjCW4vpiV3KEOwoKsYGxHinpXYlOiZrm5mZGjRrltX3kyJFYre20Xu2CKIpW0rZPYkbEjCDMGEZ4rX8TtjvdgneQWd6b6qZQwozV9A3fi0ZRW+L+FHb0DiamrBwF6Lunjm2pod6tFFRAVSjefCnGNund0Jq0MiOtjtfODmXkpsfRE0GTIZSA5hpsyTGuqqyfTPJeDC9dtZRlPyzHNvMitBqN1/OrqqOL9xv/LvN5joWTZnLJL0v4qSjf625Zq9EwMSaeV3duJT4gkIKGerSR0QSn9CQ5KNhlEZmT1IPb+w/hXzu38X2+W9xEQCAjwqNYWpCLCgTr9EyKifeuf+MWJ7MkPwdUlXhToP+795YMquey0nkuK93VwNNsMFDZ3HTYPlbgCKZ2ZuV0tKjf6IgDXMtN7FAHUEk4ZipIZSdjk6Z4ZAz92iuBeU0mtBoNhfwbCD58b6U23bV9Pb9TjPnCYgnkwP6RHp2w3b4FgEKcIQ98xKT4a745LyudGxc9xstqM82mQz7PrNhr2JNs4qd+iUTW1hPSbKdby76cn+OJnlyAIdhzHXi/3MAmox3ljDxiy42M29WTy3r3Zu33nunghth4wuY+T+SYcUzI2sDqmDMJbq5kvGGVa0xznY68tbGukgWu7XojI7K+oefONDQtyie23Ehgg5Z6k823OfQILV3WkhaXzcG1aGryOEv5iU85x1vJtTy/sSiX0MgoEgcM9D7ZwbVQne8/1hugOo+z67cza9zEdi3S7mg1Wv4+5u/ctfIuFBQPYeO8FrmnpHc1OiVq/vjHP/L666/zwgsveGx/8803ueKKK47KxAThaPBT7k9UWaqoaL9Jros3C//I2oZhrseRhgpuTVpPamCZK6X0/h7R2GvtHAy/kAalJ1fyriNouIWKRjNL0q9mpNV/IUAFCGtQOT1jP7GVZdByvKLRsKbE3qE+Qs7FsKkp0MNVZq3TsfzzAAqr9nPvaN+1Z+4dOIIlLYLCV8bS0vwchkZEUxYahn7wcJS6Wp4eNs6VsXTXgGF8nrOPaXHduLX/EIoaG1zuC0VRuGTVUn4pynfF7bSX/vzAwBF8eGA3BY31FOTneGREuc9n7pDR3NhnkEcDz5RAxwfrq4/VhOg46m1W/rF1Iyt/0nDeBaN4841fuXT1Uu7sP4ykdlwg87LTiY/VM3iwCQ12UmmNidC0hCK6ZwwVp8Sg3etw8X1k/TM38FmHrUEFDZ4WkbbPD4410mIJZF/WeJztSdM2nQd2PZDndW6Trp5RgVuYWpWOhYs89rXXfNORBr+MJ1f8i7tnTcSg0XCdxvEa37bn47RljN+2GQWV8uAA6t1CM2tyQylZEERwXAM1/bSuuWbV60FvQ1WgMNJC9LQsTBnn8R/Npa7PbNHQVAJSBxFsbSZu/TLqjQH8MGA0rym3U7IxjKFVaVjrW1xOapsFXQmmKbiKXjs2u0SCgkKsKYmz90XwaWqG9wfQCdedLrrFZVPrsMgOVPZQWP8zq/XjUPWtv3fF2oSxKBd9TSVn3PWAzyBhe01Bh4Ja7TUFh7VIt2VayjRemPICz2x4hqL61vIFsYGxHinpXZFOiRpwBAovW7aMsWMdVor169eTk5PDVVddxV133eUa11b4CMLxwma38cyGZwDITlIoDYGIGt/R8SpQEmBmXajDDaIBrsLAxU1JhO1NcY1rNpYTnvgJHwRvozJ8JM3KADaqo+mv7qBbdjbFddHsquhNvyY9HemCFlXd4LWto4uhc1zE2ocJCy0BMgDo9ohCUEtn58Od48KknmwoK/a4W44wGBkeHkV6RQkJcx/B2uJDn5PUg/fGT+WadT+5Mpbmj5/q09LhFCwdmUOvkDAyzrqEGSu+ZlNZMT84rTctBOv0vD9hmqtKr7ulZ0Vhax+rMVGx3haPcofFY/UvFdx+57Vcc62JbxetcdWRya2v9RJRjmJ5OTwyN9ZvAHZ71OkcVqCOWoPe2LOd7sGhXjWHnM/vdLfs2zu6pY9VyyKlKOibwnGKmktYDDiux9dY97I3XgeV3vPvaCuDfaXl9I+J8joeICQ/028sWEJAXxKMY9AcVABH+4Y39j3C6/FfsjY0HbNWpZ+5iaoBG9Du7ev6zPKjw2kuK/CsC6XRgKry/YALSFqwD0X1nRfUHNUbpSrNtS8xsC8jIqcSqHNYc/rlpfOfuE8p1VW2vlZVB2495cuCwVztJ3tGUdDFxhI4quVXHdz6eU4NTKdbdS5Li4ZRrwShWJvR1tcQqmvkjOlD6BNjc7ia2gibXc1V9Pf1XG3o6Li2TEuZxhlJZ5BWnEZJfQnRgdEeKeldlU6JmszMTEaMcPjj9u51FAyKiooiKiqKzMxM17jfU5q3cPKRVpzmuktRNQrvTtdw9xd27HheuJwX0TcGz8GuaJmMjr9hIszH5U1nMfN/+25kT9JHfJ3UD4BwqhhUsZmvD013jatTOnYbeEaF9wWmo4uhc1yCPRIqI3GKGo2q0MNm79A5nLE14OxhDeVNFkL1Bh79ezxjJy0g256OTQ0HTFyQ3AtQ+ONaR6uDfqFmV6qy0zqi1Wg8WiMcbg6bykr4NGcvm8qKefO0KTycsZ7k4BBOj03g+awMvjx9NuOiPaM9VVVlelwSS/Jz0ADPbk/j08mzXIu0zW5ndUkBD6avI8JgpLy2gcrKjVx2+UEuPyeFplf6OfoN1VTx/v6dXm6rR/8ez/hJ/gN022J3f9Ayh8P1VvpnVjqxpgD2NDV61hyKNvDI3FgmTXJkdlksgezbO5qysmT0ns9Es6k1gyXGluj6d13j7cRt05GjVhPLYo9jOiqaaxp9Nz/UKjqsqsO91PZbHhzel0MxkezU7ERvt+OM2qi1N/NQ3l94gjfp12MDWg1ERh4C+tKWWmMAa3sNZn90i0BVFGpCzFjPCSJgeTW2htbfpao10hgVi67+APqaSsAhaCbEnO9xzgk1wzmtZihZgXtonBzES4X/psJSAfbWc31wpoZbv/K+Pjg/z9gH7m8Nkk0ZD6EJUO1oR9EvtJQ+IcvJqw+j1mogOKqJxMAqNIc2wvz/OsbOetYjoHdfWDxmrZYYm82nkLIDRVot+8LiOyVqwOGKai9tuyvSKVHz008/He15CMJRp23K4oZ+Gp6blcQ1P5cT3dAaHFkWaOb1QXNYmzCYyeh4Ev+LmYIGOyp355xD96RXCA0qp7+SzUbLMI9xh3R2qhU7IariFVPjJECB4QHxNJrCsTdWuEY5F0O/rpGsDJJDY11pw6qqojZ6xgyNDAgkUW9o5xzpRIaF8e7wiZRYGogxmlBRKLG0upHSx/+CFSsDle0YMACO9OYLknvyYPVInszczKjvPqXALSPJGesSF+AQXLGmAL+L+ryWOJnXd2e6gmzDDUYKLQ0smDSDAy0BrIPNnj1x2ga42oHlhYc4fdmXzBs5gf211Tycsd5jXlpFISd3IxCGTqcw1s2ic1/qcC+31cbh61HVOp/xn74oCokEPCuIu7d/uGT1Mu51K2A2L6u1AvTByaMZtm6r6/k3jR/C6EATO7L30NQUQFVVDB2pvlHRfAfhfO6xTa96f5c7KppDTL6bHwYaIiiOcrhCjEU5YG0NZi6MDKBB8W4q+7N+O5NsWu4uuYjc1HWAd2ztin4jqAgMoiAsyqNytxNrgpFBV+6ktiCIqtIIVEWHLrMBzY5SLHod5UEmFEXDiMipLed3nMOu2iltPESDrZa4hmAiVsVz7oxzeG/H+x7n39RHwwsXavnTD7aWpAIFbVQfdLEpmC85j5BprfWK0GgdImXhVTij5DQKJAVV+XzPqC5wjL3kPZewiQ6O5ZnIcF4oLvUSUk7p+mxkOFcEe39Ggn867X4ShOOJ3a5SsLuSumoLQaFG4vuY0Rymi27blMXm6oGsNF3JLzPsDCzdT4SlhnJjCNujemJXHJESd2BCBY9O2m3RoBCshHLeF+UU/3E7qgphRs8iXKoCKwKamVNv8OoF5WRQgJYmYw27p/Sh15INLnO++2LondHjyA55Y85ctJp817matn8Osa0+9xJzMLOHp/LfDRk+s4KW5Odw3dVncEZDote8fNHUZOdfO7ayr66ankGh9A52mPWHRUTxoVtW07yWWJeh4VEE6/Q8P2I8f1r7o9+4HRWYk9id9yY4+iItPLgHcFgRGlvSwN0XX38Brs+1vCanxWNWQrLHvJ7LSmfxVzkMG6bjjJFhHq/NPTbGSbe9f+RQxH/w8rH4McBpw31nCjlT5a/btZUlbtaYyDCzqwL0v9o8f5pGi6a8D/U1OuoUi/+qwdD+PvD5vTucBWleVgaJIZEMjE3GprYKwwBNMKmRp/NjRIGrwJ01xAzVVVDo5kb1M6f1+t1caplAQEU/GiJ2eO3fF51Ig17v40gHZipQNBCSWEd0cT2hn+rQubnXGvRa8rr3d7mcAA7V7SSt7EcabK03MQElIey3N0B30CieYvHg8Hgs191LXEYI9RlNqE2O/fXpYNm3AfO5vQgY5HDJ2fufTd6YZ6hd/V+Cm4sclhm/n0fLF2nJ36H/2aDRMiJmBPdH9+BuFP5WVk6crVUcFmm1PBcZwfboHl02S+lYIaJGOOnZm17Mqk92U1fZegcYZDYy6dI+9BruvxVFRWMFGkWDXbWjqgqWonMBsCtatkX39ho/FC0xR1CP0nTIjO69AOr/0Ezf8L2EGyuosJhxXtV3G+wsookzG/SEugU2avXVmMPXsiFhM/XxuQzLqyO+xkppWhg2i+P55yT14NUe8TxXku9RlbVbWDRvnP8Ys/tMgNyPAbBsfhtr4RaInQhAYWgQackx9Aeu0mn4Zusuz5gZs5lrrj2Dyy7Khfl9Dvs633yjjK8+r6HJ1ur60CmKq3Bd20BTZ1aTVVVZcGA3c4eM5r97sj3mEGsKYGh4FJmVZbw6ZpIrpdnditB28VVV1W+A68JJM7n4lyX8VJTH1LhuXvNaOMnRbfzN1wuY/IZn1owvgkqHkbDlrxT3/xCryc0K5mfR6hmdAfh258xJ6sHzd/2dp/71oitTKiklhTl7HZbE0BDvHnHzw35kasl06oKzDjvXw06uDe115/5nlqOVwX/Of4xZKZMoazgIJWsAmNXtOtDqCVQqqFNbxJaiYA8MARran4ICdYqFQk0lOotDVJq2tBms2r0O09jtDN6dRUrVIYaG7aC5t+O48Le8l66AZhu9dm+nOTwNfcIIDtXtZE3xV17jGmw19MyCg6YASqJaewm8Pu11hiedRlNWBWUbsmlrHbNVNVH2QTaRVw7gYO0u3v3uO0ptdoIaxtKt4AChgXrONGfQJ9R3k1xQoTrPkfXUY5JHltJPgQEMb2wk2majRKsl3WTCrii80IWzlI4VImqEk5q96cUseSPTa3tdpYUlb2Qy64ZBPoXN8oPLuefne1zpjLb6HqhWc7vPFXkEpckB4kYcICcvgi1fpxAYVsNU/U98pl6Ae2vf3QY7e/SNdLNqOD/kJ/S5FezU72d9Qhn1ATaoNPJ+kJHY8Vbu61vBhP1AiwX7pv9r5AaC+WHtREezwIFb2BkbyekrN9JYvQtiHK4Fa+EWj3ltTekOOO6wB3eLZ2Cv3gw6VE9hYz2reyeS2D2ZseMW0RHefKOMhQurmO3WSmDB/l3clbbmsFlNDw4ayWs7t3kE/UYajJzTrTuFDfUsLcgFYE9NNWNaKgW3FTLui+/UuKR2A1xnxCeztCDXfx+oAcOZujyHrVkNftKgW8nVlJBUPIrg4hFUJP9ASf+P2h2fqs/E6Z7zhaJRXNaYssRoLG4WgtSBKyFjSut7ZC5k8IGZrI1Mo3tdN6yBR78xrr9ii92DQph82xOcbh6BxqIh2pTk2pddtRYUPX2NegrDAihUKlA1CrqmUNq63vzRgAW9sQpTuoL5XZ2rA70DxSFsWt6bSekb+OvC+cRUOisPa7GFacDqHO39e1UAy7ZP0MQNIa3sx3bnMiYrgm8nFbgeD4sehgYNlV+331hy4crdPJHSTM0ZrVllwbVVTF3zLbX7LZxHdjvCBlfmFHhmKW1SWre3bZwpdBwRNcJJi92usuqT3e2OWb1wNz2GRnu4opxZT+71GVTr4dMhyzqc46lip5K3TaOp6BNCQVgU9QYjQQ21nLdvJSsCR1Ora80hDzdVcm7op7DByp7Yen4aUep1xiKtlntio3jJXsFpLYVKFQ1oaV0MA+PTsZHPznobmnIdxPhuDKTimVGlt9S3Zph0jyUwvBijsR6luX2rVFOTna8+r/GyyJiNjtTVjmQ1HbzgKq75dQWLDu3HqqqUNVmY///t3Xl4k2XW+PHvkzRL94VuFEqhpQXKvpaCiGxScZ13FGZER3wd1FF/LowLuAyOOuKM6Ki8jrjMKI4LLuMyDog7OuwqVIECsoPQlrZ0X9ImeX5/pEmTZmlaaEvC+VxXr6tNnjy9+7RNTu773Occ2INO0XBFnww2lRa75P245KE070p6cfwUHsjfzOo2dlOFhmh93t9S0K7tWlrf6fbTy9IbDRpCGqPbPF7jnMDrYcbBeQpjoiWbrYmf8k1xGUUNdVRur2Ok1eqYrcrK/oqjtZlEHJvGZ5kvk13TB72q85Kb1fI3a3X6vFBTThLxPucdW3fntucTDb9wBkt3bKR/bTnFEYd4+KitGWR6xDBC9c3XtglqqGeTbi/lVv9rk+l1DdRF7yHxHfeXnt+8sZJ/XTKL0rh4Jm3bwh9f+KvbMZpKz8GMM7W+nPLCDS5LTq0pQERDCInlLduw80vyGWLOxlLpvdnsl4kh3JNtBFzzjWrCo/jw/F9z6adv8NVRExmRZd6XolrlyJytu5Q6iwQ14oxVuLfCZcnJk5pyE4V7K+g1oGW3jfOuJzslpO2mfj9goVRRiVN95dTYQqUvdUfYlpjF+oxh1BpbkjHDB9dx3pbPiDpwDFIU+o8+RGb0fna/mYEJLZuzm5cyWp++uavvkz1ieMvHGEM0kDqykuMbXZNnfTXAc7lHVdHr3beRe/LhxxU0WqxuMx/t2Z2l1WhYMXE6jWYzL+wr4EBtFcfji/khv4F3jtjeEbfeVp0cGsbI2PiWwnzNYnV6ypsavX7ferN7Do6nccXFhYDnunIOdUojRZoKUqyxjuUSf8VQ4Xbb//ICYAusf9yziz+tWElhSfPf9kZ4KvwtHh0xnktT+wGQNPItqo+PIPfwL1g74EVySnJQsRIV1fJ3bWsm3PJ7+dCwmf9t/vxTfT56JZQJpnQf7SA95xNF1Fs5HD2KwrD3oXonMBIAo9b1jUG4amRa41C21G1qudHb+wIVwlUDyoCP0O+HkAqFTSmD6eN0yNtJkwn/ppjfnvgPv9xh24zi9m/i52xqU30p+BEThDa2HFRaX4q1wXtAYwGWDmoOglonMjf//3454UL6v7GbY3XRHpKGFdsuqObGk87Oxl1KnUWCGnHGqq3yHdB4O85TozZt2EGUkApUczSeFv4VICnaSPqsQVS+udtrDQ6FKtbrdvNlUiSfZo9zu7/WEMqqSZdwSf2bjK7/lv5xR6g+HkZTrY7iuAbbkpMXqqJQ7EdflajUBlArcJ6QqYzO8Hq8y/jNZhob/duqfLzQVpa99cxHW7uznijYRt/wSCYmJLv0FhoWG8/vsoawZ2o+A1JHOG73tq365dxp9DAYHbMI43skMvLjd7wmuH5WeAS9RtNmQb1h2aHQRtuew3GJ1Jfa/q5CywcQ0hCL2VDuNWekwRTm+PxP3EXrpahh6jbgXD48epDfrX+RvF6pvD7dPcH6tYkz6KmALqyc8Ph9KCUDSCvMobBHI5cM+A/h2gb4fioAo8Z8xOq9eY7vUYfrC3ItJtbqdjLC94/qZsGeBqKOWnivd38aTRscW/Yj1B8Y12ekYwZBURRUVWWYIQNwWrLx8s8TqzPzfXkoPQqGsaenlidGz2X2zx+7HFNqjOaHsH7MbfqknaN2dTQW8NFA265e3/L/GB8aj0an93rstlgtJ4w+5r6at57/3LMvNebW/aqaL4hT40nROSSoCSBWq5XDhw9TU1NDREQEaWlpaDT+J7YGmvAo7xV5fR3nqVGboqgYkj6i4dhVtH7WtX+2+OJsooYkoNMqVHy032UaWqGKSO2HlIVsYKdyOeszJtpP3Pob2d6xnXMRo1afQEM15jrbE2e9wUe3YGzD6tHQMgNjRfHYARkgsncDdc0rc3+7QEukNYuhRc3P4ko4qJ47CIft34H1uIGGAQZCNb774qT0tO1EaT3z4WmJqHVTx9cmzuA/xw577C10U2wi2a1mCDxtq27dDwnwmeD6SeFRbhs4jKd3/+h2f+uCdm1ZmzWKLE0dGUW2bfyJu+dyfPj/ee23dOTQSMfnisflp5ZKvnkpqbx1jnuC9a/++wn35W/iRUsiig4SIiqpKVf4Tewm6ofZdoVhbrkmBkMt/zPkX44gx8O0RodML7FAWAjffXGE57ds593K5p1dG78kNSqJB6bewgUDJtu+haIQ6rTbKKIqC1PMUaxa1wBL2xTBz9o6KOmH1XqCFcMm4pGiENfgRzTihQrUhYWyPTkCfZ0BndnkZdFOpdZo4URsyxuiEQkjaNzneRcbQKnBvwtaGxZJhC4ScHpzFZViC2ic6tSIziFBTYAoKChgzZo1VFW1/MNHRUWRl5dHdnZ2N46s8/TMjCE8xuBzCSoi1ra925nzridnuqidwGuYii92SRpOjjay+OJs8ob0BCB0SDzG7B6YDlZiPbAdzTeLMGh2oihWDjOAwuh4lyUnN4pCTXgUvRbMRXt8ISFhtpyDUJP3d2gptSkMLxtOdJMRe8XYZ7mGGfzXZYoebCXzS5Vo7HMDaY33EdEYC801SnSh52KuW+3x+0SnVdEn9xgY1TZzaq5Lu4XnlT967IB9ce++jIyN56uiYy5LRPZ6M4DX3kILn99P74npjqUW8LwMYte6k/SrE6Zx/w9bPDaTvDS1H2N7JLklwPZM0rUUtKvz9F1aU3k5qwe/KKpFC0SeGEPKD7dwfOA/Qeu+lHnyZC/sybJmk/uCzzvlemrbqOT7++b2F9t3RDJsjJEs4giN0HBgkC0Hq3X8rFH8aGrZgcBGUays/ukb/vzZn8lLSeWusdOdGpHmc8MHf7DtwGsObJyZVS1xJTk06SvRKPXY/5Ytuhrsu4l2xPWj1BJDqJdcnJPGtneneWK/FNtGjkLVailNyKRnoXvlY3uu3Zbsky6lDDVoqFx1AG/iTf7l3CWEaOh1/2Y4utmWFByRZFtykhmaLiFBTQAoKCjg7bffdru9qqqKt99+m9mzZwdlYKPRKEyak+lx95PdObMzXZKEW+96ak0XtRNd5C5uyHqc1LDBJEYaGdcvDm2rrD5Fo2DMiIF+E2B7GVTZzhdBLXV6/2aQ8g+/xgQqiEgGXXgTSSf1HpvrpdSmMP6EvSlqy7irCec98rjdaWeJFUCBB7Ju44mfbFPc4Y0xLt9Xq++PTrmYprqv3GZs+k47jlXn35Pzvu3hmFWVNR76MT1RsI1t5aWsmDCNZbt/ZE91BTf0H8y5Sb2YGJ/EyI/f8d5baJ1tRuKiXmkeZ2Oceesk/cjwHJelKeeZndYJsBWX7WbwSEP7Wh4oGopDNWyL1TKm3DbDFnliDJnFI9kfsxE45Hq4tWXZ4tBn95PLRy731xQOoaihCGg7kbnspIWQ+jhbPZfYPZiNFd53SndwNsaXeN2N/OlLz81Q35p0PnP++ymPfPUs52ee45bM+t6Qx1n4VipGi605K33tlaBVUOGwNZb1ljR82RmfTokxmviGynbFZOURGgqG53Is1dZeMzzayBeWqeSUbSbSqeN4rdHCluyTHEmuJ9QpADUdrvKZJDyy3EJig5UTBsVrV+7ImkquuWAWmhA99POcyC86lwQ1Zzir1cqaNWt8HrNmzRoGDhwYlEtRGSMTybthiFudmohYA+fMdq1T42nXU2saRcPjkx/n/L7n+zeA5sqh6ttXA5DGMRIa/ev4HUM5qgo1RWFE96uidEccOTtj+Wp0acsKmArDy2z7WhVH/2671l9DoSGRBzL+H2ujxgO7nB7nSqvPRKPLwGo+RoilCkxOgaGfrxQFdYcAuClrCC/tK3CZkekTFsHiYWN5ctcP7Kgow6yqPL4rn8d35ZNsDKOooc57b6FB3rtTO/PVSfo3Gz7ntYkzmJ3mXm8IXGd+/juwFI3G83JcW5yXHFRVRUFD1bExtA5q4spG4cg+Vt3/D0cfzyPZaHtj0lYic484LYl7rkRBg9nQOtm08204UsyRqhpeGTfZZ2+oLT//SE6fEZzUVjuSkfsfs9K30LYuqmg0gC2oydm4ibdGz+Arpe3cL6uiYfmwy7h/ywqfx2mTkii64wre2PAc5REq1bGpjCvr7bhfo0ByjJYVYXNJaSgkzFJPnTaU4rgGFEsN6uFIHr/wIvjqz7bvu3sD0MPLd7PlHd+5y8TdI0JxXsJWrFZ6Fx4ivK6aX0UbyRp3uddziM4nQc0Z7vDhwy5LTp5UVVVx+PBh+vXr5/O4QJUxMpF+wxParCjsaddTa1bVSqzR134QdyfiDRRlR5G1rwZjo5XrKt/mo4ZzqDWEen3HFkcZyQePUrChP021LVVS+5SEMWtDMmtHlVAXaiG+IZ4wS5j7ORxazn/lkD/zdfworIqWAcfbXkNRFA1aXSqhZqe1/Xa89S2Ltn2Py/tk8Miwcdz63To+/Pkg1eYmjtTV8OCP3wK41LCxd9D++PgRDtZUeXzxbt2Q05O2Oknb80/8me05eGA0mUO/RlXbP7PhvOSg1pfTsP1tTvbxlBfh+8ThjdF+J1hPDr8CtclMXewutKaOLcW0DLr9D/mhNAyoabuhak0pCvCiauIvzffFeElJ2RupY6MlzRYZtPVLUFX2xvTGio8NTIpC4r0LualqKcWDFUAhvt59mTpNW855etispHKM5hnWeogwNXHbpF7M1OY7ViM13z0BPOpzaFNPmBm1u5rC4XEUNjaReWAnU9evIqrW9hxdC7y49mOmzruezBz3XU6i80lQc4arqfHvHaa/xwUqjUZx2bbtiaddT+06zmqxVft0WgdXFfhp70OY4vWU9IglprIJQ2MRv6l6necSfovbK2VzksMvi9/kyGfusxCKCgmVerIPRrK/Vy196t0b+nljUocwo8hKqUGFujaSjpulHfqYjCMfw3AviZk+9OzTk5SoBB4vyOetSeezfPx5PGs9l/UlRRyrq+G279ZxblKKW/Veewft+3/YzOV9MtyCjtYNOT1pq5O0Pf+krdkegJMne7OrYDIZ/b/FYPAroQZUKzFqKftPLmPg9ig0VVVYSvcCKukGC8S2b5t3aNwBtDXe2184J1hX9l9Fuc6W7aFtiEHTGIFVV+MxbnLJqWmdYNNmwo1n+xvSgRNtzijpI+K4j3q2Oy29UdcbcM9LORjRy6V2k1fNY75h+4deA5qQ5GSS7l3EnmGxFH/S8ibmpKGMJk0jIVbXmj5p2nJSNeUUWyOpR0coTSRpqjm2OZ/d1lX0aW67adDswmypQEO0x5IOVlRKUNl9pIZXzx9E+ZEf+OlT96KMNSdL+feTj3LJgnsdgY3FqrLl4ElOVDd4XfIWp4cENWe4iAg/ngjacVww87Trye/jCv4Na+6BqpZ+SkSlUDvpOkwmWy4EikJFjO0J/BzWoFcrWMFvqVBagq2E8jJuWLcCa+UJmgjB85YUlb5F4WwdWMmAQxNojDro17if+b4BNLZ/2TKtfwXPYir2oHTk7Tqg0Wi4cfpvWPzeky4vwgatlpf2FVBnMXO3j6rC0z7/kHUlhUxOaukvZdtane/Y8u2Nv52kfc32ONPviePHkssxxBYSST1j2nyEwjz+wboRP/HqAA3LtlfydelFbNEP4rxJXzHmk/YFNb1yn4cj53Jpaj8euq0nz71U5DXReQstfw8WQ0XLSdqIWRSzudXXjYRXpGBP1vVXWkIcsZFGnw1VI6MTeax3Oipmlzo4DUo8JcYyejRUuhT+qw/xNRvZIrKxjtvy32FiofNyqYI2NpbEhQvRJSURNmY0ilZLyYGWZPgJVSO4sfgKaqxNfKHb3vy4llNoFOjpluCt8hnncF3zXI2iWDms/Zx0yy+xoroENtbmSlBP04AVKK2qp/idf+LLVyteIGNsDp8WnOCPHxVQWNnS9bxnq80J4vSRoOYMl5aWRlRUlM8lqKioKNLSfCffnQ1GJY4iKSyJ4roSGg1ZWLUxaCwV6Ey2F3YFhaSwJPcGcQX/bu622+pVoqqQ8FUPk5AdSUm8AVTFVrPEFI1ZX8H5mv8yq+m/bA0bzMnvkkjZVsXQfbspDzewJcN7o0gFhYiGEAYd7UdUXW9Ohh/Dqmn0vILhJR6J9b0bGxWVJqWC2Ip9WJ3fEbYzvkmMb+Q3E0ax6sfdLi/C8QZbRdW2go77tm3iiTHnuPYWKjzKaxOm+1w2ak+BP38U9ggHrDRUJtNottBWWf/reZahbGZXiB5Vo/DgkGgO7b0AK1pK98dwIxtcjm/PE+mkaZGMnxFG0xODKGqoQ1t4gMvGebkezWlVmsYIsIZASMvzQFNdCMc3JTpaPoQdKgCN7UXSeGQvagMYoyYD3hPtPVmZV01EUgIfP3uE2es+4a5Bzo1IbQ1VEy5bhOphN0/WyZO8OuQCFny3krIwo2PnXqjFv4KPC7/9J6NK9zn9/La/3eQHFxN1vmsenP3NSW7VcC4pn8yOsH30MEczpWEwW3T7qMX7rklFhWRrLBHWBGC743a9ZjP3WWZxO0YSnf4hS1B5mga+ae7RYCw7TM1J98rgzqrLSnl/9X+5c12t279dUWUDv3ttK89dNUoCm9NMgpoznEajIS8vz+PuJ7u8vLygTBJuL61Gy7TBf2DZsSasIS0JfxpzGRHlr2Os/457WjeIs1psMzQeX+1tt2Xtr6XenEvinqvQmeIwajYQo3uBEMWWxDmcDTSaNZyoj6ZaDaUxxL9/q9jaKFuAU9WfqpgC9yH4CECcf9utu4DbE6W/ynyPHbEK//s5uIS83ioLtqI0NVJdcYAhvZOZcP4wUr8ucew2MlssXPLNx20GHcfra91mJCZdfweXVvpeLm2rk7Rzgb82fw77EmE7EmpG8j1moMpiK4pYEqKghB2GugwqTDFux29M+4Ardvh5fgW0WoXc5mWzrX1D0XpILnY+3mqooeLTCZTXH8Ne8nH32xm2dvAax2EOIfU1KOEXoSjtf15Q1Eqix0TDzfD1G0Uu3cUN0YkkXLaIsAEt+SKKtmW2LAQFva6MR8Zew68OtxTW62kqIsJcQ4023OvvwaCxMFhxnU0JSUoi6d5FbgEN2N7ExOhj2BN6kIVRPzhuj2+K4friK8ioHUwdDSho+Eq3w3GB+loSGN+URQRGsJqxBzX1lhzGhWxkAcVcQSzD0NEDhTJUfsCCFdspkqONpBrN7PTjWr71zU5UTV+32+3/gn/8qIAZ2cmyFHUaySthAMjOzmb27NlERbkmDUZFRQXtdu6OWFVSwTPFUVhDXGcPrNpYquL/H78e+3/uDeIOb3BdcmpFAYwmK1k7+xBiisKo2UAP3aNocX2XptNZ6TWxnMje9Ria/FsaKo+wves2mOKJqshGYw1xKYOvteo4r2lwm+cJM7pmZ9boK/g06x8c7PEjWwZouGN+SxD3xU86yv1Lx0FfcgwFsIRGogu3cG5SCrPT+hN1/REUjQatovB4wTasrdZBbEsU2whRFF4cP4XVUy7iH7lTWT3lIn64cA59RrlXYm7NXuDv4+bt5JtLi6luamRzaTGz//sJHx8/wp9GjG8zSRhsQUlH9z7PjWtkWKjt9+mr1UZB/LftO7HTcA4PGubXQyo0h6gtCm+5QVUAz+UFdGEXoNW33YHd19Cix0ST/dgAx+8v844hJF3/vEtAAxAVtcfxed6NtzHcWEV6uMorw+c4btegMqlsXfO4PUfrd58zgOFrv6DPihWkLF1KnxUr6P/F5x4DGoCvjn5FRWMFJ0NcZ7FLQyp4tNeLHAw/RH9rTzKsSfS0xgC2gGZa01DCPVy3k0130Wgdz2Ldq1hRyKeJzzGzzSmggeYinXGeZyhbO2bSebxdo1oZUrKPrJ0b2frh56gWP/8pRZtkpiZAZGdnM3DgwLOqonB7WFSV+/cea56jaF3l17Y6/k5FD+5WVbTOL3A1/uUbxOpeIjLkfZTmUvReCgmTNLKSqv8YMTaaadBpPb6Y2quZ7up9hJEl5YQ3RtMj/gjZIz/AoKt0VIgdO/YjeuydA4d9jy0/7SP2KRVctcW2vf3t4Uuo17U8SapO7wI/Cdfx70INGQYrs8N9B1+62ios2GYLzY0tDfwe514uNb2ApbmGjafqvmuOH0EFyhpNXrdd+0MF1p0odNlOHhGi62CWUPvFaOHaHo28XAabfDVFdfo1f5L1Ir/+3r1zvNeH1iUDPro6NzPXuT9d68KmQoNtlkIXOg1MBYCtVpGZllm7jnLuLv63waWcPHYES53rtuzHLvxf2GHbFt1v1FjmTz6PY7t2UvtDEXzUMoPSv+4gF5z4hP/2OMdj0vDYuEgUrZbwnLaDXnv5BtsgWw8aUOH5pHcZXz0cLRpCMaCoML4pq/kQz2u9FU3XM9NwHc/pnuKPlmspbA6GwLVIp9WaSERcvM8lqJDIWI4b3ZeWJhzfzo0/fkBCQ/N2/e9eZ9/TyV5npET7SFATQDQaTdBu2z5VmypqKDR5TzRRgeOmJjZV1DAx1unFKcJ96cQbLWU+3/ArCujCrfR54DrOtSby6UfveBiHUzVTjcr6vu/xy9oR9Jqw3HaAUxl8xVhO4dDlpG6d6nNcJ0MqKQw7ANheSFXF9wuZisI+k5bldVp8FW0vSkhBteroWVNLRU08NM9OVRHtyGVZPGwsL+/f7bbEtHjYWB788Vu/c15as2/pnpXSh9cnzmBjabFj6Ss3Pom56z/ze0v3qbAHq7+IMbOhLg1QUUJ8144pijqE/Xfhj/qT6eBjMUNVoalOT3ldb3ShZuypIrbZmP6OoEajz3QENXYNWu9l/zvCZbZKhShFIb7K9e9No9GSOngYasYA6j76l8t9/esOkl53iOPGnpg1rlW5wyL9K2oJfpRvUKBEV87OsH0Mq8uiHhPJ1hjbkpNXGiwkYLIOJk/7HTPm3MqW0PEedyxpNFqmzruefz/pfQt4xsVXoW50feMw4fh2j/V3zMXFHLvtdnj6KQlsTpEENSIonGj0b8nH7bi0Cba+LFWFtJVF6+8KRsTQfgwdejnGzEy+fOUFl3dzztVMAdKNm0gb+C1mD+dX3GvveXRRxbkcMRb6NzgndarvH+hfF/yGk2G2oCSzpJibDr7nGJg952VLaTH5s2Z7DDr8zXnxxHlLt06rddu23Z4t3VhVW2ZoB5egFAViQ6xkxR5gT3km+sTVcLB9u5/cuGzF9h6U2Vdq9h3KpSGlDxarFfbaXsy1eu8zYKqqoqpV9Dj0fxDbsWUoj+e1z1Y1j2tKrY61r+3h1208TqOJAKstINKg0ttUTWjoCKBlJic5w/9r6m/5hpMhlVjDNNSFW+lR4V8jV2toBlx2N9rsS8j1cVxmzgQuWXCv2/94ZI94plxzPeljc+lZ8CVFlQ2o2JacbvzxA8BDSltz3lfxo0uInDYNxY/GtsIzCWpEUEjU+/en7HZcc8Vg2+4nP6OItjTP/mTmTCBjbA7Hdu2kpqKcHfU/8fDPz2CPJTSqyv9rquaQMdJ73q6XO5xHObZmKHr1vQ4M1P8X+dpWrSGcm1rOXf8Zv88eyQUpfSioLGfu+s8cNVc8zaKklHsvRW93Wrd0a2zF2fxNkPYmJqyI0LBN6MJ2A+PbPN6rVn9iOo3nBpgAJlMYB/aPpaysdQcwMBnKMJi8V8BtqlvLyehwr/e3l9UchaXONlMcrSqcV68jq0kLtLEVD5h1659Z9dJXoNaCEo4mpBdarI5ZJsCtmKYv/pZviDNHk/A/A7gtO5cjG/fAR753LAFoZv8V+vuXM9P6fzwiJpZegwajad6MsPjibH732lYUYHDpgZYlJ09UFXNREXXffe/XEpzwTIIaERTGx0TQ06CjyNTkMSxRgJ4GHeNjPNTzyb4EZr/qXqemnaxAU3gChrSWREr7VDzY2iWox1qOH9VgIjykY0FUmRHsT7u7wvZT1saSyCnzMMtxaWo/Xps4w615pHPNFU+K/PiRT/eW7sHm3hwKKfG5zbctl5T8i739DLat1e2kmhS+KT5OUUMd5d+G0DfkamiuR/N52kou/7El+Dj6zW0QVs1J43EqqmLByw6mmsgD6E2eX3wba1djNe+nd2gmmPwsOGgfq5fb55y4jAQ1jAhVoahK9Vigzpv0kUlceMsFru1OvHQz94e9fMOJuhOe84ZUSLDEce4vLiJ0SDwAabkDKfpmi8/+TtpoA4b09lUcd/4fby1vSE+eu2oUf/yogLifvSeaOzOX+DcLJTyToEYEBa2i8EhmL36745DHDkoAD2f2ck0SdpZ9CQy8EDYvh0/ubfP7tS4kbN8dETJrqdduvK2fiBMsFgyN/gc1t4428kDvXgxKjiIp2UDjb1cCuO3+6Eqtm0e2bi7pyYUn2t7pcTq3dAOkqYnkmLIo0lTQZK6mrTo1LlTQlMNXZj1NGg2hZn3bj3Hy4dGD3HF9ESeqbL262AjxEX/l6eHDuTS1H/9T0wC0BDX1pVnUGWqojDP5nFlStSaa9J6DWat5PwAj4s6DQs8d272eVxMDnHS7fUpNX5LR8W29pUPbZt3anRgVePRfbT/QA61Gy8JxC1mwdgEKintgo8CiafcT0bclIFY0CjEXZ1D22i6v5425OB3lNG+vzhvSkxnZyWz90Arfvd7m8SEJ/s1CCc9k64wIGhcmxPDSkL4kG1y3UfY06HhpSF8uTIjxfQKNFnJutOXYeHk1UVWwqFFYWjW+K9Zq+XHKXWgHX+b19PYnYrDtvijRam1tF0wW7yXtnW4vSg5l2IRUjBkxhGhb/nXj9f5NlXcWe/PI2Wn9OTcppc3E3RxT2y8azlu6f9VqS/ev2rmlO0w1kGyNQYNCijWWNKv/SbxWW3NpPt85mqGXPMhLM17i1UnuiZ4JoZ5fiOxNOUdHRPHl9Esp+uW1fDn9UsZGhXLV+s/48OhBjqquu4mqovZQE7nXv/FpWpZ+wqNbgq1BV/+ShJhMQkPa3zvq0oPncm7huYw7MY6JRS3tNSpp5Ns6C4VNHV+itbc7yRqbTEpmTIfPAzA9bTpPnvckiWGuv8/ksGT+et5fmdF3httjQofE0+OqQWij3QPTuF8NcMzqnG5ajcKYS6YSkpzsPbdLUQhJTiZszOhOGcPZQmZqRFC5MCGGvPhoNlXUcKLRTKI+hPExEd5naFrzkWOjooCisjJmNKt1CkbNTnpYzVjCE7hg8kNM7zezzdPbn4gf2/IYW9UiirVaMvfVsiM70kvvnpZxP5CR4vHnmHLTHBLe9/4OsIMtgLzrwLKBxWp1zOZE1Mcx02BtMyDp6PJWa+Oa+rdrqcTZSaUHrzVew4/1fXnGOIKclF6ocSZaL+i8ddFbNK62BaxPTXkKvnqjVVPO81v1xzrf0ZTz+nPHupyrMbQEi587uuKcJgWvuHcspptsO+7On34ltb0uoOJN77MS3mhRSGiwBWk6qxV7m4VddVo0pxDQdIbpadOZkjqFrSe2UlJXQkJYAqMSR7kW2GwldEg8xuwemA5WYimrgb82357tPT/pdFC0WpLuXWTb5WTfVue40/a3kXTvIkkSPkUS1Iigo1UU123b7eUlx0aJSoG8x/jVwAvJaseTaGvOT8THdq1i1Nd/ZUhBDXv7h9HkdB6DSeXLpgsY11wbJy/e8+6QkJAQ7hx/F6x+3/1O1ccKRgdfn4yNbSf6Ovvw6EHuzd/E4Vp7TsGXpIVH8uiI8W0GJh1Z3motRReC2mRFacfE9N+5kaMksJtBqAYtutgTJEZ63w7s/PsfmTiSet7wuynnvp+PAv7tzHEWphroP/pN+I+tJUfrRNuQKF/bl/3TpNHw+IBkwowRhB3q3Bf9jtJqtIxNHtv2gU4UjYIxIwa1V6hbgNqZos4/H55+iuJHl2AuKnLc7qtysmgfCWqE8MSeY9OqazcaLVpo95Noa44n4uSxkDSKpDX3kLj5OBURLS9E2pjFTBswC/51X5vnm5I6hTrcg5oeulhGf++5qmm8Jcb/ATu9q7xgx2a/H2ZffrkgpQ8v504lOzqOgsqTLC3YxlXrP/NrxsW+vNVRJVlv0XPnLW7tJHz5TsnhpNKShBzadzXVWgVwX9Lwxt8dXNU1NWBof1AzmmQaeuwFPPcZM/SLRhutg6PtPrUT22zhRZdciMEU75roC0TEGph0YV949kOvZxCuos4/n8hp06j77nvMJSWEJCQ4mnSKUydBjRDeaLTQb1Lnf5/mAEo5vIGYk8ep+/5LAMbl2MrMt/ed5HPTn+OEpcIxi3QwbR08+wYA9x+6lupQK3HmaAbX9AW89xRz1sPUsuTk73yH6/LLTJfll5WTZjqWXzq7gN7eQ8Mp0R4lqymV0A5+G0U9xp1f/54nlSeZluTf34S/O7gSwmPBW5ml5pk2TyWFjFmfUuuj0KKiUYi+IB21ff0sXUSF6sm7+BeOViwuib5RBnpmxkB1Nf61qxR2/lZOFu0nQY0QZwJ7ANXTBHx5SqcanTQaxdhSVyZjzHjqsAU1A6YOJdwaS2xcClqjButD3oOav2yrpyhCId6kMrK45d25yerfO0p/l1/8KqB3Cmp+HkuFEsIhzKRE6hgxJhGOtf04AFQrGks5OpOtv9FjW/5M1oBs/FmIaWsH19KCfPpEJzOn53Q4utbzSRSYph2Bvl5DPSbCrFrgEwDMqccZnPFX4N9exxCa3aPdQfGVE9OoCYkiot8o0vr2c2nFYk/0ddbxjdlCnH4BF9Q8++yzPP744xQVFTF8+HCWLVvGuHES8QrhjwG55zgCHrXBPeHV2YgKK9S4TyH8YE7Cny3Rp7WA3mmSfXl/0gaGU+/Paolq26gfUf6aY9NwcV0Rf3/1A+724+HOBQp/te5Tfj9ohKM/1tKCfNYcP8Lzlz1EOp63pUdFRZGXl8eggYNsSa1VDdSb98CTtvvH53yComip8xHUdETfyVe5BMVCBJKACmreeustFixYwPLly8nJyeGpp55i5syZ7Nmzh8RE/7dpCiE6rlj1r5z96S6gdzpExPifPKuxlBNR/hqG+u9cbq/TuRdRO7S9FE9dxOw7uO47WOCyg6tPdDLPX/YQFwyYDFbXwPHcxmwSLx5MZu5gxyyJMSMGgLCGWMesm6JIDoYQrQVUnZonn3yS+fPnc+2115Kdnc3y5csJCwvjH//4R3cPTYigZUWl1GmRwd/N0c7LL9ZW+8o7UkDvVEXENueA+CGy5K/EHb/DLaABCGty31m3+cMDXs91aWo/9nz3PaunXMQ/cqfy9uzH+eb6N20BjQf9rEmkhie5LPsIIfwTMP81jY2NfP/990yfPt1xm0ajYfr06WzcuNHjY0wmE1VVVS4fQgj/WW3VeXiZhnY/9nQW0Dsdzpmd6Xd/IX3jPpTWe95VCDfFkFyd7nZ8rY/S+wDa5qacs9P6k5s6vM0SAJrI9lUtFkLYBExQU1paisViISnJdZI3KSmJIqf9/s6WLFlCdHS04yM1NbUrhipE0DipwH3Us8Vpe86iWQP9frx9+WVnZTnTPv+Qnv96hWmff0hBZXm7CuidivAYPXk3DCFjpP9L1G5bv5vjm4mH/gfNKT5taqN9r/pro/UY+p1iF3AhzlIBlVPTXosWLWLBggWOr6uqqiSwEcJPcVcPInlwCr87XE7F0UJ43rYrK7d/Au0pv9e6gJ5p/M9ceezcLpuh+fXi8WjD2leILj40nnJroePr8MYYJh76H9JPDsf7/mv/RM3oR/kH3ovHRF/Q77T3HxLibBEwQU18fDxarZbi4mKX24uLi0lO9rwmbzAYMBgki1+IjjD2jUIToiE3oweWSLUDC1AtnAvoFQyoQlvYdZPE/i45OXvrorfIN+2jpK6EHsZ4dj5jor6iyevx4dF68K8JM6GD4tBERFDx0X6PHaM7u1y/EMEsYJaf9Ho9o0eP5osvvnDcZrVa+eKLL8jNze3GkQkhgo294vOs9FnkpIxj8pwBPo/PudQ9z8aX0CHxJN8zjvj5Q4m9PPNUhiqEcBIwQQ3AggULePHFF1mxYgW7du3id7/7HbW1tVx77bXdPTQhhJ/697u9u4fQbhkjE8m7YQjhMZ5nfvsObX93Z3v/obBhnjt8CyHaL2CWnwDmzJlDSUkJf/jDHygqKmLEiBGsWbPGLXlYCHHmMkZkYeWbTv8+YS8/c1qLyGWMTLS1Cdh5Ah7912k7rxDi9AmooAbglltu4ZZbbunuYQghzkIajUJKZkyXdnYWQvgvoJafhBBCCCG8kaBGCCGEEEFBghohhBBCBAUJaoQQQggRFCSoEUIIIURQkKBGCNEmxdDSYFHRS7NFIcSZSYIaIYQQQgQFCWqEEEIIERQkqBFCCCFEUJCgRgghhBBBQYIaIYQQQgQFCWqEEOI0UgwGwt98nrCXn+nuoQhx1pGgRgghhBBBQYIaIYQQQgQFCWqEEEIIERQkqBFCCCFEUJCgRgghRIcpBoPHz4XoDhLUCCGEECIoSFAjhBBCiKAgQY0Q4qwiSyRCBC8JaoQQ4gwR9vIzKEYJuoToqJDuHoAQov0Uo61qrZ3aYOrG0QghxJlBZmqEEEIIERQkqBFCdClFp+vuIQghgpQENUKILqXoJagRQnQOCWqEEEIIERQkqBFCCCFEUJCgRgghhBBBQYIaIc5SitFA6PLHu3sYQghx2khQI4QQgPHpP3X3ELqMBLMiWEnxPSFEwAld/jj1N97V3cPwmyYq0qVYohCic8hMjRBCCCGCggQ1Qog2OTeBVAz6bhyJEEJ4J0GNEEIIIYKCBDVCiLOWJMwKEVwkqBFCCCFEUJCgRgjRpaT3kxCis0hQI4QQQoigIEGNEEIIIYKCBDVCiG4lybpCiNNFghohRKdqHbRoIiIIe/mZbhrNmUcxGgh/83nC33wexWho+wFCCK+kTYIQwiPngnui/ezBihCi60hQI4QQuFZKPlMDutaBktpg6sbRCHHmkaBGCHHaGJ/+Ew233dfdw/DJOTAI9KAgmH4WIU6HgMipOXToENdddx39+vUjNDSUjIwMFi9eTGNjY3cPTYiAdqbOSAghREcExEzN7t27sVqtPP/88/Tv358dO3Ywf/58amtrWbp0aXcPT4jTJtCXFzRRkYQuf5z6G+/yeow0xBRCdJaACGry8vLIy8tzfJ2ens6ePXt47rnnJKgR4jSx70iqu/bWbh5J+7QVRAkhzh4BEdR4UllZSVxcnM9jTCYTJlPLO92qqqrOHpYQZz1/lrQkF6R7KQbb9VcbTJ0WxMruL9EdAiKnprV9+/axbNkybrjhBp/HLVmyhOjoaMdHampqF41QiLOXYjR0uA6NFOITQpyKbg1qFi5ciKIoPj92797t8phjx46Rl5fHFVdcwfz5832ef9GiRVRWVjo+jh492pk/jhBnhVPNiZGcGgGuRQe7q/CgFD4MPt26/PT73/+eefPm+TwmPT3d8fnx48eZMmUKEyZM4IUXXmjz/AaDAYPs7hDijCZLUWeGsJefkRd2EfC6NahJSEggISHBr2OPHTvGlClTGD16NC+//DIaTUCunAkR8BSDbXmpqxOKz5SEYHsQ1pn5KEKIjgmIROFjx45x3nnnkZaWxtKlSykpKXHcl5yc3I0jE+LMcKYlZfqafZHaOJ3jTPsbEKI7BERQ89lnn7Fv3z727dtH7969Xe5TVbWbRiVE4Ovqujina4nDvnsHzowlK+fxnEnsSdsyoyTOFgGxhjNv3jxUVfX4IYQ4M4Quf1xyMoQQ3SogghohxNnB13Zw+2yI7FRpH/tsXEe32QsRSCSoEUKcFt2VK2N/0ZYaN0KIgMipEUKItjgHVbI92Z0kEouzgczUCCGEECIoyEyNEEGuM96hd1WtljOlNo0nMvMhxJlHghohRId1ZsAEZ8Z2beGbBHfiTCJBjRCiTfLCJYQIBBLUCCE6lQREQoiuIonCQgghhAgKMlMjhDhrSf6OEMFFghohzmCydCOE6E6B9hwkQY0QQhB4T95CCHcS1AghHOSFXQgRyCSoEUKcsSTIEkK0h+x+EkIIIURQkKBGCCGEEEFBghohhBBCBAUJaoQQQggRFCSoEUIIIURQkKBGCCGEEEFBghohhBBCBAUJaoQQQggRFKT4nhAiKEihPiGEzNQIIYQQIihIUCOEEEKIoCBBjRBCCCGCggQ1QgghhAgKEtQIIYQQIihIUCOEEEKIoCBBjRBCCCGCggQ1QgghhAgKEtQIIYQQIihIUCOEEEKIoCBBjRBCCCGCggQ1QgghhAgKEtQIIYQQIihIUCOEEEKIoBDS3QMQQgjRPRSjgfA3n+/uYQhx2shMjRBCCCGCggQ1QgghhAgKEtQIIYQQIihIUCOEEEKIoCBBjRBCCCGCggQ1QgghhAgKARfUmEwmRowYgaIo5Ofnd/dwhBBCCHGGCLig5u677yYlJaW7hyGEEEKIM0xABTUff/wxn376KUuXLu3uoQghhBDiDBMwFYWLi4uZP38+H3zwAWFhYX49xmQyYTKZHF9XVVV11vCEEEII0c0CYqZGVVXmzZvHjTfeyJgxY/x+3JIlS4iOjnZ8pKamduIohRBCCNGdujWoWbhwIYqi+PzYvXs3y5Yto7q6mkWLFrXr/IsWLaKystLxcfTo0U76SYQQQgjR3RRVVdXu+uYlJSWUlZX5PCY9PZ3Zs2fz0UcfoSiK43aLxYJWq2Xu3LmsWLHCr+9XVVVFdHQ0lZWVREVFndLYhRBCCNE1/H397tagxl9HjhxxyYc5fvw4M2fO5N133yUnJ4fevXv7dR4JaoQQQojA4+/rd0AkCvfp08fl64iICAAyMjL8DmiEEEIIEdwCIqg5XeyTUrILSgghhAgc9tftthaXAjKo6du3b5s/mCfV1dUAsgtKCCGECEDV1dVER0d7vT8gcmpOF6vVyvHjx4mMjHRJOj5VVVVVpKamcvToUcnV6URynbuOXOuuIde5a8h17hqdeZ1VVaW6upqUlBQ0Gu8btwNypqajNBpNp+bgREVFyT9MF5Dr3HXkWncNuc5dQ65z1+is6+xrhsYuIIrvCSGEEEK0RYIaIYQQQgQFCWpOA4PBwOLFizEYDN09lKAm17nryLXuGnKdu4Zc565xJlznsypRWAghhBDBS2ZqhBBCCBEUJKgRQgghRFCQoEYIIYQQQUGCGiGEEEIEBQlq/PTss8/St29fjEYjOTk5bNmyxefx77zzDgMHDsRoNDJ06FBWr17dRSMNbO25zi+++CKTJk0iNjaW2NhYpk+f3ubvRdi09+/ZbuXKlSiKwmWXXda5Awwi7b3WFRUV3HzzzfTs2RODwUBWVpY8f/ihvdf5qaeeYsCAAYSGhpKamsodd9xBQ0NDF402MH3zzTdcfPHFpKSkoCgKH3zwQZuPWbt2LaNGjcJgMNC/f39eeeWVzh2kKtq0cuVKVa/Xq//4xz/UnTt3qvPnz1djYmLU4uJij8evX79e1Wq16l/+8he1oKBAvf/++1WdTqdu3769i0ceWNp7na+88kr12WefVbdt26bu2rVLnTdvnhodHa3+/PPPXTzywNLe62x38OBBtVevXuqkSZPUSy+9tGsGG+Dae61NJpM6ZswYddasWeq6devUgwcPqmvXrlXz8/O7eOSBpb3X+fXXX1cNBoP6+uuvqwcPHlQ/+eQTtWfPnuodd9zRxSMPLKtXr1bvu+8+9b333lMB9f333/d5/IEDB9SwsDB1wYIFakFBgbps2TJVq9Wqa9as6bQxSlDjh3Hjxqk333yz42uLxaKmpKSoS5Ys8Xj87Nmz1QsvvNDltpycHPWGG27o1HEGuvZe59bMZrMaGRmprlixorOGGBQ6cp3NZrM6YcIE9aWXXlKvueYaCWr81N5r/dxzz6np6elqY2NjVw0xKLT3Ot98883q1KlTXW5bsGCBOnHixE4dZzDxJ6i5++671cGDB7vcNmfOHHXmzJmdNi5ZfmpDY2Mj33//PdOnT3fcptFomD59Ohs3bvT4mI0bN7ocDzBz5kyvx4uOXefW6urqaGpqIi4urrOGGfA6ep0feughEhMTue6667pimEGhI9f63//+N7m5udx8880kJSUxZMgQHn30USwWS1cNO+B05DpPmDCB77//3rFEdeDAAVavXs2sWbO6ZMxni+54LTyrGlp2RGlpKRaLhaSkJJfbk5KS2L17t8fHFBUVeTy+qKio08YZ6DpynVu75557SElJcfsnEi06cp3XrVvH3//+d/Lz87tghMGjI9f6wIEDfPnll8ydO5fVq1ezb98+brrpJpqamli8eHFXDDvgdOQ6X3nllZSWlnLOOeegqipms5kbb7yRe++9tyuGfNbw9lpYVVVFfX09oaGhp/17ykyNCAqPPfYYK1eu5P3338doNHb3cIJGdXU1V199NS+++CLx8fHdPZygZ7VaSUxM5IUXXmD06NHMmTOH++67j+XLl3f30ILK2rVrefTRR/nb3/7G1q1bee+991i1ahUPP/xwdw9NnCKZqWlDfHw8Wq2W4uJil9uLi4tJTk72+Jjk5OR2HS86dp3tli5dymOPPcbnn3/OsGHDOnOYAa+913n//v0cOnSIiy++2HGb1WoFICQkhD179pCRkdG5gw5QHfmb7tmzJzqdDq1W67ht0KBBFBUV0djYiF6v79QxB6KOXOcHHniAq6++mt/+9rcADB06lNraWq6//nruu+8+NBp5v386eHstjIqK6pRZGpCZmjbp9XpGjx7NF1984bjNarXyxRdfkJub6/Exubm5LscDfPbZZ16PFx27zgB/+ctfePjhh1mzZg1jxozpiqEGtPZe54EDB7J9+3by8/MdH5dccglTpkwhPz+f1NTUrhx+QOnI3/TEiRPZt2+fI3AE+Omnn+jZs6cENF505DrX1dW5BS72QFKVdoinTbe8FnZaCnIQWblypWowGNRXXnlFLSgoUK+//no1JiZGLSoqUlVVVa+++mp14cKFjuPXr1+vhoSEqEuXLlV37dqlLl68WLZ0+6G91/mxxx5T9Xq9+u6776qFhYWOj+rq6u76EQJCe69za7L7yX/tvdZHjhxRIyMj1VtuuUXds2eP+p///EdNTExUH3nkke76EQJCe6/z4sWL1cjISPXNN99UDxw4oH766adqRkaGOnv27O76EQJCdXW1um3bNnXbtm0qoD755JPqtm3b1MOHD6uqqqoLFy5Ur776asfx9i3dd911l7pr1y712WeflS3dZ4ply5apffr0UfV6vTpu3Dh106ZNjvsmT56sXnPNNS7Hv/3222pWVpaq1+vVwYMHq6tWreriEQem9lzntLQ0FXD7WLx4cdcPPMC09+/ZmQQ17dPea71hwwY1JydHNRgManp6uvqnP/1JNZvNXTzqwNOe69zU1KQ++OCDakZGhmo0GtXU1FT1pptuUsvLy7t+4AHkq6++8vica7+211xzjTp58mS3x4wYMULV6/Vqenq6+vLLL3fqGBVVlbk2IYQQQgQ+yakRQgghRFCQoEYIIYQQQUGCGiGEEEIEBQlqhBBCCBEUJKgRQgghRFCQoEYIIYQQQUGCGiGEEEIEBQlqhBACUBSFDz74oLuHIYQ4BRLUCCFOyXnnncftt9/e3cMQQggJaoQQnU9VVcxmc3cPQwgR5CSoEUJ02Lx58/j66695+umnURQFRVE4dOgQa9euRVEUPv74Y0aPHo3BYGDdunXMmzePyy67zOUct99+O+edd57ja6vVypIlS+jXrx+hoaEMHz6cd9991+sY7r33XnJyctxuHz58OA899BAA3377LTNmzCA+Pp7o6GgmT57M1q1bvZ7TPv6KigrHbfn5+Y6fz27dunVMmjSJ0NBQUlNTufXWW6mtrfV90YQQnUaCGiFEhz399NPk5uYyf/58CgsLKSwsJDU11XH/woULeeyxx9i1axfDhg3z65xLlizh1VdfZfny5ezcuZM77riDq666iq+//trj8XPnzmXLli3s37/fcdvOnTv58ccfufLKKwGorq7mmmuuYd26dWzatInMzExmzZpFdXV1h3/2/fv3k5eXxy9/+Ut+/PFH3nrrLdatW8ctt9zS4XMKIU5NSHcPQAgRuKKjo9Hr9YSFhZGcnOx2/0MPPcSMGTP8Pp/JZOLRRx/l888/Jzc3F4D09HTWrVvH888/z+TJk90eM3jwYIYPH84bb7zBAw88AMDrr79OTk4O/fv3B2Dq1Kkuj3nhhReIiYnh66+/5qKLLvJ7fM6WLFnC3LlzHflEmZmZPPPMM0yePJnnnnsOo9HYofMKITpOZmqEEJ1mzJgx7Tp+37591NXVMWPGDCIiIhwfr776qstMTGtz587ljTfeAGz5O2+++SZz58513F9cXMz8+fPJzMwkOjqaqKgoampqOHLkSMd+MOCHH37glVdecRnnzJkzsVqtHDx4sMPnFUJ0nMzUCCE6TXh4uMvXGo0GVVVdbmtqanJ8XlNTA8CqVavo1auXy3EGg8Hr9/n1r3/NPffcw9atW6mvr+fo0aPMmTPHcf8111xDWVkZTz/9NGlpaRgMBnJzc2lsbPR4Po3G9n7PeazO47SP9YYbbuDWW291e3yfPn28jlUI0XkkqBFCnBK9Xo/FYvHr2ISEBHbs2OFyW35+PjqdDoDs7GwMBgNHjhzxuNTkTe/evZk8eTKvv/469fX1zJgxg8TERMf969ev529/+xuzZs0C4OjRo5SWlvocJ0BhYSGxsbGOcTobNWoUBQUFjiUuIUT3k+UnIcQp6du3L5s3b+bQoUOUlpZitVq9Hjt16lS+++47Xn31Vfbu3cvixYtdgpzIyEjuvPNO7rjjDlasWMH+/fvZunUry5YtY8WKFT7HMXfuXFauXMk777zjsvQEtnyXf/7zn+zatYvNmzczd+5cQkNDvZ6rf//+pKam8uCDD7J3715WrVrFE0884XLMPffcw4YNG7jlllvIz89n7969fPjhh5IoLEQ3kqBGCHFK7rzzTrRaLdnZ2SQkJPjMU5k5cyYPPPAAd999N2PHjqW6uprf/OY3Lsc8/PDDPPDAAyxZsoRBgwaRl5fHqlWr6Nevn89xXH755ZSVlVFXV+e2bfzvf/875eXljBo1iquvvppbb73VZSanNZ1Ox5tvvsnu3bsZNmwYf/7zn3nkkUdcjhk2bBhff/01P/30E5MmTWLkyJH84Q9/ICUlxec4hRCdR1FbL3ALIYQQQgQgmakRQgghRFCQoEYIIYQQQUGCGiGEEEIEBQlqhBBCCBEUJKgRQgghRFCQoEYIIYQQQUGCGiGEEEIEBQlqhBBCCBEUJKgRQgghRFCQoEYIIYQQQUGCGiGEEEIEBQlqhBBCCBEU/j/HzaRflWhj3wAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 76 0.19\n", + "epoch 77 0.19\n", + "epoch 78 0.2\n", + "epoch 79 0.2\n", + "epoch 80 0.2\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 81 0.2\n", + "epoch 82 0.2\n", + "epoch 83 0.21\n", + "epoch 84 0.21\n", + "epoch 85 0.21\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 91 0.23\n", + "epoch 92 0.23\n", + "epoch 93 0.23\n", + "epoch 94 0.23\n", + "epoch 95 0.24\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 96 0.24\n", + "epoch 97 0.24\n", + "epoch 98 0.24\n", + "epoch 99 0.25\n", + "epoch 100 0.25\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 101 0.25\n", + "epoch 102 0.26\n", + "epoch 103 0.26\n", + "epoch 104 0.26\n", + "epoch 105 0.26\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 106 0.27\n", + "epoch 107 0.27\n", + "epoch 108 0.27\n", + "epoch 109 0.27\n", + "epoch 110 0.28\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 111 0.28\n", + "epoch 112 0.28\n", + "epoch 113 0.28\n", + "epoch 114 0.28\n", + "epoch 115 0.29\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 116 0.29\n", + "epoch 117 0.29\n", + "epoch 118 0.29\n", + "epoch 119 0.3\n", + "epoch 120 0.3\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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MJKKGYfAhImqFSh6cbQo1zdgKRuQMGHyIqNGwxanlsSWIqGYc40NErVr1C646uqioowuOMowRUVVs8SEiqoatJkTtF4MPEREROQ0GHyIiInIaHONDRNQMqo9VIqKWwRYfImo1tP990SnG1PD6ZEQth8GHyImIOg7apbqxrCNU5feEg76pPWDwISIiIqfB4ENELUbU6qD974vW23Rte90dq1Y1dmMRtToc3ExE7RIXLiQie9jiQ0StCq9NRURNicGHiNosq8G27FYiojpg8CEiaqDSR59t6RKIqJ4YfIiIiMhpMPgQERGR0+CsLiIn0tRdM/UZZ1PfWVecoUVEjYEtPkREROQ02OJDRLWy1zrj8tX7EFTKmu/Xhqamizpdrc+HiNo+tvgQUZNpS8GHiJwDgw8RNRoGHSJq7Rh8iNoxLupHRGSNwYeIiIicBgc3E1GT0c1bbLONFw8lopbUplp8/vrrL0yfPh0hISEQBAEbN260ul0URSxcuBDBwcFQq9WYMGECzp8/3zLFEjkJ6+tl1TzGp+TB2Qw9RNSi2lTwKS4uRv/+/bFy5Uq7t7/11lt4//338fHHH+PQoUNwdXXF5MmTodVqm7lSIqLmZQ6gDJZENWtTXV1Tp07F1KlT7d4miiLee+89vPTSS7jpppsAAGvWrEFgYCA2btyIO++8szlLJSIn1ZpmtpU8OLtO6y0ROZM21eJTk8TERKSnp2PChAmWbZ6enoiOjsaBAwdasDIiIiJqLdpUi09N0tPTAQCBgYFW2wMDAy232aPT6aCrMuVXo9E0TYFERETU4tpN8GmopUuXYvFi25knROR8nH3GWVNfxJaoNWg3XV1BQUEAgIyMDKvtGRkZltvsmT9/PgoKCixfKSkpTVonEdWsNY2RIaL2p90En86dOyMoKAg7duywbNNoNDh06BBiYmIc3k+pVMLDw8Pqi8iZVV3tmSs/mwYIm6bq81wQtQdtqqurqKgIFy5csHyfmJiIuLg4+Pj4oGPHjnjqqafw6quvIiIiAp07d8aCBQsQEhKCGTNmtFzRRERE1Gq0qeDzzz//YNy4cZbv586dCwC4//77sWrVKsybNw/FxcWYOXMm8vPzMXLkSGzZsgUqlaqlSiaiFuDM43SIqGZtKviMHTsWoig6vF0QBCxZsgRLlixpxqqIyMzeJSqo8ZQ++izX5SG6Ru1mjA8RERFRbRh8iIiIyGkw+BAREZHTYPAhIiIip8HgQ0RERE6DwYeIasXF+4iovWDwISIiIqfB4ENE1Ii0/32xpUsgohow+BARkUPs5qT2hsGHiIiInAaDDxERETkNBh8igqjVofiuR1B81yMQdWUtXQ4RUZNh8CEiIiKnweBD1MZYtc5oOfCUiKg+GHyIqE0qeXA2ZxwRUb0x+BBRq6Kbt7ilSyCidozBh4iIiJyGrKULICJydqJWh5IHZ7d0GUROgS0+RNRmlT76bEuXQERtDIMPEVEFDpYmav8YfIiIiMhpMPgQERGR02DwISIiIqfB4ENEREROg8GHiIiInAaDDxERETkNBh8iIiJyGgw+RERE5DQYfIiIiMhpMPgQERGR02DwIWomolaH4rseQfFdj0DU8tIIREQtgcGHiIiInAaDDxERETkNBh8iIiJyGu0q+Lz88ssQBMHqq2fPni1dFhEREbUSspYuoLH17t0b27dvt3wvk7W7p0hEREQN1O5SgUwmQ1BQUEuXQUTUqolaHUoenN3SZRA1uwYFH4PBgFWrVmHHjh3IzMyE0Wi0un3nzp2NUlxDnD9/HiEhIVCpVIiJicHSpUvRsWNHh/vrdDrodJVTizUaTXOUSURERC2gQcHnv//9L1atWoXrr78effr0gSAIjV1Xg0RHR2PVqlXo0aMH0tLSsHjxYowaNQqnTp2Cu7u73fssXboUixcvbuZKiYjan6qtSC5fvQ9BpWzhiohsNSj4rF27FuvWrcO0adMau55rMnXqVMv/+/Xrh+joaISHh2PdunV46KGH7N5n/vz5mDt3ruV7jUaDsLCwJq+ViIiIml+Dgo9CoUC3bt0au5ZG5+Xlhe7du+PChQsO91EqlVAq+amEiIjIGTRoOvvTTz+NFStWQBTFxq6nURUVFeHixYsIDg5u6VKIqImVPvpsS5dARG1Ag1p89u7di127duGPP/5A7969IZfLrW7/6aefGqW4+nrmmWcwffp0hIeHIzU1FYsWLYJUKsVdd93VIvUQERFR69Kg4OPl5YWbb765sWu5ZleuXMFdd92FnJwc+Pv7Y+TIkTh48CD8/f1bujQiIiJqBRoUfL766qvGrqNRrF27tqVLICIiolbsmhYwzMrKwtmzZwEAPXr0YMsKERERtWoNGtxcXFyM//u//0NwcDBGjx6N0aNHIyQkBA899BBKSkoau0YiIiKiRtGg4DN37lzs2bMHv/76K/Lz85Gfn49ffvkFe/bswdNPP93YNRIREdE1EEUD8vIOIj19E/LyDkIUDS1dUotpUFfXjz/+iA0bNmDs2LGWbdOmTYNarcbtt9+Ojz76qLHqIyIiomuQmbkV584vgU6XbtmmVAahe8RCBARMbsHKWkaDWnxKSkoQGBhosz0gIIBdXUREzUw0GFDyzz8tXQa1QpmZW3Hy1Cyr0AMAOl0GTp6ahczMrS1UWctpUPCJiYnBokWLoNVqLdtKS0uxePFixMTENFpxRETNxWAUcSQpr6XLaJBLN9yAlJkzW7oMamVE0YBz55cAsLfYsGnbufOvOF23V4O6ulasWIHJkyejQ4cO6N+/PwDg+PHjUKlU2LrV+dIjEbV90/+3FxkFWux1cHtrXhlan5HR0iVQK5Sff8SmpceaCJ0uDfn5R+DtPazZ6mppDQo+ffr0wfnz5/Htt9/izJkzAIC77roL99xzD9RqdaMWSETUHDIKtLXvVE+GJrysj2io26d00WCA0GRVUFMydWEehT4rCzJ/f7gMHgRBKq3z/XW6zEbdr71o8Do+Li4uePjhhxuzFiKidmXSP+fwW7Vtv55OxXjttQei0tjYOu/nOnLENT8eNS/Ntm3IeH0p9OmVLTayoCAEvjAfHpMm1ekYSmVAo+7XXtQ5+GzatAlTp06FXC7Hpk2batz3xhtvvObCiIjaugxduc22FQlxyLlsxO0V35cm5MJlQP0vpKzPzq7TC7g+O7vex67OYBRxODEX2TkaXHfNR6vnY4siDuYXIbNMjwCFDMO83CAV2ncblmbbNlz971NAtRZDfUaGafuK9+oUfry8hkCpDIJOlwH743wEKJVB8PIa0hhltxl1Dj4zZsxAeno6AgICMGPGDIf7CYIAQx2bYImodbt6Jh5Feh3cZEr4tHQxbZBMd95m23XnYpFuqHwT2rMhAaNl8np3R8n8/Oq03x7tBYSfOA4Pdw+Eh4cDAC5fvozi3Dx0rsP9dyZkYMGuI0gr0EJt1MM8d+zP+HRMGhhe6/0ddtcYDcDl/UBRBuAWCIQPByTW3Tibs/Lx0vmrSKsSIIOVcrwaEYrr/b3q9PybVB2eQ32JBgMyXl9qE3pMN4qAICDj9aVwHz++1m4vQZCie8RCnDw1C4AA6/Bj+o3rHrEAgnBtNbc1dQ4+RqPR7v+JnF4TvPg1FlE0oCD/MBQNvP+m5a9DCyNUkOABieNWCYPRiH1Z6UjXliBI5YIR/kGQSho0abTFGLwUgEIKXG28Y3pmvwdgqNW2ZIM3TuqCMBumcRUvogRu649hi4NjaApi7f781FFRKMWaWmt4pXgNcOQHdCwdiWChB4IK86DXaiE3GvFUHZ7DvA0nkCtT2Wx/am0clisUmNLH8e+Fo+6a0Eeug0vad4AmtXJnjxBgyptApKnHYHNWPv5zKsmmnSJNV46HTiVhnp8v/tu7A6SSxm39MRqNuHz5MoqKiuDm5obw8HBI7P0ux28CtjxX43NoiJJ/jlqdLxuiCH16OooPH4FbTO0DkgMCJqNvn5UO1vFZ4HAdH3MrX2ahFgHuKgzt7NPo57qlNGiMz5o1a3DHHXdAqVRabS8rK8PatWtx3333NUpxRK1eE734NZYjR25EqTEdQ+vRQXE57ihsV+ly7KeNG/H05h9wubjQsi3c1R2vDxiGm8Lq0qbQOuijfE3/qdvQmbqx86H9r/LOUEFvtS1bdPxh8tTp2RiI0ZbvEy9/jM7dn7D+tC8I9lsIKpTKSnHO/U94ZWiQBgW0rjq4lykd7m/9FCqPK0FlnYMlZ/DKJjUmRgYBMOJI+hHEphyC+dU/f/ufSH92nk1dalkS1GfehiiY2hyMEHAZoSjSuMFt3QsIv1WE2PtGvHT+qt3OGVNRIt5KycC6387h5emRDsOXXq/HyR1xyM8qhJe/O/qOHwCZzPHbXnx8PLZs2QKNRmPZ5uHhgSlTpiAyMrLKjpuAdfeh+g9Y1KQB6+6DcPuaBv/9l2VmIc8rAjqFB5RlGnjlX4Bg50xcfeopBL+ypE5dXgEBk+HvP6FillcmlMoAeHkNcdjSs+VUGhb/Go+0KgP+gz1VWFTDuW5LGhR8HnzwQUyZMgUBAdYDogoLC/Hggw8y+FCLudZZEPXi4MUPFS9+uIYXv7oq+ecf6PPzLc+1OiHDC/BzPNXZYDTgn4x/cOzyQcsb1t4N3+EW2H7Ct3nsI4fw0w9f4v4PV2NqcEd8FXMdIj19EF+Qi7fjY/HvfX/imxET20z46X/uKOI7ujfqMd3TpwLIsXNL3T85/4OhGFjl+w0H9iL44BZc36E/zNFF3UmFS7lAmINjCAAgAocDDlkeWqWXAKdqbzGQeZyGFN6YoM3GIvl3AMYDAFYr3kSazhOffHwbPhVzoROy4Kq4jPsQDQD4V/JLuD8CiD4HiBCQ79UNOoU7ugzaZqkpHt2wBWOhQeV59/hxH4LKOyNNZx0GBaOIjtl6uJUaUaSWINlPhlSJEY9/fQzvjOuB3r5ucPVQIqCrO+KyYxG35SRKD/lCKpqPrcH+n/9A/3FeGHGTdSscYAo969ats9mu0Wiwbt063H777abwYzSYPuzYCSMCRBgBaH99Fuqe19e75fdibCb+2uWCkgFPWbYptXmIuLAeAdnHLdtECMgRApD66tcIzRLQ7a4JkNTSGiMI0jpNWd9yKg2PfXPM5tmlF2jx2DfH8NG/B7b58NOg4COKIgQ7g8uuXLkCT0/Pay6KqCEaYxZEndXw4mfaJgBbngca8OLn8PHM3WkKX8vmlJkzIVZ0PcuCguDzwHNWkSU0bjbK1RoA22wO+cWJT/Hp+a9Rqi+FSi/BfTC9KJYU5AOSIACAXuUKUVtoc18ASJr5KOZfvIgpwR2xdtRkSCpeE4b6BWLtqMm48++teDHuIG4IDW8T3V7Zqu/hkVOK6l1T10Je3AW2wcfxG5S9LsOvhf/DTHxn2eer+H+jVCLDl6cz8RsOAgDKI/KxTdsJQwvsH1cwiuiVIsK7CMhzAxLC6h68VEEbMV2vwfLMbIhGKapO+g9CLh7N+ATHy5/CVuPNkKEAwB4AQLFcxDv/kuA/2zvCVfYQdCpvhChOQak2zXOLRzesww02j6cR1Ti6/xAQWTngtueVMkw6VgzP0sq/twK1gGR5HqJLfCFsTsExEcjRiyhRanDW5zAGpI23WaFXFF0Qt7MMEv1+9K+y3Wg0YssWR52NJlu2bEHPnj0hubzfuoW3GgkAdWk6Du/+FUOvm1HjMau6GJuJLZ+cstmuU3rhVO+H0ef0ZwjIPo5Mv/443+026FTeAID4v4H9J/dh1B3d0TXq2mZnGYwiFv8aX9OrGhb/Go+JkUFtuturXsEnKioKgiBAEASMHz/eqsnQYDAgMTERU6ZMafQiiWrTWLMg6qzai59RBK6WeKJIr4CbrAyhLgWQaK6a9us8qk6HdDR7xXB6Ew7uW4XMciCgLAeRpy5Cgesr7iVA6tcdgtITErdAlJxW2LTVyHRedh/vk5OfQyuz7WIp6dgTuJIPANCGdYNWNECWlgyUWu/3p2DE1fIyfB0ZZQk9ZhJBwNORURi//Rfsy0rH6MCQOp2DlqSVlNa+UzW1jW3qLtbecmb2S0oiXog7aNNl2BtedtfYzxI9LP+PvRQCbSe97U4ApmaV47oLenhlCFBcECCIArLdge/G275x2Xs+PsVdMbl8PwwAJFX+vK4Ue8HPJQQG0RsLpUewwzgYRoOr5fYnTi3Cjx1/wnejk3DvUVeEKk6hq/IAAMAIYAvGVuxZvQ4BLmWV8arnlTLcuq/IplaPUhF9S33RU5+BDr6hEAQJSo0iTpS4Izg+DPLyf3AmPAzpfh3gpgU6ZushgQBRFHHyr3yr4JOYmGjVvWWPRqPB5aREdE7cU3m+IMFBz37IVPgioCwHwwpOQFrRHfjb/jgMGntTnQKC0Sji7x9sB8KbToepG/N8t1shQsDp3v+x2aU4X4ctn5zC5If7oNughoefw4m5Vt1b1YkA0gq0OJyYi5iuvg73a+3qFXzMs7ni4uIwefJkuLm5WW5TKBTo1KkTbrnllkYtkKg2jTkLos6KKruPzmt8sTOjK4r0lWMm3GQ6XBd4ERFFdVtR19HslQfFRHylUSEtYqFle4fwdOxZ/zMAwGXCYkhcKl/oRIPt9GmhnlemEauNgRBlcuiCOwGXsqy2x3qY3uQiPe3P94r0NH0iTde2kev31fMDrKOgUnVsU1SBKZxUDRRe5adR0qEL/spIRbq2BIXGEJRqi/HvfX9iaohtl+Ef697BLyMmWI7ZTSdB56xTuDvhF6BnXwBA3ws56JgsxV8+qTYhbFxUOQxDjcgBIMkDPNbLoE8NxM3HXADf2p+PvtvzeGjsY+h98Qfc/Pdl3F9xm1Z8FznllT/7zSiHQaj8G7xO6Y1hGTNxtPRD3BD0f3AXii23GSFFKNKhQYTdcyuWn4TSEIkyeGHSsWK7Px5z991pvQJeW1+Aqt/tUAVHYairHFsN6Xhz4mhkeVc+QfcSA6b+o8H157fCvSwLkMoBAGcS4vHrH9VXW7Lv7PcvonP5H6bn6zcKL3WdjTRV5d9fsDYTr158H9dn/41zJa51Dghp5/NRnK+z2uYrE6ASAK0IZOtFFHpIEDdgEkQhH/Jyr2rnw/Tdts9PAeiNboPqM0qvUmZh3RbxrOt+1RmNBlxNOI2i/Dy4eXkjtFdvSFpgIki9gs+iRYsAAJ06dcKdd95pM7iZqCXUdRZEyT9H4Rpd0Y1R0XUkFqYhX5YPnXcglKrAGgf8WXEzvbCc1/hi09VeNjcX6RXYdLUXbkzKR0Rf27sbRBGH8gqRritDXGomPivQ2eyTodViKUIhKq0DXa66sjtZqGjurtxg/a3W6yxixXJMs/MUwnRBCCkOhsLjKopUaVWOUe0gDtZMmRh2M9YcOob4glwM9bN9oY0vMF33KrO0BOsuX2jy2V6OWl+qbvdXqiFARKZOiyCVC4b5BuBgTibStSUoOFMIj+5utT8QTCHBUVCpOrZJJ9oLFDshl0gxzVix7MeBnZBJpIjy9rPbZXjH39usugxXSOTQpx2HQVfZr7VNo8FbWZm4WnbSss0cwqqOxjB4AXkP65EQ3w2arA4YcT6j1ufz+9KX4Kl4CydHPYYel74FUkzPQyW1Hg/lAhlQbdC2j2w/7iz/w+b3UgoDbsdvWIcbkFAt/IgQcdI3FveKxfgz579W3Vs2BAE6lQ/yVL7wPvwxVEMfxV8DhuClyTNsdh1w5h/c8scaBOTnwigI+Cu4K9K1JUh44UWohgyq9gZs7tgBACM8PTOhUJQiocwTYQVdkOQXiod7LkZoehIiS1LR0ZgJlZeATIUvZvZ6GW/Ev4PDV3vWOSAUayr//oPlAvqqpVBXaSkqgg4H5WlIkpo+fEgMCrhpukGps17SQBSBrZ+dRm56MQZP7VzruJ/qAtzr1kJZ1/2qOn9oP3au+hRFuZXrSrn5+OG6B2YiInp4vY93LRo0xicyMhJxcXGIjo622n7o0CFIpVIMHjy4UYqj+qvzVMx2RJ+VVftOVfermImVKc/GuW6u0CmlQEVuEmQ+KPO+Gb7+EzEwYCCkjj6NhA+HwT0EO893qNhg7/OoiF1/7EXX6x+0+VQz7I9YpGpFQCmF0btisnK1gCETDSgTBEAw/fwkoogbTl/EmNOVgxwFm8991t+vCdyF33EebrvCbQKBOkCNye7H4CIvhqS88nfE2ysVgLza07F9AT0zsgMUfwXhrYQ4rBs5yaq7yyiKeDs+FkqJFM/HHbRsD1K5YNnAGNzcsatlW2NMhXfUWnFzWGf8nJJo2S4VBKvLSCglUugsAQTw8lDgl74BNQ7ILtPr8fTRfZgcHIZZPfoiqbgQWoMBI/yDbMY2HU08gA+rBIrEIg3+c3AXJgSF4tnIKEvAeCs+FltTk/HrlSTcFNbZ6pxMCOqAP1IvW7oM5TIF5EMfRcnhD/FXRio2X03Ch1evYEpIR3xd5ZjmELZobxBGjnOx/BhFEejS9QjiskIt5/+FuIOYGmJ/rNYdf2/Fng/ehHL4WOyJmQak/FBxLNvfPYPRaGnJchOPYXq3zypuM6naJewqK8Nk1504g84Qq7wVZauyEeJajHHSg/DSdgbqMCNRpzC1rOlO/oDld4yARDRgmOYkAspykKnwhfySDos+WwEA+LOwEMuys3DlTILl/v57/8a4adPQq5f5Q4zp79fXKwXdiq5AniaB6K2FMOgKkg1KbM+JwMPfvQOP4sruMXMrr6ufBEs6PgLDVYklIBiNoqlVR6ODq4cSwRFeVqHE1cPUiBAsFzDExfY1xxUKjC/vix04iSRpFoySMmi84uGRH2kTfgDgyK9JiP87DaPuiKjXuJ+hnX0Q7KlCeoHWwXKHQJCnaWp7fZw/tB+blr9us70oNxublr+OG+e+0Kzhp0HBZ9asWZg3b55N8Ll69SrefPNNHDp0qFGKo/qp81TMdkbm71/3/SpmYmX6ynEy0nYGj7E8F7LML/BewtfIEELx/NDnMSF8gs1+548cwskLYSjS17RCjoDCnGxcTTiNsN79rG4pPpgJhcT05ycqJSjv5QVjoPV17soklccel1GO508WwdcQCHhcBxSsrdNz/vq3Lsj5exum5dm2BDzkngij3HaMT7eIA0DsaJvt1a3tFgL1409jy+J5uPPvrXg6MgqRnt6IL8gzddGkJiPK2w/vDBph9QZ/7/4deCo3C68OGGY3sASpXHBLxy64PrRTnUKQo9aKZfGxeO/MCQz09sODXXti8YkjmBQchmcjoywB5LpqAWRZRVhYM3w8fJVqqzAGAG/Fx+J/Z0+goLwcx/OA63dttjmv5rFNf2em4rvYjZZAIYoiHjyw027AWFcRMF6MOwijaMRLxw9bnROpIGDz1SSMDgyBIAj4/dxfePXoDqQUZkMqCJgc0hE/OAgtn3yahpjRakilptsEAVCpSuDhYVpHaF9WOi4XF+KrmOss97cOXmH449g+dNn2M4omznD4c/j97B4s2fEBrhZWXPfpwE74enniwetDcXufbLhnumGPnS7hwYM245I8CjnZHSEr8wAkOnjkReCcewIilEdxpQ7BR1lmes0TS/Mw49R6PGL4ESFllR+ItKUyZHVwx88JejyVehVTQjpiTbWf+/p163Db7beiV6/eAICeaVfQc+NpKLWVr6e6H3yRNc0T08ZtwgX3jigprhzTZG7lvQEJ+LDsVTwT8DyGdp6Gi7GZ+PuH81ZdWa5eSqtQ4qXTQy01tfSYfka2oVKEiGHl3XFZkgWxYi3CIo+LUGT52nzgASrH/QycEYDoSZFWH4AdBTGpRMANYzrhs01nrNq8qnomWAvtkSN1njFrNBqwc9WnNe6za/Wn6Dokutm6vRoUfOLj4zFw4ECb7VFRUYiPj7/moqj+6jwVsx1yGTwIsqAg0xWq7Y3zEQTIAgPhMnAA8EF/iBBxrpur5bZqu0IUgZu9yvFKWgae2TUHX/R8CFHqDkjL90exqjtyUi9g/cav4S4NgAfya63v2NVUhET2xZrvDlouU2D1mDojFHE5iHbToJNbCTLdXPCnRycY9QCUUozRiXjrRBkgSgEByNWlwdvOcar7JSURSfu2Y0pIGOYNGl9jS0BDGOTeUI2eAMVLb+D08lcxfvsvltuUEim6uXngiR59oTUYoJZKLW/wt/+9Ff87exIJBXnYlpaCKdUCy1vxsVh57hRWnjsFP6UKj0T0xrzIKLsBqKbWih8qHishPxdfXkywCiAPHNiBKXbCwg8VYeE/B3dXtgQB8JDJoTcaUWI0INzFDQXl5Rjg44dv7bSwfDZsHADgr8w05BVk45khN0EiCPgrM80mYJhJBAHPVASm+/bvsApxJ/Nz8ELcQaw8dwpeCiU00lD8b+PLmBLSEXMiemDusX2Y52CAuemYyfju23zce5/1b41CoQWgsozBMo/VshdGpYIA199/RPF4+8szfHt6N+b/tsjU6hR9k1WgeOfbBKyf1RGBfTwQrdcjPKMy+BTpFUg4FAKvfmp45UZBXu4O7zwAqROhScjDzk4/YaQyDzKdJ+yO8BZFKHV58Mq/YNk058xqeIRbD1RXqvQIjsnF2/u0Nf7c9+zYguH9u8AzQYd+R/bbPJxCq0HoTxrEnQxDiYsrIIrwKdZCWa6HTi5DrqsSezK6oKt7DhaVfYWk2Aex5TPb90RzKJk0sw86KCTI++4MBqokVt1b1QkQ4AYVgoxeSJPmAwJglOhgXmmpXFEAo6QMEqMC8jJPS1g6sikZB05vw5Sppg/ANQWxMx0U+J+uEMIAH8gT8oEqSwr4aAvw+PGfEbnxFJJR9xmzV+NPwEt7AR08ylCkV+BqiSfEapHK0QfEptKg4KNUKpGRkYEuXbpYbU9LS6txcShqGvWaitnGur1E0VDroluCVIrAF+abZm9VX8it4sUt8IX5EK4cAjSpyPeUm7q3HBAEwFsm4v8UJbjtXB7yD/6J1eIDKBEMAEzN4/4utyNOkoShxRtrfQ5fnbuM3cnb8M85nVXwEWBEd++L8FRqUKBzx6m8MLiU5OFIaiBkkjwIohEh2jSUGYrxp8QbE9SdYRANiNccRFcHj2UwGvBXRipSS4vxUtwhTAnpiHWjJtltCfjf/1IxdEQHKBTWvxNV3z/d3DORHeCH3FJX/LU/FWmlxcjSlsJPpUbp8aMQo4bAJWY0/jdkNP7ONM1ySykuxNrLF3ChSIOHDu4CYGoNebX/UPgq1Rjk448tqcnYnn7FbkuFORxtT0tBtk6L104dxQdnTuDJnv1sApC91goziSDg2YowAQCrYsZDIghYevoYkouLLN9Xv88zkVH4IzUZD3TuiR0ZV5BSUgSN3jRo3E0mQ355md03T/N5nXfM9IZprPg9NAeK6gGjuh4enpAKAiYFh1lCXPUQ8tqpo5AlxGGAjy9+GDUJG5Iv1nhM8wDz1avz0KmzAqNGVbZQlJWZumGCVKbwG1+Qi7TSErutZ2/Fx2Jr/Fn0+s32w9VlbRne3v0/TAkJww/Vftd+qBijdOKbUvRb3Bu7Bp7AdcckGFTQHWqpG4qUQIZrCLQp/WzejFzLvDDm3P8hLngHBqSNh2n1mqo/LxGiAPjk7bJa4E+mMlhFJAOAY2oltifqkaItx+oaQ+IvuPA38GCqqdfCfgc20DMpG8YQIDI1G+ryyoBcKpciPsQPaSGeCEUWfvrGcUOACOCnb+IREuGCcQD85HV7bVajMjjKyzxRpsxFkccFGKVllc+nyhggqVGFwmwB69atw7iBN+LU7/k2xzQHse1jPCEGSSEGqqELUEGSV4aeZ89h5u8/oHf2JciqnGerGbMTxttfvT5+E4J+fQp3hFcu6VBYrsDOjK64UGjdRVeUn1en598YGpRSJk2ahPnz5+OXX36xrNuTn5+PF154ARMnTmzUAql2ly9frttUzMuX0blz21hMDgAyM7c6WGZ9oc0y6x6TJgEr3rNdxycwsPJTyckNAACdom4D/ganCji7byLiO8+02i6KRriWX0GMUYsSiQoKo9bmBdIIERk+OpS4AB00xxFzJRxbqrxoDPA/iX/1/hk+qnzLtlytF74/8y8UZYaja/EljMrZC3eDaUZLHoD1cgnOhhWiT4k7YOfyEX+c3YNXdn6AFE2mZdu8yAE1tgTccWsy5j7rjzHDKrv9DAbRMk5jZb8JuJokQ9lH7+CDrMoZalJBgOHgLsg8vCARgOkF+Va3VW13C1K5wEehxL37d1jVYRBFhy0Vz0ZGYUtqMnwUSuSW6aDRl+O1U0fx2fl4vDt4pGUMTm1hwvzGb97nl5REvHbqaJ3uszrxDKaGdMTq4eOtWjD+SE2Gq1SGvZlpVl1xVd88AeCbxHMAgO8Sz8FLqUR6ieln6Wgw+A9JF2EQRTxbcU7MXXj2WsTM44GqhpaaBpgP9QvApx/lYthwN5yTRCJbH4gc9AKQgGG+AQhSueCt08eQoMmrsSvuxNffYPfAwcjUaeEmxqF/eG/sKFmH7KJMPDvsJge/awMwfvsvGHU6CIM7RMG1QxS0XVzgrjOiZ0EOQkUt0tQFKCy1XgPO3GLRLWcQtkV8iRGX/wW3ssqfp6AoRIE6BYXurigVI5Hr4YVAXTYi/Cv//re7qPGGrzcyZDLkX84HkFfrzz0vfxsOdAlEZGo5ggqKbfYTAKjLDRh42XbGpqpie6G3CqmdO6KkhhUSBABuJUb8z9sUIiaU+kMQag8/JVVWUjJKyqHxsg1X1ccAafSeSJNK4b01C7Lq4/eqGHJYg4M3eEGUCKZPQF5yLNr0Mfzzc227vcwzZhcvhPuJ/0IoqrZ6fZ9bgf0fWIUlAHCTleHG0ARsutrLKvy4edWlHbtxNCj4vP322xg9ejTCw8MRFRUFwDTFPTAwEF9//XWjFki1KyqyXePiWvZrDTIzt1ZcWM/6j0any8DJU7PQt89Ku+HHffx4m5WbjQJwJP0I9AWXEANAWVbDLJEKqlgBXp/JcWBYRRuNeexD2XmUl+wCRNO5VFZUWLU//HJgCQ5F5qJEbf4kmIGjASchS6ucW/Vw39U242u8lPl4vP+X+OnwDeiSeNGmJrHcgO6XXKwuISCKpkbjP87uwSMbF2JKSBhWD70JZzX5eOzwnlpf5DvLvbHk5QwseAHQVgyU/f73i8jVnDXteGAnAGBKSEfMm3CTTQDQa/JNtw0Zg4uFBXj40G4M9PHHpOAwDPTxh4dcgXcS4rA1NRkDvP2QXlqMD4aMxreJ57DxSqLD+hKLTEF+qF8g5lUbBPzvfX/ipg6d8VC3SPjJTZ9+a3vjB2DpMor2DcChnEyH9zmZn2vT8mKuxdx99suVRPyYcslm+rr5vL7YZxB+v3oZWbpSzD22z3JsmSDg6aP7sGfSzTaDwddcOlNxDB9LF569lqWq44GOTb0N4a7ueDs+1qpW8zHfiY9FJ1d3vNp/GCbt2ARxaS+8+/wClCrkUPcrx4iNv+OFuINI15ZgS5opRH7loCUs2i8Q29L+wQ27f7f8boR6eyN6nMFStz3mc/J7wAGcGPEqciWV+7lqJRhx8QS6ZKdB7qaAutpMJQEC3Mu80cnogyvdfoOrzhVjVZko8y0EPFKx5cxTOOE/DbqRLhDd5YAg4HVtJpacfx/pOafwQYC75dIYMk9Zxe9Ezb8rbioVtHIpjoUHYuDlDLvhp7I+2+9FAGUJPkgMrtuadm5aEcv7emHoqy/CY8JiCFL74wZFiDgjSUW6pHI2n0FeAruDcaqNAdpvDAZKgWiD49ADAJ6lptWxLweY9ut74QwC8nMd30EUoc8pQMnFbLhWPaWaVGD/+5ZSrEqraJQfF3gJFwt9IUKAu68fQivGVjWHBgWf0NBQnDhxAt9++y2OHz8OtVqNBx98EHfddRfk8ppPLDW+quspNcZ+LU0UDTh3fglqWhX53PlX4O8/wW63l2XKOoDtl7fjjcNvIKMkAxJRxFapFP4F5VDqDNApJPanahsAz/Uy0xL7VaaLe4tXIccFlCq9ka0ttgogZpcDS7BroO0ssyJZPpTBa4H4yiXjqz+0RDDNerm+91YkHO8KQbQ/wLEqraEQCsETr+w0dzWYxrAczjZ9Gq3tRX5p1DC8GHcIb7yZhTJD5VomPnIl/tWxC35KvoShfgH4fsREHMjOwO+plxGkcsHXw8ej08ZvMDIgGOsqHnP67s1wk8lxJCcTR3JMrU7hru54bYBpEsTezFSUGgy47e+tVeqwrc9gNGKBpZvOfjfYb1eTsOlKIgSYWpjeio+11GjujvNVqvDphXh0ULkgs0xr6TL6fNg4/OfgLodh4aW4g1YtL9Y/o8rWqOUDR2B7eorV9PWqQSsuLxtTQjrazN7akpqMsdt+xrJBIyyDwd+Jj8Xx/BzLOdEaDHUaD3QwJxOvDxiGf+/702aA+TsV4fSbERPR18u6uw0AivfusurWWpt0Hp9eiLcbYH5JScTiE0cwOaSjVRBdlhCLn39KrtPv2jafB6EQrD/VFytV2BY5FJPiD6NLVhrKq81UMk/tvimnspPYIGRDfuFrrM/vh5zOCugi3SCqK9/K0pX+mNl7MTokPgZRKLW88br2cIXKV4G3EmKxbqTtz31ZfByUngHIiJ4OpS4NHVITER/ii8CCYhgFASe79USOpzfC066g29Vkh8s+CQAUOg2u5kWgDld+QZFagiwfP5zoEIDB/3wB1dBHTcepUp8IEUmSTOyTn3GwoJH9QoxSHQoUebgiU6NHed0GDruXVn4g8y2oW/eTXlu/QcmCAHjIdQh1KcCVEi+Mu39ms67n0+ABOa6urpg5c2btO1KTCw8Ph4eHR43dXR4eHggPD2/GqhrONKanhnV5IEKnS0Nu7mFos3s6nCK6/fJ2zN091xIWjIKAN3y9sTwzGxEXinEq0t3205IIKC4IkOYLKAswNb1XrqvRCUAnAECxXoPthcdwojwHLvpiBOvSUC7IcKljMQQREKu3WAvWDyMI9mOdRABUbuXo0NEN0uyOKDUUIVt7xfIcBAgwGkX8lWXqirqc9zV6eo5AiiYDq4fehF+vJFne4M2BYF0NLQG5Oi2O52Vb3tASizR4Ke4Q0rQl+PyiaTzT4ZxMdN/0LbJ0lU3sQSoXFOnLLV1Vr586imK9HkN9AzCxSmvPuwlxuHffdtwW3hVFer2pdSgyCj08vDD49/V269ublYY0bQm+rSV4DPENMAUsUcSW1GSE/bwGRfrKBRzNU9dlggC9KFrCWF8vX4dhYVl8LA5X7FdbC4aXUmk1fX1aSEe8Ex+LcBc3fJ14tsYuo53pV60Gg3dydcfCvoPx2qmjeCs+FreEdalTDWmlxbijUwS+GTERL8QdsDmmOZAdqgjC5q4x0WCA5pN3rQZ8OwrLNbU+/TByMu7YuxU706/grfhjWDdqiu2yBgmxUAUGQt43yv4aUaKIfV37olN2GiQioPe8iD4F/igywu7UbonRBwbVU3B12YGLox1M2BAk0Hj0hrL0nyqbBPjfFYgtK5Nx+96teLZX1Z97HLakJsN/xnwc6jcWB4Jd4FZUgPH7NqPUIwxrbrwLar0H3EqNiLgcj9nfL7N74VAANpeUcMR8b3XFAOIcT2/oz+9HYewXcOv1Lwjqyp99kViC3fL4ei+yCQCnVKUQBTWKhdpbugHghbM6fKaSYFegHDmeNT8HM5nKUPtOdvh5KTHw0eadyg7UI/hs2rQJU6dOhVwux6ZNm2rc98YbW/6q1M5EIpFgypQpdmd1mU2ZMqXNDGzW6TJr3afwShR+2VKMUk3lpbSrThE1GA144/AbNi0kO1xdMDfAD8/n5KHHqRBcjNBCr6r8VCPT+sDv5FAAO6Es0zhcV0MtdceN3mNwWZsEl8zNkAKQinqMPeKPYi8XXOiowxVfDbJV2ZUvVvV40eoXMhgekoprZ+k1OJazA1dLzuHklTRsPn4G2cWVn9x9XP4EAMsU7eprxtz+99aKVgfrloA1wyfgpeOHLG9ov15Jstz/20jbNWZe7jcEj0b0serqSizSYJCPP1acPQE3mRyHczItwcHc2iOKIn5JSbRpwXl70Aj8e9+fNvW9GGta96e2N/1HI3rDV6nCttRkGAGMDAi2bo2oaF3p4+WLuLzKRdO+SzyHh7r1qggLB63CgkwQMDkoDFvTU2ptwQhSuVhdmmPKzl9xOCcTL/QZhNdOHa118PQbA4YhQO2CIJULYvwCcfe+P+EtV2JrxXk1PVbNNay7fAHTQsMRpHZBTw9vXC4uwuPd++CGKksBmFozYhGoUlum5ZefjIUuMx0TBo7A/NgD2JB8ERnaUrthubYB5M/0isIfV5OxJTUFd+zdimeqBIq3E0w/A49Fb0NwNPFFEFCsckGapx9CC7JRIujg5VqIXgavipurz7yUQC+KeP+G6Zb7Vz8eRBFF3v+GovSoVUDxHOwJzAL2fJeOLVV+7h6e3vCfMR8uPYajrGLiQ5GrB36ZdBd6XinDnXtL4FlqnuUWjv3DXrG5cChgCj2nej9s+xwrxsNYlQlT+JkUW4KzoQpL64qQfBjFyUcg9YuAoPSEqCtAuqQAhuvG2j9/tUiUyQAjcEVmhEYwwl0U7E5/BwC1AHQ1Am/FaTFvALCnW09kevnALz/XwfrvImQuBrj4l9m9tTbjnlwISZfmDT1APYLPjBkzkJ6ejoCAAMulK+wRBAEGQ8PSHzVcZGQkbr/99naxjo9SWfOCW4VXonB1/2OoniTMMxOmPNIHucGXkVFi/3IRO1xdsEftgm8uPIvOqZ7Q+pyDXlkAmc4T6rweMOjOoxQ74ZV/Ef4q02NUf/GVCAKMooiHZL74zWAKIeXuXtAFdoQoV6BrOdA1HSiRluC473Gkujq+qKE9Ep0nUiV5KIUOarkCMQE3YcWRt7Fm/zFT90mM9Rv8HyUaPH10n1Urw1C/QKikMoctAd4KpeUNTRRFh9PCza0Uqy6ewZye/a3Gurx0/BAuFhagWK/H1GrdOm/Hx+Lefdtxb+ce0BmNGOTjbzUg+KawzvhmxEQ8c3SfVX2BKtN6RrW96QerXTG31wD8mZaCKcFhNt1iP1S0xhzJyYSrTIZivWlV4bnH9mHF2eN4fUAMTlx/B/ZlpSOttBgfnz+NzNIS3N25O3ZkXKm1tcwcIsxBLEGTh8e790F5xUVjawtuhfpy3B/SEfEFebh735/YUtEtBQCzj+yBVBCwLD7WqpXFXMPb8bGQCQK2paUg+MdVAABFxXEvFWmglEpRYtAjPte0ptLW1GSIAF6IO4jS44OgPfgXpIJgNf7I3Iq3NTUZd/y9Fc9UhNF9WWl1ej7/usUDB/5Kw/jtyZbbggPluGPRGOwaPd7ufasqUVTOViqFzu6FsM3ifGTIdKnh7UsQYJT5olzZAwrdGaubPAd7IqCfF1753rSoZ6duh/FjyCP4DcMhygWrBUV7puhw637bMT7VLxwKmOacne92m+W+1euxWyZM42r6XcpB3wtV6xRhyD5X+XgdOzp+rg6IEFEq1SHDaJrJJwrATnU5bipRQLSZIWfSRy2FVBBgBPD0GR32BLjif7ffj8WfvutwXZ/AKA3qMCa7GgHwCIGk08j63rFR1Dn4GI1Gu/+n1iMyMhI9e/Zs8ys3e3kNgVIZBJ0uA9U7hESjgIzYO2u8/9515+H3UEGN+4y92geeBh9AAFzyrC85IfWLgKDyhtTNH+oaFuiSCAJcZR7wV3VAqrwQ2lDbSeZqgxrDMofhYMBB5MjTLLOl8o+XoHeU0rKoXOUTBKDzxK8lWShWVIYltV6O748ecLgGiXn695xe1rO4bgrrjBtCw/H5hQQ8fWwflg4Yhse794FUIsG6y6a1TyI9fWr/VF/tgqNVp4p/dP5UjdO71142XXzRPJuq6oDgm8I6Y0xgMDr8tAYAsHzgCDzQpQd6/vq9w+BRtfVie3pKjbPDhvoF4vfUZJtQZh4k/dmwcejs5oH1yRfxT04m1gwfj5eOH0Y/L19sTU22uzCjOaCYZ3OZg5imvBwrz1VeXbu24PbaqaOWc9LJ1R1rho+Ht0KJdG0JJoeE47uk89hip4Z3Kmow/2XMi4zC6gdmQtmrL0pvnYC9mWnYkloZPjq5uuPrERPwTeI5fHL+NPTzHgMAS7dj9QHrt4d3xaHsTKswWpfnM3y4Kx77P3+Uv93L9Ds+4wx6RylxVuqBXTb3suVSVrmuTNUp2/ZkK+vWfGqUeNndLhFguXCuS6dYfKL3AYyAvqObJaQIRhGTYk0famweraJV6Xy3W+GbcxI5/r7I9u2MQg8B8rKaG3ddi66i2C3UatuMv/6GtMoyHFqFAsqyMstx1Nr6XUDX3NJ93DcWEjEEhhLTa9N5hRG/oAzXlcrhUWUMoVowhZ6QiqUtJACCtCLWePhB/eBdCOndCVlLq82YDQpCYN90ePjaXm7Hmrltq+r3AKa8YZry3gK46E4zcHTV7aYgkUja1JR1ewRBiu4RCytmdVn/0ZRkd4e+tObl0ovydOiQ5bhvumO6GjGXQgEHDUuCIIGy3x3QXz1ap3pVUjfoAr3Nd7Y+VsWAZPXfasRvO4tpuRUrKB8AggPkmPm4T+XaKhVPM/7iABTD+mKjCSnnka7JwbNDR9Y47kVTbtvkLJVIcHfnCDx9bB/WJp3HUL9ARHp6I09nesGKL8it87TwqoNjLdN/y8pqXEDvj4qBwHd37m73elZnNaaQGqhSY3t6Ch7s2hMiRJuWB3Pw2JqaDE+5AuuTL2JX+lWHdRuMRnxxIcHhzKjb/96KRw/thr5iHNDnw8bBV6m2BMC00hLM+WevTVeYn7JyxKo5iLnJ5Ph5zFT09fLFyfwc3LznjxqDm9LTC0+GdMLbCXH4cfQUlOj1eOn4IatFA2WCgD5evjhdkGvTYhfl7YdsnRbJJUXo6ekNdf9BKD1+FFk6Lf4cfyPKjUabS4AEq12xJTUZvgoVhvoFOAzQB7MyEDftdss1zPyVasw6ssdx61NCLIID5ejbVwWpUUBMRaA43D8ZRqkRPZEAHzEbufCB3aYBUYSrrhTBBdmACLhCiSCjl+1+Vfjp6jZeRTDk23QzCaJ120Wa6INDxp4QZCL6GFLgeyQfOZ7eKPDoWut1wjSeRvx6403Qqc0zsU44vI6WWUjqPpyPuNXqXPQ/H2s5ZqmLC472748R+/dbWln8srKhLilBqVptt/WoegtOqbTU0tIs5Bda7XteYcRFuQ699VLMF1VwEQT4ygS7LWzDZUq4eLsDkyfBc4LtjFnh7GZg3X1wGG6GPwmc2mCa5WXmEWIKPZEtNySmzsHn/fffr/NBZ8+e3aBi2iNHV91+NSIU1/t7tVxhrVxAwGT07bPSZh0fQV+3Adqhkk4IdAlEZkmm1TgfQQSi432gheMpqgAgDxkIQVG3WXB5ch1EuavD288knMGmdb+YuqgmWM+IWbI4GQsXBWLUKFfItD44dykKOdkhNh8ZC4tML161BZNjuVmYHGLbLG7+VH4yP8fqTVQhlWBZfCye6NG3Yr/ax7VU31aXuryUSrjJ5ZaWoKoDgpdVdB290j8a9+3fjik7f0WWTouX+w3BVxfP2LzpL+o3BC+fOIL/HKxsR7BX976sdKSUFGH1cPtjbcxh8cbQTth0NQmd3TyQVFx5ntNKS5CpK0W0bwAmVBmwvTwhzrTydb8hOJidga2pyfh6xATEVHR9xfgH4ePoMbh333ab8Uvm4Cbz8MKYwFC8nRCHk/k5WHziiM2igTMP7jLNDAsOw+we/aGWSVGqN2B7WjK2pKVYzkOQygUQjTBUXPyxr5cv3OzMrjX/LHLKtDXOWDPPFjO3iADA0gExdsdjmcfwLFwUaGq9tNMZIIER9+FLvIdnAdFoHX4qWjlGXDwJScWf6bDy7pDUMiBuQK4eASV6ZKolDsMUtAYYLg2GIiQZZUJlYA80GDA/q/J3d2n5XYhJPY1HzmxCgKZy+7lOY3Clk7211k10yuyKNXSsz3Vt19FyK0mFV/4F5Ht3t1p52hxyVLMex9XkZOwTRmDg0aNw0WohEUUMPHYM+0aMsAly5te3016nUSQvglaqtR5bqLe+NI8AU7fXnXIFOqLmFheJe+XU+uozZgGYwsvta4AtzzkONxNetr+4YQuqc/B59913rb7PyspCSUkJvLy8AJgWMHRxcUFAQACDT4XNWfn4z6kkm7H/6bpy/OdUEj7v04nhpwYBAZPh7z/BauXm4tAIJO89Xut9i7R5mDdkHp7Z84zVNPDAXCVctTJk4wpK9Bqope52P+mIogiZX3eIFS/MjvYpMRQi35gPwP4bv9FoxPatWx3PiPl7Kz58Pwdi4H8xLbkXriri7LaTu7ubXrxqCyZ/pqXgud4D7Y4JCXd1x4rBo7C/YsxGwL0ZKCjV49VXkiFCRLDKpcYxJVXHtZhbLmTePtDn5dYrMFUdEDy5YkBwlLcfQlxc8dmwcXjmqGncyaMRfTCnZ3+bC5iWGPR4+cQRrBwyCqUGA16MO4TnYg9g23XTIa/SNZlWagq3tYWypGINZBXjacwB0Lzmz7RqY54A4Ac/U8vIqyf/gSiKWNRvCGaEWa9iPyOsCxb1G4JXTv5j0+1kDiwCRHR0ccPb8XGYYmds1ZGptyH4x1XYm5WOLWkpVsf4esQEfJt0zvIz8UYeSn38Ks557Wsa1WW2WFXTO3RCfx9/7My4YvV8ggPlluBuj14ngUxpxBAcwlNYhtXiQ8gTfC23u+pKMeLiSXTJToMrlBhW3h2djTWP8RNFEVIAs3/7DS/ddpPDMCU/UwBDYR8U6/ujr/AnZuRuQndjAQZqdZAYpTBHocJMV7x0eLXN4/jmp+KKoxogosij4jIZNuN5YP86WlVCjjJYY6kz4sIGCBCRqfYCZj2FMf93B26vuO7iIbkM43bvAQB0uHIVI/btw7GBA1HqUvn3VLV1x7oMAR5yf0h8+yHXwwjoDJDklSHYU4WF10diwOZkGAocD0qWeiqh7Ozp8HaLyBuBntc7DjcSKdB5VO3HaUZ1Dj6JiYmW/3/33Xf48MMP8cUXX6BHjx4AgLNnz+Lhhx/GI4880vhVtkEGUcRL56/WsBINsOD8VUzx82yybq/2QBCk8PauXPvG01OEq5fS6jozVYkQYZTo8NvOdfDw9MCcoXPwbdq3loHOap3Ust+xnB0YETDDtAhg1U9QVfraK7dbN48bKxYOjM3ZAVTrlqoqOTkZuQUFeHbI2BrHznR5/WMU37EEcHDN044dO8LH07PGYOLppsbhnEzb7qGEynEpE4I7YEKw6Yryh6N2wig3QiIR8OnKdKRpy5GWmmzzqX5ZRSvFon5DLANm34mPxZa0FHgseBO6j5fXOTCZmd9gj+flwEMmR06Z1uGYkqotDwAQn2t6A38x7hDyK7r2juRkIuznNXgmcgAeieiN+II8fHL+tNVxqjMHgRP5uVBJJKZxM6IpAL5YsSRATZfCMAeARyP62P2ZPRLRGy+fOIJ5kVHo6eltE9wydVrc26UHXjt11G4LjFwqxfN9BuLlE0eqLBPgB3e5EssT4rA1LRnfDDeNNVqG/+JM7x5YVstihoEqNTK0pbWek0/On0YnN4/K34GEOMTlZeOh+QNxy4FgqzE8NuPUqkg7MhX5LnrIVUVQlrvgtoI9SPMMQIlCCZcyHYLzs6GGDNeVRyHY6G3T0mP6wGKEUKVlwvw3OUkRBazfiBUTRyPLuzJMQWuA/EwBpJmm5RcWrv4fBG8Fsj1H4Yy8ALuDcpHg4YUPKnZ/ON40S7n6s/DJvwClNg86pZdNuClXFFhdIsKGYFpDp1xRAEWZl03I0Sk8oJGIuFiegsOd+iC3Rwzi/bogIMsFe42iZbzmpdWrUV4RfABT+Am5mopsfz+UqtRI9NPiw4k5pkFLVg8vQKseDH3QLOQGV547X6kUL/TogKmB3iiVyJHzTQIc8ZreBUIN1w6z0grDTU0aNMZnwYIF2LBhgyX0AECPHj3w7rvv4tZbb8U999zTaAW2VQfzi6y6t6oTAaTqynEwvwgjvG2vEk72SSQCRt0RgS2fnLK5zdyqU+RxERBMl+nQbNfgvdveQ6lvKbJKsiC/WowTcaZPd1dLzmFf5kYM9B0PF5mH5TglhkLoDTp4Kk1XfRdFEUYAVV/fsyDiB91lBJScgwSAUF4GUSa3eYEsLKxbF1WWXo/O5/8CBoQ5eN4STJg8GevXrbM77mVLajJuu/1WdO9yBF9/YD0mJDhAbhlPY8+oUa4YOcQN5W/3wuarSfgh84zVzBwfLxlcPVR4+cQRvHziCABTq4P/S29AMnYilKKILa885zAwVR0IbGZ+g9UZDVg5dDQ6urrjpbiDOJyTiW6u7igyGByOkTHPaIr2C8RzvQdaDViuWqMUqHEto2XxsZALEnjK5QhzcUNsfg72ZqWjSF+OtHpcCqO2EDE2MNQqvJmDW9VWMEePYw5PiUUay0BoAFB6e2Phi8G46YLpZyqBEZHShFoXMzQvYeAoHL0dHwsfhRKn861/hxSBwQhdtAB3DVuLYZcGAagcw1MTnV6F/CIXoCigok4gtKByaQEIgA56CBDshB4jAAE54Vvhe3kqIFq3vAoqb0xWjUffT7/By/0G41RIN0urhlBxBB95PvrmXISsykO+fLcElwJyYR7k56spsPsBVYCIiAvrcar3wzZjaIxCbQN6K/aTmMKRUpeHiAsb4J99HHkqL3wSGoYUuQ6iEICqgw3TCrQ4nJiLmK6+kEgkCI7sjeRqx5SIIgIyTYukhicD6iIBX9/hh0x9ZYueyms8Mj3uAwzW5zTXYMDM+Mv4XCLg+j5+8P13L+T/etGq5UfqqYTX9C5Q97E/Rqk9aFDwSUtLg75iamhVBoMBGRn2pxA3p5UrV2LZsmVIT09H//798cEHH2Do0KG137ERZZbZnp9r2Y8qdY0KwJRH+thcYdgo0aHI4yLKVDlW+2/bug1PPfUUJBIJjJ0MuPTdZhRVjIe4WnIOqSXn4afqALXUDaWGIhSVF+CGMFPLZWqZESdLDdCKgK9MgEoAEqVafKnUoVDli64BkzEqZy9UGcmmWV3V+t/r2kXlL5PC9+wBqHsGoVQpt9vd1atnT9z2r5uxc+tWqzclHy8v3Hbb7ejVqxcCvdxx4nqppXuoYPo59OmvRMzXNQ94l0pNg1JHB4bg1lvLUboywnL/yMFyJJb0RccV1gNm+48ch1IAriPHYfnw8fjPwd1W3SBKiRRR3n6Y3qGT1WNZuskqFhY0j9Xp5OqOp3r2w88piaZLKDgY3PxHajKivP2wfvQUmwHLd/y9FQey0gHRiHy93rK4ob2xNuZaO7q6IzYvG0/17Iefki9ZLYJY289NAtQYrKq3dlkGA/srMMI/CPuy0uv0OF/GjIdEAF6MPYjTMOKl7yZghBALXLDe37xEQPX1iaouZigRBLvjdZZVOSfhLm54qksPdHX3xMvTZ0A7OAazJMsh0VcGHVG0uzyNRVmJO/LS04AQR5fUrXShMBYBnkMh01eOq9Mr85DR43sEnr0bgL31fExd2LL+9+CsUAhpetWZT6Yoc2fkjzB0M0J2XgIjgFx3ICFMgKzaCtKOBGQfR5/Tn+FU73sAobI7T2Ks2+DqLpd2IDAzo2IMj+k+/+t3E5IdtOwCQGZh5UKhLoMHQRYUBH1GhvXFl80EASM0gfj37VsRm3McWSVZ8FH747FLLkCZ7Qfv6r0N6j5+UEX6QpdYAGNhGSTuCig7e9a9paeNalDwGT9+PB555BF8/vnnGDhwIADg6NGjeOyxxzBhwoRGLbC+fvjhB8ydOxcff/wxoqOj8d5772Hy5Mk4e/YsAgJq7jtuTAGKup3auu5H1rpGBaBzf38c+zsBf/6+C0ZJGcoVBXYDQ9ULtEokUlz3wExsWv665XYRIrK0lWMoRgTMgESQILXMiCMllWtS5ehNLzyKciVmahXIVpxGYPwBQC1FVkgAJCVFMKpdrd4JLF1UCbH4wc4y+W/Hx6KDXIFBahfTAMZ/DmHfiBG2q2xUvOhFebtg2NSx6JkjQbq2BFfdfDBy4G04rLyIEuiQm9sBUkmGpYXhn75Xav1UXp1UKljdXy/Vo7v0HIYGjnZ4n5s7dgUg4N7929Hfyxf3dekJd7kcjxza7TB0PNNzAK4L7mAz+2hxv6GWFYxPVWt5CK5oJXln0Igauw6H+gbgjagYRHr64MNzJ/Hm6VirUCYTBEhgGoubW6azhIJFfYdgys5fcaGwADKJpMYuvI4ubhjqF4ANyZcchogobz/8k5tlPRU9LRn/uWcipHoJRvgHIcDHpcbfj44ublBKpXgvIQ7H83Nw70sjEaM4CpTbX6bCvITBvqx0bL6ahJXnTqGnhzeC1C4oLC9DkNoFA7z9sT0txXq8jsoFs7r3wfVVFj8EgJU9IjEi4TsM6HQUVWeZl5crIJVrHYaf1AP+EMrr9sGuQDiDHZ1OoJvaADVcoFcWoNT7LOSpkZDrHM/iFCAgUBAwQl6Kv8srW9B8lPm4s+ePGBR4AgZPaUXbEbBqggSiIGBkarc61QWYwg8EH+R7R0BiVFS+1piDiL0nL4pwKS1B9/P7IKnYT+frj2Vdp2F/SN+aH8+9ctagIJUi8IX5pqugV0yhr7zR9LiBL8yHTK7AkKAhAIB9eYVIK7O91p+lNFj3NggSAaquXrWeh/akQe+6X375Je6//34MHjzYcm0uvV6PyZMn4/PPP2/UAutr+fLlePjhh/Hggw8CAD7++GNs3rwZX375JZ5//vlmq2OYlxuClXKk68odNKOaZncN82ob189qjSQSAUofA3Rq22tjVVf1Aq0R0cNx49wXsHPVp5aWHwBw8/RBf+VodHDtAVEUcbLU8UKcEgjo4joIwx/wge7jj7FZ0sHuVFOJRIIJkyZh/fr1uH3vNjzba4BNAHgvJNQyzss8gHH3qNGQi5WBRdCXQZmRAnlhPlz0BowONI3TuXolAy4IRhddENIl+dAZSwBUtroGxj8Aqd4LQFyt56gmEnvTdcwq6ry5Yxd8K0zE/LgDeLrKwni70q9avcG6yeTwV6qwoN9gmy4wwDT9fmxgKN6Kj8WXMddZTc1OLS3Gfw7uqrUL6pGI3hjqF4hfUhKx+tJZ6IyVP0sJgAg3DyQUFiDaNwCvDBiGvl4+OJSdgWUJcTick2lZSNBet1HVtXxuCuuMUJeD+PDsKZvWrhtCw3FUl2bT8vLCvHC4y4YCF7MglUgwadw0fPvjBruXzzAfc9KOTZZWm+CRiTX9NCzncHRFC155xxn46dDHNq2Ed//rdtyZW2wTPKu75dhuCBnZiN/XDYOEVMuHC+F/HSDtlAtMyoXRTgOK5rICUhQ67AYGAIgiJAY9Mnx6AFeAFBjh6ZEBF10hjFnh8Cvoji7+tTxZAE/02IhhqmwU6DzgqdSgu/dFSCou0SAtEJDrDqyaKEFiF1+8dPVWDCvoDcC00r1B5QGhJN/uPDIRQIlajWx/X4jSAusbqgxatn5uIiAAN6h2InxsNvQDnoBswBQoBw5E4tt7IBRoHb4nBHmqMLSz9e+2x6RJwIr3kPF6tXV0AgMR+MJ80+1VsLehdg0KPv7+/vj9999x7tw5nDljWm2yZ8+e6N69e6MWV19lZWU4evQo5s+fb9kmkUgwYcIEHDhwwO59dDoddLrK7pKarndVH1JBwKsRofjPqSRHKxzglYhQDmy+Rg29QGtE9HB0HRKNqwmnUZSfBzcvb4T0iETmsqMwFJQhRy9CW0trdlGeDi5Dr0e3u+9C+W+b8UvsMdudRBG9evXCXeNH46fjZ6yWye8gV+C9kFBMdLce49XhylX8E9AFPRRX8HDKT3AVi1GWocXVUz5QluvhW1oG9DdN6zfmXICxNBeCyhshRm/AaH0st8zBECVS1Cf42GtRr4k3KscWmFsb3oqPxWunjiLaNwAv949Gib4Mx3KzsT0tBYdyMvFJ9Fi7b7JmI/yDEO7qjncT4qzGovyVYZq5UpdVnX9JSbS6CGf1S1mYu9Um7ai8BI9fgKvVeKjauo0A4LUBwzAlJBxTd/6KG0LDMdI/GDO7RUIhk+HIrXss3YbmcPFtkAGa7Mq/+z49euL+W+/Crj9+s3qccFd3vNhnELq6e1oFk8OonGhSF717RaLD0Ecw+MBxpGtLsLdbKEI7dYJSBEZfqH1oggSAorQUA5IyEFRYBvQ3be+YcgWGy0ZkngzCa688Ck8hH1rRHRtQ+VorAFA66AY2/6IZZVWng0tQoAlGAYIBdxEyac0LGZoZVPno6VOt308EpMVuyOl4I9KiPXGL0Ru9L3SDwlMNj9tDgXdMu5X1uR7Kw9/au2wfAOB0eDBgNABVZgxKjEq4aUxdeIVuJyHKK2/zQCGmYA8ivUqBOz+3Wq9m0fRIPPbNMYfvCYumR0Jqp5vJY9IkuI+3s46OnQVW2dtQu2t65p06dYIoiujatStkjq7D0oyys7NhMBgQGGj9ghgYGGgJaNUtXboUixcvbpJ6rvf3wud9Otldx+cVruPTKK7lAq0SiRRhvftZbfOa3hU53yTUGnrMijU6CFIpom66EcqIbjaXDBH0ZVCmp2Cgrzu87v83bjh2DunaEghXL2KwSmUTfI0Asrx9cbJ7JFw15eibchYQADEEkB6VQl8qgWC1BoYI3YkfoBr6KETRaPdTqw71u4TMhfMxGFSH/WaK/4ObmIdInAUw1rJdKpFgfp9BiPT0MV0GY+evlts6ubrj2xoGWlc9hr2BujKJBG4yeY3jajq6uGGYbwCi/lhv9xIc5ktZbExJROzU2ywL9R3oGoL+kSrcdKIykJmDnLnr7cfRUzAhqINNaBtQMavoXx274vbwym6Uqt2GZrm5wZBV+8z/n643YcX1rjZT92sKh/YYjEabYxS5X4SkogUIAFI7BaJcIgHquAK/Sl+K8UdPm7psqtRjDgqfTb8D8RJT941aUg7A+kOmvDAfuHrRcjkXM0FfBqVcBq2DtWREATjrLcVAnQB/nWj3WlEiROiVuSjxOluta9j0T+CFB+DuPhg9Kht84TW9C1Td3C3T2SNm3YeNbunodWA/XEorxwlp5VLEh/ghW+UBr7SOMLoFwCgpg8SogLzMs7IzOqcE5fJUQCbDuPGDMTiyNyTuN9tdr2ZKn2B89O+BWPxrPNIKqlz011OFRdMjMaVPsN1zAThYR8cO9jbUrkFppaSkBE8++SRWrzbNjjl37hy6dOmCJ598EqGhoc3apXSt5s+fj7lz51q+12g0CAuzP7OmIa7398IUP89mW7nZ2TT2BVrVFTMdctefA0pqDwyuHpWfSKteMqRQo4H8aiq0iedxKP0yigF0TzlnefNJzk+3ufSLeRzCytvug1EiwUHPfkhV+COoLAsSCRA4sABX93mj+mU8ytNiIR7+GIph90NmsB416ToyBFcivBH86gab2gNPPVTRDSbAIMsDKloSSk+WADCt35GY1A9hkXZasgAMw34YYYTEweULq441acibuaOBuv5KlcNVnbdUXEz1YE5mjdPRn7azUF9meACKigHA+iK5VbvevBVKu/XbW68IAM7Ej8bAWp5nX31HhIsBlu6phvp7dzke3PyD1erP4a7uGD51Mnr36lXDPWs21BgF1yFh0J34ASir7O7RyqQ4HeyPqON/YkDhP+gWWoTg0lwAptm+RS7uUJZoIMAUfmSF+TC4uJu6vfRlUMmBibNfwvoNtr+bgGn8jmefCHxaosaLcSUwAla/aWLFPtr+EhjKvCFT5VbepvVBSOK9cM+MsmyrOltJ1Fa28rv2D8TAJx7Hej8f0wrJpaUoE4zIcw2Ea2lvKGWhEAQJ4GD2uiAWw1utxLj7Z9bpKuNT+gRjYmQQDifmIrNQiwB3U/eWvZaehmBvQ+0aFHzmz5+P48ePY/fu3ZgyZYpl+4QJE/Dyyy+3WPDx8/ODVCq1mVmWkZGBoKAgu/dRKpVQKuvWnNpQUkHglPUm1NgXaFX38UPvnj449vw+FBc5XpLAzVuJ4Agvq21Wlwzp3x/AVPQ3zsLVhNMozsoCPjEFtKLFr0D5/gpIsirfZLO8fbHytvvwd5TpU51RkOKlbk/i8/iFEAF4hGmBEXnIjLUeUKF1cUGXeffCc/IkaM9mwbik8jbPcWGIViotn26r8siIBiQVLwFGPczB53C3FDxwxhR8MlM6I6DrGUjFhl19+VrfzB2Fp9+uXrYJROGu7vBXqnA4OwNhLqZPs/W5BEdNzF1vNa2RY2+9Ik2RP4Cax6D1MYTDQXassz/XReCNL7dgakiYVbfe2/GxWLthA+689VZAVvOlXhwJMwYAIR0hCx4AQ9YZoNQUhI/GRKEgP8fUEnQxF24aLQYFXkF5RfCJGxyD6L+2WlqGBACykkLL7KYe/3cHevfpA0EiqfFv1yCKON7pCjy2pkBVZdydrCLIdOjjh+6Gabh4eheKi9Lh6haErr3HQSJI6zxbKTIyErfdeSe2bNmCLHMdIuCeEwhB7/iHo3QBps96DB1694GkHqsRSyUCYrr61r5jA7G3oWYNCj4bN27EDz/8gGHDhllNMezduzcuXnQ8mrypKRQKDBo0CDt27LBcQd5oNGLHjh144oknWqwuanqNfYFWqUyCUff0sLtekNnI2yMgqcOnNHOXmqjVoaQi+Ayefj3wr5tQ8s9RHLmUhDc0epzs1hOGKvUKAP7wH4M/oh7Hdac/gbrMAI8wLdyCM1Fa8We2Z/RojJr1OLz6mroaVJ097Yac+rjqrwUqeoaPu+5FVrIHrg/Jtt2xnmOBGspeeKopEP1735/I0Zm6EeqzonRtNdS2Ro699Yocqjo5p273cMhgNOLzHw9VrP48ye6FYrf9uR2GybfWu+usKkGQQObXHUgxBZ8H3/0IqYkXLGPkQnv1hqDVofyhOQAAH3yIHUN7YdhJPdxKK1s3S1QGnIsSMWeiab232v52pYKAgcPCIA7t4DDISKUydO830abm+sxWsleHIdcFWz877fA+4+7tg459m2+2cH2wt8GxBgWfrKwsu1PDi4uL7S7t35zmzp1rmXE2dOhQvPfeeyguLrbM8qL2q7Ev0OpovSA3byVG3h6BrlHX9oJn7rMfGz0UxQ6u6Wb6dLYUp7vegYu73oSqLBNF5R6YXLHP6EcfRa++NU+Pra/ZGXcBMF1RPTmoFCeUeoTGyTGk+o5FcghqA8R6TpdvLI4C0TcjJmJ+7IEaFy901EJT08juuqyRU93Yst4Adttsd6m2RLdY6zwtx/ZlpSOrIBfPDhlV4xT/2epydOrUqcGPU529MXJilVaPWJUSWrcL+HGsiMBcJdQ6KUqVRmT66PDOuOWQVtm3Ln+7zTHt2qaOzqbHbarXgKbG3gb7GhR8Bg8ejM2bN+PJJ58EULmw1Oeff46YmJjGq64B7rjjDmRlZWHhwoVIT0/HgAEDsGXLFpsBz0R1YV4vKO18Poo1Orh6mLq36tLSUx+1fTrr3WcAekV+i8uXL6M4Nw84/gkA02zKxjawsDfMwefxc9fBVSegT1EnACet9gtaBKQMd4XslkKbY7SkqjPLXj911GYsUE0tNOpa2l/qO27Ju8x2+6SyAQjUuwEVV4JKi/wC/omOL4bpUEVIS6/jKtPmVcSrHKD+j1kPb4x+A6/HvY2Mkgyk+5pCQ5BLEN4Z+hwmhLfsem/10VyvAdR8GhR8Xn/9dUydOhXx8fHQ6/VYsWIF4uPjsX//fuzZs6exa6y3J554gl1b1GgkEgGhPeq20uu1qO3TmfnTqBgccs3dWXU1ClMAVxWg1AJXrYPPX6PGIFslRcjOk4hupnrqqvrMsrq00NwaGYz0zt2B99fXeuy6jls6aziB6h+5go3eEFG5hsrFy1HIH/gWAi4MqNMxLSpCsbm7rrZuvcBA69YJdxTb7NuYxoWNw5iuE3Es8xiySrLg7+KPgQEDrVp62ormeg2g5tGg4DNy5EgcP34cS5cuRd++fbFt2zYMHDgQBw4cQN9GbnYnoqbhc2cPFGxNsblCs/fNXYEPTf+XespgcPD+mB3gD2NpETSXPa55cG5TqU8LTefr/42ErAI7R2m4CQtmo2zOQtsb1JVv/sVp/aDJGIAR+LlOx5TJPFFWZe2kEf5BcPH0x1vxcVhXZYwPUNGtlxCHzh3DsWLF+7hy5Ypp/ErOCXTc+V9ocUvDn1wdSCVSy4rCRK1FvYNPeXk5HnnkESxYsACfffZZU9RERM1AHekL9YBg6BILYMgpAt41bVf18IF5hZGAJwaiPFeEIT0X+J/1/d3dPZArCDBKZc020Lkh6tNC4ydv3NYIezN9fB/sDUWQEtrHf6jcKDpOjqoVr0H73xct348Y/hcKtCeg06QC2AqpRIJVH72PO+652/7A67QUbNiwAXK5vMr4lb4QvdTAm1vr/Fyknkp4Tu4KcVmd70LUKtU7+Mjlcvz4449YsGBBU9RDRM3IPGBUDFXb7T4z3e4Jo58EpdVumzVrFpIz0pF4cB+w6e/mKLfJDfJ0dbRcS6NRdfaEWGW1+KmP9EWJTgQ+qNv9BUEKb+9hENU6lMAUXG69+Was/+57PP2fh2269dZ/9z3+9a9/2R6o5/UAag8+3jd3hTTIB8rOnkBZWbN1sxI1lQZ1dc2YMQMbN27EnDlzGrseImojzGOOOgWHoKSdBJ+WmOob3M0TgoO1lurjXzNmYOLP22269dwrlvZoKHUfP0g8PQC06oY9ojprUPCJiIjAkiVLsG/fPgwaNAiurq5Wt8+ePbtRiiMiassEpaL2nRrRtS4YSeQMGhR8vvjiC3h5eeHo0aM4evSo1W2CIDD4EBERUavUoOCTmFh5dWCxYi2Jll64kIiIiKg2DZ6E+sUXX6BPnz5QqVRQqVTo06cPPv/888asjYiIiKhRNajFZ+HChVi+fDmefPJJy0rNBw4cwJw5c5CcnIwlS5bUcgQiIiKi5teg4PPRRx/hs88+w1133WXZduONN6Jfv3548sknGXyIiJyQoFLC9ftPWroMoho1qKurvLwcgwcPttk+aNAg6PV6O/cgIiIiankNCj733nsvPvroI5vtn376Ke65555rLoqIiIioKTSoqwswDW7etm0bhg0bBgA4dOgQkpOTcd9992Hu3LmW/ZYvX37tVRIRERE1ggYFn1OnTmHgwIEAgIsXLwIA/Pz84Ofnh1OnTln24xR3IiIiak0aFHx27drV2HUQEbVq6o+XofTRZ1u6DCK6Rg1ex4eIiIiorWHwISIiIqfB4ENEREROg8GHiIiInAaDDxERETkNBh8iIiJyGgw+RERE5DQYfIioXVB/vKylSyCiNoDBh4iIiJwGgw8RERE5DQYfIiIichoMPkRETkhQKeH6/Sdw+er9li6FqFkx+BAREZHTYPAhIiIip8HgQ0RERE6DwYeIiIicBoMPEREROQ0GHyJqVZRvLWrpEoioHWtXwadTp04QBMHq64033mjpsoiIiKiVkLV0AY1tyZIlePjhhy3fu7u7t2A1RERE1Jq0u+Dj7u6OoKCgli6DyIZ5wTgiImo57aqrCwDeeOMN+Pr6IioqCsuWLYNer69xf51OB41GY/VFRERE7VO7avGZPXs2Bg4cCB8fH+zfvx/z589HWloali9f7vA+S5cuxeLFi5uxSiIiImoprb7F5/nnn7cZsFz968yZMwCAuXPnYuzYsejXrx8effRRvPPOO/jggw+g0+kcHn/+/PkoKCiwfKWkpDTXUyMiIqJm1upbfJ5++mk88MADNe7TpUsXu9ujo6Oh1+uRlJSEHj162N1HqVRCqVRea5lERETUBrT64OPv7w9/f/8G3TcuLg4SiQQBAQGNXBURERG1Ra0++NTVgQMHcOjQIYwbNw7u7u44cOAA5syZg3//+9/w9vZu6fKIqAmoP16G0kefbekyrpl5xp+o1aHkwdktXQ5Ru9Zugo9SqcTatWvx8ssvQ6fToXPnzpgzZw7mzp3b0qURURshsNubqN1rN8Fn4MCBOHjwYEuXQURERK1Yq5/VRURERNRY2k2LDxE1XNVVpY0FXMSTiNovtvgQETUi1YrXWroEIqoBgw8RERE5DXZ1EbUxvNgpEVHDscWHiIiInAaDDxERETkNBh8iInKIizpSe8PgQ0TUDpjHfrl89X5Ll0LUqjH4EFGt+KmfiNoLzuoiojapuVo2XL56H4JKCVGra5bHI6KmxRYfIiIichoMPkTUaJRvLWrpEoiIasTgQ0RERE6DwYeIiIicBoMPEVEbof54GQQVZ9gRXQsGHyIiInIaDD5E1O64fPU+F/IjIrsYfIjIStXFCpty4UL1x8ua7NhERI5wAUMiuibmSyUAgCEzu4WruTbm5yJqdSh5cHZLl0NETYAtPkTUbNjKQ0QtjcGHiIgAMJiSc2DwIaJWRVAqWroEImrHGHyI2rGWvqo6L2FBRK0Ngw8RNRtBaRo87Pr9Jy0eyhoDu4aI2h4GHyKqlXm2E9fGaVtcvnqfKz0TVcPp7ERUZ1Wnrtdpf47XIaJWhi0+RE6EXTNE5OwYfIio0bCFh4haO3Z1ERE1Ikfhr+p4G1Gna86SiKgKtvgQUZNhCxARtTYMPkTUaNrDFHUiat/Y1UVE1MyqBsTWGhY5FZ7aK7b4EBERkdNoM8Hntddew/Dhw+Hi4gIvLy+7+yQnJ+P666+Hi4sLAgIC8Oyzz0Kv1zdvoURUJ+Y1gVQrXrPe3sBxQVarQrOlgogcaDNdXWVlZbjtttsQExODL774wuZ2g8GA66+/HkFBQdi/fz/S0tJw3333QS6X4/XXX2+BiolaH3M4aC9qWlCx6m2iVoeSB2c3Z2lE1Eq1mRafxYsXY86cOejbt6/d27dt24b4+Hh88803GDBgAKZOnYpXXnkFK1euRFlZWTNXS0QNJSiVdi+N4fLV+7xkBhFdszYTfGpz4MAB9O3bF4GBgZZtkydPhkajwenTpx3eT6fTQaPRWH0RkXMztxax24yo/WkzXV21SU9Ptwo9ACzfp6enO7zf0qVLsXjx4iatjYiovsyzqowFrefDWH2v1UbUGrVoi8/zzz8PQRBq/Dpz5kyT1jB//nwUFBRYvlJSUpr08YiodWqt08odYasUUcO0aIvP008/jQceeKDGfbp06VKnYwUFBeHw4cNW2zIyMiy3OaJUKqFsYy94RESOsFWGqGYtGnz8/f3h7+/fKMeKiYnBa6+9hszMTAQEBAAA/vzzT3h4eCAyMrJRHoOIqCrzLLmqs8aqzpwTtbwmF1Fr02bG+CQnJyM3NxfJyckwGAyIi4sDAHTr1g1ubm6YNGkSIiMjce+99+Ktt95Ceno6XnrpJcyaNYstOkStQF1WAlateA2CSmkVGKwu7tmCQUJQmWabNca0eLbKELWcNhN8Fi5ciNWrV1u+j4qKAgDs2rULY8eOhVQqxW+//YbHHnsMMTExcHV1xf33348lS5a0VMlEVAdVFyxszouamqfG1yfINGb4cXR8BqKmx/Ps3NpM8Fm1ahVWrVpV4z7h4eH4/fffm6cgolaoqd+Ym0JbuG4VEbUf7WYdHyIiIqLaMPgQERGR02gzXV1E1Pq1ta42jvUgcj4MPkTUZjCoENG1YlcXEVErxsHfRI2LwYeIiIicBoMPEREROQ2O8SGids88NqjqpSWu9VjNheOaiBoXW3yIiIjIaTD4EBERkdNg8CEiIiKnwTE+RERNhONziFoftvgQERGR02CLDxG1KLaKEFFzYvAhIisMIkTUnjH4EBE5sapBV9TqWrgaoqbH4EPUzlRvseGbGRFRJQ5uJiIiIqfB4ENEREROg8GHiIiInAaDDxERETkNBh8iIiJyGgw+RERE5DQYfIiIiMhpcB0fInIaXJWaiBh8iKjVYUAhoqbC4ENERAAYOMk5cIwPEREROQ0GHyIiInIaDD5ERETkNBh8iIiIyGkw+BAREZHTYPAhIiIip9Fmgs9rr72G4cOHw8XFBV5eXnb3EQTB5mvt2rXNWygRERG1Wm1mHZ+ysjLcdtttiImJwRdffOFwv6+++gpTpkyxfO8oJBEREZHzaTPBZ/HixQCAVatW1bifl5cXgoKCmqEiIrKn6iJ4olbXwtUQEVlrM11ddTVr1iz4+flh6NCh+PLLLyGKYkuXRERERK1Em2nxqYslS5bguuuug4uLC7Zt24bHH38cRUVFmD17tsP76HQ66HSVn0o1Gk1zlEpEREQtoEVbfJ5//nm7A5Krfp05c6bOx1uwYAFGjBiBqKgoPPfcc5g3bx6WLVtW432WLl0KT09Py1dYWNi1Pi0iIiJqpVq0xefpp5/GAw88UOM+Xbp0afDxo6Oj8corr0Cn00GpVNrdZ/78+Zg7d67le41Gw/BDRPXCi3sStR0tGnz8/f3h7+/fZMePi4uDt7e3w9ADAEqlssbbiYiIqP1oM2N8kpOTkZubi+TkZBgMBsTFxQEAunXrBjc3N/z666/IyMjAsGHDoFKp8Oeff+L111/HM88807KFExERUavRZoLPwoULsXr1asv3UVFRAIBdu3Zh7NixkMvlWLlyJebMmQNRFNGtWzcsX74cDz/8cEuVTERERK1Mmwk+q1atqnENnylTplgtXEhERERUXbtbx4eIiIjIkTbT4kNEbQ9nOxFRa8MWHyIiInIaDD5ERETkNBh8iIiIyGkw+BAREZHTYPAhIiIip8HgQ0RERE6DwYeIiIicBoMPEREROQ0GHyIiInIaDD5ERETkNBh8iIiIyGnwWl1E7Ryvl0VEVIktPkREROQ0GHyIiIjIaTD4EBERkdNg8CEiIiKnweBDREREToPBh4iIiJwGgw8RERE5DQYfIiIichoMPkREROQ0GHyIiIjIaTD4EBERkdNg8CEiIiKnweBDREREToPBh4iIiJwGgw8RERE5DVlLF9DaiKIIANBoNC1cCREREdWV+X3b/D7uCINPNYWFhQCAsLCwFq6EiIiI6quwsBCenp4ObxfE2qKRkzEajUhNTYW7uzsEQWi042o0GoSFhSElJQUeHh6NdlyyxvPcPHiemw/PdfPgeW4eTXmeRVFEYWEhQkJCIJE4HsnDFp9qJBIJOnTo0GTH9/Dw4B9VM+B5bh48z82H57p58Dw3j6Y6zzW19JhxcDMRERE5DQYfIiIichoMPs1EqVRi0aJFUCqVLV1Ku8bz3Dx4npsPz3Xz4HluHq3hPHNwMxERETkNtvgQERGR02DwISIiIqfB4ENEREROg8GHiIiInAaDTyNauXIlOnXqBJVKhejoaBw+fLjG/devX4+ePXtCpVKhb9+++P3335up0ratPuf5s88+w6hRo+Dt7Q1vb29MmDCh1p8LmdT399ls7dq1EAQBM2bMaNoC24n6nuf8/HzMmjULwcHBUCqV6N69O1876qi+5/q9995Djx49oFarERYWhjlz5kCr1TZTtW3TX3/9henTpyMkJASCIGDjxo213mf37t0YOHAglEolunXrhlWrVjVtkSI1irVr14oKhUL88ssvxdOnT4sPP/yw6OXlJWZkZNjdf9++faJUKhXfeustMT4+XnzppZdEuVwunjx5spkrb1vqe57vvvtuceXKlWJsbKyYkJAgPvDAA6Knp6d45cqVZq68banveTZLTEwUQ0NDxVGjRok33XRT8xTbhtX3POt0OnHw4MHitGnTxL1794qJiYni7t27xbi4uGauvO2p77n+9ttvRaVSKX777bdiYmKiuHXrVjE4OFicM2dOM1fetvz+++/iiy++KP70008iAPHnn3+ucf9Lly6JLi4u4ty5c8X4+Hjxgw8+EKVSqbhly5Ymq5HBp5EMHTpUnDVrluV7g8EghoSEiEuXLrW7/+233y5ef/31Vtuio6PFRx55pEnrbOvqe56r0+v1oru7u7h69eqmKrFdaMh51uv14vDhw8XPP/9cvP/++xl86qC+5/mjjz4Su3TpIpaVlTVXie1Gfc/1rFmzxOuuu85q29y5c8URI0Y0aZ3tSV2Cz7x588TevXtbbbvjjjvEyZMnN1ld7OpqBGVlZTh69CgmTJhg2SaRSDBhwgQcOHDA7n0OHDhgtT8ATJ482eH+1LDzXF1JSQnKy8vh4+PTVGW2eQ09z0uWLEFAQAAeeuih5iizzWvIed60aRNiYmIwa9YsBAYGok+fPnj99ddhMBiaq+w2qSHnevjw4Th69KilO+zSpUv4/fffMW3atGap2Vm0xHshL1LaCLKzs2EwGBAYGGi1PTAwEGfOnLF7n/T0dLv7p6enN1mdbV1DznN1zz33HEJCQmz+0KhSQ87z3r178cUXXyAuLq4ZKmwfGnKeL126hJ07d+Kee+7B77//jgsXLuDxxx9HeXk5Fi1a1Bxlt0kNOdd33303srOzMXLkSIiiCL1ej0cffRQvvPBCc5TsNBy9F2o0GpSWlkKtVjf6Y7LFh5zGG2+8gbVr1+Lnn3+GSqVq6XLajcLCQtx777347LPP4Ofn19LltGtGoxEBAQH49NNPMWjQINxxxx148cUX8fHHH7d0ae3O7t278frrr+PDDz/EsWPH8NNPP2Hz5s145ZVXWro0ukZs8WkEfn5+kEqlyMjIsNqekZGBoKAgu/cJCgqq1/7UsPNs9vbbb+ONN97A9u3b0a9fv6Yss82r73m+ePEikpKSMH36dMs2o9EIAJDJZDh79iy6du3atEW3QQ35fQ4ODoZcLodUKrVs69WrF9LT01FWVgaFQtGkNbdVDTnXCxYswL333ov//Oc/AIC+ffuiuLgYM2fOxIsvvgiJhO0GjcHRe6GHh0eTtPYAbPFpFAqFAoMGDcKOHTss24xGI3bs2IGYmBi794mJibHaHwD+/PNPh/tTw84zALz11lt45ZVXsGXLFgwePLg5Sm3T6nuee/bsiZMnTyIuLs7ydeONN2LcuHGIi4tDWFhYc5bfZjTk93nEiBG4cOGCJVgCwLlz5xAcHMzQU4OGnOuSkhKbcGMOnCIvcdloWuS9sMmGTTuZtWvXikqlUly1apUYHx8vzpw5U/Ty8hLT09NFURTFe++9V3z++ect++/bt0+UyWTi22+/LSYkJIiLFi3idPY6qO95fuONN0SFQiFu2LBBTEtLs3wVFha21FNoE+p7nqvjrK66qe95Tk5OFt3d3cUnnnhCPHv2rPjbb7+JAQEB4quvvtpST6HNqO+5XrRokeju7i5+//334qVLl8Rt27aJXbt2FW+//faWegptQmFhoRgbGyvGxsaKAMTly5eLsbGx4uXLl0VRFMXnn39evPfeey37m6ezP/vss2JCQoK4cuVKTmdvSz744AOxY8eOokKhEIcOHSoePHjQctuYMWPE+++/32r/devWid27dxcVCoXYu3dvcfPmzc1ccdtUn/McHh4uArD5WrRoUfMX3sbU9/e5Kgafuqvved6/f78YHR0tKpVKsUuXLuJrr70m6vX6Zq66barPuS4vLxdffvllsWvXrqJKpRLDwsLExx9/XMzLy2v+wtuQXbt22X3NNZ/b+++/XxwzZozNfQYMGCAqFAqxS5cu4ldffdWkNQqiyDY7IiIicg4c40NEREROg8GHiIiInAaDDxERETkNBh8iIiJyGgw+RERE5DQYfIiIiMhpMPgQERGR02DwISKqI0EQsHHjxpYug4iuAYMPETW5sWPH4qmnnmrpMoiIGHyIqHUQRRF6vb6lyyCido7Bh4ia1AMPPIA9e/ZgxYoVEAQBgiAgKSkJu3fvhiAI+OOPPzBo0CAolUrs3bsXDzzwAGbMmGF1jKeeegpjx461fG80GrF06VJ07twZarUa/fv3x4YNGxzW8MILLyA6Otpme//+/bFkyRIAwJEjRzBx4kT4+fnB09MTY8aMwbFjxxwe01x/fn6+ZVtcXJzl+Znt3bsXo0aNglqtRlhYGGbPno3i4uKaTxoRNRkGHyJqUitWrEBMTAwefvhhpKWlIS0tDWFhYZbbn3/+ebzxxhtISEhAv3796nTMpUuXYs2aNfj4449x+vRpzJkzB//+97+xZ88eu/vfc889OHz4MC5evGjZdvr0aZw4cQJ33303AKCwsBD3338/9u7di4MHDyIiIgLTpk1DYWFhg5/7xYsXMWXKFNxyyy04ceIEfvjhB+zduxdPPPFEg49JRNdG1tIFEFH75unpCYVCARcXFwQFBdncvmTJEkycOLHOx9PpdHj99dexfft2xMTEAAC6dOmCvXv34pNPPsGYMWNs7tO7d2/0798f3333HRYsWAAA+PbbbxEdHY1u3boBAK677jqr+3z66afw8vLCnj17cMMNN9S5vqqWLl2Ke+65xzK+KSIiAu+//z7GjBmDjz76CCqVqkHHJaKGY4sPEbWowYMH12v/CxcuoKSkBBMnToSbm5vla82aNVYtOtXdc889+O677wCYxhN9//33uOeeeyy3Z2Rk4OGHH0ZERAQ8PT3h4eGBoqIiJCcnN+yJATh+/DhWrVplVefkyZNhNBqRmJjY4OMSUcOxxYeIWpSrq6vV9xKJBKIoWm0rLy+3/L+oqAgAsHnzZoSGhlrtp1QqHT7OXXfdheeeew7Hjh1DaWkpUlJScMcdd1huv//++5GTk4MVK1YgPDwcSqUSMTExKCsrs3s8icT0ubFqrVXrNNf6yCOPYPbs2Tb379ixo8NaiajpMPgQUZNTKBQwGAx12tff3x+nTp2y2hYXFwe5XA4AiIyMhFKpRHJyst1uLUc6dOiAMWPG4Ntvv0VpaSkmTpyIgIAAy+379u3Dhx9+iGnTpgEAUlJSkJ2dXWOdAJCWlgZvb29LnVUNHDgQ8fHxlu40Imp57OoioibXqVMnHDp0CElJScjOzobRaHS473XXXYd//vkHa9aswfnz57Fo0SKrIOTu7o5nnnkGc+bMwerVq3Hx4kUcO3YMH3zwAVavXl1jHffccw/Wrl2L9evXW3VzAabxN19//TUSEhJw6NAh3HPPPVCr1Q6P1a1bN4SFheHll1/G+fPnsXnzZrzzzjtW+zz33HPYv38/nnjiCcTFxeH8+fP45ZdfOLiZqAUx+BBRk3vmmWcglUoRGRkJf3//GsfNTJ48GQsWLMC8efMwZMgQFBYW4r777rPa55VXXsGCBQuwdOlS9OrVC1OmTMHmzZvRuXPnGuu49dZbkZOTg5KSEpsp81988QXy8vIwcOBA3HvvvZg9e7ZVi1B1crkc33//Pc6cOYN+/frhzTffxKuvvmq1T79+/bBnzx6cO3cOo0aNQlRUFBYuXIiQkJAa6ySipiOI1TvTiYiIiNoptvgQERGR02DwISIiIqfB4ENEREROg8GHiIiInAaDDxERETkNBh8iIiJyGgw+RERE5DQYfIiIiMhpMPgQERGR02DwISIiIqfB4ENEREROg8GHiIiInMb/A1w7vO5at8IRAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 141 0.35\n", + "epoch 142 0.35\n", + "epoch 143 0.36\n", + "epoch 144 0.36\n", + "epoch 145 0.36\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 151 0.38\n", + "epoch 152 0.38\n", + "epoch 153 0.38\n", + "epoch 154 0.39\n", + "epoch 155 0.39\n" + ] + }, + { + "data": { + "image/png": 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", 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HgAEDAMjKysLLy4ugoCCHfSMjI8nKymrwWAsWLCAwMND+ExcX15ZNF0IIIUQ76pSBz9y5c9m7dy9Lliw542M99thjFBcX239OnjzZCi0UQohzS0eYlSZEa+g0OT42d999Nz///DO///47Xbp0sW+PioqiqqqKoqIih16f7OxsoqKiGjyeTqdDp9O1ZZOFEEII0UF0mh4fVVW5++67+d///sfq1avp3r27w/3Dhg3D09OTVatW2bcdPHiQtLQ0xowZc7abK4Rbk2nPQoiOqtP0+MydO5cvv/ySH374AX9/f3veTmBgIN7e3gQGBnLbbbcxb948QkJCCAgI4J577mHMmDEyo0sI0arqDvv4LHoLRS+9xkJ0Fp0m8HnvvfcAOP/88x22L1q0iFtuuQWAN954A41Gw+WXX47RaGT69Om8++67Z7mlQoiWas/aNpV/f6LdnlsIcfZ0msBHVdUm99Hr9bzzzju88847Z6FFQgghhOhsOk2OjxBCdGZSm0eIjkECHyGEEEK4DQl8hBBtynDrvTKzSwjRYUjgI4Q4a9q6CJ7DNHoZWhJCuCCBjxDinFA/qJLVz4UQrkjgI4QQQgi3IYGPEEI0wHDrved89em6Q4IyPCjcgQQ+QgghhHAbnaaAoRCi81KNrpOaVaMR5SwtElx3iQkhhPuSHh8hRIcmM7XE2SAL67oPCXyEEEII4TYk8BFCCCGE25DARwjRIUnFZyFEW5DARwhxxiQ/QgjRWUjgI4RoN6qxqtElLCSZuZacCyFahwQ+QogOzbHAXlU7tkQIcS6QOj5CiFalGo1ndZ2stl74VAhxbpEeHyGEEEK4DQl8hBCtSoajhBAdmQQ+QojTphobnsUlgc+Zk3MoRNuRwEcI0W4q//5EezdBCOFmJLlZCCHOgCx+KkTnIj0+QgghhHAbEvgIIdyOFAMUwn1J4COEEEIItyE5PkII0UxSLFGIzk96fIQQQgjhNqTHRwjRYbXF0hdne0kNIUTHIj0+QgghhHAbEvgIIYQQwm1I4COEEEIItyGBjxDitEmOjBCis5LARwjRKRluvde6SKoUIxRCnAYJfIQQnYasWi6EOFMS+AghhBDCbUjgI4QQQgi3IYGPEKJVqVUyHCWE6Lgk8BFCCCGE25AlK4QQZ0QW7Tw7VGOVlBEQohVIj48Qwq10hplhnaGNQnRWEvgIIYQQwm1I4CPEOUKtNLrlsJMM/wghTocEPkKIViWzuoQQHZkEPkIIIYRwGxL4CCGEEMJtSOAjhBBCCLchgY8QollkirUQ4lwggY8QQggh3IYEPkIIIYRwGxL4CCGEEMJtSOAjhBBCCLchgY8QQggh3IYEPkIIIYRwGxL4CCGEEMJtSOAjhBBCCLfRqQKf33//nYsvvpiYmBgUReH77793uF9VVZ5++mmio6Px9vZm6tSpHD58uH0aK4QQQogOp1MFPuXl5QwaNIh33nnH5f2vvPIKb731Fu+//z5btmzB19eX6dOnU1lZeZZbKoQQQoiOyKO9G3A6Zs6cycyZM13ep6oqb775Jk8++SSzZ88G4NNPPyUyMpLvv/+ea6655mw2VQghhBAdUKfq8WlMamoqWVlZTJ061b4tMDCQUaNGsWnTpgYfZzQaKSkpcfgRQgghxLnpnAl8srKyAIiMjHTYHhkZab/PlQULFhAYGGj/iYuLa9N2CiGEEKL9nDOBT0s99thjFBcX239OnjzZ3k0SQrShyr8/0d5NEEK0o3Mm8ImKigIgOzvbYXt2drb9Pld0Oh0BAQEOP0KIllOrqtu7CUII0aBzJvDp3r07UVFRrFq1yr6tpKSELVu2MGbMmHZsmRBCCCE6ik41q6usrIwjR47Yb6emppKcnExISAhdu3blvvvu4x//+Ae9evWie/fuPPXUU8TExDBnzpz2a7QQQgghOoxOFfj8+eefTJo0yX573rx5ANx8880sXryYhx9+mPLycu644w6Kioo477zzWLp0KXq9vr2aLIQQQogOpFMFPueffz6qqjZ4v6IoPPfcczz33HNnsVVCCCGE6CzOmRwfIYQQQoimSOAjhBBCCLchgY8QQggh3IYEPkKIViV1fIQQHZkEPkIIIYRwGxL4CCGEEMJtSOAjhBBCCLchgY8QQggh3EaLChiazWYWL17MqlWryMnJwWKxONy/evXqVmmcEEIIIURralHg8/e//53Fixdz4YUXMmDAABRFae12CSGEEEK0uhYFPkuWLOGbb75h1qxZrd0eIYQQQog206IcHy8vLxISElq7LUIIIYQQbapFgc8DDzzAwoULG10wVAjhntRqKWAohOi4WjTUtX79etasWcNvv/1G//798fT0dLj/v//9b6s0TghxblCNVe3dBLejGo0Ybr23vZshRIfTosAnKCiISy+9tLXbIoQQQgjRploU+CxatKi12yGEEEII0eZaFPjY5ObmcvDgQQD69OlDeHh4qzRKCCGEEKIttCi5uby8nL/85S9ER0czYcIEJkyYQExMDLfddhsGg6G12yiEEEII0SpaFPjMmzePdevW8dNPP1FUVERRURE//PAD69at44EHHmjtNgohhFtRqyQZXIi20qKhrv/85z989913nH/++fZts2bNwtvbm6uuuor33nuvtdonhBBCCNFqWtTjYzAYiIyMdNoeEREhQ11CCCGE6LBaFPiMGTOG+fPnU1lZad9WUVHBs88+y5gxY1qtcUIIIazWpJ29xZ8tFpX0g4Uc2pZF+sFCLBYpVivOHS0a6lq4cCHTp0+nS5cuDBo0CIBdu3ah1+tZtmxZqzZQCCHcjsXstOmlbS/zA8Pb/KmP7szhj68PU15ktG/zDdIx4dJ4nPv5heh8WhT4DBgwgMOHD/PFF19w4MABAK699lquv/56vL29W7WBQgjhdr68CpoIcn4/9TsjWvlpj+/K4ZdPNoBaDoovGo9YFEVDeZGRFR+ncEMrP58Q7aHFdXx8fHy4/fbbW7MtQnRYZovK1tQCckorifDXM7J7CFqN0t7N6pAsFkt7N6F97Pse/CJa5VDm8twm93l7x9t8SjfrjbQtLX4uVa3tXVr2/qNUm2tTGFD88PSZhNarV4uP7/I5zWYMf27HlJuLR3g4PsOHoWi1rfocQjSk2YHPjz/+yMyZM/H09OTHH39sdN9LLrnkjBsmxNlitpjZkbODXEMu4T7hDI0YilZT+yG8dG8mz/6UQmZx7QUhOlDP/IsTmTEguj2a3KH98tP3XNhGx07dsY2YNjp2czQa1P1wV80/rjzj5zmg86KpUCOnIgdsgc/X1wGXnfbz5OQs49iufzCQRAAsZqPjDmoZ1eU/ARfj4dn9tI9fl+3Lg2HVCqI+fRdNXm1w5xEVReTjjxEwbdoZPYcQzdHswGfOnDlkZWURERHBnDlzGtxPURTMZufxaSE6opUnVvLS1pfINmTbt0X6RPLoyEeZGj+VpXszuevzHdRP7cwqruSuz3fw3g1DJfipp7LS1GbHXvflIq7VtE+mSUpKCit/+ZXbGrjfgoLG6S+lYWaLhQ25WWRVGojS+zAuPAqtxjrfpEjjPO9EqXfsurdPEINTX9PBpY0+f07OMvbsnYu2Qgs1gQ8o4OI1VBvW4hUQ38Qrapjty0P3/dt4cusnTvebsrNJ//t9sPBNCX7aiMVi4cSJE5SVleHn50d8fDwaF39n7qDZgU/dbzpu25UtzikrT6xk3tp5qPU+6HMMOcxbO4/XJvyTZ39yfSlTsV4inv0phQsSo2TYy4Hzudh+opD+rXLo9plddODAAb75/n94NvLZ9w43cwF/0LUZx/vhZCqPJ2/mRHmpfVu8rz8vDh7N7LjuBLl4nr9HVDrcfjCy9va3XMxcHIfHijY/h45xLp/fbDZx6PBzgEpZjk/TDVZLsVSfcthksZjRYh0qKyrahtGYg4dXBAfpR061hQgvD0YH+bFiXxZ3fb4DRbXw8u7vARd/IaoKikL2iwvwnzKl0w17tVdQYbGYSd+/j7KiQvyCgont1x+NxvncpaSksHTpUkpKSuzbAgICmDFjBomJiU77n+talOPz6aefcvXVV6PT6Ry2V1VVsWTJEm666aZWaZwQbcVsMfPS1pecgh4AFRUFhWfXfElm8RUNHkMFMosr2ZpawJieoW3Y2s7v71/tYGUrHMc7zAD5rXCg07Rl6wfg3KfiQAko53evftxw2Pm+U/v3Et2tB2ANem7YsIKZMV1ZNGYyiYEhpBQX8FrKTm7YsILPx13AZXFV1O83D9CoDd6+KX0JMMXh/vQvtfRoYHTqyydXEzAkGv8uWVgqay8DXbx7UawayDOexDeqHA8fEyaDB2VZPlQbfgNNmH3fRfP+xuDLRlDp+yVGYxZb1JF8bpxIuWUnFm0Q1bo+ROu8iPxjHxNOHSaosoTwymL741VFpSrBgndUFTqjBY5rqcjOxPDndnxHjWzkTLc91WzGsGVrozlItoDv2LGd/Ln9CJkZvtgqxLRWUNFYLtThLRtZvfhDygry7Pv7hYQx+ZY76DVqrH1bSkoK33zzjdOxS0pK+Oabb7jqqqvcLvhpUeBz6623MmPGDCIiHD8ISktLufXWWyXwER3ejpwdDsNb9amo5JdVN+tYOaWVTe9Uo6l8ItE4D6+2G0ZrTNeuKyg1jqckt0uD+/QfsIaCwnB+zw5xGr5a8+QjBHlFcr6XD48nb2ZmTFeWjJ+ORrH2fYwMi2TJ+Olc88cynkjezGWjA52Or9TrJrFYVH7PziCr0oA208SckdZeItvwmTa7hPh4i334rK4KgyelG+8idux7hFXXzsSN9x9ASfReYpNOgU9tb1RVmQdZ66PgZG3gc0Dnx+Z1p+jZL460oGDWFWWgNb9DQM39Zm0I+UHXkzlyBM8m/8KEvdtqn3+wBc9p5fTNKkdfVdO71QOqqjWkbf2O7iNGnHYvqmpRMaYWYymtQuPvha57IEoLe2KPXXQR1ZmZ9ttKdCRZ867C0L8b4T7hxCm5HDnyAkZjFgAJCRAX58PRIyPIz+/aKkFFyfLlZL+4AFNWln2bLRcqO9CPH19/0ekxZQV5/Pj6i1wy73F6jRqLxWJh6dLGhzyXLl1K37593WrYq0WBj6qqKPXfhcCpU6cIDHR+wwrR0eQamp41o3iUNrkPQIS/vln7NZVP1FaWHV9GaFD0GQdZG079zrBm7JcdEAg5xU3v2AKBarc2OW5TduePoaC3lrIyP8B1wPzR4gEsXbqaguLa124bvhpemEVhuIkNGn9OlJeyaMxke9Bjo1EUHkgcwpSVP/D2dg13RrgOWsDaa/Tg7cfJzK3tXorI/AIVlVxjbSAen/u1ffisrkr1OBqlB8quG+mtPQ6kWF+n7hNiRp0EHIejPH1NxE/OgE/62rf9d+aNGHQ6vAzbCMh7y6kartZUQGD+25Sod/P/rryJcbv+RKuqlA1RyZ0Twsz9WdTn6WmhZ/4HPPZiIOfP+YtD/lzdITWdLoKgoBEoivXvuWJvHkU/HcVcXLvGmTbQi4CLupPjV37aQ1Cm7Nrf8ZbeCosvyCO/4D34A5K8TdwaWgWK4zny8jLQL3Ed+1Mmkp9vHfBsaVBRsny5NedJdezlM2Vnc+rv9/H7mKRGH7/mkw/pOWIUJ06kOQxvuXyukhJOnDhB9+5nlrzemZxW4DNkyBAURUFRFKZMmYKHR+3DzWYzqampzJgxo9UbKURrC/cJb3IfrU8qoX4aCsosLvN8FCAq0Dq1vSlN5RO9fv7rTOkyyWW3tj1/oLSYkNIDmApyMJh0+PUaRWziQJdj+nU9teEpKj0sjQZZFotK5uEiykuM+AboiO4VhKbet+V3ty3kI/o6PbY+D69wIM1h29DgFMh0vf/pCFUmARvO/ECnqeBgD8py+jCszPU42w8nU/lqwwpmxHTloRHnOw1f3XTJJfQbmETE6o0AJAa6/ptJDAwG4OG1xbzj6zposQ2VzYjtyhdTh9if65WUnSzLSOOZpBH8tdcAp+GzuseZvv5tSny9SUgqotBPgy+TAIgeaf1CUP97rYvvufzl64UsPW8mBbrPrfvU36EmTzos+2P8vBayJ6EvxX6+/L+/3MDybXNRcV46wJZafW/1vxn/eRLv3DCcyf3CWZzyFVn5Gwm2pNOX/WiwoNNF0bvX0/jnDCP/8/1O7TtSeorN362mXKmdqRYQEMD06dPx8fFxCoZUF5NytvRW+Odlta1UULk0qNrl61UUQFXp03MTG/O7AJoWBRWq2Uz2iwucgh7rnSr5vnrKy8saPUZpfp4198fSvB6vsjLH4zU3d6izOq3AxzabKzk5menTp+Pn52e/z8vLi27dunH55Ze3agOFaAtDI4YS6RNJjiHHZZ6PgkKUbyT3X5LE3C+Tnea62D5O5l+c2GSXfHPyiRb8/ixdPv4HambtN02PqChK7ryDdRkZxJbuoE/JTn7OjqXMZMut+wm/AF8m/9/fHcb0G5JtyOb+tffzSOKjdOtxEbkmCxEeWiK35XNobTqHtCYKIw/RjSKivg+m9+DJdD2vdvJ4nqX2w7GxGUkDspw/Vq4Z+A2kTGiyjU3Z6HWQ9shGuLFsCN5VIWCJAvY43Ge2WHg8eTMzYuL5evw0l8NXP69bR5/+A4jSWxOJU4oLGBnmPDstpbgQgNeHjmNl1kmnoMX2XDNjurLkPMehsm/GT+fqP5ax+OgB7u87yGn47KLYePvvqMBHT4UW9iX7czghgqtrru1ePiZMDfw51w9+hmqP4bn3HT4fXF67j6oQXdITn+oADJ4lZAYcpcrTQI8T/+WPIdP57/kjGVu0k5iqhntcFSBGKWCUJoUl/znIr73LOaXvyubA/8OiaAlR87iJjxlh3MqePXfTZ9O/qR9CpWpyWOW5x+nYJSUlfPvttw7bAvz9mT5jGgG5m7GFoylx0OskLL5A4/Die+osBHs0kmCvKGj1VSQF7mB3sbUAZf2goimGP7djyspGG9YbRReIaizGnHcY2ydQlWfzLttlRYX4xTQn1R6Ha3lzc4daoqPMLDutwGf+/PkAdOvWjWuuucYpuVmIzkKr0fLoyEeZt3YeCopDUKLUhDWPjHyEqfGxvIPC/B/2kFtem18SFajnryPDiFXzSE2tbPQN3Jx8ohxLEUu6a9D2jCeg0o+hR41UeBjZeOAA/TjCkNJN/JTez+mxZSVl/Pj6i1x8/6MYlLQma7+gwlu7FzJ+xQnMocO45ZQP+mroHvEnvn2/wKQvtO96pPJd/rHqVv5fvUM0NSPpQMERzuzjsXU0FpydLr3Wv8H7NuRmNWv4Kr9wB6NDY4jS+/Bqyk6+rpPjA2BRVV5L2Um8rz+3JfTj/3olOgQtzXmuB2uea0NuFhMiYxye37YN4L/jxhCZfQKNqqJv2ZKN9A0JgvBdQBiKqjD01DQGZk1Eb/K171PmVciGbv8lOfZ3crpcyaDD+znv5DbK873wCa9CaeSp3/Z8i1C1DA5ab6d7hPOx30Mc9R7AHyH3cyrkOwYVKvQpczyIBZXNnoesN1wEcSpgVjRoVAsawNNrL78cWszyYvih5i93wVUe6FQTxZ6KtdeqIgy9WU+sRz5gdD5oPQM9d7PcPBEDOo6UKCRa1GbnLFXsL8R3+gI03rW9gpaKAoy7v8aUuRNddfPy3PyCgomNjycgwJ+SkoaH7QMCAoiPt/59Hd6ysVm5Qy3RkWaWtSjHJzExkeTkZEaNGuWwfcuWLWi1WoYPb/v1ZIQ4U1Pjp/L6+a+7zLuxBj1TSUlJ4cDKpcw0lZDt6U8FngTpNEQr5aT+UUFqzWMaewM3J59Ia/bkPxOrgXQAfCcEMfb4xYRX6pimX8s32XXrrNRSgD49M6g4eD0WbwWY3vgTKVDhUUHXapXZx/TspppNgcewxC2lt1cRiqpQXBxBVZU3nl4VXK9/BzgfgCGHu7Bg73Ze3LudGY3MSJph2M2awFD+yMkAYEJENL5m52/JLQlMLBaLPaG3sce4Cs4i9d5c0bUnF8Z2O+0gSFEULKhkawoJrndfVqUBaHr46kTGZoasMpNVaeC3jDSu+mMZDyUOITEwmJTiQl5N2cnSjDTCdXp+PHWcUJ2eISHh/JqRxu85mQSokFlR3qznsrWp7rbMinL7uft86JX4TrqMqZuXkpR6oNnnoe7vbFfhAC4YpqG7NpgJx67G2+TntL9vVRDTDv2FVL+PmP3B3YQXWy96aYTh4W0mcmgxAXGuJwfspj+9OE4XsjGYR2PwnsrllOBRtA/v1D7keF7EyhhPwHESQpamyGF4qy4LkBkYhsFLR0p0N8aUbiUgdAOf5XuhNzv+PRR7WIOeIXlD6FFmnZEXWJUF0SsaPUfbs5N4PONSsi2hKCqk/vck3/yWzVXnxTN7Wk+nIeS6KvbmYdivJ1fNpbIsC2+tH2H6Lij6YPQj/0rl1vcJydyJvspEhZeHq7gOVBW9RcX/ZAZHy8rQpB2FwJqhfRdjljNmzECj0WCxmFm9+MNGX5std+h0h7062syyFgU+c+fO5eGHH3YKfNLT03n55ZfZsqXl5dOFOJumxk9lUtwklzOt6r5ZNQpEa2suoiYw1vvS1dgbOMQ7zOG2qiqYDd1RTf5odFloddmYNY4f3uVeRazo/RnTDt3K/uJRHPAIw6DzwcdsIKYyEw0qPf3ySAzOwVyhwW+vSoy+FNslpO4FquRAGZ79vO0zXOIzffArG8yVmnJyFRWlJIrInbeQ4JlFgjYPLJ72dniZNIwh3ZrD8vNOssrzmR7T1aG3ou6Qyn1//oFJa6Kkwoy5JkfhlZSdhOzw4O2BXe1DNq4Ck3Cdnjt69efhxCENBjMv/vo1eSXOycN181fqTxdPLSvhyeQtZFYaeOfQXt45tJd4X3/+MWgkoTpvexA1OjSCzfk5LoOqE5ocNuqOUaVWOA21NXf46rsfi5hVr01TVv5Q5zjeXB7Xg92FedyycaXDdPa/bFrFJD9f1iWfaNZz2dpUd9vjyZvJrqywbty0Gq+IKL7+2wP4djXDKetwTJXBA8Xb5DKn5/f1Zdz6y9d1fmer+WJDMLPH3Iu+h6/zA8Dem9ov7zJCi592uM9UoSF9QzCMK3QIflTAZPFEp5ayjR78HDKYbn0O4ql/37qDBbxTAgg6MIarMoaihvVCqdN1VFG/R0YFz6pAjoVHsa5fd8r0tZMR/hs0i/CCVGAzdb9UaFSFgYbehJgCKdUbOayPxqe6GkuxBaPRBy8vg8tztD0riXd3W0tc9qrSMLnCkwBVA+WQ8X0aH67M4ILr+9JziHNpBNWisuezn/nz5DIqzLXvC2+tP0NDpxDr0xvdwKupzkymb0Y+O7tF2uuJ1R7E+p5LPJlDxn33syM+EnOQH/qyEoyRXVE9vey7+uh1XHTJbPvnVfr+fQ7DW/VZUDmknuKL9f+ib+9hzZ4s0RFnlrUo8ElJSWHo0KFO24cMGUJKSsoZN0q0XEcZQ+3o6q69Fe6ro4u5J4HFXdBkplKiXYpHeBhLN6w/7ePWfwP/klvEE8e8MWtD0JgLMJX0x5h9MaopCLDgm/Cy9YFOmZKAChu6/Y/QnU/yfZQJVbGg9UnFW4nkquytZBf6c7TO9OJAbRXX4iKo2ATeoV6MviyJGTFDCSodxCYPD7ooKr6aXEZ4puGr1ARedYIeALNaxYK923lh73b6BgSTrqo80G8w63MynQKEkWGR/JqRhgLWJN9Ex8RbW48Q4LKOzSspO3lh73Y+PLyPN4ePdxnMzIjpykMjHZOHr9+wgicGDKOnfyAROj2P7dxkny7+06nj/N/mNcyM6coXddrzaspObty4yuG16jQajHUKB3b19WPB4DHMjuvOWs+9VKPF8exYjQuPIt7Xn1f37+Tr81wPX3lpNUyOjLVPYR8ZFskVXXuyPjeTv239nQxDOVmVFfzn5DEA/Dw8eTBxsD1J+ZWUnXzzcxqDA0PQoDQ6VNbN159x4VH2ba/u24EGa2D1SOJQru6WwMGSIl7Zn8zSZx/ml0ce5XmsgU/m1nBiZp601RO0+/33cp5/IZuZ0Y6/s1dTdvLxiue4b8Z8esaPd3F2rMGPUR9CcVACwUWHHe4BleydAfjHVqJoavN5H6qey/dqTS2fbAguKuSavv8jPqOQXt/m41NUCayhkjVovH3wSZqIEn0JoMWb2hQMr8pQ/EoSOBTtxy+DnXukAHJD5hJgMaEv3Wnf9sGxpwmz1E6AyPYy8VqiH1/0NZGfo+PSLh/bz5FqUTDk9aLaEMSXqbMB6FWlZbbBy+m5TGXVLP1gLzPuHOAU/KT8tJI/jn/n9JgKcykbcr5nXMQcuvj2wSOsFzF5h/ik/2UM3/UH1R61n+/6ahOJGflEFZejAokZeWQH+uJZWoRHaRFmH39UD08UUzWB3jr69u1jv2Yc3H8Ak48/WkOp08fRiUgDWxILMHibWZb6DqQ2f0bqiRMnOtzMshYFPjqdjuzsbHr06OGwPTMz02Gmlzi7OtIYantxVctDRXUIBveX6nj+l/1kFlc6fiuzH8NMkdc6TvT0JhrnmSf1WVTItliHwbwLqvlz3X6C/ELZ4mnm4cJcsKj0MP8fnun7OV5SOz6u9UlF49nItG8FynVFlPkfJ8KnmLLYH9F4FtM1yxuf3HBKcYyXys1e/JDuujjeqynJLP3XdiZcOoHz+3ZhhsWbE5pcVnkebXCRhf3797Ny2TL79OwDJdaeg79sWs1JQ23CprX3ZBT/PpyCn4cn4yOinXqEvhk/nav+WMbjyZswWyyMCI3g8q49qTSb8dZqHZJz/8jJ5PoNK/iiJqnXIaG33nGv696b33MyeWHv9trzqihMjuzCtyeOWJOOo+OcHvd1TXt2FebxXNJI7tiylklRXXi4gWBt2DWbOZw2zGUdH61Gw4uDR3PDxhVcvX4ZD/ZzHr4CeDhxqEOgotVoKKqqIq28lOkxXR2e+9WUnTy7exu9/IOYHdfdfv7WZKVzZ6/+vH1wN1f/sYwH6w2VLctIY37SCAxmEykFhTywfQN7ivKxALuKCpi3YwMLD+7mxcGj+ea8aVy1fjlrP16E+fyL0Go0lJ4M4PiKWGLHZuPlZ+3WNJtVPnyvgBkuEqq/Hj+dq9cv4z+b3mdZ/wmkGCGz2vVflNErwMVWBZPBA0OuF76RVRRZQnnUdCPLLCMd/rgLjUHs+m0EF7ta7qLSwLHUP/EK2I3R5yK8Kgfhr4ZhNKsElCRiUWDZ0JoeMFfT1VQLmrAb6G/607451BTk8MYPr9LycnIljwzS85+4WXASLoxYQlVuH7J3XoOpIoQ0DzNFflUoKkyu8Kx5dfWHpq3B3vpvDtN9ULh92MtiMfPHT5+6PG82O/JXEePTC0VnLRkTW1jC1H2pFPjqMXp6oKs2EVJeaX9GBfCuNhNSXkmBnzcK4GGo7UkqM5SyYcVytu3bX3vNiO+DUl2FLjsNz9IiwBr0rBnqPFxfd0ZqY8FPc5O7TzcJ/Ewoqupqzlzjrr32WjIzM/nhhx/sdXuKioqYM2cOERERLsfyOouSkhICAwMpLi4mIMDVG7VjamgM1cYdqnO6quVh8dGwyeMQ+6usQwQnzMGsqe4JKPSq0ti/ldX9gLK9Ib4b58eJcDP9M44zNO2gywDohDmYbVWxdM9LJ7G8jARCqArshUWj4a2LAonNNzFtpwH/CgsfBFRSpmD/QPcISMY7dkmTr2tgxkT2RK+zT/+9Yk0sPpVapw9VjQUW/vY7/QODHS70YP3mf/Ufy9hiKGHuPffgp+gxo2Kk2mUC6P79+/n2m28cem4e3bGJxakHmFmvN+e1lJ38mlE7fX311Nkuh2G25GUzZeUPTjPk6g5XbczNYtqqH+npF0C+sZLFY6fiocBFa391Oq5DL1C9gGVpnfZE6314bdg4p2nhtvYEe+kYVRN41T9nV/2xjJ0FuXz2XQyKXiUztT+XrXK9NttrCT/ywQf5ZObWDluG6fRc2qU7/zq6n6zLb8XPs7bPyGyxkPTL1yQGBrvsvbnmj2WkFBey68Kr0Wo09vYC3Nc3iSXHjzjk8kTqvbGojnV8wNr79nC939dvGWl8Pu4Corx9mLLyB14aPJoIbx+S9Qa6hIag0YJfVDUePgby/Y/zyOPpTf5ev77mTcZ0HcI2g9ll8DMk+c16PT61frv8fHz1A3intCulCvQOOUqgroRiYwCHCnuiqLB42QuEVRY7/Lme6hLLjqFDqfCpHdrTmL2ILk8grDoco6qyPdiDzyY3/Vn+dOUz3Pyp9fUVxl0DGscv8RYgR69wyXgfvKsq+cu6Pwkqsi3EorDf08TPvtXEVWu4przpiT9TzqumdGoIuYZcPNPL2f3/nIO6+iZFXYvf9m8w5x3i05mXctNv/2vyMTu7RpAZ7Jicb0Elo4snJVGh6M16wirDaj9PakICffpRtKWFfDcpHYPe7PJzQkEh0ieSpZcvbXDYKzU1lU8+afq13XzzzWfc49Pc63eLumdee+01JkyYQHx8PEOGDAGsU9wjIyP57LPPWtZi0WIdcQz1bKvYm+eylodiMDOWnlR4GjimyWVLdZx1e6PfyqwX5mk7ynn7wkD+7NaXPbE9mHg4mR55tcVoTpiDMZ4w8O7u1+qU4lcwRw/hcN9pTD3pQ/9k64XppIeFepNPUE0NzxSq63CY9ZuookBkvg7fStdv26P5+c2a8ZOWlka3+G4uP8jA+ve0ctkyZtTJ5TFbLKzOOeWwDWrze8Yv+y+7iqw1bppKvK17SYzW+xDqpeOGDSv4e98k/pNmHeo5Wmb9Bnr577/hWZO/Ufe4jfUC2XqO9hUV8NGYyby+P9llLRtbewqrjDycOMTlOXuo5pzt3GVg6ChvYrscAKId2mHLpQoYouHWW4N59dU8qlXrkFmesZIf048Dznk5zZ0NZpuNZWvvoKBQvj+ZynODrD1V742cSHyd4a0NuVlkVJTzRPJmhoSEOwR09ae4Pz5gGFpF4dHkzfbnDvMN4uLhFzPQqyc+rKW4Jv+sqd9rTnkBAAO8tWTWnXmkquiMhQQVHXH5eIDuxpEcKYsjIX4r1/b9DyH6Ivt9BZVBbNg61mG5C7AGPRvGOa9FZtFUke6fQt/qgXS3RFAY0rxE3ApDX6Cwwfs1QFSlypAiCzuCvPEp612zaJ/13Pqqjv9vygvHvyB5mXV4rXuGDxNpuraYwZCFLu8wucGh7OqdCM0IfIz1pr/XHbaCowB4m7wZlD+IWENsTS+YijEyjlLPrJr9XFNRyTJksT1rO+HGcJcpFvHx8QQEBDQ63FV3ZtnZ0KLAJzY2lt27d/PFF1+wa9cuvL29ufXWW7n22mvx9HQ1Ci7aUkccQ20tzVniQbWoFP101OXjbcmVo6t7s9mjEkPN+H8Xk8ZheMv5cRBYoRKfW41/9UkCKsvJDAgFi4UeBdlYVOBECU9s+4KqBJXSIDgSMZvyyAsIV30ZWmhmxPFqKgI82FNh5oCLASWzoTuW6kA0HsWugxAV9NV+VHrVdgF7Gx1fu0VROBXdDUu8lrKT2bCm6QtUaWlpg0EPQFpaGgXFxTw04nz7BXNDbhZp5WUsHjPF5UX6ph59eWCHtbBgc2rUXNe9t0PvQzdff948sJuZMV35ZOwUl703dY/b3Gnd1RYLXzdQy+aDw/vsQW5iYIjLWWa2c/bMP/K47pFBXDWi2D4z6mhpMZ8dO0iabdhvk/V/9XtYXt23gxVZp3h573bOj+pCankJ3XwCyDNaE40Lq4yYLc5VmuvP0LKdP9u5Lqjp2ekTEORwvidExvB7dgbZlRUNBnS2oOqOLWud25uyk8XrPuOmscMY38WbkJrAYU9RPtUWi1Nul61dkX6hKIqCjwKhWpV8c+3zRuT86bS6PDXnvtrXj75hlRSELuFvPdY47ROkK+Ki8b9SccAD72TrObIoCjuHj8KpfDLYv7ls9jxEnDEMr+pyoOmFWEOrmrf4dphR5aJNe/EyxTo8dxeTBj8LlDdzId0c/9rPbP/y5l2KfYt/wTeikudm30D2wCRM4RF45Oa43FdFxRwM5gFVcNy6LElDw1YV2go2R2xmdM5oe/Cjeuow+TZcqdwmpjyGlZ+vpMpQ29PumGKhMDJpPCvX/9LgMWwzy86WFifk+Pr6cscdd7RmW0QLdcQx1NbQ1BIPtqDIcKSAnsUNf7ApKPihJ1KtnYjcnG9lRl0e0w+sR1FqPxAtWIchcsy+3Kx+Rc4/qtkSPIrPLH8lX1vbtRpRaeHB/UYmZVczwkfLkUpX35o0GLMvxjv2c5ymZ9R8dvYoTCQlcqt9c4Wu9jiHuieyatyFlPnVLBNT3Rf4s8nAw9+/8Z6m0lJrHkDdAKqpKdtXd+vJQzs24OPh2WDi7at1atTYkqGXjJ/O1b8vZVV2usveJFtuy8rMk7y8bwffTpiBRlGaPYU8q9Lgsvfk+5PHeHb3NoaHRrAtP4f3D+9l0dEDTrWJbu1prVQdrfXmo2f+5PPAQIzFtcM1fh6ePJM0gtsTEhn+67cMCglz6mH5esIMEr7/jFXZ6SzLql3hXFuzz+W/L3U5O63uDC2LqvLPmsTlq7v15IEdGwj10hHv62dNfK53vps77X1QUKhze8dP5+o/lrN670muOf8a4gamExSg5dJ1v1Fmqh3Gi/f154XBo/ji+CHigkMZ2aV2GQVt5VrMahe0Xr0AlZNxFxBYcpyIvF21fxNA5WAL6TcV4Kt/jW4uW2qdUamqUHyFCf0uTxRVobDPGAz6Rr5kK1COkSW69RgM1fhWTqdcp3ddglq1EEIBvZT9QIzz/fVEpx1k+vJlpCT+xbGdKEyp8OJH7ypKFAv+quLUm2x9PpUyXRGZgdbeza5Z3gw5HGQvZuqair+HkUEJ29Ekwqfqm3iERFP+5GOc+vv9UO+xtrpkxVeYiO2VQ/GJACwq/Nk/z35+6p8vVNgVuosYQ4z9WAOGTmJVtesvlWANekbnjKaKKofttlmuE0dM58QfFsqLjAToEikLOIJF21CAdPY0O/D58ccfmTlzJp6envz444+N7nvJJZecccNE89Wtutka+3UETS3xcEv/W/g19VeyDdlMLB7Oo/ylgSPVCq3zbm/qW5lRl0dJUIrLzwcUhd6ehzDfUsI2RvEmDzllQOfoFB4erOeVZJiQbaRHcCp+HtkYPctQzb6opkDMhu6YSgdQkX4DgRHfU1WnZ8e3KogpJ6ZQ4ZeFbZ6koipotF0welk4HtuXH6dd6/Cc+gGD6err1+iMn5CgILp2bbyaqy0wqhtANTVl+2BJMRagzFTdYI2aZTV5JXV7NjSKwtTorvyWebLR4aalGWksyzxpP25gTc9yc6d12y70x8tL8MjV8Nct65ge05Wvxl1A7x+/4Nnd25xqE9kSjDXAVfE9eXnfTib5BvJwnSUpbPtUWyxkVhr4wsVreHrXFnKMlU65UbbE5/lJI9iSl+0wHGf7fXX18cNDo+GaP5bZ83IO1kzn31GYT6iXnqUuzveHh/c16/zc3KNvAz1mg5my8geKj3XnEArFJWamx8Q69QzduGElKvDBnOccemIrTHlUV+4ELrYGP6qFQ72uJCxvN4W+OoyeHlQlVaC92sRx+lNMMEEU2pejqE9RwBIClQkq3oc1VCecB5xw2q++SqrRAOOO7mZ54kicpqup1m8cN/ExFf4H+D3bGiz7qcmM7DrE4TVZsL6vZ37/Ph64Dih7V2u5BC826quZXuHlHMzU5M+c8P0PqqKiqDAqxXqsxoIegEmRx7CVANKVZcE3N6O58EkKb68m8FsPtEW1jzAHQ8kVJoxDVLww4RdVTrrJQqm+sarT1hpfefo8wiutw26TRl/Eku0/ua5wr8Kg/EENHw/4Y/NaQopGoqCgM4bhlRtKtVcxFk0Voy/sw5gpgzp25eY5c+aQlZVFRESEfekKVxRFwexizRN31tZTzDviGOqZaGqJB4BF+xbZtxV4NDIzqg5PTTE+5kAMeHHKw9LgtzIVlbKAmnyE+pNAAFSVSs8QzBYPPlL/Zn0XuZwtovJa9z0sCviMPM8iFKDucqaW6kCM2RdjKk1kbHkRN/gv4rAah091AMMqupOr6clPRhVvkzdRxb0Yd/wy/KqCCfRN59PzetQ+Tw3Dpt/BZHIZeLy233qRvfKqq5z/9mp6m2zF3YzDogn88SeHAMo+ZbuRoMpD0WBSLQwODmNXQZ5DjRoPReGu3gO4KDbeqQCht4f14tJU78Tfeg/g02MH7UNfWkVx2dtRt3fElvdiu9D/bevv9v1sgZaC4rI2kW3m16rMU3xx7JDLHqmva/KJ/nU4xeVrqDKZeO/QPmY28NhrapaY2DnrKq7bsILHdm4iXO/N6/uT7a9z2qofiff15/NxF3Bxl25c/ccyPBSF9w7vpZuvP/f1TeL9/GyW1jnf8T5+6AKDeC1lp8tE91dTduKhKFzdLaHRc55dls8H7xUyI7arw1T9uufnz5ICpveyTmVXVRWDuZS8SmvPVrVhLRrPniiKhgolj5+H9SIovAQPn2oyJ/ThS+UWCpTakgz25ShwXQtODVRRwnrh6xWKY+BjITAwBy+vCqqqvCkujgA09vdvj7xMpqVsZUPPJMr1tavRh5DPTXxM5R+ruemdAjJza973m1YTFxDJU5PvZmafiTWfOwr/DcjhFo9Q0AURbSkjU/F1eu/3rtaSUKVQpBoINqvgWfuFU2cspNeR79gzdg+gIbKg4Zw9G38PI5Mij9EroO46cdYWea96g8oROioHVeN1REFbrGAOVKlKUB2+jHn4mAnVFtLoGHeNSq11CDUgIAAPQxk3BFzMPw3/dqpwH14Zjo+58SFEi9ZItVcxXlVBgDW4s/37yGoDY6Y0Lx+qtTU78LHUqW9R99+icWdjirlGo2HGjBmNzuo622OoZ6KpJR7q2+dzhFyPQkJNQWhcvLFVVMoxkqMpYpSnyprqXqiKymrvamYbnL+VVXsVOXTHOlEUqqp9WL/1QfwTKygL9HU5Jdyr4k8sJW+TV+9dZlvPyLsqAIPfZlJVlV5VhxhlrGAUh6gwjyGfmygnCwWFCWkX0i37PKI9FZICPNgX2pMiX8cPnMrfV1H8j0eZFR3HyLBIPjqy3yHwCPTz5sqrrqJfvzrLXqigwwMtWvaGhTheFP7+OL89+5DD9Oxbe/bl2d3bnIOqmjwdvUbL1OiufDN+Oqqq8ntOJn/kZKCisjYrnS9SD/Jz+nHSyh2nwp9fs4xCU70TF8V2Y05cD6atsvY4m1XVZW/HazU9KbbepboXelOdSayJgSFsyM0ix9hwLoytt+lkRTmfjJvaaD6Rq9fw4ZEUjBYzDzWRa7MpL9t+nGmrfsSr3nvVbLFwuLSIq/5YxrKMNFQg5i9z2VVmRKvRsPTaG3j9zVcc85N6xPPbS085TXt/rU7e1MGSokbPeYGhiPTCQj4bNqHR5O+tp3YzOm4wADvzV9VeINVSLKZ0UCvxifiCXjXT5Lcxiv/HA07PW0AIb/IQ9/Gqy+Dn2yQNVxUFEmUJwlfVUY6R0LA0eiZsQ6erneFmNPpw9MgI+yrpYA1+uuVl2is3BwUdY070d2z4o5Tnns1mRozjoq+vpiRz5/dP88Gc55jZdwCfdY3k+hMB+Jz3IAAjgQqLyh6Dicy6BU1VFQ0K41O+IDxvN0VBCRi9AtBVlRBUdAQFlUI/6++3fs5eXSFe5UyNOkqsTzGuij0rgLayjKBiDUVBXlT1VsHlJxGYDB6cNEZBQtOfq3qz9euZJu0I3z2/GoBJkeFsG1BEma52qDPSw/nvxhWLxvVnaVmhkczDRcT2CXZ5f1uSojtt6GyW6U5MTOSqq646J+r4NGeJh7osisragG1cUXCB0322D+DNnodQFUgKOUi/qN/56sDlHCaYH6iqqeNT+8niX7mH5vQhaarTuWRXOmVeejYkJJEaXic/QLXgV2hdtbpuLNY9P8nec2NT5lnMBs94rgleTagJiqqtuXPe6EGFrrkjifZUGOljfbvm6er1UJnNVLz7Wk2dFesimff3HcSG3CwyK8r54Mg+jpoM9OnTp+6JAWB0VV9WB0SyPNFxGFQ/YQrMf4XV7/yT3+oEUBpgZeZJh+ninooGDVBpMdsDiB9OHXeqzKxVFHr4BbJ4zBSH4ZJPjh3Eo5m9Nwaz9QrT0y+AE+WlJAYEs6Jee/w8PJmfNILJUbFsyct2qG/z114D+DL1EPN2bCCluKDZuUJgTSJubB8NOPWIHSsvadbxsyoNzKyzoOSUyFge6j/UIcn7mZpht55+AZSbTITPmI32v9aCd4pWa1+HC6xT/fPX/IQKLM88yW91zk83X3/Cn1hA8b8W8sr+ZL45b5pzD97+ncRE6PCJLGhW+7PL8jGYS9mZv4p0wyGHfVRLGb6RP9DtAutyLBY0fGobmnbqKdWAauFT/sIwttmHvVQVyqo9+SXCg5MzSnn5lMLo6t4kR/9Cv8R1Tu3y8jLQL3Ed+1MmOgQ/GiC22Jrn0id0K6rZzIfvWmsUOfdoTeOaP5bx4poXuKbfRG48/jjg5fB+1iswwtfDYQq/rVfHls9Udwq/Bcj317C/i/UgdXP26ovQlxPn2/QnkalCRQ1sIH1JhepyD8qyfIhUwadC2+DUdFTwNnsTRwyc2o+5po4PQHy2D3HZ3mSHGEm87CIGDhxHiCGEzz5teha3xuJcyNGmvKTpdc/aQrMDn7feeqvZB7333ntb1JhzSXtMMU9MTKRv376dvnJzuE/T0zrrGlsy2GXQY6VwwDuT46o1mPLyqiApcjdDIvZwqLAnxcYAArxK6WLSYDEGEnAsHe1aOBUzudnP71tVybSUrSxPHGkPfjyNB9GaCxz2656fxLRDzrlIvtUBjK8K4LfKa7gqZDfmmmmtUZYg/CtD0Vp0JPlZ36qKohBmdPxWV71nJ1U5WTw8dbb9g1ur0dgvhN38AmqnsXfrBoCP6kVssYY9xiCWnOe6uJt+wlSCRozjhkfu4YW920nwC+BIWQnTorowLbor3h4efH3iMGuzMxgUFMquonwSA0Ocloyoe/FelpFGZoWBkWGRDsMlyzPSXPbe/LNOzRmtRkNKgbUnYkpUFz48kkKesRKzqjKv7yBeP2C90BjNJp7ZvY1ndm+z/i4UDff2TeLBxCEA3JbQjzcP7OKVlJ3c02cg0HRvE8DwX791WQ/Itk9PvwB+y0jjyt+X1pwfLVkG24yspnORbP8eGRrB1zVJ3OA4RX9F5kmO1Ez1L5p7Iz/0TnJqj+38T4+N5+Gps+kTEMTXx4/w6bEDJBfl8/ygUTw1fhJVnh4se+ahBvOxnp4fidZ/DXzVdPvTjTv55eQO18PTahmxY63DUooC++nnMLzlRNFQQBgH1H4kss9ezXn74fOoKOnF7oifyfUopKsplKqeyXVnlNceoiYhukfPbeTnd8FVGdKcPwPYkelLZk41X0xtvEdu+fGxjIyzvv8cn0dBVVWGag2k7lqCV1Ux3oY09FVGLPWe1YI13vhw6EQsmj9AhewQI+V6k8u6XGWmhgOGulYaPRlFA+lLQPrGSFAVNFjzidYMzXWeTIH19t8H3kvpopWU1wl67OcDhegCPab/JTNsyj2A0niKhQoaiw7PqsAG2+4b0D4LnTc78HnjjTccbufm5mIwGAgKCgKsBQx9fHyIiIiQwIf2m2Ku0Wg63ZT1+oZGDCXSJ9J1Ql09GlXhr9lXAq6TAxWgv1c8CVcNp8xQjlZ7hMys9WgUlb4h9eqKWCDyfU8oVvA2GKjw9nb9NarOA2x5BcYqb8Ye3cXxsGhURUFjLnJsh6ow7vhlLttpq+ZabZjC0U3b8R24A8+YoZgzdjIkYx85fQfgXaeve0ihmYhKCzk6BRQFc741qGvqW3lgpoEufpWYqw2UFaWShUpGzwRKfRq7CCl8nnqImdFxpJQUMqtO3Zwqk4n7/lzPzJiu3N1nIBeu+YU9RfmN1tepP6287nDSQ4mD+fzYIYchum41uS22hN8Htm/AU6PhwyPWnJqMSgNaReHjo/vp7utPankpU+oEZhUmE8sz03jrwG5GhkYyO647P6efoMJsYmlGGqqqEt3Eauldffz4aMxk/umiHlDdHql3Rp3PtFU/sirrFMsyT9qP05zerDFhkVy7YQUeisILg0c3OKT2W0YaV3ftyZ29B/BKnfbYONQ3qtOTc0fv/vbV3p/atYUgcx7j+IEvgPU5mU49Zqr1D5OBA/VEh+t4NSWZr8e76BlK2UmYrw8hAWZUlxXu/PGLKrBXgQYoclrm1TXbfqaKYLJ3Xo1/7mC69fKmrGoMm/XpTPbMAn2xy84LsL519XoDgYE5FBdH2berQJnOm8LiLuQfOw40/d7JLDM7BT21z6PgoQ8g2lKCpegwm4YPwaLzYcD2PQRV1l4D8ryD+GDgbDYGD8QjPR5d5E+onsVsSSxg0o5wpyH3dEMgpdVe+HlUue7NAYw6DX1iNawu9WCoj5lgj9rPy+pyD9I3RlKcWjvbND7bh0k7wuvU8bGK8onikZGP0Kcsgm8KGi+qWpqfR/r+fcT1T2oyxcKvpGeDSdt+wTqiewU1+lxtpdmBT2pqqv3fX375Je+++y4fffSRvfv84MGD3H777dx5552t38pO6FydYn42aDVaHh35KPPWznNKqKuvvyGBcFPjH6SW4iqiCUE/sAeqmkhB7gsYTQVOQY3XEQVtkXXb0B07rMXR6n+NqhEa6pxX0NfoQ265luV+07BoHL/lRJf0dBjecqJY1zMq0UWh3fo+5oRpVB9Zjj6oF/p6T68FHtxv5OHBelBVtKHWHqKmvpX7UElx7l6H+8r0jefrVe5NJru8lL/3SeK3zJMsqlPHp27+yrCQcOJ9/XmyZniruUX5oPbi0i8whAOXXMf63Ewe27mZQyVFvDfqfAYHh7IlL5sHtm8guTDPZd2Z3zLSKDVVMyOmq1OAYbvgP5G8GYuqctPGlcyM6WrPhcqsNJDZRK7QmPAovgmz9k49uGMDEyOjOVhS7NAjlVYzrHdBdJzD7K3bNq1uNBdpftIIrtuwwh58HCktptpicVpB3naeptW0/Zvzptlfl75mQklziyK+svtO3ng3h5kxXfly3AVsysu25weNCYvkuo0r+PC9TMaO9eGOuUE890waV/+xnAcTBzu1/6axQxtccdzT53w8fBy/YAQ1UiTQob0nu5N2ZDSGvF6gavAFLt1Xky/iEYCx53+adRwvrwr7v22fJBt7DqR/WTH+NQuWNvXeifQLbfJ5yv1jWBXqQ1V4KKbAULb7zyS99BQhxlIKdP7sC+uBpaYYp6l0AKbSRLQ+qejKN1LkV0BQmeP0fL/QcI71uJWkkx80VO2CQz19CfKAyf4mFuV7YbAo9CzxoldKMGVZPuCibIdt2Kr7/83Bp2esQ320/Ruchw1dKSuynpfGUiyG9BlDyk8VDR2C867q1ehK9W2pRTk+Tz31FN99951DzkCfPn144403uOKKK7j++utbrYGd1bk4xfxsmho/ldfPf92pjk+UTxQzu89k8b7FAISYGu5GrctSav3AVBQtAaWzyfFeDPViGm1x7Y0up9IZt2GDUzl8sAY9DeUV3OT1AQVqAH+qQ9GagzBrikABn+rmLX9iW8+o+sgKAIKKjpBlLAVfx6Bpco6JV5IrebW/Qs7AIXhFRPFyyk7u7TOQ7MoKe4Kroii8lpJMl4AIQgOcg5wI/1NA7wbbY65Zrdm7Zg2+ut+M6+av2Narun7DCqf96qpflA9qLy4ROj1ajYaJkbG8Mfw8pqz8gZmrf7Lv56EoToGNbbhs6sof2Jqf02TBvgd3bHDojbLlQv2cfpxFRw849HzU7W2yHceWzNvlv5867HNRbDx9f/zS5cyvXRddQ8/vP3PKjfJQrCX9ntm9jTAvPVpFwayq3LXV+rdVv7aP7TxFe/s6va6u+3Y5nNemzv/u3Qb7EI9nvfwggAf7DWHKyjT27Klk/Hhf3rj1Bv75n2UOvXHx/r68GRNLV+/uNfV/HZfKQLEGFZaqbg6b+7KfEDWPAkKsOT31qRYCqyoJ2DwBQwPfeSwmPdsLJtOVna53qKOqqnYWl0nRsLrfcFLDYxhpKKVLWAihvg33+P0zZSfdAvUONYoa8kLSJcRn/Y8QrScas46Aan+WhrueNWelwWzoSXzWXoIra78Aj77saroOGERsv/6cOJHGN5+kM4O1BFK7j1Gn4VBPX3LDdNb+YhUuDarmuUw9ZWUeRGf6NtpWDQqjYkYR18PxdfkFNa83ru5+jaVYdI3J4Y+vD1NeVJvL4xes47yrerlcof5saVHgk5mZiclkctpuNpvJzm7+bJxz2bk2xbw9TI2fyqS4SS4rNyeFJ/HS1pcoKG9OGjJo/K3j5Ud35vDHz+Pwi9UTOeRrPH1qv30adX7U/fDuciqdmPQM8sLDyI6MJKV/f8BCzwRr7khDeQU3Gf9NyB/PM8v/Sl6I/ReoYPBsfNjTRldl28/6ia+gEpryFRVj70KvOOYYjGAzr3u8ywH68fX5Iaz6dj/L6q1RFe3tw87CfO6bdCGKxvEqEti9moFJ7/EfNanBi5A22PpNt6Lm/Z5SXMCwkHA25GZRUlVl3zYyzDqM9MSAYbywd3uz6+vUToVXHIZKbBfohxOH0DcwmOwKA48lb3YKbGzVlmNqgoGmEpCzKysYEhLO+pxMe4/KhMgYJkTGOMwY+8+EGUyN6tJgNeU7EhKZE9fDfox12ekN1vHRKAqP9h/GAzs28LdeAzBhoZtPAP2DgsmvMnK0tJgX9253Wqj0tTqLpF7cpZvTyut122MqzHc4r03nLKk1j288QCoosPYkzexzHnNuv4mUHQvtPUMj+5SSsyabrNLjEBLlnDOiVlJd/hNlmRdSXe6Ph08pigIaLNzEx9b6V6rF8e+upq7O6EMHUNR4Gp5+rVCe1wtjRTCe+kKXs55QQVMIQ77fR6UuFe/KCl687k5Sw6LxLy2iS+ZxNBqFCwf15bONO5xmv9l686bOuZJ8jUIYqstZoxZUclWVI+ZiRpnyqPCJJqC4J8FmLX6Waof1+Rzbp+JnLiOmsnYZHP/QMMZceR2amvpB8fHx/C9gGIvwZXy339BVqRi9FIoCPR0+gBQFgj1UeuosHG0kb6ju88T26++0PbZff/xCwiir+cLT3Mc2lGLRc0gE3QeFk3m4iPISI74B1uGt9urpsWlR1uuUKVO488472bFjh33b9u3bueuuu5g6tfEl6t2FbYp5YzrTFPP2otVoGRE1glk9ZjEiaoS9oNjU+Kksu3wZ9895lCpfS6OZQNpAHbrugVgsKn98bZ1hUZY+jKO/vETamgdJ3/R/pK15kJQDCzDqAqg7JVSjqkTk5NJ/7z68DQYCA7LR6QwNpv4oCoTqCnnY/yjjSgbzZPrthJmCyAw4SplXYcPDdqqKrrLA5XpGEXnJFB9cWrOb9fEqFnL6foEGC/nrt7Lx2xQuiI5j9dTZZF1+K6unzmZQSBg7CvO4uP8QYsPrPa+i0mVctv0iBIr1IuTQJgv6AYOJ9/VnRWYa8b5+PLh9A0m/LGHWmp9ZcuKIPX/FUtOuhxOH2Iso2rbZ2KaVR3v7kBQcwpa8bK75YxlLM9IwqSq5xtpucdsF+vzIWK6KTyDS21aIsPZC/cPJVJJ++ZpZa37m+1PWofjhv37LDydTqe+Dw/vslZJf2LudWWt+JumXrx32HRhUe+xgL51T0FO3XbsK89BptRjMJrbkZfPEzs1O7avr6m490SoKqeUlvDZ0HPf2S2JKdByXx/Xg89SD9p6skWGR+Hl62qtaz4jpyoM7NnDV70tZmpHG84NGsSE3i29OHOH37Az2FFkT6D2Crc9rq7f0WgPn35ZTNLwgvub1OCbg13+dIcFaPCpC8C7sg1Zj7Rm6Kj6BCZExBIXsRettJiUmFNv8SZOPP9UBIZh8/O1/6dXl68jeeR1Qm3A7gi3cx6uE4Pj8vsYKpqVspXtBGtVejX+pUVQtuTuuQQHrEjJ11dwO/M6DyOw84tLSUKst7EmwVuKevPFXNKq1zQO7RNPnrr/ze0U5U1b+QPR/FlvXZyvKIXzOoxzqczNvYl31vP4njQVrEcKFVDAufwOm8B4EFPdHZwyzV3Ku257a9lk3jM/fgKbOp8Kkm++wBz1Qex3x1BkpCvIiO0JHUZBXg7mHAVoVVYGtiY0PJ9Z/ntrn0zL5lsZXZGjosQ3RaBRi+wTTe0QUsX2C2z3ogRYGPh9//DFRUVEMHz4cnU6HTqdj5MiRREZG8u9//7u129hp2cY/668SGxAQ4Barpbc1rUbLiJiRRF/av9GyXEEX90DRKNZvHXW6XFE1GHL7UHpyFIbcPoAXhxKuxtXXM0VVGbJjh0O+QGM0vhUoisK40iEsPvIPXkr7OxEBRfYCiA5qbvc68p3L9YwAfA/+j4qtH2A2WvNIKoIPYtIXYraotdNx6104vxk/nZkxXdlwYj+WulcGxY/AboPw9LV+A2/oIhRCAVckf8mLg0ezNPMkGkVhR2EeiYEh9gDrsq497PkrW/KyMZhN/KVnP4dtpdVVbMnL5uqaICezwkCX/37KlJU/kFJcyPykEYBjL1D9AoR1ezKgduZS/8Bgp2Dvhg0rHAIa2/IU9QPD/oHBDvvW7Y1qKHB4NWUnkXpvMisMDhfJzEqDQ/vqO1hSbK87dE2d8/LvI/s5UV7WYJ2fBxOHkFlhYG12Bvf2TeLJXVuYteZn/rJpNbPW/Mxl634jXKfHJ9FaQdc25PhbRhpXr3c8/7bqzy8MHs2UE9XEeno1GKC+tn8n0ZGeDByoJ+LgdSguLhUarQVLkoVKL0+qA4IpT0iiIr4PlbE9qIjvQ3lCEtX+QaCWUXwikvSNd2GqqB0iGcEWXq6cxw2p/2FKyjYuTl7P9VuW2xcCbqj+S11l6UP5b959FCqOOTiaQgj+l3VtL9tsqneuvAmfSgOzl39F71RrcnypbyA/TLuWwitvIeahd/h10kV8PGYyE2b8jaTrnsO7z3kA/I6JJ6ggr977MxeVZy3FaPNW4afrQWDlTHTG2skCvau1XGLwxK/e29rPbGBmzjISDNa/Pc+AYC6Z9zi9Ro11eo2JiYmMHTuryXMBUFKzPpqxRwDdbrwYvxDHiQv+oWENPo9Nr1FjuWTe4y16bGehqGr9T+HmO3ToEAcOHACgb9++9O7dcK5AZ9HcZe1PR1tXbhbW1dmLfjqKubj2w1IbqCPo4h54D7C+gQ9ty2LFRykNHcJuauxWNKuWYcrKqj2+p5aUmDCKh/nTd2rTx4jb9gg+hf2ctmdUWdhTYaayzrtOV1ngUPejcQrasAQMQ6rJv/QQyckVPPhAJqunznY5tLElL5spK39g6F29iY0LosLTzL3LelI2rhcRE75y2NeChgP0o6jO8gHpy6O58kQ//pd2jNu2rGZyZBen5OEnkjfz7sG99hXJATwUDX4eHhRV1/4+/Dw8eXfEBML03g6JtNduWMGuwjy2zbyCgyXFDknFtvwWs8VC3x+/ZFBIGF+Nu4DBv35D/8Bgl1WJr/pjmf14KcVFXLbuN86LiHY5q+qaP5aRUlzIzllXce2GFfyencH7Iydy86ZVzIzpygP1pnkvzTzJF2OnclFsvMOCpqNDI+i/7jMGe0U71IOxPc/V65exqzqLlxPG8+SurQ71jQCyLr8VPxcLPJdWVxH9n8U1v3nrAqh1E6dtJQKm3Xwb/6lTDO+Hk6k8eGgtmbm1Bee6+frzQk3O0Mld61leXMx9GdY10hwKHNZU+X7ykTguC/krYfnja16IieCTtTN+fHp9y4HSEH4oHU1lbE/rRhfzqfXpR0mJLqU0KIgKz2KiAnIYUd7LscKyC4EFSfYqv435dJI/aeEa+rKf0cf/ZNqK9UQml6HUJPaW+PqxbMJUfh88kb1dIojLPI6voZRyH39ORXdDVUBjLiT6xIP8vmokAOeNzaZCo1J50rH3QwMMQksoCvmo7MJMsDGXAs9QVEXDbIMXvau1NS9fBV+F5bEfM+bEpRRZAihXVHxVhQCThd3akxR6ZFMdtpOXb3uIkTGjGnyNqmpmw8YJGI1ZDeyhoHiEUBn7NOG+kfaUAIvFTPr+fZQVFeIXFExsv/7N7q05k8e2l+Zev8+ogGG3bt1QVZWePXvi4SG1EBtyLkwx7+i8B4ShTwzFmFqMpbQKjb8Xuu6BKHW6VZtbM8LvqjuJefwhyrdtZfkrL1BsrKDAt2aBw2MWqso88PQ1NVgwrKwyCO/CPs53AjFeGqI9FbKzD1F6bK1DNdfmsWDOOwTHrfvbcjCaytXIUQ1UxXiReMJCwsndVG7fRcEEx301WEhkn8M2U4X1gy5Up6fKbHGZPPzC4NHMiIln5uqfGBcWxcVdunFHQiJajcYeHKzLTueTYwf58sRhHkocwsyYrqQUFzrMZrIlDPt5ePLZuKkO9WkURSHK24elGWlMW/1TozOX6icgA00mPU9f/RNb862rXC85cZj5SSOcql97BgUT/uRLzD5sTeWtnxB8552hPPuCtUfngXq5Iksz03j20WguTe3JJV2628/L8ow0lpw40mROjq/Wg/GRMS4Xcb3mj2Vs+98PmGfMsQ/PzY7rTtRDxzEu7OO0mrrNBf7+vB4Tyz/zshxeZ0Sgnjtm9ScwNZ7VxzYRpj+Jt9aPKlMpc+q1z8ejGmNkV9svyfHOmqQ3Y2QcmUEryAqzLsqZrkJEQSTeZu8GFvGsrf9i+17uaiq5ikqJt4a0MA9URWE/A9jffQCf/N9NDDycQmRBFvHZOzjYRWF3XDZFEZGAysnYHnUOYj2+X8HnaOosRuzhk4qHVsXbq5SKKj9svcAWYCeORQfzdeH2dq/2riKhWo+iWtscMa2K1OxdHA/dXVOtPZAyiw/pulLwLEHrk4qiqORV5lOf2aKyNbWAnNJKIvz1JCQ8xb59d9eepNoTDcCAvs8TETHd4RgajZa4/k0nZrtyJo/t6FoUrRgMBu655x4++eQTwNrz06NHD+655x5iY2N59NFHW7WRQjSHolHQ9wxq8P7oXkH4Bukch7vqsdWWUDQKhf6+pHoCnrWzQlAV0jdG0u2CdKeZ7hbV+hH0+cFL6YYFaz+T62+zEQHh+OZsx74scjNpPFRC+paRu88fTaE1BwOaTmbVhIQAFoJrJobojliHAyxBuEy8tFV8tWlqttDgmiToclM1f+sz0H5xnhAZg0VV+ebEETwUDTvyc53q9Hw2dgqhOmsv0NHSYl7Yu53PUw8R7e3rMHU6uTCP6y4J5edfCxttiy3Y6+rjx9XdEng1JbnJfQ+VFAHwxIBhfJ56iF/rJImH6fRUX3UTupvuwMdigcOuV6uecJ4f85+IYtEbhU6vcf4TUUwY5Q+pjsUlw3XefJt2tIk10BTKzaYmg7e6JQIAtFrFKTizHxso9vVjSGAwy4KCOBHZnaxKA8m6CrqE1eRhqNbgIrfSWpPIAwU0jsczefuhahoptKcoqJ46zD7+QM37TrGuAj46Z7SLRTyt/7PVf7GoBhTF28XK5RYUFJYP8XGasW1RFHb17o9f9iZ2xu4BwNMI4Rn/j7LgG6nwCbLvG2CwMOhICid9DmOu05kRqLVwbZgRk+5r3t11G64r/tV/rVCqwCkPC710WibdMICC6BOwDFRFJSOwNn+v/oW3ftHWpXszefanFDKLaydbRAfqeeaCf+BrfNuh50eni6J3r6ecgh7RsBYFPo899hi7du1i7dq1Dgm8U6dO5Zlnnmn3wOedd97h1VdfJSsri0GDBvH2228zcuTIdm2TaH8ajcL4q3ux9IO9De5Tt7aErVZFfcWpARxfAbE16w7ZFFYGseTg5ezIGcTrVPEC3ij16rfa0hiNhmy8xz2AJrQnlvyjmHJSqD78W5OvIWZcAX6RVRQd9SXwWy0D/6InOsKTV/fvdDnE8s+UnUQER/Ka31voTxwh07Qe2IyiKgR+60Hh7Sbnz3TVOpss/mAleqM1Z6W5s4WSi/KdejxsQ1efjZ3CJV2688Le7bySsrPBmVPd/QK4c8tal1PL429M57qSUVy09tcm23Jf30H0DQzm1ZTkJvft7R9IjrGShxOH8HDiEIdhrHHhUQy64f+o0GqhiXUKJ5znx/2HLnJ6/Pbz1kK1i/0jognx0rE0I63BNbX8PDwpNVWfVomApijA69ffzoZBw7lwZzJvbreui2UwZ1CpuA7EfVwEOAVK86qs6yx6h9sZvhlsjtjMoPxBjgtdmqrxyS1DMWyhSi2nTC3kUPBM+lu64F8nwqlWqjjsm86xvO4QHgT6OpeySjOeB4oxZU9H1XdlQvFSfIxaIguyQPknp6K7URk8kYDqCLrmmdCosVh4hjz/g8BuAB6LqgQvC/js5m+DPuKrA5dTaGzeVO++s7py84zeaDQK3SyhjRZjVVCI9LEOTdks3ZvJXZ/vcNo7q7iSv37nz3vXf82oLqcwGnPQ6SIIChqBonTsIaiOpkWBz/fff8/XX3/N6NGjHbog+/fvz9Gjrr8NnS1ff/018+bN4/3332fUqFG8+eabTJ8+nYMHDxIR0X51A0TH0HNIBDPuHNCs2hKN1bQoTg2g+Lg/flEGdsYMIlXtxqHCnqg1Qc7vmEjpkk9ibhCKsfbCXo6RzV6HOBGbS5QlCG/1AN5RniSHjeGyE2vxrqpo4HulisbLgl9kFYoGIocWY9oQTNjHHtx5UwjP/jPNYUHRutNxX7niGcYUa4DeDPTsQYbfVgLLLHgna+BfHhRfacJS96UWw7HKIUwpX0lAoAWKrbOFosO8Glzt25aM/PygUTy0b7NTj8dtD5/HpWnWPJDzI2N5JWVngzOnuvsFYFZVXho8mghvH4dhmmTSGR8RY5+51NTK434eno3u+1rKTvw8PNlakMsXNctigPMw1umo26PTnH3fHD6e6zes4I+cTIc1tWwVlO/tm3RaJQJsPsrTMbyB582ccAfTNQO5/s9K+mbWqYWlNNwDmRQ6DfJrZ/KuMN/CRs/m1SGzrfhdV4ZvBhk+GfifuAWdMZwKPMkx+xLtnYWPVzlmrRcWb19OEM4G1cg/J/XBZDDxxa50dlWqqEoMmhwjupxsLMFeoNOC0YymsMr6HlK0TCsoJjanbk0bP3oWD0BbEQLUfmnRoKGXpj+2wEejKNhC3GGRuxkSsZeVJybw9aHLmnytffuE2b88NVaM1daD9cjIR+yzVc0WlWd/SnH5G7B9P3n254Osf2Qy2g4wO6qzalHgk5ub6zKIKC8vb7Cs99ny+uuvc/vtt3PrrbcC8P777/PLL7/w8ccft3tPlOgYmltboqmaFqqqkJkTyTLdFFQXNXACZk7ARDHLF/+INzoqMJKlKbJ3zWdqi+z7dh/gjyGiFO9/aWs+4GrbYvvAix5RbC95EhBXCeMKyd4RyJW7gvAbquH1A1kul3t46v9msqZMQ3iFhXkHoXjYBQStW4YF8E7WoN/lSVWCiilQRVus8N+Eoei6dgVWEqMrpwLrBfpvfwnn6Vdc57D8VicZeezAazl46H8OPR67xqyHmmt63SnXjQVRd/Ue4DIwss1cumHDCpe9S7bVy20rjze076s1PSrhOj0fjDrfac2rer/shu87Q7PjuvPFuAt4bOcmyky13UKhXjo+GHU+F8XG83nqoQYXFP1nyk58QnUO9X0AUqsa7gXINBwgQd1NbpaF1ZkF3KyJanBfCyq/D85jj+8y3tlU28OzTetHUxODVVQqtBXk6Z3fQ6oKqimQjIretcdRIN071r5PsFJOVICe+RcnMmNANACXzenjkPtSWG7k+V/2k5lVO+MyOtD6mGmJM+wJusW5Cn/+VoXiqmgiMPayBHjT+m+dLoIKS219HW99JPfNupLfsz3JKq50GZgoQFSgnpHdHXvmGirGGukTySMjH2FqfG0JmK2pBQ7DW07nDMgsrmRragFjejZdTVq41qLAZ/jw4fzyyy/cc889QG3i2b///W/GjBnTeq07TVVVVWzfvp3HHnvMvk2j0TB16lQ2bdrk8jFGoxGjsfabf1Pra4lzg622ROP7WGta/Pj6i0732T74/ggd5xT01P0AVAimPNhCZknDhT0DAgKYNVHP/gMWCm9XCfzGA22dEibVfh50H5RjDXbqPi6uEv/YSgy5XvxfpZYrk/7OvuP7nZJZn1AUtodY3+pGrcIr1ZezdyIEbl9BcJkFRVXQHVYo99dwtGcsQUUK5qITlMZ44aupTeScONqPz8ddwOPJzj06dWdgeWqcKwHX1VjgUn9R0vqOr41lMNZgoaG2fDp2Ck/u2moPrBraN0LnzRMDhvFw4hCXz1WXX0U1FV7NWzTSFaPRB73S8AVtdlx3h5liqYFjeTAgy96uFweP5vqNKxs8X8NujkdrbPw11OUzbgsV0eWkbUlAj+sAydY7sXZILmnRFVQrxUDzFxC21iJUSA7Z5ZwhU/MGMmZfTGPB0/UTk7h/Wh+H3g2tRnG66E8fEO0QDI3sHmJ/TN0E3fD4hisJd+8XiG2wcPSo5RRX7nYaTpp/sXUYqn6/mK118y9OdNkT01gx1rpyShv+G2nJfsK1FgU+L774IjNnziQlJQWTycTChQtJSUlh48aNrFu3rrXb2Gx5eXmYzWYiIx27gyMjI+3T7utbsGABzz777NlonuiEbDUtVi/+0KHnxzMgmB/1Iznm28Nhf+cPQKXJhfxmzJiBt7c14K4colI5qNq6blixgjlQpaqnke5bVCwm50uEogGfyCrMahglFRcwoaLxom9rojx5WIEXdl2OZspsjpWtpaIqFx2+xB45SUjyLvBJQxloIr9aj6+u3P5Yr2rV6QLtarbQocLNjG60FY0HLnWDqPqqSy8B9tiP0VBbNIrGIbCaHBXLv0ZP4qnkzWzJz2l2wGPzt6XlHAs3U6w3N7hP9ol7WBFnYCTOBRRTjw2jX88NjT5H3SGyn7wT0Vbk2O+bHded7g8/y77/96rL80VBFjS+SoGDwPhSjq2NdrmWk41/SDhd50wmsVcY4T7hDAnoj/G3+5v9HOV4sbUqjowib3S6n1A8a/82g00KGdnXYyod0OgxxvUKb9aQjqtgyJXGenvVytpgSFG0BAc7/xXPGBDNezcMdUo8jgp07JVy3UZrMdbGRPjrG73/dPcTrrUo8DnvvPPYtWsXCxYsYODAgSxfvpyhQ4eyadMmBg4c2NptbFOPPfYY8+bNs98uKSkhLi6uHVskOppeo8bSc8Qop5oWfVJymvUB2NhCfjNmzCAxMRFVNaPTRWE0ZoNGpaq3Su13SoXjvXUMTDHWS5XGXpytevQzeOzwhpM0aU2kJ6sjqpmRDb39p6KqFsx5h0lOjOG9ay5hX89ejCzdS3RlNtMzfmRKzeOGJRdjpOkclgJLJmicc1Hqa04QVZ/GMxqq9thvN9SWxgKrLxoJrBqyVF9FtamIqXFLYK/rXo/irisZo1QBzsvQFBR04bB5HI1f9mr59l8Nfzqeh7t7j+b/Lrzafr4MJbnc2H8UWo2GU3sy4TQ+ek+sjqH4hL/T9kvmPU6ZyeiybkvdwMAVteY/KeYITlqCybb4W5chKQ3BVJpIeFg68+fEElmawyDFn4k/+ZHZyIzGaBfDRq2hOb29jZkxIJoLEqMa7GE6EyO7hxAdqD/t4TRxek478KmurubOO+/kqaee4l//+ldbtKnFwsLC0Gq1TuuFZWdnExXlegzbVnlaiMa4qmlxOh+AjS3kB9ZvmL17Pc2evXNxnuKukBumo2T6AwRs+gpKMmrvCYhFmfES3omXoJtYScVtnzXr9YTVKYqrKBo8wvtAsJZdva0JshuDhgDwa+gU9v5prcb+TNxsHnPuzDgjp5MIDFDmdwzKm94PWhZYNWQw33DJhYPokXA//Pa5y316K7ZeZefA55eBY+hirOA6ljXr+bbF9mXyn4cctv39oiFUrvjOfr5eCeuNNs+agvtnfBRd6h3jzUlvwpovXR6/5ITj0iw2sX0T0QQ2r3Crv38ABeW1C2fqvH1ZVhxFmiXExTCQhudnzGZGQu0Xgvke1mEjOL1ho46guT1MLTnu/IsTWzScJprvtAMfT09P/vOf//DUU0+1RXvOiJeXF8OGDWPVqlXMmTMHsFZNXrVqFXfffXfjDxaiBU7nA7CpQpYREdMZOOAdDh1+zmWdjsCI6TDqCTixEcqywS8SJX4s1HwrV5rxYaioKhGVKkMKnYdshhSaiTSq5Ohcl1P8LfpaHuMrF/c42tmjiFnHHXt8Uo0ahjaw/+mo1hed1v6nG1g15MYrbiPhvImolUYMuA58dLpIEno+CvzodN8/x49guN6Tql+aF/hMiZ8EHGp0n5icDKhJSi7y83a6f0jEECpwHfjY+IeGMeXKG+HDhodiGzJ37lzSsrMcAvmhKdnNHgY6k2Gjc5mcl7bXoqGuOXPm8P3333P//c0f7z1b5s2bx80338zw4cMZOXIkb775JuXl5fZZXkJ0ZBER0wkPn0pR0TbXdTo0Wug+vkXHtk7xVXjgQKXLdFYt8Ex4GH8ryXddVrGZMzaL69Q2sumits7yL4ei9sGJpofRWlvP4U1lLcHoUctQFC0GF4HP6CB/VGPjQ0V1jQnyc1X2p9VMv+s+fMPDratsl5ZTwekHPq4C+dMdBmrLYaPOTM5L22pR4NOrVy+ee+45NmzYwLBhw/D1dcyqu/fee1ulcS1x9dVXk5uby9NPP01WVhaDBw9m6dKlTgnPQnRUDSVWnqlonSfP94plcripwXXNLh0QhleuP08eTifT6HjpfalP83Lf7hr8N9jrOMmhd/wnwD/P+DW8funbmLb844yP0xY6UxG5PqPPQ9Fbh/gbL8l4+k53GKitho06OzkvbadFgc9HH31EUFAQ27dvZ/v27Q73KYrSroEPwN133y1DW0LUWNi3K6H+PowO8kOrKBBOo+uaXRgexIywQDYXlZFfWlsNeHJIAM2ZRNszuBcWHAOf6J4hzXpsU7QaLc79SUII0XwtCnxSU2szHBtbRE4I0f4ujgiyf7u3aWpdM62iMC7YH9Xbi+YvhCDOJu/AYChtej8hhKPTn95Q46OPPmLAgAHo9Xr0ej0DBgzg3//+d2u2TQghRAOue/kN+78vmfd4O7ZEiM6lRT0+Tz/9NK+//jr33HOPvVLzpk2buP/++0lLS+O5555r1UYKIYRwVLfGTmzfRCoa2VcIUatFgc97773Hv/71L6699lr7tksuuYSkpCTuueceCXyEEEII0SG1aKirurqa4cOd1/0dNmwYJpOkHgohhBCiY2pR4HPjjTfy3nvvOW3/8MMPuf7668+4UUIIIYQQbaFFQ11gTW5evnw5o0db641s2bKFtLQ0brrpJoe1r15//fUzb6UQQgghRCtoUeCzd+9ehg61FqA/evQoYF0nKywsjL1799r3kynuQgghhOhIWhT4rFmzprXbIYQQoobi5dXeTRDinNXiOj5CCCGEEJ2NBD5CCCGEcBsS+AghhBDCbUjgI4QQQgi3IYGPEEIIIdyGBD5CCCGEcBsS+AghhBDCbUjgI4QQQgi3IYGPEEKcgxSdDt+vPsBn0Vvt3RQhOhQJfIQQQgjhNiTwEUIIIYTbkMBHCCGEEG5DAh8hhBBCuA0JfIQQbU7RyWrjp0NWZxei7UjgI4QQQgi3IYGPEKJVKZ6e7d0EIYRokAQ+QgghhHAbEvgIIVqV4iU9PkKIjksCHyFEq5LARwjRkUngI4QQQgi3IYGPEEIIIdyGBD5CCCGEcBsS+Agh3Ip+4Qvt3QQhRDuSwEcIIYQQbkMCHyGEEEK4DQl8hBBCCOE2JPARQgghhNuQwEcIIYQQbkMCHyGEEEK4DQl8hBBCCOE2JPARQgghhNuQwEcIIYQQbkMCHyGEEEK4DQl8hBBCCOE2JPARQgghhNuQwEcIIYQQbkMCHyFEq1K8vNq7CUII0SAJfIQQQgjhNiTwEUIIIYTbkMBHCCGEEG5DAh8hhBBCuA0JfIQQzaLoJGlZCNH5SeAjhDgjPovewvv9V9u7GUII0SwS+AghRAcjvWtCtB0JfIQQQgjhNiTwEUK0mPf7r6Lode3dDCGEaLZOE/i88MILjB07Fh8fH4KCglzuk5aWxoUXXoiPjw8RERE89NBDmEyms9tQIYQQQnRYHu3dgOaqqqriyiuvZMyYMXz00UdO95vNZi688EKioqLYuHEjmZmZ3HTTTXh6evLiiy+2Q4uFcB+KrrbXR5asEEJ0ZJ2mx+fZZ5/l/vvvZ+DAgS7vX758OSkpKXz++ecMHjyYmTNn8vzzz/POO+9QVVV1llsrhHuoG/AIIURn0GkCn6Zs2rSJgQMHEhkZad82ffp0SkpK2LdvXzu2TAghhBAdRacZ6mpKVlaWQ9AD2G9nZWU1+Dij0YjRaLTfLikpaZsGCuEmZCq2EKIja9cen0cffRRFURr9OXDgQJu2YcGCBQQGBtp/4uLi2vT5hBAtJ0GVEOJMtWuPzwMPPMAtt9zS6D49evRo1rGioqLYunWrw7bs7Gz7fQ157LHHmDdvnv12SUmJBD9CdBC2itAVf32onVsihDhXtGvgEx4eTnh4eKsca8yYMbzwwgvk5OQQEREBwIoVKwgICCAxMbHBx+l0OnSSoCmE6OAUnRc+i97CcOu97d0UITq1TpPjk5aWRkFBAWlpaZjNZpKTkwFISEjAz8+PadOmkZiYyI033sgrr7xCVlYWTz75JHPnzpXARgghhBBAJwp8nn76aT755BP77SFDhgCwZs0azj//fLRaLT///DN33XUXY8aMwdfXl5tvvpnnnnuuvZoshDjHKHodvl99gFpplJ4XITqpTjOdffHixaiq6vRz/vnn2/eJj4/n119/xWAwkJuby2uvvYaHR6eJ7YQ4I4peh8+it9q7GadFv/CFVjtWe60Q77PoLXy/+kCW7hCik+g0gY8QQgghxJmS7hAhxGnzWfSW9HCcZVIlW4jWIT0+Qgi3IrWAhHBv0uMjhOiU6vc6qZXGRvau3b+p/YQQ5zbp8RFCCCGE25DARwghhBBuQwIfIYQQQrgNCXyEEG5F0evareaPEKL9SXKzEKLDqj+FW2ZkCSHOlPT4CCFalSbAv9NVkBZCuA/p8RFCnDHbGlY2zZ0yLj04rsl5EaLtSOAjhHA7HbkKsvSWCdG2ZKhLCCGEEG5DAh8hhHBjdXu/OnJPmBCtRQIfIUSrU/Q6GbIRQnRIEvgIIYQQwm1I4COEOKvqFg9UdE33DNlmjPl+9YEMxQghzpgEPkKIc47PordkqE0I4ZJMZxdCtDlFV1vnp7k1foQ4m+rXohLnLgl8hBDiHOKz6C0UvQwJCtEQGeoSQpwTHHKBWnDh1y98oQ1aJYToaCTwEUJ0SNJz0XHJ70Z0ZhL4CCGEEMJtSI6PEEKcBa09Fb8lCePSUyOE9PgIITqQujV+hBCiLUjgI4QQQgi3IYGPEEIAis6rvZsghDgLJMdHCCEaIDkxQpx7JPARQrQJqYTb+uScCnHmZKhLCCGonSUla3wJcW6THh8hhBBNkt4mca6QwEcI0WHUrU3Tps9TcxFXK40Ybr23zZ+vPv3CF6j8+xNn5bkkYBHCkQQ+Qghxms40mJAZZEK0H8nxEUKIVqLodZIjJEQHJz0+QghxFtTtJWpoiQnb9PnmLkEhhDh90uMjhBBnmfQMCdF+pMdHCNGg5vRSiPYnCcxCNJ/0+AghznlnswKzLQiRHh0hOiYJfIQQQgjhNmSoSwhxVtUflpEhNFkTTIizSXp8hBBCCOE2JPARQgghhNuQoS4hRLuSGUlCiLNJenyEEEII4TYk8BFCCCGE25DARwghhBBuQwIfIYQQQrgNCXyEEEII4TYk8BFCCCGE25Dp7EKco6QasBBCOJMeHyGEEEK4DQl8hBBCCOE2ZKhLCCHqkErSQpzbJPARQoh20NwAS3K1hGhdEvgIIdyW9O4I4X4k8BFCiA5GAjIh2k6nSG4+fvw4t912G927d8fb25uePXsyf/58qqqqHPbbvXs348ePR6/XExcXxyuvvNJOLRZCCCFER9QpenwOHDiAxWLhgw8+ICEhgb1793L77bdTXl7Oa6+9BkBJSQnTpk1j6tSpvP/+++zZs4e//OUvBAUFcccdd7TzKxDi7JCeAiGEaFynCHxmzJjBjBkz7Ld79OjBwYMHee+99+yBzxdffEFVVRUff/wxXl5e9O/fn+TkZF5//XUJfIQQZ50EoUJ0TJ1iqMuV4uJiQkJC7Lc3bdrEhAkT8PLysm+bPn06Bw8epLCwsMHjGI1GSkpKHH6EEEIIcW7qlIHPkSNHePvtt7nzzjvt27KysoiMjHTYz3Y7KyurwWMtWLCAwMBA+09cXFzbNFoIIYQQ7a5dA59HH30URVEa/Tlw4IDDY9LT05kxYwZXXnklt99++xm34bHHHqO4uNj+c/LkyTM+phBCdBa2ITnfrz6QekHCLbRrjs8DDzzALbfc0ug+PXr0sP87IyODSZMmMXbsWD788EOH/aKiosjOznbYZrsdFRXV4PF1Oh06nbzZhegMJG9GCHGm2jXwCQ8PJzw8vFn7pqenM2nSJIYNG8aiRYvQaBw7q8aMGcMTTzxBdXU1np6eAKxYsYI+ffoQHBzc6m0XQgghROfTKXJ80tPTOf/88+natSuvvfYaubm5ZGVlOeTuXHfddXh5eXHbbbexb98+vv76axYuXMi8efPaseVCCCGE6Eg6xXT2FStWcOTIEY4cOUKXLl0c7lNVFYDAwECWL1/O3LlzGTZsGGFhYTz99NMylV0IIYQQdp0i8LnllluazAUCSEpK4o8//mj7BgkhhBCiU+oUQ11CCCGEEK1BAh8hhBBCuI1OMdQlhBCnS6a+CyFckR4fIYQQQrgNCXyEEEII4TYk8BFCCCGE25DARwghhBBuQ5KbhRDNIsnCQohzgfT4CCGEEMJtSOAjhBBCCLchgY8QQggh3IYEPkIIIYRwGxL4CCGEEMJtSOAjhBBCCLchgY8QQggh3IYEPkIIIYRwGxL4CCGEEMJtSOAjhBBCCLchgY8QQggh3IYEPkIIIYRwGxL4CCGEEMJtSOAjhBBCCLchgY8QQggh3IZHezego1FVFYCSkpJ2bokQQgghmst23bZdxxsigU89paWlAMTFxbVzS4QQQghxukpLSwkMDGzwfkVtKjRyMxaLhYyMDPz9/VEUpdWOW1JSQlxcHCdPniQgIKDVjiscyXk+O+Q8nz1yrs8OOc9nR1ueZ1VVKS0tJSYmBo2m4Uwe6fGpR6PR0KVLlzY7fkBAgLypzgI5z2eHnOezR8712SHn+exoq/PcWE+PjSQ3CyGEEMJtSOAjhBBCCLchgc9ZotPpmD9/Pjqdrr2bck6T83x2yHk+e+Rcnx1yns+OjnCeJblZCCGEEG5DenyEEEII4TYk8BFCCCGE25DARwghhBBuQwIfIYQQQrgNCXxa0TvvvEO3bt3Q6/WMGjWKrVu3Nrr/t99+S9++fdHr9QwcOJBff/31LLW0czud8/yvf/2L8ePHExwcTHBwMFOnTm3y9yKsTvfv2WbJkiUoisKcOXPatoHniNM9z0VFRcydO5fo6Gh0Oh29e/eWz45mOt1z/eabb9KnTx+8vb2Ji4vj/vvvp7Ky8iy1tnP6/fffufjii4mJiUFRFL7//vsmH7N27VqGDh2KTqcjISGBxYsXt20jVdEqlixZonp5eakff/yxum/fPvX2229Xg4KC1OzsbJf7b9iwQdVqteorr7yipqSkqE8++aTq6emp7tmz5yy3vHM53fN83XXXqe+88466c+dOdf/+/eott9yiBgYGqqdOnTrLLe9cTvc826SmpqqxsbHq+PHj1dmzZ5+dxnZip3uejUajOnz4cHXWrFnq+vXr1dTUVHXt2rVqcnLyWW5553O65/qLL75QdTqd+sUXX6ipqanqsmXL1OjoaPX+++8/yy3vXH799Vf1iSeeUP/73/+qgPq///2v0f2PHTum+vj4qPPmzVNTUlLUt99+W9VqterSpUvbrI0S+LSSkSNHqnPnzrXfNpvNakxMjLpgwQKX+1911VXqhRde6LBt1KhR6p133tmm7ezsTvc812cymVR/f3/1k08+aasmnhNacp5NJpM6duxY9d///rd68803S+DTDKd7nt977z21R48ealVV1dlq4jnjdM/13Llz1cmTJztsmzdvnjpu3Lg2bee5pDmBz8MPP6z279/fYdvVV1+tTp8+vc3aJUNdraCqqort27czdepU+zaNRsPUqVPZtGmTy8ds2rTJYX+A6dOnN7i/aNl5rs9gMFBdXU1ISEhbNbPTa+l5fu6554iIiOC22247G83s9Fpynn/88UfGjBnD3LlziYyMZMCAAbz44ouYzeaz1exOqSXneuzYsWzfvt0+HHbs2DF+/fVXZs2adVba7C7a41ooi5S2gry8PMxmM5GRkQ7bIyMjOXDggMvHZGVludw/KyurzdrZ2bXkPNf3yCOPEBMT4/RGE7Vacp7Xr1/PRx99RHJy8llo4bmhJef52LFjrF69muuvv55ff/2VI0eO8Le//Y3q6mrmz59/NprdKbXkXF933XXk5eVx3nnnoaoqJpOJv/71rzz++ONno8luo6FrYUlJCRUVFXh7e7f6c0qPj3AbL730EkuWLOF///sfer2+vZtzzigtLeXGG2/kX//6F2FhYe3dnHOaxWIhIiKCDz/8kGHDhnH11VfzxBNP8P7777d30845a9eu5cUXX+Tdd99lx44d/Pe//+WXX37h+eefb++miTMkPT6tICwsDK1WS3Z2tsP27OxsoqKiXD4mKirqtPYXLTvPNq+99hovvfQSK1euJCkpqS2b2emd7nk+evQox48f5+KLL7Zvs1gsAHh4eHDw4EF69uzZto3uhFry9xwdHY2npydarda+rV+/fmRlZVFVVYWXl1ebtrmzasm5fuqpp7jxxhv5v//7PwAGDhxIeXk5d9xxB0888QQajfQbtIaGroUBAQFt0tsD0uPTKry8vBg2bBirVq2yb7NYLKxatYoxY8a4fMyYMWMc9gdYsWJFg/uLlp1ngFdeeYXnn3+epUuXMnz48LPR1E7tdM9z37592bNnD8nJyfafSy65hEmTJpGcnExcXNzZbH6n0ZK/53HjxnHkyBF7YAlw6NAhoqOjJehpREvOtcFgcApubAGnKktctpp2uRa2Wdq0m1myZImq0+nUxYsXqykpKeodd9yhBgUFqVlZWaqqquqNN96oPvroo/b9N2zYoHp4eKivvfaaun//fnX+/Pkynb0ZTvc8v/TSS6qXl5f63XffqZmZmfaf0tLS9noJncLpnuf6ZFZX85zueU5LS1P9/f3Vu+++Wz148KD6888/qxEREeo//vGP9noJncbpnuv58+er/v7+6ldffaUeO3ZMXb58udqzZ0/1qquuaq+X0CmUlpaqO3fuVHfu3KkC6uuvv67u3LlTPXHihKqqqvroo4+qN954o31/23T2hx56SN2/f7/6zjvvyHT2zuTtt99Wu3btqnp5eakjR45UN2/ebL9v4sSJ6s033+yw/zfffKP27t1b9fLyUvv376/+8ssvZ7nFndPpnOf4+HgVcPqZP3/+2W94J3O6f891SeDTfKd7njdu3KiOGjVK1el0ao8ePdQXXnhBNZlMZ7nVndPpnOvq6mr1mWeeUXv27Knq9Xo1Li5O/dvf/qYWFhae/YZ3ImvWrHH5mWs7tzfffLM6ceJEp8cMHjxY9fLyUnv06KEuWrSoTduoqKr02QkhhBDCPUiOjxBCCCHchgQ+QgghhHAbEvgIIYQQwm1I4COEEEIItyGBjxBCCCHchgQ+QgghhHAbEvgIIYQQwm1I4COEEM2kKArff/99ezdDCHEGJPARQrS5888/n/vuu6+9myGEEBL4CCE6BlVVMZlM7d0MIcQ5TgIfIUSbuuWWW1i3bh0LFy5EURQUReH48eOsXbsWRVH47bffGDZsGDqdjvXr13PLLbcwZ84ch2Pcd999nH/++fbbFouFBQsW0L17d7y9vRk0aBDfffddg214/PHHGTVqlNP2QYMG8dxzzwGwbds2LrjgAsLCwggMDGTixIns2LGjwWPa2l9UVGTflpycbH99NuvXr2f8+PF4e3sTFxfHvffeS3l5eeMnTQjRZiTwEUK0qYULFzJmzBhuv/12MjMzyczMJC4uzn7/o48+yksvvcT+/ftJSkpq1jEXLFjAp59+yvvvv8++ffu4//77ueGGG1i3bp3L/a+//nq2bt3K0aNH7dv27dvH7t27ue666wAoLS3l5ptvZv369WzevJlevXoxa9YsSktLW/zajx49yowZM7j88svZvXs3X3/9NevXr+fuu+9u8TGFEGfGo70bIIQ4twUGBuLl5YWPjw9RUVFO9z/33HNccMEFzT6e0WjkxRdfZOXKlYwZMwaAHj16sH79ej744AMmTpzo9Jj+/fszaNAgvvzyS5566ikAvvjiC0aNGkVCQgIAkydPdnjMhx9+SFBQEOvWreOiiy5qdvvqWrBgAddff709v6lXr1689dZbTJw4kffeew+9Xt+i4wohWk56fIQQ7Wr48OGntf+RI0cwGAxccMEF+Pn52X8+/fRThx6d+q6//nq+/PJLwJpP9NVXX3H99dfb78/Ozub222+nV69eBAYGEhAQQFlZGWlpaS17YcCuXbtYvHixQzunT5+OxWIhNTW1xccVQrSc9PgIIdqVr6+vw22NRoOqqg7bqqur7f8uKysD4JdffiE2NtZhP51O1+DzXHvttTzyyCPs2LGDiooKTp48ydVXX22//+abbyY/P5+FCxcSHx+PTqdjzJgxVFVVuTyeRmP93li3rXXbaWvrnXfeyb333uv0+K5duzbYViFE25HARwjR5ry8vDCbzc3aNzw8nL179zpsS05OxtPTE4DExER0Oh1paWkuh7Ua0qVLFyZOnMgXX3xBRUUFF1xwAREREfb7N2zYwLvvvsusWbMAOHnyJHl5eY22EyAzM5Pg4GB7O+saOnQoKSkp9uE0IUT7k6EuIUSb69atG1u2bOH48ePk5eVhsVga3Hfy5Mn8+eeffPrppxw+fJj58+c7BEL+/v48+OCD3H///XzyySccPXqUHTt28Pbbb/PJJ5802o7rr7+eJUuW8O233zoMc4E1/+azzz5j//79bNmyheuvvx5vb+8Gj5WQkEBcXBzPPPMMhw8f5pdffuGf//ynwz6PPPIIGzdu5O677yY5OZnDhw/zww8/SHKzEO1IAh8hRJt78MEH0Wq1JCYmEh4e3mjezPTp03nqqad4+OGHGTFiBKWlpdx0000O+zz//PM89dRTLFiwgH79+jFjxgx++eUXunfv3mg7rrjiCvLz8zEYDE5T5j/66CMKCwsZOnQoN954I/fee69Dj1B9np6efPXVVxw4cICkpCRefvll/vGPfzjsk5SUxLp16zh06BDjx49nyJAhPP3008TExDTaTiFE21HU+oPpQgghhBDnKOnxEUIIIYTbkMBHCCGEEG5DAh8hhBBCuA0JfIQQQgjhNiTwEUIIIYTbkMBHCCGEEG5DAh8hhBBCuA0JfIQQQgjhNiTwEUIIIYTbkMBHCCGEEG5DAh8hhBBCuA0JfIQQQgjhNv4/LBacpQ8wtvgAAAAASUVORK5CYII=", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 171 0.43\n", + "epoch 172 0.43\n", + "epoch 173 0.43\n", + "epoch 174 0.43\n", + "epoch 175 0.44\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 176 0.44\n", + "epoch 177 0.44\n", + "epoch 178 0.45\n", + "epoch 179 0.45\n", + "epoch 180 0.45\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 181 0.45\n", + "epoch 182 0.46\n", + "epoch 183 0.46\n", + "epoch 184 0.46\n", + "epoch 185 0.46\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 196 0.49\n", + "epoch 197 0.49\n", + "epoch 198 0.49\n", + "epoch 199 0.5\n", + "epoch 200 0.5\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 201 0.5\n", + "epoch 202 0.51\n", + "epoch 203 0.51\n", + "epoch 204 0.51\n", + "epoch 205 0.51\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 211 0.53\n", + "epoch 212 0.53\n", + "epoch 213 0.53\n", + "epoch 214 0.54\n", + "epoch 215 0.54\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 226 0.56\n", + "epoch 227 0.57\n", + "epoch 228 0.57\n", + "epoch 229 0.57\n", + "epoch 230 0.57\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 231 0.58\n", + "epoch 232 0.58\n", + "epoch 233 0.58\n", + "epoch 234 0.58\n", + "epoch 235 0.59\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 236 0.59\n", + "epoch 237 0.59\n", + "epoch 238 0.59\n", + "epoch 239 0.6\n", + "epoch 240 0.6\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 276 0.69\n", + "epoch 277 0.69\n", + "epoch 278 0.69\n", + "epoch 279 0.7\n", + "epoch 280 0.7\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 281 0.7\n", + "epoch 282 0.7\n", + "epoch 283 0.71\n", + "epoch 284 0.71\n", + "epoch 285 0.71\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 296 0.74\n", + "epoch 297 0.74\n", + "epoch 298 0.74\n", + "epoch 299 0.75\n", + "epoch 300 0.75\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 321 0.8\n", + "epoch 322 0.81\n", + "epoch 323 0.81\n", + "epoch 324 0.81\n", + "epoch 325 0.81\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 326 0.81\n", + "epoch 327 0.82\n", + "epoch 328 0.82\n", + "epoch 329 0.82\n", + "epoch 330 0.82\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 331 0.83\n", + "epoch 332 0.83\n", + "epoch 333 0.83\n", + "epoch 334 0.83\n", + "epoch 335 0.84\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 346 0.86\n", + "epoch 347 0.87\n", + "epoch 348 0.87\n", + "epoch 349 0.87\n", + "epoch 350 0.88\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 361 0.9\n", + "epoch 362 0.91\n", + "epoch 363 0.91\n", + "epoch 364 0.91\n", + "epoch 365 0.91\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 376 0.94\n", + "epoch 377 0.94\n", + "epoch 378 0.94\n", + "epoch 379 0.95\n", + "epoch 380 0.95\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 386 0.96\n", + "epoch 387 0.97\n", + "epoch 388 0.97\n", + "epoch 389 0.97\n", + "epoch 390 0.97\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 396 0.99\n", + "epoch 397 0.99\n", + "epoch 398 0.99\n", + "epoch 399 1.0\n", + "start at 1701191703.714896 end at 1701191758.4165728\n", + "54.70167684555054\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_models = 1\n", + "model_ensemble = train.train_DE(trainDataLoader,\n", + " x_val,\n", + " y_val,\n", + " INIT_LR,\n", + " device,\n", + " loss_type,\n", + " n_models,\n", + " model_name='DE',\n", + " EPOCHS=400,\n", + " save_checkpoints=False,\n", + " plot=True)\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "6b702073-f6c5-4e44-aacd-95d46b97455a", + "metadata": {}, + "source": [ + "## Test the model\n", + "To run it through it's paces, generate a set of xs using the uniform draw and one set of (m, b, $\\sigma$) values." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "9504bdbf-12a5-482f-adf0-260f6d92798f", + "metadata": {}, + "outputs": [], + "source": [ + "m_true = 1\n", + "b_true = 0\n", + "sigma_true = 1\n", + "# generate 10 datapoints\n", + "x_list = []\n", + "y_list = []\n", + "y_no_scatter = []\n", + "y_pred = []\n", + "y_pred_sigma = []\n", + "for i in range(100):\n", + " x_true = rs.uniform(low=0, high = 100)\n", + " x_list.append(x_true)\n", + " thetas_1d_true = [x_true, m_true, b_true, sigma_true]\n", + " y_list.append(simulator(thetas_1d_true))\n", + " y_no_scatter.append(m_true * x_true + b_true)\n", + " # now use the NN to make a prediction\n", + " model = model_ensemble[0]\n", + " model.eval()\n", + " # first, normalize the x value using the xmin and xmax before\n", + " '''\n", + " norm_inputs = (inputs - inputmin) / (inputmax - inputmin)\n", + " norm_outputs = (ys - outputmin) / (outputmax - outputmin)\n", + " '''\n", + " norm_thetas = (thetas_1d_true - inputmin) / (inputmax - inputmin)\n", + "\n", + " y_norm_pred = model(torch.Tensor(norm_thetas)).detach().numpy()\n", + " # now un-normalize this so you can plot it\n", + " if np.shape(y_norm_pred) == (2,):\n", + " y_pred.append((y_norm_pred[0]) * (outputmax - outputmin) + outputmin)\n", + " y_pred_sigma.append(abs((y_norm_pred[1]) * (outputmax - outputmin) + outputmin))\n", + " else:\n", + " y_pred.append((y_norm_pred) * (outputmax - outputmin) + outputmin)\n", + " y_pred_sigma.append(0)\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "07408990-f78d-4c9b-91b5-f043372985e1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot\n", + "plt.clf()\n", + "plt.scatter(x_list, y_list, label = 'truth', color = '#0FA3B1')\n", + "plt.scatter(x_list, y_pred, label = 'NN prediction', color = '#F7A072')\n", + "#plt.errorbar(x_list, y_pred, yerr = y_pred_sigma, label = 'NN prediction', color = '#F7A072')\n", + "\n", + " \n", + "plt.plot(x_list, y_no_scatter, label = 'truth no noise', color = '#0FA3B1')\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5689d17f-f1a6-4cde-8f65-459ef969b60d", + "metadata": {}, + "outputs": [], + "source": [ + "# plot the \"posterior\" plot, which is gonna be a Gaussian\n", + "# for each individual data point\n", + "print(np.shape(x_val), np.shape(y_val))\n", + "print(x_val[0], y_val[0])\n", + "# is there a way to convert x_val[0][3] back to its true value?\n", + "# og_value = normal_value * (xmax - xmin) + xmin\n", + "og_xval = x_val[0] * (xmax - xmin) + xmin\n", + "print('og_xval', og_xval)\n", + "og_yval = y_val[0] * (ymax - ymin) + ymin\n", + "print('og_yval', og_yval)\n", + "STOP\n", + "color_list = ['#C7F2A7','#FF8360','#C7F2A7','#FF8360','#C7F2A7','#FF8360','#C7F2A7','#FF8360','#C7F2A7','#FF8360']\n", + "\n", + "for m in range(n_models):\n", + " model = model_ensemble[m]\n", + " model.eval()\n", + " y_pred = model(torch.Tensor(x_val[0]))\n", + " print(y_pred)\n", + " STOP\n", + " y_pred_list.append(y_pred[:,0].detach().numpy())\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a66ed474", + "metadata": {}, + "outputs": [], + "source": [ + "# there's gotta be a good way to plot the x and the y\n", + "plt.clf()\n", + "\n", + "color_list = ['#C7F2A7','#FF8360','#C7F2A7','#FF8360','#C7F2A7','#FF8360','#C7F2A7','#FF8360','#C7F2A7','#FF8360']\n", + "y_pred_list = []\n", + "for m in range(n_models):\n", + " print(m)\n", + " \n", + " \n", + " \n", + " model = model_ensemble[m]\n", + " model.eval()\n", + " y_pred = model(torch.Tensor(x_val))\n", + " y_pred_list.append(y_pred[:,0].detach().numpy())\n", + " if m > 0:\n", + " continue\n", + "\n", + " if loss_type == 'no_var_loss':\n", + " plt.scatter(x_val[:,1], y_pred.detach().numpy(),\n", + " label = 'predicted', s = 10, color = 'black')#color = color_list[m],\n", + " else:\n", + " plt.scatter(x_val[:,1], y_pred[:,0].detach().numpy(),\n", + " label = f'predicted model {m}', color = 'black', ls = 'None')#color = color_list[m],\n", + " plt.errorbar(x_val[:,1], y_pred[:,0].detach().numpy(),\n", + " yerr = abs(y_pred[:,1].detach().numpy()),\n", + " label = f'predicted var model {m}', color = 'black', ls = 'None')#color = color_list[m],\n", + " \n", + "dx_dtheta = analysis.calc_error_prop(x_val[:,0], x_val[:,1], x_val[:,2], 0.1, time = 0.5, wrt = 'theta_0')\n", + "#print(dx_dtheta)\n", + "plt.scatter(x_val[:,1], y_val, label = 'actual', color = 'red', s = 10)\n", + "plt.errorbar(x_val[:,1], y_val, yerr = dx_dtheta, label = 'actual', color = 'red', ls = 'None')\n", + "\n", + "plt.xlabel('theta')\n", + "plt.ylabel('x pos')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0876c80d-04eb-4e9f-b98c-daf6a815d0c9", + "metadata": {}, + "source": [ + "## Now epistemic error" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8056e02a", + "metadata": {}, + "outputs": [], + "source": [ + "#print(y_pred_list)\n", + "#print(np.mean(y_pred_list, axis = 0))\n", + "\n", + "plt.clf()\n", + "plt.scatter(x_val[:,1], np.mean(y_pred_list, axis = 0), label = 'predicted mean', color = 'black')\n", + "plt.errorbar(x_val[:,1], np.mean(y_pred_list, axis = 0),\n", + " yerr = np.std(y_pred_list, axis = 0),\n", + " label = 'predicted std', color = 'black',\n", + " ls = 'None')\n", + "dx_dtheta = analysis.calc_error_prop(x_val[:,0], x_val[:,1], x_val[:,2], 0.1, time = 0.5, wrt = 'theta_0')\n", + "#print(dx_dtheta)\n", + "plt.scatter(x_val[:,1], y_val, label = 'actual', color = 'red', s = 10)\n", + "plt.errorbar(x_val[:,1], y_val, yerr = dx_dtheta, label = 'actual analytic expectation', color = 'red', ls = 'None')\n", + "plt.xlabel('theta')\n", + "plt.ylabel('x pos')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "312d0dd5-87f9-4a43-b944-2194814b40b0", + "metadata": {}, + "outputs": [], + "source": [ + "plt.clf()\n", + "plt.scatter(x_val[:,3], np.mean(y_pred_list, axis = 0), label = 'predicted mean', color = 'black')\n", + "plt.errorbar(x_val[:,3], np.mean(y_pred_list, axis = 0),\n", + " yerr = np.std(y_pred_list, axis = 0),\n", + " label = 'predicted std', color = 'black',\n", + " ls = 'None')\n", + "plt.scatter(x_val[:,3], y_val, label = 'actual', color = 'red', s = 10)\n", + "#plt.errorbar(x_val[:,3], y_val, yerr = dx_dtheta, label = 'actual analytic expectation', color = 'red', ls = 'None')\n", + "plt.xlabel('epsilon')\n", + "plt.ylabel('x pos')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "93e20250", + "metadata": {}, + "outputs": [], + "source": [ + "# there's gotta be a good way to plot the x and the y\n", + "plt.clf()\n", + "\n", + "y_pred_list_array = np.zeros((np.shape(x_val)[0], n_models))\n", + "for m in range(n_models):\n", + " model = model_ensemble[m]\n", + " model.eval()\n", + " y_pred = model(torch.Tensor(x_val))\n", + " y_pred_list_array[:,m] = y_pred.detach().numpy().flatten()\n", + "\n", + "sort_indices = np.argsort(x_val[:, 1])\n", + "x_val_sorted = x_val[sort_indices]\n", + "y_pred_list_sorted = y_pred_list_array[sort_indices] \n", + "medians = np.median(y_pred_list_sorted, axis = 1).flatten()\n", + "mins = np.min(y_pred_list_sorted, axis = 1).flatten()\n", + "maxes = np.max(y_pred_list_sorted, axis = 1).flatten()\n", + "\n", + "#plt.fill_between(x_val_sorted[:,1],\n", + "# mins,\n", + "# maxes,\n", + "# label = 'predicted')#color = color_list[m],\n", + "plt.errorbar(x_val_sorted[:,1], medians,\n", + " yerr = [medians - mins,maxes - medians], linestyle = 'None', capsize = 5, color = 'black')\n", + "\n", + "plt.scatter(x_val[:,1], y_val, label = 'actual', color = 'red', s = 10)\n", + "\n", + "plt.xlabel('theta')\n", + "plt.ylabel('x pos')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6287a786", + "metadata": {}, + "outputs": [], + "source": [ + "# also go through and plot the error prop uncertainty given x_val\n", + "plt.clf()\n", + "\n", + "\n", + "\n", + "y_pred_list_array = np.zeros((np.shape(x_val)[0], n_models))\n", + "for m in range(n_models):\n", + " model = model_ensemble[m]\n", + " model.eval()\n", + " y_pred = model(torch.Tensor(x_val))\n", + " y_pred_list_array[:,m] = y_pred.detach().numpy().flatten()\n", + "\n", + "sort_indices = np.argsort(x_val[:, 1])\n", + "x_val_sorted = x_val[sort_indices]\n", + "y_pred_list_sorted = y_pred_list_array[sort_indices] \n", + "medians = np.median(y_pred_list_sorted, axis = 1).flatten()\n", + "mins = np.min(y_pred_list_sorted, axis = 1).flatten()\n", + "maxes = np.max(y_pred_list_sorted, axis = 1).flatten()\n", + "\n", + "#plt.fill_between(x_val_sorted[:,1],\n", + "# mins,\n", + "# maxes,\n", + "# label = 'predicted')#color = color_list[m],\n", + "plt.errorbar(x_val_sorted[:,1], medians,\n", + " yerr = [medians - mins,maxes - medians], linestyle = 'None', capsize = 5, color = 'black',\n", + " label = 'prediction')\n", + "\n", + "plt.scatter(x_val[:,1], y_val, label = 'actual', color = 'red', s = 10)\n", + "plt.errorbar(x_val[:,1], y_val,\n", + " yerr = calc_error_prop(x_val[:,0], x_val[:,1], x_val[:,2], percent_error * x_val[:,1], time = 0.5, wrt = 'theta_0'),\n", + " color = 'red', ls = 'None', capsize = 5)\n", + "\n", + "\n", + "plt.xlabel('theta')\n", + "plt.ylabel('x pos')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b36675f9", + "metadata": {}, + "outputs": [], + "source": [ + "analysis.calc_error_prop(x_val[:,0], x_val[:,1], x_val[:,2], percent_error * x_val[:,1], time = 0.5, wrt = 'theta_0')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c7d0effa", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/SBI_linefit.ipynb b/notebooks/SBI_linefit.ipynb index 564253e..28414e1 100644 --- a/notebooks/SBI_linefit.ipynb +++ b/notebooks/SBI_linefit.ipynb @@ -5,21 +5,20 @@ "id": "f774193d", "metadata": {}, "source": [ - "# Line fit SBI" + "# SBI for the parameters of a line fit" ] }, { "cell_type": "markdown", - "id": "fe040c0f", + "id": "f402e23c-79f0-4984-825e-0b0b908db49f", "metadata": {}, "source": [ - "## The dataset: simple linefit\n", - "Each data point is a set of points correspondin to a slope and intercept." + "## 1 Import all the things" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "id": "5e8c8f57", "metadata": {}, "outputs": [], @@ -35,18 +34,9 @@ "import numpy as np" ] }, - { - "cell_type": "markdown", - "id": "d478548e", - "metadata": {}, - "source": [ - "## Generate data\n", - "To do this make a dataframe and replicate a bunch of columns. There are 8 pendulums on two different planets. The planet_id and pendulum_id are integers denoting which pendulum and which planet each row of the dataframe belongs." - ] - }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 4, "id": "7bfe9a7f", "metadata": {}, "outputs": [], @@ -61,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "ff8152c0-94f3-4a7c-a50b-dff13517305b", "metadata": {}, "outputs": [], @@ -72,9 +62,18 @@ "from src.scripts import models, utils, train" ] }, + { + "cell_type": "markdown", + "id": "d3d452c7-7a04-4020-8fc3-51e8b650b3ad", + "metadata": {}, + "source": [ + "## 2 Define and test out the simulator\n", + "Like any good SBI code, you should start with the simulator. Here, each invocation of the simulator will produce a set of noisy points along a line. In other words, each invocation is defined by a noise width, m, and b." + ] + }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 6, "id": "0d90f3ef", "metadata": {}, "outputs": [], @@ -88,24 +87,15 @@ " return m * x + b + ε" ] }, - { - "cell_type": "markdown", - "id": "d3d452c7-7a04-4020-8fc3-51e8b650b3ad", - "metadata": {}, - "source": [ - "## Test out the simulator\n", - "By generating some data" - ] - }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 7, "id": "da2e32f0-921d-4de1-abb4-3e9b4bcf85f2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -124,15 +114,18 @@ }, { "cell_type": "markdown", - "id": "4d4b7c6a-e448-4d14-9a0b-a5900e6c0d77", + "id": "d478548e", "metadata": {}, "source": [ - "## Generate a dataframe" + "## 3 Generate data\n", + "Each data \"point\" is a set of points corresponding to a slope and intercept. The potential future hierarchical aspect of this is inferring things about the distribution of lines in the universe.\n", + "\n", + "The effective data length is 1000 x 100 (because there are 100 x points per each data point)." ] }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 16, "id": "5e2054cd-cd41-485b-b72a-a8ef37d44f22", "metadata": {}, "outputs": [], @@ -149,13 +142,12 @@ " sigma = abs(rs.normal(loc=0, scale=10))\n", " thetas = [m, b, sigma]\n", " xs[r,:] = thetas\n", - " \n", " ys.append(simulator(thetas))" ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 17, "id": "8a9d974c-8cd0-4bd3-8cd9-e9089244826a", "metadata": {}, "outputs": [ @@ -171,9 +163,18 @@ "print(np.shape(xs), np.shape(ys))" ] }, + { + "cell_type": "markdown", + "id": "6d8a20d2-9bdb-48c6-8836-727bcd6c7d4c", + "metadata": {}, + "source": [ + "## Define the prior\n", + "And then visualize them." + ] + }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 18, "id": "fce06c22-261e-4700-8675-e45a6f2bf342", "metadata": {}, "outputs": [], @@ -188,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 19, "id": "6a38e7a2-fd9f-4a76-8049-8875696c2919", "metadata": {}, "outputs": [ @@ -203,9 +204,9 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -214,33 +215,53 @@ ], "source": [ "m_sample = []\n", + "b_sample = []\n", + "sig_sample = []\n", + "\n", "for i in range(1000):\n", " samp = prior.sample()\n", " m_sample.append(np.array(samp[0]))\n", + " b_sample.append(np.array(samp[1]))\n", + " sig_sample.append(np.array(samp[2]))\n", "\n", "plt.clf()\n", "fig = plt.figure(figsize = (10,5))\n", - "ax0 = fig.add_subplot(121)\n", + "ax0 = fig.add_subplot(131)\n", "ax0.hist(m_sample, color = '#6457A6')\n", "ax0.set_xlabel('m')\n", + "ax1 = fig.add_subplot(132)\n", + "ax1.hist(b_sample, color = '#6457A6')\n", + "ax1.set_xlabel('b')\n", + "ax2 = fig.add_subplot(133)\n", + "ax2.hist(sig_sample, color = '#6457A6')\n", + "ax2.set_xlabel('$\\sigma$')\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "9d95f442-84fa-478c-a69b-10f11f7b0426", + "metadata": {}, + "source": [ + "## Run the SBI\n", + "Normalizing flow; neural network magic." + ] + }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 50, "id": "c7d0effa", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bdbc67cfbd05403ab61897a21b377c96", + "model_id": "dce7c18c9f564acba6ac5c72c3f3cf88", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "Running 1000 simulations.: 0%| | 0/1000 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# generate a true dataset\n", + "theta_true = [1, 5, 8]\n", + "y_true = simulator(theta_true)\n", + "\n", + "# and visualize it\n", + "plt.clf()\n", + "plt.scatter(np.linspace(0, 100, 101),\n", + " y_true, color = '#07BEB8')\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "03afb5e3-e60c-465c-99d6-ed07b3904427", + "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3b48be797d5541dea16b04f8853f0886", + "model_id": "46082bb434aa4bcd9b5f7adb533fd93a", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "Drawing 1000 posterior samples: 0%| | 0/1000 [00:00" ] @@ -290,39 +341,28 @@ } ], "source": [ - "# generate a true dataset\n", - "theta_true = [1, 0, 8]\n", - "y_true = simulator(theta_true)\n", - "\n", "# sample from the posterior\n", - "posterior_samples_1 = posterior.sample((1000,), x = y_true)\n", + "posterior_samples_1 = posterior.sample((10000,), x = y_true)\n", "\n", "# plot posterior samples\n", "_ = analysis.pairplot(\n", " posterior_samples_1, \n", " labels = ['m', 'b', '$\\sigma$'],\n", - " #limits = [[0,10],[np.pi/200,3*np.pi/200],[0,10]],\n", + " #limits = [[0,10],[-10,10],[0,10]],\n", " truths = theta_true,\n", " figsize=(5, 5)\n", - ")\n" + ")" ] }, { "cell_type": "code", - "execution_count": 64, - "id": "30e49f4e-026d-4f10-a3a6-b352b68af83a", + "execution_count": 48, + "id": "c8e8e157-0ce3-4126-ac10-3f5425a8542b", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "torch.Size([1000, 3])\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -332,30 +372,28 @@ } ], "source": [ - "# plot the true values\n", - "print(np.shape(posterior_samples_1))\n", - "plt.clf()\n", - "\n", - "for j in range(np.shape(posterior_samples_1)[0]):\n", - " plt.scatter(np.linspace(0,100,101),\n", - " simulator(posterior_samples_1[j,:]), \n", - " color = 'grey')\n", - "plt.scatter(np.linspace(0, 100, 101),\n", - " y_true, \n", - " color = '#EFD9CE') \n", - "\n", + "plt.hist(posterior_samples_1[:,2])\n", + "plt.axvline(x = theta_true[2], color = 'black')\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "c1a17eee-0c6c-48e0-a222-7722bd8a9999", + "metadata": {}, + "source": [ + "Now plot the true sigma value (black lines) compared to the one sigma value from the posterior distribution." + ] + }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 49, "id": "5ba2e8ba-c69b-4cb0-8f6c-f39043933da0", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -376,27 +414,28 @@ "plt.fill_between(xs_sim,\n", " np.mean(ys_sim, axis = 0) - 1 * np.std(ys_sim, axis = 0),\n", " np.mean(ys_sim, axis = 0) + 1 * np.std(ys_sim, axis = 0),\n", - " color = '#98DFEA')\n", + " color = '#98DFEA', label = 'error from posterior')\n", "plt.plot(xs_sim, np.mean(ys_sim, axis = 0) + theta_true[2],\n", - " color = '#25283D')\n", + " color = '#25283D', label = 'true error')\n", "plt.plot(xs_sim, np.mean(ys_sim, axis = 0) - theta_true[2],\n", " color = '#25283D')\n", "plt.scatter(xs_sim,\n", " y_true, \n", - " color = '#EFD9CE') \n", + " color = '#EFD9CE') \n", + "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 29, "id": "1305ae72-1147-4105-8231-9e0489c6b412", "metadata": {}, "outputs": [ { "data": { - "image/png": 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SHwBAUuIDAEhKfAAASYkPACAp8QEAJCU+AICkxAcAkJT4AACSEh8AQFLiAwBISnwAAEmJDwAgKfEBACQlPgCApMQHAJCU+AAAkhIfAEBS4gMASEp8AABJiQ8AICnxAQAkJT4AgKTEBwCQlPgAAJISHwBAUuIDAEhKfAAASYkPACAp8QEAJCU+AICkxAcAkJT4AACSylt8zJ49OwYOHBglJSUxcuTIeP755/P1VABAJ5KX+Pjtb38bU6dOjZkzZ8aqVatixIgRUVNTE++8804+ng4A6ETyEh8/+9nP4pvf/GZccsklcdhhh8Udd9wRvXr1ijvvvDMfTwcAdCLdcv2A27Zti5UrV8aMGTOaj3Xp0iXGjBkTy5cv32l9U1NTNDU1NV/ftGlTREQ0NjbmerSIiNjR9H5eHheA3Zevczy79v62/zb/O9jY2Bj/7ZG7DPjov2mWZZ+4Nufx8a9//Su2b98e5eXlLY6Xl5fHX//6153W19bWxqxZs3Y6Xl1dnevRAOggym4v9ARU3p6fx928eXOUlZXtck3O46O9ZsyYEVOnTm2+vmPHjvj3v/8d++yzTxQVFRVwssJobGyM6urqWL9+fZSWlhZ6nE7LPuaGfcwN+5gb9jE38rWPWZbF5s2bo6qq6hPX5jw++vXrF127do2GhoYWxxsaGqKiomKn9cXFxVFcXNziWJ8+fXI9VqdTWlrqL1cO2MfcsI+5YR9zwz7mRj728ZPe8fhIzj9w2qNHjzj66KOjrq6u+diOHTuirq4uRo0aleunAwA6mbx82WXq1KkxadKkOOaYY+LYY4+N22+/PbZu3RqXXHJJPp4OAOhE8hIf48ePj3/+859x4403xoYNG+LII4+MRYsW7fQhVHZWXFwcM2fO3OlLUbSPfcwN+5gb9jE37GNudIR9LMp253tiAAByxO92AQCSEh8AQFLiAwBISnwAAEmJj8RuuummKCoqanEZOnRom+vnzZu30/qSkpKEE3dMf//73+PCCy+MffbZJ3r27BnDhw+PFStW7PI+S5cujS9+8YtRXFwcBx54YMybNy/NsB1Ye/dx6dKlO70ei4qKYsOGDQmn7lgGDhzY6p5Mnjy5zfs8+OCDMXTo0CgpKYnhw4fHY489lnDijqm9++jc2Lrt27fHDTfcEIMGDYqePXvGkCFD4pZbbvnE37eS+vxY8B+v/lk0bNiwWLJkSfP1bt12/Z+htLQ0Vq9e3Xz9s/hj5/9/7733Xpxwwglx6qmnxh//+MfYd999Y82aNfGFL3yhzfvU19fHuHHj4jvf+U7ce++9UVdXF5dddllUVlZGTU1Nwuk7jj3Zx4+sXr26xU9G7N+/fz5H7dD+/Oc/x/bt25uvv/zyy3HaaafF+eef3+r6Z555Ji644IKora2NM888M+bPnx/nnHNOrFq1Kg4//PBUY3c47d3HCOfG1tx6660xZ86cuOuuu2LYsGGxYsWKuOSSS6KsrCyuuuqqVu9TkPNjRlIzZ87MRowYsdvr586dm5WVleVtns7ouuuuy0488cR23WfatGnZsGHDWhwbP358VlNTk8vROpU92ccnn3wyi4jsvffey89Qe4Grr746GzJkSLZjx45Wb//617+ejRs3rsWxkSNHZt/+9rdTjNdpfNI+Oje2bty4cdmll17a4ti5556bTZw4sc37FOL86MsuBbBmzZqoqqqKwYMHx8SJE+PNN9/c5fotW7bEAQccENXV1XH22WfHK6+8kmjSjukPf/hDHHPMMXH++edH//7946ijjopf/epXu7zP8uXLY8yYMS2O1dTUxPLly/M5aoe2J/v4kSOPPDIqKyvjtNNOi6effjrPk3Ye27Zti3vuuScuvfTSNv9fuNfiJ9udfYxwbmzN8ccfH3V1dfHaa69FRMRf/vKX+NOf/hRjx45t8z6FeE2Kj8RGjhwZ8+bNi0WLFsWcOXOivr4+TjrppNi8eXOr6w855JC488474+GHH4577rknduzYEccff3y89dZbiSfvOF5//fWYM2dOHHTQQbF48eK4/PLL46qrroq77rqrzfts2LBhp5+wW15eHo2NjfGf//wn3yN3SHuyj5WVlXHHHXfEQw89FA899FBUV1fH6NGjY9WqVQkn77gWLFgQGzdujIsvvrjNNW29Fj/Ln5v5uN3ZR+fG1k2fPj0mTJgQQ4cOje7du8dRRx0VU6ZMiYkTJ7Z5n4KcH/P2ngq75b333stKS0uzX//617u1ftu2bdmQIUOy66+/Ps+TdVzdu3fPRo0a1eLYlVdemR133HFt3ueggw7KfvSjH7U4tnDhwiwisvfffz8vc3Z0e7KPrTn55JOzCy+8MJejdVqnn356duaZZ+5yTffu3bP58+e3ODZ79uysf//++RytU9mdffw458b/ue+++7L9998/u++++7IXX3wxu/vuu7O+fftm8+bNa/M+hTg/euejwPr06RMHH3xwrF27drfWf1Syu7t+b1RZWRmHHXZYi2OHHnroLr98VVFREQ0NDS2ONTQ0RGlpafTs2TMvc3Z0e7KPrTn22GM/06/Hj/ztb3+LJUuWxGWXXbbLdW29FisqKvI5Xqexu/v4cc6N/3Pttdc2v/sxfPjwuOiii+Kaa66J2traNu9TiPOj+CiwLVu2xLp166KysnK31m/fvj1eeuml3V6/NzrhhBNafMI9IuK1116LAw44oM37jBo1Kurq6loce/zxx2PUqFF5mbEz2JN9bM0LL7zwmX49fmTu3LnRv3//GDdu3C7XeS3u2u7u48c5N/7P+++/H126tPynvWvXrrFjx44271OQ12Re3k+hTd/97nezpUuXZvX19dnTTz+djRkzJuvXr1/2zjvvZFmWZRdddFE2ffr05vWzZs3KFi9enK1bty5buXJlNmHChKykpCR75ZVXCvVHKLjnn38+69atW/bDH/4wW7NmTXbvvfdmvXr1yu65557mNdOnT88uuuii5uuvv/561qtXr+zaa6/NXn311Wz27NlZ165ds0WLFhXij9Ah7Mk+3nbbbdmCBQuyNWvWZC+99FJ29dVXZ126dMmWLFlSiD9Ch7F9+/ZswIAB2XXXXbfTbR//O/30009n3bp1y376059mr776ajZz5syse/fu2UsvvZRy5A6pPfvo3Ni6SZMmZfvtt1/26KOPZvX19dnvfve7rF+/ftm0adOa13SE86P4SGz8+PFZZWVl1qNHj2y//fbLxo8fn61du7b59lNOOSWbNGlS8/UpU6ZkAwYMyHr06JGVl5dnX/3qV7NVq1YVYPKO5ZFHHskOP/zwrLi4OBs6dGj2y1/+ssXtkyZNyk455ZQWx5588snsyCOPzHr06JENHjw4mzt3brqBO6j27uOtt96aDRkyJCspKcn69u2bjR49OnviiScST93xLF68OIuIbPXq1Tvd9vG/01mWZQ888EB28MEHZz169MiGDRuWLVy4MNGkHVt79tG5sXWNjY3Z1VdfnQ0YMCArKSnJBg8enH3/+9/Pmpqamtd0hPNjUZZ9wo89AwDIIZ/5AACSEh8AQFLiAwBISnwAAEmJDwAgKfEBACQlPgCApMQHAJCU+AAAkhIfAEBS4gMASEp8AABJ/R/pcSYvX/oDtwAAAABJRU5ErkJggg==", + "image/png": 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BAKQSHwBAKvEBAKQSHwBAKvEBAKQSHwBAKvEBAKQSHwBAKvEBAKQSHwBAKvEBAKQSHwBAKvEBAKQSHwBAKvEBAKQSHwBAKvEBAKQSHwBAKvEBAKQSHwBAKvEBAKTqs/iYN29ejBo1Kg4//PCYOHFiPPfcc311KACghPRJfPz4xz+OpqamuOOOO+KFF16IcePGxbRp0+KNN97oi8MBACWkT+LjnnvuiS984Qtx9dVXxymnnBL3339/HHHEEfGDH/ygLw4HAJSQ8kLvcPfu3bFmzZpobm7uXnfYYYfF1KlTY+XKlXtt39HRER0dHd2v29raIiKivb29oHP9c/c70dnxz+59v1NR8D86QEG8+3cV9JVCf4/99312dXX9120L/h34b3/7W+zZsyeGDRvWY/2wYcPij3/8417bt7S0xOzZs/daP3LkyEKP1m343D7bNQAc9Grm9t2+d+zYETU1Ne+7TdH/97+5uTmampq6X3d2dsbf//73GDJkSJSVlRX0WO3t7TFy5MjYuHFjVFdXF3TfhyLns3Ccy8JyPgvHuSys/nw+u7q6YseOHVFfX/9fty14fBx99NExYMCA2Lp1a4/1W7dujbq6ur22r6ysjMrKyh7rBg0aVOixeqiuru53/9KLyfksHOeysJzPwnEuC6u/ns//dsXjXQV/4LSioiLOOuusWL58efe6zs7OWL58eUyaNKnQhwMASkyf3HZpamqKmTNnxvjx4+MjH/lIzJ07N3bt2hVXX311XxwOACghfRIfn/70p+PNN9+M22+/PbZs2RJnnHFGPPHEE3s9hJqtsrIy7rjjjr1u87B/nM/CcS4Ly/ksHOeysJzPfynr+l9+JgYAoEB8tgsAkEp8AACpxAcAkEp8AACpDon4aGlpiQkTJkRVVVXU1tbGpZdeGi+//HKxxypJ8+fPj7Fjx3b/gpxJkybF448/Xuyx+oU5c+ZEWVlZzJo1q9ijlKQ777wzysrKeixjxowp9lgl7a9//Wt85jOfiSFDhsTAgQPj9NNPj+eff77YY5WkUaNG7fXfZ1lZWTQ2NhZ7tKIo+q9Xz9Da2hqNjY0xYcKEeOedd+K2226LCy+8MP7whz/EkUceWezxSsqIESNizpw5ccIJJ0RXV1c8+OCDcckll8Tvfve7OPXUU4s9XslavXp1fOc734mxY8cWe5SSduqpp8ayZcu6X5eXHxJ/xfWJf/zjHzF58uQ477zz4vHHH4+hQ4fGunXr4oMf/GCxRytJq1evjj179nS/Xrt2bVxwwQVx+eWXF3Gq4jkkf9T2zTffjNra2mhtbY1zzz232OOUvMGDB8c3v/nNuPbaa4s9SknauXNnnHnmmXHffffF3XffHWeccUbMnTu32GOVnDvvvDOWLl0aL774YrFH6RduvfXW+O1vfxu//vWviz1KvzRr1qx49NFHY926dQX/HLNScEjcdvlPbW1tEfGvb5rsvz179sTixYtj165dfnX+AWhsbIzp06fH1KlTiz1KyVu3bl3U19fHcccdF1deeWVs2LCh2COVrJ///Ocxfvz4uPzyy6O2tjY+/OEPx3e/+91ij9Uv7N69O374wx/GNddcc0iGR8Qhctvl33V2dsasWbNi8uTJcdpppxV7nJL00ksvxaRJk+Ktt96Ko446KpYsWRKnnHJKsccqSYsXL44XXnghVq9eXexRSt7EiRNj4cKFcdJJJ8XmzZtj9uzZcc4558TatWujqqqq2OOVnD//+c8xf/78aGpqittuuy1Wr14dN954Y1RUVMTMmTOLPV5JW7p0aWzfvj2uuuqqYo9SNIfcbZfrrrsuHn/88fjNb34TI0aMKPY4JWn37t2xYcOGaGtri5/97Gfxve99L1pbWwVIL23cuDHGjx8fTz31VPezHlOmTHHbpUC2b98exx57bNxzzz1uCe6HioqKGD9+fDzzzDPd62688cZYvXp1rFy5soiTlb5p06ZFRUVFPPLII8UepWgOqdsu119/fTz66KPxq1/9SngcgIqKijj++OPjrLPOipaWlhg3blx8+9vfLvZYJWfNmjXxxhtvxJlnnhnl5eVRXl4era2tce+990Z5eXmPh9PovUGDBsWJJ54Y69evL/YoJWn48OF7/Q/FySef7FbWAfrLX/4Sy5Yti89//vPFHqWoDonbLl1dXXHDDTfEkiVLYsWKFTF69Ohij9SvdHZ2RkdHR7HHKDnnn39+vPTSSz3WXX311TFmzJj40pe+FAMGDCjSZP3Dzp0745VXXonPfvazxR6lJE2ePHmvX0nwpz/9KY499tgiTdQ/LFiwIGpra2P69OnFHqWoDon4aGxsjEWLFsXDDz8cVVVVsWXLloiIqKmpiYEDBxZ5utLS3NwcDQ0Nccwxx8SOHTti0aJFsWLFinjyySeLPVrJqaqq2uu5oyOPPDKGDBnieaT9cPPNN8fFF18cxx57bGzatCnuuOOOGDBgQMyYMaPYo5Wkm266KT72sY/F1772tfjUpz4Vzz33XDzwwAPxwAMPFHu0ktXZ2RkLFiyImTNnHvI/Bn5I/Onnz58fEf+6n/7vFixYcEg/8LM/3njjjfjc5z4Xmzdvjpqamhg7dmw8+eSTccEFFxR7NA5xr7/+esyYMSO2bdsWQ4cOjbPPPjtWrVoVQ4cOLfZoJWnChAmxZMmSaG5ujrvuuitGjx4dc+fOjSuvvLLYo5WsZcuWxYYNG+Kaa64p9ihFd8g9cAoAFNch9cApAFB84gMASCU+AIBU4gMASCU+AIBU4gMASCU+AIBU4gMASCU+AIBU4gMASCU+AIBU4gMASPX/ALBtvxDWHlz2AAAAAElFTkSuQmCC", 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" ] diff --git a/notebooks/numpyro_iterative_dataset_varying_noise.ipynb b/notebooks/numpyro_iterative_dataset_varying_noise.ipynb new file mode 100644 index 0000000..5d6cb43 --- /dev/null +++ b/notebooks/numpyro_iterative_dataset_varying_noise.ipynb @@ -0,0 +1,1125 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c78d0310-8fad-414d-8187-bf391d57bfaa", + "metadata": {}, + "source": [ + "# How does the output of MCMC vary with dataset properties?\n", + "In this notebook I will vary the noise properties of the data (in a massive loop) and collect what happens with the predicted $\\sigma$ values." + ] + }, + { + "cell_type": "markdown", + "id": "4c376bd9-d9da-4567-a24d-f2fb4d82abf0", + "metadata": {}, + "source": [ + "## 1 Import all the things" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9c7ce298-b2a8-459c-9008-ea4db0790e61", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "04edd25a-07ca-4f40-8428-f2bda4aea8ed", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('..')\n", + "from src.scripts import train, models, analysis, utils, dataset_prep" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "33cf1874-26b2-4317-a93c-01f07153593c", + "metadata": {}, + "outputs": [], + "source": [ + "data = dataset_prep.DatasetPreparation(file_path = '../data/') " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "5abbff30-514a-4f81-951c-a265cc9f55e2", + "metadata": {}, + "outputs": [], + "source": [ + "x = np.linspace(0,100,101)\n", + "parameters = [1, 1, 5]\n", + "simulation_name = 'linear'" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "9863f203-55cf-4488-8eee-3001e5ba543d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Linear simulation data generated.\n", + " Feature Target\n", + "0 0.0 -0.849421\n", + "1 1.0 14.579828\n", + "2 2.0 -0.082392\n", + "3 3.0 3.876968\n", + "4 4.0 6.905666\n", + ".. ... ...\n", + "96 96.0 84.021166\n", + "97 97.0 101.701648\n", + "98 98.0 96.965123\n", + "99 99.0 95.497877\n", + "100 100.0 102.989764\n", + "\n", + "[101 rows x 2 columns]\n" + ] + } + ], + "source": [ + "dataset_manager = dataset_prep.DatasetPreparation('../data/linear.csv')\n", + "#dataset_manager.load_data()\n", + "#dataset_manager.preprocess_data()\n", + "\n", + "# Simulate linear data\n", + "dataset_manager.simulate_data(x, parameters, simulation_name)\n", + "\n", + "# Save the simulated data\n", + "#dataset_manager.save_data('simulated_data.csv')\n", + "\n", + "# Access the simulated data\n", + "simulated_data = dataset_manager.get_data()\n", + "print(simulated_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "b463370d-3dff-483d-927b-00b49c5e6f0c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.clf()\n", + "plt.scatter(simulated_data['Feature'], simulated_data['Target'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2384cbea-b3de-46f6-b8fd-6437fbbea360", + "metadata": {}, + "source": [ + "## Define the model" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "dbe53872-766e-469e-a1c9-0c32380f6058", + "metadata": {}, + "outputs": [], + "source": [ + "import numpyro\n", + "\n", + "## in numpyro, you must specify number of sampling chains you will use upfront\n", + "\n", + "# words of wisdom from Tian Li and crew:\n", + "# on gpu, don't use conda, use pip install\n", + "# HMC after SBI to look at degeneracies between params\n", + "# different guides (some are slower but better at showing degeneracies)\n", + "\n", + "## define the platform and number of cores (one chain per core)\n", + "numpyro.set_platform('cpu')\n", + "core_num = 4\n", + "numpyro.set_host_device_count(core_num)\n", + "\n", + "import numpyro.distributions as dist\n", + "from numpyro.infer import MCMC, NUTS\n", + "import pandas as pd\n", + "from sklearn.preprocessing import LabelEncoder\n", + "import jax\n", + "import jax.numpy as jnp" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "6298d7a3-abee-4ccf-99d4-ad87c7e1e8f3", + "metadata": {}, + "outputs": [], + "source": [ + "def linefit_model(xs,\n", + " exponential,\n", + " y=None):\n", + " m = numpyro.sample(\"m\", dist.TruncatedNormal(5, 2, low = 0.01))\n", + " b = numpyro.sample(\"b\", dist.Normal(0, 5))\n", + " σ = numpyro.sample(\"σ\", dist.TruncatedNormal(5, 5, low = 0.01))#dist.Exponential(exponential))\n", + " modelx = m * xs + b \n", + " pos = numpyro.sample(\"obs\", dist.Normal(modelx, σ), obs=y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "6c9c0646-4f64-4a26-af02-fce9599599f8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "m\n", + "\n", + "m\n", + "\n", + "\n", + "\n", + "obs\n", + "\n", + "obs\n", + "\n", + "\n", + "\n", + "m->obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "b\n", + "\n", + "b\n", + "\n", + "\n", + "\n", + "b->obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "σ\n", + "\n", + "σ\n", + "\n", + "\n", + "\n", + "σ->obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "distribution_description_node\n", + "m ~ LeftTruncatedDistribution\n", + "b ~ Normal\n", + "σ ~ LeftTruncatedDistribution\n", + "obs ~ Normal\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "exponential = 100\n", + "numpyro.render_model(\n", + " model=linefit_model,\n", + " model_args=(x,exponential),\n", + " render_distributions=True,\n", + " render_params=True,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "5cc9c9d6-5b4b-4fd0-8011-020a0480d6e7", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "02b6e24db1464485b3475eaa532a03dd", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/5100 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(posterior_samples[\"σ\"])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "d109e433-0826-4a45-a4cc-238c1a650718", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Linear simulation data generated.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "67c10dc08ef945a6a243e189930ed95f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/5100 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.clf()\n", + "plt.scatter(true_sigmas, mean_sigma)\n", + "plt.errorbar(true_sigmas, mean_sigma, yerr = std_sigma, ls = 'None')\n", + "plt.xlabel('true sigma value')\n", + "plt.ylabel('machine output mean sigma from posterior')\n", + "plt.xlim([0,10])\n", + "plt.ylim([0,10])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "b663f0dd-ef61-40bc-863d-58636b393ea4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Linear simulation data generated.\n" + ] + }, + { + "data": { + "image/png": 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r08yZM1VbW6upU6fm9J7Nzc1asGCBxSsFgMKS72RQt+ZjFOp2kh8+Vy61PU6xPED53ve+p/vuuy9RS3LppZfqz3/+s5qbmzV16lSFQiFJUnt7u2pqPv8Xpr29XcOGDUv5nnPnztXs2bMT30ejUdXV1Vm9dADwLSsyH26MiPf6uPVcFerncpLlNSiffPKJSkqS37ZXr16KxWKSpPr6eoVCIbW0tCR+Ho1GtWHDBjU2NqZ8z9LSUlVUVCR9AQBOsepwPKfnY/hh3HouCvVzOc3yAOXGG2/UQw89pN/85jf64IMPtHz5cv34xz/W17/+dUlSIBDQzJkz9eCDD+qVV17RO++8o3/+539WbW2tJkyYYPVyAKDgWTUZ1Mn5GG6dOGy3Qv1cbrB8i+enP/2p5s2bpzvvvFOHDh1SbW2t/uVf/kXz589PXHPvvffq2LFjuuOOO9TR0aHRo0dr9erVzEABgBxYlflwcj6G108czlWhfi43WB6g9O/fX4sWLdKiRYvSXhMIBPSjH/1IP/rRj6z+6wGg6FiV+YiPiJ+2dKsCSj0fw6oR8X4Zt25WoX4uN3AWDwD4nJWH4zk1H8Mv49bNKtTP5QbLMygAAGdZnflwYj6GX8atm1Won8sNZFAAoABYnfmIz8e4adh5ahxcZfn8jkwnDhuSJl1dp1V/OKDW3Yd9U1TKScrWsfwsHidwFg8ApOaH4WCnSzUvZMBZfSRJHZ+cTLyWaoaIlz8rc1BSM/P8JkABALjq9EDjgw8/0aLXdp6xPdL9EDs/BABeDqDcQoACAPCdrpih0QvXpG3TjddvzLuhQdOfP3Nqrt0n8SJ/rp5mDADwlq6Yodbdh7Wibb+n6zmynSHywxXbGIRWBOjiAYAC5oetkLhsZ4McOXYi7c8YhFY4yKAAgEflm/nw25kwVs4GYRCa/5FBAQAPyjfzkelMmIBObYWMbQh5pnAzmxki5/TroyPHTqb4aTIGofkfGRQA8BgrMh9WHSDopGxmiDx401DLpubC2whQAMBDrDoN169nwmQaOHf9ZbUMQisSbPEAgIdYdRqun8+EyTRqPx7EdN8CC3m0+Be5IUABAA+xKvPh9zNh4qP203HivCC4iwAFAPJg9bRQqzIfVh8g6EWZghj4GwEKAOTIjhkjVmY+2AqBnzHqHgByEO+0sWPcevy9pdSZD7Pv7eSZMJw/g55wFg8A2CjbM2PWzRmT88PZTxNg4/y4ZjjLzPObLR4AMMmqTpue+K0INF1GKT67hQP8YBYBCgCY5NSMke5FoPHR914LWPw4tRbeR4ACACa5MWPEy9snTmSUUHyYJAsAJsU7bZwat+71Q//8OrUW3kaAAgAmZTozxpA06eo6rfrDgZxOIT6dVaPv7eTnqbXwLrZ4ACAH6WaMBM/qI0l67LVdidfy2Yrxw/aJ36fWwpsIUADgr8zO8OjeafPBh59o0Ws7Le1ksWP7xOpZJcUwtRbOI0ABAOVehBrvtInPRrG6k8Xq7RO7im2ZWgurEaAAKHpWzPCwayvGyu0Tu2eV+G12C7yNIlkARc2qIlS7OlkyFeRK2W2fOFVsG88o3TTsPDUOriI4Qc4IUAAUNTOZj57Y2ckS3z4JBZP/bChYlnXWw6rPCTiFLR4ARc2qzIfdnSz5bp8wqwR+Q4ACoKhZlflwopOl++h7M5hVAr9hiwdAUbNyKqwVWzF2cXr6LZAvMigAilpPmQ/99fvrh57aWslmS8WrnSzMKoHfBAzDcG8+co6i0aiCwaAikYgqKircXg6AApBqPkhJQDq9qcUrh/Plw8uHDqLwmXl+E6AAwF/FJ6y+uj2sX7z5wRk/j+cW3N6uyZfVk2SBbJl5frPFA6AoZPNQ7lUS0Ij6Ss3+dVvK98hnIqyX5FNsCziFAAVAwTOzreGHw/mAYkAXD4CCFh/v3j3oiI93X73tYNLrzAsBvIEMCoCClc149/v+3zvqX9ZH1/zNqbHszAtJj9oVOIkABUDByrRdI0kdn57UlP/YkNjyGdsQsnUirF/l2v1DUINcEaAAKFhmtmFOP9HXjXkhXn6Q53oKMi3NyAc1KAAKlpltmNNP9B3bEHJ0IuzqbQc1euEaTX56ve5Z1qbJT6/X6IVrzqiPcUOupyCbrf0BuiODAsARbmQIMh3g193pHTpOTYTNNTvhlFy6mjIFNYXQqg37EaAAsJ1bqf5MY+zTiW8N2T0vxEsP8nQBZC5dTbRqwwoEKABs5XaGIH6AX/cAqSdOdeh45UHeUwCZS1cTrdqwgi01KPv379ctt9yiqqoqlZeX69JLL9XmzZsTPzcMQ/Pnz1dNTY3Ky8vV1NSkXbt22bEUAC7KtX7BauOH1mjdnDF67raRGlDeJ+11Tp7o2xUz9OZ7H2Z1rZ0P8ky1Ih8d6zR9CjKt2rCC5QHKRx99pFGjRqlPnz767W9/q+3bt+vf/u3fdM455ySuefTRR/X444/rySef1IYNG9SvXz+NGzdOx48TTQOFxEyGwG69SgIaddG5emTipQpIZzxwnTzRN14U+7PX38vqerse5NkEkA/85l3Nu6FBUvb3LF77YyaoAbqzPEBZuHCh6urqtGTJEo0YMUL19fX6yle+osGDB0s6lT1ZtGiRfvjDH+qmm27SZZddpv/8z//UgQMH9PLLL1u9HAAu8mKqP77l41SHTnfpMhap2P0gzzaAPKdfX1P3LF77I7kbCMLfLK9BeeWVVzRu3Dh94xvf0Nq1a3Xeeefpzjvv1O233y5J2rNnj8LhsJqamhJ/JhgMauTIkWptbdWkSZPOeM/Ozk51dnYmvo9Go1YvG4ANvJrqd6pDp7ueMhbdOfEgNxNA3jTsPFP3LF3tT4g5KMiS5QHK+++/r8WLF2v27Nn6/ve/r02bNunuu+9W3759NXXqVIXDYUlSdXV10p+rrq5O/Ky75uZmLViwwOqlArBZpjZfN6eyunGibzaTbeOceJCbDSDN3jO3AkEUBssDlFgspuHDh+vhhx+WJF1xxRXatm2bnnzySU2dOjWn95w7d65mz56d+D4ajaqurs6S9QKwT09tvsWY6s82YzHjy4M1a+z/dX1OjBUBpBuBIAqD5TUoNTU1amhoSHrt4osv1t69eyVJoVBIktTe3p50TXt7e+Jn3ZWWlqqioiLpC4A/uF3z4SXZZixGfeH/OBK0USsCL7M8gzJq1Cjt2LEj6bWdO3fqggsukCTV19crFAqppaVFw4YNk3QqI7JhwwZNmzbN6uUA8ABS/ad4ccuLWhF4leUByqxZs3Tttdfq4Ycf1j/8wz9o48aNeuqpp/TUU09JkgKBgGbOnKkHH3xQF110kerr6zVv3jzV1tZqwoQJVi8HgEeQ6vfulhcBJLwoYBiG5ROSVq1apblz52rXrl2qr6/X7NmzE1080qlW4/vvv19PPfWUOjo6NHr0aP385z/XF7/4xazePxqNKhgMKhKJsN0DwHc45RfFyszz25YAxW4EKAD8JNU5N5LIWKDomHl+cxYPANiIbAmQG1vO4gEAZD7nZvW2gy6tDPA+AhQAsIFXDkoE/IoABQBs4KWDEgE/IkABABt48aBEwE8okgXgmlTdLYXSyeLVgxIBvyBAAeCKQu9u8eLUWMBP2OIB4Lhi6G7hnBsgPwQoABxVTN0tHJQI5I4tHgB5M1NLYqa7pRDO7uGcGyA3BCgATDs9IPngw0/0wsa9CkezqyUpxu4WDkoEzCNAAWBKquLW7uK1JKm2MehuAZANalAAZC1dcWt3PdWSxLtb0m1wBHQqA+PV7paumKHW3Ye1om2/WncfLohaGcCLyKAAyEpPxa2ppKsliXe3TFu6VQEp6f283t1S6K3RgJeQQQGQlUzFremkqiWxurvFiaxGMbRGA15CBgVAVnItWk1XS2JVd4sTWY1MrdEBndrOGtsQ8mTmB/AjMigAsmK2aDWbWpJ4d8tNw85T4+CqnIITJ7IaHPwHOI8ABUBWMhW3ns7KWpJ02zdODnwrxtZowG1s8QDISk/Frd2FLNpi6Wn7Jlje17GBb7RGA84jQAGQtXhxa/egIVRRqskjBunCc/tZNik1vn3TPRCKb998a9SFWb2PFVkNDv4DnEeAAsAUJ0a3Z1OUurxtf1bvZUVWw8+t0YBfEaAAMM2u0e3xEfpvvveXjNs3R46dVGW/vvro2AlHshpps0fMQQFsQYACwBOyGaHf3YRhtVry5geOZTU4+A9wDgEKANelqzfJZGxDSCPqKx3NanDwH+AMAhQArjI7Qj9uQHkfxQxDYxtCZDWAAkSAAsBVuY7Q7/j0pKb8xwbOwgEKFIPaALgq3zZgzsIBChMBCgBXZdsGfHZpr5SvWz01FoA3EKAAcFWmEfoBSZX9+ujjzq6078FZOEDhIUAB4Kr4EDRJZwQp8e+/Puy8rN6Ls3CAwkGAAsB18SFooWDydk8oWKbFt1yppoZQVu/DWThA4aCLB4An9DQErStmcBYOUGQIUAB4RrohaJyFAxQftngA+EKmbSDmoACFhQwKUMTih/P5ZQIrZ+EAxYMABShSqQ7n88NUVs7CAYoDWzxAEYofztd9xDxTWQF4BQEKUGR6OpyPqawAvIIABSgymQ7nYyorAC8gQAGKTLbTVpnKCsBNBChAkcl22ipTWQG4iQAFKDLZHM5Xw1RWAC4jQAEKVFfMUOvuw1rRtl+tuw8nil6zOZyPqawA3MYcFKAAZZpxEp/K2v2akA/moAAoDgHDMHzXSxiNRhUMBhWJRFRRUeH2cgBPic846f4vdjwfcvpYeL9Nks1WoX4uwO/MPL9t3+J55JFHFAgENHPmzMRrx48f1/Tp01VVVaWzzz5bEydOVHt7u91LAQqe2Rkn8amsNw07T42DqwriIb5620GNXrhGk59er3uWtWny0+s1euEahs8BPmNrgLJp0yb9+7//uy677LKk12fNmqWVK1fqxRdf1Nq1a3XgwAHdfPPNdi4F8I10tSPZKPYZJ0zIBQqHbTUoH3/8saZMmaKnn35aDz74YOL1SCSiZ555Rs8//7zGjBkjSVqyZIkuvvhirV+/Xtdcc41dSwI8L9/zcayYceLX7ZFM2aOATmWPxjaEfPF5gGJnWwZl+vTpuuGGG9TU1JT0+pYtW3Ty5Mmk14cMGaJBgwaptbU15Xt1dnYqGo0mfQGFxorf/vOdceLn7ZFizx4BhcaWAGXZsmXaunWrmpubz/hZOBxW3759NWDAgKTXq6urFQ6HU75fc3OzgsFg4quurs6OZQOusep8nHxmnPh9e4QJuUBhsTxA2bdvn+655x4999xzKiuzZhLl3LlzFYlEEl/79u2z5H0Br7Dqt/9MM04MSZOurtOqPxxIqm8phAMEmZALFBbLa1C2bNmiQ4cO6corr0y81tXVpTfeeEM/+9nP9Lvf/U4nTpxQR0dHUhalvb1doVAo5XuWlpaqtLTU6qUCnmHlb//pZpwEz+ojSXrstV2J1+L1LcHyvlkHSI2Dq7Jaq9Pi2aNw5HjKQCugU3NemJAL+IPlAcp1112nd955J+m1W2+9VUOGDNGcOXNUV1enPn36qKWlRRMnTpQk7dixQ3v37lVjY6PVywF8werf/scPrdHYhlCi2PWDDz/Rotd2nvHgjm/ffGvUhVm9r5e3R+LZo2lLtyayRXFMyAX8x/IApX///ho6dGjSa/369VNVVVXi9dtuu02zZ89WZWWlKioqdNddd6mxsZEOHhQtO377j8846YoZGr1wTY/dLcvb9mf1nl7fHmFCLlA4XBl1/9hjj6mkpEQTJ05UZ2enxo0bp5///OduLKUo+bWNtJDZ+dt/NvUtR46dVGW/vvro2Anfb490zx7xzzjgT4y6LzL5ztmAvez4/2dF237ds6wt43XfGnWhlrz5gaTUAdLpI/IBIBdmnt8cFlhE0p3REq9D4AHkPjt++892W2ZsQ0gj6ist2x4hUwcgHwQoRYIpm/4Rrx2xipn6ll4lAUsCJDJ1APJl+2GB8AambBavTLNRpOT6lnwPEPT7wDcA3kCAUiSYslnc4t0toWDydk8oWGbp1l4hDHwD4A1s8RQJpmzCie4WM5k6rw58A+ANBChFgimbkKyvb+mOTB0Aq7DFUyTM1iEAuSBTB8AqBChFxKk6BFirK2aodfdhrWjbn3TAnxflc5oyAJyOLZ4iw5RNf/Fbuy7n4QCwCpNkAY9KN1jPD5Nd/RZYAXAGk2QBn/P7YD0ydQDyRYACeJCX2nVzHVlvd8cQgMJGgAJ4kFfaddmqAeAWungAD/JCuy4j6wG4iQAF8CC323UZWQ/AbQQogAe5PViPwyUBuI0ABejGK4PR3Bys55UaGADFiyJZ4DTpikLn3XCxzulX6njLrFvtul6ogQFQ3AhQCkyuLaFIPxjtYOS47nz+raTXnOxkcaNdl8MlAbiNAKWA0BKau56KQlOJd7J4eZprPhhZD8Bt1KAUiHxbQr1Sd2H1erq/z4nPYinfN1NRaHfF0MnC4ZIA3EQGpQDkOxbda5mXXNfTfXvro2Mn9MBvkt+nJCCdHk/E37fzs5jpdTo5zdUtjKwH4BYClAKQz1j0dHUXbm1h5LqeVEFNKt2THfH3ndl0Uc5rLvROFkbWA3ADWzwFINeWUK8N48p1Pem2t7IRf6cXNu5VqCL9YLSeuNHJ4rUtOQCwGhmUApBrS6iXDqTLdT1mi1vTvW842qlZTV/Uotd2nlEUmo5bnSxe25IDADuQQSkAuY5F99owrlzWY7a4tScXnntWyqLQVNzqZOF8HADFggxKAci1JdRrw7hyWY+VwdPA/mVqHFx1RlFoqmLbkAsZi3yLoQHATwhQCkS8JbR76r+nB6nXhnHlsh4rgqfu75uqKHTcUPc7Wby2JQcAdiJAKSBmW0K9Nowrl/VkCmoyyfZzeqGTxWtbcgBgJ2pQCkz8QXrTsPPUOLgqY3Bh9zAus90mZtfT06m/qXS/HX4aOua1LTkAsFPAMAzf9SdGo1EFg0FFIhFVVFS4vZyCYMcZPvl0m5hdT7aH/F11wTna8uePfDl0rCtmaPTCNRm3wNbNGeObzwSguJh5fhOgwBbpBq7FH5t2ZC2K4aDE+H2VUm+B+SUbBKA4EaDAVfHf9NMVdBbLb/p2BUzMQQHgV2ae3xTJwnJ0m9gbRHA+DoBiQIACyxV7t4kT5xt5oasIAOxEFw9Syuesl2LuNvHa+UYA4FdkUHCGfLcnvDYAzklsbwGANcigIIkVZ730NJvEygFwXjzRt9i3twDAKmRQkGDlWS+5jN43w6udLMW8vQUAViJAQYLV2xN2dZs4UYSaq2Le3gIAK7HFgwQ7tifMjt7PxOtFqE5tbwFAoSNAQYIftifMZHncYvf5RgBQDNji8RG7R7n7YXvCL0WoDFMDgPwQoPiEE0Wh8e2JaUu3KqDUZ724vT3hhyxPHMPUACB3bPH4gBWtv9ny+vZEPMuTLkQK6FTgRhEqAPib5QFKc3Ozrr76avXv318DBw7UhAkTtGPHjqRrjh8/runTp6uqqkpnn322Jk6cqPb2dquXUhDcKAodP7RG6+aM0Qu3X6OfTBqmF26/RuvmjHE9OJEoQgWAYmF5gLJ27VpNnz5d69ev16uvvqqTJ0/qK1/5io4dO5a4ZtasWVq5cqVefPFFrV27VgcOHNDNN99s9VIKgltFoVZ331jJC1keLw6JA4BCYnkNyurVq5O+f/bZZzVw4EBt2bJFX/rSlxSJRPTMM8/o+eef15gxYyRJS5Ys0cUXX6z169frmmuusXpJvuaXolCnuVmEamU9kN2FzwDgV7YXyUYiEUlSZeWpmoAtW7bo5MmTampqSlwzZMgQDRo0SK2trSkDlM7OTnV2dia+j0ajNq/aO/xUFOo0N4pQrRwS59VpuADgBbYWycZiMc2cOVOjRo3S0KFDJUnhcFh9+/bVgAEDkq6trq5WOBxO+T7Nzc0KBoOJr7q6OjuX7SmZikIlqbJfH4Wjx9lqsJmV9UBOFj4DgB/ZGqBMnz5d27Zt07Jly/J6n7lz5yoSiSS+9u3bZ9EKva+notC4I8dOatav2jT56fUavXANDzebWFUP5PVpuADgBbYFKDNmzNCqVav0+uuv6/zzz0+8HgqFdOLECXV0dCRd397erlAolPK9SktLVVFRkfTld2aKLNMVhabi9m/gfiwezXbNVtUD+WEaLgC4zfIaFMMwdNddd2n58uX6/e9/r/r6+qSfX3XVVerTp49aWlo0ceJESdKOHTu0d+9eNTY2Wr0cT8q29qB7AeXa731ZW/78kcKRT/XAb97VkWMnznhvs6cOW8mPNRVm1mxVPRCFzwCQmeUByvTp0/X8889rxYoV6t+/f6KuJBgMqry8XMFgULfddptmz56tyspKVVRU6K677lJjY2NRdPBkW2TZ04MzFCxPGZzEmT112ApePmE4HbNrtuooAAqfASAzy7d4Fi9erEgkor/7u79TTU1N4utXv/pV4prHHntMX/va1zRx4kR96UtfUigU0ksvvWT1Ujwn29qD//5DzwWUr21PXUzcnVO/gfuxpiKXNVs1JI5puACQmeUBimEYKb+++c1vJq4pKyvTE088oSNHjujYsWN66aWX0tafFJJsaw9+uGJbjw/O5W37s/r7nPoN3I81Fbmu2YohcUzDBYDMOCzQQdlmNDJt3xw5dlKV/frqo2MnPHHqsB9rKvJZsxVD4uKBTvdtvJDHa3YAwCkEKA6yMqMxYVitlrz5gSdOHfZjTUW+a7ZiSJyb03ABwOs4zdhB2dQeVPbrk9V7jW0IuX4eTZwfayq8smYvn3kEAG4ig+KgeO3BtKVb02Y+HrxpqB74zbtZdYr0Kgl44jfwbD6X12oq/LhmACgmZFAclqnI8vrLak0VUHrlN3AvnDBslh/XDADFImAYhnd6P7MUjUYVDAYViUR8O1U20ym2fhx6JvnzdF4n1+zH+wMAVjHz/CZA8TAeZoXFr0EnAFiFAAXwmHRTa+PhZr5bSgSzAPzAzPObIlnAZpmm1uZ7dhKZGQCFiCJZB/jxhF9Yx85Ju/HMTLpjEdw61RoA8kUGxWb8dgu7Ju3anZkBADeRQbERv91Csm/Srh/PQAKAbBGg2MSPJ/zCHnZNrfXjGUgAkC0ClNNYWSvCb7fZK5QanXSfw67Ti/14BhIAZIsalL+yulaE326zUyg1Opk+hx2nF8czM9kciwAAfsMcFNkzo6J192FNfnp9xuteuP2avE/FdYrVszbsng3iFDOfw657KKU+T8gv9xBAcWAOigl2dUIU2m+3Vmc6CqUDxezniJ+dZBU7MjMA4AVFH6CYqRUx82AppNNy02UI4t1IufyWbva+e3VSql3//JgxfmiNJ061BgArFX2AYmetSCH8dmtXpsPMffdynYpXao2szswAgNuKPkCxuxPC77/d2pUhyPZ+fvDhJ1r02k5LszdWopMGAOxR9G3Gds2oOF38t9ubhp2nxsFVvglOJPsyBNnc91BFqV7YuNfTs2Sc+OcHAIpR0Qcods2oKBR2ZQiyue+TRwxSOOrtWTL88wMA9ij6AEX6vFYkFEx+yIaCZa5vIbjNzgxBpvt+4bn9snoft2fJ8M8PAFiv6GtQ4vxeK2IXu7uRerrvrbsPZ/UeXqjv4J8fALAWg9qQFTc6abpihkYvXJNxlsy6OWMIBADABxjUBsu5kSEopFkyAABzyKDA87w8BwUAkD0yKCgo1HcAQPEhQIEvMCkVAIoLbcYAAMBzCFAAAIDnEKAAAADPIUABAACeQ5EsctYVM+isAQDYggAFOWE2CQDATmzxwLTV2w5q2tKtScGJJIUjxzVt6Vat3nbQpZUBAAoFAQpM6YoZWrBye8qzceKvLVi5XV0x3w0oBgB4CAEKTNm458gZmZPTGZIORo5r454jzi0KAFBwqEHpAUWgZzp0NH1wkst1AACkQoCSBkWgqQ3sX2bpdQAApMIWTwoUgaY3or5SNcEypcsjBXQqkBtRX+nksgAABYYApRuKQHvWqySg+29skKQzgpT49/ff2FD0W2EAgPwQoHRDEWhm44fWaPEtVyoUTN7GCQXLtPiWK4t6CwwAYA1qULqhCDQ744fWaGxDiCJiAIAtCFC6oQg0e71KAmocXOX2MgAABcjVLZ4nnnhCF154ocrKyjRy5Eht3LjRzeVIoggUAAAvcC1A+dWvfqXZs2fr/vvv19atW3X55Zdr3LhxOnTokFtLkmRNEWhXzFDr7sNa0bZfrbsPF21BLQAAuQoYhuHK03PkyJG6+uqr9bOf/UySFIvFVFdXp7vuukv33Xdfj382Go0qGAwqEomooqLClvXlOgeF+SkAAKRm5vntSoBy4sQJnXXWWfqv//ovTZgwIfH61KlT1dHRoRUrViRd39nZqc7OzsT30WhUdXV1tgYokvlJsvH5Kd1vaPxP0OFyChN6AaA4mQlQXCmS/fDDD9XV1aXq6uqk16urq/WnP/3pjOubm5u1YMECp5aXYKYINNP8lIBOzU8Z2xAq6ocxGSYAQDZ8MQdl7ty5ikQiia99+/a5vaQzMD8lMyb0AgCy5UoG5dxzz1WvXr3U3t6e9Hp7e7tCodAZ15eWlqq0tNSp5eWE+Sk9I8MEADDDlQxK3759ddVVV6mlpSXxWiwWU0tLixobG91YUt6Yn9IzMkwAADNcG9Q2e/ZsTZ06VcOHD9eIESO0aNEiHTt2TLfeeqtbS8pLfH5KOHI8ZZYgoFOj4It1fgoZJgCAGa4FKP/4j/+ov/zlL5o/f77C4bCGDRum1atXn1E46xfx+SnTlm5VQEoKUjhEjwwTAMAc1+ag5MOJOSi5okslta6YodEL12TMMK2bM6ZogzgAKHSebzMuZByilxoZJgCAGWRQPKJYhpeRYQKA4kUGxWeK6aFNhgkAkA0yKC5jPD4AoFiYeX77YpJsoco0vEw6NbyM05ABAMWGAMWkrpih1t2HtaJtv1p3H84reGB4GQAAqVGDYoLVtSIMLwMAIDUyKFmy46A7hpcBAJAaAUoW7KoViY/HT9e/EtCpDE2+4/Gt3JYCAMAJbPFkwUytSOPgqqzf14nhZcXUwgwAKBxkULJgZ63I+KE1WnzLlQoFk7dxQsGyvFuM7diWAgDACWRQsmB3rYgdw8sybUsFdGpbamxDiCFpAADPIUDJQrxWJNNBd/nUivQqCZjaHsrErm0pAACcwBZPFuK1IpLOKGj16kF3tDADAPyMACVL6WpFqitKNbPpInV+FvNUhwwtzAAAP2OLx4TutSIffPiJXti4V4+9titxjVc6ZJzYlgIAwC5kUEyK14qU9i7Rotd2Khz1ZoeMH7elAACII0DJgV8O+bOzhRkAADuxxZMDP3XI2NHCDACA3QhQcuC3DhmrW5gBALAbWzw5oEMGAAB7EaDkwKlD/gAAKFYEKDmgQwYAAHsRoOSIDhkAAOxDkWwe6JABAMAeBCh5okMGAADrscUDAAA8hwAFAAB4DgEKAADwHAIUAADgOQQoAADAcwhQAACA5xCgAAAAzyFAAQAAnkOAAgAAPMeXk2QNw5AkRaNRl1cCAACyFX9ux5/jPfFlgHL06FFJUl1dncsrAQAAZh09elTBYLDHawJGNmGMx8RiMR04cED9+/dXIGDtwXzRaFR1dXXat2+fKioqLH1vfI777AzuszO4z87gPjvHrnttGIaOHj2q2tpalZT0XGXiywxKSUmJzj//fFv/joqKCv4FcAD32RncZ2dwn53BfXaOHfc6U+YkjiJZAADgOQQoAADAcwhQuiktLdX999+v0tJSt5dS0LjPzuA+O4P77Azus3O8cK99WSQLAAAKGxkUAADgOQQoAADAcwhQAACA5xCgAAAAzyFAOc0TTzyhCy+8UGVlZRo5cqQ2btzo9pJ8rbm5WVdffbX69++vgQMHasKECdqxY0fSNcePH9f06dNVVVWls88+WxMnTlR7e7tLKy4MjzzyiAKBgGbOnJl4jftsjf379+uWW25RVVWVysvLdemll2rz5s2JnxuGofnz56umpkbl5eVqamrSrl27XFyxP3V1dWnevHmqr69XeXm5Bg8erAceeCDp/BbutXlvvPGGbrzxRtXW1ioQCOjll19O+nk29/TIkSOaMmWKKioqNGDAAN122236+OOP7VmwAcMwDGPZsmVG3759jV/84hfGH//4R+P22283BgwYYLS3t7u9NN8aN26csWTJEmPbtm1GW1ubcf311xuDBg0yPv7448Q13/72t426ujqjpaXF2Lx5s3HNNdcY1157rYur9reNGzcaF154oXHZZZcZ99xzT+J17nP+jhw5YlxwwQXGN7/5TWPDhg3G+++/b/zud78z3nvvvcQ1jzzyiBEMBo2XX37ZePvtt42///u/N+rr641PP/3UxZX7z0MPPWRUVVUZq1atMvbs2WO8+OKLxtlnn2385Cc/SVzDvTbvv//7v40f/OAHxksvvWRIMpYvX57082zu6fjx443LL7/cWL9+vfE///M/xhe+8AVj8uTJtqyXAOWvRowYYUyfPj3xfVdXl1FbW2s0Nze7uKrCcujQIUOSsXbtWsMwDKOjo8Po06eP8eKLLyaueffddw1JRmtrq1vL9K2jR48aF110kfHqq68af/u3f5sIULjP1pgzZ44xevTotD+PxWJGKBQy/vVf/zXxWkdHh1FaWmq88MILTiyxYNxwww3Gt771raTXbr75ZmPKlCmGYXCvrdA9QMnmnm7fvt2QZGzatClxzW9/+1sjEAgY+/fvt3yNbPFIOnHihLZs2aKmpqbEayUlJWpqalJra6uLKysskUhEklRZWSlJ2rJli06ePJl034cMGaJBgwZx33Mwffp03XDDDUn3U+I+W+WVV17R8OHD9Y1vfEMDBw7UFVdcoaeffjrx8z179igcDifd52AwqJEjR3KfTbr22mvV0tKinTt3SpLefvttrVu3Tl/96lclca/tkM09bW1t1YABAzR8+PDENU1NTSopKdGGDRssX5MvDwu02ocffqiuri5VV1cnvV5dXa0//elPLq2qsMRiMc2cOVOjRo3S0KFDJUnhcFh9+/bVgAEDkq6trq5WOBx2YZX+tWzZMm3dulWbNm0642fcZ2u8//77Wrx4sWbPnq3vf//72rRpk+6++2717dtXU6dOTdzLVP8d4T6bc9999ykajWrIkCHq1auXurq69NBDD2nKlCmSxL22QTb3NBwOa+DAgUk/7927tyorK2257wQocMT06dO1bds2rVu3zu2lFJx9+/bpnnvu0auvvqqysjK3l1OwYrGYhg8frocffliSdMUVV2jbtm168sknNXXqVJdXV1h+/etf67nnntPzzz+vSy65RG1tbZo5c6Zqa2u510WELR5J5557rnr16nVGV0N7e7tCoZBLqyocM2bM0KpVq/T666/r/PPPT7weCoV04sQJdXR0JF3PfTdny5YtOnTokK688kr17t1bvXv31tq1a/X444+rd+/eqq6u5j5boKamRg0NDUmvXXzxxdq7d68kJe4l/x3J3/e+9z3dd999mjRpki699FL90z/9k2bNmqXm5mZJ3Gs7ZHNPQ6GQDh06lPTzzz77TEeOHLHlvhOgSOrbt6+uuuoqtbS0JF6LxWJqaWlRY2OjiyvzN8MwNGPGDC1fvlxr1qxRfX190s+vuuoq9enTJ+m+79ixQ3v37uW+m3DdddfpnXfeUVtbW+Jr+PDhmjJlSuJ/c5/zN2rUqDPa5Hfu3KkLLrhAklRfX69QKJR0n6PRqDZs2MB9NumTTz5RSUny46lXr16KxWKSuNd2yOaeNjY2qqOjQ1u2bElcs2bNGsViMY0cOdL6RVledutTy5YtM0pLS41nn33W2L59u3HHHXcYAwYMMMLhsNtL861p06YZwWDQ+P3vf28cPHgw8fXJJ58krvn2t79tDBo0yFizZo2xefNmo7Gx0WhsbHRx1YXh9C4ew+A+W2Hjxo1G7969jYceesjYtWuX8dxzzxlnnXWWsXTp0sQ1jzzyiDFgwABjxYoVxh/+8AfjpptuovU1B1OnTjXOO++8RJvxSy+9ZJx77rnGvffem7iGe23e0aNHjbfeest46623DEnGj3/8Y+Ott94y/vznPxuGkd09HT9+vHHFFVcYGzZsMNatW2dcdNFFtBk74ac//akxaNAgo2/fvsaIESOM9evXu70kX5OU8mvJkiWJaz799FPjzjvvNM455xzjrLPOMr7+9a8bBw8edG/RBaJ7gMJ9tsbKlSuNoUOHGqWlpcaQIUOMp556KunnsVjMmDdvnlFdXW2UlpYa1113nbFjxw6XVutf0WjUuOeee4xBgwYZZWVlxt/8zd8YP/jBD4zOzs7ENdxr815//fWU/02eOnWqYRjZ3dPDhw8bkydPNs4++2yjoqLCuPXWW42jR4/ast6AYZw2mg8AAMADqEEBAACeQ4ACAAA8hwAFAAB4DgEKAADwHAIUAADgOQQoAADAcwhQAACA5xCgAAAAzyFAAQAAnkOAAgAAPIcABQAAeA4BCgAA8Jz/D1s0gVmcOme9AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# what does it look like to have super high error?\n", + "parameters = [1, 1, 10]\n", + "dataset_manager.simulate_data(x, parameters, simulation_name)\n", + "simulated_data = dataset_manager.get_data()\n", + "plt.clf()\n", + "plt.scatter(x, simulated_data['Target'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28ab39b5-cb98-49d0-bdb5-d89a8dacd2d3", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/numpyro_linefit.ipynb b/notebooks/numpyro_linefit.ipynb new file mode 100644 index 0000000..bbbc971 --- /dev/null +++ b/notebooks/numpyro_linefit.ipynb @@ -0,0 +1,609 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f774193d", + "metadata": {}, + "source": [ + "# Sampling Bayesian Inference for the parameters of a line fit" + ] + }, + { + "cell_type": "markdown", + "id": "84559556-666d-4c97-910f-7cbffea8c9a4", + "metadata": {}, + "source": [ + "## 1 Import all the things" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5e8c8f57", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler\n", + "import torch\n", + "import torch.nn as nn\n", + "from torch.utils.data import DataLoader, TensorDataset" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2fa611df", + "metadata": {}, + "outputs": [], + "source": [ + "## first, import all the necessary modules\n", + "import arviz as az\n", + "import corner\n", + "import graphviz\n", + "import jax\n", + "from jax import random\n", + "import jax.numpy as jnp # yes i know this is confusing\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import numpyro\n", + "\n", + "## in numpyro, you must specify number of sampling chains you will use upfront\n", + "\n", + "# words of wisdom from Tian Li and crew:\n", + "# on gpu, don't use conda, use pip install\n", + "# HMC after SBI to look at degeneracies between params\n", + "# different guides (some are slower but better at showing degeneracies)\n", + "\n", + "## define the platform and number of cores (one chain per core)\n", + "numpyro.set_platform('cpu')\n", + "core_num = 4\n", + "numpyro.set_host_device_count(core_num)\n", + "\n", + "import numpyro.distributions as dist\n", + "from numpyro.infer import MCMC, NUTS\n", + "import pandas as pd\n", + "from sklearn.preprocessing import LabelEncoder" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "df535a12-c8bf-46eb-a575-12deafb1109b", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('..')\n", + "from src.scripts import train, models, analysis, utils" + ] + }, + { + "cell_type": "markdown", + "id": "b6015d5b-45be-45eb-b1eb-e3502e1ed7f6", + "metadata": {}, + "source": [ + "## 2 Make the data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "836e5e3d-1daf-44ff-9639-c776d1b9cb14", + "metadata": {}, + "outputs": [], + "source": [ + "def simulator(thetas):#, percent_errors):\n", + " # just plop the pendulum within here\n", + " m, b, sigma = thetas\n", + " x = np.linspace(0, 100, 101)\n", + " rs = np.random.RandomState()#2147483648)# \n", + " ε = rs.normal(loc=0, scale=sigma, size = len(x)) \n", + " return m * x + b + ε" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "44803dbf-a597-4a5b-8f22-7ec2f9f4ac77", + "metadata": {}, + "outputs": [], + "source": [ + "length_df = 1000\n", + "xs = np.zeros((length_df, 3))\n", + "ys = []\n", + "#true_sigmas = []\n", + "\n", + "for r in range(length_df):\n", + " rs = np.random.RandomState()#2147483648)# \n", + " m = rs.normal(loc=1, scale=1)\n", + " b = rs.normal(loc=0, scale=10)\n", + " sigma = abs(rs.normal(loc=0, scale=10))\n", + " thetas = [m, b, sigma]\n", + " xs[r,:] = thetas\n", + " ys.append(simulator(thetas))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3e1fa82c-b539-4861-9482-f73bf405d5c4", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "10fdf711-938f-4435-8e4b-cf7d233088f7", + "metadata": {}, + "source": [ + "## 3 Define the model" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "26d55129-a7d1-414d-85db-ed0d4a142f29", + "metadata": {}, + "outputs": [], + "source": [ + "def linefit_model(xs,\n", + " exponential,\n", + " y=None):\n", + " m = numpyro.sample(\"m\", dist.TruncatedNormal(5, 2, low = 0.01))\n", + " b = numpyro.sample(\"b\", dist.Normal(0, 5))\n", + " σ = numpyro.sample(\"σ\", dist.Exponential(exponential))\n", + " modelx = m * xs + b \n", + " pos = numpyro.sample(\"obs\", dist.Normal(modelx, σ), obs=y)\n", + "\n", + "def hierarchical_model(planet_code,\n", + " pendulum_code,\n", + " times,\n", + " exponential,\n", + " pos_obs=None):\n", + " μ_a_g = numpyro.sample(\"μ_a_g\", dist.TruncatedNormal(12.5, 5, low=0.01))\n", + " # scale parameters should be log uniform so that they don't go negative \n", + " # and so that they're not uniform\n", + " # 1 / x in linear space\n", + " σ_a_g = numpyro.sample(\"σ_a_g\", dist.TruncatedNormal(0.1, 0.01, low=0.01))\n", + " n_planets = len(np.unique(planet_code))\n", + " n_pendulums = len(np.unique(pendulum_code))\n", + "\n", + " ## plates are a numpyro primitive or context manager for handing conditionally independence\n", + " ## for instance, we wish to model a_g for each planet independently\n", + " with numpyro.plate(\"planet_i\", n_planets):\n", + " a_g = numpyro.sample(\"a_g\", dist.TruncatedNormal(μ_a_g, σ_a_g,\n", + " low=0.01))\n", + " # helps because a_gs are being pulled from same normal dist\n", + " # removes dependency of a_g on sigma_a_g on a prior level\n", + " # removing one covariance from model, model is easier\n", + " # to sample from\n", + " \n", + " ## we also wish to model L and theta for each pendulum independently\n", + " ## here we draw from an uniform distribution\n", + " with numpyro.plate(\"pend_i\", n_pendulums):\n", + " L = numpyro.sample(\"L\", dist.TruncatedNormal(5, 2, low=0.01))\n", + " theta = numpyro.sample(\"theta\", dist.TruncatedNormal(jnp.pi/100,\n", + " jnp.pi/500,\n", + " low=0.00001))\n", + "\n", + " ## σ is the error on the position measurement for each moment in time\n", + " ## we also model this\n", + " ## eventually, we should also model the error on each parameter independently?\n", + " ## draw from an exponential distribution parameterized by a rate parameter\n", + " ## the mean of an exponential distribution is 1/r where r is the rate parameter\n", + " ## exponential distributions are never negative. This is good for error.\n", + " σ = numpyro.sample(\"σ\", dist.Exponential(exponential))\n", + " \n", + " ## the moments in time are not independent, so we do not place the following in a plate\n", + " ## instead, the brackets segment the model by pendulum and by planet,\n", + " ## telling us how to conduct the inference\n", + " modelx = L[pendulum_code] * jnp.sin(theta[pendulum_code] * jnp.cos(jnp.sqrt(a_g[planet_code] / L[pendulum_code]) * times))\n", + " ## don't forget to use jnp instead of np so jax knows what to do\n", + " ## A BIG QUESTION I STILL HAVE IS WHAT IS THE LIKELIHOOD? IS IT JUST SAMPLED FROM?\n", + " ## again, for each pendulum we compare the observed to the modeled position:\n", + " with numpyro.plate(\"data\", len(pendulum_code)):\n", + " pos = numpyro.sample(\"obs\", dist.Normal(modelx, σ), obs=pos_obs)\n", + "\n", + "\n", + "def unpooled_model(planet_code,\n", + " pendulum_code,\n", + " times,\n", + " exponential,\n", + " pos_obs=None):\n", + " n_planets = len(np.unique(planet_code))\n", + " n_pendulums = len(np.unique(pendulum_code))\n", + " with numpyro.plate(\"planet_i\", n_planets):\n", + " a_g = numpyro.sample(\"a_g\", dist.TruncatedNormal(12.5, 5,\n", + " low=0, high=25))\n", + " with numpyro.plate(\"pend_i\", n_pendulums):\n", + " L = numpyro.sample(\"L\", dist.TruncatedNormal(5, 2, low = 0.01))\n", + " theta = numpyro.sample(\"theta\", dist.TruncatedNormal(jnp.pi/100,\n", + " jnp.pi/500,\n", + " low=0.00001))\n", + " σ = numpyro.sample(\"σ\", dist.Exponential(exponential))\n", + " modelx = L[pendulum_code] * jnp.sin(theta[pendulum_code] *\n", + " jnp.cos(jnp.sqrt(a_g[planet_code] / L[pendulum_code]) * times))\n", + " with numpyro.plate(\"data\", len(pendulum_code)):\n", + " pos = numpyro.sample(\"obs\", dist.Normal(modelx, σ), obs=pos_obs)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6da1775e-d630-4150-b419-1592eaa7e753", + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "m\n", + "\n", + "m\n", + "\n", + "\n", + "\n", + "obs\n", + "\n", + "obs\n", + "\n", + "\n", + "\n", + "m->obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "b\n", + "\n", + "b\n", + "\n", + "\n", + "\n", + "b->obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "σ\n", + "\n", + "σ\n", + "\n", + "\n", + "\n", + "σ->obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "distribution_description_node\n", + "m ~ LeftTruncatedDistribution\n", + "b ~ Normal\n", + "σ ~ Exponential\n", + "obs ~ Normal\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "exponential = 100\n", + "numpyro.render_model(\n", + " model=linefit_model,\n", + " model_args=(xs,exponential),\n", + " render_distributions=True,\n", + " render_params=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "f8eccbf9-30f6-4714-a34b-1ba735bcdc98", + "metadata": {}, + "source": [ + "## 4 Do the sampling\n", + "To do this first make some true values." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "db72ad72-6f89-4c71-a1cd-fcbe502b73bd", + "metadata": {}, + "outputs": [], + "source": [ + "true_thetas = [1, 0, 2]\n", + "xs = np.linspace(0, 100, 101)\n", + "ys = simulator(true_thetas)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "8dc505c7-61d3-45a6-9768-b26faaf8acec", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "39e12c2e586e4d91918a4163bd2d07e3", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/5100 [00:00\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
b-0.1300.323-0.6140.2930.0120.0111648.01377.01.0
m0.9960.0050.9881.0040.0000.0001974.01897.01.0
σ1.1930.0551.0981.2890.0010.0019495.04218.01.0
\n", + "" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", + "b -0.130 0.323 -0.614 0.293 0.012 0.011 1648.0 1377.0 \n", + "m 0.996 0.005 0.988 1.004 0.000 0.000 1974.0 1897.0 \n", + "σ 1.193 0.055 1.098 1.289 0.001 0.001 9495.0 4218.0 \n", + "\n", + " r_hat \n", + "b 1.0 \n", + "m 1.0 \n", + "σ 1.0 " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "table, inf_data = utils.sampling_summary_table(mcmc)\n", + "table" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "4a511b34-98f6-4182-b02b-bc1de6aeaac4", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:root:Too few points to create valid contours\n", + "WARNING:root:Too few points to create valid contours\n", + "WARNING:root:Too few points to create valid contours\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# take a look at the posterior\n", + "data = az.from_dict(\n", + " posterior={\"m\": posterior_samples[\"m\"][:], \"b\": posterior_samples[\"b\"][:],\n", + " \"σ\": posterior_samples[\"σ\"][:]},\n", + "# sample_stats={\"diverging\": posterior[\"L\"][:,0] < 9.0},\n", + ")\n", + "plt.clf()\n", + "figure = corner.corner(data, divergences=True, truths = true_thetas, truth_color = '#D84797')#,\n", + " #range = [(5,20),(5,20),(5,20),(5,20),(5,20),(5,20),(5,20),(5,20)])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea355bad-561a-4564-9242-9491c7021aac", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/save_dataframe_linefit.ipynb b/notebooks/save_dataframe_linefit.ipynb new file mode 100644 index 0000000..d27cc64 --- /dev/null +++ b/notebooks/save_dataframe_linefit.ipynb @@ -0,0 +1,547 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e0b15caf-2e2b-4b65-a832-01892a353bed", + "metadata": {}, + "source": [ + "## Static dataset creation\n", + "This notebook walks through how to use the modules to create and save a static dataset for use in all of the statistical and ML methods. The method-focused notebooks show how to import and utilize this static dataset in inference." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "47611152-0598-4d26-ac4d-d1f243dd0736", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import jax.numpy as jnp\n", + "from deepbench.physics_object import Pendulum\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "91e28762-3307-499d-bfbb-a3ffecf8b3e7", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('..')\n", + "from src.scripts import analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "4ca50a6f-8f0e-469f-9993-e1e082133a7f", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def save_thetas_and_xs_multiple(params_in):\n", + " # except length will have 4 elements\n", + " lengths, thetas, μ_a_g, σ_a_g = params_in\n", + "\n", + " ag0 = rs.normal(loc=μ_a_g, scale=σ_a_g)\n", + " ag1 = rs.normal(loc=μ_a_g, scale=σ_a_g)\n", + " ags = np.array([np.repeat(ag0,int(len(lengths)/2)), np.repeat(ag1,int(len(lengths)/2))]).flatten()\n", + " #ags = np.array([rs.normal(loc=μ_a_g, scale=σ_a_g, size = int(len(lengths)/2)),\n", + " # rs.normal(loc=μ_a_g, scale=σ_a_g, size = int(len(lengths)/2))]).flatten()\n", + " \n", + " \n", + " xs = []\n", + " for i in range(len(lengths)):\n", + " #print(lengths[i], thetas[i], ags[i])\n", + " pendulum = Pendulum(\n", + " pendulum_arm_length=float(lengths[i]),\n", + " starting_angle_radians=float(thetas[i]),\n", + " acceleration_due_to_gravity=float(ags[i]),\n", + " noise_std_percent={\n", + " \"pendulum_arm_length\": 0.0,\n", + " \"starting_angle_radians\": 0.1,\n", + " \"acceleration_due_to_gravity\": 0.0,\n", + " },\n", + " )\n", + " x = pendulum.create_object(0.75, noiseless=False)\n", + " xs.append(x)\n", + " del pendulum\n", + " return ags, xs" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "9fdc1f49-e453-4526-b18b-814b68f92aca", + "metadata": {}, + "outputs": [], + "source": [ + "#length0, length1, length2, length3, theta0, theta1, theta2, theta3, μ_a_g, σ_a_g = thetas_in\n", + "length_percent_error_all = 0.0\n", + "theta_percent_error_all = 0.1\n", + "a_g_percent_error_all = 0.0\n", + "pos_err = 0.0\n", + "\n", + "time = 0.75\n", + "\n", + "total_length = 1000\n", + "length_df = int(total_length/4) # divide by four because we want the same total size as above\n", + "\n", + "pendulums_per_planet = 100\n", + "\n", + "# and we get four pendulums per iteration of the below\n", + "thetas = np.zeros((total_length, 5))\n", + "# this needs to have the extra 1 so that SBI is happy\n", + "xs = np.zeros((total_length,1))\n", + "#labels = np.zeros((2*length_df, 2))\n", + "#error = []\n", + "#y_noisy = []\n", + "\n", + " \n", + "rs = np.random.RandomState()#2147483648)# \n", + "\n", + "\n", + "lengths_draw = abs(rs.normal(loc=5, scale=2, size = pendulums_per_planet))\n", + "thetas_draw = abs(rs.normal(loc=jnp.pi/100, scale=jnp.pi/500, size = pendulums_per_planet))\n", + "\n", + "μ_a_g = abs(rs.normal(loc=10, scale=2))\n", + "σ_a_g = abs(rs.normal(loc=1, scale=0.5))\n", + "\n", + "\n", + "params_in = [lengths_draw,\n", + " thetas_draw,\n", + " μ_a_g, σ_a_g]\n", + "\n", + "a_gs, xs_out = save_thetas_and_xs_multiple(params_in)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "9714134e-53a2-42df-b254-e942a2a41314", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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lengththetaa_gtimepos
05.9395400.04032310.3485000.750.126648
13.6459480.04158710.3485000.750.046904
24.4945730.03268110.3485000.750.066548
33.6917170.03244910.3485000.750.036753
48.4632760.02602310.3485000.750.124928
..................
953.2873640.0276069.8211570.750.027284
964.9013770.0315599.8211570.750.080431
976.3741460.0283119.8211570.750.102336
981.0756610.0306359.8211570.75-0.023095
995.7313870.0237059.8211570.750.071557
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100 rows × 5 columns

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" + ], + "text/plain": [ + " length theta a_g time pos\n", + "0 5.939540 0.040323 10.348500 0.75 0.126648\n", + "1 3.645948 0.041587 10.348500 0.75 0.046904\n", + "2 4.494573 0.032681 10.348500 0.75 0.066548\n", + "3 3.691717 0.032449 10.348500 0.75 0.036753\n", + "4 8.463276 0.026023 10.348500 0.75 0.124928\n", + ".. ... ... ... ... ...\n", + "95 3.287364 0.027606 9.821157 0.75 0.027284\n", + "96 4.901377 0.031559 9.821157 0.75 0.080431\n", + "97 6.374146 0.028311 9.821157 0.75 0.102336\n", + "98 1.075661 0.030635 9.821157 0.75 -0.023095\n", + "99 5.731387 0.023705 9.821157 0.75 0.071557\n", + "\n", + "[100 rows x 5 columns]" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# now make it into a dataframe\n", + "data_params = {\n", + " 'length': lengths_draw,\n", + " 'theta': thetas_draw,\n", + " 'a_g': a_gs,\n", + " 'time': np.repeat(time, len(lengths_draw)),\n", + " 'pos': xs_out,\n", + " \n", + "}\n", + "\n", + "## create the DataFrame\n", + "df = pd.DataFrame(data_params)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "id": "68bed51e-3a17-48f2-a18b-09b141766c86", + "metadata": {}, + "source": [ + "## Also add a column for the position error\n", + "Recall, this is an analytic expectation. It is calculated using the input percent error on the $\\theta_0$ parameter and the `calc_error_prop` function in the `analysis.py` module." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "482e2844-2ea2-4a8c-868b-8b798a36b296", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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lengththetaa_gtimepospos_err
05.9395400.04032310.3485000.750.1266480.013138
13.6459480.04158710.3485000.750.0469040.004585
24.4945730.03268110.3485000.750.0665480.006160
33.6917170.03244910.3485000.750.0367530.003712
48.4632760.02602310.3485000.750.1249280.014872
.....................
953.2873640.0276069.8211570.750.0272840.002459
964.9013770.0315599.8211570.750.0804310.007539
976.3741460.0283119.8211570.750.1023360.010773
981.0756610.0306359.8211570.75-0.0230950.002111
995.7313870.0237059.8211570.750.0715570.007547
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100 rows × 6 columns

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" + ], + "text/plain": [ + " length theta a_g time pos pos_err\n", + "0 5.939540 0.040323 10.348500 0.75 0.126648 0.013138\n", + "1 3.645948 0.041587 10.348500 0.75 0.046904 0.004585\n", + "2 4.494573 0.032681 10.348500 0.75 0.066548 0.006160\n", + "3 3.691717 0.032449 10.348500 0.75 0.036753 0.003712\n", + "4 8.463276 0.026023 10.348500 0.75 0.124928 0.014872\n", + ".. ... ... ... ... ... ...\n", + "95 3.287364 0.027606 9.821157 0.75 0.027284 0.002459\n", + "96 4.901377 0.031559 9.821157 0.75 0.080431 0.007539\n", + "97 6.374146 0.028311 9.821157 0.75 0.102336 0.010773\n", + "98 1.075661 0.030635 9.821157 0.75 -0.023095 0.002111\n", + "99 5.731387 0.023705 9.821157 0.75 0.071557 0.007547\n", + "\n", + "[100 rows x 6 columns]" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['pos_err'] = analysis.calc_error_prop(df['length'],\n", + " df['theta'],\n", + " df['a_g'],\n", + " 0.1*df['theta'],\n", + " df['time'],\n", + " wrt='theta_0')\n", + "df" + ] + }, + { + "cell_type": "markdown", + "id": "bc7ea28b-d006-451d-98f8-5a6fd853237a", + "metadata": {}, + "source": [ + "## And of course, double check that this makes sense by looking at the data\n", + "I think it's especially useful to double check the expected analytic error as a function of whatever parameter you're introducing it on." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "1cbd3f6f-26f6-4786-bb8c-f9fc220da8b4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.clf()\n", + "plt.scatter(df['theta'], df['pos'])\n", + "plt.errorbar(df['theta'], df['pos'], yerr = df['pos_err'], ls = 'None')\n", + "plt.xlabel(r'$\\theta_0$')\n", + "plt.ylabel('x position')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "44c6292d-fea9-4693-9173-913fd396bbd5", + "metadata": {}, + "outputs": [], + "source": [ + "# save the dataframe\n", + "filepath = '../data/'\n", + "df.to_csv(filepath+'static_hierarchical_df.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4efa4d17-45d1-4505-a111-13bcc479452a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/src/scripts/dataset_prep.py b/src/scripts/dataset_prep.py new file mode 100644 index 0000000..12d4066 --- /dev/null +++ b/src/scripts/dataset_prep.py @@ -0,0 +1,137 @@ +# Contains modules used to prepare a dataset +# with varying noise properties + +import pandas as pd +import numpy as np + + +class DatasetPreparation: + """ + A class for loading, preprocessing, and simulating datasets. + + Parameters: + - file_path (str): The path to the dataset file. + + Methods: + - load_data(): Load data from the specified file path. + - preprocess_data(): Preprocess the loaded data. + - simulate_data(simulation_name, num_samples=1000): Simulate data based on the specified simulation. + - save_data(output_file='output_data.csv'): Save the current dataset to a CSV file. + - get_data(): Retrieve the current dataset. + + Example Usage: + ``` + dataset_manager = DatasetPreparation('your_dataset.csv') + dataset_manager.load_data() + dataset_manager.preprocess_data() + dataset_manager.simulate_data('linear') + dataset_manager.save_data('simulated_data.csv') + simulated_data = dataset_manager.get_data() + ``` + + Note: Replace 'your_dataset.csv' with the actual dataset file path. + """ + def __init__(self, file_path): + self.file_path = file_path + self.data = None + + def load_data(self): + try: + self.data = pd.read_csv(self.file_path) + print("Data loaded successfully.") + except FileNotFoundError: + print(f"Error: File not found at {self.file_path}") + + def preprocess_data(self): + if self.data is not None: + # Example: Dropping missing values for simplicity + self.data = self.data.dropna() + print("Data preprocessed successfully.") + else: + print("Error: No data loaded. Please use load_data() first.") + + def simulate_data(self, x, parameters, simulation_name): + if simulation_name == 'linear': + # Example linear simulation + m, b, sigma = parameters + #x = np.linspace(0, 100, 101) + rs = np.random.RandomState()#2147483648)# + ε = rs.normal(loc=0, scale=sigma, size = len(x)) + y = m * x + b + ε + #x = np.linspace(0, 10, num_samples) + #y = 2 * x + 1 + np.random.normal(0, 1, num_samples) + simulated_data = pd.DataFrame({'Feature': x, 'Target': y}) + print("Linear simulation data generated.") + elif simulation_name == 'quadratic': + # Example quadratic simulation + x = np.linspace(0, 10, num_samples) + y = 3 * x**2 + 2 * x + 1 + np.random.normal(0, 1, num_samples) + simulated_data = pd.DataFrame({'Feature': x, 'Target': y}) + print("Quadratic simulation data generated.") + else: + print(f"Error: Unknown simulation name '{simulation_name}'. No data generated.") + return + + self.data = simulated_data + + def save_data(self, output_file='output_data.csv'): + if self.data is not None: + self.data.to_csv(output_file, index=False) + print(f"Data saved to {output_file} successfully.") + else: + print("Error: No data available to save. Please load, preprocess, or simulate data first.") + + def get_data(self): + return self.data + + +class ParameterSampler: + """ + A class for randomly generating and saving parameter values. + + Methods: + - random_parameters(num_samples=5): Generate random parameter values. + - save_parameters(output_file='parameter_values.csv'): Save generated parameter values to a CSV file. + + Example Usage: + ``` + param_sampler = ParameterSampler() + param_sampler.random_parameters(num_samples=10) + param_sampler.save_parameters('random_parameters.csv') + ``` + + Note: Adjust the parameter generation logic in the `random_parameters` method based on specific requirements. + """ + def __init__(self): + self.parameter_values = None + + def random_parameters(self, num_samples=1): + # Example: Randomly generate parameter values + parameter_values = { + 'param1': np.random.uniform(0, 1, num_samples), + 'param2': np.random.normal(0, 1, num_samples), + 'param3': np.random.choice(['A', 'B', 'C'], size=num_samples) + } + self.parameter_values = pd.DataFrame(parameter_values) + print(f"Random parameter values generated for {num_samples} samples.") + + def save_parameters(self, output_file='parameter_values.csv'): + if self.parameter_values is not None: + self.parameter_values.to_csv(output_file, index=False) + print(f"Parameter values saved to {output_file} successfully.") + else: + print("Error: No parameter values available to save. Please generate random parameters first.") + +# Example usage: +if __name__ == "__main__": + # Replace 'your_dataset.csv' with your actual dataset file path + dataset_manager = DatasetPreparation('your_dataset.csv') + dataset_manager.load_data() + dataset_manager.preprocess_data() + + # Simulate linear data + dataset_manager.simulate_data('linear') + + # Access the simulated data + simulated_data = dataset_manager.get_data() + print(simulated_data.head()) diff --git a/src/scripts/train.py b/src/scripts/train.py index b6f7a94..6a64c86 100644 --- a/src/scripts/train.py +++ b/src/scripts/train.py @@ -127,19 +127,27 @@ def train_DE(trainDataLoader, if i == 0: if loss_type == 'no_var_loss': plt.scatter(y, pred.flatten().detach().numpy(), - color = '#F45866', edgecolor = 'black', zorder = 100) + color='#F45866', + edgecolor='black', + zorder=100) else: - plt.errorbar(y, pred[:,0].flatten().detach().numpy(), - yerr = abs(pred[:,1].flatten().detach().numpy()), - linestyle='None', - color = '#F45866', zorder = 100) - plt.scatter(y, pred[:,0].flatten().detach().numpy(), - color = '#F45866', edgecolor = 'black', zorder = 100) + plt.errorbar(y, + pred[:, 0].flatten().detach().numpy(), + yerr=abs(pred[:, 1].flatten().detach().numpy()), + linestyle='None', + color='#F45866', + zorder=100) + plt.scatter(y, + pred[:, 0].flatten().detach().numpy(), + color='#F45866', + edgecolor='black', + zorder=100) else: if loss_type == 'no_var_loss': plt.scatter(y, pred.flatten().detach().numpy()) else: - plt.scatter(y, pred[:,0].flatten().detach().numpy()) + plt.scatter(y, + pred[:, 0].flatten().detach().numpy()) loss_this_epoch.append(loss.item()) @@ -156,8 +164,6 @@ def train_DE(trainDataLoader, if e % 5 == 0: plt.ylabel('prediction') plt.xlabel('true value') - #plt.xlim([-1,1]) - #plt.ylim([-1,1]) plt.title('Epoch '+str(e)) plt.show() loss_all_epochs.append(loss_this_epoch) @@ -168,6 +174,7 @@ def train_DE(trainDataLoader, model.eval() y_pred = model(torch.Tensor(x_val)) + ''' print(np.shape(x_val)) if plot == True: if e % 5 == 0: @@ -187,8 +194,8 @@ def train_DE(trainDataLoader, plt.legend() - ax.set_xlabel('length') - ax.set_ylabel('x pos') + ax.set_xlabel('input x dimension 0') + ax.set_ylabel('prediction') ax = fig.add_subplot(132) ax.scatter(x_val[:,1], y_val, label = 'actual', color = '#4E937A', s = 10, zorder = 100) @@ -202,8 +209,8 @@ def train_DE(trainDataLoader, label = 'predicted', color = '#C7F2A7', linestyle = 'None') plt.legend() - ax.set_xlabel('theta') - ax.set_ylabel('x pos') + ax.set_xlabel('input x dimension 1') + ax.set_ylabel('prediction') ax = fig.add_subplot(133) ax.scatter(x_val[:,2], y_val, label = 'actual', color = '#4E937A', s = 10, zorder = 100) @@ -216,9 +223,10 @@ def train_DE(trainDataLoader, yerr = abs(y_pred[:,1].detach().numpy()), label = 'predicted', color = '#C7F2A7', ls = 'None') plt.legend() - ax.set_xlabel('a_g') - ax.set_ylabel('x pos') + ax.set_xlabel('input x dimension 2') + ax.set_ylabel('precition') plt.show() + ''' #print(y_pred.flatten().size(), torch.Tensor(y_valid).size()) if loss_type == 'no_var_loss': mse = lossFn(y_pred.flatten(), torch.Tensor(y_val)).item()