From de8440eb73f94ccacf874c1c1eeb707056742ce3 Mon Sep 17 00:00:00 2001
From: Maximilian Kurthen <maxk@prelude.MPA-Garching.MPG.DE>
Date: Thu, 10 Jan 2019 14:21:45 +0100
Subject: [PATCH]   removed unneccessary notebooks

---
 .../.ipynb_checkpoints/Misc-checkpoint.ipynb  |    6 -
 notebooks/BayesianCausalitySampling.ipynb     |  628 ---------
 notebooks/Demo_BayesianCausalInference.ipynb  | 1188 -----------------
 .../Display 3rd party Benchmark Results.ipynb |   97 --
 notebooks/Misc.ipynb                          |  251 ----
 notebooks/ShallowModelAnalysis.ipynb          | 1161 ----------------
 notebooks/ThesisPlots.ipynb                   |  530 --------
 7 files changed, 3861 deletions(-)
 delete mode 100644 notebooks/.ipynb_checkpoints/Misc-checkpoint.ipynb
 delete mode 100644 notebooks/BayesianCausalitySampling.ipynb
 delete mode 100644 notebooks/Demo_BayesianCausalInference.ipynb
 delete mode 100644 notebooks/Display 3rd party Benchmark Results.ipynb
 delete mode 100644 notebooks/Misc.ipynb
 delete mode 100644 notebooks/ShallowModelAnalysis.ipynb
 delete mode 100644 notebooks/ThesisPlots.ipynb

diff --git a/notebooks/.ipynb_checkpoints/Misc-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/Misc-checkpoint.ipynb
deleted file mode 100644
index 2fd6442..0000000
--- a/notebooks/.ipynb_checkpoints/Misc-checkpoint.ipynb
+++ /dev/null
@@ -1,6 +0,0 @@
-{
- "cells": [],
- "metadata": {},
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/notebooks/BayesianCausalitySampling.ipynb b/notebooks/BayesianCausalitySampling.ipynb
deleted file mode 100644
index e61d2d4..0000000
--- a/notebooks/BayesianCausalitySampling.ipynb
+++ /dev/null
@@ -1,628 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/afs/mpa/data/maxk/miniconda3/envs/causality/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
-      "  return f(*args, **kwds)\n",
-      "/afs/mpa/data/maxk/miniconda3/envs/causality/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
-      "  return f(*args, **kwds)\n",
-      "/afs/mpa/data/maxk/miniconda3/envs/causality/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
-      "  return f(*args, **kwds)\n"
-     ]
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "import nifty\n",
-    "\n",
-    "import matplotlib.pyplot as plt\n",
-    "%matplotlib inline\n",
-    "from importlib import reload\n",
-    "import seaborn as sns\n",
-    "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
-    "\n",
-    "import sys\n",
-    "sys.path.append('..')\n",
-    "import bayesian_causal_model\n",
-    "import bayesian_causal_model.bayesian_causal_sampling_numpy\n",
-    "from benchmark_utils import get_pair"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### initialize the Bayesian Causal Sampler Instance with given Power Spectra for $\\beta$ and $f$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f1dcdcbfcf8>"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "np.random.seed(20)\n",
-    "p_spec_beta = lambda q: 16/((q/1)**4 + 1)\n",
-    "p_spec_f = lambda q: 1e3/((q/1)**4 + 1)\n",
-    "\n",
-    "bcs = bayesian_causal_model.bayesian_causal_sampling_numpy.BayesianCausalSampler(\n",
-    "    N_bins=16,\n",
-    "    power_spectrum_beta=p_spec_beta,\n",
-    "    power_spectrum_f=p_spec_f,\n",
-    "    noise_var=5e-2)\n",
-    "\n",
-    "bcs.draw_sample_fields()\n",
-    "\n",
-    "x = np.linspace(0, 1, bcs.N_bins)\n",
-    "fig, (ax1, ax2) = plt.subplots(2, 1)\n",
-    "ax1.plot(x, bcs.p_x, label=r'$\\mathcal{P}(x) \\propto e^{\\beta(x)}$')\n",
-    "ax1.legend(loc=2)\n",
-    "ax1.set_ylim(bottom=0, top=max(bcs.p_x))\n",
-    "ax1_2 = ax1.twinx()\n",
-    "ax1_2.plot(x, np.array(bcs.beta), c='orange', label=r'$\\beta(x)$')\n",
-    "ax1_2.legend(loc=1)\n",
-    "ax2.plot(x, bcs.f, label='f(x)')\n",
-    "ax2.legend()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### draw x, y samples from the BCS"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/afs/mpa/home/maxk/source/NIFTy/.eggs/scipy-1.1.0-py3.6-linux-x86_64.egg/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
-      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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m90maOnrJMFg5s5gLFpRw3rwSpqbBbDSRWA0MOF490sST2+rYWXearAzjymUV/PE5s7hqeUXY//BTiEVBIZYE9ae7eeVQIy8dOMWGg43sPn4agKK8LM6aPY23VU9Lm2nUIl47dKqd5/Y28OL+Bpo6einMzeLalZVcvqScdywqC+MlrRRiUVCIecg5R/3pbnbUtbLtWAvbjrWy9VgLx5o7AcjNymBJZRHLZhSxalYxi8oLA3+tO5GwGBhwbK9r5fl9DWw83Eh79+B5dyuqpnLp4jLWzCth5cypVBXnBf3YcqCLCxqFWJTau/uoa+niRGsXdS1dHGvq5EBDGwfq2znY0E5bd9+ZZauK85hXWsD8sgKWVxUxr6wgkFcXF0k1AwOOAw3tbD3WwrZjzew50XbmxPNp+dmsmlnM8qoi5pQWUD19CtUl+cyaNiUow5AKsSikXIjtrGuls7efgQHHgIMB5xhwDnfm+eC/ff2O7r5+unsH6O4bGHzeN0B37wBt3b20dI56dPTS0tV75q+7YQaUFeVSVZzHjKl5VBVPYU5pPvNK8zUNXiQgunr7OdLYwaGGdg6daufQ0Enovf1v3s1Mz89mekEOZQW5TC/IpqQgh/ycLKZkZzIlJ/NN/+ZlZ5CZkUFWhpGRYWRlGJlDj5zMDM6O/TYzCrEopFyIXfX1Z9lf3x7XhvOyMyjKy6YoN4vCvCwKcgb/LcrLoqQgh/KiXMoKcykvzKWsMIfcYPz1JiJRGHCOU22Dl/w63tpFXUsnTe29NHf20NrZR0tnL62dvXT19g/+YRzFHql4Sjav/8O1sZamEItCYEPMzH4FlCVxk2VAQxK3F6kg1hXEmiCYdQWxJghmXUGsCZJfV4Nzbm0StxdqgQ2xZDOzjc65NX7XMVoQ6wpiTRDMuoJYEwSzriDWBMGtSwZploGIiISWQkxEREJLIfaGB/0uYBxBrCuINUEw6wpiTRDMuoJYEwS3LkHHxEREJMTUiYmISGgpxEREJLQUYiIiEloKMRERCS2FmIiIhFZgQ2zt2rWOwesn6qGHHnqk0yNiKbyfjFhgQ6yhIYiXUBMRCQ7tJwMcYiIiIpNRiImISGgpxEREJLQUYiIiEloKMRERCS2FmIiIhJZCTEREQkshJiIioaUQExGR0FKIiYhIaCnEREQktBRiIiIh1dM34HcJvsvyuwCvNXT0+V2CiAhl+YnfvbZ3a3/nSSdmZg+Z2Ukz2zbO6+83sy1DjxfM7GwvtisiIunNq+HEh4G1E7x+ELjcOXcW8FXgQY+2KyKStqK68VaK8qTfdc6tN7N5E7z+wogPNwCzvdiuiIikNz8mdtwBPDXWC2Z2l5ltNLON9fX1SS5LRCT4Ru4n29ra/C7Hd0kNMTO7ksEQ+/xYrzvnHnTOrXHOrSkvL09maSIioTByP1lYWOh3Ob5L2uxEMzsL+CZwvXPuVLK2KyKSqnRMLEmdmJnNAX4K/IVzbk8ytikiIqnPk07MzB4DrgDKzKwG+AcgG8A595/Al4BS4BtmBtDnnFvjxbZFRCR9eTU78dZJXv8I8BEvtiUiIkM0nqjLTomIhJdSTCEmIhJSijCFmIiIhJhCTEQkpJxaMYWYiEhYKcQUYiIioeV0VEwhJiISVurEFGIiIqGlDFOIiYiEllMrphATEQkrZZhCTEQktAY0oKgQExEJK3ViCjERkdDqH1CKKcREREJKIaYQExEJrQGNJyrERETCSp2YQkxEJLQUYgoxEZHQckB3X7/fZfhKISYiEmJN7b1+l+ArhZiISIidaO3yuwRfKcRERELsuEJMRETCSp2YiIiEVl2LQkxEREIoOzODw6fa/S7DVwoxEZGQys409tcrxEREJISyMzM42NCe1ic9K8REREIqOzODnr4Baps7/S7FNwoxEZGQyskc3IXvOXHa50r8oxATEQmpnKwMMgxeP9rsdym+UYiJiIRUhkF1ST6bFWIiIhJGC8sLef1oMwNpOrlDISYiEmKLygtp7erjYJqeL+ZJiJnZQ2Z20sy2jfO6mdm/mdk+M9tiZud6sV0RkXS3bEYRAC/sP+VzJf7wqhN7GFg7wevXA4uHHncB/+HRdkVE0tqM4jwqinL5w+6TfpfiC09CzDm3HmicYJGbgUfcoA3ANDOr8mLbIiLpzMw4u3oaz+87RVdv+t0gM1nHxGYBR0d8XDP0uTcxs7vMbKOZbayvr09SaSIi4TFyP9nUODiEeE71NDp7+3nl0ES9RGpKVojZGJ97y1Qa59yDzrk1zrk15eXlSShLRCRcRu4np5eUArBy5lSyM43f7Uy/IcVkhVgNUD3i49lAbZK2LSKS0nKzMnnbnOmse72W3v4Bv8tJqmSF2Drgg0OzFC8EWpxzdUnatohIyrt8cTmN7T08uzu9DsVkebESM3sMuAIoM7Ma4B+AbADn3H8CTwI3APuADuBDXmxXwmvrie6Y37u6MtfDSkRSw1nVxRRPyeYnm2q4ZkWl3+UkjSch5py7dZLXHfBxL7Yl4RVPcI23HgWayKCsjAwuWVTGb7Yfp6m9h+kFOX6XlBS6Yock3NYT3Z4F2HjrTtT6RcLk8iXl9A04frjx6OQLpwiFmCRMssNFYSbpbk5JPitnTuXbzx+kpy89JngoxMRzfoeJ39sX8dO7VldxorWbn792zO9SkkIhJp4KUngozCQdnVM9jfllBfzb7/amxXR7hZh4JqiBoTCTdGJmvOfc2Rxt6uTHm2r8LifhFGLiiTCEhMJM0sXb5kxjSWUhX//Nbk539fpdTkIpxCRuYQsGhZmkOjPjLy6cR0NbD/c/s9/vchJKISZxCXMYKMwklS2qKOSyxWV887kD7Dre6nc5CaMQk5ilSgAozCRVvf/CueTnZHLvT7bSP/CWa66nBE+u2CHpx4ud/rYTXTG9b1VlXtzbHsvw16SrgEiqmJqXzQcvmse/P7OPB9bv52NXLPK7JM8pxCRq8QZYrOE11vsTEWgKM0klFy8s5ZVDjfyf3+zhkoVlnF09ze+SPKXhRIlKrAG27UTXmYeXErVe0DCjpAYz4yOXLmBafjafeGwzLZ2pNVtRISYRiyfAkkFhJjK2wtws7rlyMceaO/nUDzan1PExhZhEJJadeKJCJdLter1tBZmE2dIZRdx20Vye2V3P13+z2+9yPKMQk0nFGmBBkIggU5hJWF29vJJ3LqvgG8/u54evHPG7HE9oYod4KijhNdJwTV5OAtHkDwkjM+NDl8yjoa2bv/3pNiqm5nHl0gq/y4qLQkwmFE3XEWuAbT8Z+TZWVsQeGokKMwWZhElWRgafumoJX/3lDj726Kt858Pnc/78Er/LipmGE2VciQyw7Se7zzxifV+07x3m9fEyDTFK2EzJyeRvrlvK9IJsPvTwy7x2tNnvkmKmEJMxJSLA4g2fidYZi0SEmUhYTMvP4Ys3rKAwN4sPfuslNh9p8rukmCjEJC6RhIDXwTXRNmLZjoJM0lVJwWCQ5edk8ufffInn9zX4XVLUFGLyFpHuiCMNsGSLNci8CjMNL0qYlBfl8qUbV1JemMvt336ZX2077ndJUVGIyZt4FWDJ6L4SsX11ZZKOpufn8PfvWsG80gI+9r1NobqZpmYnStQiCbCI13Uy+tBYVRH57MLhWqKZ1ejlLEbNXpSwKMzL4m9vWM6//nYPn338dVo7e/nwO+b7Xdak1InJGZF0Dl4E2LaTXWcesYjl/bF0Zl4OL4qEQV52Jp+9binnzyvhvid2cN8vdgT+ElUKMQGSE2DxBJdX6/QryETCIjszg7+6ajHXr5rBQ88f5M7vvEJbd5/fZY1LISaemCgcEhFe8WzDjyBTNyZhkpFhfPCieXz4kvk8u6ee9/zHCxxr7vS7rDEpxCTuLmy8UIg2vOrq6t7yiFak21SQiUzumhWVfH7tMo40dnDzv/9PIE+KVojJpGINsMlEElixBlukQRbVJBQNLUoaOmv2NL5y00oyzHjfAy/yyy3R/3GZSAqxNDdZd+B1gMXTZY1ex2QS0ZXFG2TqxiSMZk/P56s3r2JeWQEf//6r/Pvv9+JcMCZ8KMTSWDw71GgDLN7gimedCjKR+E2dks3fXr+cdywq419+s4fP/Oh1uvv6/S5LISbjG29nHUuAJVIkYeb5rEgNLUoaysnK4GNXLOTP3j6bn24+xvv/6yUa23t8rUknO6epWIcRvQ6wriPbJnx9WN6cVZMuU1dXR1VV1bivbzvZNeGJ0ttPdsd1qxeRdGBm/Om5s6kqzuM//3CAm//9f/j2h85jUUWRL/V40omZ2Voz221m+8zs3jFen2Nmz5jZZjPbYmY3eLFdCYaxAmyi7qjryLYzj0hF+p7JurLJOrJkDStqSFHC7qKFZfz9Hy2ntauPP/nGC7y4/5QvdcQdYmaWCdwPXA+sAG41sxWjFvs74EfOubcBtwDfiHe7Ejsvu7DxAmw80QTXROuIJMzG42WQiaSzRRVFfPXmVUydks0HH3qJda/XJr0GLzqx84F9zrkDzrke4AfAzaOWccDUoefFQPK/UolLvAEWbecViUSsM1o6Nibprrwoly//0UoWlhfyycc281/rDyR15qIXITYLODri45qhz430ZeADZlYDPAl8YqwVmdldZrbRzDbW19d7UJpEK56d8kQBFonuo1vf9IjUeOsPejemIUWJxcj9ZFOjP0N4oxXmZfGF65dzwfwS/vHJndz3RPKuuehFiNkYnxtd/a3Aw8652cANwHfN7C3bds496Jxb45xbU15e7kFpMlosO85Iu7CxTBRgk4VWNKGWiCCLlLoxSaaR+8npJaV+l3NGTlYGn7xqMWtXzeDbzx/inu+/Sldv4qfgexFiNUD1iI9n89bhwjuAHwE4514E8oAyD7YtHop0ZxzpMOJ4wRJtpxXp+2IJsono2JhIdDLMuO2ieXzggrk8te04dz2yMeFB5kWIvQIsNrP5ZpbD4MSNdaOWOQJcBWBmyxkMMY0XJplXXdhokQZYrOE11nrGE+0xskRfmHgyGlKUVPSus6q467IFPLe3gQ99+xU6ehJ3Ffy4Q8w51wfcA/wa2MngLMTtZnafmd00tNhngDvN7HXgMeB2F5RrlggQexcWTYB5Kdr1JfqEaxF5syuXVvDRKxby0sFT3PFw4joyT052ds49yeCEjZGf+9KI5zuAS7zYliRPLMNpsQZYV82Ot3wub/boMzXeut7c6tVj1hDJydGRiPQE6G0nujy5E7RIKrl08eDchm88u59PPraZb7z/XLIyvb1QlC47lSa8GLaarAuLNsC6anacecTy+mTrH228bszvIUWRVHbp4nJuv3gev9lxgnt/utXz6fcKMRlzKNGLSQ3jBcxkwTTee6LZjt/nj4nIG65bOYN3nzuLH2+q4YH1Bzxdt0IsDfjRhU0UYLGK570i4q93nzubixaU8s9P7eLpHSc8W69CTJLGixAabx2RdmNBnOChGYqSDsyMv7x8AfPKCvjM469T29zpyXoVYmkulqHEWLowL7uoRHRkOi4mkni5WZl88p2L6e7r569/+JonV/VQiMmk4t3BJ2sY0Otp/MN00rOId2YU53H7xfN56WAjD79wKO716X5iKS7RQ1WRHgsbz0TLjzV9/sx2a3ZMOgUfvJ1uLyLeuGxxGS/ub+Bff7uHG8+uoqIo9tNT1ImlMS+GEicTz/T4RHVWQTwuJpJOzIzbLp5HV28/X/vV7rjWpRCTCSXqWFGkATXZeWaxrldE/FVVPIVrV1Tys1ePceRUR8zrUYilsGTPehsdINHMJIxmvSKSGt511kzM4D/X7495HQoxiZlOKH6zeG7Jomn2ko5KCnK4dHEZP3v1GO3dsV0kWCGWpvy6B1asXVUiTp4WEf9dtqSczt5+frPjeEzvV4jJGV5P6ggKdYwiwbWksoiywhx+uUUhJiMk4lJTMjFdxV4kehlmrJ5VzMsHTzEQw8nPCjHxRKSTOkRERlteNZXWrj72nDwd9XsVYiIi4qs5JfkA7D/ZHvV7FWIiIuKr4St2HGmM/nwxhVga8mtmoojIWKbkZDIlO4P609Efy1eIpSCdcyQiYZOdmUFPf3/U71OISUJEcnFeeTP98SHpLMMspluzKMQE0O1GRMRfHT39TM3LjvqoQdc7AAAeAElEQVR9CjFJqolurxJUKyty/S5BJKV19/XT0z/A1CkKsbTn15BUosNpvPVHMmyp+4mJBNvxlsHJZtVDU+2joRCTpAtjNyYiiVPb3AnAovLCqN+rEJOE8WpyRxhCT5ecEond/vp2sjONBeUFUb9XIZZmgnKOWG716ojCKQwB5pXVlTr2Julp1/FWzqmeRl52ZtTvVYilEL+naMcSOOO9J5KQG6vTS6fQE0kFp7t6OdjQzoULSmN6f5bH9UgayZuzatLbnOTNXjHpxYCTHTxVVVVv+dyqCg0Hivhh0+EmBhxcu2JGTO9XJyYRG2vnH4lEnPicrJOpI5ler+NhIrF76WAjM4vzWDVrakzvV4iJp4I2nKfp9SLBdaqtmy01zfzpubMxs5jWoRBLEX4fD5uMl53TeOsKWoCKyMSe3VPPgIP3rqmOeR0KMRlXJMeJxup04jkxedLtBeyajF4NJWpmoqSbnr4Bnt5xgsuXlDOnNPqTnId5EmJmttbMdpvZPjO7d5xl3mtmO8xsu5l934vtSvjEE0ITvXes4BwrYKOZ1KHLTYkkzv/sa6C5s5e/vGxBXOuJO8TMLBO4H7geWAHcamYrRi2zGPgCcIlzbiXwqXi3K/4YKwSi6cZgMIyiDbOgdWAiEru+gQHWvX6MVbOmctHC2KbWD/OiEzsf2OecO+Cc6wF+ANw8apk7gfudc00AzrmTHmxXhnhxPCwRXUck53lNFk6RLOPXsTANJYrE5g976jnR2s2nr1kS84SOYV6cJzYLODri4xrgglHLLAEws+eBTODLzrlfjV6Rmd0F3AUwZ84cD0qTZBnvnLHc6tV0H9068Xvj6LLGPf4W4VCiSNiM3E9WzpztczXR6+rt56evHuOc6mlcubQi7vV50YmNFaOj72yWBSwGrgBuBb5pZtPe8ibnHnTOrXHOrSkvL/egNInXWMeLUikM/D4epi5MojVyPzm9JL6hOD/8/LVaGtt7+Lt3LY+7CwNvQqwGGDk/cjZQO8YyP3fO9TrnDgK7GQw1iVOQptaPd05WpNdJjFY0XZjXdIKzSPROtHbxxJZabj5nJmvmlXiyTi9C7BVgsZnNN7Mc4BZg3ahl/hu4EsDMyhgcXjzgwbYlCl5e/He8bmyiAPEqyGIJxSB2j+rCJN08uuEw2ZkZfOH65Z6tM+4Qc871AfcAvwZ2Aj9yzm03s/vM7KahxX4NnDKzHcAzwOecc6fi3baET7xd2aSTRaLowmIdSvSiC1OASbp5/WgzGw838YmrFjGj2LuRDE8uAOycexJ4ctTnvjTiuQM+PfSQkFlVkce2k2/t4qqqqqirq3vL5yO5MPBwGE026WPkspMZL8CC2IWJpJPuvn6+/cJB5pXmc8c75nu6bl3FPsSCcDwsniAD74YYow0wdWEiyfP4xhpOtHbz2J0XkpsV/T3DJqLLTskZE+3AY7lVSd6cVUmZZBGmi/wqwCTd7DvZxlPb6vjzC+bEfWLzWBRiErfJhusSGTITrTtoXZgCTNJNX/8ADz63n7LCXO69fllCtqEQCyk/hhIn6sYiCTIvw2yy9UUbYImmAJN09PPXazna2Mk//clqpuZlJ2QbOiYmnhnv+NhII4MnkmNmE71/ojqilYxjYSLp5GhjB/+9+Rg3nlXF1SsqE7YdhZi8ycqKXLafHL/LG2+m4rBIgmxYIoYZJwqwWLswDSOKRKd/wPHA+v0U5WXx5ZtWJnRbGk4MIb9nJU4WBlVVVb5Ma481wBJ5iSkFmKSjp7bVsb++na/cvIrSwsT+H1AnJjGZrCODN0Il0s4sVpMFZjwBFk8XpgCTdFTX0snjG2u4enkFN56V+D9m1YnJW0TamUQ6PJeoziyS9Woih0jyDDjHg+sPkJudwT/+yWpPLvA7GXViIeP3UOJokXRkw0YGTqzdWTRhOFmAJaoLU4BJunp65wl2HT/N1959FpVTk/MHpEJMxjTZBI+RogmyYYk+ZqYAE0muU23d/ODlI7xjURl/tiZ59zlTiMm4og0yIOow81okw4fJuldYsiSiO1cYS7Qee/kI/QPwT0kaRhymEBNP+RlmXgVYGLqwRA8rj7V+BZuMZ/fx0zy//xSfeOci5pTmJ3XbCrEQ8eN4WDTd2EgjAyWRgRbNxI1UCDA/j4mO3rZCTQAGBhzfefEQM4rz+OgVC5O+fYWYTCrWIBvmdaDFMuMw7AEWtAk98OaaFGjp69k99RxsaOf/veUc8nOSHykKMYlIvEE2LNlT3iM+XUABFhcFWnrq6Rvg8U1Hefvc6dx09kxfatB5YhKxlRW5oZoUoQDzx9YT3aGsW6L3u10naO7o5XPXLU3qZI6R1ImFRJB2Cl51ZYkSTdAqwBJH3Vlq6+0fYN3rtVy0oJQLF3h/n7BIKcQkJiODIgiBFkuHqABLnuGvR2GWOjYcOEVzR68vkzlGUohJ3PwKtFiHNoN+PcRUC7CRFGap49fbj7OwvIBLF5f5WodCLATCtFObKFhiDTgvj8MFPcDSxdYT3fp+htiRxg7217fzDzeu8O1Y2DCFmCSNn5NCwnJPsDD9wRIvdWXh9fy+BjLNfJuROJJmJ6aRdLw78arKvNAEWLpKp+BOFS8fbOQdi8sSfq+wSKgTk5TkRWArvJJHXVl4nGjt4nhrF3dfvsDvUgB1YoGnv1Kj40XnBf7sTPWz1vcgDLYdawHg0iXlPlcySJ2YhFoihkjVDfhLkz6C7UBDO8VTsllQVuB3KYBCTEIk0cf00mHHue1E7NeuTOYxVQVZcB1qaGfVrKm+z0ocphALsHQcWvFj8kmq7yzjCa7x1pOMn5OCLJiOt3ZxWUCGEkEhJj4I0izJVN5JehVekaw7UT9TBVmwdPT00dHTz6xpU/wu5QyFmCRUkAJrpFTfMSYywCbaXiJ+3gqy4Gjq6AWgYmpwfh4KsYAK61BiUENrWFB3hl7+vJMdYGNt2+vfAwVZMHT19gNQ4MN9w8YTnEoktBRcweFngI2UiDBTkPmvt28AgLzsTJ8reYMn54mZ2Voz221m+8zs3gmWe4+ZOTNb48V2JXpe7lS8OicrEVZX5p55pIugBNhI2050BbIuic3wjMQB53yu5A1xd2JmlgncD1wD1ACvmNk659yOUcsVAZ8EXop3m6ku6EOJQQ6udBX0oPCqM1M35q/MjMEQ6xsY8LmSN3jRiZ0P7HPOHXDO9QA/AG4eY7mvAl8Dgv2/TcYVxM4rHTuuMPMibIP+R14qK8gdHEZsbO/1uZI3eHFMbBZwdMTHNcAFIxcws7cB1c65J8zss+OtyMzuAu4CmDNnjgeliReCFFwKq7cKehc22rYTXYH6nQqbkfvJypmzk7rt0oLB/3/HWzqTut2JeNGJjXXa9pkBUzPLAP4V+MxkK3LOPeicW+OcW1NeHpyT6ZIpGX9lRrMDCcLORt1W6ok3eNO5Gxu5n5xeUprUbedkZTA1L4valuD84eRFJ1YDVI/4eDZQO+LjImAV8OzQQcEZwDozu8k5t9GD7UsMVlXmTbgj8Tu8FFipTx1ZOJUW5nI8xULsFWCxmc0HjgG3AH8+/KJzrgU4c/9qM3sW+KwCzH8jgywoOxOFV3S8GkqM9q7bXt3gNJ4g0yQPf5Tk51DbHJzhxLhDzDnXZ2b3AL8GMoGHnHPbzew+YKNzbl2820gXfgyRKLzSW7ThNdb74g00dWThUlKYw/6DbX6XcYYnJzs7554Enhz1uS+Ns+wVXmxTUoPCa9Dqytyk/hETa3hNtK54wkxBFh4lBTk0d/bS2dPPlBz/T3rWTTHFNwqw+MQ6lOhlgI1ebzzrjuXrSecJHn4pLcgBoDYgMxQVYuILBZg/EhVgyd6G+Ke0cHiafTAmdyjEAiKd/qJUgPkjmeESa1cWtnPe0tGZTiwgkzsUYpJUCrD0kozgTKc/AIOgZCjE1IlJ2lGA+cfPIb5ot61uLNiyMzMonpJNXWswfk4KMRFJOB0nSy2FuVm0dATj+okKMUkKdWH+CWOAqBsLtvycTJo7e/wuA1CIiUiShDFMZWyFuVk0qxOTdKEuzHth7VQSFWSa3JFcBblZtHQqxCQNKMD8pe5HEiE3K4Ou3n6/ywAUYiKSZJEGa1i7zXTggKG7kvhOISYJoy4sOvp+SVj0DzgyAxJinlwAWERS07aTY3dDqyp0sd501t7dR/GUbL/LABRikiDqKsJtvPAa/brCLD21dfdRnB+MENNwonhOAZY+Jgu78WjCSbg1tHUze9oUv8sAFGIiMkqswSTpoadvgFNtPcwpzfe7FEAhFhip0r2kyteRrmIJMIVeejna1IEDFlUU+l0KoBATDynAkkd3QRa/7K9vA+Cc6mk+VzJIIRYgYQ6BMNcu8VM3lj52Hz9NeWEus3RMTFKFAiw1KIhkMgMDjq01LVy6pEwnO8vYwhYIYas36PT9jI2+b8mxr76N0919XL6k3O9SzlCIBVBY/kOGpU4R8cbz+xrIzcrgncsq/C7lDIWYxEQBJpJe+gYG2HDgFFevqKQoLxgnOoOu2BFYwyERtFtMKLzECysrJv890gzMYHnlYCOtXX2859zZfpfyJurEAi4oobG6MjcwtUjw6PJTqe83O05QXTIlUMfDQCEWCn6Gh8IrfSiIZDy7jrey6/hpbrtoHhkZwZiVOEwhFhLJDJPhbSm8/BHp9z0ow21+h59+TxPvx5tqKCvM4f0XzPW7lLfQMbGQGfkf1svjZdoRSLJEcjxMgmN7bQvba1v5+z9awZScTL/LeQuFWIiNFzzjhZuCKv2srMiN6orxqyryojrpOVFdWFC6zHTnnOPxTTVUFOXy/gvm+F3OmBRiKUhhJfGINMj8HkYE/a4n2us1Lew+fpqv3rySvOzgdWGgY2IiMobJAirWANNQYnj09g/wyIuHmFuaz3vPq/a7nHF5EmJmttbMdpvZPjO7d4zXP21mO8xsi5n9zsyCd3RQJECCMLljVUXeW8JqrM95vl0NJQbCk1vrqGvp4is3rSQ3K5hdGHgQYmaWCdwPXA+sAG41sxWjFtsMrHHOnQX8GPhavNsVkcjE2/0MB1e84aUuLDwa2rr52eZjrF1ZyRVLg3OJqbF40YmdD+xzzh1wzvUAPwBuHrmAc+4Z51zH0IcbgGCd8i0igRBNF6bjYYnz3RcPY8Df37jS71Im5UWIzQKOjvi4Zuhz47kDeMqD7YpISKgLC49Nh5t4+VAjn7hqcWDuGTYRL0JsrNO33ZgLmn0AWAP873Fev8vMNprZxvr6eg9KEwkvL4+LhSFE1IVFZuR+sqnxlKfrbuvu41v/c4BlM4q489IFnq47UbwIsRpg5NSV2UDt6IXM7Grgi8BNzrkxT1xxzj3onFvjnFtTXh6s63OJhJ1fQRaGAA2TkfvJ6SWlnq77uy8eorWzj3/5s7PJyQrH5HUvqnwFWGxm880sB7gFWDdyATN7G/AAgwF20oNtisgIQZ3RF2mABbX+dPLqkSbW723g41cuZNWsYr/LiVjcIeac6wPuAX4N7AR+5Jzbbmb3mdlNQ4v9b6AQeNzMXjOzdeOsTkRG8HrYLJldUaK2lc5DiYnSPjSMuLSyiHveudjvcqLiyRU7nHNPAk+O+tyXRjy/2ovtiEj8or0UVaKpC/PfdzccpqWjj+98KDzDiMPCVa2IjCtIYaAuLDxeO9rMH/bUc/cVC1g9OzzDiMMUYiIBl4gdd6JCZmVFblTrDlLwpqOOnj6++dwBFlUU8smrwjWMOEwhJpJCogmFaAMnkvVFI9oAUxfmve+/dISmjh7+5c/ODvSlpSaiEBMJgWh24NGGgxdBpmn04bPtWAu/23WSOy9dwDnV0/wuJ2a6FYuInAmhaCd8xBpe6sL81dXbz389d4D5ZQX89TVL/C4nLgoxkZBYXZkb8d28V1Xmse1E5De3HDYylMYKNC86LgWY/37wylHqT3fzjfefG9j7hEVKISaSomINsmGJGCLURA7/7apr5dfbj3P7xfNYM6/E73LipmNiIiESbVcSpNCIpRZ1Yd7q7uvngfUHmD19Cn+zdqnf5XhCnZiIJJwCLBj+e3Mtx1u7+P5HLiA/JzV2/+rEREImbN2Y39uXQcdbunhiSy1/8rZZXLyozO9yPKMQE0kDfgVJrNtVF+a9RzYcIicrgy9cv8zvUjylEBMJoVh28qsq85IaZgqw4Hj1cBObjzTz11cvoWJqanXGCjGRkIp1Z5+MINMQYnD09g/wyIZDLCwv4PZL5vldjucUYiJpKFEhE2+3py7Me7/fdZITrd38/R+tIDsz9Xb5qfcViaSReHb6Xg4verEuBZj3evoG+Plrxzhv3nQuX1LudzkJkRpzLEXSWDRX8hjLyPCJ9uRor0JQAZYYv91xgqaOXj5z7VLMzO9yEkIhJpIC4g2yYWOF0nCwJWoIUgGWGF29/azbcoxLFpZy4YJSv8tJGA0niqSIRIVBImc1KsAS5+mdJ2jt7OPT16bGlTnGoxATEV8owBJnYMDx2x0nOH9eCW+fO93vchJKISaSQhQMAvDa0WZOnu7mgxfP9buUhFOIiaSYMARZGGoMs9/sPE5FUS7XrZzhdykJpxATSUFBDokg15YK6lo6ef1oC++/YG5Knhc2Wup/hSJpKohhEcSaUs36PQ1kGNx6frXfpSSFptiLpLDh0PBi+r0XdUhiOed4+eApLlxQmnLXSByPOjGRNOBniCjAkudIYwe1LV3csLrK71KSRiEmkib8CBMFWHK9dLCRDIO1q1J/QscwhZhIGklmqCjAku/lg41cML+UssL0+d7rmJhImkn0cTKFlz8a2ro51tzJh1LwdisTUScmkqZWV+Z6HjgKMP9sr20F4JJFZT5XklzqxETSXLydmYIrGLbXtjAtP5ullUV+l5JUCjERAd4cRpMFmoIrWJxz7Kxr5eKFpWRkpOYtV8ajEBORt1BIhUv96W4a2nq4KIVvuTIeT46JmdlaM9ttZvvM7N4xXs81sx8Ovf6Smc3zYrsiIgL769sBOKc6ta9YP5a4Q8zMMoH7geuBFcCtZrZi1GJ3AE3OuUXAvwL/HO92RURk0MGGNrIzjSUzCv0uJem86MTOB/Y55w4453qAHwA3j1rmZuA7Q89/DFxlqXqvbBGRJDvQ0M7SGUXkZmX6XUrSeRFis4CjIz6uGfrcmMs45/qAFiD9Bm9FRDzmnOPQqXZWz5rmdym+8CLExuqoXAzLYGZ3mdlGM9tYX1/vQWkiIqll5H6yqfEUDW09tHf3s3LmVL9L84UXIVYDjLzm/2ygdrxlzCwLKAYaR6/IOfegc26Nc25NeXm5B6WJiKSWkfvJ6SWlHGvuBGBJmp0fNsyLEHsFWGxm880sB7gFWDdqmXXAbUPP3wP83jn3lk5MRESic6xpMMQWVaTfpA7w4Dwx51yfmd0D/BrIBB5yzm03s/uAjc65dcC3gO+a2T4GO7Bb4t2uiIjAseZOSgpyKCnI8bsUX3hysrNz7kngyVGf+9KI513An3mxLREReUNtc2fadmGgCwCLiITaidYu5pXm+12GbxRiIiIhNeCgubOX6ukKMRERCZm+gQEAqksUYiIiEjK9/YOTvKtLpvhciX8UYiIiIdXXP9SJaThRRETCpm/AkZuVQXlR+t46RyEmIhJSff2OWdOnkM7XU1eIiYiEVN/AADOL0/d4GCjERERCq3/ApfVQIijERERCSyGmEBMRCS0HlBcqxEREJKTUiYmISGhVKMRERCSsyhRiIiISVtOmZPtdgq8UYiIiITZVISYiImFkQG5Weu/G0/urFxEJsYwMS+tLToFCTEQktDLTPMBAISYiElqZGQoxhZiISEgpxBRiIiKhpdFEhZiISGhlKMUUYiIiYaUMU4iJiISWOjGFmIhIaCnCFGIiIqGlTkwhJiISWsowhZiISGiZBhQVYiIioaUMU4iJiEh4KcREREJKjVicIWZmJWb2WzPbO/Tv9DGWOcfMXjSz7Wa2xczeF882RURkiFIs7k7sXuB3zrnFwO+GPh6tA/igc24lsBb4v2Y2Lc7tioikPWVY/CF2M/CdoeffAf549ALOuT3Oub1Dz2uBk0B5nNsVERGJO8QqnXN1AEP/Vky0sJmdD+QA++PcrohI2tMUe8iabAEzexqYMcZLX4xmQ2ZWBXwXuM05NzDOMncBdwHMmTMnmtWLiKSFkfvJslnzfa7Gf5OGmHPu6vFeM7MTZlblnKsbCqmT4yw3Ffgl8HfOuQ0TbOtB4EGANWvWuMlqExFJNyP3kwuWn5X2+8l4hxPXAbcNPb8N+PnoBcwsB/gZ8Ihz7vE4tyciInJGvCH2/wDXmNle4JqhjzGzNWb2zaFl3gtcBtxuZq8NPc6Jc7siImkvM0PHxCYdTpyIc+4UcNUYn98IfGTo+aPAo/FsJxpl+XF9SSIioVE8JdvvEnynK3aIiEhoKcRERCS0FGIiIhJaCjEREQkthZiIiISWQkxEREJLISYiIqGlEBMRkdBSiImISGgpxEREJLQUYiIiEloKMRERCS2FmIiIhJY5F8x7qplZPXA4iZssAxqSuL1IBbGuINYEwawriDVBMOsKYk2Q/LoanHNrI1nQzH4V6bKpKrAhlmxmttE5t8bvOkYLYl1BrAmCWVcQa4Jg1hXEmiC4dckgDSeKiEhoKcRERCS0FGJveNDvAsYRxLqCWBMEs64g1gTBrCuINUFw6xJ0TExEREJMnZiIiISWQkxEREIrbUPMzErM7Ldmtnfo3+ljLHOOmb1oZtvNbIuZvS+B9aw1s91mts/M7h3j9Vwz++HQ6y+Z2bxE1RJFTZ82sx1D35vfmdncRNcUSV0jlnuPmTkzS/j06EhqMrP3Dn2/tpvZ9/2uyczmmNkzZrZ56Gd4QxJqesjMTprZtnFeNzP7t6Gat5jZuYmuKcK63j9UzxYze8HMzk5GXRIB51xaPoCvAfcOPb8X+OcxllkCLB56PhOoA6YloJZMYD+wAMgBXgdWjFrmY8B/Dj2/Bfhhgr8/kdR0JZA/9Pyjia4p0rqGlisC1gMbgDV+1wQsBjYD04c+rghATQ8CHx16vgI4lISf32XAucC2cV6/AXgKMOBC4KVE1xRhXReP+Nldn6y69Jj8kbadGHAz8J2h598B/nj0As65Pc65vUPPa4GTQHkCajkf2OecO+Cc6wF+MFTfePX+GLjKzCwBtURck3PuGedcx9CHG4DZCawn4rqGfJXBP1S6AlLTncD9zrkmAOfcyQDU5ICpQ8+LgdoE14Rzbj3QOMEiNwOPuEEbgGlmVuV3Xc65F4Z/diTvd10ikM4hVumcqwMY+rdiooXN7HwG/6Ldn4BaZgFHR3xcM/S5MZdxzvUBLUBpAmqJpqaR7mDwL+hEm7QuM3sbUO2ceyIJ9URUE4Nd/RIze97MNphZoi8VFElNXwY+YGY1wJPAJxJcUySi/b3zQ7J+1yUCWX4XkEhm9jQwY4yXvhjleqqA7wK3OecGvKht9CbG+Nzocx8iWcZLEW/PzD4ArAEuT2A9ZzY3xufO1GVmGcC/ArcnoZYzmx3jc6O/V1kMDileweBf8c+Z2SrnXLOPNd0KPOyc+7qZXQR8d6imRPyORyrZv+dRMbMrGQyxd/hdiwxK6RBzzl093mtmdsLMqpxzdUMhNebwjplNBX4J/N3Q8EYi1ADVIz6ezVuHdoaXqTGzLAaHfyYalklGTZjZ1Qz+UXC5c647gfVEWlcRsAp4dmi0dQawzsxucs5t9Kmm4WU2OOd6gYNmtpvBUHvFx5ruANYCOOdeNLM8Bi92m+ihzolE9HvnBzM7C/gmcL1z7pTf9cigdB5OXAfcNvT8NuDnoxcwsxzgZwyO0T+ewFpeARab2fyhbd4yVN949b4H+L1zLpF/oU5a09Cw3QPATUk4xhNRXc65FudcmXNunnNuHoPHLxIZYJPWNOS/GZwIg5mVMTi8eMDnmo4AVw3VtBzIA+oTWFMk1gEfHJqleCHQMjzs7yczmwP8FPgL59wev+uREfyeWeLXg8HjSb8D9g79WzL0+TXAN4eefwDoBV4b8TgnQfXcAOxh8JjbF4c+dx+DO2AY3ME8DuwDXgYWJOF7NFlNTwMnRnxv1iXpZzdhXaOWfZYEz06M8HtlwP8BdgBbgVsCUNMK4HkGZy6+BlybhJoeY3CWby+DXdcdwN3A3SO+T/cP1bw1GT+7COv6JtA04nd9YzLq0mPyhy47JSIioZXOw4kiIhJyCjEREQkthZiIiISWQkxEREJLISYiIqGlEBMRkdBSiImISGj9/yC+9n9sJPa+AAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x432 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# take 300 samples\n",
-    "x, y = bcs.get_samples(300, discretize=1)\n",
-    "# scale both data samples to [0, 1] range\n",
-    "scaler = MinMaxScaler(feature_range=(0, 1))\n",
-    "x, y = scaler.fit_transform(np.array((x, y)).T).T\n",
-    "fig, ax= plt.subplots(1)\n",
-    "ax.scatter(x, y, s=1)\n",
-    "ax.set_title('scatterplot')\n",
-    "plot = sns.jointplot(x, y, kind=\"kde\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### generate 100 datasets on this way, with 300 samples each, and save them for benchmarking"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# \"\"\" Uncomment cell to write data\n",
-    "p_spec_beta = lambda q: 1e6/((q/1)**4 + 1)\n",
-    "p_spec_f = lambda q: 1e6/((q/1)**4 + 1)\n",
-    "\n",
-    "for i in range(100):\n",
-    "    np.random.seed(i)\n",
-    "    bcs = bayesian_causal_model.bayesian_causal_sampling.BayesianCausalSampler(\n",
-    "    power_spectrum_beta=p_spec_beta,\n",
-    "    power_spectrum_f=p_spec_f,\n",
-    "    noise_var=5e-2)\n",
-    "    \n",
-    "    x, y = bcs.get_samples(300)\n",
-    "    # flip x and y with probability 1/2\n",
-    "    flip = np.random.binomial(1, 0.5)\n",
-    "    if flip:\n",
-    "        x, y = y, x\n",
-    "    scaler = MinMaxScaler(feature_range=(0, 1))\n",
-    "    x, y = scaler.fit_transform(np.array((x, y)).T).T\n",
-    "    \n",
-    "    np.savetxt('../benchmarks/bcs/pair0{:03d}.txt'.format(i+1), np.array([x, y]).T, delimiter=' ')\n",
-    "    with open('../benchmarks/bcs/pairmeta.txt', 'a') as f:\n",
-    "        if not flip:\n",
-    "            f.write('0{:03d} 1 1 2 2 1\\n'.format(i+1))\n",
-    "        else:\n",
-    "            f.write('0{:03d} 2 2 1 1 1\\n'.format(i+1))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 86,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import scipy.stats\n",
-    "p_x_dist = scipy.stats.rv_discrete(values=(np.arange(1024), bcs.p_x_val))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 88,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f1647bb42b0>]"
-      ]
-     },
-     "execution_count": 88,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f16477cb940>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(bcs.f_val)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 71,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "k = np.random.poisson(lam=(bcs.p_x_val*300), size=(1024))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 69,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f6324cb86a0>]"
-      ]
-     },
-     "execution_count": 69,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f6324d749b0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(np.random.poisson(lam=(bcs.p_x_val*300), size=(1024)))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 76,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[2,\n",
-       " 14,\n",
-       " 24,\n",
-       " 32,\n",
-       " 33,\n",
-       " 36,\n",
-       " 37,\n",
-       " 46,\n",
-       " 47,\n",
-       " 50,\n",
-       " 51,\n",
-       " 59,\n",
-       " 60,\n",
-       " 68,\n",
-       " 75,\n",
-       " 76,\n",
-       " 88,\n",
-       " 90,\n",
-       " 97,\n",
-       " 102,\n",
-       " 104,\n",
-       " 105,\n",
-       " 116,\n",
-       " 121,\n",
-       " 124,\n",
-       " 125,\n",
-       " 129,\n",
-       " 160,\n",
-       " 163,\n",
-       " 191,\n",
-       " 197,\n",
-       " 213,\n",
-       " 215,\n",
-       " 226,\n",
-       " 226,\n",
-       " 228,\n",
-       " 230,\n",
-       " 235,\n",
-       " 236,\n",
-       " 237,\n",
-       " 238,\n",
-       " 242,\n",
-       " 243,\n",
-       " 249,\n",
-       " 253,\n",
-       " 257,\n",
-       " 259,\n",
-       " 262,\n",
-       " 267,\n",
-       " 268,\n",
-       " 270,\n",
-       " 271,\n",
-       " 278,\n",
-       " 282,\n",
-       " 283,\n",
-       " 285,\n",
-       " 288,\n",
-       " 296,\n",
-       " 296,\n",
-       " 297,\n",
-       " 299,\n",
-       " 314,\n",
-       " 314,\n",
-       " 320,\n",
-       " 326,\n",
-       " 332,\n",
-       " 335,\n",
-       " 338,\n",
-       " 338,\n",
-       " 346,\n",
-       " 346,\n",
-       " 346,\n",
-       " 346,\n",
-       " 348,\n",
-       " 349,\n",
-       " 349,\n",
-       " 352,\n",
-       " 354,\n",
-       " 354,\n",
-       " 355,\n",
-       " 357,\n",
-       " 360,\n",
-       " 361,\n",
-       " 363,\n",
-       " 364,\n",
-       " 366,\n",
-       " 367,\n",
-       " 369,\n",
-       " 372,\n",
-       " 373,\n",
-       " 375,\n",
-       " 375,\n",
-       " 377,\n",
-       " 378,\n",
-       " 385,\n",
-       " 387,\n",
-       " 388,\n",
-       " 388,\n",
-       " 388,\n",
-       " 389,\n",
-       " 391,\n",
-       " 392,\n",
-       " 392,\n",
-       " 395,\n",
-       " 395,\n",
-       " 399,\n",
-       " 401,\n",
-       " 401,\n",
-       " 404,\n",
-       " 409,\n",
-       " 413,\n",
-       " 415,\n",
-       " 415,\n",
-       " 417,\n",
-       " 419,\n",
-       " 419,\n",
-       " 423,\n",
-       " 423,\n",
-       " 423,\n",
-       " 425,\n",
-       " 426,\n",
-       " 428,\n",
-       " 429,\n",
-       " 429,\n",
-       " 433,\n",
-       " 436,\n",
-       " 437,\n",
-       " 437,\n",
-       " 440,\n",
-       " 441,\n",
-       " 441,\n",
-       " 442,\n",
-       " 446,\n",
-       " 450,\n",
-       " 455,\n",
-       " 456,\n",
-       " 468,\n",
-       " 468,\n",
-       " 473,\n",
-       " 474,\n",
-       " 477,\n",
-       " 478,\n",
-       " 478,\n",
-       " 478,\n",
-       " 480,\n",
-       " 481,\n",
-       " 483,\n",
-       " 485,\n",
-       " 488,\n",
-       " 488,\n",
-       " 493,\n",
-       " 498,\n",
-       " 502,\n",
-       " 504,\n",
-       " 510,\n",
-       " 515,\n",
-       " 516,\n",
-       " 518,\n",
-       " 519,\n",
-       " 521,\n",
-       " 522,\n",
-       " 526,\n",
-       " 526,\n",
-       " 535,\n",
-       " 535,\n",
-       " 539,\n",
-       " 540,\n",
-       " 541,\n",
-       " 545,\n",
-       " 547,\n",
-       " 552,\n",
-       " 552,\n",
-       " 552,\n",
-       " 553,\n",
-       " 558,\n",
-       " 561,\n",
-       " 561,\n",
-       " 562,\n",
-       " 572,\n",
-       " 573,\n",
-       " 576,\n",
-       " 577,\n",
-       " 579,\n",
-       " 580,\n",
-       " 580,\n",
-       " 580,\n",
-       " 584,\n",
-       " 592,\n",
-       " 593,\n",
-       " 594,\n",
-       " 598,\n",
-       " 610,\n",
-       " 610,\n",
-       " 610,\n",
-       " 612,\n",
-       " 614,\n",
-       " 615,\n",
-       " 622,\n",
-       " 627,\n",
-       " 634,\n",
-       " 634,\n",
-       " 635,\n",
-       " 638,\n",
-       " 643,\n",
-       " 648,\n",
-       " 654,\n",
-       " 658,\n",
-       " 659,\n",
-       " 664,\n",
-       " 665,\n",
-       " 666,\n",
-       " 683,\n",
-       " 684,\n",
-       " 690,\n",
-       " 690,\n",
-       " 696,\n",
-       " 696,\n",
-       " 697,\n",
-       " 699,\n",
-       " 701,\n",
-       " 702,\n",
-       " 704,\n",
-       " 709,\n",
-       " 712,\n",
-       " 713,\n",
-       " 713,\n",
-       " 714,\n",
-       " 724,\n",
-       " 724,\n",
-       " 727,\n",
-       " 732,\n",
-       " 735,\n",
-       " 736,\n",
-       " 736,\n",
-       " 742,\n",
-       " 743,\n",
-       " 745,\n",
-       " 746,\n",
-       " 748,\n",
-       " 755,\n",
-       " 760,\n",
-       " 760,\n",
-       " 764,\n",
-       " 766,\n",
-       " 766,\n",
-       " 766,\n",
-       " 769,\n",
-       " 771,\n",
-       " 773,\n",
-       " 774,\n",
-       " 780,\n",
-       " 784,\n",
-       " 787,\n",
-       " 790,\n",
-       " 791,\n",
-       " 791,\n",
-       " 795,\n",
-       " 798,\n",
-       " 798,\n",
-       " 803,\n",
-       " 804,\n",
-       " 809,\n",
-       " 810,\n",
-       " 812,\n",
-       " 813,\n",
-       " 814,\n",
-       " 817,\n",
-       " 822,\n",
-       " 826,\n",
-       " 830,\n",
-       " 837,\n",
-       " 838,\n",
-       " 840,\n",
-       " 847,\n",
-       " 849,\n",
-       " 854,\n",
-       " 859,\n",
-       " 859,\n",
-       " 866,\n",
-       " 868,\n",
-       " 871,\n",
-       " 871,\n",
-       " 887,\n",
-       " 902,\n",
-       " 905,\n",
-       " 906,\n",
-       " 907,\n",
-       " 907,\n",
-       " 908,\n",
-       " 910,\n",
-       " 911,\n",
-       " 914,\n",
-       " 920,\n",
-       " 924,\n",
-       " 924,\n",
-       " 933,\n",
-       " 938,\n",
-       " 942,\n",
-       " 942,\n",
-       " 949,\n",
-       " 951,\n",
-       " 955,\n",
-       " 961,\n",
-       " 961,\n",
-       " 967,\n",
-       " 980,\n",
-       " 982,\n",
-       " 982,\n",
-       " 989,\n",
-       " 994,\n",
-       " 1005,\n",
-       " 1008]"
-      ]
-     },
-     "execution_count": 76,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "[i for i in range(1024) for _ in range(k[i])]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/notebooks/Demo_BayesianCausalInference.ipynb b/notebooks/Demo_BayesianCausalInference.ipynb
deleted file mode 100644
index fbdb46d..0000000
--- a/notebooks/Demo_BayesianCausalInference.ipynb
+++ /dev/null
@@ -1,1188 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Bayesian Causal Inference\n",
-    "in a bivariate scenario we want to decide wether $X\\rightarrow Y$ or $Y\\rightarrow X$ holds"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from importlib import reload\n",
-    "import sys\n",
-    "sys.path.append('..')\n",
-    "\n",
-    "import nifty5 as nifty\n",
-    "import numpy as np\n",
-    "import scipy.linalg\n",
-    "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
-    "%matplotlib inline\n",
-    "import seaborn as sns\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "import bayesian_causal_model.cause_model_shallow\n",
-    "import bayesian_causal_model.bayesian_causal_sampling\n",
-    "import bayesian_causal_model.cause_model_deep\n",
-    "reload(bayesian_causal_model.cause_model_shallow)\n",
-    "import logging\n",
-    "logging.basicConfig(filename='example.log', level=logging.DEBUG)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Sampling\n",
-    "sample $\\beta$ and $f$ with \n",
-    "$p(x) = e^{\\beta (x)},   \n",
-    "\\beta \\hookleftarrow \\mathcal{G}(\\beta, B),   \n",
-    "f \\hookleftarrow \\mathcal{G}(f, F)$\n",
-    "\n",
-    "$F, B$ are diagonal in Fourier Space, that is\n",
-    "\n",
-    "$\\mathcal{F}[F](k, q) = 2\\pi \\delta (k-q)P_f(k)$\n",
-    "\n",
-    "$\\mathcal{F}[B](k, q) = 2\\pi \\delta (k-q)P_\\beta(k)$\n",
-    "\n",
-    "For the power spectra we choose\n",
-    "\n",
-    "\n",
-    "$P_f(q) = P_\\beta(q) = \\frac{a}{((\\frac{q}{q_0})^4 + 1}$\n",
-    "where we set $a=2$, $q_0=1$\n",
-    "\n",
-    "#### sample (and plot) the functions $\\beta$ and $f$:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f171db6b8d0>"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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6TJX1WtN5ZJBr96pIqa15f5ybJg2HWn2cP7ecZOQua7LGIqW0CSHuAuYBeuBDKeUWIcQzwBop5RzgA+ATIUQ2Wk1lsnPfLUKIL4GtgA24U0ppF0J0Aj52jhDTAV9KKX842UL4xLeQJnQIMVJZX0ul2UpUsAttpkKnLRbW9cbmn0xKLRllvw+7P4Bd70DsCOg5FU4Z36zFxrz+IVQUN0lMTCQvL8+768JLh3MkmBFM+Rzb+KMpqjKDgJxq12ssJpOJxMTExl6ySSkHnVS8J0n404UjJCRE1tbW/uW5PXv2EBYWRnR0tE8nFyklOwtr0OsEaXGhTe/gLpZSyPkIdr2rrUbX8WxtOouIo0eMH+vQt6Dq6mpSU1NbP1ZFaeuy7oOdb2oLAEb2aXSTPSW1jH55EY+d35ObRnZp8SmFEHVSyibbxIUQKcAPUspG+7ubw+/nCvOJbyEuqjbbqKy3UlekDUP2nPMg7RyiSmYQW/AWuh97UxV1PiUd76DBlHLCPU/wLUhRlOao2gk734auNx03qQB8vyEfIeD8vp08FpoQ4gvgDCBGCJEHPCml/OCkj+fvNRZ/UlHXwNDnfmPSwESeu+j4b6xWZS6BbS/BzrfAYYbkq6D34xDerel9FUU5eYsnwsHf4MJsCIpvdBMpJWdPW0yHECNf3nqqW07rao3FndrFJJS+IjLYyPjMBL5bd4Aqs9U7QZhioP8LMGEP9Lgf9s+CH3vC8uu1NbYVRXG/woWQNxt6PXLcpAKwo7Ca7KIaLsxM8GBw7qcSi4ddObQzdQ12ft500LuBmOKg/0swPgfS74F9M+GH7rDiRqjJ8W5sitKWOOyw9n5tSvzu951w03mbCxECzu3d0UPBtQ6VWDysX1IknTsE8/3GxkeDeFxQRxj4qjPB3AW5n8P36bDiBqj3cvJTlLYg9xNttcp+/wLDie9jW7C9kP5JkcSE+veCeyqxeJgQggszO7E0u4SSGou3w/lTUCdttNj4HEi/W0swP/TQOhsdx59AU1GUE7DVwoZHIHooJE8+4aZF1WY25FUypufxm8r8hUosXjA+8xQcEuZuKvB2KMcKToCB0+C8TRA9GNbcBfNPhaod3o5MUfzP1pegvgAGvNrk/WOLdmgjW0d3j/NEZK1KJRYv6N4xjPT4UL7f4IOJ5ZDwdBg9H4Z/DrV74OfBsO9rb0elKP6j7gBsexE6Xwaxw5vcfMG2IjpFmOjZKazJbX2dSixecmHfBFblllFQ6cNrrwgBKVfAuLUQ0RP+uATWTVVNY4riivV/B2nX+laaYLHZWbKrmNE94nz6Rm9XqcTiJec5b36a6+3RYa4ISYKzFkO3O2Dby7D5GW9HpCi+reAXyP0Uej4IoU3PWrF2bwW1DfY20QwGKrF4TdfYUHp0DOMHXxkd1hR9IAx+G7pcD5v/od3opSjKsWx1sOpWCEvXbj52wbLdJegEDO3SoZWD8wyVWLxoQr9TWLuvgt3FNU1v7CsGvaU1iy27CuoLvR2NovieDY9q/ZJDpmuzjbtgaXYJfRMjCTe5Npuxr1OJxYsmDTwFg04wY9U+b4fiOkMIjPgSGspg0xPejkZRfEvxUtjxutZsHH+6S7vUWGxsyKtkRFrja7P4I5VYvCguzMTZGfHMysrDbPWjDvHIXpB2uzYlvxqGrCgauwVW3gQhnV3qsD9k1Z5S7A7J8K6NL1Hsj1Ri8bJrhiVTXmflq6w8b4fSPL0fBX2QVu1XFAW2PK8twjf4PQhwfcjw0uxSjAYdA5OjWjE4z1KJxctO7RpN/86RvLdoNw02h7fDcZ0pDno8APu/1qarUJT2rGwtbH0Okq+EhHHN2nXZ7lIGdo7CFKBvpeA8z6XEIoQYJ4TYIYTIFkL8vZHXA4UQM52vr3QuGHPotYedz+8QQox1PpckhFgohNgmhNgihLjXXQXyN0II7jmzGwcq6vl2nZ/VWnrcBwGRsOkpb0eiKN5Tux9+Hw8m57RIzVBW28C2gqo21b8CLiQW5/LBbwPnAhnAFUKIo5cfnAKUSynTgGnAC859M9CWKe4FjAPecR7PBjwgpewJDAPubOSY7cYZ3WPJTIzgjd+ysdj8qK/FGKlNvZ83G8qyvB2Nonhe0R8wbzBYK+H02WCKbdbuK3JKATi1DfWvgGs1liFAtpQyR0rZAMwAJhy1zQTgY+fjWcAYod0+OgGYIaW0SCn3ANnAECllgZRyLYCUshrYBpzS8uL4JyEEU8f24EBFPZ+t8KMRYgA97gVjFGx8ytuRKIpn5c6ABWeCIQzGroSofs0+xLLdJYQY9fRNjGiFAL3HlcRyCrD/iN/zODYJHN5GSmkDKoFoV/Z1Npv1B1Y2dnIhxC1CiDVCiDU2m82FcP3Tad1iOC0thrcWZlNj8aNyBoRrdxfn/wAlq7wdjaJ4xq53YdmVEHMqjFsFEc1vcJFS8seuEoakdvDwUuWtz5XSNDZxzdHrGR9vmxPuK4QIBb4G7pNSVjV2cinldCnlICnlIIPB4EK4/uvBsd0pq23gf8tzvR1K86TfDYHRqq9FaR92vQer74CE8+GMn7Ua+0nYXVxDbmkdZ/bw/jQuTfWjN5criSUPSDri90Tg6HlIDm8jhDAAEUDZifYVQgSgJZXPpJTfnEzwbU2/pEhGd49l+uIcP6u1hEHPqVAwF4qXezsaRWk9+752JpULYNQ3TS7cdSK/bC0C4KwM766/4mI/erO4klhWA92EEKlCCCNaZ/yco7aZA1znfHwJsEBKKZ3PT3aOGksFugGrnP0vHwDbpJSvtqQAbc19Z6VTUWfl42W53g6lebrdCYExqtaitF1Fi53NX8PgtJmga9n0K79uK6T3KeF0ijj55OQmrvSjN0uTicXZZ3IXMA+tk/1LKeUWIcQzQojxzs0+AKKFENnA/cDfnftuAb4EtgI/A3dKKe3ACOAa4EwhxHrnz3ktKUhbkZkUyZk94vj3En+rtYRCxt/g4HxtWgtFaUuqd8PiiyC0C5z+PRiCW3S44moLa/eVc5ZvrBbpSj96s7jUYySl/ElKmS6l7CqlfNb53BNSyjnOx2Yp5aVSyjQp5RApZc4R+z7r3K+7lHKu87k/pJRCStlXStnP+fNTSwrSltw7phsVdVbe/G2Xt0Npnm63azdObnzS25Eoivs4rNpaREgtqQS2/J6TX7cVIiWc7ZlmMMOhAVDOn1uOet2VfvTmnbAlOyutIzMpkiuGdOb9xTkkRgUxvp/25UFKiUPC3tJadhXWIAQYDToC9DrqG+wYDTpMAXqSo4NJj/fCKnSGEMj4O6y9X2s2iBvl+RgUxd12vKHNLjHyGwhLc8shf9iYT0p0MBmdwt1yvCbYpJSDTvC6K/3ozSK0rhD/EBISImtra70dhkfUN9i59dMsFu8sPqn9R6RF88QFveje0cMJxlYPc7pAeA84a6Fnz60o7la7D37oCR3HwKjZTa5b74qSGgtDnv2VO85I48Gx3d0Q5IkJIeqklCEneN0A7ATGAAfQ+tWvdHZlnBRVY/FRQUY9H10/mN+2F7G3tBYhBDoBOiGICwskIyEcnRA02B1Y7Q6CAvRYbA7qG+ys2lPG24uyOf+NJdx4Wir3julGSKCH/tSGIOj1MGTdC4ULIX60Z86rKK0h6x7t30FvuiWpAMzdfBCHhAsyO7nleC0lpbQJIQ71o+uBD1uSVEDVWNqsstoGXvx5OzNW7yc+PJAHzunOpQMTPbOett0Mc7pCaFc463e3fSAVxaPyZsPiidDvRciY6rbDTp6+nOJqC7/ef7pHPo9N1VhaQ9u63VM5rEOIkX9N6svXtw8nITKIh2Zt5MGvNnpmLjK9CTIehuIlULig9c+nKO5mrYE1d0NkH22yVTfJK69j5Z4yLuib4JkveV6iEksbNzA5im9uH859Z3Xj67V5XDF9BUXV5tY/cdpNEJwIm54EP6oVKwqg3Y9Vt19bW6WF96sc6cM/ctELweWDk5re2I+pxNIOCCG476x03rlqANsKqhk7bTEzV++jVZtB9Sbo9Yh2T8vBX1rvPIribuUbYMdrkHYLxA5322Er66zMWL2PCzMTSIj0+k2RrUollnbkvD6dmH3XCLrFh/G3rzdxx2drqW3NmzC73AjBnbX7WlStRfEH0gGrbgVjB8h83q2H/nTlXuoa7Nwyqotbj+uLVGJpZ9Ljw5hx8zAePrcH87Yc5Jxpi/lla2HrnEwfCL0fh9IV2kqTiuLrNv8DSlfCgFchsIPbDmu22vnv0lxGpcfS0zP3rniVSiztkE4nuPX0rnx566mEBOq5+X9r+NusjdQ3tELHfpcbILIvrJuqjRZTFF914CfY9DSkXgcpV7n10N+tO0BJjYVb20FtBVRiadcGpXTgx3tGcufornyZtZ8Jb//B6twy955Ep4cB06A2F7ZPc++xFcVdanJg2VUQlQmD33XrEHmHQzJ9SQ69EsIZ3rVtLUF8PCqxtHMBeh1Tx/bgfzcOoaLOyqXvLeemj1ez42C1+07S8UxInAhbnoP6AvcdV1HcwVYPSyZpj0d+3aKp8Bvz67ZCcoprufX0rm16iPGRVGJRABjZLZZFU89g6tjurMwpY9zri3nwqw2U1ljcc4L+L4HDAhsedc/xFMUdpISVU7S5wIZ/qs1e7GbTnXP+nde7o9uP7atUYlEOCzYauHN0GosfGs3NI7swZ30+Y19bwhp3NI+FpUH3+yDnIyjLavnxFMUdNj0Ne7+AzOfglPPdfvisvWWs2VvOlNNSMbSx5YdPpP2UVHFZVIiRR87ryZy7RxBmMnDlv1fyzdq8lh+416PaYmBZ96nhx4r37XoPNj+tDYvPaPFqvI16c0E2kcEBXDaobd8QeTSVWJTj6tExnG/vGM7A5Cju/3IDL/68HYejBQnBGAGZz0LxH7B/lvsCVZTmcNhh28uw+nY45UK3d9Yfsia3jEU7irl1VFfPTQLrI1xKLEKIcUKIHUKIbCHEMandufTwTOfrK4UQKUe89rDz+R1CiLFHPP+hEKJICLHZHQVRWkdksJH/TRnCFUOSeGfRbm7/LIu6hhbcVNnlRojM1IYf2+rdF6iiuKJ0Dcwfpr3/EifCaV+B3uj209jsDv7x4zZiwwK5bniy24/v65pMLEIIPfA2cC6QAVwhhMg4arMpQLmUMg2YBrzg3DcDmAz0AsYB7ziPB/CR8znFxwXodTx3UR8evyCDX7YWcudna0++5qLTw8DXoHYvbHvJvYEqyvHYG2DNvTBvCNTlwfDPtYW79IGtcrp3F+1mw/4KHju/J8HG9lVbAddqLEOAbClljpSyAZgBTDhqmwnAx87Hs4AxQhtXNwGYIaW0SCn3ANnO4yGlXAy4+aYJpbUIIZhyWipPje/Fwh3FvPv77pM/WPwZkDwZNj8DRUvcFqOiNKqhHBaNg51vQLc74ILtkHJFqy3nsDGvgtd/28X4zAQm9GvR0vF+y5XEcgqw/4jf85zPNbqNlNIGVALRLu57QkKIWw6t1WyzteK8VopLrhmWzIWZCbwyfwfLdpec/IEGv6cN7fzjMqg/6L4AFeVINXtg/nCtX+/UT2DwW1pfXyupb7Bz38z1xIYF8o8JvVvtPL7OlcTSWFo/uh3keNu4su8JSSmnSykHSSkHGQztr0rpa4QQPH9xH1KiQ5j61UZqTnYSS2OE1hRhrYIlF4NNLeCmuFnJSpg3FMyFMPoXSL261U/53E/byCmu5eVLM4kIdt90+/7GlcSSBxw5Vi4RyD/eNs71kyPQmrlc2VfxM6GBBl66NJP8ynpemLv95A8U2RuGf6JN+rf4IrC76WZMpX2z1sCGx+HX0yEgDM5ZDvGnt/ppf9xYwCcr9nLTaamMSItp9fP5MlcSy2qgmxAiVQhhROuMn3PUNnOA65yPLwEWSG2xjznAZOeosVSgG7DKPaEr3jQwOYobhqfyyYq9rMwpPfkDJV0MQz/Q1mxZdL7WHq4oJ8Nhh+z/wPfdYMs/tVFf5yyH8O6tfuo1uWVMnbWBfkmRPDSuR6ufz1OEEJcKIbYIIRxCiEEu7+fKYk9CiPOA1wA98KGU8lkhxDPAGinlHCGECfgE6I9WU5kspcxx7vsocCNgA+6TUs51Pv8FcAYQAxQCT0opPzhRHGrNe9/Y0evhAAAgAElEQVRS12Bj3GtL0OsEc+8diSlA3/ROx5PzMay6GUJS4fQ5HrkYAFob/N4ZWhu8owGCErRRQ7X7wBQHIckQkgIdBkLieLeuJqi40cFfYe39ULEJYk7Vpr2PGdbqp22wOXhnUTZvL8wmMSqYmbcMIy7c1OrnbY6WrHkvhOgJOID3gQellGtc2q9VVxF0M5VYfM+y7BKu/M9KbhiRwpMX9mrZwYr+gCUXga1OuzCk3dJqI3dw2LRJMbf8ExxWbW1zfbCWVIISIDQVLMVQk6stUStt2lLLPR6EtJvBENw6cSnNY6uHtfdB9nTtS0m/f0HnS1vvfXOEzQcqefCrDWw/WM2Efgk8eWEvOoS4/56YlmpJYjniGItQiUXxpKfmbOGjZbm8feUAzu/bqWUHqzsAK27QmsYSJ8Cgt7QLujvV7IFlV0PJMm3Yc78XIKTz8bd32KBgHmx7EYoWQ2As9Lgf0u+AgLa/aJPPMpfAonOhbA1k/A36PN1q96UcyWKz8+Zv2bz7+26iQ4w8e1Efzs6Ib/XzniyVWJqgEotvarA5mDx9OdsPVjPnrhGkxYW17IDSAdtfgw1/12oTAeFgjNKWiz30b2AHiB4Cnc6F4ATXjlu1C3b/G3a+CSIAhryv3c/QHMVLYfOzUDAXAiK12kvSJIgeDAio2gE1u7VO45hTVdNZazEXwa9nQO0eGDFTa6b0gPX7K3ho1gZ2FtZwycBEHj8/w+dHfwkhGoBNRzw1XUo5/YjXfwUam3r5USnlbOc2i1CJRfG0g5VmLnhzCeFBAcy+cwRhJjd82KqzIW+21jzVUAaWMrCWa/9aisDiHDQQ2RfiRkHsaRDVH0yxEBChrVhZshyqd2r9KEWLQei1ppJ+L0JICyYGLMvSEsyB77VmssBYLQlaK/7cxthBa8475QItWToatGHVlhKtuS2yLwR18kizTZtiq4ffzoSKDXDGXI+M+LLZHbzyy07e/3038eEmnru4D6O7x7X6ed1B1ViaoBKLb1u+u5SrP1jJsC4d+PD6wQQaWtCZ3xQpoXIL5P+kNZuVLP/rvTBCp13MDwnrps1T1uU67WLuLg3lcOBHKFwAukCtkz+yD9TnQ+5nsP8bTnjrlilOmzsttCskjIOOZ4GhRdeAtk06YOmVsG+mtihX0sWtfsqy2gbu+nwty3aXMnlwEo+c35Nwd3xx8hCVWJqgEovv+zorjwe+2sAFfTvx+uT+6HUe+jbusEH5OqjartVkLCXahT56sDbCLCTFOzWD2r1QuQ10BtAZQR8EgdFQux8qNmoxV2yEqp1gq9YGEKRcAWm3aUmqsZhttZA3R5shumjJn82F+kCtltRpnFYri2zhYApftOFRbdBF5vPQq3Wmuv/L6fZXcMdnaymusfD8RX2YNNDN/X0e0MJRYRcBbwKxQAWwXko59sR7qcSitIL3f9/N83O3c16fjky7vF/r1lzaCnuDNuR57+eQ+wXY67RaVuJFYIrXamAVm6B8LVRs1prfghKg01ithmOt1lborN2n1d6QWmKKOwM6DNCG3rbC6ogeteMtyLobut6s9Y+14hcFKSVfrNrPU3O2EBsWyLtXD6BvYmSrna81uaPG0uxzqsSitIb/LMnhnz9uY0RaNG9dMYAoHxyG6bMaKmDfl7B3JhQt+rNJLzAaogZqCaPTWIgbqSWco9UXwp7/Qf4P2rQmDueMBqFp2jBqJBjCtEXXYk/Taki+PMjAYYV1f4Md07T1U0Z+o9UAW0mNxcaj325i9vp8RqXH8vrl/fz6/asSSxNUYvEvs7LyeOSbTcSGBfLOVQPITPLPb3xe5bBq9/U4rFpiae63dLtZa2Yr+l3rizIXAUJrdjMf1JoNQ1K01T27XOd7CaahQpvup2gRpN+l3d/USjE6HJK5mw/y0rzt7Cur4//OSueO0Wmea85tJSqxNEElFv+zMa+C2z9dS2GVmZtHdeHeMd1adoe+4j5SQv6PsOkZKFsNEb3g1I+1GpEvMJfAwnO0QRpD/wOp17TKaRpsDuZuLuCtBdnsKqqhS2wIz1/Uh6FdolvlfJ6mEksTVGLxTxV1DTz74za+ysojJTqYJ8f34oz0WIQaZusbpIQDc2D1HdpsAwPfgLRbvTsMuno3LB4PNTkw8lttxJwb1VhsbNhfweJdxXydlUdJTQPp8aHcfWY3zuvTye9rKUdSiaUJKrH4t2XZJTzy7SZyS+sYktKB20d35bS0GAL0Lq2QrbQ2S5k2I0HBXEi9VlsL3htT1+TPg6WTtf6jkbMgfnSLDielJK+8nrX7ysnaW86a3HK2H6zCIUEnYEzPeK4c0pnT02PRtaGEcohKLE1QicX/NdgczFy9jzcWZFNcbaFDiJGxveI5tWsMQ1M7EO9jE/i1O9IBm/8Bm57W7scZ+Q2EdfXMuc1FsPVFrZM+oheM+q7ZI9nqG+zsKal1/tSwtaCKrL3lFFZpAxhCjHr6d45iQHIUA5Oj6JcUSUSQj/UruZlKLE1QiaXtMFvtLN5ZzPcbC1i4vejwgmExoYF0iwslPT6U1JgQOoQGEmLUo9MJ9EKgEwK9ThBs1BMSqCfYaCDEaCA4UH/cmo/N7qDGYqO0toGiKgtF1WaKqy3kldezv6yOvPJ6ahts2B0Su0PikNq3XAmYDDpCTQZCAg1EBRuJDw8kLsxEfLiJuLBAYsICCTbqCQrQE2jQIeHwcYwGHaYAPcHG48fms/LnwrKrtEST8Tdt2HNYN9DptaYzW61Wm2lsVFpz1R2AbS9pE0k6LJB6HQx684Q3ipqtdrbkV7F+fwW7CqvJLa1lb2kdBZXmv2yX1CGIgZ21JDIgOYru8WEY/O1v0UIqsTRBJZa2yWZ3sK2gmlW5Zew4WMXOwhqyi2qavTqlUa8jMEAHUrvX3SG1C7zF5mh0+xCjnqQOwSR1CCYs0IBeJzDoBSDQCa2Lob7BQa3FRo3FRnldA4VVFkprLTT3Y2PQCUwBenQCdDotQeoEBBq0xBMcaCDE6EyUhxPmn88b9DrMVjtmq536Bjv1Vu3HbLXTYJMEGnTaT4COQIPe+ViPKUBHUIAek/OxyaBHr9OSs04IQgINxIQaiQ4NJNxk+Gu/V80eWHUbHJyv/S502vxo1kqQdkA453GL1J43RmnDmTtfBh3HnHj0lrkICn7Rmt32faUdL/UayHgYwtMPb2azO9hXVkd2UQ27imrYXVTDzqJqdhysxmrX/gjRIUZSYkJIjg4mJTqELrEhdIkJJSUmmGCjWnVWJZYmqMTSfkgpKa1toKKugVqLHbuUSCmxO8DmcFDfYKfGYqO+wU5tg506i40650VXCA5fuA9dPEMCDXQICSAuTKtpxIWZCA8ynNQAAqvdQUmNhaIqCyU1FsxWx+GLvBBoNSudwGaX1DXYMFvt1DXYMVsdOJzlcEiwS4nF6qCuwXa4DLUNduqP+v1IQkDw4UShJSWDXofV7sBis2OxOrDYHJit9uMm1OMx6nXEhgUSHx5IxwitVtYx3ERq4AHiLFmEWvcR6KjApo/Arg9D76jHYK/EYK/CYK8kwF5FaP1WDPZK7IYIrOH9sEcNxJ4wERmaiq5yKxz8hYDiXzBVbwCgwdCB/LDz2RJxK8Uygcp6GwerzBysrOdART25JXU02P8sR6cIE2lxofRKiKBfUiT9O0eq5tMm+GxiEUKMA15HW+jrP1LKfx31eiDwP2AgUApcLqXMdb72MDAFsAP3SCnnuXLMxqjEorQ3DofEbLNjtUlMRh1Gvc7lZCilPJxkzFbnvzY7Nrs8XJursdgoqbFQWtNAcY2F4iqLdmGvMlNYaT4msTXFKKycHpbF6LDVZATtoVfQbgLEn8ewSj1ZtT1ZXD2AxTUD2FLfBXnUQrbRIUY6RpjoFBFE19gQ0uJC6RYfRtfYEPdMbtrO+GRiEULogZ3A2Whr2K8GrpBSbj1imzuAvlLK24QQk4GLpJSXCyEygC+AIUAC8CtwqJ57wmM2RiUWRfGsarOV4moLNof8S0I65Mirh93hOJzA6p3JzG4uI752EYH2cmoNp1AZPpwAUyTBAXqCnU1+h/qogo16Qk0GNQWQm3kjsbjSADkEyD5iqeEZwATgyCQwAXjK+XgW8JbQvlZNAGZIKS3AHiFEtvN4uHBMRVG8LMwU0MJaQiLQ113hKH7CleERpwD7j/g9z/lco9tIKW1AJRB9gn1dOaaiKIrih1ypsTTWoHt0+9nxtjne840ltEbb5IQQtwC3ABiN/jsRnKIoSnvhSmLJA45cai8RyD/ONnlCCAMQAZQ1sW9TxwTAuYTmdAAhhEMIUe9CzI0xAM0bv+r/VJnbvvZWXlBlbq4gdwbiClcSy2qgmxAiFTgATAauPGqbOcB1wHLgEmCBlFIKIeYAnwshXkXrvO8GrEKryTR1zGNIKU/6ziYhxBop5aCT3d8fqTK3fe2tvKDK7A+aTCxSSpsQ4i5gHtrQ4A+llFuEEM8Aa6SUc4APgE+cnfNlaIkC53ZfonXK24A7pZR2gMaO6f7iKYqiKJ7mVzdItoS/ZXx3UGVu+9pbeUGV2R+0p0lzpns7AC9QZW772lt5QZXZ57WbGouiKIriGe2pxqIoiqJ4gEosiqIoilu1ucQihBgnhNghhMgWQvy9kdcDhRAzna+vFEKkeD5K93GhvPcLIbYKITYKIX4TQiR7I053aqrMR2x3iRBCCiH8ptPzeFwpsxDiMuffeosQ4nNPx+huLry3OwshFgoh1jnf3+d5I053EUJ8KIQoEkJsPs7rQgjxhvP/Y6MQYoCnY3SZdE7j3RZ+0IYu7wa6AEZgA5Bx1DZ3AO85H08GZno77lYu72gg2Pn4dn8ur6tldm4XBiwGVgCDvB23B/7O3YB1QJTz9zhvx+2BMk8Hbnc+zgByvR13C8s8ChgAbD7O6+cBc9HuAxwGrPR2zMf7aWs1lsMTZkopG4BDk1seaQLwsfPxLGCMOJlFOXxDk+WVUi6UUtY5f12BNsuBP3PlbwzwD+BFwNzIa/7GlTLfDLwtpSwHkFIWeThGd3OlzBIIdz6O4Dizd/gLKeVitPsAj2cC8D+pWQFECiE6eSa65mlriaUlE2b6o+ZO5jkF7RuPP2uyzEKI/kCSlPIHTwbWilz5O6cD6UKIpUKIFc71jvyZK2V+CrhaCJEH/ATc7ZnQvMZvJu9ta+t2tmTCTH/kclmEEFcDg4DTWzWi1nfCMgshdMA04HpPBeQBrvydDWjNYWeg1UqXCCF6SykrWjm21uJKma8APpJSviKEOBVt9o/eUsrmLZ3pP/zm2tXWaizNmTCToybM9EeulBchxFnAo8B4qa2N48+aKnMY0BtYJITIRWuLnuPnHfiuvq9nSymtUso9wA60ROOvXCnzFOBLACnlcsAExHgkOu9w6fPuC9paYjk8YaYQwojWOT/nqG0OTZgJR0yY6cEY3anJ8jqbhd5HSyr+3u4OTZRZSlkppYyRUqZIKVPQ+pXGSynXeCdct3Dlff0d2kANhBAxaE1jOR6N0r1cKfM+YAyAEKInWmIp9miUnjUHuNY5OmwYUCmlLPB2UI1pU01hsgUTZvojF8v7EhAKfOUco7BPSjnea0G3kItlblNcLPM84BwhxFbADkyVUpZ6L+qWcbHMDwD/FkL8H1qT0PV+/CURIcQXaE2ZMc5+oyeBAAAp5Xto/UjnAdlAHXCDdyJtmprSRVEURXGrttYUpiiKoniZSiyKoiiKW6nEoiiKoriVX3Xex8TEyJSUFG+HoSiK4jeysrJKpJSxnjynXyWWlJQU1qzx51GjiqIoniWE2Ovpc6qmMEVRFMWt/KrGoijuUmuxkVdeT2W9lWCjnl4J4fjvXKSK4ltUYlHahcIqMytySsnaW07W3nK2FVThOOIWrszECB45rydDu/jrfKTtj90hqbfaWb67lN93FvH7zmKKqy0kRAZxcf9TuGRgEh0jTN4Os13yqxskBw0aJI/uY7FareTl5WE2t4XZ0cFkMpGYmEhAQIC3Q/FrDodk7b5yVueWs3BHEatzy5ASQox6+neOYkByFOnxoUQEBbC3tI53FmaTX2lmYr8E7hydRrf4MG8XQTmOnzYV8O8lOWzYX3H4y0GIUc/wtBhSY0LYmFfBipwydALO7d2Jf07sTVSI0btBe5EQIktK6dG58vw+sezZs4ewsDCio6P9vilDSklpaSnV1dWkpqZ6Oxy/tKuwmm/WHeCHjfnsL6sHoFtcKBdmJnBmjzh6dAzDoD+2a7G+wc6bC3bx36W5mG12rh2WzGMXZBDQyLaK9/xnSQ7//HEbaXGhnJ0RT1CAnkEpUQxK7oDR8Offam9pLTNW7+eDJXuICgng3N6dGNe7I8PaYY1UJZYmNJZYtm3bRo8ePfw+qRwipWT79u307NnT26H4nc9X7uPx2Zu15fW6RHPpoERGdoulQzO+rZbXNvD6b7v4aFku4zMTeH1yvzbz3vJnZquddxZm88aCbM7v04nXJ/dr9AvC0dbvr2DaLztZkVOKxebgtLQY7j8nnf5Jke3m7+qNxNIm+lja0hukLZXFU6SUvPrLTt5ckM3p6bFMu7xfs5LJkaJCjDw1vhcxoUZenr+TwSlRXHNqinsDVlxmttr5YtU+3l20m6JqCxcPOIUXJvV1KakA9EuK5OMbh2C22vls5T7eWrCLi99ZRmJUEGN7dWR09zj6d44kJLBNXAp9hvrfVPzeK/N38tbCbC4blMizF/VxS/PVHWekkbW3nGd+2EpmUiR9EyPdEKnSHJsPVHL3F+vYU1LL0NQOvD65P6d2PbmmLFOAnimnpXLpoER+2ljA/K2FfLJ8Lx/8sQe9TpASHUx6fBhdY0OpMlspqDRzSmQQA5Kj6J8USVKHYDeXrm1rE01h3m42euONN3j33XcZMGAAl156KRs3buSJJ5447vYPPvgg5513HmeeeWajr/tCmfzFoTb3yYOTeP7iPm6t8VXUNXD+G3+g1wl+vOc0wkxqQIUnOBySD/7Yw0vzdtAhxMiLl/RlVLr7bxyvsdjI2lvOmtwyth+sZldhNfvK6ggJNNAx3EReeT31VjsAnSJMZCZGMiItmon9T/Gr94LqY2mCryaWHj16MHfuXFJTUxk+fDhz5swhJub4C9nt3buXm2++mfnz5zf6ui+UyR98nZXHA19t4NzeHXnrygHode5vRlyTW8bl01dwXp9OvKH6W1rdwUozD3y1nqXZpZyTEc8Lk/p6dESXze443MxmtTvYWVjNmlxtiPr6/RVa4jHquXhAIlcN60yPjuEei+1kqT6WFnr6+y1sza9y6zEzEsJ58sJex339tttuIycnh/Hjx3P11VcTGBh4OKlMmDCBSZMmce211/L++++zePFiPvvsM5KTkyktLeXgwYN07NjRrfG2F5sPVPLwN5sYkRbNa5P7tUpSARiU0oH7z07npXk76J8UyY2nqdF6rUFKyfcbC3hi9mYsVgf/urgPlw9O8ngiP7LvJkCvo1dCBL0SIrhueAoAG/ZX8PGyXGau2c8nK/ZyQd9OTB3bneToEI/G6evaVGLxhvfee4+ff/6ZhQsX8v333zNgwIDDr02fPp0RI0aQmprKK6+8wooVKw6/NmDAAJYuXcqkSZO8EbZfq7HYuOvztXQIMfLmFQMINOhb9Xy3nd6VDfsreOaHrRj0gmuGJauaixtIKfl1WxG/bStk3b4KdhRWk5kYwbTL+9ElNtTb4TUqMymSVy/vx+MXZPDfpXv495I9zNtykCcv7MXVw5K9HZ7PaFOJ5UQ1C08oKCggNvbPtuD4+HieeeYZRo8ezbfffkuHDh0OvxYXF0d+fr43wvRrUkoe+3YT+8rq+OLmYSc9+qs59DrBm1f25/ZP1/LE7C2s3VvOsxf1USOJWmBbQRVPf7+FFTllRAYHkJkYydWnJnPlkM6tVvt0p6gQI/ef052rhyXzt6838th3mzEF6LlkYKK3Q/MJ6pPhRkFBQVRWVv7luU2bNhEdHX1MEjGbzQQFBXkyvDZhVlYe363P5//OSvfo9CuBBj3/uXYQby/MZtqvO9mcX8XHNw7hlEj1N2yOg5VmXvt1JzPX7CciKIB/TOzNFYOTXB4+7Gviwk38+9pBXPPBKh75dhM9OobR+5QIb4fldf751/RRPXv2JDs7+/Dvq1atYu7cuaxbt46XX36ZPXv2HH5t586d9O7d2xth+q3somqemL2FYV06cNeZaR4/v04nuHtMNz69aSiFVWYueXcZ2UU1Ho/DHy3cUcQ1H6xkxAsLmJWVx40jUvn9wdFcMyzZb5PKIQa9jreu7E+HYCN3fb6WGovN2yF5nX//RX3MqFGjWLduHVJKLBYLN998Mx9++CEJCQm88sor3HjjjUgpsVqtZGdnM2iQRwdq+DWz1c5dn68jyKjn9cn9vdpcMrxrDDNvORWrXXLZ+8vZmFfhtVh8ndXu4LmftnHDf1eTU1zLraO6sOCBM3j8ggwigv1nyG5TokMDeeOK/uwrq+PRbzfhT6NtW4NKLG6Qm5tLTEwMwcHBnHXWWfz2228EBgayYcOGw53548ePZ+HChQgh+OGHH7jkkkswGFRLpKue+2kb2w9W88qlmcSHe3/G2oyEcGbddirBRj1XTF/Bst0l3g7J5xRVmbnq3yuZvjiHa4Yls+DB03loXA86R7fNmw2HpHbgvrPSmb0+nxmr93s7HK9SicXNHnnkEerq6k64jc1m44EHHvBQRP5v/f4K/rd8LzeMSGF0jzhvh3NYSkwIs24bTkJkEFM+WsOG/armcsieklomvr2UTQcqeX1yP/4xsXerj97zBXeOTmNktxienL2F9e34/aASi5vFx8czfvz4E25z6aWXEhmppghxhZSSp7/fQmxYIA+c093b4RyjY4SJz28eRkyYkRs/Wk1uSa23Q/K6omozV0xfgdnm4KvbTmVCv1O8HZLH6HWCNyb3Jy48kNs/zaKkxuLtkLyiTSSWttSe2ZbK4g6/bSti3b4KHjwnnVAfHd4bGxbIxzcMwSEl1/93FaXt9GICWl/YHZ+upaK+gU+mDGmXI6SiQoy8f81AyusauOOztdQ32L0dksd5NbEIIcYJIXYIIbKFEH8/mWOYTCZKS0vbxAX50HosJpP3+xB8gZSSNxdmk9QhiIsH+Pb9AV1iQ/nPdYMpqDRz8//WYLU7vB2SxxVWmZny8Wqy9pXz8qWZ9Epof0nlkF4JEbx4SSarc8u49sOVVNZbvR2SR3ntK6AQQg+8DZwN5AGrhRBzpJRbm3OcxMRE8vLyKC4ubo0wPe7QCpIKLM0uZcP+Cp5z04zFrW1gchSvXJbJXZ+v4+X5O3j43LY/39v+sjoW7ijij10lLNpRjBDw0iWZXNA3wduhed34zAR0Av5v5npu/ngNn9w0pF30M4F3b5AcAmRLKXMAhBAzgAlAsxJLQECAWm2xjXpr4S46hpuYNNB/2ugv6JvAst2lvP97DsO7xnB6K8zK6wvW7Stn2q+7WLxT+0KXGBXElUM7c8OIFDVv1hEu6JuAQ8I9X6zj4W828cqlme1iOiBvJpZTgCPH5OUBQ70Ui+JjtuRXsiKnjEfP6+l33/KeuCCDrNxy7p+5nrn3jSQurG01bX6yPJenv9+qTWtydjrjMxNIiVHJ5HjGZyaQU1zDa7/uIjU6hLvOTGvzycWb7QuN/c8e01EihLhFCLFGCLGmrTR3KU37aGkuQQF6Lhuc5O1Qms0UoOetK/tTY7Hx0KyNPtf/V2uxsbOwmipz89v9316YzeOzt3B6eiy/3n8694zpppKKC+4d040J/RJ45ZedTPl4DdlF1d4OqVV5s8aSBxx51UgEjpmVUUo5HZgO2nosnglN8abSGguzN+Rz2aBEIoL88+7sbvFhPHp+T56YvYVPV+z1ieWNC6vMvPDzdn7cWIDFpg0uyEyK5OyecQTodQQHGhjRNZqU6BB0R81sUFJj4ak5W/hhYwEX9T+Fly5xfXlgRVty/NXL+pHRKZy3FmQz9rUl3DqqCw+c090vJt1sLm8mltVANyFEKnAAmAxc6cV4FB/xxap9NNgcXO9cA8NfXTMsmQXbi/jnj9s4tWs0aXFhXovl580FTJ21kQabg0sGJjIktQP7y+r4bn0+L8/f+ZdtEyJMXDc8hWtO1aaB/2btAV6Zv4Nai50Hzk7njtFpbfJi2Nr0OsGtp3flkoGJvPDzdt5ZtJutBVW8e9VAgoz+1dzbFK+uICmEOA94DdADH0opnz3R9o2tIKm0LTa7g5EvLqRrbCif3uT/XW5F1WbGvbaEThEmvr1jBEaD57/lf78hn3tmrCMzMZJpl/cj9aimq0P3WRRWmVmeU8r3G/JZtrsUndDapqWEQclRPH9xH7rFey85tjWfrdzLY99tZnByB6ZfO5DI4NZZAkItTdwElVjavp83H+S2T7OYfs1AzunVNlbXnL/lILd8ksUto7rwyHmeHYK8s7CaiW8vJaNTOJ9MGeryN+M1uWUs3lWCAEakxTA4JarNdzh7ww8b8/m/meuJCzPx7EW9OaO7+6csUksTK+3eJytySYgwcaYPzQnWUuf06sjVwzozfXEOnTsEe2ylwdIaC1M+Xk1IoIG3rxrQrOaWQSkdGJTSoekNlRa5oG8CCZFBTP1qAzd8tJrHzs9gShtY/lr1vik+Y2t+FUuzS7mqDazRcbSnLuzFmB5xPD57Mz9vLmj181lsdm79JIuiKgv/uXaQT8wIrTRuQOcofrxnJGMzOvKPH7by1Jwt2B3+05LUmLb16VX82kvzthNuMnD10La3dri2GNQA+idFcs+M9azaU9Zq55JS8vDXm1izt5xXLsskM0lNeOrrTAF63rlqADedlspHy3K57dMsGmz+Oy2QSiyKT1iZU8rCHcXcfkZam1oA6khBRj0fXDeYxMgg7vgsi4LK+lY5zzuLdvPNugPcf3a6mlrFj+h0gscuyOCpCzP4ZbojP3wAABHjSURBVGshD83agMNPay4qsSheJ6Xklfk7iQ8P9Pshxk2JCjEy/dqB1DfYufOztW6frPLHjQW8NG8HE/olcLcXlm9WWu76EalMHdud79bn88K87d4O56SoxKJ43bLdpazKLePO0Wltbjx/Y9Liwnjhkr6s3VfBy/N2uO24q/aU8X9frmdgchQvTOqrRnH5sTvO6MrVwzrz/u85fLpir7fDabZ2kViqzFafm1ZD0Ugpee3XnXQMN3HZIP+bvuVkXdA3QbtwLM5hwfbCFh9vWXYJN328msSoIP5z7SBMAW0/QbdlQgieurAXZ/aI44nZm93yHvGkNp9YKuoamPDWUl6e775vhor7rNxTxurccu4Y3bXdXQwfOz+DjE7h3P/l/7d359FRVmkex79PdrIQErIQISQsAQkkggQ7KggKuKAtPYgKDijaakN3q+02bbt026NjtzoeVxyVFrd2ARxFRlEEAVFkjRAThEBYEgIJhEASCCRkuf1HlagMkAKq6qaqns85OaeKeqF+lyxP7vLem8/O6lObb2loaubB2QVc948VdIx2HDgWF+WZG+2Ud4UEB/H8+AFkntGeu2fmU9fQZDuSy/y+sMS2CyW3ezxTF23m9aVbbcdRR3npy80kRIcFVG/lBxGhwUz997NpbGrhhukrT3oyv66hiZvfWM0/l5dy8+BuzL19CKnxkR5Kq2yICg9h+qRB/OOGHKLa6Amqx+L3hUVEeGR0P0ZmJvPXj79n/ve+1aX0Z+vLa1lcVMmk89IDrrfyg24JUUdOnrzqxW8o3n3Apb/X2NzCb97KY2nxHp4Ym82DV2QGxPxUIEqKiWBgmm/drOr3hQV+7FJmdY7lrhlr2banznYkBbz85WYiw4KZmJtuO4pV5/boyHu35nK4uYVrXl5G/vbqE15vjOHhOev4ungPf78qOyB7e6ptC4jCAs5hh+vOJjhYmPzPvCMb7yk7tu6pY07+TibmpvntfSsno1/nWN6ffB5R4cGMn7b8yMmMx/LU5xt5e0UpU4b10KKi2qSAKSwAqfGRPHNtf4p27efB2YW6UsyiqYuKCQsJ4uYh3W1HaTPSE6L438nnkdYxikmvreT373zL7DU7WLGlim9L91FQVsP9HxbwwqJixp+Tyn9c0tt2ZKWOyXdmg9xkWO8kbr8og2e/2MSArh28tiGg+tHO6kPMXrODCblpJMaE247TpiS1j2Dmb3J57otNzMor4+Pvfr6vWJDALUO6cd9lffQ+FdVmBVxhAbh9eAb5ZdX8Zc460jtGMTgjwXakgPLa0q0Y4OYhvr+LqyfERITywOWZ3HdZHzZU1FJzsJGG5hYON7XQMymaHonRtiMqdUIBWViCg4Tnxw/g6peWMeXtPD6Ycp4eYOQldQ1NvLtyO5dnpdAlTpfGnkhwkND3jFjbMZQ6aQE1x/JTMRGhvDppEOEhwdz4+iqqDx62HSkgzC0o50BD05Fjb5VS/idgCwtA5w7tmHb9QHbV1vOHGWt9didRXzIrr4xuCVHkpMXZjqKU8pCALiwAA7rG8edf9mVxUSXPLyy2HcevlVTVsXLrXsYO7KITz0r5sYCcYznahF90ZU3JPp5esJH46DAm6koxj3g/r4wggTFnd7YdRSnlQVpYcGz78tiYLGrrG3lodiEVNYe4e2RvgoL0t2p3aW4xvJ9XxuCMRFJi29mOo5TyoIAfCvtBRGgw/zNhIOMGpTJ10WZuemMVe+t0Qt9d8kr2OfbD0t6KUn5PC8tPhAYH8bcxWTz6q358U1zF8KcW89byEprcfMpfIJpbUE5YSBDD+yTbjqKU8jAtLEcRESbkpjHntvPp3SmGh2YXcu0ry6nc32A7ms9qaTF8VljB0F6JRPvQ1t9KqVNjpbCIyNUisk5EWkQkx0aG1pzZqT3v3pLLs+P6s25nDddPX+lTB+20JWvLqqmorWdUVifbUZRSXmCrx1IIjAGWWHp/l4gIo/t35qUJAymqqNV7XU7RpwXlhAYLF52pw2BKBQIrhcUYs94Y4zNnBQ/rncSDl2cy//tdTNdTKE+KMYa5BRUMyUgktp1uj69UIGjzcywicquIrBaR1ZWVxz+jwtNuPD+dizOTefyzDRTuqLGWw9d8V1bDjupDXNZPh8GUChQeKywiskBECo/xMfpk/h1jzCvGmBxjTE5iYqKn4rZKRHj8qmzio8K4c8Za6hv1oDBXzC0sJyRIGJmpw2BKBQqPFRZjzAhjTL9jfHzkqff0tLioMB6/KptNuw/w9IKNtuO0eY5hsHLO75lAh8gw23GUUl7S5ofC2pphvZMYNyiVaUu2kFeyz3acNm3dzlq27z2kq8GUCjC2lhv/m4iUAecCn4jIPBs5TtUDl/chJbYd987K59BhHRI7nk8KygkOEkZmamFRKpDYWhX2oTGmizEm3BiTbIy5xEaOUxUTEcoTY7PZsqeO5xZush2nTWpqbuGDb8sYkpFAfJQOgykVSHQo7BSd3zOBqwd24ZUlW1hfXms7TpuzqKiSXbUNjD+nq+0oSikv08JyGu4f1YfYdqHc90EBjbqf2M+8u7KUpJhwLjozyXYUpZSXaWE5DXFRYfz1yr7kb6/modmFGKN35QPsqD7E4qLdXJOTSmiwfokpFWh0R8DT9MuzzmBDRS1TF20mPSGKyUN72I5k3cxV2zHAtYNSbUdRSlmghcUN7h7Zm5Kqg/z90w10jY9kVFaK7UjWNDW3MHP1doZkJJIaH2k7jlLKAh2ncIOgIOG/rz6LgWlx3DljLWtKA/f+li83VlJeU89152hvRalApYXFTSJCg3ll4kCS20dwy5ur2b73oO1IVry7spSE6HA90EupAKaFxY06RoczfdIgDje1cNPrq6g51Gg7kleV1xxi4YbdXJPTRSftlQpg+t3vZj2Tonl5Yg7bqur47dt5AbUMeeaqMlqMTtorFei0sHjAuT068rcx2SwtruLumfk0BUBxaW4xzFhVyuCeCaR1jLIdRyllka4K85CxA7tQub+Bxz/bQFNLC8+NG0CIHw8Pfb6ugp019Tx4RabtKEopy7SweNCUYT0IDRYe/WQ9kWEFPHFVNkFBYjuW2xljeHnJFrrGR3JJX91wUqlAp4XFw24e0p0DDU08s2ATPRKjmTLM/26gXLa5irXbq3lkdF+C/bBwKqVOjv+OzbQhdwzP4PKsFJ76vMjv7nFpbG7h4f9bR5e4dlydo5P2SiktLF4hIjw2Jovk9hHc9u4av1qG/MY329i46wB/viKTiNBg23GUUm2AFhYviW0XynPjB1BeU8/9Hxb4xYaV++sbeX5hMRf0StQz7ZVSR2hh8aKBaXHcNbIXn3xXzouLN/t8cXlzWQk1hxq55+JeiOjcilLKQQuLl00Z2oPLs1N4cl4Rf5ixlvpG3zza+EBDE9O+2sKFvRPJ7tLBdhylVBuiq8K8LChIeGH8ADJT2vPkvCJK9x7k2WsH0LWjb+0E/OaybVQfbOSOEb1sR1FKtTFaWCwQEX53YU+6J0Rxz6x8Rjz9JZf27cQlfTuRkx5H5f4GPikoZ9XWveysPsSeusP0To7hj5eeyeCMBNvxqWtoYtqSLQztlUj/VO2tKKV+TguLRZdlpXB2WhzPfrGJzwormJO/88hrIUFC/9QOnNsjgbjIUOav38WEV1dww7lp/GlUH6srsN5Yto19Bxu5Y0SGtQxKqbZLfGkCOScnx6xevdp2DI9oam4hr2QfG3cfIDwkiJF9komLCjvyen1jM0/OK+LVr7eSkRTNM+P60/eMWK/n3Fd3mAueXMSg9HimTxrk9fdXSp0cEckzxuR49T21sPiWJRsruWdWPgcamnjzpnPISY/32nsbY/jdO98yb90u5t4+hN6dYrz23kqpU2OjsFhZFSYiT4rIBhH5TkQ+FBEdqHfRBb0S+fj2wXRqH8Gk11aRv73aa+/96tdbmVtQwb2X9NaiopQ6LlvLjecD/Ywx2cBG4E+WcvikpJgI3r7lF8RFhTLx1RUs31Ll8ff8aO0O/mvuei7t24lbh3T3+PsppXyXlcJijPncGNPkfLoc6GIjhy9LiW3HOzfnkhAdznXTlvPg7AJKq9x/HLIxhqmLirnjvbUMSo/nmXH9/XKHZqWU+7SFVWE3ATNsh/BFqfGRzLltMI/NXc/MVWW8s6KUUVkp3DS4G1mdY0/7eODqg4e5Z1Y+C9bv5sqzzuCJsdm6H5hSqlUem7wXkQXAsQ7neMAY85HzmgeAHGCMOU4QEbkVuBWga9euA0tKSjyS19ftqq1n+tKtvLO8lP0NTYQECX1S2nNFdgpXnHUGnTu0c+nfMcZQUnWQrzZV8uLizew50MADo/pww3npum2LUj4ooFaFicgNwGRguDHGpTEcXRXWuv31jSzcsJuiiv0sLd5DflkNAEkx4aTERtAnpT0X901mSEbikR5Nc4th5da9zC0oZ/73u6iorQegX+f2PPqrLL0JUikfZqOwWBkKE5FLgT8CQ10tKso1MRGhjO7f+cjzkqo6Pi2sYEvlAXZW1/NJQTnvrdpOXGQol2WlAPD5ul3sOdBARGgQw3olMTgjgdzu8fRIjNZeilLqpNmaY3kBCAfmO39wLTfGTLaUxa+ldYxi8tAfT6083NTCko2VzF67gw++LQNg+JnJjMpK4cIzE4kMawvTbkopX2blp4gxpqeN91UQFhLEiMxkRmQm09TcgojoccJKKbfSX08DWMhprhpTSqlj0Z8sSiml3EoLi1JKKbfyqU0oRaQSONUbWRKAPW6M4wu0zf4v0NoL2uaTlWaMSXRnmNb4VGE5HSKy2ttruW3TNvu/QGsvaJt9gQ6FKaWUcistLEoppdwqkArLK7YDWKBt9n+B1l7QNrd5ATPHopRSyjsCqceilFLKC/yusIjIpSJSJCLFInLfMV4PF5EZztdXiEi691O6jwvtvUtEvnceA/2FiKTZyOlOrbX5J9eNFREjIj6zmuZ4XGmziFzj/FyvE5F3vJ3R3Vz42u4qIotEZI3z63uUjZzuIiLTRWS3iBQe53URkeec/x/ficjZ3s7oMmOM33wAwcBmoDsQBuQDmUdd81vgJefjccAM27k93N4LgUjn4ym+3F5X2+y8LgZYguOE0hzbub3wec4A1gBxzudJtnN7oc2vAFOcjzOBbbZzn2abLwDOBgqP8/oo4FNAgFxghe3Mx/vwtx7LOUCxMWaLMeYw8B4w+qhrRgNvOB+/DwwX390bvtX2GmMWmR+PJvCHY6Bd+RwDPAI8AdR7M5yHuNLmW4Cpxph9AMaY3V7O6G6utNkA7Z2PY4GdXszndsaYJcDeE1wyGnjTOCwHOohIinfSnRx/Kyydge0/eV7m/LNjXmOMaQJqgI5eSed+rrT3p36N4zceX9Zqm0VkAJBqjPnYm8E8yJXPcy+gl4gsFZHlzjOPfJkrbX4YmCAiZcBc4DbvRLPmZL/frfG33Y2P1fM4etmbK9f4CpfbIiITcBwDPdSjiTzvhG0WkSDgaWCStwJ5gSuf5xAcw2HDcPRKvxKRfsaYag9n8xRX2jweeN0Y85SInAu85Wxzi+fjWeEzP7v8rcdSBqT+5HkX/n/3+Mg1IhKCowt9ou5nW+ZKexGREcADwJXGmAYvZfOU1tocA/QDFovINhxj0XN8fALf1a/rj4wxjcaYrUARjkLjq1xp86+BmQDGmGVABI49tfyVS9/vbYG/FZZVQIaIdBORMByT83OOumYOcIPz8VhgoXHOjPmgVtvrHBZ6GUdR8fVxd2ilzcaYGmNMgjEm3RiTjmNe6UpjzGo7cd3Cla/r2TgWaiAiCTiGxrZ4NaV7udLmUmA4gIj0wVFYKr2a0rvmANc7V4flAjXGmHLboY7Fr4bCjDFNIvJ7YB6OVSXTjTHrROQ/gdXGmDnAqzi6zMU4eirj7CU+PS6290kgGpjlXKNQaoy50lro0+Rim/2Ki22eB1wsIt8DzcC9xpgqe6lPj4ttvhuYJiJ34hgSmuTDvyQiIu/iGMpMcM4b/QUIBTDGvIRjHmkUUAwcBG60k7R1eue9Ukopt/K3oTCllFKWaWFRSinlVlpYlFJKuZUWFqWUUm6lhUUppZRbaWFRSinlVlpYlFJKuZUWFqWUUm71L6h2QcRrFjbFAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f171f56ef28>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "a = 1e6\n",
-    "q_0 = 1\n",
-    "p_spec = lambda q: a/((q/q_0)**4 + 1)\n",
-    "\n",
-    "bcs = bayesian_causal_model.bayesian_causal_sampling.BayesianCausalSampler(\n",
-    "    power_spectrum_beta=p_spec,\n",
-    "    power_spectrum_f=p_spec,\n",
-    "    noise_var=0.1)\n",
-    "\n",
-    "x = np.linspace(0, 1, bcs.N_bins)\n",
-    "fig, (ax1, ax2) = plt.subplots(2, 1)\n",
-    "ax1.plot(x, bcs.p_x_val, label=r'$p(x) \\propto e^{\\beta(x)}$')\n",
-    "ax1.legend(loc=2)\n",
-    "ax1_2 = ax1.twinx()\n",
-    "ax1_2.plot(x, np.array(bcs.beta.val), c='orange', label=r'$\\beta(x)$')\n",
-    "ax1_2.legend(loc=1)\n",
-    "ax2.plot(x, bcs.f_val, label='f(x)')\n",
-    "ax2.legend()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### sample and plot $x$ and $y$\n",
-    "we draw the $x$ samples from $p(x) = e^{\\beta(x)}$ and the $y$ samples according to\n",
-    "\n",
-    "$y = f(x) + n$\n",
-    "\n",
-    "where we sample each $n$:\n",
-    "\n",
-    "$n\\hookleftarrow \\mathcal{G}(n, \\sigma_n)$\n",
-    "\n",
-    "and we choose:\n",
-    "\n",
-    "$\\sigma_n = 0.1$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f171da55550>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f171da30da0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# take 1000 samples\n",
-    "x, y = bcs.get_samples(1000)\n",
-    "# scale both data samples to [0, 1] range\n",
-    "scaler = MinMaxScaler(feature_range=(0.25, 0.75))\n",
-    "#scaler = StandardScaler()\n",
-    "x, y = scaler.fit_transform(np.array((x, y)).T).T\n",
-    "fig, ax= plt.subplots(1)\n",
-    "ax.scatter(x, y, s=1)\n",
-    "ax.set_title('scatterplot')\n",
-    "plot = sns.jointplot(x, y, kind=\"kde\")\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Inference\n",
-    "Now we want to test our inference model. The desired result is of course $X\\rightarrow Y$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
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-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "minimization: Iteration #683 energy=-1.352801E+03 gradnorm=1.32E+02 clvl=2\n",
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-     ]
-    },
-    {
-     "ename": "NameError",
-     "evalue": "name 'probe_operator' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-9-1729ffbf9e51>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0mreload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlogging\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0mlogging\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbasicConfig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'example.log'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlogging\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDEBUG\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0mbcm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_evidence\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     19\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/causality/bayesian_causal_model/cause_model_shallow.py\u001b[0m in \u001b[0;36mget_evidence\u001b[0;34m(self, direction, infer_power_spectrum_beta, infer_power_spectrum_f, infer_noise_variance, grid_size, callback, verbosity)\u001b[0m\n\u001b[1;32m    100\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mverbosity\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    101\u001b[0m             \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'probing the curvature'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 102\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDB_matrix\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mprobe_operator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDB\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    103\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    104\u001b[0m         \u001b[0;31m# (1/2)*ln(det(D))\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'probe_operator' is not defined"
-     ]
-    }
-   ],
-   "source": [
-    "reload(bayesian_causal_model.bayesian_causal_model)\n",
-    "reload(bayesian_causal_model.cause_model_shallow)\n",
-    "\n",
-    "%pdb 0\n",
-    "bcm = bayesian_causal_model.cause_model_shallow.BayesianCausalModelShallow(\n",
-    "    noise_var=0.1,\n",
-    "    N_pix=256,\n",
-    "    rho=1,\n",
-    "    power_spectrum_beta=lambda q:2/((q/q_0)**4 + 1),\n",
-    "    power_spectrum_f=lambda q:2/((q/q_0)**4 + 1),\n",
-    "    minimization='nifty_vl_bfgs',\n",
-    "    controller=nifty.GradientNormController(tol_rel_gradnorm=1e-3, convergence_level=8, name='minimization')\n",
-    "    )\n",
-    "\n",
-    "bcm.set_data(x,y)\n",
-    "reload(logging)\n",
-    "logging.basicConfig(filename='example.log', level=logging.DEBUG)\n",
-    "bcm.get_evidence()\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### investigate the inference process\n",
-    "We want to see the result of the minimization process for $\\gamma[\\beta]$, that is $\\beta_0$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f171d73aac8>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f171d6e5550>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#bcm.get_evidence(x, y, verbosity=1)\n",
-    "fig = plt.figure(figsize=(10, 10))\n",
-    "ax1, ax2 = fig.subplots(2, 1)\n",
-    "ax1.bar(range(len(bcm.k_x)), bcm.k_x.tolist())# + np.zeros(128).tolist(), label=r'$k$')\n",
-    "ax1.legend()\n",
-    "ax2.plot(np.exp(bcm.beta_0.val), label=r'$e^{\\beta_0}$')\n",
-    "ax2_1 = ax2.twinx()\n",
-    "ax2.legend(loc=2)\n",
-    "ax2_1.plot(np.array(bcm.beta_0.val), c='orange', label=r'$\\beta_0$')\n",
-    "ax2_1.legend(loc=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "TypeError",
-     "evalue": "get_evidence() got an unexpected keyword argument 'infer_power_spectrum_beta'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-19-475cc3ff0a9c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mbcm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_evidence\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minfer_noise\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minfer_power_spectrum_beta\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minfer_power_spectrum_f\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m: get_evidence() got an unexpected keyword argument 'infer_power_spectrum_beta'"
-     ]
-    }
-   ],
-   "source": [
-    "bcm.get_evidence(infer_noise=0, infer_power_spectrum_beta=1, infer_power_spectrum_f=0)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### plot the curvature matrix $D$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f47ab1c97f0>"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f47d00a5240>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "D = bayesian_causal_model.bayesian_causal_model.DBOperator(\n",
-    "    domain=bcm.s_space, beta=bcm.beta_0, k=bcm.k_x, grid=bcm.grid, rho=1e4, power_spectrum=bcm.power_spectrum_beta)\n",
-    "d1= bayesian_causal_model.bayesian_causal_model.probe_operator()\n",
-    "d2 = bayesian_causal_model.bayesian_causal_model.probe_operator(DB.rho_e_beta_diag)\n",
-    "plt.matshow(d2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    " ### do a deeper inference, including power spectra"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Automatic pdb calling has been turned OFF\n"
-     ]
-    },
-    {
-     "ename": "TypeError",
-     "evalue": "__init__() missing 2 required positional arguments: 'x' and 'y'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-20-07f1e3d8f42e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0mreload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlogging\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0mlogging\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbasicConfig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'example.log'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlogging\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDEBUG\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0mbcm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_evidence\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     19\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/causality/bayesian_causal_model/cause_model_deep.py\u001b[0m in \u001b[0;36mget_evidence\u001b[0;34m(self, direction, infer_power_spectrum_beta, infer_power_spectrum_f, infer_noise_variance, grid_size, callback, verbosity)\u001b[0m\n\u001b[1;32m     85\u001b[0m                 \u001b[0msigma_beta\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msigma_beta\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     86\u001b[0m                 \u001b[0mgrid\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrid\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 87\u001b[0;31m                 \u001b[0mrho\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrho\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     88\u001b[0m                 )\n\u001b[1;32m     89\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mTypeError\u001b[0m: __init__() missing 2 required positional arguments: 'x' and 'y'"
-     ]
-    }
-   ],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/notebooks/Display 3rd party Benchmark Results.ipynb b/notebooks/Display 3rd party Benchmark Results.ipynb
deleted file mode 100644
index fa2132d..0000000
--- a/notebooks/Display 3rd party Benchmark Results.ipynb	
+++ /dev/null
@@ -1,97 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from PIL import Image"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<PIL.EpsImagePlugin.EpsImageFile image mode=RGB size=471x193 at 0x7FF4CB8379E8>"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "Image.open('../mooij_code/code/experiments/plots_article/ANM_all_N=Inf_FITC=100_lbfgsb_bcs_16bins_p.eps')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<PIL.EpsImagePlugin.EpsImageFile image mode=RGB size=471x193 at 0x7FF4CB8451D0>"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "Image.open('../Mooij16//code/experiments/plots_article/ANM_all_N=Inf_FITC=100_lbfgsb_bcs_8bins_p.eps')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<PIL.EpsImagePlugin.EpsImageFile image mode=RGB size=471x193 at 0x7FF4CB845780>"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "Image.open('../Mooij16//code/experiments/plots_article/ANM_all_N=Inf_FITC=100_lbfgsb_bcs_10samples_p.eps')"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/notebooks/Misc.ipynb b/notebooks/Misc.ipynb
deleted file mode 100644
index 3c8534e..0000000
--- a/notebooks/Misc.ipynb
+++ /dev/null
@@ -1,251 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import matlab.engine\n",
-    "import matplotlib.pyplot as plt\n",
-    "import sys\n",
-    "sys.path.append('..')\n",
-    "from benchmark_utils import get_pair"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "(x, y ), td, weight = get_pair(97, 'tcep')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x7fc0a07298d0>"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.scatter(x, y)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(282,)"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import numpy as np\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "(x, y), true_direction, weight = get_pair(97, 'tcep')\n",
-    "x = np.hstack((x,x,x,x))\n",
-    "y = np.hstack((y,y,y,y))\n",
-    "\n",
-    "x_ = matlab.double(y.tolist())\n",
-    "y_ = matlab.double(x.tolist())\n",
-    "d = eng.vertcat(x_, y_)\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "eng = matlab.engine.start_matlab()\n",
-    "eng.addpath('/afs/mpa/home/maxk/bayesian_causal_inference/comparison_methods/LiNGAM/lingam-1.4.2/code/')\n",
-    "eng.addpath('/afs/mpa/home/maxk/bayesian_causal_inference/comparison_methods/LiNGAM/lingam-1.4.2/FastICA_23//')\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "ename": "MatlabExecutionError",
-     "evalue": "Invalid format.\n",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mMatlabExecutionError\u001b[0m                      Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-43-94f3cb0c015c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0meng\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvertcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmatlab\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdouble\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmatlab\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdouble\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0meng\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msprintf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m~/.local/lib/python3.6/site-packages/matlab/engine/matlabengine.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     76\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     77\u001b[0m             return FutureResult(self._engine(), future, nargs, _stdout,\n\u001b[0;32m---> 78\u001b[0;31m                                 _stderr, feval=True).result()\n\u001b[0m\u001b[1;32m     79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     80\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__validate_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.local/lib/python3.6/site-packages/matlab/engine/futureresult.py\u001b[0m in \u001b[0;36mresult\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m     66\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpythonengine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetMessage\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'TimeoutCannotBeNegative'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     67\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 68\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__future\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     69\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     70\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mcancel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.local/lib/python3.6/site-packages/matlab/engine/fevalfuture.py\u001b[0m in \u001b[0;36mresult\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m     80\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mTimeoutError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpythonengine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetMessage\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'MatlabFunctionTimeout'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     81\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 82\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpythonengine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetFEvalResult\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_future\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_nargout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_out\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_err\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     83\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_retrieved\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     84\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_result\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mMatlabExecutionError\u001b[0m: Invalid format.\n"
-     ]
-    }
-   ],
-   "source": [
-    "a = [1,0]\n",
-    "b = [0,1]\n",
-    "m = eng.vertcat(matlab.double(a), matlab.double(b))\n",
-    "\n",
-    "eng.fprintf(m,)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "eng.local_config(nargout=0)\n",
-    "result = eng.cep_anm(x_t, y_t, methodpars)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "TypeError",
-     "evalue": "Required argument 'raw' (pos 1) not found",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-41-b7a17623dad1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mio\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mBufferedReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m: Required argument 'raw' (pos 1) not found"
-     ]
-    }
-   ],
-   "source": [
-    "import io\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "methodpars = eng.struct()\n",
-    "#methodpars['nrperm'] = 0\n",
-    "#methodpars['FITC'] =  eng.char(0\n",
-    "#methodpars['splitdata'] = eng.char(0)\n",
-    "#methodpars['evaluation'] = eng.char('pHSIC')\n",
-    "#methodpars['bandwidths'] = [0, 0]\n",
-    "#methodpars['meanf'] = eng.char('meanAffine')\n",
-    "#methodpars['minimize'] = eng.char('minimize_lbfgsb')\n",
-    "#methodpars['entest'] = eng.char('')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'nrperms': 100}"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 69,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "MatlabExecutionError",
-     "evalue": "\n  File /afs/mpa/home/maxk/causality/comparison_methods/Mooij16/code/cep/././cep_anm.m, line 89, in cep_anm\nNot enough input arguments.\n",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mMatlabExecutionError\u001b[0m                      Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-69-a30ef53eb072>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0meng\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'dir >output.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0meng\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msprintf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'abc'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0meng\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevalc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cep_anm'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m~/.local/lib/python3.6/site-packages/matlab/engine/matlabengine.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     76\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     77\u001b[0m             return FutureResult(self._engine(), future, nargs, _stdout,\n\u001b[0;32m---> 78\u001b[0;31m                                 _stderr, feval=True).result()\n\u001b[0m\u001b[1;32m     79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     80\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__validate_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.local/lib/python3.6/site-packages/matlab/engine/futureresult.py\u001b[0m in \u001b[0;36mresult\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m     66\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpythonengine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetMessage\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'TimeoutCannotBeNegative'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     67\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 68\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__future\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     69\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     70\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mcancel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.local/lib/python3.6/site-packages/matlab/engine/fevalfuture.py\u001b[0m in \u001b[0;36mresult\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m     80\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mTimeoutError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpythonengine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetMessage\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'MatlabFunctionTimeout'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     81\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 82\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpythonengine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetFEvalResult\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_future\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_nargout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_out\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_err\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     83\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_retrieved\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     84\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_result\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mMatlabExecutionError\u001b[0m: \n  File /afs/mpa/home/maxk/causality/comparison_methods/Mooij16/code/cep/././cep_anm.m, line 89, in cep_anm\nNot enough input arguments.\n"
-     ]
-    }
-   ],
-   "source": [
-    "eng.system('dir 1 > NUL 2 > NUL')\n",
-    "eng.system('dir >output.txt')\n",
-    "eng.sprintf('abc')\n",
-    "eng.evalc('cep_anm')"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/notebooks/ShallowModelAnalysis.ipynb b/notebooks/ShallowModelAnalysis.ipynb
deleted file mode 100644
index 3236e36..0000000
--- a/notebooks/ShallowModelAnalysis.ipynb
+++ /dev/null
@@ -1,1161 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/afs/mpa/data/maxk/miniconda3/envs/causality/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
-      "  return f(*args, **kwds)\n",
-      "/afs/mpa/data/maxk/miniconda3/envs/causality/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
-      "  return f(*args, **kwds)\n",
-      "/afs/mpa/data/maxk/miniconda3/envs/causality/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
-      "  return f(*args, **kwds)\n"
-     ]
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "from importlib import reload\n",
-    "\n",
-    "import sys\n",
-    "sys.path.append('..')\n",
-    "sys.path.append('../GlobalNewton')\n",
-    "from IPython.display import Math\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "import pprint\n",
-    "import seaborn as sns\n",
-    "import re\n",
-    "import nifty5\n",
-    "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
-    "%matplotlib inline\n",
-    "import seaborn as sns\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "import bayesian_causal_model.bayesian_causal_sampling\n",
-    "import bayesian_causal_model.cause_model_shallow_nifty\n",
-    "import bayesian_causal_model.cause_model_shallow_numpy\n",
-    "\n",
-    "#import bayesian_causal_model.effect_model_shallow\n",
-    "reload(bayesian_causal_model.bayesian_causal_model)\n",
-    "import global_newton\n",
-    "from benchmark_utils import get_pair\n",
-    "\n",
-    "np.random.seed(23)\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Load and display a (difficult) case from the \"Real World\"- Cause-Effect-Pairs Benchmark\n",
-    "##### $x,y$ correspond to altitude and sunshine, respectively"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/afs/mpa/home/maxk/source/NIFTy/.eggs/scipy-1.1.0-py3.6-linux-x86_64.egg/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
-      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x432 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "\n",
-    "(x, y), direction = get_pair(3, 'tcep')\n",
-    "print(direction)\n",
-    "# scale both data samples to [0.25, 0.75] range\n",
-    "scaler = MinMaxScaler(feature_range=(0, 1))\n",
-    "#scaler = StandardScaler()\n",
-    "x, y = scaler.fit_transform(np.array((x, y)).T).T\n",
-    "fig, ax= plt.subplots(1)\n",
-    "ax.scatter(x, y, s=1)\n",
-    "ax.set_title('scatterplot')\n",
-    "plot = sns.jointplot(x, y, kind=\"kde\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Do inference with given Power Spectra $P_f$, $P_\\beta$:\n",
-    "$P_f(q) = \\frac{a_f}{(q/q_{0,f})^4+1}$\n",
-    "\n",
-    "$P_\\beta(q) = \\frac{a_\\beta}{(q/q_{0,\\beta})^4+1}$\n",
-    "\n",
-    "first, choose \n",
-    " \n",
-    " $a_f = a_\\beta = 1e6$ \n",
-    " \n",
-    " $q_{0,\\beta} = q_{0,f} = 1$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Evidence Hamiltonian for direction X->Y:  2665.074740389504\n",
-      "Contribution of terms:\n",
-      "ln(prod(k_j!))                : 156.43\n",
-      "1/2 ln(det(curvature_gamma_beta)): 2734.36\n",
-      "-k^dagger.beta_0              : -262.78\n",
-      "rho(One.e^beta_0)             : 349.63\n",
-      "1/2 beta_0.(B^-1).beta_0      : 17.46\n",
-      "1/2 y.((F_tilde + N)^-1).y    : 44.44\n",
-      "1/2 ln(det(F_tilde + N))      : -374.48\n",
-      "\n",
-      "Evidence Hamiltonian for direction Y->X: 2770.970393418646\n",
-      "ln(prod(k_j!))                : 40.91\n",
-      "1/2 ln(det(curvature_gamma_beta)): 2738.58\n",
-      "-k^dagger.beta_0              : -15.51\n",
-      "rho(One.e^beta_0)             : 349.28\n",
-      "1/2 beta_0.(B^-1).beta_0      : 3.48\n",
-      "1/2 y.((F_tilde + N)^-1).y    : 18.61\n",
-      "1/2 ln(det(F_tilde + N))      : -364.38\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f446da21278>"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x504 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "power_spectrum_beta = lambda q: 1e6/((q/1e0)**4+1)\n",
-    "power_spectrum_f = lambda q: 1e6/((q/1e0)**4 + 1)\n",
-    "\n",
-    "bcm = bayesian_causal_model.cause_model_shallow_numpy.CausalModelShallow(\n",
-    "    N_pix=512,\n",
-    "    power_spectrum_beta=power_spectrum_beta,\n",
-    "    power_spectrum_f=power_spectrum_f,\n",
-    "    rho = 1e-0,\n",
-    "    noise_var=1e-1,\n",
-    ")\n",
-    "\n",
-    "bcm.set_data(x, y)\n",
-    "evidence = bcm.get_evidence(direction=1, return_terms=1)\n",
-    "print('Evidence Hamiltonian for direction X->Y: ', evidence[0])\n",
-    "print('Contribution of terms:')\n",
-    "print(('{:<30}: {:.2f}\\n'*7).format(*[t for term in evidence[1] for t in term ]))\n",
-    "beta0_x_to_y = bcm.minimization_result.x\n",
-    "\n",
-    "evidence = bcm.get_evidence(direction=-1, return_terms=1)\n",
-    "print('Evidence Hamiltonian for direction Y->X:', evidence[0])\n",
-    "print(('{:<30}: {:.2f}\\n'*7).format(*[t for term in evidence[1] for t in term ]))\n",
-    "beta0_y_to_x = bcm.minimization_result.x\n",
-    "\n",
-    "fig = plt.figure(figsize=(15,7))\n",
-    "ax1, ax2  = fig.subplots(1, 2)\n",
-    "ax1_ = ax1.twinx()\n",
-    "ax1.ticklabel_format(axis='both', style='sci')\n",
-    "ax1.plot(beta0_x_to_y, label=r'$\\beta_{min}$', c='orange')\n",
-    "ax1_.bar(np.arange(bcm.N_pix), bcm.k_x, label=r'$k_x$')\n",
-    "ax1.legend(loc=2)\n",
-    "ax1_.legend(loc=0)\n",
-    "\n",
-    "ax2.plot(beta0_y_to_x, np.arange(bcm.N_pix, 0, -1), c='orange', label=r'$\\beta_{min}$')\n",
-    "ax2_ = ax2.twiny()\n",
-    "ax2_.barh(np.arange(bcm.N_pix, 0, -1), bcm.k_y, label=r'$k_y$')\n",
-    "ax2.legend(loc=0)\n",
-    "ax2_.legend(loc=4)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Vary scale parameters and amplitudes:\n",
-    " \n",
-    " $a_f = 1 = a_\\beta = 1$ \n",
-    " \n",
-    " $q_{0,\\beta} = q_{0,f} = 10$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Evidence Hamiltonian for direction X->Y:  4807.304256313209\n",
-      "Contribution of terms:\n",
-      "ln(prod(k_j!))                : 156.43\n",
-      "1/2 ln(det(curvature_gamma_beta)): 3937.88\n",
-      "-k^dagger.beta_0              : -1.16\n",
-      "rho(One.e^beta_0)             : 511.68\n",
-      "1/2 beta_0.(B^-1).beta_0      : 0.74\n",
-      "1/2 y.((F_tilde + N)^-1).y    : 603.39\n",
-      "1/2 ln(det(F_tilde + N))      : -401.66\n",
-      "\n",
-      "Evidence Hamiltonian for direction Y->X: 4133.300696847823\n",
-      "ln(prod(k_j!))                : 40.91\n",
-      "1/2 ln(det(curvature_gamma_beta)): 3937.88\n",
-      "-k^dagger.beta_0              : -0.13\n",
-      "rho(One.e^beta_0)             : 511.68\n",
-      "1/2 beta_0.(B^-1).beta_0      : 0.23\n",
-      "1/2 y.((F_tilde + N)^-1).y    : 44.39\n",
-      "1/2 ln(det(F_tilde + N))      : -401.65\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f4468e455c0>"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x504 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "power_spectrum_beta = lambda q: 1/((q/1e1)**4+1)\n",
-    "power_spectrum_f = lambda q: 1/((q/1e1)**4 + 1)\n",
-    "\n",
-    "bcm = bayesian_causal_model.cause_model_shallow_numpy.CausalModelShallow(\n",
-    "    N_pix=512,\n",
-    "    power_spectrum_beta=power_spectrum_beta,\n",
-    "    power_spectrum_f=power_spectrum_f,\n",
-    "    rho = 1e-0,\n",
-    "    noise_var=1e-1,\n",
-    ")\n",
-    "\n",
-    "bcm.set_data(x, y)\n",
-    "evidence = bcm.get_evidence(direction=1, return_terms=1)\n",
-    "print('Evidence Hamiltonian for direction X->Y: ', evidence[0])\n",
-    "print('Contribution of terms:')\n",
-    "print(('{:<30}: {:.2f}\\n'*7).format(*[t for term in evidence[1] for t in term ]))\n",
-    "beta0_x_to_y = bcm.minimization_result.x\n",
-    "\n",
-    "evidence = bcm.get_evidence(direction=-1, return_terms=1)\n",
-    "print('Evidence Hamiltonian for direction Y->X:', evidence[0])\n",
-    "print(('{:<30}: {:.2f}\\n'*7).format(*[t for term in evidence[1] for t in term ]))\n",
-    "beta0_y_to_x = bcm.minimization_result.x\n",
-    "\n",
-    "fig = plt.figure(figsize=(15,7))\n",
-    "ax1, ax2  = fig.subplots(1, 2)\n",
-    "ax1_ = ax1.twinx()\n",
-    "ax1.ticklabel_format(axis='both', style='sci')\n",
-    "ax1.plot(beta0_x_to_y, label=r'$\\beta_{min}$', c='orange')\n",
-    "ax1_.bar(np.arange(bcm.N_pix), bcm.k_x, label=r'$k_x$')\n",
-    "ax1.legend(loc=2)\n",
-    "ax1_.legend(loc=0)\n",
-    "\n",
-    "ax2.plot(beta0_y_to_x, np.arange(bcm.N_pix, 0, -1), c='orange', label=r'$\\beta_{min}$')\n",
-    "ax2_ = ax2.twiny()\n",
-    "ax2_.barh(np.arange(bcm.N_pix, 0, -1), bcm.k_y, label=r'$k_y$')\n",
-    "ax2.legend(loc=0)\n",
-    "ax2_.legend(loc=4)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### above, in both cases the inferred direction would be $Y->X$ (wrong)\n",
-    "### take another sample\n",
-    "##### x,y: weight and fuel consumption (in distance per fuel volume) of cars; ground truth: X->Y"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f86ef953320>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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D26SlJFGWn0lZYRblBZmUF2YxLTeDyTnpTMlJZ3JOOnmZqUE4n+x7AbHEt4DafrTJ9vZZ+qzlH3/C8Md6raWv7x/fb+/upb2rj7auHjq6e2nt6qWhrYvali7qWvs/alo6aeroGXqd5CTD1Jx0ZhdnM39qDgum5TCzMCsIv6giEoamjm4O1/eHVVVzB1XNnVQPfLR09pywfWqyITcjldzMVHIyUsjNePOf2ekppKcmkZacRHpqMunJSaSlJJGe0v9ncpIhyRiSkwzGMPR5kgFjDMmm//vGMLSNGZFHC6bl6MDjgm8BNeuWv4T9wslJhvzMVPKGf2SlMj0/k7KC/o9puRlaekUkwbR29lDX2kXtwH9c6wf+bO7sobWzh7bOHlo6e2nr6qGls/+jo7sv4nUd+NYlCigXfAsoY8wjQHGUX7YYqInya4YqlmqF2Ko3lmqF2Ko3lmqF6NdbY61dG8XXi2l+noOKOmPMRmtthd91OBFLtUJs1RtLtUJs1RtLtULs1ZtoNPYlIiKBpIASEZFASrSAutPvAlyIpVohtuqNpVohtuqNpVoh9upNKAl1DkpERGJHonVQIiISIxRQIiISSAooEREJJAWUiIgEkgJKREQCKcWvFz737Rfa+/7wF79eXkQk6qZNSnG8Fl/mnNW2be/GeF3Y2tEP5VsHVVcbS8t1iYhEV197E4l+FZCG+EREAirB80kBJSISVIm+kIICSkQkoBI7nnycJCEC0NvTTXPNUXq6Okn4AXeJD8aQkpZOTnEJySmpYe0q0f9JKKDEV801R8nPzaWwsDBeZytJgrHWUldXS0PNUfKnzQhvXwneQ2mIT3zV09WpcJK4YoyhsLCof1QgTIneQSmgxF/WKpwk7hhjlC4eUECJiEggKaBEEpS1ls9+5lMsWjCfVSuXs+mVV0bd7v7772PlimWsWrmcd1x8ETU1/RfZf/XWf2XVyuVUrF7JxWsv5MiRI9Esf8jBgwe5eO2FLF2ymGVLT+bAgQOunv/Rj3yY0pKprFi+9E2P19XVcdGFF7B44UlcdOEF1NfXA3Dvvb9h1crlrFq5nLecdSZbtmzx6kc5QaI3YQookQjo6emJyH57e3s929cjDz/Mnt172LZjF3fc8VNu/OdPnLBNT08PN332Mzz2t8d5ZdMWlixdyk9u/zEAN33+Zl7ZtIWNL2/i4ksu4ZvfuM2z2tz48LUf4nM3fZ7XXt/Gc8+/wJQpU1w9/4MfvJY//+XhEx7/zre/xbnnnce2Hbs497zz+M63vwXA7Fmz+fvj63ll0xa+9OWv8ImPf8yTn2M0miQhksAOHDjAkpMX8eHrrmXVyuW89z1X0tbWBsArL7/M2849h1PXVHDJRWs5evQoAL/4+c84/bQ1rF61gvdcecXQ9td/+DpuvulzvP1t5/GlW77IU08+ScXqlVSsXskpFatobm7GWsstX7iZFcuXsnLFMh544LcAPLl+Peefdy7vfc+VLDl5ER/8wPuHLtKcP3c23/j6bZzzlrP5/e9/59nP/qc//ZH3feADGGM49bTTaGhsGPoZB1lrsdbS2tqKtZbm5iamT58OQG5u7tB2ra2tQ+cSX964kY/d8BFX73Wotm3bRk9PD+e//e0ATJo0iaysLGDsv7+Rzn7LWygoLDzh8T/96UE+8MEPAfCBD36IBx/8IwCnn3EGBQUFAJx62mkcPlwZ1s8wnr7EzicFlMiunTv5yEc+yiubtpCbm8N/3fETuru7+cynP8X9D/yOF17cyIeuu45b//XLAFx2+bt4fsOLvPzKZhYuXMhdv/zF0L52797NI399jO987/v84Aff50c/+jEbX97EE+ufIjMzkz/84X/YsmULL7+ymUcefYx/+eIXhg6cmzdv4vs/+CGvvraV/fv28dyzzw7tNyMjg/VPPc1733vVm2q/997fDIXg8I/3vufKCX/uI4ePUF5WPvR1WWkZRw4fftM2qamp/OftP2HVimXMLC9l+7btXPfh64e+/69f+TJzZs3gvvvu5atf6++gVldU8NM7f+74vR7p+9/77qg/02c/86kTtt29exf5+flcecW7OaViFbd84WZ6e3vH/ftzqur4cUpKSgAoKSmhuqrqhG3u+uUvuHDtWlf7daO3N7ETStdBScIrLy/njDPPBOCaa97Pj3/8n1xw4Vq2bn2di9ZeAPQPrZVM6z9YbX39db5667/S0NhAa0sLb7/ggqF9veuKK0hOTgbgjDPO4ObP38TV11zDZZe/i7KyMp575hnee9VVJCcnM3XqVM5+y1vZuPElcnNyOeWUNZSVlQGwfMVyDrxxgDPPOguAK9/z3lFrv+aa93HNNe8L6ecebRmdkTMqu7u7ufO//osXN77CnDlz+MynP8m3v/XvfOnLXwHg69/4Jl//xjf59rf+nZ/c/mO++rV/G/c1R3uvP3fT59+0zU2fv5mbPn+zo5+hp6eHZ555mhc3vsKMGTO45uqr+PXdv+KUNaeO+ffnlfVPPMFdd/2S9U8+7el+h+vp64vYvmOBAkoS3siDsjEGay2LF5/M088+d8L2H7n+On73339g+fLl/PruX/Hkk08OfS87O3vo8y988RYuuvgSHnn4Ic4+83QefvSxcc8ppKenD32enJxM77DzWMP3O9y99/6GH3z/eyc8PnfuPH77wJuHA+/4ye384hf9nc2Df/oLpWWlHKo8NPT9ysOVlAwM3w3asnnzwP7mAnDFFe/hu9/59gmvd9XV13DpundMGFCjvdcjff973+W+++494fGzzz6bH/7Hj970WFlpGStWrGTOnDkArLv0Ul58YQMVp6wZ9e/v0KFDXH7ZOgBuuOFj3PCxj49Z65SpUzl69CglJSUcPXqUycPObb366qt8/GMf5cE/P0RRUdG4P3M4ehJ8jE9DfJLwDh48yIbnnwfgt7+9jzPPPJMFCxZQU1M99Hh3dzdbt24FoLm5mZKSErq7u7nv3hMPpIP27t3L0qVLufkLX2TV6gp27tzBWWe/hd898AC9vb1UV1fzzNNPccopa0Ku/Zpr3sfGlzed8DEynAD+6RP/PPT96dOn8453rOM399yDtZYXNmwgLzdvaEhr0PTSUrZv30Z1dTUAf/vbYyxcuBDoH84c9Oc/PciCBf2Pv/Tii1x37YdGrXe093qkmz5/86g/08hwAqg45RTqG+qH6lv/xBMsWrR4zL+/8vLyof2NF04A73zHO7nn13cDcM+v7+ad71w39DO898p3c9evfs1JJ5007j7C1d2rDkokoS1ctIh77rmbT3zi48ybN5+PffyfSEtL477f/o7PfebTNDY10tPTw6c+9WlOPvlkvvZvt3HWGacxY8ZMlixdQnNzy6j7/c8f/Qfr168nOTmZRYsWs3btRaSlpfHC88+zetUKjDH8n299m2nTprFzx44o/9Rw0cUX88gjD7FowXwys7L4+c9/OfS9itUrh4LsK/96K+ed+1ZSU1OZMWMmv/jlXQB8+Uv/wq5dO0lKSmLGjJnc/pM7ADh46CCZmRmjvuZo73U4kpOT+fa3v8uFF5yPtZZVq1Zz/Uc+Ou7f30jvf981PPXkempqapg9s5xbv/o1rvvw9dz8xVu45qr38qu7fkl5+Qzu++0DAHzzG7dRW1vLJz/5zwCkpKSw4YWXwvo5xtKb4B2U8Ws59+WrVttHn3rBl9eW4Kh5YxcLFi7y7fUPHDjAZZe+k81bXvOthnhzyxdu5pr3f4Bly5a96fFEe6937thO8cw3d1hu7qibXjLfbt2yiXlTJnleWwA4eh/UQYmIp771ne/6XULcSPQOytE5KGPMWmPMTmPMHmPMLaN8f4Yx5gljzCZjzKvGmIu9L1XEe7NmzUqY/9H7Te+1e4l+DmrCgDLGJAO3AxcBi4GrjTGLR2z2FeABa+1K4CrgxIsbREYzMGNOJJ5Ya8GDRZA1i29ia4A91tp91tou4H7g0hHbWGDwsvI8wJ9FuSTmpKSlU1dXq5CSuDF4P6iUtPSJN55AT4J3UE7OQZUCh4Z9XQmcOmKbrwF/NcZ8EsgGzh9tR8aYG4AbAErLw7uRl8SHnOISGmqO9i9AqpCSeDDsjrrun/qPY2TatHl0dCugJjJanzrySHI18Ctr7feNMacD9xhjllhr3/TuWmvvBO6E/ll8oRQs8SU5JTXsu46KxIvhx8j0kvm2rSsyiw7HCidDfJVA+bCvyzhxCO964AEAa+3zQAZQ7EWBIiKJqr3bu9XrY5GTgHoJmG+MmW2MSaN/EsSDI7Y5CLwNwBiziP6AqvayUBGRRNPepYAal7W2B7gReBTYTv9sva3GmNuMMesGNrsJ+KgxZgtwH3Ct1VlvEZGwtCV4QDm6UNda+xDw0IjHbh32+TbgxEW1REQkZBriExGRQNIQn4iIBE6SMbR0ahafiIgETHKSoam92+8yfKWAEhEJoCQDDQooEREJmiRjaGjr8rsMXymgREQCKDnJ0NCmDkpERAImOcloiM/vAkRE5ERJxtDY1p3QK/0roEREAig5CXqtpTmBp5oroEREAih54IaHdS2JO1FCASUiEkDJyf2H56rmTp8r8Y8CSkQkgFKS+juoquYOnyvxjwJKRCSAkgcCqlodlIiIBEmyMaQkGQ3xiYhIwBjIy0qlqkkBJSIiAZOfmUp1iwJKREQCJj8rjaomTZIQEZGAyc9M1TkoEREJnvysVOpau+ju7fO7FF8ooEREAio/Kw2A2gRdTUIBJSISUPlZqUDiXqyrgBIRCaiCgQ4qUaeaK6BERAIqP3Owg1JAiYhIgORlaohPREQCKCU5idyMFHVQIiISPP0X6yqgREQkYPIzUxN2NQkFlIhIgOVnJe5qEgooEZEAy89Ko6alk74+63cpUaeAEhEJsIKsVHr6LA3t3X6XEnUKKBGRABtc7igRp5qn+F2AOLP56Oi/nCtKMqJciYhE09ByR02dLJzmczFRpoAKsLFCabRtFFQi8WlouaMEnCihIb6AchJOI7d3+xwRCb5EXk1CARVA4QSNQkokvmSkJpOVlpyQF+sqoALGi4BRSInEl8LsNI41Jt6/awVUgHgZLAopkfiRn5XGsQRcTcJRQBlj1hpjdhpj9hhjbhnl+z80xmwe+NhljGnwvtT4FolAUUiJxIfCrNSE7KAmnMVnjEkGbgfeDlQCLxljHrTWbhvcxlr72WHbfxJYGYFa45aCRETGU5idRnVLJ719luQk43c5UeOkg1oD7LHW7rPWdgH3A5eOs/3VwH1eFJcIIh1OCj+R2FeQnUZvn6W2JbEmSjgJqFLg0LCvKwceO4ExZiYwG3h8jO/fYIzZaIzZWFtT47bWuBOt8FBIicSG4cfI+traoccLB66FSrTzUE4CarR+cqxVC68Cfm+t7R3tm9baO621FdbaiqLiYqc1xiWFhoiMNPwYWVBUNPR4QfZAQCXYeSgnAVUJlA/7ugw4Msa2V6HhvQn5EU4KRJHYNSUnHYCDdW0+VxJdTgLqJWC+MWa2MSaN/hB6cORGxpgFQAHwvLcliogktpyMVHIzUthb3eJ3KVE1YUBZa3uAG4FHge3AA9barcaY24wx64ZtejVwv7U28W5a4oKfnYy6KJHYNT0/kz1ViRVQjhaLtdY+BDw04rFbR3z9Ne/Kik9BCIjNRzu0sKxIDCrJy2RLZWJdYqqVJKIkCOEkIrGrND+TutYu6lu7/C4lahRQURC0cApaPSIysRlFWQC8fqTR50qiRwEVYQoDEfHC3MnZJBnYeKDe71KiRgEVQUEOpyDXJiInykpLYUZhFi+/oYCSBKCQEokt86fm8MrBenr7EmOytAIqQnTwFxGvnTQ1h7auXnYca/K7lKhQQEVALIVTLNUqkugWTcsB4KldibGWqQLKY7F4wI/FmkUSUdGkdOZMzuavW4/5XUpUKKA8FMkD/aaj7Ww62h6x/YtIbKiYWcimQw0cT4CVzR2tJCHRM1EIjfz+ypJMT15XK0yIxIaKmQU8sPEQf912nA+cNtPvciJKHZRHwu2eQu2QBp/nRXeloT6R4CsryKQkL4NHX4//YT4FlAfCObB7OXSnIUCR+GeMYc3sQp7fWxv3w3wKqDCFG05eCzfw1EWJBN85J02h11oeeOnQxBvHMAWUD6Imo6GUAAAgAElEQVQx4UEhJRK/puVlsKQ0l/tfOhTXF+0qoMIQyoE8msNw4QShQkok2M5bMJXDDe08vbva71IiRgEVoqCHkxevq5ASCa5TZhWQm5nCvS8c9LuUiFFARYnfExj8fn0R8VZKchLnnDSFv20/zqG6Nr/LiQgFVAjcdhZBCYdQ6lAXJRJcF548jSRj+NnT+/wuJSIUUBHmVThtPtbB5mPhh4VCSiR+FGancda8Yh7YeIjalk6/y/GcVpJwyc3BOqQwmCCERn5/xTT3qz9sOtruegUKrTQhEkzvWD6dJ3dVc/dzB/jcBQv8LsdT6qACItQOafB5bp+rTkokPpTmZ7J6ZgF3P/8GrZ09fpfjKQWUC5HqnrwYugtlPwopkfiwbvl0Gtu7+X8b3vC7FE8poCLA6YHfq/NK4exTISUS++ZPzWF5WR7/9eTeuOqiFFAOeX1Q9jqYwtm/Qkok9l2xuoz6tm7ufv6A36V4RgHlMScH+0iH0/DXcfpaCimR2DZvSg4rZ+Tz0yf30dzR7Xc5nlBAOeD0QBykcArlNRVSIrHtilVlNLZ3c9ezB/wuxRMKqCjyI5zcvrZCSiR2zZk8iYqZBfzs6X00tsd+F6WA8kgkVovYfrh+3A+3IhmQCimRYLhidRnNHT384pn9fpcSNgXUBLw68DoNBzcBFEpYOakjKEsziYh7M4uyOXV2Ib94Zh8NbV1+lxMWBZQHJjqguwmnULkJqkiFlLookWB496oy2jp7ufOp2F6jTwEVEOGEUyj7UUiJxK/ywixOm1vEXc8diOk1+hRQ4/DiYOskCLwKp+H7c7JPhZRI/Hr3qjI6u2O7i1JAhSnc8zVeh5PbfSukROJTaX4mZ8wt5u7nD1DdHJtdlAIqgiY6+EcynNy8RqRm9ymkRPz1rlWldPX0ccf6vX6XEhIFlE+iEU5evpZuGy8Se0ryMjl7/mR+88IbVDXF3r9FBdQYnBxYxztoj9eVhBIYDQd3nPDhxkSvGcnp5wopEf9ctqKU7t4+fhqD56IUUAE2URi5DSuFlEjimZaXwVnzivnNhjeoao6tf4eOAsoYs9YYs9MYs8cYc8sY27zHGLPNGLPVGHOvt2XGDyfdUygdUjRDSkRiy2UrS+nq7ePOJ2Ori5owoIwxycDtwEXAYuBqY8ziEdvMB/4FONNaezLwmQjUGjPCOci7DaaRz3Xy/HDPSamLEoktJXmZnDmvmP+34Y2YmtHnpINaA+yx1u6z1nYB9wOXjtjmo8Dt1tp6AGttlbdlRle455/GMlEwhBNObvczXi0a6hOJP5cPdFE/ezp2uignAVUKHBr2deXAY8OdBJxkjHnWGLPBGLN2tB0ZY24wxmw0xmysrakJreI45VU4ebU/hZRI9A0/RtbX1nq675K8TM6cW8yvnztATYysLuEkoMwoj9kRX6cA84FzgKuBnxtj8k94krV3WmsrrLUVRcXFbmuNCUE6hzNRSPl5PkohJXKi4cfIgqIiz/c/1EXFyIw+JwFVCZQP+7oMODLKNn+01nZba/cDO+kPLBkwXhh43T252bdf56NEJPpK8jM5fW4xv34+NtbocxJQLwHzjTGzjTFpwFXAgyO2+V/gXABjTDH9Q36xEdEh8PKgHMlwcvoaOh8lkjguX1lKZ08fd8bAuagJA8pa2wPcCDwKbAcesNZuNcbcZoxZN7DZo0CtMWYb8ARws7XW2wHUGBbNVSPGEk4QaqhPJH6U5mdy+pwi7nn+DRrbgn3X3RQnG1lrHwIeGvHYrcM+t8DnBj4SltsDudPQ6DiwedzvZ8xa4fj18mcsHPV72w/Xs6i0wNF+RrPpaDsrSzJDfr6IRM+6FaU8u7eWezYc4Mbzgns2RitJBFjHgc0ThpOb7WD8UNRQn0himFGYxYryfH757AHau3r9LmdMCqgRonWwnKh7cho4I58TyvO8pJASiQ2XLp9OXWsXv3v50MQb+0QBFWGhnH8KN2Qmen4kuygRiQ0LpuUwf+okfvrkPnp6+/wuZ1QKqDgVTkiNR0N9IvHBGMO65dM53NDOX1476nc5o1JAuTTWwddNdzFeOHg5RBfqvnT/KJHEsGpGAWUFmdyxfi/9c92CRQEVINE+fxTUoT6FlEh0JBnDO5ZNZ8exZtbvqva7nBMooCIoCNc/RSr0IjnUJyLRc+bcIgqz0/jlM/v9LuUECqgEMF5IhdpFOaWhPpFgS0lO4m0Lp/D07hr2VDX7Xc6bKKCibKxA8HN6eCQnTIRDISUSHecvmkpqsuHu597wu5Q3UUAliEhNmNBQn0jsy81M5Yy5xfz+5Uoa24Oz/JECKka179/k+jka6hORsVx48jTau3t54KXgXLirgAoAp91N+/5NQx+jfe0Xp0N9CimR4JpdnM2CqTnc++LBwEw5V0DFiIlCyGlIRaqL0vkokdh33sIp7K9p5YX9dX6XAiigoirUyQhOw8fvTsoJnY8SCa5T5xSSlZbMfS8e9LsUQAEVd5yElN9dlIb6RIIpPSWZs+YV89BrR6lv7fK7HAVU0IXSFUWyk1JIicS3ty2aSnev5b9fqfS7FAWU3/y6/inULsoJnY8SiV0zCrOYNzmb/35ZASXjCKcTCreLivS0cwjvfJRCSiRyzpo/me3HmtlxrMnXOhRQCSyc7s3voT4RiZzT5xSRnGT4w6bDvtahgIpjkZwwAf6HlLookcjIzUxleVke/7vpML19/l0TpYCKc5Ec6nNC56NEYtNZ8yZzvKmTDftqfatBASURHepzSuejRIJl9cwCstKSfR3mU0CNsKIkw+8SPBfpLsrvoT5QSIl4LS0liTWzCnnotaO0d/X6UoMCKoryZyw84bGMWSt8qOREE3VRsRBSIuKts+YX09bVy1+3HfPl9RVQLq0syfS7hJCEO2ECgh9S6qJEvLWoJJfiSWn8r0/DfAqoBBJLIRUqhZSId5KM4Yy5xTy1q4bq5s7ov37UXzFOrZgWG+euYiWkdD5KJBjOmldMr7X8+dUjUX9tBVQELSotCOv5mbNXelSJe7EeUiLijfLCLGYWZfHgZgWURIFXi8mGG1JO6HyUiP/OmFvMpkMNHKxti+rrKqBGMdFU83AmSgRlJp/Tob5IdlI6HyUSG86YWwTAg1uiO1lCAZXAvLgLL4S32oSG+kSCr3hSOgun5fCHTYejejt4BZSHRpsoEfTzUNEIKT/PR6mLEvHGGXOL2VvdyvajzVF7TQVUQPh5wa5CSkQmcuqcQpKTDH+M4jCfAmoMkVzyaLTzUH4LQkhFkkJKJDy5GaksK83jT5uP0BelFc4VUCGK1RUlxtO+f1PEr5MKd9KEzkeJ+OfMecUcaezg5YPR+c+mAspjsXgeaqR4DSl1USLhWT2zgLSUJP64OTrDfAoonwRluvlYvJiGHsmQEpHoy0hNZvXMAv786lG6e/si/nqOAsoYs9YYs9MYs8cYc8so37/WGFNtjNk88PER70uNvkheDxULvBjyi9Q5KXVRIv44c24xDW3dPLO7JuKvNWFAGWOSgduBi4DFwNXGmMWjbPpba+2KgY+fe1xnTHE6zOemi/Jz2aNI3zp+NBrqEwmm5WV5TEpPicown5MOag2wx1q7z1rbBdwPXBrZsiRoIhVSfg31KaREQpOSnMQpswp4bPtxOnsieyNDJwFVChwa9nXlwGMjvdsY86ox5vfGmPLRdmSMucEYs9EYs7G2JvLtoRcSfZhvOCdDftEOKc3qk3gy/BhZX1vrdzljqphVSGtnLxv21UX0dZwElBnlsZGT4P8EzLLWLgP+Btw92o6stXdaayustRVFxcXuKo0xQRrm63hj86gfoQonpMai81Eibz5GFhQV+V3OmJZMzyMjJYm/bo3snXadBFQlMLwjKgPetO66tbbWWjt4N6ufAau9KU/CNV4QhRNUoYZUpM5HhUohJeJeWkoSy8vz+eu24xG9aNdJQL0EzDfGzDbGpAFXAQ8O38AYUzLsy3XAdu9K9F+ow3zhXBPlRRflNHxCDSqvQ0pDfSKxo2JWIdXNnWw61BCx15gwoKy1PcCNwKP0B88D1tqtxpjbjDHrBjb7lDFmqzFmC/Ap4NpIFRyPgrL0UShBFc2QmoiG+kSiZ0VZPgYiOt3c0XVQ1tqHrLUnWWvnWmu/OfDYrdbaBwc+/xdr7cnW2uXW2nOttaHff0F85zaovLoB4kQ01CcSHJMyUphZlMWGfZGbzKGVJByK9DBfEK+JchNU44VULHRRoJAScWthSS6bDtZHbLq5AkomFKSQivSCsgopEecWl+TS0dPHq5WNEdm/AspD8dhFDYpkSLmlW8WLBMPCaTkAvBChYT4FlAuRvEdUJGTM9HbxWS9CajRBG+oDhZSIEzkZqZQWZLJFHVRsiOcuCpyH1JjP9+j6qGjcO0ohJTKxsvxMdh+PzG3gFVAuxVoXFQlOQsqroT6/b3CokBIZX2l+Jgfr2iIyUUIBFUV+dFFeD/MNCjekRhOpBWUVUiKRU1qQSZ+F/TWtnu9bARUCLSDbL5zhPq8mTDilkBKJjNL8/uPd7uMtnu9bARUhQToXFakuyomgdFFe2Hy0Q0ElMkJJXv+x7mBdm+f7VkCFSOei+oUz1BfNtfqgv4vyYs0+hZTIP6SlJJGRkkRda5fn+1ZARZC6qOhy2kkppES8lZORSr0CKli87qJiNaSC0kWBQkrED5MyUqhrU0DFHDddVDQEsZOK5lp9wymkRLyRk5GiIb4girUuCiITUpGYdj6eic5HRbuTUlBJItMQXwzzoouKhZAKRygrTHg53KduSiR0Oekp1Ld1e75fBZQHwumiwrnrLsReSIXSRUUjpEBDfiKhyslIoaWzh66ePk/3q4CKErcX7zod6gtXkDqp8S7ejWZI6aJeEXdyMlIAaGj3dphPAeURJ11UEIf6IHZCajxehhRo5QkRN3IyUgGob/V2mE8B5aFYHeqD6IZUqJMlJlrx3ElIRbOb0uQJSRSDHZTXM/kUUFEWyaE+L0IqCN1UqEN94GwKeihBFQ6FlMS7oQ7K42uhFFAei8RQXzRDCkILKrfbT9RFRTqkILrnphRSEs8mpauDSgjhno8C725w6DSoIrZCRZghFbRuSiEl8SovM5UkA1VN3v6OK6AiIJwuaixjnY9yO7MvlLvwDgbVWB+hCvfC3YaDO2Kum1JISTxKTjIUZadRWR/+pRrDKaAiJFpDfWMZq4uC/pDy43bxoXAyqy/WuilNnpB4VJyTroBKFJE8HzUoCCHlpIvyIqQgMkGlbkqkX/GkdA7Ve3tPKAVUBIU71JcoIeVEx4HNEwaVkyE/cBdUTimkJNFNzknneFOHp6tJKKAiLBLno8YSTkj5GVRuzkU57aacBtVEorHwrEJK4sG03Az6LByobfVsnwqogPDqfNR4IRXkbsrrkALnkyi8DKpQh/x0Xkpi3ayibAC2HWnybJ8KqCgI95YcXoUUBLubchtSboJqIl4P+6mbkkRTkp9BarLhtcONnu1TARUl0TwfBeGFFPgXVG6nnjsNKi/PT0WjmxKJNSlJScyfksOGfbWe7VMBFUWxFlLg//kpp/wKKic05CeJ4uTpuWw70kSDR0seKaDiRKghFcSgat+/KeSLeCMRVONx002FQiElsWTx9FwssGFfnSf7U0BFWaS6KAh9tQmnIQXRD6pQeRlUXnVTmkAh8W7e5EmkpyTx/N4aT/angPJBrIcURC+owummwPugGk80uikFlQRZSnISC6fl8MweBVTci0RIeTXkN2gwqCIdVoNB5ffQn9/dFCioJNhWlBewt7qVPVUtYe9LAeWTcKeeQ2ghBc66KbdBBbHRVXkZVOOJ9HR0UFBJMK2ZXQjAo1uPhb0vBZSPvFhlIlIhBe6H/QbFQlflJqjGMlE3Fenp6EOvo6CSACnMTmP+lEk8/PrRsPflKKCMMWuNMTuNMXuMMbeMs90VxhhrjKkIuzIZEs5SSBOFVKS6qUHR7qoicR1VLHRToKCS4DhlViGvH27iUF14i8dOGFDGmGTgduAiYDFwtTFm8Sjb5QCfAl4Iq6IE43SoL9TzUTDxbTqcdlOxEFQQWlg5DaqxBKWbAgWV+M+rYT4nHdQaYI+1dp+1tgu4H7h0lO2+DnwH0L8MlyJ9PgqchVS0giqavA6qaHZTCiqJVVNzM5hZlMXDr0c+oEqBQ8O+rhx4bIgxZiVQbq3983g7MsbcYIzZaIzZWFvjzTTERBLO+ShwdsNDp3foDSeo/Fidwm1XFW43NZ5o3W9q6PUGgkphFXzDj5H1td4tGeSHNbMKeeWN+rBuA+8koMwoj9mhbxqTBPwQuGmiHVlr77TWVlhrK4qKi51XmQC8GOoDZyHlVTcF4QeVH5wGlZNuaixeLpUE3gQVqKsKuuHHyIKiIr/LCcspswqxwGPbj4e8DycBVQmUD/u6DDgy7OscYAmw3hhzADgNeFATJSIn3JAC591UpIPK71t8hHtHXy+G/BRUEo/KCjKZmpvO37dFNqBeAuYbY2YbY9KAq4AHB79prW201hZba2dZa2cBG4B11tqNIVeVoNyci3ISUl50U+A+qNzyezHaoHRToQSVzlNJUBljWFlewLN7a2nv6g1pHxMGlLW2B7gReBTYDjxgrd1qjLnNGLMupFeVMXkZUuBdNwWRPT8VhJDyopsaj9d38B2koJKgWjWzgM6evpCXPnJ0HZS19iFr7UnW2rnW2m8OPHartfbBUbY9R91TsDgNKb+7Kb9DCpx3U2PxYqkkUFBJfFg0LYfM1GQe3xHaMJ9Wkgggr7socBZS4H1Que2m4iGkwFk3Femg0uoU4reU5CSWluWxfmd1SM9XQAWU25ByOtznZ1A5FZSQmiiowjkvNchJSEFoQQVaRkn8t7gkl6ONHVTWu19VQgEVYG4v4HXTTbkJKie87qaCEFIQ+SE/cN5NwT+CKtrDfwopCdWCaTkAbDzg7Hd8OAVUnHGzbl/Qu6l4CSlw3k05DSoILax0mw+JthkFWaQlJ/H64UbXz1VABVwoyyC5DSk/gipRQ8pNUIUSVk6FG1QiTiUlGUoLMtlxrNn9cyNQj3gs1JAKQlCNx+mQXzyFFDgPKoh8VxXObehFnCoryGTXcQVU3Ap1QVm3t+rwOqi86qb8WL8vVF7eZn5QpLuqUIJKQ37i1ORJ6dS0dNLT2+fqeQqoGBJOSEU6qCYSL0N+bldGd8JNUIH7sIpGUImMpyA7jT4L1S2drp6ngIox4dyaI5QbHzoNKqfd1HhiZcgvEiEF/wiqUMLKCbdB5YZCSsaTk54CQGN7t6vnKaBiULghFemgGk+8DPl5fTPEkSLZVUXq5okKKRlLanJ/1HT1aIgvIYR7k8NwgmoiidRNuRFOUEWiq3ITVE7pvJSMJiW5/65NCqgE4sWdeCN5fmqioIr1bspNFzVcKEEF7sPKTVBNREN+Eo7OgWDKSE129TwFVIxbUZLhaVBFYmq6F92UE34P+7kValCBu7Dy6nYfCikJ1eDtNnIyUlw9TwEVJ7wIqUGRCKpwuym3yyTFYlCFG1YT8eIuvzovJaEYnBxRkJ3m6nkKqDjiVTc1KJSgmki0zk1B7AUVvDmsInW+aqKgisR5KUlsx5s6yM9KJTcj1dXzFFBxyM+gikY3Be5XR4/FsILQuyunQTUWr4f8FFKJ7WhjB7OKsl0/TwEVxyIRVI5f22FQjcfLbmrQ8LAKN7CiHXihhFW4d/lVSEm4evss+2paWFqa5/q57s5YSUwaDCkvDhCDIeX0wLRiWsa4B7nBkBrrQDkYUuMdaAdDKpRzOOOFzPBZekHrvob/rBOF9OB7N1bgD773Y/2HYfOxjnH/s7HpaLvj/7xsPtrh6X+aJPgO1rXR0d1HxSxnt+4ZTh1UAhnsqKI9Pd2rbioSHdV4YmVo0Ku1/8I5L6VOSsaypbIBgDWzC10/VwGVoPwKqvF4cYEv/COovAyrWOAmqMaikBKvvbi/jhXl+ZTkuV8YQAGV4KIdVNGaRDFIQTU6hZREw9HGdvbXtHLx0mkhPV8BJYB3w39edVPgzbDfoETsqiIVUl5SSMW3x7YdJyXJcOmK0pCer4CSE4QbVNHspsBdUEFihVUkQkorTogT7V29PLmrmkuWlTA1N7TjiWbxyZjCnf23siTT0cFqMKTCme0Hzmb8jTQ8pEJdycFLTtb3cztpY/DnGiuQGw7ucBXw4O3MPtDsvnj0yNZjtHX1ct2Zs0PehzoomVA4HZWXkyjAXUfl9qDrZ2fVvn+T48VnB7d1u1jteAE8VqhH63wUqJOKJ00d3fxpyxHevngqK8rzQ96PAkoci0ZQebUA7aBQggreHFZBHgoMdUV1N8I5H+U2pCQ+/PfLlXT29PKFCxeEtR8FlLgWblA5eg2Pzk8NCrWrGhTksPLqDr9uhkYHOb1Dr+P9qYuKeTuONfHYtuN84LSZzJ+aE9a+FFASsqAN+0W6qxoUiaAK92LgSIeUhvrEia6ePu58ah+l+Zl8YW3o/8YGKaAkLEHppgbFclcV9BUrwqGQSgx3P3+Ao40dfOvdy8hOD38OngJKPBFqUHm9ZNIgN0EF3oVVuIIcUuHeokPi2xM7q3h8RxWfOGcuZ80v9mSfCijxVKS7KYhsUEF4YeVFUEVj/T+vz0U5oS4qfu2pauGuZ/dzxtwibrogvIkRwymgxHPR6KYgtKAKNazc8iqogibaXZRCKviONrbz3Ud3MDU3g/+8eiXJScazfetCXYmYFSUZIR1gQrmlBzg/QA4PKadTqIeHVCgXAod6EfDwkBptIkQQQ2w8bi/glWBraOviWw/vIDnJcM/1p1I0Kd3T/SugJKLCWY3C6UoUQ6/lMqjA2QoVI4WzYkU4q1V4GUZBnC4/Fq0yEUyN7d38n4e209zRw303nMbsYvd3zJ2IhvgkKqIxJX3otVwM/Q0KZQgwlHNVQb2WyitO/nOgi3djX0NbF9/4yzaqmzv5xYcqwlotYjzqoCRqwu2mwN3BbXhIBa2r8qKjSiTqooKjrrWL//PwdupaOrnrujWcPrcoYq+lgJKoC/XcFIQWVBDe8B+4P1cV5KCK5w5OIutwQzvfeng77d293HXdGk6bE7lwAodDfMaYtcaYncaYPcaYW0b5/seNMa8ZYzYbY54xxiz2vlSJJ9G6pccJrzsw/BfqEKBTQR36C0o4hTLMpxl9/tp9vJmvPbgVa+G3N5we8XACBwFljEkGbgcuAhYDV48SQPdaa5daa1cA3wF+4HmlEpe8uEFiqLPCghxUkQgSp/sMZxkoiU8v7KvlGw9tpzA7jf/5xBksKc2Lyus6GeJbA+yx1u4DMMbcD1wKbBvcwFrbNGz7bMB6WaTEt3DvOwWhD/1BaOeq3A7/hXuvKghtGNBt0CmcZDhrLX/cfITfbjzEyvJ87vxgBZNzvJ1KPh4nAVUKHBr2dSVw6siNjDH/DHwOSAPO86Q6SSjhnJsaNLybCiesIjWpItTrqSAYw3NuL3SW2NXV08fPn97H03tqWLe8hO9csZyM1OSo1uAkoEa7LPiEDslaeztwuzHmGuArwIdO2JExNwA3AJSWz3BXqSQEL7qpQX51VZGaUBFp6p78N/wYWVJa7lsdNS2d/PCxXeyraeWz55/Ep942D2O8WyHCKScBVQkMf6fKgCPjbH8/cMdo37DW3gncCbB81WoNA8qYIhFUEJ2uKtThP/AnrJwGk7qnyBt+jDx5+UpfjpFbjzTyo7/vps/Czz5YwdsXT/WjDMBZQL0EzDfGzAYOA1cB1wzfwBgz31q7e+DLS4DdiHjAy6ACb7qqSF5TFc2wikTH5HbSiQSHtZaHXjvGvS++wezibO78YAVzJ0/ytaYJA8pa22OMuRF4FEgGfmmt3WqMuQ3YaK19ELjRGHM+0A3UM8rwnkg4IhVUEPo1VRC99f8GeRFaoQSTuqf41tHdy51P7+P5vbWsPXkq33vPCiZ5cD+ncDmqwFr7EPDQiMduHfb5pz2uS2RUXgcVBL+rGs6P80QKp/h2vKmDHz62i4N1bdx84QI+cc5cX843jcb/iBQJQSSDCoLbVUWT22ByM7ynFc2DYcuhBn78xB6SkuCu607hnAVT/C7pTRRQEtMiEVTgX1c1yM/ACqVj0rmn2GKt5Y9bjvDAS4dYMC2HOz9QwYyiLL/LOoECSuLC8BUpYrmrGuRHYIU6lKdwii2dPb3csX4vL+yv453LSvj2FcvISgtmFASzKpEwBLmrgtDuPDtaeIQbWl6cWwolnEJemkqrmYettqWT7z+2iwM1rXzp4oV89Ow5gTnfNBoFlMStIHZVEH5YDfJz8kKoXZPOPflnT1UzP3hsF129ffzi2grOW+jf9U1OKaAkIUQ6rEK9Cd/IA304gRUtGtKLPc/uqeGnT+1lWm4Gv7j2FE6amuN3SY4ooCThBG0G4HBBDaxwQynczknDe6Hps5bfbTzE/24+wprZhfzX+1dTmJ3md1mOKaAkYQV1CHA4vwPLi25Jw3r+6Orp4yfr9/DC/jquOqWc2y5dQlqKo1sABoYCSoTIT6yA8MMKxg+McMMrEkN3XoSTuif32rp6+MFju9h6pImvXLKI68+aHejJEGNRQIkME6muCk48WHsRWMMF7dyQwskfje3dfPuRHRyqa+M/3ruCy1aW+l1SyBRQImOIVFc1yOvuKii8GtJTOLnX2N7NN/6yjZrmTn72oQrODdjKEG4poEQmEMmuatBoB/VYCy2da/LX8HC667o1nD63yO+SwqaAEnEhGmE1KNJDgl6IVCipe3KnpaOHbz4UX+EECiiRkEUzrCA4XVYkOyUFk3tdPX18/7GdHGvs4FdxFE6ggBLxRLTDatB4YeFFeEVz2E7h5F6ftfxk/R52HGvmP69eyZnziv0uyVMKKBGPjTzQRjOwhoulc0IKp9D898uVvLC/jq9csoh3Lp/udzmeU0CJRFhQAiuoFE6heeVgPXJF1V0AAAgySURBVP+z6TBXri7j+rNm+11ORCigRKJMgdVPwRS66uZO7li/l8UluXz9siUxeRGuEwooEZ8lWmApmMJjreVnT++jz1rueP8qMlKT/S4pYhRQIgETr4GlYPLG4zuqeO1wI9+4bAkzi7L9LieiFFAiATfagT1WQkuh5K3G9m7uffEgp88p4n2nzvC7nIhTQInEoCCHlkIpcn7/ciWd3X1xfd5pOAWUSJzwK7QUSNFxuL6dx3cc5/2nzWTelEl+lxMVCiiROOYkPJyEmELIf3/ccpj0lGQ+/bb5fpcSNQookQSn8Am+2pZOnttbywdPn0nRpHS/y4ma2Lq9oohIAnp06zGwxO0FuWNRQImIBFhvn+XpPTWct2gKZQVZfpcTVQooEZEAe7WygYa2bq5YXeZ3KVGngBIRCbAX9teRm5ES83fHDYUCSkQkoPqsZdOhes5ZMIW0lMQ7XCfeTywiEiP2VbfS1N7D2xYlXvcECigRkcDacawJgDPmxteNCJ1SQImIBNTOY83MKspick7iXPs0nAJKRCSg9tW0snJGgd9l+EYBJSISQH19lrrWLuZPTYx190ajgBIRCaCu3j4A5k5WQImISIB09/QHVKKsXD4aBZSISAB19VpSkgwzChNreaPhHAWUMWatMWanMWaPMeaWUb7/OWPMNmPMq8aYvxtjZnpfqohI4uju7aOsIJPU5MTtIyb8yY0xycDtwEXAYuBqY8ziEZttAiqstcuA3wPf8bpQEZFE0ttnmZKb2LdCcRLNa4A91tp91tou4H7g0uEbWGufsNa2DXy5AUi8VQ1FRDzU22cpnpTmdxm+chJQpcChYV9XDjw2luuBh0f7hjHmBmPMRmPMxtqaGudViogkgOHHyO7eXooT6OaEo3ESUGaUx+yoGxrzfqAC+O5o37fW3mmtrbDWVhQVJ+bSHSIiYxl+jLQYirITO6Cc3PK9Eigf9nUZcGTkRsaY84EvA2+11nZ6U56ISOIqzE71uwRfOemgXgLmG2NmG2PSgKuAB4dvYIxZCfwUWGetrfK+TBGRxJOV5qSHiF8TBpS1tge4EXgU2A48YK3daoy5zRizbmCz7wKTgN8ZYzYbYx4cY3ciIuJQZlqy3yX4ylE8W2sfAh4a8ditwz4/3+O6REQSXmZqYgdU4l4BJiIScBkKKBERCaJEH+JTQImIBJSG+EREJJAUUCIiEkgpyaOtk5A4FFAiIgGVnKSAEhGRAEoyCigREQmgBG+gFFAiIkGlDkpERAJJASUiIoFkEvwIneA/vohIcKmDEhGRQEpWQImISBAleD4poEREgkpDfCIiEki6DkpERAIp0TsoY63154WNqQbeiPLLFgM1UX7NUMVSrRBb9cZSrRBb9cZSrRD9emustWudbGiMecTptvHKt4DygzFmo7W2wu86nIilWiG26o2lWiG26o2lWiH26k00GuITEZFAUkCJiEggJVpA3el3AS7EUq0QW/XGUq0QW/XGUq0Qe/UmlIQ6ByUiIrEj0TooERGJEQooEREJpLgLKGPMWmPMTmPMHmPMLaN8/3PGmG3GmFeNMX83xsz0o85h9UxU78eNMa8ZYzYbY54xxiz2o86BWsatddh2VxhjrDHG1+m7Dt7ba40x1QPv7WZjzEf8qHOglgnfW2PMewZ+d7caY+6Ndo0japnovf3hsPd1lzGmwY86B2qZqNYZxpgnjDGbBo4LF/tRp4zCWhs3H0AysBeYA6QBW4DFI7Y5F8ga+PyfgN8GvN7cYZ+vAx4Jaq0D2+UATwEbgIqAv7fXAj/2q0aXtc4HNgEFA19PCXK9I7b/JPDLoNZK/0SJfxr4fDFwwO/fCX30f8RbB7UG2GOt3Wet7QLuBy4dvoG19glrbdvAlxuAsijXOJyTepuGfZkN+DWrZcJaB3wd+A7QEc3iRuG03iBwUutHgduttfUA1tqqKNc4nNv39mrgvqhUdiIntVogd+DzPOBIFOuTccRbQJUCh4Z9XTnw2FiuBx6OaEXjc1SvMeafjTF76T/wfypKtY00Ya3GmJVAubX2z9EsbAxOfxfePTCs83tjTHl0SjuBk1pPAk4yxjxrjNlgjPFzCRzH/84GhtBnA49Hoa7ROKn1a8D7jTGVwEP0d3wSAPEWUKOtrDhqx2GMeT9QAXw3ohWNz1G91trbrbVzgS8CX4l4VaMbt1ZjTBLwQ+CmqFU0Pifv7Z+AWdbaZcDfgLsjXtXonNSaQv8w3zn0dyQ/N8bkR7iusTj+dwZcBfzeWtsbwXrG46TWq4FfWWvLgIuBewZ+n8Vn8faXUAkM/19wGaO068aY84EvA+ustZ1Rqm00juod5n7gsohWNLaJas0BlgDrjTEHgNOAB32cKDHhe2utrR329/8zYHWUahvJye9BJfBHa223tXY/sJP+wPKDm9/bq/BveA+c1Xo98ACAtfZ5IIP+RWTFb36fBPPyg/7/Ze6jf0hh8IToySO2WUn/SdP5MVLv/GGfvxPYGNRaR2y/Hn8nSTh5b0uGfX45sCHAta4F7h74vJj+YauioNY7sN0C4AADCwIEtVb6h/mvHfh8Ef0B5lvN+vjHR4qbMAs6a22PMeZG4FH6Z+/80lq71RhzG/0H9gfpH9KbBPzO9N9r5aC1dl2A671xoOPrBuqBDwW41sBwWO+njDHrgB6gjv5ZfUGt9VHgAmPMNqAXuNlaWxvgeqF/6Ox+O3DkD3CtNwE/M8Z8lv7hv2v9rFn+QUsdiYhIIMXbOSgREYkTCigREQkkBZSIiASSAkpERAJJASUiIoGkgBIRkUBSQImISCD9f5Cjjhyc4LNJAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f87889df208>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "(x, y), direction = get_pair(14, 'tcep')\n",
-    "print(direction)\n",
-    "# scale both data samples to [0, 1] range\n",
-    "scaler = MinMaxScaler(feature_range=(0.25, 0.75))\n",
-    "#scaler = StandardScaler()\n",
-    "x, y = scaler.fit_transform(np.array((x, y)).T).T\n",
-    "fig, ax= plt.subplots(1)\n",
-    "ax.scatter(x, y, s=1)\n",
-    "ax.set_title('scatterplot')\n",
-    "plot = sns.jointplot(x, y, kind=\"kde\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### try same power spectra as before , first:\n",
-    " \n",
-    " $a_f = a_\\beta = 1e6$ \n",
-    " \n",
-    " $q_{0,\\beta} = q_{0,f} = 1$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Iteration limit reached. Assuming convergence\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Evidence Hamiltonian for direction X->Y:  497.880648450981\n",
-      "Contribution of terms:\n",
-      "1/2 ln(det(DB))               : 19.03\n",
-      "ln(prod(k_j!))                : 37.72\n",
-      "-k^dagger.beta_0              : -1.62\n",
-      "rho(One.e^beta_0)             : 826.78\n",
-      "1/2 beta_0.(B^-1).beta_0      : 3.92\n",
-      "1/2 y.((F_tilde + N)^-1).y    : 5.97\n",
-      "1/2 ln(det(F_tilde + N))      : -431.63\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Iteration limit reached. Assuming convergence\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Evidence Hamiltonian for direction Y->X: 1107.6041185186136\n",
-      "1/2 ln(det(DB))               : 19.04\n",
-      "ln(prod(k_j!))                : 346.85\n",
-      "-k^dagger.beta_0              : -10.25\n",
-      "rho(One.e^beta_0)             : 829.15\n",
-      "1/2 beta_0.(B^-1).beta_0      : 2.60\n",
-      "1/2 y.((F_tilde + N)^-1).y    : 5.61\n",
-      "1/2 ln(det(F_tilde + N))      : -432.22\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f86ec6fd7f0>"
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f87c296fa90>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "power_spectrum_beta = lambda q: 1e6/((q/1e0)**4+1)\n",
-    "power_spectrum_f = lambda q: 1e6/((q/1e0)**4 + 1)\n",
-    "\n",
-    "minimizer = nifty5.VL_BFGS(controller=nifty5.GradientNormController(\n",
-    "    iteration_limit=2000, name=None))\n",
-    "bcm = bayesian_causal_model.cause_model_shallow.CausalModelCauseShallow(\n",
-    "    N_pix=1024,\n",
-    "    power_spectrum_beta=power_spectrum_beta,\n",
-    "    power_spectrum_f=power_spectrum_f,\n",
-    "    minimizer=minimizer,\n",
-    "    rho = 1e-0,\n",
-    "    noise_var=1e-1,\n",
-    ")\n",
-    "\n",
-    "beta_init = nifty5.Field.from_global_data(domain=bcm.s_space, arr=np.zeros(1024))\n",
-    "\n",
-    "bcm.set_data(x, y)\n",
-    "evidence = bcm.get_evidence(direction=1, return_terms=1, beta_init=beta_init)\n",
-    "print('Evidence Hamiltonian for direction X->Y: ', evidence[0])\n",
-    "print('Contribution of terms:')\n",
-    "print(('{:<30}: {:.2f}\\n'*7).format(*[t for term in evidence[1] for t in term ]))\n",
-    "emin_cause_direction_1 = bcm.energy_cause_min.position.to_global_data()\n",
-    "\n",
-    "evidence = bcm.get_evidence(direction=-1, return_terms=1, beta_init=beta_init)\n",
-    "print('Evidence Hamiltonian for direction Y->X:', evidence[0])\n",
-    "print(('{:<30}: {:.2f}\\n'*7).format(*[t for term in evidence[1] for t in term ]))\n",
-    "emin_cause_direction_0 = bcm.energy_cause_min.position.to_global_data()\n",
-    "\n",
-    "fig = plt.figure(figsize=(15,7))\n",
-    "ax1, ax2  = fig.subplots(1, 2)\n",
-    "ax1_ = ax1.twinx()\n",
-    "ax1.ticklabel_format(axis='both', style='sci')\n",
-    "ax1.plot(emin_cause_direction_1, label=r'$\\beta_{min}$', c='orange')\n",
-    "ax1_.bar(np.arange(bcm.N_pix), bcm.k_x, label=r'$k_x$')\n",
-    "ax1.legend(loc=2)\n",
-    "ax1_.legend(loc=0)\n",
-    "\n",
-    "ax2.plot(emin_cause_direction_0, np.arange(bcm.N_pix, 0, -1), c='orange', label=r'$\\beta_{min}$')\n",
-    "ax2_ = ax2.twiny()\n",
-    "ax2_.barh(np.arange(bcm.N_pix, 0, -1), bcm.k_y, label=r'$k_y$')\n",
-    "ax2.legend(loc=0)\n",
-    "ax2_.legend(loc=4)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### again, test with other scale parameters and amplitudes,\n",
-    "\n",
-    " $a_f =a_\\beta = 1$ \n",
-    " \n",
-    " $q_{0,\\beta} = q_{0,f} = 10$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Iteration limit reached. Assuming convergence\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Evidence Hamiltonian for direction X->Y:  853.0914217201264\n",
-      "Contribution of terms:\n",
-      "1/2 ln(det(DB))               : 0.01\n",
-      "ln(prod(k_j!))                : 37.72\n",
-      "-k^dagger.beta_0              : -1.62\n",
-      "rho(One.e^beta_0)             : 826.78\n",
-      "1/2 beta_0.(B^-1).beta_0      : 3.92\n",
-      "1/2 y.((F_tilde + N)^-1).y    : 399.84\n",
-      "1/2 ln(det(F_tilde + N))      : -451.27\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Iteration limit reached. Assuming convergence\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Evidence Hamiltonian for direction Y->X: 1473.2568005973103\n",
-      "1/2 ln(det(DB))               : 0.01\n",
-      "ln(prod(k_j!))                : 346.85\n",
-      "-k^dagger.beta_0              : -10.25\n",
-      "rho(One.e^beta_0)             : 829.15\n",
-      "1/2 beta_0.(B^-1).beta_0      : 2.60\n",
-      "1/2 y.((F_tilde + N)^-1).y    : 409.33\n",
-      "1/2 ln(det(F_tilde + N))      : -451.27\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f86eb10eb70>"
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f86ed04d278>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "power_spectrum_beta = lambda q: 1e0/((q/1e1)**4+1)\n",
-    "power_spectrum_f = lambda q: 1e0/((q/1e1)**4 + 1)\n",
-    "\n",
-    "minimizer = nifty5.VL_BFGS(controller=nifty5.GradientNormController(\n",
-    "    iteration_limit=2000, name=None))\n",
-    "bcm = bayesian_causal_model.cause_model_shallow.CausalModelCauseShallow(\n",
-    "    N_pix=1024,\n",
-    "    power_spectrum_beta=power_spectrum_beta,\n",
-    "    power_spectrum_f=power_spectrum_f,\n",
-    "    minimizer=minimizer,\n",
-    "    rho = 1e-0,\n",
-    "    noise_var=1e-1,\n",
-    ")\n",
-    "\n",
-    "beta_init = nifty5.Field.from_global_data(domain=bcm.s_space, arr=np.zeros(1024))\n",
-    "\n",
-    "bcm.set_data(x, y)\n",
-    "evidence = bcm.get_evidence(direction=1, return_terms=1, beta_init=beta_init)\n",
-    "print('Evidence Hamiltonian for direction X->Y: ', evidence[0])\n",
-    "print('Contribution of terms:')\n",
-    "print(('{:<30}: {:.2f}\\n'*7).format(*[t for term in evidence[1] for t in term ]))\n",
-    "emin_cause_direction_1 = bcm.energy_cause_min.position.to_global_data()\n",
-    "\n",
-    "evidence = bcm.get_evidence(direction=-1, return_terms=1, beta_init=beta_init)\n",
-    "print('Evidence Hamiltonian for direction Y->X:', evidence[0])\n",
-    "print(('{:<30}: {:.2f}\\n'*7).format(*[t for term in evidence[1] for t in term ]))\n",
-    "emin_cause_direction_0 = bcm.energy_cause_min.position.to_global_data()\n",
-    "\n",
-    "fig = plt.figure(figsize=(15,7))\n",
-    "ax1, ax2  = fig.subplots(1, 2)\n",
-    "ax1_ = ax1.twinx()\n",
-    "ax1.ticklabel_format(axis='both', style='sci')\n",
-    "ax1.plot(emin_cause_direction_1, label=r'$\\beta_{min}$', c='orange')\n",
-    "ax1_.bar(np.arange(bcm.N_pix), bcm.k_x, label=r'$k_x$')\n",
-    "ax1.legend(loc=2)\n",
-    "ax1_.legend(loc=0)\n",
-    "\n",
-    "ax2.plot(emin_cause_direction_0, np.arange(bcm.N_pix, 0, -1), c='orange', label=r'$\\beta_{min}$')\n",
-    "ax2_ = ax2.twiny()\n",
-    "ax2_.barh(np.arange(bcm.N_pix, 0, -1), bcm.k_y, label=r'$k_y$')\n",
-    "ax2.legend(loc=0)\n",
-    "ax2_.legend(loc=4)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "bcm."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 247,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "DFT = scipy.linalg.dft(1024, scale='sqrtn')\n",
-    "DHT = (np.real(DFT) + np.imag(DFT))\n",
-    "B_h = np.diag([(lambda k: 1e3/(k**4 + 1))(q) for q in (list(range(512)) + list(range(512, 0, -1)))])\n",
-    "plt.matshow((DHT.T@B_h@DHT))\n",
-    "\n",
-    "k = bcm.k_x\n",
-    "B = DHT.T@B_h@DHT\n",
-    "B_inv = DHT.T@scipy.linalg.inv(B_h)@DHT\n",
-    "B_inv_ = scipy.linalg.inv(B)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 226,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import scipy.optimize\n",
-    "rho = 1\n",
-    "\n",
-    "def energy(beta):\n",
-    "    term1 = -beta@k\n",
-    "    term2 = rho*np.sum(np.exp(beta))\n",
-    "    term3 = 0.5*beta@B_inv@beta\n",
-    "    return term1+term2+term3\n",
-    "\n",
-    "def jac(beta):\n",
-    "    term1 = -k\n",
-    "    term2 = rho*np.exp(beta)\n",
-    "    term3 = B_inv@beta\n",
-    "    return term1 + term2 + term3\n",
-    "def hess(beta):\n",
-    "    term1 = B_inv\n",
-    "    term2 = rho*np.diag(np.exp(beta))\n",
-    "    return term1+term2\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 223,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([ 1.12254670e+07, -1.16845720e+07,  1.21726601e+07, -1.26922231e+07,\n",
-       "        1.32460260e+07, -1.38371444e+07,  1.44690072e+07, -1.51454461e+07,\n",
-       "        1.58707542e+07, -1.66497541e+07,  1.74878781e+07, -1.83912633e+07,\n",
-       "        1.93668642e+07, -2.04225867e+07,  2.15674487e+07, -2.28117737e+07,\n",
-       "        2.41674233e+07, -2.56480816e+07,  2.72696011e+07, -2.90504287e+07,\n",
-       "        3.10121321e+07, -3.31800555e+07,  3.55841415e+07, -3.82599697e+07,\n",
-       "        4.12500792e+07, -4.46056678e+07,  4.83887959e+07, -5.26752728e+07,\n",
-       "        5.75584791e+07, -6.31544875e+07,  6.96090134e+07, -7.71069799e+07,\n",
-       "        8.58858841e+07, -9.62547953e+07,  1.08621864e+08, -1.23534994e+08,\n",
-       "        1.41743385e+08, -1.64293145e+08,  1.92680294e+08, -2.29104148e+08,\n",
-       "        2.76903812e+08, -3.41345739e+08,  4.31124932e+08, -5.61422433e+08,\n",
-       "        7.60660710e+08, -1.08703542e+09,  1.67463398e+09, -2.88560891e+09,\n",
-       "        5.90461671e+09, -1.09196920e+10,  1.37439827e+10, -1.09196920e+10,\n",
-       "        5.90461671e+09, -2.88560891e+09,  1.67463398e+09, -1.08703542e+09,\n",
-       "        7.60660710e+08, -5.61422433e+08,  4.31124932e+08, -3.41345739e+08,\n",
-       "        2.76903812e+08, -2.29104148e+08,  1.92680294e+08, -1.64293145e+08,\n",
-       "        1.41743385e+08, -1.23534994e+08,  1.08621864e+08, -9.62547953e+07,\n",
-       "        8.58858841e+07, -7.71069799e+07,  6.96090134e+07, -6.31544875e+07,\n",
-       "        5.75584791e+07, -5.26752728e+07,  4.83887959e+07, -4.46056678e+07,\n",
-       "        4.12500792e+07, -3.82599697e+07,  3.55841415e+07, -3.31800555e+07])"
-      ]
-     },
-     "execution_count": 223,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#scipy.optimize.check_grad(energy, jac, x0 = np.zeros(1024))\n",
-    "#plt.plot(scipy.optimize.approx_fprime(np.zeros(1024), energy, epsilon=1))\n",
-    "#plt.plot(jac(np.zeros(1024)))\n",
-    "B_inv[50, 0:80]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 252,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "     fun: 375.4537622168339\n",
-      "    hess: array([[ 13743983.99713342, -10919691.9808077 ,   5904616.71104714, ...,\n",
-      "         -2885608.91005101,   5904616.71104797, -10919691.98080947],\n",
-      "       [-10919691.9808077 ,  13743984.03426295, -10919691.9808077 , ...,\n",
-      "          1674633.97740848,  -2885608.91005248,   5904616.71104917],\n",
-      "       [  5904616.71104714, -10919691.9808077 ,  13743984.07124417, ...,\n",
-      "         -1087035.42049909,   1674633.97740973,  -2885608.91005245],\n",
-      "       ...,\n",
-      "       [ -2885608.91005101,   1674633.97740848,  -1087035.42049909, ...,\n",
-      "         13743983.88605375, -10919691.98080851,   5904616.71104818],\n",
-      "       [  5904616.71104797,  -2885608.91005248,   1674633.97740973, ...,\n",
-      "        -10919691.98080851,  13743983.92291554, -10919691.98080937],\n",
-      "       [-10919691.98080947,   5904616.71104917,  -2885608.91005245, ...,\n",
-      "          5904616.71104818, -10919691.98080937,  13743983.95998065]])\n",
-      "     jac: array([ 6.80166972e-08,  5.08870931e-07, -1.29843354e-07, ...,\n",
-      "        1.07196545e-08,  1.90734652e-07,  1.13605900e-07])\n",
-      " message: 'Optimization terminated successfully.'\n",
-      "    nfev: 41\n",
-      "    nhev: 40\n",
-      "     nit: 40\n",
-      "    njev: 41\n",
-      "  status: 0\n",
-      " success: True\n",
-      "       x: array([0.2371517 , 0.26602137, 0.29397039, ..., 0.14544407, 0.17681849,\n",
-      "       0.20740253])\n"
-     ]
-    }
-   ],
-   "source": [
-    "res = scipy.optimize.minimize(fun=energy, method='trust-ncg', x0=np.log(k+1e-3), jac=jac, hess=hess)\n",
-    "print(res)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 238,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fa4cfbeccf8>]"
-      ]
-     },
-     "execution_count": 238,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(np.exp(np.random.multivariate_normal(mean=np.zeros(1024), cov=B*1000)))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 251,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fa4cf7e8e80>]"
-      ]
-     },
-     "execution_count": 251,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(np.exp(res.x))\n",
-    "plt.plot(k)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 110,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/afs/mpa/home/maxk/source/NIFTy/.eggs/scipy-1.1.0-py3.6-linux-x86_64.egg/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
-      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x432 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "(x, y), direction = get_pair(10, 'bcs_nvar5e-1')\n",
-    "print(direction)\n",
-    "scaler = MinMaxScaler(feature_range=(0, 1))\n",
-    "#scaler = StandardScaler()\n",
-    "x, y = scaler.fit_transform(np.array((x, y)).T).T\n",
-    "fig, ax= plt.subplots(1)\n",
-    "ax.scatter(x, y, s=1)\n",
-    "ax.set_title('scatterplot')\n",
-    "plot = sns.jointplot(x, y, kind=\"kde\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 279,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x7fa4dcc99c50>"
-      ]
-     },
-     "execution_count": 279,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x360 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "(x1, y1), direction = get_pair(15, 'bcs_nvar5e-2')\n",
-    "(x2, y2), direction = get_pair(15, 'bcs_nvar1e-1')\n",
-    "(x3, y3), direction = get_pair(15, 'bcs_nvar5e-1')\n",
-    "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(15,5))\n",
-    "ax1.scatter(x1, y1, s=1)\n",
-    "ax2.scatter(x2, y2, s=1)\n",
-    "ax3.scatter(x3, y3, s=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 75,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Evidence Hamiltonian for direction X->Y:  2682.5198014332345\n",
-      "Contribution of terms:\n",
-      "ln(prod(k_j!))                : 30.50\n",
-      "1/2 ln(det(curvature_gamma_beta)): 2644.14\n",
-      "-k^dagger.beta_0              : 16.54\n",
-      "rho(One.e^beta_0)             : 285.32\n",
-      "1/2 beta_0.(B^-1).beta_0      : 1.70\n",
-      "1/2 y.((F_tilde + N)^-1).y    : 88.45\n",
-      "1/2 ln(det(F_tilde + N))      : -384.13\n",
-      "\n",
-      "Warning: Desired error not necessarily achieved due to precision loss.\n",
-      "Evidence Hamiltonian for direction Y->X: 2695.803334350419\n",
-      "ln(prod(k_j!))                : 13.69\n",
-      "1/2 ln(det(curvature_gamma_beta)): 2645.96\n",
-      "-k^dagger.beta_0              : 97.99\n",
-      "rho(One.e^beta_0)             : 285.20\n",
-      "1/2 beta_0.(B^-1).beta_0      : 1.71\n",
-      "1/2 y.((F_tilde + N)^-1).y    : 31.03\n",
-      "1/2 ln(det(F_tilde + N))      : -379.77\n",
-      "\n",
-      "Optimization terminated successfully.\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f38c2d73358>"
-      ]
-     },
-     "execution_count": 75,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x504 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "scaler = MinMaxScaler(feature_range=(0, 1))\n",
-    "#scaler = StandardScaler()\n",
-    "x, y = scaler.fit_transform(np.array((x, y)).T).T\n",
-    "\n",
-    "power_spectrum_beta = lambda q: 1e6/((q/1e0)**4+1)\n",
-    "power_spectrum_f = lambda q: 1e6/((q/1e0)**4 + 1)\n",
-    "\n",
-    "#minimizer = nifty5.VL_BFGS(controller=nifty5.GradientNormController(\n",
-    "#    iteration_limit=2000, name=None))\n",
-    "#minimizer = nifty5.L_BFGS_B(ftol=1e-10, gtol=1e-15, maxiter=10000)\n",
-    "bcm = bayesian_causal_model.cause_model_shallow_numpy.CausalModelShallow(\n",
-    "    N_pix=500,\n",
-    "    power_spectrum_beta=power_spectrum_beta,\n",
-    "    power_spectrum_f=power_spectrum_f,\n",
-    "    rho = 1,\n",
-    "    noise_var=5e-2,\n",
-    ")\n",
-    "method = 'Newton-CG'\n",
-    "\n",
-    "bcm.set_data(x, y, no_duplicates=False)\n",
-    "evidence = bcm.get_evidence(direction=1, return_terms=1, method=method)\n",
-    "print('Evidence Hamiltonian for direction X->Y: ', evidence[0])\n",
-    "print('Contribution of terms:')\n",
-    "print(('{:<30}: {:.2f}\\n'*7).format(*[t for term in evidence[1] for t in term ]))\n",
-    "beta0_x_to_y = bcm.minimization_result.x\n",
-    "print(bcm.minimization_result.message)\n",
-    "\n",
-    "evidence = bcm.get_evidence(direction=-1, return_terms=1,  method=method)\n",
-    "print('Evidence Hamiltonian for direction Y->X:', evidence[0])\n",
-    "print(('{:<30}: {:.2f}\\n'*7).format(*[t for term in evidence[1] for t in term ]))\n",
-    "beta0_y_to_x = bcm.minimization_result.x\n",
-    "print(bcm.minimization_result.message)\n",
-    "\n",
-    "fig = plt.figure(figsize=(15,7))\n",
-    "ax1, ax2  = fig.subplots(1, 2)\n",
-    "ax1_ = ax1.twinx()\n",
-    "ax1.ticklabel_format(axis='both', style='sci')\n",
-    "ax1.plot(beta0_x_to_y, label=r'$\\beta_{min}$', c='orange')\n",
-    "ax1_.bar(np.arange(bcm.N_pix), bcm.k_x, label=r'$k_x$')\n",
-    "ax1.legend(loc=2)\n",
-    "ax1_.legend(loc=0)\n",
-    "\n",
-    "ax2.plot(beta0_y_to_x, np.arange(bcm.N_pix, 0, -1), c='orange', label=r'$\\beta_{min}$')\n",
-    "ax2_ = ax2.twiny()\n",
-    "ax2_.barh(np.arange(bcm.N_pix, 0, -1), bcm.k_y, label=r'$k_y$')\n",
-    "ax2.legend(loc=0)\n",
-    "ax2_.legend(loc=4)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Automatic pdb calling has been turned OFF\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n",
-      "test\n"
-     ]
-    }
-   ],
-   "source": [
-    "%pdb 0\n",
-    "def callback(x):\n",
-    "    print('test')\n",
-    "res = scipy.optimize.minimize(\n",
-    "    fun=energy, \n",
-    "    x0 =np.log(0.05)*np.ones(500), \n",
-    "    args=(bcm.x_indices, bcm.F_tilde, bcm.y, 1, matrix),\n",
-    "    method='Newton-CG',\n",
-    "    jac=gradient_eta,\n",
-    "    hess=curvature_eta,\n",
-    "    callback=callback,)\n",
-    "plt.plot(res.x)\n",
-    "print(res.x)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-37.88067939922776\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(energy(np.linspace(1, 1, 500)*(-1), *args, term=1))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 76,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f38c272ae48>]"
-      ]
-     },
-     "execution_count": 76,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "args = (bcm.x_indices, bcm.F_tilde, bcm.y, 1e-1, matrix)\n",
-    "plt.plot(np.linspace(0, -15, 50), [energy(np.linspace(1, 1, 500)*n, *args, term=1) for n in np.linspace(0, -30, 50)])\n",
-    "#energy(np.ones(500)*(-10), *args)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/notebooks/ThesisPlots.ipynb b/notebooks/ThesisPlots.ipynb
deleted file mode 100644
index 26b4f88..0000000
--- a/notebooks/ThesisPlots.ipynb
+++ /dev/null
@@ -1,530 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/afs/mpa/data/maxk/miniconda3/envs/causality/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
-      "  return f(*args, **kwds)\n"
-     ]
-    }
-   ],
-   "source": [
-    "from importlib import reload\n",
-    "import sys\n",
-    "sys.path.append('..')\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "import re\n",
-    "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
-    "%matplotlib inline\n",
-    "import seaborn as sns\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "import bayesian_causal_model.bayesian_causal_model\n",
-    "from benchmark_utils import get_pair\n",
-    "reload(bayesian_causal_model.bayesian_causal_model)\n",
-    "import bayesian_causal_model.bayesian_causal_sampling"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## show benchmark dataset - bcs default"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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2/+d//x2SAO77wkW3Dvj9ScoJpZIoo5D89VqMgABwbUyeFrK+0q4axSy2sVwtkPLx0vu9uDQ8wxjtmusqsbu5FoFIHJeGZ9BcV8l6Z/WcHYI/PA8ASCalw3b0oRSRINKe7n2t7DfU5HSp1I3nglJbs5kY2bVQLMptPpDNelIju6GSi1N94+h+YRsAabx7ztwEIPWCBLBohMuIEueGbImHDne2IBBN4O5UkNWqKqNcjE200Skzkmg9UMbJncmApo5dLPPHZ0BRum4gmmDG4TZPFcuYuTcTgtcfxQtPefDVTAguuxXBWIKR75zqG8f18VlWokT6DEUkn9m8HkPeQNo96MFWKfgaSTWo1U0e7mxhpA6hWIIxBBKUOdt6avA66ZfaOoTjguyZjuzZyjwaVGOgfO7VrCE1kH/0j/rw/ROf49LwDGbmYtjdXItqRxkr2gak6NzRT6/DkjqVBXGh8XuxrAN+fyqbitOz9pwdStvHyv1A9Rx72zwQUh7BBWUmhp6zQ+je14rTr+9i39Fz5qb0/Snlx4AcSllKY1xfJaVZU0Sxe18rdjfXwlkm9dYCJNn8YkcTrGYT9n3rUVYP+cveMQRjAjwcaU+mNKxiaja+GLKpNyq1c4C4A3jSCn7dqI2Xns58PYPSyXNZTzTmZGRQfRihe18r3A4bBFGSDySTi6GOTo/ItAeqyqX6VephGIjEcbJ3jPUD3tvmYfND64B6dfacHeL01aTq+uB/u5hqJWksIIqM04TSft0OG76elfpGnh74GgMTfmzZ4ER7Qw2a1jkASBlP/2n3ZljNkgJC+syp1Hf8sncMl4ZncOjjq2y89OIgLHhDUm0hqhX7bm9yMwNy7EFYepETZno+aL/7xCMApHQPrz+K/e9eQf+oDwc7GvHJX30b7RurEYgm2AZXtiwoVGWqWITMSuL4xTusf5Z3VmK9m0j1j+QxPDWHeEo7jyWSCEXjBbsOMkGV0IX2Nbe/tYgfes7cRCCawIdX7iEcT8Jlt8Buldp/xAWoE+uYTPK/BmRQylJS0H/6H7+F3c21LKJIr3ftbGTGOwB80jeORFLEb29NQUhKa30+kVwgKdD4HYKy2XixGwaZzi6e8a8Y978S9LynuLotJbTGyzhvsgOl0lnNJtl+JKiNI405GYnd+1rTHH4nXt7J3qOUPq11fbJ3DE+/9Wuc7B1b1WctdGit6Uwyg3TGj17rgKe6HAMTfrx94TYGxmcxMOHH+UGvLOWSImq7m2sRiiUQjAlw2Cxo31itKm/otw99fFV3Du6lygA+vbRrZyOa1jnQ3lCDI3u2MmNx37ceZde7HTZ2Dg5M+NF9+gYuDc/gk75xvPXnbXJZndJj6qvsrI8qjZde7JaCT21V1jVo0RQf7mzBfU7h5idKi11QL/i3O9MAgGAqlREAXvmgF/XVFXDarYDJxJqeKtMFCjmFgE9RO/HyTvbaWntf1hKHO1swMj2HidkoBBH42aWRrD7nLLcV7DrIBJ7QBZBq5rp2NqKqQl4HokX8QPWPjlQfzi11LjyzaR0bVzMArz/KUnT6R32AKKK9oYalZhmQQytFUElnTvv4/KAXggjmiSUZR4QOVrMJMSGJmABZuptUqzML72wEJ3vHSrYeMlNKZqnV/WVTwqKV7p4tf0Kpg2rAEklRNf2UauS8/ig8KVIs1fQ7hcMvl17eemh5UAjQ2v9aY6vUn/naSurrSyRn3tkIHDYLap1leLzehYMdjVJ7LAAtj1Ti9A+fTZP19Jt0DjetE3Xl4FqqvFSSEZFOwpPsVFXY8On//R/kOmxq7dP5R2uab21F/cCVxILK311LFLwhqRxI5ULgFch1lWUI+yJoXFfBJlw58XpUQg7saMB7n41gndOG6ooy3PdFEIwJCKbaFFDzb63FpJfwd67gBc7xi3cQiMQxMOFHIBIvWdKT7U1u1LrKGaulFhw2M4tcuh22ojV6lAJc7RDgHUVEDEANre0WM2JCEpG4gOa6SnS/sE2W8p6EFN3tOXMTVRU2SdnUsazQA7ScV1oK+942D658OcMYc8nr6rJbsGVDJbp2NuJU3zhCsYTMMJBqdRIITifw5q8G2edLzQjI5CzUi6KRL6jJA/6cpzOQd2jQelzsHDUg4fyglzVWVx2rlHJ83xfB8NQcI11RrlGlgpwLiM31yJ6tS3qGYgdPOAZoO/WUUJ6hZEwev3hH1jv5pfd7GTnS8HQIPWeHUFVuTXPiagUDiDhSbzrpUuUlP55KkrltnirG4aAcd6mn8hDqqyvw6q5NzEHC16UqP8P/Wy+BooI3JBfzYsm9Hw5srnWy3G7yfOv9sB3yBiCIwFRwHnFBxPqUQQwALruFsWppIRsWLT1ie5ObHRh72zz48Mo9AMCdP85lJEoqeijqS9Qg0UkDdosFB3Y0sBYW/GFQDFAT4Pw+5ttDuB025jl96f1eDEz4JbZbARAhGYy/uTmJUDQu+w0zgLvTIQRjCZmyabCDyrGYw4rkEJHt0DxRRJLQtM6B2koBzrIF2fZ4vQuHPr6KYe6QVRJD6IFhW2/Qi6KRLyjlgdcfxbUxHyOsAxYUMT56Setxsf1bqE7ZlUQmco/+UR9CsQRcdiuqHTaEfRGEYom0qBQAmZGiJAjsOXOTydxANIGqcqvsGi02VwMSFousZdPmQ/ldZAxub3Jjm6cKV76cwfpKO8qsZtyYmGUy/Bc/6MBPz93CgZ//Hi885WF17mRsFmKGRKZ9r3xPSTLHZ0Ep1ywjLqoux8GORjxe72I6xf53r8hYc/WMgq+RVEKtQbZa7j1Pl6v3IvttnipYTIDFLKV9TfqlaJTZBLzY0YTjF+9kzulWqRkrFPBEKs4yKf0wHBdKmuike18rXHbLotcJSWmsPukbx8CEHwPjszj66fU83OHagFciqc6BWAKJFZRqCYiMw1ku96W999kIq30k4VjrsjN2te59rYxlkJoQE9HAWtcprDXU6jVkNSec/AlEEzj6z3/A/nevYG+bBxvdFTCbgJGZOamO/WGYEaKd7B3DgZ//XlaXRYd39wvb8NFrHdjdXCtLBzKgjmKtA1RruL69yY1JfxTBmID7vogs1RVYqAXr2ikpd19MBg3SoiyQSV86fvEOhlMGYIXNwsi0tOQC1cgd+vgqm7ues0MYmPAzmQtRLPkxzxWLcWMsVl/OG/Xe2Qg7Pw/8/Pc42TuGD3/3FQQR8EekvuaUmkkG0M8ujSCRFHHmD1+jvrocgESkxpPb6VEOaY1Lpn1Pa/j7J3qx/53LafLlwI4GuB02rHOWpdX1KueJxp9a4wxM+Ati3Rd8RDIbKL2yRKd7ZM/WglA8ftk7Knl7UnoY9ZtJitJ7RNOs5eFZTgrJWkErNeOVD3ql5y1hopPtTW682NGEf7g0gmSG6ywmYPOGSry6axO6T9+AIC4wAAPF613nPai1lRJT6OZaJzw1FbIoGKVP8nCVW9kYmUwARCAyL0Uiac31nLnJaitddgtqK+1oWu9kUcpijf5mgladOT8XR/ZsBUzjMmp5ABi870eZxYwkJ+NiCWll350K4j//yw12bSIp4lTfeJpnu5C822uJYq2ZVNZAUxSr2mFDMJbAYzXlbM2QzKN9eqpvHAPjs1m1i9F79lI+oJWJ0T/qw0iqFRmwwM58sncMow9vqxJltW+sZqnsx87dQjCWgMNmRnNdJZx2KyvJKDT9Za2xWCZCtuuYHAOERFLET84OMfkcTyRxZF8rSzMmA4gHkVve90XwxWQQANieA/Qlh7TGhbJf1Gquqe9xOC4w52dVuZWt98/vPYQvHGc9qo+du8Uik1pRefo9qknVO3RpSC5Fwc3lM3yUqxDSI6odZQjG0pk5ASnq1N5QI3mC3rmsqsAWYnqTGolSz5mbqHaUAYija0fD2t5gnsGvb0CKnGUyIgGpgDsyn8D5QS/+8k8345O+cVZTwqd8AvoS5othsb2uTGfnPX6kPHbtaEAgEkdoXkA9pEMuHBcQjEreVbfDhgM7GtiYyRgEUwaly25FjcOG4ak5RtbDG5nK/lvFDKozdztsstf5ufjwyj2MTM9BEIGUjQ5AUk4SSSHtOwHIDM4NrjJMB+dlh2shHLJ6QrGOGz3PNk8VPknV01LdY22lHRBF1hDcOxvBwfc+Z8owpbYu1qwdKMyzdKWhNNqBBT4KnkH8mc3rWQ2qUt9SrsOes0O4Myn1yAvHk/BUl2vWhWWDYnWSrhSyWcfkGDBDysrxheYRT4qIc02rn00RylBKJqW8UpqrIAJC6vpwXGAObWV5g17A10/vf+cyQvMCc2iQI4oMRVpb1PcYkJ5rZi6GgfFZXP5yBklRcug7bBbWom0+IWD/u1eYk0RND9ve5C6oMjRdGpJLye/OxdNaaIdpbaUdEz4pveAv/3QzPh95gNC8kErbkTyvPANlMSiwaiRK9HwACsYJsFLg1zcAWU2ZErySfn82ionZKK58OYOe/U+yMePpqpX74GTvGPMw6nGM+bFQ8+YBQK2zDAlBRNfOhVqa/e9eYWuoqtyKqgobM37CcYH1ZLWYpD33XGs9jj7/BPpHfTh1dUwWbaPffOWDXgBcj1fOyCwU+bIS4A1G5UF74uWdOH7xDq6N+di6reDIoDKh0m7BXMqYfDg3j+Y6iXzHUBKXhmI1hOi59r97Bb5wHE67lVHxkxPoa/8dTAVjss+ZAFkN0sGORlWmScAwTgg8mQhveB/ubMHITIgZk9RDr7muUtZyicbwcGeLRGwmioDJxNovbdlQuWzZWayR93zhZO+YjMDsYWie/Zv+AsC1sVmc7B3Dj0/fQFIEfj/yQKabWEyA2WxCQhBRZjUz583YgzAm/QsRSjJCyXG71nqHUt/sOTvEDL9AJC5bW288v40ZyIDUlg2QMgYBSVezmCUjc2R6DjFBlLUV4/UwtWg/3Y+e5Y4uDcnFDD01RVKLnUoNhXaYPrNpHQbGpWLm9z4bweYNlfjp954CIE/5CETigMnE8s8LlTyATw8kHO5sgXc2gvuzUTzmrigpJR1I3xOBSBz3/REpQgNJYFvNEgMpb2NazSbEkyIEEXjzV4N4vN7F0ilovSihd2p1XpGhVOdANCExrp65iTt/nGPeP3I49I/6cHdKOrQcNjMC0QSLSs6E5hGLJ+Est+Dh3DwEcYGp9fQPn1VldSb58cbz23DsnMS6VihCfzXAG4z8Qbu3zcOcEnvbPGysvru1Du99NpLRIQJIKa4OmxnReBKCKKURkWGgRsJhoLRBDe/JmCGG5mtjs2lGJACYzen7VZmOTQqdYZxI4PUn/nzY3uRmTm+X3Yoje7biVN847kwGEI4n8ZMUG3Y4LrC9S+mNfIRqJfZyoQUL1hpKA6bvKx8SSREmSM687z7xCH5764+Md4EQjQv4//7lBtM54gqBLkUkF/pZk5Ob2jn9+PQNPLWxBgPjs6ylDK93rIV+SmUazXWVuO8LSw5PUWTrXpmq/Xi9C3arFHG874tIhmOqrOi7W+tkWU3DU3OSs6TOJVube9s8MkZzPtoPQPdyR5dkO2rF3DxJAF+gSsKdmqQC0GUR73LwS644l5Tc4xfvyMZpe5Mbp3/4LE6/vkuWhrcYuYIeyQNIcee9Ntub3PDUVCAcF+CpLi9pxfGLySBGH4YRii4I9KoKK+aF9AgP7z1MJEUc/ec/AJDGs6rCJhtjwpE9W1mTYT2CL0hnqY+iyNJK6aBz2S0y446YPVvqqzAwPou3L9wGTCZMpNJap4PzMsMmNC+kNXNXNsI+2NGIG3+zF7/50XdkjG2luD7p2bv3tTJik2PnbsmcEtTk+n/c8KoakRaFXyMuiCkGYhMsJqkVEsl/NRKOYiWTMZAOtbkmQjZAWkuBSByn+sZZT1IAsHFaTzIJlq7G6xfENHns3C1ZXaUe0/HyCeWYp81BilBrywYnDnY0oqrcyjIPwnGByWZq5UMlAVRPqcaIuZT9XGpyeLlyj/RAWu9CSm+odZXBajHj5tcBBGMCi6w5UpsonhRljmuS3xWp95UGhlLkJ0Uwlt9Ku4XJeOV95VM/Jf3TU12Ofzz0DNobagCAjS1fGkfXLxjXUo/pnv1PwlNdjuda63HtzT/DwY5GRvD3xvPbcPr1XTJ94VTfOC4NzyArR0COAAAgAElEQVQUS2B3cy2O7NnKZE0hyB3dRCQX8zwovYFalP/F6DWsr7IjOJ2AzQzYLBbNiJwaQQ0p11q9F/XkuePvn+rXvP4oyyeXPMs+WYP4UgGt60AkjsGvA0gkRThsZpaO6QsnVD+nFNyTgQWvvNbc8zUPFMHUIyiqGpqXyJcoGuGwWdBS70LXjgYmU3iCLWolQQ2Rmzc48eV0KC2SG4kLbMxp79Dn9Bqt1QO2N7lZPUnzBieEWRHhmIDn/vZf4Sy3pZEx8NCKUBLB2G9vT+Ho808s1E2fHZIxcRZS3a8es0EKCWpnffe+Vhz95z9gMhBDfZUdAxN+tG+sRntDjdTWx2RCZD6B+7NRiJAU5YQgsprKa2M+bKlzob66HMGpOdRX2bGlvFLK3oD+19RqQznmyv8TsR9lRfFnOY9Jv9QL22W3oL2hRrPPcTHqc6uBbMZJybPAp5OS8eadjSA4nUDjugp4airQ95UP4biAWDwJl92KYCwBwRfGY24HInFBVhMLLMhvEySLUqt4wW4xwWI2Y11lGeMnIHzSN47nWutZ5hSQX/2U/03+LKOxo2glnTtEjEMkcqMPQoxMKBBN6WWp9G3SHQDIW4alHDDkUAHk0X69r31dGJLZEH9oLajF+kgWA159djPe/NVgyvuTxKu7NmVlbANYSF00mVQVFz2l+fL3f/qHz7I+PADwygf/ji11lQjGBAS5tMNSAUtpjSaQSIqwmk348QutAICfnL2ZVm9ms5ggiiJSJQkwAaiwWfDG80+wazI1ji8EhZyi8LRO2jdWM3bV7he2pdWV8oQP1J+0a2cjTl0dS/OqJpLiQhF9ag/1j/rgLLMgEInLvKbZoNSMBjpcQ9E4ogkBSVFqXN1cV8mcHwSLKXPNLw+edVh5yBOpR6HUpy5HSS619aQGtbN+e5Mbv/l//zcAC7XefJ00f6ZYzSbUVJRheGoOTescjD10YHwWLrsFzXWVgCjizmRQajl1dqigCDBWA8oxJwedsv5ReZbzeOn9XgxPzcFqNiEYE1BVbtVcw8Woz60Gshkn5Xl4aXiGpZN+0jeOa2/+WZpcee5v/xXD0yE8VlMOmEwITs0hHE+ynqwEu0UqqyGs43qdL1wjGY+PuStYadYrH/w7MyJJR6E2XRRRzrf+kcmmoNY0ZFTTfZ5+fZdMb0oIQSmSKYoyhnfKdKDyIUDugCnUda4LQ1KL+EO5qLNZUHoyjFYK5we9skLnY+eGWN0XPz5qwoQU6kKo8eDvn/LUie0qGJOokB0pkg6lh7PYQfPbc+amzIN76OOrqqQlcUGUpZV8q6EmayUoExGPXqAkbQC4CPz4LHrO3ET3vlYEIlIrgGc2rWMKDyDRj/vCcXSfvoH1lWXse112K954/glWW6UseJ+YlXq4fj7ygNUh03uZlHq9772VBhl5fPTRbjFj0h9hhEbrnGV4GJrPaESaAWypq8T0XBSz4QS++8QjALSzLwApra4QjKvlKMmltp7UsNhZTylop/rGcapvHKFoHJFEEnaLVDeeSIq474vAZbfgmc3rAQC1lQKLlgUVyjJEsSQNeC09rH/UxxTi84NeVlJDmR/Kdgn0Pds8Vbhx348DOxow5A1kzK463NlSsus7F2Sj96rJG57ghv+ek71j+P6JXsQEAWYT8N0nHsHnIw80v3tDlR1f+yIsAllhS+9zHRNE1DmsmJmL4YvJYKo0ZSGTSoRESqNsIbXWkI1tKnJImQre2Qj2v3sFXTsacH7QiwM7GnDi8j3mICHj886kFK00Q0oNfnXXJpluUeh2y6obktkIXmUomWAclhL2tnmY5wiQ2oEQrTbfi0dtMfKvaXkP9XIgKhvKU1oSANay4dg5qWCfr4UpFVCacvvGamxvcuOl93tlBdlKJCF5ARvXOwFAlg6caf619qOeoJXqzkfgAWD0YRi+cByjD0KyiGQoKo2bIAJTKcIil92Kj177E2xvcrMIBp9eoiQoUnp36V4I/BgTLfq9mVBRp2UrDfxrYz4EYwKrhQrGBJggjfv03MK4z8USaWnYgLSG782EmOz79c0/4um3fo3aSjvzivNpjYXk1V2O8sDLcgMLUJZHNNdVpvUtJVhMC8QhxDC6u7kWr+7aJOtdSs6Mrp2NskwNcs7qWU6uBLT0MKXD8YvJIH539wGTs8qUQBo7IhIZ8gY017+h+608lPKG/v1ca31aGcvbF27L0k1/2TuGj177E/z1P13D17MROMossj01HYghiQWSGS0Q4dXbF27jxMs74fVHcd8XxrpKO/zh+UUj1GsB/kzjz5jjF+8w/Zv0ixv3/UgkRbYnqI3Hc3/3bxiemkMSwKQ/ysqHiqXn9KobktkIBK0DlU+fyJaFtBhxqm+cMWhV2CyosFlYKl8uRbh8kTB5D4G1E9Q8Oyt5dCgKxEcaaM6f+9t/TSmlZnTva12Te15TKIykbZ4qNofEhmazmGTMafGkCKfdykh1qLYsU+pqIXjHtKI5ygg8KTo8+2L/qA/3Z+VpN1azCW88/0RG+UKptEB6vQndi1Z61437fggiMO6LFHWKnFLef/RaB2NypRQfvj2N3WqGkCJssJgAT3U5i/oSyIi0W80ARKnhfCSe5rkuhHW7Uii0Xsj5As+46gvHZS19iNXajJSTzWrGY24HACCSqgO7NRnAlS9nZN+ZhLQuacytZhO2eapkhhEvX4pNR9GStUqHY8/ZISSSIkst/2IyyJwdWrKYkE12lYHVgZqOfmTPVvz4X26wCKPVAnT97HdIipLsDisywixmwG23sdY71BMUkMt7+v+RPVvxxWSQOQl31DpxuPNpHP30Oq6N+XCyd0w3ci0TPws5lpX6q1IO8IGP+ip7mg62lJZ9egoGrbohuRyBQIoBX9dQKoqCDKlwugjJg+oss6B5gxN3p0OLKr+AehoYYS0FNd+rh/fo8Iczv1GIKIZ6EZUaeCMJAH7ZO8re+6vdC/1Fxx6G2RglRSAUjaN9YzUjLgIWehcpnTRrLZyy/X0to4F/nZc9pNT85uYkPukbZ+nAzRucmAxEEYwJ+PDyyKLKoFrKFc+U13N2iBXZU/ox/T7rNSVmWRBYgFCmp5PcOXV1TKo5AxCZT+Dr2SiSABJCErHUcDz5WDW6djaycVIalkJSxKvPbsKJy/eQSIq681znE4airQ7e+Uxpl2RMPulxoarChm2eKrz32QjC8SScdkkFoug2X69lMkny02wCRmZCmA5EYU7VT//DZyPsPWJ3DcYS8Pqj8FSX60K5WylkI2sByBhbtze5mfGo7DXJZ3wQlMp6KTmF1hqHO1vg9UdxbcyHv/6na/jtrT+i2lGGLSl57SyzMEco4cnHqnH9vh8mAHarBT9+YZsUYTs7hLtTQVm5zTc3OOGpqcBnwzMQIe2tgx2NePqtXzO+B1oXM3MxBGOCrsjsMvGz8PW/yiwmZSSTeqbSv31hqXTrMXeFjDCO138y6UN6itqvuiG5EgIhl0NzrRXh1UDXzkZcn5C8QzYzcHc6BCEpIhzPbsNpLbilzIsa85eWF0brc3QN79F5ZtM6xh5GaUbUEDcQiaOqwoYXOxqZErkUD85Sn1Mv60i5l6odZQjGpMjab29PYWYuJjWA3uCUjElGoWZiKZ6AZDyRZ5hnFzv9+i7ZWlmL1K3FhGMu88KPF/WbpN6FZgA2ixmRRBLEETAZiGF4OqT521r3JyMxICOR6ztF90JMuLzxTp/X0zpbDpTp6Xx0qL2hhjmMqDmzIKZYdh+RUgffvnCbKSzUL/fop9cxMj2HRFLEkDeAT/7q2wWVwqrESsgWQ9FWBz8utN+oDoxId/a/e4WtsTuTARaV5CFCMhIhSsYkz05pNi00G7eZzSizmhGNS7Vew1NzaSnXxQ5az107G1FV4ZUxtgILxmOm8TAcI/mBUvZQVhjJ4tMDXwMA0yt2N9fiFz/owE/P3cI/fDYCMRWRHPw6wPZALCHg8XoXACkgEIwJsJiA9ZV2ROYTePXZzXi83oXekQeICSIerSkHAHynZQNOD3yNF57yMDlIJHh6aj22VFmr1BVkWUgpPcFiBssYO/Dz32NTrVMmPzLpQ3raM7og21kMuUyknqz0lcL5QS9LMYgngXgsAYfNnHWvv5U0xNWYv/jmqbko4LxHh+r9hrwBnHh5Jwv7ux02wGRin33rz9vw9oXbq14bpLd1xKcBUz59rbOMKThEEEHjRUakGWCHBNUvOO1WDE+HpD5InOEDyNfKWoyBcq0q12Mu98R/tr66AsGpOayrLMODuXkkRakpMo2fVsrVYven9pqWkUMpW3xKC6D/ZsNLBdXxEanGyEyIeWGdZRamzLc8UsnYd33hOEs9BFIsnD/6jiy6WeiG91rJFj06x1YTfEaTLA2YywgIx5OY9EfS0u8AQKUtL4BUZUHKGWUxQ0YYAiz0r1SLMBQjlOs51wwytXVZams1X6C5CkQTqCq3SjwbqawwiwnY961HceYPXzMHn9cfxf53LqN7XyuGvAFcGp6By25FdYWVtdARRCkTB5Ci88TCHReSCMYEVkoVE6To4//zvzcDAP7tzrTsLyBF8/QSiVwuDne2pBFOEbr3tS7oAaLIsiYm/RHWg5lai9B3KaEnZ2JBGJK5CBU9WekrhcOdLfDORjAyE2IGwWNuB376vaeyErJqC45XzPho4mIRKbXxVbJbaj2D8nNqzJt72zzoOXMTtZV21Fba4bRb0bWjgTFg8ekyqylw9LaO+DRgan3Sva8VPWduMgbbLXYrul/YxoS6xQRYLWaW5iqIwMxcDK/u2sTGk76b/q2VGpovKNeqUknJpW6a/+xPv/cUaxExnSLXMQH4Zp1kWJNxvtiaWozQiu5TC1qMuHpZZysJqikjUo0n/8t5AEA0LiAUS6DBXYHZ8Dy6dkpjTmPgnY2wyDA/x7/4QQf2v3tFFkEvRKzEvlqKoq0351i+oBxvXm6SA47aF9Q4rAhEEizaogYxKUVq+LpfgglSLebAhB/HL0pN1It9zJXjq7W+tdbsYlkexTpuawGak0Akzng2XHaJOOfJx6rx93/xNL7/7W+k1bVTWibf0qJ9YzXuTs8hGBNwdyqI+uoKAICnpgKhWII5EKm0gVpmKFtw6Sn6uFKgtQ6AyQJ+HW9vcuPEyzvZfvhiMsjGgvhLes4OMT3ti8kgDn18FUf2bNWloZ13Q3K1D0A9Wekrhe1NbnhqKjA8HYLbYUPTeqeMPGUpUJISANLY8myAWlFENaWZX9xq6ROZDpBrYz7UV1fAabdKqZZc3x1JSM3ho9f+BABUSTZWA3pbR4c7FxgwiWyHIrp8H8WeMzcxE5pnbSz+279+yaJullQ9z6m+ccngXIQxTA9joDQc+fYdPGNxps/yhkj/qA/fP/E5wvEkvllXid/86Dt5eArtewKKV1FSKpRvPL+N1T+SLAvGBJzqG5cRbH33iUcwExpHJC4w7zkzGhURdL0hm/Mt077K9nxUOvzU9rJBYCKBnp0fCyVpFjkvvrFOYrgemPBjg6uMOZ3sVjM6Nq3DpeEZ/B/tj+Lv/+Jp9I/6cPC9z2U1+yKkTIdsHUVa811IETletpLjR80JraXHZZPlYWBlwM8VX79OsoNH185GwDSOUCzBmI+J3JF3PlNkbUuZhTlYJnwR5kDkGfirKhb2RTFFH5WgtZ6JEFNZ+kJjQWnCZOwDYHq6nmpHeeTdkOTJKLLxKPeP+uCdjcBlt5Ys1Tn1VOT7B2ZTI5RNiwdlNJFnA1wsiphNJChTnvfhzha2QahnF99UPhRLIDg1h2AsgaP//AfcexBGIilid3Ot7g/Xlcb2JjdjwFTOO/Mycu1gAODYuSHmJbSYpCbB08F5hKJxWYRztetNlwMl4Rart1uEsVhrnW5vcuMfDz3DFO+1aMURiMRx9NPrACCLhhYblAbTwY5GnLo6lmrobGHeVzoweaItqalzSkFPGY2UKsjLQb1huZEUtYwQtRp0ZQq62l42CEwWoDUvRMJ1YEcDYJrC3ek5vNjRhKoKG/q+WiDReiKl3AFSKh7JjYRK/qvLbsGJl3ey383lrFzsdT2Dv2c6i66NzS7qBM4my8PAyoI/Vwcm/GhvqGFrlZ/H06/vwkvv92J4ak7W0oKfGz6ypgwcANqlH8V45hHUHMbZQmnsKyOWekTeDEkalFCqniAUS2TV0uP4xTsszalUqc5JUeANqGyEbKbDiBcGyl559FdNmCsdAWoKu7LHmZZ3kcL7lGZEaaz/7X8Nw+uPYtc3azHpj6C+ugL3fQuNzEvVS6mcDyWDaP+oD0f/+Q/4cjoEEVLPvi1lFrgdEi13KJqq5TFJLGmBSByheQGBaEL3vQ2V9Xa5RGzU9gqRDx36+CpOvLxz1Z+d5oqvSeHvtVSUJr4PF3lhlWn2yr+8AqKUg3rDciMpSgNRqwZdmYJOpGV8yrcR1VmA1lgQs+snfeMAJJn5y94xPN1Yg3WVZQj7Iqzd1BeTQVz5cga+cBzf+++/w8aacuz6Zq2MM8BuMeOj1ySjna8VVEboMjGpZ7pfPYO/554zNwFI9aM9Z4cYyZbbYVvLWzSggDLVlX+N/xuIJgBRxBeTwTR9T6mXZPp/qXRg0HKELJUsMFPZzWLfmY/sBvOqfKsK6FB0llnQ3lCDSX+ENavNhMOdLVKUKg/pjHrF4c6WnPpFLudzyk3PtzYAwKIDd6eCbIEq55Gimm9fuM0MFPKIq/1e185GzMzFWC+eidkoBFGqLQnGBMzMxbCusgyARBajVyUy31COPaVAU9Kfy25F975WnHh5J3Y31zJ2QqfdytK7PNXlLE2aB6Uppc3/GuHU1TH4wnF8PvIg8/pMIdPapzpFq9nEjEm171nuGPCfp7kKReNw2MywW8zY6K4oObmmJgvoNUrpebzehV/8oAMHOxpl1/Jzqrf1Scgk63L9PD3vkT1bZWu5f9SH/e9cxv53r6B/1IcvJoMYfRhG144GnOobZ/U1y72XQoTWutAaiyN7tjKiLfp3fZUdl4ZnUOssw+7mWvzjoWcAAMfO3ZK1QJiYjeLG/QWiEgB4wuNKW6972zw49PFVmawmeXB+0Kt6X4U4d/w9d+9rZXobRFEmbxfT+QysLDLJSpqz7n2tTMYo1972Jjeqyq0YmPDj7Qu3s9LbtbBUXbZYoKYvr/Z3Kt9fjbMzbxFJPpXy7Qu3GcOkWtok0XUf2NGAz+89BICiTf/KBktN88j1c1rN1Pnv4NmmyOuoVIb5lNXFoi39oz78+PQNJEXgJ2dv4scvtKJ35AHmBREbXGWYiwrwheMIxwS47Fa8umtTrsNQdFisLyjfJFcZsaQ5IyGilW6kh9Qqfj0SoRD9Xez+lHU7fHRLKYu01ulKpSlST1RASvkKx6UMi821zqL2yuaKXOaUZ74t1jFUyxpRa2TN1880rUu1stBpDelqI9c9q6zT4iPkvAf/pfd709hZaxxWxOICmusq8d2tdazFCIGcATRfVrOJyWxl1k6xgB87ZR1qNqR8uf5GqeqE2SIbWZkNp4VWKVSuKPWU5ZXINNCqfdciIFRLLV5p3S7vNZIfXrkHXzgOl93K6gj2v3tFOvhMJgyMz+J3dx8gkRTxs0sj7HNHP73OiDH6R32MRaprZ+OiPQwLHdkIzpUQrsr6HP4vgWebojoIZaqZkpFqsd9cYMgzMZpol92CqeA8C5nHhCRiQhLHzg0xsphine/FoBQEPMkBTyShTCPZ3uRGVYVN5p2iInitg2M1PYfZtpq5cd+P2ko7ALAG4tnen1Z6oLLXnNr3rESaIv0uRR74Ni6l5pVdbL5zmVM15ttiBa+Ik+PDZbdgS50rrX6GX88ne8fw9oXbWaeDFwNWQm6pkfMc7lwgO3PZLfjotQ4c+vgqwvEkZuZiGPIGVNnEqfG4xQQkkiJ7n7J2iGiqWOaG5C21l+Dn4fF6V8bSJLUe1WrjogcnZ6GAZKXLblVtQ0HXLMZpoVUKZSA3rIQhrVX7rpU2rPzN1dDt8mZI0sO77JbUK5L1QDV3ALDRXQG3w4YnH6uW1R0AUp88Av+Zwa+lpvXA8huY6xXZCM6lCFc1z0YgEpfy4TN8Dx8Z6DlzU1Zjp6zby/TbPWdu4quHUnTGnEoN2uapAgDcngwgGBOQBFhfIotJqmFZLmNtoUPpgeJJdvgxUfN6K4VIIBLH3ekQ87ZrsfOuNLLxlJLy5gvHUVtpl6XEZHt/Wp7UbNZpLmOgJmfUHCpk6Kv1BS12ZBtx1IJaJL6Uxu3a2CyCsQRjZD4/6AWQHlUjI4iu5x2yi63nQj8vV0puqSlrPNnZ9iY3juzZimPnbqHWWaZZ60iRYWqJoLyOr01bjqzRC9SeC4DMQZ2Ngch/RjkuhVg/ulbg50OtDQV/jdZfA/nFUhyuPCGn1rxlq5svBXmrkdzb5oHbYcOLHU2M9v3Qx1cZ+Q4ATPgi8IXjaUYkAJSXWRZyelPCmbx8mTzTq5GTnG9kk1eea+55/6gPr3zQy+ppALCIFRlqfC61Wl618npAOx/7ZO+Y7PNEnDEbluY/KQLhuID3PhtBIJrAXFRKYbSYgJ79T2J3cy169j9Z8vWywIKyRP2GQlEpOqNMk+IZeJWf3d7kZvMXjCXyHt1Riyop19j2JjdjnQUWFLpcQM+rrLdbrlxQ3qvW92nVOtH6Hxif1azRLDYstz5GWVcGZK6TLRbQuNVX2VOviKwWUm390jjVV9mZg85hs6SNu5pMV1vHeq1HXU2orVXlXj7Y0YinG2swPB3SrHXs3teK9oYa+MPzMlmsVpuWLfSs06g9Fz+Wme6dvy6TrCjE+tG1QjbrTK0m0hjftcNi+5t3lu1/9wr2v3NZCq5N+FFVbtWct9WUG3mJSPaP+lhKzpA3gBMv72TRiKZ1DjhsFoTjQsbvmA7Oswadz2xej9GH4YUaygz1IMXgXcnGy5qrJ/b4xTtST0IsEOfw+dbKOkmKeinbtmzzVOHKlzO4NxNC/6hPFgUjYzUYE5h3HFhoLN/31UOE4xJ9evvGagxM+CGIwMD4LBw2M/O88x53I61iAczbGE0wZUaNgZfvwZipjQC9lg+PN1/LSVCLWDnLLLK/K/n7/N9cobzXXL9vb5sH18Z8EJJg9cbUY6tYD/DlRnjzUeuhNyjT/VgUXxQ1FcPDnQssizazGTEhiSh3vrLeif4ohqfmZDJdbR2XwjgrkWvGg9a+J6KSTJwQue75QtBplOPHMwzzf9U+o2x7wDdi13M0Vs8o9drEQkIuJR6UidZcVykjolPbI6spN/JiSCqjD3zK1942D46dkyJilMJIcNktmE8kkQRgM0t9BQfGZ3H5yxkkReC3t6fgqS7HpeEZGY0/1YaQ8DE2UDpIkb/zxzkEYwJ6zg7h9Ou7ZAKHlN1bkwE8SDVm5o1OAPikbxyCCIz7IszTQZ7X84NeZqzOJwRZL9DtTW601FdhYHwWLrtVZlBYTEA4nsTu5nUykol8HCCFdFCpHbxq7yt7MAYicZnRstIkM9nee2hewPDUHKt/VhN0fLuIlf795Tyb8l7Vvi/TWqK94bJb0FxXqZpeXGzIZW8tVqcDLO1gLKT9DaSPg7JnG6BOUkftFijlKAkwGZ9WZsL16cy3AlJIUCONyUaO8A49fp5qK+0YnprDjfv+rPtOAsVpFPA626m+cea0pnVMjdj5mvd8tG0qJRSabCxW5OLEorptZ5ll0RYrqyk38pLaSmkKahv/wyv3EIwJMJskFsMax4JtG4wJiAkikkkR4XgS931hWExg5CyT/gj2tnnSaKUp+vn2hdv5eLxVx2qkFlGt1mM15QCAUDSe9ns0N9PBeVDb5WBMwIGf/x4ne8cASPTppAzzKSl72zwIROJorquEw2ZBTBARjCVkaZbdL2xLpTlL3nNKW/3LP92clqqZr3QePacNaWGxVBSaE2ojAJMp4zMuNwUxW1Dd86Q/onmI6TXNJpv7ypQmSKn+1N5mLdKL841c9lY2azDbtaHWhqVQ9rdyHPhn7h/1Yf+7V1iJwonLEpHdzy6NMIKXJLhDPmUwHu5sQXtDDeqrytHeUIPufa0Ack/PLjXQ+FALhJ6zQ1mdy8pSBJqnSX+E9fg9fvGObPy1SkIKHVprTKazpdZpKJZArbMMLruVsV6r6XuZUIpp2UtFocnGUsBirVs+eq0Du5trmQwH1qbFSt5ZW2WNucdnmVc0KQLD0yHVzwgi0tJfbRYT6qvK8eGVe0gkRRbteun9XnynZQPOXvfiwI6GvDzTamM1IkQ0DxQJdJbbNOfGBKDCZsFL327CicvSeJOHUEn0QPe4/90rGJjww2FbSEl02S3Y2+bB/ncuIzQvwGm34sCOBkabToyDn997KDHaXR1La9mw2ptD63cK2VvHRy7PD3rRtaMhjVFP7frVxhvPb2NeaH6NKwkZlBkGhYLF0gRPvLwTPWduIjQvoGm9s6hJd7IhA+CxlDWotUeJnC0QTaD7hW0ACie6linSzZNsuexWvNjRyOSzxQSYTSYIoohH3RXYXOuUPTPfIJ6ajGsSxhgAkE7clStRDn1e1t5s5AGa1ssZnPmyEmKwz/Y39A6t8/XInq1MxgPA6EMpCDA8HcLu5lom988PemW8GNkyfwPFMX6rCSPzQH/IlqCOZ+5fC+QttZUooekAoygWRBHViSQmfJGM3xGNC6hzlWEqlWIpJEUMT4dkLLCUEmE1m5BIihjyBlb5yfKD1djgNCftG6vTCuHpNZ5ufsc33Dj6/BNoXO9kAj8j82TKq0jGv9thkxTnVFEwgdbDqatjuDstpdk2b3Bid3MtAtGEbBPl4yDgN+b+dy6zZyuGA0lvz8A7IagZvbI29xc/6JB5qwvJkFQT8sqa1KoKGwYm/LCaTfhiMli0hiSRCylbBQGLO2mydeJorm+qoRfFokgLpOdsrquEOZWhIyRFPNdaj+da61kdpZB67vu+CFz7qc4AACAASURBVEwAes7cZKnixJZM+4r+r3TiGFgAv3aU9Xq54LnWehx9/gm89H4vBib8cDts7PsPd7Yw55LLbi26TAWt/cefBS+938v4M5SRFeJgIINTjfmbnxfDOMoexSAbiw251Etmw3i8Wlg1Q1JtM3v9UbbpgzEB4ek5CKIU8VoMSYAZkYCkG7Q31KBrR8PCQSiKLFWkFIRvrtASsKQwkJDu2ilX8PnD8vF6F558rJq9TkYhTytNYfjmukpE4gIezs2zPoDE0msC8M26Sry6axPOD3rh9UdZPSVMpoy1f/kA/2w9Z24CQMGzxerxUFW2dADk99k/6kOtswyxeBK1lXbVPlh6h9LAUdb5UdSh0AzlXJBp7S3m4FC+v1gtn7Ix82rV2a4V+POUyjzCcQFHP72OmbkYmtY54AsvOOtESDXs474IDr73OSCKzAB1O2w4smcrzg96sbfNwxRzowZtceRKHqU0eg53LvSZpfOTP3faN1ZnTcBViBkz2ezj84NeFjE/3Nki67/JR9UPdy70TaXaUyB/DmgDBlYDyyH9KorUVjVWw++f6JVdQ8Q62pyrEkwALKkoI0GEZJQcO3cL1RVWNK13omtHA05dHUPT+tLpzZYLMim0gLxdBCm0yoWsTEEk5k1KWaVUWYo+BCJxTPgiGJ6akwyylJdcBOCpLmeeyP3vXGa/QQyda+kh458NkJhk1aIphQS9eRx55YoUqmtjPtRXV8Bpl0TT8Yt3MDwdgtthw/DUnMxhUSjIZERtb3LjrT9vk6V1FSPUorNabKxq/W3597UMTzVyKTKGCm3NZAI9z3N/928ApPNxg2tBeeaNSBOAMosZMImIJUTEEkn2ntkEtuZu3PczR6/FlGISTpHzFKKRojcoCQcBeZ9Znlmbzp1cdBi9ZZtkg1z2MRnge9s86PvqIa6PzyKJBUfI8Yt30PeVD+G4AH9YnkJvrF8DxYBM61iLJTmbz64ElmxI5to08/jFOyzN0WGTyv+p9cNiEAGZEVlmMWFeENnBGYwlUOsqx/lBLwYm/GhvqJGlXNLvl7ogWaz+L5saGWUk8/QPnwUAlqYDQJYaS4y8ADATmsd0MAoAsFvNst/p3teaNmdrCf7ZTvaOYfRBKK1Po4Glgzci3Q4bDuxowInLErlTMLWv+Uhw144GVi9baFjMkFGrMy5WZMPGqrwmV7ZWtUhPsaF/1MfIqkQAU8EYe88MMHI0EUBMSKLCZobSZZsUgb85M4iEIEIQwcjR7vvC0tmccvoVopGiJ/D1wV07GtKYX3mjCUidhWeHWCoyESvlom8VArLZx8BCZJJKbUhvtJpNzBC/NDwjYyi+OxVEz9mhoilLMVC8WHbpRhZY7T2wZEMy2yJQwuHOFnj9UUz6I3jj+W14vN6FnjM3cf2+n6Xn7G9/FGeve2VGoxrmhfT3Z+Zi6NrRgBv3/ZiZi7GaS2KgMgSJNvjC/rf+vC1n6nE6KJvrKuG0W5kn9bm/+zcEYwJMkFQYf3gesYQ0dxYT0tg5yXDTG9QitWuNQvey9py5yWqlqXY2kRThsFnwmHshIkmR4JU0tgp97AoZ2Si8i0UoFzPM+UhPISnWuaDn7BCCMQF2ixmJZFLWNkvNPRvRcNqSPAakDKF7MyFGXgdIY3+4U+pLGYjECzK1fCWxFNnB1wcTcytrxRRNoKrcKnPiHr+40B9O2bKFrlf+fiFG3bPZx3xN6v53r8AXjsNuMaPMasaLqXYgVJJD5wkglU4NjM/i6KfXMemPMFZ5JYyzwMBaI1sjj+/RroRyHSvLwnIhulsKltz+43BnbhSz25vc8FSXIxgTcH7QywyHn+x/Eg6bBXaLGTfv+/HCUxK9c/vGatXaSa0b9s5GcKpvHL5wHN5ZyYgkllAycuggLFVo0Tsf7myBxSRFfY+du7Wk7x2Y8MNTXc48gCd7xzAyLUWWTJCiSi92NMGcmtTH3I7lPs6KQ4tqOde1vpK/rYWCp+pOpQxvqXNJB3gq+tHySCV+86Pv4PTru9D9wrZVGfeCH7sCgnJdZ9NKQnnNUuar6FtWpPZLmdUEIVXr+H/t3szOR5s5O+4BHiaAOXMAEQMTfhy/eEcihSq3sv+XMpayFvnzY5unClazCd9p2SC1YhJFXBqewflBL1uvhztb0np8Hu5sQXNdJW5MzJau7EqNxRMeF278zR4MeQOsHQu1tvrotQ688fw2OGxmOGwW3PdFWIulTKyuJTmeBnSBbPVLPqChhHId8/8n/byq3MqMTP5MXokWOUuOSC7FA6ZmUR/saGRkOcPTIdx7EEYiKWLw64AsEcdiBsSk3NtqMQNC6gVBBG59HYDFJP3bYgLqq8olJtcUM9pwEac6ZQOtaMD2Jjc21zoxPB1CfZU943comVoBubeDFvCN+37mJU8CqCq3YsgbQFKUDHyn3YqTvWOyxs5rDeb1jcRlJAf58PbmmnpQiKlMPMjhQLVBz2xej9GHYXTtXIg6rta4F/rYFRK01nUukQBjvtJB6Y8zczEIyXnUOsvw+b2HUt9IE7BY1YjLblkgN0uBzttYQmDGKV+7BxhzkMtaVCMS+6RvHImkiDN/+BpPbqyR5J1pXBbtpf5wfERhe5NbmmtRSukstXnoH/UhFEvAZbeia2cjy4Jy2a1MuaYabD791ZbyXD/5WHVabTawePaDAQOrjeUQ6mi9l4l8R3kmr0Taa177SGqlCB7ZsxXHzt1CfZUdrY9V4+x1L/7DlvW48uUMM0YElYNR+VqMe0FI9aXk6/UKtcZqpZBpwf70P36LGYjkmVATqEqmVgAyWn+1ugbluFP/M2JdA/SRcszSABRtR/L527lE+Fe6p2g+D08tQgVeNqzWfekpDaxYFRe1umv+WXM5vPQ0X3oA6wEMsBKO4ekQzABzpPKg0gIeSiOSv5aY1Gsr7ayl1rWxWWzZ4JQxaBbTes0WWmtRmUp2/OJCn0+eLObInq1481eDSCRFDIzPoqrciqpyK4seKOuGeXIqvtdiqY09ka4Bkh7J+DA4Zlu6zheOw2GzIJYQEE+VSV3+cgZJEej7yofHasrhLLepcjEY9ZQG9IpM56DyPdLFSSbxHRWUaa4r4ajNqyGpdcPKHkKJpMgiWkRTngmVdgu+uaESD0LzGE8drBaT5IWiYnX6HQPqoJ52dKDRIRiIJnD69V3sOp7NVM3boVzA25vcsnE/3Cn1ydIjgQp/eOe7vmotleW1PDzVHA+kOJXCoV7oz6hlCKs9F08oYkQZlwaepKp9YzXaG2oQiiUwkmqlpUaBvhgrutq1IoDhqTm47BbWz3Bgwo/Rh0bPSSX4OeF7Zas5sbc3ufF4vYvV7u1t88h66PLfqTRGT7y8E9fe/LO1esy8QU2mZNI71CKMgUgcAxN+RjxlM5sQE0SE4wIzSNX4M/jzSC2CuZYoVqejgdyRzVpQO4P5em363Eronnk1JLO5YTXF8sMr9zD2IAyYRGxwlaPCagZMJtydmkMSQGReYL3CyJD8yz/djKPPPwHA2IDZQOmpIMZM1sw7BTVSHOWc9py5iYEJP/q+eoiW+ioZjTm/kNUIVPQwV7luLD3c83Kw1kp9ICL1BVMy7K31feUDpCAFoomCJDLpOTuk6XDi/ypfM6KMSwPfRqJ7Xyt77btb6/Dhla9kWTkEl92CaCKJuApJnRbsFhPKrGYEYwLaN1ZLNc2iiK6djcwoKnQnyEqBnxOIomx+eCd2/6iPtchy2q2ML+JgR2Pa+NHYtm+sZr2xS6UsR4vZ+fQPn5WdtZlIHvtHfeg5O4RQNA5nuQ1dOxrwk7NDrHOAzWJC78hDVFVY4bBZ4J2NMPn7ix90YP+7V1Tl2lrC2G8GCNmshcXO4JVEXg3JTFATEGRknB/0slYfoVgCEz5JUNORKYiSQgNRIgoIxwX89vYUhrwBRhlN3kKIoqy+j6/3KzQlbiWh9FQsq4l3ikglHE9iYHwWPWduoqrCxoiPMrFHFaKwLMR75rEWSr3M486lSpeC8chDmQmw1utHLUUvo4OEHE0qDiflsxjG4/KhNMb51PAyq5kZkhtryjExG4UJ8jRWIuDRMindDhtqK+1wlllkRiM//4/Xu7JuF1UIWK4jkLgfqCfn6MOF9FMyaCCKCM0LTI+xW8yMDFANhzslptxQNI7aSjua1jsLfpyzhdoZoIzQAuln7cneMRw7N4RqRxlqK+0IxRIYng7BZbfi8XoXWh6pZGdNPBW+n56bByClhsvkr4Zc4+8l347jUjsbDWgjm7WQzzN4zQxJ5WbMpIyTUOU9onvbPDjVN848ThAlljliO5v0RzA8NcfqE6xmkyRYUoL8wM9/j021TvZ/PShxawklEVKmBbeYIO3a0YC7U0FUO8pQYbPg7nQIwViCzQUfVleiEIVlId4zj7U4GHmPO0U8lJEqPhWymPemntYPL4eB9LZJyrVCpC8QxYy11QZWBmpttUiuNm9wIjSTQFIEJmalfr0ywjoTGKmaFvyROJrWOzEwPovQ/D3MzMXwxWRw0bTlQsZyn4e4H6SeySYEYwkWaeRbeTAmVkh8DjEBONU3zqKVyhY3VeVW9tlMZ2axQU334M8LnuGSN9QlPUNAMBbBhC8CS8prEowlcPTT63CWWdBcVwkAmJ6LYjacQI3Dig2V5XCWWWTyN5Mjfa3Wv+GIM7BYRD6Xz/PyZLk64JoZksrNmEmZ2t7klqUX8JFK6jNHqTZKkhdAUoYSSRHOMgvaN1bjxn0/EkkRk/6ITIktZeTSK3ExQXqqbxzBmIAtdXZUlVsxPDUHt8OGI3u2LloTWYjCshDvmcdaHIzKyAqwQENNr+nJwFpN6Gn98KUFp66OpWUPKNcKKbw89XgxGRl6h7Jn5isf9LIIpMUEmM0mltLqqalgpGp/mPAzI5OyeIAUH4Eoor2hBtfHZ5EE0H36Bh6vd8nq1fi/hY7lPg9vzANyttttnipcG/OhvroC391ah1/2jqLaUYaHczGJWTQV8eLZzk+8vBMAZL2Zi2Wss4FWjSQAmV4HQGaoN29wAgER1Y4y+MPzskj8fV8E4bggjWeZBXcjCQDAfFyEp7qc/VY2irpe1n+hl9QYyB18KQmVAuUy/8rzO5tIfzZYM0NSuRmXokxp1dyQIXSwoxHf/M/n2PUUzdz3rUdx9roXL3Y0sTrKUkcuwnGxa0OxBPtLKcRqxDsG9IG1OBgzeZ2BBSPFMEbyC55NV1mUD6i3cMpUi2Fg9cHvkxc7mvDeZyN4tKYCf/8XTwMAun72OwgiWH/l0z98Fs/+1/+JCV8ENosJFq45s91iRiiWwGQgJisd+f6JXrQ8Usnq/rLZl4Wi6C63Jp6M+aOfXsd9XziN7TYYE7DFLrW/CsYEPN3oxPG/eDotlZ+MUSUbeqnJQK0aSZ7lm95jKcCxBJxlFnz0WgczCF/54N8RjCVYX1RAylTjDUwhKfXxDEQT6NrRwBh1A9EEqsqtqmtXL+dSsWUGGMgCXMr1UuZfeVZrRfpzxZoZkiuxGbP5jkPPbsKJy/dw6NlNOD/oxaXhGbgdNiSSIoa8gWX9fjEhl/lY7FpnmYX9VaMx17NSUYrQy8GoZ8a8UoOWc0Etc0G5fvSwlkoVQ94ABBHYVOsEICkKf/mnm3Hi8j0kkiIr4ah1lmHCF0FCEBEUBNgsJpRbzaivrmDlHmYANqsZsUQS4biAgQk/Dn18FSde3pnVvixkRTeTEaxl6HiqyzE8NcfYbpvrKiWSQMidqnvbPGnfrYwsE0rRIZPJsakWgDj9+i5mYFKaK0wm1FeXI5hay+F4EhaT5Gj5fOQBQvOSMXnfFwYEAKKIY+duIZEUpZRYUZRFiPV4DvFjUShOGwNLA81v185GVFV4lywj1Eoj6O9y1o1uyHZWC0eff0LG3grA6Cm5CJYrlLp2NmL04W1Zc/lCVioywRDgKwctr7OB/EPLuaAWkTSgH/CKAS9zP/mrbzM5dbJ3DHen5+QprUlRitT4I+z1JIDGdQ44yywIzQuY9EdYxExZSqKWGljIa2Uxzgb6e7J3jPV2PNzZAq8/ipHpOQRjAiIzISS43mVq8u1wZwszfrr3tRoOGeTWL49Ac0JtPwCwKIt3NoLh6RAEEfikb5wZhi+935sy+iU1uNphQzCWwOZaJ7r3tbKWLvx619M5X4p8AsUIpQ6p9n9aiwBWVEasVBDBvPglhQGKeJGxaGDpoEOUUmxyBUUt3r5wG/2jvrTWIsU0V1pjVajPuNb3rdYw14B+wEckDegPpBhQjTGlK/Gvv33hNoIxARYzsNFdAYsJ2PetR+F22BCMCWh5pJIRwzjLLDj9w2fxmx99Bx+91sG+r+fsEC4Nz+DYuVtM/pHCQ/8v5LXCj50SyrH0heP4ydkhHPr4KgApFdhqNsmMyJHpOZzsHUv7bqrxG5jwL/m8LVXwZxXNSfe+Vramv1HrlEgaATTXSWvaF47jr//pGit5cjtsqK8ux8CEH/7wPNobavDqs5tx/OIdHNmzVTZPy9GJlvJMubyfab0a0Df4tXWydwwHfv572Vrj2wvxJFPZ6Gn50ueKJiKpVUTKe5D4gnZfOM4ou9UozpUopcjTSpIPKOs9eMp6oPC9Z1pjVagR2LW4b9pbfKueUmIpzBd4hkO+x102nyPZpxeiCQOLQ8vbfGTPVrx94Ta+07IBZ697IYjAVw/CaFrnQNP6hdZYyjRL2felanWEZJI5fdQUHqAw14paSQaQzkhMYxmLC/CF4/CH43DZrXixoxGf9I2zKIIgAm9fuJ3GEUA1fhDFghyntYRWinEoloAgAmeve5kx73bY8Mbz21jtKrBACta0zsF6dVaVW1kJFP+9+ZJ7i52/Wu/rpTzFQO7g19ahj68ikRRhNZvS1pyaLZOplpe/Dlhdfa5oDEmtIlIgXRjwCiv95a9TQ6EaBkvBcoXSYvUexaSMLpZqU2jPuBb3TXvrd3cfIJEU0xRRAysDnuFQq9YtkwMOkGRfscu/YsfBjkYc7GjE02/9mikt1BqrvaFGxpSp5XjgU/+qyq1pLMt0baGvFX7tE7Oh1x9lTJ80lid7xxhRSzCWwJA3wM7AbZ4qfNI3zvpMHv30Ooan5uD1R/HT7z2VURE0oN3bVuusIuP+wI4G/Pb2FEam55iu17Teya6zmYFvb6llDNVN602q+gqQP0NtsfO3UPWKYke2gSat6wKROHrODuHAjgb8sncM9VX2jJ+ncgGvP8pYXPnOFoR8rZeiMSQzFZGqXcM3Vc6mXtLYwLmBH2tlWL0UvGeF+oxrcd98BNvtsOmW3KDQQdGPu1NBli2gxZzLk0wYsq84QQr3kT1bceqqlHYZiiVYBI6o5oGFPsu8IkSfL8QayGzBr/2eMzcBSGmqREjE18598lfflq5R6YnLs8NP+iPsbyk5qJeKTL1t1caMjHtAIp+iufKF44jFg7BbTbCYzHjp200Y8gakKKWCoXqt5mKx83c5/b0NrB609rEyC4icSPdmQthU61xIb0/V9QLA0401LLX1Fz/okJ3J1OOXfmf/O5elD4l8x+AF5EufK5oaSSX4OgY+T5j+DUgTcbCjkV2X7fcZyA09Z25KjGqpg7jQsNZ1g8UIZX3LiZd3YndzLY7s2crqrQysDHiZd/r1XbJaN+U1e9s8LM2L0tIN2VecONjRiGtv/hkOdjSie18r2htqMOmPLNTnpJQTl93CmJSpNvL4xTs4lUrdPNU3DmD5tfX5hpZc13q9e18rXHYrBBFwpXo70jNTfWT3vlZUlWf2z7/x/DaWamnUti2OvW0euOxWeGcj2Nvm0Ryvk71jePK/XMBzf/uvbO4Od7bA7bABkOpWw3EBsYSIx9wVGPIGJOVfFAtyDpTrtND2XzFBax8ra6DJiTTuizCW4cOdLawmnVLc+e+iNewLx9laJXnctbMRu5tr0b2vNa/Pq0TRRCQzIZNHy0AeYDLJ/xYYDK/xykOrZ2Qx1c/qBdn05+SvUUtLN1Dc2N7kRlW5FcGYIEst5xkrlf3GmGMwZXAWWuRaS65n0he2bHBiYMKPLRucLFqv5ANYTH7xEbNM1xmQcH7Qi2AsgeB0AucHvZrjJZFISddRNIcvs9nb5kH36RsQRCka/NPvPQVg+a0P1grK9Vto+6+YkKnEia+B/mIyyFLgAQCiiO1Nbnz0Wocsmqysf+XPZD3yjJSEIam2wYzNlj90v7CtoBVTQ0CvPLTG1BjrlUc2Y6qsb9PD4WQgv8hU46j2Xve+VplcL7R1k4sMon+rPbPR/3F1kS0h0ZE9W3Hs3C3UV9kz1jdSOnehrVcllOu00J+nGEF9Tvn/P17vYinwRGyWa0qz3vQkk6iRW6uGHTt2iH19fat4O8UDk8nUL4rijqV81hjn3GCMdf5gjHX+YIx1/mCMdX5gjHP+YIx1/mCMdf5gjHV+kMs4F22NpAEDBgwYMGDAwP/P3pvGxnWe6YJPbSxWFYtkSSRDWlws6ZKyKDmhR2LTGStK4zbdFgRpWoM0pDsO2rIdBZ2ZBODgNoyRB003OuyBDQi3MQJsdBZ5vTdCW9PGKCNdQUoUoKNIthlREKOFlsiIMhe5GJJSsVisjbWc+XHq/fidU+fUQorkqeL3/Cmy6tRyvuX93vV5BQQEBASWB3lFJE0m0xSAkeX7OUWFJkmSqhfzRjHOeUOM9cpBjPXKQYz1ykGM9cpAjPPKQYz1ykGM9cpBjPXKIOdxzsuQFBAQEBAQEBAQEBAQEBAQqa0CAgICAgICAgICAgICeUEYkgICAgICAgICAgICAgJ5QRiSAgICAgICAgICAgICAnlBGJICAgICAgICAgICAgICeUEYkgICAgICAgICAgICAgJ5QRiSAgICAgICAgICAgICAnlBGJICAgICAgICAgICAgICeUEYkgICAgICAgICAgICAgJ5QRiSAgICAgICAgICAgICAnlBGJICAgICAgICAgICAgICeUEYkgICAgICAgICAgICAgJ5QRiSAgICAgICAgICAgICAnlBGJICAgICAgICAgICAgICecGaz8VVVVXSk08+uUw/pbhw7dq1aUmSqhfzXjHO+UGM9cpBjPXKQYz1ykGM9cpAjPPKQYz1ykGM9cpBjPXKIJ9xzsuQfPLJJ9HX17e4X7XGYDKZRhb7XjHO+UGM9cpBjPXKQYz1ykGM9cpAjPPKQYz1ykGM9cpBjPXKIJ9xFqmtAgICAgICAgICAgICAnlhyYbktREfXnq3F9dGfI/j9wg8BtCcnOwdxfP//Fs8/Q/n8da5L9hz/GMu88bPsd7fAoUFMXcrCzHeuePaiA8H3rmC5//5tzjw9uWiGzNePuutCfU1+chr/v3FNnZLRT7jcm3EhwNvX8aBd64s6rzUek++85Lt+mKdZ/V95XqfJ3tH8cyPf4WTvaMZPzff/STweFCs6zUf8HKlWPTovFJbtXD84iAuDU0DAD76XseSf5DA0kFzcvOBH75QDADwk0vDAIDe+48QjSfZI6A/b2+d+wI/uzQMCYDEPU/zzf8t5r6wIPbt8uPaiA/HLw6iq7NFjLcG+PHZ0eRhzx+/OIj+sRn2f8/ZAZSXWrFnex3O3/KyR/X7CgVa8lm9JuiaT+89RDwpaV6rN378+7U+ey0jl3GhcfX6IxianAMA3JucQyAax2wkjtM/fA6AbLT84/93C7GkhP/pG0/gUXBesdf5uTtxuB07mjy6359pL2T6vYU8z1r3TM/NRuJMBnz0vQ7N+6Rr92yvw6m+MUCScG8qiEA0jmMX7uDFjsa076HPuT46kzafAsuPQl6vuSCTTCYcvziI/nE/+xvQ1qNP9o7i2IU7eO2Fp9hazvSdq3kuLtmQ7OpsUTwKrD5oLlrryvHRZ18iEksiCcDjtMGfUkai8SSaa8owG47hZO8oTl0dBUwmdO9rZYvwxOX7SKY+02KSP/fuRAA3H/ixZ3sdttS6Fd+XyyYSMAbEvl1+8IemGO906CkVXZ0tmI3EEYzGAQD3JgMIRBPMmOKVwO59rbrKqFHlEK0B3jB+6d1ehSLQ1dnC7tfjtOG1F55irxHU48fft1hv2shlXGhcnTYLAMAEIBJLAACm56J4/r/8Ox7MRBCJJ5BMeVhP938FAPD6I4AkwWIC4kkJVrMJvlAMxy8O4qPvdeh+f6a9kOn3FvI8a63fIx9ehS8UQ1t9BXY3V6XdH69r0LW8k8UEwGmz4LUXntL8Hnq/dyaMwFQckHgXucByo5DXazbwaxLQNpSvjfgwG46huaYMLruVjcNsJI7ZcAzXRnzszDp24Q58oZiuU4Suy8U5stxn4pINyR1NnoyeBaMf6sUImpOX3u1FKJZEW30Fyh02dHW24Ne3J1h0cnhqDgkJuDf1BQIppe3gTz7F97+1CQPeWez7eh07IOsqHcyj6gvF8H/+vzdxoO0JAMDdiYDCg3t9dAYfvPpnYr4NjGz7VmDp4A9NMd7p0FMqdjR52EH40ru9GJqcUxhTvBKopYAb3evNr4UXOxrx0ru9mhHKE4fbFWen2iu9Z3sdro/64PVHcG3Eh56zA+gfm4HXH0FdRSla68rx8nu9qK1w4JXnNhZFNHepyGUf0nocng4i5AtDAhBLWYyP5uYRShmVWrg3Ocecrx6nDYd2NuDjvjHs2V7HrpkNx9BzdkDhtM20FzL93kKVK6RQtzVUsnvuOTsAXygGt92K7v3b8OvbEzj0089wZNdGHN27VRGJJIWd5MKb5wYQiCYgAbDbzIq9Qo6p2XAMdycCAIBXdm1Kc8wILD8Kdb3mAtKNPU6b7rqiaCQ5SUi+l5dacWlomjmcAOC1F55iEUl1lgRvLLbWlePKH6cRick6vNo5kouBu1Qs2ZDMBqMf6sUMtecbAI7u3YrPhx+if9yPhCR77xLJJHtPQlpIg93dXIXmmjIMTc7BYbMw4U8gI5MUILdd9uAGonHFhhAwDoRjZ+VQzIfm5s5gIgAAIABJREFU48COJg+6OlvQc3YAwWgcrhILuvdvU6xLUgIhSdhS68aLHY2KNcxfp/67UJREtZym/2n9UA2N2gg8f8uLQDSBwOQcG0NANmaGJudYamVgcg5v/PKWborsWodWathH3+vAgbcvY9wXhtNmxgaPE64SC4LROIamgpqfYwKYEem0WfDtlmp2lp6/5cWLHY2KtDYyJmkt55LqWizgFWp2f0wBlh9//rthpo98fv8RM7xJYbeaTTi0swHnb3nx+t5WvH/lPib8YUU0EpD3ESnqI4/uiPUvsCxQO46zXcOXONCa5c8scoYcu3AHVWV2DE3OMR2bNxY/7htDQpJ1d7fdiuB8AgfevszOUt5Bs1xn4qINyVwFXaEd6sUEPjLJG/Pd+7fh5fd6EYjKntVQLAmnzYJ1ZSV4kPLA2iwmXB/1ocJZAgCY8Idlj/e4H/WVpRifiXDfJMFtt+C7HU34fPghgvMJeGfCOPDOFYXXVWD1IRw7AkaCuh7y6Cc3UFdRys4VXgnk65zodS2CgkIz4NURSjIc6czUSuGjNMnroz5ZjksSXCWykkFlDN9uqcaZP3wFq9mMaCKpmyK71qGuWaWaxu792xQOi+MXB3GwvZEZ5TysZhMsJhOiCdmU3OBx4MwfvmKvU0SSn7N7kwEWRabX1kpNNa8Xki757Kb1uPnAj0A0gaOf3IDVbEIiIY9z/9gMjn5yA9NzURza2cDS+MjYnI3EUVdRyiLvAPD+5WFMzEbx+t6tus4aAYHHhVzOHf4avnzh/C2v5nspvTWeSKKtoRLBSAybS23o3tfKrnnthafwT2cHAEiocNpYXTcL5qSMzs3VrmUr/1g0aysJOioW1QMNnDAmlh967E9dnS2KeoMdTR588GoH2hoqWTRyXVkJNlW54EjVhcQSEgLRBPyheXicNgSiCQxOBOC0WeCwWdBcU8Y+3xeKIxBN4Oe/G2Ze8aGpIPrHZhTroxjYqVYTix0//n3qtSCwMtCaO7EfZNnUXFPGDqIJfzjtXOHXrPrcyfUcKiTQPR358CrzJpMRuLu5itVUAsAHr3Zgd3MVuvdvQ/f+bWhrqERbfQVOHG7Ho+A8EhKwtc6N3c1VOHG4HS92NIrzWAVaX6+98BQ8Tht8oRj+5kQvXn5PjgLzJDnHLtzBkV0b4XHa4LAtqE/xpITqcjv731ViQV1FKfv/zXNf4MDblwHIc0ZnKiRJc20Xg5zOJN94vZDumyIrAPDAF0Y0IcEEwG4xocYtR2R8oRh+cmlBz6CsqnuTAVwamsYbv7zF5mmII96h7xPrX8Ao2NHkwYnD7Wn7nN83JJNe39uK8lIrhqaCKC+1KgzCU31jsJjlgJA/NA8AcNst7DO7929jZwThcZ+bi45Iikij8aDnxdTylJCnP5qS3P7QPC4NhdFc7cJ0cB5Pb6jAp/ce4rsdTXh+W60ix3poKoi2+go0eBwY84XZZyYk+TUiKbCYoKgNKXYv63JjseOnfp8Y+5XFtREfywDgCWLUzIRrAWpP6I4mD+oqStPqIPlzRe3FzfRYDOA91U3rFgwNqpNUZ5jwa4cnWVCPzWoz+xkR6jTppnVORGNzrA6SiC74Ofm4bwyHdjawtFUTgDK7FfNx+T1OmwUH2xtx6uooHCVWTPjDCETj6B/3syiBuv4VUNbyAYUvE+jcmY3EUV5qVaxD9X0DRA44AkDCurISVp8aTUh4FJxXfHaS+zuRlBCKyc/EkxKTIxSRVKe6CiwfFhPpKvY0bj3kytRMKa5a5Ja8Xu62W1FbbsfmUhueXO9k9cXPb6tN+07Sy8kp2VpXjo/7xrIyxOph0YZkoaUPLReMtAnyVaq6OlvkQ8tkwsFUrQEpGrOROOJJCZ/ff4QB76wsmK/cxwNfCOvKZM/r+jK7wpAkbKgsxXRwnoXst9S6FYu3mJS+lcSe7XWMMTcfFKOyXUg4fnGQpZEHIzF2UDRXu+Bx2vKez0KGlnKpri3JdJCpz51iPIfIU80bfjy00gKznT9a6Zu80a5+r5HOteUEvx5HHgbhC8VgMcmvWUxgRgjNCSluJy7fZ58hQeYFSAUDYDHLNZFUA/jWd76OnrMDgCRllMHqNO5CX9eMkTIc02wZxqfyLpADynLSEppHjduO6UAUVe4SlFjM+MofQVKDZNViBpDiP6I5e7GjcVEKscDSsBhnd74tcYoF2Ziaycjj7382EkfPmdvo3r+NZauYADhsZtSmHLK7m6tw5g9fISHJdcYD3lndln3klKR6ep4hNh8siWyn2Cc6FxgpypavUrWjyYPTP9rF/ue93US/TYfAzQd+VJXZEYolYQnFMO4Lo7mmDFazSVEvYjWb8NZffwN3JwI4duEO9myvUygx1E+Lh1hHueH8LS8zzvnNnm38ilHZLiTwdVGu0gVGt9mITNyhns9ihpZymS1Kvhblg159O/8aAM3XCVptD/Zsr1PQyvtCMYVRr6aU1/rcQkK2tUPj4vVHmBGZkOQaU62zqmmdE03rTXh24zpWn+e0WdBS68azG9fhF72jqC23K5ymPAsxYbHtPgoJRKZ19JMbcNstbEzIGaoeA2Ihno/LZTWh+QSSAB4FY4gnZR6GRBIIxRIwQTbgTQA2VDrwYCaCUCyBhASF83otyYzVgHp/LWb96r2nWGSQHrIxNR945wr6x2YYQyvPJ3D84iBL75Ygp7VO+MOspd+6shJMBeYZ3wBlOhxsb9T8bj4iuRgsyZDMdaKLWREoJsEPpDNP8eHzeIpIoLbcjmcqKzEbJgFvRYXDCn84jtf3blUwq5HH+/roDHyhGCPT4HuoZVJoBBawVgVuoSCTnNtcXYbg/ELbgK7OFvScuS0L/khc0T+q2HBtxIeeM7dZn1q6d576PxPW8vrmlQCtNZLp/FHLchq70YdBnLh8H99uqcaj4HyaUZ/tcwsJ2dYOU9pS9Yubqlyoq3Rgz/Y69JwdwHQgws41ijJ6nDYc3NkAZ4kFgWgCLV8rY4Yief/1yDMI2ZTIYoA69e7NcwPMEDzVN4aDKdKc4ak5HHjnCgAgEE2wemkaX4fNjNB8AoFoAm67BW0NlXh24zp83DcGl12uG2uuKZPJpkymNUFWZBRoBQlyGW/1WcmzU/NGaSbZV+jIOlbEzJp67OpsgdcfwYQ/jNa6clwflWuPnTYzLGYTAtEErHNRDKX6sG6tLWdjSZkO5Q6lXOJ/w9G9Wxd9L0syJHM9bFZrU6+EAVtMgh9Ip5zv6mxJS7PijczjFwcxG46hf9yPtoZKloblnQnDbbeita4cxy8OosJpQyAaxwNfGEOTc4oUKyKTgCQJ4Z8BemutWJS+TCgEZ5SenCOqe4reH/nwKprWu5hSOjQ5VxSpbHrgWx5QcX8a9X8GrIX1rYds6Y6Zzh+91z7uG0M8KeHMH77C0xsqZC+1aYwpbEB6HZsWCmFP5poGfLC9ESOP7uAvtn4NA95ZnOobU7AJd5++iU3VZXDbrSyaG4gm4HHaFCQWmdLSeBSb3qAFciY7bRZE4wmW3g8AkCSc6htDIBpHIBrH+EwEbfUVjOwIAIKp6+l9FtPC30f3bsXRvVtZixZXiUWRXbWWZcZKgJyDwfkE2xN6Z5jWvtMyQNXnZ7GleucDksNtDZWMoZXnEzhx+T6rBz5xuB3AQg38qb4xQJJY1F9dPrIcWJIhmaswXK1NLbxSi4ceQYtWCt7B9kaUO7yKNFg6DD7uG1P0mNxQWco8vnxN5p7tdTh1dTTnKEUxIZOCk4uyprUPja7k5fv7CmEv68k5nqgDAHyhGKrK4oyBs9jp6HlP6p7tdWmkAdmwFpTuTHjc5+drLzzFWlj0j/txb+oLbK4pQ/+4Hz1nB1itIGWI6BH0GGFP6skR/nl1GrC6xOLaiA9vnvsCgWgcv+gdRSAaR1t9BdoaKjEdiMDrj8hEcpNzcjlHqgXFgHc27XszpSSvNfBp7P3jfrjtFtRWOOAqseDZTevxsxRZESCzTHbv34a7EwG8eW4AtRUOhOdlA9NuNWFrbflCD0+uh566RQthrcuM5QbvHGyrr0C5Y6FkQ70nteQEfyaSkagl5wrJIbAUnUtrzLScrfy4Wc0mvPbCUwrSKt5Re+urhTZFy02yuCRDMles1qYupEVoNGQaOxaJVLFOnuwdxcijOzi0swGfDz/UJPHhNxkZpVSbmU+UopiQSSF7XEytRoPW78skiAthL6vlHH8/PFEHILcHyOScKTZMz0URiCZYPagR16RR8bjPzxc7GrGl1s2YhAPROGtDMRuOpWWIEBEDYLx6vkxZAJmU156zA8xIlqOLcr0RlW3wMujaiA9HP7mBCX8Y4VgCvlAMv7kzqWjvoUa2sTG6o+9xgM9uUmc0HfnwKmNeddst+ODVhVYggWgCz6Rqu/gx4j+Hj/YKWbLy6OpcIGpU9wpX7z2tvcATitHzet0FCmV+l6JzqevZvf4InDYzvP4IS+u9NuJDz9kBVLlKEE9ICETjCn4F+gw+su9x2lZEPq+IIblS0KKW15vQtSDIl4JMY8cvWL4HDpHBDHhn00h8ro340tgHeRhBKVkt5FrnlA38mjb6eGr9vkyCuJAOFAI1G6di+ROH21k6EEymoqz70AKluK3UoSaQfr5pKfMfvNqhqF3lr6N5IueH1twZYU9mygKgR7VDh8oxeCPZabPAYgZLbb07EVCMH6WUATI164R/oURDzX6rN/ZaqX2AMR19jwPqqDAfpeWbqL++t1URVaFHrTIbMkLJIVesY2d0qIkaeaj3pJ6cMIL8WAoeB9EQgWfkP35xMCVrwMpeujpb8DcnFliN1VFg/nvpcSXtm6IyJNVWfaZDci0I8uXAtREfZsMxlrutDrvzjzxyJT3I5fuLzQGwmDonHnoR4lzfl0nhWS5o3ZfRjd98EYzIys50IMIUodM/2sUUqmKo+8hlzajnNVPtmMDjgVrearX/OHG4XVcZBNKjBnyEzigyOBclVavv5sneUZb65XHa0LTOif5xPyvF4FPR+aiKFkkcpcXy7Ir896kdSkDxyTotZIpM7Wjy4PwtLy4NTePYhTvYUuvWdf7znwNAOKUMjsUaiEaSK7lAq6ZTizRIy4mnvr9TKblzqm8M3ftacX86iHFfGCVWMzMuyYgEgOB8Ak9WuVivyKMpkkt+3FdStygqQ5IXVHwOd8+Z2zj9o12adOh6ed25otAW/1Khl7sNZE7t0xtvdY1YtnqXteYAyGV99Zy5jf5xP5qrXYoIcabP7DlzG/emgiyli1c26f+VRj5Gs1H2m/r3vHXuC5y4fB9Hdm2Eq9QGQG4tMD4TAaCf6rPayOWwyyWyonVNJqVeYHmgXmO8IUQGkJYjQ230aO1JLcPIaNA6e/iUyPO3vIgnJVZnBGChLOP+IwQjMTStd6Xt0S21bkWD8OMXB+GdCSMwFVewK/KPavZFoPCjMbkgW2SKTzXmz3e17NGSl0aR/8WOpfI35IPV1j/yhd45rudIuj46wxxOad0JOBmxo8mDuWgcEoBoPMnIc+wWM6KpzglDk3Msanni8v0lMa4+Dqy4IbmciiAvqLo6F3q3wWRiz9GjWqgVay3a40YuSnAuETK1h5yQrd7FiEr4ckJvffEtFaithKvUlnbN0X/7AyZmo3h971ZFLj05WXjPbiGMbabxWA0Dk37PbFhewzSuZEz2j82wvnTZUn1WE1r7UW0YajHtaaXTZOoZWwhrrBigXmP8/3yPPUC5d7SMHjWofxk9GhFaZHG8E4M3YqjkwheK4ee/G4bdakEoJjOyan0eb/Co9wiQPvZ6hDDFjkyOZYo+8hFvPdm+mpGWYkYuZ2a+/A1LOYcL5WzQIvLiob4PkpMVThueaaxkafW8QUkygpxdh3Y24Be9I6h0luDeZACBaAJt9RWyvheJwVVqw5PrnTh7w4sjuzamyaCV1oVW3JBcKcNrR5MHH7zawQY018bE+S7iQln8S0W2zcODPDDNNWVpETI+8gFAk7VSPZaZHADFDr31RVFIAGiudrHeZjyOXxyUWe4AHLtwhxmSXZ0t8M6EMTEbVbB+FcLY5uoFXOnfwztNAODIro34uG8MgExb37TepfsZRoiyqlP3SGYSIctsJI7ufa1pZCUU8aHfv2d7HT699zDtmkJaY8WGbNwBfISR2mA8u2k9Xnq3V8mqnfKMEx74wjjw9mUcbG/UJFRbzXWtF8WajcThnQmj5+wAq20kxnCLCUhIcp9Dq9mkyyiZr6wRa15GJmOcngOyt04ReDzIZR1n0m/5uj7C0U9uYGhyDl5/BL/+z9/O6Xfko1saAZnGTS3zTvaOYnhKjhw6bHLnAnWXgyt/nMam6jK89Z2vKz77g1c7cOTDq6n+qbKpRq1Ajl8cxN9880n83//pGQDKTB8AGZ25y4EVNyS1Ft9y4GTvKKORBnLznixmEZNXfrUVweVGNqGj5dXmmSkJWmlRPGtlMRZlLwW6956KsrvtVrhKbRiaCioYvABZ+A9PyUL9EGdk7mjyoK7SofkeYHUMm1y/U288Vsuhw9dFqGuyG9e7cOzCHVSV2dE/NoMjH17Fay88hVNXRxXXZYvireR9AAv78aV3e1nftmA0juMXB3FoZwM+7hvD9FyU7WPq9TUbiWPkYZDVnYm+sMaAngJP64yPMBJhmrpWkI9UN9eUwWo2IRRLsPYhgWg8LZq9mtk6etEwAMy5Vl5qZZFKKg2YmI2gtsKBV57bqHBw8p+n1mFYVoJWypoAA2/Iv/ze7xVlFcDCGB9454rhU6eLAYs9M/mMM4roU5bDA18YADA8NZczmVyhZfXx48aXshzduzXtXo5duIOEBFjNsr5GcqJ7Xyt6ztxmzquhyTm8+PPP8Q+pnrQkp6kemGq4SYZpMVLzj+rWKsuNRRuSudTUaIEOKi0F9nGCGgYHONYjQMnipk69zAdrrW5PS+jojUHGVJ4cUqcEsqN7X6tmKgOPHU0ebKouw/hMBAPeWQDaEWG193c11vNS665W29mgxWK3pdaNpzdUYM/2Orx5biBFzDHAjDM+2rHSgj8XdHXKFO/B+QRjqaQ6j2hMrtW4NxnAdzuacH3Uhy++mkU0kYTbbsWJw+24OxHAyKM7y+40FJCh54zJFk1zlcie8gl/GK88txEAWASSagUP7myQ/4/G8cAXRjwpwWwCktJCy4zWunJ83DfG5nu5nTu5OJ/UZ31bfQVLEVP/PrUuo6efqHUYlpWQijDQZxaLczlXJ1+263Y0yQ3mSefSJczR0RGMkLlRTNA6M7P1gLw24mOsuTxrP13XXO3C/YchxJMSjnx4VdcxWkgM82rw43bop58hnpTwk0vDeH5brUKWHHjnClwlFsQTEl7fu1V2IAOAJLHyIqfNjFDqLI3Gk/iXf/8j5qJx3J0IaJaN6GXuqedS3VplubFoQ1KvpiYblmvRqA1byjGurXBgnauEsRvtaPKwMLC6fUU+n88boYW2ERaDbGxq5G2kWjGtg/TaiA8A0NZQiYM7G0T6yhKQa92I2oFCh8BsOIZyhw2n+sbSnCmrsp6LwMGgPoR543hzjRv9YzOorXBgc4lFociqa4WW43epo6W5gIzjl97txdDkHJw2C4tebagsxYOZCALRBN7/9EtE40n2vtqKUqaErITTUEBGLjVmWhlB3fu3Mblw/paXXXuqbwxDU0E015SxKLrLbmXsgTazGSVWE17ZtYn1Aubne7mdO7k4vJiCW1Mmp/+3N7LoiRpashDITvPPZyUUo3M513vJNVVSr/8gQc8RXUxjalSos2PU+gOVOrjtVnTv38bmj/Q/SBJ+/Ffb8ea5L1h5g5ZjWKuGuRBxZNdG/OTSMIAFxzDLckjJkt3NVax3L63ruxMBfHrvIUKxJOorSxkZ3wNfGEkAb/zyFj7+22/q6njZxmulHeuLNiS1vHi5YLlukGrG+r58hFAsieujM/jgVfl7vvMvnwIAfnJpGI3rXZgNx9BcU8aUuXzC72Q4U13anu11qx4NWS2oaxcpxY33APMRpp6zA+gf96OtoZJRf9P7hacxO/LxyGrVHZCi53HaAJNJ4UzZs70OB96+DJhMeHbjOtx84MfdicCKzUcxEFKkKTopozgYicFlt2q2zCEspwzhyZVyiXiqnWZkdFwf9SEJOU3nrb/+Bl5+rxcAMM8ZkTxWqoxBQEYuNWY8zTwZ92pHBs0/OQ0m/GEWRW+uKUNbQyUjgIgm5M+kdULOxJXokZqLw4sU3MGJWYRiMgMinVOkLNO+1XMsq/e13l5Vk/0BxVHvl6tjMZfrtDI3tK4xUvnCWgKfHUMRRV5/IDlAzkICr//BNAZAPvtujs/gZO9omiOxkOfy2ogPPWcHMD0XhT80jx/s3oTP7z9SyL092+twfdSHCmeJ4nkay+MXB1kJyPH/5X9g9ssTlaWYmI0inpTYWZ1N7zNCpH7RhqRWTc2qIlUzBsiPgVRNjxpEfe5x2lizz1wYp9SG82wkrltjVmzINC6zkTh6ztzGs5vWo+/LR3DaLIy8AIAywsRFnbTSrYxSY2KEjamFfDyydK13Jozp4Dxee+EpxRo+dXVUYdgceOcKMzZuPfAjnpTw5rmBvNLW84FWanyhOWPUTGnUX5WUR1ZUn3KqNFe7WJ3kSsoMPgqQy8FNa4eatdO+/IutX2MscQBQW14KzEZR4bAyjyqwkCpJKYCn+sbS6kIFlg+ZImuDE3KK++DELFNuTvaO4tiFO4x46/l//i2GJudQ73EwJxOlZLtKLDj9w+eYMgVJUtTCkjKpRbT0uJGL84UUXEofo7NH3XYCSG8poS4DUO+dTOcE/bZiaHeTq5NruR3qa9Vhv1zQa9V04nA7y1Dg9eOuzhb0felT9DPkP4f2yWw4xgzOhKQk+iMUylxqsaF6/RHWegMAPu4bw9MbKnBpaJoZ3+dveVNjEMO4L4wXf/4ZSiwWxp6vljlqR7r670wyxAiR+qLpI0k1Y3u21+H9y8N4MBOB1x/BK89tZHU+LrsVz25ch4/7xnBoZwMGvLOKwyHThKgNZ/UCK1bw6ZCAPC6keFSV2dmGIiMEkBVIYv872L4gQPjNouW95WtMVlPIaNUFGMGwzMeLR9Gg0UdhRBNJvHluADf/cQ+6OlvYfFIvUF7BtFtMqC4vhT8UQ21F6bLNR76p8UaZAx78OgHAah66T99EQgJLHz64swHlpVZWX6g+WJf73nKJAvC/ZTYcg9tuRSAah8dpQzAqG8JEDPBx3xh+c2cSQ1NBlqb+5rkBlJZYEJlPsD3P72vW01cn1Ym+22hzXCjQq11Sv04GVSiWxMvv/R4fvPpnePOcTJbz5rkv8GJHIyPMmJqNYlOVC1tq3QoGdCC1plLzqHUWGkWWA0pHysGdDTh+cVAmveobw2w4hrsTgbT3aJ17auSaysk/rmWI/W0sUOmF109plSFs8Djx1ne+jhOH29FzdiAtu8Bilt87PDWHk72j2FLrZvuEIvyAvDeoZpr6tBbi/PNBDsrCoJCVxQxAAg7tbMDz22o1nVPUYzYalxCNy2c/n+Kqx2bO/51NhhhBxphX7ZsfM2giXuxoRF2lA6FYAkOTczh1dRQjj0IYmpxDeakVA95Z+EIxZkQevzjIave6Ols0D+CX3u1l19BzhbYh8gF/zz1nZZIQt93KxoWiuhP+MJprymAxLby3weNQNL2mHl1AemNyGlN6vnv/tpxrVpcT6nVAwkQrwm0EaK1RigaR4OfZiykiT5GznrMDTMEssVow7gvjmcZKvPWdry/bfNAYv/bCUzl9hxHngF8nXZ0t8DhtCMWSjKUtOJ/ApaFpnLo6io++14HX926Fx2ljByvBSPdGabCbq13Y3VyFE4fbWYQxIcmtTHyhGHMgBaNxnOobQyCawMO5eQSiCblNBBb29cH2xgUZkcpK0FqzRhqHQgO/r7v3b2MpmDTOC3LcAqdNFgqBaBxHPryKilS/xPl4Es//82+RSMqywGIGmw+ay0xp2TuaPKsqy9Vriv6/OxFAucOG7n2trKTi/C2vTPwy7sexC3fS1h0/npkUuGz3mGnc1hqy7W89XUv9nEDuONk7imd+/Cuc7B1NfzEli4en5Ob2oVgSQ5NzOPLhVQBg+4Pmq+fsgCLS2H36Jl5+7/fwhWKKdjm05o/u3Yrrb/ylon+1keW71lqjPQ5JYvdOOXZ2iwUJCfhF7yh6ztxW6DI0Bq/s2gS33YJqdwncditee+GptHHItsazyRAjyJiiiUjyIA9kcD6BwT/NIRRLwG23KAT+nu11rHDY64+grqJUM71Oy+tohFDyckIRaUkJm83VLrZQX3vhKZYKdf6WF0OTcyxaMROaZ3U4VrNJsz4qF1KI1YKWk8AIHh9Af9y0nqffSl5BYmPUSil22y1yzTCAmfA8glHg/nQw7XseJ/JNjc9Ub0cRcj7LYLFCVR1d4UlqAGWjXy2mtKP/9gdMzEZllraUQUVp9y92NGreq1HWF/8b+DHs3r+NycpNVS4MTweR4DLWB1MRnSQ9x6WzXxvxMQp0MnKAzGvWCONQaNBLz9Sr/+s5cxv3pubgC8VQVWaHxQREE0nmICCHRz78BzxWQ5ar15RW1oPWGsvUyziTLDHCeVVIyLa/16Kutdwgh/6b575IK1PhSbYAwGY2wWZZMAjTztyUXK/n6vgoayUXWWF0+a611ngiLToDia16Q2UppoPz8IXkjJtyhzdtjVKK6zONC7JiS60bwMI4LJWx3ggoCENyMSQj3fu3oefMbZbPvbnGzTy0AJgXHQCjttfq48Yv/mw1E8UASm1ra6hULHRIEktx4BXiLbVuBZlBIJrAvckAnDYLQrGEgtSBoCdQjBDp1drUq6Ew5GPQaj3P1+j4QjGWUsELRj6F8ZmKUgBgiuSYL4xDP/0MP/6r7StWz5dp/lm93dXRtAOR6rd+/rthZuCQoZzvWtJKV6XngfT+TTx2NHlh4gY6AAAgAElEQVTw67/7c/Y/n8KSCUZVSHl5t7m6DMF5WV6aU04jqxn44+QceJ5dE4Dp4Dye/y//DlepHOmiyA55YymCqyZmMeo4GB08K68atPbWuUpw9oYX61xf4lFwHgfbG1ndKiSJ7RszgM01cnNskvWFArUcVPMaqEsqAOg6s8RafPzINqZa55jRjQ+jg5z+Va6StF7FVA9JLSzKSq0K0i2KypPuwJcm3Z0IsD7tucoKo+0pvs67e/82hbx46d3eNLlB6f388/w4aK3RTLoZQxEw1heEIZmPV4o3BEjxcdosLKJArzfXlKGtvoJdA38kax83NTUygIJmZNNS3Cm1jernCP3jfvScHcDBnQ0sGkkU74Bcc2M2AaVWCwLRBJw2OR2OmP946AkUQ3gfNTb14zJw8/mcTN4xNTIJ6K5O7R6FNM9t9RUod9hYbTFFlgEgnpTw96dvMgN0uUHMZbPhmKKmj4ze5poy3JsKpjWyrq1wIDA5h7pKBzZVubBne13W+iY9qAW/FkmN1oGhR1xgpIMzF/Ayrmm9C/1jM6y2k5xDBC2yVgnAeKrGDpBlr9tuYR5rfk3zLM+FNk5GgKJHYsrhQWQPAHD0kxus7unyH6eRlIDT/V8BACNSoihlz9kBVgM0PRfF3YnAqjv18gXvJKNzWW0oGsFZKaANLXlZiDLUSNhS60bTOieC8wnYrWb4QjEc/eQGXnluIzOAjuzayHhD+L2hpTvQ/qI+7c+o2FsLCccvDjJSMt7hS2RlevwNW2rdinRdGgcg3R7IZf0WA2N9QRiS2bxSinQ0zhCg2p6Wr5WxiQ1GYux16pFGqT/ljvR6CF6hV28sAGlenkKC2jAm4QEoactZG4NonBGJdJ++CQA4dXUUg3+So1hJCQjFErCaTazOhuaAh15fOyN4H7U29eMycPP5nHzWfKZ1R17HnjO3MRuJs+gPP8+nro4ywg01klJuLSOWimsjPtybSjGhqSIrZPR6nDaWSsNnCLzy3EaF55Bvc5LvWlILfjVJjV5/OVaUnyLY4edFi/nNqIosL+Oa1smGxvC0bLzHEtptPgC5dlKSAP4KE8AMTz7tSe9RID+oU9Mn/GH4QjG8/N7vASzU9AxNzsGc2lJ2iwnxpIR4UlLUvZeXWvH63laWCkePQGGlFGYjyeHJM4zAEC6QHcL4VyLTeKhfo7MTWCBEeeALM0MwMDkHl92KpzdU4PP7jxj5zoQ/jNoKh2bKai71w4UAyoohJmd1GQCVBVEGYiZ9mX8/sCB3clm7ap2jENd7QZDtZCsmpQk88uFVHGxvZJHG4HxCZhVsb8SBty/j+X/+LUbJW55SVvdsr4PHacOzm9ZjNiw3UFUX27bVV2A2EsfdiQCa1jlZ2mdXZwvcdgtrvFpo6OqUCUJ4w5jGmqIHPWcHEIzG4bbLPgeKVhGtc/+4H6GY7O0ixJMSogmJvUddREzCrX9sRlF4bYSiYf43kGd7z/Y6tgaWUvTf1alPzsAXXGcTJCd7R3Hop5+xaE4uxdrlDptivPl57h/3IxCNgzffyuyyA6DGbV+Rw4I8ex6njWUPEGjcqJidhDjtezrojl8cxMneUZaaTamU+c5ZrgQPfNE8/Ubqz6km7qDnjE44QI6HtoZKAPLYV7lKAMj7GgDsVjMqHfLernQuyAW1mUkxfYsJaf12X3pX7kG52vu90MCvTZLfgWgCdRWleH1vKywmmUSHankA+ZAn/2o0sZDGWltRiuMXB9FzdoDtI5r7KleJoryhUEBKrttuZWnTPNg+TbUsMeo+FFiA0WXmSiPTeKhfI/21raEST1TKUbMNlaV47YWn4LZbUO9x4N5kAJeGpnFjbAZOmwUPfHLf2KHJOZzqG2Nnq5qUks7hQiVEIubp0z/axYzC3c1VjKyMiDnP3/IqSoG09GX+/RSEOdk7iiMfXs177Rbiei+IiGQmqCf41NVR3JuaY95Yt90ih6q59hQAEI4lWIjeF4rh4xRBDABGi0555OUOGy4NTWPkYVDRNgEANleXyZ9dgPnNpDRqhdXpf68/gqEpmXhlc4ns+aZ0KUqPCEQTKLGYwAe0LCZZUaGUWPL+AmBpii7OI24EqHsbUr8gijItNQ0vU5oDn9ZJ3wVo1/odu3AH8aQEq9mk6wnTuif6PB5dnS3wzoQxMRvFfDyJaCrqNJfaP5MBOc1tuZV93rOn9118Son6PWpijd3NVcwZkmvGAEXKtdJntUh4poPzcNutCiNJqxVCptofI2JHk0eRdqomZSixmDATlsfnyXUuDMbm0nqLEexWM6LxJP7p7ABLkTZECrsBodVbVb1m1TXcJL+p1yMZiW67RRFhrK8sZb0+nTYLNngcjBuAJ+Khue8fm0krbygE8GcMMU5qEbqtlfZdxQCRuaBEpvHgX+P5QgA51d1tt+Avtn4N52958cGrHeg5O8BKEZKQM0hsZhPMqf8hSWnyWq3HFIs8V9+XWr/oH/fDbbcoHGxqpz/fO5Z0Ed6plYs8LcT1XtCGpLp3VrnDhtlInBmRABCIJliPPB5TsxH2XqfNjGgsCbvFjGgiiUA0rjiAtIr2CYWe36yuK1E3iD/w9mUAsmJysL0Rb56TW0VMpHoPba4uY/25SGmxmuX0KVeJBbubqxQ9xQCwGkyjCR21MUI0+cH5BBPGyzbPqQj5vakgXt+7lX2XlpDmWXPV6RV698R/njqH31VqQ2AqCJs5nawD0G4o/LihZWQrasA0Gqzz76F759NRttS6NetD9cCnAanTdvhx5PsiAlAQGeVS52O0da8FtWFP6dG014mopXtfK3OCVDqsmAnH4bCaEU4VUMYT1LcwweZAS9kppDSe5QKtMapJ1WTxU9Vw88oLf+7Nx+XXeUchzVPL18pQ7rBhaHKOMenqEcwVGrQMxWKpX16rEHOlDapj3rO9Du9fuY8Jfxh/sfVruD7qQ9e/XsejuXmEYgmWxk1EekRKd/OBH1VldgByyns05YWKJSXNUi89eVDI8iIT1PpF35c+BKIJBKNxBaeIXror6SJVZXZNp1Yu31soMIQhuVhlgs/VpsOQogpEovPAF9b0llvMZuZhT0hANC5fU+9xoKpsIZ1P/duKgd1Nj2SHV2KoJcqTVS7c+moW3+1oUjDdUgNrqlkDgKZ1TjStlxVN3qOeKUpjJKgFgMtuRcgXxoRf9tgtZx57977WFL10HKeujrLaPC0hrW4jkY1shx71cvjvTcrtG2LJ9Ki602ZJ63u4EsjWYF19LV+rSOkoL3Y06kbctdDVudC4nK/dpdfokU9jp76KRz68qqgnKXSjSL2mdjR52Jq8NuJjBE3HLw7i2U3rMfinOczHk/jB7k0Y8M7Ktbd9Y5gORPAoGMMGzwKrnTrFtRi82dmQi7xgWSCpJtZahF/PblqPe1NBBKMLafakTPYOP2IZBdFEEn9/+ib+nx/8j2xcyelJddFtDZVp6xwozDNNjXzWmHBmCBQS1A5vnhSGyLQC0QXCM8oucNtlIkTKWvCFYognknLrL0nC6KMwookkzAAOtjcy1vE92+tY2Vexyots2NHkYT25SR8EZJl9fXSGkRjxbQSJq6FpndMQ/dGXE4YwJHMJjWdqh0AKDb3GE2QceOcK+sdmYLeYMZ9IQoJMX//SN5uYZ2aeox8MRuO4/H/8x4y/rdAPHq17op5BrlQ7CEp7Inz02Qgj0CHUltthDZoU5Ay7m6uyGjpGFTrkTSIDJp5IsvYYPWduK0hUHnc6x44mDzbXuOXIm8mkWGN6kbps6099nZZRSrWJFhNgtchpiBSZlyGtSgsALScRkNkJcvOBnxm9ixHaatmhfo3m4eDOBtybDKC2woFXnttY8AQl+ULtdLo+OsOcdScu32e1lHKKZCRj9kGxerPVyEVeZEq75Nd4IBpHYCqOo5/cwP3pIOJJCTcf+NM+LynJqbDqNkYvvdurycxdrOD1BC2W9WJJzRPIjELV2/TOcXLWBSMxhKIJdmZbTEBdpQMOm4XpcJeGpvGD3Zvwi94RJJILpIhEuAMAbfUVrKzjVN8YK28ghmcACodtoY3jUkGlArxjfUeTB5urXegf92N4ao6NtzrzptjHyRBkO1SkykcB1cW7egWos+EY/ilFFkBEOfx7u/e1oq2+AlufKMf/9T8/DbvFhKQEvP/pl1ifCutLkEP7FhNwaGcD++xrIz54Z8KsDirbb1lt5Fr0rB5vYKFPn8Nmgcdpw3c7mlikUYbEUh9MkFNdX9m1CScOtyuIUApdISQDxgw5LbrCYdUkUdEaw1ygnqNrIz4cePsyDrxzBQd3NsjF3vta8yqoz3Qv/HV6REIepw0JST6AnDYLGtc7YbPIaa6JVSr9VRf0E9T3pK6RPn/LqyBw4a9/XKQA1GS4rqKURT2LaQ9kA81NbbksPxPJJOo9DrjtFuz7urye9myvy2mPGIFgayWQyxlHIGVRi+Di2y3VsJjkzJnRhyGm4PlCMcaqa+NO9XuTgbTvoD3Pn2nFDDWBnFpuLlaWCxQWjKq3ZYPe795S65ZTVqeCKLGa0FxThuaaMjy9oQL/25//B7hKLAoF//1Pv0QgmmDkiPu+rtz/B9sbUZtqYxGMxtHVKZN5xZMSa+NEQZtCHMd8oCWf6aw/dXUUB965smBj7N/GdCg1o3w+RmShkhYBBolI8t5+PfpuvWgKX6t0bzLAyAj4nGWeLIfS96LxJOZSrUDMJjAj6fPhh4rPJ6KZU1dHWV3QwZSxaZSDJ1stmRrq8SbiEJmxK4RQLIkB72xaXdT7l4cxMRtFbbkdQ1NBlj6o19S5ELFnex2uj/oY2cyjYAyXj6ZHCRabzqH2fvNruLzUmnG9E3KN4uRaO3nicLtiz/GR6Gq3PfebywPZBK3e+KrvicavudoFa9CUphxnSu3VakOTS6uOrk6ZoOj66AxO9o5m3QOF6gnXAx85o3Vjj8ZZw2aKzp443C4iPClkIqjQ8vDrRcl+dftPSEiAP7VXAcBmNqGs1MqIHWrL7YDJhAm/zL6ors0hp+H5W16WvlYMazPbPtOTh2shNU+gcLMftM48XnZQZshmu5VFEUceLWTHAEjrARyNJ1kaLOHYhTvMgTz6MARgocaaiAffv3IfrhJLQTI65wM9+cvrayRXiUPg6Cc3MOEP4+5EgDmtqL2IFreAWkYVcmaEIQxJHnxKW1dnC072jrJwsnpwqaZpOjgv15VEE4AkKVpaUIi578tH8IViqHRY4U8xDpaV2hCKRfFEpQPemTASkkysQpEanl0UADPSeIXfCKAFSLVk6hSeTGyAamMcWPCqqFP9tJo6Fxso2sTjZO/okmvftNhTKZpW7S7Bo7l5rHOVKOYtlxQ4rVStXK5Tp12cONyO//SzT6EuJ340N58z21g+WGzKuHpcKCUbpoUU6y21bgBQ1Er3nB1gDiDaH3wjd5IVWqQ6s+GYglRrR5MH08F5BKLxnIiICvmA4KGeH1o3ZEzSa2qCo1zYSNcastUuq9MxeSchABYNHpoK4sn1Trz1199QKHzNNWWMCE0tp7N9d6Ei270Ig7F4sZizo1CQiU2UT62kfoiAzPPwi94ROEosCM8nUOEsQYha3+mAMrEAucaa5DdPukjOqWJPi9dzOvA8CvxrO5o8mJ6LIhBNMCcqoCTmo64PgHZv7kJ1dAAGNCTVm4SUFC2FjQydl97txbgvzOqpACgMHblQViY0no9LsKRYRf2heVjNJpgAFpYGkKr/kRma2uorUF5qxTpXCW6Oz+CJSofhJlo9ZmpyAXVxNj1P75kNxzD4pwBCsSTcdkvWVgmFKpBzAUUkS0sseJhiPSNSoVzbSGjh6Cc3MDQ5B68/gl//528DAKtVIpy94WWparmMb65KoNZ1WnOo1cGBZ9t8nNDLMMhXqaXoSpWrBFazSdHjSe0ggSQxeUGOl+ZqFx7MRDA8HWTpxfS7GKmOyaRoz3L6R7sUzLmLuddChN464ltQHL84mNbEOpP8WUvQoooHtNeHmkq+rb6CsWEDwCu7NqVFE3mFb3hqDgkJmgpftu8uVKzmvRRb1kGhoZgcInrQ401QOzm7Olvw8nu/l4l1UvWQkbjMsl/tLkGlo0SRdcTDlSLkqXGXKPbRwfZGjDy6g0M7GzDgnS0KeZEJejpuJh6FQzsbcOLyfRza2cDmoefMbRaM4iOSWvXahaxXG86QVA9mNoWNojpqBjr1hLy+dyuOXbgDl93K+ubMJyRIAB7OReG2WxgVMgDUVjjwTEUpZiNxReuKOY761yjgI08H3rmCYCSmSD3gvdvq9iUAUO6w4e/3bRPRAsgpzBSRJBJTnlRosUYVMX3xjF97ttfhyh+nWX3ikV0b8xLSjyPFlaBV72AxAU/XL08Ki5bQXIwiSNfORuKIJyW47RZ4U61pmmvKEI4l8NVMWJ7LFIkRLy8ofT3kC8tyIWVsAmCvq41KIJ05N997LURkSw1UO7DU8ohnc16LIGWX6Pj5yO5H3+tgDax5ZY0f87sTAbzxy1uIJyWWlqoG3/NT3cIG0I4qF8PaBHLfZ1pG31INwbVgyBgBevNULA4Rvfs72TvK9j6g3wZLfR2ls8ZSpVvBSAIbKvXVftJ9wvNJxfeTw3bAOyvWtw4GvLOIJyUMeOV2gz1nB9A/7kdbQyUjPHuxo1G3fK+QYQiynUx4saMR19/4S12l7egnN9A/7scXX80ysh0CX7y6pdaNpnVOPJqbZ68Tj0hCkjfQ0OQcIEnY3VyFt77zdXz0vQ5072tl/QTNJtmwNWpR7PGLg+gfm8HQVBDlpdY0T8eWWjejceap4y8NTTOSEgBp92bU+33cuDbiw+Cf5FYYFovclNduNStIhbQOqlzG5/W9rfA4bXh9byt77vwtLyOzebq+Ekf3bs1KPMJ/V65EJdmu4wlreKwrK8G9yTncnQhk/PzHhVzuRz3W9B4i1QJMGJqU2dPCsQQm/BEkU9kGB3c24OX3FqLAO5o82LO9DhaufebNB36c7B1N+z3d+1oZEZLebyl2ZJufrk4laYlaHlEt6Vp1VNH4QJLSyCqujfjwxi9vwReK4We/G8aloWkc/eSGYsxf7GjEx3/7TTbGWkRSABTkTzxhD1C4hCOPE1pjsNRxUa99geWB3jzlcsYVgqzWu79jF+4gnpRgNStTKvn7IhkST0qwmKA41wjrykoUbYX0MB9P4sDbl9PIvsT61kfaGKl6/hLU5XuEXNeoFmHjaq9tw0UkCbl6CCnCE00k0T82o4gYadU7AYDTZsa6Mju+8oWRhFx4bDHJBuXEbBSv7NqkIOGwpBq1mwCWTmRE72NXZwsr7tXa8FqFwpkKubXG0Uj3+7hx/OIgQjGZ+XAmJNfRRuPJrMQh6rRHLWhFsCitmOr4cqlFXI65oHXhtltgs5gQS0gwm4CpgOx0yaUOcKWgd/9EqhWIxtleprpnACzdkjyuwRTRFhnzcuK7/L6/P30TW2rdirnQinbwKZuLTXkuJmjV8nj9ETzwheGdCS9LrW0hQa+9Bx9FsJpl9vBoQmJnm15NOtUHt9aVMw83H+3MVHu5lhVCrTFY6rgUU2TXyFjsPBWKDqOujaZax9ISC9x2K77b0ajQi/n7AsAikd//1iYAcjumfV+vw2+++BMC0QSqXCWKrAVATnf1BWOMnTUSk1uJ9I/7FYQyRh43I0A9Rt37t8mZTJKkOPvUpWiEXHkjtAgbV3ttGzYimauH8LsdTbCYgBp3SRqTlMJDYFpwz1jMZlSV2cF3RVxfVsJ6Bh67cAf9435mmL6+txVWswkJaaH5M6XQGcnDtaPJg9M/fA6nf7RLl7Wurb6CjZNeb06152mteKO6OlvgtlvY/2bIbGeU0sq36lDMO62t1GMmDxH/2t2JAEYeyexotNayeZeWYy66OmWa70A0gVKrLBKSnBMtlzrAx4FcPGuZ7p9e6znwNNrqK+B2LPjJjl24w/YtALhKbew9HqdNIQuSknaqr9b3ue3y+mCprwIMO5o8qKsoRSiWwNBUcE1HwXiooycUbbCYgO1PlOOV5zYqshfoLHz5vd/j5fd62blI6WYf940xDzcf7dTaK2ul3Uq+EONSGFjsPBWKDkP3R6yfJy7fRyCawFRgHuFYAr+5M5nWhqy5pgzXR31orStnWUWf33/EUi2JndVtt+BgeyOra6eI5cPAPGrL7XDa5LORzkK33WL48TIydjR55F7KKYOcf15rDdMaJScC6edqO0i9lo2wtg1rSOoNjlrZHPDOIiHJOeB8jSRR+89G5MhS975WNFe7YAIQiMYxHYigrb6CbabJwDyC0TjqPQ5UldnRXFPGDC51ShFFNoYm5wyrHJ3sHcUzP/4VS9MDFgqFT//wOYU3S73IyZutTh8s9kN2R5MHH7zawVKZn/A40PI1eR3s2V6HIx9eZQ4G3nBQpz1qpZypU4mPXxxkDewn/GHNdDW93/i454IOlt3NVSwFl2C3mjVrsZYDuTiP9O6f6sta68px6uooBv80x6LKgMxId+rqKD54tQNt9RV4MBPCpqP/Hf/rf+tj+73aXQIzgAaPA6115Yr9o2Xkyox5ZfI/OaQLFTP0nABdnS1oa6hEW32FUEpUIBn97ZZqeJw21FU60D/ux+f3H+HE4Xacv+XFtREf5+iJIxBNwG2XI47UD/JQqv/sicPt6N6/jcmStSK384VI7y1O6KX8newdLTgiJNJ/j+zaCLfdAhPkaOMDX1ihF/Nsob/oHUUi5QEenJhVtMIKRBMIRBM41TfGnttU5YLZJBuO4zMRhGJyj0m3XW7v8cGrQnYsFfkYeWonAq3ZtoZKzIZjuvq4EeS8YQ1JvcFRHwJ0yPJsjcBCoStFenY0eeCyW1ld5KNgDOUOG77/rU1sEJIAJlL06dNzUYVhyv8edWTPiCAj5diFO7rX8IucF8Jr+aDd0eRBS205ADk1sn/cj/JSK/P+01oJRuOK9/BrlR9XGsueM7dZW5ndzVVorStHNJaA02bB63tbFWtrNbxLfB1t0zonmmvK4LZbEY0nV2wdLPbe+fqyE5fvo3/cr+iZRYbx7a9m8fJ7v8fD4DymAvNIQnYgDU3OwVViQTwhIQlgY5WLRXne+OUtxZ6geeSbEe9urmJs0WsVmWqXuve1otxh03lndhihBmSpIOIhvu6IZPRvB6dw/Y2/RJWrRL5YkhbW29kB9JwdQJWrhEUMNle7sKPJk0aAwZPnCAVQH7k6qZeCYlizhQa1DKL/j124o1mTbOT5oX18dO9W3PzHPfgP1S4AwIbKUsX+vjbiY7IhkUyycy8US+JU3xgOtD2h+FzSW4hkzlUiyxS7xQynzYzmmjJ88GoHI4cx8hgVAnKVx/x65OWTXlTTaDBsjaQe1DnyO5o8OLSzAT//3TDuTwdZLjLVQDlt5oUDI5V6aDHJRcfU5mNzTRmGJucYcyYpkT1nbqPcsdBTkU8F1auFMwpyaU/A53TzjItrvY6me18rXn6vV+H9vzsRwM0Hfsb66yqx5FTHS3WQX3gDiCaSrP3HMz/+FUKxJDxOm6L+cLVqEeheqLeinFq3dUVZNhd778cvDrLUwNqKUjxKtW0hxBNysk4sKSEWjSM0v+AEsJgBq8mMLyYCiMaTivmmujVKZ7/5wI/gfILVGYvakQVkkhnqGo5rIz7WvPn1va1rog8nEQ8BspOzvNSKQzsb8HHfGA7tbMCBd65gei4Kp82CYDSOg+3ymPC1/c01ZairKGWpT3xP2kwQrSmU0NuzS11n/DgXw5otNKhlEF9vqD7Hcq1HU2O19hL1iVXvdTII5bKsRMrZJMlcD5KEv/nmk/hyOsj0D4J6bEjO1FWUatbi0ZoWMiQ36K0TPcZouV1LHNdHZ/DBq3+mWJPEMm9kfbzgDEmtQ+AXvSNISMCYL8yKg6kGqqW2nE1Y975WHP23P2BiNor5uLypAtEEKubj8DhteO2Fp7Cl1o3ffPEnxBMSpoPzChKVQjoc8mlPAKQXABv9/pYT//WzLxkpCzX+puhBPJFUtI5QK8jMGEspjR99rwPlDhsT4sNTc7g24surD+FKgO6lrb6CRfh5Jl8jg9YujXtbfQWm56L4aiaCKncJSqwWBKMysZbFBOz/xhP4zRd/Yj22ElyFJEV7ALlejRoPE9Na0zrnqtcjGBGZZAYZ4WT4HL84yPqYvXnui6xyqhgcWzwRGtUxAsD1N/5S7iebkhcAMDQVZHtPVjJkp5arxKLbZkXdk4xHIZ1bq4mlrDM1pX8xrNlCg1oG8WU66r2hNT+57JPV2kta8pWMjOaaMjzwyVwLLV8rY30lqRzHF4rBbbcgmgCLQPKfRy0peENVbcAIGZIf9MZLj8wykIoUB6LxNMLQ/nG/Zj9gI6HgDEkt1FY4EJicg9O2UBzM94Aj7GjyYDo4j4AqKuEPxxGIxnH+lhfnb3kxNBUEgIVrUpHMYj4c1rrxyIOK0wHAH4kxYWw1mxCIJjDyUF4f6vXAG2PqYmjvTBjD00FG2PTR9zqYAm2EiAH/W+9OBHDswh201pVnVFCNAi02TPq9vNLtcdpw4nB7SnAn0j7HbAJLUaXU+OaaMnYoA+lMa2sd2dbutREfc8Kcv+XFix2N6OpsQd+XjxCKJVFbbs/6GcUgm4gIDUhnYe3qbMH1UR9bk06bBd6ZMA68cwXd+1rxwasd7HotD3U2Ja+Yz63HiaWss56zAymFfaE/6GJ7WgosDjSWfAQyE8s333vx2IU7OLSzAUDmfWKkvbTAtm5FKCZn03Tv38bu7aV3e5ne8t2Opow9qvkz9KV3e1lmEhkwRrrvQgA/XvweV48j7wyAJMFVamMZJ1rXGxUFYUhmayD81ne+nva6niA/tLOBUSJ/OR0ETCYc3NmAU1dHFY3MJ/wRBKJypJJIVApZoREHVu6ocZdgMtX6YjpVS2fGQtoksXSe/uFzCo+nlmFJ4/3rv/tzxRwYLTuqK9kAACAASURBVA2KX9sUffvosy8Rii2k464ElrJOdzR5mBeWmrrv2V6H2XCMtfKhQ/Hy0DSLQ5og95TdUOkAIBufVEsy4Q+z6Fmh7v3lRLa1S2uJ75m1o8mD/3rkWUaNfvSTGxianMNsJM6MrWKGVuTkg1c7WMspSBJLZ6U0WNoPL73by5pc0/UHsyjAhXxurRSWfD6myLb4jIZcYATZXyygsbz5wK8ZGb424mMyhwwuYCHb6MTl+/j4b7+Zcf6MtJfo3oangwhE46jl0lLpdRoLqqPOBj1nuJHuuxDAj9eBd66gf2wGs5G4og81oIw4ZiozMzpW3ZDMRYBr9elTC+BcFzlRIv92cErR++38LS87vNvqK7C52oXgfAIuVZP2QjXIMh1Yme6pUO93sbg24sMTFQ6UWC3wh2JwlFgwGYjKzGa+8EKT35TioLcO1cKAxrAQalLpd/R9KRfZUz+7lcBSFSteKYgnJc0ejzuaPNjgcWDMJ9+Xw2ZGKJbEw7moHIkcm0FztYsxYpJBWgjR2ZWGloeVj7ZR9IwOUBpDALg3GeDqeuT/9XpNFpMc0roXYtSm13vO3EZwPsHGCICi7y9fOwkA5aWrfpQXNJYqdyidMF8ZbjTZX6g42TuKvi8fwWmzMJlN+4uci1VlduYU5NMHD+1swE8uDbN6+EzzbyQ5RMbKgbcvY9wXxoRf2auX2NjVKatd/3od3pkwvv+tTTi6d6viM9UlTgKPAcTozpGoAUp5zu9//rlCcTSt+ulDAzUbjimIbRRQ9ekD0hu30vvoEOYjEAQKI1NvwJ4zt9nh3dXZwiIXgNzXz+O0YWhyTkG6UygTq0amAyvTPRXq/S4W5CFqq6/ApioXvP4IJgNROG1mWMxmFqU+2N6YkfAimzAwck0q/R5K+VnJOs6lKlZUe0pEJrTPAShkwnpXCcZ8YdgtJkRS9dKhWBL3JgOo9zhwbyqIJICfXRrG5poynOobU9S9CshQr11+rQNQpEeRZ1YmOHMzA2ldWQksoRgC0TiOfnJDruNRye9ikkO5EH2c/tEuHHjnioLwS22k6xmbAvljqfWRS8miEHOWH7TG+81zX8gEMwA+7htTOA/JuTgTisFsAp6odCj2E7WI47Mm9ObUiHKoe/82Vn5z5MOrinvnz3IypsdTDtSf/25YYXDz1ws8HhDjLe9MBZRkoerx5p8rFEfTqhuSzMMaietuUL7ekd/gWsQDZAgASPMuLeSUpzzgUwssr3oe4ab1Mu2yUaNHuSKTgMh0T2qijGIHjYHXH0H/uB/1laVw2y2ocJbAYbNgs92Kgzsb8Oa5AQSiCUU6nvrwySQMCkFg50vY9DiwlHG5NuLD+VtedpA2rnfhzXMDjJEVkJVvIuJp8DgwE4ohGo3DYgLsVgsC0QRC82GW9poEMDQ5l5bqI6CNTB5W8swGoglAkuC0WRCKJeCwWVBVXYL+cT+Gp+aQSDlwKa1zz/Y6eP0RuO2WopBDWmOkqaCq0iXVWQzlDhtgkuu2eSVYIH8sRe7wKZXq7AcjM4EWKljwIRJnad+15XYEpuIwQ+4ZfOinn+HIro0Y8M7i6Q0VuDQ0DQnylvLOhBnpYiAaV8j2bI4rI+l//Lo5cbidGZNaUVWeLLDe44B3Joy6itLHZhSLNawNLbIcrbHWG79C0BMBAxiSWkQZetcACymBFMFUR4T4yKL6s8go4qMVtOnUE1nusLEFwKcmFsrE5oNM90S9yogoo9jB0kXeuQKAiJgSCERlL97u5iq8f+X+AlkL14g+U2G/eg0JPH6osxtmI3EFqY7bLke6xmfkWugxXxj1Hrku8vW9W1nUsa7SAX9oHqUlFgQjCWzwOBQ1NQL6UMsS/u+D7Y24NzWA2gp5PKlkgUCGpdNmQUutG9NzUfSPzaDvSx9r5/JPZwewpdZd0HOhJW+1FFSefZGyH7z+CK6P+lhdqZYSzEMoeMsDvt7uYHsjq0XTcl5nUtZ5tlctQ1QgHQpnb6r27JVdm/DmuQFUOEvgnQkjnpTwk0vDAOQaeIIJQEICI1Sk7KLzt7xp3zEbibNG8EaM2KnXljqNFVjY/6TzvvbCU5okf0uVE0aM1BoBuToe9MZPK8PSiDJ91Q1JQq4bNFsEk48sqnHq6ih8oRg+H36Ytum0cpdnwzGW9lDsm0NvcRrJA7dSuDbiQzAiM/B9t6MRnw8/ZPWyXZ0tePm9XgByK4nu/dsUbHGA7LA48PZlxebn11dXZ4tu+rXA4qGWDW31FWiuduHBTAQbPA689Z2v4+5EAH8YmwGZ/+O+MKrdJSwdlic2EXi8OH/Li0A0AetcFMCCoUT1fubUdRs8Dpz+4XNo7T4PAIhx/c9CsQRefu/32FztKirjXs2ayDstmfM0Esf96SDiSQnwhzMakASh4C0PqJYaAModXk0lHlCW4NCZcHBng4JVlJg1icSNZBCgJGxTO9uNpkyuBPgxoJKFwYkAyxAKRMNornbh/sOQvE8ASNz7iVjNBKDe48B6V4mibIF3+JaXWnFpaDpr3eRqQa2baenQetFytb6nzuxb6m8pRiwmu0A9J1qET9dGfPDOhBlb91vnvmBGP8/dQuvQiDLdMIZkrsglgqkLrtaSjxLt2V4H70wYbruVGQMUlTSyIMkH2TaBERfnauH4xUHmsRzwzqY5Jl7f28pqB3khfGloGj/YvUlz86trJul1dU2DwOKhJRtoLqnR8vGLg5AgOwEohXIqxdD7i94RRasFMSePF12dLbg+OqNgPab6nT+M32TpxEOTc2j78QVEE3IUMpZcUAVNkHtt9Y/78Z1/+RQ/2L0Jz2+rLZo5y1RP7fVHEE9KsJhkGUT93zKRQK0FBW9VkMpEcdoscgYUtHt68s4AkvkjD4OMVZTPkhrwzmI2HGOKf9N6l6IumzcK1K+tFfD742B7I259dYtlK7jtFmyucbNatB/8tz5MBeaxu7kKXn9EkTYvQd5PY76wIqqvdvjyj0ZDLsGXrs4WzWh5LqQvj/u3FDpy0ZFzYTGnfcsbhqRvDk0Fcf+hTBR47MIdnDjcnpZhacR1ac5+yerj2ogPz/+Xf8fT/3ABJ3tHASws3HwUh+59rdjdXMUEDU36G7+8haEpmUL5jV/eYt/R1dlSMHVRdIBRca8adK/HLw5qvq53r9neV2zg+/rwvdp4bKl14+kNFdhS6wag3NAnLt9HV2cL2uor0NZQydLS7k4E2DX0OiN9Ojuw/De2hsDLhj3b6+C2W+D1R3BtxIc92+vgcdrw/W9tQnO1C267FTVuOwAgOJ/A0U9urKn1vpLY0eRBbUUpALD2KtRnUlJdOxOKgwtEwmmzMHZXHj+5NIyX3/s9Lg1N48iHV3GydxQH3rmCA29f1pWFRoaWHKb1TM3En95QwdLTes4O4NLQtJAhK4zu/duwu7kKLV8rQ/+4n8kLvfOSPxNee+EptDVUYjYcw/tX7sMXiuG/3/Ti5gM/nt20Hm67Fb5QDIMTAcUZQrLLF4oBklQwusnjBL8/zt/yMsdKvceB2vJSBKNxFqncWlsOQOa3iMQSzIgkxJNynfbB9kbNz9fTMbPpWkYA/UYAOHG4PW2tqOXMYvTptYZc7IFs13R1tqCtoRJt9RUKg5B4W9x2C47s2giP08YCFad/tIvxxFCatdHmqiAikrzFfuzCHWypdS/KA632mvDeGrfdgtB8AvGkhDd+eYsZCUaEVnQxmydkz/Y6XB+dgXdGSRFN0EutMqL3YznBF0fn6nXa0eTBD3Zvws9/N4y6lKJMUUyKVvK9rT76XofMyvj2ZdlLLanVaIGlgmfkC0QTCEzO4cWffY4Sq8y8+/nwQ9RVOvDWX38DAHDop58hnpQwwaUMCiwdallFxhA9Umofn3Km3g01bjsqHDZG3a9GIEWW5AvF8MYvb7GUNiNmkmTLDNGTw4BOiwmOWl4LItNkecCzYY48uqPJ1QAo55vPbDnVN4b+cT9zjlArol/0jmJztQv9434WaTt/y8vmkE+hNZIiuVJQk9hdH51BIBqHPxTDeMo5BYBlmtG4fTUThtkEJFXbJJHS9+JJSUHeU+jp4urfmIkZVCA35DJm2a7Z0eTR7JW8ubpMUepEWTbEB5CphtII8qAgIpJdnS0sevDaC089tijZjiYP89Z88GoHeg48DYtJ9lT1nLlt2Gic1u/K5gk51TeGQDSOoalgxvtRe7iN6P1YTmQbR4pY8tHKk72j+LhvDJuqyzDmC2vOy6GdDfA4bQrWSfJqd+/ftrw3tQbBBK8ksd6f0USStW+BycT20I4mD378V9vhcdrw+t5WxXovBO+zkaGWVd37t6GtoRJAqqdZykNbVVYCiwn4q7Yn5PnhEJ5fIEwyAbCZTQt/pybXajbBabMgnpRgt5p1GV5Xez5zPVNyuU5BLZ+SIer7K6SsmkIET0YHpJ+XuvOYMvw3VJYq1nttuR3d+7cxA3NwIoA92+uyRsnWLuRxrC23yzXxNWVoq6/Anu11ePPcQpT++9/ahFLrgrpb4y6B02ZBLJFkUc3BiVlcGprG0U9uZJQRhbCnCuE3FjtIFp/sHVWsJ7WM7jk7wNLeaV/zeriWzkkwio1SEIbkjiYPfv13f46b//gCttS6NQd1sQoCXyu5pdaNp+tlJefeVBB7ttehrb4Cs5G4IRRJusfWunJFuh6Qg8GXOrjcdkvaYlSMXRYPd7Ej2ziy+sZUc1lKzfOFYprRLPq8Ae+sQuHI5bsEFg86SLv3b8P+bzzBnq9x23HicDtLc6e5erGjEdff+EtsqXUr5IhRBHWhQiuFqrzUqkgHHHkYxNTcPBIS8NvBKbz2wlNw2y3MYEwkkwinojMSFmomJQCJVL5aNCHBkjrNSixySww1EyOw+vOZi4J3sncU10d9aK4pU1yndvKRLCovteoaLkLGLC8o3VSvLY16vumsPdjeiN3NVXjrr7+BE4fb0dZQiXqPAw9mIjj6b3/AhhSbdCiWwKm+MQDA3YmAro5zsncUz/z4V6wspxih1vGOfnIDgWgCZhPwyq5N6N6/DXUVpejev40RewGA3WLG89tq8ff7tsHjtOEHuzfhqdpytNS6kYRcL281m1kfyuGpuYwyohD2VCH8xmIGsTFfGprGsQt3FOuJZHTP2QG89G4vK/NQ6NycHk5yfuRhkH027QOjOAwKIrWVB596yG+SpaQb8O/t3tfK6LjP3/ICJhP6x2YYOcRqgi+2p3S9bOlbFPo+2N6IcodXMwSuuH+t9CkBBmLzvZeqqQWA1154ipHv6LVIWWspwo8Ti0nf4FMEz95YMCgeBed1+znxVPz0upi3pUErVVNNPOULxWAGUGqzMKY6vm1LKJZEdEZO/bOZTUhKEjZVuTA0FYTLLvf+dNoseH1vK87f8qK1rhwf940plHs1s/JqzWcu6VHHLtxh7LaK9a5y8mmtTf45o6Q9FTP4iCSV3OzZXsdYWdXzTWft9VEfNtcslM+Ul1pxb3IOoVgCQ1NB1HsccNstqK1wAJKUeo+cxjkbiaN7Xyv+93+9jq9mwvj+tzaxdmbHLtwp2jZdah1vwi/LhKQkZ1wRy+qn9x7iyK6NuPLHaSQkOROl5+wAuve14ukNFfj8/iP0j82guaYMHqcNVWV2ljZvTpGwWc2mNOdAIeynQviNxQ5ej/A4baz1yp7tdYroYjAaZ+tQbQx279+Go5/cwOCfAlhXZmd103LHABPTPbXSllcDBWdI6il2S1H4+PdSuquaYno1I3Ra7SXev3IfE/5wxgbd/IJWH1y8wFHfvxEWplFBbL6UIkljlu3wFuO6eCzVSRRPSqyXWF1FqWaNMF1Lwl9NQiCwNOjV7Pz/7L17cFT3nS/46T79kLrVajVIRDJ62DASWMiOKGBIbhh79oYELmU23MosTjkV58XU3d1xFVMzRS2eDZ66VvbiKtfcGqrsu9kbO469Ze6Fim/IwLKQkNqJA4k1iIvMQ2AUwHpgKZKg1Wr1S92nz/5x+vvT75w+/dKj+7T696lyCXef7j7n9/j+vs/Pd3dXE3539yESSQUdjR68c+k+hh+G4JSskKwWhOMyY9h12SXEErKmDxwZnB2fq8EL21vxwvZWvPh2b1rv23KoayLwjikeeief0drkX1sspb9AbuidIkb18DxovQdjMvpHplkdd//INJp91QjPJSArwKPZOYTjMtY7bYxoY2w6guBkgkUpqK7yrYv38erXugzXzEqBUXrfy3s68YNT15FUgKnZGKAosKZKk37823v4yz9TeQtkBbg+Os16rzolCywA/jAxCwVAQk7CabMilkhCUeb72ep7Z5eDDCmHe1zpID3CZrUwxyidR8To/0x7PbMp3A7JUI5PzcYQjicR9kfgcUrwOG3MgOR1FDOg7AzJTIrdYhQ+/Wf5/zdDhM5IOJy7MYbBidk0Yaf/HB1o/MHFU4nfnwphLBDFc083CU9WntAb3gLLi0KcRHqPrJGilymKL+Z1+ZBpDk/2jSCRVOBx2hCKJThCHQXdTV7UVtsxNh1hhiMxL9a5bJgOzx+qfJ1xrkidGcGvWzKI9a8XesaZ/ZnLBdmiPHryFwCaiCR9trOpFu/3DkFOzrOFAgrGAlHN97kcahQyEpcR9kdwZ3wGwHxrEV4XuT8VwmfTERzY8YRmzaxEUB1Z+5oaTQ/mp9d60T8aQCA8h1F/BC67mqIqK8B7vx9Cz76ncOTUdcgKMPwwDJvVgpiOvpXPflAASFYYpguWw34qh3tc6eBJPM/dGGMtfla5Hfj1rT+ifU0NCwbZJQs+Hg1g2//xK9RV2eGusjPCnUO7NuLo2QHISQXBmIzuZi9CczIe+COodzsAIE0mlEqHLztDsljgJ6jUnp1MitFMNIGZSJxFWPSLamw6wrz51GOJpxIHwNI/TvV/pn4mEEWTt4otRpEqkQ4RpSouChlvI0ZdvaKX6ZAV87p8MBrbK0N+3J1Q2+I0eqtYqpoVwPo1NfjCutU40TeC57e2oKluBrfGZxiTZY3TjmAkgaa6ahz7xmaNbMoVqSsFjOSovt8p37+OMlCo/hoonK2Pr/8X8nvh6DkzgP6RacxEE1nLW2i8qeH4J+NBNn80t4Dq+Ghb5UL/aEDtmZrqY3h12M9SmttWuTDqjyAcTzLHl34N//Z/+9fL+tzLjYJ0i1T0ZjwQYYYflezcnRyA1+VAo1fCdGQO4bjaF5jqSykNXrICsbgCl90KWQHmEkkNQ7QFQI3Thpf3PGlolJdahuSDcrjHlQxa0xSJ5Ms3zlxT29XYZmM42TeiYSGfDM6xfta03zc0erC+oQahORluLjNhcGJWQ5pJsoUyG3LJqeWAMCQzwEwpApkUI6oJ0EcZCeTF97nsrOk9pTsR1fXezz+GM9fG4HPZMTk7h/FABIMTs7j0hymsa6hRv2ditiSLU0CgUGQyFoVDxHzoOTOAYEyGx2mD26HWOvKyqvPIOYTjMt753afY/sQqhKLzkYNHKXKeUCxRFvNpdJ7ojUf6q0+R5Ou1+LY2+TSkN9M5Vk7QOGW52tQrQ35NRIxfe/oa62sPrqe1m7AAeH5rC76yqZF9z/6tLTh3Ywzf3N6GE30jOLRrIzY0ephBulKjS4WsTcoM293VhJOXhxGakzE2HcHRs7dUvohYRJP6R5iajSEQnkP7mhp890tPMOX+k/EgfvDz6xpD8k8a3PjV3/75Ej+lwEpDNl3CaE1T0GcqGEUgksChXRvxzqX7AFSiJwXA6hoHnDYJgfAcq6XkZQkxO6tt/Pxo9FanBZZKWYYnDMkMMHuKAF8zoI8y0j3PROJpBx7/3oeDU3imvR7PPd2EU/2fYY3Hib/e2YEfpFJBBidmWaPUSmVxFSgvZPLI8so5GSoCpQEdxMRWt77Bjf3bWjH06DZrwqxClTnxRBIfDk6hvcGN+w/DSCQVrK2rwlRormxqwozOE0p52t3VlDFFkiJaJ/tGcO7GGDMgPU7JkA4+n98VyI1MBHQ8Vf/+H/0O6xrmDZSxQFTTE1VvRCL1+o8+vAcAqK22p0Wjr77yVXbtqb/60op2gOVam5nSuqkOmsaMsq68Ljvm5CRiCZV91eeyIxCeY1FePv33wLuXkUz9TrOvGuvq3Tmdjyt5LgTyRzYHiNGaZkzlI1F0t9Rp2MSfWuvFqZd2MMOR2MZPpsizXHYJklXtkUwRyGBMxmZvVRppYCnL8IQhmQFmTxHg2Wv5hsV8KhM1QOYZEwlfWLcaQ4/C2N3VhL/7+XUAwEQwhncu3dfYjF6XA+vXOHHkuc7iPVwZQhwy5gZft5CL6VhgeUEHcXezV+0pqSjs4ORrvn/w3Ca8fv42nt/agoGxmZLXgeSDTHLA6DwxYvzkZfTwwxBicRl2yYJrI9NIAuhu9moiL9nGQMikhYM35vl5oVRsAMzZSucnOV2r7fOtJAgepwRJsrC6XjImiYGV/00eKzminEnHyhV1Jyd6+xo1YwqKAneVHVAUjKYIiCQLUF/jxJc3rmFRXv7z9W4HAuE4kgDq3Q72/Ubp5uR8XMlzIZA/sjlAMq1pfQCHGIP3b5sng+OJ/ii6uNZXDbdDAiyW+e/IUtJWqnVZFn0kS4FSN67OhYM75/vH8P826pPGv0b/PsEpbs+017NrB1NMZoRRf0TTp4xg9vFZDmR75lL3pxPIDmJjpn1SievXLCB5dWTvJtZTEoqSRnBBvT0P73mSyTZgvvbVjChEDmSS2/Tvty7eRzieRFxWkITakuDI3k1Y3+BWvyBHlgj/nWK95wcaJ0BdZ+SkpXmhvoV2q9qfMNXqFDarBS/vUXvTUr9CHt/c3oZZLjWbQVE0Pf/088SvkUoBM9g4mcCPCznRm7xVaPJWYXAyhNoqG47s3YTuljp4nBIz8gfGZnD1la+msa8OTobwdKo2lSfq4vfMwZ0d8LnszPlo1rkQe7u4WEiPTvrMkb2bmL5NmSZ8diFlS9F1boek6RVs1IfZDLqniEhmgNm9T3rPRzZCkUxpVXwxMADWt8rtkLB/WytOXh7WeEJ4mH18lgOFpjQImAuiNYI5kIkAKdvBXC7yphA5kIsIipg+qx0SInMyXt7TyZSMfFKYjOouAXOPX6mhHyf9vFBWQ1IBfC4Jh3Zt0vQQJoNlQ6MHhz+4hnuTs5AV4ESKndhmteDAjifw0f1HgKJojBij3zd7ZtRywEgm8PI6k46zpc3H0oGp/tRoj2STOfr3+FZwZp0LsbfLB7SG9r1xUX0h1cqHsgtpPfL9l/WyXr/+TaF7KoqS939btmxRKgV9nz5SvvXWR0rfp48W9HkAfUoBY6uUcJwX8qyLHZ+lRLHG2kzPXCqU07rOhnKYy5Uy1kuB5Z6vlT7WZlnvZh/nXOPU9+kjZec//LPS9cr/q7z/0VDe3/f+R0N5jf9SzpPZx7oQmGX9ZkIpx9rsY7PUWAnrmp8zs85fIeNsUa/PD1u3blX6+vqW3JhdibBYLFcURdm6kM+KcS4MYqyLBzHWxYMY6+JBjHVxIMa5eBBjXTyIsS4exFgXB4WMs6iRFBAQEBAQEBAQEBAQECgIBUUkLRbLJICh5budFYU2RVEaFvJBMc4FQ4x18SDGungQY108iLEuDsQ4Fw9irIsHMdbFgxjr4iDvcS7IkBQQEBAQEBAQEBAQEBAQEKmtAgICAgICAgICAgICAgVBGJICAgICAgICAgICAgICBUEYkgICAgICAgICAgICAgIFQRiSAgICAgICAgICAgICAgVBGJICAgICAgICAgICAgICBUEYkgICAgICAgICAgICAgIFQRiSAgICAgICAgICAgICAgVBGJICAgICAgICAgICAgICBUEYkgICAgICAgICAgICAgIFQRiSAgICAgICAgICAgICAgVBGJICAgICAgICAgICAgICBUEYkgICAgICAgICAgICAgIFwVbIxfX19crjjz++TLeysnDlypUpRVEaFvJZMc6FQYx18SDGungQY108iLEuDsQ4Fw9irIsHMdbFgxjr4qCQcS7IkHz88cfR19e3sLuqMFgslqGFflaMc2EQY108iLEuHsRYFw9irIsDMc7Fgxjr4kGMdfEgxro4KGScRWqrgICAgICAgICAgICAQEGoeEPyypAfL77diytD/lLfSlnBaNzEWBaOSh6zSn52gXSI9VAYxHjlhhijyoKYbxViHCoDZpnnijckj124gw8Hp3Dswp1S30rZ4MqQHwfevawZN/61A+9exvHeYXzlH/4ZT/39eRzvHdZ8dt+bl7DvjYslX/xmgH796QUD/f/x3mH2ejbhYRbBkg8qee+V0zwVC5W8HhYCMV65QWN04N3LYq+tQFwZ8mPfGxex781LuDLkX5F7YiFnxUocB4F08PNcSp2ioBrJlYiDOzs0fwVy49iFO/CH4/A4bZiJxHG8dxivn78NfzgOm9UCfzjO/h8Ajp69hQ2NHhy7cAe3x4OYCMYAAAfevYy3vr0NW9p8pXyckoJff2SM07i99/3t6DkzgP6RaVwdnkYwlsBMNIGhhyH4w3GMBaIYD0TQ6K3Ga19/GgDY52eiCdRW2XBwZ4dpx7eS9x4dAIA6zwKVvR4WAjFeuXFwZweuPwjAH47j2IU7Yq+VIUi/OLRrI17Y3goAzGiciSbQPxoAABz+4Bpe+/rTmIkmMDYdwb43L+HIc51Zzz/6HjOfk6QDzEQTOPVXX8rrM0I2lCcKWY9XhvyYicTR3VKHgzs7SqpTVHxEckubD+99f7tphYgZcXBnB55pr8f6Bjf6RwM4evYWMyxf/VoXulvqUO92wG61AAC8Ljtb5GREAmCHeyVHZ/j1Rwa6z2WfPwAUBQDQWOtEd0sd7k4E2TXjgQiCMRmDE7PoOTOg+TwUxfQeyUree7SHxEGvgj9AAVSkPNBHV3KB9g9QmeOVD7a0+fDWt7eJvVamuDLkxyu/uMGc0wSmNCsKJFXNwL3JWQBAbZUNg5MhhVo9bQAAIABJREFU9I9Mo+fMQNa9URaRu5QOwP7mgS1tPmZcCLlQPihkPR67cAf9owHUVtnYfJdKzlV8RFKgcJACQ8rf2HQEwckE1je48cL2Vpy7MYb+kWl4nBLiMRn1bgdb3KvcDpy5Nobnnm7Co9Acdnc1aaJoAABFwZG9mwwNjHLwIC4UvBeRnu3I3k3oOTPADpFgTIbPZcehXRvxn/6/QQRjsvphRUnzQvKKuZmxkuc0E/g99OLbvRX17EbgvakAKiJaq1/3pBgAyDt6xmcxXH8QwKFdG3HuxljFrycevFItxsXc0DuUDrx7GYmkevY929HAZCV/1n0yHsQrv7iBRFJhn52JxAGLBaFYIms0rxwid0f2blrQWS6yXsoPhaxH/bW8Y7HYqGhDshIV2KWE3qDUL2wyGr+wbrVmkX/ri4/j2IU72N3VxFJgKYqWS5FaycLRSBBsafOhtsqGDwen4HFK6G6pw5HnOnHswh2MTkcBADarBfu3taZ9vlzGZyXPaSZoUrNGpgFUzrMbwegANbNytxTQr3teAc732SkLQbKoGR5Hzw4w51Ilryc9KlHGlAOMnCm8Q4nKZRJJBb+5M6kp++CdAyf+3Rc133PqpR0AgH1vXFS/KEM0r5TKd77I1+moH8vdXU24/iCA3V1NJbhrgYWgkPVoprVb0YakOFwKQybDWy/oSHD98uYfkUgqeL93GIf3PJmmPFPtis1qwaFdG7Gh0cOib5kUqXLwIC41+DofPo1hLBDFvclZJJIKzt0YwwvbW8vSOaKf03J8hkJBsqe72YvuZi9moglcGfKv2OfNhXJ1giwGRh5lUoAL/Y6xQBSDE7PwuhywSQmhPOpQiTKmHKDXwXjjZ0OjBwCwu6sJ526Msb80h/raQSOZsdBonhmRS1/Vv3/uxhj84TjTDQTKF2aXVxVtSFaiUbIYZBNk+hQrfzgOl10twfW67Hjx7V6m7LSvqcEz7fWaiCQJu1zF5GbywiwXSGjwB+db396mORC3tPnQ5K3C4MQsfC47dnc14cW3ezVGerkQGenntBIcPLzs4esiVurzCqQjlywzUh70r+mzQmaiCYz6I3j9/G1saPSUxf4vBvRjvRACk2LA7ArjUoPk4O6uJux74yLu/HEW4biMk30jGuOQDCGNQZRH7eBK0hdy6av694V+uzQww540u05U0YbkShIyxUA2wcQTvVCdDhlCM5E4S80EALdDYuNOUciZSLyiIzI8SGiQQQ6kp/JQVBLQGiMepwSXXYI/HMd3ftKLn36v/MhsKuEA5GVPJTxvLpjhsDYbjJQH/WtXhvzoOX0TsFhw5LlOAPPMzcIxocJwbS2AwKQYMLvCuBBk29t0jvFs5QAyzgv/XSsp2pgPcumr/PtCni4dzLAnza4jVLQhSRCbLj9kE2R6ohjeg2gUYbsy5J8nkbFY0D8aEIpPCryXlk/l0Qs0vTFChicZ7MGYXJZjWgkOHj2l/Up93nxlqxkOa7MhW90oS+87fZPVlfecvokjezehbZULbavzr7Nc6TBaW7wRYqbz3+wKYyZkG0OK/vZ96kfH52rSiPTm24lJaPRWw+2QcGTvJsPf0c+lkBXGEPJ0YTBax4vZk0slW8yuEwlDEmLTLQWyLXT+PTIw9715iZGMdDd7BT07B6PxAnLX+VD6a2dTLd77/RAARdRKmRSU0n307MCKZtnMV7YS0cxMNIHjvcMrekyMYKRwZCLf4qMOd1MtDwAAFouqtI8G4HHa8Ml40DQGUrHBO2qMSEf4lGB9716CkQN0ucfR7ApjJmTb56GYysYejsvoHw3gOz/5F/z0e3+qUdRnoomsbO2EcjW0lwOZjBR9f8Fs1wpoYbSOF7Mn+e9byczRFd9HElAnmCe8ECgCUqkrHqfqfazUfoKFQN93Ud9ziN4fGJtBOC4jHE/i3I2xUt6yQAr6XqmHdm2Ez2VHo7fa/H3MFoGDO+d7W2XrF7ulzYfaajv6R6bx+vnbmjGphD6ztJd7Tt/M+Kz6cTh24Q6CMVnD5jzfJiiRNo6VBHLUvH7+toZ0RA/D3r3cex8OTlX0OGYDvx75fa5/z+1QM2RS7R4RjCU0/R2JmZyykvSf51FpvYezyb5MPQf1/QWzXVvp0I+vfh0vFvz3reQ5EBFJzCsxgvCieOBTizIRSQhkB++d5ceO9/AKz605oPd0vrC9FS9sb2WRk5UaOea9uS++3Zs1Orm7qwlXh/1wO22or3FiLBDFvjcvAcCKbpHCRxAAZPRgG7ULoesAdY3t39YKYBihObUFSNtqd0XKgEO7NrKIJICMbRD0JRlG7+lLDCoN+nOZylLuTgRZq5lMRjgA7N/WiruTtzCXkBGTVUfHrc8C7N+Z1rLIEss+Dvz65NuC5JMSr2/ZVql6V7ZyoaVApXAhCEMyhXwnuZKMnYU+az6fM9qw4vAoDNmU9MUwEVbSGi8W9PKFDMj6Gif84ThOXl456ZyZUgJzKTOvn7+NYExGMBaBZAFSeibaG9xlk/q+kL1DEQRish56GMLurqa0tCgyNklx5A0junYmEkdttR2hORmDE7OsXroUKKUcoZIAfo+9fv42AGjWZKElGZUI/TrkU4E9ThtmInFWBwmkG4Y9ZwYQTKW3EmKyAp/Ljs6mWmx+9Zc4tGujZh5ED0QVuWQmAJzsG8nqaDPah/p+nZWqdxXTuCvXtPV8UHGGZK5eiLlQScbOQp/V6HP5KBUr2WOz3Mg0drnGPdchs9LX+HKDH19+LCn1LiEn8Ux7PWaiiZKM+XIo+5lYh7O1YKitssEfjkOyAE6bhHBcnv9Ci6Vs1uFC9g6/dynV8uTlYQBgdU68sXny8jD6RwO4OuxPiwiNBaLoHw3AZZ8n3Drw7mXGpF1Mo65UcoTW9NXhaQRjCYRTRgzVJPNjJhxmuWG0Pj1OCesbagAA/aOBNJ4DzV7nyli81XaMTkfhslvx1re3MaP09fO3NcZ6pfZAzNTeh2BkAHY3e9HdUseY7/X77vAH1zA4MYuxQBS/+ptnAWQn8qokrGTjrpioOENyscWvlWTsLPRZjT5nRFufD7mEQH4wGrtsRBIEo/1AXuBirfGVnGaTSZl+tqMBp/o/w+ZWH2YicYTmZA05QqnvbzGgZ1jlduDMtTF0NtUaX5hSMO9OBPHynk5mGK31qcyNt8aCiMlJROKyJnXLzFiIzDRKf6J+sN3N3rQ92XNmAADQ6K3GZm+VJuL7nZ/0pr5VQbOvGmPTEaaoZ5MDy4FSnZW0ppvrqhCJy4DFAkBdazRmu7uamGykKK4oszBGpvQ8SnPNVaLCl7F8Mh5kKcdb2nxpKcj0eT1ZTKUglzzOZADy9Xf6a8YDEc1fIF1fEHqXwGKwYg3JTAeB3rtWqBJVScbOQp/V6HOiBqL4yEYkQVjsfliq+8yVZlOuil0mZfo3dyYBAL+7+xCJpKrkPtNeX/RnW0plXx993fzqL5FIKjjRN4LDe540VDBJmT93YwyNtVUIToYQmUugyVuF1tUuDE7MIhCOl42sWOz5wLOJHrtwxzBSfeS5TsO9QOQ7NqsF4XgSYb+qOHqckiYiWSyU6qyktMhqhw2JZBRPrHZhfCaKRm81Xvv609jS5sOLb/fCH47DZrUgNCezFiqZ+nUWC2aXc/o5zadEhb+GzqRzN8awodGDczfG8Na3t2mM0plogkXfzTgGy4lc8pgcRvosF72Bz8/Jy3s604x1AYGlxIpkbaVIjBHzHzAv3A7uNGZoqgSWwGJDz7aWaewFFgajNUtjTAe1Efh5KcWc6L3Pme6hXBnP+PHl54hYWw/seALNdVWQLMgcuSvS/S0W+jmiZyQFxohl+K1vb5ufb4vK6/gopBqOboeEZ9rr8c3trfC57BVVL0XzcuS5zrT9kGnOaO+8+rUuzevhFPHOcrJdXhnyY98bF7HvzUu4MuQvyRlKv3mybwT+cBwP/GG47BIiiSS8LgfGA1F8Mh4EoBqbkgUaJ44+ylOK88lIzpWbPpJt7Pj36FkPvHtZm5KpKBWrG+h5D/Jla9XLBH7NbGj0oG2VCyf7RspmDQmUF1ZkRNIoElNIfxgRLVt+VFJkdyEo1DO9mDWbqY5vucGn3vLeZ4rI5GKiKzdQ8/hLf5hCz76ncPWVrwIATvSNQFbAInflCiKEoTZKxEzLv8//BbQROEq9WltXhaa6apYKd+TUdcgKcPLyMDY0ekwdsVlq5CMnjfbvf/rnP2A0FZGUFaTVoC01qIaT/g0Un8CDZKBTUh0S4XhS/eufT+mjcTh3Y4yROUFRsvbrLCbyKQsxO/IlMDq4s4PVUdP6HQtEcXdyFi/v6UzrjVhJ+z4ftlajs1AT1U0R8ADQ7M1yWEMC5YUVGZE0isTk62HM1My1nDyCAuWPQiNwRutb/x2Z1nGpon2ZUm+NMgrKrX/Y8d5hbH71l3jt7C28+HYvjvcOs+bxsgIcOXWdRW/0kTuzoFC5x/eCLGQt0XxTT0R31fx6eOUXN+YVfoulbCPTy4me0zdZD0rCsW9shs9lBwDYrJaca2uxZ9zBnR2M9CNbZsFy4uDODvhcdtZWguCyW9Hsq4bHacPzW1vw4tu96GyqnVd+LJa07yo2jDKm6LXdXU2M0Xcl6CH8s2oyEgDcnwohGJMZwy6h0vY9v3/0ezPbWWgU1dXvTSCVQfDmJex742LZryeB0mNFRiSNPGKFsLLq8/PLzSO4UFSa18/M4L2OC22nkm9daqmiffR71OqAni+f2k49zLZ2idzkrYv3kUgquPSHKcgK4JSsSCSTkBUwg4v6SpoNi2Ugzff7ek7fnGeCXOPRGKKJpALJAqxrqMGR5zrxyXhQtAXQgwwhziCitGEi6jl5eRgn+0Zw5LnO7AooCmPa5n/v1Es7NK8V+6ykZz74X/47PpuOot7jgLfaAQBwO2049o3N7Dn5mmy3s/RqkNH461u6UJuH6w8CWcsVzA6erfnUX31Jk8pJqcbPb23RfGYlZKQUgnz77+r3qNGZf3BnB069tENz7bELd1jE8vAH19DEkXYZwWznq4C5sCIjkoSFeFnJe0PpWfRaJeTs5+P1ozE93jucNrYicrt04L2OC/XG5luXWqpoH/3uycvDmohKPrWdepjNY83XQPpcdhZVc9gs6Nn3VJqH2IxYiNzLVBNK36eXrQCYAbR+jUdTE0i/37PvKTR5qwBo2wKYVd4Y3ddS3yv/fTRmR57r1FzzyXgQV4f9+Pt/uoH+0UDWSHGujAazjrURApE4kgAeq3OhyVuFwYlZ9uwHd3bAZp03uD1OKW3cSgGj8afXYLHgw8Ep3BmfgWQBSwU1A/JZF2nXpNiaQ7FEmnygKPrA2Izm8z2nb2Imqu1FWSnIJof1e5QcR8cu3EHPmQHNmahndqUes+OBSM6z02znq4C5UHpX3DKCapKuDvvx8p5OtTeXxZLRKwvMp2fRpjHqf7ZSvTP5eP1IoOh7xPHv8a8JLB5L5Y01W10q7aNQigwkNDff5qHQ+zSbx5qvD/zKpkb0nL6Ju5MhBGMJnLw8nNZuwIzI1FImX9mnjzzQ9f0j0+g5fZNFsPZvbcHQwxC+8MSqtO8+uFPbAJ2PYudqbVMqZIsu0WsLOUN4RVHfzsNonl75xQ0W4QEAyQKWHqn/3VwZDYuNWBYLhz+4xvpEQlGwu6sJV4f9qHJIuDo8jU/Ggziw4wn8+Lf3sLrGgcfqXKW94RSyZVHp2zgVkqmx3MjnzNdfs39bK4YeqamrenZXiqLzKZj8s1dijV+2c9toj1L/1PY1NZr+kvy1W9p8+On3tqPnzACmglEAFuzuasqr24GAgB6LMiTNeJBokPJ0B2MyI2wAcgsj/aYhjxgZoUuhFJgR+RgavCKnp5MXwmZ5YDYDcKlA+6i9wc080eSkKDR1ywxjpJcTAJjiX1ttx5efXIMz18bwMDSX1m6g1MhXhhXkLEpFHqAoaU4DPg2Toozv9w4hGJMxE01g/9YWvH7+NuprnKxNw+6uJjbP1L7BTEo1wUgO5ptmbgQ9gQY58bI9+7ELdzRGJADs/fxjhv0kM829Uf9AMkSNjFmjey7mmXhlyI97qTpkAPgsEMHRs7cQjMnMuPy7n19H+5oayIrKDjwRVJ0aC3HsLPcz8o6DtlUu1NfIcDttWR3hxUY+Z77+GtrvbatcGkNnS5svTY5TmQOlvZttr5caRnt0bDqC4GQCbocacewfDaDnzIAmjZg+W1tlQ/9IFADwzqX7mJqNGe5p3qlB+5/0P7OsRYHSYVGGZDEjUIUK7StDfkBR4LJLCMdlyAryFkZGwoxnvVqMUlDu4MdGX9dlBmVeoHxwcKfK8kmRurZVLnicEvzhODv4ygm8nFAbw1sQjCVwddiPYEyG1QIkFeCBP2K6tNZ8ZVghziK+ETl9f3ez1zCFDwDGAlEEJ2ZxdyKYMgAS8IfjTIa/c/Eejp4dQKO3Gt/90hPss2ZTZPKp0S9kHPVjR0ocX1tM1+lrpe5NhRh7669v/TFFaGTT/K4+cpztmahey8iY1ddgFVs3mIkmwPPsTATnDK9/4I/AabMgllDgtFlZ6mih97rcz6jP/nmmvd5U52u+Olm2tc+nTBo9G/UEPbRroynryEsN/Ry89/3tON47jNfP38YX1q3G+71D6oWcM4+fr86mWraGxwMRBGNyTgdVpow0gcrFogzJzqZa/O7uw6L0PyskCsinQ3Q3ewGoaXML9eaRwguLRbNhCSTsyp0AIltERXifBJYalEYejCXgc9lxZO8mlo7Oolkog8yHFCiNTk6CRUBsVguqHRKCMRmS1YKkrCAJAIpS0mfKRdKQCYU4i4y85frn5e8DAJPb7Q1uBCfVmqhYQkZ3Sx3uTsyq0aWJWbx+/nZZE44UMo60rkJzMo7s3YQtbT68sL1VQ8IBpKcJHtzZgRf+8+8BAE6bFY3eagQnZrG+wQ0ALMWV9trdiSCLDBEyrROjM4FXMoklthjOEt7QtlktaZFYPSJxGXRFPJEEFCWN0TKfvbmYDJx8fiNb9o8ZsFBDOpNcALRR2JN9I7g7EUQwJuPcjTFhSBrAaA4o4nuib4QZhuTU02f8nOgbAaCeU9/c3oYTfSM4tGujmgL+7uU0A97sa1KgNFgU2c6JvhEkkgpbjMsJfcGxvviXL+jmWR+P7N2EUy/tgNtpU2tzzgwU/Ntb2nw4sncTaqu0dre+AfK5G2OLf9ASgiIqRExAY/z6+dsqGcqZgbIhXBAoD+iJdY7s3aQSh+zdxK4pdqH/QolFzt0YQzAmo+NzNehu9sJll5BIKpiaVSMjj692M5IdioI8/3/9Hsd7h5fjMbJC3zJiKQmXqPUJ/1yZvp+f2y1tPkZS9N0d6/Af/u1TsFktkBWgtsqGl/c8CY9TgssumYpwZLlB62pwYlbzzLu7muBz2bG7qyntfCRnKrXCkJMKvvsllfhp/7ZWzbgf2bsJPpcdwZicNqb6vUfz+ML21rT5JLIUOguLReBFJE5ToTlIebTy4M3Mtb5q9I8GUFtlSzOIc62vxeyZfH6DDHezOnGzkcDkC/0Y8jpH/8i0JkJWToRPxUI2kqbnt7Zo2krNROLwOG0s4+fFt3vxbEcDbFYLDux4Ah/dfwR/OI6jZ2/hh2cG4A/H8e9P32Sy/HjvMA68exm7u5rS9v+VIT/2vXGRtbSqNORamyt97S7KkCxm/7NcDJR6Rqo01keuXmchMBL8zBvE9ewpZ9CBrO8FdmjXRpU9TlEEc5fAkiKTMvbJeJAJXl5hJiznwbUQw/W1s7dw6Q9TaPFVM+fVWl81ADWd1eey47WvP60ayIqCUCwByaK2t9D3TCsKDFpGEIwMwUJAtXPZnosO1s6mWs3cnrw8nFJmBrCh0YMT/+6L6G72YiwQxcm+Efz0e9vxfx/Yblp5m01hWKgycXBnB9ob3PA4bZo9wDPYGinklHoGqOvsnUv34Q/HcfLyMNtTnU21OHbhDpPx+jEtxFggspRM/e+WE3f+GMSoP4KYnMx4jcQtdQuA//Bvn8I/fmNzRkV8OddXvr9hZrbMpXA+GTE7k87R3VKH7mYv0+OyBQ8qFUZzQK8NjM2o+71vBAfevYz+0QAavVXwuewIxRL4cHAKv7kziURSUVlyU7pxMJZAPLWP5hJJZlD+3c+vwx+O43//+XwPZOpH+Z2f9GZkhs40Tytp/nKtTTPv46XAolJbeWbCbFiO1LRCa074ep2FwCgFYyYSR3dLnamK3wuBfl4oIqRf7BsaPdjQ6EHP6Zumq+0SWFkwqsEAwBRmkjc9ZwbS6pbzlTG55NFCUtZ+/Nt7kBXgs2m1Ho0abgNqbTYpQy++3cvu22W3QrJa8WxHAza/+sui1gERaZhROh9vCNL9FCLDn9/agrcu3k/rBcdDP89sbjmCNPq9u5OzLFV4MTK8GMiW7reYVMCmumoMToY0eyDbOuVfo98cnFCJaG6NB1kWzYnUX/6e9CUOC01bzNb/binRc2YA4XhmA5KwrqGG1YEpUJ0Wp17aseCe04uBnrxEv6+O9w7j6NkBVDnUCPxYIMrSjssl1T8f6PcERWGPXbjD9Cqe4AVQI/H73rjIauvpswJakAyYicRZhp7bIWEwRXTE11vTtf/T//k7JAHEkyq/SFyWEU+mUsBTUDDfA5kIwADAZZfQ0ahykFCd5qFdG3HuxpihHFhJ3CIHd3ZgJppgxFFUdz4WiMLttCEUja9o3XlJ2n/kEmyFLpiFCEpeMH/nJ70IxmSMBaKaRqtLsVg/GQ9qqPyfaa8vS2Gup9U2oqkHoPl3/2igbJ+3nLCSFIVMyEYzPhOJIzQno22125CUBQDznnqcUsHkHrmu5UkLjOpEjJ7FZrVAlhU0eavS2Gif39rCnlVPMPRM+yr85s5kmuG21DByGhkd6tcfBPD81hZWK6N/n5qjZ6t1HBibmfdyG/w2oK21OXl5mPWWPPJcJ3pO30RoTmVv7TkzwIxIIokxswKSj3G3EGXC6LPZzjT+va/8wz9jcDLE3oul6gL1xD1k0OjJ5Yx+Q29sLpVDZkHIkmXkslux1jff4qPRWw3ZH0E4LuPuZCitJrQY4McOAFPE+XF+/fxtDdsspTW/9/3tpl7/hcJojTBZE02gtsqmMVaI8InWpxlZm80CXifORMoFaEkT1ze4mawIx9W157JLePGLbXjv959CVoCGGgeqHTZ2ThPkpJpp03P6Ju78cRbhuNotoWffUwDSuyCE5tTa90wticwO3lje0OjB0MMQK7kIpRwcD1KyBsCK1p2XxJDMJdgKPVDyFZRGCsqxC3eY8H3gD2NwYhYzkTjrWbZQkIeBevQA5S3E+DpSoyhrJgU+1/NWghG03FhJikImZHpGIuDROy3040C9yA7t2lgQWQx/Ta5rjSJzRug5fRMxWYFTsuBRKA5YQmodJIDByRBra3F1eBo//d6f4tRLOzT75JPxIDuQlgv5yGiKDg6MzbB+bhsaPZrxnYkmcnqX9eNrxArKGzrksSZF+dRLO1g0q7vZqxKmcQZL0QyUBYB/rlzG+0K/Nx9olEcufdlqAapsEvZvm88m2tDoSevVyZPLGSEfY7NYLN5H9m5izmPJAsbc6pSs6GisTWvZ1d3sxdCjMFP6ii1j+bEjZ5O+h9+hXRtx9OwAvC4HACAQjrOInJnXf6EwWiN8JM2I6Zlfn+WaDVZM6Mc4W6ueLz/5Odybuofaahv84QS7pnW1G067hOe3tmBgbIYZ9x6nxPZcTE6yrAe7VZU5sgL84NR1POatQs+ZAbYXaf13t9RljFiaHaQfvPKLG+ha69Xo08Q9sLauCu4qO6AoK2K/ZsKSGJK5BFuhB0q+gtJIOeKFTCiWUBd26iBdlJGT8no21jqx3uk2vRDTP2s2lkbeCM+mwOczh5VgBC03VpKikAmLidxcGfLj6Fk1UnXy8nDBUbx85NGVIT/q3Q4kZCWngTcVUsl05mQFiiwj7I9gXb0bu7uaMPQwBLfThmAsgmDKW3vqpR2aFK7dXU14aq0XGxo9BT1HISC5SJE/niSB5ALfDJxPzWnyVjEldv/WFtRW2dLmhmeu5p/t4M6OnPXpRvNN38cbPHwaYK4eiGZAqWQhn21y/UEA9TVO9p632s7qJCkSSQoRGTREwEPPYMTQmo+xWSxsafNh/RoP+kem4bSpvfPCcRkOm4Wl4BHzbaO3WvNspbh3uhevy4HxmRiCsQTO3RhLU6hp3ZNT5fXzt5ljJ1Mastn2wEJgFEnTyytiLzbqawikR90EtMjUquf6gwBkBQhG5yON7iqJyYj//Nt7IFJkq2WenZygOqqsUEss1QuTCjA6HcXodJT9JrXECsUSaazJme6zVHOpj+jSfnt+awt+/Nt7SKQisd0tdeyM40vpsrFgrxQs2pBc6oHJ9H3Z0qP0C7C22s5SptrX1Gg+v9CDPdPCMCv0z2pUi6AfA1LeOptqF5xqUAlG0HKjWJ78UiLftDwj8FkHsFgypmkvBscu3MHgZAjPtNfnNFQDYdWQdEgWSFYLAAtTbKjxdiA8p94zFx0yqgddrnmnSK++Zxu1W6GsDVLg7k4EAai9xQYnZnPeI0/88sL2Vo28yVWfrjc8t7T5WA3f0bO3mIFNc8yn15rVccVndxQ7dYuyTWxWC/zhOOrdDnicErwuB6rtEtpWuxGKJdA/GsDFP0whqahpw+RI0Jc2GM39ljbforN8lgrHe4dxdyLI+o12N3tRW23HKrcD/9T/GXrvP1J7lMZk2GZj+GQ8WFImVGLhtUkJ1vooW9YPny2gj6DmExkuN/C6XqY6Y33aK2WKjQWimJqNiR6HOZApg+STcbWHr7fahs8CUSQVIDon4+U9nfjhmQGWpgmoBqIFWhbkpAKE40k4pXQezxZfNdtzL+/pxNGzt/DAH0Y4nkR3S52hfm0G+a6XibTfaqtseGqtF/2jAbgdEmqrbKy7ARQFoTkXRhyXAAAgAElEQVQZPadvMqeH/rtW0tpclCGpV+D0ysBCkGmgeaWLiCuMFE69cuZz2TE4Mctqneg+C4WRskMwm5dBn6J6ZciPsekIK9o/3jtseJDy/Yf84TgT1oU8VyUYQcWA2daUmaBPbcqUpr0YT30hDhH1UBxAo1dlaR2cmMUPz9zEWp+LkXEB6REQ+nexenJRJISXAQ9T0VS+1oUMdWLkpshVtnvU99LVZzwUXLfKMQgeu6CSf9EcU+sUijCZjcSAPxd9LjtO9o0Y1sEtF2gsOptq1dZcFguCMRnhuQhkBWhfo5LOAGDRhcZaJz4ZD6Lv00dw2SXs7mpiBryZe8ZdGfLjyKnrLJ1VsgBfWLcaX9nUyIhDYgk15c5qAUtVL6WhYbTvM6XwA/NsuEbOGDNFhpcCRk5Bvrck6TXEIE9pr/em1Jpzqkkr57KjYuDgTpUcZmw6gp4zA9jP1fFvbq3Dh4NTaPZVYzwQxZef/BxOXh5GNCGnfY/ekCQYsSfPpkrCXny7FzPRBCsRc9kl3BkPIhyXNeUPdJ/831JAfw9UGzo2HQEsFhasorNvJhJnxiYw7+DJVDq2EnS9RRmSegVO791eCDItHN4rd+Ddy5rWHrzSuD/FFMiTCNDBQb2teBQyibmMXP3ry4lsaR8zUdXb7HPZAag1SlRAPZhq5p1JUAPzY0c1CsV8LgEVK9VztVDwa/TcjTGNly9bmjb9u9AxzDf9lfYgpdalSkMQjqvKa7Y6T/43isHWSpGQ4MQsSw122VXP8XggwlJe9eNJ95btHvURycWWMxzZu4nJdCPjm5TNoG6MzQB9RLBtVXHbQ9HYv/h2L4uIU39HABh+FEYskYTLLkFOKojJSUQSSY1BRvNI54NZeyQfu3CH3TOg1mT96MN7+PXtCehVWTXyKqG+xplG5FVMZNv3mfQR2pd651gmpnWzIxMBjJFTkM7C3919iERyfi/x47TvjYsY9Uewtq4KTXXVZa2UFwM0NqQXXh+dZvuIN5hG/RFGBkewAkgCjNU1mdpoTskCh01CMJaA02bFXCLJjEzJorJ5k9x22a2wWtQ9KVm5FFld+UMpAhNGte38euNr+AGVK2UwHEdt9RiTl4c/uIYH/jDW+lyadcyXjmn09ZFpTZCs3LAoQ5L3rB27cGfeq51HU+BMyLRwyCtHC5EXPPemQhj1qx7W2ipbmpDe0OjJmFpViMLOPy+fqlQKr4nRfdNr3c1epjj0nBlgaWouuxWra5x4OBtD+5oadDbVYvOrv0R9jZMVSfNjpxf2AsWDGTxxZoJRGig5iQ7t2mhI2HBvchZjgSg6m2oX/LvZao35PTg1GwOgHoxOyQLJaoXVqqYG/vV/vYpvffHxjI6fYik9fPQiFEsgODGLtT4XSwUjgoCFRHEXu171ct8odZJ3eh3atREnLw9rDM1szjWj+VuuMc8WcSom9ClrP/j5ddW4SilrkhVY63NhcGIWgXCcKZIWzHvXgXSypEw1Q6Wo0Tu4swNj0xE8mI7CYbdgOkxsieGUk8SCr276HH5964+ockh4ODuHwYlZdLfUFW09EPL5rWz6SCbnWLk5HfVRRwCGaZa8o5DPMDOSMUS+9t0d64rWQqnswRltsjJPHkk67eEPrsHjlPBsRwNOf/wZkw872utx/UEA4ZjaGgRQayP/zVNNONX/GQAgkZw3Il12CT94rpMFMGxWC2vXQ1kvJ/tGAEVh9culRDbdml7jz9L9W1s0GRtb2nxwO20Ix5NwO21sHeuzdug7JYs6RqSvZ8sC5JlizbTOF2VI0oIjxjSX3apJ5QIWpixlO/yNCCGsnN2qZz/LxZaXSwEyIqnR1+rwh24xkItdlfeAzETiCMZkeJw2NNY6cW8qBFkBxgNR1vsuEDau5RFpqvljqRUSMfZaGCnn3/nJvyAYS+Do2VsaoUpzEYgkICvAib4RHN7zZMbvzjZ3+loSnsSEUuU7m2o1NRTklSWc6v8Mj0JzOQ+n5cYn40EMPQqz+379/G18eeMa/PrWHxGLJxllOwB85ye9WL/Gk7dxUKz1yo+Z3tDMRwEo5phvaPSU9LDn5+TYhTssQheTKW1YRlVkLlU/aYecVBCOz/dYZMoRR5ZkZATojZtiGmdb2uZ7bDrtagaOzWphBvIz7fX4x29sBgA89ffnWSrv3YngonkTCkWu38qV+kapnZmi9GZ0OmZi1jcyCjOlwetTe7e0+dJ6lOozIgRy48jeTeg5M4BQLAG3Q8KRvZvwyXgQB969rAku/PrWhCbqT5FhDRTg9Mefsf+Vk4BdsiAuK4jGZbxz6T6bc94JSEaYmYiijPaT/jW9o1Ovf9wZV4M31AZEJQi8hWAsgZN9I9jQ6MFMJM4YbyWr2h5kLBDVkNzpZSh9h17nKTUWbEiSgKAidkBN57o7EWQ0v1vafAsS1LkO/91dTTjw7mXYJNWCXO12wB+OI5FU8M7Fe7j/MMwWeq7fzIfYQ38vtCFCczL6RwPovf8QsYSCsUAUv/qbZ/N6xsVAHyI3epYrQ34AqqeutnoMY4EoEwwA4HXZmbKbhBrJLVcaZjPAqMWBwNLBKB2ssdaJ4GQCjbVOzbW0Z9sb3LCFLDi0a2NWEi8jEhejtFl9yiIp2vt/9Dv2fU7JCq/LjvBcgh2+Ppc9L8fPcoFS/689CCCpqIfR5ta6tIb0gOoZlawWBGMJxnhZClmQrc8o/5dHPgpAMcbcLBEifgypPlbPsvhwdg5JBQjGImhfUwO3Q2IZRdQ3FABzEPN7gOoo9cZNsZ5fX5LR2VSL937/KQALNj1Wi6nZmMbJS/KC2Cb5qGoxjLBcv5XpXM/mPCGMTUfwnZ/8C17e86SpFEyjtWDk8M7mdODnma4txb5eadjS5kvTVegsTMhJVosaiiUQnEygua4KoTkZz3Y0sMgjgSNpZZBTB2ASaukEpSTz5RJ6h0CxYXTOGPGh6HXrTGuW9AlyyFLJiMo7oOrboZjaH7l/NIBmXzVCsQRrqxJJfe7uxGxaluCVIT/kVB4xr/Poy35KkQGzYEOSBITHqdJtWwHYJSuCMVmjgCxkg/OfIaIYj9PG2ESJoYsikTORBBq9VXg0O4e7UyEkFdUruRRCRZ/OypNJ9JwZAADMJdQN8yCVXrvcyGdM5/te+vHT723H4Q+uAQDLS693qwx+ww9DkKxW9lwUer8y5GfsU3w9mkAG6Lz22Q5HM2z8lYDX/uLzhqnXnU21+N3dh/jyk59jkchMBxbvGCISl0yEXvQ7RGJCig0ZjHarmtJDafYep4T1a1TCkv6R6ayOn+UEHVqEuYSMsUCUkQQEInEWqen4XA32b2tl5EGlUswyGSOLYfvN95rFwixKLT+GgGo8OSULi0gCQH2NAxNBlXCJohLHLtxBZ1Mthh6GEJqTNbW+fJohRX/0xk2xnp+er+/TR5CsVowFoixljlLx+PZAJC/0crdYCmyu38o0bnp9SP8Mxy7cYbVuuXreFgt6I59/Jn4c9HLZKHXPqKzhve9vz1suCOQHvuUV75CgOflf/4d2vLC9FfvevMQ+Q1FHgstuRVxWEE8qWO1xoK7KjvGZGF7e86SmxMzIUVsKLIT3RJ+lxD9Tz5mBVA2oxGo/6X1y5LkdEotUAkB9jZO1VaHkyiRUG6azqRZf+Y+/wXgggmqHmi5rARCJy9j35iXs39rC+A7ILipFreWCDUnewKIHiaesZY9zvs9YoRtcr4S/+HYvE5LkPW9vcAMzCuYSKlFATJ5X3gB1Ag7seGJJ0mt44gK9krl/awuGHoZgkyyYDM5hbV3Vgn9nIfeUFcp8+tKxC3dUTzMAu9UKyarWSLmr7KpSIcs42TeCoYch+MNxvHPpPu5PhVhUt+fMgIiy5QDf4iCXRz7TwShQGDLtgxN9I0gkFU1KazYlja91oD1w+GcfYyo0xzyFmci7Du5UazE/m44ikZx3yjb7qlFtV/dcpt6LRUNKFrjsVkhWK4Kp/rouuxXheBJ11TYEowk8VleN/dta8fr52wjGZGz2VpXMwbFUCgbtNaNo83LBLEqt0RhSW6y7kyrL5WPeaigKMDk7h8fr3cwB2fepH+G4jPoap4YoSJ9mmMmjXyx22nkZmgQCEbQ3uDE+E0Ody44Rf0TD11BscqtCkY0fQm948emFB3eqdaLjM7GcPW+LBaMzMJ8WbiRbXz9/m/3/sx0N8LnsTBbTtSuB7bKU0I8fOST4lldXhvyaOdnQ6GFGEDki+Uy3cDwJj1NCPCZjrbcap17ageO9wzh69hbmZBmxhKLJ2iq1rMzHeZPtM3qj8s74DABgra8ar339afScGWBZHT/93vb5srwUH8Gj2TlNSxU+qJtIKvjRh/fY/1M2iYL5vpw8SVJjrROYUZmpv/XWR+horGWpw7u7mjR1qEu9XxZsSH4yHsT1BwGscjsQTpHsECvaT7/3pwu+Uf3Bz9cFfOGJVTjRN4Lv7ljH0jBddrX5aVKh5qcKkoqC/3Z1FBPBuUUxyPLgDy2KtlJevscppdWGlhKU1triq8Z0eI6lILHaFlll62pfU4PuZi8j31CfxYbxQESTAx+KJYraB83MyMaqlyl1Rw+jej+BpQHvVX1+a4tm3WZS0qi/Ym2VDYd2bcTr52/jwXQU4biMty7eRyKpsL3Pkz5QRDIQSaQxRAbCcxjlmOgyyaBiKEP6Po6Hf/YxxmdiLI0mEElAAfBEvZvJNCNSi2LXvhWqYBjdHxEcUBkCUDlOG/0YUsTn7uQsvC4H1q+pwf6tLfi7n18HoNbyznd/U+W/2yEZ1qyREkWMg/T9xcSWNh8O7dqIH565CcCCl/d0ahRgiojpG9aX8xnGRzYkyzwpkttpw/o1dtaypVjIloI+E01gJhJn+gjVtBsZEleG/Hjx7V48v7UFJ/pGmBz2h+M4c20MiaSCgbGZkrPlryQYEcgA0BjqpDNKqdY5PWcGWFDC7ZAwlWofRbBZLfjm9jaNwa86JucjcOTYzIccbbmxkHNGr+vROu85M8AyItwOSdUtuN6StVU27O5qYnWp3S11eDAdZoakPlskH/AEadPROEt9DceT6B+Zxt2JWRalpKDFcgSGFmxI0ibX50rPB2cXBlp8M9FEWl0A0Zm/c/EeHqT6Iq6qcWiikQRK11kMgywPvSeW7pUmaOhhaEl+ZylAtRY+lx3BmBptBNR01hqnDQ/8ESShTWUiL9P6BjeLSpAHkNqAlDM98VIhW1oDgVe0jBQYs3vGyw16JlXyqg6MzeSlaPCGPcm19gY3i0j++tYfMfxIlTfPdjTgN3cm8WxHA2uX0FxXBUCBnATrYVZf40SQPLVZZFAxlCH9YUnkJGQ0OCQLtq9bzaJVvFNs3xsXNf06zay4Gd0fGcZtq1zobvZiLBDFvjcvmYrcoVi4MuTHD05dZzWRD/yRtHMrCZWq/wfPbcrq5OJLW0rVx5OiJeF4UhNFAebX/L43LqJ/NKCpDzXj2s0FTauhhhr0jwYgK+r6PndjjDlJek7fXBLHeb7IloJOSvThD65pMpz0LR6uDPnxrbc+QjiexFggiquvfJW9x+shhUSNBHJDb+zrawP5so96twODkyFGzEPRyEez84YkGUIn+kY0euKhXRvZWelxSoyZNR9ytFIh3/vg13n7mhrGFL1/Wysjz2pfU4O7E0EEY7LGoGtfU4PJlJ3ilKx4ssnDeAwywQLAYbMilkiyMjVAdfvRd0kWwGa1IiYn0VjrxOY6lUjzh2cGEI7LmrTapcKCDUnyGPHUwJJlvoG00eDr89+zsbN+Mh7E0MOQhoWVvG9Xh6eZ5R+dNq5LfKa9HsDSChm9QkbG5Xd+0su8NWZIAdVHvPj2KB6njfUACsUSzEvolKysmfML21vTWqaQZ8qoh2clpZdkSmvQr/f5GtVp5o3LZHgKLA56457/OxOJYyaaYAelEXilkzIMXvuLz7PrT/SNqA2WZbCeWrwDrdphw7qGGlY7SellR88OwOtyAEDG3y+FMkTpvFOhOTyancNaXzVbmzzZx4tv92oUVAAlMxrygdFYUtrf3ckQGr1VLA3LLLK6mDh24Y5GSVEADdESYV1DDV7Y3prVycU7UWurbCWRZz2nb8IfjsMpWXB1eBrHe4fT7znlxGn0VmNzigWxHMHLuCN7N+Hwzz7Gg+ko7k2FUG2X4LJLamRjiRzn+SKb/KJa9eEU+aFkAZ5a68WRvZs0vb8fzsaYPjf8MMw+n20NVpresRzgjSDS2fmym0O7NmImmgAUBfu3tbLe4hSkGNQ5XD+69xB3J0NpeiLpk8S5Qcgkr/WvlQKF3Aeva9A6Pnp2gDmWPU4bgjEZNqsFz29twf9zfQyj/ogmJRhQ2a9zRSUVAE82elBbbcet8RlmPPKQFWDdalca6+vJy8PoHw2wiPJSYsGGJL/JP50KoX9UTXP1h+Osb5u+MJyU6ld+cYMZKpnYWWcicfjDcUYTzDNiHu8dZh4OKlBVoGUcpO9cbmxp86GxtgrByRBC0fRDuRTQe5a+9VYvAJUQiZjronGZ1Z5aAFVRBvB+77AahdSlLOl7eJrNg7QUKPRwyiRsrgz5We9O8ggd3NkhmF2XGEaEDnpnD6WtZmMfpe+hPrjr13g0839o10ZGPvPdLz3BopaAmj7udtoY6Uc4nsQPz9xER2MtgjEZkXgUo/5Ixt8vVo0IP1Z8jZzHKWFwYhY9p28yTzG/rmcicYTmZHa9njDI6DdKpdxlah0wFZpTz4RABB6npEamlMJSiMoNRqQsu7ua0PfpI0TjSU0qthXq+alAdQa/9vWnc36/UYZO0ZEymhJJBbFYAkfPDqRlf1AkvdQGx2L3Br8nt7RRnzoZ4ZSDmBT6/VtblvS+c0Gfmso/H9WqO+wWeGw2eFNM92RA8gRgPPIpo+ENnkrPkloM9DoM7yA6d2OMGZpDj27jrW9vAwBGxkVlZkTA0z8aQPuaGthSfYn5M8/IaM0kr82gRxZyH3StWjagGpA8OzbVLgZjCXx0/xFmYwlNLaRTskKyApDV1kzUEgRQo5bDD0OIyQosAP4kFQnmW445JSsSyaSmRQtfkkCyhzo4LIe8XrAhyUcXj+zdhJ7TN3H9gZpu8X7vkMYYoYXZ3uBG5KGMRFIxpN7m/xIjKiwWZqDR3w2NHjy11ssEEY3f2roquJ22tD5Lyw13lV3z1wzgDby1dVUYnAzhMV81q4vS13QBqkEZjKkpxWs8DjzTXq+pMWlb5ULb6vLpYVUo8jGK9dfoD1FAjd4GY2qKIx/Z4pld84Fgzs2OfObLaH0akQx8ODiF7mavhliEQE4z+tzzW1tY7eQT9W7mtOn7VK0FCseTgKLA57JrWiWUEuTEuPiHKRaV0qTgWiyGGRenXtqhEp5NzMLjlLJGd83kVKLz6fmtLRomQn2mxUqFEaHXTDSBcDwJp2RljkNAbQXF16YB+SnzpVb69m9twd2JICTJgmAkgTqXI239lfoeCfq9kSs7S4+05+Aij3bJwmq6S9VH0Wjvk5x88YuPa8oMAKC72Yv2NTW4NzkLWVGdGVV2CWvrqjTfk60GU89ZUWpHVjkiU5YdLyNpnJlOrij46P4jDQEP6TRuh4TXMjiYVpKuaIRzN8YQjMnobvbi7uRsqn+7hO/uWIejZ9WxC8UScDttTCZbAbSuVnveOm1WOCQLovEk5NR4Nnmr8N0vPYGjZ2+hsdYJt9OG/pFp3Phshv1u6yq1VEWyqGUr9TVODV9LMc7lRddIHj07gM2tPsBigZxqu0ECvdlXbci2xW/2TBTOdEhMzcYwGYypF1gsmgLg5roqjM/E8K/Wr8bVYT8Tptm85kuNK0N+QFFMQbajb1zcvqYGM5E4IyeitAQ96j2qohWOyUzBmArOYaYuwRh5iSWOxpYX2vwclrMwz8foMLqGEURFE4z1EwCe7WjQGIL7t7Xi7uQthGLZUy3576WocLaIWqUin/kyUiSzkQzo50Rff0nKeSKpMEIaWhcH/8t/R3RaxlpfNWvu/MovbiCRVErfKJuRkan/K1nA0pG6W+qwf2uLph6S3+NkBJNjMNNaNJOiQOcTsd7xNXSVsI/05Q0Hd84zBfJGJKCmt773+yGsqnGoCguXApxP77RSgRQ3wmq3gzl2jFDKZ9DvDZ4J84XtrQUre/u3trCzIS4riMuyIUFWsWC09wfGZhhJzsGd8yRBVCd37MIdDE7Mwueys6giGdgkc7LVYOoNHjM5ssoZ+jOTxpnXH7ubvcxReuzCHQ2hWz7swysRtA47m2pxd3IW7WtqWAaTuu5VIkuSWTarBc893YTTH6tlMpLFgmBMhj3V19ApWdl4Erlo+5oa+Fx2xtVwaNdGDZHmunp32hgX41xedI1kfY2TNf8mo/H93iEAKnNhMCbjo3sPUVutRusyLSZeyANggx+MzddAuh2SpgD4uacfw/u9Q+i994gdjlYAvfce4Sv/8Td47etPL/uBoa8rKiX0XmjKY7/x2Q28+rUuAMCtsRuaHGyP04a13mr0jwbUQuHUuex2SuygslktGsWZN+aB/PvvmB35GB1G1/A58nzNEdUO0/cAasQ3OJnA4Q+u4Vd/82zW+6FieCiKKZRzsyHbfGVr96AXrJlk0vHeYWYI8tdTemhoTkbPmQEcea4Th3/2MUanowCAKpsVB969jPoap2bflArE1EklAICaOvPe7z9lRCVUPwHMOy306WP0XqZnMYOiQOcI3zQ7VyR1JcKI0OvI3k3Y/6PfaZj+aD3waZLgmofTeJaSnTUTdnc14eqwH16Xg3nh80mHBErDMMv/JulPFAEuVNk7d2NM8/92yYL6GmeGq5cf+ucjopHuljrGbv3N7W0s6r2lzYfdXU3ovf8I0+E4/vq/XsU/fmMzI8eiSFe2cdH/ppkcWSsJfPoy7xgHMgeF8oEZnVO5oOdxoUghZZ7t7mpiLNhzj8JMf7BZLfC67Bj1R1jk8eU9nXj9/G0WgKPMQbtkQTyp4Mmm+RIbXsccDMfxKDSnIaXKVmZQjHN50TWSx3uH8e//6Qart6OUL49TQqO3Guud6k/k6inEKy1tq92M9KLRWz3/o5b5FLHdXU2sTpJHEqrHdXBitihRHKKXL3XqGjBveDyYDkOygBEhJZIKjp69hfVragwKeRV8Yd1q3J0MocphRSwxB1mZz/GWLMCBHU/gRN8Inu1oYApyphYBK02Y5/M8vKCl+oH3e4cxl5Ahy+peoM9f+sMUZAUYD2hJojL1YxO1lIWBCdwU67ORQWmk9BgdaK+fv81IIsYCURz+4JqaOg9g6FGYOQ2OXbiDBykj0gLg3lQIsgIk5CRTyEt5UBJbm91qQU2VDeE5GbFEEoCF3R+lLVEPYFIEXXZJTWtKsUGaxYjIBJ5NlFDtUJ1i33rrI6z1ueB22iqStXVLmw9N3iqMTkfhtFnQusrNIo8uuxWrapyYnIlBTqrn2pY2H2M9bW9wG6Z9lxIUkQzGInjuqaac82mms0lPJFOossdH+AA1KlksnScf8A72k30j6B+ZZmffyb4RNUMqmkjJIWDEH1Hlq0OalzkpQiye78HMqdYrHUb6SK7xzmYsmjXokO89X38QYIEBuv6VX9xg18YT87XoiaSCQFglxnFIFtZNwe2QEIjE0VjrxHd3rMPJvhGEonG4q+yaDEe9jqmXYaVe+9bclxiD6sLeuXRfY5yQ9d3orcbgxCxqq9RDm6dep8GgwltSWjyUO6yoKZQ//d52/OpvnsWv/uZZNHmr0D8yzZprGhmRgBoOdtlVeuJiHBjkQdN7CEsBKmieDKrG4G/uTGJdvRuAWvBrRPsbjKm98oKxBPucLRVat1kt+Ms/W4cTfSOsn5M/HMd4ymNtVOROC3qlKGmFPA9de3jPk9jcWoeYrO6Fl/d0sjTLv/yzdazXEu0hfj/0nBnAi2/34njvMHsPgOZagcygOTjyXCeeaa9HaE5m45ppDHtO31Rp6n/2MXv/eO8wwrEErBbgsTpVlg1OzKJ/ZBp/9/PrjC3S47SlyMVUYVRtl9geenlPp0n2gsL+JuQkaqttrHXSTFSVCTRe1AOYFEGJTogis0EuFLu7muBz2VGXYssFgIcpivpwPMnm8PAH10p1iyVFvacKAPBkkxevff1pVqvW0ViLY9/YDJdTZf+khvA07+4qO1PozSKDeOftj397L8uVKlbS2bSlzYeffm87muuqYIEakSyWzpMPDu7sQHdLncoOPauWJsmKWpcNRVGVcUVBi28+UDAeiGhlTiodn9cVBZYeS6VbXBnyY9+bl7DvjYvsu7LN3cGdHSV3Thk9e7Z7pvNld1cTDu3aCJddgstuZVF3yl5q9lXjf+x+jH2O9IFn2uvx8p5OdLfU4e5EEKPTUSQVYHQ6ysiNBidDGZmwzSrDFhyRNPL8rvE4EJlLIpjqNcMvEr0Hn08TozTJ7mZv1nQ0ovI/evaWoREJqIWruVIGlxJm8nICKbr7QBTjgYimBurIc52sRsZpsyAhK2qRu0U1/p02Kxo8qkcaUPAEl99N0UciZKCaV4HM0LOfkfeZ6kZO9I3go/uPGItrKMWgGYppCapmognUVtlMmVpmZpDA3ffGRfUFRcnsAU0py+MzMZZZcf1BgDnIVrsdqLJZcXcypCGpkqxWBGMJloXhc9lxaNdG0zU+f/GLj+PHv72HRIpNjoigRv0RjPoj6Dl9M03uGtXYlQPeuXRfJTiSLIxK3Wq1oKm2CpMzMVYC8cAfzvFNKxP7t7Zg6GEIX3hiFWPye/38bRbN0qdc8qynZmPKfOfSffbvVW5HlitXHsj5WO2wQYEakWzyVpV8Tgg8SyfB45Tw1re34ZPxIOMK+F/+/E8YM/8Xnlil0S8O7uzA8d5hXB32ZzSS9aRFAoWDPxfzjf5m+h49p0MhqcmlgJFOkO2e+dTrQ7s2wmm3sv9/fmsL4xJZV+/Go5DqwLRZLXj1a12atrAuu6YAACAASURBVHoAWL1wo7cabsd81pq+t2c5YMGGpF7RIEW3vcENW0htyEkb+8W3e1mq6vo1Hk1ONb1ns2o/o8eWNh+j8m+uq2ItPvg6DwB44I8UdQLMsBl4bGnzMUOa+sBR/eb+ba0YenSbFej2nBnAtdTGd0gWrKt3s36T44EoI9rxOG1McTi850m8+HavKVMSzIRM9Pi7u5rwu7sPU03SFeaZohSlRkBDUDUTiWdlFBXIDp4EADDuK0nKMm80qfUPassPRgwxqW3eHpdlSClHjGQB6muc2NDoMZ1CMzA2wxxvVgB2yQq304b6GidL1c3Gdmm258kGShl/ODvHiIXisoLP/BFI1vmo6lqfqxS3V3KcTGWX/Pi39yAr86n2gEoSkSnlUp81ZIYUSr48wGmX0siiVjJIAXbaUsQcNqvpzobdXU1MrlBE5vAH1xhTa3AywRzVHqeEO+NBhOMyPrr/CKf+6ku4MuSfrzGbjRnOqZ60SKBw8IZTPumm2Zh09ZwOZtOPefB1vPnuHTWlfDpFNHoLwVgCNqsF/nCctbvRl3zx42TEEK9f1/o2KeWABae20gJ5YXsrdnc14e5EEM2+aozPxBib6743L+F47zBjEF2/xpMm5A/u7IDPZWfMhtlAoXBKzwEAh2SFz2VHcypFIhyXKy4Fwig8f2XIj7FAFB6nhM6mWpaG7A/HcbJvhHkMk5gX8gd3dqB9TY3qJal1MuNmfYM7bc6EUZMbRmkI526MMWFzZO8m1FbZmGequ9kLt0OtDxkYm8F739+O/dta1UjlnGyqKFe5gJ8DckYR8yigPRRf2N7K2C3fuXQf69d4GGHX7q4mlvJNiCfn+z3JClhUx2w4uLODpTC6nTbE5CRG/RG4HRJO/dWXWFrrStjPL+/phMcpwW7VHm1JAPGUZZlvr8QViVS6oJzqv8xn9pzoG8n4MUp1Xm+iWsmX93RCSm3JQHgO/aMBzd5eyaAzOJlKkYglkvhkPFjam9KB9DmKyJy7MYbBCdWIlCwq8+ezHQ0A1OhMONWa7ProNF47ewsH3r3MSqUO7dpomDr5/NYW1uhdoHAYsdLn2t+ZUj+phvLUSzvKQk8hmaZPI82W2rqlzYf1DfPlYs+01+PVr3XhmfZ6HNq1UVPypdf/+Oj6kb2b2Ht6/b0c9esFRyR5aniqVwzFIiz1KxiT0T8yjWsj00gCrBG03srOFLnJhv1bWxCKxjE+E8PLe55kfZio0W05TUAhyOQJMvIiHf7gGiNSeL93GMFYAi57Kg1Z0bJQ0vcd7x3G1GwML+/pVCOWqfHcv7VF01csH+bdchAkyw2j8dCPOe/F0zOh8ayhQRMRKZQz9Gkr+nQ9OlwIh3/2MYB5Ah1qFmwF8JivGoFwnGVHACopjxlTUmqr7ZgKzWnuNTSnKm5m9hovBOE5mRlKCgDJCtgsatPmpKLWvFYqeOZWsiHJGMumjOvllhlA/aTpjKIUyZV6/hN43eu3XOrokVPXsaHRY5r50cvak5eH0eyrRiA8h5f3dOKF7a3Y/OovAahrcF3DfF9JattD2TnUIYB0GjoLqVTko/uPNBFpusZM63W5kK/eZXRdPqz0+s/y2Yj59Js1KzKlsOYqV6PMvu/uWMei4Pq/BH7cqBOFLVUzTGNnNAeLSTEuBRZdI3n9QYB5NfkUU1K4yLBs9FZjs7dKs/joew7u7MhLkek5fRP9owHMROL41d/+uea9LW1q8+xiotiGU6a0A6OFT2k/kkX1nAQnE1hbVwVYLLg7OYvjvcN4YXur5nvme4PewubWOhzZuwlb2nx5p7KalYWrVDAaD72g5mtJDrx7mdUmAcDRs7dY8bZkQYrURQWvTJitJs/M0AtpvpaVxvPqsB9zsoJYIonxmRgzvlQSsSqM+lWH2bpUz7rDP/uYGZqDE7P4zk96DbMvSoWeMwPoH5kGxVP5coByVgSMcPTsQFp7CzkJyFx164g/UtFOmXX1btydCrHUX6dNJdjJVvduRmcDzwyqT8ldyeB1L17nkhXk1VaqWODXDF9m8973/zW75tCujfMtFL7+ND4ZD7L2CZIFaFvlwnu/H1Lb06Qyd7wuB6shI0cspcUC8622+LN3JTu589W79NcVktqp/yyVpZWzvpdJpuWSdVQnSezD2dYUP258/Tn/ulHnh3LTpRec2krh10O7NqK72QuPUy369jgldLfUoWffU4yIx+OU8NrXn2ZWOSnNPWcGMoaQDZmkiDnQgEGwFKyWxWITo2fb3dVkGPLmleMrQ35cGfKjsbYKHqcNPfuewmt/8Xk8016P1/7i8xgPRBGMyTh69lba7xzatREepw1yMsmeK1exO49yDMkvJzKNh1EqA9Ue/TC1J77zk3+B16X2XqUUtPd7h9l30Nqj/ZRrDQrW13nw+5YyImieqKXAk42eFMPak2hvcMPjtOHVr3WxXm3UJmNLmw+/+ts/x8n/+V+hvcENyTKfjWGWFDsiliGxubauCt3NXowHoiuODZHaRbnskoY1D1AZvZ2S1VTslsUG1fryJ+jauqqylNu7u5rgcUosC6BSoNe9eCXOrCRSmc7CF7a3YnNrHQYnQzh24Q42NHrQ3uCGyy7BabOmskNUczkmJxGMyQiE4+gfDaDnzABT4MmIpFZb+t9bycyvRmNrdN4bjUn/aABDD0Np35nPb9BrFByqlD1Iz03sw5nWlF53fmF7K66+8lVWQsPrHPrOD+WmSy84IqknYyD2rGc7GvDrW3/EO5fuswa0z29twbELalNjItZhZCPNXsNm0UYWOc8gp0cpLPhcIfClQj7Pxl8DAIOTITzTXs9Yokjp9brsCMYSqHJY06IRGxo9sEkWBGNJVjB84N3LLByfy5NnRq91KZFpPIxSGdY3uNE/GoCcChMEYwk0elUF797kLEano/C67Nj3xkWWktjiq8bD2ZhGMc7EYlduHq7lhH7f8vNklMJHqfPHLtzB/q0tqK2yad6n72iqq8bgZEhDKmYGEHscFLDD6diFOwjGEoa9YMsZr339aSbviKWaQIytZmK3LDb4CLwVQJVd0qRolRNYH8mJWdZzsBJgpHv94NR1JBXzkkhl0w0oqjgTUXtHDk6G4HPZGVv8oV0bWYkHAKbDTM3G0HnkHDMirQBrtQXkztpaKdCP7ZUhP+uEAGTOhuKJ/3JlaBjNH0+YWUm6Ra6ejgQ+lTXbeaNfm+UYPV+wIUmghyYj8fTHn6mMXBOzmJqNMTYjau9BHgwKCfOeolwbP1vucCkERbEMp2zPxqc46q/hx5dqwOrdDoz6I4im+utRewm6loQ3FQxT6km922HK2q9yhFGNATGDjk1HGDtoJC7jve9vZ8YhAE39HqWPD07M4lc3x3Hswh1cHZ5GMJZIY7FbyQdpoci2b/Mx/vORQWbaJ3/5Z+vw1sX7OLDjCRze8+T/z967BrdxnmuCD24ECRAEIZEKafNiS0NKpmiHXkmHzljHOVtHjrRaaaOqZORdp2I7ts7O7iRVmtotVcmnTKfGzKxdpdrsqso+yUwU31LxHLPiirJieSVHpzZ2JMeMqBFtUbQsWpJ5kUCTlEAAxB2N3h+N9+PXjQYIkADYTfbzhxLZaHR/l/d7r88LQLvPulzw80cOF7MJLI3TDKg6LtcKKAJPimY4IcjaE+kJh3e149K4TyKFE7P0A1sDGL8jRZibPVW6JJHiyzvUdETap2RMVtks8DhsuDsfZ0YkIJVR8WtZjUhGKbf1qLQvBl6Py3Xe96VZRim7ZqlYq7rFYvq/spUSQc3Qp/tkcwJkg7LEaaVKnZZtSCrpbG/MhjDpi8BhM7OeasqXuzjmY2Hcw7vaVSn5s238bJGV1RwNy/ZuPBkLIB8PNcp2qsGrqfKio7EG7w5OsL6FQPZozOlhr+7oiLUMpSePjHyaMyLD8M5JrWyIsn8uLVxsFhMqrWZUVlgwE5SiTdTL0G4xw2LKJM5YzfujUCxFeeD3hlqtCRFTaaUuksfjWxtY/dvDL30g69OmtWctJpwVUmnFpjqJZW8qEEODu5KlHa/V/UDGpN7J6ba1evDms90FEfWtRlArl9tzEd3u52y6B2Fzgwv3r3dgKiARlfjCCTR5qhCdi8AEyVHU5KmSOWdJTufqxay13qjFQN5OQuZ8WZ4TxtAt1JGtbpsMfZfdymp96fcUkPM4bIuSGV0c8+GZ1wcQjAk49+UsUiJYIIEPEBVKwLQULNuQVC5a5YPxqZWAVHSt3NDUH1J5uKsZjWvV+6EGImOxmDLHg/dsdDW5MXY3zPotETulL5xAUkixYutsAsEY8+KC9khHYw3OfTkLXziBJ3/1CR5ocKFn/1b8w99uxC8/kpSDQ29dYHV5JO4FQURQELCpvhq1VRW45YtgndOGu6EE89DmIs5Yy1Dz+OUjTMmx1XvqCmZDcbjsVtZWJxBNskixFg0UkqPULJmcDsDqTkXie4iqRSDWMoicTu8RmbWqxPLz1uiuxORcFI3uysU/qFEsNo9U2wsAmyoseKytDl5/FClRyjgQIfWOJcJAYIHEhJzlfO8+PpLDk62thrWU757o2b+VnYWr5d31ADp7AhGp1pcnh+LXaLagGWWo1VUvtOijjJuGGjserq1l/ceVnwXksqNYJU/LNiRzLVplxAzIHCxAnbUIyJ7eaix4CcTGurHOmaEE8OkNPfu34oupIF78w7AsMkkCVNlHB8j0VBhjXjzwXlDaGrFkCkOTfvzwxACiyYV0HV84wZrGE6j35yMb12PEG4DTbsXQxByj8SfCAQOZUEv7YZ7rSAI1VbasSnVv/4gstZhP2e9qcms2ukPPtM5Zgf7PvNj3UCPuhuKafNZigJddagfwkd1bdGk0FQNKuW7UTusT/Lwd/5/+m1XvHKHMNb69xzOvDwBYUKKFlCiL9PziT1+y85NPlwXU2TTJMahXp0qhWErrPQPLR64aSz4gp2TUpfMrlkghnBCQFFKsraLDZkb7N1ys0wIfrHjwp2fQUGPHj3ZuxOlhryyQV6wg0bINSSV4JTkpiKyhrNpgEXjWIj4UbBgwufHK97+pKgT4RXiQIzqiuaDI5BPbm/Hu4ITMgKcFeHM2hAlfBOe+nMXPDjyoyxoaLUI5N//X2S8wE4zD47AxAaGEPyylr1pMQGNtFb4ORJEQRLzx8VeIJSVh4rBJFP4uuxVvPvs3a+IgXArU0n6YhzCazK1Uc3VYfOq+1hUPiqZSg++vZkOoqbKxv+s9KqVENuOIohXK+uG1BOXYGNkm+oRy3oioRoup9cWAsr3bU7+WUvqIJwAA6mvs2FjnhNcflTn8bvsiOP4/PixLdYUoMiWdnIvkGASy18GXA4XKY+X1hXze0LFXDsqxV2ZjDk360bahGofeuoAntjezTCKHzcxIqDY3uNDbP8L6kPOlgW8/142HX/oAwVgSwZkkek5ehiBCcnw3S1FL+l5i+V3qel9y+49sOLyrnTFuNdTY4XHY8NJ3O7GtdaGRvfJBD+/SF9WtVpBtPGkR1lRaWX0jRBGPtdXhpe92sprJ3w6MwxdO4MU/DOOV9z/HU78eYC1Zbs9JfShTolTkTm1FDrx2HgdePbdmqJ6LCUqrpLl5srsFyfQp6AsnYLepb8dKmwVtG6qxsb4adc4KCOnPJJISu24wJiCaNkAb1hAj5VJamqjtGfpdz76OnHKoZ/9W1tKovaGG9WHVw3jzkdhQmmiLWE1XGzU+f568MzCOh1/6AO8MjOPI7i3sAF6rMM7a1QGeQ4IyJbTUcqjUOLyrHV3NtbBbF85Mf1g9yyKFhX7l1LaBxuuPV6bY74/s3sL2BulBvf0jGfcrdSutQuWx8vrVJs/XImhNTvkj8IUTzIi0mk14Yd9WXHrxO6xsEIAsRZZfn0d2b2GZaoIIlqFYU2mVfSbXes8HRY9IKsPl5CHJZe0aXpHiQs3LzM8FVds11NgRuSMgmRJZwX6Tpwoehw3fbq/HB1e+RjQh/Z0t2HRInHLqlaxRuQqDV1PUI18o89Gp/Q1FgZ/Y3oxffnQDAJg3VImZ+TiiiRSCsSQAoNZhxVw4iZ1tdQhEEkgKIfa3KX9kzTBSFjstbzE5tK3Vg+f3duDYmas4qCAz0jp4mUCHxfWZEGvqzV+jd/DzSDVAx85cZT281jKUa9xIbdUveKJDLafWlwJ0voUTKThsFljMUv/e42evMZItu9UsZZGYTPh8KoBnXh/A83s7sLnBhe/94mMAElERTzzG5ANln6iwAZd6zxQqj5XXF0Oer1V9TSsgOU3prGoEeUqiU2WpDiCtgQfvdSMUF+CssLCoZcYaybHe88GyDMlsi804rFYWyvHn0zSk/nECrGYTfrRzIwAp5ctZYcHkXBT+cBzBmIC7oThGevewhbynsxGbG1wsLUS5aHm2KL6fF98eRsmYttrBE7vQuLnsVtaeA5Dq7PKB22HDfCwJEcBcWDIaiamryVMFQEQ8KSIYE1hPNWVPydV2OKyEAZQtDV/L4FllAakfr5JkYbXuSUoJemJ786pb/8XAanMirCUo6wbX3JpOK73t36hGz/6t6O0fQSCSwH11TgzfDsBdZcV0MA5AZOzmP+sfwfb7PDjQdQ/6P/Oiocauqpse3NGCsbtXcXBHpowv9Z4pNLCivJ7//1JlnqGzawNqzK988IbXx5WlOqTvD036ZQQ+1LGB5wrgiemWgmUZkrkWG/+y3rkIXHZrBpmOgfJA6aEgkp2+wQnUVFpx4ukd7Lo9nY3oG5xgtMTUeuIXf/oSc+l05Ve+/82MguBQNIHgTJIJd55ZanR6Hi67RVY4vBbApxNSOg3PoEtEVHyfOzW47BZU2SwZJN30mVu+CERweerpOXj5/c8RjEm58ZQGUcjhoHXFeymZDMoC9+W0AdEL6DChf7/9XPeaIVn45IbEVPvJjTsY8QYM5YiD1ve3gdzY1urJyni/mkHr9uCOFtRUeZkMG7sTgi+cwPDtAJIpEXfm4yqfFvHR6CysZhNe+m5nRlcBuj/VU6s5DPWUQbdUg1CP59xaAT+n1H+1t3+EtfvgoTQqefZ2nitguWt6WYZkrsXGk+5Qyl4xvfjGIZg/lAQjpEQqKYIP75LaG1yfkVIlj5+9xoyS23MRCCIQnEmyQ4v3dvTs68DR9z7D9Zl5ZkRSexGqmVVjh13NUO4P/sB65vW/IhhLwmGzABARTqRU72ExAQ01lfBH5Ieiy25BKCYghYW2ICks5MADC6y+gij/7nwPh9XoleTfCUDB76cnJYLARy5o7vX4HktCOgrLv7uhHElYjft7rWGtrWll+yZSkKn/nstuhbvKipn5OCCKWOewIRQVsM5pQ52rEge3NzMHLrVC4++t7OWnh3HNpQsvdX2smfNBR+CDc4B8TnldHoAscBSIJtF76gqLrvMRyWJhWYZkrsVGL7mnsxF9F8YRigsIRJNFq98yDsH8kS31QS06Q5ELXoj29o9gNhjFzHwcFpO0EB//+Ye45Quj2VPF2J9m52MIxgS8+Idh7HuoEac+vQ13lQ3/7r9tY/WTa8kBkI2Vi69TlWo7shuRggjWP4tHOC4ZkYA0V3XVdpYDD0isdj/auRF9gxOy1Ie17pXMVj+8VOhhPW9r9bDUlbWGnn0dRhsjFajRyxvQH3jSHS3LoGKht38EvnACFpOkWyrrxKg3H52d0XgK2+/z4KPRWdS5KnF62ItDO+9ninRv/wiGJuZYA3dlzZkexjObLqyHs2kto9D5yTbPuVqJHD97jZWU1VR52eeO7n2gmK9SfLIdAn9oP9ndgqd+PVDUFIzVqOSWG2q1lGo1FzWVVgxNRFlkkafJjvujmPBFcPzsNRzZvYV5+z68NgNBBCbnojg9vLCAaR0Aa9cBQHWqxCB5etiLjsYaWaN4l92C5/d2oG9wAteng6zxLIGaUANAMJrEpRe/w/7GjzFfr1ooVqPinYtyeynQi0NLL89ZbKzGNVwM8NkkhpKpb6ypvZ3OkBJEMOc0ICcTPH72Gm7MzGNyLoqGGju7ho/a0HnZd2Gc3Vd5L70gmy68ptaFDlHo/OSyebLpNRSR5Nd3KVAyQ1KJYht+hoJQfCh7NRH46PLpYS/2dDbijfM3MeWP4AfdrTI2Kao5oFpL5QI2HACZqcaU7v341gZGikKGPJHk9J66glBcMiYp8vjHK1M4ce4mDu28P+v9DZQWehlrvTyngfLAWA+rB2tpLnv2b2VnpFqWgVq2Va4G8DzJiF51ymzPvZbWhR5R6PwsZX1ua/UsK5iQL0xiAXSv27dvFwcHB0v4OKsHJpPpoiiK25fyWWOcC4Mx1uWDMdblgzHW5YMx1uWBMc7lgzHW5YMx1uWDMdblQSHjrN4B3YABAwYMGDBgwIABAwYMGMiCgiKSJpNpBsBY6R5nVaFVFMX6pXzQGOeCYYx1+WCMdflgjHX5YIx1eWCMc/lgjHX5YIx1+WCMdXmQ9zgXZEgaMGDAgAEDBgwYMGDAgAEDRmqrAQMGDBgwYMCAAQMGDBgoCIYhacCAAQMGDBgwYMCAAQMGCoJhSBowYMCAAQMGDBgwYMCAgYJgGJIGDBgwYMCAAQMGDBgwYKAgGIakAQMGDBgwYMCAAQMGDBgoCIYhacCAAQMGDBgwYMCAAQMGCoJhSBowYMCAAQMGDBgwYMCAgYJgGJIGDBgwYMCAAQMGDBgwYKAgGIakAQMGDBgwYMCAAQMGDBgoCIYhacCAAQMGDBgwYMCAAQMGCoJhSBowYMCAAQMGDBgwYMCAgYJgGJIGDBgwYMCAAQMGDBgwYKAgGIakAQMGDBgwYMCAAQMGDBgoCNZCLq6rqxPvu+++Ej3K6sLFixdnRVGsX8pnjXEuDMZYlw/GWJcPxliXD8ZYlwfGOJcPxliXD8ZYlw/GWJcHhYxzQYbkfffdh8HBwaU91RqDyWQaW+pnjXEuDMZYlw/GWJcPxliXD8ZYlwfGOJcPxliXD8ZYlw/GWJcHhYyzkdpqwIABAwYMGDBgwIABAwYKgiYNyYtjPjz16wFcHPOt9KOseRhzoS8Y81U4+DHLNX4Xx3w48Np5HHj1HN4ZGJddZ4z70sGP3TsD43j4pQ/wzsC46t8NaBvGXC1AbS0b0Be0up61+lwG8gPNn1KPWOp9VnodaNKQPH72Gj4ancXxs9dW+lHWPIo5F1pZ9KsZxt4pHPyYKcePX7PHz17D0MQchib9+MffX8ZHo7M49NYF9rds475W1r3yPfN9bxq73v4RvPiHYfjCCRw7c5V9vrd/JGNs18qY6g1rSf4spgweO3OVrWUD+oRW17NWn8tAfqD5O3bmKptHtTNtsTNVK+ugoBrJcuHwrnbZTwMrh0LmghTqw7vasa3Vk/F3WvQA8PZz3cV9UAMAjL2zFNBY7elsxBvnbsBhs8A7F5EZiIFoEqFYEnarCbGkyD7rCydw/Ow17OlsxKXxOfY5AGwv0D0+vn4HL323E092t6zIe5Yavf0jGJqYQyCaRM++Dhx66wJ84QQC0SRqKq1snJUygn4fiCSQTImwmk04snsLu1/bhmo81lYnW9OGLNEm1pL8oTV4+ZYfvnACgHwtHtm9BS+/P4K6anuGTFA7Hw1oByT793Q2AtDOelY+157ORjz16wFjTekMvM5xetiLPZ2N7LwEJDlyccyX8Tv+3Du8qx2BSAJdzbUrvj41aUhua/UYyoFGUMhcLKbcrSUlY6XxxVTQUFoKRN/gBEZnQgCA0ZkQnnl9AM/v7QAgGTmj0/Oy6w903YOv7oQRiCTwxvmbCMaSCM4k8cMTAwCAcEKA1x+Fs8ICiwlIpkQcO3N1VRqSF8d8uD4dlP4jijh+9hp84QRcdiuuTwcRjAkIRJMYuxPKULpJxpCS1NFYg2NnrsJmMQEAbvkieOV7D8nWsSFLtAm9nt2LOUHVoFQGD+9qx8UxH3pPXQFMJvTs60BDTSVGp+fx5H/+CyqsFgRjSQD6c34sZXz0DKUuQ5GglX5/5XM99esBydEZSaCmyrbiz2cgP/By8snuFhx47Tw7L3mHK/0uEEng4phPdu4dP3sNQ5N+PNZWt+JzXhZDcq0JobWKxZQ7vSoZegDtsUA0iaGJuaxecgOZoMO5q8mNriY3rn0dRDiRQjAm4Bd/+hJz4TgqKywwm4DUQjASH16bQet6J4Ym/bL7hRMC+/ctXwThhIC2eidmQ3Ec2b2lXK9VVhw/ew3BmACPw4ae/VvZ7wORBIYm/TKDEgA6GmvYNRfHfOjtHwFEEQd3tKDn5GUI3DiHEwKOn72Gt5/rxjsD4zh25iqe2N5ctncrFMZ5pz8sJ8K9ucHFnENP/XqAyYMn/tNfYDFLzpCYICImJGE1m1g0SU9YaxkASl2Gz7Y4+eNHNfNcLJsjmmTR8RNP7zDkjobAR5Ep+kiOJ5qnUNrBJHAKBp+pMzTpx6G3LuDE0zvY/tOSM7XkhqRaeDbXtcYBrE8o547/P2Ck9JQavDH0WFudTFgZyA1eINPafeb1AQRjAm7PRSCIYAYQANgsJphNJvjCCTjtMdm9TAAqrCZANCEmpACI6GquRc++DnZv8mwDkB0wetwfailg9A5k+I3dvYq6arssovvbgXGMeAMLntWJOQDA9ZnPZUakxQRsrK/Gns5GHHjtPC5PzkEQgRPnbiKZPnS1ptiuNaVb77g45ltSipgyzaz31BWE4gLaNlTjxsw8kikRFRYTXHYL3I4K+MMJBGNJnB726i4rQUtKazmQ4fQWRfnPEiObLqx8Lj6bg/Ts3lNXVk10cjXYBOSEGPzKh3BCwLkvZ5ESgfNfzqL3wIMyWcA7TdXmlv4GaCswU3JDksKzHodtUSFkHMD6hXLu+P8DMOa1xFAaQ4DkKde7EC4H1A7n5/d24NiZq/h2ez3+5fOvUVVhwXQwDgCotlvRus6BoUk/vHMR9jmLGRBSQCwpwmaRjKBwIgUALGWTDKBzX0r7ISWCRY/1Tm8LBQAAIABJREFU4k3mD3flvn9nYBzPvD6ABncVXvneQzg97IUvnEBdtR0eh42Nm9UCVnt6cHszO1zdDhs21TsRiguY8kcQjAlw2q2MuASQxrWhxo46V6UmFVt+L64GRWi1g08RA5CRwphtDqlGKRBNSspiOhLpcdjwD3+7Eb8dGIPbUYEqmwVOuxX/7u/+lW6de1pSWlcCPfu3yhzjpYaaLqzmrOfTqE88vYNlJa0WfUvvNoGs5AOSE4KCjoII/Kx/BJsbXJjyS3qEy25RXWOt6xxoXW/SrOwouSGppuDmI5gvjvmMg1fDUEYclR5dNQ+mVjfBaoDaQa93IbwS4FOEfeEErtwOwGoxw11VgelgHFazCU9sb8YnN+7AZbeymicAEFNSRFIEkEiH1Vx2K0IxKd34/JezLNrGp8iGYwIcNkuGx3ElkSujgDysl8bn8IPuFly+5WcRyWNnriIYExCcnmc1poFokqW1+sKSsh2ISON2fTqIN87fZONRZbPg5E92AgBLY52dj8EXTsBhs6D9G9UAgKFJPzbWV2vyjOD3ItUwAcYe1CqUdUfK+cql1MNkwtDEHBw2Mxw2CwCJgOu3A2MATJj0LTiaaiqtxhrQKfjoUDlqJdX0J2V6Le+84KOQAMpq9JYKS80UKCcWy7yjkg+r2YSnvnUfPrl5F1du+ZFIH3iRhMCynzwOm6ojWUu1kNlQ8vYftAH5AchGWbut1YOaKhuGJuZWnM52LSMfan1+DntPXZEEmiiyeebnXbkGitVDZy1DjRb6wKvncOC186wfoncuApfdqsuanJUCUxpFEY+11eGWLwJfOIFbvgjaNlSjymbGv1ydTh/gUtpqfXUFAKDGYYUy8SmeTGH8jkTgI4iAw2bBga574LBJNZcAEBNSsJiRwUy6ksjVEoXqOYKxJH47MA5fOIFf/OlLPPzSB3jwXje7RzAmoG9wAjWVVnaYEtY5K9KGuMC8sQDgrLCwtd03OAFfOIG783H29579W9Gzf6umxioXDu9q182zFoLFzgg9tWfhzyd+vugd9nQ2ZmcNFkV4HDaEEymEEwLura2ExSStfd7JZLeYmINcT2OzVpDvnPSeuiK1Kjp1paTPQ2uR2kIAyEivJTnssFkAk4nJaDWdW+tQG38yoGoqrZp9F2pN9czrmW2qyBB22a1IpkS8OziBnn0dqLQtmF0iIDMiAWSMgx7OkBVhbc2Vb7/WcvG1CNbyQMEExntf+Hnq7R+RPmhaUBRzpXQtRptuYHEo63PIq0V/A8AYSPVYk1NK5FqbtK47Gmvw7uAE7DYTwgkpbZVq/ILT87BbzQjGBNRUWtHzw+04fvYaLo1nKiFSneQCwgkBg2M+/OZQumD+ny/h9lwEbkeFptIf93Q2skjj5gYXAGls3hkYx40ZaRxcdgsqK8wIxoBJXwQigI+v3wEARkw0Ox8DRMngfuT+dfjVn29AEIGZ+TgcNgtcdgt+0N2KT27cYSlaynpf71wEozMhWf2IXuTFak0JXCzbQevZEPnUoOWKJlP2FExSq5o3zt3AVCAGmEyyGl+CxWzG0MQcnnn9r9i0oVqKLBlMm5pBPuv14pgP19Oyj9d1yvFMdC5RvT0gOd0AoP0b1Uxu6lVvVht/XdgCaaM+GBNwfTooi54efe8zjE7PY4OrApGEiWUcPb+3Az/rH4GQSmFDTSXWOyvQs38rtrV6VGWOHs6Qkkck1aAU1rz1XYg3xfDslQbkAeG9XIDcG8fPU8++DjzWVscEHJA96synKxzZvQVdTW7mqTWQP3gvFaVPAAs59od3tUsspBpOC1kp5GriS57gE+duwhdOwB+m6Jsguy6WTKFtQzW8cxH09o9gT2cjGmoqWcsKwgZXBRw2uZid9Emf2dbqwcY6J1Ki9DutZGFcHPOxmsTTw17ZXj925ioEESyaGkiPT4XFBI/DhkM770dXcy0qrdI7+8Nx5lX+5ObdDDbWYEyQ0gDTRiQfFerZvxVvP9eNV77/TWMtawxqXnL+PNa6Fz2fRt653mFbq4elrL9x7gYaa6sQjCXhrLCgqbYy43p7WgYEY0mW7aA8X7WO1apv5Zu903vqCoIxgcnzUo+D8oxXRucoM4OMEJLRepundwbGcWnchyZPFbz+KMuq0lpkVW1ce/ZvRVdzLVx2C9MRevtHcODVc7iVTmufDsaRTEmZC0SsB0hMzrfnImz+AH1EH9Wwon0kF/MC8V7DL6aCOHbmKo7s3sKiK1r3euoR2XK+ASx44RTeODWPSTZvEp/v/WR3C04Pe9lhasxh/uDHnPeOkzIOgNWaGZBjMU/n8bPXkEyJsJpNaKixY3IuCjOAlOI6qt0DwFhHlYbk7Hwcm+qrEUlIKZzJ9E0oLYmfO60cHmoEaSQXntjejHcHJxCOSUag3WKGx2HDE9ubMeINoGW9E78dGEM4kYLLbsXzex9gBCPZ0sGCMYGVM/BsdYRtrR5drWUlCYZWFKFiIp+abC3LczUZoIxSqr0j1e0e2b1FikACmArE8KOdG3H5lh+PbFyPX/35Rsb3+TmiqIM7WrC5wYXeU1d04RxRtpYCMvUtPZNKHT97Lb/snbTeQ9HlUussyjOe/6n8Ow+96cVUVx9JRBkTtxb1QbVx3dbqwckfP8paWPEtrsxY4EwAAKfdir7BCQxNzLEIniBKhie1lNFD9FENSzYkCxEcuch1+J/8tXs6G2VMfUSdSyxHSsp5A0tHNhZGGldqbn9wezNqKiWvnbKFAf2bV6DUNgRdR/cw5nD50JuivdLIJaz5iDlF2I+fvYbBr+4yBlaHzYz2hho8cv86/HZgDKG4wMhiEoq8tpQopcRKdRLqz6K1uVMjSOPlwqUXv4PH/88/YXQmBIsZOLJ7C5PVl8bn2EG6qd6JJ7tbmGLWs38rnnn9r6x2zGwCbGYTYoIIl92SVa7oSTFVtrvi5are3qVQKM9zLRsXuQxhtZRTehdpfSdx7MxVPL/3Abz8/gga3JWsnveXH8mNSFIk3Q4rglEByZSIvgvjGLsbhi+c0DSBBkGZaq52VuvNeOGRjzPv4piPpegf3N5cdvZd5XrlnVX881BGB6AfnYrODyKx05JTlcdi8o24AFx2C8JxISPFfdIXQZXNkkHSF+L+rVcs2ZAsRHBkuzaXMKf6OWrgO/jV3fQVYlmElpYPwWKDyHIGv7qLez0O5iXNVsvI53EDkP2bWMQWU6DIM0P3NJAba2k9riTUGNKorcXL74/A7ahAnbMCB7c342f9IwgnBNS7KjCTbg1iMwNpexMOmxnrqu3wh+NwO2yyw4NIZbQ4p6SM8E4h/hC9OOZDJG0VhxMpmcMvFJfe0W41o2f/VpW7E5utBZvqqzE06WdEA6uhZRBFc6n/5eFd7Tj6u08xOhOCdy6CP/7vf7fSj7hs5OoZzLOa5ts/WiuguuBQXGDnmJK5ta3eCQREFl3YtMGFoYk5dDW5YTWbWEQFkKKPpEwmBZH97U4onndLNC1AzbGU6xq9Qc2Zp1zjdC54HDZsbnCVlXNA7Zyg5wGAsTshXe0zJXhno5ahZO5VRugP72pHIJpEKJZEJJ7EbX8UKVFyJgHSyeessGBTvZPN3WrBkg3JQgRHtmvVNggfseLrdF7Yt5WllGxucJW8TYiePWz5QJbCmk7ZCCdSGJ2eR1eTW+bZUja3V5tP+jfv2ctFpU7eTT4KoSVlWmtQjiWfYqUHIawXZJNVdNiRE2Xs7lWEE1Lk7e58HAe67kH/Z1789w814qvZEPMUv/z+CIIxAQ1uC7qa3AjFpb6IPKlMIJpETaV1xfeAZCx/DneVFf5Ikhm+R9/7DLPzMTyxvZmluFFbA4tJ8ij3nLwMQVxoa1JhMamSbBFD3ZHdW9B3YZxFfrN50vWmmB7e1Y5L4z7W/3Jbq0eWArkaoGxDwDscib5eLT1a66Cep63rHOxsOvDqOYTi0j6ntUrvO+mLoKm2Ei67BbOhOBrclfCHE/hBdwtGvAHs6WxE34VxJgte+P1lpABMB6IssqeHM0/N4a+Wvq0nPUlN9+Sz4UhuByIJnPzJThze1c4c6uVIu+TPdyr/AeRENKRrKSOketRdtepUVQNzKm2ohstuhXcugncGxtF3YRzXZ0Ls3KS6STH9700bXDi4vRn/9KcvYQZgsZiQEERGmqSEnsZkyYZkIYIj31xu5cApG6rzCnNNlQ0fjc7i0FsXStLEmzbqau1pyY99z74O9J66gmtfz0vKcdqw5OeNH3vlfL79XDdeef9znDh3E4d23o+jex8AkNvgpDk98Oo5DE36mcA2oA7leiQny7EzV1UNybVQp1UKLCbXeOfK/332C0wH4xBEoP8zL5Ipkf3saq5ltR+A5IlUrm/e+VKuDAveKcSviYtjPrz4h2EkUyI7CKkv3vXpeaQAlrbX1eSGw2ZGOJHCxjopffWNczcwOhOCzWJCpdWM5/d2ZDwDv/d5Dz9BTa7oGbPBKB786WlYLCZYTMAPVovDh2tDwFPc80p2PlEsrUF5XvERVQAsS2FPZyPOfTmLlAjcmoumKfwlx4rHYUPLeidGvAFsbnChZ/9W9J66gn/605esxjqREnU1LmrgI2Kl0sGKDf5MBJCREUU60cfX77Do8WwozhzdlDVRSscIGZCxdDuZY2eusrYQyvpI/jzhdQA9Rof1ZPzy53YwlkRwJsmyk4CFbJuDO1rQNziBa1NS3WQonRJPMsVpNeNbGz1Z50lPY1JU1tZ82aKy9WdajEmN7z+oPLyKjdXe05JnhyKh9JtD3Yx9tVDmrxPnbiKZEnHi3M2c1yn7I5G399rX87phGSsX+Dng12PvqSuoS/fhe2J7s+o80UE/NDGHQ29dMMa2SCBj58nuFlk9JJHzEDtbKJaEL5yAw2aR6mp2tDDZ9fjPP8SDPz2NL6aCePu57rL0RSTZeuzMVVUZSwRDBBOklifhhCAjGSKykN8cegSPtdXhRzs34sBr5wFIEZt//p+/hcv/YQ+e7G7BOwPjePilD/DOwLhs7ACUXH6vFPio691QAsGYgLlwEoIIvDs4sSr2Ic8WSXJmU71T1n+RnBYk5/UAniWST1EGAJfdyvbn6WEvi7zTjjGnr/GFE3jh5GV8NDqLH54YYE3jKYIPSFH7o7/7tHwvVgIc3iWxgutpD/NnIjHnKp3cHodNJgfvzsfw0egsnvzPf8Ezr/8VezobS2owLxgaIsvcKJS9VGtsp/lgT2cjYzXVCw7uaIHLTtHEhZKNN5/txsmf7MST3S04+eNH0f6NagDAlD+S1gnMcNkteH5vR8554nV0raOorK35WtBqqTCA3JPC11hQ8TvlJFOKQVeTmxXFlwJ69OzkC96gI2OSr42iED2NfbZIBmHfQ404OXQb65wVeGdgHKeHvVlZ3vh1QmH9cEJA76krRl8tDsr9RFFJmpvH2uow4g2oEkTs6WzEpXEf4kkRvnACvaeuGBHfIoMnCaBUNiVDafs3qnHyx4+ylFi+3rjn5GX0pZsUl9LjyBMIZSOK4FO3AKDKJvXJpDovikAK4gKzIdVL0x5v21Atkyfkpf3H31/GG+du4JXvfxPAQqSn1PJ7JcCfGYf/y39FeE6AzQJUWiWFWwvRm+WmTGVjk6R6SZpfPfYJ5o3gQCSBW/4I7s7H8YPuFvZ+gUgCTZ4q3J6LICVKzpXeAw8CAEvxBqQzbXY+JqubJnw5E2LnpB7OO7UMF4q2apUcRQm1dNAvpoKy9zrx9A62fl12C6gNcEwQEROSWTOAigU6U/IpWSln6mOpv4vSyvXQ85rXy958thu9/SMIRaV15aywMHJKGityuJF+QD+pP3M26CldvKiGZL6GF6+08Aersr8k1VhQvyWX3YK2DZJ137reWfKUPT1N5FKgllrMp/O47BZmtCymFNwNSWQj08EY86q11TtVvUzKZud8uoleQvnlAJ/OSkoHTCYEY8mM2qNANCkbu74L4ws9rwSUpYHyWsLFMR9OD3tlRgH9DpCiNr39Iyz9j0+JfeP8TdyYmYcgoiw08sqWO5sbXOzZqIfVtlYPTjy9g/3+4I4W2aFHzz3lj8j2M18TeGNmHqPTUsPut5/rhsB59kdnQqy+UlLSrLL+Wcqx1UttiBL8mVHnqsTkXBRb75EM+Bf/MFy2GiuCWkpzMVKm1Ah2AHnrGKrv0oORQeDHpqbKxtI3T5y7ice3NrC9ZDWbkBLBiKK2tXpw4LXzGUyN/nA8w4gEpPjFy+9/ztLItX7e8amstH7ViMkA7e5fPh1UzbFH70XGXF21Pc24bYHbUQF/OIEju7eU9BkLIZ7Jto9LUdZSyjTLbH08tbqOlM6zmkorhibm4HHYMBpOYPj2MItqK9tZ8TwL9PfVgKIakvkaXqS0kNGiFoniJ+uLqSCGb/kRjAmwpnu3uewW9PaPlMSY1OoCLjbIUKEmsABkjINO+8IGIXIM3qjhvdCBSAJtG6TPkLcvEE1idCaU4WVSep9IuCt7WBp1fmA08cTMZjFJkZ9XvveQjFVUOXYLhqOJOV9WY63vSiAbI6Uy06Km0irrkcofJhfHfDj63mcZhlkpoHTwHT97jUUReaOGemIRaM/Sz9PDXoxOz6NvcEJmIGyqr2YOJ5fdikAkgYtjPrSsq2L92ewWMwKRBEtl31TvzLoW9VQbogRvuPHtAl5+fwTJlNTmpJyGFTFyk7EPFCfTJtscKZUsLUQX1M7zbGRlvPPu4PZmeOciuDEbQjIlsnvQWLrsVhzZvYWdUUoaf6kuthVvnL+JmCDCbjWjpsrKGJ7dVVZsqnfqgoeBj+apke4tRg6jNZAzm1pOhOICmwc10iVe3pWDHHCxmnYge/u8Z14fYHu9WE6rUmbnHT+r3sdTS+eAUoaoyTyeIJQCKGprZTVmOhbVkMwH/IRQ8TJFU5TpeeQ9DUSTrAaJGmL7womSefO1tIBLCVZ3l/Y0djW54XHY4AsnpJTTtCJERhwdEKSEXr7ll/WQe6ytLkNZprnm/51rIwUiCfT2j+Dg9mZZYXI5vfhagdK7T2Qos/OxjENFKdx69nUwY2d2PobR6fk1OYalQDZGyo7GGnw0OsuiTod3SXTgZFgp2QGddqnvVKnTedQOvkA0CYhiXoeZzDiCnBwIkFr+uOxSLWgolsTQpB9H3/sMTrsVTZ4q3J2PAxBl1x1M1/aqkf6QU4rGDZD3qtWyk09puD3WVofTw16m2LkdFeV9/rRDqcFdhYfdlaqKUKHIFkFQu04Lc6V2ntPZ8uIfhgEAfRfGGaMyTCYMTcxh7E6IEZ3w70FtazbVO3F62MvOz6baSlYnTT9HvAH89H/oxM/6r0BIAXarBXarGbFkCrfmorgbSiCcEHQhm5XOfr4dAp1N2chhtAYyFke8AZz8yU4WJeLlDL0r/e3j63dwf51TlnVRKvBOSV84Ae9cBLOhuMzxoVaeRDXagLyud7koZXaempOCfs//XEnksgn4seEJQtU+oxWZWGyU3ZDkB5cWCDW6V6bnMZrdeicTzG//5SsIKamRtc1iLok3P5unZzUuAGXdQN+FcbSuX2A149NWDu9qZ2x1gBS9JJpsUqqzeW6U4XylAFRGeYZv+ZkHf9MGlyaESTnB17Xx0Vjy+i4GivorvZoGlg+lokF4d3ACAGA1LxyIFEmm6GODu4pF+leqBY4y8pgLatFXfo9/MRXE+S9nZey0gEQsQHKB2OwsJrDrskUteDbXUY7Eg9qkaL1nGkVc3Y4KPNzixOFd7fjjlSn2rv5wHB+NSsQrpX5+vol6sTI6lOvh2Jmr2NzgYvemMzsQSbBsCmBl50rtPOcdc3SGEXiHKpXe8M//yMb1GL4dwCMb1+PxrQ3MaTA5FwUARqTRd2Ecn08FZE6XSV8ENrN0voqQ6ij10CIllyJNRF1Ws0lGDlNMFFv/4qNI1OKF+mfzz0/nsMUkEapN+SNlIUDhn+/0sBeXxucQjGXWaNK8kKH5xPZmps/pJYtLyUCrdFxqAYsZtWqp/vxn6O/EG6KVll/FQlFZW/PB4V0LTES0CU4Pe/H2c904uL1ZVlNH18IkGZEWk9TrMCakkEiJCCcE/Kx/BAdeOy9jhluMcXSxvysNIFoEuRhl9Qh6r579W3Hyx48y72pNpdTnTikwt7V6YDNLS4YSJ+NJkaX4kEfso9FZ9J66Ihtjft6BTIbe3lNXOEYrK2O/fPPZbpz88aOrYrMVAlKoayqt7N2f7G7BpRe/g80NrrwYdXmGUb2xuGkZ2VjxjuzeAo/Dhpe+2yljfvQ4bMywGp2eRyhd43pwhzQvZFRpUbaoRV/59z897GV1YdemAgjFBbRtqEZDTSXaNlSjzlmBZk8VXHYLGmurAACXJ+fQ0ViDruZaWdQRkORE24ZqxBLSfSiDoau5Fteng5rvTUiGtD8cZ0oCORgsJikySAprqUGMoQAK2vu5zkdaDy67RcbYqWRih8mkmblS269Pdrfgpe92wuOwwe2oACARShHDcus6Bxw2Cyu9AcBYiN/+yxiSKRHvDk5gW6sHbz7bzdhdAWDTBqlhfU2VjaWx8uBZQTe4KtC63lmiNy8elOc3v0bob+/+229lbUVVCAO8Goqtf9GaIJ1ndHpedtby3zs06cfGOonvYTGmzWJBeXY/v/cBlpnEg8Z+KiCVfL07OIGTP9nJHIXLHfdSYTEZk4thfCWwGBOu2vpUskB/NDqLa1MBuOxWhGJJzbxbMVB2Q5IfXCXlL6Ub9F0Yx1O/HgAgbZQpv+TBbaytgt0iJw0JJwTWEiFfoy9foUTXHXrrAjsgKXqgxc1ZKJTjwB8W2TZOyzpJGby3thIehw0xIYVgLMlIRmhOQ3FBdm8+DYM/fJQ1feuq7QBEtG2oxpHdW9j1aw17OhvhsltwYzaU4SjpPXWFGetLQTEO9rUOtTEkQ5+UKZrDumo7ftDdysjCnBUWViMMaJvmm54tG9Po4V3UBsCCcCKF0el5TPmjGJ0JsZ/zsSSCMQF1zgpYzSbWCqOm0oqhST+TESS7b/kiCCdSmPJHGRFQTaWVRThXmvU0F3r2b4XHYUMwJuDf/OJjdPScxrfb6+Fx2LCxvjqrwloSpPs9Xp8OFrTX+XNBuc5pvhvcVWhwVzKjmHcK7+lsxPXpIJo8VZo2kvrSJTJVNgsea6vDbw49InOoWkg7Sp9Naq0ZAOCLqSBrrWk2SRlWgDRWTbWVMGHB8QoAddUVrH9qQhB10aJJqQ/09o9IZ1D/iOxvanKxGEZgMWXkxTEfDrx6Do///EN4/VG0bajO6tyh733l+99ksn0lzk81JzIfuWuosWe0A1uunlBMKMcs15o4vKsdbfVOxBIp5kxcSWSbbzVnSrZn3dPZCKvZhHBC0pedFRbNnvlLQdlTW3koSVdoUPkUVwDpwnYL/OEEYkpatDRCcQFDk35WtwdkD0Pnm7p6eNcCuyylBqqRbOgRfOqkMtKQC698/5uytLaX3x9Bg7uKGdjEykiF6vwYK9NjlDV9vaeu4PItPwQRsM7HdFG0X2zwKRDBmIBgLIJJX0RGSMWIdDgm1lzF+cq1rSSF0apSrmXkU0dNtXHB6Xk0uitx+T/sAZBJKqVldmi1Z1OuJ2oDQDVmoWgCwZkkhFQKXc21eOT+dXh3cAIHd7TgkTshnDh3E99ur8dXsyEmfySSiL8iGEvCntbgG2rs7DuzpRNrEa3rHAhEJDkWTgj44MrXeGFfB37WfwUOmwUdjTVlSWXu2b+VnVeF1ODxY61c58q6eip94Jm4j525imBMQDiell39I3mnUpcVaevPWWHJSp7BlwRka81w7MxV1ms1JUr1lvS5c0f/npV1mAGkAIRiAl7Y14F/+v9GcXsuCrNJKhN58lef4J1/eETT65v2PiMWEuX6WG//CEvdozkvRq3bcmSk2vlH6xeQ+t9mW59q37uSHBr8dwciCVk9dleTm/GHAFDVE5aK5aYWK8dsMR18NhRn7XNWYj/wz5JtvpVrXW0t8PocX6qll7TjfLGiZDvKxcQXb8sYKAGWW0xUzDOBGJKpFEurisSTsJpNMqMv28JX5sAfP3sNXn8Uo9PzCESTzKiBySSjMM9GsqFlZBMAJEy7mtwZtYq5BAY/dlTY3SCKrN6E6r7UPp/rQKFrhXRfLnIGXBr3weuPap7VrlggodXV5EZXk3uBAAJgtUcAWN2T8nNqbVrUhDhdpweSB61BzQmjhmwkAlo2HPOBcj2RLCGyLb6ObuxOCKGY5FzqOXkZG+urkUyJ+PDaDCPoIkILaoVQX2PHxjqnLseMxqKt3smYCAGJhCSc7gPBK3ulfCe+TrqQ84ofa7U6n47GGlwa96HBXcX+Tk7hF/8wjH0PNeLDazNw2q2Y9EUyjI1iY6lKLvV3yzY243dCuHzLjy+mgoyBlsg0+LrQI7u3sP6RFtOCUxuQ5rejsQYfX7+Ddc4KTAdj6ZKcK2w9pHuZI5ZMab7fL+19Is3izyAAC3PNzXk59m6uNaB2/gUiCVz7el6q3y5wfRbDMM6FbIzC/Hfu6WzEy++PAFgg0iInvtVsYq3V8tn7+eyf5RrP2XR9HmSYef1ROCssCEQSeCId3S8F8l0zh3epk+aRM2V2PoYDr51HKJqAs9ImMxJl+lxzrdRya5UZkcAKk+0oo1IE5SIj5eTo7z7FVCCGKpsFMUHenOnWXBQiwIy8fBc+LxgBAKIo81jVVFqzNl/WA7KNg1r0lyc4Ul4PZG48usel8TlWbN+zfyv7Xr4eUlnErrznns5GXJ+R2NAebKrF5gYXDr11gUV0NOvVzgNqAitbBFG5xvjriJBKSYJE1wOZXnTl3ygSshQF04AE3nDKJgf4+mO9yIp8oVQK1BSr1nUOJAWJGCeZltWCKJHwdDXXIhRNoK7azg5nYrwFgDpnhS6MRjXwY/HFVFBGjkXZGz969P6Sk1+pkT8sBWqEaZfTrbgedlcCACMrIUIfkKl5AAAgAElEQVSSD6/N4NKL31F1CJcCS1Vysxk4dL+Pr99hTKTKlgQ8w/yT3S3ouzCOoUk/c2x3NblZO4l3ByeQTImIxJPoanIvGDBp2C2mhUwrjff75Z2Qaina2YzzUpMV5loDavKppsqGF/Z1LGkfltowphRqJbEO/92S401K9adWYO8MjOPy5FyaQOpzPL/3gby+Lx+dj+ctWcpcqgVvMj6fNuhv+cIyp9vjWxtWdM3Qdw9N+vFvfvkxNtU58cr3v8nq4Sd9UuYFf1+yQfhxo5r1xXRZPRJ7lt2QXKo3Z1urB7OhOIKxJILT82jySLV6NIEipGL5pCDii6kg8zpRj8RsXgC+n9CIN7BgYK2SSEK28c4W/c01P2ppTm8/1y3zoG1r9eDAq+cwNOlnh22uQ56PpJFg7NnXgd7+EfjCCZYORHU+etlYPNQEVrYIolLgUk8orz+KRnclYzjONp8Ach4+izlxDGQimwMllwxTm3M9HhBKKOUFOSbUmFe7mtyoqZJq4N84fxNT/gie3yspb3wD5+Nnr+HyLclxRyXwyrYfehkvfh9SFIvG7M1nF/Z+Md9JbV0p066KsfbUnFW807Wt3ompQBR11fay1o8VO0JE9+lorMG7gxM4snuLTKEORBKsbyog7e+e/VuZrHZWWNi5d/zsNZYSSzrGvZ4q1kICABJp8h2HTVJMtXzObWv1sPdRY9VczDgHShOFXyzbSSmfCn2WcspuPoU6G5SGzjsD43jxD8PMkUEMr/lkPhSi8wGZDPyFQMn6rDS4qIUU7Y9SZk0VsmbIyE2JwOhMCMfPXsPBHS0YmrzMLnHYzGhvqMkIZNH/KYIZiiVzljasZOr0UlF2Q3I5xtiR3Vvwj7+XJi4US6J1vZMZkiYAFrOZbaATT++Q0Y/zNWY0ebT5qN+T0igihZwKl/VEqUxQjrdaJEyZBpxtfrJtvCe7W+TGC5ebv9ghTwb/bCiOpCDiie3Nsk23qd6J2VBc12mYyjHge+UBQOt6Z1YhTrT0U/7IsvtXqT2H3hT1coHf8wBY71SlsS+7vn9ESl3Zv1VWM0bQ4wGhBP8OAPJqSg9AJkv7LoyzXpIkg6R6688hpFIyAh69jxeQ35gV6/5KpeX6dBD//p8v4eTQbXb9Ur+XJ0zjnSp8uwF6lnLO32I6RaFyjr/f0XRUh5RnamsSjCVZCiF95s1nu9nZSmucvvPJ7hZ2DyKnItm+QOIqMuJALaa38vVePLdFPiiWsZ9tLnnH+GL1x9mepZD02FIiQ59SgdLhTHqsxQRsrK9m12XTLbLdSwm1sVrOXCrLw9T67t633sF0nVKWkRViixzc0YJrX1+BIAL1LimT5hd/+pL93WEz44V9W9E3OIGj733G2i51NNbgif/0F1nZF9+HWSlP6Xf8Tz1gRcl2CgVtLjL0+i6Ms79ZzYC7SqLVtVlMjLiBilsBZKSkvPz+CKPi7misYfdWphXwNOp6NGbUCof5Rrc374TZOOR6t3w3HikUixmmdE+evOHtv4whnBBktZaA5AigVCG9GT1qHlHqlecLJ1idqlqaK9/jM980nMUOW/45VoOiXgrwkRblWlRC6WUlJVqpbOnxgFAil2JByJXCHogmWVowrzBta/Uwci2X3YpAJIGDO1oy7l+IUbCSjhIlFwBlxwAoevsPfk74mhySL7wRudzvVctK4Y2efNZHuVEMOUeOoVBcYHVoyZQo29985oda6js/Nkff+wxBLirpsFlQXWlFOBFjvUi1Bn5t5cs4udwU62xEcUDuDKdsfweyy6dcRIpalt3Hz15j+ts//O1GHN37AHNaPNZWBwBLJvdSG6tCDLBs2Tx7Ohslh1d6rVMbuT2djXjxD8Ps83XVdvT2j6xoAOfimI/VuHc112LsTgiTvghreWEG8MK+rbIIMCDJ+V/9+QYEUWJzBiBzMvFGpt6JD3VjSPILkuq7yEsQTqRgNptZQ+DpdO8mniEJAFNkSNA0uKuYMH93cAJH9z4gS0OhzUdhbZfdoipItBDZyRU15es6AMiiAXx9Y7GEZKFR58O72nH+y9l0WobIDqkvpoI49NYFHNm9RZYqpHejh8Z5nbMC/Z95cScUZ4zDyjRXXknL1/urPEyzrU8tH44rDWWkRW1fKz30LrsFm+qrsyrRekyNV0Ktfj0fKEkHlMQFwAKpwfXpoNRDtcpbEGNioUpnqcArpaQg8M4yu8W8LOVI+Z5Kchxat99ur0f/Z17cv96B0ZkQbBYTI45Z6ncuViu11PVRShQq59Tei8iEkkIqI5qu9n2BSCKr4/OLqSBu+cKy34UTAoQUke+UlpxoqVDLNOChNm7Z9mC+OpPy84vNpTITpJDvIRmuNm8rJbsXe37KbnLZrQjGkhjxBgDkZl4uJ7KVQx147TyGJubQtqGaObxiQgqnh704tPN+nDh3E+ucNhaZXEm9j4+iQhTZv50VFkzORbGp3snkA5GB+sNxzM7HwDeZGJr0s1TYx9rq8NuBceYA8IUTOPreZ3Darbg+HWTZCrn0Ny2h7H0klwo+ZYb+3XdhHO3fcKGruRb1Lrvseo/DBiEFlipCC/jg9mZ4HDZ0NNbAWWFBvasCFhMYOxT16xnxBtj39ezfiq4mN4ts5nq2ciBbr6ahST+GJubYc9B1ezob0dXkxvWZkKTMiCI7BKnRLTVRXwlsa/Wg98CD8DhseGHfViZw+Ojw4V3a7bW3GJTzRWvxw2szSKZEzIXj6Gpyo67aXlC0Ilt/I+VYZVuf9BxaFU4rCTLiT/74URlBklovLIiS8+PNZ7tx8ic7Zcq9MbYSaE0SGReRDvDY1irvF5lNSc8mB5TrfKVkBikexCJOSgB5pWNCSianl3J/6m+s3PuMGGJiDqc+vY1kSsTNO5LRkhBExvS41O/ks4DKfe4tFYXuRbXxPbyrnfUHram0skbxavdkWTaKOab7vvz+CCMTafJUwWFLq2HpNHpnpW05r1syLDaOautB2Ss817VqUO7hxZ6Bbym3lO/ZtMG1rL1ZDPDnzGLPT3rfpnpn1nHKNgfFeL7FkFUGc613juzewnosH97VjqN7H8CX/8de3FPrAAC47JmcEOUEvcOJp3dItkBzLVrXObDvoXvgcdjwo50b2TVvPtuNumo7gjEBd+fj7B4pzqCklHhyHNnTxABT/giGJuYQjAmwWUy4NO7Dv//nSzj4y49Zz1ZAm33AdRORVPNEEYOl1WxCdaVFdj0fYp4NxVl0kQQNUbC77BYIIvAvV6czyHbaNlQjEE33SzKZJKNUhXGp3JEdNQ8T74nmezpSbVdNlQ3BWFLyqphMss/nG+kqFtQ8LMq6gFfe/xxz6TkMxwV8MRXUhHd7KcjmETyyewtjcoTJhNHpeZYOtRxKbqX3NJ/1qQev10ojl3e80DFba+MtW5MqLQIIi41pIfU8KxVF4NO3+FT1TfXVzMNut5qXrNgd3rVI+560QbKuugK+UAL7HmrEB1emEE6k0OCuWtLao3fy+qMYmvRLabriQjoaoG8uAR5q47uttbBWKmoyl6JlTrsVwZjE7VBlXfDl17sy297oCcp3ppRAtXpKfo/kSrvMxvGQ7Xr+GS6O+eCdi8jWaDbwNZb5znGpoKx5zhXdVo652tjwxjXfEmSp+7OQCGe2NOJQLAmX3YqDO1pYv+WH3ZWyZ1KWSK0UlO9QU2nFR6OzjIOlb3CCESBua/Wwc+3e2kqpr3JcwFw4jtn5OKwWE+5b58Ab528inEjBZbfi+b0PoG9wArPBKItEJgQRCUGQlSXMzscAaLMkSTeGpFrKzDsD4xiamEtHdZJZP3srTc9L/Wn41BSvP4rg9LyMzAQAq2EbnZ6XvEE5lJ9yKyzZhDClQfJF/V1Nbnj9UUQSAlx2K57Y3oxPbtxBV3PtokK8VMiWeskrXr/68w1qr4VYMqVKha11ZEsH45Wth1s8+Gh0Fm31TrjsFnw+FcCDPz2DBnclRqfnWWockHlI5OvAyGd9qgmntWbsLIZ8DZVy9OXSM3L171uOLNVK6jD/HLzi9sr3HmI1MbFkCn2DE0uSaUqjRrneDm5vxtidEGqrKjATjONuKI7fHHpEtU6+kLqcQCSBW2lyu/E7Idaygt6Drys++t5naHRX6lJ2ZDMaC1lfateSQt+6zoE6ZwVgMuHOfIxFJ/3hOA7vehiA1FJFbwa5Wg2+L5yAxYSMXtAUKSOSGCA/Oahcu/Q7WmdfTAVZ78/Tw17WyzVfYiAtyBClMy1XWQ9vAGer8cw3zTVXm7Kl6B1qeGdgnPVcBYCek5fRWFvFgjbKNbLSc6EGpaOQJ88hBmdedtC8UL0q326wwV2J08NehGJJVprHo766AjPpyKZ3LoKLYz5NliTpxpBUghakEiaw/r4M9H8yFInoYXODC72nrqjWPAQiCYTigoz1aqU9VQS+qD8Xa+KezsaMAmCKxD7WVsfILZSfLzXUvGgfjc4y5q5AJIF1zoUN5LBZ8MT2ZtavzGm3lu2AXY4xpSa0D7x2XkbcRB5HiU5eYB4pwRdmtQOU1qK8VzEFrZpwWsvGjhryHe986oK0eBiUC8tdt3pycCjXwkvf7VxQpJZRC8ePofIc6EvL+LpqO0sr4xVOqqnyhRM49NYFZkxmG1elkupx2BBLpABBklXUmunwrnYmw4vBMp0vlrse8qn1LAbUou0dPf8v+3swJqC3fwQ1lVZ2RmiVwTUf8JFdcsjTGuw9dQWXb0l9N3l+hnwijnTPQ29dQOt6p9TmJk2ieGl8Tsbc752LYCoQK1paZzlQSEaRsk6fUlj5AIGyhjrbvdQc/GrGaSF7Qzmfx85cldUNCqLUwo/Iq9S6K2gN/Pvz7Z3UHMxP/XpAxlJL2NPZiL7BCVybCmB0ep61/rGYpEySmWAcDpsZv/zhdnwxFWQOF9pDWtPHdGdI0qQNfuWTLUhCPkfzOmfFQupnml1tc4OL5dWzGgcF85qWJo8UAqqpU25YMjQpfbfBXQWn3YpH7l+HdwcnsKezEZsbpJrPciuz2QTlzdkQgrEIPvcGYTEvNGa228z45OZddrgCWLSpa7GwHGNKGTne09mI69NBABJxEzGXwWRCMJaExQS2pu/1OPCjR+9n/bpKPVdqh8NaNnaWg2zjplxLWpIneoKeHBxK8g+eeZxYaZeLjPXG1R+pkRUNTfrRVu9E5I4gS9/MFqnkiUiIvE5q1zICISUZQHQPvgXGUpq9LwXLXQ/lWk/bWjPbp9zrccgyoULRBCCKcNgsCCcEwGTSleOEB0V2KQOHdxzTWW41m2T8DEff+wyj0/Pw+qP44//2bQBSmcuJczdxaOf9eHxrA1rXOZAUQpKzxCkp6aG4wNa1NWRiPa0ba6swOhMqqFWJ1pDLcKO1yzPp8o552q/5lMuoOfhzERDlA3oWMvQfvNcta4VkBmCxmJAQpDXPl10p94pWkW+5hdKOOD3sZdkI99ZWsjZ3gbCkCz71rfvYZzrvqcnoa68l6MKQVGtfQQXqahFIW9oIWWj0a8Y6ZwULHZ/69DYEEWjbUJ2x+WjB8+mIWsLFMR+O/u5T3JgNQRDBDF1iwaIG1IA68+SB186zvO6TP35UE5uVNuKBV89hwhdBTEgBgjRv0WQKvnAC/vAcmjxVuDsflw7YMjHbLceY4t+L75VEClnf4ITEXJZOa62ssCAUFXCvpwqvfO8hJsjpECyVkpNvuxAD+SHbuBmGeXGwnHEstVKuvD+lM778/gj6BifQs69DVrNUDOWWjzY+9esBHNzRgpqq7IyigMQvkEyJsggGGb0U7TmyewtOD3tlZyEppKeHvXjzWWmNZ/PGl0txX+6+Kue+VNa/QRRht0i6TMt6iVxkaNKPtg3VLDV4MUNXK21ustU4KiOqanoJYcq/kDr98Esf4MjuLThx7iaSKRG/+vMNllFFBiPpB1aLCVazCX//wDdY70/6Lv5nvs+tF6gZKnzUloiDDu9qZ9FFYu/nx18ZVSN5ACxwkShTa/MZQ75tztCkH1YuQAAADzXX4vp0EAlBgMUsr4vUk8MwGxYzMr3+KKb8Efxo50ZsbnCxtoXAQicJcrzwQS2trV9dGJIZwhcL+clXpwKs3QeBDEgyMpVev/XVFZgOxmUeW7ovkQkEIglZrrMy1afck0jf6fVHWd4/pYRcHPOxSBdvYPH59ZTCpKz11NJm7dm/Fb2nrmA2FIc/nEBlhRnh9NymANydj8FiNqFtQzVjfyw1imJMpckvGtxVeNhdKa2xtAH5WFudVKfLpbU6KyzMew3IyQtKse60tAZWMwzDvDhYzjiWeq2rETKRA4kYxIlootjpdvnUOVMN2RPbmxlBBDUFD0QSOPH0DqZwUlmEWoRSC5F1tR6F7wyMsz7T+Rqy5dyXfIT6+Nlr7Cxvq3ei0V2JG7PS/2/5wnjlew+pngNKrKT8Xsp3qxmXhOf3duDYmauIJSQD8cU/DGPfQ4049eltWC1mxoYMk8SIHEtIZ+ad+ThS4oLyzX+X2nNp+czLt1YxF1rXOVBXLZUBkVHGWlikiSOBhbYafCCFSGSAzPYTPPKptebrgrua3Ljlj2CGa89H2Q20Z/NNw10tmJ2PIRgTmFNxU70TQ5N+WEwSGSOQmdUCaG/96qL9x+Fd7Rm1HhShieRo3ksm1ZQ/gq4mN/t9hdUio6IHFgSO0562rU0mNllKmnX6PdWulQP0neSxs5jAUkKOn72GYEyAxQSE4gJeef9zPPjT03j85x8y6mdfOCFTYh7ZuJ55nWhstUArXFNlS9MnJ3GHo082A4gmUwjGBNxMH7blhHJsLo75cODVczjw2vmc43VxzIfZYFR6/oSAPZ2NGL8jPf9Xd8Pw+qO4MTsv+ww16aU1qVTgir3u+P1lwIBekc+eLPVaV95/W6uHtY1y2a2YDcUxOhNCMJZkpRSl+m4gs5XFy++PwBdO4LcDYwuyJe3ogsnE0hEfa6vDkd1bMuq0s33PSkBNHvIto5aKUp6DfDT68K52RroxFYjho9FZ3E0zM4YTKfZeynNAiZWcj3y+u5DxpPZrL+zrYHVz//L51zCbTIglpTTAZEqUSBOb3JDCBVIWmstuZcp3ru9WlgVpDWrrOtvZn+3aoUk/Gt2VrH0VzdOJp3egZ18H6+fLB2YoRVhZawlAdf0d3tUu0y1ztSLr2b8VNVU2ZkQ6bFK51dH3PkPf4AROPL0jw/Gz2LrXO3jjnuahZ/9WPNZWh77/5V+z8SCZcezMVVk7Ir4fM2GldHhdGJK5FtTzeztg4aLlNnkXENitZhbpoev84Ti7n3Lgqc/kwe3Nso2y0gcpfefzezvYQtvc4GLGILUxGZ2ex6/+fAPBmIDR6Xm2SR9rq5NaTKSVmN8OjEl9wQYn2FishIHMg3lZRBFdTW7YzNLyNJuATRuqWS8eKjouB0g5/eEJidCi99QV9qzUtzObEKXrJueiSAGY8EXwj7+/zNgOE4KI0el5CKnM71VTiEu17la7wF4JaMEpo3fkM4bKnmt8L121z5d6ravdv2dfR7rH2N/AH5YUKYtpoXa6WGtE7buVZ1iDuwoAUFlhwcMvfSCR1qUVy1AsiQOvnQcgKY6bG1yoc1aw6CmNJ/19peWFmjwk41dpUOQLIhgp1TlIz0wRSTrPn9/7AB5rq8O9HuqdZ8lbzq+k/M7nuwvRK/g1dv96B8yQanATXCM+q9nEDJNwQoDVbEJMEPFwSy0jP3nq1wN4Z2BcdS5JTtRUWvMas3LLcrV1ne3sz/dafp62tXqk8atcSEgkY8VZYWEGJ5Ex5pq31nUOdDXXstpG5bX89+7pbGQ6eCwp6aej0/MYmpjDM6//dc2dlbxxryT54iPRPDka71wiUq5sDodyrltdpLZmA9Vq9B54kDHhJRQBSotJEsqfe4OMyKTWUcEKh5UhYmX9Sjaa9XKHk9VqT4it7/ItPxrcVQim03etZhNSgggRUuicyA/6LoyjbUO11NsmlpSu51JhVzqVgPeOHTtzFTEhtUBAk2763tFYw8iCygGeGAAA897zdR4A2DzwdUV9F8YRigustjOaFGSNadVgT/cV45ldS8HSaqC00FrqiR6Rzxgqyx5oT2qpxobft5S6R3KiFM+nTEVrXedA6/oFooajv/uUpVQeO3MVl178DiOXA+Tpbnz7hJVi+c4GNXmo7EecL9TYL0txDvJEeB+NzsI7F8FsKI49nY0szZhY5LVUA7UcqJVoZOs32ts/gqGJOZz/claVTBFYyMRSljnxJDF0HqvNZaF6TrnliNq6znb2F3ItgWdjpbRU5Zj0nrqCUFzI2SaOr93juTayoe/COAQRTKdz2S0QUkA4ISAYS8p0Ha3VAJYC+ehzNMZdTW7G3UJzobaO+d/lU+pQLOjakOQH6h/+diN++dENAFKaA3mwIolUBhnPhC+CZ14fwKYNLhzc3ixr+KqcHCWVr5YOUr6oWvIcWxAXpB5lFKS9Ox/DpC/CriOWNL6/GWGlDRUl26zHIaW5jk7PY3QmhL9/4BsY8QaKSlSxGPZ0NuLSuA+VFRZE4ykc3N7MnpXqPHjBzNcVUZ2By27Fbw51M6ZDt6MCk+l+bEr8d50N+JfPv05/Ln+vtAFtYaWdMqsBvKKYrd+tkmyCr71aqTnIdVhvbnChNd2QGkBGep3ys0s5+PlzEUAGUcNsaKFk4MjuLczrTU5Gfty8cxHcmovC64/iR4/ez36/nDHQItTYL0v53DSG1K7i5fdHWA1gV5Nb1rZLC7rGcsCTQR149RyufT0vEeZhgajp6O8+xVQgBrfDBiDT0CC+C7vFhDfO32TEVbwBQ/NFNWVPbG/GiDeQMZeF6jmrTZZTSqXFBJaWevInO2V6LjmVcrWJU8petbng5QCV7KTSRJevfO8hAMhg9aVn1JKuvVJQjrHSBsnlRFA7P0s1rro2JJXWNyHFRdmyBYCI/GDsTogZK8+8PoA3n+2WMeDxm2IlBQrf3L7vwjjz5lHENBBNIjgTgstuQSy58N73ehxodFfKmv+SF1qrG5SPLBzc3ox//L3UL/TEuZt4999+i11TDpwe9iIYExCOCxBEyaumlstP80De0T2djfhZ/xWEEykEY0l8/xcfo8pmwQv7OvBkdwv+5j+exXQwBhOAv22rY5u7/zMvkikRVrMJz+/VTzNqA3KstFNmNUAZvQEyDz++Ablyr6zUHOQ6rHv7R2QZDryBp/bZpRz8vALRd2GcGatERPPt9np8eG2GEdKQ4vhYW13Gd0wFoggnpDS0l98fYfWeyxkDLUKpsJUapHgf/d2nQEBqTC71kzPL+ivqqf/hYlBm91ALrGdeH2DlR4CItnonpgIxPL/3AWxucOHwf/mvuDUXhQlALF0OAgCH//kSNtY5M9YZZZWNeANFWXt6leXZnFK0prz+qDSW6awq/u98ZgdBqXMpjUe1Pc+T+BC/B2XK0T5TI15abcb7UqFce2rR/WwOO7XzM9u4Ltfxp2tDkh9kihxRRE4Ju8XEatPo/wlBlDF/BWMCa4hKlMdAaRrAF4KLYz4mbM99OcvSI/mI4sHtzYAoYjYUh5CKY111BapsFpmH+f71DkwFYkuuHykHSNkh4x6iiPrqCszMx7HvofIfqnzUF5C8+WrREd7renrYi80NLqyrtiPsWxCe4YSA//D/SDWWs0GJVOHe2kp8fP0Ou886pw2ReIqRcei199VqgN6iKqsVuZQKnlxFK3tFjWWPQVxoSdXeUKNa85TrZz7gFQg+GklZEx9em8GlF7+T9TsJROIGSOlo5HzlU9CyQW+K4Eqc7ZQ6zKcG8v2xkylxVZ0B5CCmyJTTbkXf4ARbY2aA1fAGY0n0XRjHyZ/sxFQgphoQuOWLoMpqhsNmgdcfxTsD46ycRKtEOuUCnyUFqDullCnwvNFXU2WTnXv5lhYAyEi/DEQSuD4TQjAmwAyg0mZZVAfVq/FebKjNET8vlArOt/1TIh9ZvFzHn64NSR4UOVKyB9ktZrSsd8BptzLDEJCYW2OC1K9lXbUdlnBcEmLpomE+xWWl0XvqChO2ZETaLSYEosmFhaSgbd5e50QgkmBkMDVVNnZoaflgIsUwKaTwWFsdAtEkZtLsrXdD8RWpVzjx9A5myPvDCdXvVxrAl2/5EY5lMgrHhRSOnbkKcnXcmovKDsnpYBwuu2XNH4RagN6iKqsVuZSKI7u34OX3P0edc6HufaWRq09ktpZSBOW7qr37Yg4OZeSB5Ig0ViOwWkzo6DmNddUVqKu2s3T9L6aCLM3s4PZmeOcisFvMsJhNeOpbrfjkxp28m2KXWxHUo9NHGQV9+7luPP7zDzE6PQ8TgHs9VUtuBK9F8KnnFCVx2S0y3obR6XmwVoPpSNmhnfezsiUeVouJ1fCOTs+zjCsgM9K/1qDGCMr/5OtUCfT3QDSZ97mntoaVGSQ1VTYEY0nGwrv9Pg8jRdLbni03mHEfTWLsTojp9+R4CqV7Tubqq55Ped5yHX+rxpA8vGuhXxePCqsJP3r0fkY0A0iesIPbm1mKKABM+iJ4mGsArKnFzW12s0kyJiusFlkze6o7oGb3h3e1o7d/hH1eLx7iI7u34NiZq6y+gSKtMJkyUrXKhW2tHrz5bLcsdVVZ10SHWFJIMZZEgsdhRTgmsIh46zoHfGEpxYe2v91igiXNUhuMCRi7U/4WJwbk0MueWYvglZCHW2oZU50WDP581w1v8JFMyefMWczBke3vT3a3yOqdwr4IJn0RXJ+eRzCWlGVe8EoLBOCTG3ey9v7TAvTo9FEa2xfHfHBWWNgZ752T5ifXutarMs5n+jzsrsTbz3UzxuBUmpDls4k5/M1//CPuqXXgQNc9ODl0G8ACWct9652Y8kdY67NkSpTpP2sZShlEEUJaRwdeO59BrsVnVS1GnENQcxhly6ZY56xA/2dedDTWsO/V254tNyi7JRSTk4Cp1XTnIwuynU3LdaDnSqwAACAASURBVPytGkNyW6sHm+qr5QybkJTyl98fQTAmoKvJLTsMyVusnACtLepH7l+Hy5NzuKe2Cv/r3/0rGSsoX7jucdhkVMI9+zo0/V5qINY93nPCezGVxBHlAO+929zgyogy9PaPME/oD7pb8fjWBllaiS+cZNeKQMYapdoPCJIjgKd61sOcrVboZc+sRailVGlFecy1bpREODy7JJCfQkXpYtmiVbnqYAKRBGORjgkChBRQWWHGwy11MqZpAKirtmP8ThgxIcV+p1VobQ0sBVRD6LCZEU6k0OiuxMb66pxkU3pVxnleAb48h7LGKL13OhjHdDDOfm8CsK66AqGotB7//oFvoP8zL/71pvWMNV3LGVelhlpnAbUoVCgqyRuHzVw0oyJXV4NAJIE/j85CBPD2X77C0b0PFFTvtxqRz/tSdkvrOoeMBEytpjsfMtBS6TS66COZL3r2b5X6D3KNJR02C9yOCgALjd6V/VVWsg9TPnh3cAKCKBVHb25w4e3nuvFkdwvro0Sotq8avwAO72qXeVoOvHoON2ZDrKdZOaHsT5cBLq1gxBsAIEUd7Zb8tpcIoMlTxXpmNdTYNZNWrWcYvRz1hULmi5cPWpffPA7vakdXkxtev8SE2tVciyO7txS037e1eqR2HVnkUbbxIKKfumo7Rnr3wJFuuhyNC6xvZE2VDU67FaPT82h0V+KBe6TowZQ/qul9pKc1kA3UFP6pb92HriY3qiqsCEST6BucyNrPj98HesfpYe+i14gAZoJxRgBF5HQfX7/D0sl5rLUzQK1nJ8kccjwBgLNSYsdtb6gp2p5R9jA88Oo5PP7zD/HM63/F0KSfK+GR9HPlni2k3+hqQG//iNSbnDIH0+D7oAYiCXQ116Jn/1YWiSTnoVq/yZUqiVo1hiRZ9wd3tKDSuvBaFjNQlT4wnXZryRsOlwJHdm9h+eX0zO8MjGPwq7uwW8yspmDCF5EtSlqoR9/7THfClGcEIwVo0heRivAHJ8r6LCSI+Z5K/FiSA4M2MRme9a4KWEzABlcFU9oAKTWH0qwJk74Iq5vkU5kNLB1r7WDSOwqZL70aDmQEUjPu4Vt+jC8hjX1JBgQ5vMSF7Amr2YQfdLcCkGrxPxqdxee3/YzA5OD2ZngcNtbnzUDpwLON0hoZmphjPZTV5po/J/V0vgML+skzr/8Vr7z/OS6N+2Tn5GKwmKT6Sc//z967B0d13/mCn36ppW69GkuKZJBkIOIhZEe+QJRZHGd2gweKCxNuZS6+l1TiR5w7U+NUsTu3qMUp46mxUmNPUZtaquy7mRni2N4Ke00lFTJoWUiY2TGDEyvAIhshYymA9YCWJUGru9XvPt37x+nvT79z+px+SOr371PlEu7H6XN+j+/v+/x8bRa88MRazTGqtDNASy6oHU9Xx11APM76lerphpka4fS53T1tCuKooSk3xhJp87yh8VBtleY1yZFSTkzFWjg5OIHHX/015hZkwkV1fSOt2R/88roie43slv6BkaR5ofGurzYX5EwsyRCWVkiYBp/qJI0ALGYjvCEJDYnawbmFEJ596/fwhqKos5pKppD9YF8HNrbWof/MDXbPx87fhD8imx78JqWUBQBsgU67A4wyu5TSX/g88N41DYtpvCkKi1cK6vqlo/u2JPXx4etptfrXXZuYhxQHIlIcL+/txt/80zAisTi+99V1eGpLK7v+0dPXWSoPEQ+UYrpSsaEc0t0qCZUyX8Qw7gtLiMbiOHHpDkuN12scrf5/rfo6vSbvBJ7oB5CzJ6KxOMuiIAcWpdmPzSzgb/7pBkxGA7paast+XgoN9fqnFgx680kotfRWWstEFOINRRmZjskgZ5HxmVZEPFRjMeGuKwB/RK6J7N//KA72deDIns26v1UpMoWgl7rIM6pS2U2qHpGA9rpKpXvzn+P7b/uCEiKxGGIJJYcCHmqW0VQkZeWE185+Am8oilAklmT0U2SR6qQBAPG4gjwJ8XjSeBd6nZekIam1cGkAne4gvDMLiAGoMhkQigIPFkKJfn5yKwaHzYLOh+wZU5kXC4iV9fiFUcbA5wtLrDhdii+mLACLioMWQUwpQJ0Hnk0R+HJBa0xdv8TfUzpB++m0F8fO38ThXZvwf/zrHxjZzsB1J0acHjYvDzfWYDLRJqRNRfhUCJRLrYKocSwtVMp8UcuDNY4a+EJRReN0Qrb9JPvP3Egiz1AjXU+yo3u7ceTnH+HufBBSLI6QFENIigGSsu+bwMqCnAC+sAQ7V55CLRgA6NZIAoVXIrMB35bCZACa66rwYCHMHKlSHAhGlfW4cQDrmuxJRDCZrMdKkSnpQOOw/41LcPkjsFmM8ASjjLFZqw5Xa12l0r35z1EXBbPJqHAKEBQBjwRKaR0vB631Vnhno1jdWJ3kDKRAl9VkREiKwWYx4ui+LewzpFeOP7ipG7kthP5Wkoak1oKjFI/+MzdYVOcra1fhZ4Pj8CdqIy0mYMvDjTi6txsACqqsZwveI0EGyNvP9zFjRUsZIWgRxJQC1IfAp9NeXJtw4cgvPsbr33xsxTcJvwF5D57aCPcEIugfGGFCmC8Wp0OSejER+dHLv7zOvj+VYEskI5WnQC8GYqRS83ALCJQUEhkVTfYqXPpf/yfNj+gxH+qeV4loYh3XNzgdtFqN2Kst8Ed8aK6rwqw3zN6zW83Y/+YHaaNjAtmD0tL4/weQRMoEaMtjdWP4Yp0fdW9DKQ62xhw2C3OOq5n3+RYWqc7GcnGALhd643B13IVbs3JmmsloxNDkPOqrzZotO4DMGFnTfW53Txt+euk27s4HsapWdhr4I5Ii4JHqOuWI1//sS5q2h9y3V47Sm4xAi82K+wsh/J+/+wwPfGE2n2QLnLoyyXRTLRI3IH/6W0nWSOrVx5BAbmuoxukXd2DE6YE3JDFvl8VowukXdyhSg0pB4PCFtNQeg/L+N7bW4dHVDQDAjCzKnS63+oBj52/CG5JTrnLxTDReL7xzGQAYqZG6IJyId84NO5PeY+kHiX6kVJNgUpV+OGwWPL2tHWajAd6QxNYsgILXs5YTgYNAYVFpZBeZ4Oi+LXiyqwkHtncwUgX1GKnPp3Tn1dG93Xiyqwkv7dmcdb0cT+5wa8YLAJjjjMiullpMuQL6ZGMCywLV4He11LI6e75eLBN5XApnPX8+/sWT62BOkDsQ2zwA5vS3mgywWWQH6+FdmzTXtFq2lMIY5AN649A/IBvpdVYzXtqzWbGmaI3t7mnD/jcuYf+bH7Bx5cc5W715Y2sd2hpr4I9IWNdkx8t7u+GwWZgTvlyQTT0pZQn2D4xg/xuXcHXcxXT8rpZa1FlN8EdimPGGIMWB00P3FPNJssEXirLXs5UXK42SjEjqQct76wlE8InTi5AUw2pHTSFvb8kg44Vy2vl+MpTSRB4I78wCXnjnMk48s73sUgXIY9naUJOTZzq0c7G3lV56GOX+N9iqkmps1eNNXqf+MzdA2R3NtVXY3FbPvEjRWFzhcS2GaGApewaFV7q4UAzrudigbtydbfuPTK6ZzbX4NH5Z0TRhIREVslmMeP2bj7H6y3I5S4oJWzsdST06+wdGWNSBMqhSoRTOenWpCvEE0Ouv/GqYOf1b6qtZucex8zc194datpTCGOQDuuOQyIRY32xnbdYIvPxQp8gvRYbzMuXwrk0AZN2J5rKc6iBPDk6wPuKAkjtDXZKlVTLVPzCC+moz0/G/vqkFJy7dQbXFiIWQpNAZAe2WIOSkoXHN91lbVoakVqrO6e8/gZODEzh2/iae27G2gHe3dKgFw+3ZBTjdQfzmxnQSw6cBUBhC5aS8qYXfSkOrtxWPq+MuLvUmktQsWr3+6N9zvkXvfjASYxt/d08bI1QgVMphmCuDTxguxYVKWc9LQar0+eVeM9Nr8dkuX1m7Cu9dmURTrRVjMwswGw14ee8WTUNHIDdQE9EQ0Uah+sOtJLT0M/r/J/7uX5giDoAZkX+YWUAcyvRWgnqtl8IY5ANaRFzU0aC+ZlHOaBF0UfCFdxotRYbzTnnK3Nr/5geJ+szSIbrMBMfO30Q0FofZaNDkzugfGMHQ5Dw8wShzCu3uacMPB0bgj0gye2uCRffQzg144Z3LiMbiMADobW8E4nHd2tVU9az5REmmtmYCPtTMs0GVKqguDwDuuYOQ4sDfX7wNxOOJcLjsE9ATuqUMfi4LmSon57DLnvqGGnPGVNUPiOYZQGtDNaM9P3b+JmAwKFLGSinlejlY6TQkLQpygcKjUtbzUkBjo06fTwc9GbgU5wxPGz/i9MDlj8BeZcKTXU1478//CAf7OkR6ch5BcpHmgPrHlbtMc84HNF+PA7CYDJrprUK2ZAZaU1qlOOr+2OQ0ohIwei3bcSanvGLdJiKiUiyGocl5HPnFxyv4lIXD4V2b4LBZ8Oo3epgxrvXciMcVMp8yJB8shDE05catmQX0n7mBr21oZm2ZKFLJ60laPSQLnYVVVhFJHrxXoNDW+nLBF+MfvzAKi9HAGECHptxw2Cx4ac9mnLo8kRFdeKkhn4XEqby/vLcOAKYSdZIbW+tSbuTVDhvGZhZgNABjMwvoXdMAh80Clz+CJnukInonqbGSe1JN4qC1LlIJ22IQxAKViaUaf1oyainReK19yKdkfecng/AEo3I/wyyuK7A0aEUbgPIdd1r/+770MP5p6B7rpWwxAonuZohI8ZRtKgRSQ++sJX1mzhfGlc9ceOpH768oiaE6MkpdBK585gIkCbdnF8oiKqmXJkxQt10i2Ktk4oxVtVUIzcs90oem3Bh/4GdtmfTmTitdFijc3ijbiCTvFSh1zxUV41Po+6//tAcOmwV//uQ6ZpCcujyB+hpL2RmRgHIuc+2d5YvOtbzwNMZEbnFo5wYWYaSIsRqvf/MxOGwWxOJytPjovi3MW2evthRttDyXkYiV3JNqRmOte04VARUkDcWFVBG3coqMkQNEa+2lelY9GbgU2cjvQ/WeZApKPF72EbFiQanrKtmC1tgDXxiPrZFJA20WIx5pqkWjTY5z7O99uCKisrmC3pqi6KMvFIU/IpMYHvnFx0uWsWqZpc4kI8Pn5b3dMBsNkOKoiDNXb/wPbO+Aw2ZBjcXEaoPrrCYc3rUpre3C6yzFsDfKNiJZTvny6hqVrZ0OlnL04e376HxIjpAV2iuRK+jVHubyt7RIK9SeH3YfXOoCD1548rWXJBTUfbGKDcXg6coEvNeOL2an1ivqz6T6vkDhsZIRt2IGOUDMRkNSRkKqZ9U725Z65ulFRfWiYwK5RSVlSOzuacP1u250t9XjZ4PjAAB/JIaxGblNRe+aBjxIcAyUw54vJtA6e3pbO/7x325DigPT7gAb+2zHO1XvW0Cpn/JZXOWITPYwT5rTu6ZBkU2YjgtELZsLvTfK1pAsV/ALlBhbe9c06IbPBZYGvZQv9WuAfuqCVnq1GsUgBPRQKgYWjeHVcRduz/kALBJO8QxqpUxUUUzItaKbKhVL6/VSBU9Icez8TWxsrWMppUSAk49n1XO+CBQG5eYwSQVSpn82OJ7UP7LOamZttIDyH4t8g19n/fsfTduPXA31OaBFzuMJROAJRpN6bpf7mcsT7FBbNzUO7dwATzAKxOM4um9L1jWoxTR+ZZvaWq7gex36Ej2XYDBUXEpMrqE1nqlSRLRe51MO0qW/FiNKbU0dvzCKqQTbH0V5+NRBrXTBckuXzAZLfXa9tbyU62l9J9t9VqogQgoqT6A1+sI7lxkBTj6e9dDODaizmuDyR9B/5gabE5rnSkg/KyYUQ6pavkDP2togE4+scdSgzir3j3z7+S8rSkgEVg5qZxUZ9CNOT0oZy8trdUmIVu/b+hoLhibnZf6OSoJOlhqBxg9AEpnOSiMfOo6ISJYYeC8230dGYGWw1GiL1vcUXqM0gkVgaeDH/dDODXC6g5h2B/DSnu6knqtakZdK8v4TaMyyIVFRpGDrrOVMvLDqaz771iC8ISnj75Qb1C2H+HrffMn1rZ0OtDbUwDuzAF9YYnuid02DOF8KgGKLNuQSfDaJ3rlbKWORT/C9ybWiiam+lw2JJaUu+8ISI4yshPnUylLTIsjhZay6zGmlsn7yoeMIQ7LEoFY8ysU7XyxY6qZL9z2RepwbqMf9N3/1NSaQqe6MT70hJwz1/yy3dMlMoGcoaClzaqPTE5T72/W2NyY3SucMzEwcMnw7nUp2sPCGQ6HqEu3WRVWAIhXlSNxW7Kik+kgelWQ8FwPU516m459tbR45c5vsVRXFTq81NnpGOO1znpcDWDnOk3zoOMKQLCHwh4wQurnBUjddqu9VqnKQD2iNu15kjJww/QMj8AQijHqcr6OshPnRM1bURjnfVoWMTk8ggqEpN+qsJvQPjCiMDd5ZQte6NuHC+pY6ZnTy47y7p02mgkccB7anJhcoV6hlQ6EU6qN7uxUOA4pUCOQXamWzkuSSGuLczB2WKmcy/Z7amesJRjE268OpyxM4N+ysyDlNZ4Sn4uVYDvJxpghDsoRQiWl4+UYuBKyYt9xBc9xVqZf8oXbqyiRuzXjhDUksKknz4wlGUV9tTkot4f9dDoef3lpVH2R8muWB7R04N+zEge0dGH9wEy5/hDWyJqOzf2AEiMfx6bQXnkAEdVaz3Btrch7fPvEhAAP8kcU01nPDTvgjckTy1JXJtEx15Yhikw1fWbsK4/d92N3TJhT5AkCLgRoojrWRb1T68+cLV8dd6D9zY0V7kGs5JclRValzmk63zGd3gpWGMCRLCJWYhlcOEPOWX6jTiPnaSJc/AgCKlgv0OU8gwgzK8fs+uPwRxb8vjs3hL55chyN7Nmv+7snBiSTmu1JSwNUHmZ5Se+KZ7Uzx4MeY6i2H7w0jGoujq6UW/tkFSHGZ0p8wtxDCd34yiN09bbg24ZLTWzNMhy03FItsUO+Rc8NO0QS+ANBLc65EVPrz5wpqOUv1kgCYY3C50EudLeZ2ZwJLR8UZkqWsrFRaHUEpzFUm91hp81Zo6BlE6ojkuWEnDvZ1JB1ynkCEReIQjzPjEwB+fPE2ntrSqjnXx87LkboTl+4gGpOjoaU876lq9/i+tvS6JxhlY+uwWWCvkhst11lNaK2vxt35APyRGNz+MC6OBXD9rpuRIlViBKaY5Bu/R2g+1O8J5BdqOVZM6yWXECU8uQNfrgCA8QR4AhGFY3C5WOlet5WOYt/7FWdIVpqyUsoohbkqhXusdPCH18G+Dl2vqJ7X9PiFUayyV+H00D32/1pzfXjXpqx7cZUKMknLOf3ijpTMc3yKMRnd54adFRuBKSbZod4jhELfl8Aiimm95BKV8pyFgBYrtJZjUKC4UOx7ouIMyUpTVkoZpTBXpXCPAkostVbh23/0SMq0nIN9HRVZ58cjVZ0H/97G1rqksaw0b7WQHQLZoFLWS6U8ZyFQKFZogeWh2PdExRmSlaaslDJKYa5K4R4FVgZirlcOYizFGAhkh0pZL5XynIWAGNvSRLHPm7HQNyAgICAgICAgICAgICBQWjDEs2gEbTAYZgGM5+52ygqd8Xi8eSlfFOOcNcRY5w9irPMHMdb5gxjr/ECMc/4gxjp/EGOdP4ixzg8yHuesDEkBAQEBAQEBAQEBAQEBAZHaKiAgICAgICAgICAgIJAVhCEpICAgICAgICAgICAgkBWEISkgICAgICAgICAgICCQFYQhKSAgICAgICAgICAgIJAVhCEpICAgICAgICAgICAgkBWEISkgICAgICAgICAgICCQFYQhKSAgICAgICAgICAgIJAVhCEpICAgICAgICAgICAgkBWEISkgICAgICAgICAgICCQFYQhKSAgICAgICAgICAgIJAVhCEpICAgICAgICAgICAgkBWEISkgICAgICAgICAgICCQFczZfLipqSn+yCOP5OhWygtXr16di8fjzUv5rhjn7CDGOn8QY50/iLHOH8RY5wdinPMHMdb5gxjr/EGMdX6QzThnZUg+8sgjuHLlytLuqsJgMBjGl/pdMc7ZQYx1/iDGOn8QY50/iLHOD8Q45w9irPMHMdb5gxjr/CCbcRaprQICAgICAgICAgICAgJZoWgNyavjLnznJ4O4Ou4q9K0ILAFi/nKDchrXcnqWcoSYn9xBjK1ApqiUtVIpz1kpKPf5LPfnywZFa0gevzCKi2NzOH5htNC3IrAEiPlbWZDQ6h8YwcWxOfQPjJS8EBNrpLgh5id3EGMrkCkqZa2on1Mo6qWNUl63emuPfz3V86Vbu+W2trOqkcwnDu3coPgrUFoQ85caJIgO7dyArZ2OtJ8nodW7pgFPdjXBE4jg4tgcAODd7/Yt+/orcY/ZQqyR4kam85PrdVKOEGtfIFNUylpRPyedeYD2GSdQ3Cjldau39uh1TzAKxOPobW/UfL7+gREMTc7DE4zi9Is72Ot0VnqCUQxNziddv1RRtIbk1k5HWQxwpWI583dycALHzt/E4V2bcLCvY4XvrDiQ7SF5aOcGJrz4g1ZPSGtdf6nGa6b3mC22djpwaOcGYYQUKTLdw0Lhyx7ifCt95MuBUilrRf2ceoaIcFyVBkp53fJrj19v9LonEMHQlBsOmwWAxpqMx+ULJf6qDUgKCJSika2FojUkBSoH6k342tlP4A1F8drZT8rWkFQfkqkOR3rPF4pibGYB/QMjOP3ijpRCWusQ1vOSZXONlYYwQkofpex5FhBYKoTsyi30DBEx7gK5Br/2vvOTQcV6e/e7fbg67sIL71yGyx9hqa0UqayvNuPA9g7U1ziTouu8AVlOThBhSAoUHP1nbmBoyg1PIILT338CrfVWeGejaK23FvrWcgb1IZnqcKT36qwm+QXydkHfAOWvzxui6u9nc4+5QCojRHieSwOl7HkWEFgqhAMlt9CT/2LcBfIJrfW2tdOBE89sT8oK0ys54q9RjrqMMCQFCg5fWFL8fe6JdTh2/iaee2JdIW8rr0h1ONJru3vacG7YmTLKqHX4annDigVqI4S/f+F5FhAQKFbky4GSiUOtnJxu6erIhONKIJ/QW2/q1ylSqVVyVO5rtmhZWwVKD0tlorJXmRR/zw074fJHcG7YueL3WKwgQaOlBNB7B/s62GdorNVRRjK+XnjnMpuHQzs34MmuJhzdt0X3N4oFPBMa3XcxGb4CAsWKcmMCLGdkM1eZsF+WMkOmGvQst2a8jMxErG2BQiDTdUefA1D0OlYuICKSAkuG2gvKR5B4EhUAmt5S+v6B7R0AJgCDAVfHXSJ1JQW0irZ72xuBeJyN3fW7bpa7T0KtVLxh6hQQQcYjIJAZRAS/uHF13IX+MzcAgwEAMmZtzOQ8LKczkz/D6qvN2NrpSKpTExDINfg6yOt33TjxzHZdHaTSZa8wJAWWDPXm4Q8z/j0AmpuM0jKd7iCm3QF4Q1JGRDKVCD3Wr909bTh2/qbCcNTK3S8VZFM7KlD8KKeUu5VCrsaknIyJYofWHKab1+MXRjE05QaArMoMMnEElpKzMB206s/E2hbIN45fGIXLH4HZaIDLH8EL71zWNSYrfX2K1FaBJUOdesinZ9J73W31uDbhQldLbfImS6RjkhHJvyagBDOoEr2LAHn8KQ3YYbMkUVWXmuKulUYi0ltLG5mk3FVC2lqmjayXg1Tp8QIrC605TDevh3ZuYBkkchaONrT2Q7nskUyfQ72WxdoWyDdI93j1Gz2os5rh8kfQPzDC3ufXMr8+y2WvZgNhSAosGak2D7333pVJeEMS5hZCSYfAge0dcNgs+FZfJztgj+7bUohHKXrwdY711WYMTbnRPzACTyCC3vZG5ikrpVoZ9ZrRuvdKUSDK9fDJxBFQSmt2qdCr/c33vOv9Xrmuv1yBn8OTgxN4/NVfo7utHr1rGuAJRjXHcWunA6e//wROv7gD54adumteq869XPZIuTyHQPmDdI+NrXUAlH0hATmj7uLYHJ59Syk3U63xcpWzRWtIphvwcp2QUoXe5nl6WzvMRgOe3tae9B2Kpr13ZRJH921hvQ0rZV6XusZ397TBYbPAF4piaMrN6kiA7CN4hdxH6jVTitHHlRq/clWwtBwB6jErxXnPFhSN8gSj+HTay17P97zr/V65rr984LWzI3D5I/jZ4DgAufax/8wN3c9fHXcxB6AeS7fDZlH0qCuHPZLuudWfrRQ9QKC4cfzCKLwhCQ6bRRnoSBiV3pCkkJtaTqaTgxPsWuUoZ4u2RjJVbRRfBKv1/lJRymmBhQA/Xuoccb6mLxqLY8TpwcnBCRw7fxOHd23Cwb4OTWIY6ik5ePs+qswmvLRnMw726acBlTL0yInUbTsI/L9d/giaaq1w2CzY3dPGXs+2VqaQNYh8W5P9b1yCLyzBbi1akaSJlRq/Sqmx0JLd5VTfpYetnQ74whLGZhbwyT0PQlIMnkCEKSbLmfdszi1+nWnJb9qLMBhwdG+3OAd1QPveE4hAiskKZWtDDSPSYX85KOrcp9x4sqtJl6VbXSNYDnuEakT1nlv9WVEbX14oVf1arwfk0X1b5FTXeDypxySt2Wff+j28oSheO/sJ03n5a5bqmKiRl4jkUrxLqTxwVARLdWFL/Q2t65ajtyBX4MeLZ9jk64AQjzNSmKOnr8Plj+C1s58AWDwwFfOcOIBDUhzeUBQ/+OV15s0pN/BrXGvt8e8f2rkBve2N8AQi2N3Thie7mmCvMmm2SUm1F4opGkQC99ywE0NTbozNLGBoch5Hfv6RwotXzMh0/NLJp0pJ4dWS3ZWCaXcAABCJxeQXDIYVmXetVEiCXskBnwbff+YGU2ZoLw5NzotzMAUownxr1gd/JIY6qwl2qxkHtrWjd00DACTNhfpMTLX+y1Ee6MlKURtfXtA764784mNcHJvDkV98XKA7yw7pWnps7XTg9Is7cPr7T+ju09Z6q+Kvel+Xi82RF/f/UrxLqTxwWh6ClfBg6Xlry0mYrxS0/yetMAAAIABJREFU0lTUETb+7wvvXIaUSC+nTQUszvPVcReLSnW11GI+EMasNwwAOHb+ZklHJfXWEr/G9dYev5brq824ODaH+honDu3cgP4zNzTThFLtBXqPp7MutMf30M4N8AQiLCJ5a2YB3lC0JOY90/ETHnYZet7dcgbt52/1deK9K5N4els7RpyeFVOStTI7CKnWHf2+JxhVyG3ai1TrVynzlC3GH/jhDUXhsFnQ+ZAdQ5PzqK82o77GwpRDfsxTrf1K0Df0ZKV6jarHohLGppygJ3PIkUZ/ix2Zntmp1ufrf/allAz65ZKJlBdDcqUHS0sgrcRv8NcVfYtSQytNRX1Q8mPp8kdgMgDrmmvx+jcfU1xLne7Wu6YBcwuy1Wk2GnB416Z8PVZOkC6FFYAiokstPtSf58dXPf6p0ox5pFI6C4WtnQ4c3beF3f9vbkzjxKU7mnW1pYpyOTCWi6U4LkpdkeT3/7VX/kTxHv9s9Fn1v9M9s1YqJCHVuuOdePxvnf7+E+z8KxYZUWzgI+snntnOXtvd04ZTlyc0HXyp1j7v4Du8axPODTtLdr1nC/UaVSvwwglXWtCTOS/t6WalTaUAPt3/Oz8Z1N2PqdYnv+e1zjG1TCjVsy4vhuRyoh56A6t+nT8UU016phCKX2robTKtTcMbL3fmfPh02quYGzqU66wmrG+pAwDF/8usWUi6bqlsNLUBmC5ayPcYY7U4wSjqq83sudMdvnr7LZXSWShcHXfh2yc+hD8Sw+3ZBfjCEqKxON67MomntrRm3KetmKHeG9SYXNShpUepKZLqdapVF6PVmB5Q1kFn88x6Z+xSexCK8y811E7Tk4MTuH7XDac7iLGZhYzqANXXozPytbMj8IYkeAIRnP7+E7l6hKIB70TVcoSKtVha+HTai+t33YxU7MjPP8K0J4SX9mxOcqSVAk5dmWQyWsvxdmjnBniCUXgCEZbBoaWrpON96R8Ywa0ZL2uFVwpnHaFoWVsJfA5xJr249D6fLcqxRmEpSDeGp65Msjqb7/xkECcHJ7D/jUt49q3fK+onyQsVjcXx2tkRxbWp5u+lPd2orzbjK2tXwWGzoLWhJqlWpxRzyvmDkp5V61Dc3dMGm8WE0c+92N3TpujHiXhcsa7VQiqbmpJiW9v9AyPwR+S6Mac7mNQEuJgo8FeqFlvUoWWOUquX6j9zg8lEQLsuhuafr5ejujtPMJpSTmihnHsP6qGQz0eyuf/MDTzxd/+CH/xSrv+fuO+Dw2ZBd1t9VvfG8wW0NtTIL2oQ9uih1OdazbeQbQ9J/vlLfSxKFTTur539BC5/BK/8ahj9AyMYm/WxUpVSmhu9mma1HrK108FastFr1BqE7zuZ6hw7fmEUQ5PzjB1W6zPFPHZFT5GoF83R81JlGv0hiOhAauiNIR89I9IBbyjKvKoAUGc1sfngCWHC0Tj2v/kBACg8PZRORdfoXGVTbLxs6MOLDZmsxXPDTvgjsjeK6gO10s/6B0YwNDkPTzDKWqakijwUfSQvQaNtBNDWWIOmWisObGvHsfM3mTF54pntReGZTlfPw0Or1qf/zA1WBwxA1KFlgGKo480KCQPAF5ZYtgawmKpKdYj8mUOM1k21VozNLKC+2pz2mfn1pSVfsq3x2d3TxlIqtWqpiw2FjlSTQ4CHyWiEyx/BiUt3EI3FcW3ChdaGGtit5rT6hZasz+ZeSilqr0amsl1P3vLPD+hH84v+LCxBKNiIJ+fR1WxH4L6cVeQLRmCzGAHILeBy0W0hV9CradZaq0mvJXSaWzNenBycYHJVL2uSopqIx3Fge0faNV5sY1e0hqQW4YhWDR4/KYCyxkTL6FALEv4w+PaJD2EyGsu65UQ6pEvLIqgNdiIdOLxrE0vNWd9Sp9wogQgzOIcm52EyAF0ttUm/wSs0ABTKUqb04cWGTA7KQzs3wOkOYtodwOFdm5LmggmPeHJzXEK2KRXFgAPbO3BrdgRSDJhyBdBkr8KpyxNoqrUiKsUV9ZyFvv90KcU8tGp9SNb0tjcy8iR+fVeagqNuCaSHUlIAj+7tZoqVWrn1BCKor5H7kfHPQU6TqBTLOBKp5VjlSw34tZpq/Hij0eWPsDq9YqulVqNQjiVyCM35wrAYDYjEFuXwy3u72flnMsg95rwzCwCQ8Thm4jjJ9JwuFaR7ZrWxAijlLb/+1TWq6RwuAsuDuiSH5sAXljBx34+QFENzbRVzrpQKY3c25QLq147u28KMZpLtgH7NLzHAAvr8LMW8x4vWkKTB/u2t+3j1Gz0sOqNWuLQ8UdfvumUWNQ2jQz2JagMHiBU1W2SuFKp0glrr9/UM/I2tdUkeVSJxoEP44yk3pLjM4KV+jo2tdTjY15FEwlPMG2klsLXTgd/81dfY/+sJFJ6YRg0tIVXs43Zu2MnqAkwGYPTzBRaZ7Wq2w+wzsF6ZhTYo1AdGqrEl2UJRx0M7N+DahAvekIRbM168tKebvU9RZqCyFBw6ZFPJ3FR9gwu9HrSQKrJExiUZlPRek70KUSmucGKmy5bRWntUz8Nff2unIyV5HK+E03ycG3YWXS21GisVqc52DWlFIgHAYbNgY2sd1rfUYWhyHuuaa4F4HHfng1jtqFnRcVTL+ZKL2mcJRQZUog0Wn8lBdXlaNapqIiOgeM/CUoRa/9v/5gcYmnLDZjEhJMklK7MLMgO/2Wgo2gyHlQTPRaEOjKTTx/TeL+Y9XlQ1knwO8KGdG2A2GhCNxfHKr4aT6qReeOcyTg5OKKKOh3ZugMNmkRUOnV5NfB3KycEJHL8wiqP7tuDt57+MrmY76qzmomWVIoUqF3VifD44jY+6FvXquAvPvjWoqP8BkmsYUtU0kEG5PpHax+pBkJx7TiQ85MEqttq+VFDns2vlzOt9ll7TS+NNNQ5aefjFOG70zLSHu1pqUWc1Q4oD/ogEq8mAOqsZMBgUvTKLoU6SoJW6uv+NS9j/5gdMyamvsbBayK2dDrz9fB8cNgu8IQnnhp3s/Ux6y5Ubro670GSvUsjcq+Mu7H/zA+x/45JC5uv1niym9aAGv+/o30f3dss1zwYDu+/jF0YxNuvD4x2NCmNaXUubSU9IX1AeJ19YUowLf+69fvYTRZ9Wus7Bvg5FX99ilBu5QKo1pNfj0KRRvkjR2wPb2uGwWfDcjrWwW83wRyTYq0wrOo5acr6cQc97dN+WpHo0YNEhdXt2IenM5PXCc8POiljT+USSnEhkSknULxcyE7/ZaMALT6zFb25M44s/OIvXE/3EyxW8XM2m5pcPmKnrIYu1TrKoDEmepGBrpwOvfqOHGZP8gUhC4dj5mxiacqO+2swO6xPPbJcbAhvkKIZ6Mnjl7pVfDSsKvF//sy/h8Y5GBUtoMSGVQrVckKA+sL0D4w/8THnhFZD+gREWOZrzhRULOtMFTp97bsdaPNnVpGgFQvewu6cN+9+4BKc7iN72RubBKtZNpIUk5UQjHZWeh4xM+iw5DPi1zX8+1fOXivJH40N72F5lwvpmO2wWEwCgymyCNxSFvcqkUJiKSYFSOwd4xb9/YEThDKCUQwA4vGsTI+Sg94/u21IS85YtUpHAEBEDb0AR6QCvKNKca3myD+3coIhQpNsj+ZQhWr+lNijJAZrK6UmKcSqDh65hr5bPRvW+4c+9E5fuMDIM9TjoKTGlJHuzRSqZojXmWzsd6N//KDMm1zRWo85qQldLbVJUV10vu1JjykcnynVeePDnGj9fNIZPb2uH2Whgvapp/ZKz7/CuTbpzrHYACiwPR/dtwZNdTeh4yM5e+2Tai2gsjnd/N45//LfbiMbiOHHpTgHvsrihJ+uL1XGat9TWTEgpfGHZSCHhe7CvQzNNsnOVDZ0PGXBgW7siZAwsHpgXx+YwfNeNaKJ+QZ2ORvUfZuNi2lyx58+rUwhWEiSoqecjHwWk8ayzmmCzmOCPSHD7w7g4JjeWffe7fUkEMDyxCE80kGqM6R4oNQKQPVmlWN+gTk9Qp6Py6Xp8uw/+dX5tAtAk2SlVHNq5AbdnF3BvPoh2Rw1gMGBoch69axpQXyMbWe9dmcSB7R2KKE0+0jsyTnVTOQf41NWPJ+fx7ROD8EckPNnVxFIOr03MY31LrYKQg1/j5WZIpiKB4dc94dDORdIB3ghK1TqFrzUFFok2tOpO8yVD+H2sTjNVPxN/L+q1x7d/SJUSRQp2/5kbsmMiMTY8hwClWs/5wnDOB5iD9t3v9ilqVX/6wR2MzSzA6Q6yVPtilL0rldacSqao09Ppdw72dbA9fW8+iIfqqjBx34+XT19HLA52fn467cX4fR+AZAKYlRjTYpyXXIOfr/1vfsDOxPf+/I9w/MIonO4ge41kA6C/x/hUZSJ2Kzc5nEvo7cPndqzFDwduwB+JIRSVo5P+iIRaqwnBSAx7H0vdn7GSoSfr+deLqawjb4ZkJqQUxADqC0Wx/80P2GGoZgul2seDfR2slo7aSJwbdmJ3TxszFMnz//irv2aEDhS5pIP+1OUJ9j0gfQPSQiEfSrSWsXpo5wZc+ewBvCEJVpMRaxw1eLAQxhpHDTtgeZaqq+NyTxy+joQUlozq9RLXqrOa4AtLGJpywxOM4sC2dly/61YYV8UKPeWXwEeXeeINMuQpEn9u2LloSKUg2Sk1bO10wOkOIgZg0hVAtUX26MNgYAYAefXzXa+cqXKmdg5s7XTgpT3d+MEvryMG+dA0Gw3obqvHu7/7DADgDUXhC0VRZzXBG5JY+m65KoNa+z2VQ4wnHeBBh+adOR8mXbIDi8ZeKwVcz/GUr3phfn+nml+1MtB/5oYs7wIRxfri02P1vs+fjYAsS6hmjPUkNBgw5Qqgq6UWbQ3VbBwoivZyYu0CwMQDP/udfI1bNuBr33Kl/POO1P4zNxQOgaN7u/H03/8O0Vgcs94w+47JAHY/tA7UDOQAmJ6ynPOsGOclr+DORNofT/3ofQDA3EJILtVJyAY1DwQZmrt72hI8GQsKcqliUtSLGWrSr2ffGpT7oAaj2NBaj6HJeVjNRmZMLoRk1vLP7vsrkhcgE/B19rwtos5EKBZ24rwZkqkEHv8e7x3SYjnTug5/oBAhA08UQAbjK78axsbWOkUaLPNgJYyV0y/uULShKAXv1EosGi0SHcLWTgdMRtkICkkxTLuDiMbiCLuDmHIFWL1kndUMbyiK/jM3MPq53IzWajJg88MNWXlQju7bwgwvXygKAPAFI4qUoWIlQ1KD6kopJVjLoObHgl5XF2gDqUl2ShFtjTWYShgFYzMLMBkAKS6nuB/dt0UzEpAPpJJVWky6vCPr2Pmb7LMGgKXwRDlmx2l3AA22KnhDAYSjEnyhaEm2tMkEfKpkKoNIDXJGIR5n6/7i2BxLJzQZ5D1Ce6vOasKn0162Z7Z2OjQV9XwRFqjXUDpyLCICuTUrM3zCYMjIoaFW4pzzAVybmMeRX3yMsZkF1FnlVPFbsz6cHJzArRlZLturTIprHt61Ca/8alixTk2G1OdCocFnFmnpCiv5OwAULLz0W631VtydD8JgAGjozEYj+gdGcHRvd0qnyblh57LPs2Im4MgH+DOR1iph1hNiThMASRlAfOSS1zko8ECteABh6GiBbxsE8Az+icxCTnZ3t9XjH//tNks9HptZ0MxIKUcsRz/n5TvpFxQQ43VFPpBWiOy9vBmSehY2/x6wmEpCkYlMQN/xhSU01VrhdAfRPzCCA9vacfzCKJ7e1s6UOTJ6KI3WbjUjkGCI9AUjrK6pzmouaupzIHOm1VTf5dM7Ui28b/V14h8u3obFbETf2lX47a372PtYGx74wuz3KS3RE4yyBvObH25IS2usxtZOB0t1XOOoQZ3VhLvzQRbhKeaIpJqp8YV3LjPByvfV1FMA+NfVykW5KQ1/+cdfxGtnR9Bgq4LbH0mwJgP3fWF8Ou3F8D2PIv0uX0g1znzEiNIOtRxZAFBjMcJqMcHlj8AIwGIywmQ0wBuS4AvLBnRIimNsZkGOXJUpMj3UkqJrCZlGishvb91Hz8P1GL7nwQtPrMWpK5Nsb3lDEnM0eYLyOro142WkRvlyPOkZXnrPvbunDb+9dZ/V/HtDsow7sK2d1erz52Cqtg9bOx2Y84XlfeQOsHpznhmX2lLM+cIs6weQjZpXv9GD//b/juHufBBVZiNe3rsl7wpJNuCdwXzJwHKcqnz2CF86Q+m/4/d96G6rx/43LnFM78okkZAUYxwDWi2L6B672+qXHZGs9KiZVoSGDJQrnz0AJNlxp5UBtP+NSwAAXyjKjEybxcTkTjateCoJtOaSsh2g1N/5jML9b1xiRiRBXbZSrliODOXlO99OhO8xru6/TqUh+XRO5739R7pBVdeF6H1fXXdSX2PB0JR7kbUVUNRIUv48b3QRiOADBoPCa8XTsxcSeodFqlqjdFDPg9qDrv7NEacHMQChaAy/vXUf0VgcD3xhdsDemvHCF5ZwYHsHTl2eQFdLLauNJGSVhpM4md3+8KKHC3KE56eXbheNAEpKTUvUMV6bcGF9Sx07nExG4KU9qRtSVxoW236E0dpQA9/MAmIA7s0H8MOBEURjcZgMRZa2RenJXJoyRb6e3taOD2/fx5wvjAcLYayqrQIg97OV4rKC2dvWgNHPvczRAsjyx+WPlG19TjrZQlB7X6mZOx2i0VicZauMOD1MRhgNwPrmWnx9UwveuzIJXyjKIgn57llGz+CcD2DOF07bH/PcsJP1VuMdnmT8putNqnZ6HN61SeG1vjruQucqG5pqZRkaleLwhqKYcgUw5QoozsQrn7lgMhoQB1BlMuDUlUl8Ze0qTWOnWAwYrdKX5Ri+fEbU+H2fouUMRRD5yEqd1YRgNIaIFIcBQBxyJHddc62uA0DteFqOo6OYDf18Q+1Uef3sJzhx6Q6+1deJp7a0Kt47OTiB0c+9TPejchJqOwXI53Wx6BnFBFpzlO1AZyGt8QPbO3Bu2IlPp71szTP+Ew7Hzt9kGYLljOWkn/PyjZftwGIP5qe3tQNYzGLzBCJ577eeF9ZWNdU/z2KYLUvWoZ0bkujT6fXeNQ1oqrWiq6UWNosJ0VgcRgBOdxCALGgPbGuHUUXdvaq2itWVuPxyNJJYFIHCs6KpmZr4VDqixM6W8ZHGUS/llGfQpc/3rmlg48pH18ggGJtZYCycbQ3VOP3iDsU9ZcMoSsxfL+3pRu+aBrmWLIFpTyjj51wp6DHs0dy88M5lRa2oNySxlg4bvlDLIiMCi9jd0wZzIkI3NrOAaouRpbfKKpmskAHKPZgvBkmt3yG2Td5BQgrmiUt34AtLmHIF4I9ITFknpdNiMuDA9g6YjEqxazJCkQFR6tBqU0EKNMkaNfOcut0NyZS2hmps7XTg8K5NMCcEt8kA3J7zwReWYLOYEIvLmSUjTg9jLO1tb0Tvmoa8G+YkV+/OB+HyR/Da2eR2P1qfP/HMdow45Qg8n3WhHktebmvhYF8Hrr3yJ0oW3Ck35hZCGJtZQGu9laUHMxmekFn+iMQibN6QhKHJebz7u88U7XcIWnPIo1Asr+nGJ5PvE1Oumunz0E6ZMZ72sxFy+ypLYj/XWIzsfVq3BH68eF1lObrQSjxvKUJvbfGEU/vf/AAf3nmAaCyOEaeH6R6fTnvx+Ku/xt+ckUlgqDXLk11NePUbPYk2VCb87X94NGVf20LrhIUErbmX9shn4YFt7fjOTwZx5Bcf4+LYHF47O6L4e+TnH+Gua7He2moyMucp30auXLFSTPpq2U6ZJu9dmVS0GSHdORuZsNw1ndOIpDr1kjxwT3Y14dywU+FJ4/Ot+ToX/jrquiQ10QUMBozNLKCrpRamhK4Wg5yPTWkm54adrJbBmHjf7Q9jd88X2aG/vtmuMKjUqWz5Bnnnne6gQhFbTg2nVkqI4noq2vJDOzfg9PefYCxp61sWPUl8OgOlAy2XsEid4nl13IUjP/8I054QXtqzOevrLRfqWiRae+o6naP7tihqu4g5sZxqG1cKp65MMmdPdYINuHdNAwAo2H7VXvd8eeG1mIi1ojCHdm5gUfppd4AZw0YA61tqWXQsIsVx7PxNPN7RyO4fkJX2rpZaPM6Rn5QytOZHvX8AWa499aP3E0qGHA2gFF/6zCp7Fb74g7N44Ym1eO/P/wjPvvV7FlEDuGwSjuWVr0vMN0huffXv/gV+VwCNtqqMPg8oWX9PXZnExtY6liEDZNZ4Xi/1lc5VpzsIKS47Lt5+/ssA5NQ+q8mIWDyOSEyZfxaIxFBnNSdFJNN52fNBhKOF5ab/b+10sLourfdOPLMd/WdusLTWsZkFdDXbWfRZi2UeSI6WUQaVli6U7f1WWiRSa21RTfXotIdle3S11MJhs2CVvQrdR/8fSDEgEouBX+IGAI802fH+6CxW2asw7Q6gtaEGv79zH6/8ahgvPLEWR1T6RrFGgXOZJaClgwOybrb/jUsYmnLDZpGV7taGGjzeUA2nOwjvzAJuz/kUaa2b2+pY6dKtWV/eORDKBeoIJWEpMmG5azqnEUl2c4nIDO/hU3vS6LPHzt9M8nRqReQ0N0zCszrtDjACBrnGTj4Iyevd1VKL3vZG/Jcn17GIyCu/GmYplPU1lsWGzQmDihZ8IcBH/Oi5KYWXRcKWAf56NMascTag6JVHr5MXioTA6e8/gaN7u5kTgA7HlVLmtnY68Jv/+sd4+/kv49ywM69zoY6W8OuRlAu+iffpF3fg9PefSKoBFsJShcR+jUGOyhFrKzmE6qtlP5ealVMdTc+Fd/jquAuj0x4Ai7XTL7xzWXdNr33IhjqrGS/t6ca6Jrl/lsVkgN1qRnOdbEwYIGc88EaklTxeZcDES9jd0waHzaKIqvFzSAbOsfM3MTazwCIDZqOBySDaMwMfy6mf//hvt9F/5gakhBZIB9fqxmqWlcEjXcQs16g2GxV/M8HWTgfWJyLwiMdx5OcfweWPwGoywBOM4uTgRNoemXprdGNrnUJBaE1EzI5fGMXYrA8hKZZkRAJyXoA3FE2KSKaTaVpnSqlASxchOQPI2TLrm+3oaqmVSziqLTjxzHZF3ZIWGzH/Oi/DKjGquBxQJgu/tqimmoxIPmX19NA9uQWFpDQiAXl9nx66xz5HetbpoXtM7qhRrPOVS5mX8toJHXlVrRUOmwXP7ViLd7/bh9e/+RiL0FtNi2mA4w/8CeZymZyx1ORDrpBOl1G/TxHKja11WfVw1/rcctd0Tg1JujlKvSTyAEBbsPLpHvwD6Rmd6gVIId1v9XWizmpSkHicujzBmrxPuwO4O+/Hjy/eZjWUPFvdxbE5uPwR/HDgBo7u7YbDZinogqex6WqpZURC1NQ8nTGpt3j419XGEA+eiAiAQglMZfDnQtk/OTiBp//+dzlVELXuldLD6qvN7PnVzb6FoZg9DmzvgM1ihNEgR+XmFkJy/XLC8cRIV6bcuDXjRf/ACFuvNN65OjyPXxhlSom92qIga1Dvkf4zNzA260NrvRXnhp34+uYvwGSQiXSGJufRWG1B75oG1FD0jENIisFhs8BebSnKRsPpoLVfKNX31JVJlvI0NOWGL8HovP/ND9A/MJKoHzbCZjGi3VGD2kTNzcdT86w5+AtPrIXZaEBbQzWGptzM4PzT3odlpeWJdUlr4YV3LrO0/4Ipexq1tJng6L4tclTeYMDdebkkIxqT15GWYaOWU+o1yo/J62c/we0EK+xdlx9P/eh9ON1BpnTzd2qzyOl9dO6wNk8ZItWZUqxQl4wc3rUJvWsa4HQHcfAfPpTT9H7xsaK11bQ7gKHJeeZozfSs42WYOD+yA19XzDsXe9sbWVQsFJWY7sKD1rjJAFhVTh6ydWwWI5oT9e1tDdW5eYgcgPTEbPdqptcm8i69co+mWqsiDZ6XAVXmxbPP5Y9gbGYBDTVmtr+e+tH7TOZXKtLpMnrvZ6oDpfrccmVQTg3JTGpj+M/W11hYJCJVbZ2e9UyfG3F64A3JNUreUBRmowH3fWGZPTGhtPJ9nwBZiDTXVaHOaoaFeU8MRXEgUsSvraEaYzMLGJqcx6nLEzjxzPa0Xt9MF596jOl9t18eJ3u1BVfHXdj/xiU8+9bvNZVqfl7SKftLMS6Pnb/JaohyNRda9yoMx9zg1JVJ+CMx1sD76W3tcNgsOLC9g40vRTaoZku9jnPlHT60cwO6mu2os5pxYFu7opYtad4TxsK0J4SLY3M4cemOIpVn2hMCDHLqJmVJsK8C6HzIjgPb2ktK6Sak2i+Ix3FxbA7TbjkNddodwNCUG0OT8/CFonDYLPjOHz2CbY+swkO1VswH5Pq8+UCUzfWRPZvxh7/dg7/8H7tgs5hgNMiG1fujs0m1e3wU7NywsyB7lORaUEOJzQQs7XFyHqsbq+GwWfC9r65TZPTs7mljkUfeiai1Rvkx+fHFRZIYfySGsZkFjM0sYHVjNcwJkh3CqtoqHOzrYOcOzQcvt9PJ8FKRk/Qc/QNyTRetnYN9HUwnCUmyU2naHZD7EwL47L6PZTFR/2St7Kn9b1yqeCV5JUFGY+cqG3uNMoFe3itnJkhxwDkfYNlnJHNXJzLUpDgQjcUU17VVycaOvdqM/+WpjXiyqwnH//O/S/r9Qmc78FAHBEh2aN3bchz6tJe1Ms3oPTIoeWOTzvDWeissKnKSB74I21+k15KMqcQ9k06X0Xs/Ux0ol5H0nJPtZBOlyvRBUx1QlEZl47z/0VgcdxM1NdDIILOYDJDiwKw3DLPJgO/uWAuHzYKXE4QahT4QeU8pz5RFJBR8GpkaemOqTj/jcXJwAtcmXFjjqEFrQw162xtZrdrQlBveREN1vj6B0n60xknrHpYijOlZX/1GT87mQuteV2r+K71IPwmJdE6TQZ5bIks5dv6mgqjlxDPbGQGGnvNopdYDzdGn017WSuHcsDPl79AB+q2+DpiNBkZGJRM3yOk7FGV9+/k+lvoKAFVmI4baesAoAAAgAElEQVQm5wtm+CwXqWT2ge0dClIGIs7qbW8EIHum/+HfbuPi2Bw+npxHo80MowFotJlhs5jwybQHj/71Obx+9hO8dnYE/oiEWKK+j5wOVLJA8ied0y/Xe5Dk2v2EsbGUlGWSzc89sY6R8BzauYFl9Jy6MslYJikj5eTghGa5B+0fdXsZkwEsNfPuvNwXmNfznPMBNkb8WcHL7WJSqLOBWlHlS3C6mu24NjEvl7VgMcpDJTKPdzhYfW5EWpRf3pCUpOMAi9ksesq9QPag9T005cazb/1esZdPXZlk/ybSo9Mv7mDZIDUWE9Y3y/JXUtqRzCkw6w3j2PmbbL2rZUWuU1uzMaTUezDVva3Efk11fT1jk9LntzxczyLGgGzU7+5pSyL/qtQ9k06XyTRtfqnXXw6WTbaTiiQHSC4yVxO8AIvFnUspElXXSxI5DhXAE1FBDGBKnhoRLnzg8kfwz598jmuv/ElW95FLkADwBCJyDU2iRw+QvqkxT07Ek99ofY/G8trEPLwhCYGIrGAQjTBPBsGT7aQr1NWa13RkDVo42Jf7vkMrSV6gXpvFWqRfKBzdt4WRiZDsuDbhgssfwbNv/Z6RgRCJUSYCcKmEA2piMFrndVZzyjXK/97xC6PMiFzfUoeje7vxmxvTOHHpDuprLLg24cKRX3yMr29qwaWxOcQANNdZsa7JXnKRSILWftFa50SYVV8jGyREbEbiOAbAE4iiqdaKGa9shBEVP99uQUYcH955wNJnqV+kJxhVsOlqIdd7kOaReqzZq7PvD0qG4qkrk6ivNitqaqndU++aBvjCEqbdQeZ8cfkjSW2xACVJzF13APe9YTzcWIPndqzFsfM32ThbjEY011vhnJeZho9fWCSo4/co/5zqfxNySfyhh6vjiz0gqYedFkhRpX/zhESv/GoY0VictSY4fmGxncGhnRvwH3/8W8W16qwmtDbUwJ6QE+r9cGhn9n2xBdLDx9iFo+gfGIEvGMG0J4SaKtlQsRgNsJgMuD3nY/0iAcBeZcKB7R0YmrquuF6d1QR/WGJyxuWPsLUAKGVFrgmO1OtTrw8p1dcCi3tQT9/jP7OcdZjJs6t/h/bArVkfKxeps5rw+jcfk+ve4/L/v/38YhZSue+ZQsjHXGLZhiQdzHwz7kw23Uosav732e8m0szs1Ra8/mdfwpGff4SJBwGYjAb8yZYv4J8/+RzVVSY8WAgnNUi1mAyISPGCtJdIBbVy0tVSy4x353xAk1VPDfU48YcnCRxiqWyuq0IgYsDex9rw2ZwPTneQNa9++/k+xeHL3182c1mMbHOpNreaeTWV84SgN+blKhyzBSm4/Jivb65lUW/yRmaj+C/VUKDvUU9WYpwj77UeAzEv/4g9jYzR/jM3MHxPbulA9ySz2Mn9MgHgwUIYx//T4yV/mOgpN2pD++LYHHNUEWs29d+LxcGMSEAuNaB+nLPeMGwWI0wJcrRbM160O2pwfWqeyfF78/4kllM1cr0HeUWOqO2zZiWkKGY8znqUkny/ftfNDJuhKTfrd8x6iAWjmn2WWdpbQkGddAWY8UnzEJJiaKq14i//+IssIgMoWXbV8lFvjxXCaZZOASeoFVVSXp99a5AZDk9va0/Sba5NuBRkLdQreWhyXrdnG5Wl5BrlpJhmwuDvDsglNxaTgTmSAMCXEB+RmMxA7E+0YFrjqGFlE3zUEpAJz7whiQUfnt7WjvcSzpx896EF0jsf1HtLy3Dk1y5lji1X59LSgej3tNii+c/eml2ANyS3a1rtkB0vALga8sV0iHztmUKi3IIKyzYk+UOG91gS0kUsV+r36S+lYNL/z/nCcn2DBPz6xjT8kRhjdG2wyYoKIHu/v1BnxbQnhG+pol6FFtIkAMizNu0OYGxmQWG8p2vuSgpJd1s9EzjvfrdP0fqjqdYKAAiGJURjcTzwhRXKBx3O6oVfjEbhUpBqc/PvAeAU4ihrD6GGWgnc2ulg9U3pGpVXCtRr5+i+LSyqoOWsSLcXl2ooaB3eagMIULYqIqOJbyzOGxGjny+w9iYP1VWxumw+pcofkVIqvaUCLeUGAJ760fsYm1mA0x3E6998DICcNumdjeJhRw3c/giqLUbcXwiDzzQzGcCcfcGwxNLrAbAWIP5wQOEMnPWGEQcUfRjVyIesovVBFPfZzi+1n6C1x9eCakUGaR9Q1Jci6+o16wksGo2UTn7q8gRGP19gUcnRaQ+LiFK2Co2ZVhaRHtSyLx+gNlmtDTUp9z+vqJIC7glGmTECAB/eecDW2+6eNvxw4IbifQCYWwjhuR1rUV+dOmshHygHxZQarDfVWpP0G602QoCcTRaRJJiMgM1iRkONGVMJkioebn94sZdzwlFjNRkRkmJorl/MCqG99NSW1oLpfFrrM11kUctpzbclW4k1wRunNEdOdxBtDdXMeUoOLPp/Au2d1Y3VrKdt/5kb8IWiidTwqOI+C61z5xpac1jKz7xsQ5I/mLUUY72I5UoJPrVioE6fdfkjLNVsdNrLPucNSQhHg6gym/D1zS14f3QWNVVmRGNBjDhl2n91utty73U5oFz53vZGRa/GU5cncGvWl1ZgnLo8AZc/gp8NjstpYIkN391Wj9/eug+XP4LOVTZWLH3q8gQ8wSi+snZVRodzLpFpytJykcoIoXHqbqvHU1taASwqxKPTHhax5e9NK32YogDHzt8UhqQGtLyR/Jrm5Qbv9eTT+LRez+R362sWmVN5Y0i9LtSyi4+q8tci5dxuNSeRe61x1GA2kflA/WFL7fDgoZXhsLXTwYh2iC300E65YXhveyMQjycI0ZTXMib6cBK8IQmj0158+8QgVjdWo7WhGt6ZBbQ1VMMXlrAQjCDCWaHRWFw31T8fUEe3s5Wb/Bmml0qqZRDrRQyoLYjLH0FXsx135wOgCIAvLMEfkVhU2B+JKViT+euqI5SpQLIvnYNzpXB13IVj52/CG5LweKK1SSaguaKa5ruugLxv43HFGL929hOAc3WYDLJRf+ryRMGjJ+r2OqUKOhujUozpIbzT5Oq4i8mRJMSBt5//MvrP3MDn3hAiUhwWowGRRKnBS3u6Fdc6fmEUzvkAxmZ9aLJXFY1zPJNyGPW9qeefrnF41ybN4M5SwRunUY58amxmgck6cmCpZR85aX2hKNPJfWEJY7M+dv3utnr272Lo355LZFoSUipYliGZiQWtF7HMR5ofRRl8YQm+UBT2ahNT7gCZnj8kRXF66J78/xE59H57zoenfvQ+pt1BeEPRJSsEKwlK23HYLNjYWseUJN4Lncq74QvLz12dYCYjL/T1u25Gpf2VdQ/hvSuT2N3TxpTq8QQz3eMJGuz9b1zKuUGn9+z071xtslSHx3tXJhGNxfHelUkc2bOZeflJQdOKPGit8cO7NuG1s5+gyV5V8sZDIcCPKV87rE7vW4rjR08madU98X/VdSm7e9pYv1p7gvX1B79U1uRQHRoA5p0t5QNTL2r19c1fwOmhe5DiwAvvXGae7N72RhzdtwXPvjUIb0iCKWE8OmwW2K1mRmjSXFeF+wthJrfHZn2wWWSlPxCREJVi+PePPcxYXAmeQKRg+0srWrhUqNdeqvWsFxUmh6rZaMDXN38BJy7dQTQWk1mwufA4pZ2p65GXotTt7mljDsp8RNwpcpttKiKvHD/eUI3ndqzFa2dHMOcLK5yD3+rrwIlLd/A/rH8IVz57gAB5Lrj2LicHJ/Da2RG0NtTg9W8+lvfzUS+9tthBkcivbWjG+6Ozimwdnr+BMhG0sO9LD7NxIPIWi8mAP1r/ENuHWrqSWm8qNJZSDqOe/2wyB7IBX4pCZy0FHbQyefi1SHLjqR+9DyCZ6AgAfjY4jiN7Nsv/o+rfXorrOlvozXUpRCqXxdraf+aG3Kw+UQtCUDPjeQIycYBe5GAlGfTot4nFzheWGL2wOirAwwCwxthTLtnL4k00TaU+mIWcxEM7kxs8p2JLJYHUf+YG+wwgp4l5Q7IX2mSQa0F61zSg8yE73v3dOOufSR4uopynuSoEm9ahnRuW3M9suaAxJpZIqoMDlsYoerCvA493NGJs1seo+wWba3qcHJzA46/+Gp9Oe9mYdrfVs9Y+fANxPqKSydimYx1WQ4/9jPbca2cTfebicdRXm7GxtQ5/8eQ6mAyAw2ZmRhOwWBny8V03Y4osZRzaqew39s+fzLD3XP4Ii1D6EqlML+3pRm97I9oaa2CzGFl6PSArgve94aQm4v6I3HNUjmZKeH90Ftde+RPs730YANBcW4WhKXdeZRSPlWbHy1Q+0Nir1z2dHdRgneoAv7ahGd/q6wRA0UiJpf0pfm8JPTFPJRxv6ciqVgp0RnQ+ZNf9jNY4kgynNUtRzSmX3B/yP/74tzg5OIEPb99HNBbHB3+Ygz8SY+TvB7a1s2vRd8dmFvJ+Phba0b0cUCSS9rFeZpuWEUlG4wNfmI3D9766LsG6n6y3kYw+fmE0pyyWS4V6LjPRk9Xfob2QC12JxuxgX4eiRQ7phOnG1J4IZJCs4Q2QBlsV+/fRvd2os5pkMiWVfVGuSKdXFOo8ywTLa/+h8hoAyqbxT//971gzai3jIxcDRNckpZIUFyNk7zb1sjEa5P9MqhEwQs6dJzQkaNO1DvJ8GgD8gadOsdMaPxIuMBhwcWwO9ioTo+AnCmYpDjmNN1HLIyWUiEAkxiKAJDBIoOkZTbkEpTvy/czyBRrj965M4sQz25MOObq30y/uUAiAVP3WiPLa5Y+gf2CkJARFLpDN/uFTggkUJZ73hxV99njHTyZju1LjT/sjHJX30cSDAHPmHNmzGf37H4UnEIUUXxS8NYm9GItD8WylCjoMiQK+td4Kh82Cv3hynaIVCCDXGRPxxZQrwHobOucX2yuQ49qQ+K+lrgpdLbVosleh3VGDOquJOXf+9//0OD57/d/jx9/eVtKKtRqZrk9eEVF/p3OVjfXPI5z56B7++eaM4hrTnlDSd6m9TTpGXB6+oBwdbq235kVRZ2RCqvOBlzHpxvG//esf4PJHYDUZWCuUWBz4wS+v455brruT4jwtCBStig7v2gSbxQibxZTX2tBiNIiAzOX74V2bUGc1sywdre9T67M1jhqsaayWsxKa7ejf/2jSXn9qSyszSNXncCmkAHsCsl5AY5Fu3arnn98L+XBWZ+PIOLpvC9Mhg9GYoi4+FFXWIIej8rtzPv0AULlC7Qgs9vNsWamtR/d2J1KToiw167WzI8zjKfdv9KN3TQNgMCTVz+QivZWu1d1Wj/euTOLR1Q24mKDaD4YlRBL3ZoB8KFiNBkiIY3WjXG/j8kewua0O1++6IcXlIm09so181k5qhbf16pKAReFycnAC4/d9OLC9gwlWU+KUtFmM8ASjjEq7vtqM2YXwYqtNVQ+0QrNpUaoyedrycXDqFa2r54PScw7v2oSNrXUK9kgACga1c8NOptBdn5rH9766Dp5gVJGOVwrpDMtFJjUBNA7EpMdHhA/v2sTGXJ3qTfshlYxZSu1XKtABTs3Lw4m/lFZ+7PxNNu/rW2rR1lCN3T1t+Oml25j2hBTPVuo4tHMDnO4g7rr8WO2w4aktrQoCi0P//RoA4JN7bjTXy2nzFqMBsXgcUjy5VdMXW2oxNrOAhxttjKWRp4znUS7kX4SlnJPqFHBieB393Mso+KU4cNflBwCsSZx/JL/4a+iNZyoZRW1PltL+ZKlIR0KiR3BBspqiW1VmE/56z2ZFOjrPJvzFllogHsftOSU3wcG+DuZAKWSNbrGAWOCJkEXvLNvYWgezyYCxWR+O/OJjzC2EWH3fxbE5ON1B3J5dgBQHI9jis6ToulopnWpynmJPAdYq41mK3qPWWxgZjg4x4HKQjbzd2ulghHqT1Ns9ASK+BORnDyUOS7e/cgxJPdui2M+zZZPtMCSik60NNfDOLMBklPOg7dVmRkOuVhxzeeBTnzFeiISjcWVBPYCOh+xMyAGL+d2fTnsVhgGwSGdPdT1dLbV58xSQUCZBwBPQnLoyqWDMIsFKBAQ84cuRn3+UoGE2YrXDhqHJeXQ12/FkVxOuTcgL12QAHl0jk/rotT0oBLQIUfLxm2oyFYDr7RmUm82T4+HY+Zt4dHVDUr0OCXVibPUEo/h4Um5d8LPBCaxvkdte9A+M4PSLO0q68DpTZFr/QeOg7u2q11dUr1Ys3ecImRjxegRQdOjfmvWxVKzZhSAef/XXeHR1Az74wxwebqxhDKbHL4zi9T/7UlHsr+VCzdA97Q6yKCN502m8SWkISXHcTSgU0VgccQB1VjO+1deBH1+8za5NGRWeQIQxAFIT+GLcH8vtZ6rlFMzmN/iUOHKUdLfV4/pdWUk1GqiHp4Ex4vLXSEXkQ5/Tc7Ae2rkBB7a1yw5MLvUz19AaJ3W9qhbBBclqclY9va0dpy5PYI2jhtXqJsFggBSXz8rdPW1ZOaUqwUkIyKy2AFhp0bWJeby0ZzOrraO/pKM4bBZMu+V0ddK9rk3M4w8zC8y5TXXUWvqklmNd64wp5siOHvMwtc8g/YB3XOv1D+f1FpYeqgoOpEMu1mr/wAgzlnns+9LDinlzzgcw7QnhJaqbLDOkkqlqXpZ8EU4uFUs2JMmT5w1JcNgsLO3l9W8+JjNiJXoeBsNSolWCvDlynVbATwTVFBJCUgxtDdWs95PNIudre4Kywqc+aB5d3cAY53jiAlJk7FWmvCgxV8dduDWTYJyNxxVeVEBu5trb3ghgUVHb3dOGo6evs2avZATfniOWLANL+7VXW1j0ksgCju7tZiQL1yZcmp7/QiAXUeyl3ocnGFX0sDIZ5DXhdAfRlfBaH/nFx5gPhNlcUaPx0y/uwFP/279ibNYHKRZjUWES9MXynLlEJo6k5UZjUh2Eei0KUinIvMDXIoCiqP3VcRcO/Pi3kOLAvF+e29/eug8pDqxtsueUFCEf0FJkyNlFbXEoze+h2ip4AhEc2C5/jiKS/oSSTqrNoooTx4d3HgAAY9ymw5MO1Pu+MOb94bymEGYKtXxeSj9T+l6q9ZvO2aQmo/rZ4ASLiP+Xr65jvfLqq80psyD0nke9N3lSnvoaSxJjdSGQzgjnDb+tnQ4c2bMZ3/nJoKaiSxibWVCUh5wbdrLoGZB+vsvRSai1dtSRJG8oyozG396Sa07JwWo2GlhGBsmVc8NORV2kAXI0mIiM1OtPTfjlCUZZaxa6p2Ifb/mZJayvMrHxlOtDE2mfCf0gFfs7Pxf0vHxLoWyQi7VKae88/vY/PMr2ENkK9moL3i4TJ6sWtMZW7fjiP5sPwsmlYsmGJO/JO7xrU9IifW7HWpy6PCGndSXYT70zCzlPK1ALFzoA5WbWRuzuacPG1rqk8DFFiohZVm8DUcSBPAP58C6SIDEZ5DS5/oERlopjNZvgDUlMYNK9vPDOZS6NTjaG97/5AfOirnbUYGxmAWajAV9Zuwr737gEX1hCOBrH2MyCTLXvqAFQXJ7/QqStaa2FrZ0O1Feb2bysa64FICsZAJKcGDxuzXhxcnACdqsZdVYzvKEoi7jw3tRiGO9CI5v51jpAUxlrWu1ZgGRDVE+JJo+pljGztdOB7311HYuqmQzA3sfa8P7obFLUohSdBZqKTELJaa23Ah4kyMpMqLaY5EPQMMn6/BKsJiOa6624Nx9ALCGbvCFJQZjEy1Uy1OV5DRTcUNECfzZmO7fqNZFKkUu3fuh1ouTvarYjcF/uETzi9ODEM9tx5Ocf4drEPE4OTixmtqjS3/SeJ2lvcqQ8hShDyAY0rtfvuhX6C5F4XRqbg8lkQFSKQzuGY2CszNlGu0p53+tBa52+tKcbPxwYgRSLobm+GjUWExCPIyrFE44mE/yhKIwGORuB6qU7V9kAyLWC7Y4a3F8IATDAH5HQptHa5dNpr2L+2LoPRErOYFfvWUAZpTy6bwuujrvQZK9CVIprlkPw2Wt8X/WljEEu1qo63X2NowY//eAOAJk52huS4E3oUcWid2ohne6f7n2tsdXSd6i2V0veFAuWbEjyBtVPP7iDsZkF5gGiDUDN7HvXNMhfUjUZzwVoIvheOtRr0RuKMsWDwv1dLbWYdgeZUkQKo94GUtcJkqJK9W+5ODD5fHfq2UOGiskIFuXlF6HcZmIxugiAKXqPrm7Age0deOVXw6ylhdroodRfqm8txsWba6RLV+Ln5c6cD6vssoA0GmRGxF8N3UtSQowJRZnWmskAdLXUMsr9fKyncoWWMpOqMXqmqbV6SnRbYw3GZn26xgz1owVkRwO1qDh1eYI5rPi2IaWU6sbXpxLI673KXoWxWbmlkjckAYnMh48n5/HtEx/CH4kxsqHmeivc/ggzIr/31XUYcXoU6flaY1PMyrieVzkTqBWJVM+ZzsmiPgv5ko3dPW3Y2unAtCcIb0jCa2dHsD7hDFOnv2X6PLzSWogyBC3oKXO87ObP/Xe/24efDU4gBiAmJZuQVpMRJqNs1NitZoXBnU2dWLEqx5lAj69BXee/sbUO2x5xsM/tf/MDuZSmpRaPN1TjymcuVgfnsFmAeJxFXa7fpWwqM/yRGLoSNeX8PuCdAbzexgc1lhKFKyTU3BaUAsz3R/3OTwYxNuvDk11N2k402r/x+LIjinqGzXKCJ0f3duPIzz/CtCeE1oZq5nwHFll4jZB5BIp57tKVxvB1qerIOJB5yQKlAve2N654fetKYcmGJH9QUJrH6LQXLyeMFrWXLt8KEj/J9TUWeENRhTJIoeInu5pYOi7f6zKdsOeNDC0ylpUE5bv3n7khR3gNBjy9rR0nLt1h0Uj1+G5srcPjHQ7F2JOi191Wz4xIm8UIf0hikYFQVGJtUuxVpoL3titkPYmaqOHIzz/C3fkgVjdWs7q2E89sx9N//ztEY3HMJcYtFgfeH53V9GT/6Zfknnc0f9FYHHMLIcWBTOupf2BEUwAJaENL6U7VGF1vj+sRdKjnIJOIkFYjZmJSBuQDqNhS3VKlONLrG1vr8Ohq2UHIG3rvfrcP61/6v9l3etconVb+SExBpOP2h1naFrFI82OgNzbFrIyv5L2txLX4eklPUF6HP710G8fO34TZZAQgoSZBy0/1kku5B/53Du1MTXSVL6RaP3xPvFOXJ1j0tKHGnNRqwmGzIJRoD2YzJtwgWdablQP0MjQoQ+fi2Bw7t0iRJqcoP16eQARSQgbYLEaceGY7Pp32MgOSaiGb7FXwzkY1y4hoXfF6W6b18cUOPltGvY/09hXJ5wPbO1Bf40zSwVcKK2Gc/ua//jFODk7gb/5pmL1uTLTFYu2xEoZwseo/6Upjulpq4bBZ4Atpk3LqnbNJ48s5BooVyyLbocVJ9ZD+iIRzw04Fs2WhwG82WUC5mfec0ji1Inlq1kc9RYqfbC0ylpWGMqVrDuP3fYjG4rrpU6nIeX42OIFoLA6TAQhFYywF1heKovMhO2a9Ybnudd+WnD1Ppiikks2voeMXRjE2K9eXjs36mNNga6cDr36jBz8cGEEgEcWts5rw9LZ2vPu7zxDgeo4BYFGpEacHr36jB8fO38TTKlIjWk+lmJpTSOiRbaRy9KRiQ07nUMokIkQMdUQoQ/V+vLzItcKtfsZ0zhmtOr3+gRFFPTAARTSA97q2NVRjaj6IRpsZ4w9kVtBXv9GD185+gtZ6K557Yp2cxhaP48D2Dpy6MglfIr1bK+qfy7GpFKhJHK585oI/IrHIcCAspWS0zNShVyhFPlXkkf/Lg9+/py5PYGhyHv1nbqCpTl6/POTyGNnYXu2wMcblUsskWC5SpW2rU0r5zCkqHaqvccITiLDIY53VjPXNcu/PU1cm5dZIBmB9cy2+vqkFP/3gMxggE/ecHJxQEPXw6ZoUmSsXecGnhgPJThDeYaNHfkVY6YjiSo3xsfM3WUQakO0kqqmfdMllI2OzvqLNzkpXGuMJRDDmjyAqxdDb3sjkBa1fvrQulQNuqfWt+cSyDEk+debQ//X/4d58EHfmfGzDk4HpCUTyHtniDwkSfqcuT2D8gZ9507QOTZ6VVatWhM9bJ29EPr3jWl44rWfgyXno3kl4r2msRiAiYZXdghlvGEYA1RYTXP4IOldp1yYVCoU8GPh5PbRzA27P+XBvPoCHG5WMagf7OnDs/E34IxLMRgPefl6OMvkjMbkOJCJhjaMGNRYT7rr86OJSNh5d3YAP7zzQ9FhpeRYF0kPNcMY7etSHqJqQJJNshGzA7zsiJVNfP9fyQ61gpHPOqD2txy+MsvVJLJXEZL27pw2nrkxidNoLf0SWmcf/87/D8QujCWMlih8OjGDbIw68/fyXmUzhD95UNY7FHHnUw0pmUazUtWhOqQ3UUz96X26n4qhBk70KvrCE9Snqb7TWTLYtqXKJTCPXuuPJ1Xce2NaOj6fmEUv0jCRVd5XdAmvYiOd2rMXBvo6SJstaKlJlaPD6YP/ACBCXa/h+mOB0+OkHd/Cbv/oaTg5OYPTzEQBx1FQZMTTlxv/836/h/sJiRk9bQzXeuzLJWilNzQcZeSCReQHJ416K8kILfMbfs28NYn1LHQ5sa8dPL93G3fkgpHgcoWhMoaOqdaWMI14ZQouDIBuo70deGzcgxeRWWXHIJVUb7FVY22RXMPoWQ60kT0b5+jcfSxpvnoCO0pOH7w2zrEGqQaf1yzOzpnLAlcKaXrH2H053EDEAk64A679UZ5U9eDAYCpqiSIco9YkkchStQ1OLIYugjlAVgpVOHT3VQv/ASKLPmplFFfk0O0AWzIFEf7vHEulMxZhGUCybaGunA+ua7JhyBbAuwbrJr2mqGXt6W7uirvL2nA9+VwA1FhNrh3DXFVDk0FMKBK+4V5qCspLQYjjTI99h3kOO3GAlx5zfd4Wi7c40NYqg9rQe2rkB1yZc8IYk/P/svX1wVOeZL/jrPt1qqVutVoOkSAEhYyIZBE7kBS7O4CGpHRwoCircSgrfdd3Ved8AACAASURBVCp2Ppi5c8upYmpS7OJbkafGSq29Rd3spcqunTshmdhTYcfsuC5ZWK6IuVtjAok1iEUBIbAUsPWBW5EE3a1Wf6n79Nk/Tj+v3nN0+ksf3ael91flkpH645z3PO/zPp+/R1bAWIdpnbr7faynOpyeKQyLBWuqK9LMrMqqkmd9NchisFS6QP9MqZ2DzrJc8/V4mdH3AFG1D58lKnavdy6ZNprPxrcrrKmuYGW9py4PgkaY8o6kxWJha/hUo7sshtsvNfJt+QHUmY01VT5I6bQ3scTz+iKSUJ3HzwJRVhnlsFkxHU2kq3qGWQksOZUepx3PbFj5685X0/SNBjD8KDyfwC9to+Yznof/XP5nNvBBWQDzAt6F2PX663lx1wY81ehG1/k7uOsLIS6nYLUAzz65FgO+aTzV6C5KtR+PbPdz8tI9RgREdgWvQ6IJGQqANy7eZTNlkykFbocN09EEmyfdWOPAM7W1LBkEZGaap3Uzm12ux5I4kl3n70Dfl26zWvDqgfacLKjFwNk0mUxdtYOVWjR51CHY+qgpb/jp5yjqM1T8T1MhrVw21bvYffEkQfp5b0udhVmp0D/zuXEHfrx6oF2TXZyOJRGOJ1lJYzQhQ06pB2EsIWvKzKgEgjfc+e8RKAz8Hs5VKkllQl3n7yyLUagn5yoFCs2AGq3RL763i1VqhONJjV48treNyTvNgQPmxhId2dGs6fVZ8VjCnpal0gWZ5J565jMRUhF4mSEnkS9dpMzBdFQ1dMOzaiCzWNkE/vqMjEEaTUIzk+neqV0hkg4QAmpJ2npvFYKRBP5sSwPO9anEUYHIrOa9vPO9WmZDZkOmGdtE8PTCjmY8/5MPMfIoDIfNCsmikhZJFjUDOTkzi3gyBcliSTuhdgx07QegtiNRcLDOVbEqbBVqcyFimhd2NOO/3/0j/jAZhgKV+Ck8K+Pw29cAzHfyMumOQmw9Pijbsd6DjvUeDRNzIXa90fXwMyWpN5InfyxGeXymlrVje9tYZr3z0FYNgWV7Uw2e/ptuyKk5YkrCTDyJ53/yIb67eyMANcnWNxZEg7sCkgUIxBJwRecylPr75IPdAMoiCLuoOZLkjNyfVFmXaJD0e72jOL5vM55qdBt63MuBbH1A/MHessaJlrWWjM4tb/ixeUS6sjd6nVkfbK6a6nyymgLzMe+Zp+UqFJcZmYjGOeTYyB7PzKpslelB4DarBbcfBvHnf/oknt/aiK4LAxrGu3zYvITxYoxszhtffkXOEB2WHes9K3I9C5UTI/kjZ/LU5UE8mArjytAUPpkKY2OdC8f2tuHcK7tVNsGJGVaJQiU9/DmwGrCUPS1Ldc4YfQ6df5T1yLe6Rn+W80FJPuPXWu/CM7XFzxwZneuUDYgmU+x1x/aqI3weBmJwVUro/dSPb5/uQSQhY09rHcusAqqRS0PiyQmnz8j0nSsZfPkqMY5TJRSgZh9p3uP2Fi8rBZ47E9WzsqbKznomqV93TXUFdqT1CqCWDN6fnMF6bxXqqh3zyKBWOqbCswjFk/jowSM01VYBFguGJmZQYbOw9VzvrYLTbkXvp368efEuY75erCzqK2pIzvmMHL0uF4yCPWGO1OrJOheaaqs0CY5igN+77U01+O39R2hvqtG0dHz7dA9e+nIL5BQw8iiMv//NA1a1oIcCdQwccQI8TPdbT4VmkQIwGZrFZGhWU9rKg28toRYSswdhFzVHkoaHqmWUEuuBeX5rI0788+/xYCrMMpXLHVnI1gd0ZOcGDD++B6QjXRRFzLUJlrvsbbmQryNi9LdsvZcCWnQe2ooT79/Cg8kZRnxEh+qNYT8bdQAA62or0VRbhd5PHyOSSDHWyr//zQOcOLCFMd7x/RC8Mu26MIC7viDiSQW+YAwf/PVXVp3xUggKIZQp132eL5ZaTh6ne5lG/VGMpjPuRkaFUZR3Ja1rJpg5yEig2WQLyRjr709PVMf0nsVSknUwOtddaVbaYGQWV4ai8AWimArP4vi+zXhx1wY88/qvWWbB7ZBY1oXXDX2jARx95zor1V1oueBKAFXj0P9DUTD4R9WpoVmw5GzwtoUvGMNDfwRrqx0Ix5N4FJ7Fo5k44xIA1Iwj6Y1je9tYSaFNSuLq//I/luyeiwm+FJvYvmmEHTkg+7c14Y2LqvP+eCbObA1igwcWr2/1QVmjyoaFfAedCW6HhNYGdewQzUjc3uJls96LYYfy93T0netIphT8smcEm+pdLPAfSchZnUfGNMshFE8iNKk6yl6nHa4KCWOBGBySBVuaanBkp1r+qp+Dqm9DMPtZAoAFgQrGsb1t2NNah0aPOrS+0VOFU5cHcaZnBEffuY6hSdWJtFmLM4OQrocXCvo3PRga+m5U3mPEMEubpPNg+7zIAWU0SslMa4Rs18VHk870jOCZ13+NMz0jANTD4MrQFDrP3WavEZiD0bpub/GiyVPJqMr5XqDtLV7849Fn0dpQDbdDwp9t+RwA4KUvPwGv087mJdmtav+wLxhjB3DfaIA9hxPv38IL/+V36BsNIJ5UNRX1muhlXmDuOZE8d52/Y7gfju1tY2U6H4+rxFRHdjSvyPVcjJzwck/6Y11tJWxWVYCp/0O/vqQ7SceuxHUtR/D7o28siJpKGzNW8jXYsp0x21u8aGusAaAahqUAL3uEzkNb0bHeA4+zAm6HDQ8Dc7OjAXUuqtNuhdMuodFThb7RAE5dHtTYAFTGa3Q2Gn3nika6GsftkNj8RypTXeNS11jf809MzYAFj2ZURs5RfxSRRAqSFeysPLJzA3vP0Xeu44UdzfA67ZqZtSsdLPimqOSHmxrcCMWTbHzUsb1teHHXBvzie7uwp7UO67xOAKpDc/S5jYb26uG3ruLw29cKsln1e11f4r5Q+/fY3jZ4nXaE4jKaPJVwVUiMNZm//2LYoay95cIAXBUS3A4bGmsc6BsLwm6dc5GUtD9jhCfrXMym08Nhs+KFHc2oq3ago7kWZ/7iyzj3g+fQ3e/DlaEpnLx0T3Ov5XheLmqOJDETvXFxAA/9UQxNzLAyGYekzgo7+tzGoijXbH1AvHOpv5Z8ouVG5XBLSaiwlDCi7jeiFaZZUCcv3VPLmdIHAzlF5STExUA+jetGcj4eVAd+/7JnhDHN3XztazjTM4IfX1CZ6/7qn26yzA5FtmgY84PJGRbpqndXIDabwqsHtoiy1gyg58RKjDNkGXlWPJ7EoByif4ViMRkyo8wtn3GksrSuCwMZ17EcMnSrBXwmgO8JXihpBp85or8d2dHMRsGUAkb3Qvud+rFa610sIwmoc5cdaebyoYkZNHur5l1/nasC8UQKvmCMtSCsBhitJ5Vv0wzO1oZq1h89ma5YONs7qun5n44mWE8qoJ51VNr6rV0t+OiTxwjFZZztHUXnwXZmSw74pnHzta8V/8ZLCL2upR5+ACzIQYELvZ3Hy6WGZEpHQJcPMtk9i60yof5PuuauCwPqH9LEnMUgsuLXjM+wU7a389xtRvAEqCWrSoa+d5Jru9WChC5tGU+mmP3X0VzLng+VsH6lrR4fDk6ywEs5npeLDhl29/s05Ap11Q60rHUhHE9iaGIGH33yeNEXuVhkezCFlKTwm4ccr3AsYapZUrl6N2gdiGWUDlKad1dKdkkzI5/GdaPREuQ8epx2bGqoxnQ0gTcv3sW7v/uUlaJE0k6k0y5hTXUFJqfjSEFBOJ5EivuuLY017LsOv33NlIGMUkPv2OsZ0IxeW+yeDDMhlwORbcwRBRKHH99DOJ7MOF8u3+8SWD7w5YVkoA8/mjPqF0qawfdZtqx1GY4xKgYyEWbw17F/WxNujvgZfT+g3jeV0fGMmJ8FoppWD18wNjdHeGJGU+K60pGJS+Ld7+9Sz6GxIFobqrGpvhrhWRkjjyKIyykMPwpj06v/D9ZWO/B5TyWO7NyAcPxBumdMYecfEazUVTvUL1SUeY7GagPvIFLQ3+1Qs+VGDlYmG5cPrHas9xgS0GVCNoduKUq5+WvmpwYUi7PAyJ532iVMRxNspilhvbcKT9a5cHd8GpOhWVbyOh/qL/m/26zAbFL1kQbHp9l4RCpbptnixZ4AsZRYtCPZ3lSDq0NTsNusaPRUYWhiBnta65aUuW45ka/3b7Spus7fwf3JMDtgzBBFMOrdoMG2fBSVqJfpIDUDu6SZoV/XfOi2929rwrU/TEFW1Gg2oFKiU2SQh2QB5FQKY2mnUg+3fsZbmeyvYiNTZQKV3FNPlP615arAF4tsDsSNYT9j48x0yFHbAA1dzhaEWi29kmZ0mPm1P/3yTmacLpY049jeuREF/AziYiNb5hyYk+VQXMYznkpsb/EyMj1fIIrx6RjWe6sQT8p4PDOLz9dW4crQFH57/1Gawl/tsXTarZCsVtPMtisGsskGkaU89EcZSZGrQkLfWJA55hOhOCZCcdRU+fDBD78KYI6sJxxLICkraflxzms9Wg3rmw0U4LBZLWz0RLYxPXrkqpjK9d2ZxgIt9bPh28woM7fcnAXZKmzI8R78YwiRRIr17X77tEq+lalXMpFSK/rqqh2MCCmVApJpBzOSSOGNi3cRiifhkKxwOyS8sKOZkSOVKxblSN4Y9uP01U+Qgpq+1fcgrqRoklGUpKbKjlA8aepSUL6ET3/wrRbDbjlgtHZ6xdTd72Olwizjq4MFQG2690bWd2tjrlSiMW38EIhA6sjO1ekAFQpyiF77VT8LnAhkNxLJiMmk3yi45rRLbCxINgdqtRCSmFGv6g1KfbZnoYbh9hYvq245snNDyQIy+vvTB/3IceZlmX6qA8JlRBMx5jRW2tVeKTrf+TmZwMqybXJBv5784HUiMSIyOX59AHV0gc2qcmjwrOTbW7yoqbShbzTA2FvNFHgxC2g925tq8MueYcYcTOCfhX7vLTagVQx9na2SIFs10VLAqMJGTzr5o4Nb2b4/8f6teaM+9LBCLeG2cw2TvFXntEtorHEgNJlEXE4hLgMDvukFzeU0ExZMtgOoyiKZUiBZ1EbpzkNbWd32Sms+pwZYWCzMKaPfmanExYgIIVPzbjk29ZoFRmunb0Rvb6qZRxKw3lulacr+09Y6JOWURvEAYHuKfk8HNoEyQScv3TMd4ZMZcXzfZtisat+2IJKa0xMAmJ7W645je9vQ0VyLljVOfDwemqdXKLjGDxzPRpCw0s6ETDCjXtXrJiKYWgrwLIOlQjbZ4gMiekK0d7+/C68e2AKv046jz21kBCBDEzPYlJ45yTuRK9G2KRQUlDt56R46D23FntY6vPnNL81bE19QHXuQTKmZy76xII6+c53pkP3bmuB12nFk5waNbIrzbA4kawO+aYTiMlwVkoYckn8WevCENfmQQ2Yi1llOOeevUa83S7HP6DuJCKe738eu4WGGajEeKail2lOhWVbFwDuS67xVcDlscKQPTSugmd9bTJKhpcSiHEl68Gf/8k/wwV9/ZUUrViMG11ysr6WAXhCzRThW+4G4GOQyXK4MTbHBut39PmZ0h+NJRqTTWu/CtT9MIRSXkeJqJSxQWcBcDhsiiRTLaPI4trctK4vgakSmw/LGsB/d/T68/vVtmoPKrMzLxYDRgaX/HcsajAXnMcsBc/r/1QPtmp/H9rblXNuVvPZm1qtd5+/gytAU3rg4sGQGixkdZx7ZAr6kG06/vBMnDmzB6Zd3qmVtzbUsME5GpdCzKo7v28wCpEayTnqE2MXdDom9hz+v9AGIQo3olaxDAO39GSUyAO2zMAoE0r7MZ21L4cTw12gGvUlruH9b0zydtqa6gv2/w2aFQxf8t1qA2iq1yHOtuwKb6qvhtGsTANGEjL6xICps6ntTgCYAZ3ZdmgmLKm1djTXs+nvmyQbMkJnMRLYzHU2I8pEiQU/iQsx2/Mw2qsUHVErpo89txE9/8wCyojqSQ5NhtDZUa5QsoA0MrGYyAiMUyjBnxhLEYkGvJzIRKxA5S7Y+jqca3aysin5S/9l0LMkYPI2MTWD1rX1JYVENmEZPFZ7xVC5Kd/C6yMzPMBshWtf5O+gbC2I6msC5HzxnyBWwWkqy88WLu7KXMBuRmNHeP3npHsvA6NeV/5lPid9K1yFGRIn6ck/+WZDOpddnmlyQCaWQ83y4J4qJTDJ1Y9iPYGSW/TuRTDEiRCtUh9BVIeF/3r8F3f0+PJgKo28siAZ3BeJJmRH3PJ6Zhddpxws7mvHRg0eM/CibLi31muSD0gx6WgEwYsErVfO9XtCMxlOs1GHrZoSexOWln/WwpvWnGt3o7velextHEJ5Vy1We39oIQB0m7HXZMRmaNfxs/dgZ8SznkOkg5A0bnmGZZyRdbTAKiBkRK1DWgO/jIGQbgcT0TjSRc2yOQPHAsyMu1igpR0N+3jWnHevwrJyRfX01BswXg0wkZvpB65mI0YD5TpERVroOMbq/hU4gyEeGzeDUlVqnHNvbhulYUtPPS9cVisuMjdUuWbBhrVo1dmRHMyPQOds7inOv7MbTf9MNAHg0MwtZUZ1Nq9WCSEJGJCFjwDetCViRvFNCir5T3ztK/zabUykcyQVCz4JXysxQts1nNGdIoLjgFbw+g03/PvJ3v4XDJiGZUrDOU4UtjTXGRjiNnYknWQkGDXruPLTVVMql2Mh0WNLv9cpab9isZuRywvnMJdMjWZiDc+kdYZyXBku57uVgyOuNYX1QiWZe8oFWsxpr5Y5M8mLksOQjWytdhxjdXz6tSkuFUjh1pdYp1M6hJ6fk9Qb1pbocNtRUkgulPQtfPdCONy7ehafKhmA0iVA8qWlfMjpn+YTUdCzJgrSdB9vZa8w6v144kgsEL/ClVmhC6Zob+hKTmyMB+CMJdF0YQOfBdjYiJJKQYbNaGPshn/UmpxGAOphYUZhTRDTrq4WOfqHglTUx6C730ONyQS4nnHpHfMEYhiZm1AMuPZRc6J3ViXJ4tnpjWB9UAtIGWnrguz4DYPb7KydkkpdscyoFtFiMbBaaYTRDqWspkCsTTGPzKNB/+2EQobis4bJ4cdcG1lvtdkjoaK5lDurhjs8bBgH4hBTZJ/cnVFI0fSLBbGPfFky2s9IbnXPBDI3BZrwWgezY3uLFpnqX+o/04OWm2ioAam9kMqXgbO+ohlGTFNLJS/fQNxZETaWNseW9sKMZboeE1oZq4RDlAClrIi2gtRT7Jjf0BBoku0LvCJgV+r5fI/ISchx5XVCuhBflhEzPQiA7FrNWhZLprAb9buTH5LpvRrx5aCs6mmtR56pAR3MtK0nl5VodISRjcHwaN0cCAIDH4bm2Jf77+e/tPLSVMUjzz4vsPj35YqmxYEeyXGlqFwszOdBmuhaB+cj0fPTKoM6lsoF9IU03T9nGrgsDGgax4/s2z2M4I1rwJk8lAEGfziPbIcGzLwvkxrG96iiQxppKxmgpIACY9xzSO4i8zcIbbXrjnP+bWe+t3KF/FlS2d/itq2Kts0Dv5BQin7mcUPqsMz0jq0bmC/FjjMaj1FTaMDQZzqhjKGkQSaQQiifhdtg065/p+/mgt1Fm1GzO/YJLW0tdy1wqmKnsxUzXIjAfmZ6PvnyDLxEk44UvneDfr+/lM+q/1H/fakU+vcMC+YGNAhkNzCPkEVjdMKveycYKyiObLjDrvZU79M/i1OVB9I0G2P+Ltc4PhchnrjOP52+gdpmV/hwK8WOM1jqXjuk8tBVdFwYwOD6NSCKFTfUuzdm5WIIks2DBjmQ53eRSwkwOtJmuRWA+8n0+mdjr8iFIKpTiezVBrMfSQqyngBHMKhfZWEHzhVnvrdxhxC4/HUsCiiLWugAspXzyhDI0tmWloxCdkA+LrtG/z72ye8WTzlmUApo2d+zYofT29i7j5awcWCyWG4qi7FjIe8U6Fwax1sWDWOviQax18SDWujgQ61w8iLUuHsRaFw9irYuDQtZ5wT2SAgICAgICAgICAgICAqsTBWUkLRbLJIDh5bucFYUWRVHqF/JGsc4FQ6x18SDWungQa108iLUuDsQ6Fw9irYsHsdbFg1jr4iDvdS7IkRQQEBAQEBAQEBAQEBAQEKWtAgICAgICAgICAgICAgVBOJICAgICAgICAgICAgICBUE4kgICAgICAgICAgICAgIFQTiSAgICAgICAgICAgICAgVBOJICAgICAgICAgICAgICBUE4kgICAgICAgICAgICAgIFQTiSAgICAgICAgICAgICAgVBOJICAgICAgICAgICAgICBUE4kgICAgICAgICAgICAgIFQTiSAgICAgICAgICAgICAgVBOJICAgICAgICAgICAgICBUE4kgICAgICAgICAgICAgIFQTiSAgICAgICAgICAgICAgXBVsiL6+rqlCeeeGKZLmVl4caNG1OKotQv5L1inQuDWOviQax18SDWungQa10ciHUuHsRaFw9irYsHsdbFQSHrXJAj+cQTT6C3t3dhV7XKYLFYhhf6XrHOhUGsdfEg1rp4EGtdPIi1Lg7EOhcPYq2LB7HWxYNY6+KgkHUWpa0CAgICAgICAgICAgICBWFJHckbw3689LMe3Bj2L+XHCuSAWHdzI5/nc2PYj8NvXcXzP/kQh9++ZvjaG8N+HH77Gg6/dRVnekY0n0l/e/4//UvG9+d7LQJa6Ncs3+dZzuuc7fozrQfJpJFs0u+f/8mHaO/sxs4ff4D2zm48/5/+JeP7Vgto74t9K5APVpss8OfejWF/QbpJoDwhnmNumGmNCiptzYVTlwdxZWgKAPDu93ct5UcLZIFYd/PixrAf3/n5vyIUT2I6lsS5V3bP+/upy4OYjiXRNxZkv++6MICaShuO7W3D9hYvbgz7cfSd6/BHEgCA4cf34I8kcPthEKdf3olTlwfRNxpg7z91edBQFoSsZAY9C1pz+h2t+3QsiZpKm/qsRgPs3/wzovfTOtPzoc8rF2STE/qbfj2u/WEKsgLcHAkweYeioP+zIJIp4HcPHiEhKwCASEIGAAxNhvHGxbsIxZPsfQDYGvLPYqXi1OVBtvfFvhXIhdUiC5qzMX22nbo8CAAZdetqWZuVDvEcc8NMa7QkjiRt+P3bmgCoRoDA8oJf8+loAh3NtWLdTYQbw350nb+DwT/OMKN5aibO/kZGcteFAfSNBuC0W9HgrsBUaBZ1bgcGx6cRSaRwc8SPX3xvF7ouDMAfScBqATbVV+O7uzfi5CXVmaTPmo4lEY4l4Kq0Z5QF+r2QlfkwUsynLg/CH0nA67QDioIrQ1PoWO/BntY6TEcTmtfz7z+2tw23HwbZ86HPM3JWzYhsckK/o/uXLIDTLjE5b6xx4JnaWviCMQxNzLD3JWQFDpsV8WRK83mx9PsqK6ywSXbs39ZkqkNyuXFsbxumownAYhH7ViAnVoMs8AG8jvUetDZU46E/Al8whu/u3oibIwH4IwmceP8WAOChP4J1Xie+u3sjgJW9NisdN4b9wqbNA2bSA0tS2kqHfne/D+9+f5epDaSVAlrzk5fuqdFsRcGpy4OmSHOvNCykhICyDGRcA8DjmVn2tytDUzjx/i3cHlMjrZFECo/DCaQATITiiCRUYzsUl9UorKJmclKKemj++MIAXBUSU7bbW7w498pufPDDr+LcK7sz7sHtLV6xRzPg2N427Gmt0yhm+t3pl3ei89BW7Gmtw5GdGwAAzz65Fl6nXRNAo/dvb/Hi9Ms7530ePXuKrJsV21u8LCvIyz3vCHce2gqb1QJZASQr0NFci9aGargcapbWVSEBACSL+t49rXXs/3kkUqpsT4Zm4Y8k8MbFAfiCMXQ012L/tqaCy4rNikzXvr3Fi3M/eI7tW6PXiX0rQFipssDL/Yn3b8EfScBpl9B5aCtcDhsiiRSGJmbQ3e9Do6cSAPDQH8XQxAz729neUUO9VY7g16Oc9V6hINupptK24mR8KWEmPbAkjiQZUPpDX2D5QGv+lbZ62KwWfBaM4srQFLrO3yn1pa04FGr83xj2wxeIss1FtvO6WvXwO7a3DR3Ntbg/MQNZAawWoGO9B0ef2wgrZ2g77VZ0rPcwo72juRZuh4RIIoVIQsZYICaUbQHIdRiTYgbAevZOvH8LN0f8+Hg8xP7e3e/DlaEp/LJnJO343MWNYX9eit3IWTUrjOT+xPu3WBBke4sXr399G9wOGxprKtF5sB0A0DcWxF/9001MhWchWYDdX6iD12nHJ1NhFiDJhlBcZplMWmu6Bv01mc3AynY9XRcGcGVoCt/5+b9m7C8lR53u8cawH8//5EM8/TfdONMzMq+f0mz3LyAALGxf0v7oujCAh/4o+/32Fi/C6ZJ3h80KXzCGh/4IAPVMbW2onjs30wH1cgjW5QJ/HyvlnvLBsb1taK134eZIAGd6Rkp9OSVHOej4JSltJQPqpZ/1ZCxHKpeSLjPCaO1ozZ95/ddIphQ8Sme7wrMyDr91FbBY0HmwXaz1EqDQEoJTlwcxNBkGAHiddhzftxlne0cRjiVw+O1reHbjGvQ/DIJM6k11Lpz7wXMAgF/2DCMUlyFZgH88+qzm+Z17ZTfO9IzgxxfuQFaADd6qsnBIzIJ8yyX5/kbqSf2P//U2AODFXRuwf1sTbj8MwuWwIRRPIhRP4sT7t/DBX3/F8HP0vZTlUqppJPfjwSj7eWPYj+5+HzY1VKNvNIAT799iDuAoZwjSmtNa8rBLFlTarJAkCwKRpOZvdz4LQpYVNHNyTmtPWWCjZ1rKsybb9ZAxHIonWbkzlbbz/aF0j+1NNZq+6JOX7uHpdR5NPyUAzfdluvdM/b/iTBZYDmTTtZRxHA9G8eqBdjzV6NboDmr1AIBYUkZ7ZzfkdNWCZLGw10kWABYL/mxzA8aDUTR6qtB5aCv7nnI/G430b7nfUz7Y3uLFVHgWoXgSJy/dw4u7NpT6kkqKcmjzWFLWVn20nY+2Hn3n+qqJqCw1us7fyZhtPL5vM7xOO3Z/QS0bG3kcQd9YEH2j5WzrfAAAIABJREFUgRW11qWMyvCZpnyuY/+2JrgdElobqnH65Z0AgP6HQQxNhtE3GsDpq58gmVIgpTORb37zS+y9rx5oh9dpR9fhp/HxeAjPvP5rTVSuu9+HSCKFXRvX4IMfflUYgAUgk36iZ3mmZwTtnf8Nv7v/CA6bFa4KCeu9Vez9nedu4/mffIg3Lqr9qlV2if3tweTMPAZdXyCKjuZa1ltZbvvRKMNK8vnqgfa5A05RsKe1jjmZPCQLUF9dkfE7ErKCUFzGNOdEWtPvS8gKUgA+C0RZdq673wd/JIHufh+Auez+dDTB1r+U0XujjDNdj6tCQsd6DyvZPfzWVQyOhwCofaX0vrO9o/BHEvjpbx6ky/uscDskHN+3Wb3fdM+YLxhjMkbfl+nejX6/mrIcAsWF0b4kfdt1YQBDEzMIxWV0nrvN/s2DKhdSikrMFZdTsFoAh32uZEdWgKGJGfzdlQcIxWVMzcRX1HnI618zlTEWA2TXvrCj2fTZuOUGf6aYNTu5pKyt+mi7PrLvdWYmARHIAotF+xPaaPLN176GZ17/NWQFkJMpSBbgyfrqFbXWZonK5HMd3f0+hOIynvFUYnuLF0ffuc4cx6fX1+LZjWvwXu8oju/bPC/a9uKuDex3z7z+a1Y62d3vw7G9baZqsC438PpJz4L77vd34eSle3OllykFY4EY3A4b1tdW4rNgjBkugJppph5AQDVq9FkmAOwAoL1aziBHjpgSn2p0AwDLaJ3pGcEbF+/CU2VDVYUNLocNnQfb8cGdcfz0Nw/QVFuFg0834b3eUTy9zsP2EQCkoJatJZIp2CUL4rICh82CpKygyVOpITECwNoo6N99Y0F0XRjAuVd2l3SPGGWc+eshQ/Cln/WwzKLXaceb3/zSnJGY7oeWFcDtsGFTvYtlWrrO3wEsFrgcNo2M0XuN7j0TeYXQJQJLgUwVUzWVNhao4MnIqBQ1pagyHo4n4bRbc5a9pxQgqKtaINisFhzftxmAeWwFgYWD7KBsVY7ljnwrQvQtN2ZcjyV1JPXgD30yhFdLRGUpcWRHM4YfhfHsxjV46Wc92L+tiTF2AqpAHd+3GT++cAfRRAqyArgqpBW11vu3NeHmiB++YIz1o5XqOvjSOiPoDbTj+zbjjYt30VjjwJEdzcwYB5C1DPn4vs04eeke6lwVGuVhJgVSahRansdTyhMLbu+nfrx58S7qXBUIRBJQuNdT6SpPEuN2SOz5EXMy6TcAzBFwO6SyK2fNBj0rrX7dX9y1gfU07mmtY/d89J3rkBVgPBjD81sbceLAFrz0sx4A6ho1eqrgqpAQnlV7I+OyArfDhl9879/MG6ti1EZB681+6lDqEs5MziUxtVJvKTnGR3ZuwP3JAdQ6K/BoJo6+sSC+8/MebGpwM+fTIVngtEtYpytvp++iyDU9p76xoMo8nOO6Sr1WAuUHvjz71QNbDIOeFMxocDtYMM4CQAEw8iiCuJy7dxrp1xPskgVPrHHCVWnXnJ/lHiBZ6Xswn/tbDZMgFhLwMKtsL5sjqReW1V7nvBhQOdd76ZInyvBKFjDHijfiAGiylysBlOULTcxknLVWrOug0jqSab2s6w00/tn8+MIAIgkZn0yFMRNPsmBAphERN1/7mubfAloUMq+Rn+m53lsFm9WCZEpBJCHj7648AKCWVK6trkB0Vsa3drXgo08e4/5ECKG4DLdDwqb6anQe2sq+h54Zr986D21dkYYAf4hlOgSNDrrj+zbjtV/1I5lS0HVhAAAQjqkZMgqsHNvbpind9zjthk5kpu/h94f+2syYoSCmVoLGMYZKOBRNxJBM94aF4jKgKHA7JITiMuKyAsgyXA4bez+/Rnx/LhQFTrsEfyTBsra8ocYHec24VkuBlW6cFxv8evK9v3yAm/bjB3fGWTsHD6sVkFPI6kRaANS7KzARUjkgNI6k1Yqm2irs39ak6bl8cdcGjeyW27OnflFfMDav734lQK9jaFRaeFbVZ0d2NM9LlJgRi5GrfEecGNmWRkHcUmPZHMmVeiCVAiRo7U01eK93FF9pq8eFWz4kUwqGJmZw9J3rOP3yThblngrP4v7EDN68eBcDvmlTCdxCwUfwS+lQ6Q1YoxJJI1AmMxJXx4F8FoimS9ckbGpwG/ZU0eetlIzWcmD/tiZc+8MUmynW5Klk8q43lqdjSUZoMpYmg6GoOEFW1N6823+7HwC0h1yFpHEiM2GlPi/+vjJFRo0yYi/u2oCnGt1qJjiaYFm1Pa11muBX56GtOPJ3v4WsAMGIdlQOfZc+M0nggzD6A9qsUVwex/aqc2Cnowkc2bmBBQv5jC0rb70wgLufTSMup/BZIIIX/svvmJH+7vd34UzPCG6O+NHaUI1wPImhiRk4qZ83nbU1Ivl59/u7DPWb2YyWhSCTPUL3R2erUbuBwHzw60kl/m6HhBd2NOO93lHNLFg+QMIjlUcSUoE6FkgPh80KV6WEK0NT6P3Uz8ZsGZGzlJstyhOaAXNn0EohUNRnqnn7CVD5JJIpNWg2HUuWtAItGxYiV3xFVN9YUNOWoH9NpoCtGeV52RzJTL0aK+FQKja2t3ixf1sTi+p/ODiJZEqB064O9+aHnp/7wXN45vVfIxRPaqKAZhG4QsHLDB/BLxWM+oCp/5f6toyMEspktta7MBWexQs7mpmTT59DDk97Uw1jbdRnGgS06O73QU57gjRTbDqWxLlXdjOFe+0PU5AVwGmX0OytYoyiNqsFG9c6MTQZhtsh4c+2fA7nf/8ZbJIFh9+6yjKLfWNBuNMMrZTRWe3I5SwbZYpZ9PnCAKAomrNh/7YmdF0YQJOnEsFoEq8e2MJ+T6Xk5PzQ8830vfoDuhwce76nbPjxvTmm57iaUXwUnsV3ft6DVw+049wru3H4ravoGwvi0cwsZEWVZTLM6JywzcRZxpLCJU/UudL/VP/dWOPApspqRopCZ83Rd67j+L7NGkff7GsIqIRZJy+p60fBi2y95SSnv73/CMmUIlgi80SmigA6DynLTYEKyQIc+tLn8es7f2ROn8WSsRpdA6OXbGmqYURVCTmVZnlV+yT1dmY5BJJ4vHqgHScv3WNEM+R0AFgR54++588fScAKwC5ZIVktiCRkeJ12tKx1MdJIM+qehcgVnWGtDdUZx4Dpg6f67zCjPC+bI2l0eLNym2gCNVV2YSAXgJOX7jGn0OWwoWWtahD0jQbmkRipPXkD8DgrUFftMJXAFQozRl94GJX70fX+6NxtnO0dxZEdzSxLYhRRpLI2iqz2fPIY8WQKv+wZ0WQLBOaDMjlQFEyFZxHxR1mpFW/IACr7n5SOfEoWYONaJ7773JPo7vexvmNZUSPgk6FZTbmkLxBFaDKZn+UjgGN721hWTW8I8KNQALCeR5485sVdG3Bj2M9KnLr7fey50s9M38v/LFXwciG9u9PRBNwOG/yRBM72jmL4UXjeyJQ3Lt5lDmZrQzWis0kEo0l8a9cGnLo8CF9QLYe1WoA6VwU+fazO2yMikwu3fPj2l58AAKaPui4MMLKizoPtzBElh8yoJ9ysQWGSFxqVkqu3nAIVX2mrx4eDk4ywRUCLbM9bX6kwHUviweQMXvz7jzCbLlt9ep0Hnz6KMCcSUMlzMsFmBZK6jKXbISEcl9WxWYqCdbWVGJoMwy5ZEEmkmN7QE5KUQyCJBxHNHH77GvpGA3BIVlgBdt/ljBvDfpz4599jfDqOVw9s0ZwTcTmF1jUujE/HUFet8knQWWFGLEiucvTzA7kdRTPK85KO/8iFY3tVGltYLIJ2vADcGPajzlXBCD+oLK/zYDta611Iygo+TkfniFmx0VOFMX8U93W02uUGkhneMDQT/TFPy31sb5uG0CKlqI7+Gxfvama/6QeJs32Rjr0m0icoPxJAwBjbW7yMrORxepaqq0Ji5UCyzloJx5No9lbBYbNiaDKMs72jePf7u9jIBaddHdvSsd6jKaF885tfwp7WOs2cMgFjkNF5fN/mjKMw9Lr/2F51XEDHeg/L7HddGNCwfVMJHc+Wq4eeJr9UIy4K/V7KpDZ6KuF12hHm+qcBtQTb7ZDQWONA32gAQ5NhjAdjGAvEYJMs+OiTx7gyNMUGuUtWC4Ymw0jIWvn3Ou048f4tpo/4Ye+30rNAkymFsWDqx60s9P6KBRobcHzfZuzf1sQqRQj68+Ps9RH4Iwn8+s44Wta6GBNxuWG5z0X98870/CmzPhaIIS6noECV3bu+aRYoyoR6dwXcDgkN7gpU2SV4nWqeg9gentngxf/1H/6E6eHvPvckvE47XvryExo9o7cZygn0HN+8eBe/T69XXE4hBXXvlvv5c+qyOmM7FE/ijYsD7JxorXfB7bABFgtCcZV0rbvft6JGntDe7GiuhavSnlF/8mcY7bOu83c0+9tsdnDRyHYAMGO76/ydnE2mAnPoujCAockw1nur4Ev31oVjCXSdv4MHU2HIylxvQNf5O+gbC8KR9jr54dflCH1zsZkzlNtbvDj98k50XRhAOJbAw0AUkUSKlY8Racvth0FWtsEPq/94PMRKWvS9rWbNAJQKfP8j35jvddpxZOeGeX0XhBTAsjYA5kUI2z5XbVhCbcYooFlhtEdzsfBtb/Hi3Cu7caZnhGXEaOYiPRuexChflKoMqNDvpddNRxMYiiRQV+2A12mHTbJgMjSLdd4qPFnnwv5tTYywq7LCimjCAn8kgaQcQmtDNT6dUgOHegeSMDkzi0fpgAs5kOSYp6AyaNL8trPXRxCelQ3P6nwyv6XQWfz4JCqb44nR9LI5FVbXIpJImbqMLhvy7dNfDPgeXgp+TseS8AVjrA2AZ03t/fQxy4IrgEoOlQVWAOs8VegbCyKaSGmIeb5Q70JTbdW83mgqox3wTWvuuZx1Ncnn1aGpeSW91Y5lHbKwrOD1vy8QxcNADHIKbC821VZhaDIM2R+B0y5hTXWFKltvX1sRfaHAXLCwY70H4XgSboctK/s/MMcNMvjHGUQS8ry2HWCOsKiU9mHRyXaMeliKhVIv9oKRNqQoE+l2SBifjiMUDwPQzlDSzpxU4JCsmoblbGtg1vXhS6KnZuKQLCrxUCmRaa3IINa/5tTlQYTiMmxW1fBrWaMOcZ+OJhi7Yk2lLSPzaK7RCysdeuZaMpyoHNgC4AsN1XjzG19kBoYeFqiHsX7OIbAwJ0XAGEZOVL4BICrht1kt7Jnws+gKNRBLZVQW+r30+jM9Ixh+fA8A4I8k0LHegy2NNUxPAGqwo28siNiszNYqFJcRnQrPKwc0Av+Sw29fQziehF2yICErSCkK/JEEYzEG1PPlgzvjWZmpzUgKQfLHzxzVy2YwrSesAL5Y4uD2Qs9fvk9/ua7faC5kTeXcLFO9A972OTfCszLGg1GVcTgNr9OOSFyex9T643/7NABg+PE9DZngvBmrHMzYK7ZYkONAFQM8Rv1RnHj/VlkxuWrIZdKy8sEPv8rKj21WC9qbavDRg0eMhwAAZrlg74s//Qhn/vzZsrd1WLAwlsTQpGq7v3FxAGd7RzM6y9tbvKipss+VhKd9AaMe5VLq2iUpbb0x7Mfht67i8NvXWKqVygtIiet/X4rNb9ZynFzQlzM0eqoQiifhdkjoaK7F61/fhu5+H24M+9F5sB17WutQ73YAUEucKNIKqNnNK0NTjIafh1nXh2QmPCtjLKAOhn+vd7Sk15TPWunLXve01uH1r29jpTnvfn8XOg9tVctaFSXr5/H7xqzPablAEXe6Z95wotJVBXMsd3yQgZ//+O/3PIlnNtRiLBBDk6cS517ZPY+QpdwPKzPAaC3z0ftUwu922PD617exfdPRXMsyISsVN4b9OPz2NbxxUS3ndVVIhnqCItjN3irIKQWtDdV4/evb4HXaGQGb0y5hvbcqTUCiwm61wGGzsv1glyx46I+yMlm7VX0tnwmSLOp/yZSC01c/madzjMrz9aQQxTjrM5V5kRwSYdB3fq6WS/OO2qsHtsDrtOMv9jyJmsrSZnzy1ev6+6US3uP7Ni+r/tI/T74cnc9MH33nOvrGgmjyVOIX39ulkcOWtS7senKN5nPp79Re8N/vTrBzkub1Znu+K0lnk+OQCXTGlQtIpu9PhNDRXKshJKTxW+/1jqpl/TUOOO1WWC1aPRRPplaUrfPsxjVwOyQ47eooJ94+14N651sbqlUW7lkZh9++BgAa2S91OfeSOJKUZewbDTAHRa/EaaFKuflLvdgLxfYWL9bXVrJ/k5Hx6oF21FTacLZ3FFeGpnD0nesAVAGrc1WkX60aG9OxJM70jOD+RCj96/mlJvz6mKkGm2TGxZV2vLCjuYRXhIINXLoHmnGld2DIUMzVYM07peUmxwsBX7bldtgwHU2gvamGld9JnAYLxWWceP8WTl/9BICaSek6/DT2tNbh/f/wJ3h+a6NmNMSZnhE88/qvcaZnxFTyvhKRj96n/plnNtSyUkTKhPSNBVl/caZekXJ+hqcuD6JvNIBQXGa9UEZ6orvfh76xIEb9atn81EwcL+7aoO4FC7DGVYEfHWzHk3Uu/OjgVrgdatlqIqUgnkwxhuOErLAot5qNnCtDdNqtcDskdB1+Gl2Hn4bXacfR5zZm7Xc1er7FOuuNHDC9k+t12jVGG/39qUY3br72NXz04BHrRSoV8tXr+vvN1Me61NA/T6q+OfeD5zQ9ybyuBoAfHdzKAhj3J0LYv62Jla27HRIiiRTeuHiX2SaheFLTH0f3e/Sd62W5twvFsb1tsEvaOeB2qwVuhw3f2tVSVjqO33s1lTbmD7zXO8oyzi/saIbbIWHksarTUspcXyyh1BVoiwUfDH+vdzSdpVcYJ0OmPU++VZOnEk2eSgxNzBg6nqUOqixJCE5lR/SzocmEfIduFgtlXTv/P/0PjO3qyM4NGnayjvUeeJ12DUNi56Gt+PbpjxBJpHB/cgYpBRh+FNYYKnroaZlL3YuoL2ekwdqRhIyPPnlckmsiGJX6ZEOusiV+PMLht65mnRlVznKsR6bB6ATeMJlNptA3FsTd8RBjtaU+HMJQmlzKZrXg6HMbcfb6CCv31pfVk4P62q/6sW2dh5XerJS1LTdkKlUzYkYG1OfEjwSh/Uh/Kycc29sGXzCG8WCUtSk8/5/+BSP+KCSLaow/1ehmzK6heJK1NNwY9uP01U8gK8BYIIYfnbuNlALcHPGj0VMFT0JmvfVG4PspHTYr/vHos6wNouv8HbSsdeH5rY04kR7JQuBHs5QSuUqpj+1tQ8saJ+qq1YHnvBzReBptS0hpkEuvZ+ozpnLI5Zq5pz+Hs51j1Dt5fyLEgj8AmOyF4jLO9o6yPnQa11LnqsDQZBiSBXiyXmtY88ye5djDWii2t3hRabMiIc+VBG9d58G5V3abwi4rBMQbQTLz8XgItx8G8cKOZnz04BHCs3KanV7WvE+vqt7rHZ2nf8oJfBUVTVWge27yqEkiftQbP7+a95/MMEvdCEviSG5v8eIX39s1r8eIaMU7mmtzKrdcBuVqx/YWL2tIJvIAvgfkH64+QDyRgi8YY4eJZFVJo1OKGmWeiSVhtcxl8176WU/G9TZD/wFvDFDfAJEIZRsBUCwUskasz5Mj1zHqUeVJE1bDoUnrQmM6pmNJdB5sn2vMD8bSQ9krmZM4m24Em02mWGCBh9UCvPfvv8wcR/oe/nlRGeV0NKGW0SjKqsnymhWZDGn9eAH+J0+WlGs/mqkH3Mg4dzlsCMVldPf70N3vY300ANg4CyJrqKmyM939D9c+0ZSCpTijPTQxo5aAp8+AWHLuPKAgjCX9XwpAkutd0+8f/tnoR7OYbfaiPvjA1i1dvso7J0ffuY4XdjRjcHwadz+bxvM/+RBvfuOLJZcRPTL1QVE5ZL5BzcV8L4CsjgwFWIkPYP+2JjzV6GZrDUCTbCByJJ5ky+Ww4dTlQc08Zt4ZWek40zOC2WQq3dMvITIr44m1Thx+62pG8qvlRr66kxwgPhCeiSCppspu2AuqhwUou7E82WaZfjweQmRWtVkki2q/6wNfvB3I88mc+8FzpjrHCEvWFKBn19ze4s1rZoq+GZdXOCvdiM4XfHSCylTJWaQZbGR0DE3M4MQ//x4PA1EkZJVsp77Ggc/8UUay8F7vKAZ80ywiy683L6SlXn/eUX7joloyLVmtgCxnHQFQLBSSGeQjSpkO4rnsm4RNDe5VcWjSPfJzGvXOJQAgGEWztwqByCwkyYJAJIm4nILTaiAHaXWzf1sTej/1A1Cwf1vTvIz70GSYGeVmUsqrAQs9DPV7jgh56DDO9nnFICTI976MjPOO9R5NMMMXiOLTxxHIsoIXdjTj+a2NAMA+m58zZwSnXUJboxtHdjTjH659gvFgFH/xp08yRuhj/3QTY/4o6twVqK20MwZwun7qzaEsHn9/07GkpoRxOTJh+YInY+P3MtkjlMGbjiU1Wcjj+zbjtV/1wx9J4Jc9w8yxHpqYMWUQL1ugZDkDv0afne17eCedggzEZg5F0VRD8fJEpY7EF/Db+4+QTCnoPHcbT6/zaJhheZjRsF4MTl66x1huKWtF5EMASkJUmS/ZX67gk75Ckdh9VWpIFVaLdsboFxqqTReoygX9WcNPrPj9WJDdq6yohDuNnirWQ0pOpBVApV1i+ov8gPvp8Sn02WbAgh1JPoNI5WPheBJDEzOMojYfJkRacDpE+QzZcqHcFA+/OSkD852f9+AX31MFdP+2Jtwc8aOyQkJsNoWHgRg7FL1OG56sczHGVwAao4TWm5qgeXatUgqpfrxDKC7DCjCCCTPNU8pHnvSsjEblYPyBXQ5yuRTgS3r1uuLBlKowLVAP1E0NDvznf/cMjvzdb9lr+PIfu1U9gGRFZXWtq3awbKU+a0JleVQmLlBc5HLqcu0pfcArn5IvKrtbTsdHf1+Z7kNvnE/Hkpqs6qnLg3jzm19inzfgm8aJA1s041QGx6ezXkvb56oZgzTp0Pd6R3Hzta8BAKrsahAmHJMxGZpFx3oPYLFgOprAifdvYWhiBh3Ntewz+Puj85oqRUrpePFryK+90bMgI+3U5UFWjeC0W8GTiFqAkpfrGsEocKkvdy3G9+Z6zvpyRrpGvlVDn0DgR/0c2bkBNVU+tDfV4PRVNdueTcZKzVi51KDSx8oKCY9nZiErwJ9sWlvSssZs7QX61/HXqWeu7xsLqv3XFwbQebAd69JVdnXVFYglZHicFXg8M6upMhp5HClpoCobMul3o7J/3o4H1GykrMxVjnQ017J+ZyIiiiTUUvAXd23QvH85GZoXggU7kiRMFDUCwBr7s2Ug9dAfqMvl4OkFejFGTLGh6UHFXKSKFGt3v08tJZGsCMWTaK134WEgCjkF1FU7sIYR76jQGyX6fkszlPjRM7r2hynIytymi8sqwYQZngsh34PMqBxML2sr4SBcCIyMlcNvXcWYP4oqKsNLZyv5Xi++RTKRIh2kjlghan+nXZonzzxBhXAki49cGZRce0r/93wyMoX2NS8ERudZpnJE/t/8dZFx3fvpY6zzOjXkUDRn9r3eUU1/ME+dTyVxR3bO6Rd6zws7mllLAzFArqutZHP66HozneX6YJdRAKjY4KP9tFY3hv3wBaKaWW0fj4cQT8hwpqP8//vljwGoREQJzpNUMD/wtJQwKv9bKIzsMDOcIbn4FvQBCV72aqp87HXPb21kmcxMMmaGNpylxFONbmyqr8bgH2fYWXdlaAr/67992hRnFV8pxvf1AWkCph88hzM9IyyYOzQxk54dGWVBYSKMcVWqDLW1zgq4KiTcnwwjkpCZIwWorK1d5+8YzncuNeaqp/zY1OBm+5nsi7PXR1hijOxwp92KeDIFm2SFzM1rCscSbBwZVeGF4jIGx9VyewCsQsRsszUX7Ejy5QvUIP3d3Rs12cR8DGw+I/Gdn/cgFJdxcySAX3zv3yzpQulT8/zPbK81i1KmHlQ+A0wbmQ5Kfb8jKfBPpuZ6bayA4aBXs2XDePkC1IbkP07HkEgBX2mrL/HVaZHvQaZntCMjzEyyVmrwRtaRnRsAyyjCsQRclXamZAFV1v/2/B3EkynYJQsaayrxWUCdWdax3oPhxxEmO+u8VfNkeqUZH+WGXEGTXM9H/3fD1ooFfO5iwd8XX8rFG13A/IApny0Np/tnIokUhiZm1PFAAOsh42c8AmpwbUuTG+F4EuPTcTTWOFgvPbEkAsDN177GzoTbD4OMeI2f00fXEY4lsEm35/T3Z/TvUkFPpHX47Wus3YOcwpOX7jHnu7vfh6nQLACVbIhK6yxQM7XLmeHLVf5XSBB7/7YmXPvDFJIpBW7H/ICZGWBUCWBkbxhlcYgZNhvMIoNLBX3mivDjC3dw8tI9HN+32TAIvdzXxNsp2apAbgz7ma6KJ1QdM/I4qpkd6rRLmI4lcWRHM2oqbZpKOJvVgoNfbMJ/u+1jJb6lJMHKBt5O7RsN4Og713H65Z3zqiTmEkFgOqipugLj03GscVVgIhQHLBYNT8yrB9pZ4oEnEaTRWGbCgh1JKl+gUpEmTyVrnCYUcmifujzIFjoUTy55xJiPopChmuu1ua67mBuZd7ipD8TICXmq0c2uia6/vakG7/7uUwAWrPNWMaHMtMZmyMiSfPHPaiwQAwB8ODhZkmvKhHwPMr5Pkkp1hEOjBX+IDj8Ko2WtS+1lbK7VyPWpy4OQ0nJRabNiY50Lo2mGy3A8iRd2NOOnv3kAWVHH5ehleqUZHysNuZ6P0d8LCVwuJzRle2nnhhy6myMByOmSpZsjftaeAKjy7o8k0LHeg9aGanw6FUYypeDB5AxOvH9LQ6hDcNolrPNWAQBzCPVZQt6I589BI5I1ytr2jQZK0ou1UMzTo+lMKpFZAGrJ4N/+3/2YlRXc05UFK9zPSEJe1oykvvyPR6HVUt39Ppa12tTgNt3zousFgL6xIDO0jfahqBJRQcEBWVFXQ+rMAAAgAElEQVQD/2vdFYjNpiCnFPgjCZy8dI+VOhYrCJ2tT9ZIhpMpJT3yRa0OctjUs9ouWbD18x4AQN9oAPcnQtjUoPZxQ1FY/9+5vs/Y53md8wNaZkLLGidcjln4AlFWNk97PDwra6pFeFgsatY1OptEa0M1xoMxDE3MMMeU2G1/2TMMj7MCvkAUyZSCNy4OmI6QdFFkO7yxT3MK+RsslIyEFp5v7l8MjMoGX/pZT8ZoIH9f+Vx3KbJJ+syqnvY7E/EAUSffGPazMSL6+u18mdmKhe0tXg2ZRjiWwPh03DQMXtkcbqO/GfUD6jMYpXbgSw2S6fuTM/BHEmhZo6CjuRb3J0IIxWVMx5LM4G6td2EqPIvj+zbjqUY3ej55jHgyhaHJMB5MqU6k1QLc9U3j26d7WN9FPpkrgeXDUst5prEIpQLp0taGaniddmPmSmjbE7ouDLBqBdJ5FPCjABpB5eJW0fa56nmMndnKZimbACCjsV6OwS29HgXmyn27+314qtGN7n4fKmwS4nISE+lspBWAXbKixmlDOCbDVanyDCxHRpKX+0xleoVWS/FOaTGN7XzPPr6ElUaUdV0YYMzldE984NuoZHI1gQ8OpABMhmbhdkj42tbP4cItH2PdL+Y+NbKJM9nJfACrbzQAm9UCT5UdE6FZPLHWhXOv7NZUIPaNBjD8KKyO4QHwjf9jjgPBaZdwfN9m08oBBb6JGZt6F/mAeGtDNTaly3Z5h3JiOg6b1aK2pc3EEYon2XgQykTSzEmblMSf/+mTeK93FHXVDlPY5zwW5UiyaJPFwoQhF+NqJgVEtdX5fF++CsbI0SNimkZP1aI3YLE2Mn/f+pIQvRFB9zf4xxlEEjJzKHkqbZVmPoyz10eYMcGXlTzV6C7KfeUDfk7cBz/8aqkvRwMj+dKTCPB/I2RSwOXWu7sY5NIDN4b9rDcGAKOTD8eTbB7Td597khmJ21u8mtEFsgLWZxGXFUCWNUrebIp4JUP/rLPtm4XIttmeJ195MGTAXHlrNIAU1GyZPoPW6KnEqcvq6IPeTx8jmkixbBm1kDz0RxBJpOB2SBrSsXzLgPOdaVsu0I8Oo0yw2yGxnsmu83fQNxZEfXUFIrPA2uoKfL7Wydo7qEwvnpQhK9CcjUuFpciYG5V0l2IkQLZ7ydZGRCRH+qA1PxaL3k/suuV+1hWKY3vbGJspIRSX8eHgJJIpBQM+NZte6n2a7QzXk1s9mlEDN64KifV61zorEIqrfdr8jND1tZUseLbc1QGLBR/8OHt9BOFZGSfev4VoQp4L+KV1u8ep9oNWVlgxGZplpb5uh+os80m4pxrdbFJDUlbYyJSbr31Ns+5L2W+9GCzKkdQ3TOfDuKpXQEbCmElACzUYjBw9IqZ5xlO56EUv1kY2qk+/Meyf1x/50s964AvGWImw2yExh5JKJU5euoeWtS4AwP3JMMtkUlnJyUv3cPrlnaZRULQJw7GE6aKURvJllI0A8jOUC41GlzNY5pwzIOj3/Br1jQXZWvojCTz0RzWKl/+M3V+ow5WhKdbvVGm3IhyXWe8TRTbLMeNSzshGjJNP4CXTYWm2TCQhE0Mz9XuRIcVH2ikLSUb27YdBRBIpSBZgTbVa2vbqgS3qfMn0bEjeyC6kDHil6BE9HT5lfFvrXSzSP/xI7ZOkvtNwXHUUNzfWaO6d73UCAFgsS+6cGfUAFoqFBiGXGtl0qD7YrSdR49eVBtSH40kWMA7HErBaVOfir/7pJmbSrQo0tsYs5/9yYK4UWNt65XbYcHzfZpy9PqKpQFvK7yx0bbM5/PSZfHbN67Sj89BW5lz6IwnN2A/aFwe/+Hn8/ZUHkCQLnljrMo1eNwIv3939vnm9rV6nHa5KOzvbVEiMPBJQS9Jf3LWBOY+wWHBkRzPjeeBHlOm/M58Ky2JgUY6kUcN0rsiBUYRKX4qZSSnqDZBsnri+T4SGuQIoyUDXxSATlTC/RhRRJbY9t8OGTQ3VTIDXuFR65bpqB57duAb9D4MIxZPoOn+HDbfmBzTrIyTFBJ+F7Dy0lRkLRJ5gFuPH6FDPlI1Yjmh0OYNfJzqMWta62HOvqbQhzJWB1FU7MB1NaMZ5qNn3AAbHpzXRWzqYZuKy5nf0LEodyV1NMJodZsTomI0tOhM5idkdokw9X2Q0nLo8yKo/+LOKnGMirEjKCm7/7T4AmFctYhRcy2UYrhQ9wsuF026FTbJAsgCxZArJlAKb1cLOM5dDNXXkVMqQ/OjEP/8e8UQK671VqKt2oPNg+4LlS7/++tmby5FhKfYzzaZDs/3NqDpBbWFQ2Yn1uvyzQBSyAjYGBMjvWRTadmIWkMw57Va4HTZ8a9cGjQNNwVO+13SpvhMoTM754Atfykwj2ygoc/rlnayd6uPxEI7v24z/+F9vA5g7qwE1yfFUoxvv9Y4iBSCV9rTM9oyMQCzRTrsEV6WEcEzGmuoK1FU7WP9neFbGeDCGUDyJ9bWV+CwQg91mVf8OrT6jVh5yvrMlH0o5FoawKEdyIdArGbp5XzCGvrEgpqMJVq6jX5h8PHGjCDcATaRgvbfKUJHoS2QyERIUWxEZGST6g0OfYqeoBgnkOq+T9cpMzcQZyxtft82TJ/GKINs8tGVBOgt5fyIEAKipsiMUT8LtkJY8GrfUMOqDBJbmoF9JDpBR+UvLGoXNpjOaVQfMkYtMRxM42ztq2MTOw2m3Yp3XCVeFORkNVzrocMxE3MLrre5+Hz4eD83TM5kOS7M7RNmuL1tPOr/HKXNJMHLC6X1Gn70YDgCz49jeubFYklUtFwOAQGSWVUjROUZl73FZQU2ljSM/8gOwMD0SD0RRV+3Ax+OheQGQfKEv7ST9xldu8QGAQs7WXOWEZkem6gR6VrwTKVmAQ1/6PD4cnNRkJIH5tloh1WtmDkDxMu12WPD81kbGb3GmZwQ3R/xwSFa113SJRmIsVI8SR4q+H5ZG0VAryfYWL6bCswjFk6zizZke6eWQrIjLauUFBX2+0lbPyHZoRJEZwVeWdPf7WKJDsqoluZiJY8wfxeB4CG2Nbnx390b8w9UHmH2cwmfBGFJQR5ucvHQPgBpUpznxjZ4qbKqQcrLV5tMSWAwsSWkrsPANSQrw8NvX1F9YLHkpxUzGhb7cls983HoYREoBfIEoxvzRedfNp+qJNcmo5zOf8tylhNFG16+RPsV+ZWgKNZU2RiF8ZEczi2aTs0lOpM1qQXtTDStF6O73sZ5KyoIWU/ny5Q+8M0bBgVKm8IH8o51mpMk3G/SHkZFhdWPYryHLAeZKXvkSET0cNiskqwXf3b1Rw2ac7x41c+Ta7NCXnWYi0OBJ0HjdC8zpmUyHpdn3lP76eHnKpyddz4KuRyYDsFDDsFzl/ONxNdDY2lDNjLTx6ThePbCFrRvfa9QIaIj8eEp+p92KaCIFWVHZJG+PBSArQGu9q+C14Z9t1/k7aRIliWUW9AGAQs5WMztB+UBfXcXbf/5IggUKx4PqKKfH4VncfO1rAIxJfHhbjTJ0RlUQPMwcgNre4sWmBjf6RgMIxWVWMXZsbxtOXrrH5BXQtiYt9jsXI0vTUZVA6ciOZvY89KX3xKJulyz4zs//FZFECl6nXTPf9r3eUfgjCcbKbwUgp1SHzYw9khSkIud4OprAVHgWnwVU3yKWDopEEiqhUP/DoIZ5W7IADpsEfySBH18YYPZNg7uCVVCYwd7NB9bFvPnY3rYlG17febAde1rrGPPYjWE/Dr91Fc/9b/8vnv6bSzjTM6J5PRkX517ZrdlI+7c1weu048jODYzBjl7748NPw+u048//9EnNdfP9hnta63B832bsaa3DCzuaNX1ume6768IArgxNqeQgywDa6PkqjGN729Cx3oPpWBJn05uzu9/H+sO6+32AZS4Km0wpeK93FFeGplh07z3ufUb3vJwg54K+j+6fZKTUBwAdYmovQ/5/EzCGXr6N/t32uWoAqlK+n2azdFVIOPSlzwNQDT6CFapxmZRTCMVlvParfrZHv326B0//Tfc8fWIE8SwXDlq77n51uDgFt/i1JL1LYyl43VvqPb4c4OWJqkz+4donOPrOdezf1mQYlKL1MUKmcyHT7zN9XrnKOQ3sHg9G8eKuDXjzm1/CpnoXzvaOsnvc3qIS0g1NzKDJU8lKVgFgU72qU9wOCf949FlUO+bi6hScehiIFbQ2N4b9GgOT2mn40Rz6s7SQs7WY5/BygA1q7x3VymK6CmmdtwpNnkq8emDurCe5JR1OASqv046vtNWzEmZ6RvpSeL28F2pPFRudB9vRsd6DjuZahGdl1bY8f4extRJoTF4pQWvdNxpAd7+P2W36stsB3zRkBZgIzWrYScnOJCJI3u6uTGfnKGNnFpA80nW+sKMZpy4PovPQVoTjSaQ4xl23Q0JrQzXcDhuSKQVOuxUOyQqnXULX4aeZXRNLzgUIJkKz6BsNIBxLzNvrvA7PdT4UE4se/5HNUy4k0qn/LGJZI7z2q37GzpgNmfpSbgz7maDrP8Moyvfirg146Wc9ms+iVLZ+Q1MvVzhHmV2xQIfnlaEptNa74HZI8AVj7HnwvZQEKh3Zv60J3z79ESs78AVjOPz2NXQebC/a/DWjJn26r+W8hnzlNVtE08zRznJG56GtjC48BZWR9cjODeyQobISAPiLPU9iwDfNxickUwpujQZgAVjUj2ZxZUKuqPZqxkKIo4z2hRGJGJC7z75coW8/4MfaGMnjYtgrjZ5RPtwD5YRGTxVCEzNo9KhzNHmbgY/i8/fHr8GRnRtwf3IAlRUSvvPzf8WfbWnAhVs+NgNPdSaVgnQAjXEBwEpqO5prNaM5KKCb7azLBLNn4XPh2N42TMeSGBwPqazysSTOvbJ7HtkUMCejRn3U1FtJTKZuh23erFSjzyoH8BUYz//kQwAqWRSxtQJgo6+WY0xNIdBXBvLyqZ82QEy0TrvEqpD4vUKZPfo9P97LLOBbcaajam/vL3tGWFKGyIW+0laPDwcn2WiyE//8e8gB1cOMyzJa17jwxsUBeJwVbEyRQ1JZ5tdWOzARisNVac/Zsmck37nO5+WoQFlURhLIHjVdVKRTVxucTCl5fU6miF22a8n0Hop6tTfV4KWf9eCNi3fhjyRw+uonms9yVUian2YA3ZOr0o5QXMbQxAwTHq9T/Z2de/rUf8D3KSRTKQxNzLD0+nIj2zMqRvQlH3nNlzrfrNHOcsX2Fi9+8b1d6GiuhdshIZlS0N3vmxfUAYBf9gzjwVQYbocNhzvUjGUKc439VqgKn6oeDr99bV6EjyKtNZW2Vf8s9XvPqAKDXnOmZwQv/awHAAyzzADmZSHLzYFZKGgNiN2PWg8oOq8H6Wo+25IvjHTZsb1t6GiuZQa3/rrKTc7f/MYXsae1Dm9+44vqL9I2g9M+10sPaO+PlzlicJ9MZ0nO9X2Gg19Uz/xDX/o8bFYLIolUYTpA0ZauUSlipuD10Xeusz1jhszCcmN7ixc1lba5NgVljlDl3e/vQuehrfN0Aj2zzkNb5z1HymJtqnehbyyIU5cHs35WOUCjb0meFAXH9rbBZlVlfGgyrKkYKxUyVQYCKoHVlaEpHPs//z+cujyIdV4nAKAtnRDi7weAppVpT2sd3vzml3Dzta+ZKrBITq7NakF4VkbfWJBlWKlf9/TLO/E4PKtm3q+P4Og71zE0GUYkISOSUAl0xqfjCMXldIudGqw68xdfxtm//BN83lOJ1gY1U0k6gQXAFIXJ9EJ8nXz+vhAsOCOZD237YiKdnQfbNVS4ucaK8Ne0f1vTvEbsbNTbmaJ8lN2k9HtrvQu2sAUv7GjGRw8escOKomlmUlg8mQmtIzk/PKkOAEZiQ9FUC9QzefcX6rLO3FzqyIaRvOQjZ0sFipaSoWV0T5mi+vzcw2wsWwILx/YWLxtmzLPDAWqG8uAXm3Dhlmoc0nwq6reQLIDVakFCVlBplzDyKMxYMQEwpUoZIDLszbSnS4V5Ms8ZN/rXZOorz/RZ5ZQpWCrwem57izejoaTvHy4ERucdGfH83OFyhv7cprJVOiv4/jKjgAZPbEIgko/zv/8MsqKejfmsPemkIzs3AFDJ7sLxpFoVocxv4j62d47xUk9st9JB5yydlbmQqzrpxV0b5s3WM+IpAMqjH5jXka5Ku+bnxrVOPJgKQ1bAyGzMivHpOABgLBDDWCA2j7dke4sXr399G6vy49lpzboP+H0LRSWsbPRU4c1vfHEeydZ0NIG7vhCbFwmo0xROv7wTH4+H8MbFAcgpNdhUU6m6YmSXe512lvzRj8zi5dZonXL5XctRgbJgRzITqQ2PbGQD+aRcyUHL9Bq6Dnq93pihhzodTbCZLK/9qh9AfuVTfCmSnhmMyi3oQZtV8DOto6tCQjCSwDpvFeJJtRm43l3BIuCKMkdG0Kgohmu+1I3/RgokHzlbKuRjaGXahKcuDzJHdyUYaWYGT9DCN/afujzI2IgbPVVwOWyaIBSVvkUSMqOTlyzA0+vnStdId1BvH1AexsdyQi/zfODMiFQnW9CvXMsolxLFKGXM1OKxktefD56eujzImOB9wRiaPJXz9i9VOZy6PIj2phr89DcPWG8k/fQ4KwwJwPTgz0IqS9TbKvprJZ2Vz/xtwkrQRRQQNILeGNcHZ/Nhrc3EZqz/fLOe0fo9yttbQ5NhzVxBM8hApmfy6oEtLFibaYyFEaGYGWQ8m5zRvp2OJRGaDLOZ9PrnNvw4onEi9QREz2zwavY+ZTt5EiI9KVU+yPXa5XDUF+xIZhL2bA8+1ybWKxHyzjWDgjFXF8z//7vf38WisDx9sJROr9H7kyklZ38UYXuLl2U9KENBpDw0M4Z6D82woTNBv+6nLg9iLBADAMzE1QwcADyemcXZv/wTNvOn1mlHKB7Fw0AMQ5NhNt+Pf0b8z+VApkhMMb4PmK9QMm1CPsqqj4qaWTbKGXrZoGcQjifhqpDYfFna6zSTFBYLnt24hjX48xHt4/s242zvqCYrXQ7GRzGRy2jLplvNHG1eScikmzOt/0rSV6QLvvNztcR6PBhl/dLZMlsfffJYNzgcCEbUkSK5dIA609avsQeMeiEBY2Zv2jOFOKwrcR/xcmsUnKX7J1vEaJ2y2SXlEEjR71GjXl9yqg+/dZXNUgfys8MXg0J6r/l5udmuyWi2aCllnO+D1F8DX+FH8yH5MnpAZZOmKgOHpFZBrfNW4T//u2fmrRnf/07+C9kgREpVaGlvtmTbcmHBjiQf/cu06HoUknIl79ztkFBX7UDLWte8unkCUcvTwF8qZwNUet0jO5pRU2ljIy2oPyqfBSaBeO1X/di2zoO+0YCmHIZPP5sV+nU/trcNvkAU49NxHN+3Gf/6ySPV8bYAJ96/xRhdZ5My3A4bPE47Iv4owjE1nU/kA8UwCotteOq/L1+lxkdZbwz7GTFMpmi4wOKhf1aUUdYbH/xe58dIPL+1EacuD7LDjhR7y1q13+bE+7cwHozC46zQEG4UanSXu5GebQ9kaxkQWF5kkysjvZnp9ZnO8FKQNiwVTl0eZAO9aaRVLueh82A7Xvzp7xBPqlUN0UQK39rVAiB3gJH6LUM6e8Bo72TbT7nOm0w2lJmfRSHg5Zacc761hn5mI9LJZjOUQyArWzaMKmtgsWAqPacQUImmqOoOWD4HzEg+s9n1udbbSPcU29k3cmQpM2hYeZYm9KqptDFSy6PvXEddtQNDEzPo/dSPSEK1nTc1VKNvNICNdS5NRp3OTeoLpd551vdq0D6Srz7m28BoBvd0NLGs8yYXxdoKIOui61FIypUpjPSieJ129ho+ykclbnz5I7HiDf5xBpGEjLPXR9gi0nBXfm7Z6Zd3snvRe/HH921G57nbSKYU3P0syByrUDwKp92KtsYaU0e3AGOD+4MfflUjeIA6s4cit4A6vDkuJyGnVOY5QJ1r07HesyIOrXywkIO768IACzRQNDxbBFVg6aDPDAOZjTN9BQQp9pY1akM7BYxC8Sie5A6CfANnRt9jdiOGoGfcA4yN6EwllAJLg2x6plC5yrYPjM7wQiqIzCbX+uxNvrJZIVkRT8qIzMqQFZWETv8MzvSMsJI9sh+O7VV7osKzKhPpmxfv4pc9w/OCUED24EsuIzqTDWXmZ7FQkHNOpYPA/PJls9teC0GuQAM5MlKap4avuqM9vFyBBSP55J+J0azgTODPUl73FNvZ1693tio42uf8/HqyGwJpmyCRSo/8qXexvm29LUKMry7HLG6OBPDmxbuMJZ5n9ebZnvPVx3wbGBHihWflgp5NoVi0I7lcpYckTGd6RtCfflBH37n+/7P37rFRXXn+4KfedpWrygU2sQO2A7TNM2lHmHZmydCjHScgFNSM0gtSsp1O0ox+u5uRLM0ILRm1M5o4+yMS0khI3TPT0ySdZDbsBnU09IIQdDPaCU0ebszi8DDEDhA/SDm2oVzvKlfduvvHrXN87q1b73I9z0eKTOx63Hvu93zP9/n54vhPt9NeJ08wgoG9W+BcCMJq0mP/9qVU+v7t7XjrzE0AoLOclNfNRgSAxJJZckisa27A+KxP5lh1rmqAxaSn5XOVCCJ4ZkNq8l7CXEcceE8oWnWHVjLkdHDHo0hWkw6v79mMczecUr/O1AKlO1dDtUSVSwm1/ptkxplSd7HEJsRgPHJ2VBYRZ41uUgmR7nllEmEtt2evlO9UDjj7k6OwSKVnsl37TPdBpp9fjs8+FdFKOpAspl6roSRcm1ttCWVoR8/fpn9nMwoDe7dIDI2zPjp83BsOosliTMheJgu+5GpEl+OzyBf5ZLoqGanum83SbnnUhjPXnDj49FpaXUNkLFWfaD5Ite65BLZYjoNSnXtkndnzPNX1K/tTleSVBq0OW1obKIs0+1nKBBnRNYSzYWdnE2X13tnZlLE+ZseVsWXOpBpzuW32vB3JQmxotu5Y6Zidu7E018kViEgeNhkNotHQBmTyWjL4+vp9Nx1joTaWQ2k4AlIa2OkOYSEo9UUko10PRGKY94UxPuvDgV99jjd/tLUio/G7t7bi06/n6TrpNMDe7z+KT8bmKDOtf1GAxbSUSVvuaGC5GdTJkGpTs2QkJBq+7xeXAEizRvf98lNAFLF/eztOXp6kcq9WN58MlbJO5YBkOkotU6/s8VDua2X5PaucMyGCSIZyyyhkmjWpZoOuHFBIYzrTfZDp55fjs892H7GlZoT3wFKnw5xXsgE++PwbAIBWs2QPKGfFkT3CGsaPr7bj4vg8VllNgEaTwOZY6Pm05fgs8kUu91QN52Kq+2aztN/M+xGNifhwaALPbGlRdViKGVjI9DvJM9rcaqM9gaV8VmS9lc53pv2gxJfo/7/+PzjdIfQ85sBndx4gGhNp8itZRp2027GstQTKdUwlFyS51r3GrhpIYPXccmQmc54jWci5fiRdr5xXyHrZ65qluSoQRezvaYPDbMD+njb093Whe40dnasa4AlFsbnVBrNBC18oCoNWA7NBh6fWrVS9VvJgSGM8NBqMz/roIaLXalQ3hUmvxaFdG2k0gYwgqDScHJ6i7HSAxFTXYqvD1TeexTNbWmCrN+Dt55/Aqdd24KsZL5588/c4MTSJr2a8uH7fja9mvKqfm0w2MpEZslHVHPhyAis7mfyNzLSyGHUYmVrAyLQbR87eksl9f9/S3LjBM6Mp16pS1qkSkUpO2Wfb37c0x4mU6WT6TJTfwX5WKUGu6zef3qPN/sq/AUgq++zramEu3nIjlZ7hSES2+4jo0aPnb9NZb+T8l0bcSbMkY+LSmKwNLVZcfeNZOiuOzPIj331o10Z8ducBACAixDDw3GZ6TcTW4fNp80MyHVPt5yIr36TSzhsWEu63FHoj0+8kz4iM1Sv1LEwCpe5Qk6Vk+mVbhwPrmhsgiFI1o7JiQQmyVof3bMLVN57F4T2bZL5I1s8unlwjJay7t7YmjFohfZjLsT/yHv8B5B9BV6s7Jt8xMu2mdLgz7iD8iwJlNCJlZxaTHhaTRLJBSkoIIjGBCmzaa42XJJp0Ghj1Ory+ZxO2dTgSMppRIYYNLVa8+aOtOHJ2FHqdBo//w3m8vmdTZWUm4/drNmhpVvLXf7yLUadH1rDb39dFe0IGTl0HIDmdydhvM+lJS/YcqqlERxnRIpEhQsTTYjNhvcmSMOPz2IUxVTKBVH1rHIVDJnKqfLbsKJJMnonyO8olo0Cuy2qK6zym2X/wzGja8mz2M4DyyK5yZIZqz+aogS1rO3l5EvP+RUpgYjHq8GJvB379x7uw1evhCUpnIskysO9l2TOPXZDGEOm1GpptyYSYhCNzJNMx1b6+rCwRu1SnQUWRnbH7JtOxN8WAsteTrGmmGVaWQEev1eDg02sTsozLBXaGLunBtNUb8NWMV6bTl2t/FGz8Rz7Y1uFIYBQi2UizQQdXIIIPhyYoK1r3GjvN3Hjj5DDs76SePw1WNBjR1GCSzZJjP195aCpLEgnI2IB5/yKcC0EI4hIjJPHwgeSOVbmC3O/ura345/93HE53CI821ic27J6+SZ1zNoN5oKeN/jsTJyddjXeuvS3limSlj6RvUs1gS1U+nKpvjaNwyES3ZdOgn+t3lAIpD3kVJrlUn1Fu98aRGrUYAGAN8w0tVhx8/zL924u9Hfji3kMIIuAKROnv2b5IUhJHCFBYnU320IYWa0JpG0d+SKZjkq1vNQRJlCA9uZVGdsY+o3K85nRkR6lYmJU8C5mgELKptBuJQ0lKbMn1Lpf+ybtHcjnAZm0IEUyLvR4toogZTxj7t0vCd+TsKOxmyVlkG0w3t9rw4dAE6g2Js+QIMu1vAqS5MDe+9dAHsspqhNMdwr5ffoqn1q7A8DcPAWjorMlKAVsbPr0QQvcaOwCgzqCTZYfHvpNKWNc46tFkMeLOnB/ecBSjTg8AOfsWiYSkcpLUUI1GjPKwy+YelezEy0e6EfYAACAASURBVBlN4pAjE2WrfBaF6ldbDmRzULEHEik5Iu/fv70dtvr0EWRuLFcOeJXDEgZP34QrEIFOA8rY6g9HZa/Z1/0oHvoXaTk72195fyEEp1uaz6zWc8VROGSrY7Kx9yoF2zoctF+3kjKS5Q5SIcnOhySyojYvVo0zIBsGWyKbVyddWL/KmheBJ/v9aoy4ShRqH5RFaSsBuSmnO0THJ6x2mNFqr8Pura04ev42vOEojp6/jY6VFqnpuN0iM7g/+Fkvnnzz96oznViwwnJiaJLOi1S7nyNnR2XlsrPeRczG+yhI+Wd3W2NZRlcyASUbYkatkPmYnlCUlr3W67Ww1Rvw+p5NsmwFSzJAiAVSOZSpriGVEVNpyl952GVrqJVr+SNHZTlLuehq9j3AEqN1f1+cUjxOFnXuhjMhe1lJe7TWwascGMT7jNY1N8Bi1MHpDmHyQUD2kk/G5ih5BusotjbWY3zOT89NllRnuQguODJHPkFdFqW2QdTml1ZaRrLcsa3DQedDkl5C4ugBGupbDJ6+iVN/87SqLZCNfPX3LU2QIHwZ+eph0iZFKilffvdP+MtNq/DJ2BwO7dpIZYWdgJHPnMmyKG0lUPbn6DTAKzvW4oXedtqDpNdqZLPeiBPJPrQDPW349R/v4tHGJdp+5QZkhWXigT+l595ir4d31gedRqrqEiH9x0IZuawkJGOS2r21Fb/59B4AxNnsDAlRPbVacja1ngkDKXsNqVDpWUv2HjM5kGo9Q8BRGGRaUq6kGveEovAEI9i/vZ3+m/RJAsDEQyn4Rg7B6/fd6FhpoX+vxD1aa8hGx5TaiF5usDPfCD8DgRaAQa+lRGinXtuRsHYszwN5P6Hzr+RzqxqQb1CXoNQ2SKqWCqD692ixwLKWb2ix0pnSgETCFROxND1CBdnIF+v0KXli8gHxcYgeOzXyLYClFrwrEy7cmZNaA+/M+WmGNRfk7EguR0Se7S0gGUISaSERvnn/ItwBybghXjX7vpfeGYInFIUgAmvjQ8QBdQWg1g9EXs9uyFd2rKVkMywxjU4LCNI/cd8VyOtBlAPYUley9qShu+uRhoThqsnIN5SpdRJhyVfJVaJjleye1eRRLdjBDQ+OfJFLSfm2DgdsdXpcHJ+Hrd5J/929xo7utsaEjCTR12yAj6P8kY2OKbURvdxQkuJ4ghH4FwXMuEPwhqOIksM+3iPMth/s3toKW700W5b8P/kcAr4nSgMl30A+XAyltkHUWipYGUxVWceRCDX77MTQJLX3if+xvrmBOmSP2uuwrrkhpQzk0uqST0YwGfr7ujD8zUMEIjE0W40ILQpoajDRKkxvWIBOA3jDURogywVl1SPJbopDuzbKyqWUfYonL0/KnD+2J6F7jR3da+y0xjlZf1mqpl9laRdhYZONy4iB9lMEIrGCpKRLBbbfwxOM0HEqan1RhAlq3hcGoJ6NZRlI0zmemaISHats2OVyWR8egeTIB2oRbRIZ3R8n01Izho9dGMOGFivVmxtarFR/nLvhTGCL46h8lNqILjZs9QYM7N0CADQoqtdq6DgxthqKzcqrGfKVdm5VE5KV6WczZ7RcgrvK72f5REjWLFPm8HJCqewYNfvs6Pnb1M8gvZD7t7fj+v3rEESgyVpXMft5W4cD/37wKVmlxcXxebx15iYCkRi0GmBFgxFz3kWMzXhyToaVlSMJJM/UkAiBFoDFpId/UaARArUMI4nMEOcuV1rw/r4ufDXjxadfS7NhhJgIDaTSVp0G+Os/X4cv7j4oaEq6FFAeiKRP0lanp+tGHHXCBEWIkJKxOCaseYasj9WEZMaXGplOLuvD7peEz+NYdlyZcNGewYG9Wypu3ZV7lC3ps9XpE/rP2UoDQD6UmQ3mJTOoOSoXpTaiiwmlXm2yGOEJRhCNibJxYqzNcfLyJPyLAjpWWiraFqg2qJ3BmfatlnsW/tiFMVpy2WKvx5P2uoo8/0u1zmqycWjXRupvjMd7IW31Bggi4DAbKLFnpih1sF+t0uLafemMj4mAPyQlgvJJhpWdI6n2YMlcJgBY7ajHlCsI+2IUeq0Gm1tt9HXK0sxkkRk2+5bJGIaj52/TTKQIae6iyaCTNa1WOthSno6VFtWRKf19XTTqZTXp0GKvx/isD5Y6Q0bfwY5XqRWkoiN/+d0/wRuO4urkAt579QfSmJm4U5JpZIjtZWP718rx0KtGHLswRtc8EyVc6kMlHYgeYHu9SPDozR9tpeQORLcq70ditVuAxajjBjVHxYLtkRo8fRPjc376tx92NeObeT+c7hAGz4xSlsVzN5y0L7Ic93atQnkGZ8OoW+49iKy+zofts9QoVbWDWob33A0nnRHvDQsY+86H1Y56dLc15rTG2TjJyyVfrM8z8TAAhjsUqx1mID4RI1f2X22BrrNgIA92W4dDRubiMEvOygNfGGaDDt+6QzQ6yILMn+xua0xK8kIe7NHzt2XMTGoYPDMan02pQ7PVCC2ASEyEKxDByeEpeo2EJrhSQRpzx2d9mHjgx4YWKzUkyb1t63Bg/SorAGD9Kivefv4J7OxsyjhCwz7bWocUSZQiQd5wFMcujNG+tJFpN15+dwj7fvlpWrli3wOR96cVG/19Xehua0T3GntG6050TyqdUyyo6S7Sq0FKqz1BaRxCNCbi6Pnb6O/rws7OJqpblfdz7oYT3nAU0wsh2Or0fK/XEKrlLASAk/Gs48nhqQRSjTPXnPAvChif9WFkagEvvzuEE0OT1O7g+rf8QfRYumeltFnKRX+TvQZApq8rdf+VyjZU6izyfM/dcOK9V3vhMBsQiAi0Oi9Xbo9M7bLlki/W5yHVFARvP/8EWhvr4Q1H6civbFF2GUkWbM/Y8Z9ul5VUAVJpaVODSZa9IaVZ3Wvsqg3WbL+k6tBtJeJlhqsb6zDvX0QMQCyenrwz662qLFB/3xINMUt7DCzdG0u4o2QhJb1VyqhNuUXxSgW1PlSIIix1BllELlsqaPa9fN2Li20djqz6fcupzyxdWTTRpZ3NFsx4wrCY9Bg8fRP7t7fL5mqRzA35HE8oCohiQsaSfCaXx+pEuZcBZgVx6Yx/fc9m2Or02Nxqw/FL9xCNiZhxB+lLvWGBGmgk4M1R3si1TLtc9LfaXquq/VcEqLVpKJ9vxwozmhoEWEz6nJ95NrK2XPJFMtfz/kV4ghFaYdnmqC/I95a1I8n2jLEUuf5F6cEC0hzHg+9fphFyshBk/ARBsnl8hCRCzbghUYrutkYAoOUtDrMe7kAU3rAAfyhSNVkgNYIcIDlBEQu2t0rp/HAFJ0HZh7qzsylhPTKlgiasW6S8Wvk5yXrZOEqLcuozYw8P5R49MTSJq5MudK5qwNvPP0H/Pu0KYuy7UQQiUl+OJxSFKxDBbz69R4NyrGPNlpAB2RFdcBQf+QSfysXILgQG9m6h+vPcDSeV1/aVFhw9fxsHetrwxd0H1BZ5au0KHL90T8bLwFF9KBf9rbbXqmn/FQPHLizNP2d7ZllOEFKqXqxnvlzypRwF4jAb6Kgu4j/l871l7Ugqe+qUFLlqIyaUMxGTOUQEqQZysrOgdm9tpZlHTzCKOBE4LHWGslAshYJaP0EmYGv1lY3sXMFJUMuEJ+vXPfU3T+PE0CQOvn85oReXJZ8aOHUdJ4enZFlgdl9UIoMbR3HA7nVlZpFQg+t9YbqHP/16Ph7JFKlOPHJ2FAAw4w5ifFaaSZWOnZjLY/kin6BfuRjZhQAb0CPs7wBo5nHU6ZHZCy+9M4RoTOT6lqMoYO1c1taqlv1XDLA268nhqYTKwnR2a6VVfPX3deHunA9OdwgHetrwzJaWBP8pV5RdjySLdHXTRNmzGUG2dpy8N+XnxPsf/ItCQn15f18XOpstGP7GhX/4f24AkIaRtjZK6WCrSZc1g1O1gu2tIgOYSXks742UQNaBZBDZHjO1fl1itBw9f1v2OSz5lCCClsCyfydOpFqfcDX1MnEUBoRE5+j527gy4cKhXRvhMBtwoKeN6tPBfY/DYTbg589twQc/6433Q0p086/v2axamcHufa4Hyh/Z9PNUO2gUf2oBg6dvUqNLp1kaC0Cg7B3mKB6KfZ6V0/lZLj2blQh2f/tDEVhNOtm+TndeVdrab+twwB2MQhCBD4cmVf2nXFHWjqQSycgh8mmGHnhOMoAsJn3C+7Z1ODDvX0QgIiASLyq2GHX43/7ie5S1tJaRTKGmMkbKSQmXAwhZS5PFmEDUQIz5Q7s20t+xZFL//a8eR+eqBpgNOjgXgnRNd29thdmgQzgi4KsZb9KG8kpRgBzLj/6+LjjMBrgCEvvvuRtOHOhpw/FL93BxfJ7+jsz3vTLhkhnPbHCEo3KRj7NfjbqdyLh/UaBOpCCCjgV46R2JaKeSMhPVBuV5Vig5TPY55XR+8sBP7rgy4YJzIQirSQ9oNPCGJVIdQjCZToYqce1bbCbZz0IFd8u6tFWJTMpusi2jTFUKC0jG/JGzo6gz6hBajOH1PZtoJN4bF7paLSdI9jxSlVjwfkk5KOvq1EICbfwLve20h3dDi5VmMEem3XCYDdjQYkWrvQ7jsz6Mz/lx+ONraLXX4d68n/awHT1/m9bCD3/jQtcjDdi/XSqTJaW1anMQK61sgyM/sP3RnmBENi9Wr9XAH45iZGoBVycXKNvwBz/rzWoPc5mqblSTbleSxw2evgkAaLXXwR2MSEFkjYbPTC0DKG2+Qslhss8pp1YdJeEh16+Z49iFMcp70gJQUrndW1szkqFKLCV++8ffX5YRfBXlSGaygQv1cNlNef0fd9OD5eTwFPb3tMG5EMT9hRBNhdfixmWfR6ZKrJyUcLkg1ZoomTU9wQhMei1cgQj+1//zCoLxearRmIi78z7ap0bQZDHCHyYDZwWMTLthq18ij3jpnSHZHERCvOIJRauGjZgjMxDdeWJoEhMPb+OHXc34ZGwOh3ZtxMnLkwCkSOaTjfLMeSZ7n5M/VT+qSbez5HGHf/slZjwhiWUbwPRCCHCH8PqeTbDV6TNjf+dYNihtvkLJYbLPKVcHopoCOcVAf9/SXHSLUSeNv5vzy/Zyte1pNdktRACiohzJ5Yy+KDeh2v+TgwWiSEtex2soK6lcczabm6mRWK5KuJRItiZsGevura14+d0/wRuO0nr0WW9Y9nohtvRvXbyXd3zOD5NuaQ6aBtJsQFKy4XSHYNJroNNoZZG47jV2dLc10tfWYqCkFiK85B43t9rw0fAUDvS04aP4DL2H/kVcfeNZ+tqJh7exZbUdn4zN4asZb0I7AaA+RoS8hpM/VTeqSbezRBx3Zn3whgUE5/1osdcBAJ25Rs6/XOevceSOZPo5UzlMp98rTZ6r1flZLmzrcOC9V3tVSTkr7dlnA2X1ZSECvBXlSLIodPRFuQlV56PFDxZ/WKK8Nxu06Gqx1czGTbbm3EhcHrCswWTQOwCstBrh8kcgiiKdB6REa2M96g06AECYeZFRp8XItBuHP76GeV+YmcsqJETi2F6QalWqqVALEV5yj6SMlczJU+5lQsZz5poT0ZiIN353AxtarABAZ6I63SG8/O4QvGGprDpZlqBanXKO6sG2DgdljX+xt53uizlPCABg0mspOzmv3igN8tXP1abfq9n5WS7kOqWgksHKvScYgSsgEQ3lY7tXrCNZ6OiLUqCI4XTuhhMv9LbLRo/s++WnAICuFltWw8grHcnWnBuJywPlepNB7wAw511EZ7MFd+f9EETApNMizKQkv3UFsT5eimXSaaHTAisaTHjoCwOCNK6BGPyAxEBMMpJ8bIuEWrh/cm9sRnLU6UnYy+zriFH98rtDADTwhqOUqAcArCa9LOtNZIpkb/b98tOEnlwOjnIDa3B99N/+DIOnb+LafakqyajTUHby7jX2iiPdqAbkq59rQb9zcCjByv3gGWl81/pV1rzO4op1JJc7+pJKyQw8t3lZGlbLHcnWnEfCCgO1mZLsup56bQdODE3iyNlROMwG3J33Y8f3mnD9vhsWkx7TriB9bQwSw/DOziZ4ghGMTLthCkcRiMRgNenRYjMhEHdC9VoNLfFgI7S1/lxr4f7Z8vRRpwfPbGnB4T2bAKjL47YOh2z+FACYDTo0WYxoajDBYpSy4CPTbhx8/zIlevKEorDV6eF0h2gf7+CZUdjq9PRza6GUmKNyoAyQ2uoNiE9dwou9HXhmS4vs7xzFRS3oZw6OQoPdN4XyZSrWkVxusAbWvl9couxtbG8gB0ehwPaZKlkAWQP7yNlb8UyilE0kjp+blqhKWGU14c6cD6/v2UyZX4lDQBzLNY56OBeCtO9HGTzhhn11Qu25qpV5kd+x8tjf14XB0zfR1GBCICwgLMQQicUwPudH56oGDOzdgsHTN2E16eEKRNDUIGUrCeurOV5ubdJpcWfWC29YoE6mWokgl0G+BqWCGokLIef44u4D6khyVCZY/cbnf3LUIgrly1TUHMlSgPSpkaHv1Tgri6P0YPtMD+3aKCuVOvzxNVwcn8fz//IZ9JIdjsZ6PXSapQ0cA2A2aEF4dR74wvCGBQycuo6vZrwAgA0tVnzws14M7N2CnZ1NaLIYIYjAtCuIYxfGaDkrkfNympfFUTioPVd2JhbRcbu3tmJnZxMO7dpIiZcOf3wNI9NujM/6EI1JpdRkxu59VxAH37+MkWk3fOEotBogGBGoE+owG7CiwQgAiMZi8IYFOMwGQBQlJ1YUE0oEa0EG2TPlxNAknnzz9zgxNEn/nm4N+JlUAmg0NSGb1Qx2di5/hhy1ikKcHzwjmQYsyQ5LQALURmMuR2GQLKvAlg96QlH4QxGcHJ7CwHObAQDP/NMnspEenmAUnasacN8VgCY+HBuQHMp/P/gUAMnx/Dr+HkGUZkmSTCeJvJJMJ5mVpjaDi/eQVCfUnisbmXzpnaEEHUf6wawmKZKhY2QPkMqjLXU6zHkXAQAipHbeh75FyVkE4ApEEBWk0mrSV3n8p9sBIGnGrRZkkN1zJPt79PxtvNC7NO+V/Znq/fxMWj4cuzBGgx9EPwPVLZvVDHZ2Ln+GHLWKQpwf3JFMA5ZkB0hkc+WQg5dhqSMV4y35PQA6IHfwzCgmHvgZVlUJf/3n6/DR8BQCkZjs94866mmf2b15P0RIxv7jq+3Yv72dOpMsA6tStoHEviBumEqoJrlO91zVHBeWzfrcDSd2b22lMkUcQol8ZwlmgxarG+swPudHxwozjf5bTTp0tzXSVgGguoY+Zwt2vb+a8eLo+ds40NOGl94Zymgf1oKzXUqwwT5A3hNZ7bJZDUilu6tNv1TTOVUq1NoaFsKn4Y5kllCyuXLIwaPj6siE8Xbw9E0AEoMqRJGOmAE0WN1Yh7d//H1s63CgfaUFR86OQq/TwBWQRoI0WaSSwWMXxhCNidBrNXjzR1upjJI+yXTGZrUdrIVCLcm1mgywv1OTqW0dDry+ZzPeOjMKQMTPn9uCF3rbk86sstXpa+KQzgTs2m7rcOCF3nbVrHAm7+coPGpp71cjaun51dK9LhdqbQ0L4dNwRzJL8OhvavD1UUcmjLdkbhlbZqoWFXuht51ueKWhnmwUCzc28wOX60QoZYqVy2Sv4aVkmYHLW/mAP4vKRi09v1q61+VCra1hIe5XI4pJJpqroKenRxweHs75y2oJGo3miiiKPbm8l69zduBrXTzwtS4e+FoXD3ytiwO+zsUDX+viga918cDXujjIZp2zciQ1Gs0cgIlcL6zG0CGKYnMub+TrnDX4WhcPfK2LB77WxQNf6+KAr3PxwNe6eOBrXTzwtS4OMl7nrBxJDg4ODg4ODg4ODg4ODg4+R5KDg4ODg4ODg4ODg4MjK3BHkoODg4ODg4ODg4ODgyMrcEeSg4ODg4ODg4ODg4ODIytwR5KDg4ODg4ODg4ODg4MjK3BHkoODg4ODg4ODg4ODgyMrcEeSg4ODg4ODg4ODg4ODIytwR5KDg4ODg4ODg4ODg4MjK3BHkoODg4ODg4ODg4ODgyMrcEeSg4ODg4ODg4ODg4ODIytwR5KDg4ODg4ODg4ODg4MjK3BHkoODg4ODg4ODg4ODgyMrcEeSg4ODg4ODg4ODg4ODIytwR5KDg4ODg4ODg4ODg4MjK+izeXFTU5P42GOPLdOlVBeuXLkyL4picy7v5eucHfhaFw98rYsHvtbFA1/r4oCvc/HA17p44GtdPPC1Lg6yWeesHMnHHnsMw8PDuV1VjUGj0Uzk+l6+ztmBr3XxwNe6eOBrXTzwtS4O+DoXD3ytiwe+1sUDX+viIJt15qWtHBwcHBwcHBwcHBwcHFkhZ0fyyoQLL70zhCsTrkJeD0eFIZUccBlZXpwYmsSTb/4eJ4YmS30pywIuP6VDrmuv9j7+HCsP/JllhmTrxM/F5QNfv8oEf26pUcnrk1VpK4tjF8ZwcXweAPDBz3oLdkEclYVUcsBlZHlx5OwteMNRHDl7Cy/0tgOQlNHgmVFAFDGwdwu2dThKfJW5g8tP6ZBq7a9MuHDswhj6+7qofJHfOd0hjM/64HSH0GqvQ39fF/2s6/fdOP7T7TKZVPssjtIj2fOvxueV6z1dmXDh5Xf/BG84Cqc7BACYcQfxYm8HPhqegisQgdMdwrwvjAM9bRh1emT7AQD9/2paz0Ig2TNh19wTiuLUaztKeJUc2YCf56lRyeuTsyPZ39cl+8lR/VBT7snk4MqEC86FIKwmPXZvbS36tVYzyHOoM2rhDQN2s4H+7diFMYxMLdB/Z6KQytU43L21Fdfvu6tefspp/Ukgwh+KoLutEf19XdLvTt8ENBoMPLcZhz++Rp3FP/ztD3FiaBJv/O4GojERVpMOAHBn1ofxWR88oSj297ThszsP4ApE8PK7f8L6ZgsNcnCjuvxwZcIFT3Dp+ZPfHbswBk8oSvVLpRk7yZCJAafcAwBw8P3L8IajAIDxWR997a8u3oUY//fXsz6IAI5fuodoTPptf18XPKEoPMEIBs+MYmRqAZ5QFLY6PV3vWt8H5Jmw60L0BVlziGLqD+EoK9Saz5DJuc6+ppLXJ2dHcluHo2oOEo7MkEy5q2UsDr5/Ga5ABABw7oYTL/S248TQJI6ev41DuzbSDBpHZmAVDnkOxGhvshjpazzBCDpXNcBi1MkUEvt+QG6oqBlS5eDcnLvhhCsQofJTrSinSCQbiHDEAxSDZ0YxMu2mf59xBwGA/jx6/jY1kv9y0yP4z1uz1Ngbm/HgrTOj9O/ecBQj024a5GAPz1SZS47i4diFMYxMu7Gzs4k+A/JsutfYsbOzqSKNnWTIxIAjawIAhz++hvuuAAKRmOprRZV/P/dEKx76F6k+tdXpcXF8Hp2rGuAwG+APLznoAMpGH5QK5Fl4ghHZWuze2oqrky602OsxsHdLgoPPqx3KF7XmM6Q715V28gc/663Y9cnZkeSoPSRT7izYzWE16bB+lRWbW2148s3fI7AoIByN4a0zozh3w8kVfBZQZm4AKWN3cngKEEV6aI5Mu+EwG/C2whBn3w/IDRU1Q4pEyq9OLuC9V39QkudUyRG6bFBO90myJWMzXrgCERz++Bp1GM0GHTzBCC3dO9DThpfeGcLjq+1Unv7z1ixa7HXwxjM0SmNbpwHWNTdg99ZWvPTOEPr7uqgO6e/rwvX7brgCERx8/zIO7drI9UQRQXQIqQBg5bG/rwueYATQaKrqeRBHxL8oYPDMKHVGTgxN4sjZUbTY6/H2809g99ZWXBqfRwxStl3dhZSggdyZBICH/kXZWcmepeOBCDpWmBMc9HLQB4VALg4dcTpODE1i4uFt7N7aiisTLhw9fxvesID1Jv1ShpwJcrGBUKWRzlEa1KpDn+5cP3ZhDK5ABA6zoeL3elWwtlZyk2olgSj3gb1bkkalB8+Mxp1IPV7fsxm2Oj0+HJqEKxBBOCodv0JMxMXxeamXjyMj9Pd10TUnz+GF3nbY6vQ0w7N7ayv0Wg1cgQiOXRij72UzlZ5gBLu3tqbPKohLGST2s5YTyn1M7rPaD59yus9tHQ6cem0Huh5pACBlHb1hAQ6zAV2PNGBk2o1RpwdX33gWo04PLo7P47M7D+j7hdiSic0eLia9FlaTDoIIWEx6HD1/GxfH53H442sywqiOFWZYTXq4AhH6mmLJX62DBJvO3XAmyOO2Dgds9QaMTC2UzfMoBKENybaPz/owMrVAzyTisIzP+nD442t443c3qPMYQ3LDSQvJidRpgP9l5zp0tzWie409Qdcqz9KBvVvompeTPsgXxKHLZh+zz46tSiGGt16rgT8clYJXoojuNfaEMmziRBIjnduIpQPRK+WiN4oFNgP70jtDODE0KZNBYtNVQ/VNVWQkS1kaVovRlpQlCnEHZH2zBeduOKXynWYLgg8ERGMiHGYDmixGjM/5cWfWiysTrppZt3yQbM2VpYHRmAi9ViPrKyTGktWkhzccha3eKfsstf0zsHcLLRkqVrSsnEo8ax0De7fQ4ATJCgJLJdHAkuxtbrXhw6EJCDGRZiAdZoMsU9lsNUkl2BoNIIo0U0B6yN743Q1sXW3HyLQb3WvsgEYDfyiCpgYTPMEI1xPLBLUeHTZbDCDh7+USPc+E6I2USQNIICG7MuHCnVmv7H3zvjAA4EBPG/7tj3dh0Gpx3xWkpdkEMQAGLRATgR3fa8LQ3YeIxGJY2WDEnHcRj6+24/CeTWnvodrL/VJlXZLZTmwLDURR5iSSigWLUScLhrJOCvlOq0mPjhVm2WcC/GwpNpR6o9ZsZlYXuQIReIIR2OoNsmqcSkdVOJKlPOC4gpKDGKBqJTrs70nEMFNCGI4lsCVobOlff18Xrk4uwBuO4jef3sM//9fX+HYhCJ1WAwBosZnwZGMigYZaKdu2DgdO/c3TRb2vcjNUaxHsIU/2Jdufyu5V1gh+ZksLDTxAFDEeiMhKqd2BRUy7JPKtFpuJlv8R8zwaEwFRjhEXhgAAIABJREFUpMYh6dXUazWIxsSEsrVaMkTyQareaPL/7Pn1wc968dI7Q5IhH4xg4mGgbHt4UhmoRBe6AhKhja1OT3sQSQnry+8OwRsWZJ855wnjyoQLHw5NICYCYSGGNbZ6LLpDCc4kqdr2hKIwm3RwBWJYba/HphYb12FxsM9IuVeT9eYToieIohRYamukukWt3J3Ka5y7YXOrDdfvu2ExSdU65Hmz18NRPCiDJbVmM7MBunM3nPCEolV3/wVzJGv1cCe9I55QlEfNkag0kv37+E+3UyeGRL8zYbaq9fUFVCJcDPkR6U+77woiEJGMpJggQif5kimNyFJA+WxTOQtqxApcNgqLdDKRjDCL9Od2rmrA5AO/7D0mnQZ2sxFABN5wFN65KP2bBsD3mi2w1BmosXfswhg2t9rw2Z0Hqhn2cpDbSkGy3mjirBOjm11f2r8XipZ1D086A3V9s0XqnxNF9Pd1YfgbFwIRAV9OLeAnx4eofmQRE8U4G+vS3+Y8YbTYTHC6QxAYX9Kk02LTozaaYddrNdi/vR0bWqxVM4IpX6TKuKoFDlmiJyKjZKQQAPjDUbTa6/DVjJfqfaIrvl0IYMS7SIOp4binP+8L0+dRCPAzJz2UAazDv/0SM54wXt+zqWYCxsmCssSOqSafIW9HshxowUtpWJDeEVIDzg2bzEAOGBJNvH7fnZRcgzzfq5MurF9lTWBnqzWwJYUfDU/JGP8sRonJdXVjHSYfBhAWRGgACCIwPuen0flyKVVLNv5BbU+zzIlkr3GnorBIJxNHz9+m/YusI0lef3XShbAgN9jCgohpVxDda+y4dt+NmAgYtBo01Omh12kwPudH56oGbOtwyPQByQBFY6KMubcc5LZSoLZWSoZc0oO2ocUqM3zK3WBWXh97r6QPqbutkQYodPHGRhFAICLAoNMgIiizjJJTaNBpoNVoEI7GEBZimF6Q5kSyRDpG/dIoEOKY/ubTe2i112U9gqkWoeZkKjOYH/ysF/t+cYn+fcYdxPisj8otAKorHvgWAUjOZueqBqkyYs6Phz6pGgIAHT+0f3t7zkRe/MxJD2UAa3xOCi6+8bsb+Oi//VlGs4krHcnkJBOfodLWI29HshxowUtlWKQqDeRID1LGwpJrqLGs7d7ais/uPIA3LGBkagEH379cFQ3K6ZBMmbBOuEvB+PfVjBcTD2/jlafXAZAM/wM9bfji3kMpIiuKCaVspQSb0SdMsYD6DEmWOZJksvneKyzS9Wwd2rWRZiSBxKjriaFJvHXmJgANXvqzDnw4NAFvWIDZoIN/UYBBq0FYECHERBzatRFHzkrkJvddQbz0zhDNkB3oaaND3a0mvaxPstr7ygqJZBUiynIrteBNua9zqut96Z0h2hc+ePomHvgXE8pYo0LyDFVEEGE2SGUcrPPIvsMbFqhjQjDjDuLt55+g/X3Eqa0ko7CUUJO5gb1bKHv0i70dGHV6aBB1hcWIcESASa9Fc4ORZo1n3CG02EwwG3QQ4gEpnWZp/NDEQ3VbIxPwQFZ6sOf6U2tXYPibhwhFY4jGxAT7rVoYdlMFtpRI9rdySMzlgrwdSbUa+GLPCyzVgcfnnuUHkmGymnTobmvE/p42atSwTvqRs9IcOrNBB50WNdNbmS7yqTQGgaXZiyeHpzDxwA9XIIJRpwenXtsBILHkpNTY1uEANBqMTC2gc1WDrKRJLVNC+jZJ5gqoDEVbLXihtz2hpJV9Duzfr0y48MXdB7RvkmSTAYms5Oj523h9z2YcPX8bTRZjvOpAKkv74t5DWv7udIdkvU7cKE+PdL2R7JmZKtOr9jnK3uxSIZUxRgKUxHFgYTboEIgIMOqkoIYp/lOJQCRGe3RZ6DTACosR/rBAP3+Nox66QAQtNhMAUH0LcF2VL7Z1ONBqr8P4rA+jTo8siHrmmhPRmNS6Mb0QQrPVCJc/ArvZQLNggET+dWjXRjoua//2dpwcnsqJyKvcAyzFRKpgN8m63YhnjLvX2DH2XXys1G+/xCtPr5N0f4OpJCX0hQ7wKCvn9ve0JX1tMhlKlZgr54BUXo4kcRh/2NVM53690NuOI2dvwRuO4sjZW1U9SLy/b2nuWS04NoUGu362Or3MCCWHL+mTAoCuRxpUyXxKiWw2dyavVWNRJI416Q8kDvfura3whKI4cnYU3rBAy4MBaT6ZmnIup0OQ3CthSgQSMybJylzTRfTKUdlWI1JFXQlbcHdbI80q3HcFYKnTYyEQgTsQweQDP66+8Sx9bs6FILxzUfjD0cS+JlHkZWUZIllvZLI1YwN37P5hg6UdKy0YmVqQlRWW8hmkMsZY9t+xGa+sH3J1Yx1aG+upQ7zCYsSpkW9ln6HVAE+stuOpdSvxb3+8C+JLks8k2QKCJosR65ostFyNLdNXq67gSA6lDmcJeNhKFE8oinlvCA/9EUQEAYII+EMSO7w7sIg1jno89IWx2mHGKzvW4twNp6wthrDK10qF03IgVdsRa985zAYM7N2CnxwfAgBMPgzijd/dQDQmIirEZKPNin3tQGH0GHu/I1MLNJDPsrSmuz+1xFwlZCnzciRJKSJRwqRvpsVmgncuijqDFk+++fuiZSaLjW0dDhz/6faqa5zNB1cmXKo06+zBIA17voUWm0nWF8mC3ZRWk06mpMppE2WjjJK9ljXi2PLe/r4uON0hvPzuEFrs9ZRwgCioT7+ep+QPZH4kWcvB0zdpf1C5yiRZD6tJ6usk/Z2A3EhUM8SSEfNwR6O4yGQUkD8cxeDpm3ECqBgCkUX6kn+9eBftKy04OTwFf0gqW6aMjfFDs3NVAzpXNeDOnA9/uekROMwGbG61qY6oUB6+tRpQUDr4LCEckJy9lejcz+48wJs/2irTw57gAtY46lFv0KFjpaVsgnlKKI2xfb+4hJFpN7QaYH1zA3UqNrRY8UJvO5588/f0vSadBka9Di/2tuOLew/xweffgE1ITjwM0JESgJSdfHy1HQN7t8i+X+nIE92stINqXU7VoKz0Ygl4Tg5PYWRqgTou0wuheNZYeu/qxjrcXwjBGxYQioYQEUTcdwXxm0/vYXzWB08oSrPFPBGQP5TO0+Dpm7DVG2iQ5tCujTh5eRL+RQGHP74GIX4m6LQahOMZ/9f3bC6Jf8CW3xbCdmf9ATbgnw1Lq9p5Wg7tg+mQlyNJ+mV+2NWMT8bmcKCnDS+9M4RXnl6HczectExJScxQTSDCRzZRsUcmFBvpDj5C20/+rUaIIg17ltgbyfBrMjCYfC7ZlOV+yGbTL8GWopKoKlE00uEo7RerSU+NEeI8wh2k0fD9PW0yh1OnAQ4+vRZf3HsITzBCM0E7O5sAIC0rbqmg1qcFJMoYO5SaLZtUcx55/0r5gFQPeIKRhPJCnQY0CEIi0wRtjnp8uxCUkaHcm/cjGhNpKRvpn7w66YIQk8hTWCOx1gMKSoOEJXcgz8MTjNDzavfWVlyddEEfp3eOxkQcOTuK6/+4G8d/uh0HfvU5ojERM/ExGN1r7GWrm5X3zlaxsIRO9+b9cLpDWLvSDFcggmarEf/6P/fQ17BZxzWNdfAvCrTiY+w7qQ/4589tVh2Pk4zkiKASsgzFgJo9wTonpNINAG1zAaT+1G8XAgBAS1vXxYMEA6euAwDVHYGIgDvxc5SdXa20MTiyx7YOBw70tOFXF+8CAB74FzEy7ZbNTGRHCAGA1aRDi70eFpO+pIHu5SDKVI5NIyytmU4oUINalrJQKFQgKy9HUtkPo2yYZXsllxsljexpNPKfVYZsMj79fV24N+/HtwtBrLAYse+Xn8IfkspSNrfa8Pg/nEOdUQezQYfVjXWyjILyc8st+6iGbK5RyVRLynZJpImU9a1vttBmbac7hPuuIFpsdTIq+Q0tVgyevok7cz54wwJGnR7Y6vQJkatyNqjV+rSARFlQM8qSOY+VIDO1AvIsSFm2f1FAMCLAHVhEnVGHOa+UmYzGREpootdqMBVnWBTijMPfPPDRjMNzT7TioX8xblRKLRQEbIm0siy8XJ2eQiHdPbLrMXhGMsbZ8+rcDSe8YUFGSONfFHBiaBIbWqxYu9KMGU8YL/a24z9vfYfr9900EFDu+02pE8hakIoO0ktHyHfY0kl/KEJH05B13ffLTxGIxNDd1ijTW8lGGQGJa1QJWYZiINn51GQxwh1vzzhy9hbee/UHOHZhTCaf896lygZBBO7O+fAv//U1BFEKVO34XhP97Lj6gDcsyHqtCbnXH27OVL2OWC58NDxFSage+MJwmA040NOGUaeHjhDSQspCajUaCDFgfNYHq0lHn0Wp1rwYgWel3QdkpzOX06YplH2ozfdCrky4sO8Xl/CT40O0DJF43htarLj6xrNFyUaSBTl2YSyja37pnSFa5pPta5W/G3huM3Z2NlEq8GoDu7a7t7bCYTbQMkN2LchB+sC3CEEETn/5LUamFjA+58fEAz8++FxicJzzLqLnMQf+8Hd/IYtCsgdqNs+oFMjn+vr7umA16RGNibCa9BjYuwX9fV2wmPS0nwyQFMgf/vaH6GqxYnzOj5ffHcKJoUm89I7UZ3Dqb57Ge6/2orutEZ5gBLu3tkpyuHcLZTFUrms5QrmWymtWsjFemXDJXvPVjBdXJ104/PG1vOSlFDJX7nJeCJAo7R/+9oe49L//j7j+j7vhDy0ZhHqtBsb4bAYlsYkIgB33d2XChbvzfvz81HUEFqOy137rCsr2B9kD2ZwNlYp090h0wbELY9jf0yY7r0gPGikh7lzVAJ0GiIlSu8qxC2MYn/PjyfZGHN6zCfN+Sb/rtZqy1ivJQPTJX//5Oui1GuzsbILVpEeTxYjBM6O4OD6PczecOPXaDvzh7/4Cp17bITd0Sd+uYi5hNnJGztH929upnNYi+vu60N3WCOdCEPt++Sm1Icbn/LSk2BuOytjxCWxmKQ9CwiGCCBqEeny1XWLOVQPTa3380j24AhEcv3Sv6nXEcuFATxs0kJ7DyjhxzkfDU9jcasOdWS9Mei1ikEbrhIUYAhEhzqArsfAf+NXnePvsrZKcg0QX5LP/kp3h5PfkTCL2WTqdmYtNoPyuTN9bKPswb7IdZVlSi72eNjEDxYtWZhNZyMQLT1V6osyGVHskS0l8QlhB2bJMALLBwQDQaq9Dk7UOd2a9NCoFAGaDNiHNzxo65Z5JA/KL5GzrcKDFXgfvrA8t9rqlUqp4OWqCHMUNFm9YSBiRQkurp90Y+24UXY80JHxXOa4fi0zHDih7Z8hryABx76wPL787lPOs0VLIXLnL+XJhdWMdxuf80EJyHtc2mzHvX0THCjMlSrk27aaZBIJpVxCJ/JoSYgDeOjNKiVVINpQQdVSi05MplOefGmEJqRhSsoyzPWhEBt8+ewvHL93DgZ42tK+04OqkC7dmPHj8H87jyfZGfHbnAQ4+vbaizjzlmhzeswmH92wCsETulkmGMBnhW39fFzyhKJzuEPb94lLKWYVq5fq1CtLzD4CWsnqCEXw57aZ7nWUmB6SM40JAchSV+sBq0sO/KGDygR9qmPcvwh+OorutEU+tXYGPhqdoBk2t/LiabbtCYNTpoc9gIbAIs0EHVyCCf42XuypBSluJrRiNifj1H+9WTIWDEoOnb8paBZS+Q7bkZGQM2tXJBbz36g8ykj1lj3um31Uo+zCvjOTR87cTIsj3XQE43aGiHdzEEweQcWQhEy+cGniiiJ2dTdTxUWZDqj3arTYbp7utEXdmvXR9Olc14OqkC98wittq0uO5Jx7FxAM/XuztgNWkRyz++38/+JSMMY0lgGBZ78o5k0bWgdCHZwtCLEN+svebkPHeuwXdbY3oXNWAJosRnasa6PdemXDhzqwXgNQLMjLtrjhZzPRZ9/d1wWE2UHIEgkO7NsJs0ELLRDnZv2ca4SuFzJW7nC8X3v7x97Gzswlv/dXj2NnZhLd//H1cfeNZTDyU+p5ufOvBW3/1OLrX2NG5qgGmeO+eXrtUjqlV6SQIRQTZ/iBOkq1OTx2qaswAKyPrRJcefP8yTgxNUieSkHKxepfIIHvGjTo9iMZEjDo9tOx1zrsIbziKS1/PIxoT8eHQZEWtY6qzmqwBW82RDMmyGNs6HLDV6TE+68PItBtHzt7CxfH5pVJiLOmiTLMT1YBUGRsil1aTDia9Fq5ABP/yX1/DVm/Aakc9fe3R87exe2srrCYp98FOa9FC0gv7uh9F56oGBBajGJ/1qY50AaRg1PicH7Y6PQ7v2YTjP91OnUj2mVa7bVco9Pd1oXuNPT5uR4AujVfRYq/HX25cBYfZgFVWaVzOigajrNKtnJEgz0xrG5Fp1nc4tGtjdnudJg6iGcse0V+Hdm1E9xq7jFitGMjLkVT2Puo00uyl8VkfIIrL0hiqVEi5lLQC6Z1O5cFCHJ9jF8ZkB0k1GoLsOivXlxyW3rBAS3PuzfvhDQsQBDYzXUfLRj4cmgSJG7L9f0qngF3LQpQcLCfIOmTruJ0YmsSTb/4eT61bSeWLfB4JTJDyKnbNT722Q5qlNefHvC9Mv5f0jVhNOlqWlsy5rWQjmsjigZ62hNLqczec6GqxISaCziRl9yNZT9agU0MpZK7c5Xy5QO77hV55ad8Pu5oBSFHqczecGNi7BTPuEMLxfkkSuDTptLT0jfiTGkhZSbI/Dr5/OcFgrxXjkNWvR86Oxo11Pd780dYEvUueBTnjDvzqc2xutdF1I4aiSS+ZC8qSw0pBMc5qEmDsXmOnMyXHZrzY94tLsvOUkMxls+8rVX+Tex48Myq7flLd5DAb8N6rvTDGg0X3XUFcHJ/HQ18YnasaYDVJGa6j52/DbjbQz42/HDFIeuGbBwHM+8IQRCnIZNBqoIGkK/Z1PwqrSU8DUlaTLq1OqEbbrtAgMr1/uzStwWzQwW42wpTCmxyf9eGDzyfgCkQw5w3DbNChsd5IM/Tkc8tV1pXywra2EZnWazW0bF15xqUrhd2/vR3da+xZJePY89RWb0gIpi838ibb+ef/+hrT8bp0FmPf+Sg7VqFKBNTKwApd0krAEkWQCCL7PSwTU7UhHQumstQ1GhOh12oocyiJqBA2NSEWQyASo7OEgCWqZCWbVSWVNeTSqE1KUz8ansLVN56V/U1JwLC51YYn3/w9LbtZYTFCr9Xgh13NeOhflH2vkgFWjYWsXMso013XlQkXXn53CN6wQJltCX0/iWizJWnJSoOVPU0c5QMyNuj69BJT5t05HwbPjFJCHfL0dBpgUZCKXjUAGkw6eMMCvr/GTqnnj5y9RUvwT722I6ker1aw+tXpDsE768P6ZgstoyQZHhb9fV2UAOyj4SkZlT3R2yyhHmGXrhSkKuMqlG7c1uGgBuX+7e1U35PAX7ZnRjWMNiL36glGZHYFKTknbQgv9nbg13+Ml0OKUlICkEa2jH3ngysQkbF/mvQ62XzQkakF6DSSTjBotQjHdYRRr8U3DwJY32xRLTdO9kwqoS1kOaFWHq/8/6Vz2UWJkAKuYIIjqY33XGshOf4RQXqtCKmSymLUyaoiypnNmMgJa7eS/UnYr71hASeHp1TL1tX2sZKsVG36Q6Z+VDEIhJTIy5EEJHYt4kiylQSBiECN2cMfX8P4rA/D37jw7wdzj76n6wPJ9v2ZIJnyzrUmuRKQbp1YJ1t5GBDQOvE41bzDbEgY+psvm1WpkeqgSSabZGSOGpMxmZe4f3s7nW9GiACIsx6Nifj9ze+g0wKHP76Gt59/QraGaj0+VyZcOPzbL3F/IYTOVQ1lZ/ylkzeWra/FZsKTjY2yfl2SGT93w4mvZrxUoRODIVlPE0f54NiFsYQh79MLIUCjkY0KAYDWxnp65hh1WnjDArQaaV4lkQPSgwxRjBs8f4I3HJWNCCl35BuAJfrp7bO3cG/ej6fWrQSQ2J/Hfs+bP9pK9RMpCwaAw7/9Eq2N9XQuHDQaStZTruOFskEhjS/WZjj+0+10rjJbaaNEsmedLqhbCWDtBdYpZjkBrky48NHwFJTVqDPuIK24YWE26LCiwYiAIolB3h8WYjDptTDqNGixmZZ0i2YqYf8r+RnYzFEt90gqbV8lR4HsXLbXIzDno+sfYzpXNQCe/l4TPrvzgLJuD3/jQiQmvbfNUY/929tx8vIkZeIuJptxts+ZyAtxoj2hKGXMv37fjRZ7PT171L5HLZjJ2jKp7CD2eSS77lIEQPJ2JAf2bsH/9C+fUVIEDYBmqxH2eiOt070f3+ysc5kLlAuUbYQulwVOpryJ0X+gpw1f3H1QsKGmxYaaMCpZMi+Ozy8xoIkiNdY8oWhSghi1wyPZ2lTqAZkKyWSTHZmjhNLAO9DThuOX7lHlu7nVhg8+n6BRWO+sDwd+9Tne/NFWmRO6ocUqc6ac7hCluJ/3hdPKaLEP0HT7kkSvifGqFkkmDerD37gQiCxlLj3BeAS7SkfzVAqSyRT5/eZWG65Oumj/zIdDk2ixmTDjCSUYl/UGqYx7xh2E3SwFMmPxMQ4kA6QcgUPHhFRQVrpQGaiPhqfiPY0TGHV6pNEW8UHcZEQXS8JDKiU2tFhpdP3+gqRDPMEIDcyw16gk8Kk05GN8qfEIAJKNcOzCWEbEX8nWkdVxlZ4hY69feeYTQ5oQsUAUAY0GwcUoAI00dub2LO7GnRWTQYvFqHQOGrQaaLVAOCqVvxt1GoQFEZtarJT8hBj97BxJFmp7rVIzwIWC8hn19y3N9yTy7lwIYsYTxl9uXAWIIu7M+eMZxyU922w10lE7p0a+xX//q8exudVGyXjWNllw7oaTBq3MBh2g0RTN/sjlObNOtD8UwcBzm3F10gVXIAKLUUeD22rf4wlGYKs3yP6m1Blq9662Z5SOJa0gyUDnFNLOy8uRJBey0mrEnHeRDpAOLgp4tFGPkakFHHz/Mix1UgmCQYe8HK5kCrsUDggx+kednoIPNS0WlOn0ZHMhATkj6505KWrUuapBVoJ5aNfGBCcpk8Ov0g9INeQim8r3EMKLh/5Fuj4fDU/JynmiMRFHz99Gx0oLLeUj0THiTJkNS9HcAz1taa+j3A7QbR0OmfHK/p5cnz8kybAQk0JaJHPJlsgoGV2zVbzLgVqIeiv1DBv9J7ImyaqA9Sa9jE2TODqPr7ZTmbQYdbDVGzA+68P6ZiOaLEb4F6XyqGSla55QFBBFWqJZCchGh7ByBEAmU4d2bcSRs6MQYqBrSM4swphJSHjYM2xbhwOv79mMo+dvo8GkR8AVxLx/EQd+9TntVVUal+WgL4oNpb7MpdKmv68LVycX4ApEMHhmlGbNqvFsBJLP9mT37TP/9IlUlQDgi3sP0Wqvwys71uKtM6OyEteYKOJn/8M6fDg0gRZ7PV7ZsZbqAPJd773aS3XQ4JlR2Or02L21lWbXn1q7Atfvu2Xl3mr7rxb0dTKw5fJkTeb9EgHXv/3xLmIisMZRn9DqNsvM+wSAv/+P6+hcJbHLsxk4ErQKR4Wk7TnLARKodrpDeOafPoHFpE9rD0j7NV7Oq9Hg2IUxmol0B6O0/Ya1h2mJdyiadGZ6Kp2Ras8AS+zb5N/p1q6Qdl5ejmT//30V064gDPEGZq1GGivtDQsYm/FSGmDCrlen1+clIMkU9nIi2WKn6h2sFGSSTidrvO8XlwDEqZttJnjnorAYdfjgZ720BPPo+ds1T2VOoJTNTA4g8h7CskicPraUu8lihDsQoRUAeq1mqdwMUnkfRBHdbY3whyLwzkUhkF5VUXJO06EcM8SplN6VCRdmPJLB0b7SglZ7Hb32wdM3scZRD+dCkDK6vvzun/D6nk2yUSqlMoLLzWlfDij1jFq53t15P7zhqCS/DEgGn5CksX3WxDlUOo9qwaxSlrPmanxmc76xawpAJlMbWqzQ67TwhiOUqOrk5Ul0tzVif08bzt1wykrB2esme6RjhRlrmywY/sZFe9/J/SiNy1pDMn2ZjR7d1uHA+maLZAjGy7FLHeQqJtRkfcYtOSQ6DQBRlMk3C0EEzW55Z300mEraHJRy6nSH6HgFUqlAAiqs8a/kyVDqrmrV1wRq98o+p32//BSuQETWevCdO0j7IFNhfNaHzlUNeGXHWgyevgn/oiBlot0heMPRlDZpobGtwyER1MSdMCC9PUCCE8cujFHHkFTBEF2qNuJOWaWnRDbBCzXHklRuZbJ25PWkMiXZqKJMkLMjeWXCRSMPUUFE9xo7xr5bmiEYiAiUEjYmSgbAoV0bEw6rbFAMA5dEwEl2Ldl3Kh9iJSoVNp1O+jgG9m5RLT3bv70dtvqlZ3f442u4M+fDiaHJeMT7Fposxoos7y0GMj2Arky46GxWJSHPsQvSoObuNXYAoFmYyQd+3JmTFLPFqKPlxvt72jBw6jolHdBrNUnJoZRyv9zyXMj+ZlJm4jAb8PbzT9DPI7M5rSadxOQH6YDzhqPUQLaadFi/yloyI7gcnfZCQ6ln/KEIZRcGQANV5Dwhhy8AqpdImRAbfQWk+akTD2+n7VMvZSahGManmhzt3tqKfb+4hDtzkpNOgk6kjGxnZ5Os1F7pgLMBgIG9W/DVjBeXvpbuY11zg2orRC0i2f2rOSJqZysxPNkzNtvsQjWCZMMP7dpI2zX6+7pw+Ldf0lYNs0GLRUFENCaVtWo0wK1v3QgLYgJ/BXkez/zTJwAAu9mA9c0WQKPB/p42nByeoozn1danmgvS3SupAlphMWLetwgRQETFg7SadAgsChBE6XkREqXJB35ZMJe8Vo1zY7mgbK2wm41oajClfb5KZ5AEfdhgZrLsYip9qfa3TM+PbR0OVZKeZNdNHGi2MiXddyRDzo4kW2Zm1GsBjUZWcqckSGhqMGFDizWnjJUaQ+pyReyIYJPsWrbN8ZUENp1Oyv8Ovn85YVi1mhDP+8LwhgUcPX8bV994VjYXspJ7ZZYLmR5Axy6M0Yi/0jFXlv8QRXXjW6kENjDnw7rmBrQ56nHL2zwZAAAgAElEQVR10gWne6m/TKdZGqmgtgeJ3B85eyuvyFSmyKe/Wa3EnUTi2Cg0+f0tpzRn81FHPer1Wsx4wpQJl2RnBs+M0uxMMoNvOdakFoxwNT3jMBswzpRDktJlltkRAH29rd6Z0LetjACn2lulzCQUw/hU7g8AODk8RZ0Rdv9nej1KfXPw/cuIiVJA6pUda6uCZCdbZKsLTgxN0sAgoE7YR5hy2b9nm12oRrzQu9Tvz+LtH38fhz++hhl3EK/vkQifjp6/jXBEQCASQ1gQYTbo0GSRnAKlc0hmNzdZjDLDmx3xlqrsttr1NUGqM/fKhAuTLmnmryuwCLXOc0IOSJxIErS95fQgHJWeU5hxInXxOdBk5m8xwPYme8MCnmy3oL+vK61voTxP1NrbCqH3WULLQugB5XWzQd58knw5O5JE0Y1950MgIsAfjsIap2HXQCpzFRhig/FZHwZP34St3pD14aOmcAEsS8QuFaum2jUBlZmNZEF6iMZmvHAFInj53T/hvVd/sGSkhyTSEjb9rVwn3iuTGpkeQLSOPs52+5PjX0Cn1eL1PZsSMoXktZtbbZTZlfSxAgDcQSl7GY+4plIU5Hk2WYxFketclaxaXy8bWbtx341oTKSkFQBoRrapwQSIIrxhPz4cmqClKUSPsFE5tT4+8n0cuYHtVWTLUQF1ci5gqXxVrYWANWrI/LFU383+LCZS7f3lCFIQeZWGhEtn8romC1ob6zM2hpXPYd8vLkGv00ALYIXFQNkVgdraE9nqgqPnb1PGbbXSV3JmKkv5Msku1AJYQ5/V+X/42x/KXvdCbztODE1i4NR1CCKg00rkW8SZYW2SZCzemVafFQPllKhQO3MHz4wiHCVj3tTfR2z1FQ1GbGqxUb4Cs0ELq0mPRSGGcPzNVpMer+/ZlJczkwtYR+rk5Uncnfdj/79+RgPwhz++liBryvct51gpYp8oCS1zlQ+ljLOynU9bWs6OJFF02/+PPyAQEXB33geTTor0SClueYxCA6kUjxht2WxMpcIlD71zVQMs8VlWhcpQpmLVZEFYMstxjmQmQqZ8zcBzm/Hyu1IfEhk0TY30OHkLIdm5OunC63s24/HVdmxosQJQb8TmyB6sQb2kvGM0Q658bmQfPbOlBYOnb9LAjk4DvNjbgVGnh76WLQ9SygWRezLPT63EZznuM1sk6+tldQQhDpHWQ8pGmg06DDy3WSqVhBT5PPj+ZRzatZFG/tl+MSU5DPuTIzuwMsv2KqrpWaVcqPU2Kl+TiXFfrpmEbByTXOeIZWpwsGcoANk4FrZ/iJBnsEPdawFsdkDZ/5QMbMBV+TrlmVlqh6EckU3GhJ2R+sOuZpy55kQ0Jqo66Wolx+WgI+jYtDKao6h25pKy1kyw2l6fYNM4zDq82PsYfv3HuxBE0Bm3xAYpRbXDnTkfZWIlIH26BKwOZslx1FirCxGATmZ75PrZyyXj2vQvSY2HPulQEWKQlbYqIQKAKFJHMBsQhbuzswnHf7qd9ni02utw6rUd2NbhoJ47YYol5T3LBXZUQ7mBCJmyJISA0GFfHJ/H4Y+v4aV3huKDvwWYDTqYDTo4F4J0Dfv7urCzswktNhMA0JJW5XcQIeUHYv4gMt/ZbIHVpKeZ38Ezo7g4Pk8dohNDk3j8H87j8G+/xMDeLeh6RGJDe3y1HaNOj+wZEblItT9I4IAM0C43EFlUm0lKdMTBp9fCYTbggX+R9mOsbqyTen172uKZGj3dv6f+5mmcem0H7Yk+clZiBTQbtHTsTSHkmhyQy62byg3p9FG+IDJRiU5NqmtXykuqdWRfy+rhbHQye4ZCFOl19fd1oXuNnTItEggxSR+dGJqk313pMp7q+sn62Or0sjLIVHihtx1X33g2aXCaVP0cuzBWsWu2nCDySwLW6UDssk/G5qgTmazVZrn1Ui6gDgKz/0oJNnhCKnxeemcIoXgmsdGshxZSooiFBlI/pNmgo/3t5Ix2mA104sHgvscTRmUMnr4p2Tinby77vR18/zIujs/jyNlR6kRqNcC+7kfhMBto6TSBUmb6+7ro/SjlqBDnUjL9XW5nXt5zJPd+/1GcGvkWOq10sBA0GHWIiSKdJ6PVaHB/IYRAREjap5UKrMJVppGJsEuzxUIJ5ZXLUSZQzlkK5bUp7584jYAUcRmf9aF7jR3dbY24M+uFNyxgfM4vy0rSOTVnRikzaMdKS1nef7lDrd+AzeSyf/vD3/2F/M2kXDz+k5SYeeekLLJa2Q4rD5mUH5ezbKv1bbDR6v6+pUHB4bgTaTZo6Ry8q5MLeO/VHwBAwjqR35G9odNqaWCqEH2/tVoiu9zyVA6ZhFyR6tqT9bOorWOhot9q81oB0Hl8z//LZ/R3gYjEgnx9ekHGh1DJMk7m0XpC0YRsuNr6s5lJIPPsL4ta1QvZINM1UstgJnsW5XjOKcv2c0WhbF5laSXJwMUHNUAQRDzR1oiRqQWY4vM7AaDZasKjjfUYmVpIsPc7VpjRsVIq9R6Mj3I5cvYWNrRYpWslM5+XefYzybTqNMAio8AsRj1+8meP4Sd/9hiOXRij18X6GeyokGQkost5LpXbmZe3I/nQL2Uk16200GGkAOBbFOhMGa0mXuoq5FcOo2TPImU4/nCUOkPvvfqDBAOxUIo6FW1vucETimLw9E3qWLDrNjYjjYAw6bWw1xsAaLB/eztODk/RrGTXIw2qG+PUazuoMlHWbXNkBqU8sv8PyA2xhBJkhaNIRrGYDVrV/iclW1gm5cflpqRYsOtBjD5C4+4JRjDxMEAdwdWNdbCY9JS1Elgq2052/6wxvb+njWYn2b7hXFGOhksxUM7yVM5I1c+S7rW5IF1fXrLMjSBCtdS8IqEI1AGJ5WwEbGkbQS52Rq3qBRbpHB92jUhAW41lPpuer3LUS4W6pkLZvErZZIPRgFSd5g9HsbOzCVcnFxAWpHN21huGvU6fkDUjjqnDbJB+Ed9nbDvVwHObi2Jns/ciRGMwaCVd5g1H6axRpZ1Grp1lmoUoVnQ/cyGCDnk7ksTwIk4kO0OG0Lmz7ZIka6kcN5AJ2L5EliTDaooPXNdoVDeiUgnlumhs43fHSkvRatizveZjF8ZkQ9hb7PW0r+Pg+5dpuV9UiNGBvyeHp3BnVuon63qkAQN7t8iUNflckvUBavvgywdqypn9yf6bOEtOd4jOR2QzchaTPoEuO5W8lNvhmYtsU8Mtfgi12Ex4srERnlCUjvRosdfDYpLUmzdOBEZ+R4JQI9NueIIR2SGgNKZPXp7EyLQb3nA078xkst4cjupGMeZIFmNfE520udVG5/YBUv8xuy9KoV8KlYFRq+hgs5SskUuqpAB13Z0pyk0nlwJKx0f5PNk1YtmfObHfEtg1U5PLXPaIsgJo8PRNNDWYEBVEGpydcQfx9vNP4A83Z/DrP96FVquRKhFVMorKqqiBvVtw+Ldf4v5CCE53SFaav9zY1uHAoV0b8ff/cR2A5ERSX4UheGOz3Nfvu3Ggpw1f3H1A+SiWO3O63ChE0CHvHknCmEiGiL71V4/DoFv6uwaASaelNdSBiIDB0zdlYzZSge1ZYPsSSd9Gd1sjXt+zGTs7mzDw3GbVz2DrjPOpi2froYtZw57tNff3daG7rZEy9o3P+mCr0+Pk8FS890tHZ+tJPZFajM146Sy+/dvb8fK7krIemXbj8MfXZNfAeyHzg3L9UvY0xZ2lu3O+BBlge3bUmrxT9ciWSx9TLrJN9t3A3i3Y2dmEt3/8fRrJ3NnZhPde7UWrvU7W6/X6ns1otddhf08bjl0Yg39RylremfOnXIeBvVvQ2WyBTgPVPohcUKweEI7Sgd1j5dCLpbbnye/YHsd08AQj+HBoUva7YETAVzPehO8opp7JdY2V16h6tjFZSuX35NqPyrEEtREHqfr5iX3TvcYua98plzOtVEhno+Wrh0jwdXzWh/XNFso14A0LOHZhDKNODwQReMRqgl6rQSgiqPJoEC4D4tBa6gwIRCQ7tdg68jeXpICYVgPY66XAs0mvxf7t7QlON/E/vrj7ALZ6A37+XGq/o1JQiH7LvDOS5EKAJQrdKMO5I2KJfl8T//+x73yw1Omg0wAHetpSfrayLJP8VGYOMmV7yodttVQsa9lmALd1SCysg6dvYt6/CHdgkT4bYCnjeOzCGB0zAUgUzB0rzPjNp/dk7FV353x4ZcfarK6BI3ewkcOBvVsYpjP18jHlM0knL+XUk5OLbKcq3SX/T/b5U+tWYtTpkWbqTS3QaOjSaIQoDv/2S7Q21icwA5L+y3n/omr5Xs5ZkCL1gHCUDsnOrWJATS7V9jxbYZNuGLVyBABbeSQCGDh1HWajXjYSpJh6Jtc1zuQaU/Wdc+QPZR8ecSwJIZoy60habFg5L6czrVRItwfy0UNXJly4MyeNFrOa9Hhq3Up8NDyFF3vbKTM8IAWart93QxCBhcCiqoOSkHGMB2p0GuncLubokxlPGIDUF0k4FcLRGH7+H9cRA+BcCFLbwLkQhNWkz3n6RLmiEBnggjiSpMSDPWjUIEISlkBEoAyvo05Pys9WOo+pSsOUh7eaMLJZzVzmppSiDCWX72Trub1hieCIPRBlBDqnb8K/KOC+K4iRaTfM8ZSySa9BVBAhiBKltlpZXznNOyoX5DJ+hYXyUEwWvEgmF+nkpZxKkwuxn9TIi0jFA6EXJ/CEIpRJjjiXd+f9cSIeF7xhAZ9+PY9HG+sx5Qpi+BsXAhEBVpOuYPTeaj0gfB9VF5Zzj6WTFTW5TFWCmW60AutE6jTAuuYG3HcFZSztpLfIatLBE4riyoSrqHomVz2SSQlgquAVR/5QPgNiu3SvsdO542ogck5mzRZqaHulIt0eyOesJSR0VpMO61c14DeffYNwNIZfXbyL77c14qsZrzTBQKOh5+2LvR04vGdT2gQPGyw/d8NJ20mUbSfLgRd723H80j282NuOM9edCJB2vPjflbYBAKw36rCzsynjEUD5oFLsgpwdSTUmUFcgAq1mqc6YMLmyjK6CKJW66rQarHbUp30YasKfzIAj/ZqeUJT2Nai9hv1ZrZBliYenJAIRJB6ChMBF6p2UNooQi9G+OwB0k5MGZPZZpWK5q1Vk4mCkCnooZbTQwYtq68lRIy8iRi/rRALxMUUxAX//H9dh0mlh0mvpUOR6o1QKLojAtwtkflS8D9Nen6DQc9Ul2eg0jsqEsqerkM82nayoyaWazGVKTEL2Exnu3mqvwys71uLI2VEsRkWEhRhMOg2Meh1a4iXlJItU7rLM92JpoSQwVA53T2U8s1kwtaHtHJkjncNCKnyaGkyy+bIipHmzhO2/s9lC278+Gp7CM1ta0u4nZaUfGW1WjIqdUacH0ZiIj4anoNfJv89s0CEQkdq9mhpM8M76YDbo4F8UMO9fxMCp69S+WC49USm6KGdHMuEG4+np9U0W3Jn3IyZKRpvVpIfdbKDEOwAQjcUQFoBWex2dx0Q/JwMkM+BIv+bF8Xmpf3KNnUZHlf1o1Q72PtmZV8p7PzE0iTd+dwNRhhEpLIiYeOCn/99kMSIqiJj3hRNIB/zxUiaW5a7WkYmDwTr6bCafHbfCkRmU601+Ot0hjM/6YNBqJNZoBcLsvCIA895FNFuNeOBdxMoGIx5tNGN/TxvO3XDCE4pK0e9ghEbJs3lO2bASclQXCv1s031eoUmd1DKX2zocNKMvQQNvOIrQvA9W0//P3rsHR3Wl96K/fqmlbrWkBolRGyQZiAQI2SMXEDHXBOdk5EFFmTKnZg6c8lSwxybnpI5dpVtJcYPnRk7Fmlv2LeqmLlV2JnOCPTanTAI1ruBjioIZfE+GgG0NIshGCCwZsF5ujR70S/3u3fv+sXstrb17734IqdWP9ftHj979+vZa3/qev8+IVkdVwRJK8b2YO6RiLE8Hdp3nguWzGEFk5w3FNMkj2QqfplUW6igadICjpgK1lWb4wzH4pudhLTfhJ7s24LWPBmlZstZ+Up6J5H1zxdoKSDrt07tzcAWislmYZqMeh77XhCGnl7aFtTfU0AkRBAYdknyMpUSh6KJFO5LKL9izbysdx/FITQV1HH3hGIS43GBbLF24Fg231udim4tL2TBPtRiPXbwjcyIJAy5LLDIyIzmVQuI6f4KqmTjs6Rp1CyU9v1TIxMEg1+x/+2qCadSY98oiX6GUN8nqHv3VF7JAls1swPe3fAdnB76VPZ9UUcQBhCJxxAFM+yJ4pLpCVvLX+/Et2SiRbHRKJlHZUtZRxQKtmbBqxtlidGI2z1uqaDa7NjfV23D80jBaHVW4OSEZngYd6ETyaByIhmP4oG8UvrCwIpUqqebyZgK+F3OHVCXXmYLfr8UjEzuu9+NblA1dyeBPficBV2J3x+IijHodutocmveH7dFm20aUTLHLaTteGHQiFhdht5jgDUVp5WQ4FsfJz0ax/VE7fnn1Pkam56EHYEhkLU16HcpNyRUYS41CWduLdiTVop5sNrDCqMc3cwFE4yIdN2HQAX/2Rxtoc262dOGZHIzkc53qG8ONMRea1yTPQyw1pFqMR/ZsphlJu8WEI3s2S6Q8Op2sdETqoQwAAKxlBtkBkCuDpihBM7nyjFmpOd/ZIpM+sYUAiKR/Nq6x0bm3BHodUG40QIhLJXqRmDRHda29gjbVE2OYZafOtr+xUCKLHA8HdqwMOQ+BZL2nZUSlwqm+MVpOpewfUluDy7HmyOf+9O4cLesSRMBRWQanJ0Qz+bPzYfjCQfhD2pwJywW1LJc3FEtqy+BYfqTTjen6T9X63/m5mB6ZyqnVUYVP785h54bVOLp3i/pFiRLTjWtsABZI6LQymV1tDlz9ehaxuIgz/eOaZfPdnfJRIKmcTfb1lxJstQUZA0IQSLDOEsQBxBNKLxoXUW8x4SdPrseZa2PLmpUsBDw02Y6y14sM87aWm5LKyUQAjaut2gsWqTdAqoNR+bxjF+/AFxZgnA+X7M3NBM91NNIoM4kmsQNjCTvuoXf6MDI9D6NehwM7GpOiRloDggFuRKcC22jOKtPFGJqlhEz6xEiD/Fq7hc7gBCQj/IsJD0RImchAVIBBt9ATAUGAtYyZYSSKMop60ju8/60r9JBNN1O2UCKLHA8HMlbGHxFo9F5N72ViRClx7OKdhZ5fRf8QJR5ZZOl1piBn/KQniFlfBHo9oIcOk+4QRACP1Fhw9uUnsf/tq5hwBXFv1o9TfWOLIrZ7mM/I/gSkPZ/OIOVOytIjEwLETJ5PAgGpSjBLBYQgETqdbH40i0wdsNP947RHUMsuZ0tNSaCMnK1qmcwLg84FPZWi5UnZG6mG5bYdiY489E5f2mtNBol8knyjcVcQFwadNGBYyJWPD6v7HtqRVGamiFAtpuQRlXER+Nm5IZrxUtsEqTZAqoNR+bwjezbj2MU7OLJn88N+xaIHK1ctA0cyzN3whWP45dX7uDDopD0zrHI//P41HNmzWdZLw41obWgp08UYmqWETIJKr+5tTcquH78kDUHu/ucbmHAFUWMxYj4kIBYXEWbmFs36I6i1lqG9oQY716/CwV98hlhcpIQOh97poxTgmZR3c5QWJhOtHakCC8p9n+4wP7JnM944P4T66oqk2WU0SJLo5U313g8DcsaTtS/EAYGppvCHojj0Th8ObG/A4KQHsbiIYxfv5NSRVMtyZdJHxytnlh5qrUbEKVT23KZ6PgkEcF27wGpLfs+UcEsNB7c34MSV+ynH8Mn2UyKAVV9dgScSwVm1xAFJKKWbsbicTLPZoLuzBfdm5jHhDmleU2k24qmWOtoaYzbq0dXmwKZ6G32NQsXD6r6HdiRJPxKJkBzY3iCbS6WEIIp0E/SeG0rqn1hsBEL5vOc6GnN6eBULUkeJJINh0hXEyPQ8dSzb11WjvaEGd6d9cAWitDEbSI5C8qhvMrQYFdNF60oZmQSVboy5QEhASL8vydo8mJfmR9VVluP/2LMef80wsAGAJxDBhCsIo16H4SkfYnGRNtaf6huDNxhF85pKWM1GWUCMr+/SBslkB6JC2gCQcg2nO8zZM01JpJNL4pGuNoes5IvFpDtES8oP71qf1kjNFTIxSLs7W+ANxeANRku6TC1bpNJ5yiA1sOAUfnp3jvIzpKvkKBW9mmmbBHHUtPZ5pg4YYS39/N5cRuRYbHZS6zpSxVZI+GrKB6dH24nUQcpI/s8vFvgVwrE4HSNY6IGnh838JqcNFwESIRkYd+PCoBMnnt+B9nXVUCPvrassA2HZJdHL66Mu+jjZANkqi8U+jyMZarIkc4TsFhPW1pQDAOqrzNjdXIuefVtx9uUn8d6LHdjdXIsjezbTqCFLeEReh/2bQxt8TS8O3Z0tdH4q6WnsanPQ0lR/RKB921azERcGnWCr8HUAqi2SnorFRQQTpa+P1FRgYNyNYxfvYGDCg9n5cFJVBV/fEoijw+r2UkDPvq00sLaYYCjLNM5CKU+tdZYLnXFh0Kn5GKHL7+5soUZqulnR+YJtTXZUlRsxMOEp+f2bDbTWonLNkrXZs28rbGYjYnERFpOBOu6pUCpnYSbnB3HUzr78ZFp5pNPD3Z0t2N1cC+h0GZ1bxXgfro+68NpHg0mjwliIkAj4WDtByZVQyHjY+7okjiQ5AMnhSRb6//UfH5O9gdmghycYo6yt1nKT5uItVUMkH3B91IX9b1/F/reuUPkThXNkz2ZYzUaajenubMFXUz488fqv8dWUDydf6qARGpKtZktRlH9zcCw1tjXZcWTPZtjMBjSvqcSJ53fgwqBTqoQQRUoaZTHpcWB7A5x0ZqQEEcCEKwizUQ+DTvpbEKWeCLNRj4PbGygFOtFd10dd2P/WFTg9oZIfjA2UrkOdjZGn9tyqChNlAWShlOdK6tHuzhaYFTPXDImDXgcpONP9zzfQd+8BLCYDnQuYj1DaGfx8yhxEdl1tDlWZpQp2bKyzAgDCMYE77gyWev2l08PUuX+mVTOIVewgLLMGHVBnK4PZoE/rGBl04NwVDJbEkWQPT0AaKnuqbwxnro2h3CSV+tjMRmx5pIpmCI7s2QyIoszoYpX6Uhki3CFNDaV8ro+68MK7fRgYd8sUPFE4xCAfmZ6nj5NS1r/9+Bb+4Kfn8b//8w36mspIR6FHtNTWU6b/48gdLgw64QsLmE2UsHa1OWAzGzD8+3majVxVacZrHw3SUjxmigH0AALRODbUWtG+rpq+LqEFr600y3RX77khui+qyo0Zre9iXiPcIF8ctOSm/P9K6tFtTXZseaRa9j8y4YsEYSZcQYSFOAJRIWUGc6XB2hnKsuB0e7OY928mILJjxz6c6hujMkmlA3r2bYXdYlIdBVfKIMF3sh4fFsp7kGrNjj4IqAaxih1ERmf+/H/D2uoKhIU4rGZD0nV6SI6mzWxE7/7HCtaGXQ4siSPJgigXUv4ViAqwmaV5K/5wDM1rKtG02opfXr1PMwTkhpDnHn7/mmaUa7Gfp9Q2R6ZQKz31hSXSEZvZIJM/Ya4kwWijXqrRP7JnM+wWE6KxOGJxEWcHvi1ImWdiGKitJ7X/9Z4bwuWRWYnNliOnIOvUZjbSrCFxLIk+al5TCac7KJuhutZege8mKis2rqkEAFjLTTj7yi78+e4N9LpAVJCGEosiPfDJmAOLSZ+xzio23cTun0IPGK0UWLkp5bmUBubD4sD2BtjMBtTZymAxGVBmkJsSJr0OOiwQUuQrWEOb3Y+Z7M1i27/ZQk12xy7eoTJJpQMIBwCpcmLXNXfQs19XWjJT3gOt1z5+aRiuQDStU6+WeCj0e8X2k96eksrwK8oMdKY6QRzAjC+CjWsqOf+KAg9NtqMEO5eFMCbOzoclwwtSZtIXjlFnhKUxZ5kqLww6aZM1odnXojrO5PPwiJcEZTM3e79ImYqScYs0YZNe2OY6K2b9ERzc3kBf68TzO/Dn/6MfM/MRqeY+8Zr7375Kx4IAyYNs86l5PhPmKrX1pLrGCO01Q3/NZ2LlBmSdkkwiaaJnyXGOXxqmOsmgl9gnZ3xhTLiCaG+owZs/fFy2Vo/u3YKnt9aj9+NbdMTD3Rk/fOEYAMnhBICW+qqM72Wx6SbOeimBpednB3VnmqU+fkma08aSlp18qSNv5Ht91EXHaz3RaIc3GMXAhAd6ncTMbjMbsXFNJQbG3TJCinyEGhmMmm5XQ7Ht32yhJjuWiTXT5x96p0+2rvNlna8UFrOuMpWZ1muz/0+lp5TvU0z36vilYYRjkr02Nx+Bo6YCvvBC24sOCbrJFCNNShVL7kiyLFtkntUL7y7MaKmvMsPo19HoB0sPrMZUmQnVcSafh0OCcuOrKXOWcYv9f1ebAzcnPfj+lu9gyOnF5/cfYGDcjZuTHjSttmJmfmHYO3lNMhak99wQRuf8MjbffFNAakpW6expMawq/9ezb2sSe2IxK+F8gpJynugPNnpO1rIrEIWQKMsjB8SsL5Tk4JN1QOakkrmqbAQ3W7bMYtNN2bJeFmsghV1zd6d98IUFeIPRjJgMiU4ga5NdX5nop1xAmb0gVRfEvqquMAKiKOujLwSojQ3RQrGu3cWClV0mQQNWflrru1DWzVJD61xY7Iz1TF4707OoWO8VqWKqs5VhxheBIIIyuxPUVpZhi6Oq4L/rcmDJHUkC1kh+dW8rnX/15g8fp49rZWbYBZ0J1TFH5sgkIqX8PzEOf/6vX8MViOLkZ6MIRAWssZUBAFyBKMJRLywmA9baK9Dd2YLroy443UH6P4iiaukEW7tPDPxsIvhLCbZ8jLx/Js6esreGfA8lslHC3FBZPFgd0tXmwI0xF+qrK2QlWIDULN/78S3M+iPwBKKosZgw7grigT+KCbc07+zsy0/i+qgLh9+/Jhtpw47/+GrKt2JrNp9AWC8zHc6stbcKfe2zZ5Y/HINvel5WeaMFYsy0N9SkzWQSGa3EgHZl9qLnmVa88PdIOOIAACAASURBVG4fbYnwBGOYcIewu7m2qAIlLNi1qzwzOCSk2sfKvc+uk2ILsC0VUtkiuZKZ8n2K5V6R4B9bzrrWbsHd6XmQOLM/LKg/mWP5HEmlkfxEo12mUDKdn1WIM2nyGdlEpMhBAEAqXUr8PxgV0N5Qg5sTbnotITABgN6Pb8nK/hyJwbXKQ0VtDbAzSFdCQSnXYiYRN/Kcq1/PwmjQIxyL4+rXs5ROWmsOFpu9V85w4tnKpQHpjXyiulxWyk1kffaVXTTrHohIPdwAaA8kIM/AdLU5qFNpt5gwMj0vy7SX2r3SKpUnwaRUBrbW3iqGtV9VYaLtHcQxZPe4mmyIMbO7uVZ1DjIrFwArNqA9lfGoAxCKCrCYDGh1VGU0m64QwZZyskGmdMHGlQyU5gLXR11ShloUAZ1OM8hRLJmsXILLbPlAZOr0hOCbnodBB3x/8xra/kJQ6OfScmHZHEn2sNn/1hUMTHjgDUZpyR+rUPkGyR+wBg4xXGxmA9obavDN3DzcgRhEAP5wDH/2Rxtw4sp96CCC+JFjcwGEE7WCJBvpDaY3shfTY7EcUK7FdGUmpKfUoJNGRAgx6bsLiV4hUuZHZHljzI2NdVZaIgksGIjeUAxV5UbZzMNUcij0zM1yg83wpLqf3Z0tdDj27HyYZiqh01H2QXIdcSoNOmnMQdNqqyx7VGpI5fSlcwi19lahnwfKoNju5lpcGHSmLWtP9721evhWeu+zBG0igGhcRDQu4HT/eNEGWNiWEFcgCovJgBtjLpzqG1Mt7ST3u/8bFwJRAU5PCL/5i6dW4JNnDzUnGFDnODh+aZg6j6mCHMWSycol1CqmlhqlalMQ2fZ+fAsWkwGBqID/fvkefVyvk8/I5ZBj2RxJGUhZj06nmnkiN+arKV9JLuJcQI3ohUQOiVNDRn/4wgK8oRh6nmnFjTE3zSwKzMTWezPzePOHj+Po3i041TeGn/7LTQBARIhDD4nhquU7laiqkGaFHvzFZ3j92TZ6yKbqPVxJYoZ0B5yypIzIZ529Ap5ABNWWMugAuAMR1FeX0xEpXW0OfHp3Dr5wjP5PaUDem/VjYNyNK1/PIi4C7Q01KcmJes8NYWDcTUswOeRgMzzp9Mn61RZMecM4smcznefHlmiSzMNTLXU0aDDhCsIfjmFszo+bkx785taUpv4qpAM61WdliWR6nmmlvaaklJtdk6T/PduDt9CNTFLa6o8IaFptRXenNGv35qSHZumIvFjZpPve7OP5xJLY3blAkmcx6REVRAiiiKda6vDAHylqw4t8txtjLvjCAo5dvKN6fpHr+r95AACY8gQLRieo2WwAVEt72VYCNljKsTRY7mqNYqgGWSyIvWAxSbV3pMZOB+C//NEGDDm9eb9XVwrL4kgqFSRhSWQP1IPbG+iNyZeyxmKGGtELiRwefv8aJTkikWUylmVjnZWOaXl1byt+du4WQrE4BHGB/GhTvQ3NdVbcm/VDEKWotN1iokytJNvDHrJqCqsQDlbyuUm01ekOwjcTgycQwXsvdlAilssjQWwsM2B3cy1lYIzFRVhMBhj0UuaV/b4nX+rAY39zAYDEfGi3mABRpDIijqvMaVRhhuVYQKaZreOXhjEy48fu5lpsqrepGvqEQfPcl05asmzQSf3B//hv9yCIoD+B7LNz+QRWHx/Zsxln+sfhD0UpMy1LfgaAsmw/19FI53bOzocL3iFcLEgggg1ikEz2UmXp8mk9EZK87n/6d3zrDkGEdAb8dngGN177wYp+tuUGWeOn+sZw7OIdaT52htfl0z1MBWW1EFuyrew794Zi8IUFbDRnNkuXRSGc/yuN5a7WKPRqkIcBW97KlrRWmg14ems9Pr83h6MffkmZ3/kaXcCyOJJqzKBE4Tg9IbgCUXzQN0oN73wpayxmqBG8eEMx3J320Vl7LEkEySYoS5H/x+GdABayYywRiTQvtALWMoMsGvn6s21Jh6yawiqEg1XZY8d+f+KQK68h5U9GvQ5r7RUYmZ7HhUFnUrlbKlKq3o9vSR+AcRrVmGE5FpAtE51avxPpXz24vQEnP/sGUUGE2aBH42oLvr95DU73j8Nk0GHaJ9GFb6i1qt6PfD6glQYcyZ67AlHZCApAKldrX1edRH5GfvcEIrKfpQYiy1ZHFW6MueD0hGTl0enOOC1jOlUvai6hJBZjs9NT3jDizLWVZmNG7L35hnQOjVp1z4VBJ048vyNtJQLb+7qp3gYgP3UCC2W10KF3+mRBEnYtqp1TmaIQzv+VxlIG5/g4MjnYYM8b54dgMOjgC8bw444mGRM3sLgJEsWMZXEkUzkJhBXJFxbQ+/EtnH1lV96UNRYz1Ni2CCMlqzyUxEZas57Ia7FOEiE1Udbxk8NTSSqjnBO6c/0qWZlcPkGZPSQg0XjigBAFQ6558/xtXBmZhQ5ALC4driRLeebaGBrsFbgx5sKb529jyOmlwRWizOqrKwCoO42lmvFZaij7nZQjPci6N5sMCESjAEQ4qssx5PTCFYiifV01NtdXpTyA8/leKQ24C4NOxOIi7BYTjuzZjJ//69eYdAWx1l6BAzsak8hC2O/16t5WzcxMKRgqbDbXFxbgm55P0gmpzjgtY1otOLvSZGSAPDt9eNd6/APTVzTuCqL33FDBld2nY2RVPk50P8ngk6zdhUFnSlbdVAR3+bxHUvEIsIHnTIiWUo0B4VheqFWpcUd+gaCPgFROknaFQhpplCssiyOpRWgBSBHZN84PSTdKQYleCEq02JBpT6BaTw/7NxtpZ42pE8/vAABZX6HTE8LsfJgeusQYIeyX+TjAOp2SbVplQdPq5BE1J67cl0XprWWGhRmbTISLGGA3xlx4dW8rXvtoELG4CN/0PI5++CWVF98Xywe1bDMh62l1VKH/mwc0G5lvhCeZQEu/kuoEbzCKU31juDfrh0EHHNzegOc6GvHG+duIQxrSzGYo1YxsNbZRglIwVFh9eObaWNZjq7SM6XwxspWfgx3Nta3Jjqe31uNHP/8UNB9VgGX37HdUnmXKDBwpWTbqdbIMPmnTyZZVtxD2SCqbQRl4JgRyWjpS+X3z9TsXI9Sq1NifpQrWaQSkUtfec0PYuWE1TveP4ydPri+I8z6XyA3ZDuSjDjbWVdJyGDWWUG8wiqoKU8EYaMUMrYNNLUNHDMjuzhbcGHPDFYii99wQnS1HDlWWmODE8zuoMZLP7JeplCwpe1Ajx2l7pEoanaIDHqmRsouk1I2N7BMQuZDsZYO9AlOeIHxhAa99NIhN9Ta+J5YJSgOJJes53T+OQDQOu8UkY1ssJMNHay9va1qY/zj6YMFRPN0/jqe31iMSkw7UqBBHICr9vspaploGnCoQWAqGCruGNtXbaB/pYp6fyf9zDeXn6Nm3FUd/9QVeePd3eHXvFjzX0YiKBOuhXgfaJ19IYL9jd+cCkRDJLCsfB+T9g+xPdi9kEigvlj3CBhpSOcbF8n0LEWpVavmgY1YapDKPJZ8EgJsTbggiNAm1Shk5cyQJWOMMQNKgb0Bq2M73qFypgFX0ak4/oF6yw5L0KDM9LOGAspw2XzdoqjEgJGvFkuMAEqudUS9l3eMJls8JVxAvvPs7vPfiH2JdTTkm3CHUWIwQBBE1ljKstpbhwI5GGtleX2tFV9sf0Awlr83PHdh1+9WULyWZRiEgldHW6qjCp3fn8FRLHa6PuvCtO4jH1lbj4C8+o0ENk0GHaOL3c18ulL+qlQHnszOUKxRCdulhQYiqAOCN80O4MOjEoe814XT/eFFUUJDWBa1edLW2HOVPglTrQat1QvlYociTTRyk6uMvNZ3AUTiQkU9CmofujwgFbQMsF3LiSGrVwZOyEGKMZKp8OJYWqQ4qVtGzfZIs7b/a89mePuVhoVb+VoiHJSAPjJA13eqowgd9o2heU4mtj1Th4y++BTM5Bb5wDMcvDeO//YdmvHH+NoLhOMJCHBvXmGnfKlsqu63JTrMbSoe+kGRVaGDXLen1LWQo9yE7AujujB+xuIhPbk/DaNBBEIGrX89CEAE9gI1rKgFRhDsUxYP5CJ553EFHO5A1qHRUS3GdllrPV3dnC5zuIKa8YdRXlyeVgRYStNZrKmdHbYyW1nWpZgOncjILJSChtNu0HGMOjkIA0W2T7hDW2iUCxELTabmCPhdvQhTh8UvDVCmTXoPdzbWyQ6cUjY+VBnt/UqHVUQWjXodWRxUuDDppP6Pa89n7vJSfIdcgBEHKuW3k/11tjqQemA/6xuALC7g/68c3cwEIIuhsIpNeB5vZgFXWMrz20SB84RjCgtRFeXfaR9f/wIQHVeULFOqsPPNVVsUGrXuf6eP5juOXpBFAAxMeVFtMMOiASCyeYGA20mz6xjorrGYjRmb8CEWk0T8P/JGk/a3c86W4TnvPDeHyyCx6zw1lrQMLEdua7PjNX/4x3nvxD2EtM8BmNtIy0ELDYtYru4e0nkeYvZU6nQWxhdSczFSP5RNY+ZXi3ucoDpBzHQCs5SbaznH80nDBnvXLjZxkJLUis2qRvkKJvhUTMo2cn+4fRywu4nT/OCXRUZKOLDYQkK/R+0xZFIGFjG1znRXBOUEqCRRFytJ6YdAJbzCKgQkPzVKS3kmnW+qDZCO6WvLMV1kVOpSyTqeLClFXKTNm3lCMEqJMuIIQhDhsZiMtTbdbTHjzR9+ltP71VWZsLK+ENxhNO9qhJNdpic52pX3i66opv0GhYTHrld1DWs9TVl6pIVXrBBmxkk/I9FwqxHXAUdpgz3V/OAYAGJsLYGR6Ht5gNGmyAUeOHMls6uBL0vhYYWR6f47s2SzrbWSfo3Sm0rG1LfYz5BqZsChqMduqzRo7sKMRVRVO3JuZx4Q7hI21VjhqKjDhCiaVeAPA/revYmDcDW8oRmn01UoUeRb/4aF0DNPponQOfz5C+R3Jmro+6sKfnuhDICqgvro8qTSd/ZvNNpC/05XFlwpKdbarsg++ELGY9UrGaCmhVeKsJptUuoM46OT3fNlPakE0LZuAg6OQwO5XEkA16AEIyLuATr4g52Q76VCKxkehYFO9DY+traaDlNWQKVtboSATFkXljE2CVBlMtT7grjZHkkFBImLkpxKkbCob9kwOdSgdx3S6iJTns6NtgPxe71p9jOzs1klXEF9N+WTPY78rGzDJNitb7GuzVM8vlt8gk/mBxQ7KQM8EVAHQmck9z7TS64juYMdlkb7LAzsaZSNW8gU84M9RrNCai5qvEwXyAXnnSHLkL1I5Q8pevlIiTMrkUE3npLCzt8jfgDR3EgDuzczjVN+YKhMgKZsiQ6ALxanJNyzGCSB7Itt5cSsFpcFP1sqNMTftBQlEBbxx/jZ8ieAFkUnvuaGk7DhLupUJ1F6Do3hQiOXeD4tUZZ4koOoNxeicZAC0d5DoDtJbSsZlEf1dVeGkowjyKQBTqgETjtKCGiszRzJyQrbDURxQNv2naqgvBaIJgky+K3uNFkmLUr7XR110KK4gAq99NKj5nBPP78CZ/nFcHpnF8JQP7Q011LHkDeLLByL/nn1b83a9q603avAnenjrq8wAFg6EaouJBicISFb8y3E3TvWNAYCMdIu8z6m+saT3I4/RzHqJ9RCWCgqFGCYTZEqmlYps7sCORtgtJvjDsQSJlYEyt3a1OWC3mLBzw2oAC7213Z0taG+oQfu6as2zVvnZVpL4q9BJxwoNXN4c+Ya8cyT5JslfsOVt10ddRWU05BJaDrga6+XI9Dx9nMyR1HxOwjgnmaVjF+9w5ryHQCa6qBACJmrrTekAv/mj72J3cy1+9h8fw+7mWtRay2QO4v63rmDSFQQAxAH89dmb2P/2VXS1OdDeUAOnW5qPenlkVnXdkc9gLTPQ9y1WlPIZpiz5L2QZpAqUsvc41TlIAi1k3b/34kJfMpkVfLp/HL6wALvFhAM7GnH0wy9xd9qHAzsaZRnOVEHclWRJVXvvU31jeOL1X9OAE8fSIZt7Xcq6aLnAZZqMvCttLcXSmEKC8v7we5Q9Mu0vYRkBD+xoTFuj37Nv6wLDnyimZQrkSI1i0UVq601ZmqYs4WFL6VjCDz0kRzIuAgPjblSVG2WleHaLCUf2bE5aq8VAxpIpimXdPAyKQQap9HSm56DWumdbEtj9wgYPj128Q8vplPtV+dlWsmdR7b2Jk8x+B46lQTb3uhj2Yb6ByzQZeedI8ibu/Aa/Pw+PTPtLlIyA6Q7kbU12Sk2dbz01hYhiWeuLZaMkz+nubKGEHwe2N+BM/zj8oSis5QtBCvJ4zzOt2NZkT1qrpdRTVSzr5mFQDDJItWYz/X5ar6F0MMl+6e5sgdMTwpQniCN7Nmf8uiu5v9Tem2V451ha8CkIKwsu02ToxCx6VbZv3y729/cv48cpHuh0uuuiKG5fzHO5nLMDl3XuwGWdO3BZ5w5c1rkBl3PuwGWdO3BZ5w5c1rlBNnLOux5JDg4ODg4ODg4ODg4OjvxGVhlJnU43A2B0+T5OUaFJFMW6xTyRyzlrcFnnDlzWuQOXde7AZZ0bcDnnDlzWuQOXde7AZZ0bZCznrBxJDg4ODg4ODg4ODg4ODg5e2srBwcHBwcHBwcHBwcGRFbgjycHBwcHBwcHBwcHBwZEVuCPJwcHBwcHBwcHBwcHBkRW4I8nBwcHBwcHBwcHBwcGRFbgjycHBwcHBwcHBwcHBwZEVuCPJwcHBwcHBwcHBwcHBkRW4I8nBwcHBwcHBwcHBwcGRFbgjycHBwcHBwcHBwcHBwZEVuCPJwcHBwcHBwcHBwcHBkRW4I8nBwcHBwcHBwcHBwcGRFbgjycHBwcHBwcHBwcHBwZEVuCPJwcHBwcHBwcHBwcHBkRW4I8nBwcHBwcHBwcHBwcGRFYzZXFxbWys++uijy/RRigvXr1+fFUWxbjHP5XLODlzWuQOXde7AZZ07cFnnBlzOuQOXde7AZZ07cFnnBtnIOStH8tFHH0V/f//iPlWJQafTjS72uVzO2YHLOnfgss4duKxzBy7r3IDLOXfgss4duKxzBy7r3CAbOfPSVg4ODg4ODg4ODg4ODo6swB3JBK6PunDonT5cH3Wt9EdZVrDfU/mdU8lA7dr9b1/F/reuZHQ9hzrU5JROthxy8LVWnCjl+6qlm0/1jaWUiZY+0dL5HPkPfs+Ske0Zma0MucyzQyby4jLNLXIp76xKW4sZxy8N4/LILADg5EsdK/xplg+954YwMO6GNxQDAPr72ZeflMmgu7MFxy8No7uzBQBw+P1rcAWi9DH2b3Id+bmtyV4y8rw+6pJ9b/ZvAEmPHf3wS0x5gnh1byue62hUldPxS8MYGHcDkOR+4vkd2NZkX5kvWAAolbVWaijl+6r87uTvm5MeqnfVZEKu84ZiqCo3Ur1MXgtAycq0UFHK+0AL7Bl5/NIwTr7UkXQWK68nMuxqc+DYxTs4smczNtXb0PvxLUCnQ88zrfRabyhGX18p81TvU6og8v307hxef7YNz3U0al5zc9KDE8/voP/jclwe5FJvlKwjqVQGxPAnPwsVaZWcKAIA/OEYpjxB+vuhd/rQ1eYAAJnx4fSEcH/Wj1hchM1shDcYRe+5IbgCUdjMBmysq0wyVk6+1FE08kwHLYOPgFWcxy8NY2R6HgDwxvnb2FRvg9MTgs1soLIHJJl5QzHcnfbBFYjSg5JDHaWy1koNpXxfld+9q82Bm5MePNVSh98Oz8j0BbCg98n/vcGoLCjI/lT+zrGySHdml/I+0AI5IyGKsqCtluFMrr8368dP/+UmAODYxTt4bG01BiY89PmAdGa3r6vG7uZaVZkXk2OfKhCejXPX1ebA5ZFZxOIijl28k+SgExubBMJ6zw1hdM6fMijG8XDIpd4oWUdSqQy2NdmzWsz5EJVS+wxqUR92Q/fs2ypF3IJR+MIC7BYTrGUGWRQbWFh8N8ZciMVFGPU6bKyzYmDCQ5VsV5sDZ/rH0fvxLezcsBo3Jz3UkMlWnoUGpeHW3dmC66MueINRtDfUUPmxihOiCLNBj7AQhxCPo/fcEHUsf/ovN/H3//o1jv/nJwAAVeVG/LijCR/0jcHpDuL6qIve43xYeysFte9e7GutVJHqvhb7HiCGF/mOFwadcAWi+O3wDFyBKC4MOmVRf+V5ppQPK0e+V/IL6RwTrt+Ssa3JjrMvPyn7XzrDmXVcAODg9gY8vbUe3mAU0OmSAi1aeqWYHPtUgfBM19z1UReOXbwDADDogFprmVT5xjjoxMYmAXVvMApXIAq7xVQUcsxH5FJvlKwjSSK8XW0OXB91JUVP0mGlolKsA3Ps4h1ZRIc4MjazUTXq88K7fdi4xoad61fhl1e/gV63oEzJ5mbLE06+1IE3z9/GiSv3cXjXejSutmL0wR0c2NGI5zoaceidPlr+MfogoGrgFBoyNVDV7v+hd/owMOHB7uZa+lxWcQ5MeNC8phL3Z/0IROMYnvLCbNQjHIsDACZcQRx+/xqaVlsxMO7Gp3fnEIuL8M3E0HtuCAe2N+DYxTuorTRTB1RZUrxU3y8XWMxnKaZoMMfiUUzrQGsfsGWqEEW0N9TgwPYGXBh0oqvNgf1vXwVEET37tsoyl4fe6UN3Z0vWuoFjZZDKMcknfZ3vYA1npdyOXxqGKxCFxSSdt4IIDDm9OLp3C86+skv2Oun0STE59sq1txgnmcgWABw1FRiZ8aN9XTXa11XDHxHgDUZpIJzIjq/r4kLJOpIkwnth0IkLg86k6Ek6rFRUStkrw0Z0jl8aphnDqgoTnJ5QQnkaYNADvrCAgXE3Bic9iMWlEtfT/eM4uncL3dwHf/EZYnERb5y/jQuDTnhDMcTiIoacXgw5vTJnkS0v2blhNU73jyeVXBUaUhmorPJT3n+1bCSAJMXpDUZphjcQjcte32zQwRWIommVCLvFBFcgCoMOEETg7rQPb5y/DV84hpgQp2U3pOf1xpgL773YoamU6fun6P3INRbjDBRTNJgjeygrAVjHqVANEq19QNY4CULtbq7Fcx3JQTxyZp18qQOH3unj/ZAFhlSOSTEFTJYaqZwRlgvi7MtPJp0bLI8Bq1MuDDoLWpdkC+XaW4yT3N3ZQoPeD+YjsFtMsmTD5ZHZJLu6mJzxfEcunPaSdSSVikWtvCEVVmojsJFnVumxjgyJWgejAgBgrb0Cb/7wcZp1fXS1Bf/zi29h0utxcHuDzBB7/dk2HLt4B1azEZdHZtG8phLtDTXwBqM4sKNR9hlIecn1URcl3yn0jGQqR0V5qLP3nzjxbDaSBVkvb56/jZuTHpQb9QhEBNTaygDoMO0LIyyIaLBXoGffVgDSYTg7H8akKwhfWECdrQyAEdUWE247vfhPP/8UBoMOgBQk6D03lFTuo/zsqXo/co3FOIX8ACpt0N5tdxBT3hD6v3EhkNBzhbYu1MrjWahF7wnUesTY1+hqc+DMtTE0r6mUZQQ4Cgs8cLYAtSyjppOd4IIgP1OVd5PXuTHmhi8co84nR2qw9+P1Z9vwxvnbEOJxagduqrfJguuLqfzjeHj0fnwLAxMeeINR2tq21E5lyY7/IIqFpNvPvrILZ19+Mi8XN0vjSz73cx2N9PMTR25gwoOqciMuDDpxeWQWD+Yj9DW2NdnRs28rqsqN+GYugLgIdGxYhSGnl0aMAOC5jkbceO0HqLWWAQCsZQZUlRsxMOHBhUEnfU8WpLShGOrd2XWhRHdni6YTluoxFqf7xyGIwHxEQBzAfEjAtC9MH590B/HCu7/D0V99AX84hglXEIkjEe5AFICICVcQM/MRxAFEBREJX3Lh8GRwfdSF/W9dwe0pLww6YOeG1ZrfL9dIJWuO0kUq2vKuNgfsFhMm3SH4wgICUaFg9I7yexEDVkuvEqjtk21NdvQ804qqCpPqtaTKZnY+jIEJD9XvnII//6F23gMo+REuZL+QtUzOXFKVwMqjZ99WtDfUAECSnJSjQ8jr1FeZpQtUzlEObf31wrt9+OXV+wBEBKJxGSkjsUmJ4z8w4cHAuJveQ47M8FB7XqejP3vPDeHyyKzE2bGEKNmMZCEhXXmLmiPnDcUwPOUFIDmD7OvYzIakEkwSMSLRCjZywV6jBjZqWsxOQapsmNpjbMbhzLUxQKdD0yoLXAEPLCY9DHo9QolsCoEOgC8cg28mBrNBHueJCSJ8QvL1+777CD65/Xv4IwJO9Y3JMtVEeROQUuZMooO8j4FjJaAkDGPXHmlJaK6zYsobQn21VG1RCOtzKZit2T2ZjqUSkFeuqH0GjtwgG12qNRJKiw28ENb+UkC5X8iZy5ZzE3lta7KjqtxIHU+yX5TcEqSKRyvzz7EANf1FWqx8Cc4Gu8WEplUW2mJFqtmuj7rQ1ebAjTEX6qsruIyzRKozMR16nmmVbD1IExoAqVVqKatUSjYjWUhQy3axA6pJ+cCJ53fgqykfDr9/DXPzYRodIqWS3Z0tsFtM8IUFGiViHaDD71+jipdlDQSQdcScY2HzH7t4h0biiFMXiMbx3ot/CD2JFgForrPSv3UAiB9Jrqi1lSVtWBHAb4dn4AsLGJmeR8/Zm7g8MosD//ApTvWNobuzBe3rqmG3SJmLp1rq6Gcjn4lEp7QijqUUPSzVaH8+gegpMvqGRVebAzazAcFYHNWWMky6gjj64ZcFcb+UenwxepPdkyQ7q9aXTl57U70t5WfgyA0y0aVE93S1Oeg9Yv/Xvq4a3lCM7gFXIEoNxFKAWnYW0F7T3Z0t1JE5+uGXuDwyizfO36bcAwBk2UfW5jnVN8bPAQXU5Ny0ykJtEoNOIhfs2bcVu5trcWBHI0bn/BiY8ODw+9dwpn8cvrAAR3U5txWzwKm+MdwYc8FiWtjzamuT9QnYx7c12VFVYcLAuBvWMgP1AZbSrivZjORisy1LNXcnG6hlu5SkO6Q374V3fwdfOEYjbhvrrLLPeXB7A05+Nor+bx7gVN8Y7WdcmA1pV5L9eQAAIABJREFU5NHrJYKyX4n0p54d+BaAJPPGVRLLmcWkx8iMnzqNZQYdfrC1Hue+dOKZxx144I/AG4xixieVKxMSHgAQRREWk5R1Jv1igijNybrx2g/Qs28rDv7iMwDAJ7enqWFC+stm58M49E4fnJ4QRqbn4fSE4Kgu1+zdKjQ8bDaAI7cgNPG9H9+CNxSTRU4vDDrhCwvwhYP0+pHp+YKYtZpNfy9bMbBz/Sqc7h/Hwe0Nsp4jUomSqi9dSTqSqnKCVx4sHzLJPqtlHUi27eakh7J5V5UbsXGNTSJbYgKRxQy1TDwrJ7KmT/WN4Y3zQ7RSgWQlbWbpfKyvMuOJmpqkTD2B0q4CSvsc0BojdH3URW3NdfYK+MMxHNmzmeqPky91YP/bV6nTTkgEeRArexy7eAe+sACb2YDdzbXwhmKqNorW2mX5U3qeaaXXLuV9KImMJJtlIL+TWuFMvHL2+crI4kpkbdiFcWTPZtnmrLYs9MzYzEbs3LAaT7z+axqRO/nZKAJRAYFoHD/9l5t4+v/5V1wfddGU93w4hqO/+kLWO6DWg8CRHmw/K+lP/dPvPYr2ddXSBaKIN3/0XexursWh7z0Ko15H+yHDgohPbk8jFhfxzVyA3t81tjIYdFI5q1EvGRHuYAyBqIDKcumwNOgAi8mAg9sbsOv//v/ww59/Sll6qy0m2pfV8p1KAIAnEMHlkVncm5HKU6Y8wYx6t/IF6bKI2fQF8IxNfoCNorL9fU53EHqF7bzGZi66+8VWDJy4ch+uQBQnrtzHwIQHo3N+AMlrVXUfKEhHtN6r1CoP8hFqmfiuNgeMeonN++60TyJPCsVwYHsDdjfXUsOwGMGuZ1aHd3e2yEacsSBGNwkukT3y444m2C0m/GTXBhnHBJCc3WxvqEGttQztDTUlb/to6Ybjl4bhS9iMtdYy3HjtB0nBLGJTGvV6yYnZtzUre4JXB0kgVWRPNEpyI3tfeeaRCpWDzONK/hS2CnEp7bqSyEiq9Rc011k1y4JSPX8p5u48LIiRYbeYsKneRjfw9VEXHswvELdsrLPidP84XIEoHRnR/80D2WuNzPhx/NIw7aMUE//rPTeEqnJj2l4cjszAylDJnEX6PGJxETazAfXVFbCWGeBP9ErenfbJBvwCUjnr4V3r8Y//dg+rKstQU1FGZ0sKItBSb8Pn9x9gwhWUfY4Kk1Ta0Oqowuf35tC8plIyMr1h+MIx2C0mHNmzWTVau5TINguidv2pvrGkuZqq6zONMZ1qeDvHykBtnE7vx7cwMiM5UQYdEBclfRWMxOiaKJbsWndnC2US37l+FT7oG0N1hREP/NIg7xfe/R3ee/EPacT50Dt9SaN9iAFGmLy1xqRwZtDlRyZn6FdTPsSEOJrXVEpzQt+6guHfzyMWlwjVfGEBwVk/YnFRdjYX+lpXQm1UFavDtzXZsbHOioEJT1Kv15E9m2lGUnm+qmXvlfeF9FYOjLuxu7mWEheSx0sNWrqBZY0+sKORVjmpjU8JC9KYs2x1NLc7Jfx2eAYA6IgVrT5Jwh9wun8cJ57fAQB0msJyE9KVREaSjdyS363lJqpY1DKWbBSEfb7Sm1+J/kCtHqLec0N0NqFeBxzY0YgjezbDbjHh1b2tOPlSB/76ma2yiL4OwL1ZP/zhGOpsZdDrQEsV2Aggz0w+HFodVTDqdVhlLZOVFRB5Ehm/92IHfvLketyd8cMdjEKfMCD84RhsZinuY9ABB7c3UAbYtTUWTHnkDiNEEbNMUAEA7ZN0BaL4oG+MsjqOzPixsc6K3c21OPH8Dhkj8HIh2yyI2vWk32XSFUyZRSQ9G6RX+GE/C8fygwTLSBQVAC3jI2XdFSbp+BLiC8yM7L0s5Ig2y7L99NZ6PNFYgwl3COGYVLruC8doNoYaXKIoI7dgZUgMYr7GVwaZnKFvnB+CLyxgyhOkrLukVWFDrRU2swGxuAg9AKcnRKuMlpqBcaVB1rM/EdjsanMk6fCefVtVe72e62jEzb/twk+eXI8X3u3D03/3W0r0YjMbcG/WT9laAfUKFDV7sVSDLFr2LRn9dvaVXVS3HLt4R6Z7WZuEZCeBzM/bUpc9AbHhD+9ar2r3s33U7ONsu9pyk3KVREZSbYYQGxVh+0hITb3yuq42h8wBWMlIIOkhUtY5s5s1LoKWJm6qt+H4pWGMzflxun8cJr2eRolEgGatjHod4qL8dfzhWEp2NI7McLp/HLG4iHNfOmmZKSAfGM6SHvnCMTBTQWAtM9Ao7Ia6SnzQNwYfcS5FEb7wApurQSfdN3b8i9mgx4nnd+Doh18CAMrL9DAapDKIIac352s52yyI2vX1VWb4ZmJYW1MuW4+kFAqiiJ59W9NmGXlGJv/A3hOig3euX4XROT9ds11tDmp8954bQs8zrUk9hIWsr5SVMGTOHUUiS9PV5sDNSQ8O7GiUOYxq61ptjRe6nAoBmZyh9dUV8E3Po7zMgBtjLpgN0jmtBxCMxZE4shGH1BdM+uKLZVwF2eetjircGHNhbC6AsBDHmf5xyqxKoGYDsbbaax8NIhYX4UuUuAKgvdUTriDtqVY7G1LNnORYAJH3KmsZjHodHltbjRtjLjg9IfSek/QyCfqRijcg8/OWVwdJ2FRvw2Nrq/H01no8vbU+ac2/8G4ffGEBN8ZceHVvK85cG4PTE8LYXAAA6FgbrYqUpUBJOJJqBDmEyACArGxCacCQ1DDbwApgxQ9etU1GNqvJoIMQF3Fnyov9b10BdDoMjLtpalwPqX/yxx2N+PzeHPwRKQpKNr4rEEUg4ZhMugJ0pESrowo3Jz1py4GLpbzsYcHK4ciezTh28Y7McSNQsvHWWssQjsYhxOMICwtEOgd2NKKqwglvMEoNymqLCXdn5qnRAUiKe2TGj3X2CgQSQQKDXodtTXa6RkIRAb6wgCGnd0XWcLaHhPL666MuWM1G1bK945eGaUmUFgkLL2fNbygZGlkSgU9u/x6z/ghWWcsQiCQCKKJIM3CEeKzQAwTs52fL+QBQnXB91EVLmthydPIctvyR/K4sQSNlak53EPvfvsqHhS8xWAfHG4xinb0C/d+48PTf/ZaOrrk+6gJEETazEf6QQDORZqMe4VicBnttZgOEOCFVE2UEGoUILRIdNjDqD8eSjGDlqA62tPvmpIcGaxvsC6MmvMEo/BEB1jJDVjqB2zPqIPfLqNchFhepfembnqcj5g5sb0hqk0l33nJ5SyB+yt0ZP3zhGLzBKKoqTDK5EIcdkAIlxy7eQdNqK231AQBPKEr9GGB5fJaScCSVzHXE4ACkzaDWswaA1tVr9Y2RMpWVXPDsIQVI/TB3p33whQVM+yKY9kXQvq4au5tr0eqowokr9xGLi6ixmHDiyn0c3rWezhU8fmkYt6e8mPFFEE8414FonM5dIhHxX169T1lIlUYH63wDpR3NU0b61ZgV1dh4R2b8iTXXiguDTjg9IakfZOY2Xt27BWeujaHBXgF3IIIZbxhhIQ4ldx8h9CEGyNqacgAL/ZmsMVmIipt1GpR9LGz/hpbBwLMw+Q0la+nNSQ+eaqnDb4dnMOkOIRAVKPuxQQdZ2TK554UaIGD3I/v5e/ZtpdFngx4YmPCg99wQZn0hGHSgZfNdbQ6akfdHJOIRttqGGHxAcl8YAFl/fKHog3zWYUo2RWJ4s2zDRO8D0hgo8ns4FqevYzHpsXGNDQe2N9AzmRAvFSrU+CcIy7k/IiAUFXBvZh4j0/Oy3jDyvBtjLgA6+MIxauewsyLX11rx1ZQPb5y/jfoqM9780XezXh/8rFAHuV+tjiraw11RZsSkK0idm+c6GjUZpbXA5S2B9VPsFhP8EQEDEx7qx1wfdeHutI9er4OUBLKWhWSs/jO+CMTEayxXULUkHEkl2UZ3Zwuc7iCmvGF0tTmSaI3JgURKho7s2SzbEGSuCxmfAKzcglcbA/Lq3la8cX4INZYyiADuzszj1b2t2FRvw+f35gCdDjcn3BBE4MSV+zi6dwuVwWN/cwGAlNXcurYaEEXs3LAap/vHYTUb4QvHaPYSwEJ/RqKMkFDSL3dzbyFAmd1myy0BOQUzmzUg9/JM/ziqyhe2qC8cQ8/ZmxBEKSMRiAowJ4ZNssVNJj1w9pVdMmOczdqRtUrWcz6VLKcyCFkZHtghfXa1zC7p39B6TZbIJR+CQRzJYA9Roqs+uf17+MICzAYdbGYjKsr0mPZFYNTrcfTDL2E1G4sim6Y23gCQ1vV7L3bIAkHeYBQT7hAAUMf66tez1IggYw/84RjNeBFSLeXeIeQ+EMW80QeZIp+NT6WDNOkJYs4XwVomW0bkP+uPYMobRvu6ahm5mlGvQ0t9lZRxm3DDUVOBcDRO58qdfWXXiny3h4WyasAblM490pLw2N9cpGvZFYjiT0/0obLciFlfGGajntohNrMRs/4Ihn/vw71ZP2qtZaitNMPpCdEz0zcTW1SQpNArG5YLrN085PTi8sisxD9SZpDWbobkdkpweUvoanPgxpgL9dUV+MmT6/HG+QVbmyRs2Mx9mVGHcEyk5wGB0aDDVkcVrcBcjqBbSZDtsI3aRIjWchN84RguDDpl17KNwGzJEEvcQPpyAlFhxR0m0pB8ZM9mSrQASFTB/+9/fkJi/gwLeO2jQcr8WVVuxJ/90QYY9Toc3rVe9nqv7m2FzWzEKmuZZHzodPj8/gO4AlHUWsuoo9q+rhrtDTWAKGJg3I2BCY+Mbnu5m3sLAWyjOim3JFkEQpRw9MMv6Zo7/P41ANJQ393NtdSgs5YZ0LymUhZlIgGMxlUVC70ykBzMv332Mfr+Z1/ZhbMvP5mSbCPVYPNcI1UjPivD1z4aRKujil5H5KxGsKJ8zXQkJIVM0lIs6O5soU4QWfPGRNAkLIgIRgVsrq9K/B3HyPQ8BsbdRUE8okWmBshHCp18qQM9+7aiuc66MGAdkrz0OqB5TSVe3dsqM+5YUi0t/XxgR6OMtCffocbwmw8gegRgKlJ0OqniB8DqSrMsSHD2lV2J8zqGm5MLTqRBD6yvteLA9gYY9ToIolRpYiDWm05XsDor6YxMjLzpPTeE/W9dQSSRkTUnFnggKmDaF0YcUra2eU2lxDwOEROuIAJRqQx4ZMaPSVcQI9PzEESpaqG5zkrP1GxIp1aCULHQwNoQD0tux+UtgcxMdlSX09+Neh0O7GikCRsWVRUm2d/kSDDpdbS97filYZm9uVT6ougzkspaelIaRKLaSuNZi6CACN8bjCKS6EUzG/Ur7jCxUSFiFI8+uEMX2ZE9m2njOURRxj5LGndZ+uznOhplpYKAZJCwzwNACXy62hyAbpyWERZqOdlygF173Z0tNIM9PLVQjnBvZh4/eXI9zUK+8O7vsLHOigM7GnHm2hjtMzh28Q41qHWQMpBGvQ4/2bUBP2OM5+2P2mXjYJTZdTVnkQ2YZFuGstRQ7j8lAUODvQLfuoOIxUVapg0sZCHUMhPK756OhCSfsxvFDGWklFRW+CMC4iJokAwAYvGFrJlBB5iNhsTe8uLpv/ttQWcntcjUtK79zV/+sYx0AZDI1hzV5bSSJl0Ums0AA6BlsGz/Wr5m7ZW9sfkCZdnm0V99gbszTCkqk7Eho4yeaqnDJ7d/j0hMhEB63uMSuc6FQScO71qP/375HkxGPb6/5Tv47fAMdq5fVRTtJMqsOFvWd2TPZvzs3BACUUEWUJ3yBLFxjQ2+sABLgsU5GI1LY4GiAiwmA9baK/D9zWtwun8c39/yHdpnxrF4KPUJsSGOXbyDE8/v4OR2SwBSOdn/jQurKstoFdqZ/nH0PNOKG2MuWUZyjiFXBIAaixHeYEya5JCw/bvaHPjllXuUC0WLQyJbFL0jySpzAFTwYUFEWIjhzLUxGfGAFsMriXj6wzGEY5IWiwlxfDXly5vDiy2hYb8TcfqUhoCWwdzd2QKnJ4Svp+dpySR5XG12H1tGyLEApXxbvlNJKd0tJj09EC8MOnHi+R3UGBiY8NBgAOkBZKNPZQY9LGYD7dsl2Umb2SBzwFjjAoCms5hPil25/4gMiRyNhhh69z+WRFyk7BVmv8uZxCzVM/3jeK6jEV9N+XBz0oOvpnw0s0Mi+sTpV74Gx/JBax4oicI211kx5Q2h2iKVq+1cvwqn+8fx2NpqfHp3Ds887sCtSQ/uzfoRiMbpa/SeGypY3bQYMqr3XuxA78e3VAlFtNo3yHkgscImDBMF6Vy6wIqWk5qrvsV83a9KGbIzUB9bJyfJIT19n9z+PYwGPXzhKA0YAgv9Tb0f36LZOFLq/UHfKHzhla+OygRaa4LogCN7NgOQRqGss1egttKMA9sbcObaGIRE0JAEjQDQ9Uqqo3ZuWI2Tn32DUCyOuLhQuUOCjqf7x3HjtR/k9ksXIDIJPCl5CUgwPJ1zwpMN2lDKfdYfQSAqIMBUINycdOPoh19SFmeCuAhZkMUVkAgZDTrAHxFo6xnRQ0upL4rekWSV+VdTPtwYc6HaUgYA8ASitIEV0D4kiUFOyg0JBFE6AFY6i0PAblD2M2ltXK0DeFuTHY7qcmqQsdTN5MCLCXGapcxnooOVhFK+Pfu2Jli45uELC2hfV42qChMdLXNkz2ac6R+nPYBn+sfhDUZpP+C9mXlMuENoXFWB3/zlHwOQMsNOTwhTniBe3buQgWFnCGll3tjDO18VO3tAGfW6pH5lAtLnSUhFWJB5mt+6A9j/1hXcnPQk7V3lwZiv8ihGEJ0STrQKKIMBhDxjwhXEhlorju7dgqN7t+DQO32IxUVqUCuhHFZeqHoq089NyiPTgZDPOT0hOKrL6euy/Zfs+6Vz1LQczVxk9vP5npJzlwSi19kr8GBe6o1UZsuP7NmMN84PQYgDvvACwd8vr9zDpDsEq9mI3nNSdh6QWhiIISnEpaohqzn/zTlllpbcO6IDjl28A0ByEI2GGK781Z/g0Dt9smy5tdyAlu9U0oBJz76ttG2HXEfK4slczlhcpOcHR2oog9DsfQKwwEAcitHy92yqKDi0oeyPP7i9Af9w+R4AyPY7y8pKYNLraLCFhSBK17/wbh/qqysSpeASyNish9Wd+a95lghfTflw7OId+MICnmi0SiQFriDKAxEY9Tq0OqpUn0dqkW1mA7yhGHZuWI27M/MwGHTwBWN4qqWuYMk61BxMGVV5gvmSrXWXDrzbqK4wSo8j2WDI58N9qZDJd1TLAiiJdrY12WXjDU48v4M+DkjMjFUVziS5sq8pkSBJ1M+b6m3S56EBDzHpsxCwh3e+BEOUUB5QWrImMnF6QjKGZgB0nuZsgsUYQJJRoVVSm+o9S2GdLwXSyeng9gb847/dgyDKs+bbmuxSz02CLMOgk5xKZfb5/qwfvnAw6XXJsPJUZc+FgCX/3AndMOUJyhhdSTaeGJHs/xdTqrbcmULleK6VbjNRgqxTpyeEkcRIhJZ6GwbG3Tj6qy8w64/QwNimehvNRNotJpx4fge+mpKIYwQRCLik+Yd1Nmlmn9mkhysQhV4nZd3uz/oRi4tLVqr2sN85EyIVlk2fjMciOpn9nZS8fjHhgQjAHxJw9v/cJXtPlr3SoAMlF2SJqchPekaWMFLdJyVhorKqj/xOyt8Pv3+N7r1C0qv5iK42Bz69OwdXQBrZ0bTaSh8j2UaTQYdHE/93ByOYSdg0URUnkoUvLMA3PU8TGOQ+LoXOKHpHUslqShxCEtl74I9Q9tKnt9bT5yijsWRG0eicXxb9/uT2NJ3pVwybiFUayrIwMrOsPpGtnHCHZI4NG7EqRIMtG2T7HVNlvFjl0XtuCHen5+ELx9C8ppKSXpBZnqziJ6/Zvq5aRs5BSDiIkaWlKJSHd75C6ZATJlo2kkb26gvvSuQWhNms9+NbNEonArJyKdao0CqpBZLvLzmEiU5Qu4ZjAen2ypDTC0EEhASxxv1ZPyUBeO2jQVqqQ8rAleNe9r91BeOuIEx6IMqU+xj1OqyyluGJ13+NI3s2520JZDos9nOzFQdsoEg5AsgbjMoMRWJEZsreqmVALrdhSQxeo15H9RzJXiu/80qArHs2OzY85U2M6JJ0PAniscY7McpfeLePrn2C2QSVP8kWmfQ6GPQ6BKJxWEz6FV/bWhlHpZ4+fmlYIvMDAFGUVZlcH3XhsbXV2FRvo69bVWFCra0MM74IokIc+9+6Qpldj18apjOwBRHYUFdJdTtboZVP7OS5htJx1NLJbBsXOV+VVX2Eb2BTvS1tOSsPtmaHM9fGEIuLtIexaZVI17XZqMf2R1clxq2MIiKIsvFAmYKUuZJ+5KXQGUXrSLJRa6c7iEl3iJZ/DIy76cyhVdYynB34lkbzAKhusAPbG1BVbkSrowonP/uGNnT7wzGss1fAG4rJyqgKFamMFuXBSHrylAYDW5JWqNnadMjWuEt1/Zn+cao8CGsfIJUUk6gfS6Ck7NslvTbKspKmVRY0rdZWFIuZ8bTSYElBlIcXMSjsFhM1ltmSKBGA0x1EbaUZv7x6n2Zj1EaFqPVasu9DHHhS3s2hjXR7hWQcSMnxuCtIdXGMibJaTAt9f95gFE5PCPvfvoqdG1bjy0mPzIkkzz33pROxuIjXPhrE6f/6vYI0IBfrkKWrONhUb6NEPL3nhmRl9MoytnzU4+w5c+baGLyhGN44f1vmoOXL51tgeo+jqtyIV/duScq6kZ9ExtWWMlmm3ZhwGlnj0aDXy35f6fuTSW9tKv0pkUb9Dr5wDPdn/XAHItRgJt80GhcpSzzpzwOgGhhRs0uKWV9rOW5qPY3AwmgyllSLEFcBSBoZRgIepGokXTlrKSQVlhIkweWoqcCGWit13n927haEOHBv1i8b76SGdTXleObxR2hJrBLWMkPGbRCZomgdSTYTGY7GEYgK+Hp6HhUmA9bZK+CPCPBHBNwYkzIKFpOesiO1N9Sg1VGFJ17/NSrNRoy7gtTg3P/2VYkFKYE4gClPCBMJ46fQN0sqo0V2cCd6+VK9RjFHANn+l0yMrJTGYEKOgihtckIcwJYUswRKAJIUPqvMD73TJ2XL8pDJ8GFBnA5lJI3Mdm2wV2C1tUx27fDv5ynpgiACA+Nu2Xw99v4RvfHp3Tkc3rVediirOZkrQS5SaMjEEaqqMOHP/mgDTn72DQAdutocGJvzyzJl4ZhACZKqKkw0SDA654eyqsds0KNjgxS9JUQbxaCfs4FWxQFbUnj25SexrclOA1bQLcyu1dLjWlUBuYYaY3lznRVGf370wrGfb1O9jcqM6Id0PAaEvt9mNiAQEbDKakKZ0YAH8xGsqizDg3mJiKOusgwRIY4f50FQkP0emZQ8q5VVkkDqt+6gzGAmVleDvQLlJoOsP4+sywuDThzY0YiqCmfS+5ZC6WUqAkX2JysLdn+Tx1sdVTj4i8+SWNFTvY4aSsF5XypcH3VhyiMFjjyBKLraHOj+p3+H0xOC0aBHWJBG27CwW4yICUCNxYRxVxAGHfDf/kMznutoxNNb69H9T/+OSXcIej1g1OlRV2Wm44KWUm8XrSPJknSYjZJKFiH1E0Q8IVmk224xUWczkCB0+KBvDL5wDJ5EFmjWF8ITr/8axsQ8I8KoZtABh3etp+yRxQxWYY/O+dMydJWCEnnYiBsp4SPZclJyyR6yagRKWpFfAEWdLVNG0ojzRkarBCJBmtE6+VIHzr6yC/vfuiLLTOp1wI87mjDk9NLoNekHa3VU4fLILGJxkUb0boy5KBFJqnutbJTPF2cyHx1cZRScyHX7o6tweWQWFwaddJaeQZoGAEEEfvovNwHIAwoHtjfg7//XCJyeEJ78g1rcnPTIShvJmKPuzha8ef42Tly5j8O71uPo3i0r8+VzBM2KAxIAZAKBRE/cm/VTIp7f/MVTssdIZpIEqQB5VcBKrTO1cryVglIG7N+pMgDXR104+qsvMOUN49W9W/BcRyPcAan3ibTSkP5ui0kvMyj9YQGxuIjP780t4zfLHqlKnsm+VzLMd3e2UG6GnRtW095pFu5ABBvX2BbmxooiHbZe6q0GWjZXJgkC9jknPxulVVLZ8AYoUQrO+1KBLdH2hReqKwBAjMVhMxtQbVkIIAGANxiDIALz4Rj0zBQAwjHgCUYhQiLoERCH0y31Wh/8xWd4/dm2Java0Ke/RB35PgCXkHTsbq5F4yqpMZXMjjy8az3a11XTYbZNq61YXSllMUj5VHWF5GOvrizD7uZaeIIxuAJR2thKQFgES2mAqrIZWwtEiRSzXLo7Wx7KYSOZRUd1Oc6+/CSNrJPSPi0oD2PyGcjn6dm3tehlT8g2JCdEsjYc1eVJ96Nn31Y0r6mEPhHij4vA6f5xdHe20MduTrhxeWQWH/SNJb0PIW3p7mxJOai9u1N7kPxKgjhqap9ppfQ4+UyH37+mun67O1twZM9m2C0m9O5/DBsZprljF+9gW5NdytiLIs70j6OizAhBBPq/eYCm1VZZfxWrh/7x3+4hFhfxj/+mXvZTClAbGE5k5Ek4LyQyzj5Ge1NFEe3rqtHeUCPbZ6nW2XKBzM8cmPAAorjiTiTRR0QGSplo7bfjlyRafl84hp6zN3F91IUfdzQlvYcUx9Yl/R8A7s74V9Qey0aXELm8cf42Lo/M4uiHX+LQO1J/e88zrYBOh8/vzaF3/2PY3VyL/e2P0OeSkR+ERX9gwoOBcTf84ZiM9bkUkcrm0ro/7HMWgnrSebqh1prEyZBPZ1shgr0P7O/k7NtQJ5119VVmrKsph0EH/JfdG3Dzb7tw5a/+BC2K3mFAultk/Ae7/uurK2TvTYIysbhIGZKXAovOSOZz7bOyBO0nT66XsXY9vbWeRqNJWt9mNsj6zTyJ4ddr7RZ0d0rDhH0zMfoeJEhmLTfl7ovlCVKVpmSDdBGufMykKPGwETdlNDCbLK7WHsy3/bhcYAMaB7c34HT/OJ55/BEMOb2y67Y12fGbv3iK9oLdnfbHQiq6AAAgAElEQVTJsumz82EIotSDVF9lhm8mBrNBD+hEQNShcbWFjkQAJCZdlqmOfZ98pEDPpO9ZyRi83HuOrRi5MOhUnd175toYdQrf/OHjOPqrLzDpDqG20kx1A8mMJQpFEIjGMTDuxn/6+afYuKYSb/7wcdn4DxK1XZUIHJYitHTW9VEX6qvKgURWjP3/8UvDaHVU4eakBwd2qGc6V6IC5eiHXy6Q3+nUHaxcQS3AqprNVcmadXe2oP+bBwhE4xBEyIx1konwBKL4/pY1+PWtKdn7BqILWYyVLN/OxiZsdVTh07tzMCYmi026grKRBkRGpES199wQ9FgobyVrkC2z9oelYP8b529zZlYVZEIgR2xmZSsNIN/fhWCb5SvY+0D0ATuKiVxDfu/9+BY+v/+AlqP2PNNKy469wSjqEiRUgHS2/fLqfaqf3/zh4+j+p3/Ht+4Qam1leKTGQucwL2X5/6IzkqkyMSudrVyIdg3h8sgszlwbw8mXOnCmfxyXR2alcogESBbBFxZQVW6UsYDZLSb0PNNKo4XNdVYYE2kNm9mA5jWV8Idj2P/21bzNzC4Hssk0ploL6SJcpRABU8qSzTSyMlOT48NmQwsd5PufeH4HhpxeuAJRnE7scXbNENkBEhPxq3tbZZFrkvl6/dk2vPmj72J3cy22OGwIx0SEhTgc1eVUd5Cot1rWMV8PV639SkoCbWYj/T652nNsxYiWg0syDccvDUvBgL/8Y2x/1I6R6Xkq5+Y6K2W1M+gkZjtAMjhHpufR/c836L45fmmYEvKsVURqORayYk801sgcxd5z0jl68rNRuAJRqT9eBStRgUIypwYdaBB4pdDd2YL2ddUyyn5lNvfutA/tDTXUsSRZid6Pb2Gt3UKZurs7W9DV5oDdYsKre1tx5a/+BDf/dg8+uf17GUcDgVGvS8oQ5xqZnkfXR120b9kblILza2vK0d5QA6c7iHuzfpiNelhMehrAGxh3g/3Wxy7eoYb12Vd24ezLT9J518Sh5pAj1f0hep8E9Z7raJTtZS3WVy7n7CG7D4n2gklXgPomhBn3qylf0jkISDrl9WfbYNTrIIgL480I2GoSQBqJFgcwNx/Bge0NGHJ6ceL5HUtKRrbojGSqTMxKZyvJRiHzxfwRQT5riOkNYbMIRLkrGRvZ/gsyj/LIns0yGvpSI3LIFKnWQroIdin0WKpBTWZq/yv1/gM1Yge1SCqRHemD9IZi1CAm15KB4DWWMpSbDIAoYp29Ap5AJMHUPApAipwf+l4TTvePUz3BZjpJdiSf7gsbbWb7kcghReZKqUWflxPp+nbUSJWU1RCOmgqMzPhh1OsQi4t4rN6GSXcQM4nD9dtETwh5zr2ZeTg9IezcsHqZv13hQVPfKmbSapGsrUQg5dW9rfQ8XungzbYmO53P1vvxLbqnSHCQZOAhipRRl4Bk1nc312oyZAJSqZpPZRh5WBAxOufPwbfUhnI/K/UOZVUNxWj/3SprGfzMOLWRGfl3IKR+DfYKuAMR/LhD0r1q/Aw9+7bKCI045GCD1Mo9qtz7yr2sJOjS0hX5GkzNJ7D75MCORow+uAOjQYdANILb33rQc9YNQZRGX73+bBs9B1n2bDJ7lox4AyTuBx0gK4k/fmlYNj6L1TtLaaMsC9nOSjoArPL62blbACTjr/fckGw0AItULKOH3pH6L2xmA45++CWmPCH4wjFqkC3lLJZiRFebg84dUiKVYiOP55NBniuo7Z9SdaozBbtWlJE2NiDEEhE5PSEMjLspc7MvLMjo9i0mAwJRASc/G6XN7YGoQKPpZ/rHcaZ/XOZA2sxGON1B7H/76ooTfxCw5avsIaJVop4Pe470QCoj3qlGDRGd/MK7v6OPW8sMMBqkzMa2Jjv8EQFCoke22Ml2soWWvlXOndTSQbkOICvLn1cSrN3hDUZxN9HvyBJvERZdf0RIKoHVCpp4g1F4QzG8ef42TveP4+D2BljLDJj0BDHni6DWVobqijJMeUJpye9yDaXeYfUPYdcmDvTIjF/Kxq6rpiMQrGUG2gNpMxvhCwv4/P4DzfaBpR5pUIxg96jS9lIb0fLp3Tm8/mxbEkGXlq5Y6STSYrCSzu+FQSdcgSjlbwgzzFKxuIgLg06qf8/0j2Ng3C3TKSee34ED//Cp5CyKgADgk9u/p+SfRIf4I0ISmSOLh5XBsjiS6RyA5bxxZCHfGHPREpBAVMAX4246jFwLasY6GRbvCws0EmgzG+D0hHD0wy8BAFZz0ZLfLhrs0HZlVJW9ho2oFIriWW6w+4fdK1w+iwPLNswaIC+8K5W7+hKzYP3hGBL6GDazAUKC2VmILwwFBiQFTwa2E0PIYjJgVWUZnO4gRhK91Pli1CmdLTayyRoTQG76Iwm0zgFS6keMcUBbNyhHLBy/NIxqi4k+zx8REBcF9Jy9ib//169hNRsRE8S8GA9RaCBzJ7XQ3SkxbrJjGZYTbI/sSu811oCuqpDWn1GvgysQxeH3r1EnUhoybkH7umra0/nVlA+jDwKyrOr/z967x7Z1nfmiP75EkRQp0ZYVMbak2j6SHVlJFdgeZaYed86pUxuBjQZooQxcTJI2PvcOTgt4cAbGdQZxD1oNbgIYt/cYaGc6HSfTZBBj4ttgMmMjx249OFM3aaKxDKu2rDhS7EQPh4oepkiKpCg+9v1j81tae3NvviTxpfUDAsXkJrn3enzre/4+2hswGDA4MY+h+37EkxLeGpjAjR98Pe331bKtHED30ulxMSOYmLA/n4+g1qysrJryR/CL7/akyYIzV0bgnY/IHBUpQqVykKvlhkzylF7n50SrvQddH4jEYDIsk7LkWvtfiQ7vUhq/ikwFyLWG25vqGK8Lnc/kAOfLat54oQcfTwVT5RwGbKyrwYQvgqlAlEX2ibkeyGx3rXQMVszaeq5/XFG7lUt95FrmV1OdQkJVRiBB7vfI5xqrwUfI6LmoWTzVRHa3NGB7kxOj0wvsv0zfuV7BFmaKXU0vLz8X9tf1DFGLUDjUsoiv4aIMBbtFJtlqdNQgCVlOUF3S5gYbnFYzWjfYGBkPIEcd2zbY0bu3lfWj3Oy2Ycq/yGr12pvqdNldS4FARE7lPX6gQ8EMTOvrmb/7ACffvlnUtaa3tslACEbjMBnklhSZ6tBpnqmWr9FRA7tFPtpcKfbthARM+uQ0V3UNoEBmqOcpE/ujq9bMmsWvNeisL3VtIABWz3ioy8NqoH70jS6m+JER6bSaZAMyZSAee/0aXn73I3YNQX1+Htu3FU6riRFNEfj672LWp+ai55G8pfr1Dz99gE0pkiujwcCUXaMBsBgNCEYTzDlPv0GKL9WuUzZZqXk4yhGZ5Cm9TnPyVkqvNRmQdk6R/N3W6IDbbmEOjlzWVyUy9ZeKa4LW94mDO9G9pR5OqxlJALMLUexodrJxJNnSu7c1jVfg9OU7CMeSsFqM+J9/+jj2tzfixaceYdfw+0RrfdD7PHN6IVgxa6s6XSpT6Jywll4LqlOgVDRAzhs2GIDDj3nwILSU8XdPvn0To9MLrC8d34+P9xb2XbiN2dASZgJRmIyGdU05rQW9tLl8r1nvqEQPX7kgo5ctlaLT8VAd3vneV1idIySJpZJQ7d2uzfWYDS3hqx2b8G8ffYFEUo5Ejj24gxef6pTrfiIx5t39r3+8DcPeABPapfaeqyM36jX1/idy38z7vvCqHKi5Zpzore3jBzoY6QZvAOqNJe+xpUjPS4d34dKQFwOfKRVNp9Us9lKeUM+T3r7i+zkWq8a2XFIZKUWNMm/4cTl9+Q6eSZFcUDr9FreNRSy3NNQivBRHndXMIrlaZ6OWTKHaNZ71sRhnabYIhlYULBCJsdrlWFJiLKwPN9jweaqO+T7XH1P9G1qpl3q/X+3QkrGZ5Kn6dYqQN6bSi/k1td70slJFuPn04WP7tgKQW/ioU9QzyRaaR97YB5bLe57+6fustrV3TwsrM+MzBtXpsoWgYENSj9yC/9t34TYGJ/0IRGIKgb/WE8eHi+UUNTm99bO5MN753lcyfnaZ8UhSGJBkudO/3/n+Pjz7ar9M5JCAZurmekYp05tLgbV6HpHGkz/UVOZaSi0Zi/Te7ja3QjYcP9CB392dQzwp4V9//zmSEvC/hqYQjcupDqQEUkE8X/g+7A1krA0uNtS13Oo19XCDDRO+CBLS6igPamIGPeitbZ5ER44sGrDZbdM1Tvg6EKphd9Wa8cYLPXjyx7/B6PQCrCYjWjfaRRlCAdCrS1XPBzks9rc3FjU1+lCXB+evjQMGA6tLLtb5kk3WkBL44b05AMuGkj+8xFLkG521mJxfxATnLNEirlEb6TyB4JR/uX1GMc6LbA5OLSPwXP84Rr64jUQSaN1oByQJozMh+MNLjJF1c0NtTr+x3h2sfCCHDAA9zgktOXu0Z7l9ijplNR+do9r0uGLi+IEO5sT9+9/eQ0KC7AiF3BZEy6mkxo5mJx7dXI8dzU7tueBqW3mDlLKS5EioCb5wDH0XbhfsmCs4tZUW29GeVrZ46cFZaJv6OuXR32k1UhZ4avntTc7l6KQO2xwPag3w0uFdiueijXvs9Wss7fVQlwfdW+rlNLbUxAvkBkpD41uxVDJECmr5gOaCqMy1Dji9NisAcK5/HMdev4Y/2r4RRoPc6BcAllJGpNNqYh7EeFLCqXduAYAi7YQX2rlgLVO1eIp8rbHY6JDTzaLxZEH7Me3epczsnrmA0o06ml0IxxLw1NfqKiqUhTI6vYBgNM5q2J/88W8QSfXYiyaSmF2IijKEDLg+5sPTP30fT//kvYylKvwZf65/HI//6Fd45d2PihqNBJb3+enLd9Io8nl5vBZ7S51OrSVreOMvtJTA4KQf4VgCTqsJLz7VyVqF9O5pyZiiS1wCg5N+1qKMnjEYlb+vud5W1LHPlMKoZ/RSGl40kYTDambpqjQW3S0NeOVbX87pNyoxhTIfZFuzxw90aLah0ktDP9c/zvY2X46mHsd890ol6z3q8rxX3v0Ij//oVzjXP160e6B2VZ76WkXq9uDEvMxAjMxrnR9/rbk4dWQX+14+hZdPl93elCIqW0Ef3lVxz+qlGfTuacHYXAi9e1oA5Oa9WO2Uhd49LbJCk/JWZgPvqaEIw637fpw4uJNFOanegbxB5IHvuzicNeK5nqHwfq2CsllOWO8e0nJCtrnQInOhDAoYDBiZCiIcS+D9T2aZEQkA9XYzDDCw1j+EhAT82dl+dDxUh969rVmjoVooZqqWmpa/d28r7s7INaOF7EeSfzfG5/GL7/5BWrRXLfdzOQfI0O+7cDsnBZmPuoaicUVzcwCwmgxorLOibaND7FEdnLkywhrBU2RseW59aUQowDKdPDEZFysaCSizoigiqZUZtRZ7i0+nVqeDK9LGUhFafl9tb5JJiygq4Ko1Z4wE8FwCaqIsYLmp+VqNfb5RJ63IND0DIy1TkeZoEfGt50gXrS9qWaUeBwqW0BjReHV6XIpMGK0StLszHyEYjWtmjOS7VypZ71GPDWUgnb58Z82yC/l5Ipnptlvw3/5z+7JOkUcATmv8M0WXWUr8hdtyC7Rr48ttc1L3VzLWVr3FRF7505fvYEezM6eUp9VYmGo20ELCtST4KIXt/LVxtG2wo22jAb17WtgBeubKSNUZRWsFXkiplc1Kh0hBLR9kmwu+ZpCUM15eWE2yl3BDXQ1Ci3HG/uwPy6yuf31xGC8d7kQgEsPIF0GEY0mEYwlWN1kIC3ExD2Qt5eIX3+3R3Y9ZlbqU3KNG4Fopj7xykquykk+qJF8v9/RP3gMARTQ5lpQwOr1QVEOn3JBtHo8fkFlXQ9Fl5tVQytESjCZkZ0mzU9HWRu6/+hHqbWY0OmtLJs/5PqhkaGnVfK0WDnV5cGPch9BSAqeO7FKMp56RSY4qcmjnel+KciGVDkUpo2NzoTVLo89m1ADp7U9a3DbcGPfhXP84y1oDtPv8ZvpNYH3WQPJ1pXrjwLOR80EP0rnH50K4Me5De4oFlHpyhqJxxoCr97u57pVK1nvUaxIAro7O4qsdmwr6vnwCZWS0mo0G5hCgM/nEwZ1sn2WDnqGYFZyxShk9K+F0WDFrq1Z4nJAWfs/B4MqUcpbtPujfR3/+AXzhGAxAwcKVwsA/+kaX7FE0GGRFcS6EHc1ORRobHz4W0AcfWq/21BSB0iJTis7xA8tsj2ef28scXiaD3N8sZUdic70NX9/VDEAm7CKpFY4lcGnIi3e+vw//eOwJlt7e3lSHRkcNi6DlkyZUrP3Ap52dOLgT+9sbcajLozAA1fecjbXz1JFditQ89fX8vtf6tx5yvU6N3r2tcNst+D/+eBtjb304lTpEEZ31UIagnqdcywmm/BFGwOGoMbHXw7EEy7whHO1pxeOtDZicXwSAnM/t1QCf2popvWst9talIS+C0QRGpxfS0vpo3Z46sospZWeujODUkV0svTyfiJvi/jV0qPPXxpmzey1AzwNJ0pUDtLZefvcjDE764fUvIhhNMCZa0uvIiMz2zIXu/WoBzTnplpnGgY9Ynzi4E3aLXPP289/eQzCawOxCFEd7WvHO976Cd76/LyMD7nrSy/g12elxMYP9NyMzBX1fLmm+tK6P7dsKu8UIk8GAk2/fZKmmVA6TyxysJGX/1OFOeQ1wTq2SsrYCmXt8qfvP5BKFypUR7FCXh0UGAXkwnn+tnzX1lFA4CY467YL3+pDVXpAnYB1Di0CgktJXKu1+1zPUMkQ9d3xvpUAkBqvZiGg8ibmFJYRjSbjtFpw6sgu9P/sdAFmWWIwGJCQJDzcoiV9cNguLsF8dnYXTambRB0oVLKV84J+dj/JRGj/P7OaqNafJXrWXWj22u9vc7Pm1rlfvez1SCDUK9XaTY2DYG8BLh3fh9OU7+G//uR1He1rx7Kv9VR3pUM81RZJC0TjuUrqvjiOXT201GgDvfARfe+Qh3J1ZQG2NCbPBJUgAi1KqiWYyRU/WApmiXGodY7VlN6VSh5YSCmIMIH3dahGjFBpx00obvzsjz+vdmVDBqWmZwEe+1LocPQOtqWaXFY83NLDekXy/1lz1Ot7RrPX6ekIuMpCXt7vb3Hj5XdnRk5Tk/sb8HGiN5XqO/vIRQsIze1oUxJq5IpdoLr+XKLV1dHoBl4a8OffqVN87oK3jZILWmbySuS/YkMzGSkh1SDyTGgCFcNB6H8idEYzCw9SHkIrPCSuJSNI98hOT70QLZIbWAVvOWM8Ct9KQzfgh8GmuMiRFlG5DXQ1mgjJlfVKSkJSAbY0OzUP4UJcHv7s7h2BUro3Sqp8qBfh7JAVYofxyUQ5+3Hj5l421Uz2+2fbHWu0lNdEHeevJoVhObLprAd54hCShu6VBZsfkakZ798qOVbVh4PUvssh7UgJGZ0KYDU0gGE3AbDKyiDxFKTMpMsVQ/nmljFLT9BSi1Vpv/HMRcztFIXjnCP0m1TLeGPcpmBELTbfVMlKDUZlQKhiNrxlPg3qtENkggLTnpfk++dQjiu9QPzP/nR9PBfGDfxliLZREqw99qPeWek28+FQn/uqfZQI4q8WoCKSodS5Adhg5reaqlYmZQGuRd3xQ7TK9X6hxlglnroywtd6SYiTn5VkuhmyuOk4uWKm8LtiQVPc2Ud8Ir6Bp5d1mej/bhBw/sNzew223MCOE6hYWY0nEktKKIpJ0X2rPuxBkqwf5gJ2XD9gKICpai1obgbWBeq+qDSTqGfnEto2KeoVn//BLGPYG8Lf//gkmfBE0OWsULYTcdgs6PS48+j8uwVZjwsJiHO1NdezAiScl2C0mmIyywk6ysRAP52pB7bEGZFa4k7/8PRxWM0JLCXS3NDCHHo2bXvROSw7ma6Ct1V5S11XyhvO5/nGWwVJp7ZpyPeh5o3B0egHtTXVw1JiwxW2Dd15u8XJpyKtoVwPIhC28sWm3GNHxkBO9e2VSmENdHlZjRSlxmSLPxYj8qnuhqX+LH7PVWm9qnYD/XkWEDlBct73JKd9jqjZptXQJ9XyvFU9DpmcjaI09Hy1WPzNf7zk2F0I8KcFkAKvPpXV+/IBcu6t+fb0im8Gwo9mJLQ218PoX8UyK6JLA686UQTI6EwKwPlvY8WuSHB87mmUWU/We1nMUFbIe+XnYyjmm6XtzkZ1qwzNfgj8eK3XWrLiPpJ41TAc4z6SmFuz0Ps9Elsuk8NHBQ10eFtkEwOiwY9EEjJAFbKHCR9N7L6BApshyts+duTKC5vpaBNfwAFxNCEdC5UKt5JLiOfYgzLIaqLkvKdcAMLewhIQEbHHbsJQ6mN8akKM0lP0w/iCMM1eWGfMa66wsXeVoT+uKUlBW+9kBMFk5FYgiGJWVCC0SGnLMaclQnn3urYEJNNZZmYG2o9m5Zmmr2aAVUaUU46H7fuYwKFfvu97ayPegj6RaXn0yvQAJstfbXiO3ieAjteQY+fnVewDkLJ7NbhsaHTWMRIaUS7WSmWkOi+F0ozHRi/znGyXPBZmMZ61npv8/dbhTN5tpNeTBd76yNScSm0KR6dm0wEe+fOEYS6+e8kfw4lOd2NHsZD0wIUlM9jY6ajA46UffxWEF4cjYXHqj9mpELmuBd9ppXd93cZjVLH/46YM0o56ibjS2aj091/uodOg5O3jk6ijK93f7LtzWZRHPV3auRmbfSuV1wYZkJo8/va9mS1ULdnq/EO8l/f6zr/azyKbTakJ3SwO+tNGOdwY/RxJgxfCFCJ/VYDOqdmSLPGf6XCYlQA/rQcAJrC3Iww1JYhGX4wdkRkQFRT2AI19+GA9CSxj4zId4UsKb/eP4dk8rfpZSvAG5/+LV0VncGJ+XadUjMbQ31TEHmVYKWLFTtfh9c+pwJ/ou3EZoKYFmAA6rNkMcEYoENWSourwgykVr+UhXsWWmFpNh95Z6RmRgNhoQT0pl5X3XqmsEkPF8VacaUoQ9tJRQRBbJPTfpi0ACsDC9gD87248NDguLVr7ZP84awlMN5KQvsqIzrxhON61Iu977xUAmBsVM47ESeVAsWZIvO+SGVG/aRzfLDdZZxBTAy+9+BLPJkHL6mxGKxnF+YIKlWp65MqKotw0sxuELx+DUkVPVhFzqSPmsCj4Nk13PO+UlKc2oV3/3O9/fp8jS4ev99e6jGqA3LnoOqHydKZl+l3RmLQduvrJTHWUu1NYpSY1kthvRilTppT/lK/D5735i6wbcGPchkQTrg3bx5nKPN7vFtCLhk8u9rWfjRivyrIbW+PDKPP96tgjnehBwAmuL3W1uRRo1MyhSB7CnwYYp/yLiSQkPQkt444UePPn//DtGZ0Jodlnx4acPFN9HdWXNLisicwnEkxLuzSzgry8OIxxLsP6K/Nrn/xYD6rYBLpuFpYBmiirp7W11bQlFYd/sH2M1W6WM+vERN0rFVHufywXq9Cn+L4/AYhx9F27j1JFdOPn2TYxOL+DT2RAWonGmCPE07CaD3PA6HEuixmRANCGXe4RjCYTnZcN/NBxD+yYHEvMSEskkWjc68LWdTXhrYEIxf+V4xmVTfjKROhX6PGtx/qxEHpRruQXpYL+7O4dP/u+nllvyAEgkkwhGkzAbDWiur2UGJinB6qwN6nG3fZNDc67KcW0Wimzzycs1PYOG+gI319sUnQR42adZipbK0iGDMpf+vZUMejb1maCXiZPNmZJP+UE2nTkflAN/y6oZkmrwVnffhdtw2SzMs6T2BudjDat7RI7NhRCMJtC9pR4umwXelAJI6HiobkXCJZd7W8/GjVbkWQ298VGnq6jnVsu7Uq4Hp0DlgzyxgUgMk76IogH4d/ZtY4fNybdvss9Q9NJpNeOVb30Zv749hZ9dvYeEJCvswHJ/RVrLJUmRVrUNyLSP1IQiWuCf4cldzTj5y9/DaTXDVmNEMJpAQgLrH1yqulA6rNX3Wy6RSII6skZ9TU8c3MlqbJ9/rZ+lUh97/Zr8bAAmfBEA8jo0G42IJuTYotEA9D39KEszPtTlwflr45gNLeHBwhI2N9Qq1jTJaE99LYa9gbRzulLPOL37LrT2aS3On5XIg3Ittzi2byvOvvcpju3bCkCWrX0Xh3F3OiiTN6UyAxw1JnRvqVeUOPHEJzwjdCbjqpSlA6uJXPhByAGvdz1lkmy3mtneDyzGcf7aOHr3tirmgX1nKosGAHuv2nvu6p0JmTJxMiFTiqk6g4T63q7W+JZaDqyZIak+yAtJY9QCeWScVhO2NznRu6dFkd9Mnq/2TQ54VDT9a4X1atzkSwDBj4+WZ42f2+Z6mRzi6Z++n1ftpYBAoeDTIpk3nIvkUZ0TwWQAY3Vtrq/F7jY3MzIpSmm3GNHR7NL0AhcL1GeKCHX4Z1Vfx5OXBCKxnA68M1dGGGEDIDN6mgwoaU1TuZclaLU6INIESpE+ffkOjvbIih/PRs7X8BISEiAlkuzf2zfVMeWIDCU+Mku/y1/D/9X7/3I649RjqJf5wv8laNU+BSIxjD0IZ0zLLrXCVik4+dQjCtZWmg9KZ/12TyveGphA795W5uw4PzCBwYl5li5P6z8X44r/W6lOj1ywu83NWjTxdaS8fKZx8PoXMTgxz+QJANyd+Yj9v8VkwI1xH/7in25gwhdBd0sDXLVmjE4vpEU8tVDJBjtBN1suh4ih+rPE2u4Lx/D8a/3Y3uRkuutq1VeWK1bFkNSaDD5StZoLTqsugvcmnDqyi6VGFmuBr9fDJV92KR5a88i/Rgo8/Q59vpoPCYHSI01WcZE8WntWk5xAmJCAuVRrkCl/BNfHfJjyyxGiGpMRdquJRZWA4jBZaoGyQ8jDnI3QhRx+gcV41vuldhvtTXVwWM3MsVcOKaTlZvxo1UJq9Ra0W4xwWs14Zk8Lnv7Jexj5YkHxPeSkUCMJORKZlJZbdAC5MW5mS9sqxzNOfRZonQ16961FkkMZU7ko0QKZQQzJvPxbrt2T8OGnD9Lq/EjuaGWcD/sAACAASURBVPWgzKRDZuPrqDaw9crVkapTuN94oYcFVRLJJOwWE8KxBJpdVoRn40hIQCwhIZZIYCEqn1mzC1HmaKRad5o/fj7J8NdjS64UqDPg+GcgByoAXSJQdVbD6ct3GJlbMJrA4MQ80135tNnz18arLm14VQzJbMo9WevPv9aP5nobXvnmY4qauHyMTK1aTL725VCXByNfBBGOJXHy7Zv49X//6mo8ooAGck2P05pXrQNe8Vrq0HFalTWu1X5ICJQWLDqxGIer1owntm3E2IMwnti2ER/em2MHMiEJpHq4JXDs9Wt4vNWNq6OzcNnNmAku4fzABDOoSrV2c/XYqz2xH08FMTYXYrVyaQQvF27j7kwIwWhcTk+TJJwfmGBe2FKlkOr1vyyFB12PSIf3XtP7gUiMra/2JjveGphgSg5vPKqNSP69hxts2NboyCozq0F+qp+r0P2llYmg1k94/UKP4VFgGUQI8/K7H7FxA+QSgGBUTs2k7LSPp4K4dd/P2iUBckSTb5ukrvEm6AUxKtGwyRVa61XLMXXqyC5mKBERZe+eFvy/v/4YMwuyA9QkJwwiIcmEXCffvglHjQlvfDCGcCyBl9/9CDuanazH5+nLd/Do5vpVyzAsJfTqTbUcb7fu+xVst2rOF/67ThzcifPXxjUjmucHJhROXUKlR3dXbEiqG0Dr4fTlOyzv+Njr19K8sEDuXg2tDXRj3IdgVCa2CMfkFB+KDgisLT6eCqZtgpVGDvm6CH5jVfshIVBaUA0K1Ym8/8ksEhLwZv84gtE4nFY50mM0ACaDAbGkhA11NfCFYvCFlz3EoUW5xoS8xnQQlQLqPaNHeqZOBwXkNEqqdey7cBuDk36W8ko18G67RcEWWupU0lzq4op1f7xjgiewOHNlhLWdoX8PTvrZ+ro3s4CEtFyDyxuPZDhaTXJNZI1puTbSH17C8QOPZ5SZ1SI/1c+10rNB6/M0f5Ruqcd8KaAEtfNwWM0KRmvisuDTkfV6uyoUelWNt9Y1620+1FF1NXMnkbCQMemqNePSkJcZkYDMqkuBFwBMhlPWTb3dwmSV2WhgZ9iNcR9CSwnWIqgSoZUVp34dABtXvjXYGy/04NKQl61b9XepnajkCGlvqmPGdy5s3ZUCY/ZLMoMOQFetOeOCOnFwJ5xWE+wWk6IZ6vEDHQqvBnmhqK5HC30XbuPq6CxO/vL3zIitt8t00/U2M9o3OeC0mvHiU505f+d6B43Ruf7xnMeKFv/py3cUyieQPq/53gcAJgyLBbFOBKgGhQghqA1Ivd2C7pYGNLtq0d3SgP/vz/8Iux52AQAC4TjiSQlGw/L3bKiT5VHv3lbWeuIH/zKUtk+A4q87/gBUg9+3xw90wGmV5TXfq5c8rd1b6tHd0oCzz+1lqZTqDAIexXpOPdlTqExajXuBJCnaJB3q8qC7pQGNdVacfPsmvPMRtDfVodlVC6fVzNbdtkZH2ndKAMxGAza5rACA1g02dG+ph9NqQjCaSFtf6xGrtdZoD8STEpypVPVKjsIUC0d7WnHjB19HY6oNSLPLiv3tjTh1ZBdTlJ99tZ+1XNJKJz5+oAPdLQ0IRGLo3dvKPq++RszHMnOneizUrx8/0IH2TQ7YLSZscdsAAF/f1QyTQZbdRgPQ5KwBua5sqa4H+9sb8db/+Yc42tOK86k+yqPTC+i7OKzYZ5WkQ5EhrpcqvbvNrRg/9d7n157ed9F4hFJ1qY4aEzMc+y4OM33gUJeHkftVIlYckcw1neRoTytjoOPTo9RewGwMXNfHfLg7I3tNqKG2225BY518qDY6axWpD1rfKZAOPjWCvC7qvHsCn+4DpPK+ByYQiMQYXbKaQCLXkH0p50qsk/UDzRqeFPh6hpfflYlObBYTYxmmtBRiIryZqhOpNRvR8ZBTNrgkia0l3itsNhrSDotirzu9iCSQLo+b620ITi8gtJTAK998TCEPKGvg4ym5sTiR+ejt82I9Zy51ccXC7ja5BUXfhdtob6pTsCW6as2sxghYTvvb4rYxQoxlEiOgxW3D3EIUiSQQTSRhs5gUigwvl5/+yXu6LZTWA3gCnUyEUfmklDXX20Raa57Qyyyi+aGUS36d8j0NYTDIgQqbN+uervT0wJUim9yj8XnlW1+WiSl/+j4GJ+ZxdyYks4wvJZCUgLmFJebI8keW8Pxr/bDVmPBnZz/EZredfa/dYlLIszde6NFNQa4E6K0ffvx452smwjr6DjXvAB99VL+mFZWvFKzYkNTbyEBmGm0e/Of06nmI7lyuyUmkmD1rAf8ifOEY5sMxGA3AE1s3pE2mqKvLDhobKnSnvG+tYm4thZByv/suDisESL7KYynnSqyT9QNKUyFmQB68TGPEApEYRlWec4peJiFHiF46vIt9l1oG8cak+rAo9rqjiOT5a+MZFWOePMhRY9J1+pHzKRtd/HrdX5S147ZbEIwmFGuISjLsFhOW4rJCdt+XXpKxv70Rt+77EY4l4bSaEE3Ic6KV2vnsq/2K6Od6dIrR+GYjjNI74/gSDdI3pvyLLPVvPY5pIdAzbvhUzLG5kKI85syV5Z6G+dThCUewNtRs3IA8/nenZQdgs8uKxxsacG9mAZPzizAbDbAajQjHEphOkcmRsTg6vcDm5N5sCJO+COwWE2vdQpG3UDSeVwChHJBt/eSyvtTXaKXPZnutErGq7T+yscPxLEm8p1A9+FoMXPwmcNstaNvowODEPLq31GPo8wDiSQmSBLzZP6YgKaBwczULltXwxPFKiFbeN+9p6t3TwiIa9NskQO5OBxVNXPPdIKWcq2pfJwLLoBqebHWLmYg4gPRDQY/ohYzJvovDisg9/xvFAkUkQ0sJZnDoHZxk+KhTyoDlZ9/gqMHFm150elwZf3c97K9MLSjU/fEA4BffldlGvZyRQlVgVpMRNWaZAZCUbkbmMDABSBJbR2pn7Go2vK5EaO1bLfD7V0tRVOsfgtF1daB2rvH1Z1SnDknKWIMnAgbZwevc6ggYyXaKUPLXtm+04dPZEOvJbrfIVXCb3XY8sW0j3uwfx0JK54vGE/jbf/8EE74ItrhtCm4AoHKM+mzrh89UIiMZQMY1mJVUMsNrlYRVNSS1JoL/f57ZCAaDwhOovpbAHwhUp0MUxfTvY/u24o0PPkMiCSzFJQSjsYy1OtWGQj1xuj10FuMsAqxmUR2ZCuKvLw4jHEvgf/zrEGKpHIjuLfWsFoz3gqtTXAXrnUA5gFLtc0Uu6ZLn+scZux2g3UKBeoCVMlJEEcm2DfaM3n4tzykPevbHf/QrxJMS3hqYUPSOW4/I1IKCd9LR2qP3iKqfxyMeJ3r3tuL05Tt4Zk8LPvz0ASBJ2NHsTFtH6t+l1lvrHdkUNDVhCf+X3qfU5Gyp2wL5gYxJnhWXZE0uaZHqNV/pyvhagNe5eaNcT7a3bbCjsS6BKX+EnWMAEI0n8ejmesBgYMRzhIQEfD4vZ1F45yM486ePA0Ca07TcU49zXT/U75RQyBos97HIF6tqSKoHUZ0qopW2yheqZvtu9eFIDIND9/04tm+rIhLZXG+rignKBYV64vjUNJ7aWN3wNo26OwUyIgGZVASQUwY7Pa60tAatGkwh9AUqAXpCX/0630cqF+OsVMhmIBJyPRRPHNyJl98dRmOdVRFpXY/INL+ZalN797Zi6PMhRupCzaxJERz2BhTGo/p3Oj0u/O7uXNao8HpFLoqb3nqn1ORsqdsC+YMf83xrw8pBlpY79GS91lqndW42GhRGJCCXblD2ioVjleveUo+xB2HWEiQhLafTq/VIiurfGJ/H9k2OimN81aptJBSqewPVoQevqiGpRjaP0UoG8PqYD96UFySelPCzq/cAcA2ZrWv6aGWFQj1xfC8zdWoJAHj9i2zjs15xBgNC0Tju+8KMMhoAK0L2hWM4+96naVEZPi2g1I3KBQTyQa7tJGSD6iM0p9g0yxX5yIvrYz6c/OXvMRWI4sWnHtGsAT3a04rz18blGukLt9d1NCzT2PJsuWql+dKQl7UDodZYgLayTPXrvHL41sCEiApnQK7kO1oQBktpUEgvagEl8hkjvm7VbDSgrtaE+XCctRmyW0yIxhOIcUYmGZcDn8ksrXzqN2W3ESGP02piwYjBSX/F1W/rGeWFPEO1yZQ1tbbWcrDOXBlRMNoRtm+qY1T06907TtATyOdTyofTalZEJAG5JuS+LwxALsbeXluH0GIMi/EkpgOLAAxob6rD13Y2MXKeHc1ORS2POkWoUM+jgEApoSfH1K8f7WnFpSFvxtTVSvNE8nKWJyZSK+ahJZmMgbUIEUhDpvMw11rb4wc68Pxr/QhGEwpmRHJiNDpqVnTuVVvKFYE/13Ldf3w5Te+elqocl3LGWsjKal3fqwF13WowImefxRJJtDfJevXgpB9GAEnVZ8OxBFrcNvzPVForlTGNzcnkmCaDTNjT3lSH7VYzIEkVZ0StpuOi2pwga2pI5kKPWwiuj/lwL9UChIfTasIr33xMbpw9Mb/uveMEIsrx+hfhqa9lUcEQS1OV625ISXz21X6WA242GvCdfdtwaciryAsHJNydWWCNs09fvoOzz+1lJCbPiINXoEqQTzuJXAv2K+UQPX6gA975CKYCUQUxkZqwJx92xfWKTMqDupZczbBIsrTv4jBjUOSbs1N/t8GJeZx8+yY89bUFyd5Kc3TkCjXXQmAxntXgplQ/ACyqEojEhE5RJKyFrMy0voWRmW5MArLReN8XwWa3DSaDXBPZvaUeAHDfH8FMitl1whfBr29PsRIzGme33YJGRw1GZ0Jw1Jjyagsi5qQyYCz2D9JGXknT5DNXRjA5vwhANnT+fP82uO0WvPhUqhCea5wtAKZwTPkjuDo6i9OX7+Dq6CwcNSZGSX/mygiuj/nw9E/ew73ZEKxmA4yQ04YvDcmMjCaDLBQoRz4pgfUb8oVj6Ls4jJff/Qi+cAxv9o+nzXMlNasVWN/ItFYzvUcKa7Y6rEo5FHe3ufHrv/wT3PrhQUUmAaVpOmpMikbjlfJc5Qqm6EpSWt+xM1dGmCw3GZbr0hlUcv7Y69fylrXHD1R3g/fdbW64bBYMTsxn1UGOH+hA95Z6dLc0oLlebt4udIriIVdZmateQeVQdosJ3vlI2vWroZtWA8iYdNst3KsSRqfloIEzVTZ26sgubG6wKz579r1PmQEKyPr52ef24pVvfZmdE/lAzElloOiG5GocVMcPdKB9kwNOqxk/+kYXhr0BVud3fcyHU4c75UWbYndd7zh1ZBf2tzfixafkcTlxcCfb1Gef26tQWAYn/Zj0RRCNS6w/3qEuD974YAwJCZgPx1BrMbHvNgD48/3b0N3SgJGpACPjWYon4LSaFcQSfReHWfG1FoShKVAuyHSAab233tYuyXFhQK4utMaVPzNPHdkFt92ChARFc2xANizddgu+3dOmYNAmrLc1qgd+PLM5hd75/j68872v4JVvPiZ0ijKFnqxWzy2l6YdjCYzOhNKur3YnSj4gY7K7pQHdW+rx0uFd7P+3b3KwGkdyXm1pqIXbbsHhxzxw2y0sYul2WNj3qc+JXOSRmJPKQNEZaQrJDVaHt8lLTu+dvzYOp9UsR8Uu3M67mL7aQWN+rn+csQZqkR4d6vLgxrgPSwkJ0XgSRoMckeTbfEiAgrm1xmTEh58+wMhUQEG+E01IiCbiuDTkxY5mJ/ouDmNkKiC/KSkZwQjVmlYlUHnItZ6NsB7WrloOV+tzlhKZeozR+Kvr2QF5bogwbdgbYG0V8l2j62Ed82P87Kv9OT0vGfQiza78oCertZrDByIxhJYScNSkt4cTMk0JdRsWLaI1QNl9gVocBRdlXW8muIS/+Kcb8PoXcfgxDx6Elti1ucgaMSeVgYqgNs204CiK1r2lHi6bJa9i+vUGUjR40gwSCoe6PDh9+Q4riJ7yR7AYSyIpSYo2H5ucNdjcYMf9+TDLjedrJymHnijsWaQzdQ2lReg10gbKt35srfP1RT1A+SCXejYexFDH982qNqwHI6OcoJYHVOseWIyz1iD8e75wjGWBaMmRXORrucvg1UY+zyvWf3lCT1ar51arhRzh+phPzpSSpIprS1Fs8OOtjiZS7fyjm+vx/iez2FhnxYRP7q7wzuDn7Doy7IH1I2uqGRVhSBbKdiegBBHhnDi4kwlOIhEY+MyHcCwBeyptlRE6qNBgq4Gr1oyQrQYzwSVsclnxYCGKWEKCxWREx0N1GJz042uPPMQYvEjJpkgkT/2sPpzL+YBeqSKRzVAUikrlYnebO61JfLUhUx9EgdVHmjygTA5JSnuPiNPq7RZFKyc+kqlmgNXCeosA5Nsegf8rUF7QylzLdW55Z3e1yu+1gFoOUe38jfF5JCQgsrSsR26qq8Fmt11h2AvCo+pARRiSmRacWqlZbwdhPtjR7MSjm+uxo9mpEJxuuwVhznCk9il2ixEdzS48sXUDfv7be0hKMnvX6PQC2pvqYLeY8LkvwqigY8kEY7m7eNPLDEk+RYIXFNfHfAhEYuhuaaiIw5kMYu98BE//9H2cOtypKez0vJt8REGLuUwoKpUDrQOv2ufvfIqN7/zAhIJ4Rxz+q4dz/eOsF+l39m0DsLyeTh3ZpXCS8hFwktn+8BKC0YSi/ZJwUC1jJWtV6BblDfU6p3M4tBiDo9bCzmt1W5dLQ14c6vIwZ3e1yu98oN4nevtGfebRX+98BMGZOJpdVjze0IBAJIbBST8e8bgAyCnlWnuw3GWVOOu0URGGpBZowVHfQqA8F145gd+kfJTw1JFdOPnL32N0JoTNDbUKhYXy3qkH7eaGWngabAhEYgjHZOPTZAC2baqDw2rGlzbacfGmF8f2bdW8B3V9yuCkH/vbGytiU1LUKZvnUte7yUUU9L5frOHKgNaBV/Xzp7N+y/3wryTI5QVxBGfk+nJ+PNXri4+Ak8ym1k7rycGRD8RarV6o1zl/DtO/KQuKHN5jcyGmP+bTlqLaod4nevtGLZPU9dxahmimPVjuskrID21UrCFJC40/OAUyQ50GzAvOV771ZV0iDbXRSYLh5Ns3MeWP4MWnOhURCopE5nM/lQIq2IfBkLFXoJZ3Ux1REKhcVOLaXSn01u96HIu1womDO1lEMtt4quU5yWxeFgPrwMGRB8RarV7o6S0UkeTnns5wikiK9aCEXqQx13HSMzCzfVe5yyohP7RhkHSiI1rYs2ePNDAwsIa3Uz0wGAzXJUnaU8hnxTjnBzHWxYMY6+JBjHXxIMa6OBDjXDyIsS4exFgXD2Ksi4N8xrnofSQFBAQEBAQEBAQEBAQEKht5RSQNBsMMgLG1u52qQpskSZsK+aAY57whxrp4EGNdPIixLh7EWBcHYpyLBzHWxYMY6+JBjHVxkPM452VICggICAgICAgICAgICAiI1FYBAQEBAQEBAQEBAQGBvCAMSQEBAQEBAQEBAQEBAYG8IAxJAQEBAQEBAQEBAQEBgbwgDEkBAQEBAQEBAQEBAQGBvCAMSQEBAQEBAQEBAQEBAYG8IAxJAQEBAQEBAQEBAQEBgbwgDEkBAQEBAQEBAQEBAQGBvCAMSQEBAQEBAQEBAQEBAYG8IAxJAQEBAQEBAQEBAQEBgbwgDEkBAQEBAQEBAQEBAQGBvCAMSQEBAQEBAQEBAQEBAYG8IAxJAQEBAQEBAQEBAQEBgbwgDEkBAQEBAQEBAQEBAQGBvGDO5+LGxkbpS1/60hrdSnXh+vXrs5IkbSrks2Kc84MY6+JBjHXxIMa6eBBjXRyIcS4exFgXD2Ksiwcx1sVBPuOclyH5pS99CQMDA4Xd1TqDwWAYK/SzYpzzgxjr4kGMdfEgxrp4EGNdHIhxLh7EWBcPYqyLBzHWxUE+4yxSWwUEBAQEBAQEBAQEBATyQkUYktfHfHj21X5cH/OV+lZKgvX+/OsB/BznM9+Ffq5SoH6manzGaoWYq8qAmCcZYhzWBjSu5/rHxfiWIcS6F2OwUlSEIXnmygiujs7izJWRUt9KSUDPf+z1a3ktdLE5Kgf8Gu+7OIyro7PouzgMQH8er4/58Pxr/4Gro7M4+fZNPP9av+Jz/HWVug76LtyWn+nCbQBCFlQSxFxVBip9nlbL2VTp41AO0Bp7GtfTl++kja9wFJYeYt2LMVgpKsKQPH6gA/vbG3H8QEepb6UkOH6gA267Bb5wLK+FLjZH+YMOzkNdnuU1Lknym6m/evN45soIgtE4AGDKH0EwmlB8jr7/2OvXCnJElAUMBsXfQ10euO0WHOrylPCmBHLBepfblYJKnye1fOT/rWWY6L0WiMTQ3dJQseNQavBnDX9W0fp6Zk9LmuxWO8mFzlJ8rPczVez9laMiDMndbW688UIPdre5S30rJUPbBju6WxpwqMuDp3/yHp7+6ftZjYJKVxDWA3hv7fEDHdjd5kbv3la47Rb07m3Fuf5xDHz2AHaLCZ0elyJF6FCXB90tDejeUo8Xn+pE95Z6dLc0oHdvK1OUzlwZgS8cg9loyNsRUQ44dbgT+9sbcepwJwDg0pAXvnAMl4a8Jb4zgWwQcrsyUOnzpD7neMVYyzDRe21w0g9XrRm729y4PubLeM6KyFk66Kxx2y04fqCDjREAvPFCD4a9AfjCMZwfmGBjxzvJj71+TelQFVhV6JXBrPczte/CbQxO+gFJqlgZWAhWU4blxdpaTJASTMr1egYdcvvbG3FpyCsvesgbwGWz6I4RKQgC5YvjBzpw676fGXlvvNCjEOy37vsRjiUBAG8NTMAXjmHgMx/CsQS8/kX8+r9/lX3X0Z5WAMCzr8oprvT9gKxcXRryVtQBfa5/HKcv38GJgzvZ+qb7r6TnEBAQWBto6Qm8/NSSF3qvBSIxBBbjuD7mW1YuAfb9/O+QMQpAnLEpHOry4NZ9P5PX/Dn0xgs9bLwDkRiujs7id3fn8KNvdOHsc3tx7PVrbM7eeKFHkalD87je9cCVgl+zAHB1dJbNF639c/3jOH9tHDAYcOpwZ9WP+fUxH+7OLAAAQksJPPtq/7pZa6spw8rWkBSCehn8wffxVBA3xn2ot9fg7kyIpTau9zGqVOxuc+Psc3tx5soIDnV52OEJLM/3y+8Oo8Feg1qzEW0bHRiZCgCQ01l5kFLFf56cCeR5rCScvnwHvnAMpy/fwdGeVuFcEhAQUEBLT+DPSy1nqt5rMBgwODEv15inUulNBigim/Q7wqGVDt6AP9rTqhgj/mw6f20cJgMQT0o4ffkObvzg6zj73F70XRxGIBKTDfmLwxicmMeN8XkEo3F4/YuYXYjimT0tGPYGxBmQB2jsOz0u3Lrvx6EuD3Y0O5kD+9KQFy6bBVdHZzE2F4IvHAMA5tiuZvRdHEYwmoDTaobDal5XNsdqyrCSpLbmElJdad52NaWe8KlH//D+pwhGE3iwsIRgNM7SSLRQTWNAqMZnovm9NOTF1dFZnB+YYO8d7WnFrR8ewtZGB0ZnQnDVmvHsH34JZqMBX3vkIcVYkLJDXl3+oK3E2pMTB3fCaTXBYTXj6Z++z0iIKukZBAQE1g5a5RsFp+pytemnDnfCaTUhIQHnr42n/U6lpwOvFvjzWG+MALDayR/8yxAGJ/3Y1uiA227BiYM72bWuWjMGJ/049vo1hFIO8maXFfvbG3HfF4EvHMPf//ZeVsIegWXwdauU0XRpyMsc2PvbG3Goy8NqBE8c3IktDbUwGYBOj6vUt7+muD7mw93pIABg+yYHK6OpdufQuf5xPP6jX+HjqSDbnyvdPyUxJHNRaleat12JinM2XB/z4V4qDA9I2N/eiLPP7VUcZrxQrbYx0CvmL1fke8DRQQxJ0iUsONTlwVsDE4gnJfzbR9MKltZMNbGVWC97tKcVj7e6MemLYHBiHrcm57HJWYMb4/M41z9e6tsTEBAoMVbToDt1ZJdcj31kF3a3ubG9ySm/YTAIw1EFOtt4597uNjdLAeZZWClt1Ww0IJ6U4LZb8Mq3vowbP/g6K8cAlKSCAOC2W/Cdfdvwxgs92NxQCwAwGw1ppCjVpuesJvi61RMHd6J7Sz1L36Y1/bf//gkGJ/34/cQ8xudC8PoXkZCAN/tz7kdfkZDJChMwGw3o3du6bvY4n+kFFN4VgkdJDMlcoo0rVXy1Pl/Jniu51UM/Eimn6dd3NWtexwvVSjQeePDzda5/HM/83QeKYv5yhdYhq3cNX/gOyCkVp47sQndLA0vzAZRRSxqDZpdV/rKUJz2TIKxUIXn8QAfaNzkAAAkJmAnKkXgSggICAgLqXoXn+sfx9E/ew5M//k0aYY6eHqCWkWqir3JEqXQaluorSQodQ4tBl86rY/u2MoOGCI34M/DMlRGcOLgT+9sb4agxKQIJr3zry3DbLYgmJLhq5YosvUiowDJobM4+txdHe1rhslnk9O0Lt9k+mfDJJTISgJ9dvcd0zEQSFakr5wpyXMSTUs4Bq0q2IQgnDu5UZAMU2hWCR0lqJNW59FpYKVEM7x2rhgJ5yuUmXPj950hIwI1xH37x3eXDL1t9SCWB5isQieHWfT8Skuz5aNvoKPWtZQTdt9Nq0qWUpmtu3fejbaMDgxPzCCzG4ao14/iBDrhq5Xz9Z/7uA/zoG11sn6jz2vnaymqsG9nd5oanwYbRmRDMRgMOP+bBb0ZmmBAUEFgvEDXC6aAxCSzG5ayFVN0X/SXwxHS56gGVcH6WSqdR6xnq1w91efD0T99HaFFOmTx1uJMZlaT3aZG/0HPwax1QcglozWG5z1OpwK9hvs0FII/3jfF0g8hkAOw1ZgSjcVYnWY2yR4ufItvzVbINQTja08r0SSIWa6yzom2jo2BnTEkMyUKLPHNdzOrDBajsAvnrYz5GsAIAJqPsLQKAYDTBxqTvwm2ElhJwWMuWQykvEAtcaCnBvGQwAIMT82VdCM4zsRKdfKZr2jbIXl1iswssxgFJUhASIiBKlQAAIABJREFUqB0uH08FGZtdNQi3TNBTWgQqD9WokKwV1GNV7fu8ENCYtG+Sa+6IjIVIXfjzUM1krSaByYUdtNzWb6l0Gj0jm15/9tV+pnvtb28EAHjnI3BazQoyOPr78VSQEcHofT//WqXqcsWC1jol9v/2TQ7cn4/AbjGh3l6DYDSC7i31eGLbRpx971Mc27cVT+5qRt+F2ywNlnd8q8upKhn8es0kW4lB/pk9LQDKZ92tVB7RmgCA7paGgue1JBZHoZ6+XA9Suq57S71u8XcmkJVeLhTIZ66MsBYQwLIRabeYsNltQ2AxLrOcpRYEfabSlQ2KXLdtsKN9kwP3ZkNISHKdRDk3z1V7T3O5hlJ9zlwZQSASYwJ/NrSkiL6p2eyA6j5UeUXv5C9/j/EHEZiMBrx0uFM3m0GgfMFnGWRqXSSQPlY866KADJJ592Zltsl/++gL/Pov/wQAFPKBzvTAopLl/OmfvIfBST9ujPsQjCbSFOVyN+Z3t7lxqMuDY69fw4mDO8tGJh4/0MEcouTsHJ0JAQCLSPKM4nzd1o5mZ1aZoKXLlZuRX0pkYjO+MT7P9MnNZiPTkU++fRPxpISLt7wY9gYYizGNqbpNWTVBy7nEryNan28NTODGD75eyltVYCXyiCLUdosJ4VgCtyZl7olCZEjJWFszNfvVQ6658HTdqSO7CmIlIiudNlGpQXViJpmRHPvbG7G/vRH/eKwHnvpaDE7M4+50EO1Nddjitim8fpUIykPv9LjgtlvwxLaNmA0tMSMyn5z2UiDbgaauiaRr6HAk0gctQoLZhSgAoLZm+QCo1PrHTFDXmZ6+fAejMyFEE0mEYwm8/O5wqW9RoAAwQimDQRBkZIF6rM6+9+mKCOiqob6HBy9n/ak01qlAVPPa3W1uVh+mWHOpNh/19hqYDIAvHEPfxWE2ViffvikTml24DaC8SMvoHl9+9yMFeUY5YHebG6cOd8Jls+DjqSACkRjam+o0Sz0o5dVsNKyoTkuQ7ixDvU55R8rXHmli10XiSXjnI3j+tf/A+FwYADDpi7D6VyLnAZZr6zo9rqqSI2r0Xbit2PNAel1huUBPHmWT9USCNTjpR8dDdTAbDUhIKFiGFDUiqUg55Zr95upZyjWiqL4um9Wu/r3jB+TmxDAYyuLAAICpwCJL7/zd3TkcfsyDoz//AEsJCVazEcFoAo/Xy8xm1AKiXLyT+UIddSPaarPRgGP7trI+UuWKbOuNf19dxwtkXuf+8BIAYHEpUXVeQR58VoGcirMIkwFsDzTX21b0/cJ7XRrwUYhMEXuB5bE61z+Ooft+xnhZ6JiVWzRtpeAjts0uKxAAvt3TqlvrxNfv0TWnDnei78Jt3J0JLZdPSBL6LtzG4KQfdovsa787Eyo7xZme32oywAigzmpmbJzlAD4d0heOYX97o+a64+eF0ouB/GV0NWfm5At1bSQx5wLA2FyIXTcTWEQ0tfCtFKlI4dSRXQrj3OtfhC8cwxsfjCEck/k6qkGOAGD73TsfwVRgEcDynt/d5lbUFZYT9CLz/Hzr6aC+cAxOqwkwyHr1WwMTBRvKRY1IUnQhFI2je0t9ViIS8ixR35NCKf+zeRHVv7e7zY13vr8P73zvK2nsYqUA0RQT4kkJ7wx+jmhCggQgFk8yz9GhLk9BHoqyQoqFtNllRfsmB8LRBAyQn/vDe3NlH33Ltt7493P1otL8fbunDW67BS8+Vb5MgquBTo8LJgMwF1rCVCDKDi4AcFrNeOWbj63o+4X3urSoxij6WuHSkBfxpCwTn9nTUvCYlVM0bTXQ6XHBbDRgLrSE0ZkQHm9twLA3wPa1+sxT9+ullhUumwXBaJyRo506sotFKje77XDb5fePvX5NwcRd6jOV2BajCQlJABO+SFnJM1pvxMRKaYPqMaN5OdrTqsggy7VvsF6GTzUj17XHs93T+n5mTwvLbkty19o5bo0mZw36Lg4r9Mn7PjlimUgmq0qOAEBoSdYvxh9EEIwmYDKAkQ1VGnimZL05os4ZzfU2DE7MY9gbSMt+ywfFrZFMGQiOGhPe+f4+3cvUniU+f15d95CLxypbJDObJ6vUntzjBzpSnpIovvZIE2NsJTQ6rXDZLCwdwWWzpH1HqZ8hG/i5JE/Y8QMdeP61fkQTy+IutJQoe4bSbOutENIAfv7KKUd/tUHrYOAzHxKSrBy1b3LAHDIwIo3VmHvhvV4bXB/z4eQvf4+pQBQvPvUIAFl+q+u3REQ4N1AdC0Xj3xqYwMnUuKrHMNuYVgILaT6gfrrTgUWYjQZ0elxo3ehgdaQnf/l7jM6EMPDZA7x0eBeLdlHGkde/iKd/+j56OQINGkdIEmMbBcA8/I2OGGtdVuozlerseZK9cpBn/DqkcaG9n43UBOAIlJrq0trEaZEjlXoeSgF1VpMep8fL7w4jnpSJ+37xXXlsjr1+jZUJGWGA3PgDCpbj6eASpoNLGJkKoKPZhY+nguy91o2OqhlnOq/upup3TUYACWDbpjp46mvLYj/pQU/e50JOyPOPrIZToKiGJG8gZIL6wDtxcCdTRngUS4CUWunc3eaGo9aC4EwIv7r9BaxmkyJC8zC34AOLcc0xKfUzZIMenXdzvQ3B6QV23SfTCxhN/bsahFmuyl25z99qgdYBpZQBwP35RUaus1oGSLUp1eUCnlTjB/8yBJvFhGA0jr/651sAlhVKSl8PLMbxzve+UrL7LXdQvb7dYoTJaFScgWqZud4UatILorEkorEE3hqYwKOb61kdKdVLhmNJtv4AWYaOPQgzxdlVa04rhRmc9GN/eyOTMUSMFliMY3QmpEjBLLZMVsvATE75UoClHHPtrLTakwHayjDTZSIxjKraxKnTZbW+s9rBt/EgQ5pKxfou3MY739/HxtVWY0YwmsDDDXIpCJ/yGE9KcDstmA0uQdL5rXAsicGJeYxMBRCOJeG0mvDKNx+rGkcgf16ZDHIGgsNqxhNbN+CtgQl8PBUs2+fTk/fZdBt+/fTuacE/vHcPz7/2H3jxqUcqIyKp94BErXvi4E7saHameVnPXxtH20YHdjQ72Wf4wVD3gMmX0ls9IepNUmql8/qYDx99LgsK3oAEZK/SqSO7stYelfoZskHrMCDPsBHLKRgk8CqZTKgQlPv8rRb4ehnKRAjHEvjri7dx+vId1FnNmPBFhAFSpqDsiXuzIcSTEppdVgRnZLIGRUZJKjsltBgr+wyDUuL4gQ7GKNrd4lIc9OqaP3VbhWrHjmYnHt1cj06PC28NTOCZPS348N4c2pvqEFiM49s9rXizfwyhpQSSqQgMKd6+sBzl9TTIrOfn+scVEUsAaXqFlm5QCpmsxXxMr5fDPuINwVyjj/w1mXQZrXrK9XI2EtSOjuMHOjDw2QOEY0nMhpbw9E/ew92ZEEvXBoCNjhrFuqeMtrmFJWxx2zDhi2T8zcW4rIFtb5IZdXOJLFcC+Gy/5vpajE4vwG23YGQqmCL1+6gsayOBwh0otH7cdgvOD0wwQ1qrzVyuKHr7j0zUuqcv38Gjm+sVC5SKYAHZ20JRTSLs2d/eyGoe1J+hA5he14P64FD3nyw1zlwZYQXRBgD/qakOkVgCDxaWsNmtJB3hhXAlKWha9817i9SoZDIhAX18PBXEjXEfvP5FnDi4E3/zv0fx+fwiIrEkwrHkcvqNpOdDFSgldre58eu//BNFC6U/37+NFfKT/O/d2wqXzaubQSEgY3ebG9s31clnYGrNq1MHtZS6aokYZAJFtQc+86Gj2YkPP33AFKTR6QW4as249cNDCkc1Kd4U0QpF45j0RTA2J7cPuTHuw/YmJ04d7sxo5JQSpK94/YuMIGQ2tJSRXKOY0DMEtUhAMinD2XpJrtfzXz1mu9vc6HjIicFJP/zhJUymjEKn1Yxv97TirYEJ9O6Vx+rGuA+L8SQSKX0yKQH3VUakyQCYjUZWUkSGp9loYGng1OO70h36dF4BckDrB/8yBF84xjKiml3WvL+zWLJXTaiUy29eH/PBOx9hDNVtGyRGZthYZy2YrKvo7T9IOD//Wj+e/PFv8OSPfwOzyQCTQSYSOH6ggxHHXB/zsSJYABj5YoEVYN+dDrJoJFFL02eoUL653qZZ5K0m71EX4UOSyqqY+PiBDrawU4+GSV8EJiMwOr2Avgu3FS1VzvWP4/nX+tMojCsBPAnKoS4P7BYjrCYjGuzLPg+7xVQ2cyOwujh9+Q6C0QRGpxdw+vIdNDprkQQUqTduuwWnjuwquI2QwOpBjwiNb7fAF/LT/r405JVb3RzuzEvWlprgpBTo3dvK2iBpkZBokeioyaSqctxShnU4lpAdv6lz+5k9LYo2BTuanTj73F5cGvKy52/bYEd7Ux0a66zobmlg9P7BaELRO4/XRcoFZAxP+WUDgHpoFqu/cqa1xL+nJtTSIgERpFv5gzcg6Pzr3duK/e2NePGpThaFrLeZWcug05fv4PzABILRBGIcwYbJoCTcAWTj8hHPcvaf0WiA1WxEPCnh/MAEAOD8tXH4wjGcv1YYAWY5gkjN3HYLXjost2D7zr5tecvNYhH58XuNfrPvwu20+1VfN5piqHbbLejd2wpPgw2b3TZmSxSCokckeW8gX/sGyMXzT+5qZsQxZ66MwMExSYVjCdydDsJuMcmRRknuJ8h7Ic9cGWHeRN4657229PvqUK5WkWo5eHZ3t7nx0uFd+Kt/vpXyIIXhtltQZzUjGI0ABoMiT35sLrTM8mowZPjm8gPv6Tp/bZw1zk0sLgu/zQ214uCpUpw4uBM//NchRBMSI7dwWk1sPdstJtYw/NlX+zO2ERJYe+gRoQHaXmv1a6QU5ypj10sdIH/ukNL2Zv8YgtEEnFYT2pvqGFnMqcOdaWOhjlrotRwCoEvUUe44dWSXgmimd08LLg158eGnD1jzcJ5AhJ4fAAYn/SzS0t3SgKM9rdjR7GRjcajLw9qCEGMryZ1yAM/kTnYB9Vde60id1h5UtHbjsrn4dXz8QIfckzCPbJJy0L/KFWqdj9YnlYfdGJ9nbM90lvKwGA0wGgzwuKywWUz4ZHoBEmSnLX0vAMQSEozkyqW5I72ywvTLTCASLv6Zzg9M6GYn8pkOenbEWkIt0wORGJNX9Bovw/jrSN7Td5DzodD5LLohCcjewMY6Za3fVKpHDQkNYlUDgPamOsxHljATXEIwmmDRudBSQqbqRnoPIjX49NV7MwsIRGJ4JhWmJ2ilUpSD4nJ9zKdowB5LSgiHY2h01MBpNSEUjaN3TwtbIL17WmRPUWqxVAIoFY4W/aUhL4tGGw1gzGMJSfbAnusfX1epLeo0oWo9XI/2tMoEGqQAGgz4dk8bfnb1XuoKSUHKUG79XtcbtIjQeKWSvNaXhryKulctAg0gu4xdL8Qa/JjQ4V5vr0EktohgNAHzQpQZSVpOFPVZxo8blX5QjV01OGNC0ThefvcjBKNxtG9ywGk1wWE1o22jI63G7uOpIN7/ZFbRNxJYbvsFQOGkAqDQTUoth9VMvoRiRSS1akhpvXZvqcf+9kbdMiFXrZkFCfTWGn/WlYP+Va7gjQdfOLYcTUrpff/4wWd4Z/DzlJFgSDMSYknZbPzCH0FdrQVmk4FFK5/ufhjvDH7Ort1YV4N4UmIpsr17WjA2F2KprpUMhW5lMGBwYh53pxcQTLUpVGd70PXU5/z05Ttp3C7FWKtagS+qi1WTMBH7sZpRnXhmiFyo0PksiiGpFgyDk344rSZWi6AmyOm7cBsjXywwYpn2TQ74QsvelA11VoR9EThqTJo580//9P00RkC67tlX+zE5Lxuow95A1nsvB8WF9z4CsofIbbcwJtdgKg2Q95jSwq4UqBf98QMdOPn2TQDAww02NDpqMBuS8/8T0soKgysRCsUSqJrDVYsY66sdm9ghFoklOCMSSCTBojDlyFi43kCNmvnaZqpds1vkvmUAFEyLtL/5uQdyk7HlUKNWDGhFFAOLcj2f227BiYM7mbMwn3G7PubD3ZlUJlDqs5XqjOHPDILiXIxG0JgiGaF6UvocGWB2ixEwGNJqg9Qeflqz5SCH6bnbNzkwFVhEvb0G/nCMOWDX+lzkdSk+IkJ/eTIWtSKeiz6ljrRku369gs4/rWjwmSsjuHVf3hukOzbrRIJjSdlRYjUZYbcYABjwB1s34le3v0A4JvfwXowlFeuL2kdUMleFetwGPnuAxVQGXLPLiscbGjSdRHS+bXHbYDbJbcnUtb/FuG+K8vNGsAz5L8kwythQE+s8urkeg5N+mI0GhKLxFc1nUQxJtWAghYKvRSCFgjzWPO7OhpDk9oDNYspcV5PaMHeng7oHRC4Hp15aRbHTLQ51eTDw2QPmLTIaDGiss+KJrRtwdzqIRHLZY8oflpVkbPDsWUSK4KiRw+2NjhoAYEXkJgPSWsFUO7QO1Go4XGmdEjFWYDGOsbllOm41EUA0IdOR9/7sd/ivf7xtxX0l82V4FlBCS4nha9fo/4lqnB9jUjYpMrbSe6imueMNP0q37N3TominkG87HCI7CUYTMBsNeGLrBrkUJMX6XWk41OXBjXEf6u3y+eAPxxTMrVQWoz4H1SlsgxPzOPb6NZw4uJNFzi8NeVm2Ez++9NnAYhxPbN1QdMIRnq2eso3U8mutf59XYoFl41ErAk73RcjFEZTpewXSoSUrDnV54J2PIBpLwlFrwuJSEpH4cjXkJmcNZoJLiu+JJpIwJuUaSb5djslIkS5zVoboSpLFfBTdbbcwu8NsNOCVb32ZXaPOPqAzrdFRg/f+r/+CZ1/t161RXovx0HNmnTrcyQzaZ/7uAxzbtxWAnO1J0dUtDbXw+hfxzJ4WPLmrGb+7O4d4UmLlcoXKsqIYkrxQOXNlROFNPdTlYQ9P6SZGABudNZgLLiEJKIxIAHDUmBTCRT1ZvXtbcev+LQSjCfRdHFa0CcgniqFFs727za14HcCa15dcGvKyWkGz0YBoIonR6QXMLkRZzQz1FCJopZ/kcn/FFgT87zmsZgSjIZy/Ns5avVDYnY9KPdxgq1gvWKFQH6jVcrjSOvX6FxGcXkBoUU7ZjsaSSCQlxhxHoFYwCQk4+96nrAak0PGgvUwCdSXfVQgq1ZBVG5Amg1yCoK67A2RFfX97I3Y0OxVKJV27UubWSnOa5QOetTy0GIOnYZmlW4sFUw/Xx3x4/rV+Fp2IJyVFDWEljtulIa9sFJviaNvowKQvwupIu7fU49ThTvRduJ12NvKRnL4Lt2G3mOALx/Dyu8MIRhOKHoV8T2P6LHE4ENNrMaMyfReHMTjpZ5H+YkZCAP1+z4RcGIWzQRiPhUGdmj06E0L3lnqMPQinauSWmf/nFpY0v0OtawMA2Z/N9bVpHRLUqCRZrHbO82mfvKPz1n0/2jY6MDgxj1v3/ThxcCdcNmUfWZIZalmwFuPB8wyQnkx6w4mDO/FX/3wL8aSk0I/MRgN698qR5Mn5RQx7Azj51CP40Te6FG3Vzg9MFCTLisLaSoLh/LVxXB2dxflr43jn+/vwzve+gvOpw4zP908CWFxKIAm5IJhgALDFbWOpKAQ1S9KlIW9a/UMhOH5AZsODwZDGkte9pR53Z0IYnPSzyOpagX7PaTWzhdHitimY5ly1ZoUCqmaizfX+isU4pf69Y69fw2xIFm4jXyzg5Ns3MTjpR2gxhrPvfar4zKQvUlQWvapkPCwT0Dr9zle2wm23AAYDRmdCsFqMaUYkAGxvqkP7JgfsFhOa62vTlMR85+r4gQ647RbG1lbsKC+t/9OX7xR1360U7ICUlmuXp/wRJoNcNgtOHe5Eb4pBk0oWiFmOVzj5awoByelqiNADy2v4XP/4choqgNGZkGKNaLFg6kFdHmE2yilZlTxuxw90wGmVjcDZ4CLcdgsaUtFJnoCOMhzUWE6Nlc/UensN9rc34sTBnRnHhdZbtutWG9fHfBiZkstxQosxxfyTw3itz6jjBzrQ3dKAQCTGfotfr8dev5aVUZj/TDbmV4HCcKjLA7fdgtBSgq0RYnSVkG4wWowG2C0mbHHbFAz5fFXllD+CTo8ro6yuJFnMMwZTG5BbPzzIDCnSDXzhGCBJ7P+JcZzOut1tbpx9bq/mc6/2eFwf8yl4BvhnoPcAWb4f27cV7ZscMEJ2HP71xdvw+hcVOtPRnlacfW4v5sMpx0KB9lJRDEkSDGQo8C096MY99bWs1cMWtw2kQ8a4FS8B8M5HMDgxj76Ly+QzNFmHujx4+ifvwetfRHtTnZz+kUpP0YIedT2BJomnqCcFCAYDK2xVK7OrDfI0/eK7fwBzyrBeiMbZItBbqHwaTK73V2xBwG9Wf2oxh2MJjKcO/9GZEDOeCRJQVIW72Mb1egTVXDhqTOjeUo/GOiu2uG1pAioSS8BRa0FHsxOTPlkW/MU/3WBKRy5zpaaopz1UClbGUiml+UBLsaP7PnVkF7ZtqgMgt1sCgJNv38TV0Vkc/6cbikOPIpQjXyzg+df+gxmVimsKuLdKSaXKFbSGKUJG5HIEr38R5/rHWdurto2OtO/g54zOgfamOrQ31TGH5LA3UNGtF3a3ubG9SfbI+yNyjc9Gh2wMnjrciUNdHtYv7fnX0g0TWsOb3Xb5O8IxlhlA2VO8sUStFgA5ukDRgGLh+D/dYJlJjloLu39qbVKMM2p3mxuuWjMGJ/0KhwY5w3Jp70GRdL37FeftykHnKRlAxCy6PSWrATllFZCZ0H/4jS5sbqiFdz6C+XBc8V1Wk6yXB6MJvNk/liarM7V8qUTQ8wBgusGpI7sy6tp8FJ0/K1d7PMh5ZDYa0OlxKdqf0XtOqwldm+vx5K5meBpsrL1LOJZk/XXJ8Hz21X6cfPsmy2zMZC9lQlFrJIlilmoXaLC7WxoQisYRTpHgTPkXEU9KMBsNaUYERRpng4vsNb74m9KAaMIzMaxloq7noV4kV0dnWSrXK998rGibZnebGz/6RhdefndY0TxUL2ROHtf97Y0532Ox00pIkT9zZQSdHhf+/rf3kJAAk9EIJBK6nytmXUqhBf+roeRWo6KsBUrX6N3bir/5908w6YvAajam9bia9EUw6YugfdOy8jzhi7D64HzJHEqdflMJDba1xou/71e++ZhCzlJ/O+98hPWrovf4VDyKQOcaVcv13iod6nTvzW47xh+EEI3Lh9/o9AJjKOXbXvGtGPhxBsBaZOVL0lPOuD7mAyRJs/4WUJLqBKOJNKZQvraMxot0AnV6K0/sQ9+jXntrLas/n1+uFw9F4+i7OIzePS2sBcpaObTVz6VHnJNren62SLog2NFHruztfNnA6EyIMWf37m3F3RnZQbWc8CMpiFh4SJBrJ+0WI5CQnYWP19cq5qbaZHCm9O1sz7fWY8Gn0VIaP/1up8eF392dQ4O9Rg62pVh87RYTwrEE7BYTOpqdaYzKZJdtb3IWLLeKXiPJF4STcHbbLWisswKQCTbIePyj7RtxY9yH5nobKxglPAjFWNHv+WvjLMq5yVmDBwtL6PS4sjKsaVHX64GvZaJ6qil/pOj1hJeGvNje5GTptOo+Tvy9VJpA/vDTB0zxPHFwJ/7hvXsYfxBBLJlMS8X4h/c/LZriXahxvRpCpdqEtB7Ig3r68h3MpxS4pXgS7ZscuD+/iIQkIRpPwoBUIprBgBa3DRMpg1PtAc8E9b5YL2NcKPjxIjnT6XHhjQ8+A2DAS1wfw+tjPjS7aoFAFF97pAm/GZnBMyllFwaDwpDhyUIKlaGVJuNyAW/gnLkygnuzy0Ykod5mxuOtDZokK1qKOt872ReO5eVcLFdQ/ajTasKOZmfaeXD8QAcj8SJKfB78md62wY62jQZmkKrHlSfo0TOk1lqObKyTCVIsJgNGUz24b03OM2PZbS+csCoT1M+llrH5OsPUZDpqiBpJbWg5iLQ4PIB0GUJ16IFIDInkcq2kBDlSBUliRCwb62owHVyCxSgzugLAZrcdnvraNPIkYHlvBBbjaeSWlYh8zxQ9AqrVBv0OnaEjXywo3icekelAFPvbG5mh2L2lHsByJij1xuRb9ayUqGtNDEm1UcMv6r/536OMcbHT48LV0Vn4wjG0bbBjf3sjOj0uNiBEvtMsSWh2WRGejTOhubGuRkEpr8ZbAxN4Zk8Lfnd3Dp0eF57c1QxAOcFEXZ8LeIKdrRvtmApE0VxfW1QFlGeZUofY+d5gVHCdb7PvfLFaHlit5yJWQj4CzPfMoqhHKZHt+VdDqFSjoqwFctD4wjFYTEAsARiNwP35RdYGiBxOo9MLcFjN+NrOJvz9b++hyWnN67cy9dgrBco96szLETqc+D58fB8t8oDvb2/Eg9BSWmN4V605jexsNWVnuY9lPqB12nnqUtp7thqzQnnn26/wRg99z9nn9rLIVdtGR94kbGWJ1PNpkerROnjxqU7dKBmdO6RD7G9vVOgEvG6gRdKXial0NceWnqXBljIkjUZYjHIJCJETWsxGuZegahxWA2shHwOLcfRduF2xjMGlgF4kV4usTE16xBuUlB79n5rq4KgxyQaGwQBbjRkJCagxGRVnrdtuYZl3WuRJPAGVOupficjXkaHWvTMFdzK9ng28Q8dlszC9CIAiYEY13717WuTSwZScJOdT95Z62bhMOcV2t7nT+mDmizUxJLU8c2pvyt//dpmF02QAYxS6eGvZ2+GyybVzn8yEIEFOJZ1NNWLe6KjB1kYHOj0uvNk/puilZAQQjSXxxgdjjJ3u5FOPrGiB0+FMfaXI4Om7cHvNPTFa/db43zrXP856BqmbzvKH5WrXgK2WBzaTh5LC9Ycf8+Cz2RBmQ0vwh2OsoWopobfO+Q25UqG6Xryzl4a8iCclOK2mVC8nCYkkEE7KwtKYavnCC7znX+tHQlKmthaCUo9xJURE+fKE9qY6jM+FkUgk2bxkcnKRjG6ut626sa4eu0oYy2xQy5DNDbVpaWej0wtsEsT2AAAgAElEQVR48se/wXe+shWXhrzpjd9Tih3fpBwGOZK1v72R1dQRC2ElMQYTeve04ObEPJKQyWd48I5fl82Cj6eCuhk7lNWkd47nqvjxJTaruQb5vUV8AnaLkUWUkpB1KGiMw2pgteXjmSsjbK0ee/2aQi+pJkfQakNLTyIdVJ3WrBdF5luEUKcB3lkPyPXGwWgc4WgcJgPwzJ6WjFluhXBxVBKyrknSuXV0b0ApBwo9o/ix/3gqiFv3/fhqxyb8ZmQGX+3YhP91y4tYUkKTSw5weecj+HQujHhSYsYjOQ0AKLIaV3purokhqbXYyJtCQ202GRFN8Qp7GmzsYDNxcxFNWdwsECVJaNtgR2Ndgg3Iv92ZRjCawPYmK8786eM4c2UEN8bnEYzGYbcYWZrkaoBolIm1ikh31Gmmq41sk3z68h0kJJmpidLFgOUN7rSa0/pMrgb+f/bePripM08TffRl2ZIlWWA7dsB2AmMHDEnMYtbpTYbsve00FAXT3JpeuJtU0uk0Wzt1u6vctVPUJXvHmZq46yZT1Mxdqjqz3dMknWQqbIfqrqEHDwtpMjNJSCduzOIEMMQeA/4AObZB1rdk6ejcP47e1+85OkcftiRL8vv8Y7Cl8/F+/N7f5/PLpafSG4qi55eXqZFIDIbLE/OIxUV8eP1rbKyrRm21NM/FcMhorfNcKBGr7UBlazpoP0IGcRHoPXUFffsfpePa4KiCb8YPiyk5bS1TFMM4r3RENBOwtRlGfwQRIS6ruSM1Wso2SO9+vwv73/hUktFmo+oYL2cOtNIMi3ks04E1ggAgFJMMdmV6v1QrKdU7tdZZVRu/s/uJGPkkLVmfIKJhezeXkvF99qqL1lBbK+VpnaTmOrAgYGjKQ9euMg2QvC9LVqMcg2xleq7WIOtAJhHmg51N+PknN2lUCQBsZiMaHJVSpkZlftJbM33WdHuYJX6a9oRS9r/OZzZVKULNoFfjwUhl2KlF1nu62zB4+z6C0TgsJgOe62rG8Qu3EEmknLw3MC7r15zJM5QT1LL9WJA2QwBkjigtOZCJfFDuJ+X/iT310cgsjn93BwDgw+tfIxIRICYIlibuhxCLS6zqJPJPnAZKh+9yZVZeDEm1xSZTRPQ6RGJxmq5YZdTDNR+CzWzENzfX48PrX6PBUYVQVEDQHYIOUhgeAK2JYKnMAQCiSO97YmACr50ZRoOjKiMynEyEIMuWRDy4Wh74XIPtG6P23Ac7m/D+4CQO79oke36ywTvWO+jhmUvkylPJEhkAwGtnrmNjfTWGJueldi+J6JSS7GClobXO2Z9LRTlEVrLB9hYndm9txGtnhlFnq0AgLCASE2TpzIIIGTEWS/Ky1D1eDOO80hHRTMHWkZE6x5ODkzKCM7VDjzBzj834VCM+yyEtSVWvVarQcqpYTHpEBRHRuAiTQYeHEmytvoQBoRyHnu42HPnVF7CYDFjnrKLKxLZXP6CGCHEGFKKZfa6xe2sjLk+44Ui0/GDXFqm5JiUzpA5Iq2dpKrm9FMUvl5FIALLelaxMtJkNePulf0s/v1JzmKkcZY0OIr/ZVGB2rPOZTVUu0HJmZ2PYbW9xwpDoBhCJCfj81n3E4iIsJj0Men3aEq5ycN6lRCKCF1gQklLW2S4OhOBGzVHFIp18UOsPrNxfrD117LzEbkxsIhJRNhul534w0Xt4/08uaDp8lyuzCtL+A1is07CZDYjFRZgNOhj1elhMBto7zheJ4fa9IN5+qQuNjkpUmSQ2IRFSexDC9lpZYZBFLonFTfBsVzO2NTsxOuPHoXcupu1HRCaJTIgaeroX+82RQ5fQAueb7pgcisoiZ9KX7fOb93D5lW+pkg0U6hmXCtZDSXqGOqqMVPmstVZgW7MTwahQkFYrywXZkMsdazJ3xfyuywXbf+yFNwcSTJQCYoKI4b7dtKWRDkBrnRU2s1EzuyBd7zGtPb4axjkXIMqJvdKIZ7uaYa8ySUaOmEibYfYlGWsie3v3baH9btVkbE+31CeXpBZmIo/LESztPGk7RXqmttZXo63Bjmgi/fuhtVZYzUZ878mHabsLtkUFGcfR2QCCUQHTnhD6+odxadyNw7s20RRlYkQq212UAs5edcEXERCIxJJ6ObNnX093Gz2z2VZeLFLJ7UxkejZrNtM+iWRfuDxh2v/t8K5NVPcx6IC3X1rsg7eSZ3ymcpT9HHlm4pTv6x9GX/8wvKEovpr2JWVTcUhIt35YeUrO1nRr7eU97TDqdZKTQhSxs7UWf3foCVz5i114/Y8fk8lnJVZ67eUbRGZYzcakPU4NvMSYkZ7zfaevLbkXat/pazR9ncwhG2F+/cx1HPzZZ3i6rU4mH0jLw5f3bMbO1lo0r5Ecjff8Ebz41u8xNOWRtf/IJZYckVxuSlgsLkIQRSARWCRRxrEZH478+kuMzvjRWmeVFYUC0iBfueOReeXMRkPS9VnyjnQRrHQeFZYtaSU8t5rPp5GbTZDKy5ApjXS+wXrPrGYjhibnUWurRO/e9iQPa76fr5BpjunuVQ6RlXRQkl2QPrKRaBwnBiZQazNjxhdBnc2M3/7pv9f8/uUJNwCpr6tWzZdWbUcu5vvEwARlfy7WFh5ayGQMWGePyxPG/jc+lQr5ob4nld7Sd7/fRVv8KGWY0qN76J2L1FlQ7sa9sl5Jra6psaYKo7MBWCsMgCjSfm6+mUXGPkKusv+NT2VZGz3dbXDNhzA2F4AvItD+y71727GteZFASUlaVypyh2TqHOxsoql3SpIRAEk1i/mi5Wd/pkKm0TtCYkLmtGO9A892NWPiXgDHL9zCoaceLhrlPZPzSkvW0Ah8KErf9cqdKxBE0LquyxNunBiYSJKvatcsZXmcCdj1AyR3I2DJb8bvBdLua9IN4NVvb1WtlS43Mp1swdaXqumk7E9SrxqIxKR02HAse/KrhD5v0OsxNDlP55CwMpMWef8wdBeORM00ABkpEiFgW4xsxmEzG7Cx3paXc3XJhuRSUsKOnR+BLyLAaTHRXH9BBKwVBrz9Uhd96YX7ErFAOBbHb/9UnpNsrzLJjEijXodgNLlHFCHvyKQ/WTohqPau5HAidSxs8XKuofV8SmMrG8U4nTDKF9L1pCKpLsr3KCQrbqr75ZqpNtW9yh1kzndvbaR1WgYdEBGA184MY2NdNWZ8EfjDUex/49Ok/cUaLIAkC7RqvrRqO3IxB5n0o13pWsylpPYSQ4cQjDmZQ2tk2ou/O/SEphNEaThqyTA1IpGzV11Zz4fa+xWLs0wLbEo/+5ysPCcGPJkDJUamvTgxMIFfXLiJsQQhj81skNXws7WVgUhMZjwSoz0XFPCFBsnUGXZ5NY1GIL+pd2qGa7r6pp7u9O0S2PpIUr9G6PuHXV7E4iKGXd6cv08+oSVrWEX9xbcGpB6HolT7CSDR+k3AK7+5ikcabPRarCOEvWam/cFLFWrrWasOL5N9nck5mGmwpZjka66hdoaxvyN97He21tKMOvqTgZqjgx0/UnMZWJB4BQ50NtE1fez8CB6skdqeEaZmg04KprmDUeqIJXNO2LrzaZ8AyzAkl1I3wH5ne4sTz2xpkP2dGJekZ9Z8cCHpWqQuwhcRYNABh556mHojUz3fcui4U21cto6l7/Q11WLcfEG5sLNRjDMRRvmAmted1LWSzUVSXchnCiWkMlnTuTI+yr6uIAOw6/eRBhuO/OoLyk5ZWWHAnD8CQOpzpUZotb3FicO7NtF66G9uqsd7A+Owmo1oWWvNKM2K/blUZNKPVrluCu01Zwlc2BqOVGPAGjoGHWA1G+EJRREXpTkh86G2PzONqLMKz8mLE2hZq1vSfPT1D2Nocl7mAV4pZ1mmIAYFS8OulOekz7IvwaAoKPSSYDSOH/cPUyp4HaTG0qRXmMUkr16xVhhkDhjWaC81pTvVGcb+Lp/ZHWSNueZDmAssqJ5fansvXYSHZGW5PGG0PWDD0JQHYzN+PPWX/4QqkwHrnVUYvO3GM3/9UUY8EMWAdPJ2e4sTb7/UhSO//hLTnhAcFikaazboaH/xQ+9cRMtaK9W51K5J9EijQYf9P7mQcYuRUjGG2PWslTrJfibdvs7kHEy3h8jZ7ZoP4fXvPK45jqUyxplCSYilLPFQZklsb3GqOjqU+gHJRCAtiQj5JDkn11abZQamQQ+aBk4I2C5PzOPtl/5tQWySJRuSmQhnLaNB6xrvD07Sg9Ko1+HlPe2q1yJsjYIIfHhjBo2OStXnIx4rJTV6Lt/1QGcTxmZ8UqGrRoppoZCNYqx8p0IpV2pe92PnF5l2X/nNVbz67a0AFvtxuTxhjM74l5YmkAW05lmr4WymaYFqn1kNqavZ4ta9IP33nG8BrM5sMxtVI++kTsqxEKP9Z32REDbUWrMmalkqMulHq1z35AB47cxwQVovsI4vpUzevbURL741kERORgyd6y4fIkIcU+4QLCY9hDhg0Oso+ddynCtkDlhvrlaEJqVnVcUDvFLOskyxvWWRQZHtA6lMxyZRBSIHlYgKiwyeOh1kzabJdywmPdY5LfSM0ko1LiWkixAUAmT8yPl19NwNyqKoXH/s3kt3VpM+yTdn/fhPf7gBQ1MexAFMuaXfE6fC6IwfR379JX77X57OzwvmEJmcr9tbnGhMMNACUiAhIkh12OP3gwkCJREdTTVwecLoO30ND9VacfBnn2HvY424H1iANyz1G5/1LWDWt0Cv3dc/DIgi5dNQnsulmCWU7TNn4vRbirE37Y3Qn6meqRTHOBWUpQEd6x0yXVFpf/R0t6HWWoGYIMocz0pCTaV8UDsniYFJMjk71jsAACNfS2eELxLDi2/9PomMKx96Rl5YWwkySeFgwUYXlF42dmBpbyxIgnZ0xq9aG8WmTeWSUIPNPXbNS4K9tb5a1npjJVAKxolWFLW1zorQPYGSGb37/S7s/8kFDE15Fr3qKmkChYBS+CWlN4djsFcaVVOZyk1w5gt9p68hxuTgkX/pAWysr5bJA3ZMyZ7+9F8XI0/ZEjLl00uqlvoGLEYxa6vNBVkfyjoPlinx6LkbtO6OpMaQlh4AEI0vGirBaFxi3Y7GcfaqC892NadUijMdW7VrKPdRKtbm3n1bVD3ASmeZmsFWDFCmm5JzjLx7T7fUO+yV31yV7RMA0OsBxCXjYt/jD+KjkVkc2CE5N9jI98mLExianMfzxz9HW4M9r6lOqwVqGTVaDvNsmF2f62rBTz+WSn+Ig4zAYtJDEAEh0T6NGJ2lCpJNMHjbjbYHqnFgh+SU2721EScHJ2XGX1//MAKRGKY9IcpSSeTCqaG7AID1zirYzAbUWCqw1lpBjUi2dyUb1SxECnQ2yKaRfbbPnIk+ku4zas/x8p7NdP2T9GO1ZyqWMc4VlM4+1lkEgPZe7miqwe6tjdRuIIYgAUuoSX7vDUVpTTsAmu7K6jckK+vouRs4sKMZZ6+6EIwK1NHkS5QykGcB8qNn5NWQzLZINxPPPiApDUd+9QVuzgVo/0S2NoqkkLDWfS4PzL7+YbiDEqPYtDcCX0SA0R8p60M5X8o28cR8c/MD+PzmPRmxEvGer3Na0OioXDHhoyX8qKc5FJVtUjbNjgiBchGc+cCJgQlcuSMpA2aDHga9DmuqK1BbbVZVdtn5IArZj355GaeG7mJ/x4N4/hsPZbVW82nsa6WUElmnVsBfCJDUR9I+IRKNQxBFuINR9J66kpRCSUBSzGxmg+wwW6pSQqB2DbZ/V+++LfCGoggsCKqOSbUMFLZtABnn5Wan5Atsuik5x67c8cgUXgC07v9gZxPe/ew2ooKIhUQpyKPrHLgfWJApJKyCQhwDJFVcSVXPOhkKESUvJzzSYMOj6xxUiVaD2hrXOlc/v3Vf9Rp6HbC22ozJRHaAQa/Hy3s25+YlVgiBRO1vMCr1/IRuUpZ5dPTcDXw17ZPYoiuNdD+YjXoYdECFSQ9fKIY11grM+hfgCS7Q3uL2SiO+mvZhbMYHQHJMuoNR1FbHaFsY1rG03MhcLqAlM9V+n23wIBNDTuszqWSoUnfXeqZSCHYsBY802FTPcyLT7ZVGnBycpHaD0mFK2h+yWT7EQUKcJyQbhY16bm9xymQ8Cd4RWW9V3CtfekbO2n9oURL3dEtUxDfnAnj0z8/hxMDEkq5PNtGx8yNS+kNNFQRRYip69dtbsbO1Fod3bZJR8JLIVs6FAI2MiXiuqxk2swG11eaSok7PFuz45xJkE7yf6EfHUhMT2uXX//ixFaWXJsJPeX/y+959W+QR7xSF1hyLIDLjtTPXqeESEeIIRgVsqLXi1A+eTPLIsu0R2L/dD0hpULfnAnjxLSlSfORXX2RMs5+vFiDk2kQmKfeP1trKBwiZxcejc5jzR2DU6+CLCJhyh9D5kBPNTqnflCCCtpxY76yCJVGT1dFUgw11Uj/fjfW2jJ4507FVPT8SjiRCInPqh0+h0VGZ1OqBgMioQDhKnYvkc1QJS9C0F5tjh3iWiZFIiY2Y5+3pbkNrnRWRaBwf3pih7UCIlAksCNi9tTGp0TT5P2mfZTFJHnLlmiRjdPTcjVXZfmU5SHU+pmrXoPk9jbMjLgJ350Nora/GOqcFG+urUxqvpQBrhYJ1n3l3tp4MkNazzSx9PibEEYzGMR+M4ck/qMVPn+9ER1MNGuyVlDnz49E5/NmpK/BFBNjMRmysk1oiTHtCtDSCHX92rvKl86SDlsxU/j7TNjIEmRrGWmdSscvQlQC7RpTjS0jn6Fgl1jVZg+w6I+0PSYs/dp1DFGVZB4EFQbYu2XVBgnejM340OiqpDpVvPSNnEUnWW0JYGEmYe2zWT9MQlExaS019UkYlyDUL4eXv3beFhqiHXV5sa3aWPTVytmnK2VwXUGcXKxXvlfI52TQ7ntqqDTatGV4RDksFqkyGJC+a8vNA8liydUhE1kx7I5S8J9toWK6gltZGUGiP97HzI3Rs7s6HEBchowTv6x9mPi3ShuFT7hCCbqnuVK0tTypkOrZqc9u7t53KWSJbU8khdg0oGbuV50UxgmUhZWsY2WjhtDeCYFTA6IwfHesdsJj0CEalFMfRGT9+8ektNDoq8dW0D0d+9QUm7ksKSM8vL6MqYUCSKL9yTaaSxcWKYiHvSBXpUabis8+r9b3efVtw8GefJaUx6yA5eub8EcqgXOp6B6tPOS0mHNjRTKOEBzubcPzCLRxMtBsihDzPHx+gBFNOiwmu+RB+9MvLmEzUkNbbzLR2mAzhxjqr7F5kHrzhGLyhKE1PJuO6UmmYWjJTqywIyEy3WK4ukk6GFsteLCTYMdHKPqLnmYpeSEoZWNI1Mo4v72mncpgta7BWGGR9PZXrgpXjhSrjyJkhyT48eeGj527g0XUOqrzodUhiNswm9YkVwqmQbwOEzUvevbUxZU54uSDbNOVsrqvFLlaqgol9p3KrCcglWJnx2plhTLlD6GiqoWlNSoIV5Vgq/04MNvK7A51NRaEQa61jNabRfGL31kZcGJ1DHJJyRQjNyL7r3dtO6feD0TitRV/vrIInGMXurY15k61q+4R4dFmZn0oOadWiFRLLubdayjYBOSfX11QiuBDD2uoKQKfDC994CO8NjGMhJiIixHHHHcTojJ+SvxAQkpbW+uqkPUOQShYXK4rFUaecL7ZmUk3ZBNQJCNnrvfrtrXjtzDAqKwy471+AIAKPr3fQsp2TFyfkpSAlCuU+Z8cIAG11cmncTQlzWLiDUWr8Ecz4IrL/EwcKALSssaC2WqBkPdDpMDTlwdDUFQCgDqiVcGRnIz+y1S2Wq4ukG49i2YuFhJqupyS00/rs5Qk33MEoTl6coEYmkOx4ImuU7fPJRkJZBl+WG0CtFVK+kBNDUkmKEIuLMOp1NCJJ2nU8ts6RdEBlYz0rBYya9Z8vKDc4yXc+OSjl86+GjZNPo0hNgJaqYMqEVIE9FEmRtHINF3sfvOWCZSIjziZWSVAjWGHHsq9/eLGOINF6Z3uLU0Z3nWvnxFK+rxWRKHQK9NmrLhDaHFLrSFJpjp67gafb6rAQi0MHoM5WQXsXGvU6xOIiTl6cyFvtnNJRSK6vtn/SySHWoCRnSqFkyXLuk0pRY5WUqfkwQgsChibnMTLtQzAqYH1NJQILAqxmI4LuEIR4HGajHpFYXHYdlqTkyK++QGNNVUnLlGJ11LEpmZdf+VZax6KaXCF1Z0QhtJkNslYxpWLsZwIt5+tX0z7KZnns/AitzWuts+JfZwMQAZj0QDSefM1qswH+iIAai5HWSpJ5YXvi2swGSk5i1OtoXfVKIBv5ka2hm2/DuFj3Yr6glsqqlX2kxPYWJzbW26T1rNMl6Qgk64a0AQIAe6UxpRxRRkSVDLD5RE4MSWVaKwnXEkH39ktdmgPLKpPpmKKUfVoAbes/10ja4IwSWKqRs2yhpqBpvW+2Y8KG+okgL1XBlMlhwB6K4/fl6TRk3NheYo2OyqRrlsO6OzEwgYGb96jxAp2OpmsQgarldQ+wDdpVWu/kwzmxlO+rRSSIjLRXFS5iyo7ngc4m/M0/j+LC6Bw+GZ2DiEXWQwCY8Uk1p8Tg1EOiFSfpZPmI/GWTnZJtKlehZEm+7qNUUq5PexORY2k+7geiCEYF1ForYNTrEIzGYTMb0LxGqmkNRQV4glE819WM9wbG4YsIuDMfxuhsAN5QNKnXWKnIlmItfyApmU+31cnOSq3nTbX2iU5VW21W7adbblASZ8mIRMIxQBTxxIa1mPaOo8FRhe89+bAsJZUgHgd2ttZSMjxCfGLU63Cwswn/eMWFSbfkWGmts9I+oMWaIl3sKNa9mC9o7dlMxuHSuBsQRVmkHJCnDbN9gG1mQ0piKPJdoHA2EYucGJJKRYlsfLaJZjbXUAOJTrB9xjK1/nMB5fOx+c6FTlFbKnKlHGRqKGWzmHu6F1kLtQ7KUlFu0q1l4hRpra+GtcKAJzasxXsD41KqDUNTTgqspz0hvP7HjyVdUznGpTI+wGJa6pU7Hkq0cz8QxYxPriilyjYgJA02syGp9Q7bogfIHcX7Ur6v9LarNYPPJ2QpwEwPNZcnTCOUeh3wR48/iH8Yukt/Jx1iOgSjAuKQWBXZusNcR/lyqUQRJjyLyQCXJwygMIdqLpUprZ5vPd1tOPDT38k+W2HUIRgFPIn6UACUTZxEYHyRGIZdXurYpX0pVZwwpZoNUiwYdnkRi4v4aGSWMvCminSlilQSI6nWWgGnxZSRPlXqIOuPbd22vcVJ9attr35A1zfpp/ejX17G3fkQqiqkSOSa6grZudjeaMfxC7doqqw/4Yg06nV4/TuPF8WZudqMsVLGcs4rYs90rHfgyK++wLQ3gue6mhdtGZWOBen0PbJ2TgxMYPxeoKByYsmGpFb6HvF6uzxhvPjW7+GLxKjiBCydFlg5aVq9wvKFlM9XIiydWspBtgZIJhso202mVg+lfN5SUW5SpbMSLytxirCpnb4ZP1rrq9FaX43LE258c/MD+PD6DBrsZgCKtEiARuiJp6pYWxuogU1bBSRDRgeJUTLTRvesM0eNYY54n1mButyDOhffL3QzeHas+05fo+RnddUSXT4gRR4/vP41HnRW4b5/AcGogFA0DhFSS5bmtRZYzUZZO5Zce8+VY7sUxwi7xwjR0uiMHz3/439hQ111SbW20Fr/x86PyNqz2MwGzIckpVhZG2Yy6NDRVCOrF2YVjqPnbuBAgsiERSlHRooBbMkOMQRTRRLZta8sFSKOAGulCaOzARw9dwOPNGTGmlxKYN+bHT+Sfk8+I9VuSxvg6bY6ANL4ffJ//++4NO7G88c/BwBUmQz0b+ScJWVXu7c2ykghc5VZxbF6sBxdgGQZBBYEek79/BOpb6w3JNlKLDEakEx4qXU+qPWkzDeWbEiyPb7YtBhChkAUF6fFJGuwvFQsl7Eq12Dvzyq0xQqt1GAg+7HMZAMtZZNpsU9p/SwVXBp3y/qedqx3oKOpBt5QFJfG3ejpbqN1xDdn/dDrdYgKIv7n1WlYKgwYnQ3QQmy2RnhoygOnxUR7AiqvW8wHX093G27O+jE1L0WL4iIQF0VE4wJVlIiw1fKspaspYyN/SjbnXNZHKn+f7j5aSmO+5qunuw2u+RDuzIdl6anrnBbodDrM+CKIxaUIli8Sgs1sgM1spGQtBj1kfVxTpdfkEpnKJaXiTSIZHesd9Byamg9jaj6M343doxG7Yne2aMm7nu42DN6+T9laaX2xCmZ8CxAB/OLCTUx7I/hq2kfXWSqFg0dGlgfl+BFivkygTH8HFteAksW4nKDc72olT2xdPAB8NDIru0Zf/zDdF0rs3tpI9//JwUnYK41p6yFXWs/kKE8Q2RsT4jDpdYjGRayxVmBzo51mirTWWZMijizRXKrzQe33+cSSDUnS8JL8VHqTSFNMq9lIm3XmEittVLD3L4VDVy01mID1/mVCF7wc5TdTZRxIPoxLYZzVcOz8CPU6GfU66nhgWbfefqmL0r0LiXDDQiyOSCwOgw6q7MDEULKapZ6AT2xYi89v3cfQlAfPH/8cbQ12mUermLC9xUllBwDU2yow41uAXgdZ/7+letYyiXBni1QRoqVGzpUF8vkyKKe9YWpAmg16VBj1ONDZhB/3S8ysRj1gMugRjsXhiwjoWO9AIBLDtDeCBqY+F0DBFKtMZbxWLeT2FiceOvKP9HMWkwHBqACb2VBUzigtmagl75Trg20BAkjzGxEW/z/rW8Bsoub1ld9cpdGslT5DVwuI0pgukkjWAXGgqaW/FzqboZAgNZCsI5Rdo5fG3Rib8dHPG1S6ALB189OeEL3OpXE3XjtzHbG4CJvZCIiiJHfDMdgrjZpOQDXdCCg/4juOwoJ1dOsTlQVz/gW4PGGEE+c0qWHX4g1JdT4UWk/WL/WLpD6J/GQVY0CqbbKajZrNo5cLMlgrtZFX+v7ZoqdbuzE4eRdlc14tKOdaC2oNc8fOXj4AACAASURBVLW+m+k1SxE93VIjcZvZiFe/vZUKBGX08NVvb4XTYsL+jgfhtJhQa6sAILHJ/bfzI3jxrd/DNS/VTRJDqaOpBq75EGJxEe8NTNCDNhiN072XbePiQoE0YP+TnRvwoKMKrfXV2FhXTaPmqdbsUrDc6/V0t8n6N2ldN5v77N7aCKfFlNRkOJc4dn4kKWrli8TwN/88ihAxQHQ6GPR6xEUpi6R33xa8/p3Hsa25Bo2OSgDAGmtFzuckFTKVsewzKb9jMizW/xkSp93G+uJKC1yK7Ftbbab/VjKzRgX5/50Wk0RkBYk4idyn1M6wUkVPdxtlCU01x2QdnL3qkjcyZ1DOc7a9xQl7pRFDUx7VcSJyzGaW+uj17X8UZ6+6ZLKY6KMGnRSpJ9fp6x+mGRakn+TO1lpqUJLPKfeimm5UzroKR2GwvUVqIWjU62ifUxFSGcZ8UHL6raupTJIbWvt/pXW8JUck2XROZdokSXttrbMWTOlYSZRCHn06L0Wq1Fe2J9azXc1ZRwoyYWItZ+/49hYnfvun/z7pd/ZKoywqSejeAWk+XnxrgH6e1D75ZmPo6x+mXlR7pZHSljfYzTTyCQBmox6XJ9wyCmk2pZK0H+ndt6Xg6/bSuBtnr7pweNcmvHZmOKEgSOmUHesdOal/VkYGc1HfqNbDcDmRczbFRW3v5QLtjXZZRHEhYWjc9YRBSu2igoioEIPNLKV7AZCRFQFA/5cu/Lf/c1vRZQWkGu+/+KOt+It/uIoFQYTRoIPFZEAgstjIuRigjLpkcpastVZg0i2lIT/X1YJ3P7sNYj9GFIYkqRUGICNL4igMMq2LLrUsp3xAqQekyjbY/8anSSSHRC9la6EBUP4Km9lAzztCWNLXPwxvKIoTAxMy3oH9b3xKz0c1/YTvI46lgMh4lyeMWFyEOeHhjIsiTAY9nutqwbDLS9dX3+lr1HmtdSasdAr2kiOSrGVM0ibHZnw48usvMfK1pLRaK01l6z1jUQ4eKkrIIYo0ikXA9sQC5IrbC28O4MTAhKo3RM0Tq+VRKWdPqxaUUUnWq0S8r3qdlKpWV10Bi8mA1jor9aK++NYAXJ4wOppq8P5//gZe/87jUtoOpDS+mCClKU57QtjZWkvTc8j1hybnNb2/+QbZM0fP3aDRMiEuGVPQ6XKyn/IRPctHlFRi1BRgrzTmZf2/PzgJQPLS28xGajyutVYkfZYQO7341gDcwSgsJgPqbBUw6IBDTz2c82fLN57taoYl8c7uYAzBqIDRGX9RyWrlWZrJ2u/dtwUd6x3YWG/DM1sa0PaADREhTqOuSrC9nVeTjC12sDJf7Qw8MTCBba9+gBMDEyv4lIWDcgy0sg1kaa4MySH5zLNdzbLrkAjk2y8t/o6cg4GIRH732pnrGJrywF5pxNmrLtn5yN57NeoqHLkDkfET9ySnfxwiIkIccVFEMCpQI5LN7kyX2VnITCE15Kz9B8n39SUiH0a9TpUNrhxRDtE08uxqPWgO79pEI5Is2IijGisvCd9nQzSwmqCMSgKQeV/JuFrMBsz6F9BaX405fwTf3PwAxu8H6X5rra+m7R0aHJXwzfghxEUIosSG+vIeqTVG76krEETg8sQ8Xt6zmfbkWol1y9aenLw4gbHZAHyRGMbvBXCwsykn9NX58Orn+pqF2CMk6uuwSIbjQiIV0hterCeqt5kx44vAWmmSpcIa9FKN3c7WWhzZszkvz5dvsO9fZTLAajYWpaxOlRWiBBsd7zt9DSNfS0q1EAda66txxx2iNbH7Ox7Eh9e/hi8i4OTFibJqZF+MULYko0zdKozaykiCMiLNOnFX47xpydvFNFdJhdWK1rB1pwDw1bSPZuJAp8PQ5DxI9jtxZLK6EEQxY+4IDo5MQNbX4G03IAiIJTgxBFGKmHvDMVkbuEzsi5XOYMiJIUlSN/pOX0NgQcC0JwxfJIaTFydKhmo9U2RCClOKYFM9lCk4bMolC9YYOHvVpSpwV4KKuJSgJiR2b23EsfMjlO24vdGO9wYmFtNTPxvHn+1tx5/9/RXEAZnSaDboZeQblUYDHmmw4eDPPqMtA3yRGE4OTq5oz1N2zxBGVZJK+f7gZFmsmUzZXPO9R57taqY1PmroWO+QlSp8Ne3D5Qk3bfa9XMbtQkJtjLXkV7GBZIU4Laa0n2WNzkAkRvd7RIgDooi2B6qlvqEJsi2SBqjWM5Ijt2AZ7Ymxz/ZDJFBzHCgNSy0n7moHNfZCUQxNeXDonYtJDKzsmUKcsqzTu2O9g2ZMGfU6BKNxWVYIOR+VzLEc+UcplIstFUT3ef3Mdfz8k5uUpd9mNmBjvQ1Dk/NSHXBCLrC6ebE6NHJiSAKSp2ds1o8GRxVe3rMZZ6+6VKNbpY6VzkXON7IxipXGgJrALYdobT6hZsAr15jUZzLGfEvE2asu2jh+XU0lpr1h+CKCpEgyvCprqivQ1z+MWFyEXgeY9DpEBLHoep6ydURJ9S0ZoJgOHlm/UCYKoSU7CrFHerrb8MnoHE1rrbNV4J5vAbW2CgQWBPT1D+NAZxN9bl9EwDZHZckYYQRaY0z6zxEm8WJkM2azENK1d2BZuAlTpQ4SYQNpM8QydPfubS9bts+iAzHWdbqkuj4WakzqSllQavuv0Diwoxnj99X7dB47v9iD8/CuTTg5OIlAOIpahqiKOGvZM0eLuZXvncKhnPVsVj8QREAQRBh0QIOjCgc6mzAy7YUvIiAQjspkRjGPSc4MSVLr5Jvx4+i5G5SwgSiGxWpJZ4tyEiq5Vr7VqLLLIVpbCGiRCpCf3nAMd+aDuO9fwAvfeAjNa62yqNHJixO4ctcDQa2FVsJo3FhXLbHaJSIVWlgpIh6lYyIbrISQ1do/5FmUUYiebnlD4UJmNGxvcaLCqEckFofZqEdMEBEHcD8QxUyiNcTYjI+2/ihVkjQt+UxrwJn/F5tcypSUBZC/p9SgnTiUIokWBwbZOlvOGismJ00pgDXaleOubJMGyNcqPy8zA22bFI6hZY0FLWt1VO9gM6RIeuojDTaJEXZyXmJrhVRGYq9yJZ05Sod4KUSEyg3lpGcrweoHHesdtKxndMaPs1ddkFyCUvsPFsU8Jksm21Hi8K5NsJkNsJgM1DuUbVuJUkA5FVovlSRIi2q4HOe7UFAjFQCA/T+5gL7+YfTubcfmBjsEEXhvYAI/7r8GX0TAHXcQP040aVYzIu/7FyjRgLXCgKEpD4Ym5/F3n93WJEpiiXgOvXMxb5TSuaSsXolic7J/+k5fk70HeZbefVtksoLUteWrJVI6NK+x0J+k9crexxppjVCDo0r1uUsJWvK5p1tq3dJaX503dtxcINPzhf0c2d+1tkrE4iKcFhNNkcrFOisHMrlCItUcsmNZTrpErpDJmcCmBEMUZQQ5hMCNtFEBgKEpD/r6h6lc3r21UZZSrLyn1lnC90FukWquy3lvkPV1YEcz7FUmvLxns2RUJtbjuhqp3Rb5WQrIWUSSpGCo1dgVsyW9mpHpvCjnlG0LoOY9Vbsu92qnBkmhYceoL2EgAosNkNkaDwCyRuQEBh1oPWQwKuA//Pff4Y86HoQ3tPi9U0N3AQC/G7uHWKKREZuO7A3HMDbjyyjNbqnIZRRxJTz5WgRVqZ5lpWThiYEJTHtCWO+sgtVsxCMNNlx+5Vt44c0B2j7me08+XLZpdNtbnDj1w6dW+jGWDa26W0Ja1dFUgwOdTTh5cQKt9dVpaeMzAT+/cwetseTno4RMzgQ2JZg9MwnYNFUSrScMr6RUhK1FzrRNFN8HuUUxp2rmE2R9sZFv9mz63lMbcPTcDXzvqQ2y7xXzeOXMkCRQ24Q8XaM4kW5e1Gq9ANC6Ay2BqnbdYt4ExQLlGJHaJ4vJQBWM49/dgeePD1ByHQIdpNKcuCgZkawxGcei4Vhnq4A7EMXexxrx0cis6lxub3Gid287ZYLN18FZ6gdzKoIqLcVwJWThpXE3XvnNVcTiIkLRMKbcIbz41gA21ttwoLOJOidKndyoWJFLI0GZAq8kE+lY72D6shpoU/bl9k/lMjs3SMVCqjwflf2bVwMyOROUdae7tzbi0DsXcXjXJiqPSTSyd98WukfIPlDWImd6DvF9kFuU+vm/XGi9/8kE2eDJwUnZvi/m8cq5IclRPtCq9fKGolmz/+3e2ogrdzy8DUgKKAWFtcIAAIjEBHw17aNKqLJXnB5AJcPUajMb8PKedvz3f/lXTLpDAACTHojGgXWOKlz8f54BkFrBVSOCyDXK5WDO1HHCRo8KyWZ97PwI7SN46KmHKSvu0OQ87JXGjOvyOJaGXDrRWBmhJBMhBHekdYvDUgGjIbYkmcsjZIWFmpJYzq0/luNoU35GOU7K/aaUb8pa5HI5h0oNq33c2fdnnUaUCFFBiFjM48UNSQ5NaDHOsf3L7FWmjJQN3gZEG+yhyhb1H9jRjKt3pUgSOST7+qVogz4RfbSZjWhwVGJ0xg+LyYB1ziqEogJ+3H+NRiRtZiNe3rOZstbtf+NTHOhsSmnMFLP3qxSgNn7KvqukPUC+lfX2Rjt+N3YPh556GEf2bMYzWxpw5FdfYNobwe6tjUV9QOUCK20U5XIvsXPFXveraR+u3PHg6bY6jM340OCQUpin3CEcPXcDjzTYsnp3nkFSWKiR8tRaKxATxLJs/ZHp+iJsy2wrG/Zvx86P4GBnE94fnKTjpNxvPEuOo9jBOkNK0bGbU0NypQ9sjtwiXa1ANu1duGGiDmWvKyJEyLi++u2t8j5iCS+VQadDXBSxEBMQSqS5rnNWodFRmdQvMLiw2DpkdDYAABib8dOWImpzxw/a5UFt/FhW40K2R3p/cBKxuIj3BsYx7PKip7sNjTVVGJ0NrArHzkobRfnaS+x1iQzp/9KFWFzENkelLPU12/TWXMhrrg8sHcfOj2B0NoCdrbVFsz9zOZ/K9UWYwgORGKwVBsoWzrItq7X3IPv68ivfor/nZxdHqYHtF1uK6zenhuRKH9gchQFbG9Z3+lpGhA6luDkKAZKeBkCzZuPRdQ4AoFFKe5ULg7fvIxoXERFE3PdL7RumPSFsedBO+8nV2ypwz78AQZQ8Xi0J1k4AaLCbsa2meNkryxHK9iYnBiYwfi+Q93RvckjVVps1W8ywKDcDYDU4scgcH+xsos6CbNqJKJELec31gaWjGNdsPsnRCFM4+39Sz+gNRRFYEOANRXFiYIJm0hTjGHFwLAWl3i82Z4YkS8nMN/bqAGlnQCixubKQHmrNjkmqIyG9kbX/eONTDE3O48K/ziEuArfmAvBHYvjWlgac/uIuBFGiiZ4LLNCIBMmsjwoi9j3+IPq/dOHptjrcngugtb5a5vHlKDxYEqtCpHs/0mBDyxoLAgsClc/sGlOuyXIzAFhG5ELXpxYKWorISjrwuKKvjVQpm0BxOl5zOZ9q56A3HKMRSfYe9ioToNNhaHIe4/dvyBjjeX9HDo6VR876SJIUBHulkW/mVYSebnnPpVz2BixHKHtRkajBztZaHP/ujuS9k0hlTXTowB13CO5gFB9en8GGumrYzAZ8c/MDsFYYoNcBlUY99ABMBh39XCwu4oNrX9MUoVM/fEpzj5bL/BXze1BDTRQL0vuSyObRGb+qfFauSeWeLgeQdyQ95sq1F1wxrfty7gW3XJA9uVI9ZZeCTOfzxMAEtr36AU4MTKj+nZRzfDw6h77+Ybzw5gAA4NQPnsRv/8vTsvNJKSsP79qUJJt4f0cOjpVFziKS3Pu4OqHsf1hu0YxcI9t90rtvC478+kuMzfgRB7A20b7DYTFhdMYPADh+4RbtBelfkOoldYn/kxTWwdv3AUjpr+nYWsth/or5PbRIrPJ5P8K0rLbuMiGnKHUQ1mg29bMc0dc/jKHJeXjDMfTubS+rFOVyQro9WQpQtj0i/07FNntp3I0X3xpItKcxAqIoS7fv6x8GRJFmzJBIJUSRrmPlNbnuyVFuKLXykpwZkmzdHE8zWB1Q6zPJhXpqZNtjc3uLE40JVlanxYR1jirM+hZQa61AbbUZYzM+SvcPSP0kq0wGBKPSQf36dx7H9hYnXj9zHccv3MJzXS0p71cu81fo98hG8BeToVZqB9ZSQVijh13eohn7XEGm0DPU8cXsTOFAQRib8wl2fQGg/2brdV94c0CWTn7s/Ag9rxoclQhEYrCZjdi9tVFWJ0lKZba3OGGvNOLj0TkceueiatZOMclTjtxitZxPBGo6dSms7Zy3/+CH1+qBWp9JLtSzRzqjR/l3VrASwdPeaKcU6CcvTmBoyoONdVYqfIddXsTioiwao3a/cpm/Qr9HMcu9TJkPi+25c4lycZCogZ3D3n1bksh1yvGdSx3lsO/U9hQbNXzhzQFZuyPyd9qHWhSpXCKGJht9ZK9JrsG5GFYXymGfZAOt3u3FjpwbkuV8YHPIUegUvXJFOqNH+Xf23+zfjuzZDEAiV9FSJrmxnx8Us9xLlUZXzM+dS5Tzmk+1t8v1nUsd5bDv0q01Zbsjsj5P/fApAHLCIfq3Hzypep9S7K3HsXyUwz7JBqWqU+tEkgqTATo7O8XBwcE8Pk75QKfTXRJFsXMp3+XjnB34WBcOfKwLBz7WhQMf68KAj3PhwMe6cOBjXTjwsS4MshnnnLG2cnBwcHBwcHBwcHBwcKwOZBWR1Ol0swDG8/c4ZYUWURTrlvJFPs5Zg4914cDHunDgY1048LEuDPg4Fw58rAsHPtaFAx/rwiDjcc7KkOTg4ODg4ODg4ODg4ODg4KmtHBwcHBwcHBwcHBwcHFmBG5IcHBwcHBwcHBwcHBwcWYEbkhwcHBwcHBwcHBwcHBxZgRuSHBwcHBwcHBwcHBwcHFmBG5IcHBwcHBwcHBwcHBwcWYEbkhwcHBwcHBwcHBwcHBxZgRuSHBwcHBwcHBwcHBwcHFmBG5IcHBwcHBwcHBwcHBwcWYEbkhwcHBwcHBwcHBwcHBxZgRuSHBwcHBwcHBwcHBwcHFmBG5IcHBwcHBwcHBwcHBwcWYEbkhwcHBwcHBwcHBwcHBxZgRuSHBwcHBwcHBwcHBwcHFnBmM2Ha2trxYceeihPj1JeuHTp0pwoinVL+S4f5+zAx7pw4GNdOPCxLhz4WBcGfJwLBz7WhQMf68KBj3VhkM04Z2VIPvTQQxgcHFzaU60y6HS68aV+l49zduBjXTjwsS4c+FgXDnysCwM+zoUDH+vCgY914cDHujDIZpx5aisHBwcHBwcHBwcHBwdHVlhRQ/LSuBsvvDmAS+PuJX13/08u4Jm//gj7f3KBXuPSuBvP/NW/oL33LJ75649kv9//xqd45q/+RfU7S32OYoDa86d6J7WxYz9P/n1iYEL2M9PxKfXxzBfIGmTXHv39Ty5g/xufqo41+d5Tf/lPePTPz+L1M9f5+K4w+BrPDfg4Fj9KdY6yeW7lmVdq77oacGJgAtte/UDz/ONzuDQo90mp7vfViGKZq6xSW3ONY+dH8PHoHADg3e93pfzspXE3jp0fQU93G7a3OHHs/AiGpjz07wd/9hn2PtaI/i9diMVFAMDojB8/+uVlPFxrhcsTxuiMP+n+736/K6vnKEaQ579yx4Pj391Bx4d9J3b8+vqHZWPX1z+M8XsBuINRXLnjQctaK4Ym53Hljof+jvwk1wekOenrHwZEEb37ttDfl/p45gLK9QpI4zI0OQ8AOPTORdlckfm4MjUPQQQuT7jx9ktdi39PfA8AfvrxTQCANxzDqR88WeA3Wx1Qmz8WfI3nBnwcix9kjryhKOxVJs09UQxg9y197nAM9kqj7LnV9AlyhrqDUQB8Pa4EUsndo+duwB2M0vMPkM8Rn8OlQblPvOEY1Tf4+BU3iuX8XFFDcvfWRlyecOPmXAD73/gUBzqbcPaqK0mIXBp348W3fg9fJEaV557uNrg8YdxxBxGOxhGLizg1dDfpHlPuECbdIVhMBtnvDTqgp7sNl8bd8Iai6GiqQU93W97fOR/o6W6jwpMYx+Rddm9txAtvDsiEA0TJ0NbrgAdrqjA244MvIsCo18EdjCIm+NDRVEPno73Rjp9/chPuYBTP/vxzVBj0eHnPZpy96pIZRod3bcLZqy7s3tpInyudQl6uUNvgPd1t8IZjGJvxwR2MUmOyp7sN3lAUY7N++CICAMAXEfDiWwNocFQhtBCDxWRAdaUB9/wLEMTETUSRju/urY1075D7q+2j1TgXS0E6AU3GuVRlRrFAbRxPDEzg6LkbOLxrE57tal6pR+NIgMyNyxPG0JSHnsFqsmel5Qq7b2XPPTkvc7wp9/furY24cseDg51NGHZ5+b4uIC6Nu9F3+hqg0wGAqhFzadwNa4WBGohGvQ7tjXa88OYAnSuixx3obMLJwUl4Q1FcGnev+JosdrB6iS8ioGO9Aztba/keKAEUix6yoqmtZ6+64IsImHKHMDQ5j6PnbuDj0TkcOz9CP3Np3I1D71yELxKTfpEwgohwCEbj0Oklw5BAB8Bikr/auppK7GytxZ/s3ACnxYS+/Y/KokH2SmPJCpztLU4c/+4OdDTVyITnu9/vwtmrLunAFEXsbK1Fe6MdI1/7odcBcREIRGLwRQTYzEY8vNYCm9kIX0SAvdKIZ7ua8e73u/CPV1zUeInE4vBFYvivf38Fa6wVsJkNsJgkAf/Kb67i49E5qlQcOz+Cvv7hpDklKJawfD7Q092WJIy3tzhx6gdP4u2XuuC0mKjhDwD2KhNe3tOOjvUOtNZXw2Y2wBcRMDrjx9R8GMGogAdrLGh0VEKvA9Y7q3BgRzMOvXMRH4/O0bE/dn6EKknKMdf6PUcy1OaPBdlfpSozigVq40giD6+dGS5b+VAKIPIZkJR6a4XkjB2b8VEj8uPROc1zO99zp3YPdt+StUUw54/Qzyv399mrLriDUWpEHjs/wtddDpEqfZJkSA1NzlM9ZffWRlruQdba1HwYgKTrxeIi3huYoOuOzbJ6tqsZ9kojhqY8/KzLANtbnLBXSnqf02JC774t/GwrERSLHrKiEUkSiQksCLCajbKIJMGx8yNwB6OJiKKIwIJAhdFYIlVViEufJcbkf/rDDWhea8Urv7mKWFyE02LC6995nA72kT2bZc/A/ixVEGFABCsbBSM/t7c4se3VDxCMSlEvm9lIo4gk9dds0MNmNmL31kYqwO+4Q6r3JBFgi8lAhbvNbIQ3FJUE++Q8bGYDmpxVuDzhxomBCVmEoVjC8vmAUolR/u34d3ckpWABwKkfPgVAOmifPz6AYFSA2aDH5gftgCjSw9Q1H8LJwUm4g1EY9Tq6znu62/DVtA9X7nhoZJhcr9Qj74VEqvlLBR71XT4O79qEo+duoLbaXLbyoRSgTGk9sKMZ4/dvUAcYm/Widm7ne+7U7kH2LTFU2Ge64w5hyh3C4O37aGuwo3dvO92j7DmZqiyE7+n00CrrYMeUTaccm/EBkPS3JzasxbDLi5ODk9QwJFHvyxNuNDiqAFHE6GwADXYzttVI51nf6WvSzROBhnLR6woBVjdg9wQHR6YoqCGpJmDIAXX2qguPNNiSUplIyonJoMOMbwGjM34ceuciWtZaEVdcXxCBna21OLJnM154c4Aq12xdnxJLVRiLEWrCU/l+BzubaI3BxjorHmmw4exVF/17RIgjIsRxcnCS1k3W2Sow61tQvadRr6OGqdmohy8Sw9CUBzazIRHdjCEUDSMWF/HameuyFKjVLOzZedGat7YHqjE05cHmRhtNJXv++OcIRuNShFgU0dFUg0A4CmulCb172wEsRnTOXnXR/UQi7ztba/lBkUeUs3OkUHi2qxnPdjXTFFfWIcJRONCUwXAMH4/OUUW+Za01KeKnPLcLIdtT3YPdhySSSioCgtE4hibnqcNVqZcor8sNy2SkGgPWSIQoOf/JWaUcW28oSstqYnERxy/cQiwuomO9Ax3rHYBOR417X0TANkcl5XmAKNL79+7bInNulJNel29w3aC4UQrypqCGpLJ+gdQ9Xp6YT/x0Y2O9TeYVISknbKKqOxhFy5qEEh2J4facH9E4YDbokwRVMQ9+rqEmPJV1LN6wlCJMUhjInJB0yqoKAzyhGL6cnEc88Tmdyr0IDj31MD6/dR8QRVy5s0jg44sIaK2vhtEfwdNtdfhoZBa11grZgcyFvQStcTiwoxljs8M0Cr+9xYm/O/SEjOCIEPGQQ+CFNwdolJJVwFez0V5I8HFeOpQHJpH9rEOEo3Bgo3uH3rkIdzAK34w/I4WzELI91XnX3minWRmPNNjQd/qaZNAAUtRKp6NlIEpDUXnddIblakSqMSDjdHMugCkmm8lpMeGraR/VR0g2Wmt9NSCKmPZG4IvEYNABgQUBr//xY6oRYzb7iiWtW61zsVzwM6u4UQrypqCGJIku7t7aiL7+YVr32GA3wxiQiF6GJudx5NdfojHheaJCaVaqFVtfU4kNddVUoLzw5gBlY21ea6GCZ7ULFnJAEpIdQsZjMxtoQToV6EyhNaBDJCbFenUAPMFoUuSXxZuf3sKWBx04sKMZc/5RmnppMxthrTBgNBjFRyOzOLxrE05enOCplVmA1BD7ZvzUe07qLAnUHCdkrlkFnN0PpeDhKlWsdrmjBeWaU1uDJB2eJVQDuIKz0iCp+IQQhdSvQacrqlQ41uBVykBSMkA+R5zYff3DNJNDuc7YNZrKsFyNUBsD1ognwQECPaQAwJ+duoK4CAzedtNMJhKNbK2vRmgugFhcxOiMH339w/SsUzPulQSDHEsDP7OKG0rizGLU2wpKtsN6mEkuu81swOvfeRzHv7sDNrOUgnJz1k9r/cgiP/Yf/w06mmpQW22WDWRPdxv9HklhWc0gtSGE5GZsRmJgPbxrE5wWE3wRAWMzPrx25jolSgBACXeE+KLZKAIpjUgAiAoihibn8dqZ65iaD8NskJaUIxHxJKQyR8/dKHlSo0Kjp7tNSvFJFTqbhAAAIABJREFUYXyTVCyWHKJljUX2HSXRASfd4cgn1EhQlGuO/T/pozoyLdVKsYRqxUAkwJEgCvvhUzj1gycltu4EOcqLbw1QQpSVBuFTcFpMOLxrkypZlpK8j6w5ss7YtUvW6KF3Lsp6E/J1KTc+lON1/MItmRFpMemxsc4KQCL4AwCB/AMSt4JBB4SiAmJxcVEpFRc/o3b/49/dwdlFixTlTKRYaCiJM4tRb8tbRFLN48xGJAFg/L5E8U7+/vZLXdRTSAhfWAtcjUxme4sTb7/UJcuPX80gwrxjvYMaceP3AnikwYbDuzah99QV2mICWEwT3tlaC28oKusvqYX1zirMesOICIuCXojH0dFUg+t3vQCA+/4FGamMGiEDR2oQ5Y1AK5LIRnIIW93O1loASGr9wlLds/Tpq1kpWi54hFcOrdY3Wj/ZPqok5b5cUI5ro6e7Da75EG7OBeCLCLJ6w5V+LvJze4tTlg59YmACr525jgUhTjNuACAYFej89PyP/0Uzash1SNSL1J0D8jpJcq4VUwuUQkKt3Up7ox3vDUzAUWVEra0STzy8Bu9+Ng6TQQc9dGhea6GEOQSCKBHIAUClSU/JkFKBR9KKF6WQjllqKObIZN4MSbWFRCKSR8/dQLXZSFMdAOCRBhuOnR+Bw2KCLxKDEBcl5i5GQWb7E7JY7QKFVVaUitqLb/0e7qDEomqvNNI2HjpIEUeLyUAVtyO//jLp2maDHhEhDh2kFBSTQYcqkwERQWJobbCbaW2DvdKI5jVVGJ0NYF1NJQD53PA6p+VBUzgTz60oypw1rFNBjer+/QTra9L1OLICPzTlyIT0i/0/y8jI1kWVA8p1bcwFpH62egAmgx4uTzipZ1+hjehUesDRczdkUTJAyobaWG/D7q2NNCWWgKzdljUWtKzVyXoqb3v1A9RWmzE646eGJvkJlNc8p4PSeO/pbsORX30BIS6iqsKI3r3tlH1cgog5fwSHd23Cj/uHEYwK0AGoMhkQjAoJ8r542sylcnTQlBN4+nfuQeTbC28OyJw36fZBIfZK3gxJdiGx3ruBW/fhDkap0I2LkpB/dJ0DH4/O0TTVYFSgPYW8oWhGh/FqFS5KZYUdo411VgxNeTA248NzXS1UYbvjDiIYjSMSkwR8X/8wrTU16IBGRyWqKoy44w4CAvD4egfsVSZ8PDoHa4VBFsHsSPyNJSPgAiT36OmWGgcrGy2zjHUkvYuN/ir3A+vZ0ooSr9a9tBTwQzN5vWSjTJNa4G0OyflUjPV3S0U5rA1l9M3lCS+e35CYvkeZOm6CYjKiD+/ahNfOXIfDYkKVUU9Zrre3OLH/jU9lRuT6mkrKvzA05UFHUw2Vk8TgjAlx2u/w5OAkAuEoWtZak6IFyrErN3mq3OvHzo/QSCNZE4t8uZJu4Q5G8YtPbyGcMC5FAAY9KHdDJplLxbS2OJKx2oM7+YQym4cwJNsrjSlZlIH87ZW8GZLKHHryIjFhMa1EB8Bo0CEYieH6tBc2sxHPdTXj85v3ZIoEq6RkQjsNlLdwSUdXTmjzD+/ahN59W+jh9/7gJFXYvrmpHj/9+CYEUTIiAwlvrcVkwJrqCky5Q7CYDAhG4zDqdTiwoxmPNNjofbQIM4DyHvuVhDK9e/fWRjrPJN2K7RWpJcxZNka29QsLspeu3PGkbJ/DwQ9NYHmyVyvNdTnpksXiCCnmtZHpGLGygBC2sVjvrEKVyQBvOCZzcBWTEU1ayqgikdHRWmdFY02V7LnlRHRS+6yff3ITDksF/Rxpk7WztZbWMQHyfonlGLG8NO6WMYgDUnqq2aBHHCJMeh3aG+1wzYcw7Y2gwW7G6GwATosJd9whGf+CLyLAXmmUzVOq9VlMa4uDo5BQax2XKthWiL2SU0NSa+OzL9LeaKd9DP+gvhpz/gjcwSjtUzjs8srqwpQggpltFUJ+r5X6Wi5QMrEC6ocSqec4eu4GLr/yLVmd4snBSbjmQ7g8MU8/Pzbjkxr9Amh7oBojX0uRSSEu0l6QJwcnceoHT2qmp3HkDpkcoLu3NuKV31xFLC7i6LkbeLarOet+UOko3DkrHkemSHdYpVrTyoORKJ5L6R+ZqYzkSL3/1col2HrA/++3X2HWL53ZgUgMtdVmDE3Oo+/0NZqdUirnA5vRwa5N4rjzRQQ4LSbquBNEYModwo9+eRkuT5j2q+7pbsNvr03jd2P3sMZagRfeHKCs6CRiWYq6idbeJa2nAODFtwawsd5Go5GWRKrqewMT8EViNHp79NwNHOxswpsXbsnuYTEZkqK5ShZnFqWytlYDisVptxrBBgXYTMDlZAgtBTllbdVig2RZzp7Z0iBjWT28axNsZgPWO6toJOXEwAS2vfoBTgxMJF23p7uNso+SIn/y97NXXWXNpkYP/kTKLxG8hKGVjDthaD28axOARWbPs1ddCERiGJ0N0H5NZoOeelt3ttaid98WWt/YvKaKsq2lYlDjyC1SsaqyDF6xuAijXoeDnU1UacmGxa6nu03z85wVjyMbpGOyVLK0vvDmgIwJk/zuq2kf5gIL8EViNFqeDQOgUkbytasN5f5n5+XQOxdlzOnk/CDGZDi6GE9yB6OY80fgtJhwL7CAj0fnpEhViSDV2iVjdPy7O2htOcHd+RBiCfZRQhr43sAEYnERp7+4S3USe6URo7OBjBjLlbpPMUDrPGIZ830RqRSJ/J+krRISvp7uNpxM1OT/7Sc3EY3L9QkhLiazUjK1/xzFC84Cn1sshfFWKcOITVAoOZzTiGQmIdRj50eoh6933xZsb3FSoh1iPZNUTBJpUdZ6sT2t2HuVq9LA1lkAi+9JxklJpkLSQwitPnQ6AMDQ5DwV9AadxJSGRLuPaU+IEl28/p3HZd4NZc0j90DlF5nsI4mgZB4NdjP+8YoLk+4QXJ4wXv/jxzKem3SeKu71LW8Uch+r1XWw6X4AaKaJ1IrIIJM/mabNatUFcyRDrb5NmcJK0lWVf2uts8IY0MFo0GHWt4D7/giC0fhi6UqZKP/KaDl5f6fFhIOdTTh+4RZiCSPo2a5mNNjN8M3G0OhY7HdNoOSLUGN7ZbOJioWcTus8Ioz5pDQmsCCgwV4JYT6MYFSAQQdKnPPVtA9fJqKXcZWlERXiWGOtgDGRDkuU6I6mmrTsrRwrC55mnFtonXfK85otYVOmg5NStUzl8HJ1gZwaklqKJ/uQhFWSbfuhLBg92NmE9wYmUGutwI9+eRn9X7pw6KmH6eeVbRGAzNiLShVqC+uFNwfogXZgR7NqrRtbb0SMzfZGO94fnKTkRoTF1RdZpEEnRjqgPqerpRZ1pZDOgLs07sZrZ67DF4nBNytFlgFg4l4QB3/2GfWSK1Meym1flANWkoyjkPtYra5DjezJ5QnDN+PHxnqpHvuZv/oX3JkPY72zCi5PGM/89Uewmo2aRDyryfmR672tnBeSHsw6EpXrdP8bn2LWt4A11WYYggtwWCqwsd6M3r3tZSd72HZW5J2e2dKAvv5hSoDGOmGV5T1syrUa22tPdxtqrRWICSIO79qkOn5qymMh3ltrT21vcaJ3b7uM9dZikpzVG2qtCMfiuDA6h09G5yjljsWkB6BjmFwl0qbTX9yFIAJ/+8lN/PwTib8h0zINjpXDapK5hYCWYa5M9VZzOmkx9afDcnWBvJHtsGANRVKYfnJwkh5IagWjG+urMTQ5T3Puj1+4hSN7NqfM1y9X40ZtYal5+AH5u/d0t8EbisqIiwhD3af/Oie7B6nxUJJdsAY6+V2516IWM5QNtW1mA57rasH7g5OIRAVEolK661KiORyFx0qScayUJ1mtJRCJQHxzUz3m/BEc6GxC3+lrVP4vJGrRCEqlbjefxpRyby/3Xsp5uTTuRt/pa/CGY/QegNSq68ivvsC0N4LnupphrzTC5QljKiLAFwmh1lpBWU/LTfaotbFR9rdWiyIQA7K1vppGM4ddXplhThhPnRYTHmmwqdYIFmPEkjCFkyyndTWVlLTowE9/R0l1pDYferzwjYfw3sA4ACYzigHZ5uw5BsiNaGUWGwdHqSGdvP5q2if/O5PqfWncLXM6kesRssVsGc+XqwvkzZBUK9b3hqI0ihaIxGRCUnkQ9p2+Jrve3scak5qrs0ZOOYfX1Tw+ah5+tdQTQiQASHMyNuMDILX3CCwIeLqtDh+NzNIIMWt8KvtrkbF3ecJoTFD1c2SOTBQ95WfYiNXJixMY+dqPYFSAxWRA2wPVND38yJ7NsoO2GJkTOZKRKjqXbxSTJ5kYRb8bu4dYXMTJixMYm11sR7T3sUZ8cG0aQhxoXmsp6vXM7uF8OnKUezsXTMtK+UNaPh165yK9Jtvi4b2BCVz5i134w7/8J3qNsdkALo27V43sYd9TOX5kTuptFQCA2/cCiAoifv7JTWyoq8YjDTY829WMEwMTGLh5D4BUc3ronYuorTZLN0gojsfOj+BgZxPeH5ykymMxQCtaDUh6xtR8GABQbTbAFxFoOjAAPPkHtTSdXWlQkiw0wg57ZWoegqJdXKq2BxwrAy09p9wyFJYLrbOBOJAuT8zDF4nRNX5gRzPsVXKn087WWlk0MhuyRRbL1QXyZkgqB4kYioQuOrAgpTWMzfgoZTj7Mr37tqDv9DUEFgRYKwy4fS+Iocl5WchW7R6rEakWATtGAGh96v/1v7Xi5MUJfHh9hhJbPNvVTNOGSeSLGP6scT/tCdGek6t1zJeCTBQ9dr56uhf7lhGhQtD2QHVSercaxX0xGQscyVCLzq1G9HS3yeojodPBF5HqrDbUVeP2PanvLSApp5k6YjL9Wy7B7mGpltkNlycsa42xXKi9C1vDt9SIrfJMVbvm7q2NuDA6hziABrsZr5+5jkl3iF7DF4mpRufKDcr2F2wUlrDKH+hsgssTpudlNGEtCaLUZ/HZn3+OzQ02jHztR4SxpNzBKGqrzXBaTHhiw1qZQ/fyK99SfZaVUtLVItmEffXYf/w3tFTmiYfX4G8/uSnLLPjd2D28/5+/gb7T13AvsIAZbxgLgggRwIc3ZvD5rfsYmfbSvQ8AT7fV4flvPARgMYuNG5TFAVZvBNQNJDUW3tUITUdbIvLYYDdjW00Nbs4FMDQ5j1tzATxca9X87ko67nLC2qrGMtTT3YaOphp4Q1HKzgcA9kojhqY8mPaEEq0lhCS2J5JSA50OVrP0ecLC17tvC2Un6unWZp3kkMCOEfk3YaAbmvLAF4lRQ5EFSVdxWkw4/t0d9PcdTTV4rquF0qFzLCId415PdxtsZiPcwSiO/PpLVWYudt/09Q/DHYzCqNfBYTEBkOpLOppqaN8uDo58YSnscUv9/vYWJ62LBHQ40NkEi0lPFe5AWCIVIwyQWiCGUN/pa0n3LhS7ICtzT16cgC8iMM3ZcwO1d8mEaZmdE61zm/3+9hYnZQEn8v7sVRfikFIPv/fUBhxnWjmYDfq0c1QuIO0vhqY8lI3YG4rCYjJQVvmzV12Y80dk3zOTonYAkVgcQ1MeCAnjSg/gT3ZuwM7WWlgrDLT/M+vQ1XqWYmHOVD6LvcqE3r3tGHZ5k4h2/t3GtfQza6vNiAgiqhI1lmMzfgxNzsuMSAD4aGSWGq+9+7ZgZ2stIIpF8/6rFZfG3Xjxrd8niLqMSWuVEMCMTPtSngnLPXdKBVps0Qd2NMNpMeGbmx8AANxPtFm64w5RJla177IOHSUrer6xrIhkqp5d5AWHpjwYm71OoymS51mKrrTWV2Obo1K24JQeDTYCmar/GIc6lGPEpsMq6ydZsN4N4mklYfNhlxfuYJRGMZUo5RSGbJ+dTT0lfR1f+c1VAEhK89ne4sTGOiuGpjy445aiuoO33bIUVbbmpmO9A06LSfJOWyuwodbK00U48gK1dbTctEylBzrdWu3d244X3xqQ+tZenIBBv6hwWytNGV2DllGEY0nPToje8u0AY2UuybyxmAw5M67YWhi1cgaWME0p29msiJa1Vtm5rZVW7w3HaF3eIw02WZTy7FUX9j7WiFNDd2Ey6BARJJZOALKegOWInu42qX5UFJP4BQCpfr290Y7B2/dhMuhg0usgxIGIEIcOAGtTNa+ponWFZLyyIeIqpjRiLf6Gnu423JwL4O58CKIovf/liXkZ+3xHUw2u3/UCkAh4bGYDHJYK3PcvoMKogy8cw8HOJnovsteUffQ4CgdWThA9f2OdNWmtWiskB0EwKuDQOxdxeNcm2bpe7T2AlfKW9GCts1VgQYjDaTVh1rcgy+Jkv6dMpydlIsspdcgUyzIkyQPbzAZ6qMk2tCJEu7jJpd9bKwxJhemSIpGoAWuw0YOQTZco14OpkFBjvlX+XUncw/5U/ptFKRO8pHr2VMr2lTsemrITi4voPXWF1nyQA7W90Y6xWT+anFW4l/BSB6MChqY86OsfpukearVPWuu+lMeao3igto7aG+343dg9tDfal3bRhPwPhKPY/5MLGEv0r2XvwWJ7ixMNjir4Zvy47vKhzm7GQiwCg16KUKZKm2KvoaVYkj6AxCAqxDlClKe2B6pzdr90tTBKwjSlHCdGYMsaea9N5RpgGQCJQ4uMacsaC1rWSmQopFfZQ2utaHRUJtXWl6tc2t7ixKkfPEn7bh7sbKLKm0EHNDiqKPsoyex59m8/ByBpQGaDDtG4iAcdlXj9O4+ndJSnS3svJqe6Fn/D9hYnNtRaMZVIg9ZB6jcZjYjQ64C5wALu+xcQSbSQsZkNePslaR1OuUMgnYKGXd6U9+TIP9isQQC07KyjqYameivRu28Ljvz6S9yc9VM5TJiLCRvyUhhHixlqOqOWM/TIr7/E6IwfZoMOHU01CISj8M3GcN+/IJFYOaoQE8Sk0gWWzNReaaQOU5LNtpxSh0yxLEOSPZSIF5IcIITpTckg9MKbA7RO78COZplxeOy81GMSSNSAMXnUXGHODzKNaBFPN/lsqjkoJu9ottB6di0lliUaODk4Ses5iPLAKlVEyfBFpIPUYjIgHBOkdB+m349WFDmb5+XIPZYa/S2FqLHaOnp/cBKxuIj3ByfxzJaGrN+BEH2xHuZU6XkA6D6ICHFMuUPQA4gIwN/88yhcnjAEUSLfSRdVZPcQG9lZbg1hpiD3ZAkScoV0e57NNlGLWCr7MGsRc2k5tFhDFgAlcAstxHB5wo3B224Eo0L6uV5BpNuTWtHZ9kY7fvHpbSwIcdTZKvCgo4oSoL03MEGjs2uqK2hdpEEHHN61CcfOj1AjyaADIoJkyJezPqPmkCZ6nAggmnC+xkVQAxNYNCIpAWA4hkA4Cmtl8a6p1QTWWZUqa1BZR9zoqMTojB9OiwmHd22ixiTr9CvmczJbqNktWrbMtEda/xFBxNU7Hhx66mHcmR+n5IrEOFc6SMm5RghMAVDDvFAkfssyJMmhxB4wxAoORGIYnfEneU210h5IEf/lCTcaHFVJHg2uMOcH2RjomX62lL2DWs/O1owq16A3JLWzCURiCEbjlFH1wI5mKiiNeh3+3ca1dPycFhNa1lgwNOWB02Jacs1jKY91qUGZppWpYVUKTjC1dUQOeqIEZ/sObHRQK9VSCWulVAush5TaRqqj7nrCtL6KMDdmGlVkn509r/IBZXqWNxSFvcqU03uozZXS8EmXbULYWFmDWnndVGUR5Cdx/jotJnhCMeoINup1ONjZVLQOlHSZJy++9XvKmHigs4mWLbDEdTO+Bcz4FmA2SFQTDXYzPhqZBQCEFyTSKF9EgCURlfaGomitr4a1wkB7P5ejPqNmhPf1D1NDcH/Hgzg1dJd+Xg/AYTFhPhiFQQ9UGPR4eU+7zIDv3dsOAKo1kKXgqCs3pCuNIiBRNgB4/vjnWFNths1soH1QlW1civV8XCqUdouyLIFduy/vacdrZ67DH4khFhfx7mfjCDO9Vsl+UIJk2hByrt1bGwtO4rdkQ5IdAPaAIR5fa4VBNTzNKhdkQNsb7dj26georTbDFxGwTYWVrxwXWTEgUwM9VV1OOpS6oGff/UBnE/WwPbFhLU1dAhaZqwij6gtvDlAjkuSqA5ARGJXyuKw2pHKCZfq9YkK6fflIgw0tayw4OTiJA4m6pKW8QzrDhn0eiCI6mmokhsePbyIOQK8DaqsrMONbSPSiM2QVVSzk+JO60Nb6auxsrYXLE8bQlCfvTIXZGvrLGRNl6qI3FEVgQUAoKkCIixDiIiJCXCYbi+3sTvX+knEsZVTN+SP4r39/JeW16uxmeIILgE5H23Mc7GzChzdmEJz1wxcRqEORjUCWK0uzWoo0iZQQtNZZcWc+TNeKNxSFCCAWB2LxOF47I6VLv3ZG4te4PDFPe4uT62rdjyN/YM8MVqazrcfYdU2ibAAQjMYRTESd2S4Ban1Xy0UnUr5fX/8whqY86GiqwVfTPuqgAqS1+2xXM575q3/B6GwA4ahAHanraipxYmCClkyx5wnlBQhFMcpwlxRyLJfM2pqONa533xaqcKlZ0SQ0bq80Ulaym7P+VcP4VizQYo5Sgp2vr6Z9KdlJ1b5byoxq7LufHJykTH0//fimrPdVHFLK0kO1Vjz65+foen7121uxs7UWh3dtQkdTDVrWWADI04XLnaGsHMDulZ7uzBmjM91jhUa6fUnWPWGfVL5Drtn1yP3G7wXw+a379BCNi0BoQUrvIdst3TnBPhs7/nmXRUzTaNXf5wnZrEdAviYvjbux/ycXsP+NT7OeSxLdHJ3xY8odQudDTjSvleQbSe8vxvM81Z7s6ZaYszvWOyQDkYHTYsL/+388CmeCRdtpMaEqwdI6OuPHsMuLy698C8MuL0Zn/BBE4P9v7/uDmzrTcx/9smzJkhHYrBWwvYGagHES7wXqbEPJnV2y+FKYy96mcC87m00I224nmaH3zjBN9tbp3Lq3MMO0M8wkc/dOSZakE7owzZQtXAotO9NlYbsOpngDGGLXYf2DyGsbZFmWZFk6OvePo/fzd46OfhlbPpK/5x+MLMnSd77zfu+P531el92KwzvWl0zfVzZo92JbsxckVOuyWxS22lgI0biEGrcyK3N5ZRksJsCWfCIF3xTQB6NxptyvXcN8975AbiAbyqt/6tnPGwN+vP3j26zvkQcpj9L1t1lMcNgsuOubxNN/einFh9S+fykpuPJz3CHLOHbpHuunnozE2Hc8+tKz8Dhs7Pxb7anA0ZeexbFL95i/GeJGwWkVjLU974Xwu+ccSKa7eXM9tPnXH96xHlazCZKsjAfR41mXymYqVrQ1e+Fx2NDkdac1GkD6UTDFbOj5z8/fwHqQZOBs9xcIRuMYnpieNRxQKjw0/oaCx4MfXGf3iNjnxYN8gkOjXtds9+Wh7esyjtzIZN/n8p0PbV/HRF0gy2hZXYWa5CD3YFRCOEnzCcckQJYzJmA6zt1hY0Dy+c6PCzrMneUKdZSYOaQHkM96aNcwU8D3OMkKPmGQr9NBbI3Vngq47IrQg9OuEJ1cduuCqwUuBEhE5+wbW/HWziZYk+rBFhNQXWnHU7UuljA/vGM9Hvhne975SqfLrlBa19Y4sb+13pDJpIUAX4V5+b1OnOkagiQDdqsZ4RkJgYgSnEsyEAjPoKVuGaZnJEgysNHrRp2nAoAyS3Oly47GGicbeaW3hkZN1BU7yL4fu3SP2XnefpJ96jjfg3hChtVswgvralRFhp/cHQUAFgCVW80IxySMTc0gGI3j2KV7qoBVy3ozQhFivs5vvg2gffdGNlbJu6yCCS4CsyOXCIFwDB3n7sBpt7KAjUTceGjvg0L63XOmtuZCNc1EH+Ffv6nBo+JKEzLJAecjjS3w+CAeNglwWM0m1WYnaBWkSoH7nu7z2ywmQAZbj5h2SBYUB5joC7ceBHB4x3pMTscxGVFmSfIzl8TA3tKEUalXWgEtPQdNS0nl6TKHtq+DbyKCm4MTONU5qKI0ZfvOerQbbc89APzeD36e8loTAJhMGXvc+semkk82qX630LZITzV2U8PsoHq9z5sOuhTBNGqsQHqBmExnIwWCjSsr4dSZ/ZYNRNVSZkLHcfG2D+27mkqGnra/tR6DD0OMfULzQInSe+TCXZbg4JV5NzV4mOJosSZQHxdaFc5r/z4OSQbGgzNw2MwATHhrZxMu3vapHOyDH1xn7/EoNINP/uf2xfsSSxR8O89zTy7H6a6hlN47smm82A4JC9IINCkxOwPUZbei1m1HaDzE+t35/ntqi+N1VYzQFpLP+U16AKEZCc4yCxvrxq8n9ZRuavBgf2s99rxzFcP+CELROPa8cxWhGYlRgq1mE2rddpWwkbsiN5ZHIf3uOVckc4E2Qk6XUU0nkfvK+8pGDUXj2NZYjbZmb0qJnc+WCCwcKLtBFJ3Tf/DVlB4P/mYppQHBfEaKMkEuuwU2sxmxhKxSn6u0z2aK7FYzzADjwPvDMRy50MOosZ8nnV02cykdLU5AhYWs8C3EexuxIs9nk/O5T/kM8aYGD8ZDs5llHvSdeZud7n3SoePcnZQB5gBQYTOjfVcTWlZXYXI6nlKxU4RSko5pUqSjUKB1/ec7I7g56MehH93Ei3/1U/gC06pMey77jFggpFDb1uyFy25B48rKlHXVshuA3Ne4ezgAZ5mFJa/y2v9JWyUlEuz7FRNlP5frcLpriP1Ma3/wg+voHg4gGI2za0LvR1jqlTKyAVRJ/O5vr4HVbMITy8oRjiUwk1SwJSpxdaUdHefuYN/mOtitJpgBHNz65OJ+iSUKvp2HnxsOzN4zbc1eZUxFUpQKAJvxGU/I+P7f30I4loDdaobDZsFMXELfWAhPLKtgFPH9rfUq37KlbpmK5mmEeyif85vWrW90ijHPgNmEG4CU9pBQNA5XksVBrw1GJbjsVjQ/4carW9cwZlC6qvxiY0EDSS1oMbUUGr0Dj8rAhA9fa8XF276UEvtS6j1YTNANnYmiwxsfLV97LtA75BeDJvjmx5/iSt84vn2iE3uyXWxoAAAgAElEQVS31GNbYzVOHmjFqmXlKc+d4vYs5FnVSQK/pyVZyTjt3aIE5LRmc6HBLSXMle6Sy95ZiB4NIxyGWrAsa5q+I4L2+2sP1X2b65hCJw/6zmSzD35wPSe6u2r9NdVEQGEBrPIoPXjuCpvqLCH7E4zGmaBVodecPv+Jq/cRjEoY9kfQNzqFvtEpVdtGLnuYWCDkwFHlZiQQwZELdxl1lxICJOxFgWcmB4iua2gmaY+Sa53vvdW+eyM8DhvCsQQGHoZS1sHoiUT+c57qHNTt/afWGwDwVpWz60Lzs08eaIW3qlzlOALGpbQXClq79+bODTj9B19FdaUdFpMSbBy7dA+bGjxM5b97OIDTXUM49d2v4vOjv4M3d25Y5G+x9MCzFCYjMTR53XDZLfAFplOKOADQNxZC99AE3vz4U3yko5thMZkQjkmIJvmt1c4y3Hz7G6wQwfuWAFQ0TyMg0/mtdz62rK5CnacCLrsFTV43Xn6vE+PJueHjU1H2fEr+9SXnK0diEiwmYKXLjpbVVVhb40T3cAAXb/tw9o2tOPv684byIXg81viPvJHMXrrsFtXhpoz9mIBvIoJTnYO4eNvHRoGQ400ZEGB2zkypq58VG/jm+lwoVdmeo0cpWAyaINEMwjGJiY4ASlN0x/kejE9F8cAfgQyFdrfaU4EVzjL0/joIcHGlzWLCRq+bzWAjKodWwWwuNLilhLnSXXKhW6br0Uj3mmIFL9+e7z3Io8c3iXhC1h0STn9Hb3ZjOtoNfa7J6Tiee3I57n4RwIwkw2oxISbJSCRkFb0QAKvOtTV74ZuIYGQyisM71i/KoUufqcnrxkedA6hylKHCZoEz2T9Ic5Np9lemeZjafX5o+zrVmeiwWdCfdEJaVlex/lKtPSFnh7/OWtqh3t/KBURHJkobXWMjUNJyAf856TvQaBm+debP/nNzyrgOfj31rmep2o7HARUTVnsqEIrGWXsMr+5ZiDmvAmrw/hhdI4tJSXYrNkZCcHSKjXGxmJTrFI3N2v1fPQwhlgwWayrL8DA0A5MJiHAjLFx2S+ZRZ0XGytLe49QOovhwEZy4eh/xhAyHTWGq/XpyGsP+CO6PhzAVjbOE1NqVLvSPBiHJQExK4OwbW1XXxOgoaCBJA6q1jouSaY0jOBZXyeGePNCKjvM96B8Nslk0wrgYF/kEQrkcsnrOyGI4KMp8nx7UVlWo/i6JMgCz1DJ/OIaJcAwrnGV4+atfxkedA8zxk2X1PQCkDpd9nDErSwVz4f7nsq5U0WqpW6bqAwSM7xDni3SzBLUJHv7783uc5iPyyb10fyef2Y385+ofDbIsdiJ5JpAKJp9MJHtz60EgOUIqjjPXBxclwcjvTW01hbeLAFRBX7b3ov+vralkFClJlhGOSozVoKczAOjbWv668mdxtnsr197WYumL5z/n4R3rceTCXVQ7y1i/OiVBAPU5pQ3Q+eoxXc9StR35QuUQy7NVqat//DX2nLd2NuHYpXvYt7kOPb5JVdLFqFWYUgJvIxhdPcmYqnLYGIUbsoy+MYV5YDWbEI7Ncq4oiDQD+O8vPsUU7gFlhFO51Yzaqgp8NhLU9YE2NXhS/CMjIFPRQy+ZSYUwsh0ehw3VzjL0jYUQT67RcLLw4LJbcfLAb2JTg0c1QgUoHhsKFDiQzJiFno6jfzTIelvoornLrarHBIwPup7Edef7XrUOeqYDQ2+/LMbNtb+1PqNTSt+LBrj7wzF0Dwdw60EAu599Av94y4dYQsauZ7xs0PXNwQmcPPCbzCHZ8+41xYCbTKxiqadenOtg96WITAafgkTtuurtyclITOV45yoWY1Sk+6x6jq5ehpUXV6CDMZPYjRb53rP0eXyBaQRHp1hmnDATl3DoRzfxaGoGqzwVePX5J9mhHU/2XenRYguBU52D+PPzdwCY8Ce7mlR2I1NiLFe0796I3/s/P0cCQCKRYDNqKYBJd75q/9Zc7Wi6BGAxOT3psL+1nlGxqVLb1uzFma6hlLMMUK/FfK5xKYC3Ofw6pQsUaDg9VbxofiQgigeFgHb/dpy7g/7kDNRAeEYR4yqz4Lk1K9A/NoVljjLIAL7wR1LadxJQikMUkFpMwJpqJ/rGQugbnWI+0uR0HAMPQ6pETTYBuMWA9j6nOeIkpPPha63Y8+41dA9N4ObgBNu3fHLts5Egjl26B6vFhLHg7Egh0se4MeDHxdu+olS5BgrcI5kOVNk5eaAV2xqrVYtJfR7FusBLEZQA0PaMaIU6tH2vRke6nhf6XmQIiMZAo0CikoxyqwWPksIkgDIXi/oAjl/uZQI8mXrWKBiai0z/UkCm/kYSKqE+D/o9L1BCezKX/t5i6QED0n9Wvd4P6vHgRWz435Etbt/VlCIDT30fWhGYfPvE6HO9+vyT8Dhs+O5vr1EdVFFJxrA/gnBMmd13pmuIjWN4a6fyuQotskM4dumeMng7JrEeIloDIOmInLuDNz/+lAlUZAO/hpsaPFiVHI9gNpvZHDJ+X2sxnz26+QhPFGOPoFYgZn9rve5Zxj83ncAQJQj3vHO1qNZgPsDbHO06ZdRYGJpgPWOieFA48PsXAM6+sRUnD7Qm1ZgljASmWf9qMCrBF1AomgkoVbW/+ObTbNwNta7ROXrme7+Foy89ywRjSNcEsswSk3rJTKOcrSQGNRmJMaZCij1IBs21bjt77mcjs6PfiLGwqkoZkyRDCbBJH8No3zlfLHhFMp/Mfb4VqGKqCiwF6FV3stFSjUT/ybaf9LLxWsrkpgYP1n1pln5mhpKhkxIyDm1fxyTQATDjQxVcynLR39KrIPF9bUsR6a5Rtv7Gyek46/MgKufxy726B1kulQQj7dtsyOezpqO80u/4fU+gdZ6MxDDwKMwyzHzfGZB/ZYEO3486B6DtmLFbTIz2Oh6cNkzP/OEd61lF8vCO9bgx4Me3T/wC4VgCXb/yY12ti9kGQH+MB6BmH5AQCbEYyq3JsFqW2diNvtEpdJy7kzKuZb6RT5WtGHsEtX2lbc3etJR47VrQ9731IMCqEUTtK/Wev0yU+Fz2zI0BP3yBaZhNQEJWghFRPFg46J2jemwUEnyZiSfgsJnhtFsRTSbKTABkAFUOW0pFueN8D9p3Namqi7xt2t9anxdTZjFBhRFiKtBUAv7z7d1Sj/6xu4jEJIxMRhGMxtE/plTVJ6fjaN/VxHy82qpyBEenIMlgTJJ0LL5iwYJXJPlIO50K51yzdsUexZca9CqOev032R5bLGTbT5RZ1Y6hIaVa+g57t9QzlT9C/fIKbGrw4Lu/vQYWE1DnqWBB46YGD9p3NcFdYcv6OdwVtiVNa6W14VVAT3UOYu8Pfo7u4QBC0TizNZRJ9AWm0TuiiAKYTWCiXqRMRz1RpzoHc66gaCmfRq445HuP8RWEdNVGvYoDTCZVYJ4uUM8Vh7avg8dhQzAqqQJJiwmoX+GEPRlQ+QLT+I3vX8DRC3cXXel5f2s9/mTXRthtZgw+DOHgB9dZH1E4JgGyjJbVVWhcWYmWumVo8rp1lUJ59gENvA8m9/Z0XHm/qCRjbY2TVQIWi86bDvlUL40GXplSa9958HuL9iuJxZD9aVldVZRrkA+0Z1a+Nuf45V70jU4hIQMehw0nDxjDJyhV6LF3fIFpOGxmxm4ge+myWxGVEgjHEhj2z4oikU0e9kfw4l/+CwDAXW5lKq4d53tSRhLxSLdHFtsn1J4XpzoH0fUrPxw2M/ZuqcfZ159nQfHL73Xi6IW7ePvHtxGMxjE8MZ3sJ7WivEw5n0ixdeBhiI1aalxZCYfNAt9ERBU4Gk2xNlfMW0VSqzBE2dS9SVl4LVeeV+GkrN3BD67nlYUyWuZiqaPYr0e2z68nJqQVIzl+uReT03HEEzLrX/I4bDj60rMAFJVLSQamorO0Nl7EJN17prt/ShWZspVaFdAjF+6yKu/nY8qohVsPAti3uQ63hidU/XUJWZErpz4NcvwA4NPhCSRkpXp59vXnUz5DLlncUoA2SOYFYvT2PV/FyVSVmMvnOPGdLXjl/U4EoxJqKsswNjXDBsPbLUrgJMkAZBknrt5Hj29y0ZWeaW/NKvYpw9dXJZNH/F768F8HEI5JOHKhh1VSbwz44ZuIMDYDjRkamYyirdmLIxcUR8MMAKbZoe5Gs7vF3CNIYhnZxF+0e4vvi+LF2Eodj3v2a1k5IohcGJDdaWv2qipgFMgDim39ox/dZKqiLaurFGbEdAzOchtC0zH0jYVUrJC+sRDb98SaSkddNSIy+VlKu4IimEgVRN5n+3n/QyYQSlhb40R/ck54IDyjSqpSn3Df6BRbtw9fa0Uo6ROGorm1PBgJ8xZIqlSfAEbfcZdbmZOhpYjw82pGAhH4wzEc/OA6Du9Yzw5GYVCKB3NR/DMScnV80tF2yOnmhRq0+7it2Yuf9z9UBUJkZGgGXDpHvtgD9XygNeb8Adiw3IGGFbP0Xqtl9nUUNPrDMfzgyucp7+uyW7C2phLPrVmB011D2Le5jinr0lnQPxpUVd3oM+gFJKV8TfRsNo3mAFKDMj2V0ccNJDY1eJhq8vjUrEiBw2bBKk8F+kanYDMrCYKDW5/EixtrASwufZ5Et/ggRGsHOs7dQfdwgAXDtVUV7PXHL/cyZUSX3QKYTHiQ7Ak9c32QKVxW2q3oHppA/+gU3tq5QZW8Fednbkh3JhGtusc3qUoeTk7H4S636iZLgOIOnh8Hj/u9MwXd2iKFkX0II0ObsCa6JgsAp+P4dGgCCQBfTEQgJavDe7coIlTEhDp64S7uP7yP//S0F3e+mMQDfwSrlpXPJk+S1Tqj+3s89ISzKHmk+AiDqHXbVXuQAkP6fXmZGZORGCwmpXI5+DCEE1fv41utDahf4cStBwE2lopPnNB7Osssqn+LCfMWSGoNKmUliLpTXWlH3+iUSjWR5tXQUF9+jlMufTXangSjb9aljlKp3mRSHwaUGXKnu4bQ1uxNed7F2z5WpeTvGe1MSe175tprUirQ2hPaO5T940d0BMKzGTytwiegOOOhqIRqlx1PVJWzjKA/HMMv7j9CbVUFJH8YyyvtCIRnEIxKKscl3b9AaTuOvH0m25quf3KhcKpzUDUSirDcacPR332GnRnbGqvx5s4NuvTVQl6jGwN+nLk+iIYVTry4sRYvbqzV7xNN0lAtZjNannCpxIFohnJtVQWcyWCRwWRi/UivvK8I+ASjcdWZqVVCLCaHrtBIdyZp73WqUIaicTYWhHyOUr3/jQJtkUL4fLlBe9/zwU9bsxc/vPo5XMn5toASWP7+tjUswdrjm8Sh7euYwAz1aH/UOYh4QsZP7o7i1v/akfHvFsu9wd/nepXJkwd+U0XPJXtweMd6PFXrwumuIU6NVcIPr92H025FPCHjF/cf4Rf3H8EfjuFM1xCb8atNnBhx9EmumLdAUmtQKSvxlT/7p+Tg0gTbwAzc8NFNDZ6UTK52QfmqhHZWS6k3sy8WHtcJuTHgZ3LJpFBVjDdKOmjX58PXWtmeP3bpXorwhx7djyh8Hed7Upqtl4qjkm2f8cG2x2EDZJkZebfDiolwHBYzsGaFIjNOQgAKTEhA6VUYDUbx5sefwllmYU3zROlZV2nH8f/6lbTGfKlcCwad4dCFru4du3SPKZPyCYLhiWl8NhLEvs11OHH1Ppq8bgCLn6yi3kb6GYCKbUBo39XEAky+/+7GgB9HLvQgGJWwtsyC9l1N6Dh3B6EZCU67FXs31+Hl9zqZeBQNs967uQ5nrg+mVCTpc5RCAm8hkG4/a8cQUIUyGpPYMPZ8W3EE5gb+Gn02Ekxh9GTCUk6iaO97fh151sPF2z4283FyOo6bb39D/UZJ+0892rVuO4JjcUiJBE51DjJfnGxOMdobbdvSzcEJpsDKB9PU9sLPjaWf+TOqf3QKa1dWJn8OMsZJ78gk9rx7TVfnopj9iwUX2zm8Yz08DhtWLStnC08geeC9W+rx8nudONM1pKKTaBeab4C/0jfOhgc3rqxkDrgeilGG3Ch4XEEj6oHtHg7g4m1f0QiU5Aq99Tm8Yz1cdiuqnWUp31FPJp4e18rML6V9q11HragOJZo8DhteWFeD/rEp1Hkq4JuIsIqk3WLBq1vXwGo2qcRZppP9DVTUGglEmIDG3i31sJBGSTKhRbZnqYt5kX0mUSig8EIIdM079jyN721bo/rdkQt3cbprCPGEjI86B7DnnavwBaZ1FTYLhUPb1zFlv0PbFfVqh00Z0/HDq5+rRoHQd+MDzOOXexGMKvuVqpbuCqX6Sg7Mlb5xNibo5IFWnH39eexvrcfZN7ayn/lrVMyiNwsNvf18Y8CPPe9cxbdPKE5lx/keJqQTjiXYoHYKZrRYSnZ7vpBpzfhrpMfoodfqiaUtZRve1uyFx2FDk9fNbA6tI43DalxZqaxjMlgMRePY885VvPhXP8Wed6/hxoAf7bs3MpvW1uyF026Fy25FOJbAkQt3caVvHO1nb+mOeykW8CrNisBbHH1jIbjLlVpb/6gyyuPW8AROdQ6qvmNbsxdWswmSDNiSIosJKMGkCUAwKuGBP8LWLN/xbcVgT+Z1/Ide9oeGuWt57kBqFoB6y/jnHL1wF3/9s8/xxLIK/OF//A0Ayg1CVJ7gmDJvqC+sSA7z/QuEYsyQGAWZKhC5ZPv0uOCldD301ocfbM3TJHiKCfXbAGACA+nonEDxr5MWmYRZ6F8t24Ayf//wyy+QkIFgNKJ6z5gk4c/P9yCekGG3mhFNqlvGNLTIr2/4En71MIzJiEI1oV4QPmACZukrKhbFEoIRMqR0fhDO3/Ix5cBatx2vbl2DY5fuKRTQZCWQb58oNKhHiN/fFrMimzMyGU2h6RFz4ala12zvTLItZO/muhQRLupZzUe52QjX0ahIJ6DFj2ihBNOJ72zR7UPVopTt9kIh3ZrpnRPkT2hfy4ueLIUe9myg85JEv4DZaiQxGhCYRse5O9i7pR6hmfv499EpVRKWqu68Smn3cAAtq6vgrrDBNxFRqpPJM5SooTxFtBgqwfz+I3YY+ax8ck+SFZbMzbe/oVpLSm5EYxLzNxLc+4djkiJaBOQ9vq0Y7Mm8BpKZvnCmw0yP7kc4cfU+JBkY8kdUpfPDO9bjTNcQo0xevO3DZCSWU0O8QG6Yy1xFLfS44KV0PbL1S7Y1e1N6pPg+Yp4G9+FrrRn7dEoJev3N2nXUiupQYDcZiem+ZywBxBKKwa9x2fFoKspGL/D4x9sjcJRZmCIdUVy1IIYE9TUILC5IzRRQemFJCbnaWYb+cRKnsRrifiExnclIDN9qrcdf/+xzLEtWByg58VStCzcH/fAnk6BnX39eJVbx8nudKeNUuocDixoolxr4M4wS1C+sq4HLbkFFmQWRGYm1ZPDXBoBKZTdTUkwgO9KtmdbHIOYO36etbXtYKj3s2aBdF94XaVldxRTLu4cDcFf4MD4VVQWR5iSFm2wTvSf9+9lIEEcu9KDOU4EVzjLW40fnuj8cK5peVm0M0r6rCccv9+KzkSBL3n15hQPnfvkFrGYT9rx7DQDQPTTBKrvOMgueW7NCFbjbLCZ8ebkDzvLZsW350q2LwZ7MK7V1riXtdPSSl9/rxK5nvGzuHs+/vnjbx+a5EJWnffdGtNQtQ/9oUDW7spgyI4uNdLPi9KC93rmW4Bd7TlAh8cNr9+EPx1QOLu9sNK6sTDtnrJTXiahiPD1Mu/eIfgooTjWtpdWsb7b4KXpf+CNwllthNikHIo9oPKGS4tZSihmSwSWpuAosLo5f7mU9KFaLGf98ZwQHP7iOvrEQoy2/tXODMe4XmuloMrGRP0P+CD7qHGBVSABYW6P00VDvDL/PiGa1b3Mdy/Jr59gKPB74M4xYTuc/9SEYlRCTZASjkqodRw/ac7KU7fZCId2a6fmU2seoWrytsboogpZCQbsuVKG0mk3Yu6Ueh3esh8Nmht2izI58YV0Ne63NYpoVGZBlRvcmmvemBg+OXLiLYFTCRDjGgkiyUUTbp15io9sqrVJ+x/melDmyj0LK6KmxqRl0D01gfCoKq9mEYFTC+FQU3cMB9PgmcXDrk+x9v7zCiaMvPcv8GCB/unUx2JN5DSTn8wvTYj8KzaD/yO/gZ3/8NeaApwtWKVsVjEqqLO5S5cjPBfx6ZUsMaK833XzFOFB1vkHrOPgwDACocthUghoHP7iO7uEAvFXlOPvGVkMbiYUAf8hpqbzavaddy4Qso3FlJRprnMqBlwQ/jz0BYCw4owQYXJqVnuJx2JjTofSLWNlwYEL77o3JfglJ2I8csNC9HG3NXtbPGo0ncOLqfVbpJ2Rz+guF9l1NSv//5jpMRmJw2BRJ99qqClUChfaYXu8MOX6nu4ZY8pQo3nz/sB6Koa/mcZHrd+Sfp30Nf4aR83tw65PMGc4lMV6MPWHFAv768P3FWj+zGJztxQC/LpS8jSdkJrATjiUQlRLoG53CT3vHACj9vzazGYnkz+27NzIFb95GVTls7F++wPPha63Y31qPE9/ZkpIsNjpYBVxWlOF5DZa2Zi9a6pYl5wIr8yGJ0srbio86B9n7DT4MsV7rV97/BDcG/GjyumE1m5hAXClgXqmt8wmezsYPAs5GVdCWqIuhLGwkaNeP5OP1hjHzuDHgZw3JejTBpQZax65fPQIkxegQeBlusS8VaGcW8vc5UVqnkj2lsYSM8ako9m2uU82KpKqU3WLGjJSADGXeYJnNhImkIE+FzQK7zYzDO9YDAPa8ew39o0EEoxKCY/EUJUAtvVYgPRa6l+PibZ9KufW31q5gFCpASRKQsMRiM1D4/n++p4hPmtBn5Hvv2pq9ePEv/wUjk1F8fcNKVpH8xecPMTkdx40Bf0r/MCVbil05MV9k+o68WjhMJtUIlXSv0fbj0mPZzr+lTJ9cSOiNr9DTFtDSBQExazId+POs49wdAIDDZsYqjwOQZURjCYRjEmqrymCPxhkbIhRV1txlt7A1rnaWYdgfQbWzTNfPJttm1JEWemxF/nuQUCRpsLgrFBbkqc5BHLt0D0+vqsLP+x9i3+Y6PFXrYklMUrUFgKgkA5LSbkOqt7ceBBBPyDjdNYQ3d25YhG8+/zBsIKkV4gFyOxC1Rj0fI8+PF6H+SzJUSwV666XXz6YFNSTriZYsRdA6ktGhwAXI3BO8lKAVHqGZhR3n7mA8NINAOIa3dm5glRmHzYxYQoYJSu/GX//sc933jUqzfZFSQsZkWGL/X7WsHH1jIZzpGlLN23PYLLCY1YGI6EnLDwudtDu0fR1uDvqZ8MHNQT9q3eUIhGNIQCk8n072tQKLH0BRT6fLrqgDa0Xn+BE/JNDD91Of7f4CANDjm2TBEPUr8Q6ati8JKI6+msdFpu9ITiAAJuLX1uzFmeuDeav6LoWg3CjgfTDtPPFM2gLasyRTgmEpBpn8PF6awbx3Sz3cFerEk8uuMCeqnWW4+sdf0xXCpHXj5x6m87ONnGTR82v5z8sXs2jECY1e8odjTNzpo85Bdu74AtN4MBGB3WLGSrcd5VazQpVKJrQmIzHs21yH011DKp+w2GHYQJIw1wNRz2Bke0xP/UtboViK4DPg6WZnaa+TEaoChUYm1WIeRjauhYTevc07CQDwp/9wGzFJxkqXHf/lK6vwUecAZuIyolICZpMJUpbqNx9U1lSWIRJPwGW3IhSNJ3tXLaxPrXs4oApEDm1XFAK1sz0F9LHQ+3pTgwcnD7Ti0N/+G76YmMaMJLNZaHaLGWVWc9oZxIuB45fVs9r2t9arHF5WFTCZmLiDPxyDovGqgFgLVD0gtgc/RohUhfmK5FKwMdkE/HyBaYwEIiyIp+qwNjGUKbjQMiUEFhbapIgea2fvlnrApCT6ybmne0DbS5nu/YHSSwqk28enOgfx/b+/BUARKSMGDgDGOJuMxNC4shKQZdQme0RuDPgZG4juIR7FbmN4v5ZnLzz35HIW6NH3299ajz3vXkP30AQaV1ZiW2M1mrxunO4agtNuxXByvMdIIMIE/sptFnirytn1oNfDZEqd1VnkMHwgOdfNqmcw9DIQ2oOdNhY5mOLwmKUoULZcL5jUNiuXqrHOBO3QWoHM4J3hQ9vXsUPt2yc6EY5JMJuAWJLLOBqM4if3RtkBaDaljvUgmKBqi2QYm5qlF9cCrLeBrxRpnXGtQqDA4mJTgwfVrnIMT0wjGk+wIdBlVhOC0TibQWwEtDV7lappVYWuw8uPmXjz736JBxMROGwWfGPjl/CTu79GbVUFjv7uM+z9aOwHQe+ME+rCCjY1eOCtKkff6BQL4tMlpXm7TQE9T6cUrITCQVsF4oMifr/T+ZrO19C25NDr9QLOYgJP2day5Wgf3xz041utDSwYImEvAFhT7UTfWEgVoNMep35Gl92KYDSOV97/BGtXVrL576VmW3jqLZ/Avp2knh67dE/9nZNJvAf+MJx2K+pXOFFdaUf/6BQAoLaqHJBlhMYV8bf+0Sn0jU4xu9I7orR+jU9FS67QYvhAcq7QOzS0vSU8XYLvV1mK1IdsIDGCt398W7V+elgKtCpdUHVM9IjmDD1n2JKUAHOWWfCVeg+u9I1jT8sT+MndXyu/NwFWs1lVbeRR7SrDo6kZVT8dDxJsoQPyqVoXu+c/Gwni1oMAPhsJLske66KgfiXvL7vFBIvZjFWeCrz6/JNp5/otFi7eVtQ/v1JVzgRygNl9zgeaI4Fplsn+ae8Yex0AlsDTBjNLbW/mA76S2NbsxZ53rrLKb0pPHafOTM44gBT/QKBweKrWlRK4pPPptI8RcqW7FhN4ynaKD5bcx8GoxLQDjly4i7d2bsCRC3dR67bj6xu+hJHJAVRX2tnLtME7zYYMRpV5naUsJMXrgHScu4PQjITITByBSFxFPb0x4EdoRoLFBCaM1j86paxREpGYhGF/JCnGY0I4piS9ya7Q/wPhGVzpU8ZYFfNe5H6uG3UAABH3SURBVFFSgaTWCdKbZalt/n2cnspSBd1U/MELKI5RPCHDZbdiMhLDqc7BlKwhkNsaFoXDmif4ngGB3KB1BKjXlmS1AeDjP/wtHL/ci2+1NuCjzkHUuu2IxBMY9kdgt5gQlWRYzADFldMzEiRZUZxj85zMJsQSMsxQKljOMkuKKiwAlmiibORSswfFQP3au6UeA4/uIRyVEI5JGAlEdCnki410ji/ZPhoKvrbMglq3HdKEjFWeCnx9/Uqc7hpiQ73TUfyW2t5MB72zhK8knukaythT175742xvqsZxFmtcWGSyP/y14K85z2oBwHyXvZvrAMzOPKT5rcUMareALOtSfvvHeiAlwIKWWrcd+1vrWSJrPDSkCMuNTrF7gV9XYufo+X+lDOpTpwr3tsZq1ZxYvnedGE/lZWZICTMiMUXY74FfCQ7DsQTrNbWYlMCeVGBDyeB8bblNdRYUux9cEoEkfzDz2UQ9iIMhO3jKVcf5HrjLrcxgA7N9bAOP7s1Z2KIYHNZ8IfZW/tCumR61id8rX6lfxpr/11Q7mTBW78gkwgmF6vj1DV/CT3vHsG9zHT7qHEAwKmGZ0wZ/KIZdz3jxKDTDDLe2cuGbiCAuySXVCJ8PjF6BuTHgZyIcdqtSWl7mKFvkT5UKPQdBS/1vrHHC47AhNCOhbyzEAhhyWvgKa7E7GgsJXs1Te1bx/aW84iTf/wxAMJEMAt7+69H/9Hw9YLbaODkdZ77LwMOQqoVprhTNQjr72f7WpgYPo/USdZfOSkpMtayuQmhGSbC9unUNAPW6nrk+CJjSK5FTULUUoXf+0d6hNgprMik9EY4hJinJaX7KmMNmwVs7m5hAD19s4QNV/v9AcfvBJRFI0kHCK0sJzA1847XTbgVkWbXRiQag7SfLF0Z3WAUWB9rsKJC6V/iM7KYGD5uHBSiG/h9vjyAaT+D/3fJhbU2l4qgn+xh+3P0F/vc3n05RBqTKRd9YCC11ywxX3SoUjJ4MoUPdajahxlWOYX8EK5zGCyQzJcr4fdw3FkLDcgdTFaUgkiqQ2j5iEeSkgk9was8qIFVdEpidOc33P9P684JNmcZdiWsy/8im1p/O16OkQGhmVqHbH47h2yc68TcHH4+iXMikdz5/SytMxK/J8cu96BudwpmuIeaj0ftRK8dSRzoF7XT2msR1wlEJgAwp2TuTgJKkkhJy0g+RcaZrCM89uRzHLt1jI1S0CS69f4sV5sX+APOBQ9uVgcDtuzfmNJR2KQxrniuoGumtKmfCDlrFOrrZ9rfWz2kIcKkdwmI/zT/4NdUOmx54GEL3cGD2MEz2hpAxm4krQeWQP4Lu4QDGp6LsfWUAxy7dw5W+cRZEMtqgTo+ruLbGwqHt6+CyWxBPyKiwmrGtsRp7t9Qb6hplU/qk/dy+q0l1btGYGxKBOn65l9lKCngEUsHWc/fGlERyprOG/AZ6PtmDE1fvZ11vuiYHP7humH1XStBeG+3jdM8AYNeJV/smhGMS9v3ff8VnI0HVGZKPXU/3WRYC+fwteu6+zXXwOGzYu2XWH6PfhaJxXOkbxyvvz35XYU8U5LoOZF96fJPwh2OoX14Bj8OG39+2Bi2rq9BStwxv7WzCqmUVMHM9lCeu3k+xJ1pRSgBz8qGNhqIOJMkYANkvBm84xI2UHmSAKDvbPRyAu9yaMTO7552r2PPutZwP1FJb/1L7PkZAujXV6xkjB/LPv/k0tjVWY9WycvZ8csptSYUdE4B9m+uwrbEah3esx7bGakZ/ovfh56CKa2ssbGrwYO1KFwDAWW7Dh6+14kzXEK70jStqhgYAJeP07KZeggQAo6i1rK5Cwwon+04UBAmmTXZoE05A5vtX+/zDO9bD47Dh4NYnddebv3aHtq9jKpfCNsw/9K6l3uOsgpfsbXWWKb1pZpMyEsgMMAVOYNZfeeX9T3T3hV6Ame6zLATy+VvaAOfibV/K72g9glGJfddD29ehpW4ZG2u1VJGvXaV1c9qtOPGdLXhz5wacfWMrzr7+PC7e9qFvTFFrBZT953HY4LAp/e/apGKp+RWGprZmq1zNhQYAzH85uZQqbGSA9rx7jUlBZ1onvp8y1xEJpVLOJ5Ta9zEC0q0pzbU6vGO9Lh0lnVjAU7UuRhvkR0TwFNZMtBZxbY2DvZvrMPAwxMQ0jKaWnKuSJO21jnN30D0cwGQkBneFTXcAuJHpxkZGLvcvf35nmu+mvXZa4T6BwkPbQ6z1xU51DuLYpXus573jfA/zV1x2a0ovZi4+pdH8vUx7vH33Rrz58acYCUSY0JAYa6UgX7uaad0ObV/HqNUjgQiCUQljUzPwOGwYnpjGmprKtIrbue4no+07HoauSGaL2vmMQjaqAv/c+c4wFVt2QW+tUh5LOmVra5wpze788w5tX8fK+7lcB6CwGb5CoNS+jxGQbk2J/sdnX/XgrrCpFOdIsTmTvVjsbLRAbtDuAb1K8mIi055pa/bCZbfAF5ie3WfJAeD9YyG0NXvzatMQyIx010KPodRxvidnHyLTewsUBpl63Oj/+1vrcfPtb8wmDLlk09oaJ1Mz5at12XzKxfb3tJ8r0z7c1KDMUw1GJdWZKVgOc4N23XhW5Nk3tuKf/8cLOHmgFS11y9CyuoqxnvSeT9dMbz/p7b3F3neZYOiKZLZsopYalCmTtJBZ3WKrWuip3NFjV/rG8b1ta1JGWdAg3P7RIBvLQOvprpgVhigVFaqFgpGzSsWAXO61dFnlbPZCy1oQ18mY0O6BYqrY0WxJXn6/fVcTq5afuT4Id4VtsT9myUOPoaQV69GimPbZUkC26qGeKGD77o3oON+jjGGAktiZnI7DNxHBnnevoX1XU1afcrH9vXzFf/Q+r9jLc4N23fSuxaYGD9p3NeH45d6Ueah6z9e7Prk+zygwdCCZz2ZfzEU22k2ZLVjROzgPbV/Hfv7Blc/x4sZa1id5eMd6XLztY3LbfH+adsNnuw56xn0pOeqlOPakkMjlXsvFFug9h39MXCfjIt08uWKwI0SB4uX3NzV4cHjHehy7dA8PQzMKzXU6zmT+BeYfbc1e3Bz04/PxEDrO3WHV7ExUVb29Vmz7r5SQzc5rVU0BxZafff15FiS6K3xwl1uZb0PXknwUvfdfbH8vX193sT9vKePQ9tkxQtT3DqT383IN6qmFh/Yg365jRBiC2poLHTLbc7TVhkyUtWJVYsz1c2crgeup3G1q8KDGVaZ6jyMX7sIfjuHIhbtoa/bCYTPDYbOo+tN4cZ5chI/os5FyphHL9POBdNdKu17FvieNiFwoZ3rP4R8T1J/igJHpPnrY1OBhAg383iO67kR4RnnAIP2exQ7ertLP1DcXjEoYTio784qK2c4ufq8V2/4rJWivl/YMVWjkVjjLLCliJ7x917bn0DW9eNtnSOpyLnRtgcKA+iZVKvJITx3mr12m66Vt3yAtku6hiawU/MWAISqSuWT/9eiYellBPXoaP7z2w9dalYbroQmW9S2WrGKuVRK9rEcuM3NWVVVgLDjDBje/+Xe/RHAsjlq3HRdv+9isPn6oL70HTwPJRAukz/Q4MyiNBKL8QpbRvntjSkbq1oMATnxnC3vs0PZ1TMyI34Pa5xt5Hy4FiCxuccDIdJ98QBlofoahwNyhHVx/60EADSuc7GdFSM6C2qoKAAo751TnIBvWzvdXE7KxGAQWF1rfT0kWxBGMxlFRZmXsqv2t9Sn2/ewbW1VsKXqPYoJg0SwO5kodznS9tO/JM1m0s92NAEMEkumMMX9jT0ZiaFxZyXr0eIc7nSIrPa4dXqtV+SuWG/BxDq1c+r+0g5uPvvSsiurDU7K0ARRf4qdAHUhdT63CZjHjxoCf9TYBqbQYclj43lJfYBrOMgt6fz0FAOgdCWLPO1exd0s9e/4r73+CtTVOVWAqUDgUS2JJoHQCfspA84rCAnMHf/bTmI6G5TJjg5zpGmJnFz134NE9lS3PdHZlekygsNALAGlMlMtuwdqaSvT+egrhmITv//0tAPq+h7ZYUWzI1T8U59v8Yq42INP10r4nMVkA9fUzCgxxt+hdCN5J5znuAGA1m1QO93NrVjA+Mb3XjQE/fIFpOGxmhGYklVOuFZIplqxirhs2W6NuuuqX3ubl/9++eyM6zt1h89r4vgJ6XvdwAI0rK5cELVB7WLU1e/HK+50IRiVMTseZPLwvMM0EikgamhCOScrMuQofTnxnC155/xMEo3FGlRBOSuFRLIklgdJBriwSgdygXU/tOvJqnfScJq8bH/7rrwCYWFAiYAxk6k/lq87E/qHCg7PMoozA+Ltfom8sBAA4cuFuSiB5Y8CPyUgMLXXLDFnxyQWP4x8CqQGKsD3zD+0+nsv+MmLyyhA9knogJ50GivPY9YwXHoeNOdynu4ZSRgJ0nO9B3+gUwrEE+kanVLxiLce8VGS8iXPd5HXD47CpDkNt/1e6Ycp6PSXExaYZTN1DE4AsM4ljbaXXWWYpifXMBuLBnzyg9JtS3w0AQJbZmtNQYJfdgrd2NoFvl3bYLHDZLWjyunH8ci+qHDb2uF6F3mjc+GJDLmuo198g1l5gIaF3Bon+u7mDX0+9teXvcfp9j28S4VgC4ZiUdbyQQGGhN6KFHgtF46y4cPCD68xPGQlMo3s4gI7zPTj60rNw2BR3t9ZtV703FS26hwNwl1tV2hGliHT9e7y9EbZnYVCq62rYQJIapaudZXiq1oXvbVvDfnf+Ux9eWFcDi0lREJ2ajsFsUjKKgGIYekeCAAC7xazKMuldwFJxEmmT6gXWgHqGzeEd61OCzRsDfrzy/ie40jeONz/+FN8+ofQ9/tGPbuLl9zqZZDYAPLdmBc6+/jzOvrFVVeltqVvG3qvUwWeGqHrusiuN/fxMu71b6uFx2PDWzibsb61HmWX2toslJASjEk53DeFK3zh8ExEAwLovVQJQhKOOXriLp//0IrsepWaEColcDLleQ3zH+R7d15WK7Sg25DoHtFjBV0hK1aFdTFBC9fjlXo04iwV1ngqmwihQOGS6fyn44f04esxZZkE8oSSx/eEYekeCcNktLClLSd2/OfgctjVW4+hLz6remy9a8ImFYkiEz8Xmpft+vBCgsD0Lg8cR8TPy+WbYQFKZtxVH31gIxy/34s2dG/AX33waVrMJ8YSM85/6IMmK4YglgIQMnO4aAqAYhnBMqQxt8Lpw9vXnM2aZSiVLQJtUOwSVwH9PvcHuxy/3IpgMFkcCEbaGX0xEcKVvHM4yC6xmpZ5Ga80jnYJVqYM/iE4eaE2ryEhrXb+8gv0uJoFV3T0OGyRZ+T/fu3Pi6n0EoxLCMUk1ekUgf+RryBkNSJaz3lMChUOpK2iSSp+73FoUDm0xQrtfaMbnFNdaIFA4ZLp/0ynN02OeZNBoNZsQjinJ2WpnGbY1VrOkbrYAqhhF7ubT5tH6XLztE7ZngfA4SQojn2+G6JHUA4m3QJaZ87a/tR5P1bpw/HIvmrxunO4awgvravBPd0YAmBgFln+t1oik+1v8v8WKbEI2mVTn6Gdat71b6vHDa/cxEojgW60NTEnws5Egjl26l0I3zvQ3Sh38d840t5P+PfrSszj0t/+GLwLTeKKqHMf/23/ApgYP29v0PnzvzkedA6itqsDR331GGPfHQL79BfleW4HCoNQVNEvpuxgV6TQSSkVRvNiQy55PJ3hEegRaIaVczkoj9pzlioWwE8L2GBNGvi4mOY95VZs3b5a7uroW8OOUDkwm0w1ZljfP5bVinfODWOvCQax14SDWunAQa10YiHUuHMRaFw5irQsHsdaFQT7rbFhqq4CAgICAgICAgICAgIAxkVdF0mQyjQEYWLiPU1JokGW5Zi4vFOucN8RaFw5irQsHsdaFg1jrwkCsc+Eg1rpwEGtdOIi1LgxyXue8AkkBAQEBAQEBAQEBAQEBAUFtFRAQEBAQEBAQEBAQEMgLIpAUEBAQEBAQEBAQEBAQyAsikBQQEBAQEBAQEBAQEBDICyKQFBAQEBAQEBAQEBAQEMgLIpAUEBAQEBAQEBAQEBAQyAsikBQQEBAQEBAQEBAQEBDICyKQFBAQEBAQEBAQEBAQEMgLIpAUEBAQEBAQEBAQEBAQyAsikBQQEBAQEBAQEBAQEBDIC/8fpuLxc3NP1sgAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 1152x1152 with 100 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure(figsize=(16,16))\n",
-    "subplots = fig.subplots(10, 10)\n",
-    "for i in range(100):\n",
-    "    ax = subplots[i//10, i%10]\n",
-    "    x, y = get_pair(i , 'bcs_default')[0]\n",
-    "    ax.scatter(x, y, s=2)\n",
-    "    ax.tick_params(\n",
-    "        axis='both',\n",
-    "        which='both', \n",
-    "        bottom=False,   \n",
-    "        top=False,    \n",
-    "        left=False,\n",
-    "        right=False,\n",
-    "        # ticks along the top edge are off\n",
-    "        labelbottom=False,\n",
-    "        labelleft=False)\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## bcs nvar=1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1152x1152 with 100 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure(figsize=(16,16))\n",
-    "subplots = fig.subplots(10, 10)\n",
-    "for i in range(100):\n",
-    "    ax = subplots[i//10, i%10]\n",
-    "    x, y = get_pair(i , 'bcs_nvar1')[0]\n",
-    "    ax.scatter(x, y, s=2)\n",
-    "    ax.tick_params(\n",
-    "        axis='both',\n",
-    "        which='both', \n",
-    "        bottom=False,   \n",
-    "        top=False,    \n",
-    "        left=False,\n",
-    "        right=False,\n",
-    "        # ticks along the top edge are off\n",
-    "        labelbottom=False,\n",
-    "        labelleft=False)\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## bcs 10samples"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1152x1152 with 100 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure(figsize=(16,16))\n",
-    "subplots = fig.subplots(10, 10)\n",
-    "for i in range(100):\n",
-    "    ax = subplots[i//10, i%10]\n",
-    "    x, y = get_pair(i , 'bcs_10samples')[0]\n",
-    "    ax.scatter(x, y, s=2)\n",
-    "    ax.tick_params(\n",
-    "        axis='both',\n",
-    "        which='both', \n",
-    "        bottom=False,   \n",
-    "        top=False,    \n",
-    "        left=False,\n",
-    "        right=False,\n",
-    "        # ticks along the top edge are off\n",
-    "        labelbottom=False,\n",
-    "        labelleft=False)\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## bcs 8 bins"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1152x1152 with 100 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure(figsize=(16,16))\n",
-    "subplots = fig.subplots(10, 10)\n",
-    "for i in range(100):\n",
-    "    ax = subplots[i//10, i%10]\n",
-    "    x, y = get_pair(i , 'bcs_8bins')[0]\n",
-    "    ax.scatter(x, y, s=2)\n",
-    "    ax.tick_params(\n",
-    "        axis='both',\n",
-    "        which='both', \n",
-    "        bottom=False,   \n",
-    "        top=False,    \n",
-    "        left=False,\n",
-    "        right=False,\n",
-    "        # ticks along the top edge are off\n",
-    "        labelbottom=False,\n",
-    "        labelleft=False)\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## bcs 16 bins"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1152x1152 with 100 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure(figsize=(16,16))\n",
-    "subplots = fig.subplots(10, 10)\n",
-    "for i in range(100):\n",
-    "    ax = subplots[i//10, i%10]\n",
-    "    x, y = get_pair(i , 'bcs_16bins')[0]\n",
-    "    ax.scatter(x, y, s=2)\n",
-    "    ax.tick_params(\n",
-    "        axis='both',\n",
-    "        which='both',\n",
-    "        bottom=False,\n",
-    "        top=False,    \n",
-    "        left=False,\n",
-    "        right=False,\n",
-    "        # ticks along the top edge are off\n",
-    "        labelbottom=False,\n",
-    "        labelleft=False)\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## TCEP"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1152x1152 with 100 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure(figsize=(16,16))\n",
-    "subplots = fig.subplots(10, 10)\n",
-    "for i in range(100):\n",
-    "    ax = subplots[i//10, i%10]\n",
-    "    x, y = get_pair(i , 'tcep')[0]\n",
-    "    ax.scatter(x, y, s=2)\n",
-    "    ax.tick_params(\n",
-    "        axis='both',\n",
-    "        which='both',\n",
-    "        bottom=False,\n",
-    "        top=False,    \n",
-    "        left=False,\n",
-    "        right=False,\n",
-    "        # ticks along the top edge are off\n",
-    "        labelbottom=False,\n",
-    "        labelleft=False)\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Examples for the Forward Model"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### pspec 1/(q**4+1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<module 'bayesian_causal_model.bayesian_causal_sampling_numpy' from '../bayesian_causal_model/bayesian_causal_sampling_numpy.py'>"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "reload(bayesian_causal_model.bayesian_causal_sampling_numpy)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x720 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "bcs = bayesian_causal_model.bayesian_causal_sampling_numpy.BayesianCausalSampler(\n",
-    "    power_spectrum_beta=lambda q: 1e3/((q)**2 + 1),\n",
-    "    power_spectrum_f=lambda q: 1e3/((q)**2 + 1),\n",
-    "    noise_var=5e-2)\n",
-    "\n",
-    "x = np.linspace(0, 1, bcs.N_bins)\n",
-    "fig, ((ax1, ax2), (ax3, ax4), (ax5, ax6)) = plt.subplots(3, 2, figsize=(15,10))\n",
-    "\n",
-    "for i in range(5):\n",
-    "    bcs.draw_sample_fields()\n",
-    "    ax1.plot(x, bcs.p_x, c='blue')#label=r'$\\mathcal{P}(x) \\propto e^{\\beta(x)}$')\n",
-    "    ax1.set_ylim(bottom=0, top=max(ax1.get_ylim()[1], max(bcs.p_x)))\n",
-    "    #ax1_2 = ax1.twinx()\n",
-    "    #ax1_2.plot(x, np.array(bcs.beta), c='orange', label=r'$\\beta(x)$')\n",
-    "    #ax1_2.legend(loc=1)\n",
-    "    ax2.plot(x, bcs.f,c='blue')#label='f(x)')\n",
-    "    #ax2.set_ylim(bottom=0, top=max(ax2.get_ylim()[1], max(bcs.p_x)))\n",
-    "    #ax2.legend()\n",
-    "    \n",
-    "bcs = bayesian_causal_model.bayesian_causal_sampling_numpy.BayesianCausalSampler(\n",
-    "    power_spectrum_beta=lambda q: 1e3/((q)**4 + 1),\n",
-    "    power_spectrum_f=lambda q: 1e3/((q)**4 + 1),\n",
-    "    noise_var=5e-2)\n",
-    "\n",
-    "for i in range(5):\n",
-    "    bcs.draw_sample_fields()\n",
-    "    ax3.plot(x, bcs.p_x, c='blue')#label=r'$\\mathcal{P}(x) \\propto e^{\\beta(x)}$')\n",
-    "    ax3.set_ylim(bottom=0, top=max(ax3.get_ylim()[1], max(bcs.p_x)))\n",
-    "    #ax1_2 = ax1.twinx()\n",
-    "    #ax1_2.plot(x, np.array(bcs.beta), c='orange', label=r'$\\beta(x)$')\n",
-    "    #ax1_2.legend(loc=1)\n",
-    "    ax4.plot(x, bcs.f,c='blue')#label='f(x)')\n",
-    "    #ax4.set_ylim(bottom=0, top=max(ax4.get_ylim()[1], max(bcs.p_x)))\n",
-    "    #ax2.legend()\n",
-    "\n",
-    "bcs = bayesian_causal_model.bayesian_causal_sampling_numpy.BayesianCausalSampler(\n",
-    "    power_spectrum_beta=lambda q: 1e3/((q)**6 + 1),\n",
-    "    power_spectrum_f=lambda q: 1e3/((q)**6 + 1),\n",
-    "    noise_var=5e-2)\n",
-    "\n",
-    "for i in range(5):\n",
-    "    bcs.draw_sample_fields()\n",
-    "    ax5.plot(x, bcs.p_x, c='blue')#label=r'$\\mathcal{P}(x) \\propto e^{\\beta(x)}$')\n",
-    "    ax5.set_ylim(bottom=0, top=max(ax5.get_ylim()[1], max(bcs.p_x)))\n",
-    "    #ax1_2 = ax1.twinx()\n",
-    "    #ax1_2.plot(x, np.array(bcs.beta), c='orange', label=r'$\\beta(x)$')\n",
-    "    #ax1_2.legend(loc=1)\n",
-    "    ax6.plot(x, bcs.f,c='blue')#label='f(x)')\n",
-    "    #ax6.set_ylim(bottom=0, top=max(ax6.get_ylim()[1], max(bcs.p_x)))\n",
-    "    #ax2.legend()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "No handles with labels found to put in legend.\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x720 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "bcs = bayesian_causal_model.bayesian_causal_sampling_numpy.BayesianCausalSampler(\n",
-    "    power_spectrum_beta=lambda q: 1e3/((q)**2 + 1),\n",
-    "    power_spectrum_f=lambda q: 1e3/((q)**2 + 1),\n",
-    "    noise_var=5e-2)\n",
-    "\n",
-    "x = np.linspace(0, 1, bcs.N_bins)\n",
-    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(15,10))\n",
-    "ax1.legend(loc=2)\n",
-    "\n",
-    "for i in range(5):\n",
-    "    bcs.draw_sample_fields()\n",
-    "    ax1.plot(x, bcs.p_x, c='blue')#label=r'$\\mathcal{P}(x) \\propto e^{\\beta(x)}$')\n",
-    "    ax1.set_ylim(bottom=0, top=max(ax1.get_ylim()[1], max(bcs.p_x)))\n",
-    "    #ax1_2 = ax1.twinx()\n",
-    "    #ax1_2.plot(x, np.array(bcs.beta), c='orange', label=r'$\\beta(x)$')\n",
-    "    #ax1_2.legend(loc=1)\n",
-    "    ax2.plot(x, bcs.f,c='blue')#label='f(x)')\n",
-    "    #ax2.legend()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## demonstrate the minimization of the beta field"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f503dc96278>]"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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OGTffRHjv3k7HkhCjohcJgvb6BipmzqT6kUeI7NuXfosWkjBihNOxJESp6EUCrP6NN/FMLKDNU0ryxReRPm4cYfEaQibOUdGLBEhbdTXlU6dRs2oVUYMG0f/hh4k7cpjTsURU9CL+stZS938vUFpURHtNDX3+/CdS//xnwqKinI4mAqjoRfzSWl5OWVERdS++RMxhh5G7aCExhxzidCyR/6KiF+kEay01TzxJ2bRp2OZm0m+8gZRLLsFE6H8p6X70VSmyn1o2b6G0oICGt94idvhRZBUVET1woNOxRPZIRS+yj2x7O9UPP0L5rFkYIHNiAUnnnqshZNLtqehF9kHz11/jmZBH4wcfEP+Ln5NVWEhk375OxxLZJyp6kR9gW1vZtmgRlXPvISwujr7Tp5F45pkaQiY9iopeZA8aP/4Ez4QJNH/+Ob1OP43MvDwi+vRxOpbIflPRi+zC29RE5d13s+2BxUSkpJBz9130Ovlkp2OJdJqKXmQnDe++S2l+AS3ffkvv3/2WjJtuIjwx0elYIn5R0YsA7fX1lM+YwfZHlxOZk0PuA/cTf+yxTscSCQgVvYS8+tdewzOxkLayMlLGXEzauHGExcU5HUskYFT0ErLaqqspu20KtU8/TdSBBzBg9jJihw51OpZIwKnoJeRYa6l97jnKiktor6sj9aqr6POnP2oImbiWil5CSmtZGaWTJlP/8svEDBlCbkkJMQcf5HQskaBS0UtIsNay/bHHKJ9+O7a1lfS/3UjKmDEaQiYhQV/l4not332HJ7+AHW+/TdzRR5NVXERU//5OxxLpMip6cS3b3k7V0gepmD0bExFBZmEhSb8frSFkEnJU9OJKzV9+yda8PJr+/SEJJ5xAZuFEIjMznY4l4ggVvbiKbWmhcv4CKu+7j/CEBPrOmEHir8/QEDIJaSp6cY3Gjz7Cc+sEmr/8ksSRI8m49RYiUlKcjiXiOBW99HjexkYq5txF1ZIlRKSlkTPvHnr98pdOxxLpNlT00qM1vP0OnoICWjdtIuncc0m/8QbCe/VyOpZIt+J30RtjwoG1wBZr7UhjzEDgUSAFeA+4yFrb4u92RHbWXldH+e0z2L5iBZG5ueQuWUL8T3/idCyRbikQ95mNAz7d6fk04E5r7WCgGrg8ANsQ+Y+6l19hw69Hsn3lSlIuu4xBq55SyYv8AL+K3hiTA/waWOh7boATgZW+VZYAZ/uzDZHvtVVVseWGG9l81VWEJyUxYPmjZNz0N8JiY52OJtKt+XvpZhZwE/D9RdE+wHZrbZvv+WYg289tSIiz1lL7zLOUlZTQ3tBA6l+uIfXKKzEaQiayTzpd9MaYkUC5tXadMeaE7xfvZlW7h9ePBcYC5ObmdjaGuFxraSmlhZOof/VVYoYeQf/iYqIHD3Y6lkiP4s8Z/QjgLGPMGUAMkEjHGX6SMSbCd1afA2zd3YuttfOB+QDDhw/f7TcDCV3W62X7Yyspv/12bHs7GbeMJ/kPf8CEhzsdTaTH6fQ1emvtLdbaHGvtAOA84GVr7YXAK8DvfKuNAVb5nVJCSsu337LpkkspnTiRmCFDGLR6VcekSZW8SKcE4z76m4FHjTHFwPvAoiBsQ1zItrVRtWQpFXPmYKKiyCouovdvf6vxBSJ+CkjRW2tfBV71fbwB0L1usl+aPv8CT14eTR99RMJJJ5FZUEBkRrrTsURcQb8ZK47ytrSw7d77qJw/n/DERLLvnEmv007TWbxIAKnoxTGNH3zA1rw8Wr76msSzziTjlluISE52OpaI66jopct5d+ygYvYcqpYuJSIzk3733UvC8cc7HUvEtVT00qUa/vlPPPkFtG7eTNL555F+ww2EJyQ4HUvE1VT00iXaa2spmz6dmpWPE9W/P/0fXErc0Uc7HUskJKjoJejq1qyhtHASbVVV9LnyClKvvpqwmBinY4mEDBW9BE1bZSWlJSXU/f15og85hJx584gdcrjTsURCjopeAs5aS+3TT1NWchveHTtIG3ctfa64AhMZ6XQ0kZCkopeAat26FU9hIQ2vv0Hsj39MVkkx0Qcc4HQskZCmopeAsF4v25cvp/z2GVhrybj1FpIvvFDzaUS6ARW9+K1540ZK8wvYsXYt8ccdS+bkyUTl5DgdS0R8VPTSabatjarFi6m4625MdDRZJcX0PuccjS8Q6WZU9NIpTZ99hmdCHk2ffEKvX51MRn4+kekaQibSHanoZb94m5upnDePbQsXEZ6URPbs2SSeeorTsUTkB6joZZ/teO99PHl5tGzYQO+zzyZj/M2EJyU5HUtE9kJFL3vlbWigfNZsqh96iIisTPotWEDCz3/mdCwR2UcqevlB9f/4B6UFE2ndupXkCy4g7frrCU+IdzqWiOwHFb3sVntNDWVTp1Hz5JNEDRxI/4ceJO6oo5yOJSKdoKKX/1H7wguUFhXRXlVNn7FjSb36KsKio52OJSKdpKKX/2irqKC0qJi6F14g+tBDyb3vPmIOO8zpWCLiJxW9YK2l5qlVlE2dim1sJO366+lz2aUaQibiEir6ENe6ZQueiYU0vPkmsUceSVZxEdGDBjkdS0QCSEUfoqzXS/UjyyifOROAjPw8ks8/HxMW5nAyEQk0FX0Iat6wEU9eHo3vvUf8iBFkTZ5EZHa207FEJEhU9CHEtray7f4HqJw7FxMbS9bUKfQeNUpDyERcTkUfIprWr2frhDyaP/2UXqeeSmZ+HhGpqU7HEpEuoKJ3OW9TE5Vz72Hb/fcTnpJM9pzZJJ6iIWQioURF72I71q3DMyGPlm++ofc555Bx802E9+7tdCwR6WIqehdqr2+gYuZMqh95hMjsbPotWkjCiBFOxxIRh6joXab+9dfxTCykrbSU5IsuIv26cYTFawiZSChT0btEW3U15VOnUrNqNVEHHED/Rx4mbtgwp2OJSDfQ6d+OMcb0M8a8Yoz51BjziTFmnG95ijHmRWPMl77H5MDFlV1Za6l9/nk2jDyTmmefo8+f/8TAJ59QyYvIf/hzRt8G3GCtfc8Y0wtYZ4x5EbgEWGOtnWqMGQ+MB272P6rsqrWsnNKiydS/tIaYww8nd9FCYg45xOlYItLNdLrorbUewOP7uM4Y8ymQDYwCTvCttgR4FRV9QFlrqXn8ccqmTce2tJB+4w2kXHIJJkJX4kTkfwWkGYwxA4BhwDtAhu+bANZajzEmPRDbkA4t331H6cSJNLz1T+KGDyeruIioAQOcjiUi3ZjfRW+MSQAeB66z1tbu66/TG2PGAmMBcnNz/Y3hera9neqHHqJ81mxMWBiZhRNJ+v3vNYRMRPbKr6I3xkTSUfIPW2uf8C0uM8Zk+c7ms4Dy3b3WWjsfmA8wfPhw608Ot2v+6is8E/Jo/Pe/iT/+F2QVFhKZleV0LBHpITpd9Kbj1H0R8Km1duZOf7UaGANM9T2u8ithCLMtLVQuXMi2efcSFh9P39unkzhypIaQich+8eeMfgRwEfCRMeYD37Jb6Sj4FcaYy4FNwGj/Ioamxo8/wTNhAs2ff07iGWeQMeFWIvr0cTqWiPRA/tx18yawp1PLkzr7eUOdt6mJyrvvZtv9DxCRmkrOPXPpdeKJTscSkR5M9+N1Iw3vvosnP5/WbzeRNHo06X+7kfDERKdjiUgPp6LvBtrr6ymfMYPtjy4nsl8/chc/QPwxxzgdS0RcQkXvsLpXX6W0cBJt5eWkXHIJaeOuJSw21ulYIuIiKnqHtFVXU3bbFGqffprowQeSM3sWsUOHOh1LRFxIRd/FrLXU/f3vlBaX0F5XR+rVV5P6x7GYqCino4mIS6nou1BrWRmlkyZT//LLxPzoR+QWFxNz8EFOxxIRl1PRdwFrLdsfe4zy6bdj29pIv+kmUsZcjAkPdzqaiIQAFX2QtWzahCe/gB3vvEPcT35CVtFkovr3dzqWiIQQFX2Q2PZ2qh58kIpZszEREWROnkTS6NEaXyAiXU5FHwRNX3yBJy+fpg8/JOGEE8gsnEhkZqbTsUQkRKnoA8i2tFA5fwGV991HeEICfe+YQeIZZ+gsXkQcpaIPkMYPP8QzIY/mL78kceTIjiFkyXq7XBFxnoreT97GRirm3EXVkiVEpKWRM+8eev3yl07HEhH5DxW9HxrefqdjCNl335F07rmk33gD4b16OR1LROS/qOg7ob2ujvLbZ7B9xQoi++eSu2QJ8T/9idOxRER2S0W/n+pefoXSwkLaKitJuewy0v5yjYaQiUi3pqLfR21VVZQVl1D73HNEH3QQOXPnEvujIU7HEhHZKxX9XlhrqX3mWcpKSmhvaCD12r+QesUVGkImIj2Giv4HtHo8lBZOov6114gZegT9i4uJHjzY6VgiIvtFRb8b1utl+4oVlN8+A+v1kj7+ZlIuukhDyESkR1LR76Llm286hpD961/EHXsMWZMnE9Wvn9OxREQ6TUXvY9vaqFqyhIo5d2GiosgqKab3OedofIGI9HgqeqDp88/xTMij6eOPSTjpJDILCojMSHc6lohIQIR00XtbWth2771Uzl9AeGIi2XfOpNdpp+ksXkRcJWSLvvGDD9ial0fLV1/Te9RZpI8fryFkIuJKIVf03h07KJ81i+oHHyIiM5N+991LwvHHOx1LRCRoQqroG956C09+Aa1btpB8wfmk/fWvhCckOB1LRCSoQqLo22trKZs2jZrHnyCqf3/6P7iUuKOPdjqWiEiXcH3R1730EqWTJtNWVUWfK68k9eqrCIuJcTqWiEiXcW3Rt1VWUlpcQt3zzxN9yCHkzJtH7JDDnY4lItLlXFf01lpqV6+m7LYpeHfsIO266+hz+WWYyEino4mIOCIoRW+MOQ2YDYQDC621U4OxnV21bt2KZ2IhDW+8QeywYWQVFxF9wAFdsWkRkW4r4EVvjAkH5gK/AjYD/zLGrLbWrg/0tr5nvV6qly2j4o6ZWCBjwgSSL7wAExYWrE2KiPQYwTij/wnwlbV2A4Ax5lFgFBCUom/esBFPfj6N69YRf9xxZE6eTFROdjA2JSLSIwWj6LOB73Z6vhn4aRC2w/bHH6d00mRMbCxZU6bQ++xRGl8gIrKLYBT97prW/s9KxowFxgLk5uZ2akNRAwaQcMIJZObnEZGW1qnPISLidsEo+s3AzgPcc4Ctu65krZ0PzAcYPnz4/3wj2BdxRx1F3FFHdealIiIhIxg/rfwXMNgYM9AYEwWcB6wOwnZERGQfBPyM3lrbZoy5Bvg/Om6vvN9a+0mgtyMiIvsmKPfRW2ufA54LxucWEZH9oxvNRURcTkUvIuJyKnoREZdT0YuIuJyKXkTE5Yy1nfpdpcCGMKYC+LaTL08FKgMYp6cIxf0OxX2G0NzvUNxn2P/97m+t3etYgG5R9P4wxqy11g53OkdXC8X9DsV9htDc71DcZwjefuvSjYiIy6noRURczg1FP9/pAA4Jxf0OxX2G0NzvUNxnCNJ+9/hr9CIi8sPccEYvIiI/oEcXvTHmNGPM58aYr4wx453OEwzGmH7GmFeMMZ8aYz4xxozzLU8xxrxojPnS95jsdNZAM8aEG2PeN8Y843s+0Bjzjm+fl/vGYLuKMSbJGLPSGPOZ75gfGyLH+nrf1/fHxphlxpgYtx1vY8z9xphyY8zHOy3b7bE1Heb4uu1DY8yR/my7xxb9Tm9CfjpwGHC+MeYwZ1MFRRtwg7X2UOAY4Grffo4H1lhrBwNrfM/dZhzw6U7PpwF3+va5GrjckVTBNRt43lp7CDCUjv139bE2xmQD1wLDrbVD6Bhvfh7uO96LgdN2WbanY3s6MNj3Zywwz58N99iiZ6c3IbfWtgDfvwm5q1hrPdba93wf19HxP342Hfu6xLfaEuBsZxIGhzEmB/g1sND33AAnAit9q7hxnxOBXwCLAKy1Ldba7bj8WPtEALHGmAggDvDgsuNtrX0dqNpl8Z6O7Shgqe3wNpBkjMnq7LZ7ctHv7k3Isx3K0iWMMQOAYcA7QIa11gMd3wyAdOeSBcUs4CbA63veB9hurW3zPXfj8R4EVAAP+C5ZLTTGxOPyY22t3QLMADbRUfA1wDrcf7xhz8c2oP3Wk4t+n96E3C2MMQnA48B11tpap/MEkzFmJFBurV238+LdrOq24x0BHAnMs9YOAxpw2WVVYEQYAAABj0lEQVSa3fFdlx4FDAT6AvF0XLrYlduO9w8J6Nd7Ty76fXoTcjcwxkTSUfIPW2uf8C0u+/6fcr7HcqfyBcEI4CxjzDd0XJI7kY4z/CTfP+3Bncd7M7DZWvuO7/lKOorfzcca4GRgo7W2wlrbCjwBHIf7jzfs+dgGtN96ctGHxJuQ+65NLwI+tdbO3OmvVgNjfB+PAVZ1dbZgsdbeYq3NsdYOoOO4vmytvRB4BfidbzVX7TOAtbYU+M4Yc7Bv0UnAelx8rH02AccYY+J8X+/f77erj7fPno7tauBi3903xwA131/i6RRrbY/9A5wBfAF8DUxwOk+Q9vFndPyT7UPgA9+fM+i4Zr0G+NL3mOJ01iDt/wnAM76PBwHvAl8BjwHRTucLwv7+GFjrO95PAcmhcKyBScBnwMfAg0C02443sIyOn0G00nHGfvmeji0dl27m+rrtIzruSOr0tvWbsSIiLteTL92IiMg+UNGLiLicil5ExOVU9CIiLqeiFxFxORW9iIjLqehFRFxORS8i4nL/D/d9dNNK7u8GAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#plt.plot(np.exp(bcs.beta))\n",
-    "plt.plot(np.arange(100), c=sns.color_palette()[3])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[(0.12156862745098039, 0.4666666666666667, 0.7058823529411765),\n",
-       " (1.0, 0.4980392156862745, 0.054901960784313725),\n",
-       " (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n",
-       " (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n",
-       " (0.5803921568627451, 0.403921568627451, 0.7411764705882353),\n",
-       " (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),\n",
-       " (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),\n",
-       " (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n",
-       " (0.7372549019607844, 0.7411764705882353, 0.13333333333333333),\n",
-       " (0.09019607843137255, 0.7450980392156863, 0.8117647058823529)]"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sns.color_palette()"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
-- 
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