From acb532924bcf2a796bde0e6909a12c588b71a22c Mon Sep 17 00:00:00 2001
From: Jeff Emmett <jeffemmett@gmail.com>
Date: Tue, 11 Aug 2020 13:17:06 -0600
Subject: [PATCH 1/9] Jeff's Deriving Alpha notebook grammatical edit 1

---
 models/v3/Deriving_Alpha.ipynb | 34581 +------------------------------
 1 file changed, 155 insertions(+), 34426 deletions(-)

diff --git a/models/v3/Deriving_Alpha.ipynb b/models/v3/Deriving_Alpha.ipynb
index f67e87e..060bb8a 100644
--- a/models/v3/Deriving_Alpha.ipynb
+++ b/models/v3/Deriving_Alpha.ipynb
@@ -128,7 +128,7 @@
     "\n",
     "$T = -\\log_\\alpha 2$\n",
     "\n",
-    "and conversely the $\\alpha$ which achieves a desired half-lige $T$ is\n",
+    "and conversely the $\\alpha$ which achieves a desired half-life $T$ is\n",
     "\n",
     "$\\alpha = 2^{-1/T}$\n",
     "\n",
@@ -143,12 +143,9 @@
    },
    "outputs": [
     {
-     "name": "stdout",
      "output_type": "stream",
-     "text": [
-      "0.9057236642639067\n",
-      "0.9958826236582974\n"
-     ]
+     "name": "stdout",
+     "text": "0.9057236642639067\n0.9958826236582974\n"
     }
    ],
    "source": [
@@ -166,7 +163,19 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "error",
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'matplotlib'",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-2-365726e260ea>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'matplotlib'"
+     ]
+    }
+   ],
    "source": [
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
@@ -206,1099 +215,15 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Conviction Accumulated')"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
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+      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
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+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
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+      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
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@@ -2470,1446 +273,15 @@
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+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'plt' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-5-8fe75ac39d5d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnoisy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'b-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnoisy_response\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'g-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
+     ]
     }
    ],
    "source": [
@@ -3965,7 +337,19 @@
    "cell_type": "code",
    "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'K' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-6-f7fa67fe6c8d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mmimo_step_up\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m \u001b[0mmimo_step_down\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[0mmimo_noisy\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrandom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrand\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'K' is not defined"
+     ]
+    }
+   ],
    "source": [
     "import pandas as pd\n",
     "\n",
@@ -3988,7 +372,19 @@
    "cell_type": "code",
    "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'K' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-7-4ab435221ec0>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmimo_step_up_response\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mempty\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mmimo_step_up_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mmimo_step_down_response\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mempty\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mmimo_step_down_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0malpha\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'K' is not defined"
+     ]
+    }
+   ],
    "source": [
     "\n",
     "mimo_step_up_response = np.empty(shape=(K,m))\n",
@@ -4005,7 +401,19 @@
    "cell_type": "code",
    "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'K' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-8-6e57a43e0039>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m     \u001b[0mmimo_step_up_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mmimo_step_up_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_up\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m     \u001b[0mmimo_step_down_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mmimo_step_down_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[0mmimo_noisy_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mmimo_noisy_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_noisy\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'K' is not defined"
+     ]
+    }
+   ],
    "source": [
     "\n",
     "for k in range(K-1):\n",
@@ -4032,4537 +440,15 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'step_up tokens staked for proposal 1')"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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VK3j55ZcBePDBBznjjDOakmyfPn3YsmULjzzySKvP79mzJ5s3b95j+THHHMPKlStZsGABAJs3b6a+fs9rnM+ePZsdO3awbt065s2bx7Bhw9i0aROHHnoolZWVzJ07l7/+tcVZWXOKA2Ds2LHMnDkTgJkzZzJu3Lg2tycJth1185SB1Jy+GUhhR+K0PY4IBg8ezMyZM7n00ks58sgj+cY3vkGPHj245JJLOP7446mqqmrqrmnJhRdeyCWXXMIdd9yx2wdEly5deOihh7jyyivZvn073bt353e/+90ezz/llFMYPXo0K1as4KabbqJfv35MmDCB8847j+rqaoYOHcoxxxzT5uuYOHEil112WYsndydPnsz555/P3XffzcCBA3n44YdzKBlJrExXj6RaIq65W11d7c0vxLJ8+XIGDx4cU0RhVM+YMWNYunRp2ysXwZQpU9h///255pprYtl/c3HXhxSAA9cCy4BTY45FghXABcDn2/d0M1vk7nuMAddnu4gEDYRf7SorpF5qunpKraqqKrbWPoQWv0hB1aGhnGVCn+0iEuwitPo1lDP1lPhFJMgkfrX4U0+JX0SCOtTiLxNK/CISZFr8knqpObk793nYtKlw2zvgAPjcWYXbXkuSMC3zww8/zJQpU1i+fDmvvvpqUWYHlQ5iF2HqRHX1pF5qEv+mTdA7r+t57W7jxsJtqyVJmZZ5yJAhPPbYY1x66aUF3690MHWExF8ZdyBSbOrqaaeamhqOOeYYLr74Yk444QTGjx/Ptm1h3rmpU6cybNgwhgwZwqRJk5pmxxw+fDg33HADn/3sZ5k+fTpPPvkk1157LUOHDuXdd99l4sSJTb/gXbBgAaeddhonnngip5xyCps3b2bevHmMGTMGCMM5L7roIs466yyOPPJI7rrrLgC2bNnCiBEjOOmkkzj++OOZPXt2U7yDBw/mkksu4bjjjmPkyJFs376dRx55pGla5qFDh+4xf8/gwYM5+uijS1KmErNdhOSfmuagtEaJPw/lMC2zlJFM4leLP/WU+POgaZklVdTVUzb0pS4P5TAts5SRzMldJf7UU4s/D+UwLbOUkcxlF9UcTL3UVPEBBxR2JM4BB7S9TjlMy/z4449z5ZVXsnbtWkaPHs3QoUP5zW9+03bhSPLUEWbo1HDO1NO0zO2kaZl3F3d9SAE8CvwUqAZ0jr9j0LTMIlJUma4etfhTLzVdPaWmaZkldTJz9Sjxp55a/CIS7CD08SsrpJ6qWESCHYTWvmbnTD0lfhEJtqOMUCZUzSISZFr8knrpObl7M2HoU6EMBPY+WWbekjAt87XXXstTTz1Fly5dOOKII7j33nvpXchpUKXj2I4Sf5lIT4t/BVBVwFshP0RakJmW+Y033mhaNnXq1FaTPoRpmQud9CEk/pUrV7b42DnnnMPSpUtZsmQJRx11FD/4wQ8Kvn/pABzYSZoyguxF0arZzO4xszVmtjRr2UFm9qyZvR39f2Cx9l9s5TIt88iRI5smiPv0pz9NbW1t8QtXSi8zlFOJvywUs5rvA85ttmwy8Jy7Hwk8F91PrHKblvmee+5h1KhRhSo+6Ugyl11U4i8LRevjd/cXzKyq2eJxwPDo75nAPODbxYqh2JpPy3zHHXdwzTXXMHfuXH74wx+ybds21q9fz3HHHcd5550HtH9a5pZkpmXu3r1707TMo0eP5oYbbuCFF16goqKiYNMy33rrrXTu3JkJEybk/Jyy4cCrwJa4A8nDTpT4y0ipT+4e5u6rANx9lZkd2tqKZjYJmAQwcODAEoW3b8plWuaZM2cyZ84cnnvuuZziKjubgYeApYQpD5KqETgk7iCkFDrsqB53nwHMgDBJW8zhtCgzLfNnPvOZvU7LPH78+Bafn8u0zMOGDWPz5s0tdsHMnj2b66+/nq1btzJv3jymTZvGww8/XNBpmZ955hmmT5/O/Pnz6dGjR5vbKkv1wDagC3BkzLHkS1VcFkqd+FebWd+otd8XWFOwLQ8Eagq2tbC9NpTDtMxXXHEFO3fu5JxzzgHCCd4777yz7cIpJw2E1nIlkMN03iJxK+q0zFEf/xx3HxLdvw1Y5+7TzGwycJC7X9fWdjQt8540LXMHshr4DvAhcGLMsUi6JG1aZjN7EHgZONrMas3sa8A04Bwzexs4J7ovkmyZFr9Of0hCFHNUz5daeWhEsfZZSpqWWZo0EEb2KPFLQiR68FYSrh5WDsq+HjKJXyQhEpv4u3Xrxrp165R0YuburFu3jm7dusUdSnzU1SMJ02GHc7alf//+1NbWsnbt2rhDKXvdunWjf//+cYcRnwZ05SpJlMQm/srKSgYNGhR3GCKhtd9Igr8/S7nRoSqSr0yLX+8mSQgdqiL5yvTxq6tHEkKJXyRfavFLwuhQFcmXWvySMEr8IvnKJH69myQhdKiK5CszqkctfkkIJX6RfGkcvySMEr9IvtTVIwmjQ1UkX5m5etTil4RQ4hfJl2bnlIRR4hfJV0P0v95NkhA6VEXy1Yha/JIoSvwi+VJXjySMEr9IvjKJX+8mSQgdqiL5UotfEkaJXyRfavFLwuhQFcmXWvySMEr8IvnSqB5JGCV+kXxpHL8kjA5VkXzVE1r9avFLQijxi+SrnpD0lfglIZT4RfJVj95JkiixHK5m9q9mtszMlprZg2bWLY44RAqiDrX2JVFKnvjN7HDgX4Bqdx9CmMz2wlLHIVIwma4ekYSI6wtqZ6C7mXUGegArY4pDJH/q6pGEKfnh6u7vAz8CVgCrgE3u/tvm65nZJDNbaGYL165dW+owRXJXF3cAIvsmjq6eA4FxwCCgH7CfmX2l+XruPsPdq929+pBDDil1mCK5U4tfEiaOw/Vs4C/uvtbd64DHgNNiiEOkMNTHLwkTR+JfAXzazHqYmQEjgOUxxCFSGGrxS8LE0cf/CvAI8BrwpyiGGaWOQ6RglPglYTrHsVN3/y7w3Tj2LVJQTkj8IgmidopIPjQzpySQEr9IPhrQBG2SOEr8IvnQ1bckgXS4iuQjk/hFEkSJXyQfjairRxJHiV8kH7reriSQEr9IPnRyVxJIiV8kH+rjlwRS4hfJh1r8kkBK/CL5UB+/JJASv0g+Mr/cFUkQJX6RfKirRxIo58RvZt3N7OhiBiOSOA3RTU0oSZCcDlczOw9YDDwT3R9qZk8WMzCRRMi0+DvFHYhI7nJtp0wBTgE2Arj7YqCqOCGJJIha/JJAuR6u9e6+qaiRiCSRWvySQLleiGWpmX0Z6GRmRwL/Avy+eGGJJERmrh61+CVBcj1crwSOA3YCDwAfAVcVKyiRxFBXjyRQrofrl9z9RncfFt1uBL5XzMBEEkFdPZJAuXb1jDezHe4+C8DMfgJ0K15YIgmRSfxq8UuC5Jr4/wF40swagVHAenf/ZvHCEkkItfglgfaa+M3soKy7XweeAF4CpprZQe6+vpjBiXR4SvySQG21+Bfx8RRUmf9HRzcHPlnU6EQ6usyoHiV+SZC9Jn53H1SqQEQSSbNzSgLl2sePmQ0BjiXrpK6731+MoEQSoyH6X4lfEiSnxG9m3wWGExL/rwkneF8E2pX4zaw38H+AIYT20lfd/eX2bEskVpkWv0b1SILkeriOB0YAH7j7PwMnAl3z2O/twDPufky0reV5bEskPurqkQTKtatnu7s3mlm9mfUC1tDOE7vR888EJgK4+y5gV3u2JbKbVcB/l3ifK0lVi38rsDbuIORjXeGwOuhe4M3mmvgXRt0zdxFG+mwBXm3nPj9JOLbuNbMTo+1d5e5bs1cys0nAJICBAwe2c1dSVuYDvyIcnaVUT2oS/wqg5gNoaIw7EgGwevCNUOhRNjklfne/PPrzTjN7Bujl7kvy2OdJwJXu/oqZ3Q5MBm5qts8ZwAyA6upqXdxO2lYPfAicQGkTcQXQpYT7K6J6oNNW6P4Z8Hw6c6Ugtm2HhuMLv91cT+4+5+4jANy9pvmyfVQL1Lr7K9H9RwiJXyQ/mevfHkRqWuCl1gBUNIAfAZaSD7Mkq98E9Cj8dtv65W63aLd9zOxAPj6F1Qvo154duvsHZvaemR3t7m8RThq/0Z5tiewmk/h1orXdGhqhopF9GOgtSdRW9V4KXE1I8ov4+Be8m4H/zGO/VwKzzKwL8Gfgn/PYlkjQ0PYqsncN0YRzpm9MqbbX6nX326Nf794KDI3+vpeQrNs97t7dF7t7tbuf4O5/7+4b2rstkSaNhKaJWvztVt+gpF8Och7H7+4fmdkZwDnAfcB/FS0qkfZoQEk/Tw2O5h0qA7km/syX6NHAne4+m9SMY5DUUOLPW32jWvzlINcqft/MfgacD/zazLruw3NFSkOJPy9OaPG7TuymXq7J+3zgN8C57r6RMGDu2qJFJdIeSvx5acz8o8Sfern+gGsb8FjW/VWEH8iLdBxK/HlpAFyJvyyou0bSQ8M589IA0KiunnKgxC/poRZ/XjItfq+MOxIpNiV+SQ8l/ryoxV8+lPglPZT485JJ/I0aqJ16SvySHplf7kq7ZK4bX6HEn3pK/JIeSvx5abqYmLp6Uk+JX9JDXT15aQBwTcdcDpT4JT2U+PPSALgDGtWTekr8kh4ax58XdfWUDyV+SQdHLf48NQDWCKZLLqaeEr+kg0c3abfMXD2uPv7UU+KXdMhcdlFHdLs1EC67aOrjTz29TSQddL3dvDVdaF2JP/WU+CUd1M2TtwbAGtTHXw6U+CUdMi1+abeGxtDVo7l60k+JX9JBXT15a/DoWvVK/KmnxC/poMSfN11vt3yomiUdMolf3T3t1tAIdIo7CikFJX5JB7X481bfiDJCmVA1Szoo8eetoVH9++VCiV/SQYk/L41Ao4Orq6csxJb4zayTmf3RzObEFYOkiBJ/XjLX2zUl/rIQZ4v/KmB5jPuXNNGJ3bw0zdOjX+2WhVh69MysPzAauBX4tzhikJSJ8QdcDcCrDbBtezz7L5TGnUCPuKOQUojrVM5/ANcBPVtbwcwmAZMABg4cWKKwJLF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+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'mimo_step_up' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-9-614c0537b0d7>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_up\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'time'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'stake'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'step_up tokens staked for proposal 0'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_up\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'mimo_step_up' is not defined"
+     ]
     }
    ],
    "source": [
@@ -8582,1332 +468,15 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
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-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
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+     "ename": "NameError",
+     "evalue": "name 'plt' is not defined",
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+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
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+      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
+     ]
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@@ -9930,5005 +499,15 @@
    "metadata": {},
    "outputs": [
     {
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-     "metadata": {},
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-    },
-    {
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+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-11-9766d1b26ce2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_up\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_up\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'k-.'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m.5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
+     ]
     }
    ],
    "source": [
@@ -14986,4543 +565,15 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'step_up tokens staked for proposal 1')"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'mimo_step_down' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-12-900e4d9f516e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'time'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'stake'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'step_up tokens staked for proposal 0'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'mimo_step_down' is not defined"
+     ]
     }
    ],
    "source": [
@@ -19542,1409 +593,15 @@
    "metadata": {},
    "outputs": [
     {
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-      ]
-     },
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-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
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+     "ename": "NameError",
+     "evalue": "name 'plt' is not defined",
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+      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
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@@ -20967,5097 +624,15 @@
    "metadata": {},
    "outputs": [
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-     "metadata": {},
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-    },
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-       "<Figure size 432x288 with 2 Axes>"
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-     },
-     "metadata": {
-      "needs_background": "light"
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-     "output_type": "display_data"
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'plt' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-14-b84fd45735ec>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'k-.'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m.5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
+     ]
     }
    ],
    "source": [
@@ -26114,2291 +689,15 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "(0.0, 28.777320787401013)"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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-     "metadata": {
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+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'plt' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-15-75403f3d30ea>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_noisy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'.--'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m.3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmimo_noisy_response\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
+     ]
     }
    ],
    "source": [
@@ -28425,6585 +724,15 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Support for Proposal 1')"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
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+      "\u001b[1;32m<ipython-input-16-41b8fed450c9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_noisy\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_noisy\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'k-.'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m.5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
+     ]
     }
    ],
    "source": [
@@ -35073,4 +802,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
+}
\ No newline at end of file

From 6b7938032824d76af3866b2a2cb345910c6883bf Mon Sep 17 00:00:00 2001
From: Jeff Emmett <jeffemmett@gmail.com>
Date: Tue, 11 Aug 2020 13:40:26 -0600
Subject: [PATCH 2/9] Jeff's math additions to Alpha Derivation Notebook

---
 models/v3/Deriving_Alpha.ipynb | 439 ++++++++++++++++++++-------------
 1 file changed, 267 insertions(+), 172 deletions(-)

diff --git a/models/v3/Deriving_Alpha.ipynb b/models/v3/Deriving_Alpha.ipynb
index 060bb8a..d416fb4 100644
--- a/models/v3/Deriving_Alpha.ipynb
+++ b/models/v3/Deriving_Alpha.ipynb
@@ -8,7 +8,7 @@
     "### Reference Case Conviction Voting\n",
     "\n",
     "## A Brief Intro\n",
-    "Dynamical Systems are mathematical structures which describe evolution over time. Historically they are analyzed in Continuous Time because they are used to design, test and control physical systems. Over recent decades they have also been used to design, test and control computer systems. They are powerful abstractions that have helped manage the relationships between physical and computational systems, and even social systems (as they are critical ingredients in stochastic dynamic genereal equilibrium models which are used in macroeconomics). Whether continuous or discrete dynamical systems are traditional associated with real valued vectors, matrices and tensors. Moving away from real valued fields, we can define dynamical systems over arbitrary data structures to recover a broader family models inckuding but not limited to agent based models. In the case of the conviction voting cadCAD model we have a Generalized Dynamical System whose state contains a network object encoding a range of relationships as well as both numerical and non-numerical information. For the purpose of this short explainer, we will zoom in specifically on the calculation of conviction itself, which we can understand a Discrete Linear Time Invariant (LTI) system. \n"
+    "Dynamical Systems are mathematical structures which describe evolution over time. Historically they are analyzed in Continuous Time because they are used to design, test and control physical systems. Over recent decades they have also been used to design, test and control computer systems. They are powerful abstractions that have helped manage the relationships between physical and computational systems, and even social systems (as they are critical ingredients in stochastic dynamic general equilibrium models which are used in macroeconomics). Whether continuous or discrete, dynamical systems are traditional associated with real valued vectors, matrices and tensors. Moving away from real valued fields, we can define dynamical systems over arbitrary data structures to recover a broader family models including but not limited to agent based models. In the case of the conviction voting cadCAD model we have a Generalized Dynamical System whose state contains a network object encoding a range of relationships as well as both numerical and non-numerical information. For the purpose of this short explainer, we will zoom in specifically on the calculation of conviction itself, which we can understand a Discrete Linear Time Invariant (LTI) system. \n"
    ]
   },
   {
@@ -126,18 +126,18 @@
     "\n",
     "thus the Half life in epochs for a given $\\alpha$ is\n",
     "\n",
-    "$T = -\\log_\\alpha 2$\n",
+    "$T = \\log_\\alpha \\frac{1}{2} = -\\log_\\alpha 2$\n",
     "\n",
     "and conversely the $\\alpha$ which achieves a desired half-life $T$ is\n",
     "\n",
-    "$\\alpha = 2^{-1/T}$\n",
+    "$\\alpha = 2^{-1/T} = \\frac{1}{\\sqrt[T]{2}}$\n",
     "\n",
     "Further note that the relationship between $T$ and $\\alpha$ is sensative to timescaling. Suppose we wanted a half-life of 3 days but our discrete time scale has 1 hour epochs, then we must use $T = 24 \\times 3 = 72$ in the above equation.\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 70,
    "metadata": {
     "tags": []
    },
@@ -161,21 +161,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 71,
    "metadata": {},
-   "outputs": [
-    {
-     "output_type": "error",
-     "ename": "ModuleNotFoundError",
-     "evalue": "No module named 'matplotlib'",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-2-365726e260ea>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'matplotlib'"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
@@ -211,19 +199,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'plt' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-3-677e82a0884c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstep_up\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'b-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstep_up_response\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'g-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
-     ]
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "Text(0, 0.5, 'Conviction Accumulated')"
+     },
+     "metadata": {},
+     "execution_count": 72
+    },
+    {
+     "output_type": "display_data",
+     "data": {
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "source": [
@@ -240,19 +236,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'plt' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
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-      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
-     ]
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "Text(0, 0.5, 'Conviction Accumulated')"
+     },
+     "metadata": {},
+     "execution_count": 73
+    },
+    {
+     "output_type": "display_data",
+     "data": {
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "source": [
@@ -269,19 +273,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'plt' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-5-8fe75ac39d5d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnoisy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'b-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnoisy_response\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'g-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
-     ]
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "(0.0, 10.496160372376345)"
+     },
+     "metadata": {},
+     "execution_count": 74
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 432x288 with 2 Axes>",
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lpZTAOiHERmAu8Gw5CpSPjLxSduNxVVGOGqVmR/Wz6XQAvr09txLOl1rulcDQXzGjcimjIBWGlNlkZFe+5VBGQbPpBkIZ6XX8RmDwIyNz321txZORPu5AK5DBREYVrIxiQohFxveb0w19AKSU24QQ3wVeBjqB+6WUQUc3vCL9fyxwNvBg+vurgIeBASWj54BZQohpwDaU3Hubtc7LwIXAY0KIccAcYEO5CpRIqAo3nzLSdpquqHVlpKfm9rPptJXX0ZH7ogRVRnYCQ39l0w2kMuruVte9vl7F9Mph0yUSbgWkj+9VXnsbk4zicdi9u7gEBjuhQ2+nnzMzyaGrS10fYfgNdv8oE7YyKgQuZTTQZORKfqlUMqrgmFFCSnmq149CiGZUXH8acAD4kxDiHVLK/5dvx7JFvhdAtIq7gPmyRe5If5+ASmTLi7LFjKSUCeB64D5gJXC7lHK5EOI6IcR16dW+BpwthHgJeAD4gpRyb7nKFFQZ6XXt5boDqiu1W++vpiazTqHKyE5g6OhQlXOhMaPBaNPpcelMm2737sxAn32VwNDR4c7uK5aMfvtbmD1b2VcafWHTQTYZuYinEGVUCPT5CZE9KKn5v7+RTGauC6hntdJTuwehTfdqYKOUco+UMo5SM2cXuI+pmojS2AXMDrJhWWd6lVLeDdxtLbvJ+LwduLicZTARNGak162tzV6uycir02sslqncXa22oDadWRnGYv0XMxrIBAabjI4cgfe8Ry27++6+ixmByqgbPtw7m86ueP1sul27VIW9cWPucfzQ3a2eQ1f5TJsuYjQXu7oyz6AuSzmVUWNj/yujVAqeew7OOCO3TA0Nmeekvj77PaykERgqWBnlw8vAmUKIepRNdyGwyH+THDwsWsV9wO9ROQJXAw8F2XDIjcBQjDKyyciljOJxtV9dubuUUSEJDFKqv0ik8JiR/RLcfz/83//lblPpymjVqkw6cSKRfU1LKYeOGxWrjMzf9X3cvDmzTj4y0v2WClFGkGtd+tl05nbFklFTU//HjO65B848U8Vm7TLV12dsSk1GlaiMBmsCg5TyGeAO4HlUdnOEdOJY4H20yOuBm4ATgBOBm2WL/FiQbYcUGQWNGel1NWybziubrqoqm4yKVUbm/qPR4MpIK7lEQpXr4EH1/Ze/hO9+132+laaM6uszymjr1lzLo1iyNNPqdV+jvkjt1vfFHBQz3zVMJLLvsb2dSUZmGe2kjnLbdKYy6i+bbs8e9d+ehkU/q/oZr6urXDKq4ASGvJBStkgp50opF0gp3ymlLLBjAKDI7J+yRX4KuE+0iqYgGw0pMuorZWS+BKZNZ5KRqw9EITadSUZBY0a6Eksk4OMfzwzEuX+/+8Xob2XkV5HpSk8ro5dfVmWxW5nFxo3MY7uUkV+nV7+YkYuMgsb38ikjWz25yMirwivEprv3Xrjyytxy9JdN9/jjMHOmui+6UeK6NiYZDQZlVEll6i+IVnEtSl39LL1oEvC3INuGZGTAjhnZy7XHb1YCtk2nPf5SExj0S1aIMtJZWMkk7NiRsTr273cTQaXadLW1mQrbVkbFkpF57c0RMvSo5a4sO5cyykdGdXX5lZEXGbmUUT4yyqeMmpvzK6MnnoC//CW3Ym9qyiWjciijlSvVs7p9e+Y5cCVrRKPq+kJlk1EpCQxSwte+Blu25F+3QvFR4BXAIQDZItei0r3zIiQjA15k1Fc2XSExI72uV8xo3z744hez578xlVFPT6ZFHFQZDaRNp6+jtuk0bGVULFmaxzaVkT5W0JiRl02ns+mamoonI1OR6PX8bLogqd1jx+ZXRl6xTR0zMi3OclT6pn0ahIy0W1CpZFSKMtq9G77yFbjzzr4tUz+iW7bI3tpNtIoYuYMdODGkyChfzMh88V3z2+hWtFcCg01GfWXTuZTR/ffDt76VmSvJVEY686yjQy2vFJvO7+XUx62u9iejvlBGZsxI2z5BO73aIzCY2+nKMh8Z2SM62GUMmsAQRBmNHp1/TDm78jRjRjrZopyVvj7+kSP5yai2VnWfiETc71gloJQEhsGa/GDgEdEq/gOoE63iIuBPwD+CbDikyKivbDqv1G4zm66U1G47gcGljGz7xIwZmVlebW2ZIYxc5ztQyuib34QHHsh818eNxbLJqBCbbutW72kmClFG9n0LooxA7SvINfQaRzBfNp1JYnruo3zKqLY2fwPDSxnpxo1X36y+gksZecWM6urUOUUilauMSklgqERyLRA3AHtQ2XgfAu6WLfLGIBuGZGQgaKdX8yWwbbq+iBkFUUY2Gdk2nS7/5s3uzC29ra2MTEumr+B6wb77Xfj97zPfvcioEGX0i1/AW97iLr8rZpTPpiskZgSlk5HfcECQS0b2eZnQ+62pyaxzxx3wpS95r+uy6SCbjMpp0x05knmu/ZRRpZNRKTadq64YZPiYbJE/ly3yzbJFXiVb5M9Fq/hEkA1DMjKQTxmZ/YxMZSSlv03nejjzKSP9knnFjMz+H9pKMW06vX+dxBCUjOxz7wu4KjJ7biF9zFgsY52Zy4OQUWenum5eg4pqmGSkR8woNZsOVLn7Sxnlq7R0GaurM+v84x9wyy2563rZdGZXgXJW+oXGjLRNV6lkVEoCw1GQifdux7L3BNmwrCMwVBpKjRm5lBGoSsLV6bWc/YzM/h/22HmmMtJTWwe16exy9gVcFUYikU1GQZWRH1Hq3zo7s4eOsY9tZtNFo6pyK7afkTRCs32tjPxiRvnIyLSWzWvo1SiB3PvkanwNtE1nxozM9/BoGYFhsNp0olVcgxp7dJpoFWb6RRPQFmQfQ4qMbGVkDzzppYxsm858OUERg51NV+5+RqYy0i1mV8xosCgjfW2qqoq36UwysuGVwBCJ5JKRX8zITmAwzykoGXmNlqE/19er/3pOI9d2JiG64FJG+cjI/u/qylBumy6fMvrQh1TH2Ntvd79jlYAhatM9CewARgP/YyxvB5YG2cGQJSMdG4kZV6CYTq+gyCgeV2Rgxoz6Qxklk5nK0hUzKoaM+vpFsFvV+tqbvexdymjMmMw6hZCROTupXQbItum0DVpINp1JBOZzUlenzq1UZeQabBfcJOZV4ZkxI/P5c5XNrjxdZFQJNl1VFVx+ufp+xx1Hp01XieQaBLJFbgY2A2cVu48hS0agKiCTjILGjOyEgM7OvhmbztXp1YwZmUrOpYz8YkaF2HTlVkb6PL1sOn0eM2fCs89mX4++UEY2GXnZdC5lZFfMPT3qnkipyKinp3QycikSKCxmVIxNZ5PwQNp0LjIyY4k6tbsSychPGbW1ZSbgdGEQKyMARKs4E/g/1Aze1ajZYo/IFjks37ZDKoHBjBlBbsXmqhjM5YXYdC4y0vusry+8n5Gd5ZbPptP70mN96YFX7fMdCJsuHxmdfz786ldw4YXZ5wLFk5GfMiqEjFwJDGPT/cv7KrU7FlMEZ1a2UHoCg/3c2vsaKJvO1c/IK2akYceMXM/3QMFLGf3hD6rf1/Ll3tsOVmVk4EfANcBaoA74AIqc8mJIkZGtjMxKATKVk17XXA75bTo7ZuRl0+kWtKt8els7ZmSXybTpbDKys7w08r3g5UpgsF8wfR5eZFRVBe99b8auMith8xroCefs34qJGflNIWGTgHk/e3oy03CXGjMyr0E0mkse5nnlixklk4rQzPKUEjOqBJvOj4zKVbZi4FJG+/bBJ9IJzrqB6MJgV0YAskWuA6KyRSZli/w1arbXvBjSZORSRtoKCDI2nV7XtOmC9DMqRhnZ5dUVU75sOhO2xTLQyqi7O7cVac7fo8tjVt76Ghw+rBTJP4y+3UGUUV1dbjZddXVpyqhQMsqnjKLRzH5KUUbmfvS6xcaM+sOmC9LPSEOTkev6DTRcnV6/8hU11I+93MZRoIw6RKuoBl4UreK/Rav4FNCQbyMIySgLZr+TIAkMZg/1Qsamy0dGrpiRXV6XMjIHSi1GGZU7gcFWRpAhBm2hmtmNWqmZ5KLP68ABta05743+zZXAoM9pxIjgNl3QTq/NzZkx9WIxN5mb+7CP9Y1vwMUX51dGXmTksqf0vS1GGfnFjMqpjA4e9B+3b7ApI/M9euopGJaOmgQho0GsjN6JihNdDxwBjgWu9N0ijSGVwBAkZqTJyHwY9ANvjk2XTKrKf+9eb5vOTxnZ87WYv7uy6SC7kjNjRvoF9koJts/DPN5AJjCAug4jR2bujQk/ZaT3ZRJVEGU0YkRmIrxUSh3Ty6ZzKSOzkaHJqLpajRN48snwne/kViTLl8OJJ6pxBGfOzN3fqlXw0kvZMaN8ZGTeS62CTGiijcXUPnSWXyrl3aVhoG06rRwgvzKKRiufjGwLtqFBPe9+RDPYlVE6qw7UTLGthWw7pMioVGVkjk1nKiMvm84vZqRHebbLp9d3xYy8lJGdEuyqjM1ymN8HwqbzU0Ym/JSR3pepgoLEjEaMUKSg749Wnq4OpaYyqq3NTHbnIqOPfUwt+/73cyubLVvUsm3b3GSUSKhlertoNENG+Ww6XQ6bjExlpM/FrCTNa91XNt2BA3DqqfDHP8Ipp3ivZ0Pve9eu3DLZ56NRycrIZdOZDd2j0aYTreIlfEbnli1yYb59DBkyMofsKTZmZKd257Ppio0ZFaqMzPIJkfltxAhVQdjnYX4fiAQGV5p1PO5NRq4EhkLJSK/f3Kz+HzmSIaNIJFupumJGdXWZERHM89BkZJbZVZGCf0KEOdpCLJZRNKa16yJM+7OGPjd9f814kU1GfWXTbdumbNOVK4sjI3N08SBkZJN1X8ezkkmleK+7zj8d24bLpkskssld48c/VnNhffvb2b8NQpvutaXuwJOMhOAf+DGd5HWlHrw/Yb5gZuKBvY5LGblezlQqeyDJIFNIFBMz8lJGLjLSLWr92/jx2WQ00AkM+vheykgf3y5PXysjfVxdYdtTZ7iUUX19ZioOc5DSIGSUz/bzUkZmjKe+Pv/UEyZsZWSTkb2u63+hqd2uSjgIXPvs75jRhg0wfXr2spdeUgPLTpkC73hH8H15KSPdmdu8PvfdpwjcJqPBpowMe65o+Cmj76b/vwkYD/y/9PdrgE2lHri/YQ7EOXy4+mzHbUwp7dfPSCsXnUqtySjoFBJeZOTqD6IrS/Mc9DH1cczAdyyWqYzHjVPxCK2QzAdc98voywSGf/9bHe/667OXl2rTFRoz8huBwSQjs8J2NT5sZWQu02UuRBn5kVEqlTlPM2aky9LQkD8l3IQZM9LreJGRl01nN770fr1Q7MgDroq3P7PpFi2C006DpUvh+OMzy3fuVP8LnUPLSxm5bLqeHndDaBAqIwBEq2gnI2KqgSoCdnr1JCMpeQRACL4mJecZP/1DCB4tobwDAn3Dq6oyFZKpGiB4Np0mi+pq9dfRkWnZB0ntLrafURBlZJLR+PHq/+jRuWRkbqNRagLDLbfAww/nkpHfsEjmcD+FJDDofRaqjOwkj0KUkXkMvTyV6hsygkwfGzNmpLcplIxsZWQeJ1/5vBpf9nFtFDuPj1+6uVnGcikjTTo7d7rJqND3wUX6ZkPXJiObtOx1BhNki2wyv4tW8Qbg9CDbBkntHiMEvQJWCKYBYwopYCXAJCOtjGwyMh+YIJ1eo1FVSR08mPk9yKjd9fWZ4X1cZbQJxlZGyWS2QrBtOl1Bjxun/mu/2/Xi9qVN19OT25HYPFaxyqgvbDq9vlkh5CMjlzIyKw597ELJyKsTrSYjVzZdQ4N3zKhUZWSTrx1vMsvRX8qoP206/czairpYMnKRslfMyCajwa6MbMgW+TfggiDrBklg+BTwsBBsSH+fiprBb1DBtLL8yEirmyAJDJGICojrhzbo2HRmK9usyIIqI7tS8lJGCxfCa18LCxbAM88EV0bFvghByciVwBDUpvNLYHBdH7sMpg1biDLSZORKIimHMrI7vTY0ZAf47ZjRX/6i+rG8+tWZ/QaNGblsOpuMgqR2F9uqL8am68vUbv182c+Nfq8LeR906ry9nWnTmcu9yGiwKiPRKt5kfI0Ap+KTe2AiLxlJyb1CMAuYm160SkocVU5lw1RGNTWqctGKRiNf5WR76NGoUh9bt2Z+D9rPCHLjDV6dXu0hiswK2I+MRoxQIxT85jfZ5TA/51NGy5bBm98MTzyh+gP5wSSj55+H555TQ/4Xq4yCJDAE7Wdkp7/bysjVr8wkD5dNp9frazLyUkZ+Nt3XvgYTJmSTkZ1N51XRuRpNWmXr74XYdP0ZM+pLMuoLZeSqN/TnIDbdUaCMrjA+J1D5Ba8PsmFeMhKCeuDTwBQpuVYIZgnBHCm5q5iSDhRMMoLctGfIPPBelZNLGY0dqypd/XvQfkaQGzdyJTCYlYKr5W+rKDObTleSJkGa52r+Zp6fee7Ll6ukhJdfDk5GUsKvfw233uomo1KUURCbzi+Bwe7IWaxNp0fqNvepy1yOmJGdTWeTkV2pmcMB6XUKiRl5kVElJTCY5fLaTxDo++GljAohIxex6OWFkNFgVUayRb632G2D2HS/BhaTmadiK/AnOPrIyHyBC1FGQW06lzLSMOfBydfPKKgy0tuZBGmfU74EBl2mIBlF+qWOxzOz37oIsC+VUaEJDMXadLYyqqnJkEMxMSMzG8wko0hEEZ2dTdfY6J3anUyqctmVWrHZdPrZLtSmKzaBwV6/vt6t3sqtjOznRnfCLVYZ2ffDK2bk1xAabBCtYhrwMVQ4p/eNli0yb1egIAkMM6Tkv4E4gJR0AsJ/k8qDGTMCb2XkVzmZvdlNZaRbyPmUkf7vUkb2g2uSRbExI1sZFWPT6XIFeSF1+bq71QtuWkPmMYNm05U7gcFUwi77Tae/u5SRSUDFKCNzug+9/MiRzDnbnV7zJTDYlZqtjEzSC2LTeSUw+FWSfdHPKBpV17oYm67YTq+F2nSpFFx0Edx/f+6+gigjcx2zf5m5zSC26f6Gsub+DzXjq/7LiyDKqEcI6kgHoYRgBgzumBGoJAZ7SB79AntVTvoFNbPpdMaa3rcQuX0gzAcsEsl0ujXJyD6eeUybJPKRka7g9XZBbTpXAkMhykivo+06m4zsTq+NjaUnMPRVzMjL69cp4HYCgx8Z6ftnK1KTjOrrM32dTGWk74er06teVxOVeW4uu2egbLpilFFdnbpvDQ25NrlZJo1yZNOZz01XV6axapNRZ6fqU3fGGWqAWxOud0eXbSjYdECXbJE/LGbDIMqoBbgXOFYIbgMeAD4fZOdCiEuEEKuFEOuEEDd4rHO+EOJFIcRyIcQjgUteIFw2nZ3AYCoj1wMSjWZ71VoZaehKyWsWykTCu9+QWb582XS2TWeqPlfMKKhN19fKSA/BZB9T73PkyOzhgMo5AoOtjGybLpHIKFzzOul92TadHxmZ52juz2X72WSkt3d1eoUMMdvZdPF4boPGbzggE31t0xXaqk8kMhmuDQ2ZczfRF2S0ZQt85jO5hOpSRuY4efazr89v377cY3g1avLFjOxnbxArox+IVtEiWsVZolWcrP+CbBhEGS1GjcJwJsqe+wTQlG8jIUQU+DFwESrO9JwQ4k4p5QpjnRHAT4BLpJQvCyHGOnfWB+iLmJF+Qf2UkV7PZW0kk96jhpstd3OcMlfMyFZGmmy8YkaF2nSuirQQZdTdnWltuqZm0OdhkpHZD0PDVkbRaC4Z6Zc5GvVPYMinjPQ6VVXZ10nvqxCbzj4fL2Wkl3kpI9um09eisbE0ZVQum66UBIbhw5Ut1tCQG/8yz0ejmNTuu+6C731PDWo7dWpmuStmpC06yCUj/d1Mtdfwa4R4xYz0OiYJD2JldDxqGokLAH13JAH6GgUho38Al0rJPwGEYB4qgWFBnu1OB9ZJKTeo7cQfUCl+K4x13gb8RUr5MoCUcnfOXvoIXjEjczh9r5iRnWZtxhtMZZSPjLTF4qeMamtVBRhUGdkqSttEUHg2XV8lMGhlBP4Two0cqTL19DJdQWvYIzA0NOSSEahKpK4u07r0U0Ze2XSQUWfmddL7sm06TWrmPs0y+1kvXV1qVAy9rBhlZJORXYEX0+m1VJvOa//5oMkI1HkePuzOZi11OCDd+LTXc9l0fmSky+YiI9e740qe0dDPczyeTUaDWBm9EZguW2SBgygFs+m+iRoCqEEITgHuAN4RYLtJwBbj+9b0MhOzgWYhxMNCiMVCiHe5diSE+KAQYpEQYlGiyLvkUkbxeK7KcMWMbJvOTmDQMCt/s9VWCBnV1OTGjOxpx/1iRi6lMxA2XTHKKF8Cgx65wj4XPYWH+d1GEGXk2rcuv47zFaKMNPIpI73cVEY6EcJWRuYwUOa5ubKyTGXklSzjKp+LjMpp0yWT6vwiEfXfTgJxPauuUbvzkZG25e3yuWw6TUam4tYoVBnZFrFJ7DZhHQXKaAkwopgNg3R6/acQVAH/Qtlzb5CStQH27cq4s3vixoBTgAuBOuApIcTTUso12WWQNwM3AzQ0NATqzWvDlcAAqrWkKwavTpB2Za9fgmhUVah6mVn5F6uM7NaTadN5xYy0sjMrHyhSGVUfpitRjRrjsLgEhqBk1NycGT07SAKDOcCsbaVpsrDnJrKPbV5fs/FhlstFRnaDwIxvlUpGet2urszQTa5+Rua1MO9lT0/2fvTvpjLy6qNkltUvZlSITVeMMqqtVfZjQ0OwcRSLiRnlIyOXMho3Lnd9P2XkSmCwGzD2e2CuM9DKKB06+QXK+ZLA+6SUTxWwi3HAKtEqnsNIdAuS2u03hcT/kU0ew4ANwMfSHf4+nmffW1FTzmocA2x3rLNXSnkEOCKEeBQ4AVhDH8OljEA9oBMnqs9ma9KljLRNZyqjSATGjFEPr23TuVK7vRIY7Ja7/s1c30sZeZFRocooEgE+dBI/kF3MWfpfvGPhO4omI/2Cu8jItOlAKQIXGdkJDOYAszYZ6ek8hg+HPXty9+eqEIIoI30e9jxXfamMzHXtmJEuoz6+y6bT18eljPT+/MiokJhRuTq9RqMZMgqqjPqKjFxj0+3cqaxUU41r+Ckjvz5DsVimoQru978ClNEPgHullFcJIaqB+nwbWGgp9sB+ymiR9X1xgft+DpglhJgGbAOuRsWITPwd+JEQIoZqip8B/G+BxwkEV8wIcuf78YsZuRIYINPx1bbpSlFG+rs+phDe/Yw0GZkVCBTez2j3kd0wah3dchjv/Os7OW/KeSSTk7PK44dilBEodRRUGblsKj2FB6jx2fbsUetpgjLXD2LTpVKZZ0CX31asxZJRKqX260VGdsxIV9RByMg+ppcyKiW126+SLCVmFI2qWXBnzFCjfSQSqszf/z5ce61aL6fhhPuZNnH//XDDDfD00xkystdzKaPduzN9CP1iRvYU7q77brocJtGa70YlkJEQYhhwHvAeACllD1BQ7Ee2yKIzov2mkLil2J2q7WVCCHE9cB8QBX4lpVwuhLgu/ftNUsqVQoh7gaWozItfSCmXlXJcL3gpI3sm1CAxI/1y6hdCx436KoHB/K6PUV2dnS1mjgah+zYJ4VZGQW26ZbvVpT+h5yM8V/Mt1u9bTyIxOaesel+33gpvf7s6jpSFKyNNFrpPUr4pJMwR0r1iRsOGZZaZZOQKIvspI329vWw6rwSGWAw47+v8Ze0MPjn5mt5rpfer92d2enUpI7PTq0lGusI076Vu0ft1enXdB/va6H32d2q3Psd//Uv9P+ssteyxx+CLX4T589V6LjKKx93JDBpLl8ILL6jGYiE23eHD6lkyGzr2eSaTqiGlnznzN/M4pjIykxRcysj+38+YDuwBfi2EOAElQD6Rdq4CoSzzGfXuXA2S+l/AfKBWL5cyM62EF6SUdwN3W8tusr5/B/hOvn2Virlz4cYbM8ThpYw0GbleXq08ksnsiel0ercdM9IvsPmAxWKZY+/ZkzmGnzLS+zaVUX19Zj4dsyJ3xYyC2nTLdy8HYHLXa3mu5ltsPrjZ06Z7/nl473uVlfHa12a/hOaAqX7KSFfIXmQUNIHBVkbmNvaxg9p0OntOl1+PrpFPGRHtgfO+zjcXj+Sj519FVbQqq1Gi9+dKYDDPWXd61WXU5SlWGfmRUaXYdPo6avVg22d2arc+ln5fXWXTZWlrK8ymO3w4k2bupYxAqSOTjMxGj0sZeZGR/VyXSRnFhBCm43VzOh7f+ztwMvAxKeUzQogfADcAXw56gHLPZ/Rr4KdAAngVcCvw26CFqxQsWABf/3qGjHQCw/798Pjj2XEgP5vOrJBsZWTaYi5lpF+6SZPUg67TmiE3FuFHRh0dqnKyrRxzfb2NuSwfGS3bvQzRNZJRXachEGw6sMkzm05XgLvTyfjmi+Vl09nkbI7RV2oCgy6fvq8uMjIr53xkpO+DLr/2+/PFjLYmlkCsmz2dO7hz9Z1ZZfUio1JtOl2J2gkMpjIqNGZkKiOX5exCsQkMup+YhiYjO2HHpYw0GXkdVy/zIyOXMjpyRMWw7LoAsr/bcSO979pad8xINzLAP2ZUJmWUkFKeavzdbP2+FdgqpXwm/f0OFDkVjb6ez6hOSh4QAiElm4GvCsFjlBCoqgRodXL77fDRj8JDDwXr9GpWSF7KKF9qtxBKqZlkZD7EkJ3AoPet19H9anR/JFOledt0kn/u/AUnHXkDYxrGuJXRnuXE9i0AqpnYNJHNBzczytGKg8w10L3QbTLy62ekrRXzXM1KxS5/kAQGvdxLGekKz4zpmLaseU46ZqTPRZclCBlt6Fbv8fCqkfx00U+5cv6VWZWSSax6mV8CgyZRm4xcfaHsZ7amxp3A4JUdZpORa5zFIP2MXBXpww/DCSdk4oQmksns57YQMorH3Vlqhw6pzERdlr17C0vt1srIRUa2MjJh2u329dDPn59NN5AxIynlTiHEFiHEHCnlalSW84p825koZT6jIMqoSwgiwFohuF4I3giUbaSE/kJtrXqIH0mH2w4e9FZG+sHQoynbZHTmmSr4OmZMZrlfzAhyycgvtRuyA58dHaoyszvg6vX0fzOxgamP8MONH+S3S3+bVSa9nZSSZbuXUX3gOBIJmDJiiq8yMu0PyH6xzE67XjGjWCw7c7AUZWTGjLQyskdh0BWeHQexlZGU2WSkj63nqspn063rehraJ/D26Z/mgY0PsPnAZqcy8ooZ2QOl6gZSMcooSGq3HgzWXK6PaZJRKcpo71644AI1rYgL5vMLmfenWGX005+q90vKzLI9ezJ92uzyuTq9amVkN0zN84TcIYGCKKMgZDRQqd2oEbdvE0IsBU5E9TMtBFcYf68B2umr+YyAT6LS+z4OfA1l1Tk7pw4mCKHUkbaZ4vHslrLL8oDs1rF+Ic47D9YaPa/y9TMC9bLcdptqgTU2eseM9DFcysgVv9L/zQoyGgUWKhLasH9DVpn0+tvbt3Ow+yAjDy4gWQdTR0zlqS1PcZxHzEiXT5ORSTp6oFZ7udlyrarKTuSIxz3ISKTomPpnWPEGqusTHD7/U6xp+zTJ5Oze9YLEjLQyykdGuuVvKyPbpvNKYFjb8QxsPYOTL7oQ+BJLdy0lmZwCqH3bNl0ikT39vHkfTfVmJzC4yEg/C0JktstHRq7PulGmE2MKJSO7Il2yRJXLNUyT3qfLprO7MniRkWm9AmzapAjQ7FS6ebN7BlbITrbRz4SpjPQ8UxpBlFFNjVsZBSWjgVBGAFLKF1FqprjtS5jPKIgymiolh6Vkq5S8V0quBCYXe8BKgrbqIFMReSkjs5KwlZGNfP2MAObNU//XrMkcH9z9jCBbGekEBlfMSL+YpuXVIzvguD8BsPHAxqwy6e10Jl3NobQyGj6FLYe20JM+aD4yMn83B6D1U0YmGbmUkRAQmXcnqaveAgtvY0fDfSRP+hlvveOtdCcyBwyawBCLZdt0fmRkx4y8EhjMDMa9HXvZ3r0Otp7JpNo5AKzau8qpjOwECQ1XzChoAoM+LwiujLxS0F39nfR+veBHRq7l5nGLjRnpho1ZfnNaEr1s/frMtl5kBOpaStn/MSNbVQ6gMioJolXcIlrFCON7s2gVvwqybRAy+mLAZYMO2tKBTC92r5iRfvhdyshGvn5GoJQRZKy6fNl0tk2nlZE+jk1GZmv90V1/h5p2RsYmeiojTUb1h48jmVTKKJFKcEhuzyqPhh8ZmcrIK2ZkKiOvbDoAjrtd/Z9zF5uq7oVkFS/ufJG7jmRClkESGIIqI11GL5vOjhlVV2fs0Ke3Pq0+bD2TetHMuIZxOWRkxwZtMnKRQDSaeS78Ykb6PPWxvFK7XQRkfnaRUZAWu1c/o0LJqFSbziQjfcwNG3LLqdHdnbm+nZ0ZQvKaziJozMgmFjtmVGn9jPoIC2WLPKC/yBa5HzgpyIaeZCQEl6ZHYZgkBD80/n6Dyqwb9Hjta+Ed71Cf/ZSRl03npYz8ppDQlcPMmWq9lSszv4F3AoNJkLZNZ1cekHlBD3Yd5CervgL7p3HWsKvZdGATUsocMlq8YzHHDjuW6sRoEglFRgCHxOas8mgEJaNSlFFnvJPUrDtBCph+H+u4G9ZczpvmXMVTPT/PrOfRz8hE0JiRTUZeNp3+XZ+DlJLvPPkdmqvGwrbTicdh7ui5rGpzk5Gu/IIoIx2/qa72jxnpc4Dgysj12ZyLqRAy6mtlZPar02XRsFO7zbKZsSG9zI+MuroyiRUdHcqig9KVUTH9jI4CMoqIVtGbpiJaxUiChYN8ldF21CgMXajOT/rvTlRgatDjK1+B735XfTYr/6A2nZ8yyhczqqmB6dO9lZGdPm7bdCYZmamxpjKSUvLuv72b7Uc2wV9vZWxsBl2JLnYe3ukko1MmntLbcpsyXMU5DkY2ZV0fDb8Ehnw2nUsZabIwce+6e6H6CDzzMag5zEG2wLpLOWns6XTINqg9QE2N26az4xOubDp9fYOQkVcCg/5/5+o7eXTzo7x/Risk6kgkFBmt3LOSRFL2nn8+MjLvo2nTgargXDEjP2XkyqYrt01n7r+nB1asyD2WiXw2Xb6YkZ1N51JGmmDs8mkrT5NRZ2cmRlRMNp3LpismZjRYbTrUrK5PilbxNdEq/hN4EvjvIBt6kpGULEmPwjAz/f93qJESHpcSx6hMgxO2HeNKYPCy6UqJGYGKG/nZdEIY485V97Cz/gF+u+S3dPdIqquzSc/u9FpVBY+9/Bh/X/13PnXCN+HlcxgdnQaoJAaTjA51H2JN2xpOmXBKb4U7ebgKC7ZHNmeVT8NURnpqbo2gCQymNWKWXeP2FbcjOkfBQ1+DRFoyrnsNxzbOUJ+b19PUFDxmZGaI2Y0PXS6vBAY7ZqTLrkn/xgdvZO7oubxp6gcAeslof9d+jsi9vWXQ18A1Cod5DaJRiNPBvtjy3memttZt07mUkX5m8w0H1Jc2nUsZrVyZvzOs2ZiCwsjIFTNyKSP7eBr6uphkFFQZjRqVm01nvseFxIxcykgGSoiuLMgWeStwJbALNZrDm2SL/G2Qbf1supuE4DgpiQvBcNTQ4LcCLwjBNX1Q7oqATUb6Bfay6YIqo3wxI1CjF2gV4UpgMF++VeeewbNzX827/vYuuhpW91aOtk2XrDoAb34LjNjEHSvuoDZWy9vnXAfAqIgaNGPjgY1ZZPTCjhcAOGVCRhnVVdUxrmEc7bGNveUxocvb06NakkFiRmanV9Om05WpeW12Ht7Jn1f8mbp1b4PuYVRvvoxjYifCwSkc05Amo5EZMtLH94sZ6XT3SCSzvllhF2LTmcpoddtqlu9ZzsdP/zi11bHe480drQKD+yOqxWEqI10Wv5hR5zlf4N5jT0VUqYtYPXwf9w57M/9v6f8LlMBQbDad/bwXGjMyK3tt0dnLTdiqWB/Tz6aLRIC6fXTXbey9V/r5cikjVzkhc/1Nmy6oMhozJphN5xUz8iMj83wGE0SrOBPYIlvkj2SL/D9gi2gVZwTZ1s+mO1dKlqc/vxdYIyXHo6Z8+HxJJa4geCkjL5uukJhRPjIySc9uccfjmf3v79xPx7AXGblPuaPdw1b0trLsBIbtNQ/BcX9i78Iv8ZeVf+E1M17DsJomAEZGlfW2cX82GS3esRiAUyaektVymzN6DoeqVEXqRUag1JEXGZnLvWw6FxndvPhm4qk4w1ZdD8CIh27h8+MeBGBibUYZNTZmx4x0lqGXMtLnbDYoXDadK5vOK4HhrjV3AXD57MuzbMA5o1RG3f7Y6t4ymGQUjXrHjFLRDhLzf0sy0kVixGp2Hd7F7svPY3PDHdzw7xvoSWRuQBBl5DUckJdNZ8eMirXpli9X18jsgGojn03nSUYXfZ4jV12g7t/pP+Ibe04jJVPObDoTfaWMxo4NlsAQJGbkunaDNG70U8AwRTmSXpYXfmRkVj8XAX8DkJKdzrUHKewWsDmfkdkZsFCbLp6Kk5TJ3u3BTUb6xTAfYv1dH/Ol3S8BMHabsoB6hq/orRxtZXSgSrUf9h97G9vat3HV/KsyRJqqZWLTRDYc2JBDRscMO4axDWOzWm4LxizgUN0yQObt+JcvZmS+hLYy0i3R3nmbkj38dNFPuXTmpdR3qv5E1TTSXKtqjCrZSIMcByMVGZk2XVWViqeZSsC+9rFYtjIKQkaxGIiIZM+JX4BxS9XvC36PHLmaf679JwvHLWTy8MlZZDR5+GRqY7UcjGWUkV0xeSmjddV/hlp1IRPNy7lp0U30DF/JzF1fYFv7NpbG/9q7jUlGXsrIi4zKbdO1tyu1aioFG0WT0bglyBGbELWHYPq/eDmxiBd3LMmy6fIpI5uM+koZldrPyC7nIIKQLRmDUbbIFH2QwHBACF4rBCcBrwDuBRCCGGoivKMCOo5g+tK2B12MTffigks5cO4Hs/Zjv3RmbMoVM9LrvrRLkVF925lMGT6FRHNGGW0Y/mu2Nv69d9226DI4PJZIso6qSBVXzL4iK4Ns2ohpOcpo0fZFnDLhlN7vukzHjzueRPQQDNvqmcAA2cpICLdNV10dXBk9tPEhdh7eyUdO+0gWgZiTDDbLGTByPXUNCdq727PIKDr1CVan7mHboW295QiqjPxiRnLEBtoX/jeccCsy1gFXvp3N51/A4y8/zuWzLs86h0QCopEos0fN5mBVrk2nicIeFVxvvzT2S9g/DSFj9IxYzjPbnqGu/Timrf8mM5pn8ETih73n5pfAoJ/RIDEjM8ZZChmZ6+i0abPhZcN+L+zUblfMSAgJo5Xi7GlaA6PVNf7HqnuySMA8po6/2uUDb2XkNwLDmDFqoGUztlNsPyOXxTlIldEG0So+LlpFVfrvE6h58PLCj4w+BFyPGij1k4YiuhD4Z0nFrTBUVeXGjCD75SrEpkvV7OPAiAeJj3+id3vIVUYydoTu8Y9y37r76OxRb4WLjJbtXkYsMYLIkUnMHzOf5EiljERVN0snfZy1Y7+dIaPIcth2BjPX/w9fOu9LDK8d3lshpVIwvXk6S3Yt4cmDfwSRpCOZSV6AbE97wdgF6sO4l/LadPqlbmzMboWbla2XMrLJaOmupQCcfezZvaRgp4IPlzNg5Do2zfo8z71qDH/c/1moOkJ7so2Dbzqfu4Zfxsz/m0lbR1vOtQ9i07n6GcVHvai+jFrN/sgaEJJ43XYSqYSTjABmjZxFe9U6wK2M9HXVwwPFYiod/2XxCCx5Fw1ds+gevoxntz3L8MOn090V4cOnfpjN8gkYsYlYzD+1W++zr2JGtk23ZYtSokuXuivUYsgoSGr3YXZBjZJAHY0vwcj1ANyz9p7edWybTk/mmM+mC6qMGhtzJ/grpJ/RUaqMrgPORs1htxU1R921QTb0y6ZbIyWXSMmJUvIbY/l9UvKZ0spbWTCnjLCzqyDXQ8+njA42PwxCkhy2HiJxEiNWs2rvqqwKcdnuZfy2cSGdV7+SS267hGfjvwHSZFTXxp66xzPKaPdLDOs8nmRCMH/MfOSoVURiSTrGPkQyepjDNatVuZJx2sRq2H0cU/d+mK+88iu9ZdbncUL8OlIdw/nJnqvh9B+x6mA6eWFirjI6bsxx6sPYZb42namMzDmEwE1GWhlp20K//PraLN+znPGN4xlZNzJLGZkjmg9PzoBhW3l59M+Jdo3jwc7vwQVf5t9b/g6RBMfvbaUr0cX96+/vPXczbdqVTbene2s2GYkUnT3xzDaj1LVi9Cr2SNUSn7H6R3zqzE9x5jFnZp2DvoYzR87kSPUGEMms4Wlsm06TUTQKa9rSw3LsOImGjuM4POZB2jrbGNV1Ol1dcNaxZ6nfxyynpsZfGeljFZra7RUzslvrW7aofa9bV5wy0mPjBbHpzPdtV2J17+c9zXdDJMlIMZ3ndj0Jtft7y2EeMwgZufoZ2eV2WeoaiYRSYNXV+fsZ+XV6tT8PFsgWuVu2yKtlixwrW+Q44P3A+UG2DTICw1EPszOh18yfhSij/SP/nV4hoVpsb3wnb//L23vJaM+RPZz9y7OJiw4id/yJ4TXD2ZFSaqCqCjjn2yw75VWI6o7eAUyHdy8gkYB5o+dDrJsjVZs4OOFvqpxV+0jV7mXtvrWkRBx2L8gdmy59HhsfPZvk/65nQmwezLyXFfvTyQsOZdRc10x11yQYu4x1c6/j649+vXefOvUcCicjk5Srq3OV0Yo9K3qJ0EVGPT0wPDFT7St6mOYH/sAJ0avhpF9x++pbqToylZnbb2RU3SjuXnc3kJ2xZSqS3vs95VG+3nEsD225p7dcXPhFnllwZu996Wl+MX1hNqipIlIRjt3zfr73mu8RjUSzymuSkYzEYfiWHJvORUaxmEFGbbOpO3wcqZiqHcfET6OrC+aNTo8lNWYFVfVHSCz8BYhk730Bf2XUl6nd+jp2dbljRvnIyLSLNYLEjHZqMuppYFfjvQCcHfk4KZmCWff0liOZzJDQqFHu8kFmHZcyMgdcNbfXQzSZ+4vHc0nHvucum+4oSmBAtIqoaBWXilZxK7AReGuQ7UIyItumM1vKrlZmkOGA9g9/gKquierL+Bdg/Ass2bmEOB1Eo/Dstmdp72nnKn5PatlVzBs9j90yk5TA+BeQkQRy1Gq2HtrKwe6DNPccTzwOc0aqaS/boss4MO7vVMVHAxAftrp3SB/2HJc1Np05+nIiAT1dUWZVvRImP8GSvc8yqWkS4xrH9Z6/+XLVH14Ac+6kbdrP+N5T3yOejPdem5oaRT5+ZGTaXLYyAlXpm8ooJVNZZORl0zUlVEbdqMQJxDeeyel8FGoP8vjWRxi560q6u6JcMvMS7l13LymZyurL4rTpzvgBAP/cdHvmuMc+yeFhzyMadxOJQHfzC9DTAJEUz7ffBQemUVfVO99kbzn19QFFRgCMXOebwNDYmCnbmrY1CCKwfzo1B9X9ro3VMlYuUKMF1DXTIMcjxq4kPv//weuuhVl3Zx3XVkaFJDAUYtPp61gsGZkVtUaQ1O4d8dUQr4PN55KIKrI+gXdzTN0sePUXoHk9/7P08+ytXtQ735iLjLyUkS6z3TA1P2tlZO4vkciofsju4lHICAz2fgcDRKs4T7SKm4BNwAeAi4HpskVeFWT7kIzIjRkFtelcyujlgy9zpG4Nozd9SC04/ncQTZCUSbqanycWy4wDNyl6IgBzR89nLyszD/E4pZJSI1f2ZtKNTBxPIgEzR6hW8WPym8Rrd3LMto8B0N20muW7l6tKbO9cpzLSZBSPw7TouVDTzv2b/95r0UG2MgKoPXS8yupKVrG/az8Pb3q499pUVakXvC+V0csHX+ZI/AjHjc1VRmYCw/D4POgexlmpz3LksGBC8mzYoa7n+LYr6eyEy2Zdxt6OvSzavihLGdnZdDs7tsLcvxORVTy47R8QSahjpQPk0cnPsPvIbhL122G1Gg1/c9eynOtsljeHjJrXO5WRfu6ylNG+NYwUUyFZQ9UBdR1OnnAy9bVVvZbcqNQ8GLOC5KTH1YLj/gSTnuG1D49jTduanCF9OmjrLWOhNp1rbi4NUxm5KtS+UEY6QSCLjHpWQ9ss2JtWiYcmUZ0awaen/B4ad8HH5vDbDd9h8+if0dSkVIwfGTU2ZroE6EFSwU1GumGj771NRrFY9nNQbMxoMCkj0Sq2At8CngDmyxZ5JdApW6THWO25yEtGQvAJIRgmBEIIfikEzwvBxcUXu/Jgx4xKSWB44mWVtNC07fXQPrHXMgDoHvOMIqM9y5jUNImmqhEAzG6eR0dkF9GG/RxM7oJGNa9FatQKXtz5IgCjksqmq48MhwNT2CKfZcS+C5n48icQqWq6Glbz0u6XGB2ZBYnaLGVkttL0Q39M8lwAupJdvRadXtd8uWoOLARg5LM/pKGqgT+v/HPvtYnFMmSkr58fGekKzVZGJhnpqc/zKaNYYjijfrmXsxvfQTwOh9sF4qFvcs2CaxjTcwZdXXDxjIsRCO5dd6+vMvr58zeDSPHK5Nc50NMGxz5Jsmo/NOwBQBz7dO99YJnhOOyZl5eMJjZNJJKshZHraKt+nvWdi3vXM+1CWxmNiaqU9uj+2UQSDbzi2FdkpayPSs1HjlrZmyTDnL/Dq29gf3w396y9JzspYOQ6Dn9oPMz9K4gUj6S+yZaDW4DSbbpSlZGpGsxraE63oWG+b9t7VkPbHNir+nKxZx7JJIxNnAJ3/wh2nsgxdTM5XLuaWAyuvRZe97rM9Bpm+UCVsb4+k02nGwdeysgmHPM3Uxm51LBJRuawRub1sPc7CPBnYBLKkrtCtIoGAk6qpxFEGb1PSg6hJNcYVAfYbxVY0IqGGTNyJTDYtoV+SFw23cq9KxEySuzgXMTeeRBJwoEpTBk2lfjYZ3qV0YKxC3ofZq12xNiVbO58qXdfiREreezlxzhuzHE0REdkWlm33c0Xhr3ESS/9G9EznNqOmRxuep7719/PjNi5veekYdt0ANVdx8L+qQBZZGQro6aX3wx//DO1yz7I5bMv56+r/koylXQqIyEyL7GGmRrtUkZ6bDl97OV70mTkUEZmAkMyCTFR1Tv8T1sbVG++lN9d+TvqaiN0dcHo+tHMHT2X53c8nxMzMsno3nX3EtlyLsd3fZiqSDXM+TuHa9aqFaRATnqa53c8r76/fA4cmqQ+B1BGERGhrmsGjFrDs9Ou5LZDH+pdL1LVw46Fn4am7ZkEhphkTdsaxqXJKN5dxcmLn+XL5305azigkcn5UHuI5LCNsP7VUHsIpj0MwONbHs9SN4npd6n45Zw74ZineDh6I79+Uc10l4+M7EF/g9h0pSoj/dnuK6aX9yR72N2zURFRW5qM2uaSSqWHAlr8Qbh5EQtHnEdH3RqiUfjBD+DKK3PLoY9RW5uZPTmIMqqqcpNRPmVkx4z0fR/syki2yE8AU4Hvoea8WwOMEa3iLaJVNAbZRxAySoepuQz4tZQsMZYdFfCy6bxiRvqFdCmjVXtX0dAzHRI1yD3peSK2nsnJ404nMe5ZIrEkK/esZMHYBb3HmTlcB6RXsrlLWXQ1u15BvHkZT7z8BOdNOS873XXPfCbXLOhtZdUensO+5n9zJH6EM+ve1XtOGrZNB2kC2HweQJZNZyujVE8trHwT8Z4IV867kt1HdvPbpb/tJaPmZtXXoqdHVTo6Nd1Oja6uhiPDXuBA1wF/ZbRnORObJjKidkTWfkybTg+sGo2SRUb6d1NBzBszj5V7V2Ypo1gMdg37J0xWGYvr9q0juu84RLyJ00dfCHP/zoH0qAnV2y4gOf5ZfvLcT6g/cAp0joS96fu611sZmZVXbcdMmHkfnTWb2J1YDUhFiOOfoH3B/8LC3/ZWSl2xnRzuOcz4qtm9+xnWPZ+mmqYsMhqRmJc5wCNfgc4RcGQ0Z414I49tfoxkSvaeb/exKsDP9AdgtuqV8cJOlRnosum8+tWZ62jkS2Do6irOpoPcwW71Ost3LydFUll0u48jIquJ7jqZZDK7j9uk2tn0VO+Cmkwv7FgM4okMo5pk5KmMxr/InWsznYzzKSOtgPT5mcrItunMSRbN62Eue+YZRaaVDtkipWyRD8oWeS2KmN4GvAEVQ8qLIGS0WAjuR5HRfULQBAzCUZO84ZXA4BUz0nApo1V7VzGsZ656qPZmyOiksWcgh29mZ9WTdCe7s5TR+NopRFO1yFEr2dixFNonENt+LvHha2jvae8lo3g884CaY9PVtKvW4fTm6cypPQdwzPRKtk3X0QE8/Sm+eu43Gd84vnddWxmZL86b5r2JV055JR+9+6PsFcupqlK96w8eVL9XV2fIqK4ue+y1WG0XWy8+m/985D89yaiqSvUx6k0pxx0z0llSXmRkjm49b/Q81u9bTzzV07svUX2ENQuvgVffQIfcx/6u/VS1zyQeh7PHXA4j17M+8k9IRala9TZk9WG2HNrClJXfVzvQ1tDeOTlkpK+1WUHVdsyEmLoQ3RyGxp0qbjVmkVrh2KdU5TftAXZXqTmRxlcrMuruzh61W6vC5rhKbBCJWth2Bvz9V/CX2zih8TXsOrKL5LD1qjN3vJPu8Y/AkdEwfAuc9EsgMx6hlzJyxUjBXxkV08+oGDK6e61K1mDjBdAxhncdXE10+btIJjODpAJMrFb3qbtxTWYfVQlurTmdz93/ud7ygSqjpzJ67XVc/9A1tHe3956fqYxcqsnVANTKyHynNOl5ZdPddpuaSfqTnxx0SikuW+Q/ZIt8G3BskG2CkNH7gRuA06SkA6hGWXVHDfJ1erVTuzVsZZRMJVnTtoZh8Tlq261nQioKGy/glLFnA/B49Y0AWWQkU1GGxeeSaF7JhiNLYdfxiD3ze/d77uRzczoC6tZXKgXVhxTpvWvhu4jFRO85abhsuo4OYOeJfOHs7HkSbWWkP8fjEIvE+P2Vv6exupFnRn7cl4xqa1UZDzc/BdXt9IxYjox18ejmR7Nsuqpqyb7TPgMLf0uH3MeSnUs4d/K5vccvhIw0MZgKYt7oeSRlko7adb33q33K7aSq2mHsMvYklR1XfViR0ZmjLgVgubwD9k8jtfGVALz7hHcz4pAiehZ/iE8v/BZ0jsoho0gke3RvvW+A2q6pasGoNSrDbdRz6vsxT3Gk6UV496u5s/pqACamycgcMFdnb3V1QXViLKKrmbr9p0OyGla9EdZfzKxqVcbkJKX6Ht38KDLWBY9+WW3cuJuG1AQ2H9zM/s79gWJGrvEFNcph0+l7bo8vqNf559p/MrvhNDisGlEjmEosEs1RRhPS17DLIKPUwlvYHVvMvzb8q7fckLHpbGW0K7USjnmGnlQ3/1yrVKXLijOvh/2bXz8jOyPPvHYdHfC+92VnoQ5GyBbZmX+tAGQkJSnUcODzheA84DhgREmlqzBUV+fv9OoiI1sZbT64me5kNyPic9ULvP1UJt56AHYt5MTRZ8DKN7Al8hgCwbzR87Iq16aueXRNeID1h5fAroXIPcqGmdE8g0nDJuWQkTk2Xf2uCxnT/mo+cPIHsrLUNPRUFPnSZSFXGdl9IiY0TeAdx7+DPXVPEK3uYfhw9UK3t2eTUU0NRMau4tCbz4ZXfIfO4Wr45hd3vki3PNx77ocm/474qd+D87/KS+0PIZFcMO2C3uPr9eyWqG4geCkj06YD6GhY2Xuu+6f9PL3iQdZ0P6o+digymlA7HfbOUTZQ2xziu2Yw/l/38aPLfpS537sW8uHjv9A74Z0Nu6Nk3YGTQQqmbfiGWjBKxTG6Ri6CZBU07mZR7beUEqOB+qp6Rlcf23uuutzm1OOppKDx8e8zYXVr1rHHRecxsm5kLxndu+5eRLIGnv8AHFT7PLHjs733wiubLigZlaOfkf7sIqM9R/bw9NanOaP5tb3LI5HMu2CS0djYDJAROutXE0/G2bB/A11nqhmCV+xZQU+yp/c5sRMYtDJ68sgtkIoyonpUVvKOX8wonzIy3yn72pjX9/Bhtc441eti0JJRUATJpvs2Kl3vS8Dn0n+fLXO5+hVBYkYum86uyFfvVXGG5uTcTF+ESGN6XwL+cTMNjGXGyBk0VDdkPcxT9n6Qxh2X85oJ74QX3k9yl1I75045t7eMZjDUJCPRfgznbfpXL2np303oWJfeXvftsc/BSxklEpkU27OPPZtUpJv46Od7p2zYsyddMVcfhvecT3L6PaRO/bH6cerDdDQqMkrKJN2jnlNxm8O72Djv49DdCCM38Met36WhqoHTJp3We3w/ZRSJZMho3z43GemRszsbVhGLqUqoY9RT1G9RKdqLO/6GQFDbOT0zHNBapY5om00iAcP3XkxjdWNOQ+SYY2DyZHJgV7x1+06H/97DqB1XE6MGRq3hYE8b8caNsPwtACzjj7DxAj4cWcz977ifqpg6mJlxZSqjZBIa1r2LEfvPBzIdkFPJiBoNYtIzRCLwzLZnqN9/OsTrYeUbieydz8yOdwCKjLz6GRVq05kjp/eVMnLZdPesuweJ5MyRbjIybTqRqqH6yFTaG1/ghJtOYMYPZ5Bq3Ma8I9cRT8VZuWcl3d0ZxTJ2rBpR4sgRpYySqSSPH/otrL2Miya9hbvX3k1HvKNXGdn1hP5cSMyoujqXjPS91O+oJsYhT0aoANQcKblMSq5I/72uzOXqV+SLGXnZdLYyWrVXDRHTnMqQUdbozx1jeF/s3/z2jb8Fslv6zQfPZ8aiP9Nywm9g71wSHY1MXnwrN557Y++6LptOP+xmpph5XA29bpZN5zgHr5iReT1eMfkV6pzGPkHTsBQM38zmriVUVUvWV/8Fpj7CrrPfQfw41apk0rMcaHyW6P65CATd456gqgpuWXILiap9cNs9kIyx/ODTnDvlXKqjmcKbCQzm9dKtd02GqVRuAoOU0FDdwOThk+luUsro3xv+DcCwRf8JwLqupzhm2DHURGsNMrpM7SgdG7Kvrb5uK1fCRz9KDuyKN5kEOkeRSkYYKWfBqDU8vzMdL3rxPYqMAZa/mdGxabxi8it6j+ll09mjcutAeDwOJ4w9EUavIhXp4qXdL1F/6AT14/3/w8g7FlEdH8vEpom8sPOFPrPpOjuzsyU1iun06mfT3bf+PsY3jmd200lZy01lZGaoVbfPYdfwu1i5dyXfvei7jP3bs8w7+AlAkXFXV+a6Ljj5MGt37GDPXkljI/zqhV+xL7Ednv8Arxp7FR3xDu5dd6+vMnLZdH4xI5cy0u6Cfkc1GdnjQ1YiRKuYLVrFz0WruF+0igf1X5Btg5DRBqAq71qDGPZwQH79jPyU0aq9qxhdP5p6RmXZaZB5kI6pOt45jpl+wM1+B2O2v7O306QmCZdNZ5bPSxm5yMiVDeiljMxzGN84nrqu6XSMepKf778GPjWVFa88kfYF/8tL4jZon4CMdkN1Ozz2RYh1s6/+aWLbzuO4sccRn/AEsRg8tOkhGjvnq3TpDRcBcOG0C7PKEzRmZJ6zrly09Tpv9Dy6h60kFoPndzxPVfd4xO6F0D4eiWTmyJm9A2KmUsDGC3hb8w9g2dVZ+7UbInruJBtOMkLtu1nOhtFrWLwjTUbbToNtZxAhCqvemEN8LjLSFb+LjBIJWDB2IUQTrIvczeGewzQcWZguQIyaqJoS/cTxJ2bZdGY/MPt533rCh+G0nwAQr97Nvs7M9Kb6mdDjuenhc1Ip9d9V4Zrws+ns9aNR9Y6dOP5EotFMQq9t0+mhfZJJqDqk4kbvOfE9fObsz1B/4DTqu2ZRG63j899bwpYtmet6V8Mb4bMTiV9/DCuafsh/PPgfLGg6F1ZfwYKm8xhRO4J/rvmnb8zIZdP59TPSysi0ODUZaWWk++4NEmX0J+B5sp20zwXZMAgZdQAvCsHPhOCH+q/oolYg7DRov2w6vwSGVW2rmDNqTlZr0jUvjn1cTUaxmPf+9XaaNPW6XmTkCqzb2XReFalXxzuzZTbs4NnsH3sXTxy4HZ79CJHNr2L3/BbWpf4Nz7+fOS/9kcbnb4SnP5Upw+4TOPuYs0lNfApR1cVjmx9jbMer1I9LlXV08Yzs/tQmGbmUUU1NdlwJshUEKDKKD1tFJJri+R3P09R+sjqX3QsAssgomQRklMtGfRy6h2ft1+/e22X2isU0J2dD83r+uPyP1B2ep47x2Bd5/6TvQ8fonEaPlN42ndlwMrOyFoxWSmip/H8ANHUs7C2/7u910viTWLFnBZ1xdZHMETJMJyBVfYiDM2+GhWpfBy69gvff+f7ec9PviLbHdBmTyczzUlOT28ixr43d6dWFSESybt86ZjbPzFGppk2nh/ZJJKBu+0UM657Pt1/97d59pxJRJlUdz+7Ii9x3nyrftkPbeOHgA7DqdbBvJv+KfYK2jjY+OuMHgEAmY1w842LuXnc3PXFZkjIyY0bV1dkxRj9lNEjIKCFb5E9li3xWtsjF+i/IhkHI6E7ga8CTwGLj76iBFxnpBySITbd011Ke3PIkp086Pctnt+fFcb108Xhuz217/7Z1ode1Z3rV//tSGblGJ27c9wpkpIdpjfPg3u+TuvMmZKQbSQpeejsT2i9n1JKvq345u1SlL3afwGWzLoPagzxW/R8ciR9hQtf5aocvXcPdl6xh4biFWeVx9TMylZEQGXXkRUbHjT0OWdXBwbolrNizgqYjJ/mTkXX9vGw6L/iR0fDEbIjGeWn3S0xdqypINl7Im6dc73ksZwKDZdOZg3ZOHz4L4nWslncB0NSZ6UCsn4MTx59IUibZ1LEMyCYjs/F1cPjjEEnBuKVEajpIjF3Ms9ue7S2bJhxNRmY5zLTpYmJGNg7G2zjUfYgZI2fkvIemMjLJqObly3ndluWMbRjbe5xkEiZXnQjjltDeLqmthTtW3IFEMnXtf8MtD3F1/c/52Wt/xvxmZQfG43DZzMvYeXgn+6pfzGkcafjFjPT9yhczsiedHGRk9A/RKj4iWsUE0SpG6r8gGwbJprsFuB14Wkpu0X+llriSYKdB+2XTuSqJZCrJtf+4lubaZm4898ZekoDMg2XGpDTs1pNp09nr6jJpMrJjRvmUUVAycikjbQGZyqhx12uo6ZnA18/6CaSqoG020zb8F2fVvxP2zu1N7QZg8ytBCth1PJfOeC3snc0zkf8F4JjE+emVBDOaZznLY54vZCsjyJCRPmez0gY1Rh1S8MKIL5OUSYZ3nKzubUAy8rLpvOCrjBKKGD571mcZs/+K3nXMKSTM8zaX2crIy6ZDRmH3ApLEmdE8g5p0B3jzmTlpvKpkN3S8CCjCcMWM9g97RH2oPkL0uL9BJMn29u3s7dgLZN4RbdOZyqgvyMj8vOXwekBlmLrISI/AYNp05rno/SUSMDF6ItTvg7ddQee8X/CH5X/ghHEn8Iq5c0BGuGjUB7j2lGuz6oJLZl4CwK6mewrOpotEVMPJy6Y7WmJGwLtRtpwpXhYF2TBINt0VwItkZno9UQjuLLaklQi7g2hQm05//v2y3/Pstmf5/iXfZ1T9qKx1zPHUwN+ms5WRn01XaMwoqE1nK6NkMlO5my2zWPs0Xr1kO6+Zc37vshm7PsP1k24FMhUQAI9+iTd2/pNU5zBkKgpPKgv5+LHHM7xqdM45mjCVkRCZF9dFRrYy0sQ9sWkiVdteycu1qp/IiK60Tbf+NSxsuoBzJp+THTMi+5koRhm5Ri1IJmFU92k0/ekxvvXqb2Xtb9w4GDECpk3zPlZQmy6ZBHYphblw3MIcQk8kYFrzNJqqm9jU9ULv+SaTufMLtTU9jOhUtXvqhF/3lklPgOhl05WijMzP5liHm9vXAarxYDfadN8uWxmZfdr0NUgkYEH0DWqcwVFr2H7qtTy99WneetxbOf307Otp1gXjGsdxyoRT2DPi7owyGrmWjyw5mduW3ta7nqufkfkMdZ76DVoeaqG7218ZaTIaTDEj2SKnOf6mB9k2iE33VeB04ACAlLwITAuycyHEJUKI1UKIdUKIG3zWO00IkRRCXBVkv30NWxnZ8tseHkVDf/7Dsj8wdcRUrllwTc46QWw6VwKDvR/bpiunMtLnrMvmUka6vGYCgTkcUBYZHR7PbHFpJgFjyTsZKabzujmvyyqnTaBmecz/XsrIy6YDiK1S96a5tpnGxBR1foeO4ZtzHmBsw9g+VUbV1dnXykwMSCYEtbvPIRqJZl3/4cNVevrll6vvrufMJFmvbLpEIn28nSpuZJORVr4REeHE8SeyufvF3jInk9lDXbV3t3OgbjHRl94LqQjJyQ+oaRvIkJFt0/UFGZnvSDYZrUcgmNY8zamMDh1SRGqSkZcyqk9NgDv+AP+3mllLb+M1M17Du098N+eeq9abODG7LLouuGzWZRwc9hTU7WNH91p473ms73iBv676a+8xXcqo1+aPSnpO/gE/XfRTuntkQcpoMJBReqrxj4tWcUf673rRKgIlwAUho4SUHLSW5R2NVQgRBX4MXArMB64RQsz3WO/bwH0BylIWBElg8IoZHew6yP3r7+fKeVci0h0EzIffL4HBjhnZCQxBYkb2wx40ZtTV5a2MIFOpSZlRRjYZ6TiOrgjtERh0GbSi6T1+sob/aFrF1171NacCMeEiI7uS0endfmQUXX0lERnjpAknEbMysfS2hZCRXwKDTUamMnKl4evzEpli+ZKRy6Yz43rJJLD9VEBNPWErI12ek8afxJb4EhBJampg//CH2H5oV++5PrHlCaRIklpziRqQVEjElnMY1zAuRxnp51s/Ky6bzk4LN69NDhlN/xdMfjyLjDYeXMekYZOojdU6yWi/muC1d6oI/by5lFHm/giOPfA27n3HvUxsmshJJ8H69XDOOepXuy64dOalIFIcHPUvfr6uFao6mFl3Wtb16FVGs+9iadtzWff8QNUKaNjDno49dNVszsmmcymjwURGwE+BU4CfpP9OSS/LiyBktEwI3gZEhWCWEPwfyg/Mh9OBdVLKDVLKHuAPwOsd630MNfz47iAFLge8YkauTq92hXTXmruIp+JcOe/KrH3Y+zZHeNBwKaN8Np2pjLT1Zj7sQbPp7P3bxzGJy2XTmePLaTKors4c11RGpqev91FTVYUQIi8ZmTad/p7PprNjRgDJw6O4oPv/uOEVNzivcV8mMNTUeJORq+Fgf/Y6lnle+pnU65kt7FQK2HoWnxr+KK+d/dos1WyS0YnjT6RbHoGR64jWHWHV6Rfzjce+1nv8l3a9BEBqy2m9th87TmbhuIU5ZKRRaAKDq59RNApc8UF4w7tpaJRw6cfgde9n48H1zGiekXVN9OdoVClLyJ63yFZG+vz1/Zk1S9mjJqZPzzQMbDI6fdLpRHtGsnvMn3ho+19h2dWc2HA56/at40jPkewEhte/j28uex/xRGbQ2q2xh3uP0znqWTVSSd1BHpnyapbsXJKljOwEhkESMzpNtsh3pwdMfVC2yPcCp+XdimBk9DHUEEDdwO+AQ8AnAmw3CdhifN+aXtYLIcQk4I3ATX47EkJ8UAixSAixKOF6oktEvpiRl00XicAdK+9gUtMkzjjmjKx92PvOFzPKl8AQNGakVYo9lYOtjOz928vMlFS9z9WrYf582L7dm4zssen0PvV5mVNKmNfHvjb2smJsOrPTZDIJp3IdF824KOs4tjJyxYxKtelsMvJSRq7zNtfzU0ZmC1sfb07duUREJMem0/f1pAnpjqPjXyQ+6gWIJHhu+zO9x9ywfwM1yVEq/Txt+8ntp7Bw3EKW71lOIpXIqSD7IoGhQ7ZB8yYYuYHD025TfZxO/hXP71zU2+/Ofg9NMtIJDH4xI13uu+6C//3f3HJp2A3TaCRK065L2Dnyz3QmO+CltzMpthCJZMWeFb3vRXtyDzTsYcORZewQz/aW4eXIw3BoEjXRGuJjnlWj2U+8hz1ND3Dz4psHfcwISIpWMUN/Ea1iOuDQxLkIQkbXSMmNUnJa+u9GoDXvVu5pJmx77/vAF6SUvoWVUt4spTxVSnlqzCvvswTkixl523SSf2/4N1fMvoKIyPxQrE3XF9l0J54If/4zXHBB9jnaysTev10mMyVVt3afflqNOrB6dYY8wU1GZv+faDRzLPs6lEMZuWw6L0VSiE0XVBmZYx1CcJvORKExI7O/iiZUXUYvm27+mPlUUQeTn6ArPWjrS3uWQKyLSAQ2HNhAUyIde153CdXts2DTeRw/diFdiS5W7V2VU0EWGzMyz39D5/O9n1fNvhYQcGQ0PcmegpSRXzadttNmz3YP6aRhN0wB6rep4aImNkyGl89hYvR4QMXRNPlt6V7eu/7yml8Qi0FKptgsHoYNF3Li+JNIjFNkdHi8ilD8bfXfSCRTnspokJDR54CHRKt4WLSKR4AHgc8E2TAIGV0lBG/XX4Tgx6hJ9vJhK9lDhx8DbLfWORX4gxBiE3AV8BMhxBsC7LtPUUinV/PB3tO9jcM9h3P6xhSbwNAr79NwxYzyKSMh4E1vyiUa3UG2FGW0c2emDLq84E1GZqWr92uWX69nn6OJQpSROWq3eSw9IoCf3WarCpdNF1QZlcum09fKpYx0qrEmanMf9n3Qv1dHq5kRPR9m3EfHCEVG8VQcxi3pVUbDkmky2nkSc/+1Bo6M4/wpF1ATreE7T36nYGUkreaoSxmt61isPqx6PalIFyx/s5qzCZg1albWNTHPS5fFtOn8lJFrkFsbLjKq3fYaIqlq3jTjnSAjNDOd+qr6XjKqqoLNnYqMTh1xCevqfo+obVfjIrIXNr2KU8efARMWE61KcGj0/cQSw9nevp34mOdUuYZvZnu9IqnBREayRT4AzAI+nv6bI1vkQ0G2DUJGbwLeIwTXCMGtQFxK3h9gu+eAWUKIaUKIauBqyE4Jl1JOk1JOlVJOBe4APiKl/FuQgvcl8sWMcjq9DtsCsS42tauBUeeMnpO1P1dqd9CYUanZdF4IatP5xYw0GelBMW1lZGbT2TZdscrIJqNilJFX5Qz9m8Bgx/fMZ8omNxdRaZvNldqtlZFpNXopI/MZmB15DYxeQ1vzvdS2pa39Sc8hIkk2HdiUISPjOkxoOIZPnfkpbl1yK3urs7uQ1NUBw7aydM/zOWSkr4EJFxmtObwY9k+Dx/6DqlQjPPlZIi9cx29e/xuumH1F1rnpz+b2pk3npYx6etzZmzZcZCQPj+GKrS/x6VO/rM4pGeH4scezdPfS3kba5o7l0DWcq8Z/gUTkCIljH+ThTQ+rHWw6n4WjTofqDpbGfklP7XYmb/oysUiMnhl/Ve/E+a2sOfVyqNvXrzEjIURUCPGCEOKugrZrFRek/78JuByYCcwALk8vywtPMhKCkUIwEqgDPgB8HhUv+s/0cl9IKRPA9agsuZXA7VLK5UKI64QQ1wUpXH/Bjhn52XQimoQPL4Rzv8mGdjUw6tzRc7P2F1QZFdPPyM6m063NfGQUNIHBpYxsMtLKKJ9N50dGrpiRqzz2UD9BYka6vPpa2VaQn02nK8ty2XSumJFfo8D+XQ8C67LpvJSRTWZmVtsMXgNAPLaf+pffwLj6CTDpWQ6JLSRSCYbLXDJKpeCL536RMfVjWD2xJavctbXAJZ/kfQ+/mo4udSDzWbCtOhcZrT60GLafAttO55Od7bDjFGKiinef+G5qYuoB8yOjESMy/Y5MRayPo7sYFKuMEgkYKWfTWFvT+10ndRw+Iqmvh41HlsPu45hVexbRVC3dEx7i4U0P0yymwIGpnDb6QugYxd8Sqiocuf2tnD/1fJIz/67eoYmLIJKEWXf3ktHde3/M2ra1+QtdGj6Bqq8LxSvT/69w/L02yA78lNFiVM/ZxcBDqDmMLqeAHrVSyrullLOllDOklN9IL7tJSpmTsCClfI+U8o4g++1r2Dad7intsumORLZC3QGY9iAbDq6isbqRCY0TsvbnihnpHuq6ooRs0guawGBn0+kyllMZaZtul8r67Z3Vs5iYkTm2nt4G3OrAXM9PGeVL7bYztlyEHySbrlw2nUsRehFfTY17oFRt0wVRRiYZNSfnwIEpAFTvOY0Tx5wOk56lTW5QvxtkpO9VMgnDaobxzoXvZN/wB6AqM9dDTW0Kpj7Eofh+Vh96vrfMsRjQuIM7V/8j6zxtMtrXuY/tnRthxylAxqJy2c7mZ9NGb2hQ/73ciFJtOlfH1jMmncG+zn0cGfMgzc2SjYeXw57jiMgaRneeQ9fEB3h408PMjKmxGBvkOPj5M4yLzmVE+1lEjxzDxdMvRo5eRU/9JhizQu18zt9paJBwwZe4de/1/Pi5H+cvdJEQQhyDquN/Uei2skXqVsl/yhb5XvMPNZxcXni+UlIyTUqmW//1X6AetYMFtk2nl7mU0cHoevVh4iJW7l/K3NFze/sXabiUke4UqCt2yG/TuVLE7ZiR65guFJNNZycw6InLvGy66mrVWfCzn1WdNwtRRl55KXYCQyHZdKXYdC4Fa14v4UrPIXNOhfQzykdG5mdNdF42nV/MyEVGqZSAdWqYm9juUzlxzBkwejUbE08A0IybjEANaiuj3TD5sfQaksP1y9QwO8DS9gd7yxyLAZd8irf+9fVZo37bZV28PR0v2q7ISGeS5SMj81nQ/dq84rSlkpFuiJnv79sXvp1jGifDRZ+nqnkXB3raYPdxJBIw+vCr6BmxjLbONmZXnw+kG5X7Z/DVMcs4c/UDJBLwyqlKXKwe/iOIJBGHjoVZ9/Cfiz8K532Dc+o+wP9c/D/5C+2NmM5KTv990Pr9+ygHLJW7aWD82bEskMjIm5omBFXAh4Hz0oseBn4mJYMgnBYMtjLSy1wxo4MR1WIk1s0zOx7jbce/LWd/rpiRVkYmGdk2nZ3AEMSmc63rQjH9jHQL2yyzLoNZqZpkFInAd76TvS8/ZaSVlJd/X0zMSKtGWxkVYtOZwX5bGfmpIn0d/Gy6UpVRd3fmmdTr5fQzwlsZ5Yyb98hXuHDyZazuauaSyVfx7UX/wb8Pf49YJMZwcUzvuqZNB2riR5GsQc64H+bcCSM2sbX6IpAwsnocyzseAL5ATQ10RHbBvL8gkTyz9RkunXVp1rXR5/G3VX+jNlpH11Y1zYqXMrKvj62STTIqJWakr6GfMorHoTZWy/XHfZ0bDr+L33W+U/2w5ziSSRh96AJIz9Y6p0YRjn6P62qjmWk9xp0MPQ2sqPs5APKRL8EVH+LWlT+FJz/NW6/4LtGITysoPxJSylNdPwghXgvsllIuFkKcX+iORauYi+oCNNyKEQ0DaoPsI0gCQ9E9agcLzBaSlzLSyw9E1kNKfZHInHgRuG06e1RjyDzM3d0q7lNMAoP9uxe07WhmMxUaM9LQ5+JKYDDRF8qomGw6IVSZ7ZiRy6bzUkZmme0EhnzEb9p0eqw3XY5SlZFWXS6bznUO5v5dMaNEAmKdE5nW8zqSSZjSOAs2vZIOeYApw6dQFc0UTl8HvX19VT0Ne8+Fk34Np/8EZt/NY/KbsH8aF4x7K+vjj0O0m5oaeDb+S4jGEQie3vp01vF1WePJOLevuJ1XTboCepQkCmLTmffKRUZ2zEg3/oIoIyGy6wJdZlsZAZwz7O2w4krWdD1OQ6wJdpxEMgmNh04hEm9k6oipjK2eCmT6EJn9w4SMwcuvoEccgo5R8OK7iW07jy+f/U24/7vE4yURUT68AnhdOrP5D8AFQoj/V8D2c1CxoRFkx4tOBq4NsgPPKkwIYlKSAE6TkhOMnx4UgiUFFLLi4VJG+gGB7IrvgNgA+6er4GLzxt5prU34kZHLpguidvKRURCbzmyte21jKiMNm4y0Xeey6UyY9pauPLxiRkFtuiDKCLKnHreVkZdNJ2XmnptxCNumC6KMNBmZ17EvEhi0MnLZdHYCg02eLptOX0e9PJkEnv8ATH2E6c3Tie7IPi/7nOp3XMzhcf9W2W9dwzky4UXY9FpOPPcC7tjyQzjmaaJVr+CJrpthwwXMO7WNp7Y+lXV8XcYHNj7A3o69vH7627gn/XuhNp1+Fv1iRnoEhiBkBLlk5IoZARzYH4Hb7+CRpyTDR8aZ/6VqlWCUrGL8+hv43OubiS1V6+r3OOe+bX4lzLxf2ZTJGsbc9Qhf+F8VdClnareU8ovAFwHSyuizUsp3BN6+Rf4d+LtoFWfJFvlU3g0c8Hut9KQlSSGYoRcKQeAetYMF+WJGpk23nzQZbTkbyM2kg9LIKMgIDLqiLNSms1NDgyoj26YzZ/WEXGVil7ncymjECFVG3b8EsskoqDKC7Kk+bGVRjE3nIqNSbTqXMjJb2KbVaO7fy6YzSSqZBFZcSVN0NAvGLnDGP8307JrNr0PE6+HuH8F931ML11/M8U3nU0U9nPJz7lx/O23JzfDsxzhx9Jk8s+0ZUjKVdX1iMfjdS79jRO0IXnXsJb37L5aMdAq8ef76cyE2nT5v85ppZaQTnfRvmbHxBHXpB1vf82M33shHTvtIbznNdz4r1rc5HQ1JJ3CYiUCDoZ8RcJ1oFSP0F9EqmkWr+FWQDf1eK60JPws8JAQPC8HDFNCjdrAgX8zItOn2yfWwfwasuJI5I+f2dsIz4Uo8cGXT2aMq+CUwmMRVaL8X/XuhyshOYNDQxOqKGbn25YoZFZvA4FJGtbWwdCm8732Z7Vxk5IoZ2VacSUbFKqOamkyfIn1sPV9QX9h0ZszItukKTWDQ5KiXp1JAoo7/nraUr1/wdScZmduLtjnM+9shWHsZbHoV/zN5PSx/C7UM59Tkx+D43/EfD97ApKrjYPXrOGHUmRzqPsSqvauy9hWNwn3r7+O1s19Lg+H3Bs2mKzRmFNSm0+dtNkzNdHG9P8gejsh+j+x7rkdX0P3xeu/b1jM4M/ah3pmPB4KMpJQPSykDpWM7sFC2yAO9+2qR+4GTgmzo91qNEYJPAycCP0OR0D+Anwfd+WBBkJhRNAr7O/fTyX6ljFa9kRevXUltLDc256WMolE38QWx3szK0q9S9UJQMgoSM7Jtulmz4Mwz4eSTs9czFYWtjILadEGUEcCMGdkxK5dNF0QZmRWYV8woiDKCjIKxl5WaTadtunzKyJXAYMeMnDYdMKp6AvVV9c5n2dw+HodhTZmVJjdNBxkhmYSTOj4PPU1sObSFN4z6D5ARjm8+C4D719+fta/9PbvZfWQ3J48/Oet61NdnFIiJQmy6UrLpILsu0M+S2UiyldGIEbnvkf3seZJRqoq3NtyE2KsmOKipyWQHDpKBUiOiVTTrL+lZXvMmypFnpSjQSPYYc+l2Ck2FlrCS4aWMbJtu44GNasH+6Vnr2vAiI/1iaeiXTAczgyYwuFKNg9h0hSojHXjXL4T+bicwDBsGTzlcYlc/I9um0wQSlIxcysgFVwJDvpiRWT4zZmTbdPmutT3qhrn/np5gNp2rjHrfBw96p3abBBhEGXmRkYu4XTZdT0/2nFbmqN2R7pHULf46Z77nr5xT9xZ+DBxTN4vjxhzHp+77FM9tf46T4j8ERrH24DIAFoxdkHXueiR4PzIyn698ykjbana5/WDWBfq/lzIaPjy7PPqa2o0uTzIi08iIx7OzTQeJTfc/wJOiVeh07jcD3wiyoR8Z7ZCS/yy1ZIMBrphRLAZb6+7mcM95JJONRCKwfl+6j9G+GVnr2nC9wO3tMHp07rqmtx2UjPQDWm5lpMlHW0D2RGr5PHe/mFGxCQzmi+t3zsUqI1fMqBibDrJVkJ8y8rsP9mc7tdsk6VhMNWy8lJE+Jzv+kRMz8iiby6aLx73JqLsbhq/6GA+++2P8Vc09RyoZ4VdnP82fd32b/3322/yTh2Hi31h94CUAjh93PFGjfLojtX2N7HuozzVfNp1WhmY/uXzIp4z0b/v3Zyb2M5MbEonMdfFSRq5MzsFIRrJF3ipaxSLgApSQeZNskSuCbBskZnTUw6WM4qNe5OkZl/PfT3yn98XfsD/dx+iAmujWq1Jy9TNKpXITAfSxzZiREBn1lC9mVA4ycsWMYrHsQUhLIaNCY0ZTpsCYMTBzZmY7l01nI2jMyIuMXNl0pdh0hSojv5hRvgQGL0IJoozs5IcgZGROgGcPlGor30QCXvOqRtb//Gs884FnkDIFF3yJ1fuXMbp+NOMaxuUoIxcZlZJNV4pNl08Z6XHxbGUUOGZE9vsyWMhItIph6f8jgZ2o6YZuA3aml+WF32t1YcklHCRwjY92aNKfAbhjxZ96l69pW0OTGAfdw7JIw4brBQY3GcVi2TEjcNtB5svsqlS9KnMNM5tOlyNozCgWy5zHpEmZmFG+Y/qRUVBlNGkS7N4N8+Zl1itVGeWz6SKR7DhFMdl0el92zKi7u/CYkavTq7bp9HpBp5AIGjNyPYNBbDp7CgmbjHp64MABNc1J9+aTODn2Tpj2IM/tfIIFYxcghOgTMgqSTVeOmJFWRiYZuWJGOqFJz4jssukgc/3sUT0qEL9L/1+MGi5O/+nveeFZnUjJPq/fjja4bLr94/+CSMVYuXcljFlOJHIcq9tWMy42h3b8K0JXzAhyEwEgY62Y5dAVgxeplZpN19CgjplPGZmtZH0eEyfC1q25ZXLB1c/IK7U7qGXilcBgwy9m5FIdpjKySacUm05XzqWQkcum0yrHtunydXp1KSO9XEp/S9NOYNAZg17KqKsrl4y0IgD43OfghMvfyMPR77B630ounvnqnGNWVeWPGRWaTaf7GRX6zEGuMjKzbvftg+OPz/5dk4wdr9TXwZxeYzArI9misu9ki5xW7D6CjMBw1MO26VbtXUVH4wqO2fwFBAKO+xPRKKxuW82E2Nze9bzgRUZBbDrwV0bm50JsOlMZ6VlgC1FG1dWqomluziUUL/SFMrIRNIGhlJiRl41WaAKDVzZdEJvOXBbUpguijFwxI/P+2APv+tl0et26uswx8ikjXQmPGwePPw71+8+AdjXQ8PFjj3eeb6k2netadnYOrDIKksAAg4eMNESr+LtoFdeIVuGo7fwRkhG5yugvK/8CwJhNH+acY8+D+X+iK9LG3o69jK+a07ueF1z9jMDbprPjKC47yHyhio0Z6YfZq++GeRz9EullVVWqU6mrn5QX/BIYgmbTufZZaswon01nK6BiRmAANxm5lJHrPLz6m+UbgaHQ4YBMm06X2Tymq2GlyU4/T1VVmUrVfH5cZKTtqUmT1P/2QxFY9XpAZdLpY5vXPh8ZmeUPooxAOQN9GTOSsrSYkTn6x2BURga+B5wLrBSt4k+iVVwlWkWfjU131MOOGS3esZiGzjmIw5O4dPrrYOwKNkg1AvGE6jm963mhUJvOVkauSqpUZWT+HlQZ2QkMI0dmWr52mVxwpXab9gQUp4z0GHvlUkZ2RVxoAoM+N1fMKGinV6/y+o1NZ7ewgw4HpJdDccrIRUZeykiTkR4to70dePZ63jr/ak6akOm+qPclRPExI7/ZlQtVRvoZ8sqm6+hQ/7Uy0nHHfP2MdCMCsl2DQRgzAkC2yEdki/wIMB24GXgLsDvItiEZkauMth3aRn3iWOJxOGfShQA8nVBjw06qntu7nhe8Yj1eykjHjIIkMJj7LNSm0/AjIy9lpMmoVGW0b59arvfjUiv59ulq8dqorS18oFTItum8+hmVooxc5SiEjOzhgCZPVvsePz7XpvOKGblsOn1OusJzqUCTjB59NLOutnCrqrIbM342nVYQhw4Be47j91f9PqsDeTSauWaumJF9D/1sOtd7lEoVl9rtpYzM0RfMMtrKyLwOtbWZgVjB3a1gECojRKuoA64ErgNOA24Jsl3AKuDohh0z2ta+jfrEhcTjMG/k8dAxinX1D1EdrWZczdTe9bzgSu2G4DEjv1YplK6M/Gw6lzKKRuGyy1Rrdts2d5lccJHR/v2qwtCZiEJktw7zoaoqu2OqF/SMqGZQPohN54oZ9aVNZx4/HxnFYmoftk1nlvOss1R2mo7bmDadV8wolVLXRYhcm85PGelzePRRlXzwF+Vm9yqjjo7gNp1JRlpF2Oeuj33RRbmqwFxfk5EQmWc7FsuQsksZmeeTD0FiRnr0hebmzHb6Ny9lpF0GXSaTPAdxzOiPwBnAvcCPgYdliww0P1JIRmQ/lCmZZEf7DuakJtETB5mKwMZXwXF3MHPkTGLpp6kYZRTUpnO1wPULq6easI/TVzadlzL6r/9Sn7/4xcy6xSoj3XrVKISMvAL7NvSL7hqRIKgy8rLp8l1rP5vOVY5CbTpQz4wuj36ugigjUxnolrvLpvNL7d6zR/3XDZNCbDpbGelhsmyY+/ryl3N/110rpFRlnTpVpf9rkvJ6TrwsdD/0pTLSxz982J+MBrEy+jXwNtkik3nXtBDadGRXNns6dpOUSRrlpIw62HgBoEbodlUQNuyHX7/YXjad6b3rcriOYcYHzPXylcdet5hsOo1CbDpXzGjfPjV2l4nemUADwNVB2QVztle/yfX05wnpmeO3bs1tDNjb9bUy8joPL5vO/t3cb5DUbsisY2fT2Tadi4y0rawr4Opq9VyYNl0hysjrOcxHFuZ9+tSn4KWXsrfXKKcy0g0AL2XklU3X0VG4MhokMaN7gTNEq3ibaBXv0n9Btg2VEdmV5rZ21dwbJiexTQ86mSajOaPmEGlT6wZVRtpC8BqBwS8xwauycVWq+SrzYpSRnYUGhSUwuJRRItG/ykjPSmuu71JGU6ao/jJmS91LGZUyAoN5DkGVkZfta5+/V2q3eT7mfaiu9s6m81NlWt1oMtLKSCdR6P0HSWDwIiMdp/RDJJIpv90J3es5ccVe86EUZeTXz2jcuOxlfsqoujoz8kklQ7SK3wIzgBehd6ohCdyab9uQjMiubLYdSpORmJRpZbbN5q3Dv8+1J7+O51VSXeCYkX6w4nG3TefXmTWfMiqHTdeXysgM/JvXpBQyCqqMdDm7uoKldgsBCxfCE0/kkkBfZtOZ5Q4SMzLXM/ftKoedTRdEGdk2nV9qt74OmlDa2jLLS0lgcJFOLJb/+fK7H15qqBwxo64uNXgtZD/b2qZzKaN4PFcZmQkMgzVmBJwKzJct5pzSwRDadGSGaDeV0XCTjBC8ZvgnmNY8LVDcwKWMIL8yyhcotyvTQsiolGw6cz1TGRUTM4JcMnrVq9QUFEFQqDIybTo/ZQSKjFzrldumKyZmZC/X+3EN6eOKGXnZdEFSu102nY4ZFWrTmVOi2OdSiE1nw+vdKIaMRo9WQ1KlUm5lFI9n4r725Jm2MnK9S2YfN72OXs8coWSQkNEyYHwxG4bKKI2qqowyiooow2Jjna3MIK1j+0UolIy8CM/0qV3H8cNAKCNXzAhyyejXv/bfj2ufZlldMMkoyECpkCEjr+GA+mIEBlc5CrHp/GJGrkrN3L9JFubEkcXadKYyestbYPv2jArOZ9PZdpbr3PORhV/jwEsNucg1H+bMUWSzZYt3Np3un2Yfy0sZwdGZTQeMBlaIVvEs0Ds0s2yRr8u3YUhGaVRVKYW0rX0bE5omUHMk6pyozCueY8JLGfWVTVeMMiomZuQio1JjRpBLRoWgmJhRkIFSAU44IXu9YpVRoTad13m4fs9n0+njmr/ns+mCkpF+Pu2YUXU1vOMd2eXW01x42XRNTZmK3Os57CubrlRlNFd1LWTVKu+YUVdXpt+QeVyvfkZQWDbdYOn0Cny12A1Dmy6NXmXUvo1JTZN6WyLFKCOvoUr6IoFBl9V1HD8Uk02XL4Ghr2y6QtDXysj8vGBB9rJiY0blVEb5EhggVxmZx7HJyJzPCIKldrsSGEzEYrkjbdjKqLY2f6MoqE3n9xybx7Y/ByWjOWrQFVav9lZGnZ25jU39WzHKyCajwaKMZIt8BFiFmoC1CViZXpYXIRmloXt5bzu0jUnDJmWlZULw1qz9W1/adH2ljAodm85cr9QRGKB/lJGZwKBblC5706zom5pg+vTce1woGeky9vRklLWLRPORUb4EBq/nw08Z2TGjUmw6nc5sPwfRaCau5EVGNTX5pzIpJWbUl8po7FjVHcGljHQGo1ZGJhoacqdb8SOjoyGBQbSKtwDPomZ4fQvwjGgVVwXZNrTp0uhecDOdTcvpad/Gq6e/uvcFs7OLCo0Z5bPp/MjIy4Yp53BAdsxIiOxtC1FGQWNGhaAYZaSDy/YQRJDb8/+cczJTZBTbz0iPp+Zl05UzgQHKFzOylZEmWrtSj8Uyacj2NTcHCPV7DvVo3X4oNZsuaMxICKWOVq2C00/P3tZURjYZNTfD3r3qs+te20R9NCgj4EbgNNkidwOIVjEG+DdwR74NQzJKo/24HxIfsZzObpjUNAnhYXkUmk2XTxm5YkZe6st8Aezf88VvgsaMTBvHnMhPwyTUYmNGdqfXQlBMNp1updstcVcldtNNuSMYFJrAANkDmurv9jkUY9P5xYxsmy5IzMi26QohI3u5RiyWqYTtabgPH85kr/o9h9/+duZ3LxSTTedF7Pkwdy7861/uoaW0MrIbmyNGwPLl2eu7lJHLXrWV0SCKGUU0EaXRRkAHLiQj4GDXQeLDVxBtn0qyaRNTR0xluzE8DOS+nEFjRoWkduvP/dXPyFUJaiVkp6RqmK2/fMeshJhRZ2dm6Bxd+fjdQ7NCsWNGQZUR+JNRUMvX9XshNp2fMvKy6bxiRubMt1pparhsOj1kkD2/j5TqGgvhb9NdcEHuMhv91c8IlDK65ZbcOJlO7XbZdC5lFCRmZN6nQaiM7hWt4j7g9+nvbwXuCbJhGDMCntn2DAjJyCd+xr/f+W/eMPcNOT6u/eAXo4z8bDqzY6hXJVVKzCioTaf376WMzNac17TrGmYl7tfptRAUEzPq6MhUgOZ2+UjFrsyDxoxAVXSl2nSu+1xMAsMxx8DJJ6tsQS8y0ufkpYzsBoV9rna5NRnpFG7z+dbPUL7nMB/87mNfxowgk1FnKx2/BIbmZjWIrbn+0R4zki3yc8DPgIXACcDNskV+Psi2oTICnt76NEhB/b4zuHC6qinzZSb1lU1nqx0IHjMqJJvO/H3YsGybxLWujhl52XRB/PZKUEaajOzOiPm2h+Kz6SB7qge73OWy6bwSGJqaYPFi9XnNGvXfjBm5sulcz7vXebuUke6DZI7VFo1mp3vre5LP7vVCqdl0QWNGkMmo0+PfufoZ6cQgDdOOdt3rQrPppMw/qeRAQbSKmcA42SKfkC3yL8Bf0svPE61ihmyR6/Pto6zKSAhxiRBitRBinRDiBsfvbxdCLE3/PSmEOKGc5fHCU1ufou7wfGLJTC3pRUaFJjCY9oZfzMhFRn2pjMzfGxvhkUfgve91r2sqI3u/ts/th4HMprMTGMxrX4gyMu9fkIaIRiE2XbkTGFz7zDdQqv0MmnazDZcy0nE3s3OrLl9fKaP+yqYDmD1blXfJkuz9+GXT2YOm2mUpRBmZ3QUqFN8H2h3LO9K/5UXZyEgIEUXNZ3EpMB+4Rggx31ptI/BKKeVC4GuomQH7FSmZ4umtTzP80FnOYG0xNp25rlmZ2Q8ruJWRV6VXyggM5gsbi8HZZyuF5EIQZRSkNesiIz2OWbEISkbaRuzszNh09nZByMg8Xrlsur6KGXllgJrIl9pt9w8qVhmBuv7mM2ZXsH4xoyAoJmbkRez5EIupTEs7Vd/PpnMpIxcZ+Q0HZCojqGirbqpskUvthbJFLgKmBtlBOZXR6cA6KeUGKWUP8Afg9eYKUsonpZTp3go8DRxTxvI4saZtDQe6DtB85KycChu8bbogysgkrtpa/5fGVemVSxkF6Sdj9xzXsF8OP5j2lj6+ObFeMQhq0wmRmXrcVkZ2DMgLkYj7eMXYdKUoI69Or/lsOj9l5GXT7dunzllXrOaz6HW9Xdl0oJSB653qD2Xk9W4Ua9MBvPKVufs0bbpClZFfarcrZgQVTUZ+TUxHtDwX5SSjScAW4/vW9DIvvB+PrAshxAeFEIuEEIsS5pzJfYCntjwFwKgOf2XkIhgvuGwdl0VnHidIpdcX2XSxWH4y8FNGupIv1qYrxaIz96n36wc92+tAKaO+mOnVXA+CKSNbzZvIZ9O1takWvSvZw6tB47LpILsyNpf3t03XF9l0kCEjMxlDN9y8+hlpmNdRX1tbGeksxUGqjJ4TreJae6FoFe8HFgfZQTkTGFxVnnNYcSHEq1BkdI7rdynlzaQtvIaGhoKHJvfDU1ufYkTtCEbKORxykFEpysj878qkA/8EBi9lVIpNF9Re88qmg9LIqJQ+RhBcGUG2MjKDy0HJyFZGfU1GLlVswmXtxGLq+HqmVhO6cte9/oOQkW3TtbVl5hqyy2DuT49kbZfP/G7Gi3TZof9tOpc6g8LJ6NRT1XusrTpzf+3t/jad3YhKJDJkpK+TzkAcpDGjTwJ/Fa3i7WTI51SgGnhjkB2Uk4y2Asca348BttsrCSEWAr8ALpVStpWxPE48vfVpzph0Bp/7bKQ3DRO8OxAWGjPS63opo2LIyGUz5SMZM2aTD6Yycp2nni4gHwZaGdXWZmJGY8e6y+WHaDRYLM+FmhpFCn1t0+l9mdOja+jKr63NmzDzxYwOHIAZM9xlNY83ZowiI1eKf38pI7/74XVtSyGj6moVa3366dz9mTO3ariUkf5sklFzs1q2Y0fmd72+OYUEVK4yki1yF3C2aBWvAtKjPPJP2SIfDLqPcpLRc8AsIcQ0YBtwNfA2cwUhxGRUCuA7pZRrylgWJw51H2LZ7mVcOe9KzrE0mZdNV6wyykdGrkq2UpWRnmI6H1z9jEolo2KUUSk2XTmVUT5y8/q9piYzZYEJXfnt25d/n9rttkdgkNIdeLdtujFjcs/L3qYSlJGXaoPCY0YA110HU6fmHgdyychPGZnrRyJKae7alfk9GlXXVhN9pZORhmyRDwEPFbNt2chISpkQQlwP3AdEgV9JKZcLIa5L/34T8BVgFPAToa56Qkp5arnKZOPZbc8ikZx17Fk5v7nSLaGwmJG5rpdN55fa7TXcSykJDEHISLfcXAkMENymM8+tr8iomJhRsand110HF12U+V4JMSNzX17KaP9+7/uTz6aD3NlK9X/zvLXSdB2nkmJGfamMAK66Sv1pmOdvv+N1dZnnwLZaIZu8xo7NJqMRI7Lt0v4gIyHEsajpwccDKeBmKeUPynfEbJRTGSGlvBu421p2k/H5A8AHylkGP+jkhdMnnZ7zWyk2nd2ivfbazMtvo5DUbj9lVOhoAn4IooyCVCD19fDLX8LFF2eGGRooZVRMNt2ZZ2bPQBuUxMB/oNRSbTo77VpDK9Z4PL8ySiaVCtKxJ3N9r5RklzIqhox0+f2GpQqCINl0Xu9QKcf12p+tjIRQ12DXLn9lBJnrqX//7Gfhne/MLOsnZZQAPiOlfF4I0QQsFkL8S0q5oqxHTaOsZFTpeGbbM8wfM58RtSNyfislgcF+ScyJx2yUEjMyy5IvQ64Qm86MGXkpo6B43/syn9/2NkVMpaCYmJHdB6QQUjHR18pIJ1XYPfftcrpsOlc5hFBEsmeP97XRx7bnqwqijPrKptPPT3/YdF7KyLTASoEfGYG6H7t2uV0MMzPSjGlGo4qozfvQHwkMUsodwI7053YhxEpUBnRIRuXGqr2rOHWi2xXsy9RuPxQzAkO+0b39yhRUGfklMJx7rrfS88Nvf1v4NjYKVUZtbcXbdDYKud6ajPzmM5o8GR5+WAXFCzmel00HGTLyOjdTGZkTR+ZTRmY6MygLSYjKsOlc23tZnK7GXykw3yeXFW+PWm6WyU8Z2egjZRQTQiwyvt+czlTOgRBiKnAS8ExJRywAQ5aM4sk4mw5s4uoFVzt/tzuiuYZH8UIhlZZfAoNXPyPbZuprMopG/W26b30r/z7KhUKVkc6Q7G9lZNt0rrHpILsjpY1CbTrIEEkQm05PrWHbrkGUUX29UnSVmsDg9bzr5cXEi1wIoozM45rb2DEjjTKSUaCYvBCiEfgz8Ekp5aGSjlgAytnptaKx8cBGkjLJrJGznL+Xooy0/A9SaRVi03kNBxTkZS40m84vgWEgUYgyqqvLzEZazECpNvrapsuHfAkMrnLoyi+IMtL9WsaMCRYzMvdZW6sGYB1IZeTXqMinjMpBRn2hjOzJLDX6K5tOCFGFIqLbpJR/Ke/RsjFkyWht21oAZo3yJ6NiBkrV6xeijEqJGQVVO4Ws66eMBhKFKqODB9XnvrTpSiWjoJVvOZSRGTPSc+2MHp19DJcysm26IGRUCandXjGjcth0LmVkz+dkfnYpI69r0R8xI6FSmn8JrJRSfq98R3JjyJLRun3rAAIrI5sg8r1AdkvSC37DAZUjZhR05AS/mNFAotCYkcZA2HQ9PZn+PMUoo2JjRn5lNJWRJqOgysj8r8nIz6YbyNRur2un1+0rZWQ+j342XVBl5HUt+kkZvQJ4J3CBEOLF9N9lZT2igQpr9/Yf1u5by7CaYYyuH+38vZR+Rvr3YmNGhY7A0Nc2XTSqHvqjQRlpmMpIZx+WO4EBMs9PMSnFXsfrq5iRtulGjw5ORpGI2rauDo491l055lNGA9nPSE953t82nStm5MqmG0gyklI+jnsYt35BhVU1/Ye1+9Yya+QshEd+Z1OT+q8D4K6X0g92j3Uv+PUz8kpg0OvqCrWvExhiMZWBVolkpKfkCDLJmFk52CNgBFWuJgqNGYG6jnbDJGjl69Ufyiu1G/IrI73PZDIzhfaYMWpsNQ0vm05/j8cVofzyl6qvko1oVJ2/XTnblXB1tdpvqf2MCsmmM8vXFwiawGA3omKx7GUVoowGFEPWplvbttYzXgRqHpaaGtieHk2vkE6v+ve+TmDwUlHlyqarxAQGCJ6A4GXT6W3LbdOBm4z6w6bLV6l1dytlVFeniLoYm665OVf96PKNHOk9Zp2+L0IodVSqMnK1J/2e91is/2JGM2aoctqDz5qqCNQ1t/t7mRgEA6WWjCFJRj3JHjYf3OwZLwL1gI8bl2kxliuBoZB+Rl7xpXJl01WiMgL3tOsueNl04P/ie6HQBAZQ6dPFKqNSbDqvMo4apc592zYVMxo9Ondf2hUw92Ofu9fwVgAf/zj85Ce5y1321FlnwfHHe+/LD3ZShetYXqqpv2y688+HrVtVnzJzG9doDXbszsRQUEYVWNWUHxv3byQlU75kBIqMXn5ZffZqIXqhFGWUL4HBlvzlUkadnbktuErAYFBGtk1nblOoMrKPFyS12y9mdMwx6rk+eDDXHho2LHdbs/yu4LuNE09UfzZc/Wvuu897P/ngdw+9YkZ6WX/ZdELAhAnZy6JR97pjx2ZG7rYxFMhoSCqjjQc2AjC9ebrvemZHNLsi6uuYkSuBIV/MCMqrjPbvd9swA41iyKgvYkaFJDDYNp253UAmMABMmQKbNyubzlZGrrEDzWc5CBl5wUVGpcBPGfndq/606VzwI6OhrIyGJBntOaLSiMY1jvNdb5zxczHKqFibrhKUUUcHHDlSmWTkGijWBb8Ehlisf2JGhw8X/uxozJkDc+fmxkRKsekgQ0Yum841+aH5jAWx6bzgsulKQRCbzvW892UCQ77Ubhe8yGjcOO9yDYWY0ZC06fZ2qA4WXmndGi4yKiRmVK4EBpu4+rrTayyW6YNSiWQ0GGw6HbA2By0tRJ0CvOtd6s+Gn03nSiW2MWWKSsyprc216VzKyCSjSlNGXufZ3zGjqqrCsiRd1+DGGzNhARtDQRkNWTKKiijDa/znMzDJqJhsukJsuiBkdNJJaupj2z7sa5suGlUteqhMMgqqjPqajApJYNCKY+fOTDkKtem8UKoymjxZDeDa0RFcGZnPvxDFVeb9qYzyZdP1NRkVQrDDh7uPP3eu+vM7TkhGRxn2dOxhdP1ozz5GGn7KKF9F6PeimPCy3sxjaZxxBjz3XPayQm26oCMwaNi96CsBhSqj6urcSinodTNRiDLSlfyBAzBpUuaY5v9i4ZfaXVurfs+njDS0MtLnlM+m0xZTMdMv9GfMyO8ZeeMbvSv9QqGPU4ht+ZOfZEZzDwrdWTcko6MMezv25rXowE1GEIxoypHaXcpxCo0ZaQxmZaQrCFdFUUzMqBAysfuV6P/FjPxgw08Z6TmN8sWMNEYbr0E0GsymK5ZMBoKMXM/7d7/bN8c391/IOenGSaH44AfhtNOK23YwICQjH7iy6UC1qmbO9N+2HDEjr+OUI5tOoxLJqFBlZCcv6G3LGTOqqlIV+8GD2RV5qaoI/EdgAEVGfscx+7yYZLRggTsl27bpSiWjvrLp/O5hX6nQfOhrgvXDj39c/mMMJIYsGR039ri862llJES2LbF8ef5jlBIzKuRFGqrKyL4nLugKwqWMyk1GoCwwm4z6ohOxn00H+ZVRba16tnftyp7U7cUX3evbyqiYTDoYmASGcnfaLsamC+HGkEzt3tuxl9F1+ZXRyJHFt2ZLGZuukEqvHGRkjok2bFj+9fsbQUdP8FNGpdh0QbezkwP6iowuvRQ+8xk1UKkL550Hp5/uvw+tjkbnfw363Kbrz9Tucisj/d72hzI62jHklFFKpmjrbAtk00Uiyqprayv8OEFb3g0NqoVvDsFSSKVXrmw6yN/CHigETaPVrdWBsOkgU9GbtmtfVI7HHusf9/jOd/LvY8oUWLQomPKtVJuu2JhRXyJURn2HIUdGB7oOkJKpQGQEys7QI3cXgjPPzE6A8MKoUfDoo3DKKZllp5+uWr9BMpbK1c8IKtOig8KVkauimDAh2P0xUWhqdrmUUV/gFa+ADRuClWfUqExCRinK6OqrMwOC9gWKHYGhL9GfMaOjHRXyavQfgnZ41Rg7FtatK/w4N90UfN1zzsn+/rrXqb8gKGfMqFLJKKgy8rPpbr+98Iqqrg5+/nO4+OJg61cyGX3yk+ovCO66K0PopcSM5s9Xf32Fiy7yfkb7WxmFZFQ6KuTV6D/ooYAKUUaVaFVplDObrlLJKKgy0oF+FxmZtmgh+MAHgq/rIqNyt9TLgfHjM59Hjcr+PpB4+9vVnwv9FTMKbbq+w5Ajo0KV0SWXZKaOrkScfXYwu6mQTq9HizISQrVYB6qisIfaqSRlVCz++MfBQah9NdpFPoTKqO8wyF+NwqHJaEzDmDxrKrztbeqvUuGaN8aFYpRRJY6+AMGVESgiGigyspVR0GSTSobZmbeS0V/KSO8/JKPSMWTJKKgyOlowFGNGAF/7Gpx8cnnL44VKjhkd7eivmJEepie06UrHkHs19nbspS5WR32VI5BwFGMoZtMBfPSj5S2LH0IyGjgUMopJqXjTm1TfrhClYci9Gns7gw0FdLShmH5GlUpGZ59d2UklGkdLAsNghBD9R/5//GP5jzEUMAhe6b5F0HHpjjYcTcrowx+GW24Z6FLkhx4jLlRGA4NJk2DixIEuRYigKCsZCSEuEUKsFkKsE0Lc4PhdCCF+mP59qRCi7O7+niN7hiQZNTerl3P27Pzr6sqzUhMYBgsiERXwD8loYLBsGXzsYwNdihBBUbZXQwgRBX4MXARsBZ4TQtwppVxhrHYpMCv9dwbw0/T/suHlgy9zycxLynmIikR9PWzdGmzdSldGgwmjR4c23UCh2L5kIQYG5WynnQ6sk1JuABBC/AF4PWCS0euBW6WUEnhaCDFCCDFBSrmjHAXqSnSx4/AOpo2YVo7dHzU46SQ1nJE5702I4vCVr2TmCIrFCp9ULUSIoYJyktEkYIvxfSu5qse1ziQgi4yEEB8EPghQXcJ8wZsPbAZg6oipRe9jKOC00+Cppwa6FEcH3vrWzOdPfQqSyYErS4gQlYxykpFrmE9ZxDpIKW8GbgZoaGjI+T0oNh7YCMC05lAZheh/XHHFQJcgRIjKRTkTGLYC5owrxwDbi1inz7DpwCaA0KYLESJEiApDOcnoOWCWEGKaEKIauBq401rnTuBd6ay6M4GD5YoXAWzcv5HqaDUTmiaU6xAhQoQIEaIIlM2mk1ImhBDXA/cBUeBXUsrlQojr0r/fBNwNXAasAzqA95arPKBsuinDpxARQ657VYgQIUJUNMra60FKeTeKcMxlNxmfJdBvA7ZsPLAxjBeFCBEiRAViSEmETQc2hfGiECFChKhADBkyOtxzmL0de8O07hAhQoTwQL5Rc8qJIUNGG/en07pDZRQiRIgQOTBGzbkUmA9cI4Tow4ni/TFkyKg3rTuMGYUIESKEC72j5kgpewA9ak6/YNAN29jR0SGFEJ1Fbh4746tnVOok4jGgEssWlqswVGq5oHLLFparMBRbrjohxCLj+83pAQU0goyaUzYMOjKSUhat5oQQi6SUp/ZlefoKlVq2sFyFoVLLBZVbtrBchaGM5Qo0Ik65MGRsuhAhQoQI4Yt+HRHHRkhGIUKECBECgo2aUzYMOpuuRNycf5UBQ6WWLSxXYajUckHlli0sV2EoS7m8Rs0px7FcEGoQhBAhQoQIEWLgENp0IUKECBFiwBGSUYgQIUKEGHAMGTIayGEurHIcK4R4SAixUgixXAjxifTyrwohtgkhXkz/XTYAZdskhHgpffxF6WUjhRD/EkKsTf9vHoByzTGuy4tCiENCiE8OxDUTQvxKCLFbCLHMWOZ5jYQQX0w/c6uFEK/p53J9RwixSgixVAjxVyHEiPTyqUKITuO63eS54/KUy/O+9df18inbH41ybRJCvJhe3i/XzKd+GPBnrOyQUh71f6hg3HpgOlANLAHmD1BZJgAnpz83AWtQQ298FfjsAF+nTcBoa9l/AzekP98AfLsC7uVOYMpAXDPgPOBkYFm+a5S+r0uAGmBa+hmM9mO5LgZi6c/fNso11VxvAK6X87715/XyKpv1+/8AX+nPa+ZTPwz4M1buv6GijAZ0mAsTUsodUsrn05/bgZWons+VitcDt6Q/3wK8YeCKAsCFwHop5eaBOLiU8lFgn7XY6xq9HviDlLJbSrkRNW/X6f1VLinl/VJK3VP/aVS/kX6Fx/XyQr9dr3xlE0II4C3A78t1fI8yedUPA/6MlRtDhYxcw1wMOAEIIaYCJwHPpBddn7ZUfjUQdhiqt/X9QojFQogPppeNk+nZd9P/xw5AuUxcTXYFMdDXDLyvUSU9d+8D7jG+TxNCvCCEeEQIce4AlMd13yrpep0L7JJSrjWW9es1s+qHwfCMlYShQkYDOsyFC0KIRuDPwCellIeAnwIzgBOBHSiLoL/xCinlyahRez8qhDhvAMrgiXRHvNcBf0ovqoRr5oeKeO6EEDeixjK7Lb1oBzBZSnkS8Gngd0KIYf1YJK/7VhHXK41ryG709Os1c9QPnqs6lg3K/jpDhYwGdJgLG0KIKtSDdpuU8i8AUspdUsqklDIF/JwBkNpSyu3p/7uBv6bLsEsIMSFd7gnA7v4ul4FLgeellLugMq5ZGl7XaMCfOyHEu4HXAm+X6SBD2tJpS39ejIozzO6vMvnctwG/XgBCiBjwJuCPell/XjNX/UAFP2N9haFCRgM6zIWJtBf9S2CllPJ7xvIJxmpvBJbZ25a5XA1CiCb9GRX8Xoa6Tu9Or/Zu4O/9WS4LWa3Vgb5mBryu0Z3A1UKIGiHENGAW8Gx/FUoIcQnwBeB1UsoOY/kYoeauQQgxPV2uDf1YLq/7NqDXy8CrgVVSyq16QX9dM6/6gQp9xvoUA51B0V9/wGWozJT1wI0DWI5zUDJ6KfBi+u8y4LfAS+nldwIT+rlc01FZOUuA5foaAaOAB4C16f8jB+i61QNtwHBjWb9fMxQZ7gDiqFbp+/2uEXBj+plbDVzaz+Vah4on6OfspvS6V6bv8RLgeeCKfi6X533rr+vlVbb08t8A11nr9ss186kfBvwZK/dfOBxQiBAhQoQYcAwVmy5EiBAhQlQwQjIKESJEiBADjpCMQoQIESLEgCMkoxAhQoQIMeAIyShEiBAhQgw4QjIKESIPhBAjhBAfSX+eKIS4Y6DLFCLE0YYwtTtEiDxIjxF2l5RywUCXJUSIoxWxgS5AiBCDAN8CZqTntlkLzJNSLhBCvAc1enIUWIAaY60aeCfQDVwmpdwnhJgB/BgYA3QA10opV/X3SYQIUckIbboQIfLjBtS0FScCn7N+WwC8DTW+2jeADqkG03wKeFd6nZuBj0kpTwE+C/ykPwodIsRgQqiMQoQoDQ9JNe9MuxDiIPCP9PKXgIXp0ZfPBv6khh0D1ERoIUKEMBCSUYgQpaHb+JwyvqdQ71cEOJBWVSFChPBAaNOFCJEf7agpoAuGVHPRbBRCvBnUqMxCiBP6snAhQhwNCMkoRIg8kGoemyeEEMuA7xSxi7cD7xdC6BHRB2TK+xAhKhlhaneIECFChBhwhMooRIgQIUIMOEIyChEiRIgQA46QjEKECBEixIAjJKMQIUKECDHgCMkoRIgQIUIMOEIyChEiRIgQA46QjEKECBEixIDj/wPH1BoLN90DjwAAAABJRU5ErkJggg==\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "source": [
@@ -335,21 +347,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 75,
    "metadata": {},
-   "outputs": [
-    {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'K' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-6-f7fa67fe6c8d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mmimo_step_up\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m \u001b[0mmimo_step_down\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[0mmimo_noisy\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrandom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrand\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'K' is not defined"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import pandas as pd\n",
     "\n",
@@ -370,21 +370,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 76,
    "metadata": {},
-   "outputs": [
-    {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'K' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-7-4ab435221ec0>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmimo_step_up_response\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mempty\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mmimo_step_up_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mmimo_step_down_response\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mempty\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mmimo_step_down_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0malpha\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'K' is not defined"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "\n",
     "mimo_step_up_response = np.empty(shape=(K,m))\n",
@@ -399,21 +387,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 77,
    "metadata": {},
-   "outputs": [
-    {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'K' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-8-6e57a43e0039>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m     \u001b[0mmimo_step_up_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mmimo_step_up_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_up\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m     \u001b[0mmimo_step_down_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mmimo_step_down_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[0mmimo_noisy_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mmimo_noisy_response\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_noisy\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'K' is not defined"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "\n",
     "for k in range(K-1):\n",
@@ -436,19 +412,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'mimo_step_up' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-9-614c0537b0d7>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_up\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'time'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'stake'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'step_up tokens staked for proposal 0'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_up\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'mimo_step_up' is not defined"
-     ]
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "Text(0.5, 1.0, 'step_up tokens staked for proposal 1')"
+     },
+     "metadata": {},
+     "execution_count": 78
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "source": [
@@ -464,19 +459,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'plt' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-10-614f498bbed0>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_up\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'b--'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmimo_step_up_response\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'g-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
-     ]
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')"
+     },
+     "metadata": {},
+     "execution_count": 79
+    },
+    {
+     "output_type": "display_data",
+     "data": {
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "source": [
@@ -495,19 +498,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'plt' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-11-9766d1b26ce2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_up\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_up\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'k-.'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m.5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
-     ]
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')"
+     },
+     "metadata": {},
+     "execution_count": 80
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "source": [
@@ -561,47 +583,74 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'mimo_step_down' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-12-900e4d9f516e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'time'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'stake'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'step_up tokens staked for proposal 0'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'mimo_step_down' is not defined"
-     ]
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "Text(0.5, 1.0, 'step_down tokens staked for proposal 1')"
+     },
+     "metadata": {},
+     "execution_count": 81
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "display_data",
+     "data": {
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "source": [
     "pd.DataFrame(mimo_step_down[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n",
     "plt.xlabel('time')\n",
     "plt.ylabel('stake')\n",
-    "plt.title('step_up tokens staked for proposal 0')\n",
+    "plt.title('step_down tokens staked for proposal 0')\n",
     "pd.DataFrame(mimo_step_down[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n",
     "plt.xlabel('time')\n",
     "plt.ylabel('stake')\n",
-    "plt.title('step_up tokens staked for proposal 1')"
+    "plt.title('step_down tokens staked for proposal 1')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 82,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'plt' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-13-16e864eb6f58>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'b--'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmimo_step_down_response\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'g-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
-     ]
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')"
+     },
+     "metadata": {},
+     "execution_count": 82
+    },
+    {
+     "output_type": "display_data",
+     "data": {
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "source": [
@@ -620,19 +669,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 83,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'plt' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-14-b84fd45735ec>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_step_down\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'k-.'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m.5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
-     ]
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')"
+     },
+     "metadata": {},
+     "execution_count": 83
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "source": [
@@ -685,19 +753,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'plt' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
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-      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
-     ]
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "(0.0, 28.708559063685197)"
+     },
+     "metadata": {},
+     "execution_count": 84
+    },
+    {
+     "output_type": "display_data",
+     "data": {
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "source": [
@@ -720,19 +796,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 85,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "error",
-     "ename": "NameError",
-     "evalue": "name 'plt' is not defined",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-16-41b8fed450c9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_noisy\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'participant 0'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'participant 2'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cool'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmimo_noisy\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'k-.'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m.5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
-     ]
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')"
+     },
+     "metadata": {},
+     "execution_count": 85
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "display_data",
+     "data": {
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "source": [

From 435213d06c421a0053da3fc562c5017ad03d0a69 Mon Sep 17 00:00:00 2001
From: Jeff Emmett <jeffemmett@gmail.com>
Date: Tue, 11 Aug 2020 14:00:23 -0600
Subject: [PATCH 3/9] Jeff's Deriving Alpha notebook plot edits

---
 models/v3/Deriving_Alpha.ipynb | 115 +++++++++++++++++----------------
 1 file changed, 59 insertions(+), 56 deletions(-)

diff --git a/models/v3/Deriving_Alpha.ipynb b/models/v3/Deriving_Alpha.ipynb
index d416fb4..cb74927 100644
--- a/models/v3/Deriving_Alpha.ipynb
+++ b/models/v3/Deriving_Alpha.ipynb
@@ -199,23 +199,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 86,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
-      "text/plain": "Text(0, 0.5, 'Conviction Accumulated')"
+      "text/plain": "Text(0.5, 1.0, 'Comparing Tokens Staked to Conviction Accumulated')"
      },
      "metadata": {},
-     "execution_count": 72
+     "execution_count": 86
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
-      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"262.19625pt\" version=\"1.1\" viewBox=\"0 0 419.184375 262.19625\" width=\"419.184375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2020-08-11T13:29:29.810835</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.0, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -231,28 +231,29 @@
     "\n",
     "ax1.set_xlabel('time')\n",
     "ax1.set_ylabel('Tokens Staked', color='b')\n",
-    "ax2.set_ylabel('Conviction Accumulated', color='g')"
+    "ax2.set_ylabel('Conviction Accumulated', color='g')\n",
+    "plt.title('Comparing Single Token Staked to Conviction Accumulation Over Time')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 100,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
-      "text/plain": "Text(0, 0.5, 'Conviction Accumulated')"
+      "text/plain": "Text(0.5, 1.0, 'Comparing Tokens Staked to Conviction Decay Over Time')"
      },
      "metadata": {},
-     "execution_count": 73
+     "execution_count": 100
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -268,12 +269,13 @@
     "\n",
     "ax1.set_xlabel('time')\n",
     "ax1.set_ylabel('Tokens Staked', color='b')\n",
-    "ax2.set_ylabel('Conviction Accumulated', color='g')"
+    "ax2.set_ylabel('Conviction Accumulated', color='g')\n",
+    "plt.title('Comparing Single Token Unstaked to Conviction Decay Over Time')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 113,
    "metadata": {},
    "outputs": [
     {
@@ -282,14 +284,14 @@
       "text/plain": "(0.0, 10.496160372376345)"
      },
      "metadata": {},
-     "execution_count": 74
+     "execution_count": 113
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -306,6 +308,7 @@
     "ax1.set_xlabel('time')\n",
     "ax1.set_ylabel('Tokens Staked', color='b')\n",
     "ax2.set_ylabel('Conviction Accumulated', color='g')\n",
+    "plt.title('Comparing Multiple Tokens Staked to Conviction Accumulation Over Time')\n",
     "\n",
     "ylim= ax1.get_ylim()\n",
     "ax2.set_ylim(0, ylim[1]/(1-alpha))"
@@ -324,9 +327,9 @@
    "source": [
     "## Multidimensional Example\n",
     "\n",
-    "Now in order to proced with this example we need to make it a little less simple by considering a case where there are $n$ participants and $m$ proposals. In this case the signals are distributed across the agents. That is to say each agent $i$ will get to chose there stake for each proposal $j$ based on their private preferences. They can make that decision however they want as long as the action they take is valid.\n",
+    "Now in order to proced with this example we need to make it a little less simple by considering a case where there are $n$ participants and $m$ proposals. In this case the signals are distributed across the agents. That is to say each agent $i$ will get to choose their stake for each proposal $j$ based on their private preferences. They can make that decision however they want, as long as the action they take is valid and allowed by the system.\n",
     "\n",
-    "Suppose participant $i$ has $h_t[i]$ tokens at time $t$, then they may choose to stake them accross the available proposals $\\vec x_t[i] = \\big[x_t[i,0], \\ldots, x_t[i,m] \\big]$ where $x_t[i,j]$ is the number of tokens staked by participant $i$ in support of proposal $j$.  The staking action is valid as long as $\\sum_{j =0}^{m-1} x_t[i,j] \\le h_t[i]$.\n",
+    "Suppose participant $i$ has $h_t[i]$ tokens at time $t$, then they may choose to stake them across the available proposals $\\vec x_t[i] = \\big[x_t[i,0], \\ldots, x_t[i,m] \\big]$ where $x_t[i,j]$ is the number of tokens staked by participant $i$ in support of proposal $j$.  The staking action is valid as long as $\\sum_{j =0}^{m-1} x_t[i,j] \\le h_t[i]$.\n",
     "\n",
     "The information used to decide on $\\vec x_t[i]$ is private to agent $i$. Furthermore, in cases where $h_t[i]$ is variable (due to transferability of tokens), the quantity $h_t[i]$ itself is a decision as a consequence of private information related to agent $i$. For the purpose of this discussion, we don't worry about how agent $i$ decides to hold $h[i]$ or chooses to support proposals according to $\\vec x_t [i]$ but we do assume that in doing so she is expressing some of her private information, both magnitude $h_t[i]$ and direction $\\vec x_t[i]$.\n",
     "\n",
@@ -347,7 +350,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 125,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -370,7 +373,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 126,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -387,7 +390,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 127,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -412,7 +415,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 136,
    "metadata": {},
    "outputs": [
     {
@@ -421,14 +424,14 @@
       "text/plain": "Text(0.5, 1.0, 'step_up tokens staked for proposal 1')"
      },
      "metadata": {},
-     "execution_count": 78
+     "execution_count": 136
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 1 Axes>",
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nNCXZPn36sHXrVh555JFWn9+zZ0+2bNmyx/JjjjmGVatWsWDBAgC2bNlCff2e1zifPXs2O3bsYP369cybN49hw4axefNmDj30UCorK5k7dy5//WuLs7LmFAfA2LFjmTlzJgAzZ85k3LhxbW5PEqwWdfOUgdScvhlIYUfitD2OCAYPHszMmTO59NJLOfLII/nGN75Bjx49uOSSSzj++OOpqqpq6q5pyYUXXsgll1zCHXfcsdsHRJcuXXjooYe48sorqa2tpXv37vzud7/b4/mnnHIKo0ePZsWKFdx0003069ePCRMmcN5551FdXc3QoUM55phj2nwdEydO5LLLLmvx5O7kyZM5//zzufvuuxk4cCAPP/xwDiUjiZXp6pFUS8Q1d6urq735hViWL1/O4MGDY4oojOoZM2YMS5cubXvlIpgyZQr7778/11xzTSz7by7u+pACcOBaYBlwasyxSLACuAD4fPuebmaL3H2PMeD6bBeRoIHwq11lhdRLTVdPqVVVVcXW2ofQ4hcpqDo0lLNM6LNdRIJdhFa/hnKmnhK/iASZxK8Wf+op8YtIUIda/GVCiV9EgkyLX1IvNSd35z4PmzcXbnsHHACfO6tw22tJEqZlfvjhh5kyZQrLly/n1VdfLcrsoNJB7CJMnaiuntRLTeLfvBl69y7c9jZtKty2WpKUaZmHDBnCY489xqWXXlrw/UoHU0dI/JVxByLFpq6edqqpqeGYY47h4osv5oQTTmD8+PFs3x7mnZs6dSrDhg1jyJAhTJo0qWl2zOHDh3PDDTfw2c9+lunTp/Pkk09y7bXXMnToUN59910mTpzY9AveBQsWcNppp3HiiSdyyimnsGXLFubNm8eYMWOAMJzzoosu4qyzzuLII4/krrvuAmDr1q2MGDGCk046ieOPP57Zs2c3xTt48GAuueQSjjvuOEaOHEltbS2PPPJI07TMQ4cO3WP+nsGDB3P00UeXpEwlZrsIyT81zUFpjRJ/HsphWmYpI5nErxZ/6inx50HTMkuqqKunbOhLXR7KYVpmKSOZk7tK/KmnFn8eymFaZikjmcsuqjmYeqmp4gMOKOxInAMOaHudcpiW+fHHH+fKK69k3bp1jB49mqFDh/Kb3/ym7cKR5KkjzNCp4Zypp2mZ20nTMu8u7vqQAngU+ClQDegcf8egaZlFpKgyXT1q8adearp6Sk3TMkvqZObqUeJPPbX4RSTYQejjV1ZIPVWxiAQ7CK19zc6Zekr8IhLUooxQJlTNIhJkWvySeuk5uXszYehToQwE9j5ZZt6SMC3ztddey1NPPUWXLl044ogjuPfee+ldyGlQpeOoRYm/TKSnxb8CqCrgrZAfIi3ITMv8xhtvNC2bOnVqq0kfwrTMhU76EBL/qlWrWnzsnHPOYenSpSxZsoSjjjqKH/zgBwXfv3QADuwkTRlB9qJo1Wxm95jZWjNbmrXsIDN71szejv4/sFj7L7ZymZZ55MiRTRPEffrTn2blypXFL1wpvcxQTiX+slDMar4POLfZssnAc+5+JPBcdD+xym1a5nvuuYdRo0YVqvikI8lcdlGJvywUrY/f3V8ws6pmi8cBw6O/ZwLzgG8XK4Ziaz4t8x133ME111zD3Llz+eEPf8j27dvZsGEDxx13HOeddx7Q/mmZW5KZlrl79+5N0zKPHj2aG264gRdeeIGKioqCTct866230rlzZyZMmJDzc8qGA68CW+MOJA87UeIvI6U+uXuYu68GcPfVZnZoayua2SRgEsDAgQNLFN6+KZdpmWfOnMmcOXN47rnncoqr7GwBHgKWEqY8SKpG4JC4g5BS6LCjetx9BjADwiRtMYfTosy0zJ/5zGf2Oi3z+PHjW3x+LtMyDxs2jC1btrTYBTN79myuv/56tm3bxrx585g2bRoPP/xwQadlfuaZZ5g+fTrz58+nR48ebW6rLNUD24EuwJExx5IvVXFZKHXiX2NmfaPWfl9gbcG2PBCoKdjWwvbaUA7TMl9xxRXs3LmTc845BwgneO+88862C6ecNBBay5VADtN5i8StqNMyR338c9x9SHT/NmC9u08zs8nAQe5+XVvb0bTMe9K0zB3IGuA7wIfAiTHHIumStGmZzexB4GXgaDNbaWZfA6YB55jZ28A50X2RZMu0+HX6QxKimKN6vtTKQyOKtc9S0rTM0qSBMLJHiV8SItGDt5Jw9bByUPb1kEn8IgmR2MTfrVs31q9fr6QTM3dn/fr1dOvWLe5Q4qOuHkmYDjucsy39+/dn5cqVrFu3Lu5Qyl63bt3o379/3GHEpwFduUoSJbGJv7KykkGDBsUdhkho7TeS4O/PUm50qIrkK9Pi17tJEkKHqki+Mn386uqRhFDiF8mXWvySMDpURfKlFr8kjBK/SL4yiV/vJkkIHaoi+cqM6lGLXxJCiV8kXxrHLwmjxC+SL3X1SMLoUBXJV2auHrX4JSGU+EXypdk5JWGU+EXy1RD9r3eTJIQOVZF8NaIWvySKEr9IvtTVIwmjxC+Sr0zi17tJEkKHqki+1OKXhFHiF8mXWvySMDpURfKlFr8kjBK/SL40qkcSRolfJF8axy8Jo0NVJF/1hFa/WvySEEr8IvmqJyR9JX5JCCV+kXzVo3eSJEosh6uZ/auZLTOzpWb2oJl1iyMOkYKoQ619SZSSJ34zOxz4F6Da3YcQJrO9sNRxiBRMpqtHJCHi+oLaGehuZp2BHsCqmOIQyZ+6eiRhSn64uvv7wI+AFcBqYLO7/7b5emY2ycwWmtnCdevWlTpMkdzVxR2AyL6Jo6vnQGAcMAjoB+xnZl9pvp67z3D3anevPuSQQ0odpkju1OKXhInjcD0b+Iu7r3P3OuAx4LQY4hApDPXxS8LEkfhXAJ82sx5mZsAIYHkMcYgUhlr8kjBx9PG/AjwCvAb8KYphRqnjECkYJX5JmM5x7NTdvwt8N459ixSUExK/SIKonSKSD83MKQmkxC+SjwY0QZskjhK/SD509S1JIB2uIvnIJH6RBFHiF8lHI+rqkcRR4hfJh663KwmkxC+SD53clQRS4hfJh/r4JYGU+EXyoRa/JJASv0g+1McvCaTEL5KPzC93RRJEiV8kH+rqkQTKOfGbWXczO7qYwYgkTkN0UxNKEiSnw9XMzgMWA89E94ea2ZNFjEskGTIt/k5xByKSu1zbKVOAU4BNAO6+GKgqRkAiiaIWvyRQrodrvbtvLmokIkmkFr8kUK4XYllqZl8GOpnZkcC/AL8vXlgiCZGZq0ctfkmQXA/XK4HjgJ3AA8BHwFXFCkokMdTVIwmU6+H6JXe/0d2HRbcbge8VMzCRRFBXjyRQrl09481sh7vPAjCznwDdiheWSEJkEr9a/JIguSb+fwCeNLNGYBSwwd2/WbywRBJCLX5JoL0mfjM7KOvu14EngJeAqWZ2kLtvKGJsIh2fEr8kUFst/kV8PAVV5v/R0c2BTxY1OpGOLjOqR4lfEmSvid/dB5UqEJFE0uyckkC59vFjZkOAY8k6qevu9xcjKJHEaIj+V+KXBMkp8ZvZd4HhhMT/a8IJ3heBdiV+M+sN/B9gCKG99FV3f7k92xKJVabFr1E9kiC5Hq7jgRHAB+7+z8CJQNc89ns78Iy7HxNta3ke2xKJj7p6JIFy7eqpdfdGM6s3s17AWtp5Yjd6/pnARAB33wXsas+2RHazGvjvEu9zFalq8W8D1sUdhHysKxxWB90LvNlcE//CqHvmLsJIn63Aq+3c5ycJx9a9ZnZitL2r3H1b9kpmNgmYBDBw4MB27krKynzgV4Sjs5TqSU3iXwHUfAANjXFHIgBWD74JCj3KJqfE7+6XR3/eaWbPAL3cfUke+zwJuNLdXzGz24HJwE3N9jkDmAFQXV2ti9tJ2+qBD4ETKG0irgC6lHB/RVQPdNoG3T8Dnk9nrhTE9lpoOL7w28315O5z7j4CwN1rmi/bRyuBle7+SnT/EULiF8lP5vq3B5GaFnipNQAVDeBHgKXkwyzJ6jcDPQq/3bZ+udst2m0fMzuQj09h9QL6tWeH7v6Bmb1nZke7+1uEk8ZvtGdbIrvJJH6daG23hkaoaGQfBnpLErVVvZcCVxOS/CI+/gXvFuA/89jvlcAsM+sC/Bn45zy2JRI0tL2K7F1DNOGc6RtTqu21et399ujXu7cCQ6O/7yUk63aPu3f3xe5e7e4nuPvfu/vG9m5LpEkjoWmiFn+71Tco6ZeDnMfxu/tHZnYGcA5wH/BfRYtKpD0aUNLPU4OjeYfKQK6JP/MlejRwp7vPJjXjGCQ1lPjzVt+oFn85yLWK3zeznwHnA782s6778FyR0lDiz4sTWvyuE7upl2vyPh/4DXCuu28iDJi7tlhBibSLEn9eGjP/KPGnXq4/4NoOPJZ1fzXhB/IiHYcSf14aAFfiLwvqrpH00HDOvDQANKqrpxwo8Ut6qMWfl0yL3yvjjkSKTYlf0kOJPy9q8ZcPJX5JDyX+vGQSf6MGaqeeEr+kR+aXu9IumevGVyjxp54Sv6SHEn9emi4mpq6e1FPil/RQV09eGgBc0zGXAyV+SQ8l/rw0AO6ARvWknhK/pIfG8edFXT3lQ4lf0sFRiz9PDYA1gumSi6mnxC/p4NFN2i0zV4+rjz/1lPglHTKXXdQR3W4NhMsumvr4U09vE0kHXW83b00XWlfiTz0lfkkHdfPkrQGwBvXxlwMlfkmHTItf2q2hMXT1aK6e9FPil3RQV0/eGjy6Vr0Sf+op8Us6KPHnTdfbLR+qZkmHTOJXd0+7NTQCneKOQkpBiV/SQS3+vNU3ooxQJlTNkg5K/HlraFT/frlQ4pd0UOLPSyPQ6ODq6ikLsSV+M+tkZn80szlxxSAposSfl8z1dk2JvyzE2eK/Clge4/4lTXRiNy9N8/ToV7tlIZYePTPrD4wGbgX+LY4YJGVi/AFXA/BqA2yvjWf/hdK4E+gRdxRSCnGdyvkP4DqgZ2srmNkkYBLAwIEDSxOVJFeMXT11wNaPgI3QKcHTHXR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      },
      "metadata": {
@@ -447,7 +450,7 @@
     }
    ],
    "source": [
-    "pd.DataFrame(mimo_step_up[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n",
+    "pd.DataFrame(mimo_step_up[:,:,0], columns = ['participant 2', 'participant 1', 'participant 0']).plot(kind='area', alpha = .5, cmap = 'cool')\n",
     "plt.xlabel('time')\n",
     "plt.ylabel('stake')\n",
     "plt.title('step_up tokens staked for proposal 0')\n",
@@ -459,7 +462,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 137,
    "metadata": {},
    "outputs": [
     {
@@ -468,13 +471,13 @@
       "text/plain": "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')"
      },
      "metadata": {},
-     "execution_count": 79
+     "execution_count": 137
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
      },
      "metadata": {
@@ -498,7 +501,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 138,
    "metadata": {},
    "outputs": [
     {
@@ -507,13 +510,13 @@
       "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')"
      },
      "metadata": {},
-     "execution_count": 80
+     "execution_count": 138
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
      },
      "metadata": {
@@ -583,7 +586,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 139,
    "metadata": {},
    "outputs": [
     {
@@ -592,13 +595,13 @@
       "text/plain": "Text(0.5, 1.0, 'step_down tokens staked for proposal 1')"
      },
      "metadata": {},
-     "execution_count": 81
+     "execution_count": 139
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
      },
      "metadata": {
@@ -609,7 +612,7 @@
      "output_type": "display_data",
      "data": {
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\n"
      },
      "metadata": {
@@ -630,7 +633,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 140,
    "metadata": {},
    "outputs": [
     {
@@ -639,13 +642,13 @@
       "text/plain": "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')"
      },
      "metadata": {},
-     "execution_count": 82
+     "execution_count": 140
     },
     {
      "output_type": "display_data",
      "data": {
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\n"
      },
      "metadata": {
@@ -669,7 +672,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 141,
    "metadata": {},
    "outputs": [
     {
@@ -678,13 +681,13 @@
       "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')"
      },
      "metadata": {},
-     "execution_count": 83
+     "execution_count": 141
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
-      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"263.63625pt\" version=\"1.1\" viewBox=\"0 0 409.64375 263.63625\" width=\"409.64375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2020-08-11T13:29:41.122253</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.0, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  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\n"
      },
      "metadata": {
@@ -753,23 +756,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 142,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
-      "text/plain": "(0.0, 28.708559063685197)"
+      "text/plain": "(0.0, 28.32622105004482)"
      },
      "metadata": {},
-     "execution_count": 84
+     "execution_count": 142
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
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      },
      "metadata": {
       "needs_background": "light"
@@ -796,7 +799,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 143,
    "metadata": {},
    "outputs": [
     {
@@ -805,14 +808,14 @@
       "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')"
      },
      "metadata": {},
-     "execution_count": 85
+     "execution_count": 143
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
-      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"263.63625pt\" version=\"1.1\" viewBox=\"0 0 419.184375 263.63625\" width=\"419.184375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2020-08-11T13:29:44.672328</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.0, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -822,8 +825,8 @@
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"

From 6158f3a86c0fdab5cf45fd35133285b2b2f02584 Mon Sep 17 00:00:00 2001
From: Jeff Emmett <jeffemmett@gmail.com>
Date: Tue, 11 Aug 2020 15:01:28 -0600
Subject: [PATCH 4/9] Jeff's final plot updates for Deriving Alpha notebook

---
 models/v3/Deriving_Alpha.ipynb | 505 ++++++++++++++++++---------------
 1 file changed, 277 insertions(+), 228 deletions(-)

diff --git a/models/v3/Deriving_Alpha.ipynb b/models/v3/Deriving_Alpha.ipynb
index cb74927..fcebca0 100644
--- a/models/v3/Deriving_Alpha.ipynb
+++ b/models/v3/Deriving_Alpha.ipynb
@@ -137,7 +137,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 307,
    "metadata": {
     "tags": []
    },
@@ -161,7 +161,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 308,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -199,23 +199,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 309,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
-      "text/plain": "Text(0.5, 1.0, 'Comparing Tokens Staked to Conviction Accumulated')"
+      "text/plain": "Text(0.5, 1.0, 'Comparing Single Token Staked to Conviction Accumulation Over Time')"
      },
      "metadata": {},
-     "execution_count": 86
+     "execution_count": 309
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
-      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"277.314375pt\" version=\"1.1\" viewBox=\"0 0 419.184375 277.314375\" width=\"419.184375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2020-08-11T13:43:34.728211</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.0, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  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LyWFz/XIstjmz6FtIoW7x7oW65XdPWaO771upibdWLcOogdh93IGRhDttirRrTU3QpZOcp7p6/WqmLJzCi/Nf5IX5L/DS/JeY+8HcTf0NY1T/UYzqN4pPDv8kx+54LCP7jWREvxEM7zOcIb2HMKjXIAb2Gkj3Ou31aIMW5w6fmNlw4L1KzaiWYfQgcLGZTSLcTvcDHS+SjqAjh9GGjRt4ruE5HnvnMR5951FeWfgKGz3c6X7MgDEcMPIAvrr3V9l5yM7sNHgnxg4eS8+uPWtctbTCg8BZwPXR3wcqNaOKhZGZ3UU48DXEzBoIdyLtBuDuNwEPE+5hPxNYA5xTqVpEqqmjhVFjUyNPz3maSa9P4t5p97L8o+XUWR0HjTqIqw69igNHHsh+I/ZjWH3FDidIFRTZZl8P/N7MzgXeBb5UqflX8my608r0d+CiSs1fpFY6Shgt+nARE6dM5BdTfsGCVQvo070PJ+x8Al/Y+QscOeZI+vfsX+sSJUUlttlHVmP+7e4WEiJtXXsPo7eXvc11f7mO373+OzY0beDoHY7mp0f/lAljJ9Crm+4lJpWhMBJJWXsNo3kfzOO6Z67j1qm30qNrDy7a7yIu3O9Cxg4eW+vSpBNQGImkrL2FUWNTIzc8dwOZpzM0eRMX7XcRVx92NVv12arWpUknojASSVl7CqOpi6Zy7oPn8vLClzl+p+P56fifsk3/bWpdlnRCCiORlLWHMHJ3fj7551z2yGUM6jWIu790NyftclIlf3ApUpLCSCRlbT2MPmr8iAv/dCG3Tr2VCWMn8Jsv/IZBvQbVuizp5BRGIilry2G0ZPUSPn/n53lpwUt8+/Bvc+0R125xWRuRWlEYiaSsrYbR4g8Xc+TtR/LO8ne475T7OGHnE2pdksgmCiORlLXFMFqwagFH3n4k737wLg+f/jCfHvPpWpcksgWFkUjK2loYLf5wMUfcdgQLP1zII2c8wmHbHlbrkkQ+RmEkkrK2FEar16/mmLuOoWFlA4+f+TiHbHNIrUsSKUhhJJKythJG7s5X7v8KLy98mftOuU9BJG2awkgkRe7h0RbC6Pt//z73TruXHx31I47b6bhalyNSUhv4yIh0HB7dh7jWYfTMnGe45slrOGXXU/j6gV+vbTEiCSiMRFLU1BT+1jKMVny0gjPvO5PtBm7HzcfdrKsqSLug3XQiKWoLYXTJny9hwaoFPHvus/Tp3qd2hYg0g1pGIimqdRj9+e0/89tXf8s1h13D/iP2r00RIi2gMBJJUS3D6MP1H/Kvf/pXdhmyC1cfdnX1CxBpBe2mE0lRLcPo+r9dz9wP5vLXc/5Kj649ql+ASCuoZSSSolqF0dwVc/nhsz/k9N1P59BtDq3uzEVSoDASSVGtwujKJ66ki3Xh+iOvr+6MRVKiMBJJUS1+ZzR10VQmvT6Jyw+6nFH9R1VvxiIpUhiJpKgWLaPvPPUdBvQcwDcO/kb1ZiqSMoWRSIqqHUYvzn+Rh2Y8xBUHX8GAngOqM1ORClAYiaSo2mF0/d+uZ2DPgVyy/yXVmaFIhSiMRFJUzTCavnQ69791PxftdxF9e/St/AxFKkhhJJKiaobRD579AT269uCSA9QqkvZPYSSSomqF0dI1S/ntq7/lrD3PYlj9sMrOTKQKFEYiKapWGP3q5V+xbuM6HSuSDkNhJJKiaoTRxqaN3DTlJj617afYddiulZuRSBUpjERSVI0wemTmI8xZMYeL9ruocjMRqbKKhpGZHW1m081sppldWaB/fzN7yMz+YWZvmNk5laxHpNKqEUa3TL2FYfXDOGHnEyo3E+mUzOzr0bb4dTO7y8x6VmveFfvImFkdcCMwHhgHnGZm4/IGuwh40933BI4AfmRm3StVk0ilVTqMlq5ZykPTH+LLu3+ZbnXdKjMT6ZTMbATwNWBfd98NqANOrdb8K9ky2h+Y6e6z3H09MAk4Pm8YB/pauC9yH+B9oLGCNYlUVKXD6M7X7mRD0wbO2uusysxAOruuQC8z6wr0BhZUa8aVDKMRwLzY64aoW9z/ArsQ3vBrwKXu3pQ/ITM738wmm9nkxkZllbRdlQ6j26bext7D92aPrfaozAykI+ua245Gj/PjPd19PvBD4F1gIfCBuz9WteIqOG0r0M3zXn8OmAp8BtgeeNzM/uruK7cYyX0iMBGgvr4+fxoibUYlw2j60um8sugVbjjqhvQnLp1Bo7vvW6ynmQ0k7L0aA6wA7jazL7v7b8tN2LJ2Yqn+nvF7y02jkmHUAMSvZz+Sjzf5zgGud3cHZprZbGBn4MUK1iVSMZUMo9+/8XsATt715PQnLgKfBWa7+xIAM7sXOBgoG0bAsdHfYdE4T0avPw08DZQNo0rupnsJGGtmY6KTEk4FHswb5l3gSAAz2wrYCZhVwZpEKqqiYfTm7zl0m0MZ0S9/b7dIKt4FDjSz3tFx/COBaUlG9Iyf4xk/h7D3a5xn/CTP+ElA4h/CVSyM3L0RuBh4lPCGfu/ub5jZBWZ2QTTYd4GDzew14AngW+6+tFI1iVRapcLozSVv8vp7r3PKrqekO2GRiLu/ANwDvEw4ht+F6PBIM4z2jC+MvV4M7JhkxErupsPdHwYezut2U+z5AuCoStYgUk2VCqM/vPkHDOOL476Y7oRFYtw9A2RaMYmnLWuPAncRWkmnAk8lGVFXYBBJUaXC6MEZD3LQqIP4RJ9PpDthkRR5xi8GbgL2BPYCJnrGE11AUWEkkqJKhNH8lfOZvGAyx+14XHoTFamcl4E/eca/DjxqWUt0sy2FkUiKKhFGf5zxRwCO20lhJG2bZe08wnGnX0SdRgD3JxlXYSSSokqE0YMzHmSHQTuw85Cd05uoSGVcBBwCrATwjL9NON27LIWRSIrSDqM1G9bwxKwnOHbHYwln24q0aes84+tzLyxrXfn4xQ4KUhiJpCjtMPrr3L+ybuM6jt7h6HQmKFJZz1jWrgZ6Wdb+CbgbeCjJiAojkRTlwiitRsyj7zxKj7oeHLbNYelMUKSyrgSWEH6n9C/Aw57xa5KMWNHfGYl0Nmm3jB575zEO3/ZwenXrlc4ERSrrEs/4T4Bf5jpY1i6NupWklpFIitIMo/kr5/PGkjc4anv9LlzajUL3Njk7yYhqGYmkKM0wenzW4wAKI2nzLGunAacDYyxr8WuQ9gWWJZmGwkgkRWmG0ZOzn2Ro76HsPmz31k9MpLKeJdwDaQjwo1j3VcCrSSagMBJJUZph9MzcZ/jU6E/plG5p8zzjc4G5wEEtnYbCSCRFaYXRnBVzePeDd7ni4CtaX5RIlVjWDgT+h3AH7+5AHbDaM96v3Lg6gUEkRWmF0dNzngbgiNFHtG5CItX1v8BpwNtAL+CrhHAqS2EkkqK0wuiZuc8wuNdgxg0d1/qiRKrIMz4TqPOMb/SM30q422tZ2k0nkqLUwmjOMxy+7eF0MX1flHZljWWtOzDVsvZfhJMa6pOMqDVdJEVphNH8lfOZvWK2rrog7dGZhONEFwOrgVHASUlGVMtIJEVphNFzDc8BcPCog1OoSKR6orPqANYC2eaMqzASSVEaYfR8w/P0qOvBJ4d/Mp2iRCrMsvYaJa7O7Rnfo9w0FEYiKUqrZbTP1vvQva57OkWJVN4xrZ1A0TAy4yFKJZ2j206K5GltGK3fuJ4pC6Zw8f4Xp1eUSIXFds+1WKmW0Q+jvycCnwB+G70+DZjT2hmLdEStDaNXFr7Cuo3rOGhki3/ILlIzlrVVbG7EdAe6kfBHr0XDyJ1nAMz4rjuHx3o9ZMZfWlGvSIfV2jDKnbxw0CiFkbQ/nvG+8deWtROA/ZOMm+QjM9SM7TZN3BgDDG1OgSKdRWvD6MX5LzKy30i27rt1ekWJ1Ihn/H7gM0mGTXICw9eBp82YFb0eTbiDn4jkaW0YTVk4hX233je9gkSqyLJ2YuxlF2BfSpx7EFc2jNx5xIyxwM5Rp7fcWdfsKkU6gdaE0cp1K5mxbAZn7nFmukWJVM+xseeNhPMLjk8yYtkwMqM3cDmwrTvnmTHWjJ3c+WNLKhXpyFoTRq8sfAWAfYbvk2JFItXjGT+npeMm2U13KzCFzfepaADuBoWRSL7WhNGUhVMA2GdrhZG0T5a1McAlhMM5m/LFM172p0BJwmh7d04x4zQAd9aaobt9iRTQ2jAa2W8kw+qHpVuUSPXcD/wKeAhoas6IScJovRm9iA5CmbE96JiRSCGtCaPJCyZrF520dx95xn/akhGThFEGeAQYZcYdwCHA2UkmbmZHAz8hXMX1Zne/vsAwRwA/Jvw4aqm7fyrJtEXaopaG0ap1q5ixbAZf3v3L6RclkpCZDQBuBnYjNED+2d2fa8YkfmJZywCPEWu0eMZfLjdikjCaQrgKw4GAAZcCfUuOAZhZHXAj8E+E40wvmdmD7v5mbJgBwM+Ao939XTPT/glp11oaRq+99xqALo4qtfYT4BF3/6KZdQd6N3P83Qm3kfgMm3fTOQl+a5QkjB4CxrvzJwAzdiGcwLBbmfH2B2a6+6wwnk0inOL3ZmyY04F73f1dAHd/L0E9Im2WR7+oaG4Yvbr4VQD22KrsxY1FKsLM+gGHE+35cvf1wPpmTuYLwHae8eaOl+gKDP9BuARQvRn7APcASfYljADmxV43RN3idgQGmtnTZjbFzL5SaEJmdr6ZTTazyY2NjQlmLVIbLW0Zvbr4Vfr36M+ofqPSL0ok6JrbjkaP8/P6bwcsAW41s1fM7GYzS3SX1ph/AANaVFy5Adz5kxndgMcJu+dOcOftBNMudMZd/i9xuwL7AEcCvYDnzOx5d5+xZQ0+EZgIUF9fn+jXvCK10Jow2mOrPTDTiapSMY3uXuryHl2BvYFL3P0FM/sJcCXw7WbMYyvgLcvaS2x5zKjlp3ab8T9sGR79gFnAJWbgztfKTLuBcMvZnJHAggLDLHX31cBqM/sLsCcwA5F2qCVh5O68uvhVvrJnwR0DItXSADS4+wvR63sIYdQcmZbOvFTLaHLe6ynNnPZ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      },
      "metadata": {
       "needs_background": "light"
@@ -237,23 +237,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": 310,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
-      "text/plain": "Text(0.5, 1.0, 'Comparing Tokens Staked to Conviction Decay Over Time')"
+      "text/plain": "Text(0.5, 1.0, 'Comparing Single Token Unstaked to Conviction Decay Over Time')"
      },
      "metadata": {},
-     "execution_count": 100
+     "execution_count": 310
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -275,23 +275,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 311,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
-      "text/plain": "(0.0, 10.496160372376345)"
+      "text/plain": "(0.0, 10.382760534430746)"
      },
      "metadata": {},
-     "execution_count": 113
+     "execution_count": 311
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -350,7 +350,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 125,
+   "execution_count": 312,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -373,7 +373,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 126,
+   "execution_count": 313,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -390,7 +390,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 127,
+   "execution_count": 314,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -405,17 +405,17 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Filling up the tank\n",
+    "## Test Series 1: Filling up the Proposal Support Tank\n",
     "\n",
-    "A set of tests where the participants start supporting a proposal but their support starts at different times\n",
-    "- granular input signals\n",
-    "- aggregate inputs with outputs\n",
-    "- granular inputs with outputs"
+    "A set of tests where the participants start supporting proposals, but their support starts at different times\n",
+    "- Plot series 1: granular input signals (tokens staked) from 3 participants\n",
+    "- Plot series 2: granular input signals (tokens staked) with outputs (conviction accumulated) from 3 participants\n",
+    "- Plot 3: aggregate inputs (tokens staked) with outputs (conviction accumulated) for multiple proposals"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 136,
+   "execution_count": 315,
    "metadata": {},
    "outputs": [
     {
@@ -424,14 +424,14 @@
       "text/plain": "Text(0.5, 1.0, 'step_up tokens staked for proposal 1')"
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+     "execution_count": 315
     },
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r14+GhoaPDR8+fDhr1qxh8eLFADQ0NNDU9PFnXc+bN49t27axceNGFi1axOjRo9m8eTN777033bp1Y+HChfz1r0V7DG0zDoCHH36Ya6+9lvnz59O7t65mrWpK8KlR8V0V5BtK51750vZ1OzBixAjmzJnDueeey0EHHcS3vvUtevfuzTnnnMPhhx9ObW1tSzNLIWeeeSbnnHMO119//U5fBN27d+fOO+/kggsuYOvWrfTq1Yvf//73H5v+6KOPZsKECbz55ptcccUV7LvvvkydOpXTTjuNuro6Ro0axfDhw9tcj2nTpvHNb36z4EnW888/n+3bt3PyyScDwYnWG2+8sYTSkcRpDP8Sd/TLrqqoZ7LW1dV5/gM/Vq5cyYgRI2KKKLiKZuLEiSxfvjyW5c+YMYO+ffty8cUXx7L8XHFvC+kkLwFXAT2AA9sYV8pjFXAtMHDXJzWzpe5e8LpqnWYRSZsdQBOR3DkplUU/0tpQW1sbW+0dghq8SKfKNtEowVc91eBF0kY1+NRQghdJm+xVNPr9XvWU4EXSppHgtvgucQciUVOCF0mbHQR3sirBV73E/Uhb+Dhs3tx589ttN/jCiZ03v0KS0F3w3XffzYwZM1i5ciXPPfdcJL1ZSoXYgWrwKZG4BL95M3RmN+WbNnXevApJSnfBI0eO5L777uPcc8/t9OVKhcn2RaMEX/XURNOG+vp6hg8fztlnn80RRxzBlClT+PDDD4EgUY8ePZqRI0cyffr0lt4cTzjhBC677DI+//nPt9z+f8kllzBq1CjeeOMNpk2b1nJH6+LFiznmmGM48sgjOfroo2loaGDRokVMnDgRCC6TPOusszjxxBM56KCDuPnmmwHYsmULY8eO5aijjuLwww9n3rx5LfGOGDGCc845h8MOO4xx48axdetW7rnnnpbugkeNGvWx/mlGjBjBIYccgqTAdtSbZEpoE5cgbd0FS5XbRnDk6+ivetrEJUhTd8GSAtkEL1UvcW3wcUhLd8GSEltRgk8JbeYSpKG7YEmRbegEa0okrga/226de+XLbru1PU4augu+//77ueCCC9iwYQMTJkxg1KhRPPLII20XjiSPEnxqqLvgNqi74I/EvS2kEzQDFwGvAcXrJFJu6i5YRDpMD9xOlcQ10ZSbuguWqtKIEnyKaDOLpImex5oqSvAiaaImmlTRZhZJEzXRpIo2s0iaqIkmVZJ3kvVK4M1OnN9QoPXOHTssCd0Fv/vuu5xxxhnU19dTW1vLXXfdxe67796py5cKsAM9jzVFkleDfxOo7cS/zvyyKCDbXfDLL7/cMmzmzJlFkzsE3QV3dnKHIMGvWbOm4GfXXHMNY8eO5bXXXmPs2LFcc801nb58qQB64HaqRJrgzazezP5kZsvMbEnbU1SetHQXPG/ePM4++2wAzj77bB544IHIy1ZioAdup0o5avBfcPdRxe60SoI0dBe8bt06Bg0aBMCgQYNYv359p5ejVAA10aRK8trgY5DfXfD111/PxRdfzMKFC/nJT37Chx9+yLvvvsthhx3GaaedBrS/u+BCst0F9+rVq6W74AkTJnDZZZfx5JNPUlNTo+6Cy2Ez8DzB05CS6k1Ug0+RqBO8A4+amQM3ufus/BHMbDowHWDo0KERh9M+aegueJ999mHt2rUMGjSItWvXsvfee7c5Teq8CNwKrI07kA7agap2KRH1Zj7W3deY2d7A78zsFXd/MneEMOnPgqCzsYjjaZdsd8Gf/exnW+0ueMqUKQWnL6W74NGjR9PQ0FCwiWbevHl8//vf54MPPmDRokVcc8013H333Z3aXfCkSZOYM2cOl156KXPmzGHy5Mltzi91moB1wDCgb8yxdIQB/eIOQsoh0gTv7mvC/9eb2f3A0cCTrU/VhqFAfYdD23l+bUhDd8GXXnopp59+OrfccgtDhw7l7rvvbrtg0qaZ4DdpX6CEbqZF4hZZd8Fm1geocfeG8PXvgJnu/nCxadRd8Mepu+AK8gjwM+BwoPDpEpH2iai74Chr8PsA94ftx12B21tL7iIVL1uDT97dI5JSkSV4d/8zcGRU8y8XdRcsLbIJXrf5S0Ikoi5SSU+dSittA1SDl8Sp+F21Z8+ebNy4UQkmRu7Oxo0b6dmzZ9yhxEs1eEmYir8advDgwaxevZoNGzbEHUqq9ezZk8GDB8cdRrxUg5eEqfgE361bN4YNGxZ3GCLBHayqwUuCqC4iUio10UjCKMGLlEpNNJIw2lVFStWEavCSKErwIqVqIkjuSvCSEErwIqVqQkeMJIp2V5FSZWvwIgmhBC9SqkaU4CVRlOBFSqUavCSMErxIqRrRESOJot1VpFSqwUvCKMGLlEoJXhJGCV6kVM3oiJFE0e4qUipdRSMJowQvUgpHTTSSOErwIqVQV8GSQErwIqVQT5KSQNpdRUrRTFCLVw1eEkQJXqQU2SYakQRRghcpRbYGL5IgSvAipdDj+iSBlOBFSqE2eEkgJXiRUugqGkmgyHdXM+tiZi+Y2YKolyUSmWyCF0mQctRHLgRWlmE5ItHJoJOskjiRJngzGwxMAP4zyuWIRE4nWSWBoq7B/wL4Lq3UfcxsupktMbMlGzZsiDgckXbSSVZJoMgSvJlNBNa7+9LWxnP3We5e5+51e+21V1ThiHRMM+ouWBInyt31WGCSmdUDvwFONLNfR7g8kehka/Bd4g5EpHSRJXh3/767D3b3WuBM4HF3/3pUyxOJVDbBqwYvCaLdVaQUGYIkrxq8JEjXcizE3RcBi8qxLJFIqAYvCaTdVaQUOskqCaTdVaQUOskqCaQEL1IKNdFIAml3FSmFavCSQErwIqXI9kWjBC8JogQvUgp1VSAJpAQvUopsZ2OqwUuCKMGLlEK9SUoCKcGLlKI5/F9HjCSIdleRUmQTvGrwkiBK8CKlyF5FoyNGEkS7q0gp1AYvCVRygjezXmZ2SJTBiFQsJXhJoJISvJmdBiwDHg7fjzKz+RHGJVJZsglev3klQUrdXWcARwObANx9GVAbRUAiFUk1eEmgUhN8k7tvjjQSkUqmyyQlgUp94MdyM/sa0MXMDgL+EfhDdGGJVBh1VSAJVGp95ALgMGA7cDvwPnBhVEGJVJwmguSuBC8JUmqC/6q7X+7uo8O/y4EfRhmYSEXJJniRBCm1iWaKmW1z97kAZnYD0DO6sEQqTCNK8JI4pSb4vwHmm1kGGA+86+7fji4skQrTiE6wSuK0muDNbI+ct/8APAA8Dcw0sz3c/d0IYxOpHGqikQRqqwa/lI+u/s3+PyH8c+CASKMTqRTNqAYvidNqgnf3YeUKRKSiqQ1eEqjUNnjMbCRwKDknV939tiiCEqk4aqKRBCopwZvZD4ATCBL8bwlOtD4FFE3wZtYTeBLoES7nHnf/QQfjFYlHE2qikcQpdZedAowF3nb3vwOOJEjcrdkOnOjuRwKjgFPM7DPtDVQkVo1xByCy60ptotnq7hkzazKz/sB62jjB6u4ObAnfdgv/vN2RimS9QHAvdTlV2UnWdcDWuIOQFl26w5AI5ltqgl9iZgOAmwmurNkCPNfWRGbWJRz/k8AN7v5sgXGmA9MBhg4dWmI4klpbgbnAcoK+YcqlGehbxuVFKAOs2AZbN4LrvEJF6J6BTzQFteDOVFKCd/fzwpc3mtnDQH93f6mE6ZqBUeGXw/1mNtLdl+eNMwuYBVBXV6cavrSuGfgwfD28zMvuVeblRaQZaN4BfQAfE3c0ArC9CRr7xpTgzewxdx8L4O71+cPa4u6bzGwRcApB3UukfTIEDX3dgT3aGFcKagbIgPcG050sFWHH+0RylVarrYpm1jO8m3Wgme1uZnuEf7XAvm1Mu1dYc8fMegEnAa90TtiSWtkEr6aFdssAngHv7OqiVJy2avDnAt8hSOZL+eiO1gbg39uYdhAwJ2yHrwHucvcFHYpWRAm+w1pq8ErwVa+tO1mvA64zsyuBX7j7+2Z2BXAU8Ewb074EfKrTIhWBILnrTE2HNKMafFqUfB18mNyPA04GZgP/EVlUIsVkr5xRDb7dmgFcCT4NSk3w2SdSTgBudPd5BKe5RMpLTTQd1vL88JI7KpGkKjXBv2VmNwGnA781sx67MK1I58kmeGm3ZsAdTFW0qldqkj4deAQ4xd03EVygdklUQYkUpRp8h7UUoZpoql6pNzp9CNyX834tsDaqoESKymYn1eLbraUGrwRf9dTMIsmiGnyHZS+T7PTbJqXiKMFLsijBd1gzYA7WVn+wknhK8JIsGcrbyVgVagZqVINPBSV4SZZsgtee227NgDXrOvg00GEiyZI9wao9t90ygGXQnSwpoMNEkkVt8B3WDNQ0oyaaFFCCl2RRE02HNWXUBp8WOkwkWZTgO6w5bOIylWHV0yaWZFETTYc1Nyu5p4U2sySLavAd1pRRgk8LbWZJlmyCVw2+3ZodXD1JpoISvCRLtolGe267ONDUDNYl7kikHHSYSLKoiaZDMhBkeSX4VNBhIsmiG506JPu4Pl0imQ46TCRZ1ETTIS0P3FYbfCroMJFk0UnWDml54LYSfCoowUuyqAbfIZnwn4z6oUkFHSaSLKrBd0j2aU4ZtcGnghK8JIvuZO2QbIKvUYJPBSV4SRY10XRINsHrKpp00GEiyZJ9mpNq8O3SHP6vB26nQ2QJ3syGmNlCM1tpZivM7MKoliUpoiaaDsnW4JXg0yHKi6WagIvc/Xkz6wcsNbPfufvLES5Tqp2H/yvBt0vL96MSfCpEluDdfS2wNnzdYGYrgf0AJXhpvxibaDYAK7ZDc2P5l91ZHLAmqOnx0XelVK+y3O5gZrXAp4BnC3w2HZgOMHTo0HKEI0kWY4L/APjgHejTDJmE9uViQL8u0DRAP4LSIPIEb2Z9gXuB77j7+/mfu/ssYBZAXV2dKhXSuhjb4LPfLRwPNfuXf/mdpRkl97SI9CoaM+tGkNznuvt9US5LUiLGBO/ZfxJae5f0ifIqGgNuAVa6+8+jWo6kTMw1eHNwJXh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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -441,8 +441,8 @@
      "output_type": "display_data",
      "data": {
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -450,19 +450,106 @@
     }
    ],
    "source": [
-    "pd.DataFrame(mimo_step_up[:,:,0], columns = ['participant 2', 'participant 1', 'participant 0']).plot(kind='area', alpha = .5, cmap = 'cool')\n",
+    "pd.DataFrame(mimo_step_up[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n",
     "plt.xlabel('time')\n",
-    "plt.ylabel('stake')\n",
+    "plt.ylabel('total tokens staked')\n",
     "plt.title('step_up tokens staked for proposal 0')\n",
     "pd.DataFrame(mimo_step_up[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n",
     "plt.xlabel('time')\n",
-    "plt.ylabel('stake')\n",
+    "plt.ylabel('total tokens staked')\n",
     "plt.title('step_up tokens staked for proposal 1')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In plot series 1 above, we can see the cumulative effect of multiple participants staking tokens on proposals, without the half life decay factor. Participant 2 stakes 3 tokens towards proposal 0 and 6 tokens towards proposal 1 around timestep 80, followed by participant 1 and participant 0 with their own staking amounts for each proposal at later timesteps."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 137,
+   "execution_count": 316,
+   "metadata": {},
+   "outputs": [
+    {
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+     "data": {
+      "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')"
+     },
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+     "execution_count": 316
+    },
+    {
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RV2fHCagTqnOeVtWlIvI2sAynue/GcPXUgzB2UFTVi1U1XVWTVLW9qr6sqseqagdV7eM+6mxgAti4cSPffON0VHnzzTcZPHhwaSBo2bIl+/fv5913360wfePGjcnJOfxibffu3cnKymLBggUA5OTklNuNdurUqeTn57Nz505mz55N//792bt3L61btyYpKYlZs2axYcOGKn+PisoBMHLkSCZNmgTApEmTGDVqVJX7M3VXYX4hyYnhDU4ZWRlcPuVyOvy9A3fNvItGyY14+tyn2fzHzcz97VzuP/1+Tm5/sgWmCKjueVpVH1bVzqraTVU/CWfZ4uavfxSh7WF3lIdtevTowaRJk7juuuvo0qULv/vd72jYsCHXXnstxx9/PB07dixtmivPmDFjuPbaa3n66acPCWLJycm89dZb3HzzzeTl5ZGamsqMGTMOSz9gwACGDx/Oxo0bue+++2jbti2XXHIJ559/Pv369aNPnz507969yt/jyiuv5Prrry+3Q8Rdd93FhRdeyMsvv8xRRx3FO++84+HImLqqqKCIpITwjJH449YfufeLe/lo9Uc0Sm7E2L5juXHAjXRvWfV71NQ/Uhf6JKSlpWnZyQaXL19Ojx49olQip7feiBEjWLJkSdUbh8GDDz5Io0aNuO2226KSf1nR/nuY2tOA8n8/+z9OLTqVoT+vutu4V1k5Wdw+/XbeWPwGzRo0445Bd3DjgBtpklL+tVQTZCNwEVDDsRhE5ICqVn0tIQbFTc3JGFM7/kI/geIAyQmhadZTVV7+4WVu+/w2CvwF3D34bm4fdDtHpNpN3KZqFpxqqGPHjlGrNYFTczImlAIFAbo27UqLoha13tfmfZu5/P3L+eKnLxjScQgvnv8ixzY/NgSlNPWFBSdjDODc+PqbY38Dm2u3n682fsXot0eTW5TLCyNe4Jq+1+CTOjsBgokSC07GGEch4KfGN+CqKs9nPM8tn95Cp2ad+OKKL+jZqmcoS2jqEfs6Y4wBYEvmFp5Y+AQ/Hfip2mlVlbtn3s0NH9/AsM7DmH/tfAtMplYsOBljAEiRFLo06kJaQvU6d6kqd864k0e/fpTrTrqOaWOm0axBs/AU0tQbcdOsN+sL2Ls3dPtr2hTOODN0+ytPXZgy45133uHBBx9k+fLlzJ8/PyyjopvY0Lxhc0a2HQkF3tOoKrdPv50nvnmCG/rdwLM/f9aGFzIhETfBae9eaNYsdPvbsyd0+ypPXZky47jjjuO9997juuuuC3m+JrZooUIRSJL34PLg7Ad54psnuHnAzTx17lMWmEzIWLNeDa1fv57u3btzxRVXcMIJJzB69GgOHHDGSBw3bhz9+/fnuOOOY+zYsaUTtA0ZMoR77rmH008/nUcffZRp06Zx++2306dPH9auXcuVV15ZOlLEggULGDRoEL1792bAgAHk5OQwe/ZsRowYAThdyS+77DLOPPNMunTpwosvvgjA/v37GTp0KH379uX4449n6tSppeXt0aMH1157Lb169WLYsGHk5eXx7rvvlk6Z0adPn8PG2+vRowfdunWLyDE10bVw8ULGLRrHnsAeT9tPWjiJcV+O46o+V1lgMiFnwakWVq5cydixY1m0aBFNmjThueeeA+Cmm25iwYIFLFmyhLy8PD788MPSNCVTZtx7772MHDmSv/3tbyxcuJDOnQ9OKFYyZcZTTz3Fjz/+yIwZMyqcMuOjjz7im2++Ydy4cWRlZdGgQQOmTJnC999/z6xZs/jTn/5UGhxXr17NjTfeyNKlS2nWrBmTJ09m9OjR9OvXj9dff52FCxeWm4+pHwoPFKJ+JTml6ptw52+ez7UfXMtZx5zFCyNesMBkQs6CUy2UnTLjq6++AmDWrFmcfPLJHH/88XzxxRcsXbq0NE1Np8xITDy8BbZkyoyWLVuWTpmhqtxzzz2ccMIJnHXWWTZlhvGsML8QApCUXPnYejsO7GD026Np16Qdb41+K2xj8Zn6LW6uOUVDfZgyw9QfRflFiAqJKRWfFlSVq6deTXZuNnOvnkvz1OYRLKGpT6zmVAv1YcoMU38U5jmz4FbWIeKl71/ig1UfMH7oeE5qe1IES2fqm7ipOTVtGtoedk2bVr1NfZgyY8qUKdx8881s376d4cOH06dPHz777LOqD46pcwrzC0mSpApHiNiwZwN/+OwPDO00lFsH3hrZwpl6x6bMqCGbMuNQ0f57mNqbfPtkNk/dzC2/vAXK9ItRVc5/83xmrZ/FshuWcXSzo6NTyPrGpswwxtR3hflOs155NafJyyfz0eqPeGLYExaYTERYcKohmzLDxJvCgkKSOLxZL784n9s+v43ebXpzy8m3RKdwpt6x4GSMAaDrEV3RVD2sm9Tfv/k7G/ZuYOKoiST67JRhIsPeacYYAE5pdwocAQR11tueu52/fvVXRnYbyZmdwjzYpDFBrCu5MQYAf67/sDPCY18/xoGiA4wfOj46hTL1lgUnYwwAT856ko92f1S6vHX/Vv654J/85vjf0KOV9cQ0kRU/zXr343S7DJWjgMoHCa+1ujBlxu23384HH3xAcnIynTt35pVXXqFZKId/NzFjUOtBtM5rXbr8t6//RqG/kPtPuz+KpTL1VfzUnDYCHUP4CGWgK0fJlBnLli0rXTdu3LgKAxM4U2aEOjCBE5yysrLKfe3ss89myZIlLFq0iK5du/LII4+EPH8TAxRObXUqXRp3AWB33m5e+O4Fxhw3hi4tukS5cKY+CltwEpGJIrJNRJYErWsuItNFZLX7fES48g+3+jJlxrBhw0oHnR04cCCZmZnhP7gm4gIFAfYc2EMhhQA8n/E8uUW53D7o9iiXzIRTdc/TInK3iKwRkZUiUsNbg70JZ83pVeDcMuvuAmaqahdgprtcZ9W3KTMmTpzIeeedF6rDZ2LIgT0H+Mf3/+DH/T9SUFzAU/Oe4pzO59D7yN7RLpoJr1fxeJ4WkZ7AGKCXm+Y5EalgsKvaC9s1J1X9UkQ6llk9Chji/jwJmA3cGa4yhFvZKTOefvppbrvtNmbNmsVjjz3GgQMH2LVrF7169eL8888Haj5lRnlKpsxITU0tnTJj+PDh3HPPPXz55Zf4fL6QTZnx8MMPk5iYyCWXXOI5TX2hAWX+K/PZv2t/6bqTup5Es0bN2LJzC8s2LGNQr0GkpqSyfut61matrXKfZbc/o88Z+Hw+Vm5aSeb2qmuvwdtn787mtBNOA2DxusVs27PtsO0LDhSAQlJCEu8ue5fs3Gz+eMofq3EUTF1UzfP0KOC/qloA/CQia4ABwDfhKFukO0S0UdUtAKq6RURaV7ShiIwFxoIzEGosqi9TZkyaNIkPP/yQmTNn2qRy5cjJyuGTlz5BtgmizvHp2rYrzRo0Y1vONr7e/jV9O/QlNSmVzD2ZfL3r6yr3WXb70zuejs/nY92OdSzYt6DK9MHbL8ldwmlHO8FpRfYKlucuLzdNiqTQKr0Vz2U8R5fmXTjrmIqvf5o6I1FEMoKWJ6jqhCrSVHSebgd8G7RdprsuLGK2t557ACeAM/BrlItTrpIpM0455ZRKp8wYPXp0uem9TJnRv39/cnJyym1umzp1KnfffTe5ubnMnj2b8ePH884774R0yoxPP/2URx99lDlz5tCwYcMq91UfFRcUQxH8ot0v6H3Soc1gvd1/JQa7/7wqu/157j+vym5/wfEXVLr9jzk/MnfTXJ4c9iQ+iZ/+UvVYsar2C9G+yvtmGrZzc6SDU7aIpLvROB04vH2hpo4C1odsb87+qlAfpsy46aabKCgo4OyzzwacThHPP/981QenHvEX+kEhISkBPEy1Ekt2HthJRlYGGVkZLMhawDeZ35CamMqVfa6MdtFM9FR0ns4EOgRt1x4ov5tvCIR1ygy3LfNDVT3OXf4bsFNVx4vIXUBzVb2jqv3YlBmHsykzYkf2kmz+dfm/uKj5RfQYHNvHIL84n1k/zWLGuhnM+GkGi7IXlb7WrUU3+rXtx2UnXMY5x4a1I5bxKgJTZng9T4tIL+ANnOtMbXE6S3RRVX/NSle5sNWcRORNnItqLUUkE3gAGA+8LSK/xTnslbcxGFMHlNScYrUZrKC4gI9Wf8S7y97lw1UfklOYQ0pCCoOPGszDZz7MKe1PoW96X5o2qGPVPlNr1TlPq+pSEXkbWAYUAzeGKzBBeHvrXVzBS0PDlWck2ZQZpoS/yPl8JvjC1qu2RtbsWsOE7ybwysJX2HFgBy1SW3BRr4v4VY9fMaTjEFKTKr5twNQP1T1Pq+rDwMPhK9FBMdshwguvvdpMeNWF2ZTDqXWz1lx17FW0Lqqw82lELdy6kHFzxjFlxRQSJIGR3UYy9qSxnHXMWTblhakz6uw7tUGDBuzcuZMWLVpYgIoiVWXnzp00aNAg2kWJmpTEFI5ueDTkVr1tOK3YsYJ7Zt7DlBVTaJrSlPtOu4/r+11P28aHj5loTLiIyK8qe11V3/OynzobnNq3b09mZibbt2+PdlHqvQYNGtC+fftoFyNq9u7Zy4YdG+jSoAupRL6pLK8oj4f/9zCPff0YqUmpPHD6A/x+4O9p1qBZxMtiDHC++9waGAR84S6fgXNDb3wHp6SkJDp16hTtYhjDluwtvLfxPa7vfH3Eg9Oc9XO4etrVrNu9jstOuIzHhz1O67TYaF409ZOqXgUgIh8CPUtu6HW7pf/T637qbHAyJlYc0/YYbul8C01Syx9mKhwCGmD8V+O5b9Z9dD6iM19c/gVndDojYvkb40HHksDkyga6ek1swcmYWkr2JdM8qTkkRSa/nQd2cvn7l/Px6o8Zc9wYJoyYQOOUxpHJ3BjvZovIZ8CbOCNJjAFmeU1swcmYWtqavZW129bS76h+pJBSdYJayNyXydn/Ppt1u9fx3M+f4/p+11uHIBOTVPUmEfklcJq7aoKqTvGa3oKTMbWUuSWT6dnTOeHoE8IanNbsWsNZr53FrrxdTL9seulgrsbEsO+BHFWdISINRaSxqpY/kGcZsXlLuzF1iL/IHVsvIXw34S7ZtoSfvfIz9hfuZ9YVsywwmZgnItcC7wIvuKvaAe97TW/ByZhaCvgDTnBKDE9wWrd7HWe9dhY+8fHlVV9yUtuTwpKPMSF2I3AqsA9AVVfjdC/3xJr1jKklf7EfAuBLCP13vR0HdjDs38MoChQx64pZ9GgV2wPLGhOkQFULS66Jikgi1Zhiw2pOxtRSabNeiGtORf4iRr89msx9mXz0m48sMJm6Zo6I3AOkisjZwDvAB14TV1hzEpG+lSVU1e89F9GYOOYv9iMIvsTQftf742d/ZM6GOfznl/9hYPuBId23MRFwF/BbYDFwHfCxqr7oNXFlzXpPuM8NgH7AjzgzIZ4AzINqTOdpTBzzF/lJIKH8eUJraPKyyTy74Fn+OPCPXHLCJaHbsTGRc7OqPgWUBiQRudVdV6UKv+qp6hmqegawAeirqv1U9STgRGBNLQttTNzwF/tJkISQNZJv3LuRaz64hgHtBvDIWY+EZqfGRN4V5ay70mtiLx0iuqvq4pIFVV0iIn28ZmBMvAv4A05wCkHNSVW59oNrKfIX8eav3yQ5Ibn2OzUmgkTkYuA3QCcRmRb0UmNgp9f9eAlOy0XkJeA/OD0tLgWWV6OsxsS1Ib2GMDB9YEiC08QfJvL52s/558//yTFHHFP7HRoTeXOBLUBLDl4eAsgBFnndiZfgdBXwO+BWd/lL4F9eMzAm3jVMbEjDxIa1btbbnrud26bfxulHn871/a4PTeGMiTBV3YBzOeiU2uynyuCkqvki8jxOT4uVtcnMmHi0YuMKDuw7QN/KO7hW6Z6Z97C/cD/PDX8On9hdHqZuE5GBwDNADyAZSAByVdXT8P1VfgJEZCSwEPjUXe5Tph3RmHpt0U+L+GbvN7WqOWVkZfDyDy9z68m30rNVz9AVzpjoeRa4GFgNpALX4AQrT7w06z0ADMCZwRBVXSgiHatbSmPi1a/7/ZpARqDG15xUlTum30HLhi25//T7Q1s4Y6JIVdeISIKq+oFXRGSu17ReglOxqu61YfmNKV8CCbXqrff52s+ZtX4WT5/7NE1SIjdhoTFhdkBEkoGFIvIYTieJNK+JvTRELBGR3wAJItJFRJ7B6Y1hjAHmrZrHvH3zatSsp6rcPfNuOjXrxHX9rgt94YyJnstwrjPdBOQCHYBfe03speZ0M3AvUAC8AXwOjKt2MY2JU8s2LUNyhZPl5Gqn/Xj1x/yw9Qcmjpxo9zSZuOL22gPIA/5S3fRegtPFqnovToACQETG44ybZEy95y/2k+JLqXaznqry0P8e4uimR3PpCZeGp3DGRJiILKaS0cdV9QQv+/ESnEaLSL6qvu5m/E+c8faMMbhj6/mqPyL57PWz+TbzW/41/F8kJSSFoWTGRMWIUOzES3D6FTBNRALAecAuVb2xNpmKyB9wuhUqzoi1V6lqfm32aUy0lI6tV01///bvtGrYiiv7XBn6QhnjQXnnYqAh8BbQEVgPXKiqu73uM6g5r1YqvIQrIs1FpDkH+6ffgTOj4Th3fY2ISDvgFqCfqh6Hc8FsTE33Z0y0BYoD1Q5Oa3at4cNVH3J9v+tpkGgNESbyKjkX3wXMVNUuwExqeAlHRHJEZJ/7yBcRv4js85q+sprTdzjRVIKeh7sPBWoz8FcizgRURThROqsW+zImqvzFfhISqhecnpn3DIm+RH7X73dhKpUxnpR3Lr4bGOK+PgnnHtc7q7tjVW0cvCwiv8C5Z9ZzwSracafqFsYLVd0sIo8DG3F6cXyuqp+X3U5ExgJjAZKTrReTiV3+Ync+J49yC3N59cdXuaDXBaQ3Tg9jyYwhUUQygpYnqOoEqPhcLCJtVHWLu80WEWkdioKo6vsi4rkW5uWaEyJyHNCToI4Qqvpa9YsHInIEMAroBOwB3hGRS1X1P8HbuQdwAkBaWprneeeNiTR/sR+fz/tNTu8se4d9Bfu4/iQb3NWEXbGq9ivvhYrOxaHKWER+FbTow5m01vO5vMrgJCIP4FTxegIf43SK+AqoUXACzgJ+UtXt7v7fAwbhTMlhTJ3j91evt95L379E1xZdGXyUTSZtoqqic3G2iKS7taZ0YFsN939+0M/FOJ0rRnlN7KkrOdAb+EFVrxKRNsBL1SlhGRuBgSLSEKcqORTIqDyJMbHrtn63OUMje7B8+3K+3vQ1j531GDYkmImyis7FuTiz2I53n6fWZOeqelVtCuclOOWpakBEikWkCU4UrXFnCFWdJyLvAt/jRNMfcJvvjKmLEgOJHhvIYdKPk0iQBC7vfXl4C2VMFSo5FzcC3haR3+IEsAtqsn8R6YQzwlBHgj4hqjrSS3ovH6kMEWkGvIjTg28/ML+6BQ2mqg/gjHZuTJ2mAeWT1Z/QNbcrx3JspdsGNMCbS95kWOdhtGnUJkIlNKZiFZyLC3BqUbX1PvAy8AEQqG5iL5MN3uD++LyIfAo0UVXPU+0aE88CxQEW71hM00DTKoPT3E1z2bh3I389868RKp0xUZWvqk/XNLGXDhEzVXUogKquL7vOmPosgQTu7Hsn/FT1tq8vep2GSQ0Z1d3zNWFj6rKn3A51n+PUxgBQ1e+9JK4wOIlIA5ybslq6XQ5Lrt42AdrWuLjGxBM/TufYKnqSFweKeWfZO4zsNpJGyY0iUTJjou14nGkzzuRgs566y1WqrOZ0HfB7nED0HQeD0z7gnzUoqDFxJz83n2mrp3FS8Ul0pnOF2/1vw//YmbeTC3rW6NqyMXXRL4FjVLWwJokrGyHiKZxq2c2q6nned2Pqk8L8QpbtXMaxaZVfb5qyYgoNEhtwTudzIlQyY6LuR6AZNbxPyktvva0i0lhVc0Tkz0Bf4CGv7YbGxDN/kR+g0ptwVZUpK6ZwTudzSEv2PEu1MXVdG2CFiCzg0GtOIetKfp+qviMig4FzgMeBfwHVn/bTmDjjL/SDgk8qvuiUkZVB5r5MHjrjoQiWzJioq9XtQl6Ck999Hg78S1WnisiDtcnUmHjhL3KCU2VTZkxbOY0ESeD8budXuI0x8UZV59QmvZfgtFlEXsAZh+lREUmhyr5JxtQPJTWnypr1PlnzCad0OIXmqTWeBs2YOkdEcjg40GsykATkqmoTL+m9BJkLgc+Ac1V1D9AcuL36RTUm/lR1zWnr/q18t+U7zjv2vEgWy5ioU9XGqtrEfTQAfg086zW9lxEiDgDvBS1vAbbUpLDGxJuqmvU+W/MZgAUnU++FZT4nY0z5SoNTBTWnT9Z8wpGNjqTPkX0iWzBjoizs8zkZYyomASHVl0piwuEfJX/Az+drP2dU91E2PYapj8I7n5OIpHFw2oyuQHfgE1UtqmZBjYk7x7Q7hjt73Fnu98GFWxeyO383w44ZFvmCGRNltZ3PyUuHiC+BBiLSDpgJXAW8WptMjYkbfvdRzifpi5++AOCMTmdEtEjGxAIRmeROt1SyfISITPSa3ktwErdTxK+AZ1T1lzhTthtT763fuJ63N7xNTiDnsNe+WP8FPVr24MhGR0ahZMZE3QluD28AVHU3cKLXxJ6Ck4icAlwCfOSus2tVxgD5+flsz9+OyqHtekX+Iv634X+c2cnTAMzGxCOfO6MFACLSnGrEDi8b3grcDUxR1aUicgwwq9rFNCYOdT+qO907docGh65fkLWA3KJcC06mPnsCmOtOBa8498w+7DWxl/ucvsS57lSyvA64pfrlNCYO+XFmqinTk/yLn75AEE4/+vRolMqYqFPV10QkA2f+JgF+parLvKb30luvK3Ab0DF4e1W1r4Sm3lu8ajHz18/nstaXkUxy6fqvNn5Fr9a9aNGwRRRLZ0z0iMhAYKmqPusuNxaRk1V1npf0Xpr13gGeB17i4CCwxhhg7769bMrbhCQcvI/JH/DzTeY3XHzcxVEsmTFR9y+cKZZK5JazrkJeglOxqv6rBgUzJu6VjhCRdLBdb8m2Jewr2MepHU6NYsmMiTpR1dKeQu69sp47RHjprfeBiNwgIuki0rzkUaOiGhNn/MV+ROWQmtPXm74GYPBRg6NVLGNiwToRuUVEktzHrcA6r4m9RLEr3OfgkcgVOKYahTQmLgX8ARJIQHyHBqf0Rul0bNYxegUzJvquB54G/owTM2YCY70m9tJbr1ONi2ZMnPMX+Z0RyYOGzvtq41ecetSpNp6eqddUdRswpqbpq2zWE5GGIvJnEZngLncRkRE1zdDdRzMReVdEVojIcvcmX2PqHH+xHx++0k9SVk4WG/duZFD7QdEtmDEelXc+di/fTBeR1e7zEVXv6bD9NhCRG0XkORGZWPLwmt7LNadXgEKg5NOWCTxU3YKW8RTwqap2B3oDy2u5P2Oiwl98aM1pweYFAJzc/uQolsqYainvfHwXMFNVu+A0x3mehynIv4EjgXOAOUB74PBxvirg5ZpTZ1W9SEQuBlDVPKlFe4WINAFOA65091eIE/yMqZUtC7ewas6qcl/rcXQPWh/Rmt05u1m0dhG9O/emWeNmZO/KZsXGFVXuu+z2/bv3p2GDhmzbsA2fHqw5zd88nwRJqLPzN+UC26NdCHNQCrQpgtQw7b6i87GIjAKGuJtNAmYDd1Zz98eq6gUiMkpVJ4nIGzizqnviJTgVikgq7qQAItIZKKhmIYMdg/P+f0VEegPfAbeqam7wRiIyFvfiWXJy8mE7MaasORPnsGL6inK/6rRo04LWjVqzJ28Ps7Jm0bFtR5qlNiM7J5tZ26oejavs9sd1OI6GyQ05dtexZCZmlganBVkLOK71cTRMahji3y4yNgLrt4I/EO2SGAApBt0Dtbjwn+iO0lBigqpOCFou93wMtHFnPUdVt4hI6xrkXTKt0h4ROQ7YijOYgycS1A29/A1EzsbpbdET+Bw4FbhSVWfXoLCISD/gW+BUVZ0nIk8B+1T1vorSpKWlaW5ubkUvGwPAf373H/Jm5HHNsGvKbbAWEYLf72WXq1Jheh9IM0FRWjzWgtE9RzPh/AmV7Cl2LQa2rIXkU0BTol0acyAPuv0Mju1ds/QickBV0yp5vdzzMXCzqjYL2m63qlbrupOIXANMBo7HmWapEXCfqr7gJb2XmtN3ONNlDMRpWb8VaFydQpaRCWQGDWHxLjVrzzTmEAF/AB8+pIVUeDVVkEqXq1JZ+rW71rI7fzf92/av1j5jiR/w+UE7g1iDRdQV7wXCWwmv6HycLSLpbq0pHdhW3R2r6kvuj19Sg1uPPN2ECxSp6keq+iHQyl1XI6q6FdgkIt3cVUMBz4MBGlOR7kd2p1fDXlQz3oTM/M3zAejfrg4HpwD4AtikOPVEJefjaRy8x/UKYGqky+blLfhXnFEifo4zRftrOHM71cbNwOsikoxzx3CtpvM1BmDA0QNqV6evpYysDBokNqBXq17RK0Qt+QM4zZRevraaeFHe+dgHvC0iv8W5FHlBpAvl5Sbcj0QkCZiO89H/haqurk2mqroQ6FebfRhTVnFRMYI4Xbuj4IetP9C7TW+SEpKikn8oFPstMNU3lZyPh0a4KIeoMDiJyDO4PfRcTXCi6s3uhWCb08nElIn/m0jajjQuqXXFvvpUlYVbF3JRr4sinnco+ZXD5qYypqZEZBCHT7f0mpe0ldWcMsosf1ftkhkTQQOOGkDSyujUWjbu3cie/D119v6mEsUBqzmZ0BCRfwOdgYUcnG5JcS4NVanC4KSqk4IySQa6uosrVbWo/FTGRE+f9D5OZ9UoWLh1IQC929Swz28MUJyaU0Ji1PqUmPjSD+ip1blfI4iXsfWGAKuBfwLPAatE5LSaZGZMOO3dv5fcQHTuh1u4dSGCcHyb46OSfygESv6znnomNJbgDF9UI17ehk8Aw1R1JZRO2/4mcFJNMzUmHF6b/xrpu9IZzeiI570weyFdWnShUXKUqm4h4AfUgpMJnZbAMhGZT9CoQqo60ktiL2/DpJLA5O54ldt7z5iYEvAH8EXpgsnCrQsZ0G5AVPIOFT9AANSa9UxoPFibxF4+yRki8rKIDHEfL2KdI0wMCgSiE5wWZS9i/Z71dfp6ExysOal99TQhoKpzgBU4tyA1Bpa76zzx8kn+HbAUuAVn6KJlwHXVL6ox4RWNmtP3W77njEln0LZxWy494dKI5h1qwTUnY2pLRC4E5uPcwHshME9EPLe5e3kbXq+qTwJPBmV6K84cIMbEDA1oRIPTN5u+4bzXz6Npg6Z8cfkXHNX0qIjlHQ4lwSlgY+qZ0LgX6O/OiIuItAJm4IzfVyUvn+Qryll3pdfSGRMpkWzWy8jKYNh/htGyYUv+d9X/6Ny8c0TyDaeA+/BZcDKh4SsJTK6deIs5QOUjRFwM/AboJCLTgl5q7GZiTEwJBAL4fOEPTut2r2P4G8Np2bAlX171JW0btw17npHgx7nXSaxZz4TGpyLyGU7vboCLgI+9Jq7sbTgX2ILTHfCJoPU5wKJqFtKYsIvENaecghxGvDGC4kAxn17yadwEJnCb9dSmyjChoaq3i8ivceYAFJyJDqd4TV/ZCBEbgA3AKbUupTEREO5mPVXlyqlXsmrnKqZfNp1uLbtVnagO8QOqgPXWMyGiqpNxJhysNqvAm7hxZvszaZsVvprMU/Oe4r3l7/HksCc5o9MZYcsnWqxZz4SCiHylqoNFJIdDBw8XQFW1iZf92NvQxAeFQW0Gwd7w7H7h1oXcOeNORnUbxe8H/j48mUSZH5AAiE3PbmpBVQe7z7WaXc3GHzZxQQPKrrxd5PvzQ77vQn8hl753KS1SW/DSyJcQic/xE0rG1lO75mRCwB2VvMp1Famst95iDq2Slb6EUzU7wWsmxoSbv8jP0wufZmjCUH7Gz0K670f+9whLty/lw4s/pGXDliHddyzx40zRboOTmRA5ZEpoEUmkGmOyVtasN6KmJTIm0nz4+OUxv+TInTUeBLlcy7cv5+H/Pcxvjv8Nw7sOD+m+Y40f8Pmd4Yvis25oIkFE7gbuAVJFZF/JaqAQmOB1P1X11jOmTvCJj94te8P+0O1TVbn101tJS07jH+f8I3Q7jlF+QPx2zcnUjqo+AjwiIo+o6t013Y+X+ZwGisgCEdkvIoUi4g+KhsbEBH+Rnw17N5BTnBOyfU5bOY3p66bzlyF/oVVaq5DtN1b5A06zno2tZ0Jkvog0LVkQkWYi8guvib10iHgWuBhnwsFU4BrgmWoW0piwyj+QzyvLX2H5/uUh2V+Rv4jbpt9Gz1Y9+V2/34Vkn7HOr07bi3UlNyHygKqW9p9V1T3AA14Te3obquoaEUlQVT/wiojMrXYxjQmjQHEAIGTDF7268FXW7FrDtDHTSEqoHz0EigMQpemwTHwq793k+auPlw0PiEgysFBEHsMZ0ijNawbGREKgOAAKPq392TW/OJ9xX45jYPuBjOhaf/oF+QNAQrRLYeJIhog8CfwTp+f3zVRjLkAvn+TL3O1uAnKBDsCvql9OY8In4A9dzeml718ic18mD5/5cNze01Se4gB256MJpZtxeui9BbwD5AM3ek3speb0C1V9yt3xX8DmczKxp7TmVMt2qSJ/EY/PfZxBHQZxRsf4G6KoMv4A+Ox6kwkRVc0F7qppepvPycSFUF1z+u+S/7Jh7wbuHnx3vao1BYCAglqznqklEfmH+/yBiEwr+/C6n5rM59SEEMznJCIJQAawWVXrT8O+CYuAv/Y1J1XlsbmPcXzr4xneJb5vuC3LD2gAxIJTvVP2XCwizXGa4joC64ELVXV3NXZZMkTR47UpVzTnc7oVWI4T7IypFQ04I23VJjjNXj+bJduW8MqoV+pVrQmCxtWz0SHqo7Ln4ruAmao6XkTucpfv9LozVS3p9NAc+FhVC2pSKE/zOYlIG6C/+9JyVS2uSWYlRKQ9MBx4GPhjbfZlDARdc6rFFf1n5j9Di9QWjDluTLXS+YH5fjiQV+OsY0KgAGgY7VKYSKrgXDwKGOL+PAmYTTWCU5CRwD9E5Evgv8Bn1YkdVV7+FJELcKpns3G+VD0jIrer6rs1KGyJfwB34Ez5XlG+Y4GxAMnJNkyyqVyzxs345dG/5MhAzcbW27BnA1NXTuWOQXfQILFBtdIWAfv3AbshoQ4P/ZOioO2iXQoTYokikhG0PEFVg8e3+weHn4vbqOoWAFXdIiKta5Kxql4lIknAeTiXiJ4Tkemqeo2ngnvY5s9Af1XdBiAirYAZQI2Ck4iMALap6nciMqSi7dwDOAEgLS2tvNHRjSnVMKUhvY/oDTUcWOvlH15GVbm+3/XVThvAmUE2sTX46vilKmvSizvFqtqvvBe8notrQ1WLROQTnPucUnFqZZ6Ck5c2EF9JYHLt9JiuIqcCI0VkPU5V70wR+U8t9mcM+Xn5bMzZWKP5nPwBP68ufJVhnYdxdLOjq51e3f9CcP+vMZFU0bk4W0TSAdznbRXvomIicq6IvAqsAUYDLwHpXtN7+Th9KiKficiVInIl8BHwSQ3KCoCq3q2q7VW1IzAG+EJVL63p/owByNqSxcTVE8kuyK522pk/zWTTvk1cfeLVNco7AE5wsp5upg6p5Fw8jYO3EF0BTK1hFlcC7wNdVfUKVf04pNecVPV2EfkVMBin1j9BVafUsLDGhEV6y3Qu73Q5rROq3zz+ysJXaJ7anFHdRtUob6s5mTgzHnhbRH4LbAQuqMlOVLV6PYvK8NIh4lFVvRN4r5x1taKqs3E6WhhTK6nJqRzT6Bind0I17CvYx5TlU7im7zWkJNasN4PiXHOye4RMXRV8LlbVncDQ2u7TrdQ8CrTGHfDe2b16un3Iy3e9s8tZd57nEhoTAfv27WPp7qXka/WuOU1dMZUCfwGXHH9JjfMOAGI1J2PKegwYqapNVbWJqjb2GpigkuAkIr8TkcVANxFZFPT4idDchGtMyGRuyeSdDe+wt3hv1RsH+e/S/3J006MZ2H5gjfNW92E1J2MOka2qNZ5grbJmvTdwOj48wqGD9+Wo6q6aZmhMOJQOX1SNsfV25e3i87Wf84eBf6jViBABLDgZU44MEXkLp1NE6SgRqvpehSmCVDZCxF5gL84suMbENPWrE5wSvAenKcunUBworvaIEIfl7T5bcDLmEE2AA8CwoHVKUP+FytgA+SYu1GQ+pykrptCpWSdOPPLE2uWN27Rn15yMKaWqV9UmvX2cTFwoadbz2jy3v3A/M9bNYFS3UbUe5LWkK7lNcW7MQSLSXkSmiMg2EckWkcnuWH6e2MfJxIXqXnP6fO3nFPgLGNW9Zvc2BbMOEcaU6xWcG3rbAu2AD9x1nlhwMnGhNDh5vOY0deVUmqc2Z/BRg2uft/tszXrGHKKVqr6iqsXu41WgldfE9nEycaE6M+H6A34+XPUhw7sMJzEE85KXNutZzcmYYDtE5FIRSXAfl1KNiWotOJm4UJ1mvQVZC9iVtytks91aV3JjynU1cCGwFWfi2tHuOk+st56JCz2P7kmbtm1ITqp67q/P1nyGIJx1zFkhydu6khtzOFXdiDPhYI1YzcnEhaZpTTkm9RhP15w+W/sZ/dv1p0XDFiHJu2RsPbXJkIwpJSKTRKRZ0PIRIjLRa3oLTiYubNu5jSX7lqBS+byUu/N2M2/zPM7pfE7I8i4ZW0+sHcKYYCeo6p6SBVXdDXi+qdCCk4kLy35axrtb361yKtcZ62YQ0ADnHntuyPJWcCKUNesZE8wnIkeULIhIc6pxKcm+65m40L9Lf3p16IUkVB6dZqybQZOUJgxoNyBkeQdwvuVpgk1zbkyQJ4C5IvIuzne4C4GHvSa24GTiQlpKGmlJaVVGh9kbZnPa0aeFpAt5CetKbszhVPU1EckAzsT5ZP5KVZd5TW/BycSF9Vnr2b53O/2lf4XbZOVksWrnKsb2HRvSvEuuOVmznjGHcoOR54AUzK45mbiwYuMKZuyaUWnNac76OQAM6TgkpHmXXHOy3nrGhI4FJxMXAv4APnyVBqfZ62fTJKUJfY7sE9K8Fas5GRNqFpxMXPAUnNzrTQm+0EYRa9YzJvQsOJm4oKqVBqet+7eyaucqTj/69NDnjd3nZEyoWXAycSHgD+CTioPTN5u+AeDUDqeGPm9AAjYquTGhZB8nExeqatabu2kuyQnJ9E3vG/K87ZqTMaFnwcnEhUAggCAVB6fMuZyUfhIpiSlhyBs3QoV818bUWxacTFyorOZUUFzAd1nfMajDoLDkrQoiNk27MaEU8Y+TiHQQkVkislxElorIrZEug4k/pcGpHD9s/YECf0HYglPAak2mjqrofCwizUVkuoisdp+PqGpfoRaN73rFwJ9UtQcwELhRRHpGoRwmjpx3wnmMaTWm3CAxd9NcAE5pf0pY8g4o1gZh6qqKzsd3ATNVtQsw012OqIh3flXVLTizIqKqOSKyHGhHDYe4MAagSYMmzru5nOA0b/M8jmp6FOmN08OSd0Djp+K0Nwk2Nox2KUyJ/QnQPoxffCo5H48ChribTQJmA3eGrySHi+qdGSLSEWd+j3nlvDYWGAuQnFz17Kamflu2aRmB/QGOk+MOey0jK4P+bSsec6+2AnHUU29RU5ibBIXRLohxNID2iXBSzfeQ6A6+WmKCqk4ob8My5+M2buBCVbeISOuaF6FmohacRKQRMBn4varuK/u6ewAnAKSlpVU+g5yp9zLWZVCcU3xYcNqdt5t1u9dxbd9rw5a3xtG7s9AH/gLodiSEcOB2U0O7gSMa1WoXxarar6qNyp6PRaLfFhCVt5+IJOEciNdV9b1olMHElzEDxqBLDm9f+27LdwD0a1vl57PG4qlDRLGAzw8tWkJCnNQG67IDQFKY86jgfJwtIulurSkd2BbmYhwmGr31BHgZWK6qT0Y6fxOfkiWZlISUw4JERpbTonFSei0aRqoQCBA3walQwKfgsw4e9UIl5+NpwBXuz1cAUyNdtmi8BU8FLgPOFJGF7uPnUSiHiSPz1szj+9zvD1ufkZVB5yM6c0Rq+HrCBiBurjkVinNSiIFWHRMZFZ2PxwNni8hq4Gx3OaKi0VvvK+Lme6aJFT9u/JG0A2n05dDhiTKyMhjYfmBY8w4oJMRJTaMQ8Nmns96o4nw8NJJlKStOPlKmvisd+DXIjgM72LB3Q1ib9Er7QsTJCb3QZycFExvsfWjiQqD48OD049YfATgx/cSw5asl/8XJJ6lQ7HqTiQ32NjRxobya04/ZTnDq3aZ3+PLF7UoeB58kxW3Wi4PfxdR99jY0cSEQODw4LcpexJGNjqRVWquw5RtPNadiceemioPfxdR99jY0cUEDis93eM0pnLUmcHvqxUtw8jm1QKs5mVhgb0MTF8rWnIr8RSzbvizswamk5hQPs+AWiztOYJx0izd1Wxx8pIxxrjkFD7mycudKCv2F9D4y/DUnjZOx9YrErQTaWcHEAHsbmrhQtkNESU+9E9qcENZ846rm5IuvQWxN3WZDO5q4cEu/W/AtOBghFmUvIjkhmW4tuoU139LgFAcn9GJxZ/W1s4KJAfY2NHEhRVIO+ca/eNtierTsQVJCeIfNLO0QEQc34Rb7ICDxM9qFqdvsbWjiwsx1M1l1YFXp8rLty+jVulfY81Wc2obGwde8IrcreaKdFUwMsLehiQsZWRlkFmQCsL9wPxv2bqBny55hzzfgPsfFNScLTiaGxMH3PWPgzn53wgrn5xU7nB96tgp/cCq55hQP3a+Lfc7vY816JhbY29DUfYo7tIGzuGz7MiBywUmJj+BU5HMOY1Ic/C6m7rPgZOq8gD/A5NWTWbHfqTEt276MJF8SnZt3Dn/eJT/EQYcIvwAKiRacTAyw4GTqvEBxgMU7FrOjaAfgBKduLbuR6At/q3VJh4h4uDeoSMAXsJtwTWywt6Gp8wLFAee6jztCxLLtyyLSpAcHa07x0KxX7AMJgC8OfhdT91lwMnVeoNgJET7xkVeUx7rd6yLSUw8OTjYYF8FJgAAkxMHvYuo+C06mziupOfnwsWrnKhSlR6sekckbt2kvDj5JRVZzMjEkDj5Spr4rrTn5nOAEhH3YohLx1JW85JqT1ZxMLLDgZOq80pqTHAxOxzY/NiJ5l3Ylj4NPUpGAz+ZzMjHC3oamzlO/c+XHJz5W7VpFu8btSEtOi0je8TTZYAHgi4Mu8SY+xMFHytR3Af/BmtPqnavp2qJrxPIuqTnFQ1fyQrHgZGKHBSdT52lASfYlkyAJrNq5KqLBKQBInEwzYcHJxBILTqbOa960OfeceA/pqenszNsZ8ZoTcXITbqHY9SYTO+ytaOo+tz/36tzVABEPThIHkw363YfVnEysiEpwEpFzRWSliKwRkbuiUQYTP3bv2s3kdZOZv3s+AF2ad4lY3qXNenX8a57fnaLd7nGqX2L5XBzxj5SIJAD/BM4DegIXi0hkbuc3camwoJDNuZtZlbOKBEmg0xGdIpa34ty4Wteb9UomGqzrQdZ4F+vn4mhcxh0ArFHVdQAi8l9gFLAs1BldeM4feX/Gc2jpIDPlE3ylg4QWB4oQERLk4HJV6X3iO2R7ER8J7l2ZRYHCKsvpk4RDtk+QRHziQ4FiD+nLbl+6rEqxFnlP726fIEn4RAhoAL8We0h/6PaJviQE7+nLbp/oS0YAv/oJqN9Demf7gkA+TVt24i/tk6tMEzIK/mawrhtog8hlG2oKHPADCZAT7cKYUgXh3X3EzsU1EY3g1A7YFLScCZxcdiMRGQuMdRdVRPJqklmCJKUmeOhK5Q84J0HBmXHNrweXq2yGL7N98LKvgq/Ufi0uDWhlt1fVKtMfkn2Z7WubviTAeU8fwL3VCB8JBAKlE0l4Sl92+0DAf8hyiUOO2SHpne0TSSJ352Yev6FhlXmGkl+L0QSfxtq0Ger3iyQkVP7NqoyAM+l8oOotaykQ8OHzhT+f6orBcr1RXOxH1QdU/U3vcKkikhG0PEFVJ7g/ezoXR0s0glN5H+HDPkDuAZxQzrbVy0wkozhQ2K+2+wm1WC0XxG7ZYrlcWqQxWa6AvyjmygXuMSsujrmyxXS5NOTvMU/n4miJRgtzJtAhaLk9kBWFchhjTH0W0+fiaASnBUAXEekkIsnAGGBaFMphjDH1WUyfiyPerKeqxSJyE/AZTh+niaq6NIxZ1rppMExitVwQu2WzclVPrJYLYrds9aZcUTgXV4uoxkwTozHGGAPYCBHGGGNikAUnY4wxMSeug1OsDM0hIh1EZJaILBeRpSJyq7v+QRHZLCIL3cfPo1C29SKy2M0/w13XXESmi8hq9/mICJepW9AxWSgi+0Tk99E6XiIyUUS2iciSoHUVHiMRudt9z60UkXMiXK6/icgKEVkkIlNEpJm7vqOI5AUdu+cjXK4K/3ZRPl5vBZVpvYgsdNdH8nhVdH6I+nssqlQ1Lh84F/jWAscAycCPQM8olSUd6Ov+3BhYhTNcyIPAbVE+TuuBlmXWPQbc5f58F/BolP+OW4Gjo3W8gNOAvsCSqo6R+3f9EUgBOrnvwYQIlmsYkOj+/GhQuToGbxeF41Xu3y7ax6vM608A90fheFV0foj6eyyaj3iuOZUOzaGqhUDJ0BwRp6pbVPV79+ccYDnO3dmxahQwyf15EvCL6BWFocBaVd0QrQKo6pfArjKrKzpGo4D/qmqBqv4ErMF5L0akXKr6uWrpmFHf4ty7ElEVHK+KRPV4lRARAS4E3gxH3pWp5PwQ9fdYNMVzcCpvaI6oBwQR6QicCMxzV93kNsFMjHTzmUuBz0XkO3fIKIA2qroFnA8O0DoK5SoxhkNPGNE+XiUqOkax9L67GvgkaLmTiPwgInNE5GdRKE95f7tYOV4/A7JVdXXQuogfrzLnh7rwHgubeA5OMTc0h4g0AiYDv1fVfcC/gM5AH2ALTrNCpJ2qqn1xRia+UUROi0IZyuXeGDgSeMddFQvHqyox8b4TkXtxxmJ73V21BThKVU8E/gi8ISJNIlikiv52MXG8gIs59EtQxI9XOeeHCjctZ13c3RMUz8EppobmEJEknDfe66r6HoCqZquqX1UDwItEoWquqlnu8zZgiluGbBFJd8udDmyLdLlc5wHfq2q2W8aoH68gFR2jqL/vROQKYARwiboXKdwmoJ3uz9/hXKeI2KyMlfztYuF4JQK/At4qWRfp41Xe+YEYfo9FQjwHp5gZmsNtz34ZWK6qTwatTw/a7JfAkrJpw1yuNBFpXPIzzsX0JTjH6Qp3syuAqZEsV5BDvs1G+3iVUdExmgaMEZEUEekEdAHmR6pQInIucCcwUlUPBK1vJc78PYjIMW651kWwXBX97aJ6vFxnAStUNbNkRSSPV0XnB2L0PRYx0e6REc4H8HOcni9rgXujWI7BONXuRcBC9/Fz4N/AYnf9NCA9wuU6BqfXz4/A0pJjBLQAZgKr3efmUThmDYGdQNOgdVE5XjgBcgtQhPOt9beVHSPgXvc9txI4L8LlWoNzPaLkffa8u+2v3b/xj8D3wPkRLleFf7toHi93/avA9WW2jeTxquj8EPX3WDQfNnyRMcaYmBPPzXrGGGPqKAtOxhhjYo4FJ2OMMTHHgpMxxpiYY8HJGGNMzLHgZIwxJuZYcDLGGBNz/h/UQiRMU8oisQAAAABJRU5ErkJggg==\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "fig, ax1 = plt.subplots()\n",
+    "ax2 = ax1.twinx()\n",
+    "\n",
+    "pd.DataFrame(mimo_step_up[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n",
+    "ax1.plot(time, np.sum(mimo_step_up[:,:,0],1), 'k-.', alpha=.5)\n",
+    "plt.xlabel('time')\n",
+    "plt.ylabel('stake')\n",
+    "plt.title('step_up tokens staked for proposal 0')\n",
+    "ax2.plot(time, mimo_step_up_response[:,0], 'k-')\n",
+    "ylim= ax1.get_ylim()\n",
+    "ax2.set_ylim(0, ylim[1]/(1-alpha))\n",
+    "\n",
+    "plt.xlabel('time')\n",
+    "ax1.set_ylabel('total tokens staked')\n",
+    "ax2.set_ylabel('conviction accumulated')\n",
+    "plt.title('Support for Proposal 0')\n",
+    "\n",
+    "fig, ax1 = plt.subplots()\n",
+    "ax2 = ax1.twinx()\n",
+    "\n",
+    "pd.DataFrame(mimo_step_up[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n",
+    "ax1.plot(time, np.sum(mimo_step_up[:,:,1],1), 'k-.', alpha=.5)\n",
+    "plt.xlabel('time')\n",
+    "plt.ylabel('stake')\n",
+    "plt.title('step_up tokens staked for proposal 1')\n",
+    "\n",
+    "ax2.plot(time, mimo_step_up_response[:,1], 'k-')\n",
+    "ylim= ax1.get_ylim()\n",
+    "ax2.set_ylim(0, ylim[1]/(1-alpha))\n",
+    "\n",
+    "plt.xlabel('time')\n",
+    "ax1.set_ylabel('total tokens staked')\n",
+    "ax2.set_ylabel('conviction accumulated')\n",
+    "plt.title('Support for Proposal 1')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In plot series 2, we add the output of participant staking (i.e. conviction accumulated) to our plots to show the impact of the time delay introduced by the half life decay parameter $alpha$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 317,
    "metadata": {},
    "outputs": [
     {
@@ -471,13 +558,13 @@
       "text/plain": "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')"
      },
      "metadata": {},
-     "execution_count": 137
+     "execution_count": 317
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
      },
      "metadata": {
@@ -500,93 +587,27 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 138,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')"
-     },
-     "metadata": {},
-     "execution_count": 138
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
    "source": [
-    "fig, ax1 = plt.subplots()\n",
-    "ax2 = ax1.twinx()\n",
-    "\n",
-    "pd.DataFrame(mimo_step_up[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n",
-    "ax1.plot(time, np.sum(mimo_step_up[:,:,0],1), 'k-.', alpha=.5)\n",
-    "plt.xlabel('time')\n",
-    "plt.ylabel('stake')\n",
-    "plt.title('step_up tokens staked for proposal 0')\n",
-    "ax2.plot(time, mimo_step_up_response[:,0], 'k-')\n",
-    "ylim= ax1.get_ylim()\n",
-    "ax2.set_ylim(0, ylim[1]/(1-alpha))\n",
-    "\n",
-    "plt.xlabel('time')\n",
-    "ax1.set_ylabel('tokens staked')\n",
-    "ax2.set_ylabel('conviction')\n",
-    "plt.title('Support for Proposal 0')\n",
-    "\n",
-    "fig, ax1 = plt.subplots()\n",
-    "ax2 = ax1.twinx()\n",
-    "\n",
-    "pd.DataFrame(mimo_step_up[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n",
-    "ax1.plot(time, np.sum(mimo_step_up[:,:,1],1), 'k-.', alpha=.5)\n",
-    "plt.xlabel('time')\n",
-    "plt.ylabel('stake')\n",
-    "plt.title('step_up tokens staked for proposal 1')\n",
-    "\n",
-    "ax2.plot(time, mimo_step_up_response[:,1], 'k-')\n",
-    "ylim= ax1.get_ylim()\n",
-    "ax2.set_ylim(0, ylim[1]/(1-alpha))\n",
-    "\n",
-    "plt.xlabel('time')\n",
-    "ax1.set_ylabel('tokens staked')\n",
-    "ax2.set_ylabel('conviction')\n",
-    "plt.title('Support for Proposal 1')"
+    "In plot 3, we compare tokens staked and conviction accumulated for both proposals 0 and 1 that were examined above."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Emptying up the tank\n",
+    "## Test Series 2: Emptying Out the Proposal Support Tank\n",
     "\n",
-    "A set of tests where the participants start supporting a proposal but their support starts at different times\n",
-    "- granular input signals\n",
-    "- aggregate inputs with outputs\n",
-    "- granular inputs with outputs"
+    "A set of tests where the participants stop supporting a proposal but their support stops at different times\n",
+    "- Plot series 4: granular input signals (tokens unstaked) from 3 participants\n",
+    "- Plot series 5: granular input signals (tokens unstaked) with outputs (conviction decay) from 3 participants\n",
+    "- Plot 6: aggregate inputs (tokens unstaked) with outputs (conviction decay) for multiple proposals"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 139,
+   "execution_count": 318,
    "metadata": {},
    "outputs": [
     {
@@ -595,14 +616,14 @@
       "text/plain": "Text(0.5, 1.0, 'step_down tokens staked for proposal 1')"
      },
      "metadata": {},
-     "execution_count": 139
+     "execution_count": 318
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 1 Axes>",
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      },
      "metadata": {
       "needs_background": "light"
@@ -623,17 +644,104 @@
    "source": [
     "pd.DataFrame(mimo_step_down[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n",
     "plt.xlabel('time')\n",
-    "plt.ylabel('stake')\n",
+    "plt.ylabel('total tokens staked')\n",
     "plt.title('step_down tokens staked for proposal 0')\n",
     "pd.DataFrame(mimo_step_down[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool')\n",
     "plt.xlabel('time')\n",
-    "plt.ylabel('stake')\n",
+    "plt.ylabel('total tokens staked')\n",
     "plt.title('step_down tokens staked for proposal 1')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In plot series 4 above, we can see the cumulative effect of multiple participants unstaking tokens on proposals, without the half life decay factor. Participant 0 unstakes 1 tokens from proposal 0 and 2 tokens from proposal 1 around timestep 70, followed by participant 1 and participant 2 with their own unstaking amounts for each proposal at later timesteps."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 140,
+   "execution_count": 319,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')"
+     },
+     "metadata": {},
+     "execution_count": 319
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 432x288 with 2 Axes>",
+      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"263.63625pt\" version=\"1.1\" viewBox=\"0 0 409.64375 263.63625\" width=\"409.64375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2020-08-11T14:54:25.330005</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.0, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  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AnNz4ZO7oewdD2g1hQKsBAfVQaktCgwQiSiOIjY3lzjvvZOLEiSxdupTTTz892KYZ6iEVp11FhMLCQm666SaWL19Oy5YteeSRR445ZxIXV+VsUhmq6tGUbmX9T5s2jf3797NixQoiIyNp06ZNWf8NGjQoK2u32ykoqDnActOmTdm9e3fZ1FmTJk1qrFMLKhuLbcB/ReTPWPs7LvFlh+Xx67Csqr+oam9V7a6qF6rqQf91Zv3xxV6/1wG2H97Orf+7lfTn07l69tXsz9/P387+G+v+so61N63lmaHPcG77c0NaZADGtRnHhY0uBODmm28mOTmZxx7z994iQ7iyfft2fvrpJwCmT5/OgAEDygb11NRUjh49ykcffVRl/YYNG5Kbm3vc9S5dupCVlcWyZcsAyM3NrfSYw+zZsyksLCQnJ4cFCxbQp08fDh8+TJMmTYiMjGT+/Pls27atxt+jKjsARo0axdSpUwGYOnUqF1xwQY3teUplY7Gq5qjqEFXt6Ho+4LMOKxAa8yw+YOOOjazfu57h7YZjq4duTeahTJ76/ine+uUtAC7pegnX97qeP7T6Q/1cRLcDpYDD+sd155138uCDD/LTTz9x5pnm3G59phXWAr4v26uJk046ialTp3L99dfTsWNHbrzxRmJjY7nuuuvo1q0bbdq0KZv+qozLLruM6667jhdffPEYQYqKimLGjBnccsstFBQUEBMTwzffHH9M4PTTT2f48OFs376dhx56iPT0dK644gpGjhxJ79696dGjB126dKnx9xg/fjw33HBDpZsB7rvvPsaMGcMbb7xBq1at+PDDDz24M/UDv+0684a67Dr77sXvmP/CfCadPwlbav0RmvySfJ78/kmeXfQsIsK1Pa/l3gH30qqRJ//8Qpcfv/uR7KxsRq0aBdFw9OhROnbsSLt27fjhhx/qp3ieoFS20ymQZGZmMmLECNasWROU/h955BHi4+O5++67g9J/ebzZdRYK1J8RuQbcEQHq0wD2WcZnnPzKyTzx/RNcdsplbLl1C68Mf6XeiwxAoRaS78gvO0AbHx/Po48+yo8//sjMmTUfTDUYDOFD2Hg0C/61gAUvLeDh4Q8jyaEtNgUlBdzx1R28uuJVujbuyuThkzmrdZjtyNoAbAS+BFKsS6WlpfTo0YO8vDzWrl1LbGxorzMZLILt0Rh+x3g0QUadiiCILbRFZkPOBs5840xeXfEq9/S7h5XXrww/kQFrjcbJMSGBIiIimDx5MpmZmTzxxBPBssxgMASY8BEatYQmlPlmyzf0ntKbnUd28vnln/PM0GeItIdnDLCVh1by733/xpl/bKDOs846i//7v//j73//O6tXr66itsFgCCfCR2hcHk2oas3Hv33M8PeH0yaxDSuvX8kfO/4x2Cb5lQItYG/JXkqOlBz33nPPPUdiYiLjxo2juNhvcVYNBkOIED5CE8IezWsrXmPMR2Pond6b78Z/R8tGLYNtkt+JiowCoPjw8ULSuHFjpkyZwsqVK83ZGoPhBCBsztGo03XCN8S05rUVrzFhzgSGdRjGR5d8RFxUSK/Z+YzICGtKsDKhAbjwwgu5+uqrefLJJxk4cCBDhw4NpHmGOjD/Wzh82HftNWoEZw/2XXuVUR/SBHz44Yc88sgjrFu3jqVLl1YaD62+Ej5CE0K759x8/NvH3PD5DZzf4XxmXTaLKHtUsE0KGFER1u9acvT4qTM3L730EkuWLOGKK65gxYoVtGwZ/p5eOHD4MCQm+q69Q4d811ZllJaWMmvWLEaMGFEmNDV50r179/bLQP/2229zyimnVCo0p5xyCp988gnXX3+9z/sNNmEzdTa051AmtpkYMh7N0l1LuXLmlfRt0ZePxnx0QokMWCeuAYpzq16DiYuL46OPPqKwsJBRo0Zx9OjRQJlnqEdkZmbSpUsXxo0bR/fu3Rk9ejT5+fmAJRh9+vThlFNOYcKECWVfOAcNGsTEiRMZOHAgzzzzDJ9++il//etf6dGjB5s3b2b8+PFlEQKWLVtGv379OPXUUzn99NPJzc1lwYIFjBgxArAObF511VUMHjyYjh078tprrwHWIeQhQ4Zw2mmn0a1bN2bPnl1m70knncR1111H165dOffccykoKOCjjz5i+fLlXHHFFfTo0eO4+GcnnXQSnTt3Dsg9DTRhIzTi+i8UyMrN4oIPLqBZfDNmXTor5OOS+YOyqbOj1S/2n3TSScyYMYNff/2VsWPHUlJStQdkOHHJyMhgwoQJ/PrrryQkJDB5spUN9+abb2bZsmWsWbOGgoIC5syZU1bHnSbggQceYNSoUfz973/nl19+oX379mVl3GkCXnjhBVatWsU333xTZZqAzz//nJ9++onHHnuMrKwsoqOjmTlzJj///DPz58/nrrvuKhO6jRs38pe//IW1a9eSmJjIxx9/zOjRo+nduzfTpk3jl19+qbSfcCVshGbN1jV8lfNV0D2aUmcpYz8ey5GiI3w29jMaxzUOrkFBwu3RlOTWLBznn38+L730EnPmzOGaa67B6XTWWMdwYlExTcAPP/wAwPz58znjjDPo1q0b3377LWvX/p7l1ts0ARERx68ouNMEpKamlqUJUFUmTpxI9+7dOeecc0I2TUAoEDZrNHsP7mVj/kbO47yg2vHogkdZuG0hUy+cyilNTgmqLcEkKjIKBIqPeLZ9+aabbuLAgQM89NBDqCpvvfUWkZHhecbIUHtOhDQB4UzYeDRDTh3CzS1uDqpHs3jnYp784UnGnTqO/zv1/4JnSAjQIKoB6VHpNChpUHNhFw888ABPPvkk06ZN44ILLsDrtN6GsONESBMQzoSNR0OQN50VlBQwftZ4mjdszgvDXgiuMSFAXHQcE5pMgFosT4kI999/P6mpqdxwww0MHTqU2bNn07jxiTn9GKo0auTbnWKNGtVc5kRIEzBz5kxuueUW9u/fz/Dhw+nRowdfffVVzTenHhA2QTWXPr+UrKlZXDjswloNbr7iwW8f5Invn2DuVXM5p13le/NPKBQroGYf4OXaV//kk0+4/PLLSUlJ4f3332fgwIE+NtDgKcEOqmnSBPyOCaoZZPYc2MPm/M1B6TsjO4NnFz3LVd2vMiLjRuCNnDdYtHWRV9UvuugilixZQnx8PIMHD+bxxx/H4XD42EiDwRAIwkZolOCEoFFVbv3yVmIjY/n70L8HvP9QJjEqkViH9+7lqaeeyvLlyxk7diyTJk3i9NNPZ8mSJT600FAfaNOmTdC8GbA8mlDwZuoz4SM0QQpB8/Xmr/l689c8MugRmsY3DWznIc7FzS6mZ0zPOrXRsGFD3n33XT744AP27NlD3759ufbaa9mzZ4+PrDQYDP4mbIQGCLhH43A6uOebe2iX1I6b+twU0L7rBZFAUd2bEREuvfRS1q9fz913383UqVNp27Ytt956Kzt37qx7BwaDwa+EjdAEI03A9DXT+XXvrzw5+MkTLsSMJ0zbO40Z22b4rL2GDRvy97//nXXr1nH55Zfz73//m3bt2nHllVfy3XffhWS8O4PBEE5CE+A0AQ6ng8cXPk73pt25pOslAeu3PlFqKyWvOM/nW887dOjAG2+8waZNm7jhhhuYM2cOgwYNokuXLjz++OOsXbvWiI7BEEKEzTmaMqEJkNb8d+1/2ZCzgY8u+QibhI1e+5SoiCgOOw5DKdY0mo9p3bo1L774Ik8//TQffvghr7/+OpMmTWLSpEl06tSJ4cOHM3jwYM466ywSEhJ8b8CJyiRguw/bawX4OS1RfUgT8Ne//pXPPvuMqKgo2rdvz1tvvUWiL8NkB5GwGSHLps4C0ZcqT3z/BF0bd+VPJ/0pIH3WR6IioihxloCfk2jGxsYybtw4vv/+e3bt2sXkyZNp3bo1kydPZuTIkSQnJ9OrVy8mTJjAq6++yvLlyykq8sHi0YnKdqCNDx++FK1KcKcJ+O2338quPfbYY1WKDFhpAnwtMmAJTVZWVqXvDR06lDVr1vDrr7/SqVMnnnrqKZ/3Hyz8KjQikikiq0XkFxFZ7s++GkQ0INYWGxCP5qvNX7F2/1ru7X+v8WaqITIikmJnMQQwIHN6ejo33ngjX3/9NYcOHWLevHncd999JCcn89FHH3HDDTfQp08f4uPjy7yeO+64g8mTJ/O///2PX3/9lezsbDP1FkKcKGkCzj333LKAnn379vXpRpfKxmIRSRaRuSKy0fWc5LMOKxCIqbOzVTXb352M7DUSAnTE4h8//YO0+DQuPaXm6LAnMlERURQ7iv3u0VRFdHQ0gwcPZvBgK32jqpKZmcmKFStYuXIlGzZsYOPGjSxYsKBs4HITGRlJWloa6enpNGvWjCZNmnDnnXeGbb6QUCcjI4M33niD/v37c8011zB58mTuvvtubr75ZiZNmgTAVVddxZw5cxg5ciTwe5oAsML2jxgxgtGjRx/TrjtNwIwZM+jTpw9HjhypMk3A4sWLycvLo2fPngwfPpwmTZowc+ZMEhISyM7Opm/fvowaNaqsv+nTp/Paa68xZswYPv74Y6688kpefvllnnvuuRqTqr355pseRZ+uJRXH4vuAear6tIjc53p9r687hTBaoylbcPazR7Nm3xrmbpnLE4OfMDvNaiAqIopiZzHzXpxHSssUenToAcCiNYtIbpjMSa2tUBrfrvy2Rg8iPSX9mPKtm7amfXp7ikuK+X719zXa0qZZG9qnt6d5SXO2bN3Cjd1upMXgFuTm57Jk3RJyjuSw9+BecnJzyDlS7pGTw5qsNWzdtZWIiAheeeWVut0Ug1dUTBPw4osvcvfddzN//nyeffZZ8vPzOXDgAF27di0TGm/TBFSGO01ATExMWZqA4cOHM3HiRBYuXIjNZvNZmoAnnniCiIgIrrjiCo/reMkFwCDXz1OBBdRToVHgaxFR4FVVnVKxgIhMACbA7zlMvGHhbwvJy8njfM73ug1PmLxsMtER0VzfK/zSrfqaZinNsGNn0bRFdIjrQI9mPQBYtn0Z7WPac1JjSzgWbV1Uo9D0bNjzmPLSSGif3J4SRwmLttUc5saWaDumfKPURrRIaEFeUR4/7vqxrJwdO01c/4EVcSKiQQTf9v/WRCUIIidKmoCpU6cyZ84c5s2b55FdLiIqLE1MqWSsrWwsbqqquwFUdbeINPG0w9rib6Hpr6pZrl9groisV9WF5Qu4fuEpYAXV9Laj/KJ88hx5fvVo8orzeO/X97jk5EtIiU3xX0dhwsmdT+bk1icfd2jz9m63H/P6oW4P1ard8uXjiGNSj0ke161YvhnNmNS76vrbM7azZ9Me8rvn8+x/rG/OsbEnXsbUYONOE3DmmWdWmyag4tSYG0/SBPTp04fc3NxKp85mz57N/fffT15eHgsWLCjb6ejLNAFffvklzzzzDN99911tP2Olqlr9XFwlY3FtOqgrfhUaVc1yPe8TkZnA6cDC6mt5x7Duw+Anf7T8OzPWziC3OJcJvSb4t6NwItr1qKe0atKKVntasafbHkpLS/n5558ZMGBAsM0KLq2ATB+3VwMnQpqAm2++maKiIoYOHQpYGwL+85//1HxzPKCKsXiviKS5vJk0YJ9POqsEv6UJEJE4wKaqua6f5wKPqeqXVdWpS5oApgGvAgMBu3dN1ETf1/typOgIa29aWxu31lCPyd+ST+7Pueh/lLQ/pPHcc89x1113BdusgGLSBNTvNAFVjcXAECCn3GaAZFW9xx92+3NvblPgBxFZBSwFPq9OZOrKFyu/YFb2LH81z/rs9SzZtYRrT7vWiMwJxC8HfuHf2f8mKTaJtm3bsnjx4mCbZDDUlqrG4qeBoSKyERjqeu0X/DZ1pqpbgFP91X5Fco7mUFRS5Lc1mmm/TsMmNsaeMtY/HRhCks6JnUlMSiTCEUHfvn35/vuad7gZfEsopAmoz1Q1FqtqDpZX43fC5rShPyMDqCrvrX6PIW2HkNYwzS99GEKTlNgUTo4+GbvaOfPMM9m5c6dHi77hhjnAGnzq898gfITGj7HOftzxI5mHMrmy+5W+b9wQ0uSW5LKpaBMl+SWcddZZACecVxMdHU1OTk69HujqO6pKTk4O0dH1c2dN2BzY9Gf05g/WfEB0RDR/6mLimp1obM3byicHPuHWw7dyyh9OITExkYULF3LllSfOl44WLVqwc+dO9u/fH2xTTmiio6Np0aJFsM3wCiM0NeBUJ5+s/4RhHYbRsEFDn7dvCG3csewcxQ7sdjsDBgxg4UK/7NAPWSIjI2nbtm2wzTDUY8Jm6gzFL6mcl+5aSlZuFhefdLFvGzbUC+w2a6+8o8gBwFlnnUVGRkZZqBGDwVAzYSM0/toM8PFvHxNpi2REpxE+b9sQ+tjtLqEp/l1o4MRbpzEY6kL4CI2HMYtq2+Yn6z9hSLshJEYn+rRtQ/2gTGhcHs1pp51GXFwcCxYsCKJVBkP9ImyEJiU2heSIZJ+2+dv+39hycIvZBHACUyY0JZbQREZGctZZZzF37txgmmUw1CvCRmguPPVChqcM92mbX2z8AoA/dvyjT9s11B/K1mgKHWXXhg4dyoYNG9i+3c+pIQ2GMCFshAan75v8YtMXdG/anRYJ9XNLoaHuuD0aZ/HvHzB30EPj1RgMnhE2QvPxzx/z1cGvfNbe4cLD/LD9B4Z39K2XZKhfVNx1BtC1a1fS0tKM0BgMHhI2QhMbGUu0zXenZudumUups9RMm53gNIpuxJikMTSPa152TUQ455xz+Oabb3A6/eBKGwxhRpUHNkXktOoqqurPvjfHe87vcj6s8117X276ksToRPq26Ou7Rg31juioaE6OPfm4r2TnnXce7777LsuXL+f0008PjnEGQz2husgAz7ueo4HewCqs45DdgSVAaGV/Unx6WHPe1nmc3eZsImxhEzzB4AWlWsq24m2kHkmlEY3Krg8bNgybzcZnn31mhMZgqIEqp85U9WxVPRvYBpymqr1VtRfQE9gUKAM95e0lb/NZ9mc+aWvLwS1kHspkSNuARNA2hDCFzkLezXmXjXs2HnM9JSWF/v3789lnvvnMGQzhjCdrNF1UdbX7haquAXr4zSIvOVp4lEJnoU/amrdlHgBD2hmhOdGJiYzhmtRr6NLo+DS9I0aMYNWqVezYsSMIlhkM9QdPhGadiLwuIoNEZKCIvIZPV0N8gy8jA8zbOo/0hul0Tunsk/YM9Re73U6r6FbES/xx740cORKAOXPmBNosg6Fe4YnQXA2sBW4Dbgd+c10LKXwVvdmpTr7d+i1D2g4xKZsNqCi/5P/CnkN7jnuvS5cudOjQgZkzZwbBMoOh/lCj0KhqIfAf4D5V/ZOq/tN1LaRQp288mnX717E/fz9ntznbB1YZ6j0Csw7OYv3+9ce/JcLo0aP59ttvyc7ODoJxBkP9oEahEZFRwC/Al67XPUTkUz/bVWt8NXX2w/YfADir9Vl1bstQ/xGbYLPZcJZWfl7mkksuweFwMGvWrMAaZjDUIzyZOnsYOB04BKCqvwBt/GaRl/hMaHb8QLP4ZrRLaucDqwzhgN1mx1HqqPS9nj170q5dOz788MMAW2Uw1B88EZpSVT3sd0vqioJo3YXm+23fM6DVALM+YyjDLvay6M0VERHGjBnDvHnzzPSZwVAFngjNGhG5HLCLSEcReQn40c921RpfeDQ7Du9g2+FtDGgZWmdRDcGlOo8GYOzYsTgcDmbMmBFAqwyG+oMnQnML0BUoAt4HjmDtQAsp2ia2pWlU0zq1sWjHIgAGtDJCY/gdm81WrdB0796dU089lalTpwbQKoOh/uCJ0IxV1QdUtY/r8QDwqL8Nqy1/6vInzkg8o05t/LD9B+Ii4zi12ak+ssoQDtTk0QCMGzeOZcuWsW5dyB0xMxiCjidCM1pErnC/EJFXgMb+M8lLnNQ51tmSXUs4vfnpJr6Z4RjsYsfhqF5oLr/8cux2u/FqDIZK8ERoLgLGi8hYEXkHKFHVP3vagYjYRWSliPj1+PQrS19hXs48r+sXlhayas8qTm9uAiQajsUTj6Zp06YMHz6ct956i+Li4gBZZjB4TsWxWESSRWSuiGx0PSf5q+8qhcZlRDIQA1wL3IO1PvOY67qn3EYAQta0T2xPk6gmXtdftWcVJc4SIzSG47go7SLOSTynxnI33HAD+/btM5ECDKFKxbH4PmCeqnYE5rle+4XqPJoVwHLX83wgERhe7nqNiEgLV53X62SlBwxrN4xuCd28rr9011IAzmhet3UeQ/jRLKYZKbaUGsudd955tG3bln//+98BsMpg8JwqxuILAPdc71TgQn/1X12agLaq2q7Cs/vh6WnGf2F5QlWmIRSRCSKyXESWl5aW1s76Ywz2virA0qylpDdMp3lC85oLG04oNhVuYkPuhhrL2Ww2rr/+er777jvWrl0bAMsMBgAi3GOo6zGhkjL/4vixuKmq7gZwPXs/JVQDHqVyFpFTRGSMiPyf++FBnRHAPlVdUV05VZ3iynXTOyLC+0X4Jxc9yVc5X3ldf8nOJWbazFApiw4u4odDP3j0Zebaa68lNjaW559/vubCBoNvKHWPoa7HlPJvejoW+xNPYp09DLzkepwNPAuM8qDt/sAoEckEPgAGi8h73ptaPXU5sHmw4CAbD2zk9HQjNIbjubjFxYxJHVONX/47KSkpXHPNNbz33ntkZWX53ziDoWaqGov3ikgagOt5n78M8Gh7MzAE2KOqVwOnAg1qqqSq96tqC1VtA1wGfKuqV9bF2Br68zpNwMo9KwHond7blyYZwoT4yHgrH031G8/KuPPOO3E4HLzwwgv+Ncxg8IBqxuJPgXGuYuOA2f6ywROhKVBVJ1AqIglYqhdyESfVWQeh2W0JTc+0nr40yRAmrDu6jmVHl3ksNG3btmXMmDFMnjzZxD8zhDJPA0NFZCMw1PXaL3giNMtFJBF4DWvH2c/A0tp0oqoLVHVE7c2rVR9eT52t3LOSFgktSI1N9bFVhnDgt9zfWJy72GOhAZg0aRJ5eXk899xz/jPMYKgl5cdiVc1R1SGq2tH1fMBf/XqS+OwmVT2kqv/BUr1xrim0kKKuQtOzmfFmDJVjExsOddRKaE466STGjh3LSy+9xN69e/1nnMFQD/BkM0DZcXtVzVTVX8tfCxW8XaMpKClgffZ6ejTr4XujDGGB3W6vtdAAPPzwwxQXF/PII4/4xS6DIdCISD8Rubw2O5Ch+sgA0a4IAKkikuSOFCAibYB0H9ntE9Rp7Tv1xqNZvW81TnUaj8ZQJXax43A6PNp1Vp5OnTpx4403MmXKFHOuxlDvEZF3geeAAUAf18OjHVTVHVy5HrgdS1RW8HvIyiPAK17a6hfUqVbiMy+ExmwEMNSEtx4NWF7Nu+++yx133MFXX31lEuoZ6jO9gZNVtdbH46uLDPCCqrYF7q4QGeBUVX25Ltb6g15NepHWIK3W9VbuWUlSdBKtG7X2g1WGcMBus+NUp1dCk5KSwmOPPcbcuXP54IMPfG+cwRA41gDNvKnoya6zPSLSEEBEHhSRT0TkNG868xc2sTGy7Ug6xXeqdd3V+1bTrWk3803TUCXebAYoz0033UTv3r25/fbbOXDAbxt7DAZ/kwr8JiJficin7ocnFT0RmodUNVdEBgDnYQVfC6mogepUvPDmUFXW7FtDtybeB+M0hD92ux0nTrTEu4B6drudKVOmkJOTwy233OJj6wyGgPEIVuDNJ4Hnyz1qxBOhcX+PGw78W1VnA1G1NtGPlBSX8OiSR1l0cFGt6u08spMjRUc4pckpfrLMEA7YbXYAHAVeujRAz549mTRpEu+//z4zZszwlWkGQ8BQ1e+A9UBD12Od61qNeCI0u0TkVWAM8IWINPCwXsCw2+wMaj6IljEta1Vvzb41AEZoDNXSp3Ef7mhyB3anvU7tTJw4kTPOOIPrr7+ezZs3+8g6gyEwiMgYrMP6l2DpwRIRGe1JXU8EYwzwFTBMVQ8BycBfvTPVP7iFplVsq1rVcwtN18Zd/WGWIUyIjoymka0RUlq3dbyIiAimT5+OzWZj9OjRFBQU+MhCgyEgPAD0UdVxqvp/wOnAQ55U9CQyQL6qfqKqG12vd6vq13Uy18eoU8ktzqXYWbsUumv2r6F5w+Ykxfgtg6khDNhduJvvjn5HUX5Rndtq27Yt7733HqtWreLqq6/G6azl4RyDIXjYVLV8hOccPJzdCqkpMG8pLCjk+ZXPs/LwylrVW7NvjZk2M9TI7oLdzM+dT+HRQp+098c//pFnnnmGGTNm8MADD/ikTYMhAHzp2nE2XkTGA58DX3hS0ftMYyGEN5EBHE4Hv+3/jZt63+QvswxhQo/UHvRo1gNbA999L7v77rvZvHkzTz/9NNHR0Tz88MM+a9tg8Aeq+lcRuRgrv40AU1R1pid1axQaEYnDlSpARDoBXYD/qWpJXYz2Jd4IzZaDWygsLaRrE7M+Y6gem91m/bPy4SdeRHjllVcoKirikUceQVVNTDRDyKOqHwMf17aeJx7NQuAPIpIEzAOWA5cCV9S2M3/hjdCsy14HmI0AhprZW7CX5YeXM+DQABrRyGft2u12Xn/9dUSERx99FIfDwWOPPWYODxtCChH5QVUHiEguxyY0F0BVNaGmNjwRGlHVfBH5M/CSqj4rIrVbDPEzZUJTi+jNGdkZAHRO7ewXmwzhw+GSwyzLX0aPoz18KjTwu9jYbDb+9re/sWnTJt544w1iY2N92o/B4C2qOsD13NDbNjyZdBYRORPLg/ncdS2k1nbKgmrWQmjWZ6+naVxTEqMT/WeYISyw263zM85i/+wQs9lsvPbaazz99NPMmDGD/v37k5mZ6Ze+DAZvcUVvrvFaZXgiNLcB9wMzVXWtiLQD5tfORP/izdRZRk6G8WYMHmG32UHBUex9ZICaEBHuvfdevvjiC7Zu3UqvXr2YNm2aV6GVDAY/ccw6g4hEAL08qejJOZqFqjpKVZ9xvd6iqrd6ZaafcP9jrI3QrM9eT5eULv4yyRBG2GzWZgBHkf+Exs2wYcNYtmwZnTt35sorr2TkyJHs3LnT7/0aDFUhIve71me6i8gR1yMX2AvM9qQNTzJsdhKRKSLytYh8637U0Xaf4vZoPCU7P5ucghzj0Rg8wj115ij0v9AAdOzYke+//55//vOfzJ8/n169epGfnx+Qvg2GiqjqU671mb+raoLr0VBVU1T1fk/a8GSt5UPgP8DreB0o3b9ER0UzKG0QzUo8S5Xg3gjQJdV4NIaaKRMaP06dVdbn7bffTtOmTbn88svZsGEDPXr0CFj/BkMlLBWRRqp6GEBEEoFBqjqrpoqerNGUquq/VXWpqq5wP+pmr2+JiY5hUPogmkV7JjTrs9cDRmgMnmG32QM2dVaRLl2sz6gJwmkIAR52iwyAK/alRyeNPRGaz0TkJhFJE5Fk98NLQ/2Cw+EgtyiXEqdnJ+oycjJoYG9gsmoaPKJs11lJ4OOStW/fHjBCYwgJKtMLj3YgeyI047CiNf8IrHA9lntsWgA4cOAAz69+noy8DI/Kr89eT4fkDmV5RgyG6rDZrH8mwfBoEhISSE1NNUJjCAWWi8g/RKS9iLQTkX9i6UGN1KhGqtq2zub5mfjYeEa0HEF6cbpH5Tcd2GSmzQwe0yi6EQ+lP4QtJTgxaNu3b2+ExhAK3IKVFmAGVlSAr4G/eFLRk11nsSLyoIhMcb3uKCIjPKgXLSJLRWSViKwVkUc9McgbYqJj6N24N8kNap7Rc6qTLQe30D6pvb/MMYQZYhfsNnud89F4ixEaQ12oaix2LYPMFZGNrudq86Woap6q3qeqvVW1l6rer6p5ntjgyVe0t4BioJ/r9U7gbx7UKwIGq+qpQA9gmIj09cSo2lJSXELW0SwKHTWHcd91ZBdFjiI6JHfwhymGMKRUS/n80Ods3hecwb59+/Zs376d4uLa5VsyGFxUNRbfB8xT1Y5YcSzvq6yyiPzL9fyZiHxa8eGJAZ4s5LRX1UtFZCyAqhaIBycj1TpFedT1MtL18Msx55wDOfxn/RSGNLuM1lQ/Jbb4oDVYxCW3J9MfxhgAy69uBjQItiG+wAZrC9eSuiuVJv9rws8bfq6xSscWHUlPTSc3P5efN/zMKW1PIaVRCtmHslmbubbG+u7ydLeExul0sm3bNjp27OiL38hwAlHNWHwBMMh1fSqwALi3kibcYWae89YGT4SmWERiXIYhIu2xFLJGRMSOtVjUAXhFVZdUUmYCMAEgKirKQ7OPRZ1KSSlkFQu5WdWXXbRlEwBFJR1YU0NZQ904WgJdw2BjX4Q9gnva3wM5kPVUFvN31RyBKb5xPOkJ6eQW5jJ/13zSmqWREpdCTl4O8/fUXN9dnrOg/aDfd54ZoTFUQoSIlN+gNUVVp5QvUNlYLCJNVXU3WJmTRaRJZY2XO86SDHyhqrVONeuJ0DwMfAm0FJFpWElvxnvSuKo6gB6ugz0zReQUVV1TocwUYApAXFycVx6POhUFHDYhviVoNXsCcnZuJsIeSevBLbGHRX7R0GTHHmi6puZy9QIB/gAcgTRnGg+f6mGSMoE0LVdeoJN24mHPjh7w2pzX6OTsRKc/dwLMFmdDlZSqau/qClQ2FnvRzyjgXyKyEPgA+EpVSz2p6InQrAAuAvpi/ZO7DahVuGhVPSQiC4BhgM+Hn/JpArQJSLuqy2blbSItrS0RHczWZr9SAI5wSqtiB5JqFyEcji9fm/pNY5uSYE+gWbNmxMbGGqEx1JkKY/FeEUlzeTNpwL4a6l4tIpHA+cDlwGQRmauq19bUr0cHNoESVf1cVecAjV3XqkVEGrvUE9fU2znAeg/6qzWq6p7YQ2r4jbKyNpPe3GwE8De2CHCYwMN1YlTjUfRM6ImI0KFDBzZs2BBskwz1kGrG4k+xzknieq4xQKYrs/L/sDyaFVjrPDXiidA8iRUdIE5EegEfAVd6UC8NmC8ivwLLgLkuofI55dMEaDVfGFWVXVmbSE83W5v9jUSEaGC8+oRQdhM7depkhMbgLVWNxU8DQ0VkIzDU9bpKRGSYiLwNbAJGY8W/TPPEAE8ObH7ucpfmYk2ZXaiqGz2o9yvQ0xMj6op7jQap3qM5fDib/PxcmhuPxu/YIo3Q1JXJWZNpWdCSkYykc+fOzJw5k+LiYq83zRhOTKoai1U1BxhSi6bGY3ky19d2Q0CVQiMiL3HsduQEYAtwi4gQSjlpyjwalWp9tF27rB1nxqMJAC6PRp3UOJ1pqJxSSilxWPH7OnfujMPhYMuWLWWBNg2GQKKql3lbtzqPpmI8s5CK2Fwe9xqNUL3Q7NmTCUB6WjW7BQw+wR4BjghQhxEab7GJDafTCuTZubOVOykjI8MIjSEoiMhFwDNAE6yJXcE6ppNQU90qhUZVp5brIAro5HqZ4VoQChlSGqVwbvoIiqNSqheavZkANG0aBoc7QhwRKI0ALcU6HmaoNSKC02EJTadO1j+/jAzPAscaDH7gWWCkqq6rbcUa12hEZBDWqdFMLAVrKSLjVHVhbTvzFw3jGtIjqTdrSsBpZd2tlD17MklKakJ0dGxA7TsREXF5NB7tsjdURnmPJjExkSZNmhihMQSTvd6IDHh2juZ54FxVzQArtTMwHejlTYf+oLCwkN35ByixpxJhq3qhdM+eTJo2bRM4w05gbDZLaJxGaLzGZvtdaMCaPjM7zwxBZLmIzABmUS46jKp+UlNFT2bPI90i42p0AyE2GbJz907e2TKFg4V7q93evHdPJs2atQmYXScy7qkzD3PRGSrBJrayqTOwhMZ4NIYgkgDkA+cCI12PGiP5g2cezXIReYPfA6tdQYhtDEhLTeOiFmM5Ep2KVHHg3+l0smfvNvoPuDCgtp2oiIDawWkCDnuNzWbDqccKzf79+zl48CBJSdVGdDcYfI6qXu1tXU88mhuBtcCtWOFnfgOu97ZDfxAXG0eH+M40sMVU6dEcPLiXkpIimpmps4Bgs1lCUxr47Mdhg81mK9u6D5TtNlu3zqtpcoOhTohICxGZKSL7RGSviHwsIi08qeuJ0Nygqv9Q1YtU9U+q+k8s8QkZjh49ysYjGRQ5Cq2YVJXg3tpsps4Cgwg47VBq1mi8pl1cO9pEtSk7zda1a1cA1qwJl2ilhnrGW1hha9KB5lihyN7ypKInQjOukmvjPbUsEOzas4tPdk4nt/RglWWM0AQWt0fjMOEBvGZg44EMbDSwTGhat25NbGwsa9fWnM/GYPADjVX1LVUtdT3exop9WSPVRQYYixWhs22FLGoNgZy6WOtrrLw+VmSAqtZozBmawOL2aBxm6sx73NPATsBmTaV17drVCI0hWGSLyJVYu44BxuKhFlS3GeBHYDeQirXF2U0u8KsXRvoNdf4eGUCl8nM05gxNYLHZXFNnRmi85sNdH5Kbk8s1zmvKrnXt2pUvv/wyiFYZTmCuAV4G/onlZ/8IeLRBoLrIANuAbcCZPjDQr7iDaopU49GYMzQBRQTUZjyautChYQcK8gosj8ZF165defvttzlw4ADJycnBM85wIvI4ME5VDwKISDJWeudrqq2FZ2s0IU/Z1BlVpwnYu3cbTZu0CqBVJzYigB1Kwin5WYDpmdSTfvH9jhMawEyfGYJBd7fIAKjqATyM0B8eQuOeOqvCo1FV9u/fQeMmLQNv3AmKzQbYwWw6855SLaXYWWyExhAq2ESk7ACXy6Px5CymZ4VCnd/PGlS+RpObe5DCwnyaNDZCEyjcU2elxqPxmk93f8qOvTu4zXlb2bWWLVvSsGFDs8XZEAyeB34UkY+w1mjGAE94UrG6XWerOTYfTdlbWKGhu3thqF9Qda3RUPlOgH37dwDQuLFHZ4sMPqDMozHpnL3GJjYUPcajERFOOeUUVq9eHTzDDCckqvqOiCwHBmONtBep6m+e1K3Oo/Eohk0o4J46s1F5hs39+3cC0MRMnQUWu8myWRfKQtBUEOsePXowbdo0VBUR4zIaAodLWDwSl/JUuUajqtuqe9TJWh/TJq0NFzQbS3RkXKXv79/n9miM0AQKEbAZoakTNnEJTYWdez169ODIkSNkZmYGxS6DobbUuBlARPqKyDIROSoixSLiEJEjgTDOUxrFN6J9XGeiqkgRsG//Duz2CJKTmwXYshMbiTBCUxdEpEqhAfjll18CbpPB4A2e7Dp7GesE6EYgBrgWeMmfRtWWQ0cOsfloBiVVxKTft28HqSnp2O1VHLIx+AVbhNl1VhdsYsPJ8UJzyimnYLPZjNAY6g0ebW9W1U2AXVUdqvoWcLZ/zaodm3dsZlbWdIqdBZW+v3//DlLNRoDAYzyaOlHV1FlsbCydOnUyQmOoN3iyvTlfRKKAX0TkWaywNJUvhgSJk9qcxNjmaeRFVLFGs38nnTqFTELQEwZbpBGaulC2GaCS6Ao9evTgp59+CrxRBoMXeOLRXOUqdzOQB7QELvKnUbUltkEszaLSsVdyWtM6rLnTnKEJAhIBTgE1YWi8oiqPBiyh2bZtGwcPVh2x3GAIFTwRmgtVtVBVj6jqo6p6JyG29Xlfzj5+PbIChx6/RnP4cDbFxYUmKkAQsNmgNBLULNR4Rav4VvSN7VupW9izpxX54+effw6wVQZD7QmLfDRbs7byzf7PKK1EaPa5tjYbjybw2GzgsEMVezQMNdCxUUfObXRupULTq5c1Fbxs2bIAW2Uw1B5v8tEk4EEOAhFpCbwDNMNy/qeo6gt1M7dy3JEBbJWEBXAf1jRRAQKPiPFo6oJDHZQ6S4lyRFlRL8qRkpJC+/btjdAYaqSqsdgVq2wG0AbIBMaUD5rpS/yZj6YUuEtVfxaRhsAKEZnraciC2uCODKC244UmJycLgNTU5r7u1lADIuCMMELjLYuzFzN371weKHyASCKPe79Pnz4sWrQoCJYZ6hmVjsVYM1PzVPVpEbkPuA+41x8GeJSPRkSaAn1cb61TrXnoUNXdWEKFquaKyDqsPNO+FxpXmoDKPJrsnCxsNhtJSU183a2hBmw2KLbDd06wHQ22Nd7T0Al94qk0vJE/adOwDeclnIdNK++4T58+fPDBB+zdu5emTZsG1jhDvaGasfgCYJCr2FRgAYEWGjcicglWcpsFWIHUXhKRv6rqR552IiJtsPIWLKnkvQnABICoqMpP9tdE+cRnFcnJySIpqSl2e1gEqq5XxMdDUTLYdwFFwbbGO/Ij4GgRFBdDg9TA9t08vjnNY5tXHtoWS2jAWqcZMSKk9ucYAkuEK9ilmymqOqWyghXG4qYuEUJVd4uI376NezL6Pgj0UdV9LkMbA98AHgmNiMQDHwO3q+pxoWtcN2QKQFxcnFexfsvno6nYQE52Fikp6d40a6gjEREQMTDYVtSNkoNQ+h04iwPfd6GjkKOlR0kuTsZWyb6d0047DZvNxtKlS43QnNiUqmrvmgpVHIsDGZDVk8kAm1tkXOR4WA8RicT6xaap6ide2OcR7qmzynIEZOdkkWqExuAlIqBBOgu05tAaXt7/MnlH8yp9Py4ujq5du7J06dIAW2aob1QxFu8VkTTX+2nAvqrq1xVPBONLEflKRMaLyHjgc+B/NVUSSy7fwFrT+UfdzKwBpSxNQEVycrJISTVCY/AOdwK3YAiNzWb983SWVN35mWeeyeLFi3E6zalYQ+VUMxZ/yu/HV8YBs/1lQ41Co6p/BV4FugOnYs3/3eNB2/2xogoMFpFfXI8/1snaKnC6MmxKhV1nJSXFHDq030ydGbzG7dE4gpDAzebafeAsrVpEBgwYwOHDh01qZ0N1VDUWPw0MFZGNwFDXa7/gyWaAZ1T1XuCTSq5Viar+QKX5Ln1Pj/Y9iWraAa3Q3YEDewDM1JmhbggEw2FwezRaUrXK9e/fH4AffviBbt26BcQuQ/2ihrF4SCBs8GTqbGgl1873tSF1IT66IU0j08F+7L10n6ExHo3BW4I6deb2aKpRubZt29KsWTNznsYQ0lQXGeBG4CagnYiUP6DZEAipT/Wu/btYfXQPje3HRmjOznYf1jRCY/COMqEJxtSZB2s0IkL//v2N0BhCmuo8mveBkVgLRiPLPXqp6pUBsM1jMrZn8O2hOcdvbTYejcEHBGuNxr39tDqhAWudJjMzk127dgXCLIOh1lQXGeAwcBgru2ZIc2aX/jRJ78PRCrKZnZOF3R5Bo0YBPmlnCBtEABs4Q9SjAUtoABYuXMjYsSH/z9VwAhLgoBr+ISqiAXH2hsctd+XkZJGSklb2D9ZgqC3uXWdVnc73J57sOgMrZUCjRo2YP39+IMwyGGpNWIzAm7M2s/TIQqiQ98xEBTDUFbfQBMOjaRzbmPMankej6EbVlrPb7QwcOJBvv/02QJYZDLUjbIRmee73x/022TlZpCSnBccoQ9igQZo6S4xO5MzYM2kY2bDGsoMHD2bz5s1s3749AJYZDLUjLITGGgWEikFuDxzYQ3KKERqD95St0QRhe3OJs4RsRzbFhTUHWhs8eDCAmT4zhCRhITROVSsxVLk1mtLSEo4cySE5yYRPN3hP2dRZEPreU7CHl7NfZocrS2x1dO3alcaNG5vpM0NIEhZCo05LaLTcGs2hQ/sBSDJCY6grAs7ABbotIyUmhYsTL6ZJXM3R2202G4MHD2bu3LnlgswaDKFBWAiN0z11Vm4wcIefSU5uFhyjDGGBCJbQBKHv2KhYusV0o2FEzWs0AMOGDWP37t38+qsnCXANhsARFkKjTrUOt5X7bQ4e3AsYj8ZQN4IpNMXOYrYWbyUvr/I0ARUZNmwYAP/7X43B1Q2GgBI+QlPBozFCY/AZtuAIzaGiQ0w9MJXMvZkelW/WrBk9e/Y0QmMIOcJCaJxOBRG0XJwD99SZERpDXQjmZoCyyAAOz3s///zzWbRoEYcPH/aXWQZDrQkLoVGlUo8mJiaemJi44BlmqPeUbW8OQt+ehqApz/nnn4/D4eDrr7/2l1kGQ60JC6EZ3HUoY5pdj63crrMDB/cab8ZQZ4K5RlMmNDWEoCnPmWeeSePGjZk5c6a/zDIYak1YCE2DyGhiI+KP9WgO7DFCY/ANwRQaAS31fLuy3W5n1KhRfP755xQX13zQ02AIBGEhNOt3rmPVkcXHxDo7cHCv2dpsqDMh4dHUYo0G4E9/+hNHjhwxhzcNIUNYCM2GrPWsyl1cYXuz8WgMPkKCErzZa6EZMmQI8fHxfPLJJzUXNhgCQFgIzYief+LK5reVeTRW+JkDJvyMoc6IgAR7M0At1mgAoqOjGT58ODNnzqSkpMQfphkMtSIshAbXrjN3rLODB/cBkGSmzgy+IJhCI7UXGoCxY8eSnZ3NvHnz/GCZwVA7wkJoVm5dwZLD88uE5sBBV/gZ49EYfIDYgjN1FmGL4OKki+mU0KnWdYcNG0ZiYiLvv/++HywzGGpHWAjN1n1b2JS/FnFNnR08YKICGHyH2MARhH5tNhvd4rqRGlX7VOQNGjRg9OjRzJw5k/z8fD9YZzB4TlgIjTvWmTsfjQk/Y/AlEqx/JQKZRZkczDvoVfXLL7+co0ePMnv2bB8bZjDUjrARGpCyzQCHDrtTBNQcXt1gqJEgrdEgMDV7Kiv3rvSq+sCBA2ndujVvvvmmjw0zGGqH34RGRN4UkX0issZffbhRtWKduX+bw4f2ExUVTXS0CT9j8AFBWqMBGNdkHKclneZVXZvNxp///Ge++eYbtm7d6mPLDPWJysZjEUkWkbkistH1nOSv/v3p0bwNDPNj+2W4ozeX92gSExtbqQMMhjoiNle28CDQJqYNiZGJXtcfP348NpuNN954w3dGGeojb3P8eHwfME9VOwLzXK/9QkTNRbxDVReKSBt/tV8eJ4pThN/SwNEIdhzdT1RyY1Y3CkTvhsoQhXZ5EBuMVXQfI3aOCW8USNYWrCUpN4l00r2q37JlS4YNG8abb77Jww8/TGRkpI8tNNQHqhiPLwAGuX6eCiwA7vVH/34TGk8RkQnABICoqCiv2lCnUtxAWNACcmJhx5H9RKY2ZlasLy011JYeRTAyDIQmWCFoAOYcnEP3nO5eCw3AX/7yF4YPH85HH33E2LFjfWidIUSIEJHl5V5PUdUpHtRrqqq7AVR1t4j4bVE76ELjuiFTAOLi4ryaoFBVFCFfoV00LDu8n9QunTmpsU9NNdSCpXbIzgm2Fb5B7MGbOrOJrdYhaCoybNgwOnXqxAsvvGCEJjwpVdXewTaiOoIuNL5AnYqKIEDDRlCYs5/kFo1JTQm2ZScu0UVQHBZ7Gl0HNm2gzsBvdRaROguNzWbjlltu4ZZbbmHx4sX07dvXR9YZ6jl7RSTN5c2kAfv81VFYDAWX9LqKYW3+jCg4igsoycsjtrFxZ4JJhEBpWHy6XFk2baBBmAb0hUcD1qaAxMREnnnmGR9YZQgTPgXGuX4eB/jtwJU/tzdPB34COovIThH5s7/6wglqF0Sg6KB1hiY2tfanqQ2+I1KgJIyExmEnKAs1NpsNp7PuHcfHx3Pbbbcxa9Ys1qzx+4kDQ4hRxXj8NDBURDYCQ12v/YLfhgJVHauqaaoaqaotVNVv+yuXbv2RNQd/RBQKD1hCE2c8mqASIVAaJrvLRaxdZxqEdRqb+EZoAG699Vbi4+N54oknfNKeof5Q2XisqjmqOkRVO7qeD/ir/7D4zpl1aCf7CnZg43ehMVNnwSXSZnk0wVpE9zVqr99TZwDJycn85S9/YcaMGaxevdonbRoMnhAWQjOq2xgGtL4U1NoIAMajCTZ2Gzjt4AgDoREBpxCcqTMfejQA99xzDwkJCUycONFnbRoMNREWQoPTGggEKMgxHk0oYAccEVCLdPchjdO16yzQ+GqNxk1ycjL33Xcfc+bMYeHChT5r12CojrAQmvkbvuaX/fOxCeTt348tIoLoxMRgm3VCY8daQA8Xj0btwRGaUU1HMSRpiE/bvPXWW2nRogW33347Dkc4nKg1hDphITS7Dm4np3AXYoP8/fuJTU01cc6CTJlHE6wj9T5EJHgeTXpsOk3svj2wHRsby/PPP8/KlSuZMsWTA+QGQ90IC6FRpxXrzCYuoTHTZkHHhiU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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "fig, ax1 = plt.subplots()\n",
+    "ax2 = ax1.twinx()\n",
+    "\n",
+    "pd.DataFrame(mimo_step_down[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n",
+    "ax1.plot(time, np.sum(mimo_step_down[:,:,0],1), 'k-.', alpha=.5)\n",
+    "plt.xlabel('time')\n",
+    "plt.ylabel('total tokens staked')\n",
+    "plt.title('step_up tokens staked for proposal 0')\n",
+    "ax2.plot(time, mimo_step_down_response[:,0], 'k-')\n",
+    "ylim= ax1.get_ylim()\n",
+    "ax2.set_ylim(0, ylim[1]/(1-alpha))\n",
+    "\n",
+    "plt.xlabel('time')\n",
+    "ax1.set_ylabel('total tokens staked')\n",
+    "ax2.set_ylabel('conviction')\n",
+    "plt.title('Support for Proposal 0')\n",
+    "\n",
+    "fig, ax1 = plt.subplots()\n",
+    "ax2 = ax1.twinx()\n",
+    "\n",
+    "pd.DataFrame(mimo_step_down[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n",
+    "ax1.plot(time, np.sum(mimo_step_down[:,:,1],1), 'k-.', alpha=.5)\n",
+    "plt.xlabel('time')\n",
+    "plt.ylabel('total tokens staked')\n",
+    "plt.title('step_up tokens staked for proposal 1')\n",
+    "\n",
+    "ax2.plot(time, mimo_step_down_response[:,1], 'k-')\n",
+    "ylim= ax1.get_ylim()\n",
+    "ax2.set_ylim(0, ylim[1]/(1-alpha))\n",
+    "\n",
+    "plt.xlabel('time')\n",
+    "ax1.set_ylabel('total tokens staked')\n",
+    "ax2.set_ylabel('conviction')\n",
+    "plt.title('Support for Proposal 1')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In plot series 5, we add the output of participant unstaking (i.e. conviction decay) to our plots to show the impact of the time delay introduced by the half life decay parameter $alpha$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 320,
    "metadata": {},
    "outputs": [
     {
@@ -642,13 +750,13 @@
       "text/plain": "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')"
      },
      "metadata": {},
-     "execution_count": 140
+     "execution_count": 320
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
      },
      "metadata": {
@@ -670,9 +778,27 @@
     "plt.title('Conviction and tokens staked for proposals 0 and 1')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In plot 6, we compare tokens unstaked and conviction decay for both proposals 0 and 1 that were examined above."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Test Series 3: Noisy inputs - Constantly Filling and Emptying at the Same Time\n",
+    "\n",
+    "A set of tests where the participants start supporting a proposal but their support starts at different times\n",
+    "- Plot series 7: granular input signals (tokens staked/unstaked) with outputs (conviction accumulated/decayed) with 3 participants\n",
+    "- Plot series 8: aggregate input signals (tokens staked/unstaked) and outputs (conviction accumulated/decayed)\n"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 141,
+   "execution_count": 321,
    "metadata": {},
    "outputs": [
     {
@@ -681,14 +807,14 @@
       "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')"
      },
      "metadata": {},
-     "execution_count": 141
+     "execution_count": 321
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
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      },
      "metadata": {
       "needs_background": "light"
@@ -710,69 +836,66 @@
     "fig, ax1 = plt.subplots()\n",
     "ax2 = ax1.twinx()\n",
     "\n",
-    "pd.DataFrame(mimo_step_down[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n",
-    "ax1.plot(time, np.sum(mimo_step_down[:,:,0],1), 'k-.', alpha=.5)\n",
+    "pd.DataFrame(mimo_noisy[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n",
+    "ax1.plot(time, np.sum(mimo_noisy[:,:,0],1), 'k-.', alpha=.5)\n",
     "plt.xlabel('time')\n",
-    "plt.ylabel('stake')\n",
+    "plt.ylabel('total tokens staked')\n",
     "plt.title('step_up tokens staked for proposal 0')\n",
-    "ax2.plot(time, mimo_step_down_response[:,0], 'k-')\n",
+    "\n",
+    "ax2.plot(time, mimo_noisy_response[:,0], 'k')\n",
     "ylim= ax1.get_ylim()\n",
     "ax2.set_ylim(0, ylim[1]/(1-alpha))\n",
     "\n",
     "plt.xlabel('time')\n",
-    "ax1.set_ylabel('tokens staked')\n",
-    "ax2.set_ylabel('conviction')\n",
+    "ax1.set_ylabel('total tokens staked')\n",
+    "ax2.set_ylabel('conviction accumulated')\n",
     "plt.title('Support for Proposal 0')\n",
     "\n",
     "fig, ax1 = plt.subplots()\n",
     "ax2 = ax1.twinx()\n",
     "\n",
-    "pd.DataFrame(mimo_step_down[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n",
-    "ax1.plot(time, np.sum(mimo_step_down[:,:,1],1), 'k-.', alpha=.5)\n",
+    "pd.DataFrame(mimo_noisy[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n",
+    "ax1.plot(time, np.sum(mimo_noisy[:,:,1],1), 'k-.', alpha=.5)\n",
     "plt.xlabel('time')\n",
-    "plt.ylabel('stake')\n",
+    "plt.ylabel('total tokens staked')\n",
     "plt.title('step_up tokens staked for proposal 1')\n",
     "\n",
-    "ax2.plot(time, mimo_step_down_response[:,1], 'k-')\n",
+    "ax2.plot(time, mimo_noisy_response[:,1], 'k')\n",
     "ylim= ax1.get_ylim()\n",
     "ax2.set_ylim(0, ylim[1]/(1-alpha))\n",
     "\n",
     "plt.xlabel('time')\n",
-    "ax1.set_ylabel('tokens staked')\n",
-    "ax2.set_ylabel('conviction')\n",
-    "plt.title('Support for Proposal 1')\n"
+    "ax1.set_ylabel('total tokens staked')\n",
+    "ax2.set_ylabel('conviction accumulated')\n",
+    "plt.title('Support for Proposal 1')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Noisy inputs: constantly filling and emptying at the same time\n",
-    "\n",
-    "A set of tests where the participants start supporting a proposal but their support starts at different times\n",
-    "- aggregate inputs with outputs\n",
-    "- granular inputs with outputs"
+    "In plot series 7 above, we can see the granular dynamic inputs of 3 participants staking & unstaking tokens, and the resulting dynamic conviction acting as an aggregator of collective preference."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 142,
+   "execution_count": 332,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
-      "text/plain": "(0.0, 28.32622105004482)"
+      "text/plain": "(0.0, 30.086390567230666)"
      },
      "metadata": {},
-     "execution_count": 142
+     "execution_count": 332
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 2 Axes>",
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      },
      "metadata": {
       "needs_background": "light"
@@ -787,8 +910,8 @@
     "ax2.plot(time, mimo_noisy_response)\n",
     "\n",
     "ax1.set_xlabel('time')\n",
-    "ax1.set_ylabel('Tokens Staked')\n",
-    "ax2.set_ylabel('Conviction Accumulated')\n",
+    "ax1.set_ylabel('Tokens Staked', color='blue')\n",
+    "ax2.set_ylabel('Conviction Accumulated', color='orange')\n",
     "\n",
     "plt.title('Conviction and tokens staked for proposals 0 and 1')\n",
     "\n",
@@ -798,85 +921,11 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 143,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')"
-     },
-     "metadata": {},
-     "execution_count": 143
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": "<Figure size 432x288 with 2 Axes>",
-      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"263.63625pt\" version=\"1.1\" viewBox=\"0 0 419.184375 263.63625\" width=\"419.184375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2020-08-11T13:52:24.017818</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.0, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  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\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "display_data",
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DsVBC4vXXX2fOnDls27aNlStXMmlSp4LOoaKjOfsKIcQ4FI3vB37SkweN4Uh60y0GOs2hIaV8GHj4SI0hgQQSODpobISMjJ7rr6Gh5/pqTzKKlZA499xz42R0992dV1CaNGlST5MBoMho9OjR7ZLR6NGjeeutt/jJT3qeDzqZs3s8pqg9JNIBJZBAAsc8ulNCYvrp0/nN3b/BlCZwbJaQGDFiBMOGDftarunXjQQZJZBAAt8KdFVCYun8pQSCAeZ9Ni++z7FWQuLbjAQZJZBAAt8KdFVC4qSZJ7F01VK279we3ydRQuKbg0Si1AQSSOBbga5KSLiEiz/96U/4A/54m2OthMS3GQnJqKdhAqVHexAJHFFsAP4KGEd7IAk0R1clJBrdjXzw6QcYZvs37lgoIfFtRoKMehi1q2r55JZPaFjRcFTHseGNDSx5bMlRHcO3FasWr+LZV56F4qM9km8u0tOVB1xPfdLTuz5mrITEmDFjqKur4+abbyYjIyNeQuLan1zL2FFjsWrtK4Quv/xyHnjgAcaPH8+ePXvivzcvITF27FhOP/30OMk1R6yExNSpU1uUkFi9enXcDnQoJSTac2B4++23KSoqYtmyZZxzzjmceeaZXV+YYwRHrITEkcI3vYTEwXkHeeqXT/GDH/+Awb8cfNTGMefiObAd5qybA/ajNoxvJZ65/RkOvHeAP7z3B7QRifUcHBslJOpL6gnXhcnPz4f8nj3+t6GExNFG4k3qYUhdggENBxqO8kCASPSTgMJeoOrwuzlQcQAk6KFEnsRjCXaLHYlENxP37ZuIhANDD6OkrAQk1JTUdN34SMOMfhIA4Mt/fElaKI2xj489rH7GDxjP5hWbsQlbD40sgcNFd0pI2G12TGkS1sNYe3jq+zaUkDjaSEhGPYzR/UeDhEjdURZJYjm4Ekb2ONbvW8+u7bsOux8hBU7hROhde1gl8A3CsWWR+M4hQUY9jDRHGnm2PHwNR9euVZhRSJ41LyEZNUOtt5bNdYef47G4qhhPxEPQ19aIncA3F/W+evVHgpS+kUio6XoYFVUVVAWrsIVs6qE/SovnEwadgNwkE2TUHCY9MhHVNNaAhFAghBPn4Xf4DUHFxgrSi9JJyvp2Rv0n25Nx07qkWgLfFCQkox7Gpt2bwARP0AP+rtsfKdiFnZpQTUJN1wz5SfkMT+natbZLRG1xpv7tYvpHf/Yoz/3suaM9jCMGpy26cEhIRt9IJCSjHoYe1kGCN+xFNkqE6+iIRhsPbmRz42ZONU89Ksf/JkKYAmn2wEwUtccZoW8P00tTQhAqdlX0TId/oGfjsPoCnSfR7hKmqRYPHRXXOxZKSPz6179m7ty52O12Bg0axDPPPENGT6ZHP4pISEY9DD2iyEgi8RcfPdGo3lvPYMfghJouCmlKKjwV7HDvOOy+XHYXSDAj356La4SNnnV4KQb69+CnB4itwd+g/uikhMTWrVvjv919990dEhGoEhI9TUSgyKisrKzdbaeffjqbN29m48aNDB06lL/85S89fvyjhQQZ9TAM3SBFpPD73N/jch+9+LJTB5/KSa6TEmQUhambahLqgetx7phzv7VkdFzGcUd7KF8J3Soh8T1VQiIW6H8slpA444wz4klap06dSklJyZG/uF8TEmTUw9DDOg7hwCIsUH0Ux6HrrPOuQ0YSCnKITrbQI/YCi2kBE4zIt0dNpweVRN/H0edoD+Uro6sSEl98/AWBUICPPv8ovs+xXELi6aef5qyzzuqpy3fUkSCjHoYe0TGkwQe+D9i7ae9RG8f6g+vZ6N+IGT6M1fs8YGWPDemoIq6G6gEymrt+LsDhXdtvGGJkXe+vP8oj+eroqoTEjLNmsHTlUnbtboo1O1ZLSPzpT3/CarVy1VVXdXufbzoSDgw9DEM3cFgdbA5uJq84j4EMPCrj2F6harYYIQMLlq/UR+3iWpz7nLhe/Mams+o2YmR0ZtbhJ5Z0Cice6flWedMZEXV9llUv40yOzeSbXZWQSNKT+Otf/0o4HI63ORZLSDz33HO8//77fP75590a17GChGTUw9AjOg7NwW/7/5bJlslHbyBRKaC91buMSHgC2Nh5F//64l88sPaBIzK87iDYECTY0DOBpbHJ1oGj68Zd4NwRyk7wbSKjzNRMfjz0x9zS/5ajPZSvjK5KSHi8Ht779L1juoTExx9/HLdvJScnd9nXsYSEZNTD0MM6NmyQDNQdxYFE1VHtkdGOT3cw//n5XLH1CjL/kdlxHwZHNdHqfTfcB40wZ96cww4ejhHH6sbVTJATDqu/Pq4+3JFzB7Y0G3u+2MPHj3/MT578CVbnMfw6Geq88PZQf32B/T3UV6y/LhArIfGTn/yEIUOGcPPNN5OcnBwvIdE7vzdjR43tkIwuv/xybrjhBh566KG44wK0LCERCARISkris88+a7N/rIREcXFxixIS5513HpMmTWLcuHGHVEIiKSmJZcuWtbAb3XrrrYRCIU4//XRAOTE8+uijXV+cYwDH8NtzeAjUBY5IpPnZI86GHTCvYR62iI3TOK3Hj9EtxCSjdlbvWxdupaqiCunu3ICiSY2TUk9SpPTVNH2HhzBqQjM47Cc1pqYrC5UddmaMZ1c+S6GvkDONM/n4nY+pXlNN3cI68r6Xd3iDPIqor6nnmY3PMM0yjSlMOfwODzMm6KtA07R2J+Z7772Xe++9l+q91eCB7MxsABYuXNii3UknndTCtfvZZ5+N/z158mSWL1/eov2MGTOYMWNG/PvQoUN5/PHHW7TJycmJS2ut0Tyxa/PSExdffDEXX3xxu/vs3r273d+/DfhOqun2r9zP/effz66PDj9pZmsUJBVQ4CygJFRCSaDJ7bJ2fy1zzphDyaqedcVc+9Jatr2/re2GKM+0DszUgzo71u4AD2yo2tBhv6ZuYhomVsMKRyvjfizreA8cP6amuzT70sN27z5Yd5Bl/mVU1lbicrhAh9DB0OEP8igi4A/gDrv5vPrzoz2UIwcJmtDQvpvT3jce38m74q50gxtWPt7zrmLbS7ZTEi5B07R4xDfAno17oBo2vNAxAXwVvPfie7z6h1fbboip6VrFwuxZsIdQQ4gTbCcwNqPjUgoxV98FdQuOnqquB8kIA1JtqdixH7ZHnTQlSKj31NMvtx+YUBQo6oFBHj30zulN76Te9LV3Qx/2DUR3Ski4HC4MaRAyul44NFY0UlPc/TIwc+bM+cYU1jtW8Z1U0zmsDpCwb/O+Hk9m+tHWjxjgG4Bm0ZRuOtq/RViU2szfkhykKVn5zErWfLaGVEcqVz9z9aGNJwS054QTTQra2ma0f+1+rF4rszJnYbF1rHuLkREmSl12FNArtRfpzvQeIaP8rHym5kxl/779DJaHV4E3SUtiTNIYhmcOp0QvwYIFcfAY92oyQDNbLqAOFd31OjtaSLIl0SAbCOvhLh1ZfF4fBDl6KurDwLFWvTuG76RkZBoqGl9v1Anu6dkyANeOvpaZWTPRhIYpzbhKKMmWBBJ621vmm/JV+fjoqY/wLPcwdfXUQ69EGoYpqR3r+FvbjPSIjl23s1vupsLdcR4yPdCMjI6SZGTqJpqp9ZhkVOwtZndg92FLRoZhoEk1LiNiYJgGSzYu6YFBHj0cPHiQEl8JtaHar7S/0+mktrb2Gz0RGoZSWXeUm64NeiIuzQQae6CfbkJKSW1tLU7nsZdN/jspGcXIiAjse3cfI24f0eU+3UWmNRPsyphqEiUjC9gsqqREvi2/RftIIAJhONN1JkPsQw5p4teDOuiQIlPabEu2JDM6aTS5rtwWv0tTIhC80/gOx9Ucx9mc3W7fkWAkriaTIbXP140qdxVVvqoeIaPy8nJ2NOzAErEc9sQQjoRZFljG0KqhmOnqWQrUdS9G5JsKt9utymIYoa+kLSgqKqKkpITq6qOYdqQLuKvcmCETp8OJU+98svbWetEDOo2i8bAkIzNkYrgNrKlWhPPreYecTidFRcee2vg7SUYj+o/gd8N+x7yGeaRtTOvRvpfuX0pRqKiNZBTLjda6IFtMHVZr1rLGt4bxwfHdNrCGGkNgwkb3RqbL6S0mkHMHn0t6SVsVl2mYqn8RJeUOoIeaJCMzYH7lwNnDweVjLqe4uLhHyCiWwNYwjcNyYJBmU42oOk8dhsvApbmYpc1S4zxG3ygjoq6LQHwlMrLZbAwYMOCIjK2nsPPpnbz83MucPOlkZn44s9O2C3+xkIWvLeQPX/4BbeBXVyCtfmk17//5fW757S3k/jC36x2+w/hOquk0NJyakwsKL6DwQGGPidDSlHyy5xP2BPYoyagZGRm6sh+tObimxT4xL6994X3Mdc/F8Hc/31mgIQAm1ARr2pxDtiOblf6V1Da0VLuYpqk8ijStUzJKcaSQYc9QJdQ9R0dPNzx7OGeknNEjNqs+eX0YlTaKXGvuYd3vuFQt1b0b338852Sco+x27ccpHhOIPYca2rc2ue7Q7KFYhbVFGZHnb3+et37/Vpu2+yv3q2e/sf1nf+e8nfhrus7Kn2RNAhO8np4K4Pr24jtJRiXlJXxc/jENogF/wN9jL18slsWqWbFolhZklJ6cDhImpE1osU9MAjk+/Xh+mftLrGb3l9ZBdxBMuCrnqjbnsKt2FxuCGwj6W0piA/MGMs41rksyctldnJx7snoh3UeHjN7b/B7LPcuRgR5YLRiqnpGJeXhk1Mw70dRNCjMKkabk4eqHCR78BpYh3wh0w5wVe3aFFN9aMiquK0aXegsy2rttLxvfbpuKZH/1fpAQbmi7EooEIrx8z8s8f9vzXR7TZXep6/ntyal7xPCdJKPa+lrWNazj1bpXeaH6hR57UGLEYrVYSbYmk6wlx/suzC1kzsg5DHEOabFPbBJwWV2kWdIQ4e7rR5JIYlLmJDLJbDPBLjywkGlJ0yhML2zx+5i+Yzg181SlRuzEcyrkDdEYalQvpOfouNOtLV3Lx40fE2g8fHvMzj072dywmUa98ZDIKOQNMeeMOax7ZR0AUpf0dSn3Z1M3qaqvoixURo1RQ+POxsMeZ4/gIPH6P3vn72XHPTuU12Un0CN6k5ruGJk4a3bUsHdh95MRv7HpDeVh2vy5N2j3fE8fcHqHkpEe0CEMFdu6LkRYUVUBZnSfBDrFESMjIUQfIcQCIcQ2IcQWIcT/a6eNEEI8JITYLYTYKISY0F5fPY2xQ8Zyx5A7OC3zNKalTuuxl88IKWKxCAtn9z6b63Kva1plmlDiLaGqsaW7XIzA6ow6FnkXEXB3f+LNTsomS8tirXdtm9XsD4b/gAmOCW0cIgzdwJSmktw6IaN9B/bxRfkX6oX0Hh3J6PzB5yuvxx54kX0+n1KtyUOzGflr/VAPnz2u0r/YLXZ+OOyHgCKjBRsXsMStRI/G/d8QMloAPABIeHvV27yy+5UuySimprso/aJjRjJ6+H8f5vlfPd/lucUQ0wS0qPYbk1paLVBOKjiJOblzyLJmteknngHe23a/1thTvEfZXY+BDO8dzdlCiCwhxKdCiF3R/zvJIfbVcSQlIx24XUo5ApgK3CKEGNmqzVnAkOjnRuCRIzieJkS9xIakDmFU0qgee/lizghWYVUG4GbF3NZtWceT+57ko4MftdjHKqz0cvTCjZsFngX43L5uH8/wGRQ3FrM7tLvNOaRaUnnf+z4Hqw62+P3N5W/ySOkjXarpemf15vjM48nWstHCX4MAHURNos2GZI16A+j+wyejFjaRQ5CMpK4CXH010ftiEncwMSIGpw4/lctyLwMN3Pvchz3OnsA/PvgHD3z+AJjQJ6tPt3IMxmyafW19jxkyIgLUA9287DG38+bu5xmODMaljGtzzsv2LeNA8AC08zpaZNQjMxj9dHbM6PPTHTKq3FzJ9g+3d9nuCKKjOft3wOdSyiHA59HvPY4jNstIKcullGujf3uAbUBhq2YXAM9LheVAhhCi4EiNKYad+3fyeunr1Og1VIWrek4yiq6YLBYLq+pW8UbdG/GHPDddGc6F0VIN1y+/HzcNuomCZHXahyIFLFuzjO0N2wmb4RYTrDQla6vWsjeyF5+n5ds0unA0U1OndqmmS3OmcVbeWdyWcRt5jq8h59pu4CWgWfqvt7a91WOSUYyMnMJ5SGQUXwV7AAmNdY08uOHBuDdiXkoew1KGoVk0Gks6l4wCdYFuGb0PF42+RnwRH5iQmZSJTdq6JCM9rBZSOwM7jxkymjZwGhbd0m0HFyklox2jmZnb5Eln6NGYsVbnPG/3PJ6pf4aSA23TdyXZkjil4BRERGBUdT55SEN5X7ZOy9UenvjLE/z3d//FqD86etJO5uwLgOeizZ4DLjwSx/9abEZCiP7AeGBFq02FKA13DCW0JSyEEDcKIVYLIVa3l7r9UFFTX8MW9xYWNC7gxZoXe9ZmhHJgCMswfqPJOaIot4jejt5oRqtLrgMGWG1KCujOQxtD34y+YKDcrpu9TNKULClb0m5p7JG9RzIxZWKXklFjQyP7GvdhCAOO/PzJ4tWLmbN8DsU7ipt+jHqt9YRkFPOC+1nOzw6JjGKTNCHAqyTZAakD4n3uKd/DgdABXE4XvtrOpdr7b7yfv17+1yMeADkkZwi5tlwwYVvpNiJ6BBnq/KA2YQMTPnR/eMyQkV23Y+gGhq9774xpmrg0F3Zhj//mCXhY27i2xRxg6k2ORyF3Wx2g1CWpllSkIXHv6Fwsi4V0xCsNdwIjYkAj1C+s79b5fAVYY/No9HNjRw1bzdn5UspyUIQFHJHV6RGPihBCpABvAj+XUra+c+1Z69u8NVLKx4HHAVwu12G/yrGJyWaxHbINoTPEHRg0KyflncRJdSfF+9ZDOlLKNnVQtu/ezpe7v2Rq1lTVLtj9ibdvWl/GOMdwMHywxTk0z7rQujS2N+BF6pKz887GEuw4dmjb7m18fOBjMtwZnL33bIYytNvj+iooKS8BE+XdGEOMjA7hmnQEQ1f32cKhBb1mpmQyMn0k/go/ZpmJK9PFhf0uZOe6nQhTsHDrQmyNNpw2ZxvPxTYIoxwLooHQnWIT0B9I7aJLb5g1L69h6vVTEZp6nazSGveKq/PUqWvoiZY26QAnjzyZcUXj0Ov0Y4aM5m+eHw896E4cnDQlKwIr6N/QnxGoQPfert5go8U5x6Th05NPZ5BzUJt+ykrKeP/A++SRh6Wy8+PGJaNukNGg3EG4hZucnTntN9gPZEQ/Xw26lHJSV41az9lfV4qnIyoZCSFsqJN6SUrZ1plfSUJ9mn0vAsqO5JigyZBptViV+3VPq+k0Sxub0fLNyykPlhMIB9rYRZJEEnabWq0dikrKU+chEA7EE3fG0Px7a8no7VVv82r1qxS5iiiwdqwRjQQjICHHloM9Yu+wXU9hwpAJYEKqQ82+sRUl9Kya7gP3B4c02TqtTi7tfynXuq5FK9Hi9sbfZP+G03JOUymLNA2H3UEo2IUlPZovsKvjy5Bk9QOrKftX16/Ch098yLzH5rHvnX3x37aVb6MqWNV0vO7EihmQqqWSack8ZsiICGB2P/Qg5riwx7sn/tuNx93Ijb1ubDEHxG2/WNut75TqTOW0Xqdxuety0qo6D5qXRvdtRtKQ2KUd1rSzzZQUP1iM979HNl6pgzm7MmY+if5/qEnLuoUj6U0ngKeAbVLK/+ug2XvAD6NedVOBxpg4eCTRRjLqiowk8CKws/NmBdkF3DbsNvom92Vl7Uoeq36sKQND9JiGabTQ3w/uPZgfFP6AVKeahI1A95nx3aXvssu3C1OYHUpGrckolg7oQOgA+/z7OpQS9LBaIV+VcRX9Hf27PaavCk0qx4LY2E3dREb5SPf1kGQkoTpSfUiSkc/jY1fjLoLhIOZ+k9KSUu5eeze7IrvUilc3sAgLTruTYCjY+UQeJbIun7cIvL/tfXZu7OKBQ6W4wQsp/mYpoZqTXvTvrjwil21Zxj8P/pMV/hXHDBldNOAiFXrg7p7RyJQmJ7lO4tz8c+O/7avdR0OoocU5x8joI99HrN67uk0/aclpTM+bjsvmwrenc9WsRSoVemFSG+tDG+hhnZJQCc+teq5NbF3YG+bppU+z4YuezfrfHJ3M2e8B10T/vgZ490gc/0hKRicBVwOnCSHWRz9nCyFuEkLcFG3zIbAXZb5+AvjpERxPHKZhIhBYLJbukVEYWAW83HkzK1aybdnYbXZ8ho+KSEU8lU1sZW6aZktjctRmZLErcf9QpICAV0lZrcmoueuqqZuUrCph05ub1HdTpQNaVLeI+Y3zOyUjq7QiLKL9rOA9jJgLbEyNaeom/hB4NYj0kDedFSvXZ11/SGRUVl7GS7tf4j7PfSxfvBwjolzjP/J+xJrqNRgRRUa9Xb3Jt+Z3bkyPxfE0u1fl68vbJLP11nvJsGeQZ+1aNZ9GGmlmGnmpzdpGpaE4KdE1GYVDYRoiDXzm/exrIaOQO8Se+Xu6btgRdLAZys7V3dADacoWGSakKXlu83P8s/SfLSWjWCosAXWNdW36CfvDNAQaeNjzMPPWz+v8oAb0sfWhwNG1X5YeVs+5MAXBVS1VvtawlasHX83InNYOyT2Kduds4D7gdCHELuD06PcexxGzGUkpF9NFhiupfCxvOVJj6Aix/GwWzYJhGki980SgAX+A+5fdT3pqOr/gF222S1MScofwVnvZUbGDcRnj0ISGRGJG1LFiklHEiLTItbZ0w1KW71nODyf/EMSh2Udiee4kLdV0cRVX1HD68TMfU7K0hOPOPg7TMLEIC+cVnKfsFibtLkn0sI5Vs/K32r9x/J7jOZmTuz2ur4KKmgqQUVfY6DmYJhgSMuThhzWkOlIptBc2TdTdRJ+8Plw/8HrW1a2jl6dXfFFRZ9TRGGzESDawaBZO632aIu0g0EEOzmxnNgVJBfHJsHx7OY/d8hinXnQqp9x+Srxd0BukIdjQLdVOQ3UD6UZ6y/x9sd2aEVLE1/mEfcrwU4ikRFhWt+xrIaM3H3iTnR/t5I437sDRv/NyDu3BX+/n/d3vM80xjWxbdrf2uWjQRawrXseaujVMZCKYkJeUR5WsalcyQkA40HZ1sXvvbl7b+hrT0qYxyBwUb9seIuEIXt2rypXTeWXpSCjCiNQRXOa6DLYC05u2WcIWBiUP6vDZ6gl0MWd3nsyvB/CdzMBgGtH8bBZ1+jLS+exk1azKfuJo37C4/NXl3Hfufexcv5NPyz7Fb/rRNK2FrjhetkLqLSSjgD+AV/disyrjshHsvpouRkYxT6gYWktGeSl5pIZSIdCkpst0ZHZqH9AjOjZhI0SIQODIi0ax6xNbFMQI9ZSUszq1bXUXU4dOZXTyaF5oeOGQbUZFjiLOyzmPgd6B8XFdl3kdp2Wfpp4lTVPLOoNOAzC/N+R7jEwaGV+FN1Q0QAAq1rSM5I8ElL1uf/3+Lse3v3g/B30HKa0ubfqxuZouZjPqSnowlKrUFD1nQ+0Mg+2DoQ70kq8m9QbdQXxhH7kiF1u4Y8eMOCSMyhpFnVHHAf8BQEkgA1IHKHf/DiSjUKDtDY0l3R2fM54B5oBONQezR8+mXq9nxcHWjsTtIOZVayOeQSOGxspGtlZv7VZhwGMV30kyionrMUeDruw0NqsNIQSFye3rfbes3wK1UFRdxJ3D7iTblY0m1KWN2Wxik+35rvNbkJEe0bFiJTUplV/0+gWjM0Z3+xyC/iDTUqbx87yft28zEmDHTr27Hk/Yo1R6USLe5d3FBt+GjskorGMVVmxWm3JmOMKIudM2l4wATEwinp6oOw714XqKI8WHJBnV1tSyrnYdgaQAjTWN6lmJOakYTTajNQ1r+GflPzHcHT9LW8u28nHtx/Fr7hAOMOH4rONbtOsuGZm6qYIyTVq4Kze3FyVbk0nRUsizd67ye3/1+3zR+AVSyvg9OJLQqjUIds+w3x5CHpWxflNoE3XVbVVprSGlZG/DXhqNRuW0hCKdzTWbCRotbX1xMkKpL1vDCCvPzIgjwj7fPvTyjp/PLGsWs9NmMzx1eJdj/Omkn3Juzrn8s/KfrClp6cVwYM8BXtv9Gl757U24+p0kI4uw4NScakLpRgyAqZtIKQlH2jcI9MnogyVioY/ZB7u0o1lVVmxoIiNDN0jSkhhhH9GCjGI2B82mkW5Nx6Z3Y5WHUiUYEUOt6qBdb7rzXOcxIXsC+yr3xVfJ0lTVONe71/Ol58sOySgSjmAlSkahr4GMomQdd7gwIdWazhe+eSw/0I1VZReYv34+SxuXtlFpdoUDJQd4t/Rd5vrm8nD5wxgNiozmeuYyv3K+IiPNQqozlX62fpiNHU+uDuFgYvLE+DWP+FXNKHu4pbdirJaUZnb+enrKPBCB85LOa1G3yoaNE1NOBBMcmoOBtoFd1u+pbYxmdxdfnSC6C1+Vj/dXvq+KEx6CJqA5Ql5Vd2l3ZDelZaVdtjd1k+e3PY+BEdccBH3BeHBwc8moIKuAnw3/GQX2gnbJSA/rSBP2sZ/nap+jdkPHBQnX7V1HqpZKL3uvbpwUCIugwWhQzjDN4G/wgw7Jycld93OM4jtJRrPGzuIXfX7BwNSBnJt+bseZsushnv5dwvrK9e02C3qCuEwXB/YeYF75PCIi0iQZNVPTBYwAeyJ7MH1NL7seVpKRaTFZ5FnEgZoD3TqHYINaze2O7ObNujdbkEqyM5lrhl7DUMdQiEBRelF8pRwvIdGq3lJrxBwYbFYbkfCRJyO7xQ4SkixKr56SlMJ1g/4fJ7pm0c/W77D7T7KqSruHmrU75oWXbE8mYkZUiQ8TqswqqoJVGIYio6HZQ5mdMRtboOPFxPqy9fh1f3ziC/lCYMC+6n0t2sXIyCI7j2FpONgAOmTIjBYLHNMw41kFgpEgW0NbqavqXHqInSd8DWS0z6ccPQzaOG90FyGPunZXpl7JiJSui2NqQuOKQT/Cb7UTiTSTvmPPQrNhWLGSZc3CZXMR1sNt1JaRkI47AlqSKpRZu7VjMpq/cz7z3POo83Ytvb235T22Bbep4bQKSA80BhCGOCYruHYX30kyij14+a58JiVPwirbklGwPsj82+ZT/mq5ihWADicxT6MHd8jN/O3zWVa7DGmRSuqimbopuvJ/ofEFgo1Nq56YmkdoggWeBeyrbZqY/nb531j+9HLaQ7BRkVFERKjSWxpgrRYrA9IG8I73HdZVrqNvel/s2BUZ6a3IqIOF6bTB05iVMetrI6PMpExStVQK06KqUFPlgJuUMo0+lsOvWnnC4BOYnjpdSUaHMP/Fis4l2RVJBhuDKixAs2GaJlcNv4rJ6ZOVzUiC9HTMdJcPu5zett7x44f9YTDB7WsZC64HlVu9Jjt/PYuSiri418W84H2BXaW7ACX5GobBYs9i5Zo/+ip0U2d/+f62HUiUk25Jy+Dor0oQ3UVeOI9Lsi5RWolDyDjSHDEiz7ZnYw117YclpKB3cj9cIpNIVA0ZP2cJZqjpnGuqa1hSsQTDYigbTSvhKBwyMCJgC+aDBjXbajo87i3jb6HWqGVZ5bIux3ig7gBuUz0Lre+B3+0nSSTFA5u/jfhOktGqHav4oPoDAmaA8kh5u+7U/no/X2z/gqolVU053Dp4R0Ne9WJUN6oYFqvdGneOiK0yB+UNYpJrEtdlXIfDbPIeitmMhFXwhz5/YEbODEBNKt4DXj5+/ON2jxloVG7dp2aeys05N7cgylAgxKbaTdSatZiGyYGqA4QNNfFN7TeV41zHtSn+1xp90/oyyDEIu81OJHLkycjQlet1jBzr6+r5776n2RxYh8fbA3ryaD0jiWxaXHRnt6j3XJJdSVZxMrLYMA2Tvsl9yXZkU+wv5t7Ke9m/b3+Hfe2q3sXcurnxax7yq+fmtKzTiAQi/P3Sv7P7893dVtNZvBZyIjmgNU2s8YDnqN2ot6s3t2TdwqjUUW32D7lDPPzPh9l490ZllI8i9syGveEjk7izDLQGDSy0iYPrLmJktCy0jH3l+7psb+gGG2s2UG/UYEYTpcbzDrYKSi0vL+fTsk/RNV3lfWxFRvGgWEcS6cnp1OzvmIyc0kmSlqQkz85gwm1jbuPk7JMRQrSRjPxuP8ni26uig+8oGbl9bmoiNezy7uKxmsdobGyb4DLiV0ZkI2I0veAdvDcBb4BRjlFMdk5GSIFm1XDZXBTaC+OJUUcVjeLcjHPp6+iLJdykfjF0Q6Uy0UCzak3qlqhaLV2mt3vMdFs6s/JnkeuMVi5t9qx7PB7e3PsmM5NnMjF9IqV1pfHxTyiYwMjUkW3VdMWoOKpoP8UVxVTqldisNqWqOMLuvpV1ldRH6tlVrlb4SjKy8Jn7XRaVLTrs/t9Y9gaL3IvifXcXsdx0Sc6o+lCmMC5tHEnWJAzTYGPFRqrCVVhtVnSpE6pr39tJmpIlJUvQTT1+jcN+pQKyR+zUFtfi2efhkwc/aSKjLiSjzRs2s7FqI2hNk7qQgrsm38VdeXeBCSuKV+A23DjCbd2nZViSb88nyZfUUjKK9vXRkx/x3z/8l/LFPRuH/tjrj7G4erEi0cOUjFaHV7O3em+X7SPhCO8feBtTGnEHBjPSLASi2ThG9R/FnUPvZEjKELK0rDZkFAnraJoFwyrIScuhpqptpWVQ9/zTnZ/iMT1dk5FOPMyivbyRfq+fZBJk9K3DzNEzuabXNfRL68cVmVeQamubAMzr9oIJm8s3N4nMHSyoY6uWmAcaAoZlDuOG7BtItau+w+EwtaFaNgQ2KGNkFHokuo8GnzZ+qiYX1Co+25lNkbV9FVW6JZ1p6dPYb+zn6bqnW6wwM1IzuHXkrQxxDGkqHiZVupFGXyN+w99GMlrw+gIevv9h5DZ1knPXzmWRZxE2i42IGeky6/PhwiqU+3yyRb1wmWmZXNLnGlIsaRg9kBzXF4hGyotDU0MZuoGQAodNTeYFtgIuzL8Ql9VFRI/w1u632BHYgdPhVK7ADYqMjLDB9g+3x43lzSWWmLfa4LzBYMKSiiWIiAqGlT6JQ1Nedhazc5vRhi0bWFu/VpFR9JyEKbAIi7I3GbBo/yJeaHyB/VX72+zv1Jw0BhvZU7EHI2Iw1DmU23JvU/Y1UIs0P/h39VymXFM3KS8tR9jEId+L5gj5QlikBYfV0S1vT+WEFF2TxSSjZgTRPJu+ZmrYpZ3p+dO5NuvaNu76esRAExYMC2SnZVPrr0U2tJ0cjLDBklJV68owOiejoDfI81ufZ4dvh1oofgcloyOeKPUbiehzk+5MJ93ZvuQhDAEShqUNi08k7XnESENSaCtke2Q7nqCHpJQkRfGxZzv6DL69/G22VW6DCFxfe318ldM7rTe6XQcBmwKb8Df4GcOYeB2UjpJveqo8GG4Dt9VNcbg4HlwLymaU48zhaffTDCof1FQ8zIRnVj1Dv/p+OLOdypgffebrK+vRAzrCrwZ+8YiLsVRa2O3YTVpjmiKjQ49N7DauP+V65BqJSI1euKhkaBFWIkbPpQMCDllNZ8GC3a483sIeJSVqFg10uO2420gqTULaJQhlawRY8NwCFj+xmGvkNQw4Z0CTx2bUPmHBQp/0PuRb8inxlDAgOECdcxDG9R/HavvqLtV0Vw69kopVFTxW9lic4MLBMPevvB+jwuCu0F38evKv+fPmP7Ozeif96d+yg4hycPAEPBh2A5fmItuaHX8mrMIKJujenqtSGqgLgAFDU4dyuv10cpNzu96pHaRZ0xjoHEh5pLxbZNQ89i4WyxZTwV6VcpWyqUaxr3gfO8t3MjN3plIdt8r4MzBnCL70VAwNctJzCBkhvFu9pJ7UclHbPHi2K8ko7A+zt2Evo12jOySjQkvXKYWOZXx3JCMvsAcIw+cbPued6nfwGT52BncS8LWNWjPDSoTv7ewdfzCmZExp006EBFcNuooBDlVWwGIqldte914eqX6E2jrlaTOuzzgmJE0AEVUBRnHakNM4I+MM0FTsSuyh9bl91AZq2dO4p12JbPHyxTyy5xE0h9bSJRrl/be0YinFkWI8IQ9JWhLHJx+PMARnDDyDCSkT2khGG3dspMHfQGOdUln2cvQi15nLCXkncFbaWYcvGUlgCdCRxsdQKqYYeZeVlfHU3gdpMOowomQUCUR45f+9Qt3erj2TWiO2As+x5RxSUGfMwSRGRgu2L+DuHXdjCuXun23PJtmarLycRNTLC6gtrwU3hHY2SUqt7RMNdQ34dB+RSESp7CTIoISIWp0bZucDFR6B0+5scX6RYCS+nxk2sUgVxtDehF1SXEJNoIbttdvRdZ16s54l3iUE/Op9sGo9T0b+WlVWJduZTX9bfyUFfgVM7jeZq/Kvwm6zt+t+3RqxBeWpaedySc6VQJOazoKlRQaLkvISltUtY3toO49VP9amBlX/7IGMSz9RkVGmCoSv2dTWbhQnI7qWjOIZ/y1WNKG1IC9pSvweP8nat1sy6pCMhBAXdfb5OgfZE6haW8Xnv/0c72Yv1Y3VVIQqKA+W83L9y9TUtX2QQv4I3hDU+v3xVZUw2/FkCQARcNlcgErfjwZ2q51MS2Zc7z+s1zAmJk0EWkXD6ygpSqgHMWZIjrk6C0O0O3mO6zWO87POV3amVuoOt9vNJyWfAGoyDYQC1Ol1yIhkZO5I+rn6qbLjzW1GfjUWq66E5Y0HN1IWLmtKGXSYZLR34V7evO9N/Pe2r/KZu3ouc8rmsOGgSgQZDoVpDNcDxCWjvev2smPJDj6+t32njs5g6AbDHMO4NedWNckewn6x4F+APC2PkzJOwma1ETACLCldQmW4EovVgtViJehRktGMITMgDGZDNM4s0sx1OnqvPlz5Id6IF13X1URjwkjHSBavX4xhGlyaeWmnbujvb3yf3ZHdLe6/K8nFGUVnEEs6+9Gej/BJX7sekbFYHSNi0MvZixAhPvV8it+j7lGqM1VlDemJoOMo/HXKtV1YBBuDG3E3fMXquCHABJute96epm5GhRTRRBDRCf959/M01jfZjWNJgp1Op6pb5Gt5EzxuL17Dg2GBnKwcEFCzpR0yapbJobPaYRDNSSmj9bKSBpBjbZbtJQzXDL2GCakTujzPYxmdvZXnRf/PA04E5ke/nwosBN46csPqedS6a/lyx5eM2joqnoXAYlU6+faCXgPeCOEArNi5hfP0qSDhw7IP43VQYijZU8Lr61+nF73UQ6cs7xSlFnF55uXE0lE1uBvwS7/KP9csC/WzXz5LVl0253EeVs2KbjSR0XFZx1FaU6pevFZ3qsBSQIGzgOW25S3sENDswW/2EuwK7iIcDFNTX0NyJJmpvacyNmdsk7t3QOOkpJNwWRWpzt0+l8n+yeyp3sPS8qX8JvSbTvP3dQZpSj5/+nO8u7xY91vRS3WshS1PqLRWOVnExtuihET0mqQkpYAJaUbaIY/BiBhKjSlo48Cw7pV1mIbJxB9MbLPfSUNOYnz+eNJcaUxPnc5o12jyMvP4sO5DPHj49OCnJKUmkU8+TqtTGdYBZ9ip1GA1ipzikqtsyvgxbcA0dpu7iRgR8lPymTNyDtTDClaQJbJIEklqrO2YjoywwerS1UwyVHma+D03msqimxGTFWUqYLi9wOVIMBK3Kf5w6A8xqgyMoIEtWRHvzPEzGdBrAIWOnlMP+esVGYW0EO81vseVtVeSxqHfz9cXv4610tptMopJRmt9S3FaA5zFNAqyC5iVP4uy8rIWMV0x2+/grMEMzhzcZjE4b+2H7KquZlafW0hNSeXy/Msp9LW9RjEnKOhaMoqVbLFqVi7Nv7RFzSIREPR19mVDL3DrtFa2fmvQoWQkpfyRlPJHqMs5Ukp5sZTyYqCtj+gxAIutKdtCLHO1xdIxGYWjsR4CCynJKj3/mNQxbdrZdTsDnANUBLyEkBlqaTOK8s7bq9/m/cb3lZquWdLKPin9CKYVUOlR5cpjqzU9pJNqTWWQdVC7maD37tlLnV6nJCNaquma68d1XZ1HvjUfq7Ty0oaXWNq4lBR7CrnWXDDAW+HFDJskm8mYQRNpSiLhCDaLjV4pvRibNLZNSvtDwa5Pd1G6s5RxyeP4R80/2PTkpjZtrhwfVZ3EyCj6v83iIGKqc8hMzQSJGvchwtANdoZ38kzNM23qDr37yrvMvW9uG5ICyEjKoLe9N64kF6eln0Z6OB2/7ufs/LO5NP3SptRAgMPmiNv4VmxYAToE6pXKKy4ZySYppm9yX4Y7hhORESWZRkD6JccPPJ6hjqGsdK/sUKUYcqt0OEk2tdqJ9elp9PBx8cdNHmLRlXl77vmRQKQp+0BQPX92YY9rAOwWO8OTh5Maaevg81URyyTQP6s/t+XeRv+0/l+pn1xbrqq1ZbWrzChdPJ6xd6LBqKUiUg5S5R2cljONS1MuJcXaVIIj7ogUjR1rXel4Qt8pHJ85E0OA0ATD04ar3I+t0DytkGEanY6xuZoOQYv77q3xsr5iA7V4qa7v/DyPZXTHZtS/VY2hSjjCZT+PACy2JuIxDRMhRZyM2os4b8qerZHmSmPO+Dmcnn16m3Z5SXlcmHchfTP7AnBF7hUgoNhbzANVD3CwQlVVNw0Th9WhJKNmcU3Ti05laOokqoqjajpdPZS1tbUsrVjKQMvANmQkTckrS15hVWBVU6aHZmq6WEEvQLllA2MdY7FIpZrThEZZoIzlvuWYIZPG0kbQYZ5nHiUVJXH7htViZUjGEL6X+j200Fc3L5ZsLkHUC6ZPmM7Y7LHkrmpLJiIi4h5/sfOREqwWe9wd2iqUNBUJHLrOMGb70YTWNvdaLMFpOxP/ntI9bPNuQ1okXtPLvOJ5/LP4n8otGaMFGTntzjjRVZRVgBmNB6OVmi66cNhfup8Go4GIGWHFuhXM2TyHhw4+BCHY4t3CWt/ajmPbornZUmwpjE4aTZYtC4BgIEhIh5DW7BkWtCs9hAPhuKPII+sfYV7jPOa558VDHdZuX8ucXXOorq7u1jXuDmJklJaWpsqtmF+tcOOMwhmcnHWyCso2W2bCbw+moZ6n0zNmc2Hm9wFoqG9gY91GlZuueaLUaOxfebicv1f9nb37W7qO903rT3/XcEwB0oTd4d0crDvY5pgxgjnRdSLTU6d3aqtsXiX6mYpn+Kjso/i2iuIK3t7zNvV6PV14+x/T6M6pLRRCzBNCXCuEuAb4AFhwhMfV49CsTYb+mGQUyx/XXn6ssf0ngAS75sTQDTxhT7svtOkzkQFJcroyLobNMGggkfhMX3xFauomDosy1jafTM2QRAoIalEyikoBMULQdK3dQluRYIRUZyqxksDNPcTiQboQXzUeCB9AD+txFeVe714+dn+METJoLGuMxzkYYaMpqE+zIjVJREaQfompm2x7f1sLyas7MA0Ti2HBkmrhe+O+R1FpUZtakXM3zY23jf8vwaLZlc1IR+Ugk7CrctchHR8UGY12juaarGtw2lqmVBmePZx8W367E/+qXatY1LAIaZP8rfJvrK1fiwULi+sX89/6/0Y9/hQZDc8YzgCL8or7Yf8fkkIKAY8ioxgBjXeMJ0lT0syba96kLFKGbuoUJBeQpqUxNWkqr3/xOpqpcVPeTR1LRh5l70lzpHFJ1iUMSlPlsY2IQViHgIRIoGllHtEjbc4vFs+ECZnWTIIEWeZfhsfrUWOO3oMNJT1X0M3f6MeOHd2ms9S3lKr6r1g01A9YlW02YkY6ryNFM22BFOqSmMpR4a3it7iv8T5KK5ry28UkI82m4TE9cek2hvLaCmoi1ZgaSAPmNc5rN8NCjGCGJQ1jsLOtuq9N26gNrI+zD7m2pgVb/8z+3DbgZ2Sk9vpWu5x1eWpSyluBR4GxwDjgcSnlbUd4XD2O1pJR3GYk2lfTaaYVS3QlXlJawt83/50H9j3Qpt38pfO5b8d9uNJcIOCLxi9A0JQoNZpmxDCMuGTUnIweWHw/S2o+JiCi3nTRYn+xIMRXGl8hXN/yTfOUe8CAFHtK03HC7UhGAqymlREZI9gR3IHP50NKlSh1St7x/Cbvt1iFFXelW73MmrJnNCejTY2b+FPFn6ivqmf9B+t59Z5X2flK1xVIm8OIGEqCExCwBqiMVGKWtJwZ99fsV2M3m8WASBiWOp6pySeC3qSmS+XQ1UaD0gdRYIuWomg1KVsMi9LptzNZnD/ufK7KvQrNonFu9rn0tvVGExpCE/E8dzEyOrnXyZyUfBK4AT84LU5VAJEmyWiobSg2lE0mJkVFzAh9U/vyyz6/5HjH8bjdbpWGph37VgwxySj2TMUkg+a2tkgz22R7sWJxNZ2EiwouYnTK6KY+gEmDJ3FjwY0c72qZVfxwkGnLZKhjKEFLkE/cnyhb4VfAnz//MwsbF3JO0TnckHNDlw42aa40rhj4I0rDB/i04SN1L/oM5ez8s4GWc0BMMrI77Op9bVWyfd6m91lS/7GSjAy4vPBy5XHaCjGCaaCB0nBp52QUDa62Wq3Myp3FpNRJ8W3WsJVMmYVw2hCdh54d0+guz64FPpBS/gKYJ4ToOSXy14S4bSVsNpFRJzaj3Qd2Y0gdA5OsdKUCybJktWkXW+nFyKgkWNKSjGIlJHQTm6ZKUTQvoKeHdYSwENRAE1alW9abJq9+ln6IQEvHAW+1Fwzl7ZRkTSLHmqPcoqNo7rkjTMGwtGEAyIhU24TGNmzoZhLCEGSIDLJlNmhKhRhb0dk0G3abUqME64NYQhbwQu6eQ7PZxIoZImBT/SYeqXmkjTt9PGt3LJdf9Lr1dQ1nrGO8SgjqysChOUghpc0xusKFgy8k2ZLMQ9UP4fF4lPvN62rblrIt1IRq2p0ski3JpFpSQYNJGZPIt+RjkRZOyj2Ji9JV2evYvcaiFgK1u2p5dtNzTE45kTNTzgQgLzOPm4bdRMSIEPQHkaYkHAyjCY1kLZmQO4QnqHIcRoIR9oT3MK9hXseSkVeRkcVi4c9lf2ZpyVJ13aLqTQA91KQajMi2ZBQOKjXdcMdwFacWe2ZjKl8Tett7k6r33Os+pXAKl+RcgmaPeoF+hXRAelAnHA5jsVhw2pw4cXZJRjarjT7J/fCZbkrDB6NaD3tcAmk+jhgZWW3KftM6S4Qe0bEIa1wyynZlk2q0vUaDCgbx22G/ZWdkJ2/WvtnhwgJUUtwMawY2m03Nys0OuW/vPpZULMW08q2WjLr0cRVC3ADcCGQBg4BClKR0xCv/9STiklGwSTJqIVUsBg4AlwMWOFC6T0VsS0lqcipFSUU4Q20z5vo9KoGh3WUn15nLRIfyyGqvnpFFWPhRrx+RnqYCbaUp0Q0DTbMQtMOFeRdjl0KRUVRNNytpFvZgS726p9IDuvIuG5A1gOG5w2leRFLKpiDdVFLZWb8zPtFLKRGaRnF9CTvrt3G+fzoj00eSk5bDfxr+gxE04vV0rBYryU6lfgzUBfAnK31/UkXnFStbI6YWRTTZV1rb6WITYEwyipFTQASpCdXQN5KjPMIkaMZXeCMjEBZh6vQ6TMNk4aKFyHWSU79/qnrxY4b8Vli7Zy1Wj5UxYgzVZjXVwWolCWkoKZYmyeiz6s9YVbaK7x/4Prtq9zEw6VQcofS4h1t9qJ63vG9xU8NNZPmyQMLM9JmclHQS7615j7UH1iICQm0DNvk3caZxZrunE8uHmJyczETXxHhAdiyxK4CMCtTTU6YzMW1iW8koFMEhHZyVchYP7XiIUVblmxR7ZheuX8jCfQu50rySoe2YiffM34OUksEzB3f3Lqh4PwMsjo4Xgl0h5rzhcDrY59/HnsY9zArParft9s+389HjH3HDPTewqW4PPsNDikXZJ8sry1leu7yNdiSWJzE2Z+hBHVM3+fDuD5l61VT0sI5mscYlo53+nfjdfsYZ41p4PmqmRhJJnJJ5ipKCOznV4X2GM3zAcEiGp7Y8RZJM4kqUU8+OvTtYXbuO47UT6SKR+zGN7rzVt6Bqo7sBpJS7UO7exxTibtwRgwxnBunWdCUZCfVb9aZqav5dw7Y7lU1kxvDTcWhOpDQJBUNUBirbrbIY8AZUNgUr3DLgFqYmTwWiq+VmKz9DN9A0jb7JfeP55kxdea5pmpWIFcywptynjaZJxa/728R5eGpUHZvU9NQ2mR5i/SLhvIzzmOKcwtb6rXEyMk0TiaA2UMmKwBLCwTBmrakizaNG7+ZquuQkRUb+cj/+RkVGizYeWq64GBHH8m5B29VmzPU2RkrJDhdFjgFs9q3iqfpHQYfd+3YT0kOMTR57SMcH+NuKv7HEp1KzSEMyd81C3i9bBBIm5UwiRaS0O1ms2buGjYGNIOD12tcpCZYom1HtYp6te1ZJJ1GC7Z/enxOSTsBT7kFGoNqsZ2X9WghAXW0d+9z7uMJ1BdnJ2U1qtmiaoYhXqcwkEp9Xhfwb0uhwNR3LzeZMdnJmxpkMTB2ornVUMro441rSNOUynW5LJ11Lb0NG+Sn5jEoahS50/CF/3P4YWyi4vW6QsLy6beZ4aUpeuP8FXvz1i116sjXHY588xifuT5oSCX+FdEDxa2dxcDB4kGXeZRi+9mf6uW/MpXFjI+XLyvmw9G2q9QpM1LNWXFbMDveONjWcrph8BdfkXhOXjPSgTm1xLavnrea1O14jEtERzSSj9Z71LG5c3MZuVVJawmfln5HuTKePvU/nwdYR1HYrSCFbuIKHA2HsseDgbzEZdSf6LySlDMceVCFEzOHxmIJma5KCLh17KewB3a5zedbl9ErtxTtr3lEZl/fBD8b8gOzI4GgyUUlxaTERM0JFuKJNv363n1xLrnpIJgDR2Lc2JSSidYS2hbaRVJdEf/o3OSlgwRSwoXEL9Q3FnKWfFVfTveJ9hWsPXtsilYu3zovVsOJIcbC/fj/za+dzYcOFZKFW1P179+fWobeSvj8ddDg592S+3P9l3NVXaBpCNJHl39/9OwN8KoOEETZaePYkJyeDpgqiBRwqlYvT7YzbpLqD/NR8TKfZUn3ZahKKOWDkJal1zqDeg7kofzBbKKeXewhEmuxIWuTQJCNpSEZkjMBX5qMmWIOpmxgR0CMgg5IULYUMLaPdySLmhQcolWXUYSEgo2rGqKoMUHEpaYP5ovQLpA4HbQfZ2LiJ6cEJNNQ3sLpmNaPFaGzSpspGSCjWi9nu3k64IerZJppSQHVW4iMSUDFCDqeDMGG0iIYVa9M1EhZlr5RQopcQ8ASYFpnWoo/xfcaTn5TPv4r/BakqEzk02StNU+0fDkfH1uyy1+6qhUaYakxV9qru1YRkgGMA+cn5TfbayKFLRnFvT83KyQUnM71yeocODHpIOb/kOnO5fvDPeMfzARKVd7J5iqjmkpFFt6igcJsZ70MzNTAgUh/BNA2EsMQlI7vV3qQGbaY0qKiqYFnNMgbkDCDkDzHSGNnhOW3asYl1B9ZxZcGVKjtKMyekUCCEXdhVZMC3mIy681YvEkLcCSQJIU5HadrnHtlh9TyycrL49bBfMyJzRPwFt1qsDE8aToaWwazBs7gk9xIA3EvdrN65EodIYljKmLjKKP5pBr/bT7I9mqbDBfRTf7aedE1dSQefNXzG6urVgFpxSRMl8lugLFTFrsCuFjYjBIQbWzkw1HlI1VIRToHQVGLM5itou9VOjj2HeZ55vN34Nr2dvZviTgApBKCpdHURk4lpExmSNiSuH89Lz+PHg39MYXIhSU5VQ8Vf58fv8ZMjcphhmdEmX1dnmDJ4ChfkXKDIqD1XdFOCCTOSZzA0NaoOMtS1zkouYJRjNISaJL4vq7/s/sFRaYbO6X8Ow5NV6WdpSIZkjibDkk3EHWHhwYWMtI9sn4wiRnxhYbPaiGXTjknVt/W9jbzkqKLAAY16I3s37iVJJDMhfxY/Tfs5+GBg0UB+PuznVBgVuD1uwt5wnMgCMqBsaFEywlD/x5xZ2sMJQ07gDwP+gM1p4/7y+1lYsjB+XaWE1xqeIugPcdeEu0i3pfOZ+zPMQGt3OnBJF0X2IjCUDQVaqpaRENJDbaSq3V/uBh8cbz2+S7fqOHQ4I/8MxmaO7XBR0h3E3g1NaAiraDcWKH6KIUXaIizIsGdh0xxxNXbzd8wMm6x/dT2rn1/Nl1u/ZJ1/HZpFqfL1sB5fyOl+nUhEx2KxYljBNBWJh422pSYmDZnEXYPvYld4F+/Wv9upZGREDCJ6BIvN0pSbLjrXhAIhbEQdVY4Bm5EQ4kQhxJVCiB/GPt3ZrzuS0e+AHwObgJ8AH0opnziMsR4VaFZNZRcw4Y11b5DbmMvJ4mR2h3aT7c6mqKiInNQcqFFqgH2+/ViFjV7OPki5vSUZRSUCPajj8/hIS2obQd66ntGMvjPI8GUwPWc6NhFdgcYkI2HFcMDkzFO5SJzapKaLHivU2FI96G3wKiO+A/ql9eOazGtarMhq6mrYWbUTu2YnSJC11WsBNQlfOPBC0uoKqKRKkVHY5LTC0+IF//SQjsPioI+zj4q90VSVU3+jIqNkU6WtkRUSMbibolFsvmluM2pmMI5dB4tsItW129bxbukXTBpwJftCXkb4+8ZXsuFw17nImkPqqoZRrDCZlFK5FxsRwg3KDmUxWxJ6DHpYj6cPslvVZG2RljipZmlZakIEZJbkJd9LVG2vIsWRT8Aa4rLSixGXGPztd38jO5DNh/4PyW3MRfhUlu4x6WMYYBvAk8aTTQudqIebgVLTbXpzE4XjCska1MyBJhQtMWGjRWJNYarJOcOSjcW0YBEWpqVPY5pjGiLY8n69vOhljAaD76V/jyc9TyqybaayigVgh42wehaapZHbvWY3eOBg0kEyjcz47zU7asgekt1uETjTZyJDEovVEn8Ouiyt0A7iz4uwUBooZWXDSmbVzGrXy1LqEgxodDeyoXozHrMRm4w6y8Qm/KjN6J2X34Fd0Gd0H7JD2YxnvMqKEmpy6tEDOrpDR2hWpDUqGdns7We2jwB6NJi9k4UFqOS44wrHgVUtZCNEmhajgTC2aCLXduqAfqMghHgB5VuwnqYzlsDzXe3bHZ6dI6V8Qkr5fSnlJcDTQoiXvupgjxbCRpj5VfMpqS2JTyYSycu1L7O1eit7SvdQL+vjyS4j4Qj1kRrqg7UtV2/N/mw8qOJz2sv8bbfaGZ40nDSrIqqJ+RMZlDyI9KR0kg0lSekhHSlBaBZMp4o1QgJhKMgqYGrGVNCimaJjkDCrYBanZ56uVIOxd77ZuCqqKvik4hPGp41ntHM0uxp3qX51GJczjhxnPkTVdLpPxxfyISyC41OOp5e9F/W19ayrXkdQKIJKdiTjd/sJeAKUhcu4r/o+qjd2PxDynRXv8Ez5M0oyipJ0C4NxdHL5PPA5C0oWAJDiTKXA1ofiwC5e8jxHoDEQl4zOST/nkBTFAW+Au1fezSrvKnUJdcnmqrX4dDeRBuV++1HjR8hI204No5maLkpG41zj1HlIWFK3hKBU10lYBIVDCllbs5YltYu4ddkMlgQWsWnnJqZcOoVHdj2iJr6gQdinJCO7TeUgDAfC8ZLrGNFKstKkvraeN//5Jo/d8liLca3esprPaz5Xk1czMhrSdwj/r/8cfph9G3bdzocHPqTarFYFHOtFXI0MMCRrCEOThxLRInHvSWgmzUcn69YF5iL+CPu37YcgfO77PC4ZVe2p4uEfP8yXD7UvuVYVV3HPinvY7t+O0IQqIteRZLQPKGl/U+xcLZoFt+5mQ2ADvvr2RfXB2YPpbekNYVhU+Sluox4ZtRm1KLUeiapEvXDd0Ou4MP9CAIYmDyXHkqMWkBKyzWxMQ5WQMC1gGEpi1k0d09/yXDbv2sx7Fe9hsVo6tf8B6hpKlF21Va2xkD+E3eoA+c0nI2AScJKU8qdSytuin591Z8fukFFfIcQdAEIIO8op9tCjDo8yDGmwuGYxZfVlzB4xm5MzT0bTNG7Iu4Fx6eN4d+O7rPStxG61E/KF0MM6utRZ3fBFXKyP/R9DQ0lDh2SUbE/m8qzLGZimDMvVnmp8ho8t/i2sq1/XpDaToGlWcMA2/3Zeqn+JiCdCXnoep2adqlZG3mYzQSkUugvpm9s3nunhweoHKasuizcZMWAEdwy7g2xbNjp6XP2jh3SK3cW4dQ9CKDWdz+PjgTUPsN67nrMyz2JA0gAOlhzk3YPv4pPqBU92JOP3+/G7/WQ5swiaQep313f72vfJ6MMgx6CWarpmkpEZMUm3p5OipdA3uS8AgwsGc2b2RdiiFVZ1v95kDzG0zl/sVohlZ45JOPE4LAmhqGSEBBluh4yaqensVjupllQmpU6Kq5k+q/mMIIqMnln3DBfOu5C5nrm8U/0qJd5dnOe6hPn3zMdqsbKochH1Zj3n//N83PVuLi28lJA1xKM1j1LlqyLFFnVZ1yHPkcd8z3wGnTKIcDBMqKaldFxRVUFxoBgs0ckrZmMwUF6gQmVj2Fy3mR3BHXzk/oiad2qo/d/aOHlM7jWZyRmTea7uOZCQ58zjzl53Mio76lUXtRmFzFCLwOuydWXoHp2Lci7ixpwb4+tff60f/LB7we5274O/TmXsjtVLsmiWjm1GHwN/b39TczVdvLSHt31peVr/acxMnokZVupLITRopaYbnzSeTFumOg9dOevEFnmX9LqEiakTyU3PZc6YOVyXeR2GYaJZrEgLGGZ0kSIg4m4pGpVWlrLFuwWL1YKUskVp89ZYsHYBz5Q+01RcrzkZBRQZSTgW4ow2A21r7XQD3eHZHwEvRQnpVOAjKeU/vsrBjiaSUpL4w8g/QC5xnbzQBIXOQtCUbtmm2XBYHYT8ISKOCHbNwfi0EzH1KpAw2jm6xSToiriYlDKJ7PTstgcUtAhGfHT1o5wQPoEqUYXH7WG8MR67xc64rInY7FkEnVCrN3AguAs9qBMJRPCFfEpS8zZNRMteXEb2tmyGFirbii516o163F43vekNKPWFRbMwt2EuaxrWQDrMSp6Fy+Li4a0Pc1LyWYiUDCBabRRlP4tEIoiQYESfEfx8wM9JTVJqj+Oyj8OsNEntlYrWoPHyvpep3Vnb7Ws/sf9ESKfd+CtQJb1/MeYXUIuyu6HUH0gQFvWI6gE9Lhm9VfMWV+tXd9uzqLnBG2hhAwzXKzK6LPUyNL3t2swwWtqMPIaHEKG4zeiXvX9JqiMV3dS554t7mNR7Ei9f9DIRVxFrt1aycfGzJIWSmDZuGivXrSSkhdjm3sZ7n7/H3Ul3c1A7SIWuUgel2FOoDFZyZtqZ1PnqWO5fjo7O7obd/LBvS7X7uaPPhRW0kYz2HNjLkwfewufxcpv/R/xmzG/Yumkrr1W+RtXKKspLyvndH38HORD0BJXTggaYKuDSrtnjz3g89gsTwxstC0/0mYlAljMLF674My50pSIM1bZf7dZfr7wxYx6aNxfcTFJ2+2EC9757L2mlafyMtotql93F2IyxpNpS8VuVsahFJvxmsIfsLPMsY3CDcj9PtqTikva4ZOQQDi7IuACSiWcheWbjM0yzTmMc49QzFlW3YQABOKtwNm69F0EbmDJqS5QQdodxNNNlxgpnWjQLB8MHWb1uNVMGty1DA9DoaaQh0qBKyYiWGfXDgTBWq13Fj33zySgH2CqEWEmzsoRSyvO72rGzEhIThBATgPHAg8BlKIloUfT3Ywuxm6jDEyufYEG9UgetD6znYONB9eBYrDhsDkIBJRn1tQ8i25GvJCLg5NSTW5BRL1svzk0/l9TMtrrqkBHigYoHWHVQqYYuGnQRo9NGYxFRkT0CaUlpfK/3eWS7emNNBtNmRUalgLVb1/Lv/f9WklGUMEyfyeqFq9lZtROiyQQ0oVEcLua4Xx3H5s2bAbUi+6TiE7zSqxqZMMYxhkxnJlcPvZqBqcMgKhk1zxb8QMUDfH7gc2zYyLBkxOMs+qb15R9l/+CBZQ9QI2p4su5JTn7qZIqKivjb3/7WbhLO5jD0aKlnDXKTczk77WwynBnNGqgx+k2/Sl8ELFq3iP+U/glhsSoNY6BJMqqOVHffaE6TOibNmkZ/e3+ljoreR39dgIgOusXWbp+GbqjklTSp6d6qfUtJeFJluBBWwRtb32Bfwz7unHYnQ7KHYHcmYXekIIFAdYDTjz8dr+5lfXg9AHMXzWV3w24sDguNRiMHPQdx2V282fgmM9fP5Pclv8fAIM2Vxra6beSJVtEUAeIebpqmMa9sHm+99RbBQAif7lXXLBrVH/OS21e1jxMsJxAV5Pj3F//mg4YP1CwgQRc6bze8zavrXm26blE0L6ceWxQciBxgoXthXDKKZXRobeOMD7kxoMjIpcgo257dYfVSPaRTF6hrVx2bm5nL7KLZ5CTnxEt7NE8+3By7D+5mT3AP4WAYKeGkjLO4LPtHYLYMxpYRyXXjrgMTajw16hkDnqt4jncPvsuOnTuYs34Oj5Y/ysjUsWQm5SvJKGozWuhdyIhLRrBv376mcwir4FkpJK82vspFt15EMNh+scx4clZLO5JRMIQtGgJwDEhGc4ALgT+jZNvYp0t0pqZr3tF9QD0wMvr9b195qEcJUkjeLX2X7VXbqfPXETCVa+7HDR+zuXpzPEu1w+YgFFQ2o/LIQcoDB+NqnXjp6CgCVQFl7G3nfbJYLIxMGkm2LRskjMoaRS9HrxbGTKlLTENiAlYrGE5lRDcCBsOKhnFx3sUk25JVQktA26VxS69bmDVwVtyVVghVF0Y3dRYuXAhAZXUlS2uXKgM4gKlciEOBEIPSB5HmyEBG1WXhYDhORqdlnMbQ5KEcOHiAL6u+xLSa7K7bzXEfH8fbDW/z4s4XmbZsGo1GI+fkncOoUaP49a9/TWFhIZdddhllZWW0hxe+fIHnKp8DoVSaU5KmxMuxAzTWN/Lizhf5a91fmV82H1AToS6NdiUj0zQPjYyi9qkByQO4Nutasl3Z8fsYrAkQ0uHphhfxNbR1yVLR9s1cu4HB6WM5KBWZf1z3MTo6f1v6N4ZlD+OC4RfELjlWe5JSl9UFOXHUidiEDYHgwlEXsn7Xeh7b+xhWp5VXG17l6YNP81TFU2wNbiXFksJG/0Z+mPlDZk+bzc6Gnexp2NNiXO+seIelvqUgwGN4eHTfo9x7770M7zOCy/JvAAHVDVW8uudVao2oFBuESdokRWSomlE2zRavWWW323m4+mEuf/NytmzZQl5qXrwCatjdpAbLTstmRu4Mao1aFnkWxdWbcTLyt09GnhoPwhAkpSppaLVvNbvr21fpZVozSdVS2zf6x4KUNTXm9lL2xLBk9xImOCaQ58yLOgQIJWHI2DOm88fKP7K8eDn59nxOSz4NQsQXIP1d/Sm0FuKyK+cnzdQ42HAAv+FDWpRk9OzOZ1nkW0RZbRlXXXWVSnaM0rZYhZV1jevwmT5Kq0p59NFH2x2nHtZVmihNHXN40nB1jjr8v+P+H5OyT0QeA950UspFwHYgNfrZFv2tS3RWQuLUTj6n9czQvz4Ii2B943rKPGUq5ieqLtKEFk8matWUZBQOh9EjOj7Dw7qGJXF9/CPVj7SQjF777DWeLX4W2iZmwGqxck7GOQxMHYgZMdlbv5cGo6FJMjJh79693Lf5j1RGdf/YrEhTeenlpuZynOs4lQk6EH25PaDVaDjzmg4okWwPbQdg9WrlMh6zbcXUS5jwhu8NDlQcYEvtFurDDfRy9ecnOb+lV3KveNupmVMZ4BjA3oN7+bzqc4RV8MKGF6gJ1vCjrB9xw4Ab+HG/H3P/cfdzevLpzPtgHh988AHf+973ePfdd7nzzjvbvfbxFSgqR1qlXtlC9WiGTQIRNUM2z8CgCU3p5lFk1C+v3yGRkTQlD1/1MF88+kXc+yp2PWzYGes6AVvATtS5ikjriqYm/HL8Lzkx80QAhmQM4YL0CyhMHUbEl4aMwEbfRvZ69rKmfA03TrwxbhOTgLA5lWRUH8ButXNi5jROTJ7GpcddCkChs5BPKj+hXC+nr6MvH9d+zIkpJ/LEgCd4beRr/KvoX5wz4RzCZphbNtxCbm4udXV1AOwp30ONqbwRvmz8El3qbNq0iUAgGC/o6PV72dawjXAsFUMEKmUleqMeLxNit9rpndybIbYhFKQUxNs+9dRTnDLge1xa8HNuzLqZVNm0eMhJz2FGzgwyHBktbCF5aXlMy5rGTek3tRv3U76nnFxLLlqyGt8X7i/YUr+lnRsH+fZ8XMLVLhlt3bmVezfdS3W4WqXPoQObkYSrB1/N8c7jkSH1TmzyreT9hjdAwszRM/lJ759wcsrJFDoLWbx3MXmWPIg0qXRPyT2FScmTKMouYs6wOVyeejn/3fcMJd6dmBpsrt3IgxsfZHbabJ697VmWLVvGxRdfzPr16+NphT6t+BSHcHDSmJP485//rNJRtUIkEokHnk/OnszM9JlqrglDmiUNpyNZPVTfcMlICHEpsBL4PnApsEIIcUl39u2Wb4YQ4hxUHaP4LCilvPvQh3p0oQkNMxLNehCdNCwWC6GwmhhtVhunZSqefST8QlRfLumT14dByYMYaA5sQUYT0ycq7m/vKgqlayeiVj3Pb3ue022nY7FY4sGMmSmZnJQzA2FLR7egxCPUxFtLLV6/l6kZU0mxK8P28tXLKS0p5eIhF8cPs7pqNT7TR7I9OU5GMV1/bHWHCddmXIvD5uCxPY9xYsYFWNLGIwXsLdur2gorjbIRzaehh3S1ircJPt7zMRNyJ3BV+lXk986nMLOQ1aHVzK+YT2hPiLPPPpuzzz6b7Oxs/vWvf3HXXXcxaNCgFpfCNEzljSSgKljFE7VPcGVlU4qZzNRMbhh2A3/d+dc48Ru6iRBaXDKK+CIMyRnCCeknsMa7pluVZ6u2VlGzu4aa5TWQBiXhEj6p/oTv134fiURDI+KOIKP3VPe3mvkMSLWmxqXQ/NR8hE3QKH30SRlGftJpfMF8PipV6f7PH9akFjdRz5bN4iDgDmCNWJmUMR2jEQanDSEvI49Xyl+hobKBbEs2jw58lP3W/ZxhPYMCrYBaRy3zy+czpvcYMuwZpIk0DtQc4Cdn/YSbLr2JUCCEw+KgMdjI0salZFgzaNAbeOOzN9hUeaBJTUdTUC4Snvc8z89rfk6qnqryJca0AWYIP35W+FYgELzwwgv89hd/QWrJZIWSsTZLJRgOhQmGg02ekQEDCxayXdnMyp6ldCgeoJkpVZqSkt0lKp4rahe8tc+tWNLazq56QGd7zXalTmyHjLJSs5iaOZVkezI2p3quYqU6WiAMDungzcY36VfdDynB0AwiUqkvk63JJNuSOS39NEiGl3a8xNDIUDCa3h1pkciIRIQFwhC4cHFR/g9xu3Ko0eC+Df9DuiOdJ4ueJGtqFiX5Jdx333289957HNfnOI4PH8/C2oWMcIxgzjVzOONXZ/DLX/6SJ55oGR0TU+nFa6FJ9RD56/2sOriKXDkSSe43XjIC/geYLKWsAhBC5AKfAW90tWOXpyaEeBRlL7oNdZm+Tzy089iCRVPF62LZEGK/BUPBuGRUlFpEka2ImJu/NE1y0nO4us/VKiNzTE0nYbR1NKOzR7efiUDAPWX3sOjgorj7qiY0Vd8+qqbLSsnipOwZpNjSERYQsQKAQYPV21bzcsXLTMmewkiritwuKSmhNFDaItr94wMfY8HCZRMvY9u2bXi93rh0EVvdCSnob++vjKtRjyJvqJHflV7H6Y+djj/ix2qx8kz5M8xcMpO5S+diEzZqQjWsKl3FeQPPY1rKNIYwhGRXMgU5ymBVsbSCuj11VG6u5De/+Q02m40//elPbS6FoTc5AWQ5s7g081IKXAXNGoAqZChaZO3W0NCiBG0EDQKBAAE9oMpsdEMyCm8Pq+Bcr+rfZXNRaCvEbrGj6xHW+pag+3RsqOh2vVUpkUhQBcSWBlVm6aAZ5D81/2FB7SeYSO6pncMm/ybeP/A+w3OGMzirKUdbbM1iszoJeAIYuhFz4kKGYfbk2ax2r2Znw05OSzuNFe4VnJB1Am81vMXnDZ/jxcve0F6shpV/n/Bvvhz1JSeecCILNi3giye/IBwM47A5+OOiPxI0g/xx8B8BWLtjjcoGQJPNKD81nyHZQ5hROAOAUENISRJS2cH2hfZRHC7m08pPicgIV4+4mpqaGuZ88Ds+aHydlcGV1FXVxc9ty84t/N+O/4t7W+p+dTN8bh/ra9fzcf3HRKparhZqd9USaAhQlFkUf1/sVjsWoy0Zxcqhx6rQtkavzF7Myp2Fy+HCbrdjs9qUc0TrftwhVpevpjRSis/nAwnj0k/mwowrQcK24m2s8ygVWigQ4o4Jd9BAQwtnl5fLXubJiidZumYpc7bN4cH6B0knixRbGjtLlvBZ2fv8YsIv2B7ZTk15DXfeeSfFxcX8+c9/5kDNAZ6sfBKv7uWXeb/klONO4Xe/+x1PPvkkb7zRcm6O24wEfFD+Af9X/n9gqAD3BSULqInUHCsODFqMiKKopZsU2p1GJ0opfwjUSyn/CJwA9OlqJyHE00KIKiHE5g62zxBCNAoh1kc/f+jOgA8Hmqa8jkzDjOfh0oRGKBKKx1lU69Vs923ntmF3kG8vRCLx+Xzs8+6jQW+IzzKR+ggVVRVErB0v0WPHiwfpYWlRJiIcDOMJejAxEVYQ1qhKKqTH09AELUE8QVUywuf2Ke+laN7Ual81b+x8g6GOoUzuOxnTNFm/fn1LyUgoV+YN4Q3Uu+tjAyOg+1jmW0BID7GtYRtWi5Vl7mWsalzF858/DyZ8dvAzJJLTB5zORv9GVtSvwLAb9MpVJdbLV5Xz0C8e4pHrH6Egr4Arr7ySN998s0UqE1AG75iaLsmexMikkUriiKK0tJRHtj2Cz/Q1FdczopKRZkFGM0N8seEL1rvXY0oTM9i1b3ef2j6cIc5QE1sIChwFXJxxcQubUbaZw+nZFwJtJaNwIMzCkoWUhZUt7GBAFVCr12tZX/clC4MLeK/+PRaVLuLcIee2PGeUB7HdmkQwEIzfkyszb2ZE6ihmDJ/BQ4MfwvtLLyOTRuLSXBS5iihyFbHGu4ZcVy6/yPsFgzIGMTFrIlWhKm66/iZqA7V8cvATPj/wOZ/UfsI/l/+Tm4pu4ra+t9GrVy+2HdgWD5aMuS477A6uuuQqikYUqfPyhOMlsW2ajXR7OgCLqxajoXHF4CsoKChgY+laNIuVef4PKS9tqq/ZN68v5+WfF7f7xeqBrd28lndK32GlfyW+4pZxPyXrSiAIRVlF8d+WupeqMIdWiMVgxQmpFSKhCIFIACnUTUxxpKC7265O3DVulpcvV84ZkVhtJxG/QRv2bWC5Zzl/r/o7iw8uBhOmuJS3W4yMrJrKpB8LevWaXjY0rCZoePl89X/IsGdx7XHX8onnE8rL1TXKyMjgjjvu4P7Z93NP33t4/+z3+UHmD7Bh449//CNjxozh3nvvbTHW5sHVg1IH0c/Wj0/nf0p+ej5/GPMHBqSrzPviCMYZtTdnCyHmCCFKm83TZ3fRzcfN6t9di6p/92F3jt8dMorJv34hRG+UgmRAN/Z7FvheF22+lFKOi36OuNqvI8koTkYWGxvdG3mt9jXMiFLjmNJk8+7NPFf8HP+q+VecjCp3V/Lo+kfZF97X4fE0oankpDHJyKI1kZEJW3Zs4d+7/45PdyvJyGrFa3jxeXyKjLAwt2auMv6Hwdfow6W54quj/5n/P/h0H6emnsrIPCU9rV69uo1kdHHmxbzteZvi2mIATCGQmqDGqARUWYd6o5651XPJteXS6G9kg3cDH+3/iOykbIbmDuUt91t8VPsRIlmQmpbK5KzJ2HfaVRBlOeCHE044Abfb3cKjCKL2H63JZrQ7tDtewA1ULrZKvxpLXE0XJaNkRzrnui6mKKmIUX1GkWfLUzFTre07zSEhXBMmuC1Inj1PefHJXNJsKgBZ6hILVqaknEovo5fK/CDAaEVwLoeL/534v0xKV7Vleqcp1/lsRz4HvNvj7SJmhPOGndfynKPjsFjsypPLUMfMseWTpCcRCUdwCAeuZBdWi5VxyePIceYwLHWYehbttjiJbq7bzJLGJcw+fTYum4vlvuUsqVjCX3b/hT7pffjT0D8R0SNMnjyZHcXbY5cgPgHHaknZ7XaklKzYtAJPvUfZziw2spOyWRtcy9yDcym0FeIUTmbOnMmumu1Mzzmf/5fx63gqJYDs1Gwmpk+Mp8GKlUQZ3ns4F+dezF05d5ERyGhxPfJD+UxPnk5OQU78t43ejWx3b6c1wr5wXE3VHhmt27aO+3fcj18qaehng37G2a62c2TQE4y/r/2T+nNt35+xP7iDV2qfAgnfn/x9rs+/Hk3T8Af9vLnrTUIWpbKPvTsWi4XKcCUbdm6Ix+utci+myl/M+u3vcWbRxRRlFHFHrzsYlTqqxfGtppWhrqFML5zOlsAWAt4ANpuNCy64gE2bNuH1euNtm5PR8PThPFHzBOdcdQ6+ep+Kq7NqX4dk9Cztz9n/aDZPd0osUspfA48DY1A18B6XUv62OwfvDs++L4TIAB5A1TWSwJNd7SSl/EII0b87g/i6YNEs8bLesZW6RbOQJJM4c8CZ9Ar1oii9iKFlQ/mo+B3KwwcpdA5gaNFQFlsXN6XoABpKG1TAa3J6i2NIoBHIQE0ChmHEvcA0qcgoZjNqSgekorl90su/3Q/xzB+f5IzxZ3CiOJEJWROo89chQxJfo48+jj4qg/SW13ly7ZP8dNxPmVw3mX7p/SgqKmLVqlVMnjZZPbiaUvsVWJVKbEv5FnRDB6GxpvxTAM7udw4fHviAS5deSkRG+GXhL/mP5z+8VfMWwaog1467ltSU1LgeW3Oo63bOkHMIHwjzqfiUQDAAQRg/fjwA69ata2E3ijkjAHh0Dy/WvcjsytmMZSzQrOyBIO5GH9vHanMwwnkc6RqkZ6YzKWUSHzZ8iO7X455eLeABnoalXy5l4faF/LjPj6EMJjsn48XLI5WPcGXFldwy5PeES2Fp8WLmln+mFuGtK/4aSnUYmwBcThc2YcNpTabMswcrVn6Y+0MiORFO7HNim+cACWfnXsVoiwXrKCuD+5zCqpKVWOoK0ZObbAR5jjy8hlc5d5iVYEK1Uc3c+rkM2TGETbWbIAJaSOOno37KceXHsTVpK1muLM455RzeWPQGLtPFpMsn8f777xPuFcKte7hhxbVc2f/KuG1nn3cfLze8zO5/7eay4ssYLodj1+w8u/9ZFngXADAzbSambjJjxgxefPFF9kZ2ohuwZ2cD4/zjcCY58Xq8ePyeeI2w2HXLdeWSmxS1a7Qq4FrgLVCq2Yym35rHRzVHXDKKepO1Rvx9ip6XSBJQSdzDLoZYdm+EKqCYbskiJAPUROMGLbF/mgV/yM827za1MAFCUpGSR/fwj8p/EHgqwC0F/4804VKOELWLCYa9nNn3UjSrpoocNvfaNuH6466HClVi4o3GN7ih/gYKKeT444/HNE3WrFnDKaecoq5PcgF5DuW+v6F+A/Pc8wB4b957pO5PZUCfGQgz5YiSUU/N2VLKN4E3D3W/7khGf5VSNkQP0A8YDtzbxT7dxQlCiA1CiI+EEKM6aiSEuFEIsVoIsTrmNvlVoAktHhPT3JvOaloZkjqEVHsqaUlpZFgyOOg9ACgnhMyUTEa4RqgCdtF3x1PtUZ4uGWktjlELrHZDQ13TyxaTjCyahRPzT+S27NtAVytXKcGiWRFW2F+/kQgRhucP5/Wlr1MSKOGD6g+Ysm0KWf2zeH3D67ilm+vfu55L37iUyYWT+fP0P3NNzjX0T+vPySefzLx58whHwgRMiFh74dSS2BzYTLlezm2f3Maa2jWgaawq+5AULY1fjVKLloP+g/x84M/Js+Rx/rjzMaXJHSfewb/O+peK5bCgZtiovUqmSvy6n4nBiQgpkAHJ6NGjsVqtrFvXUvViGmbcZtRe0GuLhJVRyciMOjBEhMH+yD4a3Y3UNdbhi/gotBUq76hW0IM6+x7eBythaNVQzs86n6LhRTjsDir8FcoFWEYwIybeiIc3a58i4AvQ266yPuitylp4Gj3M3TeXsqBS00Wi/7wRD9vqVtDfOpARySN4/pzn46va+DlFPfQsVgcWaVVZx4VkofdD9tTuaWEjmJ45nQ2+DVSb1axoXKHGYtHZHdqNCIu4lBDxRki2JLMnsgeH7mB24WxG5o5katZUJrgmcPzxxyOlpDR0gGq9DJ/hY3vjdryGl8lPTGbGazM4EDnA1L5TefXdV9nZsJMdvh0sqFjAXcPuovLWSqanTcc0FBkBPF18H6eWHM+Jz51IsisZTdO47k/X8fj+x5Gaugd6QL2TlVWV7PXu5W3/22zf2CTxGEGDkk0lhKyhFvZOi2Zhf2A/1dUtU0vFyKijsh6x5yXmmLHOt465NXObdDhRxGo+IaC8sZyV9YsJyRCxdEArdq5gpWclmqYpJyYJKSkpSpJ25aKbOn/b8TcCZgDd0FnauJIvfct4o/IZ5h54khRXDhPzZiA1ySfuT9hd3uSmrq/VVTqjDOiX3o9bc26NJ9SdMkWpAleuXBlvf8nQS5iePR2A32/8vaqnZLHw+dLPWV29Gt1mqPXg4TkwWGPzaPRzYzf3u1UIsTGqxstsr4EQYnH0f48Qwt3s4xFCuLs1uG60WYYqjoCUMgSEhBBrY78dBtYC/aSU3qge8h1gSHsNpZSPo0Q/XC5X21mom7BYLJhhk4GZA8kIZ8R/a4g0sK1uGwMsA/BH/OwK7uLKwht50/86ujSoq69jj29Pi/xSkVAEdLAntVyd60DEBz5fExnF05doGkm2JJUOJdJkYBaaBWGFNcUfkq1l89GPPqLg3gIWNSyiuLqY0c7RjD5pNP/98L/8oPIHWISFX5/4a+497V5sYWV8Fyb84Ac/4JVXXmHZpmWYEnqLkTRoG1niXcKa4BoASrwl6EjWV35Ob1s/kvQknh3/LOP6jGNT6SYC9QHG9x7P44Me55pZ1zQ5Z8Qi0aNPzKbwJt6qfothycOQmiRSH8HR18HIkSPbkJFhGHHJKF7nqVlOspiECE2u3UWZffAkJxMRYV71PMcl5d+jjDKKfcX8POvn7TqNrH5xNfPemMctubfQe3pveluVWi3kCLHWvZY+hjJ1hkMRPq1Qku8MYywnpg3j1can20hGPo+PNdVrGJw1mN70jpeNOODby/b6VYy2jMJreNsdiylBWmBnaAs1vhoyt6ezsb6C63N/w+B0GzvCW+IEFtEiTXnqogGoDrtyNsm153JS1kmsqFqhsrfHVDVGtOQ4MCZjDACDTxtMhiuTbX5lVwPY79vPvIp5rC5bzZxpc3DvdDP71NnctPQm3t77Nssrl5PpzORXs39FmiNNSe6GycCBA0mzpzOv8hV0GeGs7LMImAFq02r5cv2XjMoaFY+7imWDX7JpCQfrD9IYaSTtYBrDUaq9un11PLn6SS5Ou5jjOC5+jUKEuOfAPWy4ZQOvvfZa/PewX5HRD1J/0GFZD2RTjTK3dFMRqlCZu11N7YLeYJyMSj2lbKldRa5rRDz0YXPxZmx+GxbNosI7rFCYWsicH80BExYcWMBW91Zmp8+mJKuUtfuXoUsVO1TWUMwpU25EE1YQkuW+5ViqLQz+YjBmxOSR/zzCmLIxnDLpFBwWh7pX0Wc8NzeXgQMHsmLFiqbBhgENGoONfFr+KWOSxmAZamH1ltUUaUVYnA5EmMMtIaFLKSd13awFHgHuQY3+HlSc6XWtG0kpp0X/b5sBoJvoLANDLyHERFTpiPGxjAxCiBm0G+Z5aJBSuqVUKQKiekibECKni90OC1bNisW08MPhP+S4NPVSnF9wPmMdY3l176s0mA1URar4yP0RjcHGeMLCLXu3UBuuRZd6/IHSwzpCiriqIgYTkAIiRjOHiZhaAY1Sfylf+L5QudYiRlwyksJk3YGPGGIbRm19LScOOZHV3tVUhaqYkDSBB65/gGuHXsuVRVey5adb+PPpf+WAxc6nfjd/qniQLaVbOOOMM8jPz2fltpXc1v8OysOlXF96HaWRUjYFNwFQ6i9ln3cn7lANfRyDWFO1mn2+fQzJGoLVYkU3dSLBSDzfVhx2lFopSkZDBwxlTN4YCnKVCjBUr9Qa48ePb0NGY3PHMiBJmRlb13mCJtvGlJQpDEtWhtrx/SZxUtaZCIeDy9KvZWTaSCVhRe07LVQiUTRWNmJz28gZmtNimXXRoIsY6xhLij0Fr+Hlnrn3UOZX9jNP0I1pmhQ5BuCIOFr01zyNUCmwUVfOFJWhckKGnwJLoWrYzltkRtVDJfoBNno3UFNXQ2mwGIc1Gatua2EjeLPmTeXZ5mi65hZbzI5lYDXVfQl7FBlNSZ9CBhkkOVXwqFt30xBuwGazMWP0TPYEt7EvtINcWx5lwTLeOvgWRWlF3DHtDuU4EoT3//M+3+/zfUqCJdx58p2kOZSEH1tACSHolz4QXUYY4RjNFOcUTrGcwuzjZ1NZX4k34mVQ+iB+lfsrerlUKrJIOIJd2ElxpqgCkFGkmWlc2fdK+qf3b3GNVjWsIiRDvPfeezQ0NMR/D/vDqqQF9nZd+GPOIDE13Sl9TuGG7BugoWW75pLRSNdIftr3f0izZynJyFTPoEWztHBislqsSnpzwKd7P8UiLIx0juTcUeejywhF1v5c1+t2bh/zELO/dzdGNK2YzWojHAiz6PFFHLzjIMMrh9Pb1RuywBvxssy3jPq6+vjYjj/++BZk9O8V/2a5ezlzd84lZIYY5xzHKcefwtZ9W4lEImgOG//48jqWrPug7QU5gpBSVkopDSmlCTwBtJ/PKIpo1u4uf2sPnQl9Z6IyLRTRMhvDL4H2oxsPAVGyE9G/p0TH0v2EZ18BN4+6mUtyLmlyzwZyk3KZlDyJn/T7Cdmu7Hjlzf+WP8nApJFMy/heU+aFmFGVaAJNLPHyATHEbAUh0VZNp2kaBwMHme+ZTyQYiRKahkXT2LNvDZ5ADUNswwgHw5w2UsU7jc0eS39bfw6sOUC/5H78afSfGJYzjDpgXwN4qq3kij64NBdWq5WrrrqKD1d8iDfi4cOal4gQ4ZHqRwjLMMfnHU99uJ6Fpe8D0Mc+kL62vpydczYOuyPuXHH1qKs5L7elQf7X5/2a28+6PT5ZOp1OLrroInL6q/VDczKqqKigoqKpEOHMfjMZkzYmfg1i1y+GmM1oWto0RrtGR39EHcum0cfWnzSRhmEY1EZqebTuUSqrKtn89maCDU2sFPKHlPt6K1PSmH5jmJ02G1eSi82hzbyy+mXGpqt36kvPF3xc9yazs66h0FHYYr+4F6RmwQP4apJpsDSyOxpkXGAp5LKcy9qVjAxTqVSm9jqb27J+xqyhs7i84EZW+Bayq2EXekSPp+nRNJVayOawceaQM1XxObsi7eX7l7OoehFIVa7i1mG3MrNwJj/P+Tk56erav1P5Dm/VvAUSTht1BqBsXTcU3oQhDRZULuDCYRdis9kQQhD2hSnKKuKJCU/gvtTN7SfcHh9386SrgzOGYRFWZqWdDRGYaJvI1EGqknFpqBSbTWUWf+CtB2hoaFAZHbCRkpSC191knHf4HQy1DCU1reWieVHtIlyai1AoxJtvNpkYYpkc/lX/r3bT/BgR5fYvLNELb0O9eK1mj1g1XDQVt2YVNoTQ+NQ9l4efeTgusVs0S1xNF1sgVAMf7PmEURmjsGJlQPpAflR0O+dkXIFDODm3/w9JT8+PC252i526hjoW7FxANdWcnns6Q0arGmFu3c08zzyq6poMaVOmTKGkpISSkhKkIenl7EWqLZXXt75OrjOXInsR0ydOJ2JEKA+V89q2J/l09zOUVu1t+7AdQQghmsVgMBuVCLUztDC3RIuxTuzOsTrLwPCclPJU4Fop5WnNsi+cL6V8q6uOhRCvoFR8w4QQJUKIHwshbhJC3BRtcgmwWQixAXgIuFzGrNdHChr4g34eXP8gGz0bAdjj28Pe8F4KbAXY7DYcDkVGhmmQZsuml6Oo3RIScZ1/qysY80iNRCcx0zBJd6Xz/f7fpzCpkCl5U7g993aeevMpPD4PmrAggDVrPkIguDv3r4xMG0mfjD5clnMZ/5z5T4QQVGysIEvLIiVZBcAagBGEyLBkzsi4KL7qvOqqq4joER4+cD8VoWIsWDg341yGOoZyxaArAPjwwCv0TR+Fy5pKjshlSuoULHaLcmOVBi7DFQ+0jcGV6iKpX9uklinOFPKt+UivunUxJ4bmqz5DN9RqlLbl2KHJBhAREYIRRS5vrHiVN8qfQlpha3gz5Y3l8RVxupZO7cFa3njgDd77/XvxfkKBEA7haKt8zgemgsgUlEeU++0e73Y0YYkG/NrUWqNVFpt40KiwoAN7GjfzUMk/WVb5GUMyJ5FpyVbSYkdqOg2MaM0bohq2tf6l7PXuVc9PNLByRt4MpaZz2Dlh7AncfPXNWFxRQ3owFH/mpE+SY8vByHOwZToYuer35iUHBuYOYaRrAsclT2F21iXxrBMXDr8QoQkuybuEUUmjWL95PX/Z+hci1kg8zCF2f2JOBSOzjmPOcS9w8cgbuWn4TZyXex7Th0xH0zTKQ+V4TA+z98/mjtfu4B//+IdKNoyN1ORUvD5vXMV2cOdB9lTvoXm5ofUV69nn38c5GecwZPAQXnqpqSpNOKDUdKNto9uVjOLVd6PvXmmolKdqn6Jqb0uviZA/hENzkG/Lp9Zfy6LajwnJEFsC63jmtWfiGdk1TVM1m2RTHr+Nnmo2la9lcvYUEBAMhOiXPAwtWvJDWC2IZsnjbVYbVY1VoENGZobyI8tQ2+K1m5rZJGfMmIEQgnHjxnHP3fdwwYAL6JPch3m75zGjl9p24pgTcdgcvF75On9d+EsmFJzORefd0vaC9BDam7OBvwohNgkhNqISZf+ig33vEEJ4gDHN7UUo15J3u3P87tiMioQQaSg/pSdQtqLfSSk/6WwnKeUVXWx/GHi4O4PsKXxZ8SWhhhB9+/YlRVeT7arGVWxv2M451ecwPnO80tVHbcY1RiVmwMAZlYxihk9oysjbHhkhISxgTOoY0p3pJDmSGJUxChqUd855e89j0QOLuO7068hjKAJYt/5TBvSeRJYlB0IwfdB0Tu53Mv2H9mfJ0iW4Klz8rO/P4g+4QdTmH/UAjnkdjRs3jrTkNJbUL8BuT6fIWsQFWRdQEihhdPpoNKFijMb2Ph3qoSHQQFVSFXmWPEZnjqZvQ18W71pMQbCAQbTMpNAe+mf15+acm+NePhMmTCA/P58f/ehHvPHGG5x22mnct/g+JvsncwZntFvhM0ZGL9a/SF4kjyu4giG5w7C7QhgazPO+i141GSPFoNBWyBXpV7AvtA9CtIhnCQfDSrXTWq8ugEIQlYKyiHJG+KTybSY4piMBv+nj+ZqH+H7Z6YxjRMtxmcquqAMf73kSu2bn49tLKd8WYcPix1jqWcoQra2p04w6ZOwP7eJgw3pyNmSxty6AJizopqmen+gqPExYZVp3RAduayLtUCgUf+bKD5ZTWV5JQe54DoaT6BWA7D4qP6GJIqNpw2bw2thVSL9AYy8DkgdQE6lhej9lHB+VPkr1lw1nZp+J09mUWkoHHJpTldhGOZOkObLp1XsQ+XkSY4FBEkn0z+9PaUMpz+x+hvm++aQ6Unn88ce5a/pdZFoySXYmU66Xq2DjdFi+ZjkV5RXcNvm2+LH+vfLf2ISNya7JjLp8FHP+NIe9e/cycOBAxg8Yz+DCweSW5qpiga2vbbMEpwCm1eRg+CCNZY3k0ZRQNugL4hAObu51Mytsq1hY9QGpqf3RibBx+0YC/QLquguLqmZrqszlAF/u+RyJ5Mz8s0g2HThcqdhdgnJfqXr5nFaaF1i2W+1UeCsgCTKiGfFjiGV4jxUtBPWefv755zz44IP8793/y/ze8xllG0XICHFawWlU7Ksg1ZnK3ZfdzeNvPk6j5uP2qc8gbEcuBUMHc/ZT3dz3L8BfhBB/kVLe8VWO350zu05K6QbOAPJQJSXu+yoHO9qoCFbQEG5g9oDZDExWdYbO730+J7pO5IPyDzCtJg6HQyUklLDRv5Kl9fMwoqt4KaWqHAnxOKDWq+LmktH0rOnUh+rx+/zsde8lYAa4/svr+dL3JVmpWazfux6BhUDEy/btyxkxcCbPeZ5i+f7lDMgcwMDkgWgWjby0PCprK5WdJLnZcSToBHi4+l5WFCvPHE3TmDl+Jg16LTvca+ltLYwHvxq6weAUlSVgbNEsJLCsfilPlDwBAoakDWFi8kQW7V/E3lA31QGxAn+N6mtKSgrLli2joKCA2bNnEwwGOaX3KQxOHhwfnylNbv/idh57TBWMc9ldFDoKOSXzFCa6lER/XOE4jks/HmlRDh5G2GiahDQINyi7gkNvsvOEAlE1XQdGXm/YS42h8rkdDOyJ3lOwW5LItxVxoHY/zYXzuNeW1YI3FGTBvhc4v/9s0p05EHOXDu7rVDKqN+vYEtzC/or9lIdKEELDMA2uHX4tx2cdD8DiusXKOabZ2xjzFAuHw3H35AMlB/ik9BP8WlCltommY2suGUkdiJKTT/dzYa8Lefrkp+Mr/lK9lPKGcvJT8jkh9QRsdiUVHgC+DMOVubdxdp6K2ZGGiUDDkFDuL+eeynvYXbqboYVDORA8wG9W/Ib/z957x9l1Veff373PObfNnd406l2WZTV3W7blCraMG2DAdExMhx8phIS8BIc3v/QACYEQsAlgAwFjXDDGvXdLruq9SzOj6TO3nbLfP9Y+596RZEkhJNjk3Z/PWJ5yT9lnn73WetaznnVe/jxufvfN7N+/n1XbVuFpD1e79Pl9PPn4k1QqFQZ7B2nSTYmYWO9YLze9chPL25eT1mk+/L4P47ouX/nKVwDIqiwdWurDDttjKo6M7LzX5epAQWH/eBWGc+ecyzXt14ALkX1v+2xkHAQBu/p34WiHGbkZ3Dt4LyPlEVzP5b5tD3PTU39DPtXMZROv4NKGSzm77RxObD6bU1oulMgoI5FRHOt4jpdoyTW2jC/3SKDpg9ia5513Hrfffjv/+pV/5en9T/PNHd9kRtMMFrUKpB2VIyY3TOZzkz/HfZ/ZTXt20n+VTfc/MZ5TSiUToJRqUkpdeSwfPJbIKH7VVgD/box5WdXG9W+gcfWcq6VI077cADkvR0qlpLtmykOl7C8MnN32FlpoZCx8QfD4uvOT1bd48mJmNs18zcjIV3DHgTt464tv5Ss3fYWhTUN8sOuDPLjnQRZkFnDa2afxwwd+yB/OP4VXDzxOGAYcP+sCDmxYycDwALt7dpPyU3TQwYSWCazatIpbdt7C1cdfDdjLiABXEZiAoKZz6rkLz+W2J28DoCXVQsEUuLbtWvrcPuq9etJOlnkTz+bpV5/HRCapdylEBYqVIl9Y/AXMHsMYskDGp/XHj7FojB/3/5hlm5cx30YVM2bM4B/+4R9YsWIFDz30ECsmrkiMldaalwov8dzQc3g3eXz0ox9l0YxFLJq4aJy4ZqVUpmIU6BRaOYRhSBiGDEaD/H3v3zNt6zRhM0bVBFGlUKHJaXpNF+vhPhHl7MxPoL/QK84FinqvCSdwufKeFfzoP37ENdeIg1gbGd2/5ueMVgb4wLzrkiZtRsHbW95+eAKDNUbKNn8rjZXQOiW1Z1FEV6arSnOOP19jRGNoJ85lfKblMzR0NbBs1jL25zwxRtbRrjVGD62+nx39w2waeJUrms7l7+f//bhWZ78c+CV11HH50OVUihVavVb2AhuHoTAIhTEgEFZjFEXgaSIFDZkGzq8/n9ZUK3O65nCPuYd5jfP42dSf0TirkenTp3P/xvtZMWUFX9/0de7dfy9/ddlf8dd//dfobs381Pzk/r618luUwzL/uOQfOX7geNwJLu9973v57ne/y5e+9CWGtg/x5O4n2da/jc/0fYbiyiJRGDHlNGFDzuqcRb4+n8xbLpcDBWM941UfmtwmmtwmftD7A3rCA2Bg2K+SCLb3b0enNZtLm3l67GlKPSUW7F3Ah5/6MC25Lq4745tgpC7QjCmMUkxrOIHplS5Uenxk5HkCUeTJ49V7464jjoxeq5Hg1W+5mj037eGs9Fmces6pbFovnZkjP0qgZ+U6qOi/zKb7nxhfMsbcFn9jjBlUSn0JYUsfcRyLnV2llLoPMUb3KqXqGScX+gYaGvrL/fzlqr9k9Yjk4TaMbuCxsceEpeUqBlyXSIvHXJ9updFrIfRF6POc3DkJbDCjdQaL6hYdMoMxzyEw8I2d3wDghp/ewAdmfICRaIS+ch/TvGmcPf9sipUiBsMLPQ/ieWnmTF+Gayv273jpDukVA3S2dAJQ8AtJcj4ElAGdOpQq3dVSzTlOcLpwtMPUzFQW5Bdw05k38Y0LHsVLCwfWGBK48am+p/hmzzdRoUI7mjUhrN115Cl1PZe0k8YZG/+WnH/++eTzeW6//XYGi4NJEWEhKPDM2DOA1FkUi8UEc+wP+/ne3u9x//3385Pnf8ivev4Do6UoOPSleNhVLmPRGINDgxDArFwVSpSOmIcphLVjVY8880vnXEYpKjIWjbC5vJFIGb61//8FGCdgmbDpXJeHN9xKa24yZ004Txa/7QcVHeZVMIgxUgq0J4ajVCyJvJFyqAQ+K/etpMeXHMenz/s0Hzzpg+Osvuu60rI+gJzK0eK24JZc0iaNSYkhtCz4cf1vUipFysmglCK0nVpr1+hlky7jTfk38diqx7hx743gCCM6GIaRqfDI6H083fc0USidUbVyiIxI7pxTfw6tqVZOnnUyS/JLuP0tt/PE2BPs7BEttl1Du/jC1i9w7757OSl7EqcsOoXvfOc7jA2N0ZyT8pRdQ7v4+nNf5+LZF7OoeZGsvRA+97nPUSwW+eY3v8krm19hfXEbFS3RxHf+8jvc+OkbE7jyuK7jWN60PHEo06k0juNIJ9masWbLGrYWtpLzckljQJ8KaZVh8oTJ7BjcwWDK4c6eewB4cehFPvv8Z1k66TT+/ZqtnDn7Xbw88Cpf3v9l/vKZv+CB3p+zuvA8T48+hEpLMXQtTAfQRNMhKv5xlBtWDm+MBnYO4BiH45qPoznbPK4WLygHpHRK6nkPepav03G4KzwmEaNjubUPA3+CKLEWkO3wQ8d+ba+f8ejeR7lj8A6rQiA/2zi6kchEeHgMu/BKURFH03v9nawbfZEoNJQjn4FwEOPbcH+wj75K3+EjIyQy2l/uJqMzrN28ltUDq3l2QJL601LTOH3O6Tja4eH+u1nV/SALjj+TVDor8jHlClfNv4pzm88FoLNVjNGZjWcm3nQI6BBUykIAQRXOyHk5sjqHo1zanQ6UUrxceJm+Qh/z6+czr/0UHEejrUKDgySDT2g+gUsaL+EX237BjtIOyj6UjsJvTGfSvK/tfcxNzR3/83SaFStWcOedd/LVVV/l2WGBEf915b/SG/Typ4v+FN/3efbZZ3nq5ae4YfcN/Lz353xq86f44he/mBS9SvM4l8APCPxA6jUUdNLJ8oblLK5fnJyzXCgntTeHG5sPrGaSO5U3zRTFk0eGf8HPB3/M17b/GauLK5lZN5uHH36YLVsEwothukgbXtjxIEsnXQxookigQxQ8Pvz4ITBdzKjUCpSFwUqlkpBVtKYUFLlr211sK24DoLW1lelnTB/3yubTef6g8w84LncchaDAE8UneG7zc9y3/z4iV+ggYWyMlE5yRmfOXM7ZbZeilOaVsZe4YccNiXAqQFe+i3bVznDvsPQLsj0FdQAmD/3hAQbLgxDC/KYTaEq1WzGEiKFoiHKxzLnHn8v353+fqY1TeaHwAj2DPVxzzTWcMfEMNhY2clr7aby98e184l2fYOvWrewY3EFTrokDhQO8+eY3Uw7L/N2Ff8fakbU8NPgQRDB//nzOOuss7r77bi5ffDnnNl1BKRRjNCk/iVmlWUnkXC6VKYflZN6VVuRSOcaGJDKqjFboXt3NQ688xAuFF3hbx9t4bPAxNhfXsXtsM9NTczh98ensHNpJAcPjfQ9xWu402lPtwg58681onSFyoS01gfPy57Gs9Wym5ueRy7XRkZ6C8RgfGVkYtMltGlfYCzUEhoOM0dBOgQt6NvdAGdrbhJHSVdfFOflz8PC4bsl1vKvzXUkO8rCizK+vsVIp9RWl1Cyl1Eyl1FeBVcfywaMaI2NMZIx5wRgzaL/vM8a88l+73t/O6C52s6O8g0Svi+q/Li79Dvgjku/BwNbyOlYOP0pYiRiO4G/7vybsJuCuVXdxx4E7Ds+mMzAWFdkwtp5Pdn2SqV1T+dyLn+P+7vtpzbTS6rSS0zlmts/k33d9hc0DL7F06QUYhURG5QoTcxOlIRjQ2dEJCrrL3cn5YjhQeUqisWC8hz4rN585jSfiKhetNbcP3M6TvU/yzIFnKQYFtKv42KQvMj+7IIHpJtRNYLY3m1UHVtEf9BMaCDRJi4XDDoW8fKOH/uqKK66gu7ubbUO72aY1FT/kG89/g9Pyp3HtjGtRSvHYY4+R9bI0OU3sqOxgLBrj1VdfpRL4AoVp2Qj/dtPf8tNVP+WsxrMYDoc5MHKAc+vOHce2unzq5SxtXHrIdYxWRvnj+z/P41tvZ2nmdGY3COFgV3kzHe4EBv0D1OkGvjT//6K15rvf/S4AS+cs5Utzv8Ta0Q2MlYdYPPlN0vvIIG2ggWEzwsF60fEa0IqEfeVXfJRyUErjkuIPF/0hS5qWHHleFeI4RfDA2AOs2rmK5wafw7jSIC7e2rTSCbnGJGIWmpFgmN3F3VUKNLCrvIvVY6sZOjBEo2qEVNUYqRRc1vpuLmm5BEc5XDbt7UxrmE8EDPvDfLX7q6zdvZaprVNZlF+Em5JcZFCWa/y38/6Nr83/Gr9686/4k64/4Z3nvpP6unqe3v80Tw0+xUnfPomtA1u58113srBzIbuLu3ml+EpyI2eddRYvvPAClUKFLHWiBlQKpfFc6CXG6I5n7+CGvTeMe/dCN+TBnQ/y7LPP8uQNT/Kv1/4rJ6dO5pLOS7iz/05u67+VZ4ceZtvoqzjK4aT5JzFQGmDIH6BsSpydO4fPT/88D13xEG0ts4lCCOugKd3O8vxyzmu7gJn5BTTNX8rMxRcTNFljZB2CyyZLKURTrukQg+G4ziEM0n1r9vHVa77Kyu+upHdHL3VRHbkWSQhPyk/i/PrzSTtpKIB2dVK39gYYn0ae1E+AW5BM9zFRAP8bNWBff6O2r0ttPyMAT3n0a/B9mFl3ApsKq1Gu1FEsmXQixfoG2qiG++fPOZ/opeiwBAYMrBt8nsAEnFp3KpOvnMzv/93vs2FkA5dMuwRVUoSVkD++5PP86K47mTntVC697OMMbbbGqFJhzZ41NJWbmMQkMpkM87vm0+pUG8QkkZHViqtl6pjIcEnr25k3+3K2rfopRUfxvomfZiC9jTv3/IKl+eloncNoCCJLMdbSMXRTZRM44umFEUS2C+iR3Jbv9H6Hqe5U3sybx/18xYoVOI7DpsGNnNWq+eFzv2L74HbObD+TTUObWLRoEY899hh//tk/Z2nnUn74qtB7C4UCvUM9NNKMIeL2gZtZU1wFw+Cd5HHb4G18teerfL/++1S8CnUX1PHAvQ9wXP1x4yrwAUpBict/fDmPbH+E5bOuZnL/dPYO7SWtM1SiMlc1vYfm1pns6FtHu9fJZZddxl//9V/T3d3NX731r+iIOrhv3/0oFAsmnk9oZANKeTla3HY669p5ZhjOciFVQy4hEpiOtERGhJJn0kro/vVu/RHfvoCA/+j7DzY7m2l32/lI80e4z7uPYTWMJbslsm21MN1tq37KQK9K1jcGlKPZihQMvjT8EhsGNhD1RkxOTwYNfgROAKQhUlQ7qRr5PrJlCnHeo2+oj7AcJusx9EPwYWHLQhbOXCgkGyNEhEvOuISfPvBTPvrCR5nVPIvHPvQYp06SGq83TXwTbxp+UxJeLFu2jL/5m7/hew99D6cgaEBQDOke6KZ7pDsxRkunLqXYUEzevYHiAF/d8VX2l/fz9dO/zmlzT+Oi0kUsrCwk3ZHmY+s/hkbTH0i7+kX1S7ls+WX85Tf+kv/nlWvRaC6su4gNrOOUrlN4OgAVQpCDchgyFI4yVoyomDr8uhSlEuRy1hjZaygpKUloyjYd8iyTyKgmZ1QcKEIBnv/R83gTPWkrb9duYALKYZlsJcsvX/0lc0pziMxxbwhjZIwZQ5C0//T4X2WMal/QWqFUEChoUBR+aM5OpKmyz1Z4G9pznZxU30l9UJ2wKfVTIMvh2XQGVvc/CcC+8j4uOOUCjqs/jvUj6zltwmmYbYbIj7j2jA9zxu4P0zsLokYY0tYYhSPcte4uFo4uZBJSiPnOy985LgpIjJGnUEolrRcg1oLzcF0Br0uugkILrtqbJN9R8PDgL9hf3sB0bxJoWDe0jruH7oYmcLRNkjsQ+eAcYaWUdXmcCnc8mpqaOO3k09jyyhZwHL695htMrJ/I/532f2lqbuKchedw44038tj5j3FWdBarR1eT0zkKUYE9g7to0vPZtOtx1hRXcUHTBTw4+CB/sesv2F7ZTpPbxOMjj4uy+kMRzz35HG39bXREHdTbgpYgCnj3re/m4e0P8+9X3cyE1rfSe+/jtKRbmJNbQJ1qok7nObX9QoaHewnCkB/84Ad8+ctf5p/+6Z/4yY9+wlXNV/FKZQ1zOk4mn23FlCw5QSFt3bVDeVDaJlmJu8Qh0Q44acklmBC064DWDPvDPLL7EU4wJ9DG4UVHlFIUTZHJ6cnM8ebgOR5+wSdFisiRNRZvhCc0nsDk/GSIYLQ4QimS4s54RYxpxZZhMAcktzEWjmGGTSLy61vDqVx4eOiXbKk4nD18Nl999Z+YUX8xi+pOTKR3Ij/igZceoK+nj487H0cpRVAJ8As+2/u2MyGawGBhkCcHnmTFgRV8YPkHaNnQwtuWvo3TF5w+vn7NslbjyOjMM0Vs9p5X7+F4/yxRMhkLqsbRGqPZ7XMYbkDUD0zEO372Dg5UDnBt+7XM+uQs/uz6P2Nvei+3DtzK3rV7GfKHeEvT5dw9eBcRERc1Xsnx04/nT0/6U65/9i84ru5ElmSW8OZJFxF6UKiAlxKywJ7SXn7ZeyN+BSY2nEWjd6E4A27VGJkIeio9LMotYmFLVe4oHlprPtX5Keqaq56SiqR+ZPnocu7YcweLM4sTeG/D0AZu6bmFjx/4OJt7N9MatkovrNexMVJKfc0Y81ml1C8YJysgwxhz+dGOcVSYzmJ/afv/5yqlPmNVvN9ww3GcREWhVigVwGiPsAjlVqjLtHFy/hywHue+/v1sKLzKbn9X4t1s27ctKaCsHfFTWN/zJF2piWSdLFElYkXnCt429W2smLkikXnZ19/NoN+Pca0XrWzLgbCSFOSNGzVYdBgJgUG5CJW3BqYzxojatLIQntasKj7DlqHNAuEoDQ7s93dXCQxqfJtyx/GkBborxuhII+2lpR7mMOP8c86nu7iPrSOv8sy+e/i9xR9len46TbqJ9773vSilWP5ny5n21DS2FLZwdv3ZOI7D3uHdaKXZvPtpAK5suZLpzdP5cc+P0Wj+ZNqf8J3J32HNOWvQWnPLz27hpnU3sSWhbBs+dtfHuG39bfzTxf/E1Yveg+dkOTv/JiZkujiv9S2saH8vx2eXMiU/V0gSUUhDQwP/8A//wOrVq1k0cxE37b2Jlw+8wImTL5KNx8hXxZQZCPtZM/YqkZV/ikfskCgNZlxk5HBp+/s5t+4iHtnzCP2V/tecU8dxuK7jOn5v0u9xWv40fjX6K7YMbcHDk83QVCOjWQ2zhBIfCe1ZaYEDQZQYyq4iKkLZF/07ExkR+bUSQJXAriMNB4IeukvdOMphUfNJNGbahQNRo5xxzrxzuLTlUpSjRLWjEjI6OMoPN/yQLcUtVEyFgXAAf8wnLIfMysziwjkXHlJIvWZ4Dbf035JERi0tLcyfP5/NPZtJO1n2+7s576+XM1IY4ZTMKYkQ6v4D/awNB9i2T4pnH9j6AB+d81HOrTuXL3zqC7zrlHcRmYi5XXN535L38b6J72NxZgnTM5LXnJ6aS1SOcLXLny/6Nhd3voefDv0UIig6Uvys82KMTCyAG4lsV5SCSIsh0lqcNROKMdpU2oSTOZTuprSiLd1GlmrReAxtckDUS9rz7cnvuuq6uLTxUuqden5/0e9zZuuZ1ZzR63fEkj//wHjFnvjrqONYCAy3AqFSajZSADUD+NF/+lJfB2McTEcNTKcgdF2iMjidsL74MivHHke5CoPh+S3Pck//rfxo+EbpGAn84uVf8NTIU4ecI/aKtx54genZmURGhFLr3XpuPOtGJtVLpBOWQ36+8lae7L9fvCwlC9xxUlSiCmHlMMaoZoTGphUcMS5hjRR/FEayE9r7XdR8Gs8WHmX92HprLRXKgasnfZyJqcmJMYoL/gjFGGEgcI7RGJXKh/GH4PyzRdbouxuux9Eul0+6jrWFtWwf2c6pp55Kd3c3n3jTJ8Rbx7Ckbgnz5s5j79BuFJqte55jUmoGV7dczQeWfACA+bn5LEov4pqGa5jiTuHss8/mV/f9imvnXMvseqln+sKDX+DGF2/ki+d8kc+c9hkh7AWGkiljQkOD28yJTedyWn45FVNJjFE85s2bx5P//CTrzlzHn5/1d1yx8P9INGRhOmwjxKZUq7Ana8TkYwKDcoB0Ck+lIIKsU0fay6KNyP+4Rwo3FaCFJRkR8WzhWUYqI6RUKvGQ42B4LByjz+9L9NYUGhU7W2jKWrTyAvusAPChMdOIASoRYBPyaJEDyngZzu96M+25KYTUwHSVkK7GLqalp8ma0S5BJaA+Xc/vzf095tTPYVbLLD7e+nFa062cPeds3t3x7sPWfvWWe1lTWpOQgkCguu0D23GcFA+P3c2eod08ufNJPOMRJ+fuevFOHuy9g74xeGT7IwD86ZI/5X3N74MDcFrnafzz3H/m9mtu5+srvs7ytuVMS8/gz6d9nYn5WTw5+gDlYpnPn/h5Lpv2Qdozk+kJerm1+1Z8Les9zCNsOXvfhKC0i/Ig1FJsrpTA2CaEM2efyecnfx63efwztfaG58aeY1v/tuTnMTnmFwO/gBHGGaOWbAunZE8hRy6ByKOjQOW/7WGMiUkKLcAzxphHa7+O5RjHcnuRMSZAdIm+Zoz5faDrKJ95XY7Yu8PAgKt4LoJuX6Kls9vfglcQY7RkzuW8ZdpHUY5ERsumncOSutMkqLK5mTAIq8atZkQRjJQHGBzbx+TUVOlK6kfEwo61L3Xgh2jlVAvZNDSm2mh32g8fGdWM2N4AzMktpNOtFpNEkUEpJV1SwXrKiiCSlhUKLRCDhtNzyzi14dRDIiPlueJpH6sxCsuHlW5ZOH8hWSdLb2k3J89/G4Hbxf0D9/NC/wsA1NXVcfa8s7l+6vV8+bgvMz09ncULF7NvZC9KO2zZ9RyLG86gw+3kkyd+kqX1Szmv6Tw2j27m3wb+jdv23cZVV13F2o1rKVfK5L08//jUP/I3T/4NHzvpY/zFuX8ByEZc8gv8a99fs294Hx+c9H9oy0ziht6v8erQc1JYW2OMZJLhuNxxfPS0z9GY6SByxRBFCOSWdXJMyc6SRHuNIY4dEjSkcnX8QesX+NK06zmrfQVrR1/g+THpPnpw24mDxw09N/DlLV/mO6M/E4QqIomMagkMj/c+zrd7vi3GKOmQWzVGJWtEA0WitE0FGvINEsWFQMo6NggzL/IjykFFamxMVSE7CiJ29uxkZ3EnaNuwMhQx18nZydR5ddVdpQRNXhMTvYmHNUaOZXPWqqWfc845FIMi3979t/QG+5hUP4mXel7ikZFHOLBbCpYDP0QpzZADj2x7hDktc5jUOkkIHHsMY8Nj5NP5cecxxrCs+UI+v+zHcn+VKMmJKeVgDOwt7SW0UaeTBuNWIyNjwNUermdrfdzxxohm4CKoEYAARC7vxWG4t+8h1vevp3+LRMNxZFQ0RShCR3v1g+WozH5/PwMDA9y8/ma2jG2x5QRHXC6vl3E5sFEpdZNS6lKrTXdM41iMka+Uugb4AHCX/Zl3hL9/3Y548QcRbHc1PXtgaFg6KKZTTTgGnDoYnZqmb4YHKY0xEU2pZjpS0o4g1u1KtOkOGhGwe0CKK7vS442R4zh05Dv44oQvMr9lPkE5wNFu8qIqDUuaz+Q9Te+xsMARjFEIOPJCnN98BQtzC2t+JxuS48pjKkZFsJX/cWSECw/03Up/2M+8vChlJ556CE7aS/ISr1Grl4y0l6YUleBwSF0E0/JSC3TpxZ+kxwOMHteaPPRDsjrLnPo5GAyLFy5msDxAd2k3A8N7mJqdy7rR9fQP9/Orpb9iecty+vw+hqNhwjDkyiuvBODjT32cb2z/Bn90/x/xjgXv4F9W/EuiuyZph5h5KMyz1cXnAZhUN9vK9Iy/0ZXrVvKz7p+Jt2zAeHI/xkDkSpFwiGzW9hFToYbA4MjfRQopJFWwrbiOjeV1Ij3jHfk97Q17cfGY3LSUSkmO6SlPjldjjBY3L+aKxisggiAUmG5u/RKyKieK1Naz9qkxRj40NDfgYxl41tNXWopy+3r6+Kc1f8W20bWyYdudMPRDHlrzEA8OPpg4MEElYLh/mBd7X2QsHONA+QA39N3Ajp072LBzA5tGNx3WGMUdaGvJN++8+p0sn7Scvsp+5qRP4O/O+RrlsMxNAzcx4dIJ3HLLLSKUqhyGvZDHdjzGudPPpTfs5Vu932Ljyo34JX8cJOhoh53lHTw+eB9Ky30Uxor8ZONP2FnYgtKSX3OVS2CftfYQBQirXkIoeWVXI7vfwcYI+/ODDEYFCEbho02fpbXYyj+/75/Zef/OJDK6rus6rm+7PmHSAewe2823+r7Fjj072Dy4mbFojCh6feeM4mGM+RAwG2HSvRvYopQ6ajNWODZj9CHgDOD/GmO2KaVmADf/uhf72xyx5PyC/CJSQZ7iJPDrHEwIm4ubUGlBtsKUJCWVEphua882thTXVTcyRE7kcDBLFMHuQTFGk1JTiRjfz0hpwdlVoAjDEKWcKitCCwQQ9006kjEKbE5CKZLNKR6OcvBUCu2kUGgCjCS0jZEOsEqDB/sru1hbXM1QKPUOtZGe44m8SaTGQ1AA24CNNWoJSWRURnbInwJWtDvyI05pPYMrp32cpUvOYrQVfN9JRE8ZkX5HjnISxeiTlogk0L37f2yvy+OBofu5dd2tvDT6Ehe1XZTcbxAGTJs6jT/64B/x4P4H+dSLn+KimRdx01U3jZu/AIRrDewZ3sNt+3/AgaAbA9SnWxKWW+3o7u9ma3ErQZwrcuU4EYAjm8PLIyuFuq0FjnliDIpFe3nWg/5F4Xau33I9q4ef5+IJ7+EtjVdTq4P2WsNRDkuyS5jTsBDtSHFoykklxIX4arvqujg+e7wYSiuZdFLLeczPnJBERiaURxMbo1Pyp+DmXQIsdT9j15PWBCYkqkRJfjEykvdwHIcwCCVqtwKsruNiAsP+ffu5Y/sdDIaDRCpit7+b0aFRHl/zOM8MPzNup3klgu5KNYdbK5NjKoblE8/layfexc/mPM9VE97KnMY57An20N7Yzic/+UmGC8No5bB56GWGKkOcO/1c0rk0DW4DxS1SRF2XrpIFHEdaf6wvvGyTs9JeYm3/Oob8QbAIgqtcQmWp8WmB4pKckRFj1ORC8wIw7XKosNYYHWb49jlldIadgzvhALTsaEn2hPyMvERVNSxQrQTGLRfjthY27/g6hulqhzHGB34F/AdSY3TFsXzuWOqM1hpjPmOM+bH9fpsx5g2pTZdL5Wh2mnlL+1U0pFtxszCj80Qio9le2AR1YoyCFEJycCUyemHXSrYUpW1ATBQIg/CwMEtoYNfgGtKpOppTnRIZ1bRJLkUl7h6+m509O/ErEhmFSfEebCis5eu9Xz96ZBSReJs/6P4qd3dXW9NfeeJVvHPiR8nkmvh8y58zq3Vx4v2BpRhrWfT7/X08OiSQ7ricWlqMkdHgH2SM+iPYsh1GhuX72BiZoqHcV+aZnz5D7zele2ddto6rp7+PD8/7C+pyCr8dykbasZt1hh1/uIP+Pf04OJzYciLnNJzDBcsv4KLpK3hl8Ekcx+PKidfxvub3EwURWmsKNZU9od1lr7nwGt7a9VbeNeNd/PydPyfljFdiCCFxLcMwJDC+wF0KRsJhpufm05WePO4zQSXAwZFaKxsZRUrWhnFg0ZSLuHzJR0WLEMmvlwdgqI+ETWc09Ea9ErVEgRh3Iwwxzz0ywKC1ZqAySCkqo7SbfCaytOt4DxyoDIhwrIEgCFGOQ6BCsipHu9dOKZTrDk01Z7QgvwDSFlkNIMrI5mq0xkSRGAgjCgzxunFiJYwwSoRcPz3t01zVdhV+yTYITKXEyCoIxgLevejdXNVxVRIxBEBPEXZvqJKHaiOjyqioZ+dSDXg6DUXF98//Pp9q/BTf/eh3GRgY4PZXfoZSmtU9jwCwfNpyGuobeHfHu5k0NIlJmUk0ZZqSYzrKocPt5MOTPpfUXPnFILk/pbVV1nIJ7bPWKdAuRHFkhBgj7YAzX2qylBKo+0jGKECO92TxCVaPruY4/zjyKs+0jmlc3nE5uY4cLGcc1hTPbaVYsevIFQjyDWCMlFIXK6W+B2xGOjPcwDGmdY6FTbdMKXW/UmqjUmqrUmqbUmrrf+mKf0vjzGln8n+a/g8YRaQg5QF1KT7R8sec0XYxUV6MUZSSTer4CafzjvaPVmnTtnDNRIZyOWAw5dQGJIBERjsH1zCpcwFKuYfAdKEJebX4Kn3DfQR+IJGRXYjKAc/N0Ow0izFShzdGEXESXV6I4/InMj0zI/l9TAMNUjCwAIqTFArxtuR3CuWKF5zWGU5pOgWownTvbXsv6XQ2genCg1MpEVRSsFUgfNJeGoN0ex0bGeOe7ffw8qaXAajL1HF629k0pdvBgcxEKDuawI8Y6xnj+49/n8HtgzjaYXb9bBbmFqJQ/OM536Ql1cmMySfSmG2nUTUmApk37hVpmDq3jiAKIJDeNQvzC/n38/79ENYW2MhIKYyCCd5Eru74MCkviwF2FjZyetubWVp3Mit/sJJf/D+/YHj3MOtWrmNCekJS+Gu8KoPNaJh63DLqj+tKjh8g81UJLZvOATS8u+06/nzi9SxqPoM1o8/x0Og9EhmljhIZaYdNxU081/8QWnssySzhLR1vSajl8Rb+0sBLfL/v+5jAJOKmP9/3b/QE3Xyw61pKAYRpGxlZrbyeoCcpeDUGTKYK00VRVC3QrHFiljeJ4G0iWAuyuQckxshLeWJkFfgFn1yUI+9Vn0cFMBVhrR1OmSBuOR7okG90/wWP7HiYzYObadEtzKybySc/+UlW7XmeQjjKcztuZXrDfCY1SGkCGWg70MZ1069jWsO05Jhaa6HhUzWAftl2WVYOOo6MtEtgnQ1SAtVF9p0QRqGb5GntcpKc6viAetzw7fw+MvoAhKIeMdg3SGu+lRPrTxRNu4NGnNuulCpJRGZsDvINMD6I6NDNNcZ8wBhzt+UcHHUcy+3dCHwFOAs4BTjZ/vvGGxrWV9bzd5v+kv5yD64LB6JunvCfJlARUYMYI5OSzaYum6fN7UiMkQFMZAgrIX4AfaHLUO/4U0QGdgyuYdKEBRhLDV80ZREfmvghtKupS9fx+a7Ps6R1icBTuto9VTnQlZ/J2xrfJnmbg4xRBdiNpQ5b7xzgpOblHJertj54cv2TPD3wICCFe2FKNpnp6Zl8eMrHSbkZS+XVTE3NENFOqpFRFEaYlM2vOFaRomb4ofTp2W2LhNvr2jkufRzRcCTy+Qaios2tlQMGy4NiNDSk6yFMa/wwolQocVL+JJpHmnGUw5A/RK8vUcRP1t3Ep+f9PZ99/4/ZU97G0yNPE4WG7pSmJdsBBurT9UlkVCna7qDZlGitHfToQ8DENP74eVrYziC5HRPBY/c+xqofruJb13wLv9vnzXPejO9JUajxpLZFoE7ZiAKbCwqoQjIlC/U4li4d2sJho2B/eafk8I4hZ+TYTVIrF+14hGGUREaG8QoMGIGQJ9dNpzndyYLm0zkhs0gMZGDXAdCWa0c60O6W6MWuWZ2uMUammuBX6AQWXNa0jFnZWeIUWEPyxNATPNn3ZNIQz0t5eCnZYP2CzxPrn2BLeUtyT2XA+GKMlN1+onJNZDRWwUSQ9vKcnF9OY9TMlqEtYKAyVOG6664jMhG/7P4hm/Y8xUWzfy9RCPnR0I/40bYfHdJ+fGJuIgNhPw8M3GGhd1F2kLlzwIreetojVKAjUBkL0zk6qYfSjjsub6OUvB/REbZaH5LnhRGV9109uxgaGmL32G6Mc7A7e6gxchwhE72WGv3raRhj3mWMud2Yg7uDHX0cizEaMsb8yhjTY6WA+owxR1Ese32OdQfWcdfoXSzKn0g6lcNLQ3/QzRPFR9k8thZdb42RJ+F3b3EPL40+QxDEiX8S8UKh7rqMDo0/R9/YAQZK3UyatIApuXksyy+jMdPItPQ0IkfJjCuIShEmNOO8LeWI/E6druPaidcyJz++T84BYM0B6IuVxy2BoWzKlIJqEqdvpJ/+Sq9ssir23BRpMrSnOkFptCMbz8byevoCeZwt2RbmZebxUuElwcJtot4/KHEaRpDSMNwO+/bC3Na5vKv5XWQq0gsnpVKYskzYnr17+LeNX6PHsq+Ewi5J8nVb1/H8wPOossLVLg/3PszNB24GA+dNfBNL2pbT2T6DbcWNPDDyAFEIo6HDjGCJGKNMvUBegejSecpDpTQrfdhyUAlYAAlMt2V4Mzft+wZDoTCbImW4s/vf+Vn3jzhr+llkyhkKmwosSy+jbX4bQQROCLgx3CfOSuiIYY6NUZx/KcewqyPP6N6RX/AXe69n7dDKKlx6DDmjRLJKu2jH5ZXCK2wpbklqTuItPBHWrES8Zfrbmd98KvOaT6Tb7+YnPT/F+BBmpGbMczyubbuWc1rOAaqeu7LinlmvgUbdlERGSjtJYedINMJYaUzgUntteyt72VvcK63CI+lWu9t1GQEqZZ9HNz96iDGKDJRTWCs9PjKa0DSBPznhC0xuOo7T6s9jcd1S/mDBHwhsNVphwYIFTK6fysr+h/DcDMuP/yCBlaJyMg6bxjbx7Q3fxmSrm/yyjmUsyZ3E1uIGsDBdULbMUq3lHhFkIECMEWmB4gIDJ+ZPYnJqKvlUC7X+odbWWTtSzigioWcTwicnfJK59XN5cf2L3LDzBow+jDFSNcYoAu1amO4NYIyUUm9VSm1SSg3FDfaUUsPH8tljod09rJT6e+Dn1PCljDEv/JrX+1sbERHNupmzG89ntZtBuzB10ny2KCiHRVQjoMRLNAr2jGxhw/BDLAyEDWaQnFGMp6MdRg8K0bcdEPLClMkLmDwwhxOiOezt3sv+kT6GnIUsGo14oO8W5u6da9UQHFRNZNRd2ctXem/mbfm3Ud9Uf9D1Q1SBQhloRGpDFNzS/S1OzEzhGt4KwKULL2PLq7DablihkTzRHn83zw88S9h6Cl5Kg1YYY1g9uprlLCebztLpdbLWXysyQIhh9g+6xyCCbAR9LTCyB8jbyRmFwf5BKmGF/YPCYGhtbOXiiVcQpdqrxkg7hKZq1POpPE7ocGrrqZwwcgKEcFLbqazzYY+SlzEyoUQkaEbDMYigPlfPvuF9An8URGo/cKBSgrFexiHVIRBZF7/gF+j3e5nffjb9ezfQ2TKXXNljesHl1M4TOWXOKeyfup/Oxk5IQaUi7YuMEmeBGCZzIAzEYAfGbuwRlLRNgovTTW/YDQZKURHlOGR0lj+Y+PGjwnRGCeFEa8llaAM9YQ+RmYVxD4qMEEcptlCj0SglU8JRKUwITlaMkXEUU+dMTdTfxxEYFJzScRGnBLDd32L19SRqIIIbu29kWnka4YRqZPSOqe+A/fBI8ZEkMippCANF+YCPX/HH5cbKWJjXBR26ZHQmIQUBKF+RMimUK/dQLLvkjVxsZVQcrqWdJ7N7ZCdnLn4nuXxLkrNpyDXImjOtoqqdHBQsHUPYdGo8TDepYR57eEw6HSM6fcYTByR04S2tlzEawKo0h0RGkXMojF07fJuvu3z+B5luXNqH2yGERdMWMWnCJLR7aDyQ5IzK1hh5byiY7u+Ay4wx6/6zHzwWY3Sa/ffkmp8Z4Pz/7Ml+22NB1wLm1c+jJ/LFHfQUJhdYJo2HaZSI3MnKolsw5QzOnnAKz0W3UufUc1bmfJpzzaSdNG+b/m56S+2MHhQ1PLPlV2jlMGP2SRReLjEYlHh1x6s8e2AVZwwvZGBYsa60jrbRNi6degWDY9UaDKXBOA5jUYHn+5+nvaWdBhqSY8eRTtHmfqI412R75NT+YZw3ipVULml/Dwd6nuT+A7/irFknoz3Z7KAKzwUmYGZ6Jic3nsxInLQ/KDKKkEjLdUDlRB91b3EvP+z5IW/f+nZ0q+zEB0YloZTP5jmhcSmbfWGcyX1qwsgnKAe4uLztwreRMimy5SykBG7qKfRSCvNonUvUxYkEVnl69FEalPSQiSOjuMur70hOwj/Ii4xzRgCRpXDXN03kkouvRymY5Lczt1ea9nmOR9esqiXzw2r+J64hivMFYU0uybe074o1WLiWwBdLTikH5Yg+XYNuOOrblzwf5XLFpI+wdFCTatE8biHaOGKJIyMTGL798tdod09hd2kDUwKHd7Z/gGcANycbaxSAs2j8vDghkKsm5DEkMJ3ROmmdflHrReSzebaH26s1exbC8ku+RKaeEsOpPQojRXAYRyYp2/UTejAzezx/0nn8OEht3959rNr5Mm77WdzS+zUWFqfTqqVfUaUgxujjiz/LwJDPWy/8U8JRDjFGb2l+S2JsAR7ueZgXCyvR6XrymUZmpeejA520yGhtmERXaioNXoO0ZgmRyKgMgQf9fj8DFZ9QtePoqkXQ2r4fRzBGFRs5t3dOp2t6yNO3Pc3UA1OZVDeJllzLYQ1MzPqNu/w6tleSeWOIt3X/OoYIjsEYGWPO+3UO/LocGl4tv8qPd97BsvbP0ug1MWjbUBf9EfHwqRoj1/PIOB5RaKh3GlmQXUqdrSWYnZ9L0UChJsoOopAH193MqVMuprG5nReGHuDe3qf5ozl/xAmTTmWNgYqj5EX2YdGEpbwaCn4OllprE8zrx9ZzYunEccYoNjeFmNEVKzdoPa5D6b2v3MPefmhyLhamXgR1qQYW5S/i1I7lvGLlgCIVoagWXxbDIt/r/x5vaX4LHepkyRl54/MvISTMMjcvmmy5TI75mfnkyjnG/DHZzGw4VRwrsmf0AL7XCU4KpeC0jos53hjWV1bhKlc6Y9ZD7yu9jJRHmFKewo1rv8n07IV0qrPAcaqqBlpzetdFVHq3MadpDg39DdXIiDS+3Tj9g17yIAJlFEvzZ5L2xtjBAXDE6zcKyqpCKYq44aGvsnRkKRcjbSYMEITCrIpzLLExClwSJlqgoOJb+M5YNNbCqMRV/NIPg7FwlCcHnmSZXnbE5dqabqWbfoFyXTc5RNy4L65xqWWlTcvNxDMt7K5oQiJ8BdoHnZON9WDmlw9ou/kCvDr0DFsGtnBqcDJxOYKxRm9BwwKJMmoIDE/0P0FfXx9ewcPDAy1zrR2PseIY5CCVPtQY+Q1Q2W8nuKZYeqB/gJf6X2Rh2yko7dBf6WNP32ZQkKrIcc7oPJt/POls9kyAYJugBQANdfKuDIfDtKeqigYd2Q5bXqdob5zKqc1TQW+zz1Ezxhjn1F/Mya0TeDGyMJ0nxsb34J/3/zOVAE6d/mmadWty3KNFRoYqjGsMGG24d/heLui9AN2jGR0bZY46tGV9HHWqQNGgG3DSLnER9RtgrFRK/QQhMdQiaT8/2gePhU3XqZS6USn1K/v98UqpD/8XLva3Njb2beSOsTsAWYS4UPAHRJDRlBI82LXV191jO3lq+AF8v4JvfPb6uykVS5RGS2wc2sBYOEpBQ8wVeXD7wxwY3cOb5r4f5cD0uuO5rOEysjpLk9sMCAnB0Q7lSpndo7spBIXkvEqBti/u6fnTmZ6fPu76DbKoi7ExitEPpUS12Y59A/s4UNmPcUhqZDYWXmF9eR0ZnUMrhUpB2pVCO9dx8YFCOse09DS2l7cnYpwqNd4YBSAWyQMvD8UUNLhNvKX5LXSqzgR6i6GXHbt38KMdNzLo9yUU2cZsO+1uh0RGtrEfwPP9z3NL/y0J1VcrbQU83STac5TD8TOX8d73vJfZ7bNZllsmOSPbcty3G3RwUMQaGMBRLGt4E1NSMq/K1YmRe3T/rfyk9/ss71jO3Ppqb6YExrLGKKlD0WIQTGRhOlc03iKHpK0AGol6bZ5IOw7KFcP69MjTh7x93VioD9gKXDjhUrlO7bJy6BH+ovt6dpd2E8ZRb2yManJGF3Zdzoz6+Sil2VXZwU/3/RDXB1Un1xgepJIRIOQMlYsT8gplNE3ZJpY2nk7Gy8uGG8E2v4feQi9XzbuK05oEMOmp9LC9vJ1KsSLGyOZQWlMT8CJpn1EbGZUicH0I8rCn0M0tg7dwoO9A8vvjpx3P52b/KQ3ZVpR2KAUliOBTbZ/ijPoz5JzD3YyFY4mKSFyr3JAXY/ST/p+Mm9sFzQtYlFuCQkl+Vsk7m9VZtHLZMvYqPxz4NmVVTqJgJX4DoQfnNZ7P/MwJpL38ODadtg7BwQSfcWsnrCIUtezBlRtWcmfvnYfdgXOpHCsaV/DmzjfzBzP+gFwmLw7eGyMyakAoJG8CLrNfbzmWDx6Lrf0ecC8w0X6/Efjsf/YKXw+jEgk7xQAOWiILRza+2vC7uRka58EBfy8vjDxB2a/QF/Twk8Eb2Nu3l/4D/fx824/pLe2hmALfJlBvevkH1KUbOWPWZWgH2rITWZxZwqbdm1g1/LxU6NsNtX+sn+9vuIHdpS3VnJEClRYXNa/yh9TKxOamZOGiWB9LKU1YY4xiSRijrdMZwdrRVdwxdCuP9gnLTrmwbMqVMhfKYR/wyqCDCTTD4bBVRJZz1G7sIbIBG1eUjYt5KBckHxcVqwW+cW1VFEQWXtNJke7e4nbWFdZK8aRt7Cf3L0XGSV2Wsr+zMOLlE97KxLrZwu5yRTZlMBjEVAyXzbuMFa0r8JUYg/BgYxTKy1w2ZXxL9jCOTe4AaKl9OrPtTGbWz0w+V8Zu+BmEGQdJZITG7ubgpyDwJUoiTlq7WAp9DUynNa7y+MOJfyiFs/Y8BeDVAuzYKefYWoDuboGQHe2ytSRF12NhIYmMQkc21dqcUbwMYgNViCRS1WkOy/zyI4GljK2bmd96Gu9quIbOhk7Oa7uYbLqBSEOfgR/su4M7u+9lZv1MOtPS4sF1XAITcO6sc3lXx7vAkbm+tON9nJo9E0y18RxAyYeUkvONmArdQbfkRpIHJYssUjJfpbBUZR4WwUSGG9f8K2uHn0/quOJa5Yb6BlAwFo1vP46G0Mg7sWd4E9/u/lty5PjD4z5Pe91kJjbPwQDrRtcTxJAsVSh2WeM5XNH4dlwvPS5npLUc+2DHJ5lbu3YiJ3ZgVKJYEdewHW4HzngZTs2fSqtqY08J9iGO2BuETfehw3xdeyyfPRZj1GaM+SkxXC6c8aMIxLw+h64xOAqNSkGmLgsKGrwqHOY44JwIypO/v6jrUt7Wfi1XNL6XztwE2pvaed+sj9BRNw0/DWNjEJmIuzfexbKZV5HyRJ13JBqRZma7VvPk4BMSgSGbRx11XD39PXTmpldzRgqMJ9XiDw89zEg4Mu7648ioHNOLayRcTFR1z2LVbuNUE+4XT3gfp+bO5Lmhp1CWmRPamMfVLiWgMmbYWtxGv98vysSRFP/V6q6FAJHkq1wX/Cx0j4zx5X1fZuX2lWKMIjGI8b+ShHeSe1w/vJJHhh+sSirZl1krXa3Lip+XBmUr9aelp1PnNSZGeWX/Sr7W+zX8EZ821UZHriNhh8X5lHgEodzzDT1/x+MDDxMXIYPAMtpx8MMKfSN9+DW4URFEOLNRvOVY7UIKRG3Oxhoj45PUqBFZQ+RA1Z3W4Ah8ppSiouExH3pGBO4Mx6BYsNR9H+7tv1PmTLuc0n6xbernJZBN5I6PjIojRb66+i9YPfh0Eo3F9WXKEQeiHMDLEQxZo+QH1Uig9p7Ccmi16Yz0vTKgIodKELKhZwM9FWmZ7liB2SbTRJfXJYY5koilXJEEfOxURcj5PU+MUXNuCp9q+xQT62M/FzZs2cCtu3+Gjy/1P5F4j/cU7uH+3fdDBFdNfycz8gtQroUr7XOur68HF85sOnPce/NEzxOsLr5CREQu08Dc7EIyJpPQ7XPZRialZ6CNYyNo+7TsHG8ubePVwstEGGrr3JWSv30tZnccGYVe1ZF0HRGWDQPriB3GkEVE7Pf388Tep/jp9h+ytzfxoF/3Qyk1WSl1m1KqRynVrZS6VSk1+eifPDZjNKaUaoUYdlWnA0NH/sjrc8SJeoP1Jl2YedoJnHLmWzn+tEPx+1iPq0m1MCE9hWmZ2eR0Dk95dKUn4rkZ/DoYK8K63nUMlAZYNGm5bEIKNhZe5sb+G6mUKwnG7tvrcEKHmfk5ZFP1BxkjYfuEUchINN4YxQs6qcGNHU6tDoqMZLdMktxGvGtQIqJpP7uq54Gk2K9cc/zRaFQ8U1tvUet5xJERadlUghxUfHlDg3IgNF2DaM/5VXViXYNvnNJ1Ce9u/mBCYDg4Mgr9sCroqsQYGWD10KuMBcNJNDG7aTZXNF6BEzm8tPUl9vh7pK7DiKxSDJ8a7AbpwJkNb2JGSpS9lSuYm45AuQ7DwSBff/XrbCxsTK61iOQEdBMJTBcbA2Ppusq13q8vG37kSp4G19qhpGeWRjkuoQl5bPgxKhrKw7B3j0RGYSDHj+zDbklPwACN6XbKri/Blpuy+YdqZDS9YTpvb3o7aZUmMgYHnWjyKaUlwnXkGgtAzzDs2iT3V7HXH6+/1QPP8C8DX+fVza/y9S1/xVgwRBgbI+UQmJCfrvkpr4y9AlQjoxdefYFd5V0JpPfI0F3c2X/bOJgurjEiK5FaklCoCYx6+npYM7IalJJiTzsXXspDVRQqUsxtnE9zul0MbE3OxnVdvvSBL3H2+WdTOxIY00S0NHSyvGEFAyMD3LLjp4wFI1SiAovqTmdu9jiCGJKlSt2+uef73DV4m7AbD4qMjHtYfWCgyq6MUjXGSLsEvhijWoi6dpTCEt/q/RYv9r1IyZQoZqs1f2+A8e/AnQiSNgn4hf3ZUcexoJB/YA8+Syn1JNCOyDy84UbsCcfFfMYF7Simf3LRIa2jQXIKAJsG1lEq5UiVNG3DkzH9IS/2baZUP58wW8doBE/ukmZ6x3ctw+jYaxKP3q/4iaxKYOGHkcoI6wfWUXankfaqIomRxbQPJwcU5zeMkUVeC9NF1BojSTAbXU24rx1ZyYbCk+h8CmUAF3y7C7iOy1gExioUgBgdFdmckY0ylIWpDEBKjFGYgZK28i/lgMAXNeKrGq6CCokGXWyMlIJsqo56DYEf4JrqCxl3LI2LIJWF9rStx3mo536Oz7TQakkdnXWddGY7IYBfrv0lpxRPYSqTRNE6NkZ2I4jzPgvrT2PvmIHi6iRnpMOqwSOEtJtO5rKIUH1VM6jhKoGjNmfkuMJUM6NI1b4HalTOJ60H5NihiVg86Vz0hl1sKG5ksT4HIhjUQv6ywaRcr4Fzmldwdf0KXszAM/3WcUhLZBT30olCaM4005xtZjQclYisRrU7bqSo7cZdQAzCmK4a6VpVooop0R/00dXQxdktF6G8LJFjCSBKE0U+1y24jtw2WbOxqsivXv4VJ/sn06mm2DlJ4xsltHKrMhAbo6gBnBz0+H18t/8OLuy+kKlMBUSCSURmHdELRCbkqilXoUuasByyZXAbo347ymkcB9PJO6sO2dXi98jVHkYbAiKCQpHeYi/NGnoK21kz+HMWtX0awlaB7+1aDd1qDjCO1JNzWaj2tSKjxBgdFBmFfkjgHwrTjdj11uqmeWfLO2nt7GSo2MJaR5wbdRjD9Toc7caYWuPzPaXUZ4/lg8dijPoR9aR5yDPaACz5T17g62LEMviSJ9GH9UpqRxwZPdH9CKUxh2JhmEm978TZD/fuuYszZk6GbB0jSoxRW66diQ2zq83y7IYQVAIxfgjLy1EOewp7eGXHJk6cci2drryICbXWetzx9cYjstdulIVnYmr3wTBdZHEkS2Aggp2ljTa01UnIv2jicp7duBVHORQDEq22+FwJTOfKxh6TGWJig9bC0hqzdRFhJUwioenedPCrMJ2qgUh3jm3CHzvABbMuIFwdViMjbM7IGrDYGHU1zuEtDZ+gMClgZ66lyioMC/RV+pgwNoHPLPgMzjaHLcgGHedHHKrRnNIwEPahjGJCeop0XqUK04nFONQYeSWgRQxMFOfS7LNKYDo7RzpljREyx9pAXbqJISClMwKdEozTQRvxIFeR642p+Bgo4TMUFAlUHX2VfTSYKs03ZnJFFcmR9JR7qC/UJyQPlexcCmXkGiNXygKiUBiZcT5MpW1OQyEFVUBbto2TGzp52ZUcpQjzCiQ3IT0hkbBybaT3R7P/CNNvJIoO4ZS2i5gbnEdhapGd9Tm6IkQ9PARTL4zVAj47KjuTHmHxu+Io4cQri2Roo9FpDQUoDZa4ZcvNzKtfQZd7qjgEr0EgiEeMiFzZdS3rh7dy5/6b+OyiD/PRqZ/k6RQUSsMYBWvH1kO0LKGFx5FP/M7JD6vHVUpYlq+Vs4jVLUyNQXO0k0RGBxuj3cDu3XBek8P83Hx8FwZiokoZDiOF+XocB5RS7wV+bL+/BumkcdRxLLb2VqDTGLPGGLMaUfD+7q91mb/lEUdG8uLpo3oa8d9fNeEaLmx9K7HcfQxFaeWQboR+DU/ufJLTpy5DGVWdVVc2/sAPEpgucCGn6tBRtc6hFqYLHci6OTAc0i8pjowiB7CQkFIws3Eh87ILkmx4GFUJDIl8Tewp280JF5rq2rm86RraM52UfdloXS/F6c2nS9G4zXsEHklPoyQyiDejeihplTRZi43RhsIGgemsekVtzmjXyEaeHnuCrlwXk9OTqzmjWBctZtMhRs5NpWl3OujyJpJyM4kx2jKyhRv7bmSoe4h6p56cl5NGcQaCDAmNOQBixYqfHfgO/UG/1aZLJVGsig1/COl01RiN+eBGYHIkBIZ4Oo3Nx7mpKs3aTVnWk6k+nyWd5/FnndczreE49o1sZk9lR1IzZgyUPRgcsRCdqcJ0N3f/C9/o/gr95R4i19iIVAshxJ4/DGHH6A6+3/99YaUZcbTituPxOtBajGdByznKWu7NVCBsqK6/WCFibGSMgXKftMjQMV3dITABz+19jn0VkbiI27J4ZY9cOpewD0MNWrlkonpGyw6jPVX1BZ2XefIz8tlaBYbEGNXAs57yeHDgQb7b/V3CsdDOv7w3B0dGhxtOEpmGaFcWmwlkoiMHIiWxzVgoUkSxoY3ZcvHhlYVna4c6GkxnHbfYXo6D6ajmS0HWVqUCowOGTaVN3LLvp/yi90eS9w0PPffrdFwLvAPR7d+HoGgfOpYPHsvtfQy4XSk1QSm1AvhnYMWveaG/1RGH6xIZvQYFpnbYv8mSI+vlZQOpGIESjMBHmWbY6e5ny8AWTpuybNwmhBaD4/u+NPBCijE/0HktK+pX2I3DrWrT2bD/vJYL5XeHiYxARC+19WiVgrktJ7M0d3Ky4k14UGRkQDnVhLZCzrOm52leLDyDl63D2MjoY8u/wMWXXSzN+2z0dYgxQiIAkGLKoif3EVQCTplzCqc2nMqdQ3diylVmnFMD0ylHE5qQzXs3s6uyK3khlVJJhBVHRmgYCYb4VeFuHjxwP6M1OaPYWI/2j/LIzkfo8XuoWPZSVENjTiIjtxp9JXUbykIydsMigHQ2nXyu6IPK2gS/tgYEkiJYoyw0Z5+hm5aEtYr/hiqbyigYC4blXlHJXAYeRMOSf4tUFaZr8KSLbF26iUWLrqAlP4lcfb5KLbf5mWkN0/hQy4do9BoTJ2l60wl2Tm3ezSbbi9YYFVMwWpJoTDXVrj95Tqs2reLfd3+dAD8h3ijtUI7K3L3jbrYWtsr9WlXr+3bex6gaTZL2zwzez1/3XM/jPY9QckNGCkLScHxQjYJg+xktMFaNancYhAmkPbf5RNI6Q0qlKKsyByoHCIvWucFJCAxxDvW1Rpwzeqr/XtCSf3lx/yq+t+NGAiKUleSJtHgbUU1khIMI6ipZKwfvmNp77cgoqeGK1d7tfAWBZdOp8QSGCDHiw0X4Yd8PWTuylqFwQEga9lreAOP/BT5gjGk3xnQgxun6Y/ngsRS9Pq+U+gxwH1ACLjLG9B7lY6/LEUc6LV47WiuO4lAl0NKq/mfxQ5HmCf3IVrKJ55fOwqtjki86xRqjyCGR4wcbGamURFZKNpAwCi2xwBmHUQsd2x7/MJFRrLygDIkH55sKhSiiOcqAhoZUI2WnwRa2Uu1hJLNgN1/oL+1jrLKNUV3B+ClCu1GRkWtUCDQQeCSFhUkuKWONugt+GhzE43OVyzmN53BK4ylQtDAdtecnEeO8d+29tI+0M4UpcmUWQqxz6zi/6xKM00WgYTgcZHXpOYJBWDphLs02ZxSrjA8eGOSR3Y/Q3tROJewQjN6pXnO8QQr7UPPC2HOs8bex2Pm4tNNQNTBiCJmsCLWVEHjE1CdTJ0Ka1ECqChwbDRkFbrbm+VinZPXw8/xq3y+Z0/xW5sw7kW73SfJOPqGJB/UQDkMlD2FfFabLp1rwdTdpN0vT7FmcPDYL1Qr0WWNkhElWl6qjLlVHd9RjowbN5OZ59LgTqjkju5mVLekhSMOQL7AZTfa5KNCpFAYojZaqIaCWJa/R+JGPNtUNPutlwcBzPc9x5swzkxxlxalggCf7HuEs7xyGAxiNIFUA0wG6DCYjHVbHRUZ+kEQMs5uX8uaOpXS1wgPhA1SiClGhmoNUcWR08It70Iid0AG/l06rTTdQGGBPaTcztcIo2QkCLVFnlKrZ9x14x+JPU8mX6Isp2rUHPwpM5wRAuupIXj35apxRhx8FPzokJxxE8r6OoMQxMwatXMIchGXw3hjGaJExZiD+xhjTr5RaeiwffE1jpJT6BdXoEiCHsOhuVEphjLn8173a39bIpDJM8aYwr/lCjuJMASS9T14YfJY6dxIAURARWZFFrRy8DLy65x7qvAYWTTyJVw4IPh9HABgYGh2ixWmWyMqDBwcfYsPwS5icjYwSWR/Z0O7p/yUe8EKdQ8sYLKgj5jQIrJGRzS6OwB7eewsvHRjjD8xHAHjHCe9lyyis0dU8E454hMqo5GXqHttJHugzI5iwVaIJOzGRhQViemtoqU8x5BUX3DoOVNLiqYZByMbtG9k9sJvzvfOhCLMnzuailmzSIExZSxgRcc28a9DDVSN1fNPxtDe3k/NynNRyGhuKMKigtWEKp9a9i/8w/wGq2tIgjowKwwWBity0bJqORKAxfJPUBnlyARmdo9lrRyuVwHQdjdPp5XEIIZUR1zimdQfS/UIYaWCp6rIRKiPesbHwv87YKCn+vYKJkxfRMthLQ9d8oT7j4yq3eqx6Mfi6robAABRMgUIwRmhCVNoRIkkNmy8yco+D/gg7i9vIjtQJbIhDMSxQp+upT3VJ9KfkGmMD5uehvwheGTFw8ZymxcsoDkuHQIW2ReGglIMf+aSjqqL8kvYlDOYHebT8KPWN9fQi16U8F1el+PjkP2GVoxmKRFPRTSG9kyoQpQQ5iGrED2OYzgAlVWQ0DCHMk0qlCEyAP+zbdWQ1HY8hMophugva38ZeVxZypVLBsXpNU2ecwOZnHqerZT5jSP0cVN/HVCZHelaOvu3VaDce2nvt8/sI+YWY7o+QTRiBFXMupbLbTTRUoXqcEcTYGyOq/iYvzsobJDLSSqnm2CAppVo4Nm7CEf/oH34TV/Z6Gq0Nrbyv4X1s8SL6jgGlm9p5HEu6Ps/dQ98mtAva+DUwneMSmoiX1/2SxZPfTFgU2m08q8ZGYsFowMSWGYBAOEPBCMPBcDVnVLv4HWhLdTBIDyXfYVs3RPWwqN2SCoyF6SD53Nzmk5g25ifuV1z1Xet4VbXEdCwnxpSWefRvfZV0tlGYXNmqBxfYhH9CX7WUoRCrZZaOjysGVtvIaNf+XTw+8Dg5k2PJ4BI6GjtYUNfBbl1lHWnHEZqtboFM9Rrbsm20ZduolCr0FAfxoyaUkwLPhiCGRGEZqpHR2LAIp+pUWogdroWwLEwXJ5KVK5M8J3Mcp7ReznrXwpgaJjTNIp07nZ28iErJ4iggG3cCY8XzqarGSBuBS+NctMpWn38Cv2bTnHXBCl4ZhX0jWxgNhymFpQSmyzTaYzdWjRHAtuJ6GgE/qqDSWYIaCE9ZL31Qw8vDvbw88HPeNPDmBN58ufthysFeLmh9D3vsc8QSLrwAgjooj0CqQqLJmBRdG2vgEXi1Yp/d7IalZEc6ecbcM06bbjgaps6pw6lzJAoFdMrDxye0LRv6XEiVwI3nsiZPF/rjI6PYGD3R8wvu7l3L5epcMlNloRQHihb2dcS50LaW7ggjaY1iQnEQEeg8zk21dnWy7KPX42+1KELN+xjrEWqsA6jGR0baJel3pbRk6rOI5+5HFk5PVQkM68fWUxotMd9dwoY8PH8ATmwTfzSM5PijCtteI0QrFy8tOdBj29J/6+MfgaeUUj9DlsI7gP97LB98zcdojHk0/gLWA/X2a5392RGHUuq7tvBp9Wv8Ximl/lkptVkp9YpS6sRjueBfdwz0wyvDcH/pIW7c99U4HXTE4aRcMjpr2WCC70Z+lCTlHcdl87YXGRjYx6L5b2FkuJpPiOtjMPDB5g8yb+qJ4gWm4M3NV3Bx/cWYSDbU2joPo2B+/QkWA3Oo5GFrBQoDsjF6VlEYRVL0OrX5OI7PLEx2sdvW/JSXBp+U4xr7gjmatMryrokfTe49k64jrTKEaVcS5+mqckFoSFpURA7EsH4M09VGRmEKjs8uYmZqJhcsuoC3t72de8buYaR/hMGhQfaVdtfkhSRijEzE8zufZ0dpRzLfg5VBNpU2sad7D9/b/E167ecKwSj3FH8pEZF+jcgoBJ1OJaw/Y+nIILkKInDSkpcKkXqRmJ6tFIQqYCgcIKUEo4kQGqmqgG62J4ytuJ2bhAVoz6cQdmHcgmRcW3h7LaVwLKF5xwXELQ1Qfy6o5iqbzgChEiai47rojBUnsL+MIaohB/xhRViBDBkW5E+kwWtkRttizs9fIuy/eN4t4y+t7LOugOMxbv052YxEZaMFFBrHRo9+BBOyU5mdPi4xBgA7x3byQuEFIhVBusq21GmPyBgeHbwftKh0h0WJMuNzYfOYcfdkAAeHtJIczby2k/F0iv2V/dIu3UBpoFStQbMGtoZIetgRd319fugRsAQGPxBjZJQYFKcZxiykrWqNkao+j+S51wztQmDJKwDrfFi/Tf6/bKP0eD0BvDz8Mk8NP8W6PRvYX9zH7iKs2i2/C6wSxlgOlNFWBNel0YOGSUAr/63jcHu2UqrFNlfdZP9tPtIxjDE/AN6GqFv1Am81xtx0LOc/KoFBKfUO4DngasTKPauUOpY6o++BVZs8/LgEmGO/PgL86zEc89ceYQTr9ozwROEZOlKTjsnLGBo9wNPDDzAUDKKVw9riC7zjl2+lUJAXVSvNU8/+AqUUJ8y7hLJdkLExas5P5LL8lXRGnTidosoQebHiSSj1GDV5oThntLj5VD7Z9hmUUegslBqhMiLvgmcNgakxRqP+MAeCviqoGlWNYrx34mgc5ZB2sslTHyz3UI5KFHQIAZh0Ff8OjWym6bTkF/rtL0Kq0AOQ6Hed3rCcE7MnQgielRP3R31WrV/FT7u/O94YWYNyz9Z7WG/buYfAU8PruXnghzR4DVw2+R00pzpRGipUGI6Gk+R8fJtxP6DCqBgjJ2t3w7TNGdkdYCCC9BioTokaXh17kX/f9xW7S4sh2dS7is3lDZxafyrGhTVAzwA0FoDO6nM1pgrTIekUnAzVqv0stilbdR0ZXd2M4rylQstcWvaWmlx9XmEk56jPtAGSj1Oe0MfDoJrKibQQEoyFLuudRi5ovZzWTCdt+cm8UHyWxw/cWzWa1hi5HqiM5NRMvnqdSoGXzTPNm4FbdpMC6ZixNhwOscvfSSzvBIgRQvJ82LWtQtAp2ejXFV4VaDIHpgCqo2Yd2CRIbc7o6pOu5l1dHwSgq3Emn+z4Au9qf1citlobGSVyQBx5dOQ7mJyaRhD5YBsqxpGRsdGP12znPQKdrvlwjTFSwLiwyN5HWJNT9X0Yk3IvSr4YtriaAqRe6rr26/jlujtZN/IClUnQF0BYsA6ggnIdmFAn7UNcDzJnIG1j/nvH9zh0z/4T4EFjzBzgQfv9EYcxZq0x5l+MMV83xqw91pMf1RgBfwacYlvIvh84FfjiMVzQY4hz+VrjCuAHRsYzQJNS6ph6pf86w3MhcFxmufM5qf6sY5JjHy0N8vLoMxhj0MphZ3kzu0Z38uyaZwVeA5559i7mzz+DfFM7JTM+MspmGthQXs+ecA+mDolSPHho+AHuHxFpE+fg4gENTnuG/FktGE8lHnBkLC0WYbJFcXU/sLL7Pn7e/6Nkx7ty7jtY3LIsEYWUIkLNaDTKC8PPJE997/BWDFB0DF5ZjFG8aUYRlNNACtx24WiCVWSOSIyR44iBrRhD4Ac8v+55Hh58GJBOn0tnLuWy9veMf4ctxBMGYaIY3gtknAW8N/t7NGebmVd/PG6mjopb3bSSyMjO8wHb+K0wJsaITFrmKCPGyI8Etx8qCyNaNZBsRhVTTjYzFHS0TOe8/CWc3nA6vQ7sH4b6Hii/jQRK1A7JZlT7/6TtRu/Js9eWQAFVByMKrRGxnUPPyi9PKNxJzlCTtLE2wGmLP8i5S96D1kpYjSkxRsLklLVSdCCyDzSshJjIoBSM+IMolLR7j69ZRDgwOWFBGg1h0/jll61v5pqGDzBJTUIrR44siBFrR57nl8M/JyYQ7ACc/HQyKsPU/AwqyjorITgZyRFGSpFW4NdB2gcmVOcF16HFaWPX3l187a1fozJUkZIFJOc3xBDd/j7LaLPGaKgoTpx2EhjtaMZIDEoESqE9+/zDisB0yDNLZ8VgqhIJBF0L0yWR0UE7ptbVOrzYkSh6UCxbBmqu6mQApNwUnvJ4z+wPsbjlbHRGCECRL+9W2giRJTJiwbR2/8dyRa+xZ18BfN/+//eBK/+7zn8sxkgbY3pqvu87xs8dbUwCdtV8v9v+7JChlPqIUmqlUmplELxWvfORh+uBk8tybt0l5N3GY3rAkzpnszS/jFXDT5NysyI6Cazeupp3dF3L3pHNbNy4ijPPvAK8alO1OOoaDvrZGeyklCsROeBaiG0gHECjubz1Pbi1enlKvN1QQTgZpNaCRPIkiuRnTtpuosQvjG0hcZicUVwUePKki5mdmc+6sZcTQ9zSMAEUVIwjJVEeiSp1ZOCpxXBfDrJdMJCDkUELfemqIdRa7vfH/Tfx/X3fZ8f+Hewv7wcF/phPc10LU3Ozxl1vTDMnQiRRELJA2tQzUU+mMFJg+8gWVk8p80ATGNdJEsBKy/9XgG2+S7kCBSvoprIp2agyJJTfQSAcg7ArPr9KKO7EhAAHmho6mZ6eQ8mU2alB9UN5OdB20KJQNj9g51bZ553KkBQlNrZDpm78MzU2RI0ZkqGKqpFRDSwUufKsMeDl8rTOnyOf86SdQRIZWZgwsvdiFKzfvY5/2f5lesv72XhgJfv8PUyccCLbrPSbsow/k5P2H6FDkg+Lzx+mLOOzGCaFs5GSNTW7cSnn5iUv5WiHngh2bqpQjEqU6xtYecDmSSLQuZiwosQRzAkkSE0khuvw0eZPsXHfJnpXDzL06BD3vXwfz4w8yYap8OjYU/yw7994bOgxUra1SpNq4tKud9CUaj9mY7S3sJc9/i72FrdBXR0L86eSV/kkMlIOpFLg14shNTXPYxyd/zWMUVjzXDBQSgttPqnhUlUocd3IOh4afIhWp426VIOod3hI+3pjlThyYNCWbeslMOpvYLjxPmq/PnIMn+k0xuwDsP92/Mau5qBxLEblHqXUvUqpDyqlPgj8EvjVb+Dch8vaHBb9NcZ82xhzsjHm5KO1an6tEYszPl56mNt7f5A0pjvSMBp+1PN1Hh26j/5KD/v8naR1mrtX3k3eaeChnT9CKcWFF1wjIpQ2p5D0selo4vTJ5zB/zvxqEWkKjHJocBuZmpszbhJiLzo0JJXsuOMjI6WgYxqk59d+TrTpKiMVysNlvv/Kt3mx7zGBBxQM5GG40eHyxnfyjokfTQzxKVe+nzOXfIiyoxKvOYrPHcFoGnaWoC4PhQ7Y1y+4dm2xcNym/bj8Uk7KnZQUvaLAH/bZ17OPrcWN41ba7I6T+HDTp8BUobYi0Fc6wIvlF9iyZwu37LiJIQbZ5yOKrJDgU3GSP2XqeFPuCjpUB65xidJCbnCyEMu0DABRGcxUmbslzWfT4DahlErYWEpDJSrx3b5/5mdDv2BwDHIRmDnj10P8fMSoyGdj/bkJc8C7SP6uoR30W6ufiWryGoESVsXW0tbEGMXOQeKMWJgubk+glMxzYDctoNrsLwBjYc9Gp5mT688ml6pHO8JY7M/DmolWnduyusI6qYcK0ocxRo7h34a/zrN9z6GtNiBaJrw+3cpkb7rcP5qSDztKmwE4YAYYGoBiEbQPTs6TTVwp3BTUtwMTqmsnJuuEGEphyMgYDK4P6R/qZzgcouJCyRNIti/qI5/JMyM1g6agiTm548l6dVVjwWuPECAt3PxUrolnZjSyrGkFzU6rsOmQ+0ulhGGIYlxjvnjZHRwZ+bGBsjnVIKiSS0IHBss2wm0gYWEC7Cju4NnRZ3lu9zPsL+3B8eTvg4BEWkpgePFsG1Ktv0ljFMT7qP369m/syL+BcVRjZIz5HPBvwCJgMfBtY8wf/wbOvRtsgYmMycDe38BxDztcF0LH55XKi4wEQ8eUMxoePcCq0ccBePTA7QB8cObvUSgX+Led/8gD229m8eLldHZOQadqKrF1jIm7LFpyOk6Xk3hWKg0oh4FggK2lTeMitAQWsAYhVjqItCzsMQfWzJbNVp9S+xnZeP72k3/LX1/91/QX+iiFhSTBe6ARXi5u4KGRe8Wz19CTBhpzpKdMIwxA10NcBxW/VIEnTKFUSrD+fcbWH7njr1l5MCu/kCW5JYSVkIyTkYhrpMLKjat4sO+OcZGRk0qTtTzmpLFfBPsLO/nl2J2MjEiCLHJdiSpsDyCBQKv/77gpjs8uJR/lSSvpZaRDyYfEBb8DEaRHwUyT889rWMq01KykGNRYEsPeQdlUO5rmEg1BZcl4oxtfe9woLTZGcW5IaV7bZ6zxjC1tgYFwUKIaW/8UHz/uHosRI1WpZTV6khSPIyOjxfuObJPAVt3GGQ3nk66rSxouPr/3V9KKPZLILdKg66CxERqngpkk8zQSF2o7iknpaZyYO5FTms6tKpWHMBD10Rv28JGpH2Fq3XTKATS3zmBS/WQWTF9G4MBwSQxsrrEBg/TMilLQMg/MpdUpGUzBjnb4Wv/fiXhqCMObKrxr4bs4r2MFkYYgJc/aVS5tDW18oP0DNI41sm1kM5VIKNrKOXJktA/YVK6n3Z1Ifaad4chQMgH1up4mr1WiHUeMvc5beLUmZ6Ts+1gbGYXATyfBylSVbRoEVScu1DAUCjTrNDBex1A7VKIK9+++h13FLTiefL5kmSvKka8LGi7jA+0fZWHrst82pbs7Tp/Yf3uO8ve/9jgWAsPfGmN+boz5A2PM7xtjblNK/e1v4Nx3Au+3rLrTgaE4HPzvGFqDm9NSqAjHFBl1D+xkIJDGX8/bPkDLW89jWvs0vrr9enaPbuLCC94jx0/Loi078PgsC3fZBQhUtd7SEhkZBQ/03zHOC4s3u4iq0kFtlXlvDjZOgq3++M8I7GUICyFsweYNFLFCQAQMlPaxsvA0zw08SpCCOzphfZyPKkPYDjhVNheRbcZm5yvdCUOedDM9hFGUhpGoyFAwRFAJyOhMAtNFYTRO8ghgoLifx4oPJnAPQDEAEyeXy74t7nUIXGuAFMzNHI/nZhNsPsKwO9zNaY2n8bGJHyNwhFyhstU5GyvL9am8zNVgMMBQOCgwnVOF6VRKrqM1PwldAOZzyIjZVYmHrDlq7jHJGdkNLZ+TLPS87ALCOP9WY4wiR67bIJBdFMo5HUfgnHIw3hgSgvHEGBXGpC6pkjFijBREygjxwX4mdMUYuS54Z4Cqg3UNcHO7NL5DwUXNl3N54+UsbDgluWcTib7hr4Zvo9VtxfEywlysy3Ltlb9HbkYLkQa/Iptva8dkck49LenOQyINgJ4s7MvCMMUEwgxGfajYiElBaI2R47hyDC3NGm/bczNj4ZDMWU3UcbhRBEqjEYP+MIEJKI4d4IZ9f8ms1Bwu7rySWoZcNq4nqyk3OFzOyNfS32lzpSYyCknqACMFQ8oWvDZV14AJhT1rjLEagm6i3lEJSfqE4cC07Gw6U13CsTnM/P0PjjuBD9j//wBwx3/XiY4FprvoMD+75GgfUkr9GHgamKeU2q2U+rBS6mNKqY/ZP7kbaWi5GfgO8IljvOZfe7g520IZql1SjzC27V0DQLPbhm8qNDttXNTyZlb+5UouaX87rZkuli8XYqFOy2IaroNVDbA5rOZrwBqWSNhWcQHQFZ3vx3iwKythf/zi19J7SznoaSJpGBdpKBz09iklnV6bdTML0wsJA9GmSzwyBTNmnMuU9Ex2FDcTpKAYiveGAsoS+cRV/XFU5nskqgyZLBSbJP9yiCpyGh4fvo8be24k9EOyjvSI8os+UVDVyZNrhf7iPl4urkxyRgHCPDI2n+OXJYsdpVwpIPUk1Gxx25JN1hgIo4gfDt/A2qG11Kt6Ai3GSOcAxzYh9MFkq9d6f/d/sKO8RdhgdkMPHYgp4wPhgNSTvMb6MFqiGeVUabtHGrGDEXvv2irBhyaS3jlqPHSVsACNOEzG5uji3ETJPntta2xQEObk2p/a8zjf3fcVKSqN2yZgnQojx1Ca8XkbYNCD3kBYXWjZHIdKwwwHg+NguljF/pm+ZzgQjGACks66kZH7DCo2cvYgwMdRKUyaQ0Zo1+X/6fgSVza+E42DXwy5eeXNPD/0dGKMRK5Jg4Zv9X2L7T3bubrrwzSmmu1EHNkYlYDhYITRcJS9xW3oTB2nNl5Au9sp+aIaY9TWBemrGLe+43fCRNXIKLDvhB9HrHFOF/u3rsCrbtnCdDbiJarWxpkIabZoyS6l+IVPSQS7vbKNv9lzPeuHXzgmstVvYhxuzwb+BrhIKbUJsQV/8991/iMpMHwcMRAzlVKv1PyqHnjyaAc2xlxzlN8b4JPHeJ2/keHlVBIZGe/wSavasX3vqwC8rf393LDvK8zPnUidmyeby/P1E37KjgkROq/pS8HWNliAffmV1LYYVa2qjuxilo6bDi4pmlMd7MrDL9vguL2wLIbpqBqEPe2wtSwUl9CIMaqlcMRU6YiIcqFMJsiAa0Q9wnrvkU2MKyK00gQ2igttZJAqgpoIanuNITTiRYcCXZNOQ38DRAfsC1ZzDToDKBc/CsbBdH7Rxw9tIrxm057WuZgLmidyq/lXXEca+5lKNfdRa4yCOGeGYeXI05zOuURKS1ShNJc1vYdysIOXh18m1ItFCyyL6LA5NqcithGlRE361ZG7qFiZHKNh5XHQvU3CzfWjq1ncPv+QSvt4rqnZwLpmVtNZRxpGyfPf2gW762XmSlTAGrXa4wdxzgiS5nkxjBR5VqIo3kAdWQ/phgaubvogm7zn6dZbIaMS+rxRhsAV1e3mJmAqmFbYUgebsvDmXhhzxbP3lWj73jJ4M/3FzUT5Ns7Rn0qiQWNzOA/3Pkxj+3RMUC9rKKoWbEb2egdLvZSjEntK25mfElhr/gFYaJU8YoX44VbFNG8+n/S+SC4Lj++7lUlhu0DTnpY6KVsYN61+GhODidTXTaHHsQoHR4HpShGYRIkYVD7HkvqzeaTvP8i7XeQnL68SUSCRRkpGbWSEGKc4X+Q7JGKqtqGxwHQZCIelONzkQBUtvBsbIzufGmuMrPEitO+pAw8O3wUgpRj/c2y619qzL/ifOP+RIqMfIf3L76Tay/wy4CRjzHv/B67tNz68HElkdCxJwa27XqXRaaHBES+s1etk1+guVm1exerRF1GupujAAx2wOg2jWZLGZ6UaSjbYhariBKWmHFXYVFhDKSt4cU9UkzNSVWMUpeX7Yvy9OrR/Sqz1VigWeH74eSs2qSWvYDfcvf3r2F3ZjkFyQQZraDQ8sgxWtlUhjxBLonDsl5FNVzXYfMZBUYPjgkm5BGFAUA5I6RSf6PoEJzecPK63Esg9atvtNM4ZxbI7xtJufV/UJKKUI5ud3bh842OUqkYPWjElN4ftIztYXVwtTC4lUYOykZEJIKqJBCbnZzPBE6pizC4bzUJ/3I9bu6+p5h7DLSoUb9jLgzr+yGsoYXwZGEvDhoVTWPCmjzB92nEyl3r83xo733HOCJsziokiJWsM4y6yRoOb95iUmo4TunhOml0ToZi2kZH1yoNInqF7Bqg09GRgJdDtS+FsqG2zOwXKFc24M1ouIhYHNQBWMeG6idfRVjdZSDVKDGZoIaYgBcoDN+NhFNSlmglzUgH5Uk0TvTgy6p0KRZv/jAJRYFDaESKHY2xnXVkXl0y6hC4msnrkRYI4Q+seBaaTbpZy/UoRqIjhcBAMuI43DqY77PNzqs5ZbLHiyChwamC6GmMUZWTdqUw16o2s0Y5Vzo1d+9rWxJWN3TtSoFPw5pZ38OHOTzM1P/+NorzwXx6veZvGmCFEi+6IEc4baTg1Uu4cBjo4eGzd/QrtqYn4xucd0z9LtqDZMLaBnm07ODDmcapayuNtsD2UF9z3LOtNQzGm0cY5I2M3Yi2brIngheEnWZhdQGTEeKmgGk3FydAgA2aUpIYjaZhnh2x2Cj+qkA7kMwINVmuUQgdGK33kFBgMQYpqAzoNPR2wqwyd1guMsJi93aRCI3U6XptES7GwazKvDpiUQxBIPyNHO3RkOiCAKIikfXTNC99f2k9/8TneP/P9TKqbRDeWeZSuRkaSM3Klul3BJzo+T5gKWWtVlyO7YW/xN7Iiu4Kulk6eCqqRhnIkf6cjyYvEc9VT2YtWDlOzc4j14yoe+CqwBIlqXceLTbDNhSt7icuTksjoWBudJTkjZOOupOHA8RMJX7Q9gg6KjIxlVim7uZtIjJDWkjvwlRjDmMXnRBDkfNaU17HX3Yvrplk9G0bWKRzAaEEDygfBAL6WCH6/zW9EWtZYnQbXSdPkNDE9N489uurQKE9CiCxZhlOO5O20REORNax+VqLcuvomPtV1PX0dhlErqlvwSLq6xsYo0FDG56Ghu5g/eDxhGKJdl0iB74pSRtx+hQxsHt3CA+V7uGrqXBTeEXNGIVAJIKwTY7S440IeLw7zo/1f40ONVzK5dQnrDEfc7FXNO5HMnYWJgxqYLojhbWQviByS+rREVDeqskeNEbUJlUIEbGudZBdaUp00K+hX1esLjgblvMHHMb5SvxvDiSMFOMS7P3js37+DvoG9tHtdXNr2Tj41/ys0eC2YSLTptBYIaWtKko9Bo2xqkY1sSpY2HEMI8cuqNaQz9dZgaKlMx/69/Chh0ykjnibYbqtUo6baMaXlOE7Nng0RrMitqIZhMUynwTjVLq6x0QwszFNokhcrfrHjjTOWro+ju0y9FAYeTP4QppdLGIWoQOE5Hi8WX2RT7yai0OaMajbdscogr5ZeJEuWtJOmhGxoJq0E3vOlM27kKomMHIErck4+2RjjwtD7R+5g5dgqlKNFsihm67oyZ5GpGiOAp3rvZiwc5ayWi4n74fgueMcvoK1hGsdNOTsxNL1pWO/DWEyntueWxXTk9VM74pyRsV70gSaBZcJo/HHi4/tGjAzWGCkH9mZh7QRrwKw3r13QBoJMmV+N/JzeUi+uk6aYh8Baz/g5Htxzx1diEPalxSsPHbsGFHhuhsFwkJ7KPkbqIK7H0pbVeP+B+xmIRhNDGYVyf5lICjZNSmpl+jugmFeEIuxNsWbTD22+K9CAq9lT2cFQaUD+0HPt7yIiBcOuYitw54G7uHfkHjDVnJiykZE5jEWK4V/yknsKdSgkGSU5u0iTtGR/zREb45ooNrDveKCsM2ghwziC8hwI02CF/qsEhpqcUawm4qRlfVe0OAiFnDzXFwvP8He7r2f7yDpZB8Ct0+HppiNc6xt8/P/G6DXGL+76N7TSzMocT4RlpylFGEWJsvBwXogAuYwsPj82Rhami6nSYHNG9hrmdJxMlzcF10kRWGivZPFnrMcaV7KHKbuZxIbC/n/t6GiYxvzMIoggFUmfbccmfWODYmyhqQH8VPXf0IVyI1ScqhcYYiMjXSUwAGSzUGkUwsLB86pSom933dzruKrjKh4ffZxXDrxCEIRJAjoesVjlU/1PMRqNUsQmezPVyEgjEF1oc0Y3D9zAd3q+JnPqVCMjrRxWjq5kTXGd5CvigkVH5lWFoCxMp2z+wShDUlCsxBj5jVlOP+VDpCY1JQZi2IGyW9Xli8kICrmmp1ph91Ei7LIrx48hrciBQha21tkN7jDGKDDCxIojIxzoS0O3NRzKGqpsPaRdSDfkeH/rp2n2WnGdNKUM1LdOs/T3TBL11A7fbqh7cnK+QEvQojS4ruT87hu5m/sXWbhTgUrLxa4bXcewKRJFAiPHBdm5CJonA1NlQ90zX9ZvlLZr3K2Bre0xQy2w4Ac6Psv87BILm7kYA9n2KWLA862s2wY9lVS1L5AlAcWySH0RbDzIIMVtzt06Ib280vsokSXJ3D14JyuHnhayyhF2wVjKx9jnA2LII6qRUVxGEJ/ec22E2FA9TtwVuJbA4GirS+lIs8Md7fCLuYCGZ0cfqdY3uTDqwrCuKqH8Lo7/fcZIg6dTh6Wbgngo5UqJX/7yO5y8+GLqvSYeHLiTnYVNSW4mDEK0dhlsgIqBXE5eukOMka4u0MjI9/ty4hlXkCZiQcbCNxZ/Vm7VGKlIIqNI2SgGCwkc9NTK4Rj7w30Qwu3Dt2MiyGSaKKftC++AcS0LTRnR0gLGmqDpDPBbZHNS1gNLoiO3mjMCITFMOJVDms5rDaREaTkYC0DDR6Z+hCuar0io3bWMoFiF4NWRVxmJRiiGkPKBlGwUi1oX8eb2tyZ/H2nYF+xmKBgEbIRh7AZh1dT3hd2S7I+lXFKAAcdnPHtMKXaWt3JH9/dxU7ImytkqJBnZqMMgitiBY5PL1OSMjETBL+Xg4ddq82nHMy2wtaXqSKQjiFKwP8c4hffa4wdRNTKKc0ehEtmYEPkZLrROBP1u0ClNo9cKocLVKUppSOeaAXDdtDgwB11XxTpl3XU232E3RCxMBxCokIoj6uVGyXlimDtQIsUUeZZmb+ctPxfUkio0pY04agbpaFuOYWtVhekibN7FquFjqfy5iTO5dvr1TK1fLISUVJ2UFhgwViJKKXFYeg1s3QGlgeo9lpBrS+eVzTsajKMSjNk3vhj2Ixmj2pyRHX6N0xZHRhYhxxjIe1DfCXry+OdqIpjXMo/3Nb9PjJHV14thOt+Bflf2lNBq/jnaBRf6UpJbTude+1rf6ON/jTHaBjzWCPOaT+G0xgsPixMXHLhpMvz40Z8wNHSASy+8DqUU5ahMX2kfSmkiq8GmtcNQHkwIDVmh3dbCdOU4MrLHjmwCdGc9vFhay75gLxV8IhulVOxGqFPioUaIMQqtQfGtFx8pEmXteGw48Dx3D93Kx6d+HAxc1n41qbmLeLChmjOKLC3XYKMtCzNEnVVjFxcQhtioqCZnVLF/r5uEyFA74pxRBNy2+TZeGX2FTDqD67ucN+9Czmh50ziYTlnDeE3bNXTUdVKoCMuwtWkq7278PRY0LmB63XHWeIoBXlB3MllHGjvVQoehComMbLomoirl4sjNOjVioEoJA88AXfVzGMvDxNOgMM3Ok5bnaezGXMJGMrU3a+d+LC3wbOkIEI8BDriyruJ8ghvKMy2k5SGbwxkjY3NUNQSUQFnHxBH6euLNu2B0yMrCkxwoHcDTacopKJkijW4r2Yyt/zlozZSU3Esp/p1nHRIHPE+UuytRRQy0hdQcW4tlgApanBebL+GgCEMpuTdthF1mDJRtSQFUWZpxkfW9Q7fyTN8jSWSEhjIl9vt7KIRlMnUQduWqFPmUTs4Tq8oHiEhpPMqIAUjVg+OlmNN+OpHt6yWnEa/siGSm+Drt+wsyT6bmHlStMUIINHWngppanYtIA6EII09NTeW9Ez5BZ3Zy4oBG9niVmFykpCmlawk1fWnr+NYf4Vrf4ON/jTEqAeuyMLf1DKZl5h22kGzUle6Xjz98KxO7ZnLmKVfwexO/AAhGrbTI7gSVAKVchurBLUFdnWwwgZX2iLTAM7EHD1XPMXTBpEUqRStHRBIRY1OJSJQcEpjOGrgghgsstlw7prYdz6WNV5MNRZG7WCnie9AfWbjNJamjUWiJ4KgaNoPdkOw5gshSvG3Ffmjg4Q745UH1KfGQ5LpERjtGdjAUDfHi6Is80/8ME+sm0pmdPH6jcuVEnvKopLT0HcpBJp2lKzWZ/tF+dpd3AtXILiBEW0wriYyMGCODbDaEsvGBwER2ykX1IrlYRVdqKu0zz+SuBjAZq4btiEGOhUvHXJHQCR27cVMTGQEjadmEy0eAe8dc+WzoVGG6VCR5t2JMTjjIGMVwjrAOIW4VElqHwfeqMN2AJ6ocShueGL1fYCBXlCj6R3YyEPZRV9eeyArVjjIyOaG2Kg8pu6406DgywhcjbYOJlpaJzE4fb2vRtLAotcxTQjevWRORY0uUbGQUaBiNnQhr5EIbZez399Bd3CNGzRHNuAM9a7hz/3fYObYZ0whuvq5KsbbMy7iGp2LXeqFcvYYSEhm7TQIFBiqU7ssqvkb3qDBdDAPGzwSqkFz8big3VuIHzKHGrVYSatAf5KGRh1BKk3JlnrVHlSnrxY6itA9xtSyw/pRA2c5rvIO/C+N/jTFKIS/ygwd+xuMDdx02Z1TREESGfRueZeGis9GOstliACWRURRJHsRxGcyJym7Gs3CFK+cwSvq3mJooJkIWZeBCc8cccm4jOa+eKGONkd38nKwYo1gd23cthKGr3tPBBIamfAeu8rhtz22g4f7eu9ja/xKBWwPxWXjivM63EnpVOC5U8iIEsfG0L5jBGiMl3w9p2FKuGtfaoRQ0N07k7LoL+Ozsz3J2y9msL6znpZGX2LpvK/tKOw/NGSm4b+A+hnQZU4aoEQrBCK+WXuTuLXfzYN8vksgocmBN8UVGouEqgcFeR6Bs+3YbGdUymIzDOKcjZh4GxqeiQvqjqkcbxV6prZMZc+UZBLrKRKvNGY1Zp+Fgx6B2DHnizUZxvk/JNIQ5WR+SrB9/fUbbC6qBTWNoNnRls1LINT7YAXelSQqBHeXRlZ9N6EJD+wyubH4/qXSDREYHQ7vW8JgUKF9ETCvK5ow8ob/5xk8IEMpAOp9jcmqGLeB2pPW8Jun+e0j+K4aq7eYcaeliKs/NOll2Y3edFEEQ0JHpwPGyAl2fs4Suk99Cccl8XloIbn0ugffiY8aRUTmQ+R2ryRuVAbcCuhHCrKKcdYgsG1PWoZvo273WqHUQaiOj5F00lixDNTI6bKSl5BiFsMDThad5tP8+ypHE3Moao1DL/gEkrTm0Fiev25N7IXuYY/+OjP81xshDsHrd2kI233JYmK6sobBvJ8WBHo477lRKlSIPDPxcvB0rEGYsTBe6Dr6GTMZ6f56NjOwG4ns2uogjo8i+uDahHXv6MZkg1g9zrDpz4EMsPRJDZvGmeTDFcywYYkt5A4VKQS7GgJfJJ2y50IW4kZkxkRgZ5LgxTTyGHEK7CRuqSeaKksjJ96r5o9qhFDQ2dHJ65myySipMPdfDj3weXHs/Lww+cShMB+wv72dMh8Kka4J+/wD3jN7B4qbFXND51sQYhTFNHqoMP6vR5uuASIkxikw1Coo7sR5c/a+Uosffx6M7bsZPVWm6MZHBRLLRjdrcnXFsFMH4nNGYbZ10VGMUPzPr+aKAOomcCRjHTKzNLWAhMyzcFdrr8z3rH7kwoGBPhBQ4AyfnlzGhYZZlekXcMXgzuwdWH2KMIuS6spaAkA7EO/ctVJvLNAOQdutkvoWMRokiG8qrZZ6NxuRqYLqDjFEcUSSq13azHamJLuJjR5GoU+dVPZ847hNMaJotBqfOITj7ZLonaJ5tAbcplxAYzEHGqOLL8cZq5r8YSO5NZWHFF/+Y7NveRGTZdMaAivsZHWUYe43UXHvsXERGHJ7YGMX5vNqR0PsjmNgwkbc3Xc22wkaKtgtAEhlRRVZsBwkcx6XgiPq8kzqy4Xyjj9/hWxs/UogX2Hzp25m/4JLDyr2UHeh/5VkAjpt/GitbInZVtssvLZvOj3zCICTIpQgVpPIyiUoLO823UYefkQ0klp839m8CDT2DmxgLRxkJBiUPgLyoJSMvcSVd1fiqqKpnnEQuBz21Hf1rebW4imtbr6UuVceiupNpaZ0thXYxTJeSG14zvAo/XcXrY8p44NYYu9gY2ZfKxxqjGmZZ7VAKKjqgN+zlO5u/w5rCGjxHjNFV865mWduKcS993G4aoJJ2iSLYPwW6Z07hA+2/z+L6xbRkupJiV+NU5zAWNo03pVCHEkh4Kfk3W70m4zDOk5RHaCdPawJX5jyiOrfYvNOYzQOQOqhGx3581LMRbA0Ue/AYsnmYuC2IsZuzTsszjgIOiYyIISFtPWa72cZwq5+qRtgVoJBBvH0F/UE/ZScQqRoqNDjNpNONh0C7cZSdC60xUrLufCXGqD7TSqvXRmO6I2G8AYyFg+z1d9h+UhplW5n4kKiM196LceT+kndAy7yC3bx1NfLW2iMIpdg5sM/YcaCYkc6nw02gmupsEWzViCsb+QeBrNeiPf8AAtnFG3hdO4yejpQ4ACLD5CbQ22sNFb/DB+WMYsMRGnlOoV1HKpLvDz5GrMKBhnnZ47hu4h/TlG6V31vZp7iMIYz/HiEw9KVFINet43d6/K8xRh5VKA04bJ1IRcPQK8+iU2k65yxkU1Mdl035NCCJ74u73sO59RfxucV/zIwJpxFpyNXZSVRQaraUTiPJ5qDGGMUJXl9DxRWgbUHjqVKACuBCMd4UUuD71sBRxdcT1tHBL1BcU0JEJpWhGBaTHEik5d+mKQuYkJ5KpKLE8BhF0iZ6HKsphuli6jOyUVU8gRIPHkpB7+hObhz6BnsKexgJRki5KcphmWanhfpU07haDu3ZZWcgSLt4ZSi0QNlxSaca2Tq8le3lLeJ5KnlJZ7edTGfDTHZNsC2soxhnN2LoM5J8UwfBdNHBL3C8+2hNYKOe2GsPNYjwqIXpEK+37Eh+ZleuagRHrDccujYyOMwYstBXQhaxkZHOSONCEzDOi46p/TGdO1aIiGumfNfCe0qIE4GBYtreg4K1hVfYVlyPAcZKAwyEfThe+hACg28NaC6S1iqOJ6+Db68vcCAkBFswGzkSjTU0tzE3u1CS9NoRj96uj8NBjmiZy5i8gSvzmlyDnfMoAsdJsbeyixvX3UhvpQejRJoocMVwj9UB9ULtnpSZMU5cFi1zGdTJO1SIYHWIyD7Mq15TABjPZWrdPDvfbmJgXmvUCt3WRkaxsxYaiWxCJU5cXKx8yLDHKIQFfj58G72V/Ti2VsqxRJAQGxnZc2IkMhrw5Blnf4fzRfC/yBilEK8vsEyy18oZDb36HM1zT4RUSiAyizBrFE2ZdhpVI1mdQ6XkJXdtktZRMDQJRs6tHt+PE9eQJHgDIMjIzpxx66QOA1nAsTEKPfBtlX3tS2uwm+ZBL5BjIbgf9v0Q3/XZWFjD9gMvJdpy8ecv77iW01rfJGw6SCi/8XFrk7Kx52ewEBGySZVewxg11HdwTu5CiETypCHXQDks89zGZ9hV2DLupW9oaOekurNQKMqOxi1D2AClYITnCo9x+47beWnwqQSqiBTMX/QWTrjs/ezsEPXy2Aud33GabI6ZtLRDt5FQnEA3deOv84SOZQAYGxnFFOeEAm8T0CMOeGXZqMsa1jfAg1mbzNcwoK2xcw8PXQIcqIlo46JX4sgoBZE/3otOREmt46Jtzk55lk3n2AS3FmMU2pzimP1cSmVpbpw8TncwiHwxGDVvum83RseBZRmYMhkcXYXpSvgMRANsHVqdzAuOSPw0uW1W8konyuGBgoOZgXH9TZSqOmTKwp8wPjKKjGW2IS3rI0fko1xryMdylqmaUixqPJMTcqdgXHipCR5tttFyIBBtMQvbKlDogWwrBKdVrylQYDyH4xvOQApnjx4ZAYmUT1JnpEkEUeOcUdyh9zUjI+tkRCpidXE1d/f9lIquJHNlnCpEFynIpMTyeF6KogMmhMzvMK0b/hcZIw8kBxNHIocxRoXQZ2TNKpoXnIqvwfcr3NP9fdnslGbz2GpeHFrFgzsfZCA4YJPG8llHWUacQ0JrTQpVQU5qPVQ/JbBKT2m35CmwxoiqIKbxZYH6VKOhKIbsDn6BLCGgP+gnlUpZ42ISFl6kYXhoD/f2/YQhfyAhMISqWsAXaZvjcmzdiYWH4hqICAuzvMbLm8rlmZdeKPRV7dDS0ALAAxvuYePYK+OwbuUpIiIcXMZsviJKQbE8zDOjD1HwCyjHTYxEnPeKa7gCTaJE0JzvkInNpESYsiZnr+luewAAV0BJREFUFLgkBa/xmFA3jVavE6MVgStFpLGEU2g3GVJS8JqOZHMua6FAF7HOhAOjSuC8OMd28Khokdkx6SqsaOwadFJijLAb16AHezJVOCeOjLSFbXDkOQWeOCrGhaJ1GkJ7LZ6T5rjcYtL5JlEAKQ5I/VXfWkmM1xojCztpR2pimpslQAuU/Ey5Lu2pTpZ2XiQGLSOGwQ/LOMrlmrYPoKg2J4w359ooz3GgLifQUgw7KUdo7lDNGcWRkeumyDn1vH/i+6nLtyWOntEwUi/H9jVMzs8BFMYVhtlOK/BKIMXY5Rz0lCE7COULx+dYfCSSLpsiXanJpFJ1xxQZxQSGGGqOo9243YeKn01YzecdfIyYAerYGqpyWCJIRdXfx8bIOjCXzPow17R8jJSTElmrUByj3+Xxv8YYpbC5jQzE3T0PHnu2ryMqFWlccGoilzLo9wIwWqd4Yehxnhh6mKf2PclwNCzr2B5HKxuqI/TdyK1iyzFMh41EAldc6d2FzbLJQiKCKdp1FsKxm1AMl8VJ04ONUZzATukUMxtnyvkcbcUm7QLHZ1txHa8MPikMPaxhg4QoEEdhMf4e4/xlXd2wixw6lIJA+ezwtxG3hWhpEmNkAqGw18J0paDIqsJTVPAlArQRR2T78kjyx6my6RSJ8nQC7Vhj1No8kUub3omTy42LjPJ5aJ0CavL46+wv99Dnd4PWhNbQGlM1dCYSZ2BIQ9ZGQb4WqC7O/5QyAle6zmvDdEM2v6at0G3CgHRsLZmNGHDh1Ub4Sb00GIwjo7hbcGThugC7+Xk2v1iTRxp1oGzK7CvvouQFCdya5On0+DUTR0a1ULVbA+UZT3HdlI8zd8IyjILiFEhdDpWozJMj99MX9INWosRRE10fzKZrWwRcXDXETq0x4qCckedRMRVM2TpxGqiH3bOhfwKQEUfv5fLzPD50j8Dauvq3UShF2UEWyoOgW0EdFEkECkJleKjnJ8xIzaEp23HUHTDOGcVF62CNka7ee+z4BOHhYbpaqC+RAwLIyv/HUXzMxA0V1GWaaXcnJFJBKjw2hfg38vhfY4w0YjAGJ0NmweH/ZvfGlwCom79UqLRWOuS0xguIFi3lzFkf5CMtn+bPjv8iLc0zwCTpGlxrJHwFnvVsAwtzRch/4uJFk8tgFMxvPEkkRULxSAuOvLChZVoFmWrUEr/Q8f/XDmVhOk+nOK3zNJvsV0neKHSgrmM6KScjqg81lOFkI8FGX468VHH0FEuVxHBZ8TU8yWI4zD1jtycwXXNzs0x6WUgDtQQGYzl8ITYCrI8T/Cox3Amer2vYhKbGI0WM0aahF7hv+E5CR0n7iLjOSEN6MaiW8df5cu+jNoEt7QkKqmp0AwvTlbIS7XiePNeyIxtfnMwvZsUApS08c7g82lBKans8j3GEi9gYRY5AT8oTwzIE7IAqTBcbIxewZAWjIcxYKC2eg7SQKYyG7vIeBvVoEsUmits1hgaq+cHafdG1UF4cCRQXwt6p1aicJtCWePL4yMMJ7GZspIr9/nAjXrsZa0QjU6V2x0WvmVQ9lajMVzd9jZFwRFqbaOidC26zbPAVB5qnzmNm56mYNBTsuojzK15WiEOqCMG8Q68jBIyjWNZxJbMz84gc2NMBu49ClzZ2XcRRVMk+J6PkucTQemiN0WGFV61Bc13L4DOgLVwfP+eYNRppuG/nTfxT9/WYlKw9/f8bo9+t4SkoZ0hadh889q1/CZ3Jkp42l4r11FFgMBitcNwsaZUGXxGmZGXaHCROjTFKWc+24pLI1hhIoqAw7dhASYvxCuRFLjsk7aWjkERdO04ih4rDEhgcq/XmOh6RG4nxc7REge0w1m49ZeFAiTEy8gLEydg4rxAXMUaxMdLimcXX8VrGSNuiV5kLh1QqRT6TB5+k0V88MnX1zM8upt5tEpHNJrsp2chIxEHdJMcSWhgj9viTWisD844/mxWTP0TZQmpHqxlZPOFc4gcX517iKDGym1rFGiOVFgS0ooUyHCeXC1nx7LN2My4f5lwDnhis+nQ1qpXJAbfGGOl0VQpmp4W9jJK/S+jRNndogLE54J5rW5QYgW5GU3BC0+kA+I2WVdjcjAHS+fZxBgPEs4+UREPxcK3RTwo081BuIGF6AlKsrGA0GhU19BRCeEDWTtFCpEVHoMd4xIXVaSVFwrHCdWTnMwrh+I5lLG9cwWB5EGOj+iYjSk6NWRJVjOb5i5kydxkmLZCxb9cDSiDB3Z1Qqgcz99BnEiDGSGuXW/t/xHAwxKap8IvXXjJSVKvHG6OKqub3fKoRrB8xrnNv7TEiC0cqy3wU0k11D4mL2+PIaOKsE5ncegJRWhwmVx15bf8ujN/x2xs/Yu/vtUb3+pfIzl2ISTmUgdB66s8MPcTg6B42Dq3kjqGfcefOOyiocjXhjGxacd2OF1mKtlv1/LCbvzFQVhVQ0FvZI8YolL+PxVKNLYgMUhYec6ovRFwRP26oKkz3TP8zQtU2gRiPGVCaAKPD+6hEZfor3Ym0UFywGEdJASTaaIFVacBCVHFUUnQ47FBp67bVQBGfmfcZUiZta7Rq/taBgACtRFxV28gojMPMkASmS4RRrQGK4bTQiBcaLGhgaGEbZcVh1ZfHnGpUcG8nBM3t1LtNYDeFOOLBetlE4rBElsjgWQejEJ/Xbrq+gbyLRI6HmY/BFDhlqUOLjVF8Hs+RqNf3/r/23jTYsuu67/utfc65976555kNoElwADgAHEBKECVSFhWJ1mDLQ2ipSipLikqxVYmTSpWVUuxiJZ+clF0pl11RyRUlTizPsRMqoUhJjiJqFgeRFEgQAoi5AXQDaHT36zfde8/Z+bDW2mff++6buvt1N/u9VdXd790+9+x99tl7Df81qeLhczg/3TKcWI7CdB7pVhcQTul7KAbQ62hQQK+cJkboH+qq0H7n/Tz44Z9m9p0fSDXgnNwyyiLsKaQVGu6w9+g//26w5nofnv9Y66g35ejpE/Brb9Z1+/IB+NfzrcXoUHUPi4xr2vUY2t6qSxjEoSo9nZImQE/gw0fg9Glb59KUJLMcV9yiCJpP1CzAEw/Al9/DaOtwG39o63+tvsrB4jCh7DAoNfpuo/D8kaASW5++QBVbi9PP7FrDxCrg3pTRK4s7/Ezu38yE0TDAgXc8yLse+ssM5mAptL7pu5n2ljAagytyamLk0je+zMyDD1GX6r8ZetsFgZXBIs9c/SpfX32ML7/+J8pIJsB0Q1HovAgk34zDdB480Z/tWHhsoA+UUa93YSS2MT0fKCUHQgp3zsnbQXeKDifmThjTE81iNyE2iCoAB02ffgHeWsI1bg+MiAJ4tXCUOTpMF4uNa7GFTptAWNhp7Mx3aJoGkWJEqxs2A9aaNR6Z+44UTKLWj0y2jIL9SyaM0IM/Owerh2DlDSYWv/30Cfj1KV2757vw3NILdEKPowtvSbCjP1tdqIAb9PT+pQmjFYPJklA0zbcyiGg1ex+uKLxWQjWAzlQLvRCVaZVAf8aSbC2KMhZwwTrUYr/PzcGhI8Dh9j15kvJaUD/CTEdLE33l6h/o+z1QmGUM5ZkzxEoSPOzkvswqeyeFtJa7+zdS8Ih9V6zA7ZBama7l8AxFIbRXC2XIawFeG8Ky16GzuVeie3rJw/IdZmvgxZUn+b3FX9c1MqFXBL1/FfRcrFTt2vetHJM3gCwiDKdh8RS8OAGGb7L3/KVL/4GT1RmqzpQqkJuE53vwAZb75c0tC9ubQzKfT82GHNVTM4B0TryOYhJGdsYdCXA0ZZVRxeFupT0njMYrXju9/OoL9K+8wfSDD2l5EVEfhkjgvfPfydGjb9deKKC7qdfRVtYZTOeHPAh07IDmAQyNwXaDt5zigY/+Jzz4pu9UzUoMQjSYxJMdB1Zg0i0jh5PGLaND8yeJwJHOUU7PnzFncTcFJQDEyltIxCSMCG1oM0UL00WHCLFrzKKL5SbCyKBHInStttkzw2cYMKChHvUZCTzXf4rF5lrKP9EDaFWhG7Qat0ETdchgutDCdNJAbwoOfATWDkExpg2DZq4/2ViduAaefu0LrDWrnD7yLqK0MJ0LvRAtIVVU2FSFCiMPl66DMgiplUnGkPrF8fV5+F9Ow8VCm6L1SmWoqSyUW0aoMFrrAB0L6S80aiz5sEoVhr1HoTnQhoY3tt+Wg7aZmKtgpQNrcUVLGs1kAqUgCcARYSSkvjtOBe3+TJaRjekCsDDY+neu/r9a06209yO6Lv2uWdXSBplAKwg66HtczpSbugBqUjKq7veCkMFSFaYUVYYuiAYi1dk7CRHqGVKfrnGqaZEF9d9or6RBpcJokt8vUdA9ibQ5WqWtzUAyn08zGUpzy8jXw5O5vVqIVx5PSep+PkWt9Drq/rjbaU8Jo0o2FkbfePrLAMy88yEN+TULJAahpjEtPdih6iQt3uVTIabdRN2QHbOMIi1M578PKuDcafrHAn0XRkHDh0Ed3DGQCkx6wVKH1mpRaOjxOdM4qy4IzFfz1EVtzK9JkXARaDrqjxHReWAHJAmjYMLImMOwq3MWh+loHeeTSKyi83fNfRen5k4BsFxq7a21ZnUs6bUAgT9Z+jwS1W+ikWHSaqFjlpFbQ3kuhhe57MzAgY/D8AfXz2socHUKXg3KcGIZ6Mc+NbVWVw+tMPZma2tWvLYq1OJd7SiT9XkMdfoU9j76Aq924PcPwHND+OyURtJVU20kVZ2NUwFLR3ScYVf9DnNDZaZvVCRo0qkW20OZYFg0i6EbYHUa3jT3dmbLBRVG6pBMTLkpRxWYgT1nMSaM8pJTHsqcV/wIRevvCFGZqVdHd8ZeRwu9D6T8K39XpehAS9IKBh/r5MG38N7ZRylCmQST+2MDekZWKrRKuf1cm+BpCrTSg/k5Jwqj3AKm5o+Xfo9GopZY2kQYpRwhX1MTsv7uc8tIf5l8D/yc0cJ9MQu2qUubt5jiYIJptWvj3eVh3bDHhJEHGUxKUnzqm18BERbe8S61jMBCcmv+5OrvcvnaeVVzgY50E3yXH5iBaUchKCNLIdT2x/FuL3jpSa1BTHi5ldUzJmA+o1i2lpHDVC9Mw2fm4PEGVmutcdUrpihnO2ruH5xrrZ2ojB6AxkJFM0bqTHJosBO1QopFrcKob4xUCvVvTKJQqWN42NQ8NgOXB/COU++ACLPVwVGfkUnwK8MrSXNXwa+a98PT7+Peww8n4ent0fPnr31RC78n6yqxO0S62tXggAHQBGGlWeaxF34dr2Tgz18X9h4tEbljwshzrzyAYViqVVYFUvj97x2By9egmYen5lQYda1UVBJGJlxL4PJZeOIj2hm1iTDXAFNwxQIeQhY5NXTmLa1QWxIVJl0s4EIinXKa1VnSmuYCMC9bNAjqaM/HCLQwnYdKe1HSBNM5U5V2DHE4yZSxYfR8nhb6qu36QlQYrOSWkQkjSvVzBilTyR+3MgQ9H6sdtIyX6DPXZsU1AlTtOk1SOGt/fpuvQ9kecTpe1Tzt1ex5PU8wYsEfoQ1giIUiCptZRr6Ob597JwfLwynysyhUYfCK3XWh7yZmzzmeSHs30l0eLDhKlZnDdVzvEPzG1/+QmXvupzs3y/LAcmvs/yKwNlgieqCAdNsIIxcg2GG2Mj6VkBriuUDy3J21rgmmbhsa2g3qqPSeRk2B9oHBIKqi/TkGtdxWI1xsoLt6FYBDnUMcPXSMb/vrn+T3z6EQW/Y9p4ExxFpIvVmCXUsgwXSFwQ4eiFEUKpgmkQclfG7xd/nQ4gcIVxdYuF/4qRN/g+fnZ0YOqVZDDzyy8CghkmC6MDvHXz39X/Dt9RS/1eukXA6H6eo6g8ow+GYT+MKDR+oCnul5eLS+w+MH36aaZ6UvKNg4ggojaRQmK9A5DHO41ISRM6TVABcKLTj61pPw+CqUSzA3rXlZKehETGiizPXarPZEqqNGmk1VcM2EUZ6zkzPSWqxFNepH6KL76NnlJ5gaaJZ+GXUstxAKafcPGHRbT7aMardYmvXCCEjJm2LrgltGoRVGnhTq3WUb1DKqbC1WAgl+bgJc6cGfHHqFK8t/xIJZY5IpeqCCf6XQYA7MWvXaj3UBTa+1fjYSRpEWIou2P2obb20bPiMPLmii6aV2fkK0c9mMvrcRyvjJx07+MA93aq6ZMCpLmH0zXD5BguG9C/GaWUZhDwijvWUZMdkkv3r1En/6+d/g2Ed+UHH0YLi2wPec+2nD+oWYYLpuwu5TqTNoceFgobKm3dQ2Xu2WUQX9d0H9naTWEmV2mItSr6m9lEqRwXTGWLwqwtUKDh85w48c/kkOd4+olmpjS9FaNY1BYGXZSQZFNMYWGloIwg7eoKuWUcgso27YWBiFotUgRQKrAtIRpj54jMGR9ZnuQQJD1DHhValjGegW03xt5TEuDV4b9RnZYU4h2Ibhb0beHqMOcNFaPhCEXjHD4YPnUkBGiLpWCaar0Ix3CzZwR3W0wJJhaczVmOZSpZZQ2YFjAeoD0Om3dQtTNCTtnDtBx/aEYqlgvtJ7NaJM92oJT82233Wh5qWAQqWhz3VHrb/pzgIrXYssNiYLat3lHXuH9s7LMWGUNH+ZLIxEYL5ziKlyNhUH9vbuztRXsXsEbZ8BLUxXhPWWURO0HcdlLyxMO24ujDqmFAUr57XaMdi2a4EUU+37XlehxO7pD5rOke+rMFYMd5wCo5aR7RdxYWRCOTZM7I00bhn90ZXf48tLf0iT+TjlFKwdbMcIljbQNwi7s+8zuruoZPRQOv325/4t9XDAiR/4Ubp2kFYKZRLecTGGkE5HJ3RT98tcGHkUkoTWUqpFIQ/XBB0iGHagntXPg1sqxtQ8umbYa2EW1yJjoX9cGF0roT41BW87S/dEN0XjePl+t3ykp6rV2w68TzU7m3RfWjhu4DBd1PkFt4zMwuv5zxO0SBH43kN/hZ849NP0OnMpwmxwAgazpArgfu2QIV++9vmUl1ELDJoBf3j5M/zqpU9xYfl5pCFVtnCN0f02ed7HRuTaMEFhV016DKw0S6zWK3gOEzGzjER9H55kWNh7raNas3VXoRNplEFK0DyfOmqZnyng9LT+X6ejU3SGl++XblBB5B1+iwpmC1iZNqFewpcOwr+bhUu2fzBIyksBhQ5MA90enPwb/w0f+eB/xmqnfbf1mGXkZYvWROefW0a+f71idh1bpu3VI0RgvjrMdDHfwqP2Xv29DDALVEitzmtpLSPsbHl4tkeZDad0fwphojDqmmLlUOyaCaPYgcE7IHyM1NphQ8vIz2AmZF3Jm1RZxJ/ZFTS3hBrRACX373j5L40CnXwPfM8Cjy8/xp+t/CkxS7ZNkayuEBpk17fIzu6+MLq7qISJtcR+8zd/heP3vp2ZBx6mZ4dx2Tbt757/14DBO1aRoVN21ynmzgAcTkmwXca8HRP2TewmPya8hpVabbOzsDADwwVS4ECyDuxPPxNGUsAbJyDOkyyjxrTWvj2HBzDUqHANtvndmV264LI/w04KuEtdZruiENakNhKXO3Bu9kFOlxrNt2Y7KwKvHIJfeWAUl48C/dhHrCDsEKjjkG9c+yIfmvt2Th9+UIMbxAI/glkYbhnFlrFvRM6AsDk3HVKVh6df+X21hmgZc120PjJyYeTXVbD0dlh5f6vpi6hmn+P6D03Bu95tUBO0FTQyBtsNGhiyagKxCjAtGkG5Vmq5oKen4GoDr8VWqCbLKEJZ6R481oUrB0pCWdAvW+w9F0a5EtYXDYXOoVMXugMy4et72q4TgefXnuRi/6VWGBWABXd4eSW3rjzYwn1ApQnvlXLUMmqAerpDFPjuAx9vq5tn86vEzs+YZeTdasVhukx4rtsL/qC0MF209zMpV8yfedwy8rB4yYQRtg6THB9i4/i8PvJdP8q3PfCjxK4GrFzotvPzNjPuM1qzxPfOPkx3d1HBemflq6+e56tf/RwPf/zHiAg9tzxAN1/sqyZVhDaAoewq9JAxwwAJpguhDZUdBoU8vOJBzlS8+oFfXxuE2OnA9PdCfZCUb+EVtAmjMJ33h4lBn2sAqU10bhk11p77/OozGpqaC6OmrTTgDup+1UYxeTSgM4RxmHOxhD9egF9b/TT/3cufpB8H6jcY6thrFbwCPGeqsggcO/xWHj35AymTfyAQez1+/J6/w0fnPoZ0uxqx5pZQJogbYXN83sgPeGE5HKED0Z2Flogb0ecPLuSCrm0R9bPSNw76+6BQy0nEUoJEy/EMI1RZAIWXbgnQOuqlPXC9oGG7S+j6dku1cuqOVnh44Qi8MVBmtBhaS6JGBX0t+h2AQyUsHlCobhgsai20Y3oOkQujNSFFgTol31jQcYYeTTfG3FOIfrYmDnk1hb5HF0aeVpAsI9FlH6960QDD6UqZbxy0/thsjiUWWGKlj9aqVkFwWM7PUx5W7uQ9iSRklpHNuZHWvzVOeQBD8hmhlq8nBHuLeOUTk+/jllEE4twhDswfhgr+6DD826lWuXRIWMxPu9ZD69LtC6O7i0rW48NPP/1VAO754HcTmjaRsTZN6Nvu/YReGIR3nvtBfvbI3+b7Tv7QulyfYH81ZMKlGD0YE4VR1Ik5M8g1tCSsypaxOFznGlrSMgWeqOCLV/TeoVat1YVROT/HsamznJl7azqUrum5/2No/rIoGnIcjJFFWmYyrDSxMae1oA7gP136Y/1AAv0K6tVW86yDNjwDPbwPfPRHOfuh96fw7CFAKaw0S/zO4ue42r+U4DPPnPcExwTTbUFuGfUatIlc1VooErREkTvXC9ewC837SdXY0flVVj/QK51bw1AKUT9PLhxyEjKIVVprpAesTWk+Ug1UpUJ8TReWpuDpY3AtQt2Da6FlVN53qaGF2RaA598Dj33MPhfbwwWkKLbQRretjVkddusE0410prW92pgleqB7jGOdM8kC8ByZiFlG6PN4ciiQkr7dmli1IAQvd1QLDEwY/daVzya4dFwY1RV052D2uFbBCEN9Xy6MRnxOk/aCvU/8On82adMqJpHD77/7DnhuukUJ3GcEpNzAb56CV9d1F7YxRZWPtWWQA7q2r1RwCUsERvdHE2xtSg1gCPvC6O6jEtVc+tlOvXDhOQBmztxLGCpTwISR+ikaEyCB0OnRC1NQjuYYQcu0osE3BSY0SrOMIIXOetb6uGXkodZO3idGCnWag1kqoc2PWeuQqlkvRVh8HYZrUDaZHwhgvsf3nv1JTh19IFlbjoFjc/Y8B6TV/h2hkEaFUSw1ii8nx7tPzL3FBF3Q1uqrmaZawOVcaxR4owuff5flpQBDan7z4j/nt6/+FovDNxBa53vKNzINFAu62IycAR0YqiCaLeHUmffZQmbCyJz53rdnRZIRnGC6slZtdSij6SSltMy6N4FhBGgDGDIh54LnlVKZjQsjKnj9ADw/B1N9CLOasJuCOWj3jdeWm0Prsn39HFYZ2oSEvc/CfI6bCSN/zoFp9wmms/0W0XtWZY9umGphumycOrQBGblllAcwBFF4Mme8jUAzXdjP0rZnz6iEFP5cfkzXpGPzcx+RB3qk0P+xveCC+vDsPZzq3avjmtW9UQCDw3T9Ep49CH8Y9d6doj3HQIry+8o5+LVmwj1s/KuokjY8rsFHi41atKtkMJ29nxhMGDlfustpzwmjJoyWb7lw8XnKsqI6dgJpzFHo1kyA33n2n9mBFJ6/9FX+wYVP8s2Vp9aV5HHN0iGwAmXcLoyAVGLHtc3UCmEjyyhopFduGXl+0JoxwP6UCVeB1aFGwa2F9vCnaLpp+P++By4fZiQ0NQkav9a+O3QoauyaWGiVgJxcU5+fPkGQAoIoY+pn2LyoXwnaZ7jUg5cPw1N9UquM1wevANCY2u+BBQ6r5JbRdn1Gsw18+AQcPgidmQMpgbnw+2AMO2NM48LIW5DUQkpUBosQQwVKZ0I5IrHvO8P2OfdQYfSahZEXpe6hXgWXDsDSAI4cUEVk2ZI5S9Ou3aJ2y0iAU114aUZDxR0ycubspWv6ZoWlcjYZjcN0dQbTNb5PBb773T/Jn3vTj62zjLw76UrRWuq5xeIWWhmsogWtZeTh90XV4x0Lj6ilNFZJ2xVJ33vXgoX22ztJ7xvbJxOEUbRz2evMsdA5knyrFCogJ5HDdH7PxR7UQ137YGMBqettv9Bad+sotMKIAcgZTZRebRQSv5a9q9rHLbS6hkPGdzvtKWHk1kpufVy48BxHj56hXwZlKKVtcDt8yeQvSl5543EicC0uTRRG7oPILZ2BYdsxklpKuOPTobbCLZCiLS0DhrWbP8OZmQcerDpWX8E17OeBhgcvnrIAhNDOPxRwbU7beztjc20tMArTCRZG6+Oh8+gaoxpvsFcbQ3h59VmGsU6VIpIwsnlcySwHj7aqC1iJprlWkhKExZwuhWufOUQXmBhG+1IPPne4hWhcG5ZgwQgBrlx7yRQCoTKBHmjXqt9ts+qhDe0uTZC4FedCpfI1HGpo9zi5klLb/V2ITaEMbLkYhWHCMbg2DwvX4ORpnfs1Y95JGIXWz+f0QAXVUVisW0VjaHukMOi5H0m9jMajvgL6nX5JiopzmM6byAG8+HbtL+S+ES/m6u/CSyfllpFbkhJaSzLSQqO1qOUfyopVBtrifqwXUUW794ai56Ty57SxUzvwCcIo9VQSeH3lPGuxn56PwnLsNiJpowzvC3BmAaam9V7+jMHyw9Y66+/l1lUDXGmguwSchtetZXxTqDAi6v6oA0xNwYwoHOl7726nXRVGIvJ9IvKEiDwlIj8/4f8/IiJXROTL9ufv7uZ8SkgRQ6Ab6cLF5zl+/B5WTICUwQ6YaXKz00e4b+ZBpg+c4D0P/sf8reOf5MFD70lWilOAFClXSBbAUJDaEedtGZrQwlsO6+V1zqDVKKVs4akQ9PvLLig6bdvpOIBiBi4/ChfPtVaNH3zPkWmk3eApz0kMshMVRrUJZdf83a/UlNbPJSPv2vnq2ovJ2TvswqCfwXRBYQloD6c38+uLMqym0sE12EOFUWlzdrjIa5N5qHNOL0zD7wR4dtiuX7IM7B1deO1r5sAOdMziCr4WQZlJY9YoNoQE/b1AmZJXavb5xajCaFLEk9BaRnkAQ4lCLwMYaZzWOwp/9n7ovVVr20nQ0jcRS9qWNiAg15YL4EOH4NBBWJhuNXqxdx+NgS9aIENeJDU9p7QKiVsSKXjELVH7PI5bRraWDsG5s9/3h1NpTNkhqVRyqIArYZFL8ZK2g58bnV+JnoFVLAIxhyNp33fyBU2yjOw+D933F3jXgUfbtSza6M9178/2qkPsnQD3n9U+VUHaZ0utx4NC4+vuY/tmcRXKLtBTy2gtgkypMBJL66gFpqdh+oc0MfpWWkUi8qyI/Knx4y/cupF3URiJSAH8Y+D7gQeAvyYiD0y49HdijA/Zn/92t+YDmc8I3ZifOQ7Pvvocx46dZZlWiLiFU+qD0EhMmd7uqPWINScXJo7R5z6jOirzcEdvXlyyQQ+ofz/HrofSQjipnIxZSKsBerUKuCVnEENo5i2RVUb9Pa75eyXwyhiww13O9POoNYfpiHqPnmmRy2OHIzVKC63wazpq8eQw3XLVWpxRWnhmzQ+116YDYlWo0mr3Fl8D9xlF1pVeWTYN9wX73BlqXrLp1L2PJJiuMuYqJpCawoqkZsLIoSAx5pNKI9k8K8nWc8JpCrbnvOeOWzOC5hX1o8Ew9vm9wAdOwIkzek0VWv9g6e8QtJzP2Hg9gYfPwLHjNrAJrdQeXLRVd7+B7szod13o9k3Z8cAXVwLqXBg1pArp7jOK9m7W3DIKrTDK3XsdU/Tcb+lW87CE+37q7/DIQz/O6jTrGvWV9tdy0Ya2e6FXrzSRoulsjJxyxeSZj91Dc8/xlFAuRWvhjFNKWDWhnCcKu5Xn13nl7WGxXhgStLpGswL1ERWgFyroDYGu+sCCwecuXPuWqF1O2Fe7TB81fvz+Wznobj7mI8BTMcanY4x94F8CP7yL421JKlz0wL3Sg2cZcu3ieQ4fPauWkeHAvgGLAFfXXuWZpa+z2r/C4898hv/x4ie50L8IcRQmCumv1tIht4xMGElshVHuiHYhmPdbcmEkZcvoxQ5F3WiUmJTmUwgQawhzKmwLEySeDxU7sDpD6h7rEEdDK7jqKvMRmIO2xMa170jRhpOneRpDOXPuOzg8fUoFjTWNc8soinZQXfIQK9diCxWsDaptu9XTVCq5/RkcLvLINFgP0y0VamG9ZNFMSRs2hlEA0u0Z7Bo0vD20llEUWMl6GYEKo/eXcOoIqTJ7zARhYcy7GJuLk9jc3TLKrek5s1Lz7wpwYL7Vhjum+bvAa3yPbOFHcHjVr/PeO290dO/Mjgkj3/eDUhfKOwCnCE5aKwFIScwO0zWmKHnTP29JAlkuDuZ39Hllik9dQtMtiCGwMrselupge69shVGo1ltGEVIARk75XrhyCJZn9FyuTus8xn1Gy4VakclnZPsuf1de6xIY6Uk0qcqL9ytr1oAzClkvNboHKGDZDloRWgF3pWpTPfYC7aYwOg28kP3+on02Tt8mIl8RkV8TkQ0agt8ccobfL+CxBXjl/HloGhaO36MZ9IGkjbvvp83Wbrh46RtEoF/pTssXz4WRxNZn5LCYW0ZehiVIGxXlIbpJM80OxcCEkTOTFBpsml83ZsLBtOA4Zw720D4HUa2r5x6ElW/TzzrZfdzgSm2Pq1b7D3ZdQBlzCOoXyMnDY2e/43v4vu/7GWUkFiGUQm2DCsIrTXbAsQgsg0DyumGxKvHw39osMq/Q7JbR+O5dNKF4sdfOy9+jv6NryxfpFtPMz51K+TjBLJ8mwGpv1DICODYFh4/odamiRSbgYti4JXSw//ciqzkzmwqqJGwkyEADajzPyyOsBujCbvY9V6jEnsXD51+3pn8zkywjt/yyfeh1EVP7A7svGeQ6dF9eMdqSw62NARk8acLb+wO5Py0P21+dWy+MfO8tuWWERS9KBge6UlOwrj9RDtM1Qf10VLB8RAXkeNPNPzoE/2bOnlsyeDuHRidZRkHXY11/JNs3nSXgHm1Lv9ao78nTF6RurV/Qbrn9qFXpbyFF4NdF5Isi8jO3cuDdDBicZPiOv6IvAffEGK+JyMeB/xO4f92NdFF+BqBzA2pCiW6aN3q6GRYvPA/A9LGzI8UICztwZYCF2VOcXp1hceYgw9hXU3+qu+5B/DALmWVkB2xoT15XGS4c7BAZfh/QMXOYzvNZXCg2xjg9D6oSFSrLJkTKCPUBi8bJtDiJZvkUGrkTMSuHlrEWtI5or6EnResLC9L61MYrd7vvqy7aJNpghUm76LMWUf0xlwIcxAW8junlYVKplghNWaQKEKk3T03yWSTns1HEIpIKfb+DK5N9RleunqeIy8xMH0s5JyLADDz1bnjr86SKCONUiDJpbyvv7x1RYT+JhHZt3J/oNIXCmZsJlU4whaEmhfXnSspGJC40sbkNdW+9WkK3hs54LgxqNawYpDfM1ixKBtPZXmTMMoqBVFQ3iq7P0ISOh4j7ekX73BON3eIdFmpVrM2thzyDrcVSqftlCEwVo36b3DIajH59JKKvMaXw6rt1rl1TMv7gMFyr4WOXtTLCK6sa7ZZbtp1xy8gVHbeMChVcw0YFZxENwRBgYH6/A2r19CMs9EiVQLzJZrKMrHXJ7Fgwxw1QOeYH+qUY4y+NXfNojPElETkG/IaIfCPG+LmbNoNNaDctoxeBN2W/nwFeyi+IMV6NMV6znz8NVCJyZPxGMcZfijG+P8b4/nIjFXQb5Izj5Tm4OoTwxnMAVCfu0cKTdrhL27CVACFQ02gZoahbXKa62Q2VAq0w8tp0HirrLbLzJESH6bxNsQuz3PnZN4sktaLOBJNDRVOFJb6K5hYND9BWgXDLqCGV73dG5qVs3GcUMBixhJhbRrZmHgXWCetbj3szNW+7HhoI061vrg7KAJsOvGHM3wuf1kXm9M4so6YqPeWpZViQmtU1geREB9XoV7HOrLNwYZgJo8wyaiTqnIZrCabzruhLR2DpmDmqJ2yzQtq8rbxaeywgdNdf72N6jpS4dDDy8O7NhErHrAfJ3mFf1L8w7jMaGTe3jAqdw2IXFiP0uustD4D5UguWElo/XxEn+IykhTHdZ1Sb7yX1h8oE2jDbP34uqPWXPEiitkCV4czk+fUMBVgNum87VrJqPLTbqxjklII+BC6ehXIBhm9GlcFC988LPfh8rR1qXyvaHD6k9YtN8hk1US3jumKkJcVvHoN/chQenyZx2nhc/71SQTGAmWlVfLxZ5LhlVK1pMMNNoqHzUfszLoiIMb5k/14E/j3qbrkltJvC6PPA/SJyn4h0gE8An8ovEJETIrrtROQRm8/ruzWhEtropAHIRbWMOPUmNcfN6CqN4VUCl5Zf5KWVb7LaX6SOAz2I094vuL23M21BD79bRsOS1CLb21p7xEwKUAgtTJc7UgfYIc4YsOeMNJYM2y3amnKhJPVA8lI2MbaH0KtPhEahQa+Z5ZYRAabug/hhUjMxZ6bOfLuhbbB3zf51n5FbgZILo0YZca9RKOxyp2VqDS1Ml7pwhsB93bdBp8KNnzyKzi3DJsDXz7b+q+VCfSELQD0NL4bJwmhl7TJR4NXXv5HWVrLnXDahl3dBdZroM0IFxEbNz8Tum+q7ZXtmFrXGN0toLG2QaCHbjWg48Hg5n3XjOmOmjRB9Yd6qi28A+8yX2ojQc3+g3X/et8eFUQ7TuR/Pk6w9nD5ZLGkh2vVyOLsxhc0hbQLUPSYWHO2Z4rISoLDoRYe8gbYW4QTLyKHOIsDiEbjy51sfrqc1vC5a/eK8KIQ2qNocvqGd3ZHisnbuIgp7zr4HBgdILSneCPCKwL+YhysmeOuz+t3LpcKlvSnzCzpcnllGr5dQDrUQ7q0gEZkRkTn/Gfhe4LFbM/ouCqMY4xD4OeCzwOPAv44xfk1EflZEftYu+8vAYyLyFeAfAp+IcTuFXq6PCmzzRuiuwOCV5ygPH2FpdloZkDEFz+fQqsyFRehETn3PJzh08BwyXepBzxiQW0agm1TQA+UFKqVRhurJqLW0+SIOh3m0llMO03k5ERd6DqN5gVME6JGaf0nRWlHeZTMG1SrD0EJTMZ9KJozWCmhOtdq/j+fwUtcYwusl/MppeDK0PqPcMiq6mj1eD/XzDpq1/ppZEA61Dcu2wV0I8Jfe8Qt8/OAnqCuhNs03FgqBuA8pBs2/+JOz8NvGNZcLgzRsHV7qZNpwJoyq6XmiwPzc6eS/yPPCls16nSQgkjCyOfmeqovJ1Rd8zBTZxqgQ6QB/bgbOnJ38XWjza4JDTIX1wNpCGKV3jxZgPVXC+SnV+seDF5xmRNuWu0BO85fM0vD7ZsLIfT2ec+Xv0hNCa2kZTWn3cKUthzAXD6KNJcuNLaPVShUQsbwuz8sByx904Tn2fd8L7q8c0iqDlcByD1ZqFUBPdzVwYFhaNW97Fk9Az5aiPd8CzRlSAvCaaHL9VFCL+4pA1YCc1fV5rVB4sCj1TNWx5QGNffeNYOH9W7zrm0jHgd81fvzHwP8TY/zMrRp8N31GDr19euyzX8x+/kfAP9rNOYxTEBjW2shs6YXn6Zw5y2VjXN4zpDSG1xF44M3fz8sX/m9iEFYfeTvveurt1G42Z4LDYTZohVEwjcvhuGEAhm345sCsFDf9U66P0QAVCJ4DE0MbEdigDKEUCwAQiDOjSY3OSLx5XGPCSPrKbENWuNSZ8UBaDdO10zwKrBNgsYLXK7jah28OYMqFkWmkRaMaf78HgyEpJP14B16cg8FrOq8aZTx905QlwCsrz/BHKxeo5VEGvRam8wCA5MSvlKFcFiAqVFkLTFda+udyBaft/3JhVJqa2esuJEbvQteFkfcyGiev8dZk9zwO3APMb8DgxdYvFRgdU/86FSNKzTi5ZRSiQThBme5WDCpBeDbXh7rwxROw9pxWhZ9EM0Azpe/3KKQYEQ9+ECEFHawTRkUbKefRminUmna+vs8cnk4wXQGvn4LhX2ViDhmo8O73YHEIRa0KVTFoLaMBts5hMkznQR8egecCqrTx+32tmv7CtCVkB7XCZmz/Caxru5EnBCeflWi6xcDmLBUMjkHvncAB9XstR+gawNI1Ae/CKAbdv2s1zI5VothNijE+Dbzn1o04SrsqjO5EKowxdOZg6fx5OmfPcdXK0XcyyyiKYbmhse8FooVqe9fOfPVc63VTG/u3LmBtCDND/W6wOTQueDLT3zVvIBXkNKUx1TcrnBGJ5QZBapMd5yyayTQ4F0YS2+i+paCO0lCohVRDguNiUL/LjAu70MJMDi9VNt7lZZ3fWmEasTGVutH7lx21jNYs6EACnCjh/AJ8U+BIyCyjoP4TCfDbz/8zjl2DOXmUYS+D6YxxhVJ/Hli4+2oFrJllhCoZVbC+S9LCovYYDJuBPkN/mTJMjfiMCFr0VDYQRl79IpVTQgM03jUpRjQjDybwe+yESlrfmDOq7VhGKelV2n35/gMaLdjbAPaZQX1Y1zotg3ffU4K9fNyxAIbahJF3TC1t/3rlg1wYuXD1yhB1oc9Y97NoxTGhDbr3hl14Y9gmbQday8jPyzCfr5FXM/Hz79GsUluuWKEQpkzBK1MmVMwymjGB6wV1nfxMDRv9xfPaoqjAaWKbz7fSg/AB/d6VSseaNkHTCaNKUVPAJQsP72ygONyNNOGV393kkXILC3Dt/Hk6J0+xVAFNK4yc4ZcFfO3pT2tIaCNJIKQcjGL9vfPKzMGcmeUliA8ZLEcbwNAXsyLsPpW08II3UCsMTrt4Fq4ebufvZV4CsDwP86eAt9r3RCtIO4N1Ky0G1diSD8Xu5TCdM7o8Cs0FmjO/Chh2tOjpEBVGQ2c6Bam1Q1Go/2q5aWHDQ6jAfKqr9/Sgh37R+mHmp47zwNwHFI6aa4UkM7A8C3Ray6gObTDFSqHvsNtRRtWXDJrJhNHKsrokLy8+n/xv2DpGgSsBZlcmV1PwtWjizoRKCrNmMpPdjNx6K7DgjZD5Ejeh3DLKx9xIEIFq8d1K/UZJeIYW1sLmL5HU5C5F00lrGaX+UMb08zqCyTJC94TDu40rGX79BpZRLGFRWjTBa7mBzrGIjNTFc0rFWu2du2VEbMPNZQhzXd07AwCv82gCM8TRAIZ1lpE9fwzqT23MH+Xwt9OVSu/fM2s6Wb/SKl9vVBo8MXcLLaPbTXtOGFUBOjVMdVZZuXSJ3ulT1JifwxhQhTHoAJWlqpfGTbyWFrAOSkhWi9OsJnpOH4XhB9t8ixwXzplKGdpQ0TXHkSs9uJdPwiv3tTBdtANZYI7Yc4pHrxWkHIxkGdEKsRVpM7rT9EMmjKTV8EJmMThzqFDGcckOVL9oNeBGLLDCvlt3tMK3Wx8lcHwKnp21a00j9uZ9RQEfe+t/yrcf+vOqcc60MF2chRc/APRMiy31Xz/ky4XCjlW3Lfrq0ExuGTlcFqKkJNLcZ7TSh4OHmRjh5mvR+Hpuk1IPHXaO/5e23vb6kla/WSQdNk7Mft7WPIGFChat3X2KIMn2fLKW/axU0PS0socjCh4V5vX4PMItPU8Oebk1USrD9wjMSUK7A8QKBnWmUIVRn5H7pDaKpvMI0yFt3l9HgAI6Azg4Y37PIUhXz4tHxcqYYHdh5DlYXo4oFurXShXUw2i5oSsVNDXMmKBJcLGd1RgsfaLeXHm422jPCaNzAc4dgrVLLwMwfcqE0bBNXLwXeNsUTPXg3rOPAiCGZdXG7PP6XE7jJWHCNDz5EKz8CG1peGlhuvGoqDK0Gt1qoZCXZELFoXQPje6EVhh5xvdqAdQWaUSmhdqc69gy2tySc/hkIFlliMwyypkJpSZP1mSdPQsTGrVeWxQW6hpbywjgaAeW5hX+yFtCNChj+eYbX+SPr/22hvmW7TM4fJOqEFRmXQY99EuFRlh1O+avMAtiPIAhhjY+5lCAtxVweK4VNAdW4egGAQXJMmIUrtmS3GLYoUUFxvNzv5ZbZlsJI/tL2JkAnC9heboNLy4YszRsXN/7RQE8ApfOkJKIqZUJe1+jXLgkmM7m50V1Pddozb4zSdi7IjTIFMdJltGkAIY8ctUDMjz/zy3Ojj1/04FpQyxWy9YyGp9TwPykYz4jCoV7GwuECdImEQ8FXuxBtaoJr9CWKcsto9VgvstN/Il3G+05YdQLcOY0LL6kKU/zZ04rg27aysld4N5TeqAa0Z1WitZN81BtIuvqZ72rgLMZxlsG2lbjtE7gYNbHWhhlKqWQWpGvGpRQVa0gcejMmYtbRoS29cRK0T6LH3hTbvGQcN/gPnbuM+n7HCBVpIiBZEY5Q1iKyjT6hX7H25W787ko9OIho9BlhfolBiHzBdl4ZYAvnv9VPn/1txh0W59AtLWK0h7cgVlGA7MgF83yCkVbZ88bB/rYAhw68w7dB9UcQeD+g3DwkPpLjkQ4dAi6m+UMmTDYqWXkvpadwnSejpDC7G38iSnl+ZimgexQ9mlEXU87qcY4Gabrd+Cz5+AbM/rehhZ276WRcstoyHqYzjfkSJRoUKVq1fb5pKTjDnrm6gih096vMSVr4EJMWoTBaSgtXI1ZbAPbX+4z6lXmL+3BdDCLpiApoTIW5zuDCuULZTuGK17ecLEKuhZuGX3lALwQda95/n5l90k+IxNGUu+NPkZOe+hRR2nx/HkA5s6c0grYDeu0zQD82TO/wXGgNG4wdOslsxac5guYz7TqArUOBoahD0yQuGWzButqXWlyrVlGokmtQ5tMtBDtBL2VLbzkwmg1QFjTFtjOvNz8xw6tC9GCFkJxi8tht4h1vcUgu0wYRdNOY4avp26mjfoTikIhlWEcFUbukB8Ys6ott6QZkqqqe7vlkM3b26w7BDcozX9Xak7I1dDCjyVmLVpoVxK6QNHtmGUzuvVLtOo1h8Z3yuh+wJSFnRSvdIae+962SyXmWzFoy8cPW5zcHKbb6XhNRyt15Mw7D+2+OguPdeEPpuB9AnN2flwYhdgWeE2wWyaMvJJDSn4OatE0hfk8mdw1t0MLeRYujOz7eSdXb/WRk8XRjECdnlTuZ6jsaaPC2IXpjo61anvXQ7tzWgDqGXimA+9uWpjOcxkbe47KLPgrJXxpDsrX4Ng72zXxM+X7vSmswWOGYuwF2nOWkVOyjE6fIpYT/D2MLo6IpMgfL1w5bhmNU4Fe73WqhrQbblCud4QXqNUxbNqouE7VMmTIoohso+a+HjDfiUGOzrxcbkYxy8gPsgu2cWFkgq9yx34YFUZS6BxjVy2TgejkUwiz4d+hS0p4dJiutDXx3KgkjGILCcWgLbmTNRDazP5K2gAGL9d/DU1OLDMhOywt6ozR97p89QIA9TBv1rE98jX0br7bJY+mux6fUUHr00jv0GOuNxvTOe8Oyfegl41yqyx1NC3UahoI1Afgqx1ThCxfJ7WtkNGAhBzmTeHhQiqU6tcvF6rQdCfAUwW6J5tC82+wR2xM6PkeErN6zk+1SdHJX0srjDwQZAE4JjA3B9PAR2fh5JssbcK+VIf1ikQXmO1qKDi0AtEbIno7+crO5+UOXB7A7JHR2oBu7edQ7LK0BX73Cu1pYVR0u8wcOqTRShNWIgDHT72LueoQlRRt6RP7/0kRPzm5P2doEWVevThAKqA63pPGiyyuBcWMU3JqplkHFDJIMF3R1rS7ZtBADnGlsj6mdXp1gZQYaYfAK0AMglmKpR44x9PBhJHdB7OM+oz6fryatgsjh2H8Gb0Drs/NGawn5jYCAyuh4s+wFlooLxa2fuaXumxrVmTQTV1ZrxhGBcDSG2oRD4fjXZm2Jl/D3A+1HcrDrHcK0wnwwQruOdwqJRvl4YyPmW6wA/KAiYELdlMaXBgVpQYr1AEOTWvV6xVIidVuGRVB90SyqHLLyISRKzoujKKo8MibDY5T1xRCTzIOkBKBHcb2+X7mCHw2g9BGEAJpPyuBDxyBExaiP93V5nZVsBy+Qr8zacmPdeHijFrnQ7Ho2ND6qEqzjAZBUYsh0B0r79NFeUksWphuRXbol7wLaE8Lo7lTp+jYbpz04gWQEGhoWmYe2lDObVlGBhclrcmFUWEBCuX6690yklrzdRITglRzTmhDu5ugY0QsdNuFjf2VonTswDsEEuy+ScDZockLcS4AH56CY0faObrDd6rQMO8+WTKuZDDgFKl9hAt7h51cGDm009AGJ9SF+i2kaJ+9L0BUK8H7A9Xml7rkgr3bjtEUFq049k4OndWWWjO9w5u/vAmU1muH8Iknd14vzVVw7Fj7PuM2xs8VkZ2QW0YD83X6XvOItcPHYem9ujenC837WZRWAHlLjvF9Kdme7NAiBF7PzZ/tWrm5MJqyPVFlwsjD3d1iFVEhshzhlQyVyBU0t4w2Uw46weDhYvQZcjoYYG0Wno1ZLpPtZ0+e9qrgK/Z5Z+w+PeBDFZw61qIZA3Zmfd8NtKd9RnOnTiWH/KTDLcDLL3+F40M141M0nYz6UTaiAmWcay6MTKN2BttMsIyaQg/wSmC0bI8zQWkPsreeiGYZ9X0TZwc/t4wcQumMHeTC5uQVIIYBZGBhqcBCFpQh6CEdFDBXaLb+0Obl7QCiQYRFp3Vu5z2FCCaMPES3aP1hCz/9N3nvl0o+ZwU7nUl5lYYQSCqqJ0u+YYESri07dLkc1jNjsciDIGHHPhVfr/EQ3y2/J+3a3wj5O4xsQxhe52DJMvI9UjJiGVUdWDmte3OqhKbSsjW+f8iFUdkGMOTz+WAHVq0g7fMPwqFnWh/cUgGhv7Ewmi7gStR5QGYZyahltFypsrfShXqN1MlZFczWMtpsGSuxWntuxU/glgtAPQtPFxr8II1BiZA6+HpAzUqtazEJgjw8DUzDVXSStSETe4n2mOxtafGll5g/fTol0m304sU4ske71A5RwaZlXCALLpD1llGKihoTRtj1y0ErGRSZdYB/35mbHzBRGMvDwYvc8smYAwYjeISO0MIloAd5YEJtvChkTl2DYqZKjRasG1Kl87yadlFqrtG4ZURh1a+FlIwLemj79x2lOXqQukNKuo3ZnMqCVN27CfoOLldtblVa90J9GePCqLznFB86+Rep5hY2f3kTKLeMduQzsnW80Rpjbt1uJ5rPE5p3SglGrbL3lgkj0IjNYggzJozWYrvH3BfklpELiRzWnC3hyBG9ZnUerhxpIdols/w3gkHfInD/fNsCQ2ycga2LBwitWmj1SkfrwvWjWiT+GAOzjja1jArdd0OTYpMUgCmg04ML3TYXqcoso7I0P2mlfqAw3FjQQma5RVJLm71Ce1oYzZ46xQyqyUyK3gE4deYheuUsniHdZMJoK80lCRdIpeYdevJw5jyoK6BMtB9HKyU4Ewqmkc8DvdiO4dWSvWpDyLRGZw5u/pdZCLtv/CQoTBh5zbyNtO+ewSq9itRVsxDVIN1aARVmw46umWu+gVGYzhu/eRHLYVdLpww6Oo4/e9+ucSgoClS1jnW5AzRtSLYLvHosQARg+R0LfPOvvIerZ3ee2u7ruVX7hnFyH8mNkisXyNbCMFVk3+EY7oPsu0Jj+6fObrQUNNJruiSF7yeDNVN+8mCfSVGE/m4jFlEW1MreLFKxC9xzmpHcsTxQwhOYVwy6XenCq0GjP8teq1D0y/b6jagUVbb6YnlXE867oIVOl4s2yboqTGGILXoxLHXdNoMg/X4EDTTayg1wt9Eee1yltcVF+teuMXfqFF3gu+cgzm1wcRFoYqNCRPSANQBCKha5EeUQ2rhlJKb95AfPLakVg5hyBp4c5wIPd2Dlze133KfiVRuKXBiZhpxr9eN4uzMKrwC+wuToQqf7A1yYUrjPC4d6NNSIZWTCyEsX2RRSyf5SVPvzqtRlgPNvh8NvqJbZrdpnXy3QSs2F/t4IdIfK6K9VCu10sgCGJqyPVgRlPoMu15VM6Osp7EwYub/vRmE6Z96wdWh5iqbb4aAp9L5SLd5bjdSBpIUtiY7fQRWWYcyg4MBI5Y5Vt+InzCMXrm4Z1c3Wgnb8HlFaC0xMaVyxwIFhAS8blFxY4V33jUY2X58SFUapEv4Ge6YTFJnwKg9eFsmtV7eMVtY2hyDz52ni5tfdjbQnLaOUY3TqFKAvvdrgxb/4/OdZbZZbmM61xDjZoZmTM0W3jDzENcEtjNa6cmF0LWgQg1tNkv4ivTHP3nbLqF+0uUkjAQq5ZSR6fcgEg/uMoE267ctkTdZpTuAt91nzQYcG3TIKJBUnBBVG47BWWbaFTkPVWkZBNCH21XMKyXnzNAQWGzi0rBCj56d0a30HtShs5MLILSOHbXK6Ef/NiFKwkwAGY7g3etpciYmyDWFkf+0UGhRINRWTBWaKztfmda2XRPdtiUJZ7jP0/Zv7KCfBdONzBIvWNMt+J1FkI5aRjRNsH3tV+Fc6KlBmuhlMF1qkYiMaEUZh9Kzm1CtUGA0wZS9fO1ql9LJZbZs2RUS/26AW116iPWkZXX7uOQDmT29Rbhk4/VM/y8FffZnhrG4iL4wo2wivnQYtndOFNxXZYYG04fJMcz/MSwYxjEe9uVaXkzOoQVAsv6bNwUjMM7TXOezi/++aLLSZ4muytU8izdchiWCQXUHypRWFHmYYPYCVadoRs1AyywjREixh0AZvTAMnluHMe4xRmWXUafTZhlFhy1TmyB5ukjC63pBnu2Uq9b8TJj9cgNdOwsJ4wbQdkjPvHFrdiIKsr8+2XQqZX86rTr94AC6WsLike9P9jlOFhiEnv2S23whZYMEWz+PBD00DYQf12PweDqUVQffuEIMIu3ChB2J13vws9e08buYz8mCONdtvGwmjKmjFhTWbj7caSecKPRvXwvaUiLT2e4w777HHVXr6N36DotPh5Pvet+W19TtOUL96gv6salFNgLpusd3NqIvWSrvQhdcsBHq21/Zdic1oR1HH6xfN+eq+n6TlMgF2gtR6YjWoRZFHGoFZID5GNp6HYyfLKCiuvSrbg6H8kMUmE0aZZeT16WBUA+2UbSmgjgkgZ7Cu+RcDfY4S+Mg8xPdnUYJ2WINBfcMJ6xhMMx5/jpTzs9NQOjJmy86EUSjgpfshXoNN+uhta3y3crcL011P0ERRkmrTufLUL7To7VMdFUYeLDJlvpBU3zBYQBC0ZZyYvJ9cMETRkH0xeGonjvvxcUpTpAbovgwdWC6hWGk7piaYbouoSN/fK5Xu1Y1gsxJFAFbjmO8sU45i0AKv3a2UCFrLfSM/9t1Ke+xxlZ741Ke496MfpTu3kaOoJWdeoQSmFV7qW/L+lj1lgIMVvNqDV82vMTcHb9h/hjFIwpndkh343LeTFPoJm9lbJqwWpHDw9D2D0hIkkr3x0wAVTFs2eIEVIN3CieyULCObgwcwhEwYNVUbNZfP1yPvOkKqBO2ljpoInWxtxiGx/qzmIdG1MPPYVl+AVshOquF2I0w6Wag7hNtyZeJGyIf1xnSbjmkWyfVAkoUpCy50gwn8QYDzsxqRKRb/MWVKiDTmQ8KsE5vwmsN0k+aY/Vy5UhJ25s9LFphb2mYZRaDb1zy9QdR+Yp1Oay0OzDLaTKF0YXT1KLw4Dfcd2/i6QQVray1cSWhhdr9PHZnYJ2vd84iu8V4qkgp70Gd0+YknuPTkk7z1B39wW9eL+UFCAc009LswHLLtXJMDFSzOwPkSOmvK+P0AFZGRiLwCPfzXrMii5wNtZhlBmx80LoymgTcBCx1lFAtRYZX0PeCeY6OO/0GljGcrZuffd0npxSbHfUb1/XDpxCisVJlAqM0ySnXL7F4enbeRwFg6A088DGuHrDHZGANzPxoTLLzkM7pOYSTX8d2k7d6gNPJ94Ax/02ttja8n2bby4r62xwuz4psZuOp+yayocDQ/Xgf4SA/OnGoh4EEmJMYpt/Ryq3gnFoGvrRdYTcIo6lmYttqQvs9cwG7HZ+TK1lIHrp1oBfC69UKT1Vfs3sl3Vo7ep95GFW5HXMp6VMHaC7THHhee/9VfBeCtP/AD27p+5SxcegucOw5xqrUchO0Jo1m0tM2FqzBXMpL0GsZyeVwYXe3qQcl9RpIxh3EqgjpZr9omzgMf3r2AZuYBj85C/eaN5xqwQzPcnoPemX4MKmCWzTLKo47qY3BljXXJvXWp4a5dt4xErTERDYioNmMSonkkUqoDPQpI5mdwK2uS5uv5N9cN08n6e25FSZm4QWE0sg+2soxsjuMNILdDRdlGYeY9do5Mw6U1WOu3e9N7DAVDC6a7aJkoSCH5WwUwBNp3H8POhJHfox9IlebdMirQXKg3RC2k/PpB2Nr35hbNlWr9WV13XakCscqswlwYJR/mFsIoWUb70XR3P73w6U9z/N3v5sA992zreunAxTdBnNWN1O9ZKGuzNUwHKozqaVgZgPXpax3hcb0wImh31KOXYdYqHySITSaP6bWvrgRL7NtgXhI217Zco6t3YBm5NluZr6AOowculRYKo997/gF4+R79Xsi0WkG12s00yJR/VSrM1xStD8PJi3aO73Cf7/UGMFxPAdIE790Eyyi3JDa9dlbX+I3tbfMRSlXGbbxSoDOEYzPQTKmyMmIZWRDKyD3sLy/gOykgJi2lBcA4XDupy+6Gc/Vxgt6nNGGEKTdThfl7uu31ImrtNJjPcgPyqMwrEQ4utom2k65zGC5AqqTiZ62EVG3c/cCbPo+d8x2lD9wFtMceF64++SQn3/vebV/vcENhTHNt2oqByvYso2lUKxsWMGMuqqQRxvWh3WcFTtdw9uHW4ZqG2SBZpQoagbbKjUXgFDavehuat18vofX9ECyaLpvDwJhnfrAKoD8D1w60QQh5YEBkcyd2AanTbSlqZU2NXe+ReePvKM4q1BqvM8/oRiyjG3UaJaHG1parCLx+Dl5/687HcbgUdP3eFuDkFBzuQT2lidMeJNMDms4EONT+ciGxWQCDC9cCU9CuJ4ChIEHnDsWWBfRE33XhwQv2p19AHML89Mb3ngKOAicHcO97Nk7/SMLIFNQp+71nz5yfk60CGPwM5FGve4X2FExXD4csv/wyc2fObPs7zki8LM/KHKnR1nY0lwDMWySdx0u4gAuMMksB3jkNvGf9HLzi86QNWgTNNJ/JqhBcD/m8ttMvx+dViYXUmkU2rOD374UHS1gYtNn5Ofnh9fwjT3iEFkbbTIMsRA+2t7goaf1eTlVoW0aP0Aw8/u0wGMImiOVESpbRDqEvZ5g3BaZje5ZRhV54Pdp1Cu1G38fREo7eb4EqHX0OF0ZzwHs7MHN4/VwRLVjKhBB7+++klOXCaCOmP3Gu6Fwvd9UnW2a5aaG0BngVzFRj30G7rU7PTrqrUgF8cAHYQnetUFSgMWF4CPjwXKsgJctoGxBkmvt1wKvf6rSnhNHlCxeIdc38DoSRa3ieO7Hc0zBO2B5MB/BABRc6baJqwoW3+f2tNGuHBQZDKDbR9LYiDy1vxiy2zagMKmi94OniDDx5AF65Aj+C9RQam3cujCRo++81y+53rXYzqMbr2VVBIwIXDreC3qkTJluvAa2X11yPLwUVYDthlj7mzbCMoIUJt7LKZ4APlHAdxcm1TYdbqtk4AQ3IGcioBX5qAkN3wb1cwvTy5CiyfElCsCg9dmbd+9lYQytypFyioMLoOPBtBzSlIs1NYFhrJODNCBJwYVObo0qA+axfUaA965OKpOaUFI59YXR30+svvghsL9nV6QSwNGw7p/antJxMEhDboAMCBzK4RDD8eJvfTxr5BuS+pj4wtQUmvRm5z2gnnUwrsczzAtaOwutHNefjYg9YbrvbrhvHhFEo4F0VDN7e/l8/tIm7kyhgllGpa3lgYf01zlDHLYhgYxfN9p5vnN46w45NKrGBb9QH4Ibedi2s45to/ZtRgdVum7BHH+7AG8e2FoYugPtrcKbXpg9MusZh3F7cunjpxHsE6NdwwKy2ZF1Utj/GFBUR9Ut2d5BcuxmVqPBo2Pgdpy7EWwijEg0KmdR2/W6nPSWMLrkw2oFlNA88fE5/LtB22P0OhLXrh10STLfNDZc0yA2ud2FUN9C7AZjOhVGUzR27OXWCVSMOsHoEHn9E/QjDoQq1ScLILaMcbqrGrM1x2C0n1x43s96SwJswdhO2rwjcDHKY7mZYRuE6fFY7pQK4cgzmrqwXDF2BEye2vkeFWmfHhnDynZOvyX2EEuB9ARa3fzSBVvAMa6jm289i2JjxBzTgp7t1muG2KMFwbCxIK7EisNuoZ/nRaRjcd3Pm9q1Ee0oYvX4dwiinKWBtBpanYGZw/fNITsodmOKbtQRwIVIMbo7PCNk+TOdFIUPRhtT2gdWudr8cTIAjPT9pUo23QjSsdVOYDp3jZgmELvDGxz6E+rMO38A67ZSSFX0ThEi1A4v6eqkEXn67ogCHr3OsAviuGajfszEU5kvizvoSOHhwZ+O4YkKAuSxatS429s946aL567QcJ81ho+hNp05Qq2874dpFsXEY+d1Me04YFd0uU4evA0hHraT+Alybhd7K9c8jwRM7hSM2EUYEbamwUfjpdsh9RmEbmeJO0wGqPBDBrKFmBi7VBrtMgOk8KXVirb3YWkqT6DSaVb/ZsxZYO+sJMN25HTK8G6X07m6CMHpfCUvXt323Tb52NxqOLmGbZYtugHxtu3UbrVqyebBAATCEmZskjKDt5rrRmX5rgNd7Nw7V3s2054TRzJkzyHWegCkUBnvmAVi8BBugD1tSMnJ2sPod2ZiXuTAquTGHrN9nPOR8M7ofOHFKNb4yWhkWYKkHT1vybmeCZSRBxxp/FVMGuWymQc4D797Cb1OgEU63Eo7biARSNesbpZkCZo7f+H02I8+vuZ5qEzulkP66PnKrs9vAlFVIOIWG+89uIGzeXsDl2ZubVNoJmlO1UeDBwQAH33Lzxrsbac8Jo+nrhOhAN/6RLlwMMLgBrcqS1LftlwF4pILFDZiQw2ubJbxuh7wCxE5aJAgwv9DOA7Tgw2IXnpiHlQYOjDmv88oN4/TOQv0GN8oE54Cul/O/zXQzo+luBblScjMaAm5FYYcIwThVKBPrdds9UwHnNvFrHS7g8LnrH3MS9QpYvMFn2eu0p4TRpRdfZO7RR2/oHgdLeKWnAQzXSxXw0RlodpAd3w3Q3QCecWf9jYapeqSWsH2YbmQeogxsptJIpgvTUPZhYYwxBCzRdYKgKAUOHtr52ON0GPiuo3dGSRVP0t1J07jbSTmMutv0DoHlG4SWP9KD4b03a0bXR5VHb36LKBx3Iu0ZYdQ0DZfOn+fEDVhGoBBRPQNcvbH5FOWOcyc3vhcWPXQDYd1+H6+EcD0O1IDm78z1tCV1v4HZVZidX3/tIVE4cDfpRvxnN5MWgHeXsDBhHe5E8jJPt6I+y4kOcINWSrfaOn9nt6lEq9bvxcCDm0W7ut1E5PtE5AkReUpEfn7C/4uI/EP7/6+KyHt3ay6vvvoqw8GAmZsgjELv+pImd4tm0HDq3k0QRu4nuB5Ha4VuqOlpLQo7BGamJ9/rfT148DpK1XwrkgBnF2DhwO2eyfZoMxh1nyaTF0u9E3yUN0Jb8ezdpF2zjESkAP4x8DHgReDzIvKpGOPXs8u+H/WB3w98EPif7N+bTi9aWPeNCqMCeKSr7QvuFJoCPnIQuMEoMcFghutkQveixWBn5mCugFc7MLtJRYjNcon26faRYGWe9oXRtqnCiqN+CwujbfLsXaPdhOkeAZ6KMT4NICL/EvhhIH+wHwb+txhjBP5QRA6IyMkY48s3ezIujMrTp1m8wXt1utA5xQ3f56bSTXqT0ZjQ9T7boZOwjObzrPagOnyHrdM+bYt6AqHZf3fbpQqYbrSz8W6t2fIu3Tej7fDsXaPdFEangRey319kvdUz6ZrTwIgwEpGfAX7Gfo0icn1ZPiLVZx59lM9c15d3mZomEMJ1Fqm5uSSE8B9odC530LxGaH9eO6edz00+a22hdpXu1DW7jnn9zm7Nxalpml+oa6FtWrsTmhKRL2S//1KM8Zey37fDs3eNdlMYTTJYxzf2dq7BFuyXJly7swmJfCH2+++/0fvsBonIF+JweMfNbX9eO6M7dV5w585tf147IxH5QoxxN+a1LX68W7SbqPCLaNdrpzPAS9dxzT7t0z7t0z7tPt1WfrybwujzwP0icp+IdIBPAJ8au+ZTwI9bVN2HgCu74S/ap33ap33apy1pOzx712jXYLoY41BEfg74LBqE9ssxxq+JyM/a//8i8Gng48BTqH/ur+/WfIxuGOrbRbpT57Y/r53RnTovuHPntj+vndGuzGsjnr0bY00i0UC2fdqnfdqnfdqn20f7mQT7tE/7tE/7dNtpXxjt0z7t0z7t022nPSOMbmeZi7F5vElEfktEHheRr4nIf26ff1JEzovIl+3Px2/D3J4VkT+18b9gnx0Skd8QkSft31vcDQhE5G3ZunxZRK6KyN+6HWsmIr8sIhdF5LHssw3XSET+a9tzT4jIf3SL5/U/iMg3rNTWvxeRA/b5vSKykq3bL97ieW343m7Vem0yt3+VzetZEfmyfX5L1mwT/nDb99iuU4zxrv+DOuO+iZZk7ABfAR64TXM5CbzXfp4D/gx4APgk8F/d5nV6Fjgy9tl/D/y8/fzzwN+7A97lK8A9t2PNgO8E3gs8ttUa2Xv9Ctox5D7bg8UtnNf3AqX9/Peyed2bX3cb1mvie7uV67XR3Mb+/+8Df/dWrtkm/OG277Hd/rNXLKNU5iLG2Ae8zMUtpxjjyzHGL9nPi8DjaObznUo/DPxT+/mfAn/h9k0FgD8HfDPG+NztGDzG+Dng0tjHG63RDwP/Msa4FmN8Bo0afeRWzSvG+OsxRs/U/0M0b+SW0gbrtRHdsvXaam4iIsBfBf7Fbo2/wZw24g+3fY/tNu0VYbRR2aHbSiJyL/Aw8Ef20c8ZpPLLtwMOQ7Otf11EvihaggngeLTcL/v32G2YV06fYJRB3O41g43X6E7adz8J/Fr2+30i8ici8tsi8uHbMJ9J7+1OWq8PAxdijE9mn93SNRvjD98Ke+yGaK8Io9ta5mISicgs8H8AfyvGeBWtWP5m4CG0Nt/fvw3TejTG+F60mvrfFJHvvA1z2JBEE/F+CPg39tGdsGab0R2x70TkF9BaZr9iH70MnI0xPgz8l8A/F5Fb2W1po/d2R6yX0V9jVOm5pWs2gT9seOmEz74l83X2ijC6o8oOiUiFbrRfiTH+O4AY44UYYx1jbIB/wm0wtWOML9m/F4F/b3O4ICInbd4ngYu3el4ZfT/wpRjjBbgz1sxoozW67ftORH4C+AHgx6I5GQzSed1+/iLqZ7hl3aU2eW+3fb0ARKQEfgT4V/7ZrVyzSfyBO3iP3SzaK8Lotpa5yMmw6P8ZeDzG+A+yz09ml/1F4LHx7+7yvGZEZM5/Rp3fj6Hr9BN22U8A/9etnNcYjWirt3vNMtpojT4FfEJEuiJyH9q3649v1aRE5PuAvw38UIxxOfv8qGjvGkTknM3r6Vs4r43e221dr4y+B/hGjPFF/+BWrdlG/IE7dI/dVLrdERS36g9adujPUI3mF27jPL4DNaO/CnzZ/nwc+N+BP7XPPwWcvMXzOodG5XwF+JqvEXAY+A/Ak/bvodu0btPA68BC9tktXzNUGL4MDFCt9Kc2WyPgF2zPPQF8/y2e11OoP8H32S/atX/J3vFXgC8BP3iL57Xhe7tV67XR3Ozz/xX42bFrb8mabcIfbvse2+0/++WA9mmf9mmf9um2016B6fZpn/Zpn/bpDqZ9YbRP+7RP+7RPt532hdE+7dM+7dM+3XbaF0b7tE/7tE/7dNtpXxjt0z7t0z7t022nfWG0T/u0T/u0T7ed9oXRPu3TPu3TPt12+v8BsUHarEPcOZMAAAAASUVORK5CYII=\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
    "source": [
-    "fig, ax1 = plt.subplots()\n",
-    "ax2 = ax1.twinx()\n",
-    "\n",
-    "pd.DataFrame(mimo_noisy[:,:,0], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n",
-    "ax1.plot(time, np.sum(mimo_noisy[:,:,0],1), 'k-.', alpha=.5)\n",
-    "plt.xlabel('time')\n",
-    "plt.ylabel('stake')\n",
-    "plt.title('step_up tokens staked for proposal 0')\n",
-    "\n",
-    "ax2.plot(time, mimo_noisy_response[:,0], 'k')\n",
-    "ylim= ax1.get_ylim()\n",
-    "ax2.set_ylim(0, ylim[1]/(1-alpha))\n",
-    "\n",
-    "plt.xlabel('time')\n",
-    "ax1.set_ylabel('tokens staked')\n",
-    "ax2.set_ylabel('conviction')\n",
-    "plt.title('Support for Proposal 0')\n",
-    "\n",
-    "fig, ax1 = plt.subplots()\n",
-    "ax2 = ax1.twinx()\n",
-    "\n",
-    "pd.DataFrame(mimo_noisy[:,:,1], columns = ['participant 0', 'participant 1', 'participant 2']).plot(kind='area', alpha = .5, cmap = 'cool', ax=ax1)\n",
-    "ax1.plot(time, np.sum(mimo_noisy[:,:,1],1), 'k-.', alpha=.5)\n",
-    "plt.xlabel('time')\n",
-    "plt.ylabel('stake')\n",
-    "plt.title('step_up tokens staked for proposal 1')\n",
-    "\n",
-    "ax2.plot(time, mimo_noisy_response[:,1], 'k')\n",
-    "ylim= ax1.get_ylim()\n",
-    "ax2.set_ylim(0, ylim[1]/(1-alpha))\n",
-    "\n",
-    "plt.xlabel('time')\n",
-    "ax1.set_ylabel('tokens staked')\n",
-    "ax2.set_ylabel('conviction')\n",
-    "plt.title('Support for Proposal 1')"
+    "In plot 8 above, we can see the aggregate inputs (tokens staked/unstaked) and the aggregate outputs (conviction accumulation/decay) of a noisy input process, more accurately representing the behavior of these systems in live deployment."
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {

From 32f9c3085ce3385bc523996c903cd75fa45a2bac Mon Sep 17 00:00:00 2001
From: Jeff Emmett <jeffemmett@gmail.com>
Date: Tue, 11 Aug 2020 15:12:43 -0600
Subject: [PATCH 5/9] Jeff update README.md with NBViewer links

---
 README.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 3981729..c884ee4 100644
--- a/README.md
+++ b/README.md
@@ -5,9 +5,9 @@
 
 ## Simulations
 
-* [V1 - Initial model](models/v1/Aragon_Conviction_Voting_Model.ipynb)
-* [V2 - Full complexity model](models/v2/Aragon_Conviction_Voting_Model.ipynb)
-* [V3 - 1Hive model](models/v3/Aragon_Conviction_Voting_Model.ipynb)
+* [V1 - Initial model](https://nbviewer.jupyter.org/github/BlockScience/Aragon_Conviction_Voting/blob/master/models/v1/Aragon_Conviction_Voting_Model.ipynb)
+* [V2 - Full complexity model](https://nbviewer.jupyter.org/github/BlockScience/Aragon_Conviction_Voting/blob/master/models/v2/Aragon_Conviction_Voting_Model.ipynb)
+* [V3 - 1Hive model](https://nbviewer.jupyter.org/github/BlockScience/Aragon_Conviction_Voting/blob/master/models/v3/Aragon_Conviction_Voting_Model.ipynb)
 
 
 ## Background information & concepts addressed
@@ -27,7 +27,7 @@ As our governance toolkits continue to expand with novel tools like Conviction V
 Conviction Voting offers us new insight into the collective intent of our communities. It offers us a richer signal of the emergent and dynamic preferences of a group, such that we can better understand and discuss important issues as communities. It eliminates attack vectors of ad hoc voting such as last minute vote swings, and reduces user friction by not requiring set times to cast a vote.  
 
 ### Conviction voting Algorithm
-Conviction voting is based on a linear system akin to a capacitor which "charges up" dynamically and proposals pass when a certain level of collective energy is reached. The details are explained and demonstrated throughout this repo but the best place to start is [Algorithm_Overview](algorithm_overview.md). For more details on the charging up mechanics and the parameter $\alpha$ see [Alpha Parameter Explainer](models/v3/Deriving_Alpha.ipynb) and for more details on the trigger function see [Trigger Function Explainer](models/v3/Trigger_Function_Explanation.ipynb).
+Conviction voting is based on a linear system akin to a capacitor which "charges up" dynamically and proposals pass when a certain level of collective energy is reached. The details are explained and demonstrated throughout this repo but the best place to start is [Algorithm_Overview](algorithm_overview.md). For more details on the charging up mechanics and the parameter $\alpha$ see [Alpha Parameter Explainer](https://nbviewer.jupyter.org/github/BlockScience/Aragon_Conviction_Voting/blob/master/models/v3/Deriving_Alpha.ipynb) and for more details on the trigger function see [Trigger Function Explainer](https://nbviewer.jupyter.org/github/BlockScience/Aragon_Conviction_Voting/blob/master/models/v3/Trigger_Function_Explanation.ipynb).
 
 ### What is cadCAD?
 cadCAD (complex adaptive dynamics Computer-Aided Design) is a python based modeling framework for research, validation, and Computer Aided Design of complex systems. Given a model of a complex system, cadCAD can simulate the impact that a set of actions might have on it. This helps users make informed, rigorously tested decisions on how best to modify or interact with the system in order to achieve their goals. cadCAD supports different system modeling approaches and can be easily integrated with common empirical data science workflows. Monte Carlo methods, A/B testing and parameter sweeping features are natively supported and optimized for.

From 3dd0e0fcf98b019c57613575ca164075bdfbe731 Mon Sep 17 00:00:00 2001
From: Jeff Emmett <jeffemmett@gmail.com>
Date: Tue, 11 Aug 2020 15:49:31 -0600
Subject: [PATCH 6/9] Jeff adding 1Hive references to README.md

---
 README.md | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c884ee4..2df7b4f 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # Aragon_Conviction_Voting
 
-[Conviction Voting](https://medium.com/commonsstack/conviction-voting-a-novel-continuous-decision-making-alternative-to-governance-62e215ad2b3d) is a novel decision making process used to estimate real-time collective preference in a distributed work proposal system. Voters continuously express their preference by staking tokens in favor of proposals they would like to see approved, with the conviction (i.e. weight) of their vote growing over time. Collective conviction accumulates until it reaches a set threshold specified by a proposal according to the amount of funds requested, at which point it passes and funds are released so work may begin. Conviction voting improves on discrete voting processes by allowing participants to vote at any time, and eliminates the need for consensus on each proposal. This eliminates the governance bottleneck of large distributed communities, where a quorum of participants is required to vote on every proposal. 
+[Conviction Voting](https://medium.com/commonsstack/conviction-voting-a-novel-continuous-decision-making-alternative-to-governance-62e215ad2b3d) is a novel decision making process used to estimate real-time collective preference in a distributed work proposal system. Voters continuously express their preference by staking tokens in support of proposals they would like to see approved, with the conviction (i.e. weight) of their vote growing over time. Collective conviction accumulates until it reaches a set threshold specified by a proposal according to the amount of funds requested, at which point it passes and funds are released so work may begin. Conviction voting improves on discrete voting processes by allowing participants to vote at any time, and eliminates the need for consensus on each proposal. This eliminates the governance bottleneck of large distributed communities, where a quorum of participants is required to vote on every proposal. 
 
 
 ## Simulations
@@ -9,6 +9,11 @@
 * [V2 - Full complexity model](https://nbviewer.jupyter.org/github/BlockScience/Aragon_Conviction_Voting/blob/master/models/v2/Aragon_Conviction_Voting_Model.ipynb)
 * [V3 - 1Hive model](https://nbviewer.jupyter.org/github/BlockScience/Aragon_Conviction_Voting/blob/master/models/v3/Aragon_Conviction_Voting_Model.ipynb)
 
+## Current Deployment in 1Hive
+
+The 1Hive community has been actively developing Conviction Voting contracts in collaboration with BlockScience and the Commons Stack since early 2019. They currently have a DAO live on the xDAI network at [1hive.org](https://www.1hive.org) that uses a native governance token (Honey) to allocate funds to proposals via Conviction Voting.
+
+To see Conviction Voting deployed in smart contracts with a basic user interface, check out the [1Hive Github](https://github.com/1Hive/conviction-voting-app).
 
 ## Background information & concepts addressed
 

From 4610031e5ca0ca4f9b0ee8167ff0b628410a0580 Mon Sep 17 00:00:00 2001
From: Jeff Emmett <jeffemmett@gmail.com>
Date: Tue, 11 Aug 2020 15:56:34 -0600
Subject: [PATCH 7/9] Jeff's addition of Commons Simulator reference in
 README.md

---
 README.md | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 2df7b4f..4074031 100644
--- a/README.md
+++ b/README.md
@@ -9,12 +9,17 @@
 * [V2 - Full complexity model](https://nbviewer.jupyter.org/github/BlockScience/Aragon_Conviction_Voting/blob/master/models/v2/Aragon_Conviction_Voting_Model.ipynb)
 * [V3 - 1Hive model](https://nbviewer.jupyter.org/github/BlockScience/Aragon_Conviction_Voting/blob/master/models/v3/Aragon_Conviction_Voting_Model.ipynb)
 
-## Current Deployment in 1Hive
+## Current CV Deployments
 
-The 1Hive community has been actively developing Conviction Voting contracts in collaboration with BlockScience and the Commons Stack since early 2019. They currently have a DAO live on the xDAI network at [1hive.org](https://www.1hive.org) that uses a native governance token (Honey) to allocate funds to proposals via Conviction Voting.
+### 1Hive
+The [1Hive](https://www.1hive.org) community has been actively developing Conviction Voting contracts in collaboration with BlockScience and the Commons Stack since early 2019. They currently have a DAO live on the xDAI network at [1hive.org](https://www.1hive.org) that uses a native governance token (Honey) to allocate funds to proposals via Conviction Voting.
 
 To see Conviction Voting deployed in smart contracts with a basic user interface, check out the [1Hive Github](https://github.com/1Hive/conviction-voting-app).
 
+### Commons Simulator
+
+The [Commons Stack](https://www.commonsstack.org) has been working on a 'Commons Simulator' to facilitate user understanding of these novel governance tools. Progress on Conviction Voting can be viewed in [the Commons Stack Github repo](https://github.com/commons-stack/coodcad/tree/bigrewrite).
+
 ## Background information & concepts addressed
 
 ### Conviction Voting Basics

From 00bae57c97d099d4adac3e447d4ed4db82cbff90 Mon Sep 17 00:00:00 2001
From: Jeff Emmett <jeffemmett@gmail.com>
Date: Tue, 11 Aug 2020 17:10:50 -0600
Subject: [PATCH 8/9] Jeff's Aragon CV Notebook updates to 'Notion of Honey
 supply' section

---
 .../v3/Aragon_Conviction_Voting_Model.ipynb   | 918 ++++++------------
 1 file changed, 285 insertions(+), 633 deletions(-)

diff --git a/models/v3/Aragon_Conviction_Voting_Model.ipynb b/models/v3/Aragon_Conviction_Voting_Model.ipynb
index 0547c09..f60050f 100644
--- a/models/v3/Aragon_Conviction_Voting_Model.ipynb
+++ b/models/v3/Aragon_Conviction_Voting_Model.ipynb
@@ -84,22 +84,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 121,
    "metadata": {},
    "outputs": [
     {
+     "output_type": "display_data",
      "data": {
-      "application/javascript": [
-       "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
-       "    return false;\n",
-       "}\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Javascript object>"
-      ]
+      "text/plain": "<IPython.core.display.Javascript object>",
+      "application/javascript": "IPython.OutputArea.prototype._should_scroll = function(lines) {\n    return false;\n}\n"
      },
-     "metadata": {},
-     "output_type": "display_data"
+     "metadata": {}
     }
    ],
    "source": [
@@ -111,7 +105,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 122,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -131,17 +125,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 123,
    "metadata": {
     "tags": []
    },
    "outputs": [
     {
-     "name": "stdout",
      "output_type": "stream",
-     "text": [
-      "for reference: max conviction = 5.25318713934522in log10 units\n"
-     ]
+     "name": "stdout",
+     "text": "for reference: max conviction = 5.25318713934522in log10 units\n"
     }
    ],
    "source": [
@@ -154,7 +146,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 124,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -164,23 +156,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 125,
    "metadata": {
     "scrolled": false,
     "tags": []
    },
    "outputs": [
     {
+     "output_type": "display_data",
      "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 4 Axes>"
-      ]
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157.3168 \r\nL 119.953414 157.004953 \r\nL 119.289272 156.014609 \r\nL 118.624085 155.024265 \r\nL 117.95785 154.03392 \r\nL 117.290563 153.043576 \r\nL 116.622221 152.053232 \r\nL 115.95282 151.062887 \r\nL 115.653125 150.620205 \r\nL 115.280381 150.072543 \r\nL 114.605272 149.082199 \r\nL 113.929089 148.091854 \r\nL 113.251829 147.10151 \r\nL 112.573487 146.111166 \r\nL 111.894062 145.120821 \r\nL 111.213548 144.130477 \r\nL 111.144034 144.029477 \r\nL 110.528695 143.140133 \r\nL 109.842373 142.149788 \r\nL 109.154947 141.159444 \r\nL 108.466413 140.1691 \r\nL 107.776767 139.178755 \r\nL 107.086006 138.188411 \r\nL 106.634943 137.542767 \r\nL 106.392856 137.198067 \r\nL 105.696198 136.207722 \r\nL 104.998407 135.217378 \r\nL 104.299481 134.227034 \r\nL 103.599416 133.236689 \r\nL 102.898208 132.246345 \r\nL 102.195853 131.256001 \r\nL 102.125852 131.157459 \r\nL 101.489022 130.265656 \r\nL 100.780663 129.275312 \r\nL 100.071141 128.284968 \r\nL 99.36045 127.294623 \r\nL 98.648588 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144.130477 \r\nL 66.053125 145.120821 \r\nL 66.053125 146.111166 \r\nL 66.053125 147.10151 \r\nL 66.053125 148.091854 \r\nL 66.053125 149.082199 \r\nL 66.053125 150.072543 \r\nL 66.053125 151.062887 \r\nL 66.053125 151.497274 \r\nL 66.450958 152.053232 \r\nL 67.158509 153.043576 \r\nL 67.864944 154.03392 \r\nL 68.570265 155.024265 \r\nL 69.274477 156.014609 \r\nL 69.977582 157.004953 \r\nL 70.562216 157.829721 \r\nL 70.678993 157.995298 \r\nL 71.376365 158.985642 \r\nL 72.072646 159.975986 \r\nL 72.76784 160.966331 \r\nL 73.461951 161.956675 \r\nL 74.154981 162.947019 \r\nL 74.846934 163.937363 \r\nL 75.071307 164.258992 \r\nL 75.535451 164.927708 \r\nL 76.221768 165.918052 \r\nL 76.907023 166.908396 \r\nL 77.59122 167.898741 \r\nL 78.274361 168.889085 \r\nL 78.956451 169.879429 \r\nL 79.580398 170.786749 \r\nL 79.637202 170.869774 \r\nL 80.313737 171.860118 \r\nL 80.989235 172.850462 \r\nL 81.6637 173.840807 \r\nL 82.337135 174.831151 \r\nL 83.009541 175.821495 \r\nL 83.680924 176.81184 \r\nL 84.089489 177.415424 \r\nL 84.349947 177.802184 \r\nL 85.015867 178.792528 \r\nL 85.680777 179.782873 \r\nL 86.34468 180.773217 \r\nL 87.00758 181.763561 \r\nL 87.669479 182.753906 \r\nL 88.330381 183.74425 \r\nL 88.59858 184.146745 \r\nL 88.988274 184.734594 \r\nL 89.643801 185.724939 \r\nL 90.298345 186.715283 \r\nL 90.951909 187.705627 \r\nL 91.604495 188.695972 \r\nL 92.256106 189.686316 \r\nL 92.906745 190.67666 \r\nL 93.10767 190.982946 \r\nL 93.554097 191.667005 \r\nL 94.199448 192.657349 \r\nL 94.843842 193.647693 \r\nL 95.48728 194.638038 \r\nL 96.129766 195.628382 \r\nL 96.771302 196.618726 \r\nL 97.411891 197.609071 \r\nL 97.616761 197.926265 \r\nL 98.049277 198.599415 \r\nL 98.684663 199.589759 \r\nL 99.319115 200.580104 \r\nL 99.952636 201.570448 \r\nL 100.585229 202.560792 \r\nL 101.216896 203.551136 \r\nL 101.84764 204.541481 \r\nL 102.125852 204.978945 \r\nL 102.475629 205.531825 \r\nL 103.101251 206.522169 \r\nL 103.725964 207.512514 \r\nL 104.349769 208.502858 \r\nL 104.97267 209.493202 \r\nL 105.594669 210.483547 \r\nL 106.215768 211.473891 \r\nL 106.634943 212.143234 \r\nL 106.834915 212.464235 \r\nL 107.450971 213.45458 \r\nL 108.066141 214.444924 \r\nL 108.680427 215.435268 \r\nL 109.29383 216.425613 \r\nL 109.906354 217.415957 \r\nL 110.518001 218.406301 \r\nL 111.128774 219.396646 \r\nL 111.144034 219.421425 \r\nL 111.735536 220.38699 \r\nL 112.341354 221.377334 \r\nL 112.946309 222.367679 \r\nL 113.550404 223.358023 \r\nL 114.153641 224.348367 \r\nL 114.756024 225.338712 \r\nL 115.357554 226.329056 \r\nL 115.653125 226.816366 \r\nL 115.956615 227.3194 \r\nL 116.553265 228.309745 \r\nL 117.149074 229.300089 \r\nL 117.744044 230.290433 \r\nL 118.338178 231.280778 \r\nL 118.931478 232.271122 \r\nL 119.523946 233.261466 \r\nL 120.115586 234.251811 \r\nL 120.162216 234.329974 \r\nL 120.703496 235.242155 \r\nL 121.290337 236.232499 \r\nL 121.876361 237.222844 \r\nL 122.461568 238.213188 \r\nL 123.045963 239.203532 \r\nL 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344.180031 \r\nL 302.846546 343.189686 \r\nL 302.445952 342.199342 \r\nL 302.044872 341.208998 \r\nL 301.643304 340.218653 \r\nL 301.241247 339.228309 \r\nL 300.8387 338.237965 \r\nL 300.525852 337.469235 \r\nL 300.435047 337.24762 \r\nL 300.028762 336.257276 \r\nL 299.62198 335.266932 \r\nL 299.2147 334.276587 \r\nL 298.80692 333.286243 \r\nL 298.39864 332.295899 \r\nL 297.989858 331.305554 \r\nL 297.580573 330.31521 \r\nL 297.170783 329.324866 \r\nL 296.760488 328.334521 \r\nL 296.349686 327.344177 \r\nL 296.016761 326.542568 \r\nL 295.937844 326.353833 \r\nL 295.523233 325.363488 \r\nL 295.108107 324.373144 \r\nL 294.692466 323.3828 \r\nL 294.276309 322.392455 \r\nL 293.859633 321.402111 \r\nL 293.442439 320.411767 \r\nL 293.024723 319.421423 \r\nL 292.606486 318.431078 \r\nL 292.187726 317.440734 \r\nL 291.768441 316.45039 \r\nL 291.50767 315.835223 \r\nL 291.34756 315.460045 \r\nL 290.924392 314.469701 \r\nL 290.500692 313.479357 \r\nL 290.076459 312.489012 \r\nL 289.651691 311.498668 \r\nL 289.226387 310.508324 \r\nL 288.800546 309.517979 \r\nL 288.374166 308.527635 \r\nL 287.947246 307.537291 \r\nL 287.519784 306.546946 \r\nL 287.09178 305.556602 \r\nL 286.99858 305.341222 \r\nL 286.660989 304.566258 \r\nL 286.229024 303.575913 \r\nL 285.79651 302.585569 \r\nL 285.363443 301.595225 \r\nL 284.929822 300.60488 \r\nL 284.495647 299.614536 \r\nL 284.060916 298.624192 \r\nL 283.625627 297.633847 \r\nL 283.189778 296.643503 \r\nL 282.75337 295.653159 \r\nL 282.489489 295.055103 \r\nL 282.315249 294.662814 \r\nL 281.874807 293.67247 \r\nL 281.433797 292.682126 \r\nL 280.992216 291.691781 \r\nL 280.550064 290.701437 \r\nL 280.107339 289.711093 \r\nL 279.664039 288.720748 \r\nL 279.220164 287.730404 \r\nL 278.77571 286.74006 \r\nL 278.330678 285.749715 \r\nL 277.980398 284.971242 \r\nL 277.884435 284.759371 \r\nL 277.435295 283.769027 \r\nL 276.985567 282.778682 \r\nL 276.53525 281.788338 \r\nL 276.084342 280.797994 \r\nL 275.632843 279.80765 \r\nL 275.180749 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190.67666 \r\nL 231.507822 191.667005 \r\nL 232.052599 192.657349 \r\nL 232.596568 193.647693 \r\nL 232.889489 194.181775 \r\nL 233.138189 194.638038 \r\nL 233.677209 195.628382 \r\nL 234.215432 196.618726 \r\nL 234.752861 197.609071 \r\nL 235.289498 198.599415 \r\nL 235.825345 199.589759 \r\nL 236.360404 200.580104 \r\nL 236.894679 201.570448 \r\nL 237.39858 202.505862 \r\nL 237.427987 202.560792 \r\nL 237.9574 203.551136 \r\nL 238.486039 204.541481 \r\nL 239.013906 205.531825 \r\nL 239.541005 206.522169 \r\nL 240.067338 207.512514 \r\nL 240.592906 208.502858 \r\nL 241.117711 209.493202 \r\nL 241.641757 210.483547 \r\nL 241.90767 210.9868 \r\nL 242.163441 211.473891 \r\nL 242.682717 212.464235 \r\nL 243.201245 213.45458 \r\nL 243.719026 214.444924 \r\nL 244.236062 215.435268 \r\nL 244.752356 216.425613 \r\nL 245.26791 217.415957 \r\nL 245.782726 218.406301 \r\nL 246.296806 219.396646 \r\nL 246.416761 219.628063 \r\nL 246.807686 220.38699 \r\nL 247.317086 221.377334 \r\nL 247.825761 222.367679 \r\nL 248.333713 223.358023 \r\nL 248.840944 224.348367 \r\nL 249.347457 225.338712 \r\nL 249.853252 226.329056 \r\nL 250.358332 227.3194 \r\nL 250.8627 228.309745 \r\nL 250.925852 228.433922 \r\nL 251.363577 229.300089 \r\nL 251.863351 230.290433 \r\nL 252.362423 231.280778 \r\nL 252.860795 232.271122 \r\nL 253.358468 233.261466 \r\nL 253.855445 234.251811 \r\nL 254.351727 235.242155 \r\nL 254.847316 236.232499 \r\nL 255.342215 237.222844 \r\nL 255.434943 237.408661 \r\nL 255.833876 238.213188 \r\nL 256.324265 239.203532 \r\nL 256.813974 240.193877 \r\nL 257.303004 241.184221 \r\nL 257.791357 242.174565 \r\nL 258.279035 243.164909 \r\nL 258.766041 244.155254 \r\nL 259.252374 245.145598 \r\nL 259.738039 246.135942 \r\nL 259.944034 246.556576 \r\nL 260.221253 247.126287 \r\nL 260.702489 248.116631 \r\nL 261.183066 249.106975 \r\nL 261.662985 250.09732 \r\nL 262.142247 251.087664 \r\nL 262.620856 252.078008 \r\nL 263.098812 253.068353 \r\nL 263.576117 254.058697 \r\nL 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278.77571 286.74006 \r\nL 279.220164 287.730404 \r\nL 279.664039 288.720748 \r\nL 280.107339 289.711093 \r\nL 280.550064 290.701437 \r\nL 280.992216 291.691781 \r\nL 281.433797 292.682126 \r\nL 281.874807 293.67247 \r\nL 282.315249 294.662814 \r\nL 282.489489 295.055103 \r\nL 282.75337 295.653159 \r\nL 283.189778 296.643503 \r\nL 283.625627 297.633847 \r\nL 284.060916 298.624192 \r\nL 284.495647 299.614536 \r\nL 284.929822 300.60488 \r\nL 285.363443 301.595225 \r\nL 285.79651 302.585569 \r\nL 286.229024 303.575913 \r\nL 286.660989 304.566258 \r\nL 286.99858 305.341222 \r\nL 287.09178 305.556602 \r\nL 287.519784 306.546946 \r\nL 287.947246 307.537291 \r\nL 288.374166 308.527635 \r\nL 288.800546 309.517979 \r\nL 289.226387 310.508324 \r\nL 289.651691 311.498668 \r\nL 290.076459 312.489012 \r\nL 290.500692 313.479357 \r\nL 290.924392 314.469701 \r\nL 291.34756 315.460045 \r\nL 291.50767 315.835223 \r\nL 291.768441 316.45039 \r\nL 292.187726 317.440734 \r\nL 292.606486 318.431078 \r\nL 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197.609071 \r\nL 313.510395 196.618726 \r\nL 313.028827 195.628382 \r\nL 312.546546 194.638038 \r\nL 312.06355 193.647693 \r\nL 311.579838 192.657349 \r\nL 311.095406 191.667005 \r\nL 310.610252 190.67666 \r\nL 310.124375 189.686316 \r\nL 309.637772 188.695972 \r\nL 309.544034 188.505479 \r\nL 309.147718 187.705627 \r\nL 308.656279 186.715283 \r\nL 308.164103 185.724939 \r\nL 307.671188 184.734594 \r\nL 307.177531 183.74425 \r\nL 306.68313 182.753906 \r\nL 306.187983 181.763561 \r\nL 305.692087 180.773217 \r\nL 305.19544 179.782873 \r\nL 305.034943 179.463317 \r\nL 304.695725 178.792528 \r\nL 304.194146 177.802184 \r\nL 303.691804 176.81184 \r\nL 303.188697 175.821495 \r\nL 302.684823 174.831151 \r\nL 302.180179 173.840807 \r\nL 301.674762 172.850462 \r\nL 301.168571 171.860118 \r\nL 300.661603 170.869774 \r\nL 300.525852 170.604997 \r\nL 300.151316 169.879429 \r\nL 299.639316 168.889085 \r\nL 299.126526 167.898741 \r\nL 298.612944 166.908396 \r\nL 298.098568 165.918052 \r\nL 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292.682126 \r\nL 389.961053 293.67247 \r\nL 390.331721 294.662814 \r\nL 390.701912 295.653159 \r\nL 390.70767 295.668584 \r\nL 391.068772 296.643503 \r\nL 391.435116 297.633847 \r\nL 391.800989 298.624192 \r\nL 392.166394 299.614536 \r\nL 392.531332 300.60488 \r\nL 392.895803 301.595225 \r\nL 393.259808 302.585569 \r\nL 393.62335 303.575913 \r\nL 393.986429 304.566258 \r\nL 394.349047 305.556602 \r\nL 394.711203 306.546946 \r\nL 395.072901 307.537291 \r\nL 395.216761 307.931686 \r\nL 395.432422 308.527635 \r\nL 395.790352 309.517979 \r\nL 396.147831 310.508324 \r\nL 396.504858 311.498668 \r\nL 396.861435 312.489012 \r\nL 397.217563 313.479357 \r\nL 397.573244 314.469701 \r\nL 397.928478 315.460045 \r\nL 398.283267 316.45039 \r\nL 398.637611 317.440734 \r\nL 398.991512 318.431078 \r\nL 399.344972 319.421423 \r\nL 399.69799 320.411767 \r\nL 399.725852 320.490029 \r\nL 400.04798 321.402111 \r\nL 400.397314 322.392455 \r\nL 400.746213 323.3828 \r\nL 401.094679 324.373144 \r\nL 401.442713 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359.035196 \r\nL 413.249686 360.02554 \r\nL 413.253125 360.03593 \r\nL 413.574848 361.015884 \r\nL 413.899597 362.006228 \r\nL 414.223962 362.996573 \r\nL 414.547942 363.986917 \r\nL 414.871541 364.977261 \r\nL 415.194757 365.967606 \r\nL 415.517592 366.95795 \r\nL 415.840047 367.948294 \r\nL 416.162124 368.938639 \r\nL 416.483821 369.928983 \r\nL 416.805142 370.919327 \r\nL 417.126086 371.909672 \r\nL 417.446654 372.900016 \r\nL 417.762216 373.876033 \r\nL 417.76681 373.89036 \r\nL 418.083998 374.880705 \r\nL 418.400815 375.871049 \r\nL 418.717264 376.861393 \r\nL 419.033345 377.851738 \r\nL 419.349058 378.842082 \r\nL 419.664405 379.832426 \r\nL 419.979386 380.822771 \r\nL 420.294002 381.813115 \r\nL 420.608254 382.803459 \r\nL 420.922144 383.793804 \r\nL 421.235671 384.784148 \r\nL 421.548836 385.774492 \r\nL 421.861641 386.764837 \r\nL 422.174087 387.755181 \r\nL 422.271307 388.063689 \r\nL 422.48439 388.745525 \r\nL 422.793531 389.73587 \r\nL 423.102318 390.726214 \r\nL 423.410752 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176.81184 \r\nL 375.876585 177.802184 \r\nL 376.323384 178.792528 \r\nL 376.769505 179.782873 \r\nL 377.180398 180.696398 \r\nL 377.214685 180.773217 \r\nL 377.656049 181.763561 \r\nL 378.096747 182.753906 \r\nL 378.536781 183.74425 \r\nL 378.976152 184.734594 \r\nL 379.414863 185.724939 \r\nL 379.852916 186.715283 \r\nL 380.290313 187.705627 \r\nL 380.727055 188.695972 \r\nL 381.163145 189.686316 \r\nL 381.598584 190.67666 \r\nL 381.689489 190.883717 \r\nL 382.03072 191.667005 \r\nL 382.461512 192.657349 \r\nL 382.891665 193.647693 \r\nL 383.321179 194.638038 \r\nL 383.750058 195.628382 \r\nL 384.178303 196.618726 \r\nL 384.605916 197.609071 \r\nL 385.032898 198.599415 \r\nL 385.459253 199.589759 \r\nL 385.88498 200.580104 \r\nL 386.19858 201.310682 \r\nL 386.309216 201.570448 \r\nL 386.730392 202.560792 \r\nL 387.150953 203.551136 \r\nL 387.570899 204.541481 \r\nL 387.990232 205.531825 \r\nL 388.408955 206.522169 \r\nL 388.827069 207.512514 \r\nL 389.244575 208.502858 \r\nL 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331.303697 695.968575 \r\nL 330.925021 695.473899 \r\nL 330.546797 694.979222 \r\nL 330.169024 694.484546 \r\nL 329.791702 693.989869 \r\nL 329.414828 693.495193 \r\nL 329.038402 693.000516 \r\nL 328.662423 692.50584 \r\nL 328.28689 692.011163 \r\nL 327.911801 691.516487 \r\nL 327.580398 691.078906 \r\nL 327.536849 691.021811 \r\nL 327.159983 690.527134 \r\nL 326.783562 690.032458 \r\nL 326.407584 689.537781 \r\nL 326.032049 689.043105 \r\nL 325.656956 688.548428 \r\nL 325.282303 688.053752 \r\nL 324.90809 687.559075 \r\nL 324.534315 687.064399 \r\nL 324.160977 686.569722 \r\nL 323.788076 686.075046 \r\nL 323.415611 685.580369 \r\nL 323.071307 685.122561 \r\nL 323.043383 685.085693 \r\nL 322.669159 684.591016 \r\nL 322.29537 684.09634 \r\nL 321.922016 683.601663 \r\nL 321.549095 683.106987 \r\nL 321.176606 682.61231 \r\nL 320.804549 682.117634 \r\nL 320.432922 681.622957 \r\nL 320.061725 681.128281 \r\nL 319.690955 680.633604 \r\nL 319.320614 680.138928 \r\nL 318.950698 679.644251 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663.319927 \r\nL 306.463129 662.82525 \r\nL 306.100057 662.330574 \r\nL 305.737387 661.835897 \r\nL 305.375117 661.341221 \r\nL 305.034943 660.876202 \r\nL 305.013098 660.846544 \r\nL 304.649143 660.351868 \r\nL 304.285588 659.857191 \r\nL 303.922433 659.362515 \r\nL 303.559676 658.867838 \r\nL 303.197318 658.373162 \r\nL 302.835357 657.878485 \r\nL 302.473792 657.383809 \r\nL 302.112622 656.889132 \r\nL 301.751847 656.394456 \r\nL 301.391465 655.899779 \r\nL 301.031477 655.405103 \r\nL 300.67188 654.910426 \r\nL 300.525852 654.709326 \r\nL 300.311219 654.41575 \r\nL 299.949954 653.921073 \r\nL 299.589081 653.426397 \r\nL 299.2286 652.93172 \r\nL 298.868509 652.437044 \r\nL 298.508807 651.942367 \r\nL 298.149494 651.447691 \r\nL 297.790569 650.953014 \r\nL 297.432031 650.458338 \r\nL 297.073878 649.963661 \r\nL 296.716112 649.468985 \r\nL 296.358729 648.974308 \r\nL 296.016761 648.500459 \r\nL 296.001629 648.479632 \r\nL 295.642595 647.984955 \r\nL 295.283946 647.490279 \r\nL 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657.878485 \r\nL 239.506376 658.373162 \r\nL 239.903362 658.867838 \r\nL 240.300785 659.362515 \r\nL 240.698645 659.857191 \r\nL 241.096943 660.351868 \r\nL 241.495679 660.846544 \r\nL 241.894856 661.341221 \r\nL 241.90767 661.357084 \r\nL 242.292063 661.835897 \r\nL 242.689629 662.330574 \r\nL 243.087636 662.82525 \r\nL 243.486083 663.319927 \r\nL 243.884973 663.814603 \r\nL 244.284305 664.30928 \r\nL 244.684082 664.803956 \r\nL 245.084303 665.298633 \r\nL 245.48497 665.793309 \r\nL 245.886084 666.287986 \r\nL 246.287646 666.782662 \r\nL 246.416761 666.941539 \r\nL 246.687946 667.277339 \r\nL 247.087884 667.772015 \r\nL 247.48827 668.266692 \r\nL 247.889105 668.761368 \r\nL 248.29039 669.256045 \r\nL 248.692126 669.750721 \r\nL 249.094314 670.245398 \r\nL 249.496956 670.740074 \r\nL 249.900051 671.234751 \r\nL 250.303602 671.729427 \r\nL 250.707609 672.224104 \r\nL 250.925852 672.491024 \r\nL 251.110899 672.71878 \r\nL 251.513267 673.213457 \r\nL 251.916091 673.708133 \r\nL 252.319373 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661.341221 \r\nL 416.371449 661.835897 \r\nL 416.674296 662.330574 \r\nL 416.977479 662.82525 \r\nL 417.280998 663.319927 \r\nL 417.584854 663.814603 \r\nL 417.762216 664.103029 \r\nL 417.888003 664.30928 \r\nL 418.190027 664.803956 \r\nL 418.492388 665.298633 \r\nL 418.795086 665.793309 \r\nL 419.098121 666.287986 \r\nL 419.401495 666.782662 \r\nL 419.705208 667.277339 \r\nL 420.009261 667.772015 \r\nL 420.313654 668.266692 \r\nL 420.618389 668.761368 \r\nL 420.923466 669.256045 \r\nL 421.228886 669.750721 \r\nL 421.53465 670.245398 \r\nL 421.840759 670.740074 \r\nL 422.147212 671.234751 \r\nL 422.271307 671.434838 \r\nL 422.452496 671.729427 \r\nL 422.757094 672.224104 \r\nL 423.062036 672.71878 \r\nL 423.367324 673.213457 \r\nL 423.672958 673.708133 \r\nL 423.97894 674.20281 \r\nL 424.285269 674.697486 \r\nL 424.591947 675.192163 \r\nL 424.898975 675.686839 \r\nL 425.206352 676.181516 \r\nL 425.514081 676.676192 \r\nL 425.822162 677.170869 \r\nL 426.130595 677.665545 \r\nL 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\n"
      },
      "metadata": {
       "needs_background": "light"
-     },
-     "output_type": "display_data"
+     }
     }
    ],
    "source": [
@@ -198,7 +189,7 @@
     "\n",
     "![](images/stockflow_cv_trigger.png)\n",
     "\n",
-    "This diagram shows the trigger function logic, which depends on token supply $S$, total resources available $R$ and total conviction $y$ at time $t$, as well as the proposal's requested resources $r$, the maximum share of funds a proposal can take ($\\\\beta$) and a tuning parameter for the trigger function ($\\\\rho$). Essentially, this function controls the maximum amount of funds that can be requested by a proposal ($\\\\beta$), using an equation resembling electron repulsion to ensure conviction increases massively beyond that point.\n",
+    "This diagram shows the trigger function logic, which depends on token supply $S$, total resources available $R$ and total conviction $y$ at time $t$, as well as the proposal's requested resources $r$, the maximum share of funds a proposal can take ($\\beta$) and a tuning parameter for the trigger function ($\\rho$). Essentially, this function controls the maximum amount of funds that can be requested by a proposal ($\\beta$), using an equation resembling electron repulsion to ensure conviction increases massively beyond that point.\n",
     "\n",
     "## Social Systems Modeling\n",
     "\n",
@@ -229,18 +220,20 @@
     "$$S = F + E + L$$ \n",
     "\n",
     "System has the right to do direct mints:\n",
-    "$$F^+ = F + minted$$\n",
-    "$$S^+ = S + minted$$\n",
+    "$$F^+ = F + minted tokens$$\n",
+    "$$S^+ = S + minted tokens$$\n",
     "\n",
+    "The system may also see the arrival of new funds which come from outside supply and are donated to the funding pool:\n",
+    "$$L^+ = L - donated tokens$$\n",
+    "$$F^+ = F + donated tokens$$\n",
     "\n",
-    "Arrival of new funds which come from outside:\n",
-    "$$L+ = L - donated$$\n",
-    "$$F+ = F + donated$$\n",
-    "The above assumes the donated tokens were not in use for voting\n",
-    "$$L+ = L + tokens$$ that haven't been used in voting recently\n",
-    "$$E+ = E - tokens$$ that haven't been used in voting recently\n",
-    "$$L+ = L - tokens$$ that come into use\n",
-    "$$E+ = E - tokens$$ that come into use\n",
+    "When tokens are added to a liquidity pool or cold wallet and removed from staking on proposals:\n",
+    "$$L^+ = L + tokens$$ \n",
+    "$$E^+ = E - tokens$$ \n",
+    "\n",
+    "When tokens are removed from a liquidity pool or cold wallet and staked towards proposals:\n",
+    "$$L^+ = L - tokens$$ \n",
+    "$$E^+ = E + tokens$$\n",
     "\n",
     "Tokens in $L$ or $E$ are defined at the level of the account holding them.\n",
     "\n",
@@ -445,14 +438,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 126,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Params (config.py) :  {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.875, 'gamma': 0.001, 'sensitivity': 0.75, 'tmin': 1, 'min_supp': 1, 'base_completion_rate': 45, 'base_failure_rate': 180, 'base_engagement_rate': 0.3, 'lowest_affinity_to_support': 0.3}\n"
+     "output_type": "error",
+     "ename": "ImportError",
+     "evalue": "cannot import name 'Experiment' from 'cadCAD.configuration' (C:\\Users\\jeffe\\AppData\\Local\\Programs\\Python\\Python38-32\\lib\\site-packages\\cadCAD\\configuration\\__init__.py)",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mImportError\u001b[0m                               Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-126-9ebc48d43b5d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mmodel\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32mc:\\Users\\jeffe\\Aragon_Conviction_Voting\\models\\v3\\model\\config.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtyping\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mDict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mList\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfiguration\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mExperiment\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      8\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfiguration\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutils\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mbound_norm_random\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mep_time_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig_sim\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maccess_block\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcopy\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mImportError\u001b[0m: cannot import name 'Experiment' from 'cadCAD.configuration' (C:\\Users\\jeffe\\AppData\\Local\\Programs\\Python\\Python38-32\\lib\\site-packages\\cadCAD\\configuration\\__init__.py)"
      ]
     }
    ],
@@ -462,9 +460,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 127,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'config' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-127-2d87730db358>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# pull out configurations to illustrate\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0msim_config\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mstate_variables\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mseeds\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mpartial_state_update_blocks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_configs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'config' is not defined"
+     ]
+    }
+   ],
    "source": [
     "# pull out configurations to illustrate\n",
     "sim_config,state_variables,seeds,partial_state_update_blocks = config.get_configs()"
@@ -472,34 +482,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 128,
    "metadata": {},
    "outputs": [
     {
+     "output_type": "execute_result",
      "data": {
-      "text/plain": [
-       "[{'N': 1,\n",
-       "  'T': range(0, 100),\n",
-       "  'M': {'beta': 0.2,\n",
-       "   'rho': 0.0025,\n",
-       "   'alpha': 0.875,\n",
-       "   'gamma': 0.001,\n",
-       "   'sensitivity': 0.75,\n",
-       "   'tmin': 1,\n",
-       "   'min_supp': 1,\n",
-       "   'base_completion_rate': 45,\n",
-       "   'base_failure_rate': 180,\n",
-       "   'base_engagement_rate': 0.3,\n",
-       "   'lowest_affinity_to_support': 0.3},\n",
-       "  'subset_id': 0,\n",
-       "  'subset_window': deque([0, None]),\n",
-       "  'simulation_id': 0,\n",
-       "  'run_id': 0}]"
-      ]
+      "text/plain": "[{'N': 1,\n  'T': range(0, 100),\n  'M': {'beta': 0.2,\n   'rho': 0.0025,\n   'alpha': 0.875,\n   'gamma': 0.001,\n   'sensitivity': 0.75,\n   'tmin': 1,\n   'min_supp': 1,\n   'base_completion_rate': 45,\n   'base_failure_rate': 180,\n   'base_engagement_rate': 0.3,\n   'lowest_affinity_to_support': 0.3}}]"
      },
-     "execution_count": 8,
      "metadata": {},
-     "output_type": "execute_result"
+     "execution_count": 128
     }
    ],
    "source": [
@@ -508,32 +500,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 129,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "[{'policies': {'random': <function model.parts.system.driving_process(params, step, sL, s)>},\n",
-       "  'variables': {'network': <function model.parts.system.update_network(params, step, sL, s, _input)>,\n",
-       "   'effective_supply': <function model.parts.system.increment_supply(params, step, sL, s, _input)>}},\n",
-       " {'policies': {'random': <function model.parts.system.minting_rule(params, step, sL, s)>},\n",
-       "  'variables': {'total_supply': <function model.parts.system.mint_to_supply(params, step, sL, s, _input)>,\n",
-       "   'funds': <function model.parts.system.mint_to_funds(params, step, sL, s, _input)>}},\n",
-       " {'policies': {'completion': <function model.parts.participants.check_progress(params, step, sL, s)>},\n",
-       "  'variables': {'sentiment': <function model.parts.participants.update_sentiment_on_completion(params, step, sL, s, _input)>,\n",
-       "   'network': <function model.parts.participants.complete_proposal(params, step, sL, s, _input)>}},\n",
-       " {'policies': {'release': <function model.parts.proposals.trigger_function(params, step, sL, s)>},\n",
-       "  'variables': {'funds': <function model.parts.proposals.decrement_funds(params, step, sL, s, _input)>,\n",
-       "   'sentiment': <function model.parts.proposals.update_sentiment_on_release(params, step, sL, s, _input)>,\n",
-       "   'network': <function model.parts.proposals.update_proposals(params, step, sL, s, _input)>}},\n",
-       " {'policies': {'participants_act': <function model.parts.participants.participants_decisions(params, step, sL, s)>},\n",
-       "  'variables': {'network': <function model.parts.participants.update_tokens(params, step, sL, s, _input)>}}]"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'partial_state_update_blocks' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-129-5da153406ff4>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpartial_state_update_blocks\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'partial_state_update_blocks' is not defined"
+     ]
     }
    ],
    "source": [
@@ -551,22 +530,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 130,
    "metadata": {},
    "outputs": [
     {
+     "output_type": "execute_result",
      "data": {
-      "text/plain": [
-       "{'initial_sentiment': 0.6,\n",
-       " 'n': 30,\n",
-       " 'm': 7,\n",
-       " 'initial_funds': 4867.21,\n",
-       " 'supply': 22392.22}"
-      ]
+      "text/plain": "{'initial_sentiment': 0.6,\n 'n': 30,\n 'm': 7,\n 'initial_funds': 4867.21,\n 'supply': 22392.22}"
      },
-     "execution_count": 10,
      "metadata": {},
-     "output_type": "execute_result"
+     "execution_count": 130
     }
    ],
    "source": [
@@ -584,28 +557,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 131,
    "metadata": {},
    "outputs": [
     {
+     "output_type": "execute_result",
      "data": {
-      "text/plain": [
-       "{'beta': 0.2,\n",
-       " 'rho': 0.0025,\n",
-       " 'alpha': 0.875,\n",
-       " 'gamma': 0.001,\n",
-       " 'sensitivity': 0.75,\n",
-       " 'tmin': 1,\n",
-       " 'min_supp': 1,\n",
-       " 'base_completion_rate': 45,\n",
-       " 'base_failure_rate': 180,\n",
-       " 'base_engagement_rate': 0.3,\n",
-       " 'lowest_affinity_to_support': 0.3}"
-      ]
+      "text/plain": "{'beta': 0.2,\n 'rho': 0.0025,\n 'alpha': 0.875,\n 'gamma': 0.001,\n 'sensitivity': 0.75,\n 'tmin': 1,\n 'min_supp': 1,\n 'base_completion_rate': 45,\n 'base_failure_rate': 180,\n 'base_engagement_rate': 0.3,\n 'lowest_affinity_to_support': 0.3}"
      },
-     "execution_count": 11,
      "metadata": {},
-     "output_type": "execute_result"
+     "execution_count": 131
     }
    ],
    "source": [
@@ -640,7 +601,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 132,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -676,7 +637,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 133,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -690,20 +651,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 134,
    "metadata": {},
    "outputs": [
     {
+     "output_type": "execute_result",
      "data": {
-      "text/plain": [
-       "{'type': 'participant',\n",
-       " 'holdings': 1304.342249620273,\n",
-       " 'sentiment': 0.9095416561915247}"
-      ]
+      "text/plain": "{'type': 'participant',\n 'holdings': 590.5639035629654,\n 'sentiment': 0.7844670796305386}"
      },
-     "execution_count": 14,
      "metadata": {},
-     "output_type": "execute_result"
+     "execution_count": 134
     }
    ],
    "source": [
@@ -713,30 +670,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 135,
    "metadata": {},
    "outputs": [
     {
+     "output_type": "execute_result",
      "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Count of Participants')"
-      ]
+      "text/plain": "Text(0, 0.5, 'Count of Participants')"
      },
-     "execution_count": 15,
      "metadata": {},
-     "output_type": "execute_result"
+     "execution_count": 135
     },
     {
+     "output_type": "display_data",
      "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
-     },
-     "output_type": "display_data"
+     }
     }
    ],
    "source": [
@@ -749,28 +703,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 136,
    "metadata": {},
    "outputs": [
     {
+     "output_type": "execute_result",
      "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Participants Social Network')"
-      ]
+      "text/plain": "Text(0.5, 1.0, 'Participants Social Network')"
      },
-     "execution_count": 16,
      "metadata": {},
-     "output_type": "execute_result"
+     "execution_count": 136
     },
     {
+     "output_type": "display_data",
      "data": {
-      "image/png": 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wIR4+fIjo6Gg8fvwYT58+RVxcHJ4/f46EhAQkJSUhNTUV6enpyMrKglwuB0lIJBJoa2tDT08PhoaGMDY2hpmZGSwsLGBtbQ0bGxvY29vD0dERlSpVgpubG9zd3WFiYlLy631b0SRXMxcjIyF+7wBC+ASCvJRDVKdCoUBUVBTc3NzKxsZCyMrKQnR0NB4+fIioqCjExMTgyZMnStF9+fIlkpKSkJKSgrS0NGRlZSE7Oxu5twBtbW3o6urCwMAAxsbGMDU1hbm5OaysrJRu2VzBdHV1hbu7O6ytrd9Ot6zI1XyvEcInELxK9+45rq2S/GlIJICvL/D772VvVzmhUCjw9OlTREREIDIyUimYz549Q3x8PF68eIHExESlYOa6ZRUKBQBAS0tL6ZY1MjKCiYmJch7T2toadnZ2sLe3V85jurm5oVKlStDW1i7X68rOzkZycjKsrKzy73zPvmOBKkL4BIJXEaMBtXnx4gUePnyIyMhIPHr0SMUt++LFCyQkJCA5ORlpaWlIT09HdnY2ZDIZgJx5TB0dHejp6cHIyEjplrW0tISVlRVsbW2VbllnZ2elW9bAwEAt23bu3Al/f3/MnDkT06dP/99xIlfzvUcIn0BQECWY/0kDcHvIEDT86afys+sdIS0tDZGRkfnmMXPdsrnzmCkpKcp5TJlMpnTL6ujoQFdXVzmPaWpqCgsLC6Vb1t7eHnfv3sWBAwegq6sLMzMz/PTTT/Dx8SnzeVzB24cQPoGgMNRcnYESCSSGhng0cSIab9yIJUuWoF+/fq/R0PcHmUyGmJgYREREKOcxnz59qnTLvnz5UumWffnyJbKyslSONzExwU5tbXgnJpbemP79ga1bS9+P4LUj0hkEgsIYORJo1AhPx4+H7eXLOUEceWt4GhoiKzMTQSTqb9kCt549caJvX7Rr1w4ymQz+/v5vzvZ3FB0dHbi6uqpVCGDo0KHYuHEjDAwM4OHhgVGjRuGTTz6B1cCBwOnTpTdGVOJ5axHCJxAUwQWZDJ7nz2Ncnz5YXq8ewvftQ3J0ND765BOgdm3sNTBAn3HjoNevH35KT0f//v0RHByMtm3bQiaTYciQIW/6Et5b6tatiyFDhmDSpEn48MMP/7fD2blsTmBpWTb9CF47QvgEgkK4evUq2rZtC5J4lJkJTJ2Kyy4u+P3337HrPxeX9u7d0NHRQVZWFkaMGIGjR49i06ZNOHnyJNq0aQOZTIYvvvjiDV/J+8nYsWML3lGnTk5EZmnn+GrXLvnxgjfKW5iAIxCUP7du3UKrVq2QmpqqfA8AhoaGSM/j7pRIJDA0NASQM/904sQJxMfHo1q1ajh58iQWLFiA1atXv/4LEBTOwIEodWADCQwcWAbGCN4EYsQnEBTAL7/8grS0NGhra0MulyMiIgIk8wkfkBOhqK+vD21tbURFRSnLhlWpUgWnTp1C69atIZPJMH78+DdxKYJXeJiWhhgzMzTJyECJMgklEqBTJ5HK8BYjRnwCQQEsWLAAYWFh0NHRQaNGjSCRSJCamppP+Fq0aIHNmzfj8ePHyMzMxOZXljVyd3fHqVOnsHLlSixduvQ1X4UgL3K5HN9//z0aNmyIf3v0gOS/kbrGGBrmFKwWvLUI4RMICuH27dto2rQpLl68iLS0NJiYmOQTPjs7O/j5+cHKygq9e/fGzJkzAQB5s4RcXV0RGhqKdevWYdGiRa/9OgTAtWvX0KRJExw4cADnzp2D74IFWGhtjSxdXc06yq3V+Z4UKHhXEcInEBTC/v370a1bNwA5c3lA/jm+vKxbtw4JCQno1asXrK2tsXfvXuW+SpUqITQ0FJs2bcLXX39d/sYLAADp6emYPn062rVrhxEjRiAkJASOjo7o2LEj4nv2hO6KFTli9t/3WygSiShQ/Q4hhE8gKIDcldO7dlVdVa8w4VMoFNiwYQO0tLSwZ88epKWlITk5WaWNo6MjTp06hR07dmDu3LkQtSPKl+DgYNSuXRsRERG4fv06hgwZgoyMDHTp0gW1atXCsmXLIBk5MqfEnK9vThmyV92fhoY52319c9oJ0XsnEMEtAkEBnDt3Do6OjvlWVChM+F6+fIl58+Yp19MjWaCw2dvb49SpU8pUh//7v/9TjiYFZcPz588xZcoUBAcHY82aNfD29gaQs3pFz549YW9vj3Xr1v3vc2/YMCe9IS4uZwX2GzfwMiICf966Be8ZM3KiN0UgyzuFGPEJBAUQGBiYb7QHFC581tbWuH37Nho0aABtbe18pbLyYmtri5CQEBw8eBAzZswQI78ygiR27tyJWrVqwdTUFLdu3VKKnkwmg5+fH3R1dbFly5aCV4awscmpvbl1K3T++AOfZ2ZCPmmSEL13ECF8AsErkFSZ38tLUXN8jo6OOH/+vDJtITQ0tNBz2NjYICQkBMeOHcOUKVOE+JWSyMhIdO7cGQsWLMC+ffuwcuVKmJqaAshxQw8dOhQJCQn49ddfoatGQIupqSmkUikePnxYzpYL3gRC+ASCV7h9+zays7NRr169fPt0dXWhUCiUS+u8ira2NpYuXYrhw4fj33//zVkCZ/FiwM8P8PHJ+XfxYiAuDtbW1ggODsbp06cxYcIEIX4lQC6XY/ny5WjQoAGaNWuGy5cvo0mTJsr9JDFu3Djcv38f+/btU3tJIwCoWbOmsnCB4N1CrM4gELzCN998g2fPnmHlypUF7jcxMcGTJ0+UI4qCkJ0/j+C2bdFOJsspbp23PJahYU7lj44dgRkzkFCtGjp06IAGDRpg1apVb+eK5m+Aa9euYdiwYTAyMsL69etRvXp1lf0kMWPGDJw4cQLBwcEwNzfXqP+pU6fC2toa06dPL0uzBRUA8RcmELxCYfN7uRTl7gQArF0LnbZt0S49HVpZWflrQqan52zbvx9o1QoWO3fi2LFj+OeffzBy5EjlyuaCgklPT8eMGTPQrl07DB8+HCEhIflED8gpQhAUFISjR49qLHoA4OHhIUZ87yhC+ASCPMTExCA8PBwtW7YstI2hoSHSClugNs8CtlrFOVPInIVup0yB2S+/4MiRIwgLC8OwYcOE+BVCSEgI6tSpg/v37+P69esYOnRogSPk5cuXY/PmzTh+/Disra1LdC7h6nx3EcInEOThwIED6NSpU5EBEIWO+C5d0njVdgBK8TO9exeHDx/GgwcPMGjQIGVqhAB48eIFBg8ejIEDB2LZsmXYtWsX7O3tC2z7008/Yfny5QgODoaDg0OJz/nhhx/i7t274nt4BxHCJxDkobBozrwUKnwLF6ouVKsJ6enAwoUwNjbGoUOHEBMTgwEDBhQaRPO+QBK//voratasCWNjY9y8eRM+Pj6Ftt+5cyfmzJmD48ePw8XFpVTnFpGd7y5C+ASC/0hMTMT58+fRvn37ItsVKHyxscDhwznuy5JAAn/8AcTFwcjICAcPHkR8fDz8/PyQnZ1dsj7fcqKiouDj44Ovv/4ae/fuxapVq2BmZlZo+8DAQEycOBFHjx5FtWrVysQG4e58NxHCJxD8x5EjR9CiRYsiozWBQoTvlVUZSoREouzH0NAQgYGBiIuLQ9euXd8r8ZPL5VixYgXq16+PJk2a4MqVK2jatGmRxxw/fhzDhg1DUFAQatWqVWa21KxZE7dv3y6z/gQVA1GyTCD4j/379xcZzZlLgcJ3/XrpVvQGctydN24gLS0NgYGBWLNmDf7880/Y29vjs88+w2+//aZc6+9d5caNGxg6dCgMDAzw559/okaNGsUec/bsWfTt2xf79u1DwzJeNcHDwwMhISFl2qfgzSNGfAIBcuo4HjlyBF26dCm2rZGRUX7hS0wsEzvu/vUXTE1NMWDAAJw9exYk0bRpU6SmpqJbt27IzMwsk/NUNDIyMjBr1iy0adMGQ4cOxcmTJ9USvb///hvdu3fHjh070Lx58zK3S7g6303EiE8gAHDq1Cl88MEHhUYK5qXAEV8J8sQKwq5GDVSTSHD//n3ltnPnzsHAwABRUVEwMzNDrVq14OLiAmdn53wvR0dH6Oi8XX/Wp06dwvDhw1G3bl1cu3ZN7UjMmzdvwtvbGxs2bEC7du3KxTYPDw9lZGeB9T0FbyVv11+IQFBOFJe0npcCha9OnZwK/6VxdxoaYtmJE7ibnq4iXv7+/vj222+RlZWFzz77DE+ePMFnn32GZ8+eITo6GpcuXUJ0dDSio6MRGxsLW1tbVKpUqUBhdHZ2hr29fYWoDvPy5UtMnToVR48exerVq9Uabedy7949tG/fHt9//73a31tJMDExgY2NDR4+fIgqVaqU23kErxchfBWd2NicgIfr13PcaebmOTfZQYNE1fgygiQCAwNx4sQJtdoXKHwDBwJz5pTKjqzMTLTcvh1mI0aorOX37NkznDp1Cs2bN8eePXswaNAg/PTTTzhw4ACMjY1V+pDJZHj8+LFSCKOjoxEREYHTp08jOjoajx49wsuXL+Hg4FCgKOYKpo2NTbktl0QSu3fvxoQJE9C9e3fcunWryGjNV4mMjES7du0wb9489OnTp1xszEtuBRchfO8OQvgqKpcu5eSFHT6c8z7vSGLv3pyb7H+1HtGo0Zux8R3h8uXLMDY2xgcffKBW+wKFz9YW6NgR3L8fkhKkNFAiQXj16ug9dix8fHxw/PhxxMXFoW7dunB3d8eUKVMQERGBjh07onPnzggKClL+q6enhwMHDqBnz57Q0dGBi4tLkTlsmZmZiImJURHH27dv4+jRo8r3aWlpcHJyKnTU6OzsDAsLC43FMTo6GqNGjcKDBw+wZ88eeHp6anT8kydP0LZtW0yYMAFDhw7V6NiSkjvPp8mIVFCxEcJXEckte5WeXnBeWO5Nd/9+4OhR4LvvxMrQpUCdpPW8FJbAHjtkCEz374dhAccUh8TQEB7btuGOmxsWL16MrKwsmJmZYeDAgRg/fjy++uorxMTEICgoCNu3b8eZM2dgamqKOnXqwMHBAefOncOtW7fg4eFR7Ln09fVRuXJlVK5cudA2qampePTokYo4Xr58Gfv371e+VygU+UaKr75yU0PkcjnWrFmDefPmYfz48fj99981jlB9/vw52rVrB39/f0yYMEGjY0tDzZo1ERwc/NrOJ3gNUFCxWLOGNDIicyRPvZeRUc5xghJRq1Yt/vnnn2q3X7x4MSdPnqyyLSwsjK6urjzStSsVGn5/mbq6XP7BB7x69aqyv5iYGI4aNYpWVlYMCAhgQkKCyvmSk5O5a9cuGhsbEwAB0NPTkxcuXKBcLi/dB6ImiYmJvHnzJg8fPsz169czICCAAwcOZJs2bVi9enUaGhrS3NycVatWpbm5Oe3t7Tlu3Dhu3ryZwcHB/Pfff5mWlqbWuRISEtigQQN++eWXVCgU5Xxlqvz111/86KOPXus5BeWLWJaoInHpEtCqlea1HgHAyAgIDQXKOI/pXef+/fto1qwZYmJi1I7a++GHHxAWFobVq1cDAC5evIguXbpg4cKFGDRoELB2LbLGj4dOdnbR+UISCWBoiOMdOuDTvXuhp6cHJycnjBw5EoMGDVKWy5o3bx4OHTqESZMmYezYscp5PS8vL5w9e1ZZ0NrY2Biurq54/vw5vL290aVLF7StUwdGu3a9kTni9PR0zJo1C5s2bULfvn3h4eGRbxQZExMDMzOzIoNxLCws0KVLF9StWxerVq0qt7nHwkhJSYGdnR2SkpJEZOc7ghC+ikT37jnuy5J8JRIJ4OubE1koUJtly5YhLCwMGzZsUPuYn3/+GX/++Sc2btyIo0ePws/PDxs3blTWkHz27Bn6Vq+OA56eMD51Kue7yesazV2Pr1MnYMYMPHd3h4ODg7I6i0QiwZw5czAnT7DMnTt38NVXX+Hs2bOYMWMGPDw80LZtWzg4OODFixdQKBTIzs7GqVOn4OTkhIurV8N5+3Y0io+HREsL+nlXe3hlPcDymCMODQ3F8OHDUatWLaxatQqOjo4FtlMoFIiLi1MRw7yvqKgoxMTEwMDAALVq1So0GMfBwaFc0zjc3NwQHBwsAlzeEYTwVRRiYwFX19KFwxsYAFFRItpTA1q2bIkvv/wSnTt3VvuYHTt24ODBg/D29sakSZOwd+9eNGvWTLl/zJgx0NXVxffffw/ExQZlG6YAACAASURBVOVE5d64Abx8CVhaArVr50SB5vme6tati+vXrwMA2rRpgyNHjhR4I7969Spmz56N48ePIzs7W7kIq76+PubOnYvx48djmExW9Bzxf1AigcTQsEzniF++fIlp06bh8OHD+OGHHzSaO32V7Oxs9OrVS7mq/ZMnTwoVyOfPn8POzq7IYBxbW9sSp3F06tQJI0aMePsDXESUeA5v0s8qyMOiRaSBgWZze6++DA3JxYvf9JW8NcTFxdHMzIzp6ekaHbd3717WqlWLlSpV4s2bN1X2hYeH09ramnFxcRr1uXDhQgKgt7c3pVIpL1++XGjbI0eO0MDAQDm3Z2BgwIiIiJydJZgjlunrM3vVKo3sfRWFQsFdu3bRwcGBI0eOzDcnqSkymYx9+vRhp06dmJmZWWz7zMxMPnjwgKdPn+Yvv/zCb7/9lqNHj2aXLl340UcfUSqVUk9Pj+7u7mzZsiX79evH6dOnc/Xq1Txw4ACvXr3KuLi4QucPp0yZwgULFpTqmt4oFy+Svr4595hX7zOGhjnbfH1z2r0HiKjOikIZ1noUqEdQUBDatWsHAwMDtY8hiZ07d+LBgwcICwvLlzYQEBCA8ePHQyqVamTLoEGDYGtri0GDBmH//v3o3LkzTp48WWCKxdatW5GZmalcMzAjIwM+Pj64sXFjidYD1M7MRNrYsQgIDERNf3906tQJVlZWah8fHR2N0aNHIzw8HLt371YZ/ZYEkhgxYgSePn2KQ4cOqRX9qaenB3d3d7i7uxfaJj09Pd8c47Vr1xAUFKTMcczMzCxwvlEul+PcuXNITEws0WrubxQRJZ4P4eqsKPj4AEFBpe/H2xs4eLD0/bwHdOvWDT169ED//v3Vai+TyTB8+HBcuHAB5ubmOH/+vMr+q1evolOnTrh37x5MTExKZduWLVsQEBCA06dPw83NTWWfXC5HZmYmZDIZZDIZsrOzYWxsDJMBA0o8R0yJBA8/+ggTnZ0REhKC+vXrw8fHB126dCl0iR+5XI61a9di7ty5GDt2LKZPnw59ff2SXO7/7CAxceJE/PXXXzh+/HipP0dNSU5OzieO0dHRuHnzJq5duwYdHR1oaWkV6VJ1dnaGkZHRa7W7UHJFT5OHISOjd178hPBVFPz8gF9+KX0//fsDW7eWvp93nLS0NDg4OCAiIkKt0U1aWho+//xzyGQyTJ8+HVOmTMGlS5dU2nTo0AE+Pj4YPXp0mdi4cuVKrFq1CmfOnCm+hmgZzhGnm5ggODgYBw8exMGDB2Fubo4uXbrAx8cHTZs2hba2Nm7evIlhw4ZBW1sbGzZswIcffljy8+YhICAAQUFBCAkJgaWlZZn0WRbkRnYmJiYiOTlZRRRfFcpHjx7B0NCwSGGsVKlSqR8SikVEiReKcHVWFMqo1iNq1y47m95hjh8/jgYNGqglei9evECXLl3g7u6OjRs34s6dO/kS2E+ePIl79+5h2LBhZWbjuHHjkJiYiHbt2iE0NLRoW8twPUDDqVPh7e0Nb29vrF27FpcvX8aBAwcwZswYPHr0CE5OTso0i3HjxpVZ3c9FixZhz549OH36dIUSPeB/NTsjIyNRpUoVWFpaok6dOgW2JYn4+PgCR425/3/y5AksLCyKFEcHBwelO7tELFyoGk2sCenpOce/o1HiYsRXUSijJ3ZGRiLD1BRpaWlIS0tDdnY23N3dX3vuU0Vn8ODBqFevHsaNG1dku0ePHqFDhw5o3749lixZAi0tLYSHh6N9+/bKFRRIokmTJpgwYUKZ144kialTp+Ls2bM4ceJE4a6/1+AxOH36NAYNGgQTExNYWFjg6tWraNasmXI0WKlSpRKfdvXq1Vi2bBlOnz4NJyenEvdTnpRlZKdcLsezZ88KdKvmLThuY2NTpDgWWnBcRIkXiRjxVRT+q/VYmjy+5BYtYGZnB4lEAl1dXejo6CAtLQ23b98uM1fUu4BcLsfBgwdV8uQK4s6dO+jQoQNGjRqFqVOnKh8eXi1ZtnfvXmRnZ+Pzzz8vc1slEgmWLFmCYcOGoVu3bggKCio4GKeM1gPEy5f5NiUkJGDatGn4448/sGrVKvj6+gIAkpKScPToURw8eBABAQFwcXFRimD9+vXVftjasmULFi1ahNDQ0AorekDZ1uzU1taGo6MjHB0d0bhx4wLbZGdn50vhULfgeKtLl+BBlm7B1f88AJg6tTS9VEzeTDCpoEAuXtS8XFnesmWXLrFfv37U0dFRhrpXrlz5tZd4quicPn2a9erVK7LNhQsXaGdnx02bNuXb9/z5c5qbm5Mks7OzWaNGDR45cqQ8TFUik8n42WefsWvXrszKysrfoF+/0qXC5KY29O3LS5cucdWqVfT19aWDgwPt7Ow4YsSIIlMUsrOzGRoaysmTJ7NatWp0cnLiiBEjeOjQoSLTRXJTIMLCwsriYypXNm3aRD8/vzdthgoZGRm8f/8+T506xW3btnHBggUcOXIkQ5ycyuT3wP793/QllgtC+CoaJazVedTXl3/99RezsrLYrFkz6urqUldXlyYmJuzevTvPnTv3pq+swjBp0iTOmTOn0P2HDx+mVCrlwYMHC9yflpZGPT09kuT69ev5ySefvJaHi8zMTHbs2JF+fn7563GWQR6owsCAUwBqaWmpPDwdO3ZMY1vv3LnDxYsXs0WLFjQzM6Ovry83btzIZ8+eKdsEBQXR1taW//zzT2k/mtfCW1Wz09u7bITP2/tNX0m5IISvIpIrfhJJ0T9KiURZoNra2poAaGFhwZ49e9LS0pI2NjZMSEjgqlWr6O7uTk9PT+7bt48ymexNX+EbQ6FQsEqVKioFofOybds22traFlm0WqFQUCKRMCkpiU5OTvzrr7/Ky9x8JCcn09DQkKampqxbty6bNWvGunXrMnT37tIXQDAw4PpvvqG2trZS9LS1tenn58eNGzfy4cOHJbI5Li6OW7ZsYc+ePWlubk5PT08OHTqUVlZWPH/+fBl/QuVHcnIyjYyM3o6/nzLyAIgRn+D1cukS2b07aWDA9FcFMLfSQvfu7FejBnfs2ME1a9aoPKUD4OrVq5XdZWdnc9euXWzUqBGrVavGdevWqV0Z/13ixo0bdHV1LXCEtnTpUjo7O+erxlIQhoaGnD9/Pnv06FEeZhZJ3bp1Vb5nXV1dXrlyhQ/q1aOspDc4iYSJbdvS09OTtWrVopGREbW0tDhy5EiuX7+evXv3pq2tLStXrsyhQ4dyx44dfPLkica2Z2RkcNmyZTQ0NKSNjQ2rVKnCiRMnMiQkpGAXbgXD1dWV4eHhb9qM4hGVoIpECF8FJ+HePU6TSJjVuzefN2tGhZ9fzo8xNpYkaWJiQolEwrZt21JfX58AKJFIOG7cuAL7UygUDA0NpY+PD21tbTl37lyNy2u9zXz99df5PhuFQsFp06bxgw8+YGRkpFr9WFhY0Nramnfu3CkPMwskPT2dW7ZsYZUqVSiRSJSiFxQUxM6dO9OvRg3KS3izS9fSopexMRctWkS5XM47d+6watWqKqNZhULBmzdvcuXKlezatSstLCzo4eHBMWPGcO/evXz+/Hmx13DlyhXa2tryjz/+oEKh4NWrVzlv3jw2bNiQlpaW7Nu3L3/99ddSlzwrLzp27MjAwMA3bUbxPHtWJh6A3PvMu4YQvgpO8+bNCYDXr18nAG7fvl1lf506dZQuKW1tbUokEnp6etLJyanYkUtYWBiHDh1KCwsLjhw5kvfu3SvPS6kQNGzYkMHBwcr3WVlZ9Pf358cff8z4+Hi1+zExMWGfPn3Kw8R8REZGcsaMGbS1tWX79u25d+9eWlpaUk9Pj6ampjQ1NWVAQACzsrIYN38+UzW8waVJJByrq6sUUktLS3p5efHMmTNF2iWTyXjp0iUuWrSI7du3p4mJCevXr88pU6bwjz/+YHJyskr727dv097ennv27Cmwv0ePHnHdunXs3LkzTU1N2aZNG65YsYIPHjwos8+ytLxVNTt9fSkvbrqkCA8Au3d/01dQbgjhq8D8+OOPSjH79NNPCYCurq4qgQ2dO3dWurz09PRYu3ZtyuVybt++nXZ2dmrNoTx58oSzZs2iVCp9pwNhoqOjaWVlpXSppaamsnPnzuzYsSNTUlI06kdLS4unT58uL1OpUCgYHBxMX19fWllZcfz48bx7965y/7Jly1i/fn26ubnRxsaGy5YtY8+ePSmRSHiiZ0+15ojlAFMlEl4ZPpznz5+nnp6eytyeJovzkjnBN2fOnOG8efPo5eVFY2NjNmvWjAEBAfzll1/o5OTELVu2qNVXSkoK9+3bx0GDBtHW1pa1atXizJkzef78+de20G5BVMTIzoLIysrisj59mFpS4fsvSvxdRQhfBeXixYs0MjJSuREBoJGREXfs2KFsN3r0aGpra9PIyIh9+/ZV6ePQoUOUSqVqh9qnpKQoA2GaNWvGffv2vdGbTFmzevVq5U3r+fPnbNq0Kfv376/x3NLQoUMplUrLJRoxKSmJP/zwAz/88EPWrFmTa9euzTdyOn78OJ2dnTlmzBgGBgayXr16yt+Jvr5+zvxlnjliGhrmG+GlA7zs5sakkBBlv02aNFG6yhs2bKjxqhWvkpqayuPHj3P06NHU19envr4+27Rpw2+++Ybnz59ndna2Wv3IZDKeO3eO06dPZ82aNWlnZ8chQ4YwMDCQqamppbJRU96GyM5Hjx7R09OTnTt3ZsqSJZRp6vL8L2DuXUYIXwWlZcuWyjm7V18ODg7Km/Xx48c5f/58Pnz4kDY2Nrx+/bpKP2fPnqWtrS137typ9rnf1UCYTz/9lLt372Z0dDQ9PDw4efJkjYU9LCyMUqmU9evXL9OIxLCwMI4ZM4aWlpbs0aMHT548mS8AJzU1lWPHjqWzszOPHTtGmUxGOzs75XwfAHbs2FG149jYnDnh/v2Z1rYtfzc25mSAi6ZMyWfDqVOnKJFI+Mknn7BXr1786KOPeP/+/VJd17Nnz1ijRg0uXryYCQkJPHjwICdMmMA6derQzMyMnTt35tKlS3n16lW1v4vw8HB+//33bN26NU1NTent7c3169fz8ePHpbJVHSp6ZOfx48dpb2/PBQsWUC6XMzExkbOlUmbr6WkUJf6uI4SvgpKamsrAwEACoLOzMw0MDKivr8/atWuzffv2TEpKynfMjz/+yKZNm+a7gVy/fp1OTk784YcfNLIhbyCMnZ0d582b99YGwiQkJNDU1JSXLl2ii4sLlyxZUqJ+unfvzm+//ZZeXl4MyTNaKgkymYz79+9n27ZtaWdnx9mzZzM6OrrAthcvXmSNGjXYt29fvnjxQrk9MjJSuTafgYEBzczMePGVNdXkcjnXrFlDqVRKExMTpQfh1YckklyxYgVfvnxJhULBFStW0MbGhgcOHCjR9b148YJ169blV199VeD+2NhY7tq1iyNGjGD16tVpbW3NHj16cPXq1bxz545auZEvXrzgjh072Lt3b1paWrJRo0b8v//7P167dq3ccitdXV0r3Hy4XC7n/Pnz6eDgoJzDVigU/Oyzzzhy5MgiPQB5o8TfZfdmXoTwVWBWrVpFY2Nj5fu6desWuUCpXC6np6cn165dm2/fgwcPWLVqVc6ZM6dEN4Tbt29z6NChtLS05KhRoyrcH35x7Ny5k02bNqWdnZ3a80yvcuHCBTo5OTE1NZUdOnTgoUOHStRPXFwcFy5cSBcXFzZp0oTbt29nRkZGgW2zsrL41Vdf0dbWlr/99lu+/UOHDqW2tjbr169PANy6dSvt7OyUgU23bt1is2bN2LRpU16+fFklR8/c3LzY3Lxz587R2dmZ06dPV9s1Sea4bD/++GNOmjRJ7d9bdHQ0t27dyoEDB9LZ2ZmOjo4a5RBmZWUxODiY48ePp7u7O11cXDhmzBgeO3ZMrcVs1aVTp04VKrIzPj6eHTp0YPPmzRkTE6PcvmbNGtarV0/VZZ3HA0Bv75x/80SJvy8I4avAdOnShbVq1VK+b9iwIS9cuFDkMTdu3KBUKi3Q7fP06VN+9NFHHD16dInn7l4NhHlbEpBbtmxJExOTEouVQqFgq1atuH79epKkr69vodGJhXHp0iX6+/vTwsKCAwcO5KVinq5v377NBg0asGPHjgV+n8uXL6e2tja3bdumLBlGktu3b6ejoyPHjRtHqVTK1atXUy6XMyQkhLr/RW/mvlxcXIoVptjYWLZr146tWrVSK3cvNTWVXl5eHD58eIlHXQqFguHh4SXOIcxNvViwYAGbNm1Kc3Nz9urVi9u2bdMoercgKlJk54ULF+ji4sKpU6eqzFVfuXKFNjY2/Pfff9+gdRUXIXwVGBcXFw4ZMkT53tPTs9gQc5KcOXMmP//88wL3JSQk0MvLi7179y7VU3BKSgpXrlxJNzc3NmvWjPv376+wgTAbN26kRCIptASZOhw+fJg1atRQjnr69u3Lbdu2FXtcRkYGt23bxo8//piurq5ctGhRse5iuVzO5cuXUyqV8scffyxQPI4dO0YdHR1Onjw5376zZ8/S3t6eRkZGKuI6c+ZMFdEzNjbm2rVr1RInmUzGr776ik5OTkVGs+aWVevXr1+ZzoOVNofw6dOn/Pnnn9mtWzeamZmxZcuW/O6771QiZdVl06ZN7NevX0kvpUxQKBRctWoVbWxsuG/fPpV9iYmJrFKlCn/99dc3ZF3FRwhfBUZHR0fFpaLuvFJaWhqrVKnCP/74o8D96enp7Nq1K9u3b69RGH9BZGdn87fffmPDhg1ZvXr1ChcI891339HW1pZ169YtcR9yuZz16tVTGeENGTJEOforiKioKM6cOZO2trZs164dAwMD1RKCyMhItm7dmp6enoVWCLl79y719fXZtm1bFdFKSEjgiBEj6OjoyD179nDBggX08PBQjnByIyM///xzWllZ5Q+EUYPDhw/Tzs6OS5YsySeY2dnZ7NGjB7t166aRW7QkaJpDmJe0tDQGBQVx+PDhdHBwYI0aNTh16lSeOXNGre/o4sWLbzSyMykpib1792a9evXy/UZy5/VGjBjxhqx7OxDCV0EJDw8nAJVRWdu2bXn06FG1jj927Bjd3NwKFbbs7GwOGjRI48TtwsgNhPH29q4QgTByuZxTpkzhhx9+yP79+/Pbb78tcV87duxg48aNVW70Y8aM4YoVK1TaKRQKhoSEsHv37rS0tOTYsWPVXnVAoVBwy5YttLGx4cKFCwu9AT9//pzW1tZ0d3dXmRfcu3cvnZycOHz4cL58+VK5/csvv2TDhg2ZmJio3BYcHMxKlSrRwsJCLdteJTIyko0bN2a3bt2U55LL5ezfvz8//fTTQucry5OicghPnjxZaGqGXC7npUuXGBAQwHr16lEqlXLAgAHcs2dPgQFk5JuN7Lx58yY/+OADDh06tMAHzDVr1rBu3bqlTkV51xHCV0FZsGCBcumbXDp27MigoCC1++jXrx+nTZtW6H6FQsGpU6fSw8Oj0GjCknD79m0OGTKEFhYWbyQQJisriwMGDGDTpk0ZFxdHJyenEpcWy8zMZOXKlfONtKdOnaoU06SkJK5Zs4YeHh708PDgmjVrCr1pFkRsbCy7d+/O2rVrF5kbmJmZSQ8PD5qamvLp06ckyZiYGPr6+rJ69erKOb68KBQKjhgxgl5eXsobZVJSkjJHNG8whCZkZGRw9OjRrFKlCq9cucKRI0eyRYsWrz2vrjBycwhnzJjBjz/+mCYmJmrlEEZGRvKHH35g+/btaWpqyvbt23P16tWMiopSafcmIju3b99OqVRa4FJZZM68nlQqFfN6aiCEr4LStm1bNmzYUGVbly5d8vnzi+LZs2e0sbEpNtF68eLFdHV1LdF8R1HkDYTp0aOH+oEwz57lFNnt1y8n8qxfv5z3akSepaSksFOnTuzUqRNTU1OVaQAlJfcm+Cpz5szh6NGjOXbsWFpaWrJ79+4MCQnROJjjwIEDdHBw4LRp04ocKSkUCnbu3Jl6enr8+++/KZfLuXbtWkqlUs6ePbvIJ3y5XM6+ffuyc+fOygCI2rVr08zMjDNnztTI3lf55ZdfaGhoSDc3N5VRZUWjJDmEiYmJ3L17NwcMGEBra2vWq1ePX331FS9duvRaa3amp6dzxIgRrFatGq9du1Zgm8TERFatWlWjfN33GSF8FRR7e3tOmDBBZVuPHj24a9cujfrZsGEDP/7442LdMhs3bqS9vT3//vtvjW0tjuTkZGUgTPPmzQsPhLl4kfT1zckperXaRG6uka9vTrsCiI+PZ5MmTThgwADlDX7WrFn88ssvS2y3vb09r1y5otwmk8kYGBjIatWq0cjIiDNnzlS7sHVekpKSOGTIELq7u6tV+mzatGnU1dXljh07GBYWxubNm7NJkya8ceOGWufLysqit7c3e/fuTZlMxmHDhrFmzZqsWbOmxrbnZf78+axevTqrV6/OwYMHV6j53aLQNIcwOzubp0+f5pQpU1ijRg0aGxuzcePGxS60W1oiIiLYoEEDdu/evdDC3QqFgp9//rmY19MAIXwVFC0trXyuq969e/OXX37RqB+5XM4WLVqoLFFUGPv27aONjU2pE7ML49VAmB9//PF/N8oSrEGYl6ioKH744YecOnWqyk2rZs2aJa49On/+fGUh6vj4eC5atIiurq78+OOP6efnx1GjRpWo39DQULq7u3PYsGFquUS3bt1KPT09Tp48mfPmzaNUKuWqVas0nmNKS0vjJ598wuHDh/Onn35iy5YtqaOjU+Jo3KVLl7JatWp8+vQpk5OTCw24eBvQNIdwwYIF/Oijj9iyZUuamZmxW7du+RbaLS0HDx6kra0tly1bVqQnYe3atWJeT0OE8FVALl26RIlEku+G1L9/f27evFnj/m7dukWpVKrWfM7JkydpY2PD33//XePzqItCoeCpU6eUgTBB3t5UvFpNQoN6grdu3aKzszO/++47lfPcu3eP9vb2Jbqxx8bG0tramvv37+egQYNoYWFBf39/ZVWU9evXc+jQoRr1mZ6ezilTptDBwUHt1Io///yT+vr6bNy4MT08POjj45NvvkkTkpKS2KhRIw4aNIiVK1emlpYWBw8ezNatW2tUnuzHH3+km5ubii1Fhdi/TaiTQ5g3sjM+Pp5bt25lr169aG5uzqZNm3LhwoW8efNmifIYs7OzOWPGDFaqVIlnz54tsm3uvF5ZT1O86wjhq4BMnz6dUqk03/bBgwdzw4YNJepz9uzZ7Nmzp1ptr1y5QgcHhxKfSxPu//orM7S1S1xB/trPP9PW1pZbt27N1/d3333HYcOGaWxTRkYGO3ToQDs7O7q4uHDhwoWMfWV+cdu2bRrlcl29epW1atVijx491I52vX//Po2NjWlubk57e3vu2rWrTMpwxcfHs1KlSsqC1FpaWtTW1mZERIRax2/fvp1OTk6FBnfkTaou77SG14FCoeCNGze4cuVKduvWjRYWFvzggw+oo6PD3bt3q+QQZmRk8OjRoxw9ejRdXFxYuXJlTpgwgcHBwWoVQ3/y5AlbtWrFNm3aFDt6zJ3Xy1u0XqAeQvgqIJ6enmzRokW+7V988QXXlLCAbHp6OqtWrar2SOPff/+lm5sbFy5cWG41D0nmzNmVcOkUuUTCA3p6heYrtmjRQqNKLdHR0Zw9ezalUil1dXW5adOmQm/ce/bsYXc11ivLzs7mggULaGNjw23btqn9Wb58+ZJWVlaUSCT56nOWBSdOnFBJZjcyMlLLtr1796qURCuMuLg4tm/fni1btnwtxaNfJ7k5hJaWlmzevHmhOYQKhYL//PMP58+fz0aNGtHS0pJ9+vThzp07VVJOcgkNDaWTkxMDAgKKdWPnzut98cUX5XKN7zpC+CogVlZWDAgIyLe9oNwxTThx4gRdXV2LTO7NS0xMDGvVqsVJkyaVT1WWMlglWq6nV2C0Z2xsLM3MzIqd91AoFDx58iR79OhBS0tLjhkzhl27di3w88/LoUOHik0Av3fvHps2bcrWrVtr5J6MjIykpaUlJRIJ161bp/ZxmuLr66sUPnUS/I8cOUIbG5si68XmRSaTce7cuXR0dOSpU6dKa26FI7dmZ0E5hJ6enpw9ezZDQkKUv8GYmBj++OOP9Pb2pqmpKVu3bs3ly5czPDycixcvVq5Mrw7r1q1j3bp135pgooqGEL4Khlwup0QiKTBab+LEifnmsTSlf//+BZa5Koznz5/T09OT/v7+Gq9bVyyLFpVa+GhomFNk9xU2btxYpGs3OTmZa9euZc2aNfnBBx/whx9+YGJiIq9fv05bW9tiQ/NDQkLo5eVV4D6FQqFMNVixYoXaDw1yuZzr1q2jvr4+tbW1SzSfqwlBQUGsXr06ARSb8hEaGkqpVFrsnFNBHDlyhHZ2dvz222/L13vwmimsZqc6OYQpKSncv38//fz8qKenR0NDQ44aNYrnzp0r9vdy9epVMa9XSoTwVTBOnDhBbW3tAvdNmzaNCxcuLFX/sbGxtLW1VQnRL46UlBR27NiR3t7eZfuE2a9f6UQv99W/f76uu3btWmAtzbt373L8+PG0srKir68vT5w4oXIz9vb25vfff1+s6efPn2fjxo3zbY+JiWGHDh3YsGFDtau2kDnr8bVo0YLOzs40NDQscQqGJsTFxdHMzIz169ennp4eT5w4UWC7ixcv0sbGhsePHy/xuaKiovjxxx+zS5cuBbr53kbUrdmZm0M4ceJE1q1bV5lDOHHiRFaqVImjRo1iaGgoZ8yYwVq1atHW1paDBw/mvn378lVeSkxMZLVq1cS8XikRwlfBGD16NB0dHQvcN2vWLM6fP7/U59i4cSMbNmyoUTh8VlYW+/btyxYtWpTdjcvbu2yEz9tbpdvU1FSamZkp58VkMhkPHjzI9u3b08bGhjNmzCgw9+7MmTN0dXVVq+TWP//8w9q1a6ts++2332hra8u5c+eqPTrOzMzk/Pnzhl5p6AAAIABJREFUaW1tzcGDB9PQ0JAdOnR4bQW/q1atyl9//ZX1K1XiXCMjxrZvr1I04NapU7Szsyvxmnx5yczM5NixY1m5cmWNHrwqKiWt2fns2TOOGDGCBgYGtLe3V8khDAsLY3h4OJcvX842bdrQ1NSUnTt35o8//shHjx7x888/5/Dhw8vhat4vhPBVMD766CN26NChwH1z584tdu5JHRQKBb28vLhy5UqNjpPL5Rw7dizr1q2r1vI0xVJGI77YVz6v/fv3s3Xr1oyPj+fixYvp5ubGRo0accuWLYXO+SkUCnp6eqq9Vt/du3dZtWpVkjnu4D59+vCDDz4odqmhvJw7d441a9akt7c3Dxw4QGNjY1arVq3UhcM1IaBDBz6oV4/pALN1dVXnTw0MmA4wulGjQosGlIRff/2VUqmUGzZseKtdnyWp2Zmamkp/f396eHjw9u3bJFVzCF1cXOjg4MB+/frx559/5rVr17hz50727duXRkZGNDQ0ZEBAAK9evfpWf3ZvGiF8FQxTU1PV1cHzlO/6t0YNXvHwULt8V1GEhYVRKpVqXKNToVBw/vz5rFy5skZ5XwVSBnN8Wbq6/Oa/6LrAwEDK5XL6+PiwSZMmtLCw4IABA/jXX38Va0pgYCBr1aql9k0sKiqKTk5OPHr0KCtVqsRx48ap7QZOTEzk6NGj6eDgwN9++40RERG0srKipaVliarAlJg1a5ilq0t5cZ9zIUUDSkNYWBg9PDw4cODAClPfsyRoUrPz7t27rF27Nvv161fow01BOYTu7u7s1q0bTU1NuWLFCk6YMIGVK1ems7MzR48ezaNHj76RwuBvM0L4KhDp6ekEkFMpopTlu9Rhzpw59PX1LdGxa9asoaOjY6G1A9WiDKI6s7S1Oa5PH37yySc0NjamlpYWAXDixIlqV9GQyWSsWbOmRu68hw8fUl9fn87Ozjxy5IjaxwUGBtLZ2ZlDhgzhixcvmJCQwKpVq9LY2LjEFWZKRG6lHE0+7zIWv+TkZPbt25d16tR5awsrq7sa++7duymVSlXXP1SjJq1CoeBff/1FGxsbNmjQgJaWlvTw8ODo0aO5YsUKBgQE0NPTk+bm5uzZsye3bt1aJqutvOsI4atA7N69m3p6eqUu36Uu6enprF69Ovfv31+i43PntNRZHLdQSpHHp5BIeMjAgHnz0SQSCY2MjGhnZ8f58+erdRPYtGkTmzVrprbryMnJiRKJRHlONze3Yo95/Pgxe/bsyWrVqvHkyZMkc3L8WrVqRTMzs3KP4FTh4kXNRS+v+Gngzi0OhULBNWvWlHu1oPKiuNXYMzMzOWHCBLq5uf3PDa7BQ61CoWCfPn2UhRhkMhn//vtvLl68mB06dKCpqSnr16/PkSNHcsKECfTx8aGZmRlbtGjBJUuWlHhVErUoRTH5N40QvgqEv78/Z1lbv9Yn8ZMnT9LZ2VmjZXTycuzYMUql0pKvbl6Km3AqwAZ5RC/31bt3b964cYODBw+mpaUlR48eXWj9yPT0dLq4uKgVpp+ZmcnZs2cr0w0AUE9PjxMnTiz0GLlczvXr19PGxoYzZ85UukMVCgWHDRtGS0tLTpkypWSfXUkpxcMGJRJSjcR9Tbl48SJdXV05efLksk+bKUeKiuyMjo5m06ZN2blz5/9Vd9HwofZ0376sXbt2oW70zMxMnj17lvPnz1fmEDZp0oS9e/emj48PHRwcWL16dU6ZMoWhoaFlU0nnNXijyhshfBWIXm5uTC9F+a6SPokPHDgw30oQmnDhwgXa2dmpHRiSjxK43VIAHunalcbGxiqip6enxxo1avDDDz/kzz//zIiICM6cOZNSqZQ9e/bkhQsXVE69dOlS+vj4FGvizZs3Wb9+fXp7e/Py5cs0NDQkABoYGBRaA/XOnTts2bIlGzdunM8l/N1339HKyort27d/vQualoF7mQYG5fJUHx8fz44dO7J58+YlXifwdXPx4kXWq1cv3/Zjx47Rzs6O33zzzf8idEvwO08F+GTOHLXteTWH0MjIiA0bNuQnn3yiXIWif//+3LVrV8mWkXpN3qjyRghfBWK/lhblb+BJPC4ujnZ2dqVakuj27dt0dnbmsmXLStbBmjXM1tOjrJjrlAPM1tfnSg8P9u7dmxs3blQRP0tLS8pkMp44cYIdOnSgvb09v/nmG0ZFRXHFihV0c3NjixYtGBgYyBcvXtDGxqbIpX3kcjmXLl2aLwpx0qRJBMBu3brlOyYzM5P/93//R2tra65YsSKfsO3bt4//z951xzV1t98k7DAzSQIkbNkgIIKyZKgMQUBBRFDcihMFcSuo1FVRq1VRqHvr73XPKva1WFfVotaFFa1VHKDIJvf8/rC5JSZAWNX25Xw+/EGSmzuS3Of5Ps95ztHV1YWFhcXf72HXjqIBbQGxWIyMjAzw+fx2cwlpS5SVlUFDQ4P8jMViMebPnw8+n4+zZ8/+9cLPVF7+dIZQS0sLtra26NSpE+h0OgIDA7F69Wq5DhQy+AL6wm2FjsD3haD0/n1UtOZm1MpMfPPmzXB2dm5VKeTJkyfo1KkTpk+f3iyqNUEQ+OqrrxDK4+FdYCCgri7j1lClpIRKCgVERARw5QoqKirg7++PhIQEODg4QFlZGQMGDACHw4G/vz/JOL116xYSEhLAYDAwceJEPHjwALt27YKLiwuYTCY8PDwaHHF4/PgxfHx84OnpKcNgLS0thaqqqoy5bn5+Puzs7BASEiKXoXn16lXo6uqCyWS2nhXbErSjaEBb4vTp0+DxeFi0aNHfNtPYUkiYnRJ9Urkr1i+kvPzq1Svs3bsXY8aMgYWFBbS0tCAUCqGlpQUrKyvMmjULly9flr3mX1BfuC3QEfi+EPzUr1/rA18rMnGCINCjRw+FVEsaQ3FxMVxdXTFixAiFSnhisRiTJ0+Gra0tnj59ijdv3mDNvHlYxGTiCJOJIicn1MbGgliyBD3s7KS0DD98+AAvLy9ER0dj586dcHV1xenTp7FkyRKwWCwsW7aMDORPnz5FamoqmEwmBgwYgBMnTkBHRwc9evSAvr4+MjIySCIMQRDIyckBm83GkiVLZM/jz6Y+Ua+pX5mejrRhw8Dn87Fr1y65gb+oqAj6+vrQ1dWV8Vr829BOogHtAUmPLDQ0tM1FutsSwcHBWLJkCelIIdOj/ILLy8+ePcPWrVsxePBgcLlcaGpqQkdHB7q6uoiNjcXhw4c/9he/kMDdVugIfF8I8oTCz56J37t3DywWq1V+b8BHzzd/f39ERkY2KhJdXV2NuLg4dO/eHXl5eRg2bBj09PQwaNAgXLp0SSZ45ObmyghDv3//Hu7u7iSRRRLoHjx4gB49esDV1RU3btwgX//u3TssW7YMmpqaMDQ0xNGjR6WIMEOHDkVAQAAcHBxkRzUaaepXUCioVlJCVUiI3Kb++/fvYWtrS5ZMPxvaaMVHDBr0txxudXU1Jk6cCBMTE4XFsf9OEAQBf39/aGpqNuxB+IWXl+ufy6NHj5CdnY3g4GBoaWlBXV0dAmVlVLU06LVz4G4pOgLfF4IzLS0jtHEmnp6ejvDw8FafT1VVFfr16wc/Pz+5jNGysjIEBgbC2dkZ7u7uMDQ0xIIFC/DixYsG37OyshIcDkdGnLekpARCoRA2NjZSwZIgCGzcuJFkVEqC8IMHD8BisbB27Vo4OjrC1tYWubm52LBhAzQ1NaGhoYHIyEjpwfdWNPVra2sRFBQEAwMDTJgwoaWXtG2weDGIVt6EK6hUnAoM/FsPe8+ePWCz2Vi/fv0Xo1jy/v17xMTEQCgUIiwsrOEX/kPKy5+CIAgUFBTg+969UdnawPc3BO7moCPwfSHY3tovVhv9OKqqqmBlZYUDBw60+pzq6uowatQouLi4SBm5/vLLLzAwMICGhgZ8fHywb98+hXuLM2bMkBs8fHx8IBKJMGfOHJnnnj9/jqioKFhaWiIvLw8xMTHIyMgA8PHHffDgQQgEAigpKWH06NF4+vQpsrKyIBKJ4OXlhRujR4NoRVN/3LhxMDIyQkBAwOc3Zn35EjUtZQ7/+UeoqcHNxARZWVl/66H/+uuvsLW1RUJCwmdXeykoKECnTp0wfPhwXLhwQS6zk8Q/qLwsF//QwN0YOgLfF4CioiJMpVBanYm3VVaVl5cHQ0PDNmEcEgSBmTNnwsLCAnv37kVISAhoNBo6d+7cKJuyITx9+hQMBkNqFVlaWgptbW0UFhbC2toaCxculLvtgQMHwGazQafTSfLBuXPnIBKJMGrUKPz444+Ij48Hg8HA5MmT8fDhQ5xauBAVNFrLPg86HTunTAGfz4eZmdkX4UqwaNEinNLSAtHKfs1vv/0GIyMj5Obm/q3H/+HDBwwaNAh2dnafzZZn69atYLPZ5Ll/yuyUwT89cPzTA7ccdAS+LwDLli2DiabmF9UAHzZsWJuU5T58+IANGzaQKyptbe1GlS4UQf/+/bF69Wry/507dyIkJATAx9WdhYUFli9fLndbPz8/dO/eHQYGBggLC4NAIJAx/ywqKsLUqVPBZDJx2dCwxUFCTKXikIoKWCzWF+GdtmrVKpiZmaH46NE2Yej9+uuv4PP52Ldv3996HgRBYN26dWCz2di7d+/ftt/KykqMGjUK5ubmMv3fRjU7/yE9vgbxTw/cctAR+L4ABAUFfSyVtFK+qy2ZU2/evAGPx8PlFqovPHjwAMnJyWCxWAgLC8Py5cuho6MDHR0dmSHy5uLChQuwtLQkKdcxMTFShJGioiKYmJjgm2++kdru7NmzMDMzw6VLlyASiaClpYXw8PAG+4rvHjxArbJyq37slRQKzv+NN+eGkJOTAyMjIzx+/BgAUPH11yhv7ndNzkzW9evXweFwmqVX2la4cuUKjI2NMXny5HZXeyksLISLiwuioqJQWloq83xwcHDD0n9fMKuzPqqqqvDjjz/i3r17KCkp+auX+k8P3HLQEfi+ABgYGGDs2LGtlu9aHhuLsrKyNjuurVu3wsnJSeG+lFgsxtGjRxEUFAQ2m43U1FQUFhbi0KFD4HA4OHnyJI4cOQI2m42TJ0+2+LgIgoCTkxNOnDiBqqoq6OnpyQSvwsJCGBkZYePGjeQ2rq6u6N+/PzgcDrZv347y8nJMmzYNHA4Hubm5MqSJyvR0VLeyH1ajovLZf/C7d+8Gn8+X0m1MTEzE1m7dFCLsiKlUVNBoqPskkZDgv//9b4vd2VuLN2/eICQkBN26dcOzZ8/aZR+S7++KFSsaJNakpKRg0aJFuHXrFmxtbWFmZgaRSAQmkwk6nY6a0NBWl5fbGxcvXgSFQoGWlhZUVFRApVKhpqaGskePIFZV/eIDd3PQEfi+ACgpKf0VCFqojvB+yRIkJCRAJBLh6NGjbXJcBEEgICCgwbKhBG/fvsXy5cthZmYGZ2dn5OTkkNqCmzZtgr6+vhRD8ocffgCXy8WuXbtafGybNm1CcHAwTpw4gW7dusl9zf3792FgYICtW7di5cqVoNPpCAgIkLFiunbtGjp37oyAgAByqPzw4cPY31ZM289Y4jl8+DD09fWlSnMHDhyAmZnZxyTpyhUgMhLVNBrKPzlu4k/dRSIiAmPd3DB//vwG93PixAlwOJzPYjArFouxcOFC8Hi8Bl3kW4La2lqkpaXB0NAQFy9ebPS1Es3O169fQ72ecDqVSoW3tzd+XLmy+Svser/vv2MAvKamBtra2lLHbmFhAXd3dxxRVf0sqlLthY7A95lRUFAAKpUq3RhfuxZ16upNynfJo86fPn0aZmZmiImJaROzWAn1X56k0Y0bNzBixAjo6ekhLi4O+fn5ZEZMEAQyMzMhEonkKsTfvHkTAoEAa9asadFxVVRUgMPhIDY2FosXL27wdQUFBdDW1gaVSkVSUlKDKiC1tbVYvHgxmEwmnJycYGpqimJ397YJfJ+pqX/mzBlwOByppOOPP/6Avr6+lAVSRUUF9Gk0TFdWxi5VVbzy8MBmCgUnAwLILP3Zs2fgcrmNlqn37dsHHo/Xvo4AjeDMmTPg8XhYsGBBq9Ve/vjjD/j6+iIgIEAheyuJZuf58+dhYGBABg81NTWoqamBQqHgcEhIq9jB7YWnT58iPT0dQqEQdDodn4q+CwQCvDp2rEO5pQNth7lz54LJZMo8nurnh/sODh9LBJ/Id5EK6JGRcr9Q5eXlSEtLA4fDQXZ2dqtvAgsWLEBISAgIgkBNTQ127doFT09PGBgYICMjQ6bMKBaLMWnSJNjZ2TVafnr06BHMzMwwf/78Fs1mTZs2DZqamg0SR549e4bAwEAIBAKoqKg0PGCMj4F606ZNYDAYEAqFcHFxwduQkDYJfJX9+zf73FqLixcvgs1mSynEEASBoKAgzJo1S+q1iYmJoFAooNFo6NWrF4YOHQoKhQIVFRWpQLd3716Ym5s3Wk7PycmBUCj8ew116+HZs2fo3r07goOD/3JEaCby8vIgEAgwZ84chQXEz58/DxqNBmNjY6xevVomeBgZGQEAdnh7o1JJqUVJbVuitrYWhw4dQmhoKBgMBsaMGYPr16/j8uXLUsetrq4OLpcLJpMJokOrswNtBR8fH3h4eEg9dvfuXXC53I8uzcXFwJIl+BAZidfdumEfnf6xZ6RAvfzmzZtwc3ODt7c37t692+JjrK6uhqWlJaKjo8Hn8+Hj44O9e/fKJRRUV1dj4MCB8PT0VEhm6o8//oCjoyPGjRvX7AB96NAh0Gg0uQPyO3bsAIfDwaxZsyAQCLB582ZwOBwZBifwsSQqUXn5+eefQRAEsrOzMY9OR00ryS0VFArSlJQQFRX1t5mtXrt2TS7hZO3atXBxcZH63A4ePEhm+aqqqkhMTIShoSF542OxWH/NYL58iV3Ozsg3N2/Ufy0rKwsWFhaNihG0J2pqapCcnCztgacACILA4sWLoa+vj+PHjyu0TUFBASIiIiAQCMBkMnH79m0AfyUTFAoFdDodBw4cwKFDhyAUCpHq54crIhEqqVSI1dSaldS2Fo8fP8asWbNgYGAADw8P5OTkkG7weXl5Ml6Tkj8mkwldXd0Od4YOtA04HA5SU1OlHhsyZAjS09OlHrO2tgaPxwOPx2vW+9fV1WHVqlVgsViYP38+qqqqFN6WIAj88MMPGDBgALS0tJp0CS8rK0PPnj0RFhbWoH+YPJSUlMDLywuxsbGorq5WeLsZM2agU6dOUuzN169fIyYmBtbW1rh69SoyMzPRr18/AMCPP/4IDodD9oFqamqwaNEisFgsfP311zLZ/R83b6K6pTN8f/5V02gYFxMDDocDKpUKIyMjzJkzp92Cwu3bt8Hj8WQECCRydPUToMrKSrIMLLnBBQUFSf2vrKyMRRERpFSbzKxpA/5r8+bNg4ODw2fV2Ny3bx84HI6063kDKCkpQVhYGNzc3BRarT58+BCDBg0Cl8vFsmXLUFFRQTI7r1y5AjqdDh0dHaiqqkJfXx/Pnj2Dvr4+UlNTYWtri8uXL6OzoSGIJUtADBqEyzweamNjFU5qm4Oamhrs378fvXr1AovFwoQJE6RmaH///Xf07NkTysrKsLe3x6VLl0Cj0WSCn5eX18cN/uwLt6Qa9aWgI/B9RojFYlCpVKmRgSdPnoDJZErdMAoLC6GsrAwlJSXo6Oi0aF9FRUXo06cPrK2tm3RMLy8vR3Z2NhwdHWFhYYGsrCyUlJRgxIgRSEpKkrtNcXExunTpgqFDh7ZInaSiogJ9+vRB7969yQy0Kdja2mLt2rWwsrKCWCzGsWPHYGBggMmTJ6OiogJv3rwBm82WKoXm5eWBzWZj3bp1cHBwQO/evUmKv1xERLS4qU9QqbhhZgYmk0kKacfExIBOp0NJSQmmpqaYPn06fvjhhzZRdHn48CFJ5qmPmpoadOnSRWa8gyAIHD58GKGhoaBQKBCJRPD19QWVSoWtrS1oNBpujR37keTSzAyfIAhMnjwZHh4ebco0bi7u3bsHe3t7DBo0qMHv1bVr12Bqaorx48c3mXg9e/YMo0aNApPJxPz586VEHlJSUhAZGUmWjGtraxEdHY2NGzeiV69eGDlyJNhsNu7cuYOMjAxMnDgRAHDs2DFQKJQGhRdaigcPHmDatGng8Xjw8vLC1q1bpRLSqqoqzJkzB2pqatDW1sZ3330HgiDw7t07ODs7SwU9VVVVfPvtt9I7+LMahfj4jxWA+Ph2CdztgY7A9xnxww8/gEajSWWj48ePR0pKitTrRowYQWZgNBqtxT07giCwb98+CAQCjB49WkZJ5OHDh5gyZQpYLBZCQ0Nx4sQJqX29ffsWfD5fhuDw22+/wdLSEjNmzGiVjmJtbS0GDx4MDw+PJvszDx48AI/HQ11dHWkDJBKJpDzcUlJSMHLkSKntysrKEBERARqNhnnz5jV9vG1gx/Lu3TtkZWXBzMwMXbp0wZYtW5Cbm0sagxoZGUFPTw/9+/fHpk2bWmTCWlRUBGNjY6xbt07muTlz5qBXr14NnmtUVBSUlZXJ/62srHD58mWMolAg/jSjb0ZPhyAIUvS7OZWGtkZ5eTkSEhJga2srRbwhCAIbNmwAm81ukmFcXFyM5ORkMJlMpKamkk4e9eHr6wsKhSLTQ83KyoKrqyssLS1Js2YXFxecO3cOANC5c2dIxgjkle2bg6qqKuzcuRN+fn7gcDiYMmWK3DbH4cOHweVyoaqqisGDB5MB/NmzZ3BwcMCYMWOwa9cuSNiddDq9Ve2SLw0dge8zIjk5Gfr6+uT/L1++BIPBwPPnz8nHXr9+DRUVFans69OMvrkoKSnB6NGjIRAIsGfPHhw9ehQhISFgs9lISUlBYWFhg9vu2LEDDg4OZJ/o1q1bMDQ0xMqVK1t1TBKIxWJMmTIFtra2jRJjli1bhpEjR+LixYvgcDgwNDSUGix++vQpmEymVBA5evQoRCIRBg8ejJ07d4LD4ShmvttGTf26ujocOnQIfn5+EAgESE9Px4EDBxAcHAwul4vIyEiEh4eDwWDA0dERaWlpyMvLa3I4+8WLF7C0tMSyZctknsvPzweXy200mJqbm4PFYpH/DxkyBPvT0mTGG5ob8CXn3K9fP0RERHxWndL6QW737t1SwbCxG3ppaSlmz54NJpOJsWPHyr2O1dXV6NKlC5SUlGBiYiL13M2bN8FisRAeHo7ExEQAH5MUFouF2tpa5Ofnkz1WNTU1zJgxo0Xnd/fuXSQnJ5N+lLt27ZKbbNy/fx9eXl5QV1eHpaWl1PhJQUEBhEIhMjMzUVtbi/DwcPTr1w9OTk7Q09P7YsTB2wIdge8zokuXLvD39yf/nzFjBkaPHi31mhs3bsDW1hZCoRAMBgNUKhXbtm1r9b5LSkowbtw4qKioQEdHB0uXLlVI+JcgCPTs2RNLlizBhQsXwOVysXPnzlYfz6f7+Oqrr2BsbNwgIaR79+6Ijo4Gj8fDzp07wWazpSSjhg0bhmnTpgH4GBgGDBgAU1NTnD59mnzNwYMHZWbcGkQbN/Vv3bpF2jANHToU+/fvR2JiIhgMBpKSkrB7927MnDkTLi4u0NPTQ2RkJLKzs2VmEN+8eQN7e3vMmzdPZh9lZWUwNzdvUlJMU1MTLi4u5P/r1q3DVaGwaeZhY9eg3txWVVUVevXqhYSEhM9uKnvt2jUYGhqCxWIhNja2wfJneXk5vvrqK3A4HAwePLjBZPDJkyfgcDjQ09PDzz//LKXZWVFRATs7OyQmJsLW1pb8fa1evRqDBw8G8FG1SUlJiRwWV1dXV7g0XFFRgS1btsDLyws8Hg9paWkNyqa9f/8ekydPhrq6OjQ1NbF69Wqpnva5c+fA5XLJpHrq1Knw8fFBdXU1qqqqSNLOvwUdge8zYP78+UhLS4OmpiZSU1MhFotRWloKFovVoCv3//3f/5G9mNZkXjdv3sTIkSOhp6eH2NhYnDt3DvPmzQOLxcKqVasUom8/fPgQ2traYDKZOHXqVIuPpSlkZ2eDz+fL+LCdO3cONBoNISEhJElk2rRpmDRpEgDgzp07YLPZePPmDXJycsDlcpGamio3sO/atQt8Ph937txp+oD+bOrXKCmh4pMAKJZ49DWzqf/q1SssXLgQAoEAPXr0QE5ODlJTU8FisdC/f39cvnwZL168wObNmzFgwAAwmUzY29sjNTUVhw8fhqurK6ZOnSr3OzFy5EjyBtsYqFTqR+WgP1Hw/fdt7r9WXl4OT09PjB8//rOuHPbs2QMWiwV7e3u4u7vLJBJVVVVYvXo1+Hw++vXr1+j34syZM1BVVYWdnR353aqv2Tl+/Hj07NkTLBZLKnD4+/uTozWHDh1CVlYWeDweMjIysH///iZ/g7du3cL48ePBYrHQu3dv7N+/v8GqAEEQ2LJlCxgMBuh0Ovr16ydDrJJUP86ePQvg4+/OwsJCbjn334KOwPcZ4OfnRzLnaDQaaDQawsPDMWDAgAa3OXHiBAIDA6GkpNRsXcKamhrs2bMH3t7eZInt0+H2u3fvwtvbG25ubk2ugDZu3AhtbW14eHi0+01s//794HA4OHfuHOrq6rBkyRJoaWnB1dVVat+//fYbmEwm2cNLSUmBn58fXFxcmlQT2bJlCwwMDBQaN9iwYQNchELM19JCka8vxCEhuOXkhDkaGliXkaHw3NenqKmpwY4dO+Dm5gZTU1NkZmYiMzMTQqEQ3t7eOHToEMRiMerq6pCfn4/p06dDW1sbqqqqCA8Px/r166XYiIcOHYKxsXGTDhsvX74EhULBf/7zH/KxusxMVLQm6FEocrUZS0tL0blzZ8yePbtF16g1kBjaGhsb4+rVqxCLxcjMzASPx8OpU6dQW1uL3NxciEQiBAUFNWl6u2TJElCpVMTGxko9LmF2Hj16FAYGBrCwsCD7esDHPrm2trZMEubk5NToPj98+IBNmzbB3d0dBgYGmD17duOkLHxc3To7O0NXVxcikYjsKUpAEASWLl0KIyMj3LrX31rzAAAgAElEQVR1C8DHYM7lcr8IUfX2REfg+wxYvXo1VFVVIaGLS3p3Ojo6Uq4D9ZGXlwdPT0+oq6sr7EX2xx9/YP78+RAIBPD29saePXsaDZpisRjZ2dngcDhIS0uTGUkgCAKLFi2CsbExCgoKYGdnh927dyt+4i3E999/DxaLBWtra3h7eyMgIEBuuTcyMhKTJ0+Grq4umEwmli9frnBfKTs7G0KhsNH+5qlTp8DlcmFnZyfDwLt37x6ZOEhuIi1Ffn4+BgwYAAaDgXHjxmHFihVwdnaGlZUVsrOzUVpail69eiE+Ph4vXrzA1q1bERcXBzabDRsbG4wZMwYMBkMh+a5t27aBQqHg4cOHfz3Yjmr8L1++RKdOneT2I9sLRUVFcHd3R2hoqAxp6syZM2AwGGCxWPD09GyS8SwWixEVFQUajYYVK1bIPJ+SkoLp06eDx+MhMDCQ7OtJsHXrVrlGz127dpU7KnTt2jWMHj0aDAYDffr0waFDh5r8ThcXF2PYsGHQ0tKClpYWFixYIMNWraurw/jx42FnZ0eueiXzw58GyH8jOgLfZ8Cvv/5KBjwej4f6lOEuXbrIXUX99NNPcHV1hba2tlx1eAkIgsDFixcRGxsLPT09jBo1qtk34j/++AMxMTEwMzMje2JisRgTJkyAvb092eC/ePEiBAJBu/rMSVzU9fT0oK2tjTVr1kBbW1vufNjatWtJKn5jAawhfPPNNzAxMUFRUZHMcwUFBeBwOOjRowcGDhwo9zMSi8VYv3492Gw2Zs+e3Wom49OnTzF9+nRwOByEhoZi2bJl6N27N9TU1GBjYyMjpVVXV4dLly6hU6dO4PP50NHRQZ8+fbB27Vq5q4OnT5+S2ozbtm0j30/cRoo1DUm1FRUVQSQSYcOGDa26Porg5MmT0NfXR2ZmplR/kSAIHD16FE5OTrC3t4ednR169+7daHmvrKwMVlZWUFNTazA45ObmQiAQIDg4WKqvJ0FUVJRcD0Nvb2/yPd+9e4d169bBxcUFQqEQ6enpMiVZeaitrcWqVaugo6MDBoOBnj17yv0dVFRUICIiAj169CDvJa9evYKZmRlycnKa3M+/AR2B7zOAIAgoKSlBVVUVY8eOJRldI0eObHCOSKL6zmQy8erVK5nnKyoqsGnTJnTu3Bnm5uZYsWJFqwPSkSNHIBQKERcXh4iICHh5ecm85+jRo2UIOW2FFy9eoE+fPnBycsIvv/yCe/fugcPhwNzcXOp1ZWVlmDRpEvT09KCsrCxXnUVRLF++HBYWFlLM2hcvXsDY2BhRUVFwc3Nrcjj/2bNnCA8Ph5WVVZs4FpSXl2PDhg2wsbGBrq4uzM3NERcXBwaDgfHjx0vd3CTzl9XV1Xj9+jV27NiB+Ph4cLlcWFlZYfLkyTh16hQqKytRVlZGJl0SNX4ajYYdrXSkaGzFJ8H9+/chEAhaJVTeGOrq6jBv3jzw+XyZIHX+/Hl069YNNjY22L9/PynFN3XqVIhEIiltUwnu3LkDHR0d8Hi8RhmyKSkpUFNTA5vNliGEVFRUQEdHR+7vNzAwEFlZWSThKTIyEsePH1e4dP7999/DysoK+vr6pICBvOTs1atX8PDwQFxcHHmvqaqqgqenJ9LS0hTa178BHYHvM4HD4WDx4sWIiooClUptckTh/v37MDMzg76+vtRN+dGjR5g6dSrYbDZCQkJw/PjxNmXOPX/+HEKhEGpqati4caPMj6mkpAR8Pr9RRZeWYP/+/dDX18fMmTOlkoH+/fuDx+ORhI5jx45BJBIhPj4etra2GDNmDPr06dOqfS9cuBDW1tZ4+fIlKioq0LVrV/Tr1w+GhoZS174xEASBvXv3gs/nIykpqdXzWQRBYOTIkbC3t0dQUBA4HA7GjRuHpKQksFgsREdHkw7zBQUFMtuLxWJcuXIFU6ZMgVAoJBOv+mMyNBoNvr6+ONajR7v0+D7FzZs3weVy28RNpK6uDl27dsWhQ4fw6tUr9OzZE97e3lKf1+XLl9GzZ0+YmJhgy5YtcoPKgQMHwOFwsGbNGvK7vnv3bigpKaF79+6NlhkLCgpI5rW8ldPhw4fh4+Mj9VhJSQlWr14NbW1t8Hg8ZGZmNktc/rfffkO/fv3AZDKho6ODKVOmNMgKffToESwsLJCWlkbeIwiCwKBBgxAVFfXZGbd/JzoC39+Fly8/6hrGxaEuOBg7lJRQlZGB6ydPKlRTf/r0KQQCAQwNDfH48WOcOHECoaGhYLFYmDJlinSPpo1QXFwMV1dXDB8+HPn5+XByckJAQIDMvnbt2gU7O7s2MQMtLS1FfHw8zM3NZYJpbW0t2Gw2bt68CRcXF5iYmMDU1BSnTp3Ctm3b0LVrV3z48AFsNrtBdqyimD17NhwcHBAeHo7evXuDxWIpNvP3Cd68eYOhQ4fCyMgIR44cadGxEASBKVOmwM3NjQyg9+/fx/jx48FgMBAVFYUJEyZAVVUVZmZmOHz4MMRiMcrLy7Ft2zaybC0JdDo6OnByckJwcLBU4ONyudDW1sYAPz9UtjLwEWpqCil45Ofny4hptwS7du2Cmpoa6HQ6+Hw+UlNTySBVX0/z22+/bVKd5f79+3BwcMDAgQMxadIkUKlUjB8/vtFtKisrSaaolpaW3LGCYcOGkZ5+P/zwAxISEqCrq4uYmBh4eXk1a/VbUVGB+fPnQ0dHBwYGBnB3d2+UlHb58mXw+XwZN5SMjAx06dJFYd7AvwUdga+9cfkyqXMo42LcgM6hPLx69YpswotEIjg6OmLjxo3t9oV9/PgxLC0tMWvWLDLzra2txdKlS8FisfDVV1+RgU6i+p+ZmdmqfZ45cwZCoRBjxoyRO1+Vl5cHJycn5ObmgsPhwNjYGMHBwSgtLYWJiQmZQKSmpiI5OblVx0IQBLp27Qo6nQ4DAwPs2bOnVe935swZmJqaIjY29i/RZwUh0b2Up2ZTWlqKr7/+Gnp6etDQ0IC9vT00NDRIpR9VVVVYWFggLi4Ou3btQmVlJbntlStXIFHmsLOzg5+fH7S0tEChUPB/NFqL5/jEVCoucLkKryAk9kkyiUW9ZLExUWyxWAwTExMygBsYGKCyslKunqai+PDhA/h8PigUikLf68mTJ8PZ2Rk2Njbo2bOnjBt7XV0dKZpubW1NEnwk34XY2FiF5nMJgsD+/fthZGQEc3NzsNlsbNy4sdFrLTF//vSYdu3aBaFQqHAV49+EjsDXnmijoedbt26RVjHa2trYvn17u44R3Lx5EwYGBli1apXc5wsLC9GrVy84ODiQ/ZDCwsJG5xAbQ0VFBSZOnAgDAwMZR4H6SExMhKmpKZydnXH9+nVUV1djwIABMDMzQ0BAAPm6+qMNLUVOTg5MTExIVZjWliqBj726qVOnQl9fH1u3blXoM1y6dCk6deokM3v1+PFjLFq0CH5+fmAwGGQAU1VVhaqqKtzc3ODp6Un600mCZllZGXJyctCtWzdyu8WLFyMsLAx0Oh3a2tqYNGkSRru4yMwqKrzao9MxxM4OWVlZCl8biZjA7du3m50s7tixgwz0kj6lq6srKcze1EjHpyguLoahoSE0NTUxd+7cJiXNTp48CS6XS87rpaSkkKxfgiDw/fffw9/fHzQaDYMGDUJeXp7MZz9kyBBs2rSp0eMqKCiAn58fOYA/dOhQuf3C+li/fj14PB7y8/OlHpcItt+4caPR7f+t6Ah87YVWylzV1NRg79698PHxAZ/Px9y5c0nGYmvp8o0hLy8PHA6nybILQRDYvn07eDweJk6ciPfv32Px4sWNakLKw5UrV2BlZYUBAwY0qM9ZU1ODzMxM0Gg0JCcnS/VZSktLoaGhAUtLS6ngEBERISuqqyDOnj0LLpeL8PBwREVFYcSIEfD29m6z1fWVK1dIgWx5Br8SfPvttzA2Nsbdu3exefNmREdHw9TUlJSw09XVhYuLCxgMBjIyMsis/8aNG0hMTCRJEuHh4dDR0YGtrS10dHQQFhaG//znP2QyRafToaqqSmo3KikpgUKh4PrIkc0Pfn9+hyUGxvVdAJrCli1bkKan91EMoBnJorGxMZSVleHk5ARnZ2doampi/PjxLRrAzs/Ph4aGBkxNTUki188//wwzMzO5ItbFxcXg8XgQCoX47rvvAADfffcdoqKisHjxYpibm8POzg6+vr6kkpA8jBo1CmsbSHxLSkowceJEMBgMWFlZwdbWtknSFEEQmDVrFszMzGTmUx8/fgw+n9/i0vu/AR2Brz3QCmFjQkMDG0ePhoGBAby8vLB7926ypKiiogJHR8cmh2tbioMHD4LD4UjJejWF169fIzExEUKhEAcOHICDgwN27NjR5HY1NTWYN29ek5JnV65cgaOjIzw8PGBgYCATVOfNm4eBAwdi3rx5MDc3JxmO33//PWxsbJq9Mr579y44HA5GjhyJzp0748OHDxCLxRg8eDACAgKkSoWtQX1LpJUrV5JEC7FYjHPnziEgIAAqKipSOo6WlpaIj4/Hnj17yONISkrCwIED5e7jzp076N27N5SVlaGurg5bW1swGAz07dsX8fHxZIDz8PCAvr6+lB1ReHg4KisrMV5FBVUKGKeKqdSPLg71bt4bN26Eg4OD4mMda9eiRkWl2YG2bOlSzJo1C0wmE0lJSS0u3a1bt45UBPq0dFhSUoLw8HB07dqVHHchCAJ9+vSBjY0NBg8eDLFYjJMnT8LPzw9KSkpITExEfn4+xGIxTE1NG11dTZgwQWYusK6uDtnZ2eByuXB2dgaTycTSpUub7KVXV1cjISEBbm5uMiMvpaWlsLW1bTNt3X8qOgJfeyAioumMtYG/OgoFV42N5f5ItLW14ezsLOOO0BbIzs4Gj8drlnFnfZw9exbm5uakKnxjPmx3795Fly5d0KtXrwaFqD98+IDJkyeDy+Viy5YtSE9PJ21cJCguLgaTySTLq9988w0MDAxw69YtEAQBOzs76SHuJnpGxcXFMDU1xcSJEyEQCKTm+erq6jBgwAAEBwc3yzOwKZw6dQoikQg6OjpgMpmgUqlkuc7T0xMrVqxokD5//PhxGBkZSV1ryc03Ojoaurq6GDRoEE6fPo2tW7eic+fOYDAYUFFRIedI1dXVUVdXh9OnT5PlQjqdTn4P3NzcsG74cByg0eT6r4nV1FCrrIw8NhteGhoICAjA8uXLcefOHYjFYvTt2xdTp05t+kK0Ilksp1AwLzS0SSWTxjBs2DBQqVS5mqcS1DeqPXHiBL799lsIhUKYm5tjzpw5MDY2RufOnfH1119LaXbeunULxsbGjSZhKSkp+Oqrr8j/f/zxR7i4uMDa2hpGRkaIiIhQyCfw3bt3CAwMRJ8+fWQqFLW1tejVqxfGjh37rxKcbgk6Al9b4+VL2b5Ec/8+0TmUgMvlokuXLk2qSzQHBEFgwYIFMDExabVDeEVFBWbMmAF1dXV4eXnJZM1isRirVq0Cm83G2rVrG/zxHT9+HMbGxhg0aBDZ/K9v4yLBxIkTMW7cOKnHdu7cCS6Xi//+979Yv349wsLCFOoZ1YWFYai9PYYPHw4OhyPTEwE+rtIiIiLQt2/fFjFY379/j9zcXPTr1w8mJiZSJUtjY2NoaGigV69eYLPZTcqsvX79GgKBgNRXfPLkCebNmweRSARnZ2esXbuWLNXV1NRg3bp14PP5MDMzg4qKCtTU1EChUKChoUEG3okTJ0JZWRm2trbkfiZMmID09HRQKBQU377dqP/a+/fvcfDgQYwaNQpCoZB0wmAwGE2X1VqRLBKfiGI3B5WVlXB2doaKigoOHz6s0Dbnz58Hl8uFsrIyVFRUoK2tjZEjR0qRc4yNjUlmZ3p6Oqkj2xBmzZqF+fPn4/nz50hISIC+vj66du0KY2NjhY/r999/h6OjI8aMGSMzdkEQBMaOHYvevXt/VpeMLwUdga+tsXhx6wNfAzNQQqEQXbt2lfKcaw3EYjHGjRsHBweHNmV2Xbx4ESoqKnBwcCBFfouKiuDv7w93d/cGA2xxcTEGDhwIY2NjKZJLfRsXCR4/fgwmkynXyfzEiRNgs9nYv38/ptDpCvWMxBQKKpWUMIPJbHSmsrq6GiEhIYiOjm70BiIWi3HmzBmMHTsWjo6O0NTUJFdYnTp1QkJCAvbt2ye1ety7dy9UVVVhbGzc6FwkQRDkCMOePXvQq1cvssxXP2CKxWLs3r0bFhYWcHJygkgkQkhICB48eIB79+5BIpmnrKwMKysr8Hg8xMXFSc3V7dixA5GRkaDT6c3qmRIEgdu3b2PZsmVwcnIClUqFl5cXlixZgl9++UU66WnHZLEx/Pbbb2CxWGAymQqPAz158gQzZ84kHRUEAoHclaZEsxMAnJ2dcf78+Ubfd+7cufDz8wOTyYS/vz+YTCamT5+ucF+5oKAAIpEImZmZchPKlStXwtbWtlHVp/8ldAS+tkYb6Rw+DwjA5cuXcffuXfz+++8oKytDp06d4OHhgZMnT7b6MKuqqhATEwNvb+92kRzbtWsXeDwe2Gw2IiIiwGazsXDhQrnBgiAIfPfdd+ByuZgyZYrMKMM333yDhIQEqcfi4+MxZ86cBvefn5+PqVpaqKTRmnXdq5WVZdi1YrEYp06dIm8olZWVCAgIQHx8PLmqvX//PtLT0+Hj4wMOhwMqlQolJSVSviorK6vRweSffvoJHA4HZ86cwZ49e8Dn8zF+/Hi5bNKFCxeCxWKREmrbt2+XouoTBIGTJ0/C2dkZdnZ26NatGznfJ8GRI0dAoVDAZrMxd+5cWFtbw9LSEt27dweDwcCECRNQWFiIwsJC8Pl8WFtbIyoqqsHjbwoSgtCYMWNgbGwMIyMjjBgxAgcOHEDl/Pntliw2hGPHjpE986b6tjU1NTh48CCCgoLAZDLh5OQEfX19xMfHIzU1FUKhUKb9IGF2PnnyBGw2u9Ek6dixY2Cz2RAIBLCxsYGPj49ibiF/4lNLoU9x5MgR8Pn8VpWC/23oCHxtjdDQNgl8F1ksuLi4wNLSEjwejyQ5KCkpgcViwcbGBu7u7ujZsyf69euHxMRETJw4EbNnz8bSpUuxfv167NixA0eOHMGFCxdw48YNFBYW4vXr13j9+jUCAgIQERHRZmSNT0EQBAIDA2FpaQltbW0YGxvLHVJ++PAhAgIC0Llz5wYHxAMDA7F//37y/5s3b0JfX79xmvrlyx9Xei25/vWMVN+9e4eAgABQKBTyZvTu3TusXbsWbDYbWlpaZMlST08P7u7umDZtWrMISDdu3ACXy5UKTG/evMGQIUMgFApx7NgxvH//Hhs3bkTnzp1Bo9EwbNgwuauUn376CX5+fjAzM0O/fv3AYrGwcOFCqc+5vLwcnTp1AoVCIUuQkmAZHBwMFosFDw8PMBgMxMTEgMFgICIiAmZmZgqf06coLy+HhYUF0tPTUVtbi7t37+Lrr79Gz549sfNvkEirjwULFoBKpSK+idc/evQI06dPB5/PR/fu3bF582YcPnwYenp6sLS0JBO0//u//wOHw8GqVavI5Oi7775DXFwcVq1ahSFDhsh9/wcPHiA0NBQmJiawtrYGnU7Hli1bmtV/k1gKNSRIfvPmzQZL9//L6Ah8bY12VLbv2rUr3N3dsWHDBvzyyy+4ePEijh8/jt27d2Pjxo34+uuvMW/ePCQnJ2P48OGIiYlBUFAQunfvDnt7e4hEIujp6UEiT8Vms2FmZobOnTvD29sboaGhGDhwIEaPHo3U1FRkZGRg5cqVyM3Nxf79+3H69Gn89NNPuHPnDp49e4b37983ODh75MgRcLlcaGhooKCgAAcOHICBgQFGjBiBt2/fora2FosXLwaLxcKSJUsazIhLSkqgra0ttQoMCQlBVlYWioqKGp5jakXPSGKkevfuXRgaGpJkEMlsl6RkaWlpCQ6Hg6CgoBYLUv/666/g8/lyXS4IgsDKlSuhpaUFVVVV9O7dGzY2NnIHqu/evYuoqCjw+XyMGjUKIpEIMTExMoLbz58/R5cuXcDj8UCj0eRev19//RVJSUnQ1dWFs7Mz1NTUIBAIoKys3CpZq4yMDEj6ikFBQfj2229x8uRJPHF0bJvfTAOi2BKIxWKEh4eDRqM16IJSXV2N3bt3IyAgAGw2G5MnTyY1N1+/fg0ulwtdXV0ZWbiHDx/CyckJAwYMQFlZGS5fvgwnJyf4+fnJDI6XlZUhLS2NTCx4PB68vLwU8k6UQGIpZGho2KBii0RusL30UP/J6Ah8bY127PH5+vrCy8urxSoihYWFMDc3x6xZs1BeXo4XL17g/v37uHr1Ks6dO4f//Oc/2Lp1K9asWYPMzEzMmDEDSUlJSEhIQN++feHn54cuXbqQ6v+ampqg0WjQ0dGBoaEhrK2t4erqCgMDA9DpdAQFBcHT0xMmJiZYvHgxVqxYgcDAQFLsV9KvfPXqVYNMyR07diC03g3twoULMDY2RlVVFUJDQ6Guro7FixdLb98GPaNqGg1syl9yXhQKBYaGhli1apUURby0tBSurq6YMmVKs5lyhYWFMDIyklHrLy4uxrJly8jyY0ZGBkaNGgUtLS1YWVlJJQlPnz7F8OHDwWazkZycDF9fX9jZ2cntA9+4cYNU+zc0NISqqmqjx1xSUoJly5ZBV1cXurq6oFAosLCwwKZNm5od6MvLy7FkyRKSOVpfHzRPKGyTwFcVE4P8/Hzk5uZiypQpCA8PJwP7u3fvYGFhAXV1dbkzcPfu3cPUqVPB5XLh6+uLHTt2SK2SJaMLTCazQQeDiooKDB8+HFZWVrh8+TI0NDSkvPcks68GBgbo06cPunXrhs6dO+PSpUvIyclROPDJsxSSd71dXV2RkZGh0Hv+r6Ej8LU12rFRHxQUBG9vb2zfvr3Zh3Xjxg0IBIIGM92Woq6uDqWlpSgqKsKWLVsgEAjQq1cvbN68GZs2bcKyZcvA4/EQHByMxMREdOrUCSoqKlBVVYWWlhaMjIzAYrGgrKxMqtqbmprCyckJ3t7e4PP5cHNzw6hRozB16lQYGRlh0KBByM3NhaWlJbn64nA4yMnJ+Xgjb4Pko0pJCauEQnJgXF1dHRYWFnKvwZs3b+Dg4IBZs2YpfN1+//13mJqakp9HXV0djh8/jqioKOjq6mLw4MG4cOECGZiuX78OXV1dWFlZISgoCDdu3EBKSgqYTCYmT56MsWPHgs1mY+XKlXJXz0eOHAGHwyFnJlVVVWFiYqLQsZ46dQpWVlagUqnQ0tKCpaUl9PX1sXDhQrljKyUlJWSpT1LCkzhASAKekpISvLy8UFxcjGsDBqCylY7vYjU1TPnzfSWMVWVlZXz48AG//PILtLW1wefzpfqslZWV2LZtG3x8fMDlcpGSktKgAWt2djYYDAbi4uKaTHByc3PBZrOhra1NKgpdv34d3bt3h5OTE+Lj48n5TclntX379kaNqCWobynUUG9e4hkYHx//Pz+20BA6Al97oA3KbPLfNgLe3t6kQoSiOH/+PDgcTruZxlZVVSE1NRV8Pl/KyVuCy5cvg8FgQCQSIS4uDsXFxaiursaCBQvAYrGQlZWF2tpaVFZW4uXLl3j48CGuX7+OU6dOgU6nY82aNfj222+RkJAALpeLpKQkDB48mPSSq/939erVNi83v3v3DkeOHGlUS7G4uBg2NjYKZdjFxcWwtrZGZmYmHj9+jDlz5sDIyAiurq5Yt26dDPOusrISNjY22LJlC96+fYuAgABQqVR069YNy5cvB5/Px7Bhw2SGlYGPq4ysrCzw+Xyyz1NbWwsKhYJIBUcA3r9/D01NTVhaWiIgIIC89pL+ra+vL3r37g0zMzOoq6uTyYiFhQX69euHdevWkQFHJBKBRqNBVVUVPj4+0NTUhKmWVqtFscWqqlg1e7ZUcGWxWBgxYgSUlJTg7e0tJVo9ceJEsFgsBAYGYu/evY3OZt67d+/jcZqaytWQlYcbN25ASUkJNjY2GD58OLhcLsaNGwcTExNER0fLzGbu27cPERERjb6nxFJo4MCBja6409LS4Onp2Wo/yH8zOgJfe6AVw7j1iRWfYuDAgfDx8WmWgafEZkURN+6W4MaNG7C3t0ffvn3lii8XFxdj0KBB0NHRQa9evWSev3fvHnx9feHq6oqff/5Z6rnjx4+je/fuAD6uiGxsbKQIIEKhEOrq6tDV1cWsWbP+Gm1oI4JRUz2jT/H8+XNYWFhg6dKlDb6mpKQEDg4OiIiIQGBgIFgsFiZMmNCosv6kSZMQGRmJNWvWgM/nIzo6mrSy0dTUbFD5pra2FmPGjIGtra0Uoy8vLw9UKhXz589X+Nzs7e3h5eUFNpuN0NBQGBoaksovkoF7oVCIefPmNcoSlhCF6v/p6+ujKji4xcmimELBSS0t6Ovro1u3buScooODAyRC3V5eXoiLi4OLiwv4fD5mzpypkFlxdXU1bGxsoKWl1Sz5tffv30NJSQlKSkpgs9nw9/eHmZlZg4zsQ4cOISQkpMH3e/ToESwtLaUsheQhJycHZmZmTWp4/q+jI/C1F1qp1SkPQ4cOhbe3t4y1SENYv349+Hx+u0ic1dXVITMzE2w2G999951MSYUgCGzZsgX6+vpITk7G8+fPYWhoKJfZSRAEcnJywOVykZqaSvZERo8ejSV/9jpzcnLg6ekptZ/Zs2djy5Ytstl6OxKMmsLTp0+lSpj1cenSJfB4PKirq8Pf3x87d+5sklV78uRJMBgMmJiYoGfPnjhz5gxGjhwJHo+H7OxsfPPNN2Cz2Zg3b57UdSgtLUXPnj3Rq1cvmRXk3Llzoaqq2qhU3C+//IKMjAwEBgbCwMBASs7M0dERw4cPx759+/D27Vts2bIFjo6OYLPZYDAY8PLywpEjR8gbdF1dHQ4ePAhfX19wuVyp91JXV//Izm2DZLGwsBBr1qyBo6Mj+f7+/v7o27cvNDU1YWhoCG1tbbi4uGDRokW4e/duk59ncnIytLS0sK3fKAsAACAASURBVHHjxiZfK8G5c+cgEomgoaEBKysr0Ol0aGpqyq2GSHDy5EkpofX6uHLlilxLIXn75XK5Cp3X/zo6Al874c2bN8hxcwPRBu4MEiQlJcHHx6dJ1XuCIJCeng4TExO5vmCtxcOHD9G9e3f06NFDrsjyo0ePEBgYCCcnJykJtAMHDsDKyqrBEszLly8RGxsLU1NTHD9+HAKBAPfu3UNlZSWMjIxw8eJFxQ6wHQlGiuDx48cQCoXYsGED3r17h/Xr18PFxQVqampwcnJSaFhaYmSroqICS0tLnDp1Ct988w04HA4mTJggtaoqKipCaGgobG1tkZ+fj8LCQtjY2CApKUluvy84OBgaGhq4du0axGIxfvrpJ8yYMQPe3t7Q19cHjUYDlUoFg8GAq6srxo0bh0mTJiEqKgoUCkWumLjEYy4iIgKamprgcDgwNTVFTEwMjI2N4erqCjc3N5IMJembcrncv8QK2iBZ/OOPP8Dn86GmpgaRSAQtLS2w2WywWCzExcVh8+bNOHDgAMaNGwcDAwNYW1tj5syZuHr1qkzydu7cOWhoaKB///4K9cqePHmC6OhoCIVCdO7cGSwWC9ra2rh//z4uXLgAAwMDzJkzR64B7vnz5+Hl5SXz+NGjR8HhcGSYoZ/i3r174HK57VbZ+behI/C1McRiMbKzs8leR21+/seenRydQ9JiJTKywfJmfUyZMgVeXl6NltLq6uqQlJQER0fHNvfZIggC69evB5vNxooVK2RKLvX9+hYvXiwj60UQBMLCwpCent7ofo4fPw4+nw8dHR2S4RgWFqb4gX4mJZD657lz507Q6XTQ6XT07dsXXbp0QXR0tNyb3qfIz8+Hr68vtLW1ERQUhLy8PDg6OsLX17fBchtBENi1axdYLBbodLrc74hYLMbZs2dJhmZ9bVAOh4Nu3bph6tSpuHDhgsxne/v2bZiZmUFDQ6NJ+5xz587ByckJEnFtFRUVUKlUsFgs7NixA2VlZdDT08Ps2bNx5swZCASCv5wUWmjlRRAENmzYACUlJdBoNAQHB+Po0aPk9f7tt9+wbt060qnCzc0Nc+bMwcaNG5GSkgJzc3MIhUJMmjQJeXl5pA6skZFRk/ZWFRUVSE9PB5PJREpKChISEkCj0bBs2TIpzc4//vgDvr6+CAwMlGkL5Ofnw83NTeqxDRs2yLUU+hSvX7+GhYUFsrOzG31dB/5CR+BrQ9y4cQO2trYki01TU/OvJ4uLG9U5VASzZs2Cp6cnFi1aJPf5qqoqREdHw8fHp82liZ4/f47g4GA4OzuTc031ce3aNTg7O8Pf37/RFc2TJ0/AYrEaZM9JMHXqVLi5uZHsuOb0VwC0G8GoMbx48QJLlixBp06dYGVlhZSUFHA4HLi7uyMsLKxJfc87d+4gIiIChoaGGD58OExNTREdHQ0jIyPs3r27yVXHjh07wGKx4O/vT/bbRo8eDWdnZzLYSfpySkpKmD17NrnqawpisRi6urowMzNDTEyMzPMEQeDUqVMICQkBh8NBWloaRo4cCWVlZVCpVLLcl5SUhMePH+PVq1fk+UyePBmRkZF/nd+VK0BkJMSqqqhTVW00WSwtLcWaNWtgYGAACoUCa2vrBin+ElRXV+Ps2bOYOnUqbG1twWKxEBsbi0WLFiE1NRVOTk5QUVGBkpIS1q5d22CFgiAIHDhwAMbGxoiMjMTixYvB5XIRFRUFBwcHANKancDH5HD69OkwMjKSkqW7fv06HB0dyfdtyFJI3rn4+PggJSWl0dd1QBodga8NkZSURN5YKBRKq5Qu5GHBggXo1q2bXFLCu3fv4Ofnh8jIyDZXY9mzZw+4XC5mz54tc/OWmKtyuVzk5uYqVBJasWIFevTo0ehrbWxscOnSJQwdOhRMJhN+fn7NK9u2omdUo6IC4k+T06ZQW1uLI0eOICIiAnp6ekhMTMTFixdBEAQ5MK2qqtroEHFRURESExPBZrOxZMkSFBQUQFNTE7q6upgxY0aTTML379+jX79+0NTUhLm5OemiLnFa8PPzw6JFi0jHBAqFgi5duih+Lf9EQEAAvLy8YGlpST5WXl6OdevWwcbGBnZ2dsjOzsaiRYugqakJdXV1zJ07F7W1tTh+/Dh8fHxAp9OhoaGBsLAwUqmnsrISdnZ2UvNxb968gVBDA0s4HJlkkXj5EhcvXsSQIUOgq6sLkUgEKpXa4pm1oqIibNiwAREREdDV1YVQKISSkhJ8fX3RrVs36OnpITY2Fnv37iVXf7dv30ZAQABsbGywYcMGdO/eHV26dMG1a9eQnJxM/kbra3bWx6FDh8DlcpGVlUXqmlpZWTVqKfQpCILAkCFD0Ldv31YJC/wvoiPwtSEIgsDUqVNJnUZvb+82ff/ly5fDw8NDZl7sxYsXcHZ2xqhRoxQqpSmKt2/fIi4uDpaWlnKtkE6dOgUTExPExsY2+SOtj9raWjg7Ozc4lnH//n3w+Xw8e/aMtB1avnw5WCwWFi1apLgzwtq1H3uszQh65VQqJqmpoWvXro2Wih89eoSZM2fCwMAAXbt2Jft5EhAEgXHjxqF79+7473//Cy6XKyX+DHwsUSUnJ4PJZGLGjBkoKSnB0aNHoaGhgU6dOskN9G/evMGmTZsQGxsLKysraGhoQMKsFAqFCA8PR1ZWFp48eYKysjJMmjQJ+vr62LFjBwiCwOXLl0GlUjFs2DDFrmE9zJo1C6GhodDQ0EBRURGmTZsGNpuNPn364OzZs8jNzQWTyYSysjLGjh0rt794584dDBs2DOrq6qDT6XBxccHRo0fx888/g81m49GjRxCLxfD29gaVSoWGhgZ5U3/z5g2ysrJga2sLCwsLLFiwADY2NlBRUcHx48ebfT71cfDgQTx48AC3b9+GiooKzMzMYG9vDyaTifDwcCQkJMDHxwc6OjowNTWFlpYW5syZg+TkZNJtpK6uDgRBSHnv1Xdj/xSPHj2Cs7MzoqOj8fPPP8PY2Ji0FFJkbCIzMxPOzs4Kj1h04C90BL42RFlZGUQiEfbt24eYmBjMnTu3Td9/zZo1cHNzk3JyfvToEekH1pbDqqdPn4aRkRHGjRsnoxD/6tUrxMfHQyQS4dixYy16/6tXr0JfX18u7Xrp0qUYNWoURo8ejeTkZPLxx48fIygoCPb29gprD+7z90cljfbRukaBntHXfw7FS0p0Li4uZACqrKzE9u3b4efnBzabjUmTJjVYgk1LS4OzszNZcr506RJp8ltWVoaMjAywWCyMGTMGz58/x6NHjxAWFgY2mw1ra2vU1dXh999/x+rVqxEREQFTU1MpKyFLS0uEh4fD1NQUYWFhUiLVn+LSpUuws7NDSEgIpk2bBjU1NSxevFih61cfhw8fRufOnSGxUpo4cSIePHiAw4cPQyAQgEajITY2ViFHgbdv3yIzMxMsFotkXPbv3x/u7u5IS0sj2wV0Oh0bNmxAXFwcdHV1MXDgQJw7dw4PHjwAk8kEi8VqE/FlSR+SyWRCX1+fXNk9e/YMGzduJB0qlJWVYWRkRGqd8ng8ZGZmknN5N2/ehImJiYxmZ0OorKzEyJEjIRKJoKysjNGjRytkG7R3714YGRk16GfZgcbREfjaEJMmTZJxEWhL5OTkwNXVlQwGP//8MwQCgcLjDYqgvLwc48ePh6GhIU6dOiX1HEEQ2LZtG/T19TFp0qQmm/5NYdKkSXIFfD09PZGdnQ0Wi/UX6aHeMezcuRM8Hg/jxo1rVKg6JycH5ubmKD1zRmGC0fnz58lVlGQllZKSgnHjxoHFYqFnz57YvXt3o8PBCxcuhI2NjUxQP3v2LLS0tMBkMjFgwAA8ePAA5eXlmD17NvT09ODp6QkVFRUIBAJyEFtTUxO2trZISEjAtm3byPO9ffs2TExMMHPmTIXKXNXV1UhPT4eqqirU1NSwb9++Jrepv+22bdvg6OgIGo0GZWVlfPvtt7h48SLMzc1BpVIRFBTUotmx2tpa7NmzB3Z2dlBXVydbBfUH0TkcDlasWEF+Fw4fPgwVFRW4uLi0SVn/7du35L4oFApsbW2lEon8/HySlbpo0SKYm5tDTU0NWlpa8PDwgIeHB3R1deHu7o7AwEAkJiaS20o0OxtDQUHB/7P33XFN3e/32WFDyCAJe29kbxUcaBkqQwW3ouLGiaKouEfrwoHWPSta66pUrbNu0daitHWPKoiWIig7uef3B80tIQkJo/3+Xp9yXq/8QcbNvTfc+7yf5znPOeBwOKBQKNizZ4/a/b1165ZGno3tUI32wNdGuH37tsoMpq1w4MABeHl5YeLEibh48SL4fD4OHz7cZtu/desWHBwcMHDgQAUpqufPn6NHjx7w8PDAbQ37X+pQXl4Oc3NzOYPZ4uJiGBoaIiEhAYsXL1b52ZKSEiQnJ8PMzExpD+Xq1avg8/ny9i4NCEafwsORw2ajZskSOYKRVCoFj8eTu+kyGAz4+/trZNS7du1a2NnZyZVJpVIp9u/fDxsbG/j5+UFfXx8jRoyAm5sbOTog0620sLD4265HxU397Nmz4PP52L17t9r9aQxra2vQ6XR4enqqtb4pLi7GwoULIRKJ0KVLF5w4cQJ2dnYQiUQwMjIClUpFSEiI0pGWluD27dtkRinLuk1NTTFt2jTyPZmZmaBSqXLBpbW4du2aXOCjUChISkpCUVERhg4dCrFYjB07dpB2UEuWLEFNTQ0KCwuxY8cO9OvXj5y1lOlzurm5Yf78+bh+/bocs7MxZKa2W7Zsga6uLuzt7TFmzBiVC6vf797FIn19vOrcub7vOXBg/fhOCxnI/1W0B742QG1tLTw8PJqUtGoLHD16FB4eHoiIiACfzyfdt1uL2tpazJs3DwKBQEEAu66ujuyvLVu2rEXO403h2LFjcHBwIC/07du3o1u3bhCJRBr1Li5evAgHBwfExcWR5aYXL15AJBKp7fvExMTIUcAJgsDly5fh6uoKCoWCwMBA8Hg8LFu2jBQVbiw11RDbtm2DhYUFGQgkEglWrVoFPp8PPT09GBkZyYk0s9lsxMXF4ezZs5g2bRr69OmjtlydnZ0NExMTpUIAmkBfXx90Oh1r1qwBl8vFwoULFQQA7t27h+HDh8PIyAgjR45Efn4+gHpGrkAgIPdd9nxrUVhYiKVLl8LGxgYeHh7o378/WCwWmEwmmEwmOnXqhJs3byIyMhI0Gg2bN29u3hcUF9cHh4EDlQaL+fPnk78JjUbD4MGDERgYCC0tLcyYMQO5ublwdnZGZGSkSrWXuro6fP3119DW1oaXlxf09PRgb28PHo8HOp2O5ORkXLt2TS47P3jwIKmqVFVVBRaLhbKyMsTHx8PX11e+hHv7Nmqjo1FNpaKWyVRetYiNrSd1tUMt2gNfG2Dp0qXo0aPHPy4IK5tv09HRaTM1loKCAnh7eyMyMlKBzPHTTz/Bx8en+YzKZiI2Npbsh8bExMDNzQ2b1AzzN0RVVRXmzp1Lzhe6u7tjzZo1aj939uxZuLu7o7CwEMuXL4e9vT1cXFywdOlSclj++fPnsLW1xeLFi7F48WKIRCKlbtp79+6FsbExBg8ejICAABgYGJA3UwMDA4SGhiI1NRX9+vUDl8vFyJEjwefzce/ePVy6dAkikUip5JsMEokEkydPVkl60QQyRqdYLAZQz2aMioqCm5sbrl27RqqrmJqaYsmSJWT1oqSkBNHR0aBSqeDxePDw8IC2tnaL9qHh8eTm5pJs2JEjR+LWrVvkNcTlchEdHY1NmzZBKBSSZeclS5aQwUO2UFF53d2+XR8MtLQU5zobBIthfy10EhISkJOTQ+qJstlsREVFwdzcHEeOHFF7fa9bt47MRIuKirB7924kJiaCwWDA0NAQPB4PxsbGGDlyJEaPHi1nKbR3715QKBQQBAGCILB69eq/CVF/kbSkmozhaCCE0Y72wNdqPHr0qM0a7E2BIAgMHz4cTCYTffr0afX2pFIp1qxZAx6Phy1btshd1BUVFUhLS4NAIPjb8eAfxO+//w4ul4u7d+9CW1sb1tbWLcos8/PzYWxsDIFAoHbur66uDsePH4eenh709PSQnJyMGzduKD3WwsJCuLq6Ii0tDadPnwafz8ewYcMwevRoeHl5yZkE8/l88Hg8GBgYkFR+qVSKnTt3QigUYuTIkWSAO3ToEExMTCASiUhDWGUoLy9HdHQ0unTpotQNQVM8ePAAFApFThqrtLQUgwYNAp1Oh1AoxI4dO8hzX1lZSb4mEolw7Ngx5OXlwdnZGRQKpWkjYBX4/fffsWDBAlhYWMDX1xdbtmxRcJmvqamBtrY2LCwssG7dOujq6pIBV2bEvGLFCpw9exYUCoWUtZNDMwbhCR0dvEpPR69evWBjYwOxWEwuWrhcrsYzseHh4UplyaZNm4aUlBTMnTsX7u7u5JC9trY24uLicPDgQbBYLFAoFLks+urVq5hlZIQaBqNVajbtUER74GsFCIJAeHg4Vq9e/Y9+j0Qiwbhx4+Dg4AALCwskJSW1ansvX75EeHg4goODFYbNv//+e9ja2iIxMfFv0ed/AevWrYOLiwv09fVbbJw5e/ZshIaGIisrCzweDxkZGQp9ssePH5Ou2kFBQRg4cGCTqjDl5eXYv38/+vfvDy0tLTAYDDL70NbWho+PD3R1dZGdnY2hQ4eCz+fjiy++IL83Ly8PgYGB8Pf3V9obDQkJgY6OjsqB/levXpHamK0tM69ZswZsNhvjxo3Do0ePMGHCBHA4HCQlJeH06dMYPHgwrKyskJubi0mTJoHJZILD4cjpVNbU1EBXVxdsNlvj0r5skREdHQ0Oh4OxY8c2Scz48ccf4erqivT0dFAoFISEhJBZ3tOnT5GQkAAmk0mWjbW0tOTEy1sifVZBoeC73r2RmpoqpyVKo9E00un8448/YGBgoJRdu2vXLgwYMACVlZWIi4tDSEgINm/eTGqIyti6smMhvRRv3wbRmIzVnOCngRrUfxXtga8V2L59O3x9fdt0dq4xqqurkZCQgPDwcFy7dg3m5uZISEho0bYIgsCuXbvA4/GwfPlyuf3+448/MHToUFhYWCjMm/0bkEgkJOOxJcO4+/fvh5WVFZlNvXnzBnFxcXBwcMDp06exd+9edO7cGXw+H1OnTiXVZz5+/AhjY2O8fPkS79+/x9atW9G/f384ODiQ7E42mw0bGxtER0fD1tYWcXFx+PjxI3r16gUajYYePXrA2NgYc+bMIbODd+/eYdSoUWQWpeyYDh06BHt7e2zcuBHm5uZ4+vSp3Ot5eXkwNTXF559/3iZZd//+/aGnpwcXFxfw+XzMnj1bjg4vlUoxaNAgcg513rx5SrcTEhICsViMQYMGNfl9z58/R0ZGBsRiMYKCgrBjxw6N+rZffvklHB0dQaVS4e/vj5iYGIXjf/DggZxYBJ1Orw9+rRS7jre0hJmZGbp164Zhw4Zh7ty5Cq4hyrB7926VtkJ5eXlwc3NDcHCwgqWQRCJBbGysArnGw8MDzzw9If2X1Yf+K2gPfC3E27dvyR7NP4WysjKEh4cjPj4eVVVVePjwIYRCIXr37t3sbb179w6xsbFwd3eX22eZK7RQKERqamqrRxRaisrKSlLAuKlelzLcunULfD5fgWxx9+5dfPbZZ6DRaDAzM8POnTtJIserV6+wbt06UrtRdhPV0dGBo6MjEhMTsW3bNgWWbkVFBXr27InQ0FDo6OhAS0sLWlpa2LJlC4D67Gb9+vXg8/mYPHmySoue169fQyAQ4NatWwDqZzStrKzw8uVLAMCRI0fA4/Fw9OjRZp0LZZCpq7DZbNDpdEyaNEkhM9m0aRMMDAzAYrGQmpqKSZMmQSgU4quvvlIIOtOmTYOLiwucnZ0Vvqu2thZff/01evToQVouNUdurq6ujhTKzsnJQU1NDby8vMjzK0NGRgaYTCYMDAzIjIlKpeKWqan6mc1/IFjExsaqZNnm5+eDSqUiLS1N6QLIzs6OHN9wcHBAWFgYlk2ZghoarWXHIXu0Qm/2fx3tga+F6N+/v9wgeVvj7du38PLywpgxY8jM7NWrV+ByuYiMjGzWto4fPw6RSIS0tDS51ebz58/Rs2dPuLu7kzfg/ytMnToV+vr6mDp1arNmIX///XeYmpqSvZU///wTGzZsgJeXFywtLbFgwQKcPHkSQUFBYLFYMDY2Jm8yenp6cHd3R1xcHPT09DQKuDLTXQqFAiMjI+Tn5+Pu3bukwai7uzvCw8Px4MEDlduQSqWIiIhAZmam3POrV6+Gra0t0tPTYWZm1moCU2N1FRmztCE5JicnBwKBAHQ6HcOHD5crDd+4cQOurq6Ijo6W0788fPgw3N3doaOjQz73+PFjzJw5EyYmJujUqRP27t3b5FC9Mrx58wZCoRA0Gg379+8nny8oKFDQd/39999x4cIF3LlzB48ePUJRURHeFxSgrrn9sDYIFhUVFTAwMFCYOQX+thTicrkqx2Hu3buHp0+fwsrKisz6y+fORWVrjoNCaZXDyP862gNfC/Dtt9/C1ta22Re2pnjy5AlsbW2RmZkpt9p+9+4d9PX10b17d422U1ZWhhEjRsDGxgY//PAD+bxEIsHq1aubLwH2D6GiogK6urpISUnBx48fYWFhoZG9SkVFBemtduHCBQwcOBB6enpwdXWFp6cnhEIhmckZGhrC0dERHA4H3t7eCj21qKioJns5EokEe/fuhZmZGdhsNhYtWoRhw4YhJCQEBQUFiI+Ph5aWFpycnNS6YmRlZcHf319BoaOmpoa0L2ppJYEgCFy7do2cLZOpqwAAlUoFi8VCXV0dzp07R7IXY2NjVRJVampqsGDBAvB4PGzcuBFSqZRcgFEoFOzcuRPh4eHg8/mYNm1ai73gLl++DDabDQcHB7DZbIVra/369fDz82v6f/X/yI7q+PHjCA8PV3j+1KlT4PF4OHbsGKKiouTmTSUSCUpLS/Hq1SsUFBTg5s2bMDc3R1ZWFrZt24ZvdHVbdxyyRws8Jf8LaA98zUR5ebnGN+aW4Mcff4RYLEZ2drbCax8/foSWlhbCwsLUbufy5cuwsrLCqFGj5Fhz9+7dg6+vL8LDwzUayP43sGTJEujq6pLU7pMnT8LOzq5JVQ6JRILg4GDw+XxS8UNmscPlchEYGIgpU6bg3LlzcgGmtrYWS5cuBZfLxapVq8jXzpw5gw4dOig11P3222/h7u4Ob29vmJiY4MsvvwRQX54NCgoCnU7HlClTUF5ejszMTJiamuLKlStK9/uXX35RuvovKSlBWFgYevXqhVmzZsHd3V1pBqEKMnUVX19f2NraYu3atXLB7NmzZ6BQKLC0tISLiwuoVCq6dOnS5FxiQxQUFCAoKAihoaH49ttvoaurC5nKycGDB5tUslGHNWvWgEajIT4+Hjdv3iRdChqCIAj07NkTc+fOVb2hf9CAWCqVory8HG/evMFvv/2GvLw8XLhwAcePH0enTp3Qt29frFy5EnPnzsXkyZMRGhoKLS0tBAcHo2PHjhAIBCTjWFtbGzQaDfr6+hCLxXB0dISvry90dXXRqVMnWFpa4nxL+5SNH9HRLf5d/pfRHviaiYkTJyqV2WoLXLhwAXw+X6WcVF1dHamWoQpVVVWYNm0aRCKRHNOtsrISM2fOBJ/Px/bt2//xEQVNUVJSAg6HAzMzM7l9io+PJ29yMnX/iRMnwtfXV859QEtLC15eXpg1axZu3rypMTHm0aNH6NKlC7y9vUlrHkdHR7nB8KtXryI0NBQuLi7YuXMn7OzsyPnAU6dOwd7eHjExMRg3bhycnJxIokhubq6c8r4MNTU18Pb2VhjAfvToEezt7TFt2jRS6DgtLQ3e3t4qe4QyKFNXUUa2WrRoEclW9PX1VWsL1RiVlZXYtWsXbGxsyMUFh8NptURfUlISqFQqqR26adMmlQLahYWFMDExkbPzkUN0dJsEi2vGxvD29oa9vT2EQiF0dXVBpVKhq6sLoVAIe3t7eHt7o3PnzoiMjASLxUJSUhKmTp2KefPmoVu3buDz+Vi9ejVOnjyJS5cuITMzEzExMSgqKsKnT5+UXn++vr4YPnw4goODUZeY2J7x/YNoD3zNwI0bNyAUCpu1EtcUhw8fBp/P/5vKrAJ0Ol2lpYyMBh4fHy9Hyjh37hzpo/ZvjihogunTp8PX1xeTJ08GUB+4v/76ayQlJYFOp5OZBZ1Oh56eHlgsFjkn15gF2VzIWK4CgQDTpk3DqlWrkJCQgPz8fMTExMDCwgK7du1CcXEx3NzcsHDhQjx58gQxMTGwt7eXE+hesWIFrK2tyX169uwZvLy8kJiYSBKGZs+ejaioKLmb3sWLFyEQCMgssuG+paamIiAgQGHODVCtrtIYRUVF6NatG2TU/AEDBjTrHOXn52PixIkwNjZGz5498c033+DJkydwdHQEi8WCtbV1s7YnQ0VFBdzc3MBisXD27FkQBIGqqiokJSVh4cKFuHfvHq5cuYLc3Fzk5ORg27ZtWLNmDRITE2FoaIgRI0Zg4MCB6N27N7p06QI/Pz8cNzBok2BR2K0bbt++jV9//RWvX79GWVlZk5Jj3t7eAOqrCUOHDlVqKZSXl6dWs9Pe3h4ikaj+s/9HZdv/CtoDn4aoqamBm5sbvvrqqzbfdnZ2NsRisUais9ra2qTJpQx1dXVYsmQJ+Hw+9u7dW39jLS7Gp/nzcc3GBt9raeH3sLD/7zT9Hjx4AD09PdJTTRbkWCwWLC0t4ezsDB6PB19fXwgEAsyYMYNkO7aVcg1Q3zsdNGgQxGIxGAwGqQBTVVWFsrIy+Pr6YsqUKZgzZw4p3aastLdp0yaYmZmRoxKVlZUYPnw4XFxccODAAZiYmKCoqIh8/44dOyAQCFSWzQmCwJgxY9CxY0d8+vQJEokER48eRefOnRXUVRpDJn0l0/+0s7ODmZmZ0hJ6Y3z69Anbt29HQEAATE1NMXfuBPpJZAAAIABJREFUXAU9zsuXL5N9vuTkZNy8eRPXrl3DmTNn8PXXX2Pnzp3IysrCkiVLMGvWLIwfPx5DhgxBbGwsgoODQafTQafTIRaLYWRkBAaDARaLRT7n7u6O4OBgREREID4+HsOGDcPEiRMxe/Zs+Pr6IigoCLt378Y333yD77//Hjdu3MDVXr3+dULI5MmTsXDhQpSVlTVpKfTx48cmNTt/+OEHMJnMv/vMxcUg2OzWHUs7q1Ml2gOfhli8eDEiIyPbtERIEATmz58PW1vbJl3LG8LIyAhOTk7k348fP0ZQUBC6du2KV69e1Q+99ukDCZOpeBP4P9T0Ky4uxubNm5GQkAB7e3toaWmRmZyMYLFx40a8efMGeXl5SElJAYfDgZGREcaNG4fa2loUFRXB3Ny8TYW5Zfs2adIk6Ovrg8ViwdHREW/fvsWnT58QEhKCiIgIUjhAnQ3M3r17IRQKSZNVgiCQlZUFGo1GsoClUilmzZoFGxsbtWQQqVSKAQMGwM7ODpaWlggICMCBAwdUkjxqamowatQoMBgM8Pl8HDhwAADA4/Fgbm6O48ePyxEqvv/+e3zzzTfYvXs3Zs6cCX9/f2hpacHa2hrdunVDfHw8evTogeDgYLi7u8PKygpcLpdUGpGNgDCZTDg5OaFbt26IjY3FkCFDMH78eMyaNQtLlizBunXrsGPHDqSlpYFOp8PFxQV37tzB8+fP8ccff6CmpgYVFRXQ1tZW2y8sLy+HjY0Njhw5AqC+bxoREYFgOzvU0un/WrAgCAJWVlY4d+4cPD091VoKWVlZKe2rP378GCYmJvDz8yMVfC5evIjTmsiUqXq0z/E1ifbApwEePnwILpdLzli1BSQSCcaMGQMvL69mlR+FQiFsbGxAEASys7PB4/Gwbt26+t7Wpk2Qamv/n2v6vXjxAmvWrEGvXr1gZWVF3iR1dHTg5OSEAQMGkEr3K1euxJAhQ1BSUoKsrCx4eHjA2toaixYtwu+//4579+6Bz+fj5cuXCAwMVOo+31KUlZVh/vz5MDY2xsSJE1FcXIyff/4ZOjo64HK5sLGxgVAohIeHR7NEoY8ePQo+n08yaUeMGIFevXrBwsICU6ZMQVxcHEJDQ9U6efz2228YPXo0DAwMyCzo9OnTOH78OPbt24fs7GySUJGamgoPDw/QaDTQ6XTY2NigQ4cOsLGxIYWlZSMcpqamcHJygq+vLzp27AgPDw9wOBzo6ekhNDQU06dPx5o1a7Bt2zbk5OQgNzcXV65cwb179/DkyRMUFxejsrISXl5eYDAYOHToEHJzc2FhYYGhQ4eipKRE6fFkZGSASqUiJSVF6evXr1+Hj4+PRuf4+vXr4PP5GD16NLhcLgYNGgRnZ2dcMDL614a+7927B3Nzc1hYWGDp0qVqF8WNmZ1A/fiNo6MjvvjiC7i7uyMoKAhGRkagUCgIoNFaNYzfrtyiGu2BTw2kUik6d+6MtWvXttk2q6qqEB8fjy5dujRb79DS0hJisRg9evSAr68vmTFIN2xQVG3X5OJoZfD75ZdfsHjxYkRERMDU1JSU9NLX14eHhweSk5ORk5OjYE7ap08frFixAt7e3ujYsSMMDQ2RlJSEc+fOKRBUpk+fTs7JtUXGXV1djbVr18LExASDBw9WUNzv2rUrOBwOqFQq7OzsyNKlOhAEgU+fPqGoqAg7d+6EkZERhgwZAqFQiO3bt2P+/Plgs9nQ1dXFqFGjMGrUKCQlJSE6OhqdO3cmCRXGxsZyvnQCgQB2dnYwMjIi5ziTkpIwevRoTJs2DREREWCxWGAwGIiLi8Px48dx6dIl3L17F48ePcLPP/9MLjykUikIgsDNmzcxYsQIGBkZIS4uDqdPn262AtHYsWPB4XBIYeby8nJMnDgRQqEQOTk55G8llUrRo0cPtfJfWVlZKoNiQ0ilUuzYsQM6OjowMjKCtbU1QkNDcebMGRC3bv1rwWLYsGHQ1tbG3r17NXp/Yzf2mpoahIeHY8qUKQrWSFQqtb7v3QL5tXatTvVoD3xqsHXrVvj7+7eZLNmHDx8QFhaGhISEFlHAxWIxqFQqMjMzyXLXw337UNlSlYdGF/vFixdhbm6u4AAglUqRl5eHjIwMhIWFyc3IGRkZwcfHB+PGjcOpU6cUbG4a49ixYzAwMIC5uTloNBo+//xzlVkCANJA9cSJE80+Xw0hkUiwe/duWFpaIioqCvfu3UNlZSWKi4vx5MkT3L17F2lpaWAwGKDT6Vi+fDn69OkDHR0dhIaGYtSoUaS2Z3h4OHx9feHo6AixWAx9fX1SeFggEMDW1hbW1taQqXFERERAV1cXgYGBCAkJgaGhIWbMmIF9+/bh+PHjyM3NRXp6OmxtbeHo6Ij169cr9IpqamoQHR2Nvn37oq6uDrt27YKxsTEYDAYmTJigssy2e/dusNlsuLq6Yv369XB3d4etrS2WL18u13NsLnbv3g2xWAw3Nze5569fvw5nZ2fExMQgPz8flpaW0NHRUevjOGTIEDmbKGW4efMmfH19YWVlBRMTExgYGCA1NVX+Tf9CsDh48CAYDIZGLiAyyDQ7gfpFUnJyMmJiYvD69WskJCTISbDp6en9vShuhuB2e9DTDO2BrwkUFhaCz+eT82WtRVFRETw9PTFu3LhmB9KSkhIkJiaCzWbD0NAQQD15YtasWfiWxWp1eYcgCCxatAja2tpgMBiYMWMGpk6diqCgIHC5XHJGjsfjITg4GFOnTsXFixc1Hh+oqanBkSNH8Nlnn4HBYKBz585YvHgxotXMGR0/fhxisRh79uyBra0tSktL8f79ezx//hz5+fm4du0aTp8+jcOHD2PHjh1Yt24dFi9ejJkzZ2LcuHEYPHgwevfujQ4dOkBbW5sMTEZGRqDT6WCxWOByuRCJRNDW1gaTyYS+vj50dXXx2WefYdKkSZgwYQKcnJwgEomQkZFBEipu3ryJgoICvHr1CqWlpXKBhyAIREZGIjk5mSwj5uTkkK+fOHECfD4fixYtQlpaGqmucv78+Saz2qqqKnh5eUFbWxtUKhUDBgxQyKYbgiAIxMTEgM1mg8FgoH///jh//nyL9FAb4+HDh+SxNUZ1dTVGjRoFCoUCDoejkUGzi4uLSl3MoqIiDBw4EPr6+jAyMkJUVBRu3LiBR48egcfjKWbl/1CwIAgCX3zxBYRCITgcTrOu44bMzpUrV8LT0xObNm0Cj8cjxc5lC5mlS5c2/nB9GVZLq75X3/AYZL37uLj28qaGaA98TSAhIQHp6eltsq3Hjx/DxsYGCxcubHa57vTp0zA1NSXp7QYGBjh//jzs7OyQHBPTavaXlMWCh0gkp0pPoVAgFAoRFhaGjIwM5OXltehmef/+fUyYMIFkZyYmJsLMzAyHDh2Cv78/BgwYgGXLlmH27NnkjGR8fDwiIiLQoUMH0i7H2NgYNBoNNBoNHA4HFhYWcHV1RWBgILp37464uDgFQkVWVhbS09Ph6OgIKysrrFy5Evn5+Xjx4gVKSkpQU1ODd+/eYeTIkRAKhYiIiIC/vz/Ky8uRlZWFvn37ksdBEARycnIgEokwduxYtVY1mzdvhre3N7744gvweDwIBAJs2LCB3Na1a9fw2WefgU6nw8nJSSNT16tXr8LOzg4UCgXGxsYYNGiQyt/k/fv3WLVqFZydnaGlpQVjY2PFzKiVIAiC7Ec1FhvYsWMHaDQagoODERgYiI4dO+K3335Tua2PHz9CR0dHgbRTU1ODxYsXQ0dHBzo6Oujdu7cC+3nLli3w9PRUrDS0cbCQSCSYNGkSXF1dMX/+fIwYMUKjzzU8Rm1tbXz99dcQCoUICQmBi4sLHBwckJCQgJEjRyIjIwOdO3dWvZh5966edTp4cP3c4uDB9X+3szebhfbApwLHjx+HnZ1dm8iS3b17FyKRqNnO0Z8+fcK4cePklGI6duwIBoMBc3Pz+tJfG8z7VFIomE6RV4dns9n45ZdfcPv2bZw/fx7Hjh3D3r17sWnTJqxYsQIZGRlITU3FiBEj0LdvX/Ts2RMhISHw8PCAlZUV9PX1yUDKZrMhEAjg6OgIbW1tuLu7IyYmBkwmE8OGDUNaWhoWLVqEtWvXYvv27Th06BAOHjwIoVCIpUuX4unTp3j37h2ePXsGLpfbpA6mDD///DOioqJgZWWFPXv2KKzM6+rqkJWVBT6fjylTpiAtLQ0dOnQg/e7KysrA4XDqmbIN8Oeff2LUqFEwNTXFN998o/S7ZWSo/v37w83NDc+fP8ezZ8/IPmVDdZWioiIMGjQI7u7uKg1mHzx4gA4dOpDiBS9evMDHjx8RHByM8ePHkwspgiBw4cIFctZt8ODB+OGHH2BiYkIO4bc1ZMG7oejCmDFjQKVSMXv2bAD1AWPdunXgcrlYsmSJUkbqDz/8gICAALnnDh8+DC6XCyaTiZiYGJW9VllWO2vWLOU72QbBQmYpFBYWhtLSUoSFhbWo9C6rLBgYGKBv375yfphTp07F559/3uxttqP5aA98SlBWVgYzMzO1w+Sa4Pz58+Dz+ST1WlPcuHEDdnZ2GDx4MEpLS0EQBL766iuwWCzQaLS/6/9tJNO0u1Hgk/WmfHx8EBYWhpiYGAwYMAApKSmYPn06MjMzsWrVKnz55Zf46quvcPLkSWRnZyM2NhaGhoaIiIgg1fVl2Lt3LwIDA0EQBL777juVCjQ1NTXo2LEjeeNsiOzsbAQHB6vMdJ4+fYpBgwbBxMQE69atU9pHvXTpEtzd3dG1a1cUFBRgxYoVcHJyUhg6njhxosqM//Lly3B0dESfPn3kBJxra2vh7e0NJycn9OzZE2VlZaS6ikAggK6uLuLj4xXKohs3bgSfz5czMn358iU6duwIKpUKDw8PBZeDDx8+wM/PDykpKVi2bBns7Ozg5uaGrKwsOcNaJpMJR0dH0lW+LbFgwQIYGBggOTkZNTU18Pf3B4PBULooePHiBXr27AkPDw/kNcqyVq9ejfHjxwOod9uws7MDjUZD9+7dNZLWKy4uhkgkahb7VlP88ccfCA4ORlJSEqqrq5v03msKZ86cAZVKhZmZGaKiouDm5ia3iEtPT8fixYvbevfboQTtgU8Jxo8fr1I2qTk4dOgQ+Hw+Ll68qPFnampqMGfOHJiYmJCr6JcvXyIqKgqurq7o0qULaDTa3x9oI5mmIl9fhIWFgcVigUqlyinvN4X3799jzZo1cHNzg62tLZYuXapU/7G6uhpWVla4dOkSACAlJUXp6lbW9O/du7fS4CaVShEYGKhgU/P27VtMmDABxsbGyMzMVKp28vvvvyMxMREWFhY4fPgwGXCsra2Vzuc9fPgQfD5fpWZodXU15s+fDx6Phw0bNkAikSA1NRW6uroYP3487ty5o6Cu8v79e/j4+GD8+PEKx3fjxg2YmZlhypQpiIyMBJVKha2trVLdT6lUitOnTyMmJgZ0Oh0eHh64fv26Qhm9pKSEJCA11+5JE5w5cwbGxsZwcnIie6dNlTQJgsDevXtJtRxZSU9W8vbz8wOVSkVgYGCT21GGb7/9FpaWlho7pmuCZ8+ewcHBATNnziR/r127diGuGWMPVVVVmD59OhgMBiwsLEgz3saBMzMzs2kt0na0GdoDXyNcv34dIpFIbsXcEmzcuBFisbhZKvsPHjyAl5cXoqOjUVRUBIlEgrVr14LL5WLRokWoqanBsGHDQKFQ/r7BtVHGd8zAAFpaWtDR0QGFQoG2trbK/ZRKpThz5gz69esHQ0NDDBw4UC3RZd26dfjss8/Iz4tEInIlX1lZSZa/1q5dCw8PjyZ9AfPz88Hn81FUVISysjLMnTuX7GEpu7lXV1eTwtRz584lb7a7du2CmZmZwjhDQ3z22WdqS4QFBQUIDQ2FtbU1SThpSl3lw4cPCA0NxZAhQ+Qyv4qKCsTHx0OmXrNnzx6F73rz5g0WLVoEKysreHl5ITs7G0+fPoWrqysWLlyo8P6cnBywWCwYGRn9I/qspaWl5AiLi4tLk0Sbhnj37h0GDBgAGxsb7NmzhyTrODk5KWSDzcHYsWPVGuRqiry8PIjFYrI3K0OfPn2U/jbK8MMPP8DBwQFCoRAdOnSAnp4eOnbsqPS9y5YtQ1paWqv3ux3q0R74GqCmpgaurq5y7LvmgiAIzJs3D3Z2dhprSUqlUpIEsW3bNhAEgfz8fPj7+6NTp05yK9+xY8eCRqP9XUJsgx5fhZIen6mpKTIzM3HixAm8fv0aBEHg5cuXyMzMhKWlJby8vLBhwwaNFgjl5eUwMTEhFwE3b96Ei4sL+XpiYiKcnJxI1ZPG8ljKMH36dHh5eUEgEGDo0KF4/vy50vd9++23sLOzQ69eveR+j8OHD0MoFKpVTsnNzYWXl5faoJGVlUX2NMViMXbt2tWkhU5FRQUiIiIQFxeHT58+YeLEiWAymeBwOPjyyy8xc+ZMWFhY4NatW5BIJDh58iR69eoFIyMjpKSkkMowMhQVFcHBwYEUe5ZBRixSpe/aWnzxxRfk/4y6MZbGePjwIfz9/cnPazoP1xQqKirg6OiIgwcPtmo7p06dAp/PVxg4l3nvqfu/Lysrw5gxYyAWi9G9e3dwOBwEBQXh5MmTKjU7V61aRWrWtuOfRXvga4CFCxciOjq6xStjiUSClJQUeHt7a6zG8vz5c3Tu3BmhoaF4+vQpqqqqMHv2bPD5fHz55ZcKWdTUqVPBZDL/nvEqLm514CO0tHDp8GE4OjqCRqOBQqFAIBAgJCQEPj4+0NfXB5PJBJPJhLe3N1asWIEnT55ofJ7mz5+PgQMHkn+np6fL9c4EAgFoNBqoVKpCCVPZOd65cyfMzc2ho6OjUnvy8ePHiI6Ohr29Pb777ju5106dOgWBQKCSOt8QUqkU9vb2uHr1qsJrBEHAwcEBlpaWZMD79ttv0bdvX9jZ2eH8+fNNbruyshLOzs6g0WjQ0dFRCFqbN2+GtrY2OBwOAgICsG3btiYz4devX8PGxgbr1q0jn+vYsSMcHBzkzn9bQCqVom/fvqDRaPD19QWdTlcIEqqQn5+P2NhYaGlpQVdXFyNGjIBQKIRIJCJL0K1BXl4e+Hy+XO+1Odi6dSuEQiFu3Lih8NrRo0fRtWvXJj9/4sQJmJmZkSIFdDod06dPR11dXZOanRs2bMDYsWNbtM/taB7aA99f+PXXX8Hj8RRYfJqiqqoKcXFx6Nq1q0ZqLARBYMeOHeDxeFi5ciUkEgkuXrwIe3t7JCQkqDQznT17NthstrxdTWys+nklVY8GMk0EQWDVqlWg0WiYM2cO/Pz8yGFuJycnDBw4EKNGjUJMTAzMzc1haGiIsLAwTJ06Ffv27UNBQYHCBV1cXAxjY2O5cqKzszPp+F5YWCin+8hgMJT2RAmCwNGjR+Hi4oLQ0FBcvXoV3333HaytreXKa58+fcLs2bPB5XKxfPlyBXLLxYsXwePxlN7UVGHdunXo16+f3L6cPXsWYWFh5H6zWCw5vdUTJ07A3Nwcw4YNU+rmsWnTJhgYGIDJZMLV1RWhoaH48OEDamtr8c033+Czzz6DsbExBg4cCFtbWwwbNkwjMsWLFy9gaWlJMohNTU3h6+vbplJvHz9+hLOzM9hsNi5evIjNmzdDR0cHo0aNavJzd+7cQe/evWFgYECq15SUlGDlypVITU3FtWvX4OzsjN69e6vVRFWHxYsXo0uXLs0awZFVa2xtbVUSaoYOHYr169crfe3t27fo168f7OzscObMGVIkfN++fXLvU6XZuXXr1maPSLSjZWgPfKhfvYaGhiIrK6tFn//w4QM6d+6Mfv36aaTG8vbtW/Tq1QsdOnRAfn4+/vzzTyQnJ8PMzEyO1acMsiFzuV7W7dttItP08eNHbNu2DT4+PhCJREhPT8fjx49RWlqKY8eOYeLEiXBxcQGHw0FsbCyWLVuGrVu3YunSpeQFr6uri6CgIIwfPx7btm1DSmwsvgkMrO9FRkejLCYGC/X1If0rI/7qq6/I+TwtLS1ERUVh3759ctT+S5cuITAwEB4eHjh16pRcRpCYmIiZM2eCIAgcPHgQ5ubmGDBggNIb540bN5pNNgL+Hm149OgRNm/eDBcXFzg5OZFuDjKxbUNDQ7ngV15ejkmTJsHExAT79u0jZwEFAgHodDrJhJRKpRg8eDCEQiFMTEwQGhqK3bt3kwH948ePSExMhKenp0bl88ePH8PMzAy7du0Ci8VCUFAQKVbdWvzyyy8wNDSEiYkJmVHdu3cPurq6Kkt4splFPp8PsViM0NBQOVGIfv36kWXO6upqzJs3j6T5t3TQXiKRICQkBKtWrdLo/bW1tRg2bBj8/PwU2L0y1NXVgcvlKiyOG9pbzZw5E/fv34erq6tKtSFlmp0AsGfPnjbPzNuhHO2BD/UlpYCAgBbJkhUWFqJDhw6YMGGCRhfp0aNHIRQKkZ6ejqqqKnIoevz48Rplip9//jl0dXUVmZMtlGkiNm3C9evXkZycDCMjI/Tu3RsnTpxoUmW+sLAQ+/btw/Dhw2FhYQGxWIxBgwZh586dePDgAS5duoQDU6bghkiEyr96iA2/t5pGqx+6j43FOD8/0Gg0TJgwAS9fvsTjx4/BYrHg5+eHH3/8ET179oS1tTX27dun9PwWFRWBw+HAz88PHTp0IIWhG+Onn36CQCDAqVOn1J7jxnj16hW8vb2hra2NmJgYbN++HdbW1iTzkkqlQktLC0OHDlVairx16xZsbGygpaUFKpWKuLg4lJWVoaamBjk5OejWrRu4XC78/Pxga2urlBVLEATWrVun8TH8+uuvEAqFoFAocHNzU+gJtgSHDx8Gg8GoN0pt8P9RV1cHFosFfX19uf09f/48wsPDYW5uDj8/P5iZmeHgwYMKpUxlLhX3799HQEAAOnfu3GzTXBmePXsGHo+nVnmprKwMERERiI6OVmopJMPFixcVRLSfPXuGiIgIeHl54e7du9i3bx+MjY3B5XKxa9cupdtprNkpQ05ODhISEjQ4sna0Fv/5wPfmzRvweDyFGSlN8OjRI9JJQF1f4sOHDxg6dChsbW1x9epVvHr1CtHR0XBxcWnWfNWGDRugp6ennADSDJkmQlsb38fFwdnZGfb29li+fLnK8mpTIAgCT548wZYtW9CvXz/weDzM5fNRzWBAoibwSigUVNHpOBUTg0uXLuH9+/dwdXUlHQY4HA7Wr1+vkjRRWlqK1NRU6Ovrw8rKSuX7ZEGgOXZGBEHg9rffYq+7O3KYTPxoZoYcFgsFw4bBicvFnj170KNHD1AoFHTv3p0kIFVVVSE1NZUMgHfv3oWLiwsoFApsbW3B4XBIOTiBQIDw8HAcOHCAHJlYtmwZbGxsVDJNr1y5ArFYjHnz5qldqG3YsAEyAYHmiqE3xqxZs0ClUslZu8YIDAwEhUJBdXU1cnNzERwcDHt7e8THx4PD4SAjI0NpUCkpKYG+vr7SRU1DVvOyZcuaJAupwq5du+Dm5qZyJOXNmzfw9PRESkpKk4s9AEhNTcWiRYvIfVu9ejW4XC5WrFiB0tJSDBkyBPb29vDw8EBGRkaT+6TMEPjYsWOIiYlpxtG1o6X4zwe+uLi4Jv9JVeHOnTsQiUQKztnKcOHCBVhaWiIlJQUfPnxAVlYWuFwuFi5c2Gwm3LZt26Cvr69S5UMm0yRlsVDZKAAS2tqQMJm4IRajs64uhgwZgsuXL7cpzV26cSMkzSTbVDMYWGljIyfSKyOLKCMJSaVSbN++HUKhEKNHj0ZxcTFCQkKwSYne4tOnT8mynyaoqalB7oIFuGBkhCoqVcHxooJSL/GG2FicysxUECYYNWoUqFQqJk6cCH9/f1CpVPj5+eH+/fvYt28f/P39wWKxIBAIVIoabNy4EWZmZvjll1+Uvl5YWIiOHTuiZ8+eTYp7T58+HUZGRqDRaDh58qRGx98YUqkUXbt2BZ1Ob/IcpqWlkXOHbm5upKNGnz59mizPnj17Fp06dWpyH54/f46IiAh4eno2O3MlCAIJCQmYOnWqwmsFBQWwtLTUyFKIIAhYWlri/v37JOM6LCwMjx49wt27d2Fvb4/hw4ejb9++6NevX5PVH1Vu7N999x0iIiKadXztaBn+04Hv6NGjcHR0VLkaVIXvv/8efD5fpWSVDJWVlZgyZQrEYjFyc3ORn5+PgIAAdOzYUS2NXhX2798PfX19lTdFGY5s3ow97u7A4MGo6NIFP7m7Y5GhIbp6eCA7O7tNh3xJtKLXKNXSgg+FAhqNBgaDQbJL9fT0YGZmhl69eiEzMxNffPEFPD09ERQUJHcTfPDgAXg8nlzW+vr1a1hbW2Pjxo1qd12mrpJmYIAqGk296LcSceOTJ0+SBrsy5ZuDBw8iNTUVXC4XEREROHz4MKqrq7Fnzx4IBAJMnjxZaXl09+7dEAqFKp3ma2trMXXqVFhZWSl9D0EQ6Ny5M5ydneHp6Qk+n48zZ86oPQ8N8f79e5ibm0NXV1dBH1MGiUSCAwcOwNzcnJRUi4iIgJOTk0bft3TpUkybNk3t+wiCIM/ZjBkzNJ4XBOqVV0xNTeWc7i9fvgyBQKDxPN5PP/0EGxsbzJkzBzwej2Rcr1mzhjT8nT9/PgICAtSSkFQxO8+fP4+wsDCNj6sdLcd/NvB9+PABZmZmzZY4ysnJAZ/PV/u5O3fuwMXFBX379sXr16/JC2bz5s2tUsY/cuQIDAwM1PYt5s6diz59+qB79+7gcrmYMGGCRvT9VqEV7FIplYo3gYF4/fo1/vzzT3z69Al1dXUgCAJPnz7Ftm3b0KFDB7DZbOjr64PH46FHjx5IT0/HoUOH8OTJE6Snp5Psy+LiYjg5OSmMCDTGvXv3SHWVvcHBkDZ3NOSv4Pfw4UOS6EL5K4CLRCKIxWLMmTNHaeny/fv3GDJkCCwtLUnn7YY4cuQI+Hy+0lEKGXJycsDj8bBjxw65548dO0aSbjgcDjlLpimLZ7g2AAAgAElEQVSx5+bNm9DW1oa1tbU8g/gv1NbWYufOnbC3t0dwcDC2bt0KKpUKOp2O1atXa1yWjIuLw1dffaXRe4H63zUpKQm2trZqx0Ua4syZMzAzM0NJSQl5DX///fcaf3748OEwNjZGbGws3rx5g3fv3iEqKgr+/v54+vQp9u3bBysrK43HmJQxO69evYqgoCCN96kdLcd/NvCNHTtWLf26MdavXw9TU9Mmg05dXR0WLlwIPp+P/fv34+LFi3BwcEBcXJxS0kJzkZubC319fZUln/z8fKSmpoLNZsPZ2Rn79+9vE6FttWiDecJqKhV2hoaIjY3Fhg0b8Ouvv6K2thbr1q0Dj8fD1KlT8eHDBxAEgdevX+PEiRNYsGABevfuDXNzcxj8pT4TGRkJCwsLjBkzRmkfTCKR4OjRowgLCyPVVUrPnm1xtlrHYqGjtjYZaKhUKlgsFnx9fdX2jYD6CoKNjQ369eun4I93+vRp8Hg8nD17VuXnCwoK4OTkhFGjRpHVi3fv3smVjWk0GpYuXQo+n6+2p7xlyxbQaDRERkYqLNKqq6uRnZ0NS0tLdOnSBefOncPOnTshEonAZDKhq6ur9ngbwsLCQnXZvgmcPHkS5ubmSE5O1lhladKkSejQoQNMTU01VlQ6f/48UlJSwGAwyP7e+fPnYWpqirS0NNTU1ODq1avg8/nN4glERUXh6NGjcs/l5eXB29tb4220o+X4Twa+q1evQiwWK13JKgNBEMjIyIC9vX2T8lYyJYru3bvj/v37GDlyJExNTRX+wVuDCxcuQF9fX24OraysDF9++SX8/f1hamqKOXPmwNPTs8lMoc3RBgoy0NbGh4wM7N27F8OGDYNAIACDwYBQKMSSJUvUzli+f/8emZmZoNPpsLOzg62tLTleMW7cOGRlZZHlwYCAABw4cODvzKQV2aqEQsEZPT2Ym5sjMzOzRbOgFRUVmDVrFvh8PrZu3SoXcK5cuaK2tF5eXo6EhAT4+PjgxYsXqKmpIYMek8kkyRSnT58Gn89XaQo7cuRIUKlUzJ8/X2H/1q5dC1NTU0RGRuLatWu4ffs2AgIC4O/vj1u3biEyMhIUCkWjYA/UZ2+tkVIrKyvDuHHjIBaL5dwhlEEikWD8+PFgs9kam8d+/fXX5KKBwWBgx44dmDZtGkQiEVnGffr0KYRCoYJIgjqkpaUpMDvz8/Ph6urarO20o2X4zwW+6upqODs7a8zwq6urw6hRo+Dj46NyvkcqlWLDhg3g8XhYv349Dh48qLFvW3Nx48YN6Onp4fLly7h69SqGDRsGIyMjxMbG4tSpU2SGY2xsrHJ//xG0kWYoBg/Gq1ev0K9fP1hYWGD9+vXIzs4mLVzs7e0xZswYHD58WEEDs7KyEmFhYbC1tcX06dMB1Je09+/fj9DQULBYLBgaGoLNZsPb2xvJycnYuHEj8k6darWnoYTJhKQVbuYy3Lt3D35+fujUqZNcH/ju3bsQCoVNynrJTFJNTEywbNkyUkKNx+PJiXafOHECAoEAd+7cwaFDh0AQBGpqauDj4wMmkyk3e1ZeXo7ly5fDxMQEsbGxuHv3Lt6+fUuqrezcuZMM0mvWrAGVSkVubq5Gx5qbm6tWBUUTXLlyBY6OjmQZsjEqKysRHx+PsLAw/PDDD+Dz+Th//jw8PT2Vzje+e/eOLKfq6urKZc7m5uZkObO0tBROTk4a9ZAbQxmz8+HDh7Czs2v2ttrRfPznAt/8+fPRq1cvjVaZVVVV6NOnD7p166ZU7R+oV/zv3r07/P39cenSJcTExMDZ2fkfy7bOnTsHJpMJc3NzODo6YuXKlQp9hZKSEhgYGPwjosQq0UYuEY8cHcHlcjFv3jwFAoNUKsW9e/ewatUqREZGwsDAAJ6enpg2bRqOHz+OiIgIDBgwAIWFheDz+cjOzkZUVBT4fD5mz55NDrVXVFTg5s2b2LRpE0aOHIm1YjEqW7vv2tr1Hm9tgIb+dQsWLCBFEQoKCiASiZSyVxvi0qVL0NXVhfZf5Vdl9lpff/01aSKbmpoKHo8HDodDlh3//PNPZGZmgsfjISkpCffv30dtbS1Wr14NHo+HadOmKSzqrl+/DiaTiXHjxml0nAsXLsTMmTM1eq86VFVVISMjQ454AtQTW0JCQkhLIYIgEBsbS5KnxowZQ25DGYHGx8eHDHomJiZklai2thbdunXDpEmTWrS/eXl56NChg9xzL168gLm5eQvPQDuag/9U4CsoKACXy9VIw6+0tBSdOnVC//79lY4cEASB/fv3g8/nY8GCBeS8UWZmpkbqLc2BRCLBqVOnEBsbC319fdDpdHzxxRcqA9vNmzcVBm3/adQlJrZJ4Lugxi2hIWpra3H16lXyBk2n0xEYGIioqCgYGxtDS0sLW7ZsUd/jbMNstS3x6tUrciF15coVXLp0CRQKBSKRCMuXL1f+oeJiYMUKnBEIcIpOx/dCISozM5Warso0RikUCiwtLVFRUYF3794hPT0dxsbGGD58ODk8fvbsWTg7OyMiIkIlI7mqqgo0Gk2lgktj9OrVq1mzlZrg559/hp+fH8LCwnD+/Hk4OjrKWQoNHjwYTCaTPG4ZmeTFixfo0aMHOnToQPbPKyoqSMd7MzMzspdIEARGjx6NyMjIFoleAPXSeo2ZnYWFhRAIBK05/HZoiP9M4JNKpQgODlawGFGGwsJCeHh4YOLEiUoZmH/88Qf69u0LZ2dnHDx4EIGBgQgJCVE7YtBcPHv2DBkZGTA1NYW/vz+2bNmC+/fvQ0tLq8m5rD179iAxMbFN90UdLkVGoppGa125kMVqdtYklUoxZMgQdOrUCZMmTYKBgQFsbW3h4OAAOp0OZ2dnrFixAnfu3FF6k6qtrcWfISFtE/iio9vqdJIgCAKHDx+GSCQiy26WlpZwdnbG7Nmz/1783L5d36fU0lLotVZSqeTsIf7q7d2+fVsuADAYDAwZMoT0ipO5XTx79gyxsbGwsbHB8ePH1VYRzMzMoKenp9GxicVila4arYFEIsGUKVNAo9HQu3dvOYbp6dOnSYFzCoUCDoejdEj+/v37cHFxgaOjI3R0dOQkAletWgV3d3eVVSBN0ZjZWVJSAiMjo1Ztsx2a4T8T+DZt2oSgoCC1owQyNZYlS5Yovchzc3MhFosxceJEzJw5EzweD9nZ2a0aUWiIqqoqHDhwAF27dgWXy0Vqairy8/PJ14uLi8FisZokOsydOxfz5s1rk/3RBKWlpXDmcutvrq0JHFpaSjMTVZBKpYiLiwOPx4ORkRFSU1PlGII3btyAvr4+hg4dCnt7exgYGMDb2xvdunVDeHg47O3twWQysa+lAt9qMr6qqqo2+79ITU0lB/zZbDYWLFgALy+v+sXZxo0aKfZI/5o9JDZtglgshkxcW9YLjImJkSsHy3wOFy9erPGs6+DBg6EJweXNmzfgcrn/SDk+NzcXfD4fmzdvRvfu3Uk5MRnq6uqwZcsWshQcEhJSn9kWF4NYsQIP/f1xmsnEk6AgSJYtQ+XLl+Rnjx07BrFYjJcNnmspGjM7ZVlgO/55/CcC3+vXr8Hj8fDgwYMm35eXlwehUIitW7cqvPbx40ekpKTA0tISa9asIZvprVWRl+HevXuYOHEiuFwuunXrhoMHDyq92ZSVlYFOpzfpGZiYmNgm3maaIj09HcOHD28zlwh1qKmpIb372Gw2li1bhrKyMtTW1uK3337DsWPHsGLFCgwfPhxmZmYkqcXT0xN6enpgMBhgMBhgsVig0WjY7uTU/Pm9Ro9KKhXr/6L4+/j4gMvlgkqlalRhUIdPnz6BwWDI9e1oNBp+/PFHfG5jg2o6vVn7Wk2nYxKLBRcXFxgaGiItLQ0LFy6EnZ0dXr9+jZycHJibmyMxMbHZDNUDBw6ASqU2OX4B1BNsevTo0ZrTohQyS6Hr168DkBeQTktLQ0VFBSmEzeVy0bNnT9Rdvw7ExoJgsxWrFtra9Quy2Fj8umcPeDyeSkZsc9GY2VlXVwcajdYm225H0/hPBL4+ffqozYDOnj0LHo+ndPTg2rVrsLW1RVJSEoYOHQpTU1O1qi2a4MOHD8jOzoavry/MzMwwd+5ctf2t2tpaUKlUBauThvDx8cHNmzdbvX+a4M2bN+BwOPU3yDZyiVAFmbqKiYkJRCIRuFwuxo0bh169esHR0RFsNhu2traIjIzElClTsGXLFpw5cwbW1tak64UsI2n46OTkhKpWZntSFguOxsZy22WxWBrPi6nD48ePce7cOezZsweLFi1Cx44dUbBrFwht7RbtbwWFgi1/2QLJkJqaCh0dHTg7Ozdb2EGGZ8+ekaLjTWHevHmYM2dOi75DGWSWQjY2NkpFrd++fYv+/fvDzMwMFhYWf1sf/aVvS6hZsBFUKiqoVNwdObLN9lkZs5NGo2k8DtKOluN/PvAdOXIETk5OTRJOvvrqK6VqLNXV1Zg1axZMTEwwY8YMiMVijBkzplUjCgRB4PLlyxgyZAgMDQ0RHx+P7777TuMmOUEQoFAo2LZtm8rXDQwMmtRwbEukpKTIS0610CUCjZiKDbO31NRU2Nvbg06ng81mk4++fftiyZIlOHLkCB48eKDyN/7+++8hFAoxdepUiEQiucAkM74l+vRRe/NTGfQoFCAuDnV1dYiOjpbrnTGZTAQFBal0l2gVWjl7WBwaCqC+tzR+/Hjw+XxERUXB1dVVYVREUxAEASaTCQ8PjybfFxkZ2WbzrZpYCpWXl2PChAngcDjgcrlITk5GxapVINrgf7WlUMbs1NbWbtIhoh1tg//pwFdaWgpTU1NcuXJF5XuysrKUqrHk5+fDw8MD3bt3R48ePeDk5NTkdtShqKgIy5cvh4ODA5ydnbFq1Sp5T71mgMFgqPQOlBm//ht4+PAhuFyuotGqhqtomUvE42nTsH37dsyYMUMuexMKhTA2Noauri569+6NY8eO4fPPP4elpaXaHgtBEMjPzyeFB/T09ODj44OwsDAygMq5t7ciW62gUFDzlxpKXV0devfuDRqNhunTp2Pv3r0IDAwky6t+fn5ys28tRhso5VRRKBgaGQmBQIBx48bhjz/+AEEQmDVrFry8vDRWRGkMR0fHJhVcCIKAQCBosUN6Q5SXl6u1FMrNzYWFhQWGDx+OkpISfPjwAcvj4xXsspoV/NRUJzSBMmankZHRv7Zo/S/jfzrwpaSkICUlRelrBEFgzpw5cHBwkGOWSSQSrFy5ElwuFwMHDgSPx8P8+fNbNKJQV1eHEydOoHfv3jAyMsKIESNw/fr1Vjf02Wy2Sjr71atXERAQ0KrtawpZxqUMD3btwnkOB9VUKiSNhsOr6XRUU6k4wWSis64u/P39MWTIECxZsgS7d+9GWlqaUnWV/fv3QywWNylx9csvv2D+/PlwdnaGhYUFpk+fjtu3b+Pnn38Gg8FAVFQUFi1apNxVowXZai2TieVWVti9eze5mbq6OsyYMUPOlUAqleLgwYMICQkBk8kEnU6Hj48PtmzZ0rLSVhso5VRSqZjDYqFLly5yVQyCIDB58mT4+/u3yM4oNTUVFApFZXB/9eoVTExMWn0dFBYWwtPTE6NHj1Z6Dt+9e4eBAwfCxsZGQZfzTUCAWtusphZsmvaj1aExs1MgECjI1rWj7fE/G/guX74MU1NTpWXJuro6JCcnw9fXVy7revr0KUJDQ+Hr6wtvb28EBwejoKCg2d/9+PFjpKenQywWIzAwEFu3bm019bkh9PT0FCSlZNixYwcGDRrUZt+lCnl5eRCJRHKr7D/++AMnTpxASEgIdHV14eXlhQAbG8yk03FETw83BQLcdnLCjfh4XDt2DEVFReTN79GjR2QpKjExUU6SDah30jAxMVGqh/jw4UMsWrQIbm5uMDU1xeTJk3Hjxg1y2z/99BPMzc0RGxsLHx+fpsvKGnoaElQq6thsHOjUCaampqDT6YiLi8PGjRvx22+/NXlTl0ql+Oabb9CpUyew2WzQ6XR4enpiw4YNmgfBNpo9rEtKwtixY2Fvby93bgmCwP9r77zDmsqaMD40gdAhoQuoKAhioaiICoiIiKhgYS1IsSAq2NuufcXeO3bX8tnbWkDFgmXFvrK66qqIFRHFgoBA7vv9wZI1EiCBqKDn9zx50OSWc1PO3Dkz805kZCTc3Nwkdo8ojYSEBBBRiSLSe/bsgZ+fn0zH/Jxbt27B0tJSYvY1x3HYvHkzjIyMMHz4cLHvaE5ODsb16VPhmK6sGcgl8XlmZ/Xq1SX32mTIle/S8OXk5MDGxkZiv7Ps7Gx07NgR3t7eoh80x3FYvXo1DAwM4O3tDT6fj+XLl8u0HJWdnY3NmzfDw8MDAoEAw4YNKzOLtLzo6upi9OjREl8bN24cpk6d+kXOC/wXe2vQoAECAgIQHh4ONzc3UcG4srIy7OzsMGHCBOzatavU2BvHcTh69KhEdZVPiY+Ph0AgEBPmvnfvHqZPn46GDRvC2NgYUVFROHPmTLHP7Pfffwefz8f27dtFrXoWLVpU+kX+29MQamqFWX2fTnhFWX6BgaLlroKCAlhYWGDSpEkICQmBubk5zMzM0Lt3b2zcuLHMJb39+/ejVatWUFNTg6KiIhwcHLBgwYLSezXKSSmnqPZw48aN4PP5YhJeQqEQYWFh8PT0lEno/N27dyAiREVFSXz9559/LvHGTRoSExNLbCn08OFD+Pr6on79+rhw4YLY96noe/tbvXrg5KArKw+lns8zO62trcvdcZ4hPd+l4StqyfM5mZmZaNGiBbp37y6aVJ4/f4727dujdu3asLKyQqdOnWQqUbh69SoGDRoEfX19+Pj4YMeOHXJXbvkcgUBQ4qTSpUsXmdq8lERGRgbOnj2LtWvXYvTo0cVibzweD9HR0YiNjRWVd3h7e0tVxP/hwwfExsbC3t4e9erVw+rVq0ucWBMTE8Hn83HmzBmkpKRg9uzZcHJygqGhISIjI3Hq1CmJHhzHcZg/fz5MTEzEMlz//vtvqdV7kJ5eOLkFByOjWTMcEQgK/y/hTn/evHmiDD2O43Dnzh0sX74cXbp0gYGBAerUqYPIyEjs2rWr1BjO4cOH4e3tDXV1dSgqKsLOzg6zZs1CSkoKEhISsHjxYkRERCBeIJCP4fuk9rCo51x0dLTo91FQUIAePXrAx8dHpu+1hoZGiYLLbdq0KXdj3B07dkhsKVRQUCBq8Dxt2jTk5eXh5s2bICLUrVsXvXv3hr6+PlauXAmuEin1fJ7ZaW9vL1a3y/gyfHeGr6gh6efG6+nTp3BwcEB0dLTIK9i1axcEAgEaNWoEU1PTEjtif05mZiaWLVsGR0dHWFhYYPLkyV91ecLExKTElkqfSi6VRZH3tn//fsyaNUvkvRkYGEBHRweNGzdGcHAwYmJisGvXLiQnJ4v0C7dv347U1FR07doVlpaW2LNnT5kxm0ePHomK/v39/ZGQkFDqPpcuXYK+vj4iIiLQpEkT8Pl89OvXD8ePHy91STAvLw8RERGoV6+exM9l0qRJEm+MSuPevXuwsrIq8fXMzEzo6emJNcItQigUFtbczZmDtm3bQktLC46Ojhg5ciSOHDkiWorjOA7Pnz/H8ePHsXjxYrRv3x56enooyhBVV1dH48aNMWvWLBxyd0d2RQvvJXgtr1+/hp+fH9zc3ESCz/n5+ejcuTP8/f1L90I/wdHRETwer9jzHMdBX19f4vtUFvPnz4e5uXmxEpGbN2/C1dUVzZs3F8mp5ebm4vjx4yJNzqKWUc7OznL3livC55mdjo6OuCSHxBlG6XxXhk8oFMLV1bWYiO+dO3dgZWWFGTNmgOM4ZGZmIjg4GMbGxuDz+YiIiCizRRHHcTh58iR69eoFHR0ddO3aFfHx8eXW6qsIlpaWEuN4HMdBQ0OjWEJCRkYGzp07J9F7q1mzpqjubeXKlTh16pRY7O1ztm/fDkdHR0ydOhUGBgaYNGlSqd2wOY7DuXPn0K1bN+jp6SE6OrrM/mtPnz7F2LFjoaKiAi0tLYSHhyMuLk6q5qaZmZnw9vaGr69viYkZubm5qFOnjkzp9B8+fEC1atVKNdQDBgyQagkvNzcXe/fuRe/evVGrVi0oKyuLeglqaWnBzc0NAwYMwOLFi5GQkIC0tDQkJibC19cXqqqqICJYqKnhYwUl4kqKUwmFQvz6668wMTHBqVOnABSKBvj7+6NLly5SxSEnT56MogSXT7d/8OABzMzMytz/UwoKCjBkyBDY29vj77//xt27d3H69Gls3rwZPj4+ohsCLy8v2NnZQU9PD9WqVQOfz8fnNZtGRkZy05WVh8f3eWanq6vr120n9oOiTN8RK1asIEVFRYqIiBA9d+nSJerQoQNNmzaN+vTpQwkJCdS7d29SVVUlbW1tWrNmDbVo0aLEYz579ow2btxIa9euJTU1Nerbty8tWLCA+Hz+17gkiaioqFBubq7Yc/n5+fTHH3+QsrIyxcbG0u3bt+nOnTt0+/Ztys/PJ1tbW7KxsSFbW1vq3bs32djYkLW1NampqUl93ry8PBo6dCgREV27do0uX75MVlZWJW67c+dOWrRoEb1+/ZqioqJo9erVpK2tLXH7Fy9e0O7du2n79u10/fp1ys/Pp6FDh9K0adOoWrVqUo3vwYMH1L59e2rdujXNnz+flJUlf71VVVUpNjaWevfuTV5eXqSlpVXmsXk8HvF4PHr16lWJn31UVBR5eXnRzz//TNWqVSMAlJaWRjdv3qRbt26J/VVUVCR7e3vy9vYma2trKigooEePHtGFCxfoxo0bpKWlRbVq1SI9PT3S1NSk69evU3JyMnl6elLHjh0pPj6e4n7/nfyISEmqd+czFBTogoEB/eTiQkZGRqSiokJKSkrk7+9PI0eOpPHjx5OLiwsFBQXRqFGjaPjw4bRz507q2LEjhYSE0G+//UZKSpLPfOvWLXr//j0REQkEAnr79i29fPmS9PT06PLly+Ts7Cy2PQDKzMyk58+fF3s8efKETp06RR8+fCAlJSVycnIiExMT0tTUpJSUFDIwMKAhQ4aQra0tmZiYkImJCenr69OsWbNo/fr1xcampKREqFePSE2N6LPfkEyoqxM5OJR//3/R0NAgIyMjevDgAdWuXZtUVVXp48ePFT4uowy+teWVF48fPxbJCdWsWROnT5/G0aNHIRAIsH//fmRnZyMqKgo6OjrQ0dHBxIkTS4xZ5OXlYd++ffD394euri769euHCxcufN02PyWQkZGBGjVqoEGDBhg9ejQ6duwo8t5MTEygp6cntfcmC3fv3oW9vT14PJ6oCack0tPTRd5Cq1atsH///hK94vT0dKxcuRKtWrWCjo4OevbsidWrV6N69eolFuiXxNmzZ2FsbIwlS5ZIvU9oaCiGDBki9fZ2dnYS4y8cx+Hp06c4duwYateuDU9PT7i5uYmKpVu2bInIyEgsWbIEJ06cwIsXL0r9TDIyMrBr1y707dsXAoEACgoKMDExwZgxY3Dnzh0xYeqC8iZp8HjYPmqUmDekoqIi6jJeREpKCpycnNClSxe8e/cO2dnZ8PT0RHh4eInJX7179xbpihIVCkEfOnQIa9euRYsWLdC4cWMEBASgadOmsLS0hKqqKnR0dGBrawtPT0/06NEDI0aMwJQpU1CnTh14enrixo0bePv2Ld69e4fo6GgYGxtj27ZtEAqFSE1NxY4dOzBixAi4uLhASUkJ6urq6Nq1KwwMDETLxIMGDSr0PuVQAymvrE5APLOzTZs2Mje1ZcjOd2H4OI5Dhw4dMHnyZKxduxbVqlWDsrIyeDweEhMTcfHiRdSoUQN8Ph8uLi4lZlvevXsXY8aMgbGxMZo1a4Z169bJnMotD/Ly8nDnzh3s378fs2fPRp8+feDm5gY+nw9tbW3weDyYmJhg2rRpothbTk4OVq1ahdDQULmO5f379xg7diz09fWhra1drMygiOvXryMsLAy6urro06dPiQH6V69eYc2aNfD29oa2tjaCgoKwe/duZGdn49mzZ7C2tsbChQtlGuPmzZshEAikboBaREZGBoyMjKSOqXh5eWHLli04evQoFi5ciH79+sHNzQ26urrg8/lwd3eHr68vLC0tRQauPGRmZuLXX3+FQCBAUFAQjh49io0bN6J3794wMzODubk5QkJCsHHjRjz6+WfkKivLbPSK1Ef69+8vWj5VUFDAsmXLii0p5+TkoG/fvrC1tcWtW7eQmZkJFxcXBAYGYu/evZg5cybCwsLQr18/tG/fHg0bNhSLrenp6cHHxwehoaGwtLQUNRI+e/Ys7t+/LzGx6cGDB7CxscHo0aNFBjYuLg4WFhbw9vbG+PHj0bFjRxgbG8PIyAgdOnRAaGgoDAwMMGrUKNHy6sKFC6GsrFw8A7QCqjecHOv4APHMTn9/f+zbt09ux2ZIpuoYvn/7jKFnz8Kgcs+ehf9PT8fOnTtRt25d5ObmwsHBQewuNigoCDweD5qamli6dGmxu9QPHz5g48aNaNmyJQwNDTFixAi5txcqiaLY27p160Tem62trSj25uvrK/LeTp48KfLemjZtCnd392LHGzVqFKZPny6XsXEch61bt8Lc3BzBwcEYO3YsunXrJrZNQUEB9u7dCw8PD5iamiImJkai1FVmZibWr18PX19faGtro3PnztixY4dYfdXLly9hb2+PadOmyTTGiRMnwtLSUmJ9nzRs3LgRjo6OYnGoIg/u6NGjWLBgAfr164dmzZqhWrVq0NTUhLu7OwYOHIilS5fi5MmTYgauoKAAVlZW5dJKffnyJX755RcYGBggJCQEt2/flnjNt2/fxpIlS9CgQQMoKChgmLo6cpWUCrsvlDJhC4kgVFcXk9zKzc2FjY0NlJWV0a9fP7i6usLU1BSDBw/GwoULMXbsWISEhKBNmzYwMzODgoIClJSUYGJiAh6PBzMzM/B4PKirq2P58uXYt28fkpKScK2MDlMAACAASURBVPToUVHXh127dgEojB3q6OiUqVh0+fJlmJqaYuHChaLGw7Vq1YKKigpUVVXRrFkzDBs2DNu3b8fDhw+Rm5uLUaNGwczMrFjT3Q8fPkjWv62AUk+2ggJSpUyEk4ZPMzu7dOlSqgA9Qz5UfsNXSp8xqKuDU1XFIVVVXF+9Gjdv3hRbYil6eHt7i6WvcxyHy5cvY8CAAdDT04Ovry927doldcaaLBR5bwcOHJDovbm4uCA4OBjTpk3Dzp07Rd5babi7u4saaH5Kp06d5NLY888//0TLli3RsGFDnD17FhkZGTAwMBApTLx58wbz589HjRo1iqmrFPH27Vts2rQJ7du3h7a2Njp16oStW7dK9KDfvHkDR0dHjB07Vupl2ZycHHTv3h1NmjQp1oFeWjiOw+PHj9GwYUN07NgRffv2RbNmzaCrqwuBQCAycMuWLcPJkycxZMgQqQzz3Llz0bNnT6nH8fz5c4wYMQJ6enro37+/mOKLJI4fPw47Ozt4e3vjr7/+wpUrV7AxKgrxWlrIJiomxSVUVcVHRUXsV1aGExG0tLTQoEEDdOrUCZ6enqhZs6ZIxs3S0hJ2dnYwMDCArq4ugoKCsHr1ahw+fBjXrl1DfHw8LC0tMWLECOzdu1f0G9PQ0BBr/QMAPXv2BBGJyjfu3r0LS0vLEq/ryZMniIqKgpqaGuzt7aGhoQETExOoqanB09MTiYmJxb5n9+7dg4uLC9q3by+7vmg5dWUTe/SAQCDAwYMHZTtfCXya2dmzZ0+J9YkM+VK5DZ+UKhrCf7+Qyz7z9ooeXl5eAApTtYvulK2srDB16lSZ266UxKtXr0Te25gxY8S8txo1asDX1xdDhw4VeW/Pnj0rd+ytTZs2Ejus29vbV6gbwOvXrzF48GAYGhpixYoVotjciBEjMGDAANy9exdRUVElqqu8f/8eW7duRadOnaClpYX27dvjt99+K1X2KisrC25ubhg8eLDU78eLFy/g6uqKoKAgqQqrOY7DkydPEB8fjwULFqBv375wdXWFjo4OBAIBGjduDFVVVfz66684depUiR7JkiVLMHDgwDLP9/r1a+jq6pYpPfXo0SORWk10dHSZtYUpKSkIDAxEjRo1sGfPHqSnp+PGjRuIj4/Hhg0b0LBhQ1hpaGCskhJ28Xg4qKiIjUQYSYTaurpo0KAB2rVrJzIqRARdXV107twZ169fF3v/OY5DfHw8mjRpgnr16mH37t2i1ZKMjAx4enqK/cYUFRUxZswYsfFm3LqFkUR437Ej0L49Hri54bd69YD0dGRlZeHUqVOYNWsWAgMDYWZmJhqThYUFNm3ahDZt2qBevXoles9btmwBn8/HokWLyh/HlnKOwb+9DIu85XPnzsHMzAxTp06tsO7qp5md4eHhEtuiMeRL5TV85bgb49TVMezffmWfPpSVldG9e3fo6Ojgp59+wrFjx8r1Zc3Pzy/mvTVv3lzMe+vVq5dM3lt56NChAxwcHMSeEwqF5VZ2LygowKpVq2BkZITIyEgx0emHDx9CS0sLXl5eEtVVPnz4gB07dqBz587Q1tZG27ZtsX79eqkEjnNyctC6dWuEhoZK/Xn89ddfsLKywvjx44vtU+TBxcfHY/78+WIGztDQEB4eHhg0aBCWLVtWzMBNnToV/v7+pU6gu3fvRseOHaUaZ0REBCZPnizxtXv37qFv377Q09PDqFGjxDzW/Px8PH36FJcvX8bvv/+OVatWYfz48XBycoKKigrMzc1FPQb19PRgZ2cHLy8v9OrVC4aGhjA1NUWTJk1w+vRp3L17F8+fP8eRI0cwcuRINGrUCFpaWvD19cXcuXNx+PBhREREwNjYGEQEgUCAsLAw3Lt3T+w9PXjwIBwdHdGwYUMcOHAAQqEQXbt2FS1lFj1E3cM/WaXJ/uw3mqOggFwFBexTVESovT2io6OxefNmDB48GLq6ulBTU0O1atWgpaWFqVOnSlyFef/+PUJDQ1GnTh1cvXpVqs+jVGRU6ini2bNnaNasGTp27FguTdNPKdLsjIyMlEsPR0bpVE7DV4H19zwVFYxv2xYWFhaiALuCggKGDBlSvItACbx69Qrnz58v0Xtr27Ythg4dihUrVlTYeysP3bp1g62trdhzqampMDU1lflYFy5cgLOzM9zc3MQmkSJ1laLEjU/VVbKzs7Fnzx4EBQVBW1sb3t7eWL16tdTvL1C4BNyhQwd07dpV6lrIuLg4CAQCkQxYXFwc5s+fjz59+qBp06bQ1taGoaEhPD09xQycNEtgubm5sLW1LVXE4I8//oCLi4tUY01OToaJiYlo4i4qqC4qYC+K34aHh8PX1xcNGzaEkZERlJWVYWRkhIYNG8LX1xeenp6izvGxsbE4f/48UlJSJN5QGRgYwM3NrdTl2IyMDOzcuRORkZGoU6cODAwM0KVLF8yYMQO9evUStW0yMDBAcHCwKM7IcRz27t0LBwcH1K1bF4qKitDQ0EC1atVAVNgVXiAQoGDpUgjV1cuMN3L/elD5S5YgLCwMDg4OoiSbIiMqyZhcu3YNderUQWhoqPwTzz5R6kH79oV/S1DqKeLjx48YMGAAbGxsRMXz5aEos3PIkCGYP39+uY/DkI7Kafgq2Mn71L8pzMrKyqK70s/7g+Xn5+Pu3bs4cOAA5syZI/LeBAIBtLS0RN7br7/+ip07d+LGjRsy6RV+SYoKnz/l+PHjEhNeSiItLQ2hoaEwNTXFpk2bRIb78ePHGDt2LPh8Pjw8PKCrq4vMzEzk5uZi//796NmzJ3R0dODp6YmVK1eWq7VSQUEBfvrpJ/j5+ZUaV+U4Do8ePUJcXBwCAwNFsR9tbW0YGRnB09MTgwcPxvLly3H69Oly95ArokjYvKS799TU1GLF1+/fvxcVVG/btg0LFizA6NGjERwcDD09PZibm0NbWxsKCgpQVFSEmZkZfH19RR5hbGwsDhw4gEuXLuHp06eiJJvk5GR4enrCwcFBVEReFkpKSnBxcZEp9vTo0SNs2LABwcHBMDU1RfXq1dGtWzf4+PjA1NQURVmZ3bt3R3JyMoRCIQwMDKCoqAhbW1sMGjQIbm5uUFNTw9J69fBBxt9tjqIiltrbw9bWVmRAdXR0oKioiGXLlonGyXEcFi1aBD6fjy1btkh9fV+LNWvWQCAQlCsj8+XLl+jevTs6dOiA+vXrIyws7AuMkPEpCgDwBcoDy096OpGlZYWKS7lq1WjX/PkUs2oV3bp1iwoKCkggEFB4eLioqDslJYVMTU1FRd02NjaifxsbG5OCgoIcL0q+DBgwgI4cOUKpqami51asWEFXr16l1atXi20LgLKyskRF2vn5+bR06VKaPn06hYaG0oQJE0hLS4suXLhACxcupGPHjlFwcDBFRUXR8OHDydDQkPLz8+n3338nBwcH6tatG3Xu3JmMjY3LNXaO46h///6UkpJCBw8eJHV1dQJAT548ESvwLvo3j8cjFRUVysrKouHDh5O7uzvZ29uTgYFB+d/AUujbty+pq6vT1KlTxQqpi8Zz4MABsrCwoPfv31N+fj4VFBSICqdNTEzI1NRU9O9z587R9u3bicfj0ahRoygiIoI0NTVLPX9mZiZNmjSJtm3bRpMmTaKIiIgSC/E/5cmTJ1S9enUSCAR07do1MjMzk/naAdDdu3cpISGBEhIS6OTJk8Tn80lTU5OePHlCL1++JHV1dcrJySEiEv1GNDU1aYCTE00/f56U8/JkPy+PR5M9PCi/QQNycHAgc3NzMjc3JwsLC1JSUqKMjAwKCwujtLQ02rZtG9WqVUvmc3wNkpKSqGvXrhQaGkqTJ08mRUXFMvc5efIktWrVitTU1Cg/P584jiN/f3/av3//VxjxD8w3NbuSkEOfMaGaGsZ8UkdERFBTU6uU3ptM/FvSccnWFkdVVcVKOoYNG4bZEtTip0+fDkNDQ2RlZSEhIQF2dnZo06YN/v77b3z8+BGbN2+Gi4sLatasiYULFyIjIwNxcXHw8/ODoqIimjZtikWLFskk3F0SRWr/tra2iImJQXh4OJo0aQItLS0YGxujVatWiIqKwooVK5CYmIiUlBT4+fnBy8ur3E1RPz9/Wloarl27hsOHD2Pt2rWYNm0aBg0ahMDAQLi6usLCwgJEhVmKNjY28PDwQPfu3aGnpwdlZWXR94nP5+P169cSl7gTExPRpk0bVK9eHfr6+khMTCxzbAUFBYiNjYWhoSEGDBggs/e6du1aqKmpgc/ny23Z/fnz51i4cCFatWolKgT//KGsrIzhw4cjjscrTDIr5ypNSXVxJ06cgJmZGUaOHPlFsq7lTVpaGlq0aAE/P78yZRCBwpWnBg0aiMIySkpKMokqMMpH5TN8clJOv9GwITw9PaGqqgpNTU0oKCh88a4JX4wySjqgpoZzxsY4+Znhu3v3LtTV1aGsrAx9fX1YWVlh7969ePHihZi6yp49exAfH49+/fqJivxr1qyJOXPmlGu4HMchNTUVhw8fxty5cxEWFobGjRuLhAXc3d0RFRWFlStXIjExUWJsMDU1FfXr10f//v3L1OjMy8vD48ePcfHiRezfvx8rV67EpEmT0L9/f/j7+8PZ2RlmZmZQUVGBgYEB6tWrB29vb/Tu3RtjxozBwoULsX37dpw5cwb37t3DmjVr0KBBA7HavsOHD4PH44GIUK1atWKtnziOw7Fjx9CyZUvUqlULa9aswcePHzFnzhwEl6HpePbsWTg6OqJ58+blTtbo06cPjIyM0Lp163Ltn5ubiz/++AMLFy5E9+7dUbNmTejo6KB169b45ZdfcODAATx69AiamprFjJ+xoiJyKyqY/ZkSSn5+PsaPHw8TExPExcWV65q+FXl5eYiKikLt2rWlak328OFDUUarsbExhg8f/hVG+WNT+QyfnJXTs7OzsX//fgwZMqRK3DEWQ8p064J/Pd2idGuhUAhHR0exzLvly5eL1FXCwsKwZs0aREZGwtDQEE5OTqL2NwcPHkTdunXLFCPmOA4PHz7E4cOHMWfOHJGB09TUhImJCby8vBAdHY2VK1ciIiICderUkSommJSUBFNTU8ycORP379/HuXPnsGvXLixZsgTjxo1DaGgofHx8UL9+fQgEAigrK8PY2BiOjo7w8/ND3759MWHCBCxfvhx79+7FhQsXkJqaKvXnz3EcWrdujblz54o936lTJygoKEBFRUVUesBxHH7//Xc0adIEtra22LRpk9j79urVK+jq6kqsNXz69Cl69eoFc3NzbN26tUKemouLC6ytrTFy5Eipru+ff/7Bpk2bMHjwYLi4uIDH46Fhw4YYMGAA1q9fj1u3bknMtC2Kv2lpaaFFixYIDQ3Fs2HDUFCtWsV+r590inj48CHc3Nzg7e1dpbuRb9iwAXw+H7t27UJBQQECAgJKNOLbt28HUWHp1aBBg77ySH88Kl+Mr1cvoi1bKn6c4GCi336r+HG+JStWEI0cSZSdLf0+PB7R3Lk06sEDmjt3rthLioqK1KdPH+I4jg4dOkRGRkYUFBREXbt2JWtrayIiEgqF1KhRI5o6dSp16tSJiArjco8fPy4Wg/v7779JS0uL7O3tyc7OTvTXzs6O9PX1ReddunQpLViwgBITE8nU1JTev38vUZD4+fPn9Oeff9Lff/8tinkYGxuLxdAkPQwNDUsUTC4v9+7do6ZNm4oJcaenp5OZmRlZWlrS3bt3ac+ePTRt2jQiIho/fjwFBgZKjOtERESQubk5TZgwgYiIPn78SAsXLqQ5c+ZQREQEjRs3rszYX1kYGRmRvr4+jR8/nnr27Cn22uvXr+nixYuUlJRESUlJdPHiReLxeNSkSRPRw8nJiXg8XpnnuXr1KhkZGYnHEOX4m93dsSNFRkbSyJEjaeTIkVLFySozV65cocDAQDIyMqJr165R7dq16ebNmxJzCEJCQqhGjRr09OnTYrF6hnypfIZv9myiSZMqrpw+ZQrRqFHyG9fX5tIlIg8P2YxeETweLenShcbu2kXZn+1vY2NDPXv2pG7dupGNjY3YaxzH0aJFi2jVqlUUFhZGf//9t8jAaWtrixm3or96enpEVJgY8fr162KGLCEhgc6ePUv29vYiBX4iKpYQYmxsTFeuXKFTp07R8uXLqVWrVqSvr/9Nk4xiYmLo/PnzdPDgQdE45s6dSykpKXTy5EnS0tKi8ePHU/v27UsdZ3JyMvn4+NDDhw/p2LFjNHToUKpbty4tWLBAbokaKioqZGRkRAcPHqT8/HyRkUtKSqK0tDRydnYWM3QmJiZyOS8REfn7Ex08WOHD3LCwoABlZdq6dSs1adJEDgOrHKxevZoGDBhAHMcRj8ejw4cPk7u7u/hG6elEGzbQ/X376N3jx9TI3Z2ofn2isDAigeDbDPw7pvIZPjlkdZKaGtGjR1X7CxMYSLRvX+FCkIxAQYFeurlRneRk+vDhAxERFRQUEBHRkiVLaODAgfTo0SOJWZQfP36kRo0akZubG9nb25ONjQ0ZGhpSdnZ2iV7a8+fPKS0tjXg8nphBe/fuHZ06dYomTZokaidjYmJCWlpaYoYiLy+P+vfvT8nJyXTgwIFyZSR+CfLy8qhRo0Y0ZcoU6tChA+1ctoweT5tGjsrK1KhGDeJbW5OClJNT06ZN6ePHj5SdnU0LFy4kX1/fCo8PgMiYRkREkKKiIqmqqpK1tbWYkbOzs5O7RyyGnDy+RCsranD9Ouno6MhhUJWDN2/ekLGxsShjk4ioUaNGdPXq1cINLl0imjGD6MiRwv9/Ou+pqxf+/n19icaNI3Jx+cqj/36pfIaPqEKTPikoEAUEEO3eLf9xfS3kYPxzFRRoXnQ0/fVvn7v8/HxSVFQkU1NTyszMJB0dHapZsyaZmZmRvr4+aWho0NWrV+mff/6h+vXriwxaUR+10pYaizw2dXV10fkPHTpE4eHhdPToUWrQoEGJ43z16hUFBgaSvr4+bd68mTQ0NMp9zV+ChIQEmtaxI40WCskrL4+UlJVJ6dOU/TImp/fv31NMTAwtW7aMDAwM6O7du1L3F/yct2/fii1ZJiUlkYqKCpmamtK1a9fI2tqaLl++XOFlU2kAQDdv3qT4+HjSjo2lXv/8Q+pl71YiBSoqpBQTQwpVeZVGAgDo2LFjdObMGTpx4gRduXKFPn78SDdv3iS706cLQxk5OaXPdQoKhd+zuXOJIiO/3uC/Z75NaLEMKqDcAh6vmLRQlUMOJR0F1arht/r1i2XgaWhoQF9fH8rKyjA1NYWzszP8/f0RGhoKDQ0NjB8/Hvv378fFixfx+PFjqbqef05CQgIEAkGZHQpu374Na2trsdYzlYWsrCzMmzcPo7W18UFBoexU/c+0HDmOw6ZNm2BqaoqQkBA8evQIlpaWUrdAys/Px9WrV7FixQqEhITA1tYWGhoaaNGiBUaOHIldu3aJEmwGDhwIPT099O3b94u9H0Ch6su2bdsQFhYGMzMzWFlZISIiAgfXrQOnqirXrM7vFY7jCnsqllMg+9POGozyUzkNH1Bu5fTv4oshp5KOk9WrIzg4GO3atYOlpSUUFBRgY2ODtLS0YjJhkyZNQq9evSo89PPnz0MgEJSpNnLixAkYGhpWOkHeN2/eICYmBoaGhljVqJHsjV55PDwcOxbNmjWDs7OzmJD3rFmz0Lt372LnLCr/KGqm2rx5c2hoaMDOzg5hYWFYuXIlrl27VmKWbbNmzWBiYiJ3jcf8/HycOXMG48ePh4uLi0h4fPHixeINcYEKqy3Js79dpedHv7GvBFRewweUWzm9yiPnko4iXr9+jX/++afY6V68eAF9fX3Jfctk4OrVqxAIBGV2kF67di0MDQ2RkJBQofPJk4yMDEyYMEGkUflg+/ZyT04fiLBPgoh2UWnD/fv3kZCQgOnTp4uaqRoaGsLf3x8xMTE4fvw43rx5I/XYTUxMYGRkhLNnz1b4fUhJScHKlSsREBAAXV1dNGzYEGPGjMGJEydKr4Nlk7n0sJuEb07lNnxAuZXTqzRy8vhQRuF0EVFRUYiOjq7QkG/evAljY+NSRZ6FQiFGjx4Na2triU1WvwVpaWkYPXo09PX10bdv3/86E8ipQ3dBQQH+/PNPrFq1Cn369IGenh5UVFREzVS3bduGlJSUCtXwFTVofffuncz7vn//HgcPHkRUVBTq1KkDgUAg6gkncw3dj7xKIy0vXlQ4jPGjLAt/SSq/4SuiHMrpVRY5xPg+LQgujfv370NfX1+si7is3Lt3D2ZmZqU20MzKykJAQABatmwpUxeHL8Xjx48RHR0NPT09DB48GKmpqf+9KIfJKU9JCR1cXaGpqYk6deqgd+/eWLZsGf73v//B1NS0XLFTSbx79w5EhJo1a0q1PcdxuHbtGmbOnAlPT09oamrCw8MDM2bMwJUrVyoea/1RV2mk5Sv+thklU3UM34/EV7wr7NmzZ4l946Th8ePHsLKywooVK0rc5unTp3ByckJISMg3l4178OABIiIioKenhxEjRuDZs2fFN5LD5JSnrIy/+/SRqDHq7u6Obdu2yeV69u7dCyUlJXTp0qXEbV68eIHNmzcjODgYRkZGsLa2xqBBg3DgwIFyeYll8u8qDaeqio9KSsUn7e9xlUZavvJqDkMyzPBVVr5CHOD69eswMjIq9+SXlpYGGxubUjU9r169iurVqyMmJuar9iz8nNu3byMkJAT6+vr45ZdfSheB/sKT0+7du9GsWTO5XNewYcOgoaEh1oPv48ePOHXqFMaNGwdHR0fo6OigY8eOWL58Oe7fvy+X85bFnTt34FmvHjbY2yO3W7fvf5VGWr5Q/J4hG8zwVVa+QrKAr68vFi9eXK7hvXr1CvXr18ekSZNK3Gb//v3g8/nYsWNHuc4hD27cuIGffvoJAoEAU6dOlUox/0tPTvn5+bCwsMDly5crfH0eHh7Q0dHBqlWrsHTpUvj7+0NbWxvOzs745ZdfkJiYKLdlVWngOA7r168Hn8/HihUrvunNTqWEeXyVAmb4KjNfMFng1KlTqFGjRrmEu9+9e4fGjRtjxIgREic2juMwd+5cmJqaIikpSebjy4NLly6hU6dOMDY2xuzZs2Xzar/C5DRz5kyEhISU+/revXuHffv2QUNDAwoKCjA0NERISAi2bt1arubA8uDt27fo0aMH7OzscOPGjW8yhkoPi/FVCpjhq+x8gWQBjuPQpEkTbN68WebhfPjwAe7u7oiIiJBo9PLy8tC/f384ODiIJ4x8Jc6ePYu2bdvC3NwcixcvlrnvYlZWFi527YqcirbZKWNyysjIgK6urtRJRUKhEJcuXUJMTAxatmwJTU1NeHl5QUlJCRoaGt9cAODixYuoVasW+vfvjw8fPnzTsVRqWFZnpYAZvqpAKSUdH4jAyZgssGfPHjRo0EDmyTI3Nxdt27ZFr169JO6bmZmJ1q1bo127dnj79q1Mx64IHMchISEBHh4eqFGjBmJjY2VOorl69SoiIyOhp6eHnt7eKFBR+eKTU58+fcRic5/z7NkzbNiwAd27dwefz4etrS2GDBmCw4cP48OHD8jJyQERwcPDQ6ZrlSdCoRBz5syBQCD4pkvaVQpWx/fNYYavKvFZSUemvz9m8vky3f3l5+fD1tYWhw8flunU+fn5CAwMREBAgEQFkXv37sHW1hbR0dFl9vGTFxzH4dChQ3B1dYWNjQ02btwoUzzr7du3WLlyJZycnGBhYYEpU6aIZMC+VnKRmZmZaMy5ubk4fvw4Ro0ahfr160NXVxedO3fGqlWr8PDhw2L7x8fHQ1FREaNGjZL6muVJWloafHx84OrqipSUlG8yhioJK/b/5jDDV4XZu3cv/Pz8ZNpnzZo1cHd3lynpQCgUIjg4GD4+PhI9qTNnzsDIyAjLli2TaSzlRSgUYvfu3WjUqBHq1auHbdu2FZNgKwmO43DhwgX06dMHurq6CAwMxJEjR4rv/xUmJ47j4OzsjJCQELRr1w5aWlpo2rQpJk6ciHPnzpV5AzF27Fioqqpiy5YtUl27PImPj4eJiQl+/vnnr5o8893Aiv2/KczwVWFmz56NoUOHSr19dnY2zM3NxfQjy4LjOAwYMAAtW7aUGLvZtGmTVDJl8qCgoABbt26Fvb09nJ2dsW/fPqmXa1+/fo3FixfDwcEBtWrVwowZM8pWJinH5PRBQQGZM2aUeMjMzEzs2rUL/fr1g4WFBfT19WFkZIQdO3bg1atXsrwdaNOmDVRVVXHz5k2Z9qsIeXl5GD16NMzMzCqV5FyVhBX7fzOY4avC9OvXTyYva/bs2QgICJB6e47jMHLkSLi4uBSL2XEchwkTJsDKygrJyclSH7M85OXlYd26dahduzbc3NwQFxcnlcfKcRwSExMRHBwMHR0dBAUFISEhQbbYpoyT06H27VGvXj2RESsoKMCFCxcwZcoUNGvWDJqamvDx8cH8+fNx8+ZN5OXloXr16rh69arM74ulpSWUlZW/2tLy/fv30bhxY7Rr1+6bZY5+d/yIkoyVAGb4qjAeHh44evSoVNtmZmZCIBDg1q1bUh9/ypQpcHBwKOaJZGdnIygoCE2bNkVaWppMY5aFnJwcrFixApaWlvDy8sLJkyelMngvX77E3LlzYWtrC1tbW8ybN6/0gvWykGFyKvKQraysEBAQAH19fdSrVw/Dhw9HfHy8xCzTGTNmICwsTOZhqaqqwsrKqvzXJQP/+9//wOfzsWDBAlab9yX4kSQZKwHM8FVhzMzMJCY9SGLcuHHo06eP1MeeN28e6tSpU8ywpaWloWnTpvjpp59kLhWQlg8fPmDBggUwNTWFn58fzp8/X+Y+QqEQx48fR1BQEHR0dBAcHIzExET5TtIlTE7ZqamIi4vDsGHDYGdnB319fdSqVQs2NjYSu2F8zsuXL6GrqyuTF5Wfnw8iQo8ePSpyRWWSlZWF8PBw1K5dG1euXPmi52Iwx62jHAAAEYJJREFUvhbM8FVRsrKyoKamJtWy3dOnT6Gvr/9fxmIZxMbGwsrKCo8ePRJ7Pjk5GVZWVpg4ceIXuet/+/YtZs6cCSMjIwQGBko10T5//hwzZsxArVq14ODggCVLlkjUx5QnHMfhr7/+wrx589CmTRtoamrCzc0NU6dORVJSEgoKCiAUCtGzZ0+0a9dOKpGA8PBwTJ8+XeoxnDlzBkT0RROKrl27BhsbG4SEhHwZTU8G4xvBDF8V5fr167Czs5Nq24iICKlT3jdt2gQzM7P/2vP8y5EjRyAQCLBp0yaZx1oWr1+/xuTJk8Hn89GjRw/89ddfpW5fUFCAw4cPi3rG9enTBxcuXPiiS3AldR/fvXt3iTJoeXl56NixI7p27Vpm1um1a9dgbm4udbxuypQpUFJSwrlz52S+lrLgOA6LFy8Gn8//Ip83g/GtYYavirJz50507NixzO3u3LkDPp8vVcbgnj17YGxsXCxLcOnSpTA2NsaZM2fKPV5JpKenY+zYsdDX10dYWBju3r1b6vaPHz/GlClTYGFhAScnJ6xcufKLFcrn5+fj7NmzmDBhAho3bgwtLS34+flJ7j5eCjk5OfDy8kJ4eHiZ3nmLFi2wc+dOqY7brl07KCgoyN0Ty8jIQIcOHeDk5CTVMi2DURVhhq+KMn36dIwcObLM7bp27SrVElqRR/fp8mJ+fj6ioqJga2srV1X/p0+fYtiwYdDT00NkZGSpxc/5+fnYt28f/Pz8RNuXJwNSGh4+fIjY2FgEBgZCV1cXDRo0wOjRo5GQkFChdkrv37+Hq6srhgwZUqrB3LFjB1q0aCHVMS0sLKClpVXuMUni1KlTMDc3x4gRI8ql4cpgVBWY4auihIWFITY2ttRtLl26BFNT0zK1E0+fPg0+ny+2bPbu3Tu0a9cOrVu3lq6jgRQ8fPhQJAs2bNgwPH36tMRtHzx4gF9++QUmJiZwdXXFunXrkJWVJZdxFJGVlSW/7uNlkJmZiYYNG2LixIklbpOXlwdzc3Ncu3atzOOpqqqiUaNGchlbfn4+Jk6cCGNjY5kVfRiMqggzfFWU5s2b48SJE6Vu4+XlhZUrV5a6TVJSEgQCAY4fPy56LjU1FQ4ODujfv79cVDnu3r2LsLAw6OvrY+zYsSUKM3/8+BE7d+6Et7c3DAwMEB0dLdcaQY7jcP36dcyaNQutWrWCpqYm3N3dMX36dPl0Hy+DFy9elNm/MCYmBuHh4aUeRygUgogwbNiwCo8pNTUVzZs3R+vWrSU35WUwvkOY4auiGBkZ4cmTJyW+fvToUdSuXbtUw/Xnn3/C0NAQBw4cED2XlJQEU1NTzJs3r8LJIn/99Rd69OgBPp+PyZMnlxhnvHPnDkaNGgVDQ0O4u7tj8+bNciuVSE9Px5YtW9C7d28YGxvD2toaAwcOxP79+79JpmJRx/qSvPX09HTo6uqWWnd4+fJlEBEOHTpUobHs2bMHhoaGmDlz5jfv7sBgfE2Y4auCvH37Fjwer0TDJBQK4ejoWKpa/p07d2BiYoJt27aJntuxYwf4fD72799fofFduXIFgYGBMDIywsyZMyUmoOTk5GDLli3w8PCAQCDAyJEjcfv27QqdFyjefVxbW/urdx8vi3/++QempqbYunWrxNdDQ0MxY8YMpKeni9UwJicnQ0NDAxoaGiAiDB06tFzvWXZ2NiIjI1GjRg2Z5OsYjO8FZviqIJcvX0b9+vVLfH3btm1wdnYu0TCmpKSgevXqWLduHYDCJcCYmBhUr15dqvhSSZw/fx5+fn4wNTXFggULJMYW//rrLwwZMgQGBgZo3bo1tm/fXqHEEaCwM8SyZcvQoUMHaGtrw8nJCT///DNOnz5daQWUk5OTYWRkJPEmY/PmzVBXV4eysjKqV68uej49PR1EJPbQ19eX6bw3b96Eg4MDgoKC8ObNmwpfB4NRFWGGrwryv//9D507d5b4Wl5eHqytrcVidp/y9OlT1KpVC4sXLwZQ2AonJCQETk5OpSablATHcTh58iS8vLxgaWmJFStWICcnR2ybDx8+YP369WjWrJlI0b8i3ldR9/GBAweiVq1aMDY2/ubdx8vDxYsXxeKrjx8/Rq9evVCtWjWRYatTp47YPsbGxmKG79Nl6tLgOA6xsbHg8/lYs2YNkx1j/NAww1cFmTp1KsaOHSvxteXLl8Pb21via+np6bCzsxOVN7x8+RItWrRAQECAzBmTHMchLi4OzZs3h7W1NdatW1fMu7p27Zooi7Ndu3bYt29fuQSVhUIhLl++XKz7+OzZs/Hnn39W6Un89OnTEAg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\n"
      },
-     "metadata": {},
-     "output_type": "display_data"
+     "metadata": {}
     }
    ],
    "source": [
@@ -780,23 +731,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 137,
    "metadata": {},
    "outputs": [
     {
+     "output_type": "execute_result",
      "data": {
-      "text/plain": [
-       "{'type': 'proposal',\n",
-       " 'conviction': 0,\n",
-       " 'status': 'candidate',\n",
-       " 'age': 0,\n",
-       " 'funds_requested': 2122.1789148984158,\n",
-       " 'trigger': inf}"
-      ]
+      "text/plain": "{'type': 'proposal',\n 'conviction': 0,\n 'status': 'candidate',\n 'age': 0,\n 'funds_requested': 2169.827526317872,\n 'trigger': inf}"
      },
-     "execution_count": 17,
      "metadata": {},
-     "output_type": "execute_result"
+     "execution_count": 137
     }
    ],
    "source": [
@@ -820,7 +764,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 138,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -830,30 +774,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 139,
    "metadata": {},
    "outputs": [
     {
+     "output_type": "execute_result",
      "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Amount of Honey requested(as a Fraction of Funds available)')"
-      ]
+      "text/plain": "Text(0, 0.5, 'Amount of Honey requested(as a Fraction of Funds available)')"
      },
-     "execution_count": 19,
      "metadata": {},
-     "output_type": "execute_result"
+     "execution_count": 139
     },
     {
+     "output_type": "display_data",
      "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
-     },
-     "output_type": "display_data"
+     }
     }
    ],
    "source": [
@@ -865,30 +806,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 140,
    "metadata": {},
    "outputs": [
     {
+     "output_type": "execute_result",
      "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Amount of Conviction')"
-      ]
+      "text/plain": "Text(0, 0.5, 'Amount of Conviction')"
      },
-     "execution_count": 20,
      "metadata": {},
-     "output_type": "execute_result"
+     "execution_count": 140
     },
     {
+     "output_type": "display_data",
      "data": {
-      "image/png": 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\n"
      },
      "metadata": {
       "needs_background": "light"
-     },
-     "output_type": "display_data"
+     }
     }
    ],
    "source": [
@@ -907,30 +845,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 141,
    "metadata": {},
    "outputs": [
     {
+     "output_type": "execute_result",
      "data": {
-      "text/plain": [
-       "Text(0.5, 55.73999999999998, 'Participant_id')"
-      ]
+      "text/plain": "Text(0.5, 55.73999999999998, 'Participant_id')"
      },
-     "execution_count": 21,
      "metadata": {},
-     "output_type": "execute_result"
+     "execution_count": 141
     },
     {
+     "output_type": "display_data",
      "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1440x360 with 2 Axes>"
-      ]
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q6j6ZfSrERZl91OTNq+qY7v7whMMCAABglSgWGNpLk9y/uz+fJFV12yRvTHLQpKMCAABgVfhUCIa23YZSIUm6+wtJtptwPAAAAKwieywwtE9W1clJXje//agk05xlCgAAgFWnWGBoj0/yxCRPyewcCx9O8teTjggAAIBVo1hgMFW1TZJPdvedkrxs6vEAAACw+pxjgcF09zVJPlVVt5h6LAAAAAzDHgsMbZ8k51fVx5P8aMPK7j5yuiEBAACwWhQLDO35Uw8AAACA4SgWGERV7ZjZiRtvneQzSU7u7qumHRUAAACrzTkWGMopSQ7OrFQ4PMlLpx0OAAAAQ7DHAkPZv7t/OUmq6uQkH594PAAAAAzAHgsM5ScbFjb3EIiquvHmDwcAAIAh2GOBofxKVa2fL1eSnea3K0l3925LPamq9tx0VZKPV9WBSaq7vzPYiAEAAPiZKRYYRHdvu+BTL03y5U3W3SzJ2Uk6yS8t9aSqOjbJsUmy45F3yPYH77tgPAAAAD8Lh0Kw1jwzyeeTHNnd+3X3fkkuni8vWSokSXef1N0Hd/fBSgUAAIDxKBZYU7r7JUl+L8lzquplVbVrZnsqAAAAsAYpFlhzuvvi7j46yYeSnJZk54mHBAAAwDKcY4E1p6oOyewEj++qqouSPLiqjujuf554aAAAAGxCscCaUlXPTXJ4knVVdVqSQ5KckeS4qjqwu4+fdIAAAABci2KBteaoJAck2SHJJUn27e71VXVCkjOTKBYAAADWEOdYYK25qruv7u7LklzY3euTpLsvT3LNtEMDAABgU4oF1porq2rDyRoP2rCyqnaPYgEAAGDNcSgEa82h3X1FknT3xkXCdkmOmWZIAAAALEexwJqyoVRYYv2lSS4deTgAAABcB4dCAAAAAAtTLAAAAAALUywAAAAAC6vunnoMsKo+ut/tJ3lR/+nL7jp65i/cYLvRM5Pk77a5wSS529z11ybJvfr97xs985LXnj96ZpLc9M8fPEnuf97yFpPkfnCX40fP3POGo0cmSc54170nyX3gLfeZJPfqQ948euadvvj80TOTZI/1P5gk95rT/3WS3C++8MzRM2978lGjZybJ63f6ziS5h7/g3ElyL/mrB02Su+vD3zR65ne+/uPRM5Nk3baTxOaXP/7CSXLP/tH476cOft4/jZ6ZJFc99OBJcrc55J6z60nSAQAAJjZFqQBbIsUCAAAAsDDFAgAAALAwxQIAAACwMMUCAAAAsDDFAgAAALAwxQIAAACwMMUCAAAAsDDFAgAAALAwxQIAAACwMMUCAAAAsDDFAgAAALAwxQIAAACwMMUCAAAAsDDFAmtKVT1go+Xdq+rkqvp0Vb2hqvZe4XnHVtVZVXXWO37wvVHGCgAAgGKBtef/2Wj5pUm+keRBST6R5FXLPam7T+rug7v74IfsusewIwQAAOC/rJt6ALCCg7v7gPnyX1TVMVMOBgAAgJ+mWGCtuXFVPT1JJdmtqqq7e36fPWwAAADWGL+osdb8TZJdk+yS5JQkN0qSqrpJknOnGxYAAABLsccCa0p3P7+qDpkt9ieqav+q+h9JPtfdj5l6fAAAAFybYoE1paqem+TwJOuq6rQkd0tyepLjqurA7j5+yvEBAABwbYoF1pqjkhyQZIcklyTZt7vXV9UJSc5MolgAAABYQ5xjgbXmqu6+ursvS3Jhd69Pku6+PMk10w4NAACATSkWWGuurKqd58sHbVhZVbtHsQAAALDmOBSCtebQ7r4iSbp74yJhuyTHTDMkAAAAlqNYYE3ZUCossf7SJJeOPBwAAACug0MhAAAAgIUpFgAAAICFKRYAAACAhVV3Tz0GWFU3eukDJ3lRn/479xo987f/6ezRM5Pkt/ffc5Lc/3P2NyfJ/ezvPHr0zK8e/KzRM5PkGc+/6yS5TzjgFybJvcc+42/vXkueSWZ4e5742klyv33YgZPkfv1PTxs9c+e3PmP0zCR50ofeO0nuLXbbbpLc7/x4/A+J+j//8aPRM5PkymMeOUnuBy4+Y5LcdQf+0+iZP5zmnzbPetUvT5L7L0cfNknumXv+v5PkXv7p+42e+ajbPXT0zCR5yLum+Tn/h4//RBJ7LAAAAACbQbEAAAAALEyxAAAAACxMsQAAAAAsTLEAAAAALEyxAAAAACxMsQAAAAAsTLEAAAAALEyxAAAAACxMsQAAAAAsTLEAAAAALEyxAAAAACxMscCaV1V7TT0GAAAAlqZYYE2pqhdV1Y3mywdX1X8kObOqvlxV9554eAAAAGxCscBa88DuvnS+fEKSR3T3rZP8RpKXLvekqjq2qs6qqrN+/LGvjDFOAAAAolhg7dmuqtbNl3fq7k8kSXd/IckOyz2pu0/q7oO7++Ad736LMcYJAABAFAusPa9I8s9VdViS91bVX1bVoVX1/CTnTjs0AAAANrXuuh8C4+nul1fVZ5I8IcltM3uN3jbJO5L82YRDAwAAYAmKBdaiy5K8pLs/UVV3TPKAJBd3908mHhcAAACbUCywplTVc5McnmRdVZ2W5JAkZyQ5rqoO7O7jJx0gAAAA16JYYK05KskBmZ2o8ZIk+3b3+qo6IcmZSRQLAAAAa4iTN7LWXNXdV3f3ZUku7O71SdLdlye5ZtqhAQAAsCnFAmvNlVW183z5oA0rq2r3KBYAAADWHIdCsNYc2t1XJEl3b1wkbJfkmGmGBAAAwHIUC6wpG0qFJdZfmuTSkYcDAADAdXAoBAAAALAwxQIAAACwMMUCAAAAsDDFAgAAALC47nZxcZlfkhwrd8vLlLvlZsrdsnO3pm3d2nK3pm3d2nK3pm3d2nK3pm3d2nJXI9MeC3Btx8rdIjPlbrmZcrfs3K1pW7e23K1pW7e23K1pW7e23K1pW7e23M3OVCwAAAAAC1MsAAAAAAtTLMC1nSR3i8yUu+Vmyt2yc7embd3acrembd3acrembd3acrembd3acjc7s+YnawAAAAD4mdljAQAAAFiYYgHmquoBVfX5qvpiVR03Uuarq+pbVXXeGHnzzJtX1Yeq6oKqOr+qnjpS7o5V9fGq+tQ89/lj5M6zt62qc6rq3WNlznMvqqrPVNW5VXXWSJl7VNVbq+pz83/jXx0h83bzbdxwWV9VTxs6d579B/PX03lV9caq2nGEzKfO884fejuXmiOqas+qOq2q/n1+fcMRMo+eb+81VXXwauZdR+4J89fyp6vq7VW1x0i5L5hnnltV76+qm46Ru9F9z6iqrqobDZ1ZVc+rqq9t9P/3iNXMXC53vv7J85+751fVn4+RW1Vv3mhbL6qqc0fKPaCqPrbh50FVHTJC5q9U1UfnP4feVVW7rWbmPGPJ9xRDzlMrZA46T62QO+g8tULuoPPUcrkb3T/UPLXc9g42V620rUPOUyts66Dz1Aq5mzdPTfHZnC4ua+2SZNskFyb5pSTbJ/lUkv1HyD00yV2SnDfitu6T5C7z5V2TfGGkba0ku8yXt0tyZpK7j7TNT0/yhiTvHvl1dVGSG42ceUqS35svb59kj5Hzt01ySZJfHCHrZkm+lGSn+e1/SPI7A2feKcl5SXZOsi7JvyS5zYB5PzVHJPnzJMfNl49L8uIRMu+Q5HZJTk9y8Ijbev8k6+bLL17tbV0hd7eNlp+S5MQxcufrb57kfUm+vNrzxzLb+rwkzxji3/Q6cu87//+zw/z2jcf6Hm90/0uTPGek7X1/ksPny0ckOX2EzE8kufd8+XFJXjDAti75nmLIeWqFzEHnqRVyB52nVsgddJ5aLnd+e8h5arntHWyuWiFz0Hlqpe/xRo9Z9Xlqhe3drHnKHgswc0iSL3b3f3T3lUnelOTBQ4d294eTfGfonE0yv9HdZ8+Xf5Dkgsx+QRs6t7v7h/Ob280vg5/kpar2TfLAJH87dNbU5n+NOjTJyUnS3Vd29/dGHsb9klzY3V8eKW9dkp2qal1mv+x/feC8OyT5WHdf1t1XJTkjyUOHCltmjnhwZgVS5tcPGTqzuy/o7s+vZs71zH3//PucJB9Lsu9Iues3unmDDDBXrTD//0WSZ46cOahlcp+Q5EXdfcX8Md8aKTdJUlWV5OFJ3jhSbifZsMfA7lnluWqZzNsl+fB8+bQk/301M+e5y72nGGyeWi5z6HlqhdxB56kVcgedp67j/eKQ89To71NXyBx0nrqubR1qnlohd7PmKcUCzNwsyVc3un1xRvhle2pVdcskB2a298AYedvOd+f6VpLTunuM3L/M7IffNSNkbaqTvL+qPllVx46Q90tJ/jPJa2p26MffVtUNRsjd2CMzwBv1pXT315K8JMlXknwjyfe7+/0Dx56X5NCq2quqds6s0b/5wJmb2ru7v5HM3hwkufHI+VN5XJL3jBVWVcdX1VeTPCrJc0bKPDLJ17r7U2PkbeRJ812qX72au6xfh9smuVdVnVlVZ1TVXUfK3eBeSb7Z3f8+Ut7Tkpwwf029JMmfjJB5XpIj58tHZ+C5apP3FKPMU2O/j7keuYPOU5vmjjVPbZw75jy1xPd58Llqk8zR5qllXlODz1Ob5D4tmzFPKRZgppZYt0V/ZEpV7ZLk1CRP26T1Hkx3X93dB2TW5h9SVXcaMq+qfjPJt7r7k0PmrOAe3X2XJIcneWJVHTpw3rrMdoV9ZXcfmORHme2COoqq2j6zN7FvGSnvhpn9VWy/JDdNcoOqevSQmd19QWa7up6W5L2ZHTZ11YpPYrNV1bMy+z7//ViZ3f2s7r75PPNJQ+fNi6pnZaQSYyOvTHKrJAdkVtC9dKTcdUlumOTuSf4oyT/M/zo3lt/KSCXo3BOS/MH8NfUHme9ZNrDHZfaz55OZ7e585VBBU7ynmCJzpdyh56mlcseYpzbOzWz7RpmnltjeweeqJTJHmadWeC0POk8tkbtZ85RiAWYuzrWb/H0z/C7Vk6mq7TKbSP6+u982dv589/zTkzxg4Kh7JDmyqi7K7PCWw6rq9QNn/pfu/vr8+ltJ3p7ZITdDujjJxRvtCfLWzIqGsRye5Ozu/uZIeb+e5Evd/Z/d/ZMkb0vya0OHdvfJ3X2X7j40s12Px/qL5wbfrKp9kmR+veq7kK8lVXVMkt9M8qieH/g5sjdkgF3Il3CrzEqyT83nrH2TnF1VNxkytLu/OS99r0nyNxl+ntrg4iRvmx8m9/HM9ipb1ZPALWd+6NTDkrx5jLy5YzKbo5JZ+Tr497m7P9fd9+/ugzL75eTCIXKWeU8x6Dw11fuY5XKHnqeux/YOMk8tkTvKPLXU9g49Vy3zPR58nlrhNTXoPLVM7mbNU4oFmPlEkttU1X7zv7o+Msk7Jx7TIOZN68lJLujul42Y+ws1P1NyVe2U2S+Fnxsys7v/pLv37e5bZvZv+sHuHvQv2htU1Q2qatcNy5md3GnQT//o7kuSfLWqbjdfdb8knx0ycxNj/wXwK0nuXlU7z1/X98vsOMFBVdWN59e3yOyH/pjbnMzmpmPmy8ck+ceR80dTVQ9I8sdJjuzuy0bMvc1GN4/MwHNVknT3Z7r7xt19y/mcdXFmJ9e6ZMjcDb/8zT00A89TG3lHksPmY7htZiebvXSk7F9P8rnuvnikvGT2x4p7z5cPywiF5EZz1TZJnp3kxAEylntPMdg8NeH7mCVzh56nVsgddJ5aKneMeWqF7R1srlrhNfWODDhPXcdrebB5aoXczZuneoAza7q4/DxeMjtW+guZNfrPGinzjZntzvWTzCbn3x0h856ZHebx6STnzi9HjJB75yTnzHPPywBn4r6O/PtkxE+FyOx8B5+aX84f8TV1QJKz5t/ndyS54Ui5Oyf5dpLdR/53fX5mb6bOS/K6zM/cPHDmRzIrbD6V5H4DZ/3UHJFkryQfmP/A/0CSPUfIfOh8+Yok30zyvpG29YuZnf9mw1w1xKczLJV76vw19ekk78rsRGmD525y/0VZ/bOtL7Wtr0vymfm2vjPJPiN9j7dP8vr59/nsJIeN9T1O8ndJHr/aedexvfdM8sn5vHFmkoNGyHxqZu9rvpDkRUlqgG1d8j3FkPPUCpmDzlMr5A46T62QO+g8tVzuJo8ZYp5abnsHm6tWyBx0nlrpe5wB56kVtnez5qmaf3EAAACAn5lDIQAAAICFKRYAAACAhSkWAAAAgIUpFgAAAICFKRYAAACAhSkWAAAAgIUpFgAANkNVXV1V51bVeVX1lqra+Wd47gFVdcRGt4+squOu4zn/tjnjXeZr3qeqfu06HvP4qnrMEutvWVXnrfaYAPj5oVgAANg8l3f3Ad19pyRXJnn89XlSVa1LckCS/yoWuvud3f2ilZ7X3SsWAAu6T5IVv253n9jdrx0gG4Cfc+umHgAAwBbkI0nuXFUPSvLsJNsn+XaSR3X3N6vqeUlumuSWSS5Ncs8kO1XVPZO8MMlOSQ7u7idV1d5JTkzyS/Ov/YTu/req+mF371JV90nyp/Ovf7skH07yP7v7mqp6ZZK7zr/eW7v7uUlSVRclOSXJg5Jsl+ToJD/OrAy5uqoeneTJ3f2RTTdsPvYfdvdLquqgJK9OclmSf12NbxwAP7/ssQAAsArmeyAcnuQzmf2yfffuPjDJm5I8c6OHHpTkwd3920mek+TN8z0e3rzJl/yrJGd0968kuUuS85eIPSTJHyb55SS3SvKw+fpndffBSe6c5N5VdeeNnnNpd98lySuTPKO7L8qswPiL+Th+qlRYwmuSPKW7f/V6PBaALZxiAQBg8+xUVecmOSvJV5KcnGTfJO+rqs8k+aMkd9zo8e/s7suvx9c9LLNf/tPdV3f395d4zMe7+z+6++okb8xsD4gkeXhVnZ3knHn2/hs9523z609mtufEz6Sqdk+yR3efMV/1up/1awCwZXEoBADA5rm8uw/YeEVVvTzJy7r7nfNDFp630d0/WsXs3vR2Ve2X5BlJ7trd362qv0uy40aPuWJ+fXUWey9YS+QCsBWzxwIAwOrbPcnX5svHrPC4HyTZdZn7PpDkCUlSVdtW1W5LPOaQqtqvqrZJ8ojMDsHYLbPy4vvz8zQcfj3Gu9I4rqW7vzf/2hv2jnjU9XkeAFsuxQIAwOp7XpK3VNVHMjtJ43I+lGT/+cdVPmKT+56a5L7zwyk+mWsfTrHBR5O8KMl5Sb6U5O3d/anMDoE4P7MTLP7f6zHedyV56Hwc97oej39skldU1UeTXJ/DOgDYglW3PdkAAH7ezA+xeEZ3/+bEQwFgK2ePBQAAAGBh9lgAAOC/VNWzkhy9yeq3dPfxU4wHgLVPsQAAAAAszKEQAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwMIUCwAAAMDCFAsAAADAwhQLAAAAwML+P+qxYonWWtyyAAAAAElFTkSuQmCC\n"
      },
      "metadata": {
       "needs_background": "light"
-     },
-     "output_type": "display_data"
+     }
     }
    ],
    "source": [
@@ -971,9 +906,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 142,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "error",
+     "ename": "ImportError",
+     "evalue": "cannot import name 'Experiment' from 'cadCAD.configuration' (C:\\Users\\jeffe\\AppData\\Local\\Programs\\Python\\Python38-32\\lib\\site-packages\\cadCAD\\configuration\\__init__.py)",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mImportError\u001b[0m                               Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-142-b714c061e80c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfiguration\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mExperiment\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;31m# Create configuration\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mexp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mExperiment\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mImportError\u001b[0m: cannot import name 'Experiment' from 'cadCAD.configuration' (C:\\Users\\jeffe\\AppData\\Local\\Programs\\Python\\Python38-32\\lib\\site-packages\\cadCAD\\configuration\\__init__.py)"
+     ]
+    }
+   ],
    "source": [
     "from cadCAD.configuration import Experiment\n",
     "\n",
@@ -990,32 +937,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 143,
    "metadata": {
     "tags": []
    },
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "                  ___________    ____\n",
-      "  ________ __ ___/ / ____/   |  / __ \\\n",
-      " / ___/ __` / __  / /   / /| | / / / /\n",
-      "/ /__/ /_/ / /_/ / /___/ ___ |/ /_/ /\n",
-      "\\___/\\__,_/\\__,_/\\____/_/  |_/_____/\n",
-      "by cadCAD\n",
-      "\n",
-      "Execution Mode: local_proc\n",
-      "Configuration Count: 2\n",
-      "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 11, 1, 5)\n",
-      "Execution Method: local_simulations\n",
-      "SimIDs   : [0, 1]\n",
-      "SubsetIDs: [0, 0]\n",
-      "Ns       : [0, 0]\n",
-      "ExpIDs   : [0, 0]\n",
-      "Total execution time: 253.60s\n"
+     "output_type": "error",
+     "ename": "ImportError",
+     "evalue": "cannot import name 'Experiment' from 'cadCAD.configuration' (C:\\Users\\jeffe\\AppData\\Local\\Programs\\Python\\Python38-32\\lib\\site-packages\\cadCAD\\configuration\\__init__.py)",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mImportError\u001b[0m                               Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-143-e1ccbd08097b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutils\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[1;33m*\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mmodel\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfloat_format\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'{:.2f}'\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\Users\\jeffe\\Aragon_Conviction_Voting\\models\\v3\\model\\run.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[1;33m.\u001b[0m\u001b[0mparts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutils\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[1;33m*\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mmodel\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mExecutionMode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mExecutionContext\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mexec_mode\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mExecutionMode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\Users\\jeffe\\Aragon_Conviction_Voting\\models\\v3\\model\\config.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtyping\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mDict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mList\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfiguration\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mExperiment\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      8\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcadCAD\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconfiguration\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutils\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mbound_norm_random\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mep_time_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig_sim\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maccess_block\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcopy\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mImportError\u001b[0m: cannot import name 'Experiment' from 'cadCAD.configuration' (C:\\Users\\jeffe\\AppData\\Local\\Programs\\Python\\Python38-32\\lib\\site-packages\\cadCAD\\configuration\\__init__.py)"
      ]
     }
    ],
@@ -1041,272 +978,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 144,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'run' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-144-941b7a3c35d9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m=\u001b[0m \u001b[0mrun\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpostprocessing\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrdf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'run' is not defined"
+     ]
+    }
+   ],
    "source": [
     "df= run.postprocessing(rdf,0)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 145,
    "metadata": {},
    "outputs": [
     {
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-       "      <th></th>\n",
-       "      <th>network</th>\n",
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-       "<p>5 rows × 33 columns</p>\n",
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-      "text/plain": [
-       "                                              network   funds  sentiment  \\\n",
-       "5   (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4889.60       0.60   \n",
-       "10  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4912.02       0.60   \n",
-       "15  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4934.45       0.60   \n",
-       "20  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4956.91       0.60   \n",
-       "25  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4979.40       0.60   \n",
-       "\n",
-       "    effective_supply  total_supply  simulation  subset  run  substep  \\\n",
-       "5           14020.01      22414.61           0       0    1        5   \n",
-       "10          14020.01      22437.03           0       0    1        5   \n",
-       "15          14020.01      22459.46           0       0    1        5   \n",
-       "20          14105.76      22481.92           0       0    1        5   \n",
-       "25          14198.92      22504.41           0       0    1        5   \n",
-       "\n",
-       "    timestep  ...                                    funds_requested  \\\n",
-       "5          1  ...  [1323.341149127691, 2079.632146915326, 1125.26...   \n",
-       "10         2  ...  [1323.341149127691, 2079.632146915326, 1125.26...   \n",
-       "15         3  ...  [1323.341149127691, 2079.632146915326, 1125.26...   \n",
-       "20         4  ...  [1323.341149127691, 2079.632146915326, 1125.26...   \n",
-       "25         5  ...  [1323.341149127691, 2079.632146915326, 1125.26...   \n",
-       "\n",
-       "                             share_of_funds_requested  \\\n",
-       "5                              [0.002499835738457735]   \n",
-       "10       [0.002488428438644818, 0.044972996729207036]   \n",
-       "15  [0.0024771135216868838, 0.04476850391943287, 0...   \n",
-       "20  [0.002465889875439541, 0.044565660631624114, 0...   \n",
-       "25  [0.0024547564055378895, 0.044364447087486845, ...   \n",
-       "\n",
-       "                         share_of_funds_requested_all  \\\n",
-       "5   [0.27064392758061434, 0.42531724531884846, 0.2...   \n",
-       "10  [0.26940891986512255, 0.4233764292650907, 0.22...   \n",
-       "15  [0.26818391395028074, 0.42145133105262617, 0.2...   \n",
-       "20  [0.2669687894301271, 0.41954176146334665, 0.22...   \n",
-       "25  [0.26576342782359114, 0.41764753430411256, 0.2...   \n",
-       "\n",
-       "                                             triggers  \\\n",
-       "5                                 [7189.420999356341]   \n",
-       "10             [7188.58371621743, 11698.210005037909]   \n",
-       "15  [7187.753385508128, 11667.116998689173, 7353.6...   \n",
-       "20  [7186.929921405335, 11636.398103183781, 7352.0...   \n",
-       "25  [7230.064355326959, 11677.03065066607, 7395.40...   \n",
-       "\n",
-       "                          conviction_share_of_trigger           age  \\\n",
-       "5                              [0.011546133692685135]           [1]   \n",
-       "10        [0.03424941411142155, 0.007216295459532184]        [2, 1]   \n",
-       "15  [0.25121382811760656, 0.01445417243194367, 0.0...     [3, 2, 1]   \n",
-       "20  [0.4718002394320366, 0.036870444922324656, 0.5...  [4, 3, 2, 1]   \n",
-       "25  [0.7248171201716649, 0.10100657554367327, 1.02...  [5, 4, 3, 2]   \n",
-       "\n",
-       "                                       age_all  \\\n",
-       "5                  [1, 1, 1, 1, 1, 1, 1, 1, 1]   \n",
-       "10           [2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1]   \n",
-       "15        [3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 1]   \n",
-       "20     [4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 2, 1]   \n",
-       "25  [5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 4, 3, 2, 1]   \n",
-       "\n",
-       "                                       conviction_all  \\\n",
-       "5   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 83.01...   \n",
-       "10  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 246.2...   \n",
-       "15  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1805....   \n",
-       "20  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3390....   \n",
-       "25  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 5240....   \n",
-       "\n",
-       "                                         triggers_all  \\\n",
-       "5   [inf, inf, inf, inf, inf, inf, inf, 11467.5110...   \n",
-       "10  [nan, nan, nan, nan, nan, nan, nan, nan, 7188....   \n",
-       "15  [nan, nan, nan, nan, nan, nan, nan, nan, 7187....   \n",
-       "20  [nan, nan, nan, nan, nan, nan, nan, nan, 7186....   \n",
-       "25  [nan, nan, nan, nan, nan, nan, nan, nan, 7230....   \n",
-       "\n",
-       "                      conviction_share_of_trigger_all  \n",
-       "5   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011...  \n",
-       "10  [nan, nan, nan, nan, nan, nan, nan, nan, 0.034...  \n",
-       "15  [nan, nan, nan, nan, nan, nan, nan, nan, 0.251...  \n",
-       "20  [nan, nan, nan, nan, nan, nan, nan, nan, 0.471...  \n",
-       "25  [nan, nan, nan, nan, nan, nan, nan, nan, 0.724...  \n",
-       "\n",
-       "[5 rows x 33 columns]"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'df' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-145-a29405eb924b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
+     ]
     }
    ],
    "source": [
@@ -1315,30 +1020,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 146,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f1fd59150>"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'df' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-146-e47ff51d41b2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'timestep'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'sentiment'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
+     ]
     }
    ],
    "source": [
@@ -1354,30 +1048,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 147,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f1f7d1ad0>"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'df' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-147-7b714f9c07bf>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'timestep'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'funds'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'candidate_funds'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
+     ]
     }
    ],
    "source": [
@@ -1393,20 +1076,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 148,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 612x792 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'df' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-148-4a61f53644c3>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0maffinities_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
+     ]
     }
    ],
    "source": [
@@ -1422,30 +1104,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 149,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f2ed03469d0>"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'df' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-149-580767e67384>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n\u001b[0m\u001b[0;32m      2\u001b[0m          kind='area')\n\u001b[0;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Proposal Status'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'count of proposals'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mncol\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'upper center'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbbox_to_anchor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m-\u001b[0m\u001b[1;36m0.15\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
+     ]
     }
    ],
    "source": [
@@ -1465,30 +1136,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 150,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f2ed1146fd0>"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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Am7HkY4w5DN17hnjsV9vYs7GfSFTQQIlGJTyhX+SAGkowYiMaIKpoJHp0wWhAPJ9gUftjLGm9j7iXIhefRS7eQC4+i2TtIrxYNUG0AlCiXp6InyfqZ13NxyeiHvVDu5nd98IBm5aqKqqr3nB08U2gSTnnIyLLgXMIayjzXWIC6CBsloMwMe0pWq3VlY1X3jpKuTHG7JMazNHVMkSqP0s27ZFLFcimPbLJApmhPJ27EkQiQiQiYfOYBlQlO6hJdRAvJKkoJIl5GSJBgUhQIObn9tVAKgrJ8MtfPQKJ0DP7xbQv+DP6mk9DJULUzxEvDBH1cy5J5KjO9lGd6aI600PMSxMNCkT8PBWFFPFCgoirOvU0n07f7NOY272W2lQH9cnWcWs8x5qyJx8RqQN+CXxMVRPFXf1UVUWk7K+miFwJXAmwbNmycu/OGDMFBjrTbH+2i9RAnnzWI5f26GkdItmXO3BBgeFvIXUn/APfZ0HHU8zreoZZiR1UeOkDVvEjcfxIBUGkgiAaJxdvYKhuMX6sCpUoKhEqCmma+jcxr2cdhWg1EfWJBvlRYw0kSqZqNoWKOvxInEKslmTtIvyKaoJIHC9WzbzONaza+vMyvFLTQ1mTj4hUECaen6jqr1xxp4gsVNV216zW5crbgKVFqy9xZW3sb6YbLr/flS8ZZfmDqOq1wLUAq1evnjk/HYw5Dnl5n2R/jvRQnsxQnqHeLNvWdNG5KwGw/1yN+ycSE1QVHe6iXHx5jCpNfRtZuf031KfaSFfNoXvOmeSqZxPLJ6nIJ4n6WSq8TFh7CQphs1ZyDzF/RFIDfInRP2slXkUt+Yp6/FglEEHUB/WJ+B4QUJkfojrbQ31yD5GgwPS5+mbylLO3mwA/BDaq6v8UzboNuAy4xv39bVH5R0TkFsIOB4MuQd0J/JeINLnlLgI+pap9IpIQkZcRNue9B/hmuY7HGDP5BrvTdGwfpH1Hgu6WBImeLNnUwcPGRKJCJCoEgVLc31UCn5r+vTQM7aIyN0jMS1NRSFEx/Dc/RHWuj0zVbDaffCmze55nQeeT+5q+DldUPZoGtx/p4R5XylnzeTnwbmC9iKx1ZZ8mTDq3isgVQAtwqZt3O2E3622EXa3fC+CSzBeAp9xyVw13PgA+xP6u1ndgnQ2MmRH69qZ49FfbaHm+F3BDxri/+7owB0rgckTg+TQObmdu97NhkvGzxAppatPtRIMwWSmCF6vCi9VQiNVQqKgjUzWH9ro/pyrVyaqtP59R51Smu3L2dnsYxqxNvnaU5RX48Bjbug64bpTyNcAZRxGmMWaa8PI+Pa1JNj/ewYaH2wDXCUCLajO+R0VugKpcP/F8gopCkqpsL/O6nqU614cfiZOtasaLVVGoqKV9wcsoxOuJ5ZNUZ3qIeyliXpqqXN/+E/jdU3nUxy8b4cAYM+kyQ3m6dg/R15airz1Jz54kvXtTaBBmmXA8M5+GgR3MSuxk1uAO6pO7w2tWRtROlAj9TatoW/xKqtNdNA9sojbVT9TPI/1Wk5muLPkYYyZFx85BNjy0l/ZtAwx2ZfaVD48IIJFweBnfC5jVt5WTtv2KhuRuANLVcxmYtZJCRT1BLI4EHtFCJhw2xstQm+nkpP5NU3Vo5ghY8jHGlN3Odd3c+YPnCYJw9OZILDyJE/gajgigSjzTR8PQbhZ0PsncnnVkKxvZuvIt1KQ6qE+1Mq97LRGdIaNqGks+xpjy2vR4O/feuNEN568QBFQPtdMwtJva1F5qU+3UJVupLAwB4fAwO054HfF8gpU7fnPEPc/M9GbJxxgzIXLpAj17knTvGSI1mMfL+2STBbY93UUkKjR2b2Bp6300DO6kwg+b3fxIjHT1fPqaTiVXPRtRn8pMH8ta7yPmZ6f4iEw5WfIxxhy2RE+GDQ+10deeJjWQC2/rPFh0NX/RKAIiML/1EU7d/FOyVU10zz2bXFUTsUKaqkwPdel2FnStsW7OxxlLPsaYkvheQPv2QZ6/v5Uda7vD627YP0RNNBamj8DTA0YRWLb7bk7a8Rt6m04lVbOQpW33W6IxlnyMMSHfD+9VU8j55DMeyYEcyb4siZ4MHTsSdO5M4HsBEpF9NZvh0zEaBFQmu6hP7qF+aA/x/CDRoEBFIUnj4Ha65p6DLzGWtd03pcdopg9LPsYYXnhkLw/evOWA2zgXk0j4d7grdH1iF0vaHqQ23U48lzhgNOZAYuQqZ+FH4/iRSnYtvZDaVDsL+56drMMxxwBLPsYcx1SVJ3+3kzW37wpvK1B8k7Rgf9uZBlCRT9Dcv5nFbQ/SmNiBF61isGEF6Zr5eLFqvFg1ET9PVaYvTEr5JJGgj4ahFmtmMwex5GPMcSAIFL8Q4BcCCnmfXLpANuWx6dF2Nj/RgUSESDa8JXPUzxHzMlTlBqjK9lGV7WFWYhc1mXAA+kxVM9tXvJF4boCFnU9ZrzRzRCz5GDODZVMFHv75VjY/0cFYlY9IBJbuuJ2Vu35/0DxFyMcbSNQvpWvuOSBCbbKNE3f+3moz5qhY8jFmhtq9oZd7b9pIajCPSHjbgWH7mtV8n1Wbb2FR+6N0zj2HXFUzEnjhQwMqCimq8gM0DWxjbu/zU3g0Zqax5GPMDFLI++xc283mJzrYvaGPSFSIRiCaHiDq54kEBaJBnlghTYWXZkHHE8zu30jL0gupH2phfrd1CjCTw5KPMTNA394U6+5pYctTXXj5gEhUkIgQS/dx2qYf0zzGoJuBRNiy8q0s6niMutTeSY7aHM8s+RhzDMpnPPo6UvS3p9jyWButW4eIBAXmda6hJtNNon4pFV6Wk7f9AtGAXcv+imiQBwJEFfE9IoGHqMcJe+6mMp+Y6kMyx5ly3kb7OuANQJeqnuHKfgac4hZpBAZU9WwRWQ5sBDa7eY+r6gfdOuey/26ltwMfVVUVkWbgZ8ByYBdwqar2l+t4jJlKqkrPniTbnuli+5NtDPZ5++bFc4Os2PsgNalO/Fg1s3vXs3x3OEjnQMOJdC44l5Xbf2e90sy0Us6az/XAt4AbhwtU9R3Dz0Xkq8Bg0fLbVfXsUbbzXeD9wBOEyediwttlfxK4R1WvEZFPuulPTPAxGDNlvLxP6+Z+Wtb3sPPZDlJDAWhA08BWTuzfRE26CwkK5CqbydTOpza9jrp0O75EGZi1ksFZJ1Kb3MspW34+1YdizEHKeRvtB12N5iASjq1+KfCa8bYhIguBBlV93E3fCLyZMPlcAlzgFr0BuB9LPmaG6N49xO++9hSZDET8PM39m1jSs56KQpKBplVEggKiPjWZbmb3bzzgtgNR9Wkc3E7j4PYpPAJjxjdV53z+AuhU1a1FZStE5FkgAXxWVR8CFgOtRcu0ujKA+ara7p53APPLHLMxk6JlQw9//PZaoukBTt/+KwKpINmwBD9aQdNgO/N6n5vqEI05alOVfN4F3Fw03Q4sU9Ved47nNyJyeqkbc+eAxrziTUSuBK4EWLZs2RGGbEx5eXmfjY+08dDPtlKb3MuivQ+RrZzFoo4nWNj15FSHZ8yEmvTkIyIx4C3AucNlqpoDcu750yKyHVgFtAFLilZf4soAOkVkoaq2u+a5rrH2qarXAtcCrF692i7LNtOCBspAV5rOnQl2PNvJ7g29+L7Q1LeJxoHtVGd6md2/carDNKYspqLm85fAJlXd15wmInOBPlX1ReRE4GRgh6r2iUhCRF5G2OHgPcA33Wq3AZcB17i/v53MgzDmSLVvH+TJ32ylY2cCz3Vai+cGWNCzjqb+zfQ1ncqcvuepT+6Z2kCNKaNDJh8RWQm0qmpORC4AzgRuVNWBQ6x3M2GHgDki0gp8TlV/CLyTA5vcAF4JXCUiBSAAPqiqfW7eh9jf1foO94Aw6dwqIlcALYQdGIyZtlKDOR69dRNbnu4lnhtgfs86GoZ2U5FPkqlqJlczG5UoJ+34rXWLNjNeKTWfXwKrReQkwqar3wI/BV4/3kqq+q4xyi8fpeyXbj+jLb8GOGOU8l7gtYeI3ZhJpaqkE3n69qbo25uivzPNUE+Koa4Ug7151Pc5Yc89VGb7yFc1ogrx/CDN/RuJqD/V4RszaUpJPoGqeiLyN8A3VfWbrleaMcc9L+/TtnWAvVv66do5SM/uBNns/tOKsUKaqmwPVbkBFmV7aBzYTte8c1jY8Rg1me4pjNyYqVVK8imIyLsIz6u80ZVVlC8kY6an4VpN9+4huncP0b65l73bBvEDQQKf2tRempKt1CVbqcz2IqrkKxvIx+uJqCKBR8TPc8YLP5rqQzFmypWSfN4LfBC4WlV3isgK4KbyhmXM9LDhoVbW3bWLbLJALhcQBPtvS1CTamdR30ZmDWxDJUKqdhEiSsQvEPNz1KY7iPclkHG2b8zx6pDJR1VfAP65aHon8KVyBmXMdNDVkuCBH2+iNtlKY3IPFYUUlblBqrI9KBFSdYsIonFUIjQPbGJ+j7VGG1OqMZOPiKxnzHsfgqqeWZaIjJkG/ELAXd94nIp8kjk966gIckS8PBJ4RL0c9alWG2nAmKMwXs3nDZMWhTHTzGM3P8dgKsaJrfdTl9rLnL4NUx2SMTPKmMlHVVsmMxBjplI2WSCVyOEXAga70qx7pIcFnU8x2LiS5XvunurwjJlxSrnI9GWEowq8CIgDUSClqg1ljs2YssgmC3TvGaJ7zxBdOwfp3N5HMhEcsExlbgBV5XTrmWZMWZTS2+1bhKMS/BxYTTjEzapyBmXMRNFAWf9AG127Egx2DDHYlSaT2X8qszLbR0NiF/OHWqjK9iHqgSq5yiZq053E/NwURm/MzFXS2G6quk1EoqrqAz9yF5l+qryhGXN0gkC559pn2bJ2gMpcP9WZHmZle1mUaqc63YWokqmZSyFeS8TPE/VzRP0ckcCjLtVOTbZnqg/BmBmrlOSTFpE4sFZEvkx4+4NIecMy5ugEfsDd33uGbesTnNDyR+L5JF6sioh6RP0s0aBAXaqNuX3rpzpUY45LpSSfdxMmm48A/wIsBd5azqCMOVL5jEfHzkGe++N2WrYkWb7zD/Q3ncxZ679vg3UaM42UcpHpcK+3rIh8A1iqqtvKG5Yx49NAySQLDPVl6dkzRFdLgs6tvfR25gAB9Vmx8w/0N53KWeu/Z+dujJlmSuntdj/wJrfs00CXiDyiqv9a5tiM2UdV6dyVYNOj7ex8poNMykeLBq6JFdLUD7WwPLGD+qFWAhE6F5zPWeu/QzQoTGHkxpjRlNLsNktVEyLyD4T38fmciNil3WZS+H7A5sc6eOb2bQz2eUSCArN71jM300U8nyCeSxAJCuQrG8hWzSYS5EEDmhI7md+zbqrDN8aMoZTkE3O3qb4U+EyZ4zEGCDsMbH6ikyd/vZnkUEB9ooVV7Y8Q87IkZq2gMtsX9k4L8lRne5jTtwEZezQoY8w0U0ryuQq4E3hEVZ9yt7neeqiVROQ6wiF6ulT1DFf2eeD9wPCNTD6tqre7eZ8CrgB84J9V9U5XfjHwdcKLW/9XVa9x5SuAW4DZhM2B71bVfCkHbaa3ZH+OO7/9NB2tWeqHdnPa7j+RrFuCF6tidt9GFnQ/PdUhGmOOUikdDn5OeIHp8PQOSuvtdj3hBao3jij/mqp+pbhARE4jvJD1dGAR8CcRGb6Q9dvAhUAr8JSI3OZG2v6S29YtIvI9wsT13RLiMtPY7hd6uet7aylk8qza9muyVY3k4/WsaLndzt0YM4OU0uFgCeHwOi93RQ8BH1XV1vHWU9UHRWR5iXFcAtyiqjlgp4hsA17q5m1zCQ8RuQW4REQ2Aq8B/tYtcwPweSz5THuqyranu2jd2Ech51PIehSyBfIZj0LWY6A3T22qnZW77mSg+RRO3vpzooFVaI2ZaUppdvsR8FPg7W76713ZhUe4z4+IyHuANcC/qWo/sBh4vGiZVlcGsGdE+fmETW0DquqNsryZprKpAvddv54d6weIFZJUFNL7zttE/DwxP8cJ6U4ifg4IOHXzT6Y6ZGNMmZSSfOaqavHoiteLyMeOcH/fBb5AeJ+gLwBfBd53hNsqmYhcCVwJsGzZsnLvzozgFwJ2re/hwZueJ5PyWbHrduL5IfxYHCQcLCPsLKD40Srm9qylNt05tUEbY8qqlOTTKyJ/D4PlE6cAACAASURBVNzspt8F9B7JzlR13zeKiPwA+L2bbCMcOWHYElfGGOW9QKOIxFztp3j50fZ7LXAtwOrVq61LVJmoKoPdGVL9OQo5n1zGo3VjLzue7iRfgJpUB6ft+gNd817CKVtuIV5ITnXIxpgpUkryeR/hOZ+vuelHgPceyc5EZKGqtrvJvwGed89vA34qIv9D2OHgZOBJQICTXc+2NsJOCX+rqioi9wFvI+zxdhnw2yOJyRydXLpA25YBdm/opWVdx0G3Joh6Web2rGV2z/Nkqufgxao4Y8P/Fl0eaow5HpU6vM6bDnfDInIzcAEwR0Ragc8BF4jI2YTNbruAD7h9bBCRW4EXAA/4sBtBGxH5CGFX7yhwnaoO31LyE8AtIvJF4Fngh4cboyldIZWl5a5nGGrvJ92fIT3k0Z2qpr9QBwhRP0dT/yYW9W2kMjeAaAAIhYoahhpOIIjEWLL3IRtfzRgDlNbb7UTC62xeRpg0HgP+ZbgH2lhU9V2jFI+ZIFT1auDqUcpvB24fpXwH+3vEmTJId/Wz846n2b6mnfZMM16sGggfEnjUJ1tZMvgU9cndoEKyfgmBRIgXksS8NDEvS8zLsLDzyak+FGPMNFNKs9tPCa+1+Rs3/U7C8z/nlysoM3VSe3t47Bt30dEdYTA2ByRCrNBEbaqNIBJDFSpz/dRkupiV3ENtso1okKeikGJhlyUZY0xpSkk+Nap6U9H0j0Xk4+UKyEyd/k27+e1/P0E6OpfabDuN3jYKsWqqsj2cuvXnVOYHpzpEY8wMUUryuUNEPkl4Yl+BdwC3i0gzgKr2lTE+M0k6ntzE77+/EU9qqE21c9KOX9Pcv2mqwzLGzFClJJ9L3d8PjCh/J2EyOnFCIzKTKrFjL8/f+hjPb4uDRojnBzlr/bepzCemOjRjzAxWSm+3FZMRiJk8fRt2se3OdezaPEQ3C0CaqMntxY9Wct4zX7Ybrxljyq6U3m4VwD8Cr3RF9wPfV1Ub5XGaCjyf1N5eBrbvZai1j0THIMneDMkhn4FsFamK2UA9lTmPxsw2spVNLNn7MIvbHrDrb4wxk6KUZrfvAhXAd9z0u13ZP5QrKDO6oZYOWh9+gUT7IJmhPNmURz4XkC8IeS9CPoiRlyoKsZp9w9aEZiFBLfH8IPF8ksZkH9nKRuZ1rWHF7jtttGhjzKQrJfmcp6pnFU3fKyJ2i8hJEgQB937mZ+zujJOJN7nSWQBEvQwxL0vUzxEJCkSDNDXaj6gCgh+J4UerqCgkqEu20pTYyazB7XY+xxgz5UpJPr6IrFTV7bDvolO/vGGZYRuuv4fN/fOpy+2mMdVNIVZDRSFJVaab2mwPNZkuqjM9VGV77VyNMeaYUUry+XfgPhHZQTjW2gkc4dhu5vDkkxmeeiRBdSFPdbqTF2+8fqpDMsaYCTFu8hGRKHAW4UCfp7jize6mb6bMnvja78lUzKYuu5szLPEYY2aQyHgz3eCe71LVnKo+5x6WeCZBYsdeNuyupT6xk8V7H7ZeaMaYGaWUZrdHRORbwM+A1HChqj5TtqiOc142xwNfu5dA5pGvaGBx+yNTHZIxxkyoUpLP2e7vVUVlCrxm4sM5fuUTKTb/4lF2PNtBR6YJL7aIxsEtnLT9V1MdmjHGTLhSRjh49WQEcrwppLIkdnbQu3EPWx5uoTXVhB+rJlZopDa1l0Ci1CbbaEjumepQjTFmwpUywsFswhvBvYKwxvMwcJWqHtGttI9HLXeuYe1tm0jnI+T8GLlINV6sdt/8qNdMXbIVPxKnOtPFqu2/tGtxjDEzWinNbrcADwJvddN/R3j+5y/HW0lErgPeAHSp6hmu7L+BNwJ5YDvwXlUdEJHlwEZgs1v9cVX9oFvnXOB6wruY3Q581N1Gu9nFsZzwrqiXqmp/CcczaXJ9Ce77r9+xfWg+Ma+BqtwAUT9NrbsQVCVCEIkjQYEXbbqJmmzPVIdsjDGTopTks1BVv1A0/UUReUcJ610PfAu4sajsbuBTquqJyJeATxHeDhtgu6qezcG+C7wfeIIw+VwM3AF8ErhHVa9xt3z4ZNG2pkyytZvWhzbQvqGDHe1xsrH5zBrcTjbexFnPfYd4ftB6rhljjnulJJ+7ROSdwK1u+m3AnYdaSVUfdDWa4rK7iiYfd9sak4gsBBpU9XE3fSPwZsLkcwlwgVv0BsIBT6cs+WR6EvzpqtvYnV8UFugcanMd1OZSLG+5k9n9G6cqNGOMmXZKST7vBz4GDN/NNAqkROQDgKpqwxHu+32EzWbDVojIs0AC+KyqPgQsBlqLlml1ZQDzVbXdPe8A5o+1IxG5ErgSYNmyZUcY7tj23PMsf/rpdtKxBTQObMGL1RArpFjS/hBzu9ci6ITv0xhjjmWl9Harn+idishnAA/4iStqB5apaq87x/MbETm91O25c0BjfsOr6rXAtQCrV68+6kyw8/Yn2fSnreRyAblChF7mUhFEqEu2saLldpoGth7tLowxZkYrpeYzoUTkcsKOCK9VVQVwoybk3POnRWQ7sApoA5YUrb7ElQF0ishCVW13zXNdkxH/Cz++l/sf9IgETVQUUkT9HA3eTpK1izj32a8QDbzJCMMYY45pk5p8RORi4P8Ar1LVdFH5XKBPVX03avbJwA5V7RORhIi8jLDDwXuAb7rVbgMuA65xf39b7vjX//BOHnoiQnWmi1y8kVO23ExNpouqbJ81rRljzGEYM/mIyApV3XmkGxaRmwk7BMwRkVbCa4U+BVQCd4sI7O9S/UrgKhEpAAHwQVXtc5v6EPu7Wt/hHhAmnVtF5AqgBbj0SGMtxbPfvZ1H18apTe8lV1HPqx75eDl3Z4wxM9p4NZ9fAOeKyD2q+trD3bCqvmuU4h+OsewvgV+OMW8NcMYo5b3AYcd1JIIgYNfzvdQlA7xInFc+9unJ2K0xxsxY4yWfiIh8GlglIv86cqaq/k/5wppeIpEIb/zvt7P2Ly6mNtU51eEYY8wxb7xbKryT8I6lMaB+lMdxJVZTRW3eRhQyxpiJMGbNR1U3A18SkedU9Y6xljPGGGMO17g3k3MeFZH/EZE17vFVEZlV9siMMcbMWKUkn+uAIcLeZJcSjkDwo3IGZYwxZmYr5Tqflar61qLp/xSRteUKyBhjzMxXSs0nIyKvGJ4QkZcDmfKFZIwxZqYrpebzQeDGovM8/YQjChhjjDFHpJSBRdcBZ4lIg5u2W2waY4w5KiWP7WZJxxhjzEQp5ZyPMcYYM6Es+RhjjJl0JTW7icifA8uLl1fVG8sUkzHGmBnukMlHRG4CVgJrCcd6A1DAko8xxpgjUkrNZzVw2vBdR40xxpijVco5n+eBBUeycRG5TkS6ROT5orJmEblbRLa6v02uXETkGyKyTUSeE5GXFK1zmVt+q4hcVlR+roisd+t8Q9wd6owxxkxvYyYfEfmdiNwGzAFeEJE7ReS24UeJ278euHhE2SeBe1T1ZOAeNw3wOsLbZ58MXAl818XRTHgX1POBlwKfG05Ybpn3F603cl/GGGOmofGa3b5ytBtX1QdFZPmI4ksIb68NcANwP/AJV36ja957XEQaRWShW/bu4dtqi8jdwMUicj/QoKqPu/IbgTez/zbbxhhjpqnx7ufzAICIfElVP1E8T0S+BDxwhPucr6rt7nkHMN89XwzsKVqu1ZWNV946SrkxxphprpRzPheOUva6idi5q+WUvSODiFw5fD+i7u7ucu/OGGPMIYx3zucfRWQ9cKrrADD82Ak8dxT77HTNabi/Xa68DVhatNwSVzZe+ZJRyg+iqteq6mpVXT137tyjCN0YY8xEGK/m81PgjcBv3d/hx7mq+vdHsc/b2D8q9mVu+8Pl73G93l4GDLrmuTuBi0SkyXU0uAi4081LiMjLXC+39xRtyxhjzDQ23jmfQRFJAueoasuRbFxEbibsMDBHRFoJe61dA9wqIlcALYR3RwW4HXg9sA1IA+91cfSJyBeAp9xyVw13PgA+RNijrpqwo4F1NjDGmGPAuBeZqqovIptFZJmq7j7cjavqu8aY9dpRllXgw2Ns5zrC23mPLF8DnHG4cRljjJlapYxw0ARsEJEngdRwoaq+qWxRGWOMmdFKST7/UfYojDHGHFdKuZPpAyIyHzjPFT2pql3jrWOMMcaM55DX+YjIpcCTwNsJOwc8ISJvK3dgxhhjZq5Smt0+A5w3XNsRkbnAn4BflDMwY4wxM1cpIxxERjSz9Za4njHGGDOqUmo+fxSRO4Gb3fQ7CK/JMcYYY45IKR0OPi4ibwFe4YquVdVflzcsY4wxM1kpt9G+AnhQVX81CfEYY4w5DpTS7LYM+L67L8/TwIPAQ6q6toxxGWOMmcEO2XFAVT+nqq8BTgceAj5OmISMMcaYI1JKs9tngZcDdcCzwL8TJiFjjDHmiJTS7PYWwAP+QHj30sdUNVfWqIwxxsxopTS7vQT4S8JRDi4E1ovIw+UOzBhjzMxVSrPbGcBfAK8CVgN7sGY3Y4wxR6GUZrdrCHu4fQN4SlUL5Q3JGGPMTFdKs9sbVPXLqvroRCQeETlFRNYWPRIi8jER+byItBWVv75onU+JyDZ3Y7u/Kiq/2JVtE5FPHm1sxhhjJkcpNZ8JpaqbgbMBRCQKtAG/Jrxt9tdU9SvFy4vIacA7Cbt6LwL+JCKr3OxvE56HagWeEpHbVPWFSTkQY4wxR2zSk88IrwW2q2qLiIy1zCXALa6H3U4R2Qa81M3bpqo7AETkFresJR9jjJnmDmt0ahGJiEjDBO7/newfsBTgIyLynIhcJyJNrmwxYSeHYa2ubKxyY4wx01wpN5P7qYg0iEgt8Dzwgoh8/Gh3LCJx4E3Az13Rd4GVhE1y7cBXj3YfRfu6UkTWiMia7u7uidqsMcaYI1RKzec0VU0AbwbuAFYA756Afb8OeEZVOwFUtVNVfVUNgB+wv2mtDVhatN4SVzZW+UFU9VpVXa2qq+fOnTsBoRtjjDkapSSfChGpIEw+t7kebzoB+34XRU1uIrKwaN7fENayAG4D3ikilSKyAjiZ8ILXp4CTRWSFq0W90y1rjDFmmiulw8H3gV3AOuBBETkBSBzNTl0T3oXAB4qKvywiZxMmtl3D81R1g4jcStiRwAM+rKq+285HgDuBKHCdqm44mriMMcZMjlJuJvcNwgtMh7WIyKuPZqeqmgJmjygbsylPVa8Grh6l/HbsrqrGGHPMGTP5iMi/HmLd/5ngWIwxxhwnxqv51Lu/pwDnsf98yhsJz7kYY4wxR2TM5KOq/wkgIg8CL1HVITf9ecLbKxhjjDFHpJTebvOBfNF03pUZY4wxR6SU3m43Ak+KyK/d9JuBG8oXkjHGmJmulN5uV4vIH4FXuKL3quqz5Q3LGGPMTFbqwKJrCYe8iQGIyDJV3V22qIwxxsxopdzJ9J+AzwGdgA8I4YWgZ5Y3NGOMMTNVKTWfjwKnqGpvuYMxxhhzfCilt9seYLDcgRhjjDl+lFLz2QHcLyJ/AHLDhapqIxwYY4w5IqUkn93uEXcPY4wx5qiU0tX6PycjEGOMMcePUnq73cco9+9R1deUJSJjjDEzXinNbv9e9LwKeCvhfXWMMcZMQ+lKeGGpsHsuqIRlEgv4W03TNLWh7VNKs9vTI4oeEREb1doYMyMFQNscaJstJGogUQOpKqEQg3wUsnEYrBUG6mCoen+zUFUe3vREwEXPKNGjuNdztgLyRd/MmUoYqA33ma3YX56vCMsTNUKyCrxo+OirF3bOB43IQUd2bmonK448tAlVSrNbc9FkBDgXmHW0OxaRXcAQ4YWrnqqudvv6GbCc8G6ml6pqv4gI8HXg9UAauFxVn3HbuQz4rNvsF1XVxp0zxhwgUQ29DWESSVZBsjpMHEPVYVKBMIn0zILNi4VU9YFf3JV5Je5BhQ+VeWhMwQmdSnV+f81ib7Pwo4ui3HO28u57A2qzykCtMFQdrleTg3gB+uqho1noaIR0VZhochXhcv11kIuPTBrjq8kqtVmo8CDmQ31GecOTUOXB3kZlsDZcLhqJMvSGk4/ylZw4pTS7Fdd8PGAncMUE7f/VqtpTNP1J4B5VvUZEPummPwG8DjjZPc4Hvguc75LV54DVhJ+dp0XkNlXtn6D4jDHHCF9g41Khvx4ycUhWwe55wtZFQnfj6F/o8UKYVIbVp+G8Lcq8BCSqAhI1QiYO6WrZVyPxorBjAeTiB18mubhHSVbD1e+MjhurqDI7AXUZqCxAVT6cPr0FqjwlENmX1Cp8QVHSFQHZuBAMN6MRxjNUE9bQMpVQiEJnk7Bh+fDx7j/uymicN9VWlfpylt14dzJdpqq7VXUya2mXABe45zcA9xMmn0uAG1VVgcdFpFFEFrpl71bVPhfz3cDFwM2TGLMxZgp4kbBJrHsWPPaiCI+cJgzWHphkZieUk/YqL39B8aNCLqbkKsIEkqsIa0LpSghcHvEj8NAZgh8VYPwEMpq2OYIEypk7Apb1RMjGfLJxIV8BUT+smcQLSrJG6GwUehogF4dCVEDGq/EcWTzT2Xg1n98ALwEQkV+q6lsneN8K3CUiCnxfVa8F5qtqu5vfwf77Bi0mHGlhWKsrG6vcGHOM2zUPHjwjgu8SQ3g+A3oawi/t4qaxmKecs11ZtVdpaw7PyxRikKgWnlkpFE49uCZQLhoRnjtReO5EmGkJYyKNl3yK36UTy7DvV6hqm4jMA+4WkU3FM1VVXWI6aiJyJXAlwLJlyyZik8aYMumrg1teGeGBM4Woz75msYhC0xDMTSgntofNUzHXBpUX5clThadOKX9yMRNjvOSjYzyfEKra5v52uRvVvRToFJGFqtrumtW63OJtwNKi1Ze4sjb2N9MNl98/yr6uBa4FWL169YQfizHmyCgwWAO75gvbF8L2hcL65YIfgdetUWKesK7op2+6EtatGG4WK2ZJ51gzXvI5S0QShO9qtXuOm1ZVbTjSnYpILRBR1SH3/CLgKuA24DLgGvf3t26V24CPiMgthB0OBl2CuhP4LxEZ7rp+EfCpI43LGFNegzWweYmwaYmwY4GwZ254wnzYwj7lzzcqy3qE35wvDNZZUpmpxkw+qlrOxsr5wK/DHtTEgJ+q6h9F5CngVhG5AmgBLnXL307YzXobYVfr97oY+0TkC8BTbrmrhjsfGGMmTroStiwWtiwSskUjPCZd9+CB2gO7LHvR8DqUXAz8om+SQixMJhWeckIXnLtVmZVRRCP01wS0zBcePGO0mo2ZaUq9k+mEUtUdwFmjlPcCrx2lXIEPj7Gt64DrJjpGY44nuRg88OL9FzEGkfBixZ4G6GwUWueEJ9IlOLBrcm0OZiVh9pBS4e1vn48FYc+uCh9E93cbrs0FxHyhY5aydbGw7cziXl6l3OHFzBRTknyMMdPHYA186e1Rti06sLZRnVPmJGDuoHL2Dqj0oHOW0t4sB3RN7msIz9kcfEX9aCav15mZ3iz5GHMc29sM/+/SKP118P47fJ5eGZ7sF8Jms+5ZwroVwjMnWdIwE8uSjzHHGC8CrW7ssbY54bAswxb3Khc9o0SK+nR2N8ATp4QXOuZj4i6uDEcA2LhUiCj8w53KDa+NHDSsjDHlYsnHmGkkW8EBg0cOUwl7iT1xSlgLyVSGSUJUqcm6LqgCqaoIj52q/NPvfGYn4N6zhBteGyFbtHyFB3XZcGiXU9qUc7cJP7hY9nUGMGYyWPIxZor11MOak4WnVgkvLBu/p1d9Wjl/kzI3CYnKcOyxzqb9Pc2aEwE7Fgj/fkWUFR3KhuURXrQ74LytsG65UoiBFw2HlEnUQHtzcZOaMZPHko8xkywdh7vPETYvEbYvFPrrwy//BX3KXz2tEAEdZZyv2qyyp1l57EXiRj4e7WoIoTKnNKRh62Lh7+71ef4E4cbXCna+ZoKoUqPKHN+n0Q/2vaqpiLAtHh93VbOfJR9jJklAOGjlj18dYbBOWNinnN6izBlSooHwwlK4Y/V4vcZKSyC5SqGjElbtUX7zZ6Wdx4mocmYuT3ssSmds7K+FBt+nWvefUOqKRkdNlNOeKvWBMivwqSw6nllBwNKCx1LPY4Hn0+j7NAUB9UFAZaBUqlLtks9o7qqp5uo5zfRFbUy3Q7HkY0wZeJGwJ1nbnPBamZ4GYYur6azcq1z6sHLvmfDYi47ugsrqIKAhCPZND0Qi5CJhP+gtS0vbbmUQ8P+6e7kwnQGgLRZlXWUlXdEog9EIGRFW5Quck8uxonDgTYw3xiv44uxmnquqPOJjKIeIKnVBwKp8gTNzec7I5Zjv+zT44evVEATjfvn5QE80Sn80Qm8kSkdFFE+Eggh5hEw0go9QqUo88AGY7/tckM5wXms7V89u4s662kk51mOVJR9jjlK2Irz6f9d82DlfaJkntDdzQFKpyitzB+GyPwWsWw4/uHjEBZWqnFjweGU6Q31RMumMRdkUj7MlXkGtKmdlc5yVy7EqX+DEfIFFvn/AZvojEf7vnGbur60pKfZG3+ebnd2cmcvzvcYGlhc8agPl7GyO5iCgyv3CH4xEWFsZ596aGqo0rH9VacBfpNP8pL2TX9bV8oe6WpRwXoUqVa6GMBiJ8EJlnF5XG5jt+5ydzZEX4aHqqkPcSqA0K/IF3pBMcWE6zTzPp3ZEzWRPLMbuWIyOeJR0JEJWhLxEUBEqVIm4y2M9hKrAp8n3Wez7zPF8VgYFRukDMqoBEQYjEb7S3ctr0hmunt1MImoXz47Gko8x4wgE2pvcXS9rwm7Kw3rrYd2Jwsal+2svsxPKCZ3Ki3dBTQFScWWoCvrrobdeuOk1QhARUGWh53N6Ps+ZuRwXpDP7ahXFdYvh/6AB+6//LwA7KipYV1XJ3dEoIkJMQVBelsnwza4ebq6v46vNjVSpstTzmOf5xHV/s1GDHzArCLggnWGe7/OF2c28b3CQpV6YzNIitMRiDEWEdCSCqHJ2LserMtkDXp8CsD4e55JkircmU+O+lu3RKHkRTvD2H+HttTVcNaeZVOTgL+hVuTx/nUpRUZRHAsKbxgHM8gOag4DFBY9VhQI+8GRVFWuqqvAQvIiQlgjNXoEX5Qucl81S7jMyjarM8jy2VFRwUSrNS7I5PjN3Nk9W77+Jm6iywPNZ6nnUBwHVqlQFSmPgM8f3meMHRFRJR8Ja54bKOH+oq6VwmEm6wfc5qVDY1+2+IuoT9XITebhHRXSMtsuZavXq1bpmzZojWnfji18MI5odzMylwJfeFuGZk8f+5bq0S3lxi1KbE7rqlb1zhN1zx74VsqjyN8kUH+ofZL6rtRSAZ6oqeaqqirpAOT2fI6YKqngSYTAq5CRKdyxKQYRFhTxn5Aos8byDuhwosLWiglWFAgUY9xd7SoTOWJQfzmrk4319NBbVuA5XdyTC49VV+O6cVCBKFIgqVAdKPhKhRgM8wsSJCC/JZDgrl2dvLMb/ndPMC5VxMpEIczyfj/T///buPLyK6m7g+PfM3XKzJySEJYEQst4kLIKRVQV3iwiiBUvBWrGKL9VWbbXVulVfqMW+ir6tsslLFbXihrggCqKCsskOCQRkJyRkX+8yc94/7k0MMSuEhITzeR4ecueeOXPmztz53XPmzDlFjC8rRwecvotu9R0vE4CUlJhMFGoaeSYT2/xs+BmSqyoqiPGcH9/RfE3DJQTddR2ngDKhUakJInUdWwOX3VIhKDCZ8Ajv5xYoDYINyUmTiX+HBPGFvz/VdV0/Kemi63TRdYINA4sEC5Ioj87gqiqSXO6fDFj0yajfc91lT5zR/gghNkspB5/RyvXlp4JP86ngc2FZOUAw7zoT128wkJrAaZK4LNRMbmYy4HgXwQ/d6u+dVpsmJelOFw/lF5LucrHVZuU7ux2rhO5uF/1cLnp69EbzaIkTJo2tfnZyzGYkEKTr2A0DE96gYJWSYEMSbBj0dje/Wam15WsaUkCE7g18JZrAIsEsJf8JCqRS0xhWWVnTzcIAJAJdgE1KwnWDMF1vt/I3xQA22Wwcs1qwGBKLlBSYNMpNJiyGJFT3YAZM0vteuGEQoRsEGzouIahAUGLS0BCkulzN2qYT2O5nY7vNBgjCfcFYCMHgjBlEX3pmA/+3dvBRzW6KUo+TobD4Co3UgwZHIyTb4zSa6mlmlt5fnTEeD31dLuLdbvq4PHT3eOiq65iBPJOJmeFhXFZewd1Fxees/N11g+7ljTeDnQ+6GN7a0Bq7nQKzCashqRKw32rj9uIiIvUzr42dDzQgw+kE55k0d/kqBr4a8n6zmW12P6qE99ePjrcW6Gd4sBsSK94gpklJotvDxVV1tmn2A3vXM9yT1qeCj6LUYQD/ut6EJuHesiIGB5Rx8KiFbKuFE2Yz1ZdDPynpqutEeTxEeXS66vppzWBFmsYBi4UtfjaKNY1KzYRNGjxYUHje/lJvD2bgssrKOkvP/8DZ1vp6PPQtLWvvYrQaFXyUC4oB5IbCD928vdIq6ukhXBAIu3sL/mtTJcO6lPGl3Y5VenuAXaVX1KRzCcEpk4kcs4nv/WwUmUw4NQ2TIQnSvc+K9HW7ueiMfvUqSuemgo/SqeQHecdAy+4ucFVPbiagIAhyQwS5oT92BtAMib2BuDBql87kLqfYbrPiQnJ5VRUVQrDPasFV6/5OqG6Q7nQ1+NChoij1a/PgI4SIARbjnc1UAnOllC8IIZ4A7gTyfEn/LKX82LfOn4A78DZz3iulXOFbfi3wAt6mz/lSylltuS9K2zIE7HHobE2F/EBBgV1QbBHohsDwaLhMUOSbdtnqkfhV9w2REO40iKn0cPFJncgySUWFmWy7iZxwDU/dLkFScmtIPmYPfBAYxF/y8wHwlxKHy912O6wonVh71Hw8wANSyu+FEEHAZiHESt97/yOlnF07sRDCAUwCUoEewOdCiETf2/8LXAUcBTYKIZZJKXe3yV4obSY/zODLyw1WxVnIs9rwNwy6u3W6uHRiqgxse/oB2QAAIABJREFUZgOpgVGpkVji5mKjkmS3q977KiWaRrCfAX5w0mRiLxYKhIl8k0al70ZulO5haEUVz4eFcG9hYdvurKJcINo8+EgpTwAnfH+XCiH2AD0bWeVG4E0ppRP4QQiRDWT43sv2TcmNEOJNX1oVfDqJwhCDj6+RfNzHiiFgWImTX+6pIgcz/YLKiTc5iZYejpnNnDSb6ap7OGEy8b3NxrcB/oR73D920RUQqBt013VshiTHbMaK9zmJBJebMF2n9u2fL+12LqqsIuQsnn1ROja3NFFIIIUyiBICcEoLVVgpx488GUKeDKGIoJqpwy3oOMRBBmj7SRJHMIszO3ekbJVBH8577XrPRwgRCwwE1gPDgRlCiKnAJry1o0K8gem7Wqsd5cdgdaTO8kvOcZGVNmAAn12j8/oAK7qA63Mr6XVA0CuqgmuDy3/s8Oz7bie53ST5HqrsJTyMqvMUfn1S3N7mMw/eXmmHzGaKTVrNhSTK4yZFPdN1wTkuw/lQH8aH+lB2yj6NprXgJoyymqF5KrDyOlcCYKeKFHGYdO0HHOIQEaKYQFGJP05yZBgHZTcOyShKpD9VWKnERqEMIleGkk8waeIHHrG8ToaWdUb7ISXsldFkyhhk9aOm0sJotyD4jHJsfe0WfIQQgcA7wO+klCVCiH8Bf8V7H+ivwHPAr1tpW78BfgPQq1ev1shSOUfK/CXzfiH5NtLGZYVVDNgjSehWwWXdKppc14J3TLGWMAMRhkGEYZw+ro3SYUkJldgoJoBMoxdbjL5sl32pkDZswo0VD04sFMpAimQgTt+gOxLIJwSAdLGfO0wfoQmBQFIprVRhxpDeC3mVtFJEIKcIodJXZ7ZKF4niKF1ECWZhkGOE87Z+KRXY6y1nMOWEijL8cOGHiwhRRKI4gp9w87l+ET93Pc612gauM62nTNopxZ/ajckS7wO3UgoMNFyYcGHhpAxnvZFcsy+1vXHqGENb8bM+G+0SfIQQFryB53Up5bsAUsqTtd6fByz3vTwGxNRaPdq3jEaWn0ZKOReYC94RDlphF5SzUBQsORxr4PQDpxWcNun93wKrEiwUWDRm7CnDEDCte0F7F1dpB1LCF8ZFLNOHEi5KiRan6CKKOSVDOCYjyJfB9NMOcJm2jQRxjF2yN+/pI/lEz+AkYdR+4krDIEEcI5wSyqUf+Vix4qarKKKvOI4FHemrT0eKIvyEmy/0ASzQr6elcyAdlt1qng0FSVcKGSCyCRelmDCwCTf+VFEoA8mRERyjC/kymCqs7JR9MHy1FBMeBop9rDH68amR0eD2qgkMrHiw4CFElDNC20GclkO+DCJfeus6moBDQeMu3OAjhBDAAmCPlPIftZZ3990PAhgP7PT9vQxYIoT4B94OBwnABrxnRYIQog/eoDMJ+EXb7IVypjYO8/CvEVbKTD/tDiCkJNblYdo3ThJ6VDBIa7r5TOnYnNLMftmDfBlMV1FEN1HIERnBM55f8q2RSjglOLFQXqv2EEAlwZTzoTGMZ/glQZRTSgAW3FyubeMqsRmT8I5UbcXFCSOcnbIP62UKAFbcmNEpl34/NkmdE4JcwsmV4bUCUvPomNkiEwiinOu179AwqJJWqrCi1ypzddBECFzSjBszLsx8amTgNE4fRtXPrHGJPfJsd6rVtEfNZzgwBdghhNjqW/Zn4FYhxAC8h+kgcBeAlHKXEOI/eDsSeID/klLqAEKIGcAKvF2tF0opd7Xljig/VeVvUBX402+axwLvXA1fdPOjX7mLKzI95PvjG3xSYkFiERKzBjf0LCJAqApqW/pAH8Yz7sn83PQl95iX4S9++gCUS5rIlL0okz8GgiICyZWh5MlQnLWahIJEBb1ELjEij1DKEL6rb64MZYeMY7sRx27Zm0MyCr2eGVlDKeUh8xvs1nuxRcaTIg4RLkqwSTe5hHGMCFLkQXpqpzAhSdMOki8D+US/hJU0PvxYFefX3EONKSWAj40hTSfsgF8XNbBoC1zoA4uWheq4fcPxSsBjBZefpMof9sXB5p4mdgZaMBroqmOWkl/uq0RWCh4IzjujSZ1PyWA2GUmEilK6U0CUKMRP/PjsTZW0+C5ufZBo2KkiUFQyWttKkKg7hEvHIyUclN0IEhVEiJJWye+f+lj+7plED05xnAi6c4qHLW8SShnHZASHZVe2GPFslfE190fqMqFjw3scJFCJX73pqnUnn1TtIDEilwDhJE8G45IWLEInWFRgkgaL9Ksb3J7Scn5mjUfHOPjlkN5ntL4aWFRpU3k9dbYM0vkm1kxmQMO/GIWUpFS4mbS/CrMLZD2tGfZCjUsjyugf3LLmNI/U+NwYxFL9Ur40+uOpc9oGUUG4KMGfKvbLntT3hE8/sZ8l1mcIFO3flLfNiONlzw1UYsOGCws6HkxUYcWJBUP+GJZDRDk9RD7dRQGHZFfW6P05RiR+OJlhfp9ppo9PC7712Wn05nNjEDEij77iOD3EKcqlnSICeFu/jCX6lVyvfYc/VXxrOLAInfvcM2rWN+MhRRxmomk14aKcYzKs5sa7CZ1KbJTIAIoIrGkSMkudUFGGv3ASJsox+SYCsAkPxYYf2TKab4y0DlULUVqXCj7KaTxmyfcjPezsLdjWxcwJq/fikFrm4rbMCu+F0Xdt1HQwpHfYCenUuCSgnFHWMrT6O/dAt5aVRZeCD4zhvOC5iUOyG5EUMdX0Gf7CxQEjCn/hxoSBCzMV0kYlVjK0TMJFOTlGKMdkF0wYlGNns0zkN+77edXyLDbR/NrrSRnKEdmVRHGE4HpqTlJCAUHkyPCaWTxtuIkVOT95ziNfBvF3z0Te0i8nlHJ6ijxcWHBiwYyOHRd+ODH5+pBLBD/I7qw10ijHTgCVDNV2cbP2Nd/oqcz2TOQ/+uVMNn2BxddVL0IUc5m2jRBRgVua+F/9Rl7yjPtJwK5tmukjsoxoPpZDanZqsMgkVTtImbRTIAM5SA8W61fTohvwkg7ZHKS0DRV8lBpOP4OXfiVZH2Yn1KMzoNDNdblunGUaA0IquNpaitbQtaeVp6tfpzv4i+d29sueJInDPG7+P77Tk3lNv6remk21r+hf7/IQSllnpHGfewb/a3kBUxP3lMqljZc9Y5mr/6ym6SdG5NJL5KL5gkOptPOD7E4xgT9Z3w8nDnGIeO0YhTKIE7ILB2R3XJi5zfQZFnSW6KPRkNhwIzDII5QqrLgwU32Rt+KmmygghUMEU85mI5HPDW/LR29ykAhmek7vZ2PGw1BtNwUyiF2yD2O1dURruWzX4wgWFYRqFQRQhVtq6Ai+NtLJkrUfQRBsksls0pMb/YwU5Wyo4KMAUBFsMPs22B1g5b+2VCA0yY2BxXTz94B/25VDl4I5npuYo4+ntzjJE+b/Y7Xenyc9U2lpt9faigkinBI+NTJIcP6bACoJopIwUUpXUURXUUQA3pqNgcZH+iXkEcYYbR3dtELyZBil0k6h/DHK2nFyjbaRMK0MAxPl0oZA4sZMBX4cN8L5Qr+IcFFac48jxXSYf7lv4CThNfmUNlJuFxYOyygOE/WT9w7RDaQkQ+wmkCpfejN+ws0+2ZNKaeMZ8wKW6KNZ5hnmXUlS83CuorQnFXwucIYmye7vYf7lZk5YTdy/ror+XcsYYD5390Y+1y/iOyPF+4AcYMFDmCgjnFI+MIaz1kjjRu0bwkUZT5xl0KmtgGCiyWWoaQ8GAqe0UIK/tweW0YeqWje3k8QR7jO/xyLP1SyvvnDjfWbEVOvq/a1Ma+RiLomikCosfCcduKTlHFz4BRuko+5m0dBJFYd40jO10ZqiorQXFXw6IZdN4qk1SXyV3aAoUlIYLimp1UKUFyL4sqeVUxZvM9t9XzkZEV1EH9O5Gbm5VNp53H0b7xqX1tzbEEicWKieyNmGi8fMi/nAM4wPiG/1MhylK2/rp8/maEInnBJiRF7NUCmFBPGo+6cDbBhoNQ8CNk14azjtcN/DwMQOGdf2G1aUZlLBpwOQSPJ7GOxPkGT2MuMy62hSgoAqE5RbBaUWjRKzoMisUak17+JolpKhBS76/eCiVBOMicknTGv+T/NCGci3hoMNRjISQZgoJZzSmi63tbkw84o+huMygummD8iVoWTJGO9DclISIJwEUEmIKOcFz0313kc5V3RM5BFGngxrs20qyoVOBZ/znMsmeWK6RrbdWzOwGwYhuoYmvY1WVl0S5JFEVBn0dkkCnRK7C4Qha1qrTB7AreEC/IWBxXezXTNgmH85/bs03MRWPUDhx/olrDH61XSNdWHmB9mt5lkaCx5KmggYMSKXv1nm8T/uCRwnos6G6vyvKEqnpoLPee79sVay7ZJhJ6LQC8OxeQy2Wq7hGD24XnzBJG0ZfUQZ3bUqzJrvyl33qFqggbEN63VKBrPeSGG9kcI3RhoHZA8EBgPEfmJELhLQkFylbcZPuNmr92Qv0cTJE76Re6tqnmivTcfEQ+47W9BspShKZ6WCz3msMELyUZxO/1IbMYUG88Vt3kCCJEkc5mN5BR/rV9Sk70kel5q2c7m2DYc4iOar4bilmTL8KMdOOKUkaPWOv0qVtDDb83MW6NfV1GgGi72MM6+lWPrzpTGALUZC44VWNRdFUZpBBZ/z2JIbLXiEpNfuCBYE/7bWO4Is2Yse5DHStBMLOjoaR2UEy/RhvFErINXnLtMyHjC/jVXoNct2Gr25330Pe2UMP9dWE6UVsU/vwSaZzNeefudoDxVFuVCp4HOe2pes8VWkZGheMPnBcfWOvnucSN7SR522LIRShomd9NLysPmGXdEwkIDbMLFH9uIVfSzfGqk8anmNTKMXa4z+fGX0I5RSZlnmMd9zHdme6LbYTUVRLlAq+JwHJJKjCR6+G2ihyurtJbAjEkIMSdAhM0sDb2h2XsUEsU6msU5vOE1P8vhBdufnrscBb0eAW01fECbK+Iv7dtzqtFAU5RxTV5lW5AEO9PFHN3kDiCYN7LoLP7f7tBvwhllSEiopCNU42tXEtzEah212TFLi5xtl3Czhkv0xbAu8ptXLeYxIbDgZZ1pLlMjnez2RJfoVjY7/pSiK0prU1aaVHOjlz6LxLjL9XXXeEdDEsPCJlRrDD/fEVRBEhC+pCR2nCGEfieekvE5svK8PPyd5K4qiNEUFn1bw0dUhvDOgFEPAz34IAN17f0YKgQczHs2CLkzUPHgjBdJtwemxYtZNxJmL+EzcSLZN3WdRFOXC0OGDjxDiWuAFvJNizpdSzjqX2zOQLB0fSmZ0BRVmg3KT5KSlnL6VgpGb/Hi/yy84IprojlxN8OMRUF2UFUW5gHTo4COEMAH/C1wFHAU2CiGWSSl3n4vtHYu08epNgu1B5fRyGoS6TERWmBhUYsGeX8WLEU+ei80qiqJ0Oh06+AAZQLaU8gCAEOJN4Eag1YPPoo/+yoJfVlIpBDfuC4BKjTfND+IRvumC23DaAUVRlI5OSNlx23uEEDcD10opp/leTwEukVLOqJPuN8BvfC+TgKwWbCYCOAWQ4uc3qMoK+fYwWYV/x/3gmqBXFAuTf0in3b+GXIj7fSHuM1yY+61XlAhpuI8Y5UV5Z5hFbyllZGuVp6PXfJpFSjkXmHsm6wohNkkpB7dykc5rQohNnpK8C2qf4cLc7wtxn+HC3O/z7VrW0Ud4PAbE1Hod7VumKIqinMc6evDZCCQIIfoIIazAJGBZO5dJURRFaUKHbnaTUnqEEDOAFXi7Wi+UUu5q5c2cUXNdB3ch7jNcmPt9Ie4zXJj7fV7tc4fucKAoiqJ0TB292U1RFEXpgFTwURRFUdqcCj4NEEJcK4TIEkJkCyEebu/ynCtCiBghxGohxG4hxC4hxH2+5eFCiJVCiH2+/8Pau6ytTQhhEkJsEUIs973uI4RY7zvmb/k6sXQqQohQIcRSIUSmEGKPEGJoZz/WQojf+87tnUKIN4QQfp3xWAshFgohcoUQO2stq/fYCq85vv3fLoS4qK3Lq4JPPWoN23Md4ABuFUI42rdU54wHeEBK6QCGAP/l29eHgS+klAnAF77Xnc19wJ5ar/8G/I+UMh4oBO5ol1KdWy8An0opk4H+ePe/0x5rIURP4F5gsJQyDW/HpEl0zmO9CLi2zrKGju11QILv32+Af7VRGWuo4FO/mmF7pJQuoHrYnk5HSnlCSvm97+9SvBejnnj39/98yf4PGNc+JTw3hBDRwM+A+b7XAhgNLPUl6Yz7HAJcCiwAkFK6pJRFdPJjjbdXr10IYcY7ENYJOuGxllJ+BRTUWdzQsb0RWCy9vgNChRDd26akXir41K8ncKTW66O+ZZ2aECIWGAisB6KklCd8b+UAUe1UrHPleeCPgOF73QUoklJ6fK874zHvA+QBr/qaG+cLIQLoxMdaSnkMmA0cxht0ioHNdP5jXa2hY9vu1zgVfBQAhBCBwDvA76SUJbXfk97++J2mT74QYgyQK6Xc3N5laWNm4CLgX1LKgUA5dZrYOuGxDsP7K78P0AMI4KdNUxeE8+3YquBTvwtq2B4hhAVv4HldSvmub/HJ6mq47//c9irfOTAcGCuEOIi3SXU03nshob6mGeicx/wocFRKud73eineYNSZj/WVwA9SyjwppRt4F+/x7+zHulpDx7bdr3Eq+NTvghm2x3evYwGwR0r5j1pvLQNu8/19G/BBW5ftXJFS/klKGS2ljMV7bFdJKScDq4Gbfck61T4DSClzgCNCiCTfoivwTj/SaY813ua2IUIIf9+5Xr3PnfpY19LQsV0GTPX1ehsCFNdqnmsTaoSDBgghrsd7X6B62J5n2rlI54QQYgTwNbCDH+9//BnvfZ//AL2AQ8DPpZR1b2Z2eEKIy4EHpZRjhBBxeGtC4cAW4JdSSmd7lq+1CSEG4O1kYQUOALfj/RHaaY+1EOJJYCLenp1bgGl47290qmMthHgDuBzvNDAngceB96nn2PoC8Ut4myArgNullJvatLwq+CiKoihtTTW7KYqiKG1OBR9FURSlzangoyiKorQ5FXwURVGUNqeCj6IoitLmVPBRlBbyjQx9j+/vHkKIpU2tcxbbGuDr9q8onYoKPorScqHAPQBSyuNSypubSH82BgAq+CidjnrOR1FaSAhRPcp5FrAPSJFSpgkhfoV31OAAvEPVz8b7MOcUwAlc73vAry/eKTsi8T7gd6eUMlMIcQveBwN1vANgXglkA3a8Q5/MBJYDLwJpgAV4Qkr5gW/b44EQvA9QvialfPIcfxSKcsbMTSdRFKWOh4E0KeUA30jgy2u9l4Z3ZHA/vIHjISnlQCHE/wBT8Y6aMRe4W0q5TwhxCfBPvOPLPQZcI6U8JoQIlVK6hBCP4Z2LZgaAEOK/8Q4H9GshRCiwQQjxuW/bGb7tVwAbhRAftfVT64rSXCr4KErrWu2bF6lUCFEMfOhbvgPo5xs9fBjwtneEEwBsvv/XAouEEP/BOwBmfa7GOyjqg77XfniHTgFYKaXMBxBCvAuMAFTwUc5LKvgoSuuqPT6YUeu1gff7puGdS2ZA3RWllHf7akI/AzYLIQbVk78AJkgps05b6F2vbhu6alNXzluqw4GitFwpEHQmK/rmSvrBd38H36jC/X1/95VSrpdSPoZ30reYera1Avitb2BIhBADa713lRAiXAhhx3vvae2ZlFFR2oIKPorSQr6mrbVCiJ3A388gi8nAHUKIbcAufpyi/e9CiB2+fNcB2/AO/e8QQmwVQkwE/oq3o8F2IcQu3+tqG/DOy7QdeEfd71HOZ6q3m6J0Ar7ebjUdExTlfKdqPoqiKEqbUzUfRVEUpc2pmo+iKIrS5lTwURRFUdqcCj6KoihKm1PBR1EURWlzKvgoiqIoba7DDq+zefPmrmazeT7egRRVEFUURTl/GMBOj8czbdCgQbn1JeiwwcdsNs/v1q1bSmRkZKGmaaq/uKIoynnCMAyRl5fnyMnJmQ+MrS9NR64xpEVGRpaowKMoinJ+0TRNRkZGFuNtmao/TRuWp7VpKvAoiqKcn3zX5wZjTEcOPoqiKEoH1WHv+dQ14KnP+hdVuFttf0L9LZ6tj129rbXya67777+/R2BgoP7UU0+d/N3vftfj8ssvLx03blxp7TTLly8Peu6556JWr16d3VA+69atsx85csQ6ceLE4jMpxw033NAnKyvLPnny5FOPP/54vTcMm2vOnDldNm3aFLB48eLDZ5NPc414c0T/Ymdxq50LIbYQzzeTvmnzc6EhEyZMiB0zZkzx7bffXthQmjlz5nQZO3ZsSWxsrLu5+WZlZVnHjBmTsG/fvl0NpenI58WCB77qX1XuabXzwi/A7LnjuUsbPS+efvrprgsXLoxMS0urWLZs2Q913//qq6/8Fy5c2GXRokVHzuTz6NmzZ/qmTZv2dO/e3XMm22+J5pwfLdFpgk9rBp5zkd+ZeP7554+f6bqbNm3y37RpU8CZBJ/Dhw+bt23bFnD48OGdZ7r99tSagedc5NcWXnvttYgBAwZUtiT4NKWjnxetGXiam9+CBQsiP//88719+/at9zhceumlFZdeemlFa5arJdtvT6rZ7Sy99NJLXRITEx1JSUmOcePG9VmyZElIv379klNSUhzDhg1LPHLkiBm8NZpbbrklNiMjIyk6Ojr96aef7lqdx0MPPdQtNjY2bdCgQUn79u2rnlKZCRMmxL766qthAEuXLg3u06dPqsPhSFm6dGlodZrVq1f7DxgwIDklJcUxcODA5G3bttmqqqrEzJkze3z44YdhycnJjnnz5oWVlJRot9xyS2x6enpKSkqK47XXXgulAVdeeWVibm6uNTk52fHpp58GZmRkJH311Vf+ACdOnDD37NkzHby/XK+++uq+I0eOTOjdu3fa3XffHV2dxwsvvNAlNjY2LT09PWXdunWB1csXLlwYlpCQkJqUlOQYPHhwUuschfND3XMhKyvLOmTIkMTExETH0KFDE/ft22cF73GdPHlyr/79+ydHR0enL1++POiWW26JjYuLS50wYUJsdX7+/v4D77jjjpj4+PjUoUOHJh4/fvwnF7uvv/7a/+KLL05KTU1NGTFiRMKhQ4csr776atjOnTv9p06dGpecnOwoKysT9aWrXj8pKcmRlJTk+Mc//tG1bv61qfOiZX7xi1/0Onr0qO26665LeOSRR7rV/Z6CtxVj1KhR8XXXPX78uPmaa67pm5aWlpKWlpby2WefBQDk5OSYhg8fnhAfH586ceLE3o0NDF17+08++WTX+++/v8djjz0WVf1+QkJCalZWljUrK8saFxeXOmnSpN7x8fGpw4cPTygrKxPQ8PmxadMmv/T09JTk5GRHYmKiY8eOHbb6ytAYFXzOwqZNm/xmz57dfc2aNXuzsrJ2v/LKK4evuuqqsq1bt2bu2bNn980331zw1FNPdatOn52d7bdmzZq9Gzdu3DN79uweTqdTfP311/7vvfde+I4dO3avXLly37Zt2wLqbqeiokLMmDEjdtmyZdk7d+7ck5uba6l+r3///lUbN27M3LNnz+7HH3/82B//+MdoPz8/+ac//en4DTfcUJiZmbn7zjvvLPzzn//cfdSoUSU7duzY8/XXX2c9+uij0SUlJfUe/w8//DA7JibGmZmZufvaa68ta+wz2L17t//7779/YM+ePbuWLVsWlp2dbTl06JBl1qxZPdatW5e5cePGzL1799qr08+aNav7Z599tjcrK2v3p59+2mCzYUdT37kwffr0XpMnT87fu3fv7okTJ+ZPnz49pjp9cXGxecuWLZmzZs06MmnSpPg//OEPJ/ft27crMzPTvm7dOjtAZWWlNnjw4PLs7Oxdw4cPL3344Yd71N6m0+kU9957b68PPvhg/65du/bcdtttpx588MGet99+e2FaWlrF4sWLD2RmZu62WCzUlw7gjjvuiH3++ecPZ2Vl7W5qH9V50TJLliw53LVrV/eaNWv2PvDAA7l1v6eNrXvXXXfF3H///Sd37ty557333tt/9913xwI8/PDDPYYOHVqWnZ29a/z48UUnTpywNmf7TTWRHj582O/ee+/Nzc7O3hUSEqIvXrw4DBo+P1588cXIe+6552RmZubu7du37+nTp4+r2R+MT4drTjifrFixIviGG24orG5vjYqK0jds2GAfN25cdF5ensXlcmkxMTHO6vRXX311kd1ul3a73RMeHu4+evSoefXq1YHXX399UVBQkFGdpu52tm7d6hcdHe1MT093AkyePDl//vz5kQAFBQWmiRMn9jl48KCfEEK63W5RX1m//PLL4BUrVoTOmTOnG3gvXNnZ2daLLrqo6mw+gxEjRpR06dJFB4iPj6/av3+/LTc31zxkyJDSHj16eABuuummgr179/oBDB48uGzy5MmxEyZMKJw8eXKD9yw6mvrOhS1btgR88skn+wGmT59e8OSTT9ZccH72s58VaZrGRRddVNGlSxd3RkZGJUBiYmLl/v37bcOGDavUNI1p06YVAPz617/Ov+mmm077hbx9+3bbvn377KNHj04EMAyDyMjInzSvNJTu1KlTptLSUtN1111XVr2NVatWhbTG56HOi9M193tabe3atcH79u2rCc5lZWWm4uJi7bvvvgt69913swEmTZpUfNddd+mtUb6ePXs6hw0bVgkwcODAioMHD9oaOz+GDh1aPnv27O5Hjx61Tpo0qbD62tQSKvi0shkzZvS67777ciZPnly8fPnyoKeeeqrm16rNZqupI5tMJjweT6MnYHM89NBDPS+77LLSlStX7s/KyrKOHj263iYLKSVLly7N7t+/f8tPErNZ6rr3HK+oqDitzFartfY+NfmlWrJkyeFVq1YFLFu2LGTQoEGOzZs37+7WrVurfIE6Ej8/Pwne86D2Z6hpWoPnhRCnL5ZSivj4+MqtW7dmNrathtKdOnXKdMY7gDovWqK539NqUkq+//77Pf7+/q32OInZbJaGYdS8djqvBpSvAAAMSElEQVSdNcek7vGqrKxstFXs7rvvLhg5cmT5e++9FzJmzJiEF1988dDYsWNLG1unLtXsdhauueaakg8//DAsJyfHBHDy5ElTaWmpqVevXm6ARYsWdWkqj9GjR5d9/PHHoWVlZaKwsFBbuXLlT+7FDBgwoOrYsWPWXbt22QDefPPN8Or3SkpKTNHR0S6AV155JaJ6eXBwsF5WVlZzfEeNGlXy3HPPRVWffGvXrq35VdWUmJgY54YNGwIAXn/99bCm0l966aXl69evD8rJyTE5nU7x3nvv1ayza9cu2+jRo8uff/7542FhYZ4DBw402GzQkdR3LgwcOLB8/vz5YQCvvPJK+ODBgxttqqrLMAyq7/ktWrSoS0ZGxmlf7n79+lUVFBSYP//88wDwXkw2bdrkBxAYGKgXFxebGksXERGhBwUF6StWrAj0bSOcFlDnRfM19D1tyIgRI0pmzpxZc4+luil2yJAhpdXXlf/85z/BJSUlzf4BERsb69y6dWsAwDfffON/7NixRu/TNHZ+7N6925qSkuJ89NFHc6+55pqirVu3Nvt6Uq3TBJ9Qf0u9XQ3PZX6DBw+ueuCBB06MHDkyOSkpyXHPPffEPPLII8dvvfXWvqmpqSldunRpMo8RI0ZUjB8/viAtLS31yiuvTOjXr1953TT+/v7yxRdfPDRmzJh4h8OREhERUZPvQw89lPPEE09Ep6SkODyeHzd33XXXle7du9de3eFg1qxZxz0ej0hOTnbEx8enPvrooz2b+1k8/PDDJxcsWBCZkpLiOHXqVJO15d69e7sfeuih40OGDEkZPHhwcmJiYk3T3u9///voxMRER0JCQurFF19cNmTIkMrmlqO5QmwhrXouNCe/+s6Fl19++fC///3viMTERMcbb7zR5Z///OeRlmzXbrcbGzZsCEhISEj96quvgmbOnHmi9vt+fn7yzTff3P/www9HJyUlOVJTUx1r1qwJBJg6deqp3/72t72Tk5MdHo+HhtItWLDg4L333tsrOTnZIaVsUU28o50XfgHmVj0vWpJfQ9/ThsydO/fI999/H5CYmOjo27dv6ksvvRQJMGvWrONr164NjI+PT3333XfDunfv3ux7LVOnTi0sLCw0xcfHp77wwgtde/fu3WSTe0Pnx2uvvRaemJiYmpyc7NizZ4/9rrvuym9uOap12Gm0t23bdrB///6n2rscinKu+Pv7D6yoqNjS3uVQlDO1bdu2iP79+8fW916nqfkoiqIoHYfqcHABe+edd4IfeeSR07p8xsTEOFeuXLm/vcqk/Ki9aj3qvOhYcnJyTJdffvlPOjB8+eWXWedzpw3V7KYoiqKcE6rZTVEURTmvqOCjKIqitDkVfBRFUZQ2p4KPoiiK0uY6T2+3v/XpT2VB6+2PPdzDQz+02hwuy5cvD7LZbMZVV11VDvDss89G+vv7GzNmzGjxw1n12bJli9+tt94aJ4Rg6dKl+1NTU1s8jE5tGRkZSbNnzz5yLod7P1f2DhnaXy8qarVzwRQa6kn87ttGz4X65jppaK6W2nM2NbcMTT3zc9ddd0V/8cUXIVdccUXxK6+8crS5+danOfNFKcrZ6jzBpzUDzznIb9WqVUGBgYF6dfD54x//mNea+b/99tuhY8eOLXz22WdPNJ26c2vNwHM2+Z3ruVpqW7JkSURhYeFWs7nzfKWVzk01u52lK6+8sm9qampKfHx86uzZsyPAO/eOw+FISUpKcgwdOjQxKyvLunjx4siXX345qnoulOq5NbZs2eKXnp6eUp1fVlaWNTEx0QH1z9VSXxneeuutkLlz50YtWrQo8pJLLknMysqyJiQkpFa//9hjj0Xdf//9PcBbo5k+fXrP9PT0lNjY2LRPP/00EKCsrEyMGTMmLi4uLvWqq67qW1VVJQA8Hg8TJkyITUhISE1MTHQ8+eSTjc75otSMe+X4y1/+ElXfXC217dq1yzZy5MiE1NTUlEGDBiVt2bLFDyAzM9M6YMCA5MTERMe9997bo7E8Ro8eHV9RUWFKS0tzzJs3L6z2PFDgrTWBt0aTkZGRdO2118b16dMndezYsX2qx/praL6ojz76KDA5OdmRnJzsSElJcRQWFqprhtIq1M+ks/T6668fjIqK0svKysTAgQMdEydOLJoxY0bsl19+mZmcnOw6efKkKSoqSp86dWpe7aaWzz77LBhg4MCBVW63W2RmZlqTk5NdixcvDh83blxh9VwtH330UXaPHj088+bNC3vwwQd7vv322wfrlmHixInF69evr8k/Kyur0UEZPR6P2LFjx5633nor5Kmnnupx7bXX7p09e3ZXu91uHDhwYNf69evtw4cPdwB8++23/idOnLBUNyed7UjInd22bdtskyZN6rtw4cIf8vPzzd98801QY+mnTZvWe+7cuYfS09Odq1atCpg+fXqv7777bu8999zTa9q0aXkzZszInzlzZmRjeaxatSrb399/YGZm5m6ATz/9tMFpEfbs2WPfunXrgdjYWPegQYOSV65cGThy5MjyGTNmxK5cuTIrNTXVOWbMmLjq9M8991y3OXPmHLr66qvLi4uLNX9/f6OhvBWlJdSvmLP0t7/9LSopKckxaNCglJycHMucOXMiMzIySpOTk13gndelqTzGjRtXsHjx4nCA9957L2zKlCkFtedgSU5Odvz973/vfvz48XprPi11yy23FAIMGzas/OjRo1aAb775JnDKlCn5AJdcckllYmJiBUBycrLzyJEjtttuuy1m6dKlwWFhYeftE9PtraCgwDxu3Lj411577cDQoUObHBizuLhY27JlS+Att9zSNzk52XHPPff0rp4o8Pvvvw+88847CwDOZNDGhqSnp5f37dvXbTKZSE1Nrdi/f7+19nxRmqYxefLkmu0NGTKk7MEHH4x5+umnu546dcpksbTKKagoKvicjeXLlwetWbMmaNOmTZlZWVm7U1JSKgcOHNjiNv4pU6YUvv/++2Hbt2+3CSFIT093Vs/BkpmZuTszM3P33r17d69du3Zfc/KrO29HVVXVace5ei4Zs9mMruuNjmQcGRmp79y5c/eoUaNKX3755chJkybFtnT/LhRBQUF6jx49XKtXrw5sOjXouk5QUJCn+hhnZmbuPnDgQE2HBU3Tzmj4kdrz7Oi6Tu25dFo6p9R///d/58yfP/9QZWWlNnLkyOTqZkFFOVsq+JyFoqIiU0hIiB4UFGRs2bLFb9u2bQFVVVXahg0bgjIzM63gndcFvBem0tLSepusUlNTnZqm8dhjj/UYP358ATQ+V0tToqOjPQUFBeacnBxTZWWlWLFiRZOzU44YMaLs9ddfDwfYuHGj3969e/0BTpw4YdZ1nV/96ldFM2fOPLZjxw7/5pThQmSxWOQnn3yy/4033ujy8ssvNzk3Tnh4uBEdHe1auHBhGHjn7/n222/tABdddFHZvHnzwgHmzZvX5LxQtfXu3du1efNmf4AlS5aENhVgGpsvateuXbaMjIzKZ555Jqdfv37lO3fuVMFHaRWdJ/jYw1t1ro7m5DdhwoRij8cj4uLiUv/whz/07N+/f3nXrl09c+bMOTh+/Pj4pKQkx/jx4+N8aYs++uij0OoOB3Xzuummmwo++OCD8ClTphRC43O1NMVms8kHHnjgxMUXX5wycuTIxPj4+Cbn7XjwwQdzy8vLTXFxcamPPPJIT4fDUQ5w8OBBy4gRI5KSk5MdU6ZMiXvqqafOqhtvWzCFhrbqudCS/IKDg40VK1Zkv/TSS1HFxcVNfr/eeOONA6+++mpEUlKSIyEhIfWdd94JBfjnP/95eO7cuV0TExMdx44da1Fb129/+9u8devWBSUlJTnWrVsXYLfbG71P09h8Uc8++2zX6s4mFotF3nzzzcUtKYuiNEQNLKooiqKcE2pgUUVRFOW8orpadzBTpkzptXHjxtOa36ZPn37yvvvua7UeUcr5acOGDfapU6f2qb3MarUa27dvz2yvMinKmVLBp4P597//fbi9y6C0j4yMjMrqZ3kUpaPryM1uhmEYjfbiURRFUdqH7/rcYGeXjhx8dubl5YWoAKQoinJ+MQxD5OXlhQA7G0rTYZvdPB7PtJycnPk5OTlpdOwgqiiK0tkYwE6PxzOtoQQdtqu1oiiK0nGpGoOiKIrS5lTwURRFUdqcCj6KoihKm1PBR1EURWlzKvgoiqIobe7/AfJAe7b1Kt3IAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'df' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-150-4604a1f8b5db>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'timestep'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'candidate_funds'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'active_funds'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'completed_funds'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'killed_funds'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'failed_funds'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'area'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Proposal Status weighted by funds requested'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Funds worth of proposals'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mncol\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'upper center'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbbox_to_anchor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m-\u001b[0m\u001b[1;36m0.15\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
+     ]
     }
    ],
    "source": [
@@ -1507,27 +1167,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 151,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'df' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-151-598f6f954059>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mnets\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnetwork\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
+     ]
+    }
+   ],
    "source": [
     "nets = df.network.values"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 152,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'nets' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-152-221202b0782f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mN\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0msnap_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnets\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mN\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msize_scale\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m300\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msavefigs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'nets' is not defined"
+     ]
     }
    ],
    "source": [
@@ -1550,18 +1223,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 153,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'nets' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-153-fddcd180e852>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msnap_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnets\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m80\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m81\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msize_scale\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m300\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msavefigs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'nets' is not defined"
+     ]
     }
    ],
    "source": [
@@ -1570,30 +1244,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 154,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2ed2ad22d0>"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'df' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-154-94b1a2148748>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'timestep'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'effective_supply'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
+     ]
     }
    ],
    "source": [
@@ -1602,30 +1265,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 155,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f1fce18d0>"
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "output_type": "error",
+     "ename": "NameError",
+     "evalue": "name 'df' is not defined",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-155-1cd5049c4aa4>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'timestep'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'participant_count'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
+     ]
     }
    ],
    "source": [
@@ -1670,4 +1322,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
+}
\ No newline at end of file

From 84d08899bb266571b76884aa316d5d9c0724d8d4 Mon Sep 17 00:00:00 2001
From: Jeff Emmett <jeffemmett@gmail.com>
Date: Tue, 11 Aug 2020 17:16:55 -0600
Subject: [PATCH 9/9] Jeff's final edit to Deriving Alpha notebook

---
 models/v3/Deriving_Alpha.ipynb | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/models/v3/Deriving_Alpha.ipynb b/models/v3/Deriving_Alpha.ipynb
index fcebca0..70c2535 100644
--- a/models/v3/Deriving_Alpha.ipynb
+++ b/models/v3/Deriving_Alpha.ipynb
@@ -103,13 +103,13 @@
     "\n",
     "The equation $\\hat y(x) = \\frac{x}{(1-\\alpha)}$ tells us precisely that each token in a conviction voting system contributes at most $\\frac{1}{1-\\alpha}$ \"conviction\" toward passing the proposal.\n",
     "\n",
-    "Clearly, this expression goes unstable when $\\alpha =1$, in which case our algorithm diverges. Consider the sum over time to see the instability:\n",
+    "Clearly, this expression goes unstable when $\\alpha =1$, in which case conviction does not decay and our algorithm diverges. Consider the sum over time to see the instability:\n",
     "\n",
     "$\\lim_{T\\rightarrow \\infty} y_T \\ge \\lim_{T\\rightarrow \\infty} \\sum_{t=0}^{T-1} \\bar x = \\infty$\n",
     "\n",
     "for strictly positive values $x_t\\ge \\bar x >0$ as $T\\rightarrow \\infty$.\n",
     "\n",
-    "So in conviction voting we require that $\\alpha\\in [0,1)$. Technically it is legal to set $\\alpha = 0$ at which point this system simply $y_{t+1} = x_t$ sets the conviction to the amount of tokens staked. Although, $x_t$ can still vary overtime, there is no accumulation. The choice of $\\alpha>0$ is made to create a \"leaky integrator\" which takes its name from a leaky bucket analogy.\n",
+    "So in conviction voting we require that $\\alpha\\in [0,1)$. Technically it is legal to set $\\alpha = 0$ at which point this system simply $y_{t+1} = x_t$ sets the conviction to the amount of tokens staked at the current timestep. Although $x_t$ can still vary overtime, there is no accumulation. The choice of $\\alpha>0$ is made to create a \"leaky integrator\" which takes its name from a leaky bucket analogy.\n",
     "![](https://i.imgur.com/JemMMlo.png)\n",
     "\n",
     "The leaky bucket analogy also helps us understand $\\alpha$ in terms of its relationshio to the \"half-life\" of the fluid in the bucket when we turn off the inflow. In this case there is some previously accumated conviction in our initial condition $y_0 >0$ but $x_t = 0$. In this case the dynamics are simply:\n",