From 2b216a7f81f7140fe751c3f2082a8cccd4c24cd3 Mon Sep 17 00:00:00 2001 From: Andrew Clark Date: Fri, 14 Aug 2020 16:43:01 -0400 Subject: [PATCH] running --- ...n_Conviction_Voting_Model-checkpoint.ipynb | 672 +- .../v3/Aragon_Conviction_Voting_Model.ipynb | 672 +- models/v3/Deriving_Alpha.ipynb | 35548 +++++++++++++++- models/v3/images/snap/0.png | Bin 69043 -> 84228 bytes .../model/__pycache__/config.cpython-37.pyc | Bin 1430 -> 1409 bytes .../v3/model/__pycache__/run.cpython-37.pyc | Bin 7937 -> 7912 bytes models/v3/model/config.py | 6 +- models/v3/model/run.py | 25 +- 8 files changed, 36533 insertions(+), 390 deletions(-) diff --git a/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb b/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb index ca648f5..d78e52a 100644 --- a/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb +++ b/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb @@ -333,7 +333,7 @@ "metadata": {}, "source": [ "## Configuration\n", - "Let's factor out into its own notebook where we review the config object and its partial state update blocks." + "Let's factor out into its own notebook where we review the config object and its partial state update blocks. We will initialize the network x object and pull out the simulation configuration, state_variables, and partial state update blocks from the [config.py](model/config.py)." ] }, { @@ -341,6 +341,13 @@ "execution_count": 1, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Params (config.py) : {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998, '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" + ] + }, { "name": "stderr", "output_type": "stream", @@ -348,13 +355,6 @@ "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", " import pandas.util.testing as tm\n" ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Params (config.py) : {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998, '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" - ] } ], "source": [ @@ -367,15 +367,7 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Params (config.py) : {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998, '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" - ] - } - ], + "outputs": [], "source": [ "from copy import deepcopy\n", "from cadCAD import configs\n", @@ -383,28 +375,18 @@ "# Initialize network x\n", "for c in configs:\n", " c.initial_state = deepcopy(c.initial_state)\n", - "\n", - " print(\"Params (config.py) : \", c.sim_config['M'])\n", - "\n", " c.initial_state['network'] = initialize_network(initial_values['n'],initial_values['m'],\n", " initial_values['initial_funds'],\n", - " initial_values['supply'],c.sim_config['M'])" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ + " initial_values['supply'],c.sim_config['M'])\n", + " \n", "# pull out configurations to illustrate\n", - "sim_config,state_variables,seeds,partial_state_update_blocks = config.get_configs()\n", + "sim_config,state_variables,partial_state_update_blocks = config.get_configs()\n", "state_variables['network'] = c.initial_state['network']" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -427,7 +409,7 @@ " 'variables': {'network': }}]" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -447,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -460,7 +442,7 @@ " 'supply': 22392.22}" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -480,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -499,7 +481,7 @@ " 'lowest_affinity_to_support': 0.3}" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -508,22 +490,29 @@ "sim_config[0]['M']" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Initial state variable values" + ] + }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'network': ,\n", + "{'network': ,\n", " 'funds': 4867.21,\n", " 'sentiment': 0.6,\n", " 'effective_supply': 14020.008000000002,\n", " 'total_supply': 22392.22}" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -536,7 +525,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Andrew UPDATE\n", "## Hyperparameter explanations:\n", "* $\\beta$ = .2 Upper bound on share of funds dispersed in the example Trigger Function\n", "* $\\rho$ = 0.002 Scale Parameter for the example Trigger Function\n", @@ -551,13 +539,6 @@ "* lowest_affinity_to_support': [0.3],# lowest affinity to required to support a proposal\n" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# TODO Pull out. Only read, not set variables" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -574,7 +555,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -588,18 +569,18 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type': 'participant',\n", - " 'holdings': 486.5022169604887,\n", - " 'sentiment': 0.9223857537413497}" + " 'holdings': 758.4701233898538,\n", + " 'sentiment': 0.36153123371230367}" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -611,7 +592,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -620,13 +601,13 @@ "Text(0, 0.5, 'Count of Participants')" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -647,7 +628,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -668,13 +649,13 @@ "Text(0.5, 1.0, 'Participants Social Network')" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -690,7 +671,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -700,11 +681,11 @@ " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", - " 'funds_requested': 492.2258454429512,\n", - " 'trigger': 20663.16831435627}" + " 'funds_requested': 1635.5704024958463,\n", + " 'trigger': inf}" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -730,7 +711,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -740,7 +721,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -749,13 +730,13 @@ "Text(0, 0.5, 'Amount of Honey requested(as a Fraction of Funds available)')" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAFACAYAAACx2ns2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3dd5xcVf3/8dc7FEMJzYB0QglqQEQMoIAFBMUvkiiCSFOKIiqC7avoFxGxISrqD1GJIKEpTUooioqAIEoSinQk0kKTIpAAEgh8fn+cM+Rm2Zk9m+Te2ey+n4/HfezcMve+Z3Z3ztx7zj1HEYGZmQ1dw7odwMzMussFgZnZEOeCwMxsiHNBYGY2xLkgMDMb4lwQmJkNcS4IzMyGOBcEZmZD3KKdVkp6K7An8DZgFeC/wM3ARcCpEfFU7QnNzKxWandnsaTfAQ8C5wNTgUeA4cD6wNbAjsDRETGpmahmZlaHTgXByIh4rOOTC7YxM7OBrW1BMNdG0lrA6Ij4k6QlgEUjYmbt6czMrHZ9VhZL+jhwNnBcXrQ6cF6doczMrDklrYY+DWwJzACIiDuBleoMZWZmzSkpCGZFxPOtGUmLAu672sxskCgpCK6Q9FVgCUnbAWcBF9Qby8zMmtJnZbGkYcB+wLsBAZcAx4dHtDEzGxSKWg2Zmdng1fbOYkk30aEuICI2qiWRmZk1qtMNZWt1emJE3FtLIjMza1TpDWUrA5uRzhCmRMTDdQczM7NmlNxQ9jFgMrATsDPwd0n71h3MzMyaUdJq6A5gi4h4PM+/Grg6Il7bQD4zM6tZyX0EjwPVfoVm5mVmZjYIdGo19Pn8cBpwjaTzSXUE44EbG8hmZmYN6DQwzYj88195ajm/vjhmZtY031BmZjbEdRyqEkDSisCXgA1II5QBEBHb1JjLzMwaUlJZfBpwO7A28A3gHmBKjZnMzKxBJc1Hr42IN0u6sdWthKQpEbFpIwnNzKxWfV4aAl7IPx+StANpQPsV6otkZmZNKikIviVpWeALwDHAMsDnak1lZmaNcashM7MhrtMNZcfQuRvqg2pJZGZmjerUamgqcG2HyRZCki7PHQkOCJJeI+kvkmZK+mG38yxokkLSet3O0ZuB9rcwUEmaKOlb3c5Rp7ZnBBFxUpNBhhJJ9wCvAV4kVcZfDRwQEdO7mWteSJoI3B8Rh87jLvYHHgOW6W3407z/3YHn83Qt8JmIuH0ejzfgSdobOAH4b2XxxIg4sDuJ5pA0CrgbeCYvegz4RUQc2a1MfZEUwOiImNbtLANV2zMCST/OPy+QNKnn1FzEQWvHiFgaWAX4N6kivt8klVT410LSIgtgN2sBt/YxBvZR+b1aHXgEmNhLFuXxtQeLv0XE0pWp64VAD8vl38nOwNckbdftQDbvOv3jnJJ//gD4YS+TLQAR8RxwNjCmtUzSDpKulzRD0nRJh1fWjcqXG/aTdB/w5972K2m8pBvyPv4lafvK6rUk/TVfjvmDpJGV550l6WFJT+VLNhtU1k2U9HNJF0t6BtgP2AP4kqSnJV3QJssWkqbkfU6RtEVrf8BHK8/fto/36lng18CG+fmXS/q2pL8CzwLrtDtWZfvvSpqc35fzJa1QWT9O0i2Snszbvr6y7suSHsjv2R2S3pWXbybpb/k5D0n6qaTF27wP/yPp1ryPByR9sdPr7eX5e0u6qseyly895d/PsZIuyse4RtK6lW23k3R7fm9+Cqiybj1JV+R1j0k6oyRTREwFbgE2ruxrX0m3SXpC0iWqjHbYM0M+5sfyusMlnVrZtvW3vmieX1bSCfl9fkDSt1pfRtrll/SXvLt/5L+xXfPy9+X/jyclXS1po8px3yTpuvwenkGlR4VBKyI8NTyR7s7eNj9eEjgJOLmy/p3AG0gF9UakM4b353WjSJX4JwNLAUv0sv/NgKeA7fI+VgNel9ddTupEcH1giTx/ZOW5+5I6HHwV8GPghsq6iXm/W+b9Ds/LvtXhta4APAHsRboUuVuef3Vln52e//J6YGlSQXBl5bXcR+r+ZFHS5bZOx7oceIBUkCwF/BY4Na9bn3S5YztgMVK3KtOAxYHXAtOBVSu/g3Xz4zcDb8nHGwXcBny2kj+A9fLjh4C35cfLA5u0ec17A1eVLO+x/4mkLuI3y3lOA07P60aSupDfOb++zwGzgY/l9b8B/q/ye92qTbZR+ZiL5vm3kArhD+T58fl9e33OcChp/JKSDIe3fh9tjnUucFz+3a1EGjDrE33lr75Hef5NpDPLzYFFSF9G7iH9zS8O3JuzLZazvkCHv9HBMJV8aI0mfWO9FbirNXU7+MI85T+6p4En8x/Zg8AbOmz/Y+BH+XHrn2OdDtsf19q+l3WXA4dW5j8F/L7NtsvlYy2b5ydSKbAqyzp9kO8FTO6x7G/A3oXPnwg8l9+rh4FJzPkQvhw4oh/Hupy5C70xpHqHRYCvAWdW1g0jFRrvBNbLHxzbAov18bv9LHBuZb76QX0f8AlSfUinfexN+oB8sjK9hbKC4PjKuv8Bbs+PPwL8vbJOwP3M+RA+GZgArN5Httbf35OkOowgXTVoNUX/HbBfj/fxWdIlwL4yHE6bgoBUyM+i8sWHVNBf1ld+XlkQ/Bz4Zo9t7gDeAbyd9P+oyrqrGeQFQck11RPzGzcb2Dq/4ad2fIaVeH9ELEf69nIgcIXS2NBI2lzSZZIelfQUcADp21RVp4rlNZi76/CeqmNOP0v6po2kRSQdqXQpaQapwKLHsftbob0q6RtW1b2ks5RSP4iI5SJi5YgYFxHV11bNU3Ks6T3WLUZ6fXM9NyJeytuuFqmS8bOkD6pHJJ0uaVUASetLujBfTpsBfIdX/q5aPkj6cL43X8Z4a4fX/Pf8mlvT3ztsW9Xr7za/vpdfe6RPuOp78SXSB/PkfHmsr+FoR+Z9f4FUWC6Wl68F/CRfcnkS+E/e72oFGTpZKx/jocq+jyOdGfQ3/1rAF1r7yftaI+dbFXggZ2vp+Tc16JQUBEtExKWkEvLeiDgc2KHeWENHRLwYEeeQWhBtlRf/mvTNd42IWBb4BZXrua2ndtjtdGDdDuvb2Z10ar8tsCzpGxk9jt3zuH3dkfgg6R+vak3St+0FoXr8kmOt0WPdC6SWL3M9V5Lytg8ARMSvI2KrvE0A38ub/pzUKePoiFgG+Cqv/F2R9zElIsaTPrzOA84sfpXJM6RLia2MK/fjuQ9Ree2V19fK9nBEfDwiViWdtfxMfTR7zX+7R5PO2D6VF08nXa6pFmJLRMTVfWXo+fqA6uubTjojGFnZ7zIRscE85J8OfLtHxiUj4jc542o5W8uand6HwaCkIJil1BrjTkkHSvoAc75l2HxSMp50zfi2vHgE8J+IeE7SZqQP6P44AdhH0rskDZO0mqTXFTxvBOmf7XHSP+R3Cp7zb2CdDusvBtaXtLukRXNl3RjgwoJ991fJsfaUNEbSksARwNkR8SLpQ3mH/J4tRvqmOwu4WtJrJW0j6VWkD73/Ai/l/Y0AZgBP5/f4k70Fk7S4pD0kLRsRL+TnvNTbth38A9hA0saShpPOUEpdlJ+7U658PYjKB62kXSStnmefIBV2pfmOJFX4Dyd9afmKciODXMG7S0kG4Abg7ZLWVOrW5iutFRHxEPAH4IeSlsl/1+tKekdB/p5/o78EDshn3pK0lFIDjRGkS4mzgYMkLSZpJ1Kdy6BWUhAcTPpQOIhUMbYnqXLF5s8Fkp4mfSB8G/hoRNyS130KOELSTOAw+vnNMSImA/sAPyJV7l7BK78p9+Zk0mnwA6Q6oZLLEScAY/Ip9nm9ZHkceB/pg/Vx0in8+yLisYJ990vhsU4hXUt/mHRZ7qD83DtIf9vHkM4QdiQ18X2eVIl4ZF7+MOkbfetD6oukgnom6QOmU2ubvYB78iWkA0gtrvrz+v5JKrz+BNwJXNX5GXM99zFgl/w6HifV/f21ssmmpCFpnyadjR4cEXcV7v4i0ofvxyPiXNLZ0un5dd4MvLckQ0T8kfT+3Ui6X6Tnl4WPkCpzb83HO5vU/Lqv/IcDJ+W/0Q9Faun0ceCneT/TSPUv5N/3Tnn+P8CuwDmF78NCq6Qb6k0i4rqG8pjVRtLlpMrI47udxRL/TgaGkjOCHyq1Cf6mpA1rT2RmZo3qsyCIiK1JrYUeBY6TdJOkee1OwMzMBph+dUMt6Q2k6667RkSvd0+amdnCpc8zAkmvV7r1+yZSRdrVpD5fzMxsECipLP4bcDpwVkQ82EgqMzNrzEI3QtnIkSNj1KhR3Y5hZrZQufbaax+LiBV7W9dnF8aSRgPfJd2Y83IvfBHR6Sai2owaNYqpU6d249BmZgstSW27ynBfQ2ZmQ5z7GjIzG+JKRreaq68hUvcD7mvIzGyQcF9DZmZDXJ9nBBExJT98mtSRmZmZDSKDabBvMzObBy4IzMyGOBcEZmZDXElfQ0flEYEWk3Sp0ji6ezYRzszM6lfSfPTdEfGlPETlPaTRe/6Cbyozs0Fu1CEXdTvCXO45sp5buEouDbUKix1IHc89VUsSMzPripIzggsl3U4asPuTklYkDeBtZmaDQMkIZYcAWwBjI+IF4FlgfN3BzMysGW3PCCTt1Muy6uw5dQSyuQ2Va5Rm1j2dLg3tmH+uRDoj+HOe35o0SpkLAjOzQaBtQRAR+wBI+gMwJiIeyvOrABMbSWdmZrUraTW0RqsQyP4NrFlTHjMza1hJq6FLJV0C/CbP7wr8qb5IZmbWpJLeRw/MFcdvy4smRMS59cYyM7OmlJwREBHn4MphM7NBqaSvoZ0k3SnpKUkzJM2UNKOJcGZmVr+SM4KjgB0j4ra6w5iZWfNKWg3924WAmdngVXJGMFXSGcB5wKzWwlxvYGZmC7mSgmAZUv9C764sC1x5bGY2KJQ0H/WA9WZmg1ifBYGkE0lnAHOJiH1rSWRmZo0qGo+g8ng48AHgwXrimJlZ00ouDf22Oi/pN8BVtSUyM7NGlTQf7Wk0qWtqMzMbBErqCGYydx3Bw8CXa0tkZmaNantGIGlRgIgYERHLVKb1e14u6rCP7SXdIWmapEM6bPdBSSFpbP9fgpmZzY9Ol4Ymtx5IOqa/O5a0CHAs8F5gDLCbpDG9bDcCOBi4pr/HMDOz+depIKgOULzlPOx7M2BaRNwVEc8Dp9P7oPffBL4HPDcPxzAzs/nUqSB4xb0D/bQaML0yf39e9jJJm5BGQBtYI7SbmQ0hnSqLXyfpRtKZwbr5MXk+ImKj+TmwpGHA0cDeBdvuD+wPsOaaHiXTzGxB6lQQvH4+9/0AsEZlfvW8rGUEsCFwuSSAlYFJksZFxNTqjiJiAjABYOzYsfN7pmJmZhVtC4KIuHc+9z0FGC1pbVIB8GFg98r+nwJGtuYlXQ58sWchYGZm9ZqXG8qKRMRs4EDgEuA24MyIuEXSEZLG1XVcMzPrn6Ixi+dVRFwMXNxj2WFttn1nnVnMzKx3nW4ouzT//F5zcczMrGmdzghWkbQFME7S6cx9XwERcV2tyczMrBGdCoLDgK+RWvsc3WNdANvUFcrMzJrTqdXQ2cDZkr4WEd9sMJOZmTWoZDyCb+ZWPm/Piy6PiAs7PcfMzBYefTYflfRdUqdwt+bpYEnfqTuYmZk1o6T56A7AxhHxEoCkk4Drga/WGczMzJpRekPZcpXHy9YRxMzMuqPkjOC7wPWSLiM1IX070HaQGTMzW7iUVBb/JvcDtGle9OWIeLjWVGZm1piiLiYi4iFgUs1ZzMysC2rrdM7MzBYOLgjMzIa4oktDeSD611S3j4j76gplZmbN6bMgkPQZ4OvAv4GX8uIA5muoSjMzGxhKzggOBl4bEY/XHcbMzJpXUkcwHXiq7iBmZtYdJWcEd5EGmL8ImNVaGBE9u6Y2M7OFUElBcF+eFs+TmZkNIiV3Fn8DQNLSef7pukOZmVlzSrqh3lDS9cAtwC2SrpW0Qf3RzMysCSWVxROAz0fEWhGxFvAF4Jf1xjIzs6aUFARLRcRlrZmIuBxYqrZEZmbWqKJWQ5K+BpyS5/cktSQyM7NBoKQg2Bf4BnBOnr8yL1vojDrkom5HmMs9R+7Q7QhmZkWthp4ADmogi5mZdUHbgkDSjyPis5IuIPUtNJeIGFdrMjMza0SnM4JWncAPmghiZmbd0bYgiIhr88ONI+In1XWSDgauqDOYmZk1o6T56Ed7Wbb3As5hZmZd0qmOYDdgd2BtSdXxikcA/6k7mJmZNaNTHcHVwEPASOCHleUzgRvrDGVmZs3pVEdwL3CvpD2AByPiOQBJSwCrA/c0ktDMzGpVUkdwJnOGqAR4ETirnjhmZta0koJg0Yh4vjWTH3tcAjOzQaKkIHhU0ss3j0kaDzxWXyQzM2tSSUFwAPBVSfdJmg58GfhEyc4lbS/pDknTJB3Sy/oDJN0k6QZJV0ka07/4ZmY2v0r6GvoX8Jb+jlAmaRHgWGA74H5giqRJEXFrZbNfR8Qv8vbjgKOB7fv3EszMbH6U9D6KpB2ADYDhkgCIiCP6eNpmwLSIuCvv43RgPPByQRARMyrbL0UvfRqZmVm9+iwIJP0CWBLYGjge2BmYXLDv1YDplfn7gc172f+ngc+TKqC3KdivmZktQCV1BFtExEeAJ/JA9m8F1l9QASLi2IhYl1T3cGhv20jaX9JUSVMfffTRBXVoMzOjrCB4Lv98VtKqwAvAKgXPewBYozK/el7WzunA+3tbERETImJsRIxdccUVCw5tZmalSgqCCyQtB3wfuI50R/GvC543BRgtaW1JiwMfBqp9FiFpdGV2B+DOktBmZrbgdKwjkDQMuDQingR+K+lCYHhEPNXXjiNitqQDgUuARYBfRcQtko4ApkbEJOBASduSzjKeoPeeTs3MrEYdC4KIeEnSscCb8vwsYFbpziPiYuDiHssOqzw+uF9pzcxsgSu5NHSppA+q1W7UzMwGlZKC4BOkTuZmSZohaaakGX09yczMFg6dBqZ5S0T8PSJGNBnIzMya1emM4GetB5L+1kAWMzPrgk4FQbVOYHjdQczMrDs6tRoaJml5UmHRevxy4RARHrfYzGwQ6FQQLAtcy5wP/+sq6wJYp65QZmbWnE5jFo9qMIeZmXVJSfNRMzMbxFwQmJkNcS4IzMyGuKIRygAkrUSlGWlE3FdLIjMza1SfZwSSxkm6E7gbuILUDfXvas5lZmYNKbk09E3gLcA/I2Jt4F3A32tNZWZmjSkpCF6IiMdJN5UNi4jLgLE15zIzs4aU1BE8KWlp4C/AaZIeAZ6pN5aZmTWl5IxgPPAs8Dng98C/gB3rDGVmZs3p84wgIlrf/l8CTqo3jpmZNc33EZiZDXEuCMzMhrh+FQSSlpe0UV1hzMyseSU3lF0uaRlJK5C6ov6lpKPrj2ZmZk0oOSNYNiJmADsBJ0fE5sC29cYyM7OmlBQEi0paBfgQcGHNeczMrGElBcERwCXAtIiYImkd4M56Y5mZWVNK7iM4CzirMn8X8ME6Q5mZWXP6LAgkDQf2AzZg7m6o960xl5mZNaTk0tApwMrAe0jdUK8OzKwzlJmZNaekIFgvIr4GPBMRJwE7AJvXG8vMzJpS1A11/vmkpA2BZYGV6otkZmZNKumGeoKk5YFDgUnA0sDXak1lZmaNKWk1dHx++BdgnXrjmJlZ09peGpK0p6RO69eVtFU9sczMrCmdzgheDVwv6VrgWuBRUvPR9YB3AI8Bh9Se0MzMatW2IIiIn0j6KbANsCWwEfBf4DZgr4i4r5mIZmZWp451BBHxIvDHPJmZ2SDUtiCQdAwQ7dZHxEF97VzS9sBPgEWA4yPiyB7rPw98DJhNuvS0b0TcWxbdzMwWhE5nBFPzzy2BMcAZeX4X4Na+dixpEeBYYDvgfmCKpEkRUX3u9cDYiHhW0ieBo4Bd+/cSzGxhMOqQi7odYS73HLlDtyMMGJ3qCE4CyB/QW0XE7Dz/C+DKgn1vRuqx9K78vNOB8VQKkYi4rLL934E9+/sCzMxs/pTcWbw8sExlfum8rC+rAdMr8/fnZe3sB/yuYL9mZrYAldxZfCSpGellgIC3A4cvyBCS9gTGkpql9rZ+f2B/gDXXXHNBHtrMbMgrubP4REm/Y05Hc1+OiIcL9v0AsEZlfvW8bC6StgX+D3hHRMxqk2ECMAFg7NixbSuwzcys/0oGrxdpjOI3RsT5wOKSNivY9xRgtKS1JS0OfJjUV1F1328CjgPGRcQj/U5vZmbzraSO4GfAW4Hd8vxMUmugjnLl8oGkYS5vA86MiFskHSFpXN7s+6Q6h7Mk3SBpUpvdmZlZTUrqCDaPiE0kXQ8QEU/kb/h9ioiLgYt7LDus8njb/oQ1M7MFr2g8gnxPQABIWhF4qdZUZmbWmJKC4P8B5wIrSfo2cBXw3VpTmZlZY0paDZ2WeyB9F6n56Psj4rbak5mZWSP6LAgknRIRewG397LMbFAYSN0fuOsDa1rJpaENqjO5vuDN9cQxM7OmdRqB7CuSZgIbSZqRp5nAI8D5jSU0M7NatS0IIuK7ETEC+H5ELJOnERHx6oj4SoMZzcysRiWXhi6UtBS8PI7x0ZLWqjmXmZk1pKQg+DnwrKQ3Al8A/gWcXGsqMzNrTElBMDsigjSWwE8j4lhgRL2xzMysKSVdTMyU9BVgL+BtkoYBi9Uby8zMmlJSEOwK7E4aT/hhSWuSOoszsy4ZSPc9gO99WNj1eWkojz3wW+BVedFjpC4nzMxsECgZj+DjwNmkcQMgDTd5Xp2hzMysOSWVxZ8GtgRmAETEncBKdYYyM7PmlBQEsyLi+daMpEXJXVKbmdnCr6QguELSV4ElJG0HnAVcUG8sMzNrSklBcAjwKHAT8AnSiGOH1hnKzMyaUzIewUvAL/NkZmaDTMl4BHfTS51ARKxTSyIzM2tUyQ1lYyuPhwO7ACvUE8fMzJpWckPZ45XpgYj4MeDbCM3MBomSS0ObVGaHkc4QSs4kzMxsIVDygf7DyuPZwD3Ah2pJY2ZmjStpNbR1E0HMzKw7Si4Nfb7T+og4esHFMTOzppW2GtoUmJTndwQmA3fWFcrMzJpTUhCsDmwSETMBJB0OXBQRe9YZzMzMmlHSxcRrgOcr88/nZWZmNgiUnBGcDEyW1BqM5v3ASfVFMjOzJpW0Gvq2pN8Bb8uL9omI6+uNZWZmTSm5NASwJDAjIn4C3C9p7RozmZlZg0qGqvw68GXgK3nRYsCpdYYyM7PmlJwRfAAYBzwDEBEPAiPqDGVmZs0pKQiej4ggd0Utaal6I5mZWZNKCoIzJR0HLCfp48Cf8CA1ZmaDRsdWQ5IEnAG8DpgBvBY4LCL+2EA2MzNrQMczgnxJ6OKI+GNE/G9EfLE/hYCk7SXdIWmapEN6Wf92SddJmi1p53nIb2Zm86nk0tB1kjbt744lLQIcC7wXGAPsJmlMj83uA/YGft3f/ZuZ2YJRcmfx5sAeku4ltRwS6WRhoz6etxkwLSLuApB0OjAeuLW1QUTck9e91P/oZma2IJQUBO+Zx32vBkyvzN9PKlT6TdL+wP4Aa6655jzGMTOz3pR0MXFvE0H6yDABmAAwduzY6HIcM7NBpbSLiXnxALBGZX71vMzMzAaQOguCKcBoSWtLWhz4MHMGtzEzswGipK+hz0havr87jojZwIHAJcBtwJkRcYukIySNy/veVNL9wC7AcZJu6e9xzMxs/pRUFr8GmCLpOuBXwCX5/oI+RcTFwMU9lh1WeTyFdMnIzMy6pM8zgog4FBgNnEBq83+npO9IWrfmbGZm1oCiOoJ8BvBwnmYDywNnSzqqxmxmZtaAPi8NSToY+AjwGHA88L8R8YKkYcCdwJfqjWhmZnUqqSNYAdip5/0EEfGSpPfVE8vMzJpSUkfwdWANSfsASFqxNVRlRNxWcz4zM6tZyaWhrwNjSV1Qn8icoSq3rDeaLaxGHXJRtyPM5Z4jd+h2BLMBzUNVmpkNcR6q0sxsiPNQlWZmQ1xJ76M/kLQdHqrSzGxQKmk+Sv7g94e/mdkgVNLp3E6S7pT0lKQZkmZKmtFEODMzq1/JGcFRwI6+Z8DMbHAqqSz+twsBM7PBq+SMYKqkM4DzgFmthRFxTm2pzMysMSUFwTLAs8C7K8sCcEFgZjYIlDQf3aeJIGZm1h0lrYZWl3SupEfy9FtJHlXMzGyQKKksPpE06PyqebogLzMzs0GgpCBYMSJOjIjZeZoIrFhzLjMza0hJQfC4pD0lLZKnPYHH6w5mZmbNKCkI9gU+RBqv+CFgZ8AVyGZmg0RJq6F7SeMRmJnZINS2IJB0DHkMgt5ExEG1JDIzs0Z1OiOYWnn8DeDrNWcxM7MuaFsQRMRJrceSPludNzOzwaOkshg6XCIyM7OFW2lBYGZmg1SnyuKZzDkTWLIyGI2AiIhl6g5nZmb161RHMKLJIGZm1h2+NGRmNsS5IDAzG+LaFgSSXtVkEDMz645OZwR/A5B0SkNZzMysCzrdWby4pN2BLSTt1HOlxyw2MxscOhUEBwB7AMsBO/ZY5zGLzcwGiU7NR68CrpI0NSJOmJedS9oe+AmwCHB8RBzZY/2rgJOBN5PGONg1Iu6Zl2OZmdm8KWk1dIqkgySdnafPSFqsrydJWgQ4FngvMAbYTdKYHpvtBzwREesBPwK+18/8ZmY2n0oKgp+RvrH/LE+bAD8veN5mwLSIuCsingdOB8b32GY80OrM7mzgXZJUEtzMzBaMPgemATaNiDdW5v8s6R8Fz1sNmF6Zvx/YvN02ETFb0lPAq4HHCvZvZmYLQElB8KKkdSPiXwCS1gFerDfW3CTtD+yfZ5+WdEeTx+/FSBZAYaVmL4Q5c/0WtrzgzE0ZCJnXareipCD4X+AySXeROpxbi7Ixix8A1qjMr56X9bbN/ZIWBZYlVRrPJSImABMKjtmIXIE+tts5+sOZ67ew5QVnbspAz1wyZvGlkkYDr82L7oiIWQX7ngKMlrQ26QP/w8DuPbaZBHyUdPPazsCfI8JjH5iZNajkjID8wX9jf3acr/kfCFxCaj76q4i4RdIRwNSImAScQGqVNA34D6mwMDOzBhUVBPMqIi4GLu6x7LDK4+eAXerMUJMBc5mqH5y5fgtbXnDmpgzozPKVGDOzoa3P+xQSJq4AAAleSURBVAgkXVqyzMzMFk6duqEeLmkFYKSk5SWtkKdRpPb/Q0J+HyZL+oekWyR9Iy9fW9I1kqZJOkPS4t3OCh3zHpizhqSR3c5Z1SHzaZLukHSzpF+V3NHelA6ZT8jLbsx34i/d7awt7TJX1v8/SU93K19PHd7jiZLulnRDnjbudtaWDpkl6duS/inpNkkHdTvrXCKi1wk4GLgbmAXclR/fDfwDOLDd8wbbRGoyu3R+vBhwDfAW4Ezgw3n5L4BPdjtrH3nfBIwC7gFGdjtnYeb/yesE/GagvMd9ZF6mss3RwCHdztpX5jw/FjgFeLrbOQve44nAzt3O18/M+5D6VRuW163U7azVqe0ZQUT8JCLWBr4YEetExNp5emNE/LTd8wabSFrfkhbLUwDbkLrFgNRNxvu7EO8V2uWNiOtjgHbo1yHzxXldAJNJ96IMCB0yz4D0DRBYgvS3MiC0y5z7Bfs+8KWuhetFh/+9AatD5k8CR0TES3m7R7oUsVd91hFExDGStpC0u6SPtKYmwg0UkhaRdAPwCPBH4F/AkxExO29yPwPoclnPvBFxTbcz9aVT5nxJaC/g993K15t2mSWdCDwMvA44posRX6FN5gOBSRHxUHfTvVKHv4tv58tvP9IAG02xTeZ1gV0lTZX0u3xv1oBRUll8CvADYCtg0zwN2Dvk6hARL0bExqRvpJuR/sEHrJ55JW3Y7Ux96SPzz4C/RMSV3UnXu3aZI2IfYFXgNmDXLkZ8hV4yv53UhHtAFVgtbd7jr5D+BzcFVgC+3MWIr9Am86uA5yLdXfxL4FfdzNhTSe+jY4EtI+JTEfGZPA2sio6GRMSTwGXAW4HlcrcY0Hv3GV1Xybt9t7OU6plZ0teBFYHPdzNXJ729zxHxIqnH3Q92K1cnlcxbA+sB0yTdAyyZb/AcUKrvcUQ8lC/BzAJOJH05G3B6/F3cz5zBvM4FNupWrt6UFAQ3AyvXHWSgkrSipOXy4yWA7Ujf9C4jdYsBqZuM87uTcG5t8t7e3VSdtcss6WPAe4DdWtdWB4o2me+QtF5eJmAcA+i9b5P52ohYOSJGRcQo4NlI44N0XYe/i1XyMpHq5m7uXsq5dfj/O49U6AK8A/hndxL2ruTO4pHArZImk1oQARAR42pLNbCsApyUK9SGAWdGxIWSbgVOl/Qt4HpSdxkDQbu8B5EqA1cGbpR0cUR8rJtBK9plng3cC/wt/c9zTkQc0cWcVa/IDFwEXClpGVLrkX+QKgkHil7f5y5n6qTd38WfJa1Ieo9vIA2rO1C0y3wVcJqkzwFPAwPlfw8ouLNY0jt6Wx4RV9SSyMzMGuUuJszMhrg+Lw1JmsmctruLk9rFPhMRy9QZzMzMmlEyHsGI1uNcOTOedKecmZkNAvN0aUjS9RHxphrymJlZw0ouDe1UmR1Guq/gudoSmZlZo0ruI9ixMr0HmEm6PGRWK0kv5t4lb5Z0lqQlu52pJfeAuXMvy4+QtG0vy98paZ6bakr6ao/5qyuPv597uvy+pAOGWhcwNv/casgGLElPR8TS+fFppJufjq6sX7TS31PT2SYCF0bE2X1tm7d/J6kDx/fN4/Fefi96WfcUsEK+m7m/++3ae2gDR0lfQ6tLOlfSI3n6raQB0wukDRlXAuvlb9ZXSppEutFxuKQTJd0k6XpJWwNI2lvS+ZIul3Rn7qqCvO7z+SzjZkmfzcuWknSRUj/yN0vaNS8/TNKUvGxCbjDRVvVMQdL2km6XdB2wU2WbpZTGV5icM4+vZD5H0u9z5qPy8iOBJfLZ0Wl52dP55yRgaeBaSbtKOlzSF/O6dfO+rs3v2esqGX8h6RrgqPn+zdhCr+TO4hOBXzNnbOE987Lt6gplVqXUp9N7mdP76CbAhhFxt6QvkHr/fUP+oPuDpPXzdpsBGwLPAlMkXURqCr0PsDnpztRrJF0BrAM8GBE75GMum/fx09bdzEodML4PuKAg83BS52LbANOAMyqr/w/4c0Tsq9QdwWRJf8rrNiaNHTGL1GXFMRFxiKQDc0dmc4mIcflsYeN83MMrqycAB0TEnZI2J3Xet01etzqwxbycRdjgU1JHsGJEnBgRs/M0kdQJmFndllDqzncqcB9zuvGYHBF358dbAacCRMTtpC4pWgXBHyPi8Yj4L6nDr63ydG5EPJP7jT8HeBtwE7CdpO9JeltEPJX3sbXSSHQ3kT5ENyjM/jrg7oi4M4+ncGpl3buBQ/JruxwYDqyZ110aEU9FxHPArcBahcebi9LIaFsAZ+XjHEfq/qDlLBcC1lJyRvC4pD1JI0QB7AY8Xl8ks5f9t+e34Hxl5pnC5/esAGtbIRYR/5S0CWlUtG8pjct9FOlb9NiImJ6/bQ8vPHYnAj4YEXfMtTB9a59VWfQiZf+jvRlGGjOj3TCOpe+hDQElZwT7Ah8iDbTxEKnHzX3qDGXWD1cCewDkS0JrAq0P2O2UxtlegtRL5V/z9u+XtKSkpYAPkDqKW5XU8+appNG6NmHOh/5j+Rv2K1oJdXA7MErSunl+t8q6S4DPtOobJJXck/OC+jFmc6SR0u6WtEs+hiS9sfT5NrSU3Fl8L6k7XbOB6GfAz/Olm9nA3hExK3/GTgZ+S7oefmpETIWXW/xMzs8/PiKul/Qe4PuSXgJeII2P/KSkX5K6OX4YmFIaKiKek7Q/cJGkZ0kFUOsu/W8CPyb1AjuMNBZ4X62JJuTtr4uIPQpj7EF6bw4ldQ1zOqlHVLO5lPQ+ujbwGdLA5y8XHEOoG2pbCEnam3RJ58BuZzEb6EquP55HqqS7ABhQg4OYmdn8KzkjuCYiNm8oj5mZNaykINgdGA38gblHKLuu3mhmZtaEkktDbwD2IrWhbl0aCubcmGJmZguxkjOCacCYiHi+mUhmZtakkvsIbgaWqzuImZl1R8mloeWA2yVNYe46AjcfNTMbBEoKgq/3vYmZmS2s+j0egaStgN0i4tP1RDIzsyYVdWiV+0LZndQV9d2k2/bNzGwQaFsQ5A68dsvTY6T+1BURWzeUzczMGtD20lDufOtKYL+ImJaX3RUR6zSYz8zMatap+ehOpG6nL5P0S0nvIvWjbmZmg0jJDWVLAeNJl4i2AU4mjfD0h/rjmZlZ3frVakjS8qQK410j4l21pTIzs8b0u/momZkNLiVdTJiZ2SDmgsDMbIhzQWBmNsS5IDAzG+JcEJiZDXH/H8gkz6r4G0mOAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -775,7 +756,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -784,13 +765,13 @@ "Text(0, 0.5, 'Amount of Conviction')" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -817,7 +798,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -826,13 +807,13 @@ "Text(0.5, 55.73999999999998, 'Participant_id')" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -881,26 +862,26 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "# from cadCAD.configuration import Experiment\n", + "from cadCAD.configuration import Experiment\n", "\n", - "# # Create configuration\n", - "# exp = Experiment()\n", + "# Create configuration\n", + "exp = Experiment()\n", "\n", - "# exp.append_configs(\n", - "# sim_configs=sim_config,\n", - "# initial_state=state_variables,\n", - "# seeds=seeds,\n", - "# partial_state_update_blocks=partial_state_update_blocks\n", - "# )" + "exp.append_configs(\n", + " sim_configs=sim_config,\n", + " initial_state=state_variables,\n", + " seeds=1,\n", + " partial_state_update_blocks=partial_state_update_blocks\n", + ")" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": { "tags": [] }, @@ -918,24 +899,14 @@ "by cadCAD\n", "\n", "Execution Mode: local_proc\n", - "Configuration Count: 1\n", + "Configuration Count: 2\n", "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 11, 1, 5)\n", - "Execution Method: local_simulations\n" - ] - }, - { - "ename": "TypeError", - "evalue": "simulation() missing 1 required positional argument: 'configured_N'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'matplotlib'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'inline'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0mrdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/run.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m()\u001b[0m\n\u001b[1;32m 41\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0msimulation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mExecutor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexec_context\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlocal_mode_ctx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconfigs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 43\u001b[0;31m \u001b[0mraw_system_events\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtensor_field\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msessions\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msimulation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 44\u001b[0m \u001b[0;31m# Result System Events DataFrame\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 45\u001b[0m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mraw_system_events\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/__init__.py\u001b[0m in \u001b[0;36mexecute\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 151\u001b[0m simulations_results = self.exec_method(\n\u001b[1;32m 152\u001b[0m \u001b[0msim_executors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_dict_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_lists\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs_structs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSimIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mRunIDs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 153\u001b[0;31m \u001b[0mExpIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetWindows\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moriginal_N\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 154\u001b[0m )\n\u001b[1;32m 155\u001b[0m \u001b[0mfinal_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_final_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msimulations_results\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpartial_state_updates\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msessions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mremote_threshold\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/execution.py\u001b[0m in \u001b[0;36mlocal_simulations\u001b[0;34m(simulation_execs, var_dict_list, states_lists, configs_structs, env_processes_list, Ts, SimIDs, Ns, ExpIDs, SubsetIDs, SubsetWindows, exec_method)\u001b[0m\n\u001b[1;32m 140\u001b[0m return single_proc_exec(\n\u001b[1;32m 141\u001b[0m \u001b[0msimulation_execs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_dict_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_lists\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs_structs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSimIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 142\u001b[0;31m \u001b[0mExpIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetWindows\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexec_method\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 143\u001b[0m )\n\u001b[1;32m 144\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconfigs_structs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mconfig_amt\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mremote_threshold\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/execution.py\u001b[0m in \u001b[0;36msingle_proc_exec\u001b[0;34m(simulation_execs, var_dict_list, states_lists, configs_structs, env_processes_list, Ts, SimIDs, Ns, ExpIDs, SubsetIDs, SubsetWindows, exec_method)\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 35\u001b[0m )\n\u001b[0;32m---> 36\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msimulation_exec\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvar_dict_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mT\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msim_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mN\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubset_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubset_window\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 37\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mflatten\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: simulation() missing 1 required positional argument: 'configured_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: 324.40s\n" ] } ], @@ -943,7 +914,6 @@ "import numpy as np\n", "import pandas as pd\n", "from model import run\n", - "#from cadCAD import configs\n", "pd.options.display.float_format = '{:.2f}'.format\n", "\n", "%matplotlib inline\n", @@ -960,7 +930,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -969,18 +939,304 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
networkfundssentimenteffective_supplytotal_supplysimulationsubsetrunsubsteptimestep...funds_requestedshare_of_funds_requestedshare_of_funds_requested_alltriggersconviction_share_of_triggerageage_allconviction_alltriggers_allconviction_share_of_trigger_all
5(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...4889.600.6014020.0122414.6100151...[1635.5704024958463, 2177.89207462645, 375.000...[0.33449968502669863, 0.4454129347614804, 0.07...[0.33449968502669863, 0.4454129347614804, 0.07...[inf, inf, 11238.455532714786, 633287.50254494...[0.0, 0.0, 0.003740978192469739, 0.00047483075...[1, 1, 1, 1, 1, 1][1, 1, 1, 1, 1, 1, 1][266.503232036339, 52.749078945560456, 42.0428...[inf, inf, 11238.455532714786, 633287.50254494...[0.0, 0.0, 0.003740978192469739, 0.00047483075...
10(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...4912.020.6014020.0122437.0300152...[1635.5704024958463, 2177.89207462645, 375.000...[0.3329732894576922, 0.44338041766077285, 0.07...[0.3329732894576922, 0.44338041766077285, 0.07...[inf, inf, 11174.230590474432, 572947.78483859...[0.0, 0.0, 0.015214500767545958, 0.00094140099...[2, 2, 2, 2, 2, 2, 1, 1][2, 2, 2, 2, 2, 2, 2, 1, 1][541.366516506568, 94.6160506498286, 170.01033...[inf, inf, 11174.230590474432, 572947.78483859...[0.0, 0.0, 0.015214500767545958, 0.00094140099...
15(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...4934.450.6014020.0122459.4600153...[1635.5704024958463, 2177.89207462645, 375.000...[0.3314592555152592, 0.44136436104901916, 0.07...[0.3314592555152592, 0.44136436104901916, 0.07...[inf, inf, 11111.070175797702, 521232.83488613...[0.0, 0.0, 0.02444213075591761, 0.001102536686...[3, 3, 3, 3, 3, 3, 2, 2][3, 3, 3, 3, 3, 3, 3, 2, 2][622.9283976334391, 127.84588811286764, 271.57...[inf, inf, 11111.070175797702, 521232.83488613...[0.0, 0.0, 0.02444213075591761, 0.001102536686...
20(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...4956.910.6014069.7522481.9200154...[1635.5704024958463, 2177.89207462645, 375.000...[0.3299574343848422, 0.43936456676780056, 0.07...[0.3299574343848422, 0.43936456676780056, 0.07...[inf, inf, 11048.948812591681, 476557.06400915...[0.0, 0.0, 0.03187567649261185, 0.001264695738...[4, 4, 4, 4, 4, 4, 3, 3, 1][4, 4, 4, 4, 4, 4, 4, 3, 3, 1, 1][687.6641055840894, 154.22042758564788, 352.19...[inf, inf, 11048.948812591681, 476557.06400915...[0.0, 0.0, 0.03187567649261185, 0.001264695738...
25(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...4979.400.6014069.7522504.4100155...[1635.5704024958463, 2177.89207462645, 375.000...[0.3284676796309342, 0.4373808398265926, 0.075...[0.3284676796309342, 0.4373808398265926, 0.075...[inf, inf, 11026.824827540717, 439237.51613763...[0.0, 0.0, 0.036126338828180254, 0.00142278434...[5, 5, 5, 5, 5, 5, 4, 4, 2, 1, 1][5, 5, 5, 5, 5, 5, 5, 4, 4, 2, 2, 1, 1][739.0448710344735, 152.79894968865366, 398.35...[inf, inf, 11026.824827540717, 439237.51613763...[0.0, 0.0, 0.036126338828180254, 0.00142278434...
\n", + "

5 rows × 33 columns

\n", + "
" + ], + "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 14069.75 22481.92 0 0 1 5 \n", + "25 14069.75 22504.41 0 0 1 5 \n", + "\n", + " timestep ... funds_requested \\\n", + "5 1 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", + "10 2 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", + "15 3 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", + "20 4 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", + "25 5 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", + "\n", + " share_of_funds_requested \\\n", + "5 [0.33449968502669863, 0.4454129347614804, 0.07... \n", + "10 [0.3329732894576922, 0.44338041766077285, 0.07... \n", + "15 [0.3314592555152592, 0.44136436104901916, 0.07... \n", + "20 [0.3299574343848422, 0.43936456676780056, 0.07... \n", + "25 [0.3284676796309342, 0.4373808398265926, 0.075... \n", + "\n", + " share_of_funds_requested_all \\\n", + "5 [0.33449968502669863, 0.4454129347614804, 0.07... \n", + "10 [0.3329732894576922, 0.44338041766077285, 0.07... \n", + "15 [0.3314592555152592, 0.44136436104901916, 0.07... \n", + "20 [0.3299574343848422, 0.43936456676780056, 0.07... \n", + "25 [0.3284676796309342, 0.4373808398265926, 0.075... \n", + "\n", + " triggers \\\n", + "5 [inf, inf, 11238.455532714786, 633287.50254494... \n", + "10 [inf, inf, 11174.230590474432, 572947.78483859... \n", + "15 [inf, inf, 11111.070175797702, 521232.83488613... \n", + "20 [inf, inf, 11048.948812591681, 476557.06400915... \n", + "25 [inf, inf, 11026.824827540717, 439237.51613763... \n", + "\n", + " conviction_share_of_trigger \\\n", + "5 [0.0, 0.0, 0.003740978192469739, 0.00047483075... \n", + "10 [0.0, 0.0, 0.015214500767545958, 0.00094140099... \n", + "15 [0.0, 0.0, 0.02444213075591761, 0.001102536686... \n", + "20 [0.0, 0.0, 0.03187567649261185, 0.001264695738... \n", + "25 [0.0, 0.0, 0.036126338828180254, 0.00142278434... \n", + "\n", + " age \\\n", + "5 [1, 1, 1, 1, 1, 1] \n", + "10 [2, 2, 2, 2, 2, 2, 1, 1] \n", + "15 [3, 3, 3, 3, 3, 3, 2, 2] \n", + "20 [4, 4, 4, 4, 4, 4, 3, 3, 1] \n", + "25 [5, 5, 5, 5, 5, 5, 4, 4, 2, 1, 1] \n", + "\n", + " age_all \\\n", + "5 [1, 1, 1, 1, 1, 1, 1] \n", + "10 [2, 2, 2, 2, 2, 2, 2, 1, 1] \n", + "15 [3, 3, 3, 3, 3, 3, 3, 2, 2] \n", + "20 [4, 4, 4, 4, 4, 4, 4, 3, 3, 1, 1] \n", + "25 [5, 5, 5, 5, 5, 5, 5, 4, 4, 2, 2, 1, 1] \n", + "\n", + " conviction_all \\\n", + "5 [266.503232036339, 52.749078945560456, 42.0428... \n", + "10 [541.366516506568, 94.6160506498286, 170.01033... \n", + "15 [622.9283976334391, 127.84588811286764, 271.57... \n", + "20 [687.6641055840894, 154.22042758564788, 352.19... \n", + "25 [739.0448710344735, 152.79894968865366, 398.35... \n", + "\n", + " triggers_all \\\n", + "5 [inf, inf, 11238.455532714786, 633287.50254494... \n", + "10 [inf, inf, 11174.230590474432, 572947.78483859... \n", + "15 [inf, inf, 11111.070175797702, 521232.83488613... \n", + "20 [inf, inf, 11048.948812591681, 476557.06400915... \n", + "25 [inf, inf, 11026.824827540717, 439237.51613763... \n", + "\n", + " conviction_share_of_trigger_all \n", + "5 [0.0, 0.0, 0.003740978192469739, 0.00047483075... \n", + "10 [0.0, 0.0, 0.015214500767545958, 0.00094140099... \n", + "15 [0.0, 0.0, 0.02444213075591761, 0.001102536686... \n", + "20 [0.0, 0.0, 0.03187567649261185, 0.001264695738... \n", + "25 [0.0, 0.0, 0.036126338828180254, 0.00142278434... \n", + "\n", + "[5 rows x 33 columns]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df.head(5)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep','sentiment')" ] @@ -994,9 +1250,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep',['funds', 'candidate_funds'])" ] @@ -1010,9 +1289,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "affinities_plot(df)" ] @@ -1026,9 +1318,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n", " kind='area')\n", @@ -1046,9 +1361,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_funds', 'failed_funds'], kind='area')\n", "plt.title('Proposal Status weighted by funds requested')\n", @@ -1065,7 +1403,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1074,9 +1412,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:563: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " if not cb.iterable(width):\n", + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:569: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " and cb.iterable(edge_color) \\\n", + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " for c in edge_color]):\n", + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:660: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " if cb.iterable(node_size): # many node sizes\n", + "/home/aclarkdata/repos/Aragon_Conviction_Voting/models/v3/model/parts/utils.py:356: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "K = 0\n", "N = 1\n", @@ -1097,27 +1466,84 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "snap_plot(nets[80:81], size_scale = 1/300,savefigs=True)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep',['effective_supply'])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep',['participant_count'])" ] diff --git a/models/v3/Aragon_Conviction_Voting_Model.ipynb b/models/v3/Aragon_Conviction_Voting_Model.ipynb index ca648f5..d78e52a 100644 --- a/models/v3/Aragon_Conviction_Voting_Model.ipynb +++ b/models/v3/Aragon_Conviction_Voting_Model.ipynb @@ -333,7 +333,7 @@ "metadata": {}, "source": [ "## Configuration\n", - "Let's factor out into its own notebook where we review the config object and its partial state update blocks." + "Let's factor out into its own notebook where we review the config object and its partial state update blocks. We will initialize the network x object and pull out the simulation configuration, state_variables, and partial state update blocks from the [config.py](model/config.py)." ] }, { @@ -341,6 +341,13 @@ "execution_count": 1, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Params (config.py) : {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998, '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" + ] + }, { "name": "stderr", "output_type": "stream", @@ -348,13 +355,6 @@ "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", " import pandas.util.testing as tm\n" ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Params (config.py) : {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998, '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" - ] } ], "source": [ @@ -367,15 +367,7 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Params (config.py) : {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998, '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" - ] - } - ], + "outputs": [], "source": [ "from copy import deepcopy\n", "from cadCAD import configs\n", @@ -383,28 +375,18 @@ "# Initialize network x\n", "for c in configs:\n", " c.initial_state = deepcopy(c.initial_state)\n", - "\n", - " print(\"Params (config.py) : \", c.sim_config['M'])\n", - "\n", " c.initial_state['network'] = initialize_network(initial_values['n'],initial_values['m'],\n", " initial_values['initial_funds'],\n", - " initial_values['supply'],c.sim_config['M'])" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ + " initial_values['supply'],c.sim_config['M'])\n", + " \n", "# pull out configurations to illustrate\n", - "sim_config,state_variables,seeds,partial_state_update_blocks = config.get_configs()\n", + "sim_config,state_variables,partial_state_update_blocks = config.get_configs()\n", "state_variables['network'] = c.initial_state['network']" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -427,7 +409,7 @@ " 'variables': {'network': }}]" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -447,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -460,7 +442,7 @@ " 'supply': 22392.22}" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -480,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -499,7 +481,7 @@ " 'lowest_affinity_to_support': 0.3}" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -508,22 +490,29 @@ "sim_config[0]['M']" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Initial state variable values" + ] + }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'network': ,\n", + "{'network': ,\n", " 'funds': 4867.21,\n", " 'sentiment': 0.6,\n", " 'effective_supply': 14020.008000000002,\n", " 'total_supply': 22392.22}" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -536,7 +525,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Andrew UPDATE\n", "## Hyperparameter explanations:\n", "* $\\beta$ = .2 Upper bound on share of funds dispersed in the example Trigger Function\n", "* $\\rho$ = 0.002 Scale Parameter for the example Trigger Function\n", @@ -551,13 +539,6 @@ "* lowest_affinity_to_support': [0.3],# lowest affinity to required to support a proposal\n" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# TODO Pull out. Only read, not set variables" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -574,7 +555,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -588,18 +569,18 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type': 'participant',\n", - " 'holdings': 486.5022169604887,\n", - " 'sentiment': 0.9223857537413497}" + " 'holdings': 758.4701233898538,\n", + " 'sentiment': 0.36153123371230367}" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -611,7 +592,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -620,13 +601,13 @@ "Text(0, 0.5, 'Count of Participants')" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEWCAYAAABhffzLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAe+klEQVR4nO3debwcVZn/8c83CWFLMAlEZIsJiCgiCAZZZWQZFGRRfy4wgCwqo4xLUEAYHYFBBRllXEcnKsiOyKIoA7KDG0vCIoZFICRsIYSwJAEEAs/vj3MuVJq+fesu1X3vre/79epXd52qrnrqdPfTp09Vn1JEYGZm9TGi0wGYmVl7OfGbmdWME7+ZWc048ZuZ1YwTv5lZzTjxm5nVjBN/B0maJek9nY6jkyR9UNKDkpZI2rTN256Utzuyh+XeLenudsXVLpKOkXRGp+PoiaRrJH2ym3mTJYWkUXn6Ekn7tzfCoceJvyKS5kjaqaHsAEl/7JqOiLdFxDU9rGeZN/Yw9G3gsxExJiJuaZyZ9/2ZnKAflnRST4m6O42vSUQ8kLf7UqvnRcQfImKDvmyzl/H16bXOX0xL8u2ZvI4lhdukqmIuGV9IelNDWSVfOhGxS0ScOtDrHW6GazKxkiSNioilHQzhjcCsHpbZJCLulfQW4Brg78BPym5gEOxjpSLiD8AYSF8ewP3AuOG8z9Y/bvF3ULEFKuldkmZIWiRpvqST8mLX5funcuttK0kjJH1V0lxJj0k6TdLrCuv9eJ63UNJ/NGznGEnnSTpD0iLggLztv0h6StI8ST+UNLqwvpB0iKR7JC2WdJyk9ST9Ocd7bnH5hn1sGquk5SUtAUYCt0m6r6f6ioi7gD8AG+XtX5X38XFJZ0oa11C3X5b0V+AZSWcDk4Df5no8okk3wQRJp0h6RNKTkn6dy98j6aGGdR8l6Y683CmSVsjzxkv6naQFed7vJK1deO41uf7+lOvyMkmrtXit3yTpWklP5/38ZU/11FD/a0q6SNITku6V9KlulltO0tmSzpc0Oj/v/Lwf90v6fGHZY/Jrflreh1mSpvYmribb31rSTXk/b5K0dTfLjZT07VwXs4H3N8x/pVtI+Rd2Xv7JvB+7FJadIum6vA9XSPqR8q8QSSvkz8jC/Lm4SdLq/dnHwcSJf/D4HvC9iFgFWA84N5dvl+/H5W6JvwAH5Nv2wLqk1t4PASRtCPwPsA+wBvA6YK2Gbe0JnAeMA84EXgIOBVYDtgJ2BA5peM57gXcCWwJHANOBfYF1gI2AvbvZr6axRsTzETEmL7NJRKzXfdUked/eDdwCCDgeWBN4a47jmIan7E1KDOMiYm/gAWD3XI8nNtnE6cBKwNuA1wP/3SKcfUh1sh7wZuCruXwEcArpl8wk4Dnya1PwL8CBeRujgcNyebPX+jjgMmA8sDbwgxYxNXMO8BCpnj4MfFPSDsUFJK0I/Bp4HvgosBT4LXAb6b2zIzBN0nsLT9sjr3sccFGTfSxN0gTgYuD7wKrAScDFklZtsvingN2ATYGpeZ9a2QK4m/TePhH4uSTleWcBN+ZtHgPsV3je/qTPzjp5/qdJr+XwEBG+VXAD5gBLgKcKt2eBPzYss1N+fB1wLLBaw3omAwGMKpRdCRxSmN4AeJHUdfc14OzCvJWAFwrbOQa4rofYpwEXFqYD2KYwPRP4cmH6O8B3u1lXt7EW1v2mFrEEsAh4ErgP+DowoslyHwBuaajbg5q8Jjs1q1vSl+TLwPgm634P8FDDej5dmN4VuK+b+N8BPFmYvgb4amH6EODSFq/1aaQv2bVLvu+K+7QO6Ut9bGH+8cAvCu+Fi4BrSUlXuXwL4IGG9R4FnFJ43hWFeRsCz5V4DYufhX8AZ+T5+wE3NjznL8ABhTr7ZH58VUPd71yss4ZlDwDubfgsBPAG0pfyUmClwvwzCjEdBPwZ2Li/uWAw3tzir9YHImJc143XtqKLPkFqOd6Vf1bu1mLZNYG5hem5pA/66nneg10zIuJZYGHD8x8sTkh6c+6SeFSp++ebpBZS0fzC4+eaTI+huVaxlrVZRIyPiPUi4qsR8bKk1SWdo3TAdxHpQ9sY84NN1tWddYAnIuLJkssX1z2XtJ9IWknS/+aurUWkL/RxWvaA9KOFx8/Sfd1B+nUl4MbcpXJQyfjIMT0REYsbYi3+AtwS2Bg4IXLGI/1aWTN3cTwl6Sng31n2NWvchxXU+qD0Zg2fhRMa4pzbsHxjnMVlG+u+lVfizJ8FSPXdVTfPFpYtrvd04PfAObnr70RJy/WwrSHDiX+QiIh7InVHvB74FnCepJVJLZRGj5A+nF26Wi/zgXmkLgHglZ/xjT+ZG9f5Y+AuYP1IXU3/Tko2A6FVrP3xTdJ+vD3HvC+vjblxP1sNRfsgMEGF4wQ9WKfweBJpPwG+RPpVs0WOq6v7pkx9via+iHg0Ij4VEWsC/wr8jxrOkGnhEdI+jW2I9eHC9GWkXwFXFvqwHwTuLybqiBgbEbuW3G5vNb5HmsXZZR6vrfu+mEeqm5UKZa+sNyJejIhjI2JDYGtS99LH+7itQceJf5CQtK+kiRHxMumnMKSuhwX5ft3C4mcDh+aDU2NISfCXkc7iOA/YPR8sG036Wd5T0hlL+im+ROnMmc8M1H71EGt/jCV1pT0taS3g8BLPmc+y9fiKiJgHXEJKrOPzwc7tmi2b/ZuktXP/9FeAroOuY0m/gJ7K844utztAk9da0kcKB4efJH05vFxmZRHxIKm74vh8sHJj0i/LMxqWO5HU331lPtB8I7BY6eD4ivmA6kaSNu/FvvTG/wFvlvQvkkZJ+hip++h3TZY9F/h8rvvxwJF92WBEzAVmAMfkg9lbAbt3zZe0vaS3519qi0jdk6XqfShw4h883gfMUjrT5XvAXhHxXP4p+g3gT/ln95bAyaSfoteRTt37B/A5gIiYlR+fQ2rVLAEeIx24685hpAOOi4Gf8moSGwjdxtpPxwKbAU+TDgxeUOI5xwNfzfV4WJP5+5E+4HeR6mxai3WdRWotz+bVYw8A3wVWBB4HrgcuLREX8EpXRONrvTlwQ35fXAR8ISJml10n6QD3ZFKr+kLg6Ii4osm2jyMd4L2CdFBzN9Lxifvzvvwslw+4iFiYt/clUrfkEcBuEfF4k8V/SuqCuQ24mXKve3f2IZ3MsJD0+v2SVz8nbyA1ohYBd5KOg5zej20NKl0Hc2yYyq3sp0jdOPd3Op7hQNIc0gHE1yRQG7qUTpW9KyJ68yttSHKLfxiStHs+yLgy6Z+xt5PORDGzTNLmSv8HGSHpfaTTnH/d6bjawYl/eNqT9NP+EWB9UreRf9qZLesNpNM/l5BOZ/1MNBk2ZDhyV4+ZWc24xW9mVjNDYpC21VZbLSZPntzpMMzMhpSZM2c+HhETG8uHROKfPHkyM2bM6HQYZmZDiqSm/2x2V4+ZWc048ZuZ1YwTv5lZzTjxm5nVjBO/mVnNOPGbmdVMZYlf0slK11j9W6FsgqTLla7denkeVtXMzNqoyhb/L0hDDRcdCVwZEeuTLsnXp7G0zcys7ypL/BFxHfBEQ/GewKn58amk66SamVkbtfufu6vnKx1BuhZmt9ddlXQwcDDApEl9vboaTD7y4j4/tz/mnPD+jmzXzKwnHTu4m4cJ7nZo0IiYHhFTI2LqxImvGWrCzMz6qN2Jf76kNQDy/WNt3r6ZWe21O/FfBOyfH+8P/KbN2zczq70qT+c8G/gLsIGkhyR9AjgB+GdJ9wA75WkzM2ujyg7uRsTe3czasaptmplZz/zPXTOzmnHiNzOrGSd+M7OaceI3M6sZJ34zs5px4jczqxknfjOzmnHiNzOrGSd+M7OaceI3M6sZJ34zs5px4jczqxknfjOzmnHiNzOrmXZfc9fawNcZNrNW3OI3M6sZJ34zs5px4jczqxknfjOzmnHiNzOrGSd+M7OaceI3M6sZJ34zs5px4jczqxknfjOzmnHiNzOrGSd+M7OaceI3M6sZJ34zs5px4jczqxknfjOzmnHiNzOrmY4kfkmHSpol6W+Szpa0QifiMDOro7YnfklrAZ8HpkbERsBIYK92x2FmVled6uoZBawoaRSwEvBIh+IwM6udtif+iHgY+DbwADAPeDoiLmtcTtLBkmZImrFgwYJ2h2lmNmx1oqtnPLAnMAVYE1hZ0r6Ny0XE9IiYGhFTJ06c2O4wzcyGrU509ewE3B8RCyLiReACYOsOxGFmVkudSPwPAFtKWkmSgB2BOzsQh5lZLXWij/8G4DzgZuD2HMP0dsdhZlZXozqx0Yg4Gji6E9s2M6s7/3PXzKxmekz8kraRtHJ+vK+kkyS9sfrQzMysCmVa/D8GnpW0CfAl4D7gtEqjMjOzypRJ/EsjIkjn3v8wIn4EjK02LDMzq0qZg7uLJR0F7AtsJ2kEsFy1YZmZWVXKtPg/BjwPfCIiHgXWBv6r0qjMzKwyZVr8h0bEl7smIuIBSW+rMCYzM6tQmRb/Pzcp22WgAzEzs/botsUv6TPAIcC6kv5amDUW+HPVgZmZWTVadfWcBVwCHA8cWShfHBFPVBqVmZlVptvEHxFPA08De0saCayelx8jaUxEPNCmGM3MbAD1eHBX0meBY4D5wMu5OICNqwvLzMyqUuasnmnABhGxsOpgzMysemXO6nmQ1OVjZmbDQJkW/2zgGkkXk/7IBUBEnFRZVGZmVpkyif+BfBudb2ZmNoT1mPgj4th2BGJmZu1R5qyeicARwNuAFbrKI2KHCuMyM7OKlDm4eyZwFzAFOBaYA9xUYUxmZlahMol/1Yj4OfBiRFwbEQcBbu2bmQ1RZQ7uvpjv50l6P/AIMKG6kMzMrEplEv/XJb2OdNnFHwCrAIdWGpWZmVWmzFk9v8sPnwa2rzYcMzOrWo99/JLWlfRbSY9LekzSbySt247gzMxs4JU5uHsWcC7wBmBN4FfA2VUGZWZm1SmT+FeKiNMjYmm+nUHhfH4zMxtayhzcvUTSkcA5pOGYPwb8n6QJAL4oi5nZ0FIm8X803/9rQ/lepC8C9/ebmQ0hZc7qmdKOQMzMrD1aXWx9h4i4StKHms2PiAuqC8vMzKrSqsX/T8BVwO5N5gXgxG9mNgS1utj60fn+wPaFY2ZmVSvzB65vShpXmB4v6ev92aikcZLOk3SXpDslbdWf9ZmZWXllzuPfJSKe6pqIiCeBXfu53e8Bl0bEW4BNgDv7uT4zMyupzOmcIyUtHxHPA0haEVi+rxvMA75tBxwAEBEvAC/0dX1mZtY7ZRL/mcCVkk7J0wcCp/Zjm1OABcApkjYBZgJfiIhn+rFOMzMrqceunoj4FvAN4K35dlxEnNiPbY4CNgN+HBGbAs8ARzYuJOlgSTMkzViwYEE/NmdmZkVlWvxExCXAJQO0zYeAhyLihjx9Hk0Sf0RMB6YDTJ06NQZo22Zmtddti1/SH/P9YkmLCrfFkhb1dYMR8SjwoKQNctGOwB19XZ+ZmfVOq/P4t833YyvY7ueAMyWNBmaTjhuYmVkblDmP//QyZb0REbdGxNSI2DgiPpBPETUzszYocx7/24oTkkYB76wmHDMzq1qrPv6jJC0GNi727wPzgd+0LUIzMxtQ3Sb+iDgeeB1wWkSskm9jI2LViDiqfSGamdlAatnVExEvA5u3KRYzM2uDMn38N0ty8jczGybK/IFrC2AfSXNJ/7IVEBGxcaWRmZlZJcok/vdWHoWZmbVNmWvuzgWQ9HpghcojMjOzSpX5A9ceku4B7geuBeYwcOP2mJlZm5U5uHscsCXw94iYQhpb5/pKozIzs8qUSfwvRsRCYISkERFxNTC14rjMzKwiZQ7uPiVpDHAdaWC1x0hn95iZ2RBUpsW/B/AscChwKXAfsHuVQZmZWXW6bfFL2oJ0IZT1gNuBT0REfy65aGZmg0CrFv+PgMOAVYGTgP9uS0RmZlapVol/RERcHhHPR8SvgIntCsrMzKrT6uDuOEkf6m46Ii6oLiwzM6tKq8R/LcsexC1OB+DEb2Y2BLW65q6vg2tmNgyVOZ3TzMyGESd+M7OaaXXN3Y/k+yntC8fMzKrWqsXfdV3d89sRiJmZtUers3oWSroMmCLposaZEbFHdWGZmVlVWiX+9wObAacD32lPOGZmVrVWp3O+AFwvaeuIWJBH6CQilrQtOjMzG3BlzupZXdItwCzgDkkzJW1UcVxmZlaRMol/OvDFiHhjREwCvpTLzMxsCCqT+FfOV90CICKuAVauLCIzM6tUmStwzZb0H6SDvAD7ArOrC8nMzKpUpsV/EGlI5gtI5/SvlsvMzGwI6rHFHxFPAp9vQyxmZtYGHqvHzKxmOpb4JY2UdIuk33UqBjOzOuox8UvapkxZH3wBuHMA1mNmZr1QpsX/g5JlpUlamzQkxM/6sx4zM+u9bg/uStoK2BqYKOmLhVmrACP7ud3vAkcAY1ts/2DgYIBJkyb1c3NmZtalVYt/NDCG9OUwtnBbBHy4rxuUtBvwWETMbLVcREyPiKkRMXXixIl93ZyZmTVoNUjbtcC1kn4REXMHcJvbAHtI2hVYAVhF0hkRse8AbsPMzLpR5p+7y0uaDkwuLh8RO/RlgxFxFPkiL5LeAxzmpG9m1j5lEv+vgJ+QDsS+VG04ZmZWtTKJf2lE/LiKjecB366pYt1mZtZcmdM5fyvpEElrSJrQdas8MjMzq0SZFv/++f7wQlkA6w58OGZmVrUyg7RNaUcgZmbWHj0mfkkfb1YeEacNfDhmZla1Ml09mxcerwDsCNwMOPGbmQ1BZbp6PlecljQOOKeyiMzMrFJ9GZb5GcD9/mZmQ1SZPv7fks7igTQ421uBc6sMyszMqlOmj//bhcdLgbkR8VBF8ZiZWcV67OrJg7XdRRqZczzwQtVBmZlZdcpcgeujwI3AR4CPAjdI6vOwzGZm1lllunq+AmweEY8BSJoIXAGcV2VgZmZWjTJn9YzoSvrZwpLPMzOzQahMi/9SSb8Hzs7THwMuqS4kMzOrUpk/cB0u6UPAtrloekRcWG1YZmZWlVYXW38TsHpE/CkiLgAuyOXbSlovIu5rV5BmZjZwWvXVf5d0YfVGT+d5ZmY2BLVK/KtHxO2NhblscmURmZlZpVol/nEt5q040IGYmVl7tEr8MyR9qrFQ0ieBmdWFZGZmVWp1Vs804EJJ+/Bqop8KjAY+WHVgZmZWjW4Tf0TMB7aWtD2wUS6+OCKuaktkZmZWiTLn8V8NXN2GWMzMrA089IKZWc048ZuZ1YwTv5lZzTjxm5nVjBO/mVnNOPGbmdWME7+ZWc048ZuZ1YwTv5lZzbQ98UtaR9LVku6QNEvSF9odg5lZnZW55u5AWwp8KSJuljQWmCnp8oi4owOxmJnVTttb/BExLyJuzo8XA3cCa7U7DjOzuupEi/8VkiYDmwI3NJl3MHAwwKRJk9oa10CYfOTFnQ6h7Tq5z3NOeH/Htl03dXydO7XPVe1vxw7uShoDnA9Mi4jXXNs3IqZHxNSImDpx4sT2B2hmNkx1JPFLWo6U9M+MiAs6EYOZWV114qweAT8H7oyIk9q9fTOzuutEi38bYD9gB0m35tuuHYjDzKyW2n5wNyL+CKjd2zUzs8T/3DUzqxknfjOzmnHiNzOrGSd+M7OaceI3M6sZJ34zs5px4jczqxknfjOzmnHiNzOrGSd+M7OaceI3M6sZJ34zs5px4jczqxknfjOzmnHiNzOrmY5ebN1soNTx4vZmfeUWv5lZzTjxm5nVjBO/mVnNOPGbmdWME7+ZWc048ZuZ1YwTv5lZzTjxm5nVjBO/mVnNOPGbmdWME7+ZWc048ZuZ1YwTv5lZzTjxm5nVjBO/mVnNOPGbmdWME7+ZWc10JPFLep+kuyXdK+nITsRgZlZXbU/8kkYCPwJ2ATYE9pa0YbvjMDOrq060+N8F3BsRsyPiBeAcYM8OxGFmVkuduNj6WsCDhemHgC0aF5J0MHBwnlwi6e4+bGs14PE+PK+dBnuMjq//BnuMQyY+favDkTRXWf0NwP6+sVlhJxJ/KRExHZjen3VImhERUwcopEoM9hgdX/8N9hgdX/8M9via6URXz8PAOoXptXOZmZm1QScS/03A+pKmSBoN7AVc1IE4zMxqqe1dPRGxVNJngd8DI4GTI2JWRZvrV1dRmwz2GB1f/w32GB1f/wz2+F5DEdHpGMzMrI38z10zs5px4jczq5lhm/gHw7AQktaRdLWkOyTNkvSFXH6MpIcl3Zpvuxaec1SO+W5J721DjHMk3Z7jmJHLJki6XNI9+X58Lpek7+f4/ippszbEt0Ghnm6VtEjStE7WoaSTJT0m6W+Fsl7XmaT98/L3SNq/4vj+S9JdOYYLJY3L5ZMlPVeox58UnvPO/N64N++DKo6x169pVZ/zbuL7ZSG2OZJuzeUdqcN+iYhhdyMdNL4PWBcYDdwGbNiBONYANsuPxwJ/Jw1TcQxwWJPlN8yxLg9MyfswsuIY5wCrNZSdCByZHx8JfCs/3hW4BBCwJXBDB17XR0l/SulYHQLbAZsBf+trnQETgNn5fnx+PL7C+HYGRuXH3yrEN7m4XMN6bswxK+/DLhXXYa9e0yo/583ia5j/HeBrnazD/tyGa4t/UAwLERHzIuLm/HgxcCfpn8vd2RM4JyKej4j7gXtJ+9JuewKn5senAh8olJ8WyfXAOElrtDGuHYH7ImJui2Uqr8OIuA54osl2e1Nn7wUuj4gnIuJJ4HLgfVXFFxGXRcTSPHk96f8z3coxrhIR10fKYKcV9qmSGFvo7jWt7HPeKr7cav8ocHardVRdh/0xXBN/s2EhWiXcykmaDGwK3JCLPpt/dp/c1S1AZ+IO4DJJM5WGyQBYPSLm5cePAqt3ML6ivVj2wzZY6hB6X2edrMuDSK3PLlMk3SLpWknvzmVr5ZjaHV9vXtNO1eG7gfkRcU+hbDDVYY+Ga+IfVCSNAc4HpkXEIuDHwHrAO4B5pJ+NnbJtRGxGGi313yRtV5yZWyodP+dX6c9+ewC/ykWDqQ6XMVjqrBlJXwGWAmfmonnApIjYFPgicJakVToU3qB9TRvszbINkMFUh6UM18Q/aIaFkLQcKemfGREXAETE/Ih4KSJeBn7Kq10RbY87Ih7O948BF+ZY5nd14eT7xzoVX8EuwM0RMT/HO2jqMOttnbU9TkkHALsB++QvJ3L3ycL8eCapz/zNOZZid1A73ou9fU07UYejgA8BvyzEPWjqsKzhmvgHxbAQuS/w58CdEXFSobzYL/5BoOvMgYuAvSQtL2kKsD7p4FBV8a0saWzXY9IBwL/lOLrOMtkf+E0hvo/nM1W2BJ4udG9UbZlW1mCpw4Le1tnvgZ0ljc9dGjvnskpIeh9wBLBHRDxbKJ+odI0MJK1Lqq/ZOcZFkrbM7+OPF/apqhh7+5p24nO+E3BXRLzShTOY6rC0Th9drupGOpvi76Rv3690KIZtST/5/wrcmm+7AqcDt+fyi4A1Cs/5So75bio+A4B0NsRt+Tarq56AVYErgXuAK4AJuVyki+jcl+Of2qZ6XBlYCLyuUNaxOiR9Ac0DXiT1236iL3VG6mu/N98OrDi+e0n94V3vw5/kZf9ffu1vBW4Gdi+sZyop+d4H/JD8T/8KY+z1a1rV57xZfLn8F8CnG5btSB325+YhG8zMama4dvWYmVk3nPjNzGrGid/MrGac+M3MasaJ38ysZpz4bdCS9AFJIektHY5jmqSVevmcdyuNyHqrpBUb5i1pmD5A0g8HIlazMpz4bTDbG/hjvu+kaUCvEj+wD3B8RLwjIp6rICazPnPit0Epj2+0LemPPXsVyt+TB8L6jaTZkk6QtI+kG/O45+vl5SZLuioP+HWlpEm5/BeSPlxY35LCeq+RdJ7SuPVn5n/bfh5YE7ha0tVN4twxD851ex5YbHlJnySN3nicpDMbn9PDfreK+/uS/pz3u7gPh0u6KT/n2Fz2n5KmFZb5hvL1IMyc+G2w2hO4NCL+DiyU9M7CvE2ATwNvBfYD3hwR7wJ+BnwuL/MD4NSI2Jg0INn3S2xzU1LrfkPSv5q3iYjvA48A20fE9sWFJa1A+ifnxyLi7cAo4DMR8TPSP08Pj4h9mmxnRRUuLgP8Z2Feq7jXIH0Z7gackGPYmTREwLtIg5u9U2mgvZNJQwQgaQTpy/OMEnVgNeDEb4PV3qTx1cn3xe6emyJd6+B50l/hL8vlt5MuigGwFXBWfnw6KWH25MaIeCjSIGG3FtbVnQ2A+/OXE6Rx+LdrsXyX53IX0Dsi4h3A1wrzWsX964h4OSLu4NVhn3fOt1tIwwW8BVg/IuaQvjA37ZofeSAxs1GdDsCskaQJwA7A2yUF6UpLIenwvMjzhcVfLky/TM/v6aXkBk9uCY8uzCuu96US62q3Ynwq3B8fEf/bZPmfAQcAbyD9AjAD3OK3wenDwOkR8caImBwR6wD3ky6AUdafefXYwD7AH/LjOUBXt9EewHIl1rWYdOnMRncDkyW9KU/vB1zbixib6S7u7vweOCgfE0HSWpJen+ddSLqq1+ZUOPKnDT1O/DYY7U1KWkXn07uzez4HHCjpr6SE3HVg86fAP0m6jdSt8kyJdU0HLm08uBsR/wAOBH4l6XbSL46fNHl+b3QXd1MRcRmpa+gvOYbzyF9SkS5HeDVwbkS81M+4bBjx6Jxmw1TuyroZ+Egse5lAqzm3+M2GIUkbksbgv9JJ3xq5xW9mVjNu8ZuZ1YwTv5lZzTjxm5nVjBO/mVnNOPGbmdXM/wdCivkOnXBQgQAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -647,7 +628,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -668,13 +649,13 @@ "Text(0.5, 1.0, 'Participants Social Network')" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -690,7 +671,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -700,11 +681,11 @@ " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", - " 'funds_requested': 492.2258454429512,\n", - " 'trigger': 20663.16831435627}" + " 'funds_requested': 1635.5704024958463,\n", + " 'trigger': inf}" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -730,7 +711,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -740,7 +721,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -749,13 +730,13 @@ "Text(0, 0.5, 'Amount of Honey requested(as a Fraction of Funds available)')" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -775,7 +756,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -784,13 +765,13 @@ "Text(0, 0.5, 'Amount of Conviction')" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -817,7 +798,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -826,13 +807,13 @@ "Text(0.5, 55.73999999999998, 'Participant_id')" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -881,26 +862,26 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "# from cadCAD.configuration import Experiment\n", + "from cadCAD.configuration import Experiment\n", "\n", - "# # Create configuration\n", - "# exp = Experiment()\n", + "# Create configuration\n", + "exp = Experiment()\n", "\n", - "# exp.append_configs(\n", - "# sim_configs=sim_config,\n", - "# initial_state=state_variables,\n", - "# seeds=seeds,\n", - "# partial_state_update_blocks=partial_state_update_blocks\n", - "# )" + "exp.append_configs(\n", + " sim_configs=sim_config,\n", + " initial_state=state_variables,\n", + " seeds=1,\n", + " partial_state_update_blocks=partial_state_update_blocks\n", + ")" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": { "tags": [] }, @@ -918,24 +899,14 @@ "by cadCAD\n", "\n", "Execution Mode: local_proc\n", - "Configuration Count: 1\n", + "Configuration Count: 2\n", "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 11, 1, 5)\n", - "Execution Method: local_simulations\n" - ] - }, - { - "ename": "TypeError", - "evalue": "simulation() missing 1 required positional argument: 'configured_N'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'matplotlib'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'inline'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0mrdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/run.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m()\u001b[0m\n\u001b[1;32m 41\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0msimulation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mExecutor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexec_context\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlocal_mode_ctx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconfigs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 43\u001b[0;31m \u001b[0mraw_system_events\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtensor_field\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msessions\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msimulation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 44\u001b[0m \u001b[0;31m# Result System Events DataFrame\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 45\u001b[0m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mraw_system_events\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/__init__.py\u001b[0m in \u001b[0;36mexecute\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 151\u001b[0m simulations_results = self.exec_method(\n\u001b[1;32m 152\u001b[0m \u001b[0msim_executors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_dict_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_lists\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs_structs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSimIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mRunIDs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 153\u001b[0;31m \u001b[0mExpIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetWindows\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moriginal_N\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 154\u001b[0m )\n\u001b[1;32m 155\u001b[0m \u001b[0mfinal_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_final_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msimulations_results\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpartial_state_updates\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msessions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mremote_threshold\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/execution.py\u001b[0m in \u001b[0;36mlocal_simulations\u001b[0;34m(simulation_execs, var_dict_list, states_lists, configs_structs, env_processes_list, Ts, SimIDs, Ns, ExpIDs, SubsetIDs, SubsetWindows, exec_method)\u001b[0m\n\u001b[1;32m 140\u001b[0m return single_proc_exec(\n\u001b[1;32m 141\u001b[0m \u001b[0msimulation_execs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_dict_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_lists\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs_structs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSimIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 142\u001b[0;31m \u001b[0mExpIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetWindows\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexec_method\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 143\u001b[0m )\n\u001b[1;32m 144\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconfigs_structs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mconfig_amt\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mremote_threshold\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/execution.py\u001b[0m in \u001b[0;36msingle_proc_exec\u001b[0;34m(simulation_execs, var_dict_list, states_lists, configs_structs, env_processes_list, Ts, SimIDs, Ns, ExpIDs, SubsetIDs, SubsetWindows, exec_method)\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 35\u001b[0m )\n\u001b[0;32m---> 36\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msimulation_exec\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvar_dict_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mT\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msim_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mN\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubset_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubset_window\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 37\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mflatten\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: simulation() missing 1 required positional argument: 'configured_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: 324.40s\n" ] } ], @@ -943,7 +914,6 @@ "import numpy as np\n", "import pandas as pd\n", "from model import run\n", - "#from cadCAD import configs\n", "pd.options.display.float_format = '{:.2f}'.format\n", "\n", "%matplotlib inline\n", @@ -960,7 +930,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -969,18 +939,304 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
networkfundssentimenteffective_supplytotal_supplysimulationsubsetrunsubsteptimestep...funds_requestedshare_of_funds_requestedshare_of_funds_requested_alltriggersconviction_share_of_triggerageage_allconviction_alltriggers_allconviction_share_of_trigger_all
5(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...4889.600.6014020.0122414.6100151...[1635.5704024958463, 2177.89207462645, 375.000...[0.33449968502669863, 0.4454129347614804, 0.07...[0.33449968502669863, 0.4454129347614804, 0.07...[inf, inf, 11238.455532714786, 633287.50254494...[0.0, 0.0, 0.003740978192469739, 0.00047483075...[1, 1, 1, 1, 1, 1][1, 1, 1, 1, 1, 1, 1][266.503232036339, 52.749078945560456, 42.0428...[inf, inf, 11238.455532714786, 633287.50254494...[0.0, 0.0, 0.003740978192469739, 0.00047483075...
10(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...4912.020.6014020.0122437.0300152...[1635.5704024958463, 2177.89207462645, 375.000...[0.3329732894576922, 0.44338041766077285, 0.07...[0.3329732894576922, 0.44338041766077285, 0.07...[inf, inf, 11174.230590474432, 572947.78483859...[0.0, 0.0, 0.015214500767545958, 0.00094140099...[2, 2, 2, 2, 2, 2, 1, 1][2, 2, 2, 2, 2, 2, 2, 1, 1][541.366516506568, 94.6160506498286, 170.01033...[inf, inf, 11174.230590474432, 572947.78483859...[0.0, 0.0, 0.015214500767545958, 0.00094140099...
15(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...4934.450.6014020.0122459.4600153...[1635.5704024958463, 2177.89207462645, 375.000...[0.3314592555152592, 0.44136436104901916, 0.07...[0.3314592555152592, 0.44136436104901916, 0.07...[inf, inf, 11111.070175797702, 521232.83488613...[0.0, 0.0, 0.02444213075591761, 0.001102536686...[3, 3, 3, 3, 3, 3, 2, 2][3, 3, 3, 3, 3, 3, 3, 2, 2][622.9283976334391, 127.84588811286764, 271.57...[inf, inf, 11111.070175797702, 521232.83488613...[0.0, 0.0, 0.02444213075591761, 0.001102536686...
20(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...4956.910.6014069.7522481.9200154...[1635.5704024958463, 2177.89207462645, 375.000...[0.3299574343848422, 0.43936456676780056, 0.07...[0.3299574343848422, 0.43936456676780056, 0.07...[inf, inf, 11048.948812591681, 476557.06400915...[0.0, 0.0, 0.03187567649261185, 0.001264695738...[4, 4, 4, 4, 4, 4, 3, 3, 1][4, 4, 4, 4, 4, 4, 4, 3, 3, 1, 1][687.6641055840894, 154.22042758564788, 352.19...[inf, inf, 11048.948812591681, 476557.06400915...[0.0, 0.0, 0.03187567649261185, 0.001264695738...
25(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...4979.400.6014069.7522504.4100155...[1635.5704024958463, 2177.89207462645, 375.000...[0.3284676796309342, 0.4373808398265926, 0.075...[0.3284676796309342, 0.4373808398265926, 0.075...[inf, inf, 11026.824827540717, 439237.51613763...[0.0, 0.0, 0.036126338828180254, 0.00142278434...[5, 5, 5, 5, 5, 5, 4, 4, 2, 1, 1][5, 5, 5, 5, 5, 5, 5, 4, 4, 2, 2, 1, 1][739.0448710344735, 152.79894968865366, 398.35...[inf, inf, 11026.824827540717, 439237.51613763...[0.0, 0.0, 0.036126338828180254, 0.00142278434...
\n", + "

5 rows × 33 columns

\n", + "
" + ], + "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 14069.75 22481.92 0 0 1 5 \n", + "25 14069.75 22504.41 0 0 1 5 \n", + "\n", + " timestep ... funds_requested \\\n", + "5 1 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", + "10 2 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", + "15 3 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", + "20 4 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", + "25 5 ... [1635.5704024958463, 2177.89207462645, 375.000... \n", + "\n", + " share_of_funds_requested \\\n", + "5 [0.33449968502669863, 0.4454129347614804, 0.07... \n", + "10 [0.3329732894576922, 0.44338041766077285, 0.07... \n", + "15 [0.3314592555152592, 0.44136436104901916, 0.07... \n", + "20 [0.3299574343848422, 0.43936456676780056, 0.07... \n", + "25 [0.3284676796309342, 0.4373808398265926, 0.075... \n", + "\n", + " share_of_funds_requested_all \\\n", + "5 [0.33449968502669863, 0.4454129347614804, 0.07... \n", + "10 [0.3329732894576922, 0.44338041766077285, 0.07... \n", + "15 [0.3314592555152592, 0.44136436104901916, 0.07... \n", + "20 [0.3299574343848422, 0.43936456676780056, 0.07... \n", + "25 [0.3284676796309342, 0.4373808398265926, 0.075... \n", + "\n", + " triggers \\\n", + "5 [inf, inf, 11238.455532714786, 633287.50254494... \n", + "10 [inf, inf, 11174.230590474432, 572947.78483859... \n", + "15 [inf, inf, 11111.070175797702, 521232.83488613... \n", + "20 [inf, inf, 11048.948812591681, 476557.06400915... \n", + "25 [inf, inf, 11026.824827540717, 439237.51613763... \n", + "\n", + " conviction_share_of_trigger \\\n", + "5 [0.0, 0.0, 0.003740978192469739, 0.00047483075... \n", + "10 [0.0, 0.0, 0.015214500767545958, 0.00094140099... \n", + "15 [0.0, 0.0, 0.02444213075591761, 0.001102536686... \n", + "20 [0.0, 0.0, 0.03187567649261185, 0.001264695738... \n", + "25 [0.0, 0.0, 0.036126338828180254, 0.00142278434... \n", + "\n", + " age \\\n", + "5 [1, 1, 1, 1, 1, 1] \n", + "10 [2, 2, 2, 2, 2, 2, 1, 1] \n", + "15 [3, 3, 3, 3, 3, 3, 2, 2] \n", + "20 [4, 4, 4, 4, 4, 4, 3, 3, 1] \n", + "25 [5, 5, 5, 5, 5, 5, 4, 4, 2, 1, 1] \n", + "\n", + " age_all \\\n", + "5 [1, 1, 1, 1, 1, 1, 1] \n", + "10 [2, 2, 2, 2, 2, 2, 2, 1, 1] \n", + "15 [3, 3, 3, 3, 3, 3, 3, 2, 2] \n", + "20 [4, 4, 4, 4, 4, 4, 4, 3, 3, 1, 1] \n", + "25 [5, 5, 5, 5, 5, 5, 5, 4, 4, 2, 2, 1, 1] \n", + "\n", + " conviction_all \\\n", + "5 [266.503232036339, 52.749078945560456, 42.0428... \n", + "10 [541.366516506568, 94.6160506498286, 170.01033... \n", + "15 [622.9283976334391, 127.84588811286764, 271.57... \n", + "20 [687.6641055840894, 154.22042758564788, 352.19... \n", + "25 [739.0448710344735, 152.79894968865366, 398.35... \n", + "\n", + " triggers_all \\\n", + "5 [inf, inf, 11238.455532714786, 633287.50254494... \n", + "10 [inf, inf, 11174.230590474432, 572947.78483859... \n", + "15 [inf, inf, 11111.070175797702, 521232.83488613... \n", + "20 [inf, inf, 11048.948812591681, 476557.06400915... \n", + "25 [inf, inf, 11026.824827540717, 439237.51613763... \n", + "\n", + " conviction_share_of_trigger_all \n", + "5 [0.0, 0.0, 0.003740978192469739, 0.00047483075... \n", + "10 [0.0, 0.0, 0.015214500767545958, 0.00094140099... \n", + "15 [0.0, 0.0, 0.02444213075591761, 0.001102536686... \n", + "20 [0.0, 0.0, 0.03187567649261185, 0.001264695738... \n", + "25 [0.0, 0.0, 0.036126338828180254, 0.00142278434... \n", + "\n", + "[5 rows x 33 columns]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df.head(5)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep','sentiment')" ] @@ -994,9 +1250,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep',['funds', 'candidate_funds'])" ] @@ -1010,9 +1289,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "affinities_plot(df)" ] @@ -1026,9 +1318,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n", " kind='area')\n", @@ -1046,9 +1361,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_funds', 'failed_funds'], kind='area')\n", "plt.title('Proposal Status weighted by funds requested')\n", @@ -1065,7 +1403,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1074,9 +1412,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:563: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " if not cb.iterable(width):\n", + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:569: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " and cb.iterable(edge_color) \\\n", + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " for c in edge_color]):\n", + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:660: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " if cb.iterable(node_size): # many node sizes\n", + "/home/aclarkdata/repos/Aragon_Conviction_Voting/models/v3/model/parts/utils.py:356: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "K = 0\n", "N = 1\n", @@ -1097,27 +1466,84 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "snap_plot(nets[80:81], size_scale = 1/300,savefigs=True)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep',['effective_supply'])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep',['participant_count'])" ] diff --git a/models/v3/Deriving_Alpha.ipynb b/models/v3/Deriving_Alpha.ipynb index 70c2535..f515c61 100644 --- a/models/v3/Deriving_Alpha.ipynb +++ b/models/v3/Deriving_Alpha.ipynb @@ -143,9 +143,12 @@ }, "outputs": [ { - "output_type": "stream", "name": "stdout", - "text": "0.9057236642639067\n0.9958826236582974\n" + "output_type": "stream", + "text": [ + "0.9057236642639067\n", + "0.9958826236582974\n" + ] } ], "source": [ @@ -203,23 +206,1280 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Text(0.5, 1.0, 'Comparing Single Token Staked to Conviction Accumulation Over Time')" + "text/plain": [ + "Text(0.5, 1.0, 'Comparing Single Token Staked to Conviction Accumulation Over Time')" + ] }, + "execution_count": 309, "metadata": {}, - "execution_count": 309 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:13.376998\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:13.376998\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -241,23 +1501,1362 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Text(0.5, 1.0, 'Comparing Single Token Unstaked to Conviction Decay Over Time')" + "text/plain": [ + "Text(0.5, 1.0, 'Comparing Single Token Unstaked to Conviction Decay Over Time')" + ] }, + "execution_count": 310, "metadata": {}, - "execution_count": 310 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:13.948469\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaMAAAEWCAYAAADLkvgyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy86wFpkAAAACXBIWXMAAAsTAAALEwEAmpwYAABC6ElEQVR4nO3deZgU5bX48e+ZDYZhWIadYVURQYI74m5MXDDuRq9G4xKVaxSjWYzmJr+0o8mNWa9ZXKLGLe6KCxoXEhVMggtgFGUTBISBYd8GBoGZOb8/3mos2p7umpmurp7p83mefrprP11dXafeqrfqFVXFGGOMiVJB1AEYY4wxloyMMcZEzpKRMcaYyFkyMsYYEzlLRsYYYyJnycgYY0zk8jYZicgFIjK5LS9XRKaIyOWZmFeAZd0kIg9nY1m5QESGiIiKSFEG5rVERL6aibhyRWu2YxF5WUQuznRMpvVE5CgRmR/FsludjETkGyIyQ0S2iEiNt6EdmYngwqSqj6jqCWHMW0SOFJFpIrJJRNaLyL9F5JCwlxswtqO832qLiGz1drhbfK9BEcaWNAGIyAMi8rNWzvsSEflX6yLMvAx9txNF5E0RqRWRNSIyVUROy1SMyQTdjpMdxKjqOFV9MNMxeetyh7ceakXkIxH5hYh0zfSyWkOc60VkgYhsE5GlInKriHTIwrIv8P3Xt4lIo///r6r/VNXhYceRTKuSkYh8D7gN+F+gDzAIuAM4vdWRhSgTR7sp5t0FeBH4I1ABVAJVwPawltkc3sbWWVU7A/t6vbvF+6nq0ijjM80jIl8HngIeAgbg/oc/BU6NMq4I/UpVy4FewKXAWODfIlIWbVi7+QMwHrgIKAfGAccBT2Z6QYn7Ou8gIv7/Hwes8P33O2d6+c2iqi16AV2BLcA5KcbpgEtWK7zXbUAHb9ixQDXwQ2A1UAOcAZwMfAysB/7HN6+bgKeBJ4Ba4D1gP9/wG4FPvGFzgDN9wy4B/g38nzffn3n9/uUbR4ErgQXABuB2QLxhhcBvgbXAYmCCN35Rku98MLAxxTrJ2HKBKcDlvnl9C5jrzedVYHCa33BIwvz6A5O8dbQQuCJh/T/sfS4GHgMmAiXedBOBNV6c30mY7knczrIWmA0cHCQeX/8HgJ/51x/wG+97LgbGJazfRd6yFgMXACOAz4AG3Da70Rv3a8B/gM3AMuCmFOvmbGAJMAp3EBff3tZ536/CN+03gU+9YT/2pvtqku87HtgJ7PDiesHrP8L7bTd66+u0JtaXAEuB61P8xgXAT7x4Vnu/Q9eE73ixN5+1wI9928K2hO91gDdOMV/cjvcF/o7bdlYB/wOc5H23nd73+yBxu21pfE18113bia9fOW7fMiHI/yTZ9/D6jwHe8n6TGuBPQIk37HbgtwnLfQG4LkmMw3Db4ZiE/gNxB6zH4RLoSqDQN/xMYJZvnSXd/nzr7DJvnb2ZYn0dC1Sn6ofbdq8HZgFbgb/gDnhexv3H/gF0940/FpjmracPgGNT7YN2W3bQEZN8kZOAepLskH3j3Ay8DfTGHalMA27xfel63FFcMXAFbmf2qLcB7Yvbgezh26ntBL7ujf8D3M6m2Bt+Du4PVAD8l7fi+vl2UPXANUARUErypPAi0A1XwlsDnOQNuxKX4AYA3b0foKlk1MXbQB7EHXl0TxieseWy+5/6DFwCGeF9x58A09L8hkMS5jcVV7LtCOzvxfIV3/p/2Ft3f8P98Qu99T3T+x1LgD1wyeBE33Sf4Q4yCoFfAG8HiSfZTsZbfztx20sh8G3cgY4AZbjEMtwbtx+wb7L17tsGv+R9h9G4nc8ZibHgjrAXAnt5w67DbdcDcAdcfwYe84aNxO14j/aG/Q637X0hGSXbgeK27YW4nXkJbudUG/9OCdPu48U4NMVv/C1vfnsAnYFngL8mfMd7vN91P9wOcYQ3/HV2PyD5NXBX4vrk8x3+93HbTjlwqH+7SYhpCp9vty2OL9269PV/CHgi3f8kzfc4CLejLfLimouXbHCJagVQ4HX3BOqAPkliuRL4tIn4pwK/8D5/AhzvG/YUcGOA7S++zh7C/R9KU2wbxxIsGb2NS0CVuAOG93AHJh28bSTmjVuJ2/edjPtPHe9190q1H9q1rCAjNfFFLgBWphnnE+BkX/eJwBLfl96Gl/29H17jP77Xbyaf7xxuwrcT875sDXBUE8t+Hzjd98dZmjD8Er6YFI70dT/p+/FfB/7bN+yrNJGMvOEjcH+MatyOaFJ8w8zkctn9T/0ycFnC+qkjRemI3Xe4A3FHbOW+4b8AHvCt/0m4P8wf+Lz0dmiSdfsj4H7fdP/wDRsJbEsXT0L/B9g9GS30DevkTdMX9+fbiCvFlCbMY7f13sTybwP+LyGWH+AdEPjGm4uXpL3ufrgEWYRLyo/7hpXhSgdBk9FRuKPiAl+/x/CV2nz9j/Bi7JjiO70GXOXrHu6LNf4d/d/tXeA87/PlwOveZ8GVHo9OXJ/A+cB/mlj+TaRORi2OL9269PW/Ffh7uv9Jqu+RZJ7XAc8mbBPHe58nAC81Md1PaPpg7HHgHu/zz4D7vM/luIPrwQG2v/g62yPAdziWYMnoAl/3ROBOX/c1wHPe5xvwDiR8w18FLg6yTltzzWgd0DPN9Zf+uOJ33Kdev13zUNUG7/M2732Vb/g23NFS3LL4B1VtxO3s+wOIyEUi8r6IbBSRjbjTKT2TTZvCSt/nOt+y+ydMn3JeqjpXVS9R1QFeHP1xO7owlzsY+L3v+6/H7UAqU8Xq0x9Yr6q1vn6fJkw/FleCuFW9Lc1bbv/4cr1l/w/uSCou8ft1bGK7qffeixP6F+P+bF+Yn6rWeR87q+pWXKn4SqBGRP4mIvsk/baAiBwqIm94F/03edP1TBjteuB2Va329RsMPOv7vnNxibwPCb+ZF9O6pmJIoj+wzNu+4xJ/h7j4fPulmV/if7CI1L9PfPt7GjhMRPrjSnoK/DPJMgbiDjxbojXxBVWJ+z9A6v9Jk99DRPYWkRdFZKWIbMZdJ/dvKw8CF3qfLwT+2kQsa2n69+rnDQd3hugsr1LDWcB7qhpfT6m2v7gg+7ugEvfJTe2jBwPnJOwLjiT19rlLa5LRW7jTL2ekGGeFF2DcIK9fSw2MfxCRAlwxdYWIDMYV5ScAPVS1G/ARbiOLU1quxlvWF+JIR1Xn4Y7YRoW83GW4UlQ336tUVacFXNYKoEJEyn39BgHLfd2TcaWl10QkvuEvAxYnLLdcVU8OuFy/GlzSGZLQfyi777CapKqvqurxuD/APNx2Acl//0dxpb2BqtoVuIvdtxmAE4CfiMjZvn7LcNep/N+5o6ou976DfzvtBPRIFXJC9wpgoLd9xyX+DnHzvVjOTjLMP7/E/2A9u+9QkgemuhH3m58LfAN3KijZelwG7NnUbNIspsXxBSEinXFnFOJJNNX/JNX3uBO3PQ1T1S64Ay7/tvIwcLqI7Ic7M/JcE/N5Hff7jkmIcyDuYO81AFWdg9vmx+HW/aO+0VNtf3Gt2d+11DJcycgfV5mq3hpk4hYnI1XdhDslcbuInCEinUSkWETGicivvNEew/2Re4lIT2/81tyrcpCInOUdVV+HO3/8Nu5UiOKucSAil9KynX9TngSuFZFKEemGK44mJSL7iMj3RWSA1z0QV/x/O8zl4nakPxKRfb3ldhWRc4IuSFWX4a7p/UJEOorIaNxF0EcSxvsV7o/xmvebvgtsFpEbRKRURApFZJR4VdmbwyslTwR+LiI9vO3pfNypvZfTTS8ifUTkNK/m1HbctZt4yXsVMEBESnyTlONKg595O4dvJJntbNz10dt91aXv8mIc7C23l4ic7g17GjhFXPX+Etx101T/s1W46yVx7+BOyfzQ+/7H4mrGPZ44oZcYvgf8PxG5VES6iEiBt+y7vdEeA74rIkO9HfP/4q6f1CfOrwmP4mp9nc3uO0S/F4G+InKdiHQQkXIROdT3/YYkJFe/1saXlBfHQbiksAG43xuU6n+S6nuU465HbvFK29/2L88rOU/HlYgmquo2klDVj70YHhGRsd7/ZV/cdv8PVf2Hb/RHge/gSqVP+fqn2v6i9DBwqrhbDQq9/cix8X1hOq2q2q2qv8P9GX6CSwTLcKWT57xRfgbMwNXE+BB34as191Q8jzsNswFXY+ksVd3pHUX8FldaW4W7KP3vViwn0T24I8RZuNpXL+GO3hqSjFuLu47yjohsxSWhj3AXRUNbrqo+C/wSeNw7jfAR7qiqOc7HlUpWAM/iLkz+PcmybsH9xv/A1ao8FVfhYTHuNMO9Xv+WuAp36mQW7mLpBOBrqhrkSLkAt55XePM4xpsfuCPS2cBKEYmfCrkKuFlEanEHSkmr1qrqB8ApwD0iMg74Pa5ENdmb9m3cb46qzgauxu1IanDbanWy+Xr+Aoz0Tms8p6o7gNNwv91aXIWSi7wSdrLYnsb9J77lfe9VuP/Y894o9+F2kG/ifp/PcOf5g5qEqwG2ylsPyWKoxV2sPhV3Sm0B8GVvcHwnuk5E3ksyeWvjS/RD7zdZj7uIPxM43DtdmvJ/kuZ7/AB3sFKL+18+kWTZD+L2PU2dooubgPuPPIw7YHoFdx0tsYT7GO4azuuqutbXv8ntL0reAe3puFJjPB9cT8A8E78InfNE5CZcbaYL042bhVjG4WoVDU47cjtYrjEmPRE5GpdghiRc8zMB5O3jgJrDO/10sogUiUglEMOVHNrlco0xzSMixcC1wL2WiFrGklEwgnuKwgbc6bK5uNM67XW5xpiARGQE7paCfqSuNWtSaDOn6YwxxrRfVjIyxhgTudAeGBqWgoICLS0tjToMY4xpU+rq6lRVc7YA0uaSUWlpKVu3bo06DGOMaVNEJOm9T7kiZ7OkMcaY/GHJyBhjTOQsGRljjImcJSNjjDGRs2RkjDEmcqElIxG5T0RWi8hHTQwXEfmDiCwUkVkicmBYsRhjjEkt2T5bRCpE5O8issB77x7W8sMsGT2Ae/R+U8bhngY8DBiPay/EGGNMNB7gi/vsG4HXVHUYrq2lG8NaeGj3GanqmyIyJMUopwMPeW2yvC0i3USkn6rWhBHPRx/Bk0kbCDCZoDSykzp2so1GdtLAThrYsetzY9Ju9640otKIou6z98L3OXHY7uMlThePSXeLMBv9O3eGgw6Cc/b9OqP7jG7WOjQmSk3ss0/HNWMBromMKaRuV63ForzptZLdm8at9vp9IRmJyHhc6YmSkpLEwYHMnQs/a01LSu2cFuyEzjXQZTl0WgOl67/46rAZirdCyVb3Xlzn+/xZ1F8hN9TBy/+Ej9fP54mvJ2vyxpjIFInIDF/33ap6d5NjO33iBQRVrRGR3qEFF9aMA0hs3hmaaCrXW2F3A5SVlbXoya7nnONe+UpVWVG7gnlr5zFv7Tw+XvcxSzcvpXpzNcs3L2fllpUJR/pOoRRSUVpB99LudO3QlU7FnSgr6UNZcRllJWWUFZe5fl53aVEpxYXFFBcUU1JYsutzcaHX7X2ODy8qKKJACr7wEpHk/flif/+4giDy+aYlvs3M3z/VMEnYNIPO7/774VvfgoPvOJI1W9cE/WmMyZZ6VT046iCaEmUyqgYG+roH4FqqNK2kqizZuIR3lr/Du8vf5Z3l7zBr1Sy27Niya5zOJZ0Z0m0IA7oMYL8++zGgywAGdBlAZXklvct6U1FaQUVpBV06dPnCTtckV+Bdge3eoSerti2ONhhjMmNV/PKJiPTDtb4ciiiT0SRggog8jmsyd1NY14vyQU1tDZM/mcyrn7zKa4tfY/VWt810LOrIQf0O4tL9L2VEzxEM7zmcfXruQ7/O/SzJZFg8GXUr6cnsjdOjDcaYzJgEXAzc6r0/n3r0lgstGYlIvP32niJSjWultBhAVe8CXgJOBhYCdcClYcXSXtXU1vDUnKd4YvYTTFs2DYA+ZX04Yc8TOGLgERxaeSijeo+iuLA44kjzw65k1KEna+vWoqqW8E2b0cQ++1bgSRG5DFgKhHaxI8zadOenGa7A1WEtv71q1EZeW/Qaf5r+J178+EUatZEv9f4St3z5Fk7Z+xRG9xlNgdi9zFHwl4x2NOxgy44tlHcojzYoYwJKsc/+SjaW3+aakMhX9Y31PDzrYW79163MXzefXp16ccMRN/DN0d9kRK8RUYdn+DwZdS3uAcDaurWWjIwJyJJRjmvURibOmchPp/yUeWvncUDfA/jrmX/lnJHn0KGoQ9ThGZ9dJaPinoBLRkO7D40wImPaDktGOWz+2vmMf3E8b376JiN7jWTiuRM5c58z7TpEjvq8ZOSS0bpt6yKMxpi2xZJRDtrZsJNfT/s1N0+9mdLiUu459R4u3f9SCgsKow7NpBBPRl18JSNjTDCWjHJMTW0N5zx1Dv9e9m/OGXkOfxj3B/p27ht1WCaAXSWjIktGxjSXJaMcMm3ZNL7+5NfZtH0Tj571KOd/KWWFRJNj4smoU2FXCqXQkpExzWB1gHPEQx88xLEPHEun4k68fdnblojaoHgyQguoKK2wZGRMM1gyygF3z7ybi5+7mGOGHMP0K6bzpT5fijok0wLxZNTYCD079bRkZEwz2Gm6iN3+7u1MeHkCXxv2NZ4+92k6FnWMOiTTQonJyGrTGROclYwiFE9Epw8/nYnnTrRE1MZZyciYlrNkFJFn5z7LNS9fw2nDT+PJc560G1jbAUtGxrScJaMI/KfmP1zwzAWMqRzDY2c/RklhyxoMNLnFn4x6lPbY9bBUY0x6loyybF3dOs568ix6durJpPMn0am4U9QhmQxJLBnVN9azefvmaIMypo2wZJRFqsrFz13MitoVTDx3Ir3LQmvB10QgMRkBrKmzFl+NCcKSURbdMf0O/rbgb/zm+N9wSOUhUYdjMsyfjHqV9QLsKQzGBGXJKEvmr53PD/7+A8btNY4JYyZEHY4JgT8ZxUu98RZ3jTGpWTLKgkZtZPyL4+lY1JG/nPYXe+p2O2XJyJiWs5tes+C+/9zHm5++yb2n3ku/8n5Rh2NCsttpuk7uNJ0lI2OCsZJRyDZs28AN/7iBYwYfw7cO+FbU4ZgQ+ZNRaXEp5SXlloyMCciSUciqplax8bON/GHcH+z0XDvnT0bgTtVZMjImGEtGIZq/dj63T7+dKw68gtF9RkcdjgmZJSNjWs6SUYhiU2J0KOzAzV++OepQTBbEk1H8oQuWjIwJzpJRSGatmsUTs5/gurHX2c2teSJZychuejUmGEtGIYlNidG1Q1e+f9j3ow7FZEnSZLR1DY3aGF1QxrQRloxCMGfNHJ6b9xzXHnot3Uu7Rx2OyZJkyahBG9iwbUN0QRnTRlgyCsGvp/2a0qJSrjn0mqhDMVmULBmB3WtkTBCWjDJs+eblPDLrES4/8PJdD8s0+cGSkTEtZ8kow+6YfgcN2sB3x3436lBMllkyMqblLBll0Pb67dzz3j2csvcpDO0+NOpwTJZZMjKm5SwZZdDTc55mTd0arj7k6qhDMRFITEY9SnsgiCUjYwKwZJRBd8y4g2EVw/jqHl+NOhQTgcRkVFhQSM9OPS0ZGRNAqMlIRE4SkfkislBEbkwyvKuIvCAiH4jIbBG5NMx4wjRv7TymLZvG+IPGUyCW4/NRYjICd6pu1dZV0QRkTDOJyHe9ffFHIvKYiHTM1rJD22uKSCFwOzAOGAmcLyIjE0a7GpijqvsBxwK/FZGSsGIK04PvP0ihFHLh6AujDsVEJFky6tu5Lyu3rIwmIGOaQUQqge8AB6vqKKAQOC9byw/zEH4MsFBVF6nqDuBx4PSEcRQoF/c4687AeqA+xJhC0dDYwEOzHmLcsHH07dw36nBMRCwZmXagCCgVkSKgE7AiWwsOMxlVAst83dVeP78/ASNwX/hD4FrVLz47RUTGi8gMEZlRX597ueofi/7BitoVXLLfJVGHYiKULBn169yPlVtWovGnpxoTnaL4ftR7jfcPVNXlwG+ApUANsElVJ2ctuBDnnazxnsR/5InA+8BxwJ7A30Xkn6q6ebeJVO8G7gYoKyvLuX/1Yx89RtcOXTll71OiDsVEqKmS0bb6bWzevpmuHbtGE5gxTr2qHtzUQBHpjjt7NRTYCDwlIheq6sPpZixVclaq4RrTZ9LNI8xkVA0M9HUP4ItFvkuBW9UdNi4UkcXAPsC7IcaVUdvrt/PcvOc4c8SZdCjqEHU4JkJJS0ZeM/Mrt6y0ZGRy3VeBxaq6BkBEngEOB9ImI+BU7723N83rXveXgSlA2mQU5mm66cAwERnqVUo4D5iUMM5S4CsAItIHGA4sCjGmjJv8yWQ2bd/EuSPPjToUE7GmSkYANVtqIojImGZZCowVkU7edfyvAHODTKgxvVRjeinu7NdIjenZGtOzgX2DLjy0kpGq1ovIBOBVXK2M+1R1tohc6Q2/C7gFeEBEPsSd1rtBVdeGFVMYnpj9BBWlFXZvkWnymhFglRhMzlPVd0TkaeA9XEWy/+BdHmmGIRpT/5HXKmDvIBOGeZoOVX0JeCmh312+zyuAE8KMIUw7GnYwaf4kzt33XIoLi6MOx0QsZcmo1kpGJvepagyItWIWU6RKXgUew5WSzgPeCDKh3Z3ZClOXTKV2Ry1n7HNG1KGYHJAsGXXr2I0OhR2sZGTygsZ0AnAXsB+wP3C3xjRQWzqWjFph0vxJlBaV8pWhX4k6FJMDkiUjEaFv5752zcjkk/eAv2lMvwu8KlVSHmQiS0YtpKpM+ngSJ+x5AqXFpVGHY3JAsmQEduOryR9SJVcATwN/9npVAs8FmdaSUQvNWjWLpZuWcurep6Yf2eSFppJRv/J+VjIy+eJq4AhgM4DGdAGuundaloxa6MWPXwTga3t/LeJITK4Q7zbvL5SMyqxkZPLGdo3pjniHVEkRX3zYQVKWjFpo8qLJHNjvQHsWndlNQUHyktHaurXsaNiRfCJj2o+pUiX/A5RKlRwPPAW8EGRCS0YtsHn7ZqYtm8YJe7TZWukmJCLJrxmBtfhq8sKNwBrcs0b/G3hJY/rjIBOGep9RezVlyRTqG+s5ca8Tow7F5JikJSPvxtea2hoGdBkQQVTGZM01GtPfA/fEe0iVXOv1S8lKRi0w+ZPJlBWXcdiAw6IOxeSYZMmof3l/AJbXLo8gImOy6uIk/S4JMqGVjFpg8ieTOXbIsfZgVPMFyZJRZRfXcsryzZaMTPskVXI+8A1gqFSJ/xmk5cC6IPOwZNRM1ZurWbB+AVcdclXUoZgclCwZ9S7rTVFBkZWMTHs2DdcGUk/gt77+tcCsIDOwZNRMU5dMBeCYwcdEHInJRcmSUYEU0K9zP0tGpt3SmH4KfAq0+NqFJaNmmvrpVLp26MroPqOjDsXkoGTJCNypOjtNZ9o7qZKxwB9xLXiX4Fps2Kox7ZJuWqvA0ExTlkzh6MFHU1hQGHUoJgc1mYzKK61kZPLBn4DzgQVAKXA5LjmlZcmoGWpqa1iwfoGdojNNSpmMrGRk8oDGdCFQqDFt0Jjej2vtNS07TdcMUz/1rhcNsWRkkkt1mq52Ry2bt2+mS4e0ZyyMaavqpEpKgPelSn6Fq9RQFmRCKxk1w7+W/ovOJZ3Zv+/+UYdiclRTySh+s6uVjkw7903cdaIJwFZgIHB2kAmtZNQMb1W/xZjKMRQV2GozyaU6TQfuxtcRvUZkOSpjssOrVQewDahqzrS2Vw1o646tfLDyA2488saoQzE5LNVpOrCSkWmfpEo+JMXTuTWmaasfWzIKaMaKGTRogz0CyKQUpGRkTDt0Smtn0GQyEuEFUmU65bTWLrwtebv6bQDGDhgbcSQmlzWVjEqLS+nesbuVjEy75Ds912KpSka/8d7PAvoCD3vd5wNLWrvgtuat6rfYu8fe9OjUI+pQTA5rKhmBO1VXXVud3YCMySKpklo+L8SUAMUEvOm1yWSkylQAEW5R5WjfoBdEeLMV8bY5qspb1W9x0l4nRR2KyXGpktGALgOo3mzJyLRfGtNyf7dUyRnAmCDTBqna3UuEPXbNXBgK9GpOgG3d0k1LWb11NWMr7RSdSS1VMhrUZRBLNy3NbkDGREhj+hxwXJBxg1Rg+C4wRYRFXvcQXAt+eWNmzUwADup/UMSRmFyXKhkN7jaYtXVrqdtZR6fiTtkNzJgskCo5y9dZABxMiroHfmmTkSqviDAM2MfrNU+V7c2Osg2buWImRQVF9nBUk1bKklHXQQAs27SM4T2HZzEqY7LmVN/nelz9gtODTJg2GYnQCfgeMFiVK0QYJsJwVV5sSaRt0YyaGezba186FnWMOhST44Iko6WblloyMu2SxvTSlk4b5DTd/cBMPm+nohp4CvIjGakqM1fM5PThgZK7yXNBk5Ex7ZFUyVDgGtzlnF35RWOa9lagIMloT1X+S4TzAVTZJoK0MNY2Z+mmpazbts6uF5lAUlbtLq+kQAosGZn27DngL8ALQBP/hOSCJKMdIpTiXYQSYU/In2tGuyov9LNkZNJLlYyKC4vpX96fTze1+v5AY3LVZxrTP7RkwiDJKAa8AgwU4RHgCOCSIDMXkZOA3+Oe4nqvqt6aZJxjgdtwN0etVdWcap9h5oqZFEqhVV4wgaRKRuBO1VnJyOQqEekG3AuMwhVAvqWqbzVjFr+XKokBk/EVWjSm76WbMEgymol7CsNYQIBrgfKUUwAiUgjcDhyPu840XUQmqeoc3zjdgDuAk1R1qYj0DhBPVn2w6gNG9BpBaXFp1KGYNiBIMpq+fHr2AjKmeX4PvKKqXxeREqC59yB8CdeMxHF8fppOCXCvUZBk9AIwTpW/AYgwAleBYVSa6cYAC1V1kZtOHsdV8ZvjG+cbwDOquhRAVVcHiCerZq2axVGDj4o6DNNGFBSAprirYlCXQTwz9xkatZECsebETO4QkS7A0XhnvlR1B7CjmbM5E9hDY9rc6QI9geF/cY8AKhPhIOBp4MIA01UCy3zd1V4/v72B7iIyRURmishFyWYkIuNFZIaIzKivrw+w6MzYsG0DyzYvY3RvO0VngglSMtrRsIPVW3PuuMu0f0Xx/aj3Gp8wfA9gDXC/iPxHRO4VkUCttPp8AHRrUXDpRlDlbyIUA3/HnZ47Q5UFAeadrMZd4jFjEXAQ8BWgFHhLRN5W1Y93j0HvBu4GKCsrC3Q3byZ8uPpDALteZAJLl4wGdxsMuFqafTv3zVJUxgBQr6oHpxheBBwIXKOq74jI74Ebgf/XjGX0AeZJlUxn92tGLa/aLcIf2T15dAEWAdeIgCrfSTPvalyTs3EDgBVJxlmrqluBrSLyJrAf8DE5YNaqWYAlIxNckJIRwOINixlTGej5kcZkSzVQrarveN1P45JRc8RauvBUJaMZCd0zmznv6cAwERkKLAfOw10j8nse+JOIFOEeN34o8H/NXE5oZq2aRUVpBf3L+0cdimkj0iWjod2GArB44+IsRWRMMKq6UkSWichwVZ2PO2M1J910u80jplNbuvxUTUg82NKZuum1XkQmAK/iqnbfp6qzReRKb/hdqjpXRF4BZuFqXtyrqh+1ZrmZNGvVLEb3GY1I3tzja1qpoAAaGpoeXt6hnF6derF4gyUjk5OuAR7xatItApr1eJ9Q2jPaNXP3kNRfACOBXQ9nU/28WYmmqOpLwEsJ/e5K6P418Ot088q2Rm3kw9UfcvkBl0cdimlDCgpg587U4wztPpRFGxelHsmYCKjq+7gnbbds+pDbM7ofuBP3BNYvAw8Bf21eiG3P4g2LqdtZx5f6fCnqUEwbku40HcAe3fewkpHJC5luz6hUlddEEFU+BW4S4Z+04kJVWzB37VwARvYaGXEkpi0JkoyGdhvK03OepqGxgcKCwuwEZkwWhNqeEfCZCAXAAhEm4Coj5NyTEjJtzhp33W5EzxERR2LakqAlo/rGeqo3V++q6m1MOxFee0bAdbhHQnwHuAV3qi7pzantydy1c+nbuS/dS7tHHYppQ4KWjAAWbVhkyci0K61pzyjINaMhqmxRpVqVS1U5GxjU0gW2FXPWzLFTdKbZgpaMwKp3m/ZHquRBqZJuvu7uUiX3BZk2SDL6UcB+7YaqMnfNXDtFZ5otSDIa2HUghVLIog1Wo860O6M1phvjHRrTDcABQSZM9QSGccDJQKUI/vYpuuDOBbZbK2pXULuj1pKRabYgyaiooIhBXQdZyci0RwVSJd29JIRUSQXBLgelHGkF7ikMp7H70xdqge+2MNA2IV55wU7TmeYKkozAnar7ZP0n4QdkTHb9FpgmVfI0rhbducDPg0yY6gkMHwAfiPCoKju9h6WOAparsiEDQeeseLXuEb2sZGSaJ2gy2rP7njwz75nwAzImizSmD0mVzMDdWyTAWRrTQI8UavKakQh3ibCvl4i64h4N/hDwHxHOz0TguWrOmjl069iNPmV9og7FtDFBk9GwHsNYW7eWDdva9XGdyTNSJWOBZRrTP2lM/wgskyo5NMi0qSowHKXKbO/zpcDHqnwJ1+TDD1sVcY77eN3HDO8x3J5JZ5otcDKqGAbAgvVBWmMxps24E9ji697q9UsrVTLyt9R3PPAcgCormxlcm7Ng/QL27rF31GGYNihoMopvXwvWWTIy7Ypo7PO2jjWmjWSgAsNGEU7BPXHhCOAyABGKcA3htUt1O+uo3ly968jVmOZoTgWGAimwkpFpbxZJlXyHz0tDV+Ge/p1WqpLRfwMTcA9Kvc5XIvoK8LcWBprzFq5fCLhz+sY0V9Bk1KGoA4O6DuLjdTnRjqQxmXIlcDiuEFONa6PuiiATpqpN9zFwUpL+r+LaKGqX4qdNrGRkWiJoMgJ3qs5KRqY90ZiuxjWkCoBUSSlwCvBUumkDncvLJ/Gdg5WMTEs0JxkNqxjGw7MeRlWtsoxpN6RKCoETgPO9939hyaj5FqxbQJ+yPnTpkLZhQmO+oLnJaNP2TaytW0uvsl7hBmZMyKRKjga+AXwNeBdX12APjWldkOmDPJsur3y8/mMrFZkWa1Yy8rYzu25k2jqpkmrgVuDfwEiN6dnAtqCJCAIkIxGuFaGLCCLCX0R4T4QTWh52bluwbgF7V1i1btMyIs27ZgSWjEy7MBGoBP4LOFWqpIyAjerFBSkZfUuVzbhzf71wN8De2sxA24TN2zezausqKxmZFmtOyWhot6F0KOyw6/FTxrRVGtNrgSHA73Bt3n0M9JIqOVeqpHOQeQS5ZhS/snoycL8qH4jQLq+2xh9cuVfFXhFHYtqq5iSjwoJChvccvuvBvMa0Zd7Nrq8Dr0uVFONqY58P3AH0TDd9kGQ0U4TJwFDgRyKUAwH/bm1LvH2ZeONnxjRXc5IRuGbtp6+YHl5AxkRAY7oTeAF4wavenVaQ03SXATcCh6hSB5TgTtW1O/H2ZSwZmZZqbjIa2WskizcsZtvObeEFZUyENKaBNu60yUiVRmAVMFKEo4F9gW6tii5HLdqwiO4du9OtY7eoQzFtVEtKRooyf9388IIypg1Ie5pOhF/iakjMARq83gq8GWJckVi8cTFDuw+NOgzThjU7GXltZs1ZM4f9++4fTlDGtAFBrhmdAQxXZXvIsURu0YZFjO4zOuowTBvW3GQ0rGIYhVLI3DVWo860fVIlewPXA4Px5ReN6XHppg2SjBYBxdC+k1GjNrJk4xJOH3561KGYNqy5yahDUQf2rNiTOWutRp1pF54C7gLu4fMzaYEESUZ1wPsivIYvIanyneYsKNetqF3BjoYdVnnBtEpzkxG4SgxWvdu0E/Ua00CN6SUKkowmea92zap1m0xoSTIa1WsUL8x/gc/qP6NjUcdwAjMmO16QKrkKeBZ/4SWm69NNmDYZqfKgCKXAIFXabZWfxRtcte6h3awCg2m5liSj0X1G06ANzF0zlwP6HRBOYMZkx8Xe+/W+fgqkPcoPUpvuVOA3uPuLhoqwP3CzKqc1P87ctWjDIgRhcLfBUYdi2rAC72YJVfecuiDilWZmrZplyci0aRrTFh/NBzlNdxMwBpgCoMr7IgRaoIicBPweKATuVdWkz7QTkUOAt4H/UtWng8w70xZvXMzArgMpKSyJYvGmnYgno8ZGKCwMNs1eFXvRsagjs1bNCi8wYwIQkUJgBrBcVU9p9vTuMUDfBo72ek0B/uw9kSGlIE9gqFdlU0K/tE9j9b7U7cA4YCRwvoiMbGK8XxJx67FLNi5hcFcrFZnW8SejoAoLChnVexSzVlsyMpG7FmjNfQZ3Agfhnkd3h/c5UIWGICWjj0T4BlAowjDgO8C0ANONARaq6iIAEXkcOB1386zfNbjHjx8SJOCwLN20lKMGHxVlCKYdaEkyAhjdezQvLngx8wEZE5CIDMA1jPdz4HstnM0hGtP9fN2vS5V8EGTCICWja3CPANoOPApsxmXPdCqBZb7uaq/fLiJSCZyJq5feJBEZLyIzRGRGfX19gEU3T0NjA9WbqxnUZVDG523yS4uTUZ/RrN66mlVbVmU+KGOcovh+1HuNTxh+G/BDWvcg7Aapkj3jHVIlexDwfqMgJaPzVfkx8ONdCxBuxT08NZVkl28TT+/dBtygqg2S4mqvqt4N3A1QVlbWrAabgqjZUkODNjCoqyUj0zqtSUbgKjEc3/n4DEdlDAD1qnpwsgEicgqwWlVnisixrVjG9cAbUiWLcDlgMAEfrB0kGX1dhM9UeQRAhNuBIDdDVAMDfd0DgBUJ4xwMPO4lop7AySJSr6rPBZh/xizdtBTAkpFptdYmo/dXvs/xe1oyMll3BHCaiJyM2793EZGHVfXC5sxEY/qaVMkwYDguGc3TmAZ6ek+Q03RnAZeIcL4IDwE7VbkswHTTgWEiMlRESoDzSLh5VlWHquoQVR0CPA1cle1EBPDpxk8BrFq3abWWJqMenXowuOtgZtbMzHxQxqShqj9S1QHevvg84PXmJCKpkuO897Nw1532AvYEvub1S6vJkpEIFb7Oy4HngH8DN4tQoUrKO2pVtV5EJuBqyRUC96nqbBG50hue8jpRNsVLRgO7DEwzpjGptTQZARzU/yBLRqatOgbXyuupSYYp8Ey6GaQ6TTfTm4n43r/mvQLdUauqLwEvJfRLmoRU9ZJ08wvL0k1L6d6xO+UdyqMKwbQTrUpG/Q7imbnPsOmzTXTt2DWzgRkTkKpOwbuvNPA0MY15H2/WmC72D5MqCXRfapOn6VQZqsoeCe/xV7t6gNvSzUvtepHJiNYmI4D3at7LYETGZNXEJP0CPcggyOOAkt9Rq6S9o7atWLppqd3wajKitafpAGbWzOTLQ7+cwaiMCZdUyT64W4C6Jlwj6kKwCm+BatPdiWvP6A6v+5tev8uDh5rbPt34KUcNshteTeu1Jhn17NSTQV0HMWPFjMwGZUz4hgOnAN3Y/bpRLXBFkBmkqsBQpEo9cIgqu99RKwS6o7Yt2PTZJjZt32QlI5MRrUlG4E7VWSUG09ZoTJ8HnpcqOUxj+lZL5pGqave73nuDCJ/fUSsEvqO2LVi22T0kwq4ZmUxobTI6pP8hLFy/kHV16zIXlDHZc6VUSbd4h1RJd6mS+4JMmCoZxR+J8APgDRGmiDAFV33v+y0MNOcs2+SS0YAuAyKOxLQH/iYkWuKwgYcB8Hb12xmKyJisGq0x3Rjv0JhuAAK1i5IqGfUS4XvA/sCfcUnoBVzb5u2m0ZXltcsBqOxSmWZMY9LLRMmoUAotGZm2qkCqpHu8Q6qkgmB1E1KOVAh0ZvdnzHX23tvNDTnLN7tk1L+8f8SRmPagtcmorKSM0X1G81Z1i067GxO13wLTpEri1bnPwT0FPK1UyahGlZtbG1muW167nN5lva1RPZMRrU1GAIcNOIyHZj1EQ2MDhQUBW+gzJgdoTB+SKpkBHIcryJylMU1sNiipINeM2rXltcupLLdTdCYzMpKMBh7Glh1bmL1mdmaCMiZkUiVdvPcKYCWuuaFHgJVev7RSlYy+0uoI24Dlm5czsKs9k85kRiaS0dgBYwF4a9lbu57mbUyOexR3n1H8MXJx8cfJpX1qT5PJKN2DUNuL5bXLd/35jWmtTCSjPbvvSd/Offnn0n/y3wf/d2YCMyZEGtNTvPdAz6FLJlAth/Zqe/121tattdN0JmMykYxEhKMHH82UJVNQVVI1PGlMLpEqeR54HHheY1rXnGmDtGfUbq2odW39WbVukymZSEYAxw4+luW1y1m0YVHrgzIme34HHAXMlSp5Sqrk61IlgZ5Nl9fJqHpzNYCVjEzGZCoZHTPkGACmfjq1lREZkz0a06ka06tw14juBs4FVgeZNq+TUfyGV3v6gsmUTCWjET1H0KtTL0tGps2RKikFzgauBA4BHgwyXV5fM4rf8Gqn6UymZCoZxa8bTV1iyci0HVIlTwCHAq8AtwNTNKaB/g35nYxql9OpuBNdO1irmiYzMpWMAL485MtMnDuRT9Z/wp4Ve6afwJjo3Q98Q2Pa7Idp530yqiyvtNpKJmMymYxO2PMEACZ/MplvV3y79TM0JmQa01ekSg6XKhmCL79oTB9KN21eXzNaUbvCTtGZjMpkMtqrYi+GdBvC5EWTWz8zY7JAquSvwG+AI3HXiw4BDg4ybV6XjGpqaxhTOSbqMEw7kslkJCKcuOeJPPbRY+xs2ElxYXHrZ2pMuA4GRmqs+Y2o5HXJaOWWlfTt3DfqMEw7kslkBO5U3ebtm3l3+bvpRzYmeh8BLdqp5m3JqHZ7LVt3bqVf535Rh2LakUwno+OGHkeBFPDKwlc4YtARmZmpMeHpCcyRKnkX2B7vqTE9Ld2EeZuMVm5ZCWAlI5NRmU5G3Tp248hBR/LCxy9wy3G3ZGamxoTnppZOmLen6Wq21ADQr9xKRiZzMp2MAE7b+zQ+WPUBSzctzdxMjQmBxnQqMA/XAGs5MNfrl1beJiMrGZkwhJKMhrszHC/MfyFzMzUmBFIl5wLv4lp4PRd4R6rk60GmzdtkVFPrlYzsmpHJoDCS0bAewxjeYziTPp6UuZkaE44fA4doTC/WmF4EjAH+X5AJ8zYZrdyykuKCYipKAzVCaEwgYSQjcKWjNxa/wcbPNmZ2xsZkVoHG1P9g1HUEzDN5m4xqttTQt3Nfe/qCyaiwktHZI85mZ+NOnp/3fGZnbExmvSJV8qpUySVSJZcAfwNeDjJh3iYju8fIhCF+bJPpZDSmcgyDuw7myTlPZnbGxmSQxvR64M/AaGA/4G6N6Q+DTBtqMhKRk0RkvogsFJEbkwy/QERmea9pIrJfmPH41WypsZp0JuPCKhmJCOfuey6TP5nM+m3rMztzYwARGSgib4jIXBGZLSLXBp62SvaSKjkCQGP6jMb0exrT7wLrpEoCPeU3tGQkIoW4R4iPA0YC54vIyITRFgPHqOpo4BZcY0xZsXLLSvqWWcnIZFZYyQjg3H3Ppb6xnmfnPpv5mRsD9cD3VXUEMBa4Osk+uym3AbVJ+td5w9IKs2Q0BlioqotUdQeuXfTT/SOo6jRV3eB1vg1kpZW7+sZ61mxdYyUjk3FhJqOD+h3EXhV78ciHj2R+5ibvqWqNqr7nfa4F5gJBnyQ9RGM66wvzjOkMYEiQGYSZjCqBZb7ualJ/scto4kKXiIwXkRkiMqO+vr7Vga3euhpF7ZqRybgwk5GIcPF+F/PGkjdYsnFJ5hdg2rui+H7Ue41vakQRGQIcALwTcN4dUwwrDTKDMJNRsmpqSZ/kKiJfxiWjG5INV9W7VfVgVT24qKj1TzCK3/Bq9xiZTAszGQFctN9FCMJDH6RtHsaYRPXx/aj3SnpZREQ6AxOB61R1c8B5T5cqueIL86qSy4CZQWYQ5rPpqoGBvu4BwIrEkURkNHAvME5V14UYzy7xZNSnc59sLM7kkbCT0aCugzhu6HE88P4D/OTon1AgeVsh1oRARIpxiegRVX2mGZNeBzwrVXIBnyefg4ES4MwgMwhzS54ODBORoSJSApwH7HYLuYgMAp4BvqmqH4cYy25Wb3X3ZPUps2RkMivsZARw6f6XsnjjYl5f/Hp4CzF5R9xNl38B5qrq75ozrcZ0lcb0cKAKWOK9qjSmh2lMVwaZR2glI1WtF5EJwKtAIXCfqs4WkSu94XcBPwV6AHd4N5/Wq2qgVgFbI56Mepf1DntRJs9kIxmdPfJsrnv1Om6ffjtf3eOr4S3I5JsjgG8CH4rI+16//1HVl4LOQGP6BvBGSxYeahMS3pd4KaHfXb7PlwOXhxlDMqu3rqZTcSfKSsqyvWjTzmUjGXUs6sjlB1zOr6b9iqWbljKo66DwFmbyhqr+i+TX+rMiL084r9662kpFJhTZSEYAVx58JarKXTPuSj+yMW2AJSNjMihbyWhwt8Gcsc8Z3DXjLrbs2BLuwozJAktGxmRQtpIRwA+P+CEbPtvAPTPvCX9hxoQsf5NRJ0tGJvOymYzGDhjL0YOP5ndv/44dDTvCX6AxIcq7ZKSqVjIyoclmMgK48Ygbqd5czYPvP5idBRoTkrxLRpu2b2Jn405LRiYU2U5GJ+11EmMHjOXmN2/ms/rPsrNQY0KQd8nI7jEyYcp2MhIRfn7cz6neXM2fZ/w5Ows1JgSWjIzJoGwnI4Djhh7HcUOP45Y3b7FmyU2bZcnImAyKIhkB/PaE37J+23punnpzdhdsTIbkXTJatWUVYMnIhCOqZLR/3/257IDL+OO7f2TumrnZXbgxGZB3ySheMurZqWfEkZj2KKpkBPDzr/yc8pJyxr84nkaNIABjWiEvk1FFaQXFhcVRh2LaoSiTUe+y3vzmhN/wr6X/4u6ZSZuqMSZn5V8yqrN7jEx4okxG4JqXOG7ocVz/9+v5ZP0n0QRhTAvkXzKyG15NiKJORiLC/affT6EUcuGzF1LfWB9NIMY0U94lozVb19j1IhOaqJMRuNZg7zrlLt6ufpsfv/bj6AIxphnyLhmtrVtLr069og7DtFPitQYTZTICOG/UeVx50JX8atqvmDhnYrTBGBNAXiWjRm1k/bb1VjIyoRFxr6iTEcBtJ93G2AFjuei5i5ixYkbU4RiTUl4lo02fbaJBG+hR2iPqUEw7VlAAqlFHAR2KOvDsfz1Lr069+NqjX7MKDSan5VUyWlu3FrB7jEy4Cgpyo2QE0LdzX16+4GXqG+s55oFjWLBuQdQhGZOUJSNjMiyXkhHAiF4jeOPiN9jesJ1jHjiGeWvnRR2SMV9gyciYDMu1ZAQwus9oplw8hUZt5JgHjuH9le9HHZIxu8mrZLRu2zrAkpEJVy4mI4B9e+/L1EumUlJYwuF/OZxHZj0SdUjG7JJXySheMurRySowmPDkajICGN5zODOumMEhlYdw4bMXct0r17GzYWfUYRmTf8mouKCY8pLyqEMx7VguJyOAPp378I9v/oNrD72W37/zew6991Deq3kv6rBMnsu7ZNSzU08kfmeiMSHI9WQEUFxYzG0n3cbEcydSs6WGMfeM4Ya/30DdzrqoQzN5Kq+S0bpt6+x6kQldW0hGcWeNOIs5V83hkv0v4VfTfsVef9iL29+9nR0NO6IOzeSZvEpG8ZKRMWFqS8kIoHtpd+497V7+eek/2atiLya8PIHhfxrOndPvZMuOLVGHZ/JE3iUjq7xgwtbWklHckYOOZOolU3nlglfo1akXV710FZW/q+S6V65j9urZUYdn2rm8S0Y9S61kZMLVVpMRuCYoTtzrRN65/B2mfWsap+x9CndMv4NRd45i1B2juGXqLcxePRvNhecdmXYlb5KRPSTVZEtbTkZxIsJhAw/jkbMeofp71fxp3J+oKK3gp1N+yqg7RzHotkFc9vxlPDLrERauX2jJybRaUdQBZMvGzzbSqI2WjEzo2kMy8utd1purx1zN1WOuZvnm5by88GVe/eRVnpn3DPe9fx8AFaUVjKkcw5j+Y9i3977s03MfhlUMo7S4NOLoTVsRajISkZOA3wOFwL2qemvCcPGGnwzUAZeoaig3PNijgEy2tLdk5FfZpZLLD7ycyw+8nPrGeuasmcO7y9/lnep3eHfFu/zsnz+jUd2XF4TB3QYzrGIYA7oMoLK8kgFdBrjPXSrpX96fitIKigry5pg456XbZ4cptK1ARAqB24HjgWpguohMUtU5vtHGAcO816HAnd57xtnTF0y2tOdk5FdUUMToPqMZ3Wc0lx94OQB1O+tYsG4B89bOY/66+cxbO4+F6xcye81sVm5ZuStR+XXp0IWK0gp6lPagorSC7qXdKSsuc6+SMjoVd0r6uaSwhOKCYooLiykuKHbd3ufiwuIvDC8qKEJEKJACBLH7DRME3GeHJsxDkjHAQlVdBCAijwOnA/4vdjrwkLoTzm+LSDcR6aeqNZkOxkpGJlsKCuC552DffaOOJAqdgP281+e6AV2lnvqOK9lZWk196XLqS1fQULKBhpL1bChZz9qSdTSUrKehZCmNRVtpLNyKFtWhhdvDCVUFtAAQRAu8zwW+z2644HWrS2Lx8dDPk5ngT2zy+fwT+zUxPOn0u43j3k/sdQWTbvx+S75tEEH22aEJMxlVAst83dV8sdSTbJxKYLdkJCLjgfEAJSUlLQqmZ6eenD3ibPqX92/R9MYE9f3vw+uvRx1FLioCBngvnx3eqwmN1NNQUEd9wVYaCrZSL3U0FGylUXbQKDtplJ2o7NzVrV6/RtlBI593qzSgNAKKSiPQiNLofVZvmOuOf0Zcf6URdvVXVBp2xaf4K29ownvCcEkzPMln//CB3fo1vaLSKxIRf5O/d6vq3b7uIPvs0ISZjJKVgROr3AQZB2+F3Q1QVlbWomo7hw88nMMHHt6SSY1plm9/271MphQBXbyXaYV6VT04xfBA++OwhFm1uxoY6OseAKxowTjGGGPCF+n+OMxkNB0YJiJDRaQEOA+YlDDOJOAiccYCm8K4XmSMMSatIPvs0IR2mk5V60VkAvAqrprgfao6W0Su9IbfBbyEq9a9EFe1+9Kw4jHGGNO0pvbZ2Vq+tLU7p8vKynTr1q1Rh2GMMW2KiNSpalnUcTQlbx4HZIwxJndZMjLGGBM5S0bGGGMiZ8nIGGNM5NpcBQYRaQS2tXDyIqA+g+FkUq7GZnE1T67GBbkbm8XVPC2Nq1RVc7YA0uaSUWuIyIw0dyBHJldjs7iaJ1fjgtyNzeJqnlyNq7VyNksaY4zJH5aMjDHGRC7fktHd6UeJTK7GZnE1T67GBbkbm8XVPLkaV6vk1TUjY4wxuSnfSkbGGGNykCUjY4wxkcubZCQiJ4nIfBFZKCI3RhjHQBF5Q0TmishsEbnW63+TiCwXkfe918kRxLZERD70lj/D61chIn8XkQXee/cI4hruWy/vi8hmEbkuinUmIveJyGoR+cjXr8l1JCI/8ra5+SJyYpbj+rWIzBORWSLyrIh08/oPEZFtvvV2V5bjavJ3y9b6ShHbE764lojI+17/rKyzFPuHyLex0Klqu3/hHof+CbAHUAJ8AIyMKJZ+wIHe53LgY2AkcBPwg4jX0xKgZ0K/XwE3ep9vBH6ZA7/lSmBwFOsMOBo4EPgo3TryftcPgA7AUG8bLMxiXCcARd7nX/riGuIfL4L1lfR3y+b6aiq2hOG/BX6azXWWYv8Q+TYW9itfSkZjgIWqukhVdwCPA6dHEYiq1qjqe97nWmAuru35XHU68KD3+UHgjOhCAeArwCeq+mkUC1fVN4H1Cb2bWkenA4+r6nZVXYxrt2tMtuJS1cmqGr9T/21cy51Z1cT6akrW1le62EREgHOBx8JafhMxNbV/iHwbC1u+JKNKYJmvu5ocSAAiMgQ4AHjH6zXBO6VyXxSnw3Dt3U8WkZkiMt7r10e91ne9994RxOV3HrvvIKJeZ9D0Osql7e5bwMu+7qEi8h8RmSoiR0UQT7LfLZfW11HAKlVd4OuX1XWWsH9oC9tYq+RLMpIk/SKt0y4inYGJwHWquhm4E9gT2B+owZ0iyLYjVPVAYBxwtYgcHUEMTRLXFPJpwFNer1xYZ6nkxHYnIj/GPcvsEa9XDTBIVQ8Avgc8KiJdshhSU79bTqwvz/nsftCT1XWWZP/Q5KhJ+rXJ+3XyJRlVAwN93QOAFRHFgogU4za0R1T1GQBVXaWqDaraCNxDBEVtVV3hva8GnvViWCUi/by4+wGrsx2XzzjgPVVdBbmxzjxNraPItzsRuRg4BbhAvYsM3imddd7nmbjrDHtnK6YUv1vk6wtARIqAs4An4v2yuc6S7R/I4W0sU/IlGU0HhonIUO/o+jxgUhSBeOei/wLMVdXf+fr38412JvBR4rQhx1UmIuXxz7iL3x/h1tPF3mgXA89nM64Eux2tRr3OfJpaR5OA80Skg4gMBYYB72YrKBE5CbgBOE1V63z9e4lIofd5Dy+uRVmMq6nfLdL15fNVYJ6qVsd7ZGudNbV/IEe3sYyKugZFtl7AybiaKZ8AP44wjiNxxehZwPve62Tgr8CHXv9JQL8sx7UHrlbOB8Ds+DoCegCvAQu894qI1lsnYB3Q1dcv6+sMlwxrgJ24o9LLUq0j4MfeNjcfGJfluBbirifEt7O7vHHP9n7jD4D3gFOzHFeTv1u21ldTsXn9HwCuTBg3K+ssxf4h8m0s7Jc9DsgYY0zk8uU0nTHGmBxmycgYY0zkLBkZY4yJnCUjY4wxkbNkZIwxJnKWjIxJQ0S6ichV3uf+IvJ01DEZ095Y1W5j0vCeEfaiqo6KOhZj2quiqAMwpg24FdjTa9tmATBCVUeJyCW4pycXAqNwz1grAb4JbAdOVtX1IrIncDvQC6gDrlDVedn+EsbkMjtNZ0x6N+KardgfuD5h2CjgG7jnq/0cqFP3MM23gIu8ce4GrlHVg4AfAHdkI2hj2hIrGRnTOm+oa3emVkQ2AS94/T8ERntPXz4ceMo9dgxwDaEZY3wsGRnTOtt9nxt93Y24/1cBsNErVRljmmCn6YxJrxbXBHSzqWuLZrGInAPuqcwisl8mgzOmPbBkZEwa6tqx+beIfAT8ugWzuAC4TETiT0SPpMl7Y3KZVe02xhgTOSsZGWOMiZwlI2OMMZGzZGSMMSZyloyMMcZEzpKRMcaYyFkyMsYYEzlLRsYYYyL3/wGUFi8EhKNetwAAAABJRU5ErkJggg==\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:13.948469\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -279,23 +2878,1648 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "(0.0, 10.382760534430746)" + "text/plain": [ + "(0.0, 10.382760534430746)" + ] }, + "execution_count": 311, "metadata": {}, - "execution_count": 311 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:14.536897\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:14.536897\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -419,34 +4643,4589 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Text(0.5, 1.0, 'step_up tokens staked for proposal 1')" + "text/plain": [ + "Text(0.5, 1.0, 'step_up tokens staked for proposal 1')" + ] }, + "execution_count": 315, "metadata": {}, - "execution_count": 315 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:15.455142\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:15.455142\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:16.869963\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:16.869963\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -473,34 +9252,5125 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')" + "text/plain": [ + "Text(0.5, 1.0, 'Support for Proposal 1')" + ] }, + "execution_count": 316, "metadata": {}, - "execution_count": 316 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:18.513940\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:18.513940\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:20.033836\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:20.033836\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -553,23 +14423,1344 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')" + "text/plain": [ + "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')" + ] }, + "execution_count": 317, "metadata": {}, - "execution_count": 317 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:21.506922\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:21.506922\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -611,34 +15802,4587 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Text(0.5, 1.0, 'step_down tokens staked for proposal 1')" + "text/plain": [ + "Text(0.5, 1.0, 'step_down tokens staked for proposal 1')" + ] }, + "execution_count": 318, "metadata": {}, - "execution_count": 318 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:22.306130\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:22.306130\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:23.697271\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:23.697271\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -665,34 +20409,5133 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')" + "text/plain": [ + "Text(0.5, 1.0, 'Support for Proposal 1')" + ] }, + "execution_count": 319, "metadata": {}, - "execution_count": 319 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:25.330005\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:25.330005\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:26.899776\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAacAAAEICAYAAAD7pTujAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy86wFpkAAAACXBIWXMAAAsTAAALEwEAmpwYAABXjklEQVR4nO2deXxU5fWHnzOTPZCwhEDYF9kMKCAgCCqL4IKIWoorBRegbm1tqVutUq0Vt6rUreCGPyy1iivuIKioKEGQHQFlDRBIIPs+5/fHnYkhZJlMZuZOhvfxM87cO/e+75mb4f3Oed9zzxFVxWAwGAyGUMJhtwEGg8FgMFTFiJPBYDAYQg4jTgaDwWAIOYw4GQwGgyHkMOJkMBgMhpDDiJPBYDAYQg4jToYTHhGJFZH3RCRbRF632x67EZGXReTvdtthOLEx4mTwCREZLiJfuwf0LBH5SkQG2W1XVURkhIjsreOwiUBroKWq/tpPfbpEJE9EckVkq4hc09B2QwERSRGRd0UkXURURDrbbZMhPDHiZKg3IpIALAb+BbQA2gF/A4rttKsqIhLh5aGdgB9VtcyPfaSrahMgAbgdmCciJzfAxlDBBXwE/MpuQwzhjREngy/0AFDVhaparqqFqvqJqq4DEJFZIrLAc7CIdHb/yo5wby8XkQdF5Du35/WOiLSocux096/z/SLyp0ptRYvIE+730t2vo93vjRCRvSJyu4gcABYCHwJt3V5Mnoi0rfxBRORvwD3AZe73rxMRh4jcLSK7RCRDRF4RkcQq9l0nIruBz2q7UGrxNnAEOFlEprq9zMdFJAuYJSKJ7j4Oufu8W0Qc7v48x//Lfa22iMjoSva3dXsyWSKyXUSmVXpvsIikiUiOiBwUkX9Weu91ETngbvMLEUn15g+vqgdV9RlglTfHGwy+YsTJ4As/AuUiMl9EzheR5j608RvgWqAtUAbMqfL+SKA7MBa4Q0TOce//CzAE6AecCgwG7q50Xhssb66Tu4/zcXsx7kd65U5U9V7gH8Br7vdfAKa6HyOBrkAT4Kkq9p0N9AbOre1DuoXuEqAZsN69+3TgJyAZeADLA01093W22+7K04Ce45OAe4E3PWKOJcB7sa7jROAflcTrSeBJVU0AugH/q9Tmh1jXNxn4Hni1ts9hMAQbI06GeqOqOcBwQIF5wCH3r/fW9Wjm/1R1g6rmA38FJomIs9L7f1PVfFVdD7wEXOHefxVwn6pmqOohrOnEyZXOcwH3qmqxqhb69gm5Cvinqv6kqnnAncDlVabgZrntq6mPtiJyFDiMJSiTVXWr+710Vf2XexqxBLgMuFNVc1V1J/BYlc+UATyhqqWq+hqwFRgnIh2w/g63q2qRqq4Fnq90bilwkogkqWqeqq70NKiqL7r7KwZmAad6vEODIRQw4mTwCVXdrKpTVbU90Afrl/sT9WhiT6XXu4BILM+gpvc903Ft3dvVvQdwSFWL6mFHdVTXRwRW0ER19lVHuqo2U9UWqtpPVf9bw7lJQFQ1/bWrtL1Pj83Q7PnMbYEsVc2t4dzrsKZgt4jIKhG5EEBEnCIyW0R2iEgOsLOSLQZDSGDEydBgVHUL8DKWSAHkA3GVDmlTzWkdKr3uiPUr/3At73um49Kxpuyqew8sb45atr2huj7KgIMNbLe6cw9jffaq/e2rtN1ORKTK++nuRwsRaVrduaq6TVWvwJq6ewh4Q0TigSuBCcA5WNOJnd3nVu7DYLAVI06GeiMivUTkTyLS3r3dAWvazTNttBY4S0Q6uqeK7qymmatF5GQRiQPuA95Q1fJK7/9VROLcC/XXAK+59y8E7haRViKShBXMsICaOQi0rOeU1ULgVhHpIiJN+GVNqt7RfHXh/sz/Ax4QkaYi0gn4I8d+pmTgdyISKSK/xlrr+kBV9wBfAw+KSIyInILlLb0KICJXi0grVXUBR91tlQNNsSIrM7F+RPyjPjaLSAwQ7d6Mdm8bDH7FiJPBF3KxFum/FZF8LFHaAPwJQFU/xRKTdcBqrLDzqvwflrd1AIgBflfl/c+B7cBS4FFV/cS9/+9Amrvt9ViL+TXeMOr26hYCP4nI0arRejXwotu+L4CfgSLgFi/O85VbsLzNn4AVwH/cNnj4Fit44TBWAMVEVc10v3cFlueTDryFtd72qfu984CNIpKHFRxxuXvK8xWs6b99wCZ++VHhLYVAnvv1Fve2weBXxBQbNAQbEVkOLFDV56t5rzOWIEQGwlNpbIjIVOB6VR1uty0GQzAxnpPBYDAYQg4jTgaDwWAIOcy0nsFgMBhCDuM5GQwGgyHkaBRJJx0Oh8bGxtpthsFgMDQqCgoKVFUbpRPSKMQpNjaW/Px8u80wGAyGRoWINNow/0apqAaDwWAIb4w4GQwGgyHkMOJkMBgMhpCjUaw5GQyG0KO0tJS9e/dSVNTQJPCGhhITE0P79u2JjIy02xS/YcTJYDD4xN69e2natCmdO3fm2KTphmCiqmRmZrJ37166dOlitzl+w0zrGQwGnygqKqJly5ZGmGxGRGjZsmXYebABEycReVFEMkRkQ6V9j4jIFhFZJyJviUizQPVvMBgCjxGm0MDXv0N9x2kRuVNEtovIVhE5t+GW10wgp/VeBp7CSs/v4VOsctRlIvIQVp2f2wNoAwCuMhflJeV1HueZry0rs5JhR0REVGzXleZJRI45vvL5paWldfZd+fzS0lIcDgdOp9Pr86se79lW1Qp7vDnfc7zT6cThcHh9ftXjPdsul4vy8mOvfURMBOIwg5rBEAK8jJfjtIicDFwOpGJVYV4iIj2q1GHzGwETJ1X9wl3+oPK+TyptrgQmBqp/D+Ul5Txx6RPkHsqttXZpk8gmzBwwE4DXf3ydnJIcZvSZAcCLG14kPT+95pOBlPiUY46Pj4znqp5XATBnzRxyS3JrO53uzbofc3z3Zt25qMtFAPzju3/UKY4Dkgccc/xZbc9iZPuR5Jfk8+iaR2s9F+Dsdmcfc/y4TuPok9SHLUe28PzG5ykqK6Ko3HqUucoodZVS6iqteN2haQcSohLIKspiU9YmUuJTiHZGk12czb78fbjURbmW41IXEVERNO/YnGeffZYzzjijTtsMjYN7gN1+bK8jVhXKQPL222/To0cPTj75ZADuuecezjrrLM4555xqj09LS+OVV15hzpw5frXj5ZdfZuzYsbRte3y5saysLC677DJ27txJ586d+d///kfz5s390m89x+kJwH9VtRj4WUS2A4OBb/xiTBXsDIi4ll+qmx6HiEwHpgNERUX53Imj3MGUNlPYsGsDEU1q/rhRRFml3oBTC0+lREsqtgeXDSbPmVfjuQBNypocc3xkeWTF9pl6JiXOklrPb17U/Jjjm+f9sj3aMbrWcwFa57U+5vgO2R2gBKJcUZzj/OUfmqpypPQI+4r3cbjkcMVj3e51/L3s7+wr2kdGSQYPpj1oXQMviJAI1h1aR5wzjhiHVRT1QOkBYhwxiAiJJOJ0OHGKk6LSIrRY2btnL7NmzeKTTz6po3VDY2E3v9R79wc7/dhWdZSVlfH2229z4YUXVojTfffVLocDBw5k4MCBfrfl5Zdfpk+fPtWK0+zZsxk9ejR33HEHs2fPZvbs2Tz00EPeNh0hImmVtueq6tx6mFZ5nG7HsYUp97r3BYSAZiV3K/JiVe1TZf9fgIHApeqFAfHx8epz+qJC4M9YdT9P862JxsrBvIOs3r+a1emr2XR4E9syt/Fj5o/HeXFRzijaNm1L26ZtSWmSQsvYljSPbU6zmGYVj+Yx1nZCdAJxkXHERsYSGxFLbGQsEQ7vf+N89MVHrNm6BqbCXf+4i3Xr1tG3b18/f3JDMNi8eTO9e/eu2J6K/8Xp5dre37mT8847j9NPP501a9bQo0cPXnnlFeLi4rjvvvt47733KCws5IwzzuDf//43IsKIESM444wz+Oqrrxg7diyPPfYYiYmJJCYmsmjRIu6//34uvPBCJk6cyKpVq/j9739Pfn4+0dHRLF26lNWrV/Poo4+yePFiZs2axY4dO9i3bx979uzhtttuY9q0aeTl5TFhwgSOHDlCaWkpf//735kwYQI7d+7k/PPPZ/jw4Xz99de0a9eOd955h/fff5+pU6fSrl07YmNj+eabb6icS7Rnz54sX76clJQU9u/fz4gRI9i6detx16Pq3wNARApUNb626+ztOC0iTwPfqOoC9/svAB+o6qLa2veVoHtOIjIFuBAY7Y0wNZTSklK+2vsV3Qu70y5wIm87LnWx/uB6lv68lC93f0laehp7c/ZWvN+5WWd6tOzBlPZT6N6yOye1OIkOCR1o27QtLWJbBG1hO9IZSYmrhJsvu5m/P/F3Hn/8cV588cW6TzQYqmHr1q288MILDBs2jGuvvZZnnnmGmTNncvPNN3PPPfcAMHnyZBYvXsz48eMBOHr0KJ9//jkA27ZtqxCjypSUlHDZZZfx2muvMWjQIHJycqgu+fS6detYuXIl+fn59O/fn3HjxpGcnMxbb71FQkIChw8fZsiQIVx00UUV/S1cuJB58+YxadIkFi1axNVXX81TTz3Fo48+Wq1XdvDgQVJSUgBISUkhIyPDfxewBmoYp/cCHSod1h6ofb2jAQRVnETkPKwAiLNVtSAYfZYUl7B833LiYuLCTpyKyor4ZMcnvLn5Td7f9j6HCw4D0K15N87seCanpZzGwLYD6Z/Sn4ToBJuttYiKjEJVSYxMZOrUqcybN4+//e1vdOjQoe6TDYYqdOjQgWHDhgFw9dVXM2fOHGbOnMmyZct4+OGHKSgoICsri9TU1Apxuuyyy+psd+vWraSkpDBo0CAAEhKq//czYcIEYmNjiY2NZeTIkXz33XeMGzeOu+66iy+++AKHw8G+ffs4ePAgAF26dKFfv34AnHbaaezcubOBV8D/1DJOvwv8R0T+iRUQ0R34LlB2BEycRGQhMAJIEpG9wL1YUR/RwKfuX+orVfW3gbIBID4unnsH3mtpfhigqnyz9xvmfT+PNza9QV5JHs1imjGu+zjGdB3DqC6j6JAYugN9XFQcTZ1NKc0u5bbbbmPevHnMnj2bp59+2m7TDI2Qqh6/iFBUVMSNN95IWloaHTp0YNasWcfcAxQfX+ssF2D9O/NmNqG6/l999VUOHTrE6tWriYyMpHPnzhX9R0dHVxzrdDopLKw7aXjr1q3Zv39/xbRecnJyned4S33GaVXdKCL/AzYBZcBNgYrUgwDe56SqV6hqiqpGqmp7VX1BVU9S1Q6q2s/9CKgwWYZYX5jGHrpcUl7C3NVz6ftsX4a9OIw3Nr3BZamX8dFVH3Fw5kEWXLqAKf2mhLQwAZzW+jT+lPwnYstj6dSpE1OnTuX5559n794w+fVgCCq7d+/mm2+sYLGFCxcyfPjwCiFISkoiLy+PN954o8bzmzZtSm7u8ZG0vXr1Ij09nVWrVgGQm5tb7S0V77zzDkVFRWRmZrJ8+XIGDRpEdnY2ycnJREZGsmzZMnbt2lXn56jJDoCLLrqI+fPnAzB//nwmTJhQZ3veUt9xWlUfUNVuqtpTVT/0myHVEPbpiwoLC1ny8xJOLT2VjnS025x6U1RWxItrXmT2itnsydnDgJQBzBs/j8v7XE6TqCZ2m1d/nO5n9w/Zu+66i5deeon777+ff//737aZZWg4HfFvhJ03/1p79+7N/PnzmTFjBt27d+eGG24gLi6OadOm0bdvXzp37lwxNVcdl19+OdOmTWPOnDnHiFhUVBSvvfYat9xyC4WFhcTGxrJkyZLjzh88eDDjxo1j9+7d/PWvf6Vt27ZcddVVjB8/noEDB9KvXz969epV5+eYOnUqv/3tb6sNiLjjjjuYNGkSL7zwAh07duT111/34so0fgIarecvGhKtl70nm8cveZyL4i5iwKgBfrYssHyw7QNu+fAWfjryE2d0OIN7zrqHsd3GNuq78vfv3s9nSz9j7N/H0mpyKwBuueUWnn32WdavX39ctJEhdKkuOiyY7Ny5kwsvvJANGzbUfXAAmDVrFk2aNGHmzJm29F8VX6P1QpWwz62nLkt8G9O03u7s3Vzy2iWM+884opxRfHz1x6y4ZgXnnnRuoxYmAJe4yHPlUZb/yxTJPffcQ3x8PLffHvBkIQaDoZEQ9tN6HoTGMai/tfktrnnnGkpdpcwePZtbh95KlNP3m5BDjXaJ7ZjRcgZU+kitWrXirrvu4o477uDDDz/k/PPPt89AQ6Ohc+fOtnlNYHlOhsBxYnhOGvoJKkvKS/jDR3/g0v9dSveW3Vl/w3puH357WAkTYK05OYAqa7+33norvXr14uabb/YqgslgMIQ3J4Y4EdqeU1ZhFiPnj+TJb5/k96f/nhXXrKBr8652mxUQ8srz+Pfhf7Pp503H7I+KiuLpp5/mp59+4v7777fJOoPBECqcOOIUop5Tem46Z798Nmnpabw28TWeOO8JoiOi6z6xkeKIcLC/bD+52ceHzY4aNYprrrmGhx56iG+//dYG6wwGQ6hgxMlGtmdtZ/iLw9l5dCcfXPkBk1In2W1SwImKigKBkvzqk8o+/vjjtGvXjt/85jfk5dWebNdgMIQvYR8QUbHmFGLTejuP7uTsl8+muKyYz37zGYPa1XwvRjjhdDgREUoKqhenxMRE5s+fz+jRo7nxxhuZP39+SP6wMBzPss8gO9t/7SUmwshR/muvOhpDyYzXX3+dWbNmsXnzZr777ruAZEUPRU4McQJCSZsy8jMY839jKCgt4IupX9C39YmTlVscQlREFKVFNRdQHDlyJPfeey+zZs1i+PDhTJ8+PYgWGnwlOxuaNfNfe0eP+q+t6mgsJTP69OnDm2++yYwZM/zebygT9tN6yUnJ3DvgXk5uerLdpgBWxodLXruEfTn7+ODKD04oYfIQ5YyipKj2WlF333035557LjfddBPLly8PjmGGRsXOnTvp1asXU6ZM4ZRTTmHixIkUFFh5Su+77z4GDRpEnz59mD59ekWxzhEjRnDXXXdx9tln89BDD/Huu+/y5z//mX79+rFjxw6mTp1akSli1apVnHHGGZx66qkMHjyY3Nxcli9fzoUXXghYoeSTJ09m1KhRdO/enXnz5gGQl5fH6NGjGTBgAH379uWdd96psLd3795MmzaN1NRUxo4dS2FhIW+88QZpaWlcddVV9OvX77ho1d69e9OzZ8+gXNNQIuzFyTOlFwpTQ6rKbxf/lq/3fM0rl7zC0A5D7TbJFiIjIusUJ6fTyX//+19OOukkfvWrX7Fp06ZajzecmGzdupXp06ezbt06EhISeOaZZwC4+eabWbVqFRs2bKCwsJDFixdXnOMpmfGXv/yFiy66iEceeYS1a9fSrVu3imM8JTOefPJJfvjhB5YsWVJjyYz333+fb775hvvuu4/09HRiYmJ46623+P7771m2bBl/+tOfKsRx27Zt3HTTTWzcuJFmzZqxaNEiJk6cyMCBA3n11VdZu3Zttf2ciIS9OB09epT3dr/HgcIDdpvCC2teYP4P87nnrHuYeHLAK9SHLFERUZSW1Dyt56FZs2YsXryYyMhIxo4dG5LlBQz2UrVkxooVKwBYtmwZp59+On379uWzzz5j48aNFef4WjIjIuL4VRBPyYykpKSKkhmqyl133cUpp5zCOeec0+hKZoQKYS9ORUVFbD26lfxyHyvp+okNGRu45cNbOKfrOdxz9j222mI3URFRlBR7VwK+W7dufPLJJ+Tn53PWWWexZcuWAFtnaEzUVjLjjTfeYP369UybNs22khlr166ldevWNZbMqC7TucEi7MWpTas2zOw7k25NutV9cIAoKS9h8luTSYhOYMElC3A6nHWfFMa0jmtNC2kBLu+OP+WUU/jss88oLi5m+PDhFWUMDIYToWTGiUrYixPqfti45PTAFw+w9sBa/n3hv2ndpLV9hoQI49qNY3zz8VD3zF4F/fv356uvviIhIYGRI0fy8ccfB85Ag08kJloRdv56JCbW3aenZMYpp5xCVlYWN9xwA82aNasomXHxxRfXWTLjkUceoX///uzYsaNif+WSGaeeeipjxow5xvvy4CmZMWTIkGNKZqSlpVWsI9WnZEZ1ARFvvfUW7du355tvvmHcuHGce+65dV+YMCDsS2Yc/uEwn/7+U0bEjSBlcIqfLaubTYc2cepzp3JZ6mUsuHRB0PsPSTZjFf5ZAjSt36n79+/nvPPOY/369dx9993cc8891a4FGAKPKZlhSmYEkrD3nAoKCth6dCsFZQVB71tVufH9G2ka1ZTHz3086P2HKiuyVvBixovg3bLTMaSkpPD1118zdepU7r//fkaPHm2q6BoMYUjYi5PHM7SjntN/N/yXz3d9zoOjH6RVfKug9x+qxEXG0Uya1WtarzLx8fG8+OKLvPLKK6xevZrU1FSefPJJs7h8ghEKJTNCxWsKR8JfnDy59TS44lRUVsSdS++kf5v+XD/g+qD2HeoMSB7ApYmXVpRq95XJkyezdu1ahg4dyh/+8AcGDBhgbtg1GMKEsBcnD8G+Cffp755mV/YuHhnzyAkfnXccTqwAFT9E95900kl8+OGHLFq0iKNHjzJy5EjOPvtslixZQmNYTzUYDNUT9uJkR7HB7KJsHvjyAc476TxGdx0dtH4bCz8c+YGHDjxE3mH/ZB0XES699FK2bNnCk08+yY4dOxgzZgyDBw/m+eefN9nNDYZGyIkhTgRXnJ767imOFB3hgVEPBK3PRoUTCl2FlOT6EBFRC3Fxcfzud79jx44dPPfccxQWFjJt2jRSUlK47rrr+OCDDyguLvZrnwaDITCEfQxuhecUpICI3OJc/rnyn1zY40IGpAwISp+NjagIq/R8SbZ/xclDdHQ0M2bMYPr06axcuZJ58+bx+uuv8+KLL9K0aVMuuOACzjnnHEaNGkWXLl1CIu9iWHAPsNuP7XUEak8S3mAaQ8mMP//5z7z33ntERUXRrVs3XnrpJZr5M/17iBL+4qTBLdP+XNpzZBVm8dez/hqU/hojUVGWOJXm+xiu5yUiwtChQxk6dCjPPvssS5cu5c033+T999/ntddeA6zcbIMGDeK0006reCQlJQXUrrBlN9DZj+3t9GNb1dBYSmaMGTOGBx98kIiICG6//XYefPBBHnroIb/bEGoEbFpPRF4UkQwR2VBpXwsR+VREtrmfmweqfw8OHDSJaBKUoITS8lKe/PZJRnUZxeB2gwPeX2MlMiISwO/TerURHR3NBRdcwPPPP096ejqbNm3iqaee4owzzmDdunX85S9/4bzzzqNVq1a0adOGM888k+uuu47Zs2fzxhtvsHLlSnbv3k1JSfBsNtTOiVIyY+zYsRU3mg8ZMsSv9/XVd5wWkTtFZLuIbBWRgKaqCKTn9DLwFPBKpX13AEtVdbaI3OHevj2ANtC1Q1dm9prpdR63hvD6ptfZl7uPf1/478B31ojxeE4lOfYM9CJC79696d27NzfddBNgZa9fs2YNq1evZvPmzWzbto0PPviAAweOz2bfqlUr2rZtS0pKCq1atWLs2LFcffXVwf4YBqzs4S+88ALDhg3j2muv5ZlnnmHmzJncfPPN3HOPlWB58uTJLF68mPHjxwO/lMwAq4TFhRdeyMSJx1YJ8JTMeO211xg0aBA5OTk1lsxYuXIl+fn59O/fn3HjxpGcnMxbb71FQkIChw8fZsiQIVx00UUV/S1cuJB58+YxadIkFi1axNVXX81TTz3Fo48+WqdX9uKLL3qVVb0evIyX47SInAxcDqQCbYElItJDVcv9aZCHgImTqn4hIp2r7J4AjHC/ng8sJ8DihCeaOMCzeqrK4ysfp2fLnpzf/fzAdtbIiYqMAoEfVv1A+iPpnNn3TKIio9iRvoNdB3cxqr9Vm3vzrs2kZ6bX2paIHHN8Vm4Ww/pYJRTWbl9LZk5mrefHRMUwrM8wmtGM5tubc3bs2cy80rqx8tvN35JxJIP0rHQyszPJzMkkKzeLwzmHyczJ5OeNP/Nd3ne8/fbbXHHFFTid5paBYFO1ZMacOXOYOXMmy5Yt4+GHH6agoICsrCxSU1MrxMnXkhnV4SmZERsbW1EyY9y4cdx111188cUXOBwOv5XMeOCBB4iIiOCqq67y+py6qOc4PQH4r6oWAz+LyHZgMPCN3wyqRLDXnFqr6n4AVd0vIsk1HSgi04Hp8MsvbV/Yu38vX+z8gvNTzqc5gZtFXJW+irT0NJ6+4GkcEvZBkA2iSZMmJEYn8uP6H/lxy48M6TSEKGcUu7N281X2V4zqYonN9kPbWZO7pta2ROSY43cU7mBYR2uw2nRgE9sLttd6fkJEwjHHF5QXMKidNSD9sO8HDhT/4jkluv/rQhcAXE4X0edGc9d/72Lz5s306dPHh6thaAi1lcxIS0ujQ4cOzJo1y7aSGZGRkXTu3LnGkhlVp/BqYv78+SxevJilS5fWN4AnQkTSKm3PVdW5dZxT0zjdDlhZ6bi97n0BIWQDItwXcC5YiV99bae0tJTc0lxcEth5vbmr5xIXGcfVp5jpnbqIiori1t/cClUqBIx0/+dhvPs/b6l67JV9r6yXXVWPn953eo3HFuYVsm7ZOmhpba9cudKIkw14SmYMHTq01pIZVaftPHhTMmPQoEHk5uZWO633zjvvcOedd5Kfn8/y5cuZPXs2r7/+ul9LZnz00Uc89NBDfP7558TFxdXZVhXKVNVfERzVqWLA7nQPtjgdFJEUtxqnABmB7rBLuy7M6DbDykoQIHKKc1i4YSFX9LmChOjq3X9DFRyAFyURQpXY6FhOb3Y62lpp0aIFK1eu5PrrT/A0VR3xb4Rdx7oP8ZTMmDFjBt27d+eGG24gLi6uomRG586d6yyZMW3aNObMmXNM3afKJTMKCwuJjY1lyZIlx53vKZmxe/fuY0pmjB8/noEDB9KvX796lcyIjY3lm2++OUYIb775ZoqLixkzZgxgBUU899xzdV8c36lpnN4LdKh0XHug9nn3BhDQkhnuuczFqtrHvf0IkFlpoa2Fqt5WVzsNKZnBRqx7JSKBk3xroi6eS3uOG96/gW+v/9ZE6Z0guIpdHP7gME3GNWHi2ons2bOH9evX221WUDElM8KjZIa347SIpAL/wVpnagssBboHKiAikKHkC7EWynqKyF4RuQ6YDYwRkW3AGPd2QNmxewdzd8zlSPGRgPUx/4f59E3uy6C2Nf9CM4QXReVFPHPoGdbvW8+QIUPYuHEjOTk5dptlMNSL+ozTqroR+B+wCfgIuClQwgSBjda7ooa3gppsrqCggPSCdMolMNdwe9Z2Vu5dycPnPGwyDZxAREdE8+uWv6ZNkzZkD8lGVVm1ahWjR5tcisEiFEpmNHbqO06r6gNAUPKyhX1YWUWGiAAJx6vrXkUQruhb09/YEI44I5ykxqbSMrIlp59+OiLCihUr7DYr6JjM76FBOP4dwl+cApj4VVVZsH4BIzqPoH1Ce7+3bwhhBH4q/onM3EwSExM59dRT+fLLL+22KqjExMSQmZkZlgNjY0JVyczMJCYmxm5T/ErIhpL7C9XAlcz4fv/3bM/azu3DAnsfsSEEEViQtYDhB4YzilGcddZZzJs3j5KSkgbdl9eYaN++PXv37uXQoUN2m3LCExMTQ/v24fUD+cQQJwIjTos2L8IpTi7pdYnf2zaEPg5xUF5mrWWeddZZzJkzh++//54hQ4bYbFlwiIyMpEuXLnabYQhTwn5aDyUgnpOqsmjzIkZ0HkHLuJZ+bdvQOHA6nJSXWuJ05plnAvDFF1/YaZLBEDaEvTgFas1p06FN/Jj5I7/q/Su/tmtoPDjFSXm5JU7Jycn06tXLiJPB4CfCX5w803p+Ljb45uY3EYSLe13s13YNjQen8xfPCaypvS+//JKysjIbrTIYwoOwF6fYqFhSolP8Xs/p3R/fZUj7IaQ0TfFru4bGg9PhrFhzAhg9ejQ5OTmsWrXKRqsMhvAg7MXp5C4nM6PTDOIi650wsUYO5h0kLT2Ncd3H+a1NQ+Oj8rQeWOIkInz66ac2WmUwhAdhL06egAh/8tH2jwC4oPsF/m3Y0KhwOpy4yn/Jdt+yZUsGDBhgxMlg8ANhL07rt61n7q65FLmK6j7YS97f9j4pTVLo16af39o0ND6cjmM9J4AxY8awcuXKGssfGAwG7wh7cYqKiKKJs4nfCgCWlpfyyY5PuKD7BSaX3gnOmOQxDG86/Nh9Y8ZQVlbGsmXLbLLKYAgParwJV0QG1Haiqn7vf3P8T8+OPenZtqdVMsMPfLvvW7KLszn/JFOK/USna9OuUCWf8LBhw4iPj+ejjz7ioosusscwgyEMqC1DxGPu5xhgIPADViXEU4BvgeE1nBda+Hm9aelPS3GIo6I0uOHEZX/JfsoLymmv7StqhEZHRzNmzBgWL17M008/bbxrg8FHapzrUtWRqjoS2AUMUNWBqnoa0B/YHiwDG8qqTat47KfHKHWV+qW9pT8vZUDKAJrHNvdLe4bGy9LDS/noyEfgOnb/+PHj2bNnDz/88IM9hhkMYYA3CzG9VLWixKeqbgD6BcwiP1NcUkxuqX8Wp/NL8lm5dyWju5iaPQYY23os45uNP25q74ILrCjOxYsX22CVwRAeeCNOm0XkeREZISJni8g8YHOgDfMXFemLnA2fXvly95eUukqNOBkASI5NpnVU6+PEqU2bNgwePJj33nvPHsMMhjDAG3G6BtgI/B74A1aJ3msCaJNfqUhfRMPFaelPS4lyRjGs47AGt2Vo/Owq3MWm/E3HiRNYU3vfffcde/fuDb5hBkMYUKc4qWoR8Bxwh6peoqqPu/c1CtTlrufkB89p+a7lDGk/xK/ZJgyNl++Pfs8n2Z9UK04TJ04EYNGiRUG2ymAID+oUJxG5CFgLfOTe7ici7wbYLr/hL88prySPNfvXcFbHs/xhliEMcDqduNR1XEAEQK9evejbty+vv/568A0zGMIAb6b17gUGA0cBVHUt0DlgFvkZf605fbv3W8q1nOEdG0cEvSHwOMVJuZZX6zkB/PrXv+arr75i3759wTXMYAgDvBGnMlXNDrglAcQf601f7v4ShzgY2mGoHywyhANOZ93iBPDGG28E0SqDITzwRpw2iMiVgFNEuovIv4CvA2yX31BVv4jTit0rOKX1KSREJ/jBKkM44HQ4KXfVLE69evWif//+LFiwILiGGQxhgDfidAuQChQD/wFysCL3GgUtm7ake1x3GqJPpeWlrNy7kuEdzJSe4Rcc4qCcmsUJ4De/+Q1paWls2rQpeIYZDGGAN+J0har+RVUHuR9/Af4WaMP8xaldT+WKNlc0qI0fDv5Afmm+WW8yHIMnIEJLa86RdeWVV+J0Opk/f34QLTMYGj/eiNNEEbnKsyEiTwOtAmeSn/HUc2qA5/Tt3m8BzHqT4Rg81ZXLi2p2nZKTkzn//PNZsGCBKd9uMNQDb8TpUmCqiFwhIq8Apap6XUM6FZFbRWSjiGwQkYUiEtOQ9mpj+drlzNkzp0FtfJf+Ha3jW9MhoYOfrDKEA06HExTKi2uZ1wOuvfZa0tPT+eCDD4JkmcHgHdWNxSLSQkQ+FZFt7mdbEonWKE5uA1sAscD1wG1Y6033uff7hIi0A34HDFTVPoATuNzX9uqiVUIrToo9qUGe03f7vmNwu8Emw7ThGPq06MP1La8nUmuvxzJ+/Hjatm3Ls88+GyTLDIa6qWUsvgNYqqrdgaXu7aBTm+e0GkhzPy8DmgHjKu1vCBFArIhEAHFAegPbq5HUTqlckOR7OfXsomy2HN7C6e1O96NVhnAgITqB9lHtcZTXPgERERHBtGnT+Pjjj/npp5+CZJ3B4BXVjcUTAM8i6XzgYjsMq61kRhdV7Vrl2fPo6muHqroPeBTYDewHslX1k6rHich0EUkTkbQGzdV71qp9dHrS0i0dHtxusO82GMKSrJIs1hSsoTivuM5jp02bhsPhMN6TIdhEeMZR92O6541axuLWqrrffcx+INkOw72qXS4ifURkkoj8xvPwtUP3/OUEoAvQFogXkaurHqeqc901pAZGRNRWE7F2PvjuAx7a+ZDP53+7zwqGGNh2oM9tGMKTPQV7eCf7HfJz8+s8tl27dkycOJG5c+eSk5MTBOsMBsBKojCw0mOu5w1vx2K78Ca33r3Av9yPkcDDQEPqT58D/Kyqh1S1FHgTOKMB7dWKqlprRT56Tt/t+44eLXuY4oKG4+jdoje3Jt9KYnSiV8f/+c9/Jicnh3nz5gXYMoPBK2oaiw+KSAqA+znDDuO8CiUHRgMHVPUa4FQgugF97gaGiEicWBEGowlgfSh1KaK+BzJ8v/974zUZqiUqIopERyJOl9Or40877TRGjhzJE088QUlJSYCtMxjqpKax+F1givuYKcA7dhjnjTgVqqoLKBORBCwVbcia07fAG8D3wHq3DXNrPakBNMRzyizIZE/OHvq36e9/wwyNnqySLL7I+4KcbO+n6W6//Xb27t3Lyy+/HDjDDAYvqGUsng2MEZFtwBj3dtDxRpzSRKQZMA8rUu974LuGdKqq96pqL1Xto6qTVbXuFWVf+2qA57TmwBoAI06GajlScoTP8j4jO9v7vMhjx45l6NCh/P3vf6e4OGBfe4PBK6obi1U1U1VHq2p393OWHbZ5U2zwRlU9qqrPYanoFPf0XqOgIvGrD/q0Zr8lTv3a9POvUYawwCHWP5/yktpvwq2MiPC3v/2NPXv28PzzzwfKNIOh0eNNQMRSz2tV3amq6yrvC3UqpvV8YO3BtXRI6EDLuJZ+tsoQDjid7vRFdWSIqMo555zDWWedxd/+9jcTuWcIa0TkDBG50pdI79oyRMS4M0EkiUhzT8YIEemMFXbYKFBXwzyn/ilmSs9QPb6Kk4jw2GOPcejQIR588MFAmGYw2I6I/B/WfVTDgUHuh9fRZbXdQDQD+AOWEK3ml+E9B3jaB1ttwdd6TgWlBWzN3Mqk1EkBsMoQDvgqTgADBw5k8uTJPP7441x//fV069bN3+YZDHYzEDhZVWtO218LtWWIeFJVuwAzq2SIOFVVn/LV2mDTObkzfeL71NtzWndwHS51mWAIQ404HU4QcBW7fDr/wQcfJCoqihtvvBEf//0aDKHMBqCNryd7E613QESaAojI3SLypogM8LXDYDOgywBGNx9d7/PWH1wPwCmtT/G3SYYwweFwB0SU1t9zAitrxAMPPMAnn3zCwoUL/WmawRAKJAGbRORjEXnX8/D2ZG/yAv1VVV8XkeHAuVhziM8CjSITqq+h5BsyNtAkqgmdmnUKgFWGcKAh03oebrzxRhYsWMAtt9zCyJEjSUlJ8Zd5BoPdzGrIyd54Tp5/eeOAZ1X1HSCqIZ0Gk9e/fp2n9z1d72m9DYc2kNoqtSJc2GCoimdarz6h5Me14a6SW1BQwHXXXWem9wxhg6p+DmwBmrofm937vMKbkXefiPwbmAR8ICLRXp4XEqS2T2VQ00H1Pm9Dxgb6JPcJgEWGcCE+Jp4/tP4Dp7Ro2NRvr169eOSRR/jwww95/PHH/WSdwWAvIjIJK2HDr7H041sRmejt+d5M600CzgMeVdWj7kSAf/bFWDtIbZ9qaXY9PKeM/Awy8jOMOBlqxeFw0CyiGfgWD3EMN910E8uWLeO2225j0KBBnHnmmQ1v1GCwl78Ag1Q1A0BEWgFLsFIm1Yk3GSIKVPVNVd3m3t5fXf2lUKWwuJCC8oJ6nbMxYyOAESdDrbjExRd5X7Arc1eD2xIRXnzxRbp27crEiRP5+eef/WChwWArDo8wucmkHrNujWZ6zlfeXvU2/3fw/+rlOW3I2AAYcTLUgcBnOZ+xM2unX5pLTEzkvffeo7S0lHHjxpGVZUtKM4PBX3zkjtSbKiJTgfeBD7w9OezFqSJDRD3YkLGBFrEtaB3fOkBWGcIBh8PBX9v/lbOSz/Jbmz179uTNN99kx44djBkzxgiUodGiqn/GynJ+Clappbmqeru353uTWy9exApZE5EeInKRiET6anCw8SXxqydSz9ecfIYTB6fTiZT593syYsQI3nrrLTZs2MA555xjBMrQaFHVRar6R1W9VVXfqs+53nhOXwAxItIOWApcA7xcfzPtob7pi1SVzYc2k9oqNYBWGcKFT3I+YeOhjX5v94ILLuDtt99m06ZNnHPOORw6dMjvfRgMgUBEVrifc0Ukp9IjV0S8znTsjTiJqhYAlwL/UtVLgJN9Mzv41NdzOlxwmCNFR+iZ1DOwhhnCgrX5a9mZszMgbZ9//vm8/fbbbN68mUGDBrFmzZqA9GMw+BNVHe5+bqqqCZUeTVU1wdt2vBInERkKXIW1oAXehaCHBPVdc9pyeAsAvZJ6BcokQxjhdDhxlfkhlrwGzjvvPFasWIHL5WLYsGEmzZGh0eDOSl7nvprwRpx+D9wJvKWqG0WkK7DMexPtpb6e09bMrQD0bGk8J0PdOB1Oyst8zxDhDaeddhppaWkMHDiQK6+8kunTp9er+q7BYBPHrI2ISARwmrcne3Of0xeqepGqPuTe/klVf1dvM22ivmtOWw5vISYiho6JHQNolSFccDgclJcHVpwAkpOTWbJkCbfddhsvvPACqampLF68OOD9Ggz1RUTuFJFc4JTK603AQeAdb9vxJlqvh4jMFZFPROQzz6MBtgcVddUvV9mWw1vo3qK7lTfNYKiDYHhOHqKionjooYdYuXIlzZs3Z/z48SxatCgofRsM3qKqD6pqU+CRKutNLVX1Tm/b8Wbt6HXgOeB5fkkC22jo16EfEl+/aT1Tw8ngLU6HMyieU2UGDRrE6tWradmyJV9++SW/+tWvgtq/weAl34lIoqpmA4hIM2CEqr7tzcneiFOZqj7ru3320r99fyu3nhcUlxXz05GfuKLPFYE1yhA22CFOYHlRXbt2ZceOHUHv22Dwknsr39vkzs16L/C2Nyd7ExDxnojcKCIpItLC8/DR2KBTUFxAoavQq2N3HNmBS10mGMLgNU6nE5crcNF6tdGtWzcjToZQpjp98TrS2xtxmoKVhfxrYLX7keZtB3bz6spXWZTp3by8J4zc3ONk8BaHOKw1JxvKMHXr1o2ffvrJNnE0GOogTUT+KSLdRKSriDyOpR9eUaeKqWqXBplnM8O7DSdiq3divT1rOwDdW3QPpEmGMGJyp8k4DjqsshlBjqHp1q0bxcXFpKen0759++B2bjDUzS3AX4HXsFb9PwFu8vbkOkdtEYkD/gh0VNXpItId6KmqPsexuhfGngf6YP3mvFZVv/G1vdro3bo3xHp37I6sHSTFJZEYkxgIUwxhiNNpVcOlHFvECWDHjh1GnAw+U914DGzFEpXOwE5gkqoeqU+7qpoP3OGrXd5M670ElABnuLf3An/3tUM3TwIfqWovrGy1mxvYXo0cyj5EVpl3iTO3H9nOSS1OCpQphjDk+6Pfs/zoclviWCuLk8HQAKobj+8Alqpqd6ycql6LjIg84X5+T0Terfrwth1v5ru6qeplInIFgKoWSgPSdYtIAnAWMNXdXgmW+AWERWsXEZnTjNFcXuexW7N2MLDjcHYGyhgDAAlAo4moqYO9xXs5VHCIEZ+PYNWuVRQU1V7YMiE+gf7drVsVVm1ZRVx0HKldrBvpv1r/FWXlZbWen5SYZB3fBjp260hERIQRJ4PP1DQei8gEYIT7sPnAcsDbcheeFEWPNsQ2b8SpRERicS/5ikg3oLgBfXYFDgEvicipWAtkv3e7gBWIyHRgOlhhs75S7lLyHMLGfaC1SGppeTHp2buJizyJDek+d2fwgtgyGJkCjkZTeKVmLup+EeQAj8GqvavIKMmo9fgOMR3o384tTntWkRSZRGobS5xW/LyizsjSk+NPto6Pg4hXI+jUqZMRJ0NtRIhI5QC2uao6t9J2teMx0FpV94NV/VxEkr3tUFU9QQ8tgA9U1Se98Eac7gU+AjqIyKvAMNwq6yMRwADgFlX9VkSexHIZ/1r5IPcFnAsQHx/vcyyUliuKEC+gp9d83O4DO1GUTv27EV/LcYaGkVUE5WuhvAAc4bC01wloCZTADb1u8O4c94+kG3recMz2bT1v8+r0FWtWsHHLRmbkzjDh5Ia6KFPVgbW8X9N47A8uAp4QkS+A/wIfq2rtUwNVDKuL1VjlMoZg/TP6PV7f1lote4G9qvqte/sN/HcxjsOlioigsSBdaz4uPcOK1Gvf76RajzM0DMmCskhwef0VbQQ0sZ7qW3G56vHent+0WVNa728NLmvdadWqVfXq12CoRE3j8UERSXF7TSlA7VMC1aCq17gL054PXAk8IyKfqur13pzv1U24QKmqvu+O0Gvl3ucTqnoA2CMinpuJRgObfG2vzv5c3mUlT0+3fn22a2cCIgKJwwHlEeBqdImwQodTW5zKxc0uBhd0796dI0eOcPjwYbvNMjRCahmP38W6xxX3s9cJW6u0Xwp8iOU5rQYmeHuuN57TP7CyRFwA9AJewart1BBuAV4VkSjgJ6zqugHBSvwqaB36tG/fduLimpKYmBQoUwyACKgTyr1L2mGoDsFaAXZBjx49APjxxx9JSjLfXYNPVDceO4D/ich1wG7g1/VtVETOAy4HRmIFVDwPTPL2fG9uwn3f7Zp9ijWdd7GqbquvoVXaXAvUNg/qN1zukhlah4+Ynr6Ddm1PogGBiAYv8IhTkBJ5hyUrMlbwxYEvuLPsTnr2tH7wbt26lTPOOKOOMw2G46llPB7dwKanYnlMM3wJiqhRnETkXxyblCUBS1VvEREaS00nVcUhQl2ak75vO127nhIco05gHA5wOaHcZNzxGRcuSrQELVc6d+lMZGQkW7dutdssg+EYVLXu+3dqoTbPqWr+PK9zIoUSnmm92lbXXC4XBw7uYtjwi4Nl1gmLiCVOxnPyHYfD+jK7SlxERERw0kknGXEyhBwicinwEJCMNRktgKpqgjfn1yhOqjq/UidRQA/35lb3IlejYETnURzMa1rrPU5HjhyktLSYNq07B82uExWHw73mZDwnn/FMPbtKrYvYs2dPI06GUORhYLyq+pQByJtKuCOAbcDTwDPAjyJyli+d2UGfVqfQLrZLrWtOBw7sBKBNm85BselExuM5lduQxTtccIjbc3KLU48ePdi+fTtlZeEUn28IAw76KkzgXbTeY8BYVd0KVtl2YCFwmq+dBpMDOQfILYsBR7OajzHiFDQcDsAJZUacfMYhDlBrWg8sz6m0tJRdu3ZV5NszGEKANBF5Dau4YEVAhKq+6c3J3tznFOkRJnfDPwKNJvHMwvULWH3ky1o/6YGDOwFo3bpTcIw6gREBHNBo5oVDkIo1p7JfxAkwU3uGUCMBKADGAuPdjwu9PdkbzylNRF7gl2R+V9GIgiMu6n4J+7bE1zmt17x5MjExccEz7ARFBMtzstuQRkzVab3K4nTBBRfYZpfBUBlVbdD9q954TjcAG4HfYaUu2gTMaEinwaRrs24kRbepNSDiwIGdtDbBEEHB4QB1GHFqCB7PSUutudGkpCRatmzJ5s0BqzxjMNQbEWkvIm+JSIaIHBSRRSLideExb8Tpt6r6T1W9VFUvUdXHsQSrUbA9cztZJRm1FoI7eGCnWW8KEsZzajjNY5rTN7YvEfLLxEdqaiobNmyw0SqD4ThewkqD1BZoh5X27iVvT/ZGnKZUs2+qtx3YzdtbF7E5e3WNqYs89zgZcQoOIiBOcJlEHD7TOaEzv2r2K+Kj4iv2paamsnHjRlRNpIkhZGilqi+papn78TJWblavqC1DxBVYmWS7VKle2BTI9NXaYKOqIILUIMPmHqfgIxEmlLxBeIS90o3Mffr0IScnh3379pmS7YZQ4bCIXI0V3Q1wBfXQjtoCIr4G9gNJWOHkHnKBdfU00jbUZYlTTQERJow8+DgizLReQ9h6dCuLDi7i+sPXk4xVAy411SpYuHHjRiNOhlDhWuAp4HGsVHhfU48k37VliNgF7AKGNtBAW1F34leHEaeQQcyaU4NoFtOM02JOI8YZU7Gvsjide+65dplmMFTmfmCKqh4BEJEWWKXbr/XmZG9CyRs1nmm9mqL1Dh7cBUBycocgWnVi44gCk73Id1rHt+bchHMh+pd9SUlJJCcns3HjRvsMMxiO5RSPMAGoapaI9Pf2ZG8CIho1Hs+ppjWnjEN7aNq0ObGxTYJr2IlMhLVcokahfMKFi2JXcUWGCA+eoAiDIURwiEhzz4bbc/LaIQp7cXK515xq+qSHMvbQqpXxmoKJwwnlToz75CM7c3fyYMaD7MnYc8x+E7FnCDEeA74WkftF5D6sNaeHvT25tmi99Rxbz6niLay0542i+JGqIo7aPadWrcwCcjBxOKA8Elxl4Az7iWX/U3ETbpWQx759+5KXl8fOnTvp0qWLHaYZDBWo6isikgaMwtKNS1V1k7fn1zY0eJ0DKZSxfkXWvOZ06NBeevc+Pag2neiIQHkEaCkQU+fhhipUpC8qO9b17NevHwBr16414mQICdxi5LUgVaauaL1Gz6+6Xs7hrJZUdxducXEh2dmHSTbTekFFBMoiwGUKDvpE5WKDlenTpw8Oh4O1a9dyySWX2GGaweA3vKnnNEREVolInoiUiEi5iOQEw7gGo9A9sSeJ0UnVTusdOrQXgFYmUi+oOBzWmpPLxJP7REWxwSqeU1xcHD179mTt2rU2WGUw+BdvAiKewrqzdxsQC1wP/CuQRvkLdSk/HtlKdklmtZ80w72gbDyn4CICrghwmboZPlHhOZUeH1HSr18/I06GsMCraD1V3Q44VbVcVV8CRgbWLP/gKnfxxk8L2ZG3sVrPKeOQJU4mICK4eEq1l5lpPZ9wiAOkenE69dRT2b17N1lZWTZYZjD4D2/EqUBEooC1IvKwiNwKxNd1UijgEAdTek6nR0L/atecDnum9Yw4BZWKUu1GnHyiarHByniCItatazQZxgyGavFGnCa7j7sZyAc6AJcG0ih/IQgpsW2Ji2iKVFMyI+PQHhITk4iOjg2+cScwxnNqGN6Ik5naMzR2vBGni1W1SFVzVPVvqvpHGkmYeXlZOWsPryar5GC1oeQZGXvMepMNeDwnl7kJ1ydiI2MZ2mQoSVFJx73XunVrUlJSWL260RSrNhiqJazrOZWVlfHh7vfYl7+jWs/p0KE9JlLPBkQsz6maJRODF8RFxXFu4rm0bdK22vcHDhzIqlWrgmyVweBfahQnEblCRN7DXc+p0mM5fqjnJCJOEVkjIosb2lZNqEs9fVX7SQ8d2mvWm2zA4QCXA8qNOPmEohS7iikvrX5edPDgwWzdupXs7OwgW2ZojFQdi0WkhYh8KiLb3M/N62ojENTmOX2NlRtpi/vZ8/gjcJ4f+v49sNkP7dSIutSdgEmOC4goLi4kN/cISUntAmmCoRoqSrWbarg+UVBWwIMHHuT7vd9X+/6gQYMAzNSewVuqjsV3AEtVtTuw1L0ddLyq5yQirYFB7rc2q2qDbp8UkfbAOOABLLELCBWeE8d7TpmZ+wFIaln91IghcDgcgAN+jIedeXZb4zsOoH8ENAtyCqaoiCjGJo6lQ1z1U9IDBw4EYNWqVYwaNSqYphkaGTWMxROAEe7X84HlwO3Btq3OtJsi8musAlHLsfyPf4nIn1X1jQb0+wRwG1bJ95r6nQ5MB4iKivKpE3UpSvXTepmZ6QC0NOIUdJxOaJ4M0buARjrzVC6QFQGHj0CznsHtOzIikjOanmHdEl8NLVu2pGvXrmbdyQAQ4U6+6mGuqs6ttP0Ex4/FrVV1P4Cq7heR5MCbeTze5IS+GxikqhkAItIKWAL4JE4iciGQoaqrRWRETce5L+BcgPj4eJ9qAHim9arznA67xSkpyYhTsBGBhG5AN7st8Z3yUihYDeVH6j7W3yhKZmkmcYVxxBFX7TGDBw/mq6++CrJlhhCkTFUHVveGt2OxXXgTrefwCJObTC/Pq4lhwEUishP4LzBKRBY0oL0a8UzrUd203mHjORl8RwRU7ClJVU45T2U8xer9Na8pDRo0iD179nDgwIEgWmZoZNQ0Fh8UkRQA93NGzU0EDm9E5iMR+VhEporIVOB94ENfO1TVO1W1vap2Bi4HPlPVq31tr/bOrCdHNWXaD2emExkZTdOmtgSiGBo5IoADXDYEddR2E66HoUOHAvD1118HxSZD46OWsfhdfrmFaArwjh321SlOqvpn4N/AKcCpWHOWtwXaMH+gLkXd0XpV73PKzEwnKaltRYZng6E+eL42LhuKzoo79NRVSyz+gAEDiImJMVN7Bl+YDYwRkW3AGPd20PEmIOIhVb0deLOafQ1CVZdjBVoEhPi4eH5z0nQyChPRKtHkmYfTzZSeoWE47JnWE4fgcDgqTVsfT3R0NIMGDWLFihVBtMzQWKk8FqtqJjDaTnvAu2m9MdXsO9/fhgQCp8NJ69i2xEXEH+c5Hc404mTwHRGszOA29e8QR62eE8CwYcP4/vvvKSgoCJJVBoP/qC1DxA0ish7oKSLrKj1+BhpFyuPiomLWZqaRXZxJ1d+YmZnp5h4nQ8MQjvteBQtvxamsrMyElBsaJbV5Tv8BxmMtjo2v9DgtYAEMfiY/P59P9i0mo3jvMZ+0oCCXgoJcWpowcoOPiIDYNK1n9S91itMZZ5wBYNadDI2SGsVJVbNVdaeqXqGquyo9Gk0Vs2YJzbih15/oEn/yMZ/UZIcw+AUbxckhDlx1pHVv0aIFqampfP7550GyymDwHw25XynkcYiD+IimRDgiq4iTucfJ0HDEEdrTegAjR45kxYoVlJSUBMEqg8F/hLU45efl8/XB5WQVZxzzSU12CIM/sHNab0TzEZwcf3Kdx40aNYqCggK+++67wBtlMPiR8Ban/Hy+yljO0ZJDx3pO7uwQLVqk2GSZISyw0XMalDiIrrFd6zzu7LPPRkRYtmxZEKwyGPxHWIuTWnfg4kCQSp80K+sA0dGxxMcn2GSZIRyw03M6Un6EnKKcOo9r0aIF/fv357PPPguCVQaD/wh/cbLSkh+z/8iRgzRv3tpkhzA0DBvFacGBBXya8alXx44aNYqvv/6awsLCAFtlMPiP8BYnT/qiGsTJYGgIdgZEnNvqXAYnDPbq2NGjR1NSUsKXX34ZYKsMBv8R9uIE4KiS9TXryAFatGhjh0mGMEKc9olTjyY96BBdfbHBqpx99tnExMTw4Yc+52s2GIJO+IuT8ZwMgULsSfwKkF6SzoEC78phxMbGMmLECCNOhkZF2IuTqlUyw0N5eTnZ2YeNOBkajDjtW3NafGgxSw8v9fr4888/n61bt/Lzzz8H0CqDwX+Etzi5o/WkUj7y7OxDuFwuM61naDDiAHWA2qBQDnHgqkfH559v5Wo23pOhsRDW4oTyS5l2N1lHDgIYz8nQYETc4lQe/L4dDu8yRHjo3r073bp14/333w+gVQaD/whrcWqb3Jbru/yJNnGdKvYdybLEqYURJ0MDEYFyJ7ZERVTk1qtH3xMmTGDJkiXk5NR9f5TBYDdhLU5Oh5MmzqZEyi81FbOOWIvIxnMyNBQRULFpWs/hQNF6idMll1xCSUmJmdozNArCWpyOHD3CN4eXk1t29Jd9Hs/JrDkZ/IBt03riwIWrXhEZQ4cOJTk5mbfeeitwhhkMfiKsxelo9lFWZi0nr/Roxb6sI1bqotjYJvYZZggLRMDlwJaQPYfDHRBRD8/J6XQyYcIE3n//fYqKigJnnMHgB8JanLq078Lvut5LSuU1J5O6yOBHXHZH69Wz70svvZS8vDw+/vjjwBhmMPiJsBYnT6ReZSE6cuSgmdIz+AURUGfjEqfRo0eTlJTEwoULA2OYweAnwlqcMg5nsCTjPXJKjlTsy8o6YIIhDH7Bzmm9IS2HMCZxTL37joyMZNKkSbz77rvk5uYGxjiDwQ+EtThl52SzPmc1heX5FftM6iKDv/CIk9oQSt4xviPdY7r7JIxXXnklhYWFvP322363y2DwF2EtTq5yK9TWM61nUhcZ/I0CLhs8p8Mlh9ldtNsncRo6dCidOnViwYIF/jfMYPAT4S1O7qycHnHKyclEVWneLNlOswxhgmfNCRtCyb/K/Io3st7wSZwcDgdTpkzh008/Zffu3f43zmDwA0EXJxHpICLLRGSziGwUkd8Hqq+qntPRo4cASGzWKlBdGk4gPDfh2uE5DWs1jEnNJ/m83nXNNdcA8NJLL/nRKkNjo6bxWERaiMinIrLN/dw82LbZ4TmVAX9S1d7AEOAmETk5EB1pFc8pO9sSp2aJRpwMfsJhT9mMpJgk2ke391mcOnfuzJgxY3jhhRcoL7fB9TOECjWNx3cAS1W1O7DUvR1UIuo+xL+o6n5gv/t1rohsBtoBm/zdl8tdz+lgSyEnEdaVWOJ0qH0r1if6uzeDtyQVQ0oY3APqSfxaboM4pRemc6TgCKma6nMb119/PZMmTeKjjz5i3LhxfrTO0FioZTyeAIxwHzYfWA7cHkzbgi5OlRGRzkB/4Ntq3psOTAeIioryqX2XS1FgTQ9hQyzsybfE6cu2rYiO89FoQ4OJj4BbCiCyka942plbb332er4/8j2pLt/F6eKLL6Zt27bMmTPHiFP4EiEiaZW256rq3OoOrDIet3YLF6q6X0SCvlBvmziJSBNgEfAHVT0uTbL7As4FiI+P9+m3qbrFSR1CszLIKbbEqW/3ljgjfTbd0AB2RcKR/VBYHkbiZEdWckf9c+tVJTIykhtvvJG7776bTZs2cfLJAZldN9hLmaoOrOugquNxKGTQsUWcRCQS60K8qqpvBqofdalVShshMgrIP0RM8+a0bmOUyS6ygazDUGZXCVl/47AnIEJEfMoQUZXp06dz//33M2fOHJ577jn/GGdoVNQwHh8UkRS315QCZATbLjui9QR4Adisqv8MZF+pXftyQ6d7iWnSEnFCwaFDxLcywRB24sSqgVRqg7fhbyqi9eyq5+QHcWrVqhWTJ0/m5Zdf5sCBA/4xztBoqGU8fheY4n49BXgn2LbZMbEyDJgMjBKRte7HBYHoyFoLENQpiBPyDx0iLikpEF0ZvMQJ4IBi+2cNGkxFJVy76jmpomUNV8bbb7+d0tJS/vnPgP5WNIQmNY3Hs4ExIrINGOPeDip2ROutAIIyNO05sIfPMtdSUjIKiYin4NAhmnfrFoyuDTXgwLpxtSQMPCdwe0429OsQ63elq8SF05J8nznppJO4/PLLeeaZZ7j99ttp2bKlP0w0NALqGI9HB9OWqjTyJenaycnNYWfhj5RRRoTD7TmZaT1bcWJ5G0Vh5DnZMq3n+EWc/MFdd91FQUEBDz/8sF/aMxgaSliLU+8uqfym45+IjE/EgYuCw4fNmpPNeMSpxG5D/IBnzcmWYoPisIJ9/BRZkpqayuTJk5kzZw579+71S5sGQ0MIa3HyrBergCv3KFpebjwnm6kQpzDwnAAQW1Lr/eI5+THs8b777sPlcnHvvff6rU2DwVfCWpy2797OBxn/oai0gNIj1j1OxnOyF6f7f6VhIE4igAPKbfgsJzc/mWtaXEOU+HaDenV06tSJm2++mZdeeom0tLS6TzAYAkhYi1N23lF2FfyIiosStzgZz8leKqL1wuCbJ4I1tWbDmlNCdAKdojo1OBiiKvfccw/JycncfPPNuOy4gctgcBMGQ0TNuMoVFeuGxeIs4zmFAg6sQb00DL55FeJkw2fJKspiXeE6Sgr9u3qXmJjII488wrfffsvzzz/v17YNhvoQBkNEzVRkJVcoyjKeUyjgxBrUi/37g98+bPKcduXv4s2jb1KQV+D3tq+++mpGjRrFzJkzTb0ng22EtTh5Er8KUiFOxnOyFycgYRIQ4VlzsmPyq3fz3vyu1e9oGt3U722LCM8//zwul4tp06aZ6T2DLYS1OKnLmtZzqFCUdZioJk2IiImx26wTGieAhE9AhF034cZExtAiooXf15w8dOnShUcffZRPPvmEJ554IiB9GAy1EdbiVOE5OYSirExizZ3vtiNAhEBpGE3r2ZGVPLM4k6/yviI/Lz9gfcyYMYNLLrmEO+64g2+/Pa6qjcEQUMJenMDynAqPZBJnxCkkcDrCKCDCplDyjMIMPs39lLy8vID1ISK88MILtG/fnksvvZT9+/cHrC+DoSphMETUjKo7Ws8hFGZmEtuihd0mGXB7TmEyrQfuLBFBpuIm3PLATio2b96cd955h+zsbC6++GIKCvwfgGEwVEdYi1OkI5LYiKYIbnEynlNIEC7iBFgBEXbm1gtCYay+ffvy6quvkpaWxq9//WtKS0sD3qfBENbiNOCkwfy665+IjIykMCvLiFOIEBlG9zmJ3eJUGpxwjAkTJvDss8/ywQcfcOWVV1JSEg7ZEQ2hjG1l2oOBqqcYXDmFR46YNacQIcJdz8ml4GjsHpQD7Kj+4SmjHQzPycP06dPJz8/nj3/8I3l5eSxatIi4uLig9W84sQiD3681s2nnBpak/4fS/CxQNZ5TiBDhsKrhhkVJJwe47FxzCnK9+1tvvZV58+bx8ccfc+6555KdnR3U/g0nDmEtTkUlJRSW51FYmAlgPKcQwQmUR0KQZqQCisOmm3ArFxsMNtdffz0LFy5k5cqVnH766WzYsCHoNhjCn7AWp5O7DOCCjtMpLjwCYDynEMEBuJzghwrj9iP2eIB2eU4eLrvsMj799FOOHj3K4MGDeeWVV2yxwxC+hLU4eX6ZFxUYzymUcAJlTrBpXPUrYpfn5OdKuL4wYsQI1qxZw+DBg5kyZQpXX301GRkZttljCC/CWpzWbFvF+7vnUZxviZPxnEIDJ1AeESaek03ilByfzC2tbqFLiy429P4LKSkpLFmyhHvvvZf//e9/9OzZk7lz55p8fIYGE9bilFOQw5HiAxQazymkcALqDI81J7EpWi/CGUHLyJZE4b9igz7bEhHBrFmz+OGHH+jXrx8zZsxg4MCBvPvuu6gduZ0MYUFYi1OZKohQkJeJOJ1EJybabZKBX0q1Fzf2MHJAbIo6LCwr5Ku8rzh09JANvVdP7969+eyzz1iwYAE5OTlMmDCB0047jddff93cuGuoN2EtTuUuq2BGUb6Vushzb4jBXjyl2ovC4c9h07ReQXkBn+Z+yv4joZXvTkS46qqr2LJlCy+//DI5OTlMmjSJjh07cvfdd/PTTz/ZbaKhkRD24qQCRXkm6Wso4fGcwiHHgDjsyUreIqYFd7W5iz4t+gS/cy+IiIhgypQpbN26lffee4+BAwfyj3/8g27dujFw4EBmz57Nli1bzLSfoUbCWpzKXGrl1cs1efVCCQducQoDz0ncN+FqkN0ncQhRzigcGtr/hJ1OJxdeeCHvvfceO3fu5JFHHiEiIoI777yT3r1707FjR6655hrmz5/P5s2bKS8vt9tkQ4gQ1umLyt35cQpzM0ns3NlucwxuKtac7DbED4jD+iy4COpPveLyYpZlL+PkzJPpSMfgddwAOnbsyMyZMyvKv3/00UcsWbKEd999l5dffhmAJk2aMGDAAAYNGkSfPn3o0aMHPXr0oGXLlmZa/gTDFnESkfOAJ7HGqedVdXYg+ilXa82pIDeTNi0GBKILgw941pzCITO5iHVDsbqsQorBokzLWJm/khbZLRqNOFWmY8eOTJ8+nenTp+Nyudi8eTNpaWmsWrWKtLQ0nnrqKYqLf/n50rx5c7p37067du1o164dbdu2pW3btrRr146UlBRatGhB8+bNiTGVrutFsMZiXwi6OImIE3gaGAPsBVaJyLuqusnffZW7p/UKcsy0XijhKdVeHCbVcNUR/Gk9uzNE+BOHw0FqaiqpqalMmTIFgNLSUnbu3MmPP/5Y8dixYwdbt25l2bJlHD16tNq2oqOjad68Oc2aNat4TkhIIC4ujtjY2Irnyq/j4uKIiYkhIiKCyMhIIiIijntd03tOpxMRQURwOBzVvq7tvarHBdM7DOZY7At2eE6Dge2q+hOAiPwXmAD4/YJ8+PV8vtryLmWuIpxJSeT6uwODTxQDZQ74rg1sj7TbmoaR4IKkfrAiCrfqBolCJ3vj4NlVn/Jsv8+OeSvSEc2lvf8EwDd73uZo0UHO7z4DgM9+XsChgt21Np0Q1fKY4wVhZJerAPhg23PklmTVen5yXKdjjm8em8LQ9hMAWLT5UcpctYfCdExMdR/fnTc3v0O35v0Z3+ZWSlsU82bGY9AJStuXUFiWS0FpDoWluZSUF1JSXkRJeSGxjqZE58eReySTH3N+wBqDlaKyAgpLcynX0A5rFzwiZQnV4w+/z+9mnhuIroI2FvuCBDtaRkQmAuep6vXu7cnA6ap6c5XjpgPT3ZsDgEJf+nNIRIzLKS4kxJJgu1wOHI7Q/NkbFNtEHEi9Vmm0vFzE6QytvyMgZS5xSugt35ZrGaFoF4SubaFolwuXq8xVXA6U+XB6LPB9pe25qjoXvB+L7cKOv0J1futxA477As5tcGciaVqqAxvajr8RkTQtKws5uyB0bRORNFd5aUjaVeYqMXbVg1C1LZTtUvX7OObVWGwXdsSh7gU6VNpuD6TbYIfBYDCcyIT0WGyHOK0CuotIFxGJAi4H3rXBDoPBYDiRCemxOOjTeqpaJiI3Ax9jLSG/qKobA9hlg6cGA0So2gWha5uxq36Eql0QuradMHbZMBbXi6AHRBgMBoPBUBehnfvEYDAYDCckRpwMBoPBEHKEtTiJyHkislVEtovIHTba0UFElonIZhHZKCK/d++fJSL7RGSt+3GBDbbtFJH17v7T3PtaiMinIrLN/dw8yDb1rHRN1opIjoj8wa7rJSIvikiGiGyotK/GayQid7q/c1tFJCB3T9Zi1yMiskVE1onIWyLSzL2/s4gUVrp2zwXZrhr/djZfr9cq2bRTRNa69wfzetU0Ptj+HbMVVQ3LB9YC3w6gKxAF/ACcbJMtKcAA9+umwI/AycAsYKbN12knkFRl38PAHe7XdwAP2fx3PAB0sut6AWdh3Qi+oa5r5P67/gBEA13c30FnEO0aC0S4Xz9Uya7OlY+z4XpV+7ez+3pVef8x4B4brldN44Pt3zE7H+HsOVWk5lDVEsCTmiPoqOp+Vf3e/ToX2Ay0s8MWL5kAzHe/ng9cbJ8pjAZ2qOouuwxQ1S+Aqjl7arpGE4D/qmqxqv4MbMf6LgbFLlX9RFU9mQRWYt27ElRquF41Yev18iBWvqBJwMJA9F0btYwPtn/H7CScxakdsKfS9l5CQBBEpDPQH/jWvetm9xTMi8GePnOjwCcistqdMgqgtaruB+sfDpBsg10eLufYAcPu6+WhpmsUSt+7a4EPK213EZE1IvK5iJxpgz3V/e1C5XqdCRxU1W2V9gX9elUZHxrDdyxghLM4hVxqDhFpAiwC/qCqOcCzQDegH7Afa1oh2AxT1QHA+cBNInKWDTZUi/vGwIuA1927QuF61UVIfO9E5C9Yudhede/aD3RU1f7AH4H/iEhCEE2q6W8XEtcLuIJjfwQF/XpVMz7UeGg1+8LunqBwFqeQSs0hIpFYX7xXVfVNAFU9qKrlquoC5mGDa66q6e7nDOAttw0HRSTFbXcKkBFsu9ycD3yvqgfdNtp+vSpR0zWy/XsnIlOAC4Gr1L1I4Z4CynS/Xo21TtEjWDbV8rcLhesVAVwKvObZF+zrVd34QAh/x4JBOItTyKTmcM9nvwBsVtV/VtqfUumwS4ANVc8NsF3xItLU8xprMX0D1nWa4j5sCvBOMO2qxDG/Zu2+XlWo6Rq9C1wuItEi0gXoDnwXLKPEKh53O3CRqhZU2t9KrNoRiEhXt10/BdGumv52tl4vN+cAW1R1r2dHMK9XTeMDIfodCxp2R2QE8gFcgBX5sgP4i412DMdyu9cBa92PC4D/A9a7978LpATZrq5YUT8/ABs91whoCSwFtrmfW9hwzeKATCCx0j5brheWQO4HSrF+tV5X2zUC/uL+zm0Fzg+yXdux1iM837Pn3Mf+yv03/gGrhML4INtV49/Ozuvl3v8y8NsqxwbzetU0Ptj+HbPzYdIXGQwGgyHkCOdpPYPBYDA0Uow4GQwGgyHkMOJkMBgMhpDDiJPBYDAYQg4jTgaDwWAIOYw4GQwGgyHkMOJkMBgMhpDj/wEC6Ta/KFbfBAAAAABJRU5ErkJggg==\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:26.899776\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -745,23 +25588,1421 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')" + "text/plain": [ + "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')" + ] }, + "execution_count": 320, "metadata": {}, - "execution_count": 320 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:28.239749\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:28.239749\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -802,34 +27043,6769 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Text(0.5, 1.0, 'Support for Proposal 1')" + "text/plain": [ + "Text(0.5, 1.0, 'Support for Proposal 1')" + ] }, + "execution_count": 321, "metadata": {}, - "execution_count": 321 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:29.166633\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:29.166633\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:54:30.823391\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:54:30.823391\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -883,23 +33859,2363 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "(0.0, 30.086390567230666)" + "text/plain": [ + "(0.0, 30.086390567230666)" + ] }, + "execution_count": 332, "metadata": {}, - "execution_count": 332 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-08-11T14:59:02.718704\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.0, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", - "image/png": "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\n" + "image/png": "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\n", + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 2020-08-11T14:59:02.718704\r\n", + " image/svg+xml\r\n", + " \r\n", + " \r\n", + " Matplotlib v3.3.0, https://matplotlib.org/\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + "\r\n" + ], + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -949,4 +36265,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/models/v3/images/snap/0.png b/models/v3/images/snap/0.png index 8d538ee7e98c88331f1a2a73d4005ccf2d132cb6..6da2d079a368c8094544e43e1642fd079885d9f1 100644 GIT binary patch literal 84228 zcmdSBWmJ{j7d?9Dk`Czx=@RMgP)b0$5s>a~q#Fc9I;6WpLOP^Fx;v#yxcj`n@gMh& zalhQJ*CE5hk%wnLd#{*ltvOGGijpikDlsYq0zsFTlTw2~V7kDUI5Hx52NMmC1N;N; zEFrIs4F32an}vh#Q5@v7ogol39OxI!wC(S&r=^j&0x_4W1lo1Ww)rKMM^H>>{7*92n`Z|Q^4*xRsz5z!@VZCOJx$RhWr z3J)(N!!UXcpUzW{8P;ceqlsR}D-@{c>PGeT$&mV-b$J}u&j}=_Mm3!_ZDQzoZhz6I z`XoN`l@qQo)9Zkzg8&OID>4#wdUiI~Vl4Caey$^yPBF!WuLCTK3c3(hR@VF4MZ4DZ z;=;^Hf8|UePw%MR9(KRKXe@e7SoUpy5qa!aqF);NU?Y(_bY2r!f8WSYQj$L3ImBna!gzxn{(r_xftUyMe^h^DaWw%B2fA?42 zbyid3v$Kel4tXm+7r*xw8`%+G5C-r&@9gl)cdHqsJy(F-TzJz(uwjaJ>cozLtah} zOc=Qr!;0^XzQxLSUi-fFFpAiVF;R+iXBO=mc*E!Wxrtf}FbkS&s$IkJ>6~!951`C#-QNRuLYs8iB%f> zbeNQXWeiLTdfs&!C|^&EUB@aqp1dwkmPvqxyb*$T-W~0IdN_@{zxR4UE=2hHv8DHPw!39=L=C7$e73j3-nT<%W+BQKI~28)klLpK{_}%sCqbQ75s^< zI#;3BjMGo%PU>}i6!G(V0j=X<`809`6H-)M+{IX!9^}5_i3H(r+>p}qyW9TCVGR4} z)2AwzeYLjxgHl34Hx^=IVh*<>E$FxR_Yt_SHYOF>d%-@b7#hZH#)*<2&Q;FsX8D}U z1Mh^5iHZ5j=SaQc|Lp5~(nn(71I|+Q!-p{A?$GtmFAX4&w!eKOe0$l!?-3AknIZc>-R<)4rW*n;cw{!bLw$a{7`r=|DZLX%BI~Ja z+CUxU-@Vu!+l52I*h+WyyPElM@$Y6e3+!&1^XMJ0#JlQ#^5MC1-F{x%g`PP69YViB zy41ZxoCx@i^C4zW`lNNR$=fqCGd{pB)15~jZcfL5U355&@*8&e2|quqKA$9CELc}= z2P0wbG%mZ57}i;0-}s8wkfXXUyS`klv%D;g?gW( zKh=-t!|c21&MT9XzmU+0dw|dWuAOJ`KP+$b0L#2>J#8Q6-+crgxbZ680oLBiYCY;D z`wp-;pI;#;O5a59_h>Kzz_t#y6%>4C*QpD?Ia$^nzB_$>I(@uew4d8ARL&Y56Fe2N zF!-SFik~Iq$+eq)aeeLPHzEDbP0)&haX`t|%>?@~qTr zPVBfC6_j2STQ4>I$0Q0i#6wq?&)3f@H|_nH{99Py zY{SUh2q}a-IQ(}r+&#ehfPZZO(|TO-KHZ+TNfABkglns=PN>vx)hx8Pv)h4g9f*HE zllk&G4d6)wpsU`^^p3UQBJ$ge;XN0=SxPFLvT8RQ#1XL^r))RrMO`*{e%uuWR>rQ^ z6yE{jyU_RF=W!zU;g}R6>CZd79TVqpYtOg+qI|mrqP(096ec)F^x0d$u)NQjop%qM zq25OUjCEI!p?zoPqhA-o%QN8TXXqq64x{`xzFA-qdr04$M-6?iG(=qXRDAU{H1Nkh z*53PMiTK`HSN`nd-}O0L>w1h8JXs^*wPRthU`ySs{rGzWiNc4YvZ!bc4)MjB`>Jna zEjgRd-`5C>3N*(@d#x)31 z5pY4^tE>t^-2ZxC8jf^4|2sXb!4SDM((my5cmH?J(0}>coW=+J-uK0L_Li1wzW0|P zRQmB5HaXVYMr+z7?lFVx9Xv~DFT-V#}) zueUuxpXSS#FKszFfj5V9aTFkUwXBl6{V{$VVy>LFI{kTLAOe2x=KbHz{tIZLxDS@o03|n#+W(0efwrkuUnaK9p0BMYwQA?gNXl=&l6Z%@Xh{Im?(%GLP>*oWvBLj z7bH*R_P&bG@8qkdcj^1CC66$UL$#Wn=t5r*xlhmxxD}G+7GKM>8yHL{e+ApxQ zw1hy)v}+N8gMc{vf|!J40tBwSSOHY)*|LebtAiP|K{K^yeUKbdQV1ZOd2u3<;B*ir zLtk_mhmjEw9VN)oI-E4`ZhZM*&=rbK;&8W}x(T97`})V+f!&KHuoYFnP;=Yc$wBZ( zfRsT^`kSCT+rq*EhwTEl?-7WxeTS7D6^E1H&JU*@6wqXo_QpDXc$>rH%qTA=vP-FQ z;qrDfuHXCgXBeK*rZ5Qh76Z*Dy^#afY%P1#|J@j@H%VC}0{Gzj zth{40QM8J-nb*=neA@oN#$)p*0C=d;W?xK#!dTy*YSX_xxXMQ0ByVRM+dtzf z3svvE0f~X{X32SCdO8HeGt2;Fib9XIK%_J9lWPEMpz+u(g_{qjzyx5+ak(C-le$i; z^4;&{RhthJKqRWkfc>_xk?`1v0dVE_u(+D5oFyVhpLBaUr5wYd?R4h+=p7{>LfH zX^4>zoXgpMVU`Jakgq(pI)g9*6*bStt54|A(-(O-di{bzg!Fx(66^i~@QO0S4sw8n zc(zFS9E{{^@P=0X2=qJ`Z{B=S$Z)n5WTfu$jvHf*5XGk$$LFQ>^Vx!wb`v?8+&r@H_Iem9BD3q+Xp4&*Xu0Z*m zubj?@4KT4N{kyaf-W3lxaMTCW#Z3SSRe4=~f^>q^bhaz{+-&Lj?JXko2ci24AQb>U z9+|C&P+RZ-VQ*q~HdK!-%=@Gn2@2-`G{S`J%~evQu<4gf*{`$_fe5lUQ~FXzSJ!dg zJeB_<9WIAH=?TU)-Jucl`pvTfXSJPX&%vw*(HJ(Q?3K#zoY2IjQIYu5$!&6M|*C2!N-$hQ@jf?@A{e zrjSZa8}yPI^I@0E?cFT@*jJezu%P%5H#aXZXm~$V570+n7ZOFZBKuFgQ z7>r~HzGQDZg9Y1Q*M9d=T~l*oEf}*8Rk z)vRt4fPB?+2HwVxw|}7+J3*E_0_5oId@g^0vrGZ1hrSEK33jtm^^YHjFAY4X?r%=x zpg6Z-(XJaBQ-!bpz(E}L3sN`0(@UC~(%7}^)2I90??cfdA_i$VwBp$8k8|G{ChX2| zUx^S8MqCFWQI_e;FXu7gFz|3#09%0|ChB)xo3+m{uU-2wr=S19rmJhY@i4aC=qh9|OGg@@O6xjesRw{pq?Mat4wr%y0^;q_gwu_J7Crn+K(p zeP9!{YlKvxW}oSIZ?y!ir@(8!yJ5o(5EXb94(q0ry1|o;cli6)H8z^=jC_LxKw)_M z!%4UQW50hkaC?t~;=;4(_sTiBxv={##Ho5tC|)-wF`$Yvg$Bf4c0U+M)Bca|0B>Pt zgC&D-@&-|nN5L03z9@%5i9fAOv_7ff!@``y5M$w5S?%b;N-hLTkyc6gN}a{9-N!qs zrrTtrCxY*4`n~&CZvxYP$r_JDP{z02?R@tDU>F)wZR}M+IY03^d^v~H1g{GqgFu=% zA)Lk~rzq@oLQwXf#Qh;7{;&LZ)9y(zg0=yA{+O%Ire`l?as1a6=-E@!YOwj{{64rw z&H-4IR+EEqDhmGpS_U>~q#$~aZdMC&|F4Bm6E6S1%Z~nk_{!!r6zLK2*boYhb%WZH z?Au8=O)SLpMYA3T1b_mE^TAhn)z#RtWUhETwhQ@F2LAu9poX zmdc6-p%rw|_}?+OCXB)D6Wk%em3)G!C1OlR-2s8}QCXwaU{`qfxFG$kugX0WW`cDU5tu`x* z?B1H8z`#O~7I@*xN&X&X@%>PKNjk5p=QeN72Pz7vg>T*tB+zi$uLyyj#7LGX1vvOl z0Gwh$3^4`u6d7Bkw{FnkEUYc7*r^D_)QNTjW<;T%P^En)7QVd0+@o+@6jV26mNVR;WTHUc-;imU_S`rAqh0H8!5VW;?mO6gXV7b zAc>$@F2i2h;P|_HTy{}E)x|9y5hoxy>*=b8a80=*lQHC#DQfi(F|>x;PH2`?mHQ6z z6b;YXRbuhZBb9aJg?|h4lgi)KRMZalOW6#;w$=@%` zTi%oQ&D$*;;=9@(=XXi7R<{&2j4;Gpo!heqE z+4Go^d+Es&jd8LC?!xLBw9|>s@ronBkbF2i(eN)MCY$1K>=UU%8HS= ztSINmvA(B5oU|#Y=)+a8O(xgbHIrui3~&n4wL&R`YcR>KgJUZOll3aY6Z~Eih$!Wi zT^2RKDJ*I#$cRY!VGyR+bP3p%hD{a3V`&<({hFDZ5-KC)sAQHeOup0)iN$$0NNYyn zo<7CEvBxM7o_N!pv?c%GNt;u$%8i~7gP1{BgQKk%95_y>@l-X)I*k|$V~mV|yi}#N zA4e7i`FyKJzbgBbR3LY0EtC5L$!8U5(#qosUF;oP=JO^+wZpoE9_Yg)-1&kG-5G>{ z27y$z-!qMhJlH_pANQ3KcaZVI;vx(L;H%e5dCof{UC;>eU-6SKpLF)eG%g3Aazar* zA#l-A%|Sn(`zMcAP&fk|yQ&PffoZk^hQ}6yh=J$to!MmC%q`yo|JTt9!HI1kfsT}{ zsdLXTA%s5qctTZwHuc_?@jF{Ri$MH}CAnmGvK4-^_d9H9+W~{Os;y;c!zBT(CF%EW zB?jgLhM$%rv32$`nfO_$bNgwgnhwm9H1Ir|&1x1DQ!C5(zmv*mx{)*?`t=UXAk4W$ zbN-e
BCaQFAx?e_T*E5g`2xHvoMz>6{i@sT^e1W^rtEuAK7%-y5;*Q^wt|FK76 zN^pH?K+N}mCnthgBEs%&=TJWprfPWSCvLouV>hZX%{p^@jdZUyVJn28)ttlqZsgpz zP4Xk$qPDib9N!i!qG}G$a)b<32k9yNQR(3>-!!nr-|mrXO*W$1-^3143BL?LrmlIq zF5j%+R;tP6k{XmbR6_+7P@{o@5iTL)7$t${Xcawvv$oU^qy{ET=``$MQVw_B5N3R( z57CcbnNN@56#SkRX4bM;WlehgR}B&VB{l)z$@-Izun$HQwOFDvShbjwP^ z_YH(qZgmopoEsa(hUq^eM#jQlb<3DjVFsKgb!>N^2)?daBdtg@k@qtXPGB!t8{iM9 zldZnq{wR?8CdXd@xja5yl^}*nRCrhZC#fq1T1M@m0i+=Q&8rK8wD|q(K54OZZh4F3 z0{vI5tlMHEwWp%;hc)W_FMZQEWmny>f~=VW_*3}ynWjYEEeysHLnZ}+k_*i~Qi~!c zRu+~LUFtGnm50r+$xsyThcmCt%11uBL84TWD0TOtPoJUqqOj%z+wk-V)0I0gfJ(2iv4)Q*N^jyt|X#=dqo|S2um|Dh1#K6 zTkpb86|=(&i_okyHZcnREM%(|nIZqJIx%&}d!mR~r)_xPPCo zHbj}PF4z1*QO>+_E1YS#eb$Z!Q#_f@6OkY3G5syUU%fpWoSKu87}|)iAT!A8+^JB> zmv}W#)PrMQ6^$@WpE~p~nx*~2=EiXce};aKVDf?#Xn90gK!#6{+FLQs)N-b*=PG(Z z=P(Ym6e+XDOhJRE?;Y>*mfn$H54Nn)N}K1v$68P-gV75VGX4c40TWO*cz{Nxs-YpK z*b$kIhQ{Zt$E{c9a~%&!lvwb6X0OE>SUvWB<}Y1QqLb01W1O}9nas`=Af?@WaQYAu z-K6PiHu@XewAycoikvtrX}6PlKanePXh}qBkOdV(;@VQZlo&yG%PJ|vwwmut>7fuQ zToCe&jT}L1#Wm+A?Rj{6Y~Q`_Ixms^UVf4-)&501HPqjrE(!NSQC=X5Juo|u9b1}!Wm_!d*tSh~7Kl4>*-qspfdty z5{CDashxz~pidD9EpI_rhi9p%_ZlMuG=TqWTe(a~d!3G_8u~Rq%80qY>Z-R6h%tl& zBSv))!KrD8X-eToK!^yme6PFXt#B!}pQPn;l+I8n@kTwqNHX`K@J`3wgRB*HTcn zfU5uM6oWD`nkHO;yZ^9+q&!%JaGGk1;N$&l=rCN+uEa8~=ZGif3-KV4p^@&u^Eq_! zA;!dV{ZRcB8I<5;39Ee{V_F3(B&4o`N16)f7Li8bySuD%v8Rm21R*09CJaHY^r{*H zIojOUpOWky&v3*FT#_`e@UxHs=rsOQWt{7?DodTv33}IoSBGM7YeVhjCD?pZm>>Xd6u{tq-TDUo%gF-0q%9V_Fx9i!nyS_Y+Ym5 z;S^?sz0d3Pcuz5Elv`~gDdef34@k+2%VUZXW@n`b)#hj_A3kWM_}(nPR7_zJ=lR~N zZIMxcg2mA0z6b5*F~0v{^z?Yg2S!1gKP5T6UW~WXAxBS)z3}`h8MUsF#wB~>0$=eZ zaO68(K*+0hNdg&|;a}u;rFWt~<5x8e)IU1uY1fR_U*3?i5m_a{IHu zM9J*h)w1&o!oNE+kxj)|*bf_pi+yYmS!~nVOH(fWt*>~XoM(Df(*e026`fh-AAO*9 zg6}W!%(Ok0`MM>MrB;UdyK0A4{Bt)g`FA+ANI{>&?RM!zUTVF=tRkXvZou(%H%D>UQ1w7cb1b&W_?+N*%_**@rYNLvZH`jEibvxnRqnu8&uG@=&$sjzsQ}?R+|(;hd2jv27ce~gGr_)%6C-VtZB2o#n zZ9l$gz=W3$JX!ufTmWppS$^VtasNNTSewcQTYjl%3x(?KY{LcWfAUAR9-B_h{anTwrXU^k4>0_xHb$SI*084lrRq) zD3D$lcoI(zMyw?_nnx%)ulpk6idLMBSK!fH`U0LyfR&2ChS!|re0n2XDmn3e;lJ{1 z!6L3Wm0vk^Y*Ev6tzTj>jGDfzu+Q>f*D!A@vzq_Rj2$iT%u)ROrw3=VCz2<;pYD5J z=Cn?}xZ|iH1wkb(~}if zEk4$hk-hcWTF6MndUIFo7Vn$ey=8&fG-woA3L}_mpP=F#b2!&U!i_gz17RZ0n12G3 zZ%NSD1GConv0YB*owq)q`o10d(2jFTwm?;;gJHAsf_p|=0c-rQHXz%XLs6b^EL7;k z(}9^rtVz4LMvdUT#3(jVg#5hOPm1@>VU)Y&ccRC?a)&zU1+_zMtBY$GJ(=9Y*F)di zs)XYe;kXQ_5EM<))xaS)$GbXhPv#vrIQo>UT_(n3aLdh$%!%&ww?&Fus7(8XkC6jdS3+- zyzYr|Ygi_2a+cZoYyj`$!hUxAWz-x8^sAt~1E^Vmma%G{jPc1*Gaw=$26&u~W8~P@ z{-M=n zf0|ch-r5QimX^af(c!kIJk#m~EtH%G5;p*5vw68dcp5Bh869bEPT-JpQ>0RCcJv(+?u*QSIApwBkeSqc?`=uxt&Vc;@&00jL&MZGTU%D z(G3jA%8U|f)^Z5AbR#hE0r91a^i)^2T5qReO{7l>YZ51_#Xjhh?G*7)wdB6b-D2gg zQZf4-#2q=nM|Ok{ScV+1tz%T+}xBxL_U!f8#IqrX}*^l8Cv5k-MD5x0m#tTuh?74`Md^hHq_ z_Uhe>p5U+W9!g8|mjsUb(lN;K^7%ca)XQ{;V%bXd%y0U%zhEaT*J==18kpz48ai)D?=HB!EV${PApd-j zcW+tL{M8&r;NasCT-hZ5&e(oiUVGe&t~xo+^Tp~x)g(hDuZBd%Dk-%L^p~#Q{Ehd~BeJ?Ve-7n{z&6X6>7w8||d@QM9dzhneP$<78 zmw&<~4>~n*4x;-qxX%9YO6y$=vRm;fx+d(m70{FTKaFNrtx($-(2AjWMzfrMF|GM| ztoY3K1Wj?=@1iw_HXN1{FDk(pO9*>GP*uWq_Bi1VtpM4_a74Le*}5(HPrT-!dGx4n zv!|OuKBjQn77T;#Sb}Q%F3O?SzlP1T|@=;YeGD%n0=6sixoY6qH& zoa|ZxCc^`Pa%hYDvw0~d`9`yi8XswkBnq4zdeWHF!jSU*wUTb{XqT0{2@$f5xwMYs z;^P|~thi&ZOMf}^KWFC{U4Mg#_=&iasZ?>)bg9WvAiJOyoYh(twwP{Iv#HQ7Ru}!` zc7dD}b|iMVNvp!1C9!xWDz^kSrGP>+6W5Oo+*iN36~5hC9d36N2o1^s?(6T;QMY9wv z(b*r_q?+54{4k^K*)JoOosd2YMLs9@aJq}SCXRos)6g54(a%;&uKI%2VxKG^s!d&e zu*$JmmhEcGY~}4+{)o{mE{Hon^?U8B!CHy16MyqJn9fh18Uh&-A2t0E+aGDFd@)1j zN-@XtUTIDKBM8sH*0r##E>DmPCo^R->sOUZkQ=)Vzj(JXNSH`~E#HhQJ=Bsr>|ivC!_nUzpj+3he-Yl~odQ$l%8wxRjC* za@(Cr36y=At-wj;0i$o%1l4d}E$>85vLWYiIoUYrbMO% zxNtX1F|sR8kW?tuFVWcgofF*+B3kzm;`ZdrsU~PsGolQm$qg$GIET>AxH;dym!!5$ z@{%guMZ~}R1HVO082r|})eD95k81u*(_D!-32Tz1{R?cO^c}n(JuZt_qu$$cKSqnLi;EzNvt<^64}(< z;Pss0mE4QyWVJ6eG7yN4-!qREpA`+q=xmxzG`=N3H|K=a+4mYkC}gAWK+lU@x`{um z6w7g$53^<5cN(Y=&skQN6WNdryq{;Y^bDsPS)-TcXs?$}Gya^wvd={-$!!iJgVjWi z{O4cRWw%6M9X1w0f=svD`r>XA&GD>M2pdNtypw|fN8+k}Lyjwq<*(nnouW^##%nR# zg5&VWBhv(`)HV7C?1vE@$vh7q!Kl`(4Q~817zMu!@Mz4A0pvK@XL3FVN_yqY=(~$u zIIL4#p{;mH6>aSZnpi&A*A}Dj5GWzC32-j1ba#fOZ|J*zUL)%8BGKpvFyx0cJq(?z zsAQ-FavC=?d`=ikV-qal`x2xv=ZY+a!sr>F)Dp_pMz32sf&6|^AzPfh0f)i*q`0;U zAFujHl+0_lH!P)qX+d*p4G&Xfzb(L0S#@^m)cVEly3K*&<-1Bm3QfZZmd0?gzDKHK zXF7GMRxR^;HMsB5VrdN8jS?2l=+RN?Q+i7$NX~wJ#G~b5VrFavv!|STS*A1f)L+>z z3COhBe=1_mzf<^UXODjVt`S0ns6OLr`Obvu5zGR60ecz(flkT%|IPX5l$WDJ83ABA z8u%IQ!A5`(9ho(O+ zENpM;R&Yy%+y_ec4~~ZmXsr63Nh}IsG02p@_$1Bfj`LwFi&oINsO`&@>@Ee$*~I}%ICcHv(0*E^lcL%=t>?mB&iKzpIdMa{Fw)pnnJErgQ7RMx zVXQ+1Ex0%}qk*yIV|~70j7;XBA}@}RQ!90XEq_N=I2@F!#I1wJf1I~zL#&t_*+B%)|+~n*=sjr3Cyja&Y6H6vS61eItPDn}X4@wivNx?&(%%=HRqE0us{W@sm z$|pM=_p+9Qpl`9K4?8(W&rLu~8iP{ZNIrAq@XpW3cK2c@Jz)w*BhTM@l$E=2m(nk8 z^d{j=%8-Wbh<1Vz##rsStcvnt%@3!R$>c49cVF{99tX*uH3}QrjOgkFlj=7xWnH6r zTZQ|wH-5WY{%7QYhFX_uEi(6JZkUkIR1*{XCXo{}`Z_F#VzJ!dJ}fx!a2Mvsiiuim zg{8o7Z$+fFJ<`I0!0Pc6phEt~{mpv1d5k#2M4s5A{FoA(L|YM0DZ*07a<5!<&}B)%43kb&1o8s5XkMCF$Xt=3&RFXy3=f zNh6DV`u}l0CDR&mg-a}I3Sp(mvfw79WV}po+v+(AIo&jV|4;1uUIOT1XTaMHg7n6>se!H)%hpFaxnurtCPY&Suv*g&+9 zZYA>k=)434vVgS>WlR_Yf{ipFmw;KXBcL&)Xc&M1F(v}DFeTQ}zV57J4C(tly(3uW zJpC&-kIPEf!H`A6h)XSz&03|y*)I@7GbH&@Z_PJ*m_-Ot4B>FR6Vor0F>o*%DM9nD`?$-a;uyM_keCPM~Fer@$H144cdFqSXL1n)nqSqg@ z0bK`>e*~d)s=B(mH84Z&0qg-)ou9M-J!1TMC&e&79>_XfAaCDh$TN4Ac! zksvpzx4>zL46l&vda{l>nEQ-t^g=*PmQnD)Am8{Petv7ag)^V5|&4leQ+y0a6XNB0)!y*OI9(yHrD27h^x_%ZzR&z$nSZ#t!4dx82?oE%-;=i91*Cr_^|!nPiRfcn^I&EQxOAy{F zx`jc|5SfOkM|QW^s~jG@elFFCNpIT zYt`?F$2eVRXUmQm6;?>mX=%LiyJ=lrpOB^K1#%5too|a+s*m-~@!1kQG;TVoXIm$X zL&Pp84dQln)to%lJ=}MHDrmMBf_%cLf}5|1d0FGJ^z!_o(iI%LVDd2{IUXHa>^6TL zAWsX|ET_BJ=5*7QOinzII7JXJ>!4F6lT4$Y8ZgS zwz;pR;%!2-P+;~FL#kP!QEVR?E;kyoR>ARPb|HpVGJ-HRw{`jv+3TQN9OHWZnzw9IHDARI;X2|E?zYl5tj&p1#7!#=!jDIC_*UWvnls=&DSIYVW)xD)gOg}8L z?VC#sjLAyUAiQVuPXbrY63;1k?X>J}~fX)M-q*F0?48vP#bOdVs* zbVCxq`Ej;R6R1i~f8g~@JI~V-OK?4PXrALU}b{Qfj+xX>Z^G=a#>Opq~#i*~tn_h7@ zv&nMHVf`0M{NGyJ>mndi|4>c#u}f2%k;lJwr*ehdyK%eBw_}=3ip3#Twcwy&K}51J zeOwH;_EQbKP=KziFN`x3P^R!8P$KxIp1C<4(Dhti>6*eFXP7F*pAbs!T0HuUqkOga z*%22JlQk2&-_DLK#(ZItr-E_3p`L=Pft8Nb^_m4{b4EZXq=GaU%ZU+*47DTzCs0Q* zhk~Gaz*)MSF%J>~N0qF0DCZ{#hm69v8{FDdrnWHapxlC(yht?r`q#{}(_6SEihq`P za{4m9k|`AMcb{Y5pGOfpq(o%DVB^6owqkkWTAn3xt#re$=-fT4W)mU>C~eN zdtD-DWC4*KpsO9t*8(!A{eSdHpoDv==h%yHX>HvNz-E=>rVKQUg4oK?^dV@D`$&8 z>qVyE&oOEVwnKVw7{(hiw+%FpOUmT35S90%1sU?*oUfLI$4~6@Q}s8#`HN3&oHp{* z-B70IluEK^inQ^?`Ar69KEG7GJCboc%S9)Xb%^YbHYVr_wL+)n(C&X4KotqKSiTG2?uTooCc)pZqenWGxbJ=<*#Ys^>^ExIl<(`(;_i-+TG1)fA5iBe3Y95Hz4me-8|Zb*9``6~hR?7+o+y1rlO__j zL)G5*l0?!<-;&ZveiHw@!<+ntakon^<;w!Hu7$}L4LmNVNBFzXumkJLKFfl^AI&RJ zWRzNNRUmNjQ3t*|FNcgwNWI>HO<^@zRYabmg^Q^vROejjWepvTsmCE%XaO^pe9-@c z&X5g?sPpNRSfseKQ&8i?2zU{eIU-og_}TXzZsp zD0$ewC2EIoR^-3l-lcd;IsJpJ5D~6(n*O$Z=~&KpOC4!!*L6JpR*M{$jdy%>_wNiG z&*sSMyhB5vg`KapF#VnOh7U-Z9Dx8~vuQJS%0BM-BI`Mt#I6Yj2y`ji|ffP|ImL`-SGXmlL)D`1xHx>T(7O5f@9iW6*EDy6VjA?(Jdu9BcU& zZI~_ruTm-3uDvYU@)Bo5&m1#HN`f+v>LCY3x0oCpwInRwVDPLYS+?y3p@+r$` z1SN${#Zvx8(Cs5q$uAR$6`1gv>MFmu0Q*Aks z8^rZzZ-urfUSaS9WAUJdl{qK9%zEb1nU1U9m66%@VKR9Bvu7V{>0WA?ZuJS`$}wX# z&+!irn3Cta+*+|Lyk1;WWfL>J0Fxjk^0bxu^u8ja}IIm34O#3wUwnQrhD zpR`@_PeYMR509E1X;213paqpnj9HZtNjq|U(6U3t&}4)aBZ)*BBGsI9!IryuFN*hy z|4Y8Jt#Nz|#(@Kib9iFw_$$4%tMAvr0X|LJM3K~@t`%l@Hq5FDV(#ZOhWkC=UKu_} znMKzyz*vsSmEe@spc=d@Cx6S)*SQrSaMAnn_NaCvH;zn@0F=*w?oTx;aL96b%xn;J z2J|K-K$q17q$!-{LwM2T!o*qrPyDmxx?zAzYyucla)nb(#|?`dR+F@kcVqs20Wfe? zHuE+5E^xL8tC&cAkd45xx-=_%sy$aRgR@S&_dYts-Vzk!S0)F6yHXL!T!zSu7V0EYw6~mM%W#_t4j&VFKlU?nTRU9 z3zVhniBg&5P`2=Y(hp=LJ#Q09hnx=>8Y->*j0-SPyaw7l!1;XvDC?9-C>z*N?Yh&p z0$^s7LIt)ZB|X5!I& zklKsdp-sOzM6(t|o(gUe#_6gPOA4goxZow*aUo$Y%fECJEr{xMaY^ijBZ#C@+Q`XS z$9^3dJNFEFGqKd7UTl0Sp^wuF=IeC$6RFaLwOM$4rqf7HoKHoqa7Ips_=;BTmmX~uhCN|`2_I3&vw55wSa26 z^76>c{QhCQPl1hPDlI|s@K2qAH-rbbPXCmRTBwncsVb(;5LC2jVA(z$d_L6n{V;>_ zp~NePV_9Ds8(-2vIq}O*dR9qoO`Fk7DszEuNz`NmkE={dzuzka6=hn|LcEhj0r$9Sr@)S~mw1#^*y z4~pFrqst@?8wkz4B7zs#@1zlo`EZ-JaQkkYR|&(g=|~mk8oM?G(as*OKZgu>vw+AENa-Oa zL_MHmUq1E|XfC13HLt4!bG=%Rzb5~PfAmJZGzA~?U=;0YsZ<423a(d>gFqWimOtt$ z1i=d}Z>7z4F0fGFuZai^W!;bTg@azkqd{hdOg5)jWPG?LagGqYL-(cncWBeNZueB7PJYJ5*PD~ z%cxNKRt`jmH%*K)QqBytZ=TKLX>4VQKbM?DxG1I+d>#1NxGNRo7_Wm=a-gtcEEoOr zOb}1JPtg3*G0#pv+p<_Fv=iYx<(xRuz)RulJ8}fQKz&rYBpQ2#z8r+p-tg4?xD+kn zGCIoXS>#L1WkeOvEFsPS(?NI%ysp827rw?YT!<-H*f;5%W|LOxngR`_@Mn!3|ImS= z1*jV(MY8&V2Ji3PZq_FB!vG*_K&S{6ZE<*>n{o5`&`3HzE)W_5 zsL&6}iuggZDxhQlpLhXNP#+})`q`h=QRUvm-=HeMnq@|lesK;RQKPTmmmH(fOsStE zHy!_OxwxFP8{AAN@WJBtn02@+|4!mApj1v)<_jXK;b9OJ31xEq3x(=n$DvRQk<^N? zF}kSr$y^1lNUVYl_G=yLlO|;+`xz;;3_KhGPCN0Pa8$zevlui1Y-&vl*eQD=HA)PqV8* z22((&F6EM+3eX`5!udJHpaU54%upFag9|`=Ir8*bVM52LJ(Ckju!#DF%BS=3o(EQ0 zD}o9E5ywzfjlV8ffF(MRg@`55P>S?Ddt+#Z`&Y2C~C_)`o;_MqTrZrE^DBo>t&5_>AY5?Ts8q&c^fWf zZrm~efh#$Y3hI>0iUFEI+LnTK$q^b*(18?@lPbZed|YXYkq8~6sDW5lAw>FN84A>> zI7)d2O6m8Jmln3}oZFqz^R^tC;3%mvc`cWRt-%H7dINf%&w=RxKPEgoY8e*uq6ZAF zI?}#IpC6SrRV4;o3fZjQJ2aoqW8=n+=-IPpIN$AzopbNd58eSbZURP*==!{sJIOV- zS9V?{j95dKVMIAW&YDtdLS=rOHl`K1)FCM3NJK+pkix=l}HF6CHpMOGh74 z)|DdAd~n=&JA)x0As|lbOpZIPHW|fhTioiskfHk9Wf7SpDhu9P|y zDWsrv$HTk5=u_%{GOrhS6kraz7`cl3;A)yi4Wu}i&tp<-&XB4Gt4c(>S#2HWs;7P4 z&jkZt6`+@_6dOUD8GaU8S^Igp zhO(W=UL<{Bwz(|PkOx$|l9=`4(TC@Z>H#B7;}bT6v@>;b7%sWV?; zbOGrFS%n9kjFe#zcPJW{+&4YnO!|XbgswJ&P+da@5XpUeD{F#h#CEN^g)UxKnnpcW zp7r8huL7v7D!Hw4xm;)~v>h4UM^YDh_7Wcz7^BJ17s@=Bk&A<6#3Sd>JASA)NazK{ zMO-~bpo$M|Nf@p;*+Ff$7d>WJh1O`__RVvpc&ud{20YU$)Yg|&nO4>Kr+rli9jjP0RVmZFF265$VFQn)}TVod1x!13_J|$&Ta&9FPv@T zutou5X?cP2Q0?aX!DjAsW6zLPR!q4R>YI*HzH-TO-`vO`&X^gB*TPFr^@@RsOhSX{a-b24IAdI^lV zIl0YarQGmC-9P&sfW^qK&7QV>lNbjd?&)j$r((yMs_A0U#JzM<^b~1lcJ|!6Rg72Wo^At$k9Foe#tH>g;q% z*-5$C09Qm(O!iV zn@uFrLe*>BBpG`0emY&6cD-F?5W?eDTDm_cFXjgAB&hWO1pPT7=T#Nyt1af7u<%_WjRO&yG_`55GK7deffEHK6pY^IO$$*&mk`I6L?fnZ!KmymT}P;=B# zM`75oVP#*pJ+X6;Al(wmOOibvA-47cO1q)dIy0;)mm5KL`g}eJ?kEdH!FUPNTCwM- zlx&JXv|Lf!ZxJiXAWVj6k}U$xmFJoZq;rrEV5RuAT&0MT_Q zShpgBhcdxA7c#5%PRRMJV(qKj0dCHvc~DE8_OA$QQ5>}gaB=|U^B~Ae5tiEO&+|-@ zQ(F*{s7qrWQBBPxr1j_fA}yJk;g*~Q=lbmW7fO@Qiz=$Aq7Xb``FRP)xzfL@VRGzr5^#OO?I4Q(C_y%UTo@H50H9rtcTDJ7O|my=E{X9-K^zClIjs5 zwXPh>P@h*Pl#+IkuX4ix0bx)ww5^$9pcYgyOUIb6v|NWG0m1~Njz{FD@-kecwv1N! z#+)OWL*#I`nO=fI$_ouf3R#g}IA};I%Wz^VOILl0S-@n_1OP|~kBDKFTQ2wxqujNY zZgBN#Gf8|xv|_}k{|jI*by5in4W`6}0GKqeC}H|~Lw26af>E-|XHBA$Yv@o}Bgo6) zw$&R;tK|u*9JOY-vYOPJY+EKSCgMiC-!D|H0#={eC)rEL0HX+RhpbO$p%(Fb9dT!G zCvp1xtie0(k5(Od|eKp{U7(9hw_XW~N7}=#o5nVoO?xLgKMj|7inJ4u| zRi$=iGUlOBR47;Et4Lm1iHVfZF?uH(_f{$$BELdbpL&Mq{A3i=Ciz{2S6+Dqix)4( zIp>_yWqEFGbZ-(IyqoxBvtrSvQf^A&X461k&JiY(qNDpc0G@D3; zaS{Zg>#EiRN=4=qGO{;&Hsp@74uK$$h8MnfKCy;q{p`p+?RIr3U>hz=gb3%!`BN_m zz04$+g>jMXrY=-gsYs;6ebK=eQP-A3fIu{vMnfz1Toyc&0jsJKgyM2j7PR2hed7oQ z4B@`P)&FX_PBtyuAqPDOV@%wWWGZl5s%_fjYt&ri99~K-`W**E8SQQ0;9ylXdiy%& zT1pVrMmpQVi|GryJ9)5cke4tc-(9GvF7h7Lj^RsR`jX!Cy1Srzlb}K>1*Ce44&Sy( zbogw$P--gLDxVG9M1B^4iiVg(xt5Jd!YJXhhbYiQPvmDgb+!n!%&TCDXY*N9Aou+j>FRqO@I_+#$ENgcKP{l2)P7g{;)5(R!q{M%M@$nOMh|UJM;rV$z+XEk<_{ zfxOgBN-PZ}pC&S8;n_+iVvbOMGXS{)ZBuM{4Vf>@JqE&`(4 zna_4K`EekZ6LW+BP*Ev1koG*VnmWLfE?s+BK@mh+fA%xs9QcvGt(I&Qb9XA((?44a z+!yOqlhs?doGwK7Cc)2_1L+LV%dta&S{JBXbABFT{h(()KZ}ZvdfL6 zT!eaXAO|qT-n?!QG?U@o(#5K+IHln1YYT<;lM_1l2856Slf0t_MhbFavzHJ9v0OG# zT3rUKzj+?Ondqy^EnhBN{mSX8q}H2wDQh4H*^4sL+o3FP4$ghqMsf{ZJ|n-$W&$2@ zVJfoo+yN=kRkH?PEKGjETj+gJkJilq=U}NyL4aNYtlII$no?z;7XaYL0#3w#?1x6H-u^?Z8jNa7d+-m0;yQPp$(}q<1DyK6){@Ozb6v!cJA{?cX~4Zou$PFHAlH(hI^E(7Fk{Z3~d9 z0IRG4DpNphW2ego3XmWDtB}>FmLQet?o>!5#k`;M6>(b;y(a)|tAIq!wk@|4=-wpQ z&@hT-bUqts$Ovp$?wT3X80kU5NR+`!lP3;P!BF2Cq4I`GLD{w{4$50Zo`z(En zJkLquMCqN|$ji12^?yVTl}3@FT^1ptgiNpZYn0bAn03+Ca{*-^sy881+rrZ4<%Nu% z^QDzjWFVkG+dvIa7=!ut5666BNO&S6-4E4iA?AY$huT&SGQd#utrt!d^AbSFldO;f znXDw6tiy_vGSNW}wWtd9K}CLfAH2O4tg=dM+MG;j>y7&nM5lL9k@wN_q*YfLY;B0H zeHkv7du}on_@eU8w87u}g_uvQt_7>92YS?l^=Kef?HW030yJ_h7Tu|qR(J^@Rfd}O z5<$Sv_P}005T9;@?oEOUp;sv(usFPw9LXwIhjbljt3rJg(a8tKAVYc1*fAr*Z9#uW z1;%KFpvaIY3Kyv5W+-^_ZO?Vt?oUmIvaYT)N@;o?v3iM%lv>#)zQDuqBvb2cuN5uKlO(!~{6f~J8g~>RKJefr$q5BrBBh)ggsN2bUw=>c4}rHaO+ZyG_@5lb;}&VfuCeA7B0(+*Zq2{iTrtLmXQ z%MYSM!#BE1T%V3-yeRpp1@(zUdG1b%it6CiUE3MIe)ZS5chS9gbLyK&CCYro{B}b3 zCc)J!fJ_$XS?&a^MebQIaT z2-NULTIWhYh$K|`wxvWY9JRhr&133_Rt_BmUO3FQ{30sk^Y19)9^oA4m9>cqId5gKe^<<_Fil&!V^{DV!6VW%|JE{R#Pk7o3#x9 zYXT~&!of2<{Hmi)%S`iB{S*w0&UMoB0QACr?e6U0l7+3j+@T|As%}Ex9(}iIU+65l zHwjkM0DOx>2`iFI1WG*HPAnJcrc4pvxt9zU8LMx@XF#%4f}OxO4yxQJBR#n%yoT%aMiC*m+YIDd(czdau(6E3B|k;X{m!g4KM8 zzE?#oTV*{*S!#Bf#UdBAA}a)ouvEUfIA82p>pah(-*Kq^c3S+Ug4TrrscLYZ2hy!_ zU?bMx;BVXr)}t1zp%ICmeJ!$M+ePPc?gQyG(7r{;T2m)q zf7T9E^#HG~g_lSI5fPlO1@E1zhqj&r;)`_kDi47#2ia=twT=p~t(H4<0B7!hCeGad z%u_@pV+R^vDt%?8DKexZI+}MO zIHM4)-z+KIYHGekS#HLwk%|zZO=PremmAe~VFnpN6C-18*DWz>O9QcB3ho?Z)rVS9 ziipY$IANAWYuBAyX+7yS*SpW?|18U%$Vsg@H7N6avS6ILL8(Wev_|Ag<{SxxQQi#w zBIJ}@u8|UNQ%Okj)0Qa@D^xEZH%jM1{t((C8Ja|PFyo?NN zsjfvqLhEYlPqsU^pC1;n)tTCwO$|Icv!|xoQh`OB~F7>$cUWIDHPkZTPf{gmLVrDOQ+Q; ziNf>5Xf#h>PsM|3lvMXpT%wlil#+SW_4fM{o%wMR@oBjyjl3CxwRiHoJz#OwHBlkR zM{S_3_Z5YsJym&>Oc|*zxevLl2!Khq3PP=_5j&zJtAV_nlS@_rsU85NHLC8Bo`dGX zijeb-ysZt$Wx#6dgd*Qg8y|BH63LwcTD}0^vPmqwudWAb>w%`eVqBrf9|Z`_AV1Nj z9U?y~$c2kSgY%U9R6kPgPB1a>=&aS|$>k2+VN>e1&%_dmp8IcaNlM1fL4rnLjAtr8 zKW8b=k~5Vf`9zQ>S9^mhx0|%g5=rPCSoA1dS%%b&Y0FVaCSrX#BUK?EEV>&Cxm?Zf z7+Km@A1osDf@4}lizt=yrpqIA1S8Dr%YE>*t1@bEP{KXbZ-XGmjGbo)!6{-#pxQYLJl6IOgXZU@Wlcv<1iHd?J8!n;<>Th3hg^El97XUUvi0Rd zS-iUcvhHew0bdbdD_B)E(4+I~@yZ3K{W+5c->@3kvRM#&T@zSs6TF7rL0ZniH*El` ztOhD8Mc_-JybXBebC8vXtLK?pok=&o+%cz1=IXZha)*w<&jkIio1lA>;79-b|Lnba zuw}cMs8{%RenxqzEcjUmZnIjg6OTCN)spUJ5-e0Qj_uHaNHW@L zjQmW-6ZQC70dfr9ir_2RbK-(os%hrr+2)&8!jNNT1}W|gJU>L_)|j)=ak{#q8S2V$ zWdl=LX|mN7SxW3Pkaz4+AQ`jhQw2H@>Rq~m4IsnWhC;f`zF z!}i|}YCCY2Me8h})*j>oWEtd~Dv4F3%{y*XfUoFXhEg^< zcj>{%5T>vtWv)vB#n(n-%}sSg2Md?phIhP;uy zy-9#j#gbv{X}5g|5rOEllL`nvF?gM8w!AKRq@Y*Bbdapukn9{(jsR&dlzpe_q7NbMv_sf$%})j(M5e{>THL(KQf=AZrh*DtPlYJ61Kx0pcu)XN3hS?^O){ z99)RhN~%hf#Bt~G8qO?prBntKQfg9y_=j=Q`WnpBPe5OCIaIR+)#-jq!HNDC@_RLV_|@5VHVASn8m@Xo1q?UgEE&jEyL&=Fecq(a8+AGg7DVSkIjkh@FNjZ<%%NMWhH5C|s1c{Wojy+t-K z@tyxg09FRDuLVg4pF~~jZFcUvCnRn@rg?g%_wccl6cQdxv}x~Ah4Iy>V0{$<2D_0f z*~6*Gnq8pTvVhm>M!7qc&pYcR1h!R!KxtBds)R3o>T5EFKzqg6hKecnuNoCFk%l?` zBGl3n)WRaN*ItLndG%jy5&!@o07*naRO1XbG8M474m$Ay=-BhNV*37zth9ID#dbt< z5_Kxwb7vXU%C4=iW$BOCsG8I9h2O1^?k2%cNRvkF*_RX0KCKl^>twdm!H?UqJAoHI zW7lzZ=Ia%HE85usf~-2JMu_cIfQ<0(;6iw%C*%Yc(Cbr@pHTGE|rCy!5S z%WP;p+e4MXkCRHfYqz{B(+H_WNhD`k)=ZTyrteI6clsvwc~-dU4m(3yn!8>9AAswA zbw`2v&IZB99s*9C1g^e1{ykFfB>+a`Qam+-4MizS{DwW$Q{p)YiIi~IfyPUQ3O>oQ zngxcl`cKE;o-1|uVLJw^=WrUfNS17vBTl^_Q0BKAc47f3 z5KF+?rN%?&f$2&cam-cGj6w!#r3!*uEA`Bfmmrt{0^q%djU%j$CSb@3psfC#!q{x% zeR-)B0IjWohGS&sAF`5bRJ2%V59aN=DuK1*pkvR2MnkA}7i#Z8s7tQ3np>?;+p&hn zO(&0A39{3*o~pB&F(E$B*?p(pozt@_Br@jklcsI&RJs^D6=AP-OLQw6FeQ5P*10-*14Og zXIGAZ(a5T4IT${7!Qx7Xyq0LY0P@`0d89-cF(N`*aL2uqieD=vm>E%wId1^11*=M9 zFd_=?P7=VncQDgql~1vATs`(M%-S0A>u-QwUa<#RBjQ!i0VrnyA{k>rZ{w7$s<5;h zSlSD6`VEEv+5D)rQ)&cWWS(s!t~Y&WaE8&nt7@P6I!$xlz_TwK$V@ zIk|5#>ln3@!W~Yhtv?2wya%}G$6o1?%-wc22p+n?{_~D8OlS#K0@7B37?0x=XbSc( zyQBLi)Ol0XXxnP6npK&#)v;vAg>2awf+(oSINU-y1Vr`fMBj2)b>Rj6UhIij^SZZV zJM;vGZzZa&OM4=#hXDj5rL&PLAWlZkhxzy~pB1756(#>Ri^%ll*0F}C9QXav>mBD>-$ z>4>hqy$QYov4m$OcovWoi!17+G<-I=MRSA{j%V}QiIp|xdxZRl_{On-C zcDdTCJafs8VZ!E~j)RO3wujE3^2V8!%)Isl0CsS=!|Al6p97xz^f?gxwztSJX2Urn zjGg&N+Mp5-#K>0Veq)=E^8dN-(>AQ&_EM<~2$C7#xWGzChA#D*w{E$yp4bf5I0+x0P1))%|Dr#e_rzK0o3`icV6;ylCel$j? zQ(0x14p0kzhx`~VuTcgjY3xEA*aI_fSd~?)>i|K8KBB+jnQG@IZ`e}}t4O!0K}hdb zmZ09IO>LH{0%u5-oPU#g8^CA?wXkFZ@OK~ZprLpTD83`_n{BSIy73d)tT&AoxLU@R z-KDBew{BH(j{6XPOB`MNVdIMZau`HzwFYMfml*sK>7LipcM|yR;I^|t@PT`Q=bi)J z`qoK8=!t$JF)^VnS~0h4j16wCgc^zafeHXMLEu>h>w@P~H6;VB1YO&)=!>&rI6I!H z;A6%Z6l&uP>)I44&d-TR1LrGMOySIhtN0`Ul<|4uk^OI6ELb)UGhlTuyZ@^UN||s^ zl?kRmJg*0C_EM#AQ(++XU9yt$!io>2iJsN-5`w8n0p>IS zk=V0XEC1ZvQhl=LCwqOSngxPzESl_xom_kjAW0l%zx)mC@-cD2D^fTKr` z;_%_auk=vnZaW(Un=PQzfiF=a?E>tIuJb^MIYDn#0%j8!3H77Q#!(jrAXATdDN1_Z zVe&J`s_rDQw)!S}m}3VigAL^nf$v1{9;I3Y=5Gmxb4VQ$3{7RFqAW+0p{1_RR5i!V zRMx${(F!1?lpS+_!@ehHk5t|+$xH#yVHs{EoqW6lN(xjemKu28jRE>=c1%UfhB{F0 znIGltl~Yv0lsqBZXzQ4PX#P_hvI^dzB-C&-n!UAK$D@%2z&xMo0ZD*W-wykB-dhU* z8K~}(dk+YpS0^dewJibB9gEK8!xRoX^|xxw5i3TnDg$4iWj3@UVl*l2gF2o?IJpqN z<2=Oloze7g6X2IS@H>k=KId#-|N7VQ)KgFGC=gUsS7v!iyXmHzaQEGJe=EmxdTlfW z%0b`)+3uxXvS68$k({lEZB$&;v{oHDL#nE?|DvQ&N0QE zqo|72&Hf%L%p+gVz$f3?>CUN4mM~`{LdZAUY)zF|2ml7IP9Uq?Ol66EY4caAyak`n zcIG&@`FwRMNZV2Ti<7?Qvinhz>r>h#0mQXD>#j$``o6BEWO;Ou#rds86L-<3TvFxe~&iI^4)O zH-DZ`=XkpekAvcjEXsvfuw;e@X|{U0%Qsj^paG!rII@?c6kH znOWcE^RxOB1oDn8LW-8jq9dTnpjzF@2U9LqkyWS05ibSzTrAzVG00@yKUVFUH8{O|5kI%Eb zojq^SRIa>_LU1yv3+z_Gu_D^oPL;}@hwS3-3!yrxC7V_lle~jxt+Pnlrh=*jMg~JC zrLi4^s-R|N4^yAoX-X1hetxg26dbMKoIT+&rS+hj7BE~oAgKd=A7+ve-x}%JD{1EQ5p^Hi$AoFtJS)CVyi1N>^y+42ikK-;{$8PP5#|xkX#I0Ry8wI=ae_vi zPN2~U)ngAs@7fK0;GhRTlHReV0){=%U=ye+sKwn@McQl!@C&`VXV&)ql!i#m7;l|c zV^-t$MzA3d&6cZHAwY4O9Z{-2Wp2)jbE8gS<`^v5^x;&HzOSnEHsAQ_8QPq!T9g9O zt+!@7*ci{XiMBD?!1L?R<28F;^GXk8?zXc*@aZRk)f2#_mxkYXLrX4_4egS^Ne?dG zkYmmd$s5_JOLY-*rW_bOu@M}I0-^+r11@gc**rYf$eWbl1ME3Xn${rYz>u9X*x|(k zg-|_8X@yfXD6b_e-&uSb6Mwf_EO46v~ZI&s9# zd9w?(=X{{M485>2$36KS8%)|K(^FH%FljTSL?T<)52GQ}p8Y_(D^3v-@q}Xyfe_XM zYh;vGNf=NvHZGNADi;=GnIsQ>H$MKm*KZC#d z@BikN9?INpXM-RUGg+ZPsxP$;pNT9$u*cYV5HiR_9U}C@#L*b|qPZ-oMJf{6h3kXU zhzWJigq^GQnWXe##BZ{+3#(RD7>99Qmw7Id0C1RrbNBbcrViJqO)>yJ4VwvZbI};< zTdkRS=xkZtWqV((Z6azQr~o6$E)Y-uJ(4gO2+bDnA_Z+f%E|NO{IDH11;%KdZ4HbB z0A&et{3WP`1>|pfi#@*_gI+pfGqkk2&`Z04?lRQkuG6$*NwCl7a>NPGF1x9h63H0Q z(dVJ|?1NfbahKMNvqo(Sr#SWNNM}yNP;-BN7OvR9+6m!xNkG`g*|aiCrvrZOT^a#? zdE;ET!#3Ja-}KXX?=|mzrH8StwzEO-!i#|m5gcQDbCL|F@Z!xU7da5CH7A@i5Qtoc zhBxL06?YyJH@4x~8#*M5Db$uzr=dtQ=YSdHP;s>UTA=Xz)WkT+~9s%b3(JDQw(f80+_c-H8EkUA753F@qS zZ>RaB*onj_ZOKmcN>v3^8-S^xv;n>N6lmCk>MTR8>;+nj)_J7y>h>s%synE{+9c~7 zLF!beyk>lCtp;)xgQxxA_Jy%~m$LxLz97Jl8Bs6&`HeN>^Q`7H5~lJRb|`I`l(RX( z^|!FS_~MIr;)y44%PqIO(nFcMogE+u1jmZG)ga1ej{so39McNxz+`_?3iMJYgCaXM z0K_#0Yq|*eN*%%W8SCwDs;B`FnM>3W+(`8V_IwqEe}Ui#!k@h)nTvah^OY;h!_O!0 zXfj}|g1Tgic)e`P#yD@|Iha2@BW)6J=+tqb*@EsaPJ%++JUXV5yh$Px z(pufkSaYGR8sCpV1;$HiV6qG%M?(I7~F{D;67{u%gBzd6M&z}#XDQOI%|OwB|?YZt3Ew8urtuGnZF zHkJ>{olv>f5DYoK%mqL*QBS0asf4l4UL)@p)!d`N*+Mx78U{lfyiI(K3~)E4eN5)e z#j~g^cdA_{QC6<7E(hCtX;-KSQ`IL+Y(UIV_;hMC`JB-^kOa>CC2>FbPNaQtn%!{P z-1=LK`6Xi|q^bl)1JHPArMk`%RBHh^|5D)470}(KU{eIF$E%cjd96r~&N*$2vs>NV zZR2WVfN}&nc^qob0jS;krURIKw+>8fjGn9<0#VOU>>VHX>NFSrH3jB|0H?hm7kV+r zo`}@wQ|2MEm%2Wi=fWM%RQsi0`X#*co$uT+00``G5JbNR^!lKF4^$4J8g1)7t{@1D z29yf`H=^EKHLg!#mARNWm*s;L=j;Tcjm6%i#<&E_ZZiu4r#Q0=bH$u%Gm>~}HtQ_A zp=@<38*ks>aTq}7Ak~0ZU-H~kr5h82N66+9slF!ePXR1_WqaYeE^8Q){|^xeq~vv0 zy+A3gPNne-`a+82x%Q046o8ol9K?=D;~~t^r-5f4wvzD5ejslH2QC1PAA?%i1J!NW zp{6!D4-7(u?(a)soOQq$d8f|PSg$uf7<#*(3p-Hz56!+EOK=XLptIy|HMu@zZro{M z5K2~ehfidoQbuR?(?sL&-#z#VhKQ>>oU{9#v3B*oHPz_fVoHK~jsEVQqpoD;oUC2RJOoC3WVP5pZo1fJ$TiL5- zwK+Gc?_D~pm?|Ekud3hziX*iUhk_(ho2-dgdspYpTDkMG8NvHo&H;1uQ(82Sb*is~ zSk^HWQ^ppl1CKlbdiGJMeHTC-ywnD&%XtOD9Lli)j+xRfnZP#Qc?yhjJ@a3B9)~ZpOWv!2P*+`t?1nc(U2}tVo&jnI z=#-`c#DUddOyI?FaRH`-p(AD!>e4A3Zry81&YAk^WR(cfpJKHuXD|T}Rdn#`Tz8Gm z1;(Vrzh>UpX2_X&WNanzed~uj(dLzg?FpEi`x+wYCD8ERqnwqFnA3@)P>Z{Kb{3^G z(0C-mUQCFuoM<�|qXgou23Bwt$hP&aI?dHy2ekk*OxSFEdcAR(JCk&6`_O9{hZ* zOdXiNiRbZGPPCaJBGKOUSMY_&Z(@!Z{LY0td`sJZ{NjJaUq1Mk_`?76g;#ng6YcCy zn+Dj8Hy#1aHuNpu4Sn;!0&Q-9zWQZUcYGFf`+tGD`t{JSyBX@r@3Io2&b=yAfvj8q zG~%I@-9W4=<;wJt6Gs9R65yoKo~5cR4=SP*(589EaT^cpfkqR-wrIgZ)zyMa)ug@x zdj=l^$zHN78Itn?g#djXSKa_S$M|QK9_0J1?sk@#yUX946_ewK3OV#UC^)@*h*NkVJ);!3i zeY$7yphf`3g3*d&@%%dSl97TclC_em>*afL&q2w%P=K=!JH{uAZOQe|!{Z5IM?v!Q z|JAPpzH17I47~C;IZBxZ@LaO%Z%O;n*ZwH3+;bSN>iKLh(>^6jjD92pqUadAst3{ z=PKr$QG-j=2z#C4du_K#=Zr`)lw)(!LYBEWuf%gs5-UHT8m`|bIA;5cN+gVAT&ZO2 z?TcGT$I>as*$BOpt`hHzoqF8!D0w_p&51+@bI-EM>^ow|q3yQQl~nxvXm?+`UOZI1 zbOacWp$=UPHSsQ|Xh+1{Qv~(^sB-DfGND4>dh8KX$7`mjV~+HlxZicxM>4Q|#IY{oOwZy!HD*t0!RYy%W{{ z`$wRU{|5B+H$&g>W~j?w8>Fbzz7lOt!KL!~m2(t`97^PeR6PcebYk!-B*A^_*f~XI zv3fK5EF{6X8guLuk|EnJ0gyY+YT(M@()|3qe365RL$Fa`uSQ5a``1?&< zIlJmpGozsT#e#ZX4?>NY)gOWxH+K+-U7$FJb%73VSc< zvCI;n-&?%r+#2S!pF8RBOq3}5PHbQM55Nga>azDy->{w6pAYtFzDHY&T3)Fj@J-WtL^BalWJL|$<8GTfN|iN z^c{g;w28gQ6dZ`WluAO2sKl|lu#ZG5P&Y?)Z5BA1Fn44C>aE%N@LeX-w08DFc|W9tFZR)W+k2yY5S;rV> z!=WS3qPpjcF!y{B7>}TDcr)}(Z-u(xVkj~-VHH!FQv)hi3j*_VnBI}b{S~%D-|G6B z;bb%WUdeZMwvZB=mkg_*n)1nz#n|S(XKF93xh^bGvdly|w)OS6B+@j=LXMdUoKheO zS}ftzjg3KV+B4OvX_+7k?^{kcS2wno+uRrkDoA(kw*Y?3(C~BD&ojSU@+xxUoW>B= zLd1meyPsr$&Y1L9+qkCyuEB23>TC!AG{F|E1S1z!V=;kA6&eK3@Z^p9FsXBG$F#Fk z5`6Xn;!!` z|1``!ccA>e|HCqq*S!Jyn(Lts9JJut>_jTWXtOhSsDQ^9LveBNDNpAi63068wI?M(nGyemIwcdu$}J+gHc0P&o<^sHz*8w3X% zz{X}w?4pHfiGxzg<^?1IRbwkLG9WfP@C)5Ld^o^yMs;=YB4h_Ig8spO2YTjl&^=#7 z`6vGss@a0R@h#9dz8PxYd9%k#m32hXta3@bO6PGfkqNxLgMp9^Nt}!1vm{=;$tUhv zqw4ZN#ZntPjpVSQ6#@*+2rw!TnDpLLo{^kAkWL=8MPsvu1u0i;VOvr}a?eN|$H$wk zIH24AtpRMQ3R4PD!rM?D8;_F&0ZeS&cg`H-0Wmy%@UkWUle^(efV7q8OVA5XL+w2e zdSws%+Le1@s>(csCy+0SE2K6r>5D-ru||ZWmXAF&0q_+N61Pv080TvYtS+Pli1!XV zGZCDfU5EX_HbDkBZ!2}-KogQXf9Cs{0G@oW@z6QcQ9h1`Nqv)$UrkS#%W5E8yzY**-UE_fGB(cP=2M zY(;XAt<+ufOiBjZp9X>9_e-MzR3l`sn6T|mfFV!|hElaB@8SuhV4h_1ZeDvz2V&{L zQAqR?<8l3afJ~lkIDmQVn@|^A3bnKnOUB+yG@TSC5{O$wnYTvjYvw?gWZQle*EL_a=$mV{P7h4;+!$u{!u zbcdS$QDATs*md12J(7v`9g{Hz!=6p=BwGA{$`Yk=YsQssGc%!Nu5}h6o4C2)P*bjUE6#h`tKTjd z%FqfR0YfJf4EsR48>Atn?K2NHZ361LDh1wNn8p3i8W!JQDbSz?#kKpkdd5^;IZZX0 zg5flkuS{bm!9Yqi{LcM-1Sr;kBpCyG_DPtRozrOqC8 z(l!xhdF}eS2E0_Zr32YCVDzd@9oE0Mqbet5^Oz}spJbF$lYw_OqY%Qxwr6h_)QA8O z2p}k*Eds%5fasW(a~`Iz%69gHps7IPVX*B*T&w%*odhzV(XsYGY5Q^4lc_=_^vtQ{ zyxnalD*yl>07*naRI5GrDK}|oR8^oyz6Nv87h%477u11+&^Nyg`lh!)HMhv8M`Clc zS_hayh-DLMGb0F$=a}bELrvlGw`?_FNb(rR#*Igy%~hy{6`<8k?4}A+i7j*WBnViY zbO{Kr&CqXjX5CVs2MnhCh6I_~tLqxE#OqY2GC6l9;`gMD&)cU(7>aRa#Mn;A^U2Jv z1j{sl-b;nKkS3i}s0F|(0fJrs)|PphMzmNZ%CSTc&!%DXu9R= z?pr!f=n}E?=$$*Xdr#IG%d0Jgvybx9D(tmTfDeV>J_Q*2`LcH3=}bnrF7%%s6XRBZ zPtV7J>pY)a@rB4G#K;ApG5DF-PRKwd0`u+MkN{a{D}=E9`S-xKOcg*vP&sfhyhxeLt^#4@^MQyUsVoONHs*@TG0AN0-2*gX2uye1spu7$@$NesrM3wHGD0DQ(LhF(4ZUF8s_{ z?j$tfC?i#yI{lquiO(m25CH1c-0mkMpHFC-6ar9sjRv1);?L#qtoJa@vJ810ga0aS zXN5YHdaG7dlnJ#705rQ$$~nfEao8CCLZOP9Sc@|_bRr8(!%d%(3lb0|!KfSWZ~*i5 zdtmOp6ZGUG$o|cbLErQiplHOzC3Tqa>EULmN@q2xW=kcI8U2KeDkdhJqMuralR0gM zk+i#o%F+kQ3(r0Ea&0eLse(^iMJm)}bB@7k1uM|0<4}vsHq2+%y*v?jW6}kHkb;j0 zR+CZK>Io`UyUOR8utjRn#Is|TSY&?QWER@SlJzNA?3h26f(rn6PIl6}V)!U+Qdo0r*}z6rh&U zGbIa~x_?^vx^vWDhibO1ggnJQ7w(k@Lg$P5>L3|< zOzl`HecwnJ1VQZPR*{MfJkx+$g5P)qtgivP_CW34U%!5sfskH}vTw59#!;n*R%dcO zMfWEG2$ta6H6ZPbtnpCcJ^IvZ3SOl+A>}1Z7N;;Hw(GI>#DPxkiduUcpj#ts<7Abm zXD%p=8{|wN%`gB4MG1`lc_p|>DUg|px(Va?;OBPpVJdhvGS7o@c5bOL;OFuZW(kZc zG4^vFrr+*%R)8P?z!+=y(+X&`-~;5@eg(nRW)15$FKgYI(h?zd!r+bK*CI(Pxav+9+0EaL?B?$V^)_I>dKaqC{Ws{t zmqEYr?RLXwBIO&~4YNE}mFAoU~JdyU&704!5CS#pgy34*&JSP@cU6+o_snt*p zCnca17^Zxl-Cgf5@?LVs|Id^Io+D4npUZ}%7&8s41)%KL4!~_7t0cc|t zYR>^+_uhJ`S~g~WQcVE>=mJDs)<`+y9(`M{mq4vz`Gk9k08Qgl|t*`V@=59M01nIFyf#;qE zZn|-TX;Uf#+ACICt16(sY8?p*%V|>IfrrwQ>K&F0dDBFIC^i=XHq1e}d%~(ln{5li z!#=Qn9H>U1_7c$Oz-P{{S=g$xfb5NLNA||IgVxtz?*0O(zX^Ta8-S%%F&4)s!7%;7%m?p7g zlCheqv_$B1D+1JlAs^%8b4rD>AD?xm1XLCP-c&YtzuCfMZd)g*bF8bE!fHU0C3p@G zl8jgU0GJu_z+=jCsG>3XT!4F56y|^wyb9L81HLbVqm%qn)t^^mjuENPbtW93`2M_h zgbGu73^Pbi*hiBj27oo)Wulg19WbUg&ARmzX%WN}^K?VI=i=K_U;y}}NPFNqDMwB_ zqAY;#5D(Lh(FTrf9($#Sv8}eFK@iVA1w8sFaKr0`?Lq}&=~5jj1t2RxT+U{&X|K<6 z3zA~7+fU35y8G~=m39=rh*^c|h`HOKHcL$xXm&xSv=ZX_F-zn-OFlMns>*b63E8c; z*mV41Dd$WD!^{S5v-68FE^4BL@@i5!09HLwAc9IEPR^aE3b)fD5R*&~KZCFz)g6yo zkc3F*LCPtLSjzYJ<9>9IQ0hE{otmF?7KlDMO$W)^m=XXc-;D>qvGssPmW!DdQlv`2 z&%aZ^dv-=+&w@HKFW^bo`#87(usQCXNe9PfC`6 zU2ooo2yyS=O*>%|pO{IvHoS+fWF*}l@@i!MS&q@akiwSV3 zTfoUiqpGrM+M&yf*;%$O@N>p%(Ww)llgFUWJ7i`-kB*1%(p_#V zThOQv)$9OSF$I8`=&`g@Bk9ZoD$|x#jTA#N8Ml)hZ1QJTa|$BtxnV(2FomF;MzHYEuA|l*kzLG6{MT_)NG?+V-Twj69FWBkN(ZW=Bfea!<>?qkC3~ z*SnfNa4^g5!ae)|g9cv@GFby9%pS(zql-0*G=E^Uvfrk;-!*TLjvRHjnAB2b?@* z_d|Qh0{4VXi`B6TYIzsbvduz6<5i%yVV!h(o1ozkw6O}bTTn~8g}1B$#v>cD;hc!3 zZyXALrF{j6H>D(Ybxlf#DPtgM*`1LP@M!?ZM4if@iHPikLc`#JDFLX=F>KN%C$Fi>7$iLqWihx)a7+QxGf)Wq zrmAL^TKzGWPTg~)-p(m7%CV=w=GPJ*6B0X#&p^!7$@OO{D^a8Ws`4;>;^Y(f=CN<$ z2d?;mS9BcPX*(YTxfx?spHx}N3UJci$g5o_cMDFtj4^J}C|1j4xs3(niqpL2iWVr# z?B)gnAS&h<#X^;Tqhphjg322}-T-x$L&(LcRglVng%zOSv{>#wVu2G8u&`*4l_OAp z6KY}6sbO27rymDab~`UakpR0I1;?7uTQsh?F?XB*09Al;swcV8CnT9eb8Tt}1^7cKk zrsUYu>`x#B=Q_bWgW|mcz$d(z3W)BQDQ#68;1%~Uefappxcm9LcN7TjXmx1ySN|9A zxqpQIwf}trAPm7uiA5V(o`Xhx3vAU0mg6jfq>$R?h^!6G+btA)cKo6lJTY0K1YDna zup>x7oVgaIWa89YqrTfe|zC0vau7oXa8uwU7gelpm5iwxmO2tGVO4OZ5 zQPXTSKp;#n$6lC9owD&ekkYf-Mlo4W>{AgJQn8WsOjG^ISVS)uHB({}lP(dEa%d}`=glVaW&?XKz7X$t|Nn~b`u?}0*~ma-pmYwC z6&S2<;EB8L#nbnH9mk)320F`8v|4C(yEuIPRk-xV>(Je^3pDD3Dg)hYgYp8^cnqEA zD0@BhSJyG>50EzsboZ>F(P~*xb?!GxZcbVA%q?sMSXFGJWy33~F|c+VRE{jLE$xC@ z+zsqHfUJgq`{KQw-0sJVE`u8M0WvWE{25Sp5!uzRgX(k<5_g;6eKyVBld2K5P&EQ! zGx}#D>$D-oA*EvQtCM&lM+NT75fVxy2x*_;@QAcunWD`*Rwzt3&+zzWwNwI3#vgzt zfUebcN#>!3Sjp>HvJjGR1YlWO=P#W;XY+IKkh0v?WmNLoNX!w0oF&L9l3?mo!pua` ztZ`g&Ga^CGh|f}@lFl%)DtRMF3%uD5^WO&~8&4f-g18z=_@jE6&%gCWYn00dxh-(Iwr7okmQ({Zr}md>zx63rQ#ifmAA#OaM!T%8hlZ zgqTW)HGQS?n5tA!cYir;$vr2WYuxdPtTu8CsWj-MOHOR>nPBm(kv&-eBdC5|);;U= zgOl^^%rM^)57Y5F&_4n!U2*37ewpp;uOb214LcejEu~buG2v8!c^=e0IWCAj#;>#_dQaV(#=9{@1i?14rjWTpgt;qP$j;Ri9i_Ki62?calHFhF~; z3!N7j_J@Ghc=DdF0y@K`H(m#wWylJvKp{^ZqS4yC#s2Rh%Oq?AgNV1DOOMGyzoe5Pc&9Ri=Q*qU( zNTqk6xRw$XI*ftJW~rX|-hyCGfi;rH91y7qDM2|~sF2)s4l)F`UqdMZZkRTa>+zjxP%#QD?j_ZhFr<(OT%jR28bSMA2;G$U~3d?|$pQqO-D$fBnJ#4V@M1t*W&~ zH7>Dwr{pgP*@A#XOZdgLgU59~!=$X!BF&D^NV6)Dbue>^(kOIqwPe(6KS?}OQ}M!q~{26mIcQd&fLO)nYp@n z$5P<;7Mf0or+kK&FCfFWPI!04ftwLvpV= z5T8ak1-DJr*xG-FJqx_;C9g`Er@{gOz@QIv-bN)p%kINwvJ|Z0aaCE^@XEY+P@E3kwa%zimt{Z(0Ghz zzVQ$)dfoNNn=VHz0gwO7SI}N)GKD2>QMn? z%!JAQBdvtIKAl5JJEY@M4KPMyssUOLh^<#e$ij%Wo|P)|!U7^ISknz1 zZK8zB^}p4Op9wCjsxN#7bn-Z|?|CQG!HWR0DnH8d(3>0Q zWPD@P;q2epQ+J-0_N7#?UCmOHDi!Qrk{g#@%X^p#WGW2%LoaFav6Ig{ht~2E+RH(b zUp?|7l-5|miPS_RxUV%-l*1=mzZD?DQ};fAQLl%h)k5CxpeQu*Mgv8=jl8pnypf~G z6!LBt#o`k3W(ztK(n*~JRR>yiD$t2@#XC$vG*z>v>O2W}2#4eQpneQ|PYIr?Zf~W` zX$r`Quboi2r)xR^!`gkp>sA6~GN%ky>3l_F70+JBtjq<7nPsT!G8WaelP6E&=+UFN z>Z+^eI{(|*&Q1^ntaD5?oKR%~a8;>YN~tv0WgQ`{YhL{z7M>%lfnXY&C)AV{0J8>E zqwQ>ouCZDbuz*P9LN=T;N~7bv7I`RYavXJPC3~>ueB+OxbP}RgKzjkK7K^T!1&GFg zo_ZM7m;M22We>8qe!nZtqk*D`z+sY5MLi)nwz%>8`!aV-iHc}So7lwSIoSJ9GCTZx z6d0}JOd&ODOdHnWV%^4LpzY%FPKQIT8E;4u?idL{?CUn>u-8YU-GovagY^x(^yuR_ zblo-3S%y>3AHk7_AH@~7-U5|rJot}y;N-K<9mxhzT3gU;Hjp=)$>(PDH~!pk=gQAt=OAa^&ArwdYJ}mG3LRi~gsIyO_e@ zB~t6Wt&W*U=>wciT+)dNVC4I!%fmKScRA?t8Sut#9IdWX&AQ{>ewbT8 zG?ld>mLn%2c4wzhHNL3X|nLwBYuF&+$1j>aAs$1W5}e&(b(6nUqY-qT&keM##Raq$ z7tmf>M025oX19xGw}WPbbv+!qtOWK>+9IF zXV28(edt3U!WX~zMSS8DpTI>IU4*ZH{p+~=^2^a`weZkG58(@6_yYFs-HRXkp&yDs z@XKHRGCuHu58$(({VYE8p%0iJf_}hLzGdx9E6elYX~46OK5wsuvH4NsJYR4WN{A-mb3H)Yv)i6fIi_ zz)45Z@=tgq)o4M#{!PG*ZvhQQF!y~CD96xOT?cA+>|8XOm|1~>$ET*`%w(@T2CJDt z?ee+=$eF_?mqmmeH>*Vk9gfEnRUXL4=P5DoBEFCeP`SBg6|l~MlyFTrIH0yXRCt1v z@Ps2l>)_@p%Y&@QbIEagER}fMpC7 zp}z#I$AbZg2;G%sbawATXL$+j6{{ZaEG?q7w20>70@@2*G#9#PbUJ8u+h}y0)Z4O> zaM5faZ#Av-Tja=!0y@i}w6z;gh$u?=y_M1fCC-_gSJ6Dp5MHN#532Cp9SWcrXpIFY z`#TXqjeCGGXtY{00r2F>llZOQ`Yqgl|NS_8_%HzA+H0@%$FIEdN?dv6m3Z{gM<=d* z;)y5lmbbhG&1Ms~-FBOo`hM{je-R)2;0I>{;H zA2cfMyDD<%ZX3Gk+<~hy)b6S(m|hQ6zYps7Y#z=NF964$13HVyF25Gp!NX9^CMJNg z3U1~!7{K)Vpy3!$3VN{%-D+8BuV{hBW1H5kw{9IubZ%9rdDDhMY@BjqZ2=2iP`_uB zWrKib%RA!Gz=mb0Mk9(LqQMAeJc2F?drSg|QWju!kn*e`mO~Lh!-36fnirt50`d$r zEQ`H)vJC3jHs+Y1Zbx!Gi3>-b8F{i z;e3kptt26gp2MFJADgx2B$nhRYtJ8df&x0=X{0=g)mH9J!YCSKM%Oc`s=j>E4& z3F#NM59>)kz^6W`@%cL&_>JEHI-SWGeBglxkmor*^{G$c!yo=ImX?m(7*qFtp4erqB?Q}6JoyqW2s+$(M4E%*SpZZ=_crot?{Q97oodd06_V|3+O-i zFa{4ih0#L~frhsOAgJyFx^I08y5IMGC=MO6L}W04ZZzO13osr-HFBst$KalOFnHhr z06^!>Z$|5?tDKL9LiyY==VU4Y`!OKqCQNNa5V-QS@)c@piLZbIYm zVG9sMFvB5Kr-QuH!Ej>}$Nuy0p?dN$?EcB0Kg~5f zFDzi?eeXlQcdy-BSq9x|fs8@#jynKj(7x#=m|hRr%8E;k24Fmb84RJCO$;A<48@^C z$d;B+oj3v2Y(g(sX?pPBgDB2FAK9*57(Ma`^zt(D{rdq^p*nRE+0r6RZ;0x|3FLeC z0a*s6*ttf5#wEs2Jq^_;P#ipDkGEQ&ejn?9`?u)4=}pKF9Ps7ehTr%GOs|Lb4L3MV zKn5C(P#r&x{J;U9a?A{emN9bD7>&oEs)BB}UEWIqm8D|@AkuRwn6*{=d`{!g`|_93 zx$#Emb{plprx```b2jGucBCqMBCEWG0#Sh(#rocg0b!uqE_9mT?JX*JpM_!gUaORLPwz5mNQ zKJ)pr%$fo+8`!Qg>-pWtGBmRA-4@8s!uKrst~AidpxO9zZZD-yCgp;Ue)wTL@x&8&|-Cp%F4>jzGU0kHo?&dIDQ;hSww9$1LYFe8k-u7fUvPQ*FZ;~v~h9= z4nr;O!j}0MbrxKk=hoYAeO`!199k8nG1e|v6jp^=4xLohflrV;8dx=MmI18=R})aE zOw%#Qe5M=+`xfPW@FLlzmY+AXSh47=?A|znl2C=(|(LoA5hDPB&p+$1RrL{P$?zsJIV` z$4vhIfLYmxqS3HJHU@*u9!5_+iobsBU*Yp#$ncxL2{@S|YJd5ce~BOYksra6Pd@3@ zp+EbxKZ`ui@!=1D*q`_4qmSZ>E3TNye0=OJCSvasfO-r36xZ|W7kV*rArD2>?Rq*HgA|tAYh(rEG`<(d@7Y0BXr`WJE!AJRE=qePD6f zd9cYU=+VUZYr~_E9fwSZHqALkUL%0W_a<_aDyjf-Hoi>S49AG70I>R1sxKKV89a@1 zs1fPswgkV4r&ob)O&W&674lHxX&UCo#K)^qc%I>AIJX=D5Kd*I-o$v~`zQCF{ITZr zd9GE_$ABX#SWE+n<{F?CsI_1L6Jnt$=oqU-bV~h0icX3W_QwplP z7{CQ&pT||Vr$*BgjG3FFPV(`TlES!aq{CXL6s_S)))2qDIxsYGeLR+=BtT_3d=(Ee z4trE!6sA1aOo=fCK=}-jH(`8z#6U#vl{3z`HK+5iUNf6Ti8%eA&f&`vMb0!;0v^d{ z4?1<{RJG^M>@NZxEx<>|;Nw3Ba7cd-pp#p5q_07kfQkE)>64 z23_`37?12b7!QD<)A)?~AuABSV_yLya}IAV#UnG+xplTvGUP~tpPUmno?4b&>{;t! zUZS;UAL!V#IC$OFP+0*i?6NlY@fy&34p^?QE`Ql&m*K5%eJg(L*M1Ej`N&7`_~Vb` z&;IPsaQp4IyIT>4!y!f^%Zv>M11P1?Y{vHAU-*Szz_0wuub|WE;F3!&!CiOVg^i63 z{Nq3VBQCx4(mCEmXgeANtNZT*zIre8553EC-8Ae2>nEV{Ca~u`=)$GOGRAViUYeun z;Sdw*1$X|e=2c?bX=clA6|1ZoZTR|#PnQstvYw4x1)?ggglH;T6S3W~9J_)&PmZBZ zGK`KTU?|Qd02mB_X2KNkwO)-Vz>o=r1VeIQDB?x^+Vda;Ko?L|3BUyHxte4WsP1{Z zO0=f&x#KZV^-bR{CNPD_IH~fkv)S_n>DP^nTCoNwo*2MlL){OXbSrRsG&1%rV zY6R5Ee&`0L8U(QSAZV}&Eba*!q_4amc=C4OM^6BGjb{vi+i$-eKlM{Tg*|)rVE_L8 z_|;$iRor&lZ2*9$o_Y$GTylv&x7}{z@ZrOF^2sOtZ=d_z=Wy!ODg5vc|1bdH=9_QE z5B}f};=&6r#FbZGiBEm%Q?>V<)^@Z_(EN|@gZk^wfWCP@&|e3dU8r`~it%+^cbaeS z+tqlp%Z&UlvrX6$WkJ@wVS&))zogAgRA2iF^q$>Nd-vJu@~MOvIu@VJbRv=$LF#3q zO^&hfbrp>(+`0vq>{Ly}-nvW}2YqWxG!%PZ){R#Jl8{Y(AFBmOdk+qQi6pUdYzu3ThtBRkud1HwT}q&dT6LDAB#HT?6d0=tpwikHSuHvmf(DyV%?_~Z zz-$dq+E%{-ocIcG$@}KN=G)ZH&S3do59WpEfi{4XF95xDyLh22VOZP^>^cvsv$%zd zO{12JoPNRN20Rl@sj!jL`)%cb!p;q&kjR@VWAjLM7D66CQwiyjY>8s$w;OZadXejM7NZmOLBRp4?mB-i;OE2F+Y`qmm=VIdRur%A2@Qn& zi-f3)=Su8ie!W$tb0ix%TbNTNy7f-|O`AE1)r_NoT{9lcETE~P6@i&5B#_yr*WY(p$Z77W)8PKIo+wDCOfRQI?=l52|#4m}O8adjJsV#Us|X*lfmC86x?V-Iq3`xXzl&b`y7zvg#)yP z1u~yvP{s3~+CVFpTw$;0SAXV}5@2r;80xVM|H)4FL=H8Sr816ssC=IIfYlp{cr>jm7Vb6$Flc1Sd>Ghn#s zh<@9vJ^=uuK4@bVFeOxX*%%w1ZUEXj@<_nnF@*#*QG3 zhISs>-TOQfq*%on0bZTNCG2hTyR>)ttTE#Glq)Y~DhGzn(ZM%f^w$v>6y+}M50tpHQL&;QTfo5os}UFTunI>VjbJk`)u zJ#lDCmQ2}#;y{pO1u4zxd%FU4s_!K-txEq3XpAl zu=jYM+heT>@;~_dz`y!E;N{;3Pfmb)Z^}!M-Vy(9W;p8$)6be z!|t=rXV^F^YI){cCknMasV$&Q&cH`^M5x`lA?}|`a(Ta7+LIX=Go7M-`&+J41YWRbkB;BQbgqu4+Bm~nes#^TG zS>70<M<+NXJzj2K2v51 z6SC_#U|nq*(~Z4RLEh%Z-MuWL)XxmQ^E&AIvq594|G!s|eB}E=#4w*7gEn`pvo@eO z<|Tk7>AUs8zBgu^3pZA0)3fMQa>ajrGP(t{7^vA#Lu+$CUUTxM=ypC~!~cjT5PNO7 z0fz145TBXNo2@-F2ZwoZK5BS zEoQ7yc;Sh(aIYrtBJVXK3Rh}9a&kL*CyPw7puHcPJj~nQt1V zHkON;Pnk#rkX}D-%=4+FMXam2ysm-C7+BwM{Y*fQ)4|$cV3uYb=E*21kk`sWY7<2>CR%1i8^3949^|~n7UtT`iP!iT@t%!Z zlO15VR645#oDINh0$_u+ysy{H@d6`q%1&KEaU=~l)tg1w__v+&j`pJ-UCwt z+S!$UT9-mU(b6{Jb7;(Dt?3)XH5X~BWpK`p_47RTvzSK{ZbB|VMuFR3+%zUNk0*RV{%0jNazAc*K#*SR`5*s}OzpB1;Lu8i zh?HIoK71FndrbmcYBh7sr=o2t4{KM(GYG9~pa5ijZkK!DMXL zYnd8N@bmsXZ?-h8ukJWD^tq1T2cND*yV_dg7~s~{8iRS;0jOz;;duWU!f}Dr+AKy! zjIX{tn}ZM!qXG!q1*-~td>4Fl7t~(^9o!P|`wqKbo}~6fnnU@2`zOF3|0(cK{#X4( zC3jooT>%wc4ruj<@$^hsA& zuzMY}xu+Xu67~ZgpNoG>YvNs6+2T9dynm{givUqBRMOXQ^&olcW@x#700RFeb!mw4 zcNTjpyymeaIIxX^V;@pE&*Ccf6b@a z_6d4$4*jKgpAd|askWw|WBG-RbJ6nixd67{TXsO^k82A&o|n|8H~4$9o5SFrb=PQ{ zMh#?v_<0)y%~TmcPuKiHspZs{CuG!4t9AVkz&D?Q?|%zCK9*eO{o7A$;`*a#Pb3JU zD8P5$0dHs|VSA$_V_{e|M3T)g%S9Tj<{EWa%YvMq1G96{3VaEgESKoT{wVNzlHU}( zb7LxCnW}1gqh2R+j z#iemoN+DGinhS~82frD4&6Zmmo4;PyT!u|FUH;q)UvMkQ@=rr_BDswo^4V-6fNp1+ z(9vp*elPiMd3nxPjmi7eJeC?5dY`8O2CI43w5%j;fxHJg_da`|^ZB+(2Pg&&uJv7~ z=IFuH=kYo)4%dnx$Tr}*(!~Cm5<8ftmx}PkZd?`^L@wfZd;)&=O>nsY?cM|(+>Yc9 zk74_TU-$+5;xGOpUViyyWZClCdz9_T^a@U)x_b3fsBnY$*P25J^n7HQO8boAFHRuf_2&I?_*e9ug zeXaxm({u3Y5paA@qH6b_3E;#@8mY??0uJvAz-{cvb27ohe1AleYv#MB)jGMYA);FiSCi3iA*R=YHRBw8~2ISw1O z1(@jX9$3x#-~&)tfsq8zX|w@3C;^~(qg~*<>X~{Z^QP7|7zSUgfr6P=6||Bh_Mri^ zI$jGLqcj3$>Z}D;!pdvDjR;Xh&@zDnru`|{)GDxgB6OX5czV1;!Q4M`v;^^#%zcUo32rrZw57G#!J# z^(y!quK>dh&`Uocz+`!6S+0P_!sR&~14#xRuEi)_Bd1O~3Iy9Sy{g6qo#(PZ@TbkE zvBZo;aaLv2nA(0ryPs(Yq#CNS_V8o^+T3oKL!;(aFZYXVJeL3fAOJ~3K~$@&?_N`A z`?K_(#6X)O3qY)I2Sg3Gdm<3ccNes!t-xu8?eD#r)HJ#F`mjIkyd)Qp@xdQKi&l_o z03D)M7a}!VKE3e0&O`7E>IH)4=f6X|Cg3zbh=3HdTW8v=E3t57SunQ-&@+>D;>@K< zijcs+n1K)95rTn@UC_a^!0t^k%Rg=3vG!zYf>i|^-2+A)QdFXmf!iak$}Q;=I6IVx z$NmU3SZipC%b*h8#MWm3Wj$cM7s}O0gycj(F%Wq}%Gyj$h156A!Se-pGDGs>OQ3Z} z?7gugW|F#=bPV$;o<0yQ^ZZz%0sA8{d9hYVFaqhU*9nU3rBUyHvP9$Q1Sn^+u@BZY zDL!*RQOo9a@&G(J6^&zaSAs&kZ)&gx`q(Gs#{&u1k>gPTp86w6u&zqbVlIIxJJ*zn zheEhG_Xa^*_w^8)eyNtG;-4oFG)y*P>m*fQW-0X=vtDF=SL0*3^sy zU;+(=pu2wXF2EIN|HhIz6Xw_S+M@nT;dj%%9auFI+MUMbuVbt;mTPA|s4zD+5eb@r zW13HEu{6NWYlUWh^(IFXO2R2K+stJMvoUyfE)4bz**Fuoajor0L}A_!n+$~rH3rv}Fua>jaW)QYHyDt?a)l75&NAXTlmoLx8%jX9~R z$WTKN5^oC{Di;DmKr90VmVgywv$4RZwuZ>;HexJ+MbK)4uS@@C%^}P+@t+}Uq^hFU z-Hr|gq6X$Gb5H`D9HPGS7Lpe~Ar&T8PJ}Zxc74~CsO|kqUdw`x+Xsdih+eeewu5C> z_0el>Z7uIo6MI|x)P4rASB=jDev(FE&CW3|)J^;V-D!{dX-ofohnz;Tb+AFWTf-ish%lOHk{K*g9 zxSvc-@IU`a;O^VbEX3~Rq_`0VU~E1V8m>#~LZUvJvj^aly8vp?U>$5emIgT4^;?Zp zT16dGE(U9&ac*BzbM0LGiPLdpW;r{IzQDXEQm0b1na_%t!Sgwg4S;J0Qm5?n5d7{N zK=~Iye;wG`7Y%J~8#GvxT)(o2HPHIQrnczKe||Ge75y4v`Zh*4e_B1^p_FJ`ij_6EU(M!`1~&86%&Dtk7;+~pz|Igz>6KpPZF0cL(k z%jZhdW{z9i;cpe?w|0?i?E+I;7e+BpC{_mS1oe-{|qrrzl@R4pX?Z;p?_ zGYNj7p(Kwt{Bppu8EY{EpB(|?Q}Fmyq{-dupxx_n16a(#voi#BYo>M1JQre?i;1x} zl#SYJ0f>Msfi^Bru_`2=Xmd|<_*|si=>sv><^zeU?5{}VUjn}rxKfF!?iQ9=90d_$_i_1(aa`WKr*l-5Vzy0EnfF>u zbYxXA92?Dw!A4&q82sip!T0VU`O80~1mv`IeABYfGE;hCqyaK6cq7SV!}mT%3ox;D zxs+D1-0zhwfZYnMuyKA{`?I0d%jej6b*1L_jx}b0Y59~ssxdAN@YW~4XqJu zk;cvGl0Y1;${1`jJD2MxXZ{D!&VJ|k187vG2r=bM#@8Fk z*eznUoNMKaUg#@|xy(UNH=(+YMR|$TAKbbd0Lnl$zX`u+Lz8Je8)nuLKXd6rD)kU4 z2r5R{+%Y2CxIG{i3)Elv0_fI@p#6iW#l{;h^|9IQ4zsUJa-1LUFZ9p4)I!s3i%6Fi zcaf>KtDoLi*f^&3UBi6pfIevO7U0tpK++C*U_;13vnK{B1)i3kk8@pn1R6pB$ zw}+ExdGoOY#)+Ct*M-%_0MT0D(k|CyDtX~14O=m7nn{!x1V1Q{PE|sqe%_4JsA3w zmS7r9<0x${Hxj(@aGK$z)`B+RnSjv>s0rtFfTw|^7czn=wKaz}4~5n%@`o zo`~H1fv&0t02dvq=5mV+ElVM#{?=c}`Z##@Y2x}7+ZW#X0$zUWWqjt}`OKs4%2InG zeS-WC{yy+qzYTojtKj1Y;4lB7g!Hd%3hkNIGaGFpNj2Kc>X-HU5rWCBIvfS0~>pqtLLQV&{YmmdwlW$7>>l;+71peKV&<2p&jf33bp6h0B-Q`EQDO)Yg5UgZ9TwrNi|l^lP{VD_dAhXiGZ>pq&F?=Nf4HKunooBP8_;x@gJ8Ow60@YR}e4%fZwY zcsh}Hy{DwxR>c`Lm%`x-qilG0n$f#+{926WQDY4c0?) zcW~j%#-b4uNi=M40In<0Yy##=z`HjPEzJCqHG>yZ;Pk#ksAhec%e8H1e$x%mOaFkH z{H{7EnY)X|%(gi$W&%WcKh!@An{v63KBStYZ(wZ!BF03MII!u`YOJl&5CH+Ls)%VS z>Mtf2VYq56OV?V=gGR}-nM9W+X}o(gnae~0(6Y!nafWx+YR(<`>&|sw$er64EpRrDXFPj7jG{2!{w6$D?X( zNL&^nEdz@wkPU>bW-yB98@c!NTv%_?RDy8&BhhXaQxGL0WiO_3|6WYt;Bo<)oP&#* zSl9vwDqudU_tk9F@>7`>73kUkHB}G8Tn55#KsL!@5kN}(dz!PB^_rS`=Nz}RyLR`0 zSh6dmDUdSJT#%~JaW4VaS|0h)AvnuHn_D`3H>W0YDNmiC`6 zzgzgFZK@LRqP(X;0|cH;fx~xznnAsR1j!_slzdv3Bz+WfArL=15i{m!699vI17TGm z3PD2D8wi8V@qJ)z6P%?YbX1jSF#Qo2Nlf5&bqF7-bp&ZdVI+;IBvmQT{`7%RuxVMW zm^h9m8;k*arsa$lGl?ivuF@qy41pTd*z?1b13}AYF)q)XaRCK zAX*6Y7&f0S*K#jA&YPgylVW*-r4wqX^*opX)^bh|G6*K|8}gy1F@Qk_&m#HgUwK+_ z{R3+6oV|l@9DM^n`rMB`>aJY5J^mnA%*903ZsrHDfPf?cQ6{F*ookIlxh#O=`wkrc zL`muPB3q=4a0^l|q03nJq7s6>`1_qe~s4#=;QYgpX z`387C6YkONYf{57XqTi+7cP&lrx9Bt>K}0u9y7$TesU&Z0w}E#pG0z;78&Ub@_7K8%ZClQj+D<6hi4G=2lL#CUskTQwI=(H@Fdz zOyJ;yV_Sb^DS()yKqf3N4M6M~xAP%la~sLVmPD9-^-qyJ^Bj2hK#sF@&1#N?hWa-^ zjAP#$fiwzu#;57Q(1JxS3XoalH*}^~Zu?t<<`w~voMzb27TZ8YpTr3>>w~>7EuYcDiu0M+Q^#@R0z9TMZeNpHbUO#a;8GT`{0>pbZ(@xo z6#ok~La_sw)-|{)1bEJmfU*FM)+NPZxPj=yF_R+<9k9{_bx8|;wxZMs*n#t{SU`c8 zK!qc94j>T_AB^HX7c&9Gd?0^YFiKzQCvsV;jG)narhjeDp5(=q~uxF9|rN8L+)C zX4tJ=Nk!P&m4K5h)o^-8wH35D1;s1}(NJFC{o4Rn;Q17Mb_l%lD!48|n|q+G17NTQ zt~i>{T18H;+K5QYLD}?i)NZ&2YB7}(5wN}kSdc-IiPkhe5&vj!2=q0Qu3Sjfb^^dP z`219^m-Zz{C`rJkA%a7I30wYS$a@1ku&)F^>3H)vA_2YrNX+1iDR6!yhibVc@_?B4 zwND&LlXKN-s|8RpILjqE5hT%|&51-q@M%%>N$^w;TxS|dTZkpVsM(A_!28D90HJ>q z5z=R0l#j|1_3N)9dG>iA?}2NXZ`#<3^JQk!#F-xhm?;>VmZ-kW7>Nl-MBvP;Ag%k@ z(a%aX{8GRniEX3JI z_kg3jqBS1h15O@@#|%@o#H6FqfNbW_i-v5(*7lOw z`)FX~OoS4Ma52_!T}#sbk!X%MyenxOXUC#7KKBVE*PjEncSC_+qC|yt1z}^xw>&8A zOQ<+;dS9s8@*ZgCh9vIi0vu!#zIF5pz{oz}f_X{n3ECppVjitICXrXN0a2EV|FKjv ztI=MSh352WA>*?L;9@Rm1sl7vQFZ#tI2Jc{`IqvHuTT=po}+3c!U&_}$z>tYue}z( zsz05QC;-?-YJx#kgiV$Z?-6cn=EqfYZ$VpThGdSWW*gheHA@}HpGa<`r31|-sNeji z1lDA^0Ahnf)qw>le8={^34@-Ty9@NL;^U1UHqY)bk%qHOi}j2yozFZGlRS~6$ke53 z<(eeV`fombY9jrB+NVGLX?*T;pTmO(4=@~lxKd4?To7C=z~yxLbLD&tX2+@$e_OEt zpPqp>wq^d0LQn82Zg2B9iNk~Trn$g`iCNZ;2solbG@-aS0`+;fk*D@*N(1VR3% z|2yz+zYP5MKPzUE#RMU0%o3K94E5`;qWJay1Jx^EK>j!XBjkVcKL)KC(>rO+IW_0C zHOZ?si`?|Y-JwdjzG#=daLh4M_2j}hGtkz7m}Ezr66m4lv6;vyYPgq1(WMgYih7wbK4^-iRtL}WnAc})AA=FdI6UPn zy`D<@i>XlGo!*y9^xM}2oJMMY%wDLbBvyFZ_uh&g_3 z!vTu^&r(86pjZM!^%nxsGSMMGUD%wq%x$gEU1Mq9+910MYykw`)YO&3GR-zolX5;> zDyICjJ(=yv1i`nz1-$th@V%diFQ_LTW(H5jsK50lkfunV{|G2oQN;A-ksH?EA2S2j* ze>#>v4A!D%+t3aX!L7Zihp5sj(zGRM;B~b?9IBQxy}j5ex$` z8&7I&R*5q70gV8d(19g<^I*Ib2t>vRvqEtEcEAvbw0fq+dhMN35iFk)V!!A1`tj@d z%Du1PCqDiYkGd;M?TG}zuEvWws#pIUND0aAo+OR8{1^Zlzh7?p1THmyw!_>nJKu+_ zw<`vO^Den(U4!Qn+2GCeQ)+SDG!;MORH)QwZBtCG8pOi{;9Sj*6AiLCc-FDMm@le! z8#|+sL)JOoj#eyUMRwTbYB8;uuV;J;E~WqyiH_|LV>(6q3C+e*gK>5)+>Tq{r($nj_|wXZ|x+Ddbv zuY6rqkbsqTKGmvD`l;sVSGiy#y>c^9t;?u&1=Ek#!F%^j@claijEgzw*^em!KrZCh zlM~?VNHoR%8tCAb2H6ap_M-PO-^(fuw(Z-I55*VC9E6exJ$hY`fYkYslua6KiEl9P zHIH`yBefKd#P7MWD;wEt49)JMIv2AUe)%APcQ=qt3sF5lo)OtKcmY(Z|;-w-_W)I|DT z+VSidZ=Ae=PhS7zqwdO5don?=s=#;NLGgRPj^a0d70F9~3BAAdDWos`C1C&|M9Fo< zFqvx?4XPg|sUzWSY9eIjQ~Ar8VA)mnZdF+DzkjEq(!7LT8C#2Kin;Xl^bmaKb?_Ts z7s|6|o(CP=0&i@~x#Lp-qw`~}qj*zj*79C+(+>cw8jpqG%a`(BYeNZt`5+k}Uc;Jh z=zM-8ecap&T9lmLI=?KylT#rY7_JK-j!y(MN1MXPd$Et7CV&`4ml?oetzCrJFWSwGfOw4BG5 zb{t0CRkN@?pUe_WHa-Jw?}g_aB8FRF7&UJv79!h9*Z6z3*7Jm^KQhX1~MNCoZ znj0(P{Ioq0?TG|I{`7y1`j>wh#n1mY=>4akLUQ|g0EAF=I#54p^j}v?^O#6m%ruok z0mO>q+UA%f0|<~y9M<6!Yw*Jk=lBDHzgfIc}T+s*T|~`xSc1*jt;avY}$EWqGzY)5^S@+)6C1$&6LgT=kv^}3P>H5SdxmBp)O-| z>0&A-&%7U^Rxb-MYP^2)DKI^i4Ok;%B>={0%H(Fpa^`?o@Hdf^AU18y?yt%DBEWRC zt7wRI1s1wdS-6}Hdm)C~PSsJW;pi2_%(h*d{O zQz;Bgvs~f_o@#|xYG3{8SMka#ui#Uk`qbsYb>HFkWP;!y{}J$Ke+>FB|L#McnW(8q zHMer%K+>d1)gW!7Nm7kOEF(DDOQ~!x4JnjFo{ulj#pbg2yUE^BgYVw~=5x?9&o%S? z0?=Eznkq)sS{@<*%qCJJ@XqU!-6!%;cT-TQ8!7v{1Q_F^*5fx0vKYf!80o zLw&JbO&I_f*KK$Svs(=2LtG1WjTrEBXAuUw@d2w>B5F=_TkGNwl0j7(m$?x4+vL|66^lG~Z(dQY8?RMHQqLBqDfUuYL5{8Vxr&kkkdP80c=jRh!oZz9=JB5-Psnf?7t6I-m7cf(aR_@2)OB`JWhFwC?D*s|QrQ@1QvZphd zdI8n@IRi^k?T*#CeQF}TuzmjXpU2BDzl@*$>7PdOAtNMs@?gQ&eT{z8Auc2nhw$JgsfMeLCCS$qZ`ep>bt3P6BM-X!M0=c(V zfY5@pOQt6P^o#awhD->#VeP))lj>QZ#+z`#H zm_@p_{xDY9@Xx&!xf!QIOu?9(B9xIzbWCX;lh~Kcg^Ap=t^^3vW|VFK-KuD4It0YP z7W)Zfr{!0K9o3u#V;QKVX^g(T2n_xF`F53Kx{htX(+%?|W7!v|U|8329a+I%51vm= zq>p8LG6}Q+F+~+qG{rrN8*NnryojIs7JOK(&23fl<&ms~axQ5M_XmqfC?(l=oFyy- z4wMV0IZA)o68wG0`&Fa)j_#vAybrqlB9ft&3c5^kmK(JGHp!QxCTsUFFf8WM@1W^Q z-9pNHpzF^9H=hr8s;de(yaPVI1Ag$fu-a_wO4+8-MqslMvoq;lvnnsKLpunRa?4{Q zA`wnhKw%KD*%QD32_Q~R!FgZ6+5C}dCfeZEflOgB1CNh|pK`P*8=yvTa;+Mmfk@U9 z4UGuAxfeCu#Y__VlT1u*vk6e026L%r#_4J@mL9OVFXJc+30Ue4fS!)6s(^eX%g3nP zP{rp|SCYi9oVCGhNdzV}1FB{m>i*et2+^yE>!AhS@|Rcy0{e{d$0`_#2{wt5)vfg& zHU1XR`Q^Ln82?$rdce)knWdjTn8t3xtm{zskFsc)aqay*duk%>Xv~aRIm0mja8agR z)E;jTeDj;YbOPMI?LH(I-KmS$I3GjAT^%?s(O-|g!7feG+GT+*MtmJVXdRydsO3G* zax{<;YL=^O39P8J3OYzC7bMv-INCWD?YXm$WM}_^poc5IsH@U7%*T|ZG3?%I1XhbE z-KTjps}TvH?cD(F-H`FrCFt}4>eKtc8*j)Mwhkm|KOceyLm_G|i|C(Jz@;wJbUR4N zn-f?08%;o3+XP1I@=dV-AHOTUytOR>XiMYh4Wy7TAg18SsgR0W01OZ{gK_~bW}>0jPH)_7REJ#Ut^ng2BDvmHdaq!W4v!9fXvR=~#06>IJycb!1F8#6cqq{%#FK zV$%!_G(tcP!Wsm)87b@LG>oUEod*H~u0^A?)FQ6jJ)s4gJN$)R8l71Iyor33pm!-4 z>fxX$h%SL^qUK#hA;;gVnCUzZqOkZ~-v06D|1tjg*Z(QFrCa?eTtc>suPJ z=NqdTuLWk|1z?E;>knj8Fz^eE8_tOkHq@l~@;y{D)9LDvc|f(FBvGwps6wfwIF!+( zrDmy`G^n9JT)la`pREBXqLpyDkj+#BO33KL77OXSm5wsM9}y_&0lPPm?%tHk&Zpp$ zd*I`{lCqJDwnIDDbOYC1uH*Z%nT|H%W^BGJ+dxCWiU)nS@p&Ogwf|6+qSpuYZ-l@U zo=+tL6#&+^HRwenP&anu>KZJ?v#|u*n1`h=VpJFzUvb7I>E5@c~~ATFodqBB#q}N z6<@q|9rH}{CUL=cWBb(ied~0bf^ag*IiFk(s4007fHLG$dOsXk(5V+b+|_E-7b)}HyE)4cf|v&?JOTiy4k?UA)7*C%ML zu7yB5EK*(My-O^+ww(?js<|5miK%{{51xV|m?;l zF_Y-h@sZ4LS%QX};L&=c-<{7gA)qGkSfWd5V;5$!#p!*~KnElB8A8)#)aPr_&Bo8_ z)+7T803ztHj=ghk+rN`qU+P-tio~q0j6gzSUx87DeBY&!1;C=#8ofj-TzMV1=j|;B z25^X<1=B9Ypg6NAfrYTUTrY5*_y=J^2>!R z%q}JgJ05tClAB(mE~7;1&95fyb~*IBfcLZ~9eA+3+GLT1tkp!KA4K(QNDj zw>}0g=0c) zgZ7>Q_MQ>2QX*}B_ccjr=&yk`_d(kSQhq8QfO^r)#YrMb`)ivz2^v^*ek7ZB@Hgrx z?7luvvUZxCn#BmvLcbz_agxR$DP?V8Z#DxYwIWF(Xw(&WdM?)*ZOCWdWLXtr8Xalh z7c(FsP+f_J{NNq%a0AKqf%q&pcJ!KOpscU?h0^Z`-~=A(y(*apWIga;O@ormR9eaU zNYY4zZq@|vGYpZ$@-DJ78Fy-PK-8ivtpZSUatg2tC3Pu&&VFAF6jJSk{B_zOW#3(- z6<)~=K~cc=TB09^2{4V|8PSq4J!@91dBWTGe9!k_Fc>^G00=zpAo$F)(f1MAK zm@>fBZ~nP#KI_|{%>$`LI2eJLqk-8Ne~5tX14Q;5H7nOzjib~OMrkzNfl^SamIm+B z)gTK?k+2FJkvG*gRFa?~(-r|B&5*2b$H1KF7_^v*wrWwMJqd#1vJ|suZzNh&F$dN* zL3vMrG9Ljf^GN~Z3h?+GoM+Lu3a8O$Ie2|XeqYSQdNNoC(iEJk$+<2;3vViIR*Z;R znywMjXI@oNV_XG@28QNO)yG6?dgMG&L4c()46{6Qt9{uH&hh`Y*IK&=OQ5;bK|QV= zIO9yHmLg^A$k=oMeV4vFOr*DN-NLO~w;pvj9;!WgfiYzXEXMlMdf?LL0j?7)^(6@} z7R9g3+!(k8SELhs8!dpJ-T$J1g9}?rbG!V;?o_$sl6ezQ(^L^TNNpnw60Xi?@E_SV zRco-^yl*F<$mYg0&#FX-+Dr3j`gY^svI5Q@pgz7Q{;#SO)9Ti~1lhQfIpm299AGh6 z#+#-=qeH3pPILKerWGa9o|LM(h@D51$Jxx|%yO-T=3VwQdQ|%&@(}~`DR_1!z&qM@ zAW?&%X()3o^Hge$#@+y&=Hiph@^J6a7Bl%bFwmd@P{GH%m`PtvldOzYrBuJC`VB82 zW(c3Oiu0~q-*#^=JW&*O8N%-xn0M+3oQ<`&^nSN{b%~W`C5Qq|Fl=1FJ?nZI^wLbK zR6ItS(v#A@`vPN#M5D-uvWZzjv$4i7iM6j03C3}a2T-cr%T&5!Rf{uwf06=89)eNA z^)6`)MAMo272ccX_iX^+6#`$_B>yx9EPxV`a*H{_MwO&;Y!E;yr*(u2N58Gr3^c!G zmtYYD5(Qp+Hs-fl%mnx{2Z#xP&3z=B`+%hiSedA|z7EcE(8eBUYahI^BT4KwegzEC zmbD^7mdl!<3~bsTCE}|c4CVK7f%@d7^c{>rcX3V!o9e-oem>}MZ! zSFYS1e-I3TG0xoP{RFc!L=I3V@i$DQ`h8u-h`n%~M562(FSgSn!-iZzm}%OYm0mwh zV`>Fa^OZEoxVaNx`Ne&oTJV!lwDg3}txGF_F|~>jCh4X?8rdO)xugVG&C;av2NpA) z1x0YANxOU-XqlhPpOv_Lt-xlZ`IM%mWIa%l3H@1r1nl3EjdFS}rqg#{2VVUmFx&ub z?SnS=rR0*=Y)lLGH4sTj(*sEY3-iq04Pftv^tG;myKjQ;zYSj71RdOp{=V?clji91 zo|yXpG5={*dg_mW{!p|Z)nX~hz;!9Uik^#ocE;U6eUubVm1S%Jq4Fs(rVJY z30&3-`&CmkLe=%2`bKMId&yis%L1S>f~RNw(e>lOpQ)+E$?MC__n-}^W?~NSYXx$Z z?Hg}PFn!ypU8YVy^DDs6?-MJ*FpjHnzPEyCG30Q}6KW#;_{TqvyLazC>TWz#d%Vq| zzxO-9*S`+@-TwlO(k`ZznG|0xx|v{lgIGev7A1fHK*6_AJBiu790sPVq`8J~g7wAZ z=I4ya5Yni_*J|&F#MsjOfHuf+LlbQ*jfeJ4>KrDynC93bD4nKkDHB8pEI;Tll__th z%$+@pI_BZE%$NbBEltF;l31{fpM$yr&X2)ohmxN-9|P;Vpv_&OPiq(EUGgF6Gc_iZ zmNqMgt3~1bREhutpuOwTmo$l$7<@Ep+dR3L3Ef(j3BdWtOiDn#5qL3<5(3j) z{$ud(My-(jIj#G5_of2~Tm6g|Zf}_#8f)Wj3Y092IZfsn$TR3YHIaVM?a4HU-g;J& zj|-=P1&wS9ujz#5t2>kxP@L-~*)ofU-@8DL;%00TzirGQ)f{6WfDvVfS0{vpYxCC$ ze_wR}j%FM3s;U=Z^UyyV_qI#84aA4*C#jg99;(^%D1cefGy&S2WIX{#3v6PR@c*jR zU=)2$A-UacRP7wHP_clcCTP*8UR$rK=;zYJa7t3iKiu2{p7|KKEW~Vj`T+Ia*8ye; zuGu;OZS1;&vJO1VZ00EMWE~g?By!B=w*1(9&Zgk;RDxdm$~aS&;wQ}e;9exzrv5M# z-DM&P=qeW>L7V62I!8M9`9OSxy^;I?z#;)pN@2J$p--z@ENLWFA=Zm5548>DnduYU)FJ__z_6DNW_J&a?I6oHJx7j$R4D|-$lT33-qGx-Lsz?~^g*?BOZJv_^sC3<# z?~q87;*;=r8*^o!1yj6fQ8mK4)%gqS(gYtfe;ailD3UO^yK!rgEJK;SCr&7Cf%cM? z+_-`hhTFbEJB0N4wZX8Qix6c5ACF;s?f5mkdGaQH?D-#i)Lpr9d%Qu=Hy;=S=mJcE zk@~A@E2Y%R7qoxvMGxjmjy^o7W>Kx!>}?|tj&cA{2{cJ0f{+;)t&2t#v_?il!nB|c zM$?0O-+KhlN^mW`~AW1}PiQwvxxGkr443%jb3nKl!I+Jqh4sR4BBqIEun z{!>rQ)y!ZI@U7yp9DtExq#&>i;H=kA)27MLsNJeUqCIsCl!)n(25Z2z=cEtgQ}F2n zNyV6)0&80#$Oh}X0_=4q^XfOkx{9d=T2Y}fX6v&*C(S^6*TH+&VP;9bcULM%Z0v%z z_rV#56cYx4ibAQ~N_oT0++J6bTUoQDNu(LDwJ!ph`Ohb3LJ*$!MXT!#WISmKAZ=PR zy8LWjC^YkSLb~Qu!-e#T?Rz^lJR=3fu!gmuwSgW(o`d;l4YPtDE{T3Pd#}&|vaP;5 zn@E7nuwL3gXxCYK_nb!A;d^fk)`EY6xn9kw^NIRkM~|I}G)pq{v;O4=eu&!R?Gpq9 z*osMqL`Deg`5}~g1x;Dr2Vj9Qtqr*ils*`Sy> zE{xrqR;c}R$&1n92Z>sqyqMnjgJ6oKuz`mSCxo;o9WT6faRp@Bi=AW=2vL_xD^F}6o!Y%r;=c4A28#a2YCtM2T2R8PQld^z?+cqvF;kYCJu$Hw zsdAf0z}8QtnoA%wxWp>Z?kZ)#RCrXewjtFng4wc?&(BUkTYFM5!#}I8;0!ZmmX5Tb zr;&_0miFUrS`h4$u0iNJs};1(q-xQz4qO^%x7Tu)Z_wY-fn^{!uxRFXTLFl^&p|xt z46bSQZ)qOFL7iiXhq{;s-_NY~w07b9)SgJ6Apf&p0zUtF;D7ob^#fgWy17!8%Q`IQ z%NhYCB57Ir#KKXp`QQe+WbwND28yz|nxD3IL`rRFe2DLcpr!aGgR@Qn!AzJ5Ind?S zI9kA{v{T)IFA9FEOrL3{(8y6D_2V{zWjoJljne1lJjwNKY%Ree%M~EiA7@g$0nS7C z9~;`9nKZpGDam4gS+o&0Ed~bCN!;knw02o7MJq6z=8{yN^^jb9PRz4shXROqUX^^d z%{|cOzSI{qt;|e{NeU?lXaKPgt(npeB5S{R^b;zK6yV1U*$sH2O})#4@F=p7eYQTI|F({FcMkcofYXLY%BwY3VaD97|7Pt zdljrWmW)sB&-0#GdlMK!ff`=|+CY<||T>{n=p-URA> zn~3jUmw+m#Y815vbQw*ZRcbLovfNb`V^q`IN0 zSEgcnLk&8#ONus75Z=wm&aSBix z>=2AURVf=zlKZ$AgqM;if}h`D+x<5U$i54-bn>!ttpO)i%(bmO!T`(eQEL!PYktGt z;Q-z?>9FDXxx(_sLe3A=ehi)h&H7g^0{ci?V;~zxs=%1{5eg$4A1l|OT+$7aGzSiz z1Fk(Ub23%a>4R?puYE~Os|t!(-_e9`172sM1&c4VT*R?A(i!x4PSl*N&#x>1XdqJC z(vTBy?N)OwF6OeXGEK247ow?|0AMtFy&v^x&C%x745K|0VdHM_H(Fx zOA>%G$#=7&xVHHiS7{@7Ctfp3(RRJod^OI~jVf#$h(f_dvl}ST+-1`oNZtJmFMPaPDa+w68T=Ud!#{!Dq`Z_Q@S8BI?33wT9xQ(5H zA1*YTM*~GaR-?gV0#G@#J~slF8d@8XB>IOb=LlxZz;q(zqc*l>9T_3?q5!ISEJDp1 z(Wn|WXT63X)NVWpvLt^h+@hqe~#3YeXLxJ{&s6JUP-QTO7Z+T-sN zwAK!c0c0WNO83N-axN;ZRA49J<{GulHIz)^7-8xcH<9=wXH(Js+SS0xm7g)+msRKX z{=HQi=S9tL_D-9O;Ag&t6qHbipfsSOCCyXEZD44?Yx@Z4H9~*GWQDP|K4~?I?|;}` zOp8PeoatJME$u!&FOL0jeP{{^zE@XS=An}j6uj@Lk&i~fk185mE_br%L`%mAwG_1y zLy`v2=CV-JsrnPEQov9(Meu!r%&j_ysM@fsTu(6HuB+ zj-q{6%)ygW?H0v!3;#UKH>`bMwNAnlGRi{(eC8(CFA&Y9Tu1t}j%#xp+-!XVLJaQx zg-dIw)!g^oC8XJ5UFUVJV}HhF?iQn*^XBn<*i2n{+AeHQq)!llO5c_eVa=qlN`hvL zu1Yl{q=@B)NK6b&B-fcw5opzdiIoCzb6C)I73;o*AQ}I|5)6_gF=V@Iu@eb*B~jBH z*LIM%ThK`58Vtk=*XcmXq8VIsLmQ5FR}){ue`DasVc5|hrod|DkSIYYyX0#ucD;}x z$i{1R#kPfsQR=6_E9!Wpv0Q6+_u5h^CmP5}mnyO`hR=20pz9oZLtK*4KpX#!ROhyP}EN zI6Q&5aj1f#1;n16`NJ)MW|cXr`IUv zkjfcOVD#FYeP$^Ztd&a2GMIT|?r06J9RRk|D6H@9`cXa-VJDbb>k{Psg{#2O2^%3I z72I^YFgwC@JH!Mjy>~FN+V#C4-tqnrH7iwEKZ~h6-~Q;sZ6f`Ux5pX;i=X>hWWV)W z!2k2R01@i>0(DseNI<B|&ofXUiVNHluLBsHM51~zbPje43rpu)OA>?vsLhkm*kF>@ zH4W@r{-kiPwJis~mVS{sp3yq20S3niQoFYXm9S|X-i&1>iVPG}0Y%!o1?=CJeofS$ zc=vUob{lO{5)D)Zz&esT_Bj$?Kb$p!!d$xTBTd2SNCXCE zdFQ5M@bpYTW3VopwSj;I;TYYSTMItXohTK$HVYW3N?3YC5DE+!>^gS7nP(fFryw7M zU#y0qnvE%S!AsUUe1`^X@eULLFwntq7;_UE1BxOFf6aa_PrL=s=-!c}0BSLjrnv|l zk60^w`K_1n+pqpMe*Ulj{3Gqh!?ed51e1?^6#U`~IQ_yasHRf@kc}kIkoI~=Mg{G zE!-VYrj13^P8tdI)B?&RzKo3ofBmVNz{z$_&>AhtTRsmjApuBwaYM1b)Rk)e*w7hqHO$UM*@m(d_}bWjXluzHPH4AIo3!T05!=j z_cK@=Y+TF|paewPw{LSJ4Voj70A7EjZVIWi!LxG#uhE7GPNc$Rv5s96U#8c@u)3mD@;CJIrFr)!bWq(Y35l#_6?Hs;Od%vwj_i}je>`F&i=yUUDa zVs9@j>ffz7h?A`I%M{t9M zCxJJXQ>W2wvZj;H%{bD6v4EuIM|A-tpo=_FA0tKS&rEM-E(|$w4m8crX_RA07Q^g~ zR?O!j+PwfQaWvXBL#;+LBU1Bvozik0H`p%UqiMH|qPcpDy248T;Hu{DwL+`0h)%9b zk=(OZh`;ZjoZ*BN12*#^ujpH2gRGqfx(qBq`|(kxRS_uAOj{J~9kL-OQQ+ZX5vbkx z^uBa=b5G2xJ2ybRHJQh<+vyn<`r>l9h2vbD+Pb9KVPfqK)5I zY}Xcg;RR2wfz*=k5!bIL@xF2=Z63_ms_9mpX8x{uZ3AO#_Ie0wFf%Hln8S* zkVeLadm{F|t^w4|dn^SSIE~p%wRH(#-r9uS`Adacz29$z3DcgXZlXM&0*eJGOC>!a z6O&ORf3t1k3a#!~FQ&;SQ7|#!ZX9-jkH$=6YKntKT?SyRD|w!#p(V*OICr5P~X zkP=Zx$s!O1#W1dtO0Oox$&D0ezIYm~^K!5aqWBAFx2KvE&A1jNbYO7{5 z6b}vsC=ZXYcyNfx8*iad?Xx&Kl79~mv3PKZYCJ*j#&wKt-$MVHn;6`B1Ub{#(i|9U$wv*2PuaxSlUKJL^yV)L zzDqr?D`>|6PAhnjkuC!oC0R7JR}VrSj6&3F9krOo#sGxqOjk7kAhFyQ3-D|#e%`+N zs0M2-jnA0`;qDpCR4dG@c6?PY=QoD)fw1YW61dtXw%DsU?^zD8rY~5;Y31flQ&c!m z#igL#TcDet0J0P~xd%SFgZiCUfyw_X)NU4JGurIdY?>XBAD>RbHYRqK3BTzt2OD({ zpF%Dm^QM@k7c)u5&-=1*n_o_?DAXT?zqu-;jv^4v`&kcQNkD`w6TTsZ~s@IzJ{lF`H0+S>0p5L)-xE~dge-fuFF!iN(Ic~@DPi`V@&?y z8(173s^)ndK(jbHMlu+nx3`0QcNe|A9rX71u>Qg=3}1L2gB#bxbh|b}((55sE->)4 zoGVw++-rgE-@ww}h<2+raA1Y$rvYjR!8lwOz`SnGUD${cWhLp0kWo8rsvUr^%CyP= zxYCHs0v23?GzE<|5m;b?uU0pbV4Cb0&(a14H8Hsj$fruIe#+5@=>-h)8(uXK#e8C> zE#?U41}@FQMSqrai5S#pNW0fTySKmz3CHQ_ebnFllAN=-8}btaz+BoN#Eq8?2!XiK z*AQP7x3tUEV~uGQ!$`O=Ih8r?4;2udbptF^bN~Wrg#jWEO~z#bE;LtC!7wztR(q|l z8Z<%n3ImuBWy>uif?p?X0iiV?+)Vs$uO@cKQ(G%^QLT-?0W^bW)btwY@kSrGiS*b0 z{MYb{U;4$z3Irc(pWyr-{Uh}L#jm6KzkU^zXP{NK`=v$}*ri(4LKaM~f3fDb!tWP0 z&9n#97n@u=n>SPHVrSK4nSt{36vg2&7DtCD9voxw-~kHLJpI2%M<~z77~H&$jqm*g z)<5?P2rtrlA3iG+Fs( z*6nN9UcdxI3f#Xq1&vpXJ?1j?2!-8ZV+feaohJtvwf-g}A+D({yq6sgT9S2>t+b#2 z@Y0rFCMJTqG;c(dyV!<0-;7kgb~{W-shD`OaNO1&_FMUBd*tgf_>Y1)B1oA;k=U(8 z2(JX~O5>gidls=}W_|5v%4%eHLEz{UL#`RV3R;KbBMtv*mAek4OONYG&wEPITmV~dDeg+ubExgo>MfT$Ox!BEbh!E z*ePu-6Z`H1)k_g z*{u=1G1jzGQ%Z8h+v!4Dk%e0l+=S!=$UPG`{AOGUJCcQtaOnezs};Lrf@spRFnO&- zwps~pTH%7Z+th~*zWb#2)P|6yuKo+~&^Jnr3mpbWNg1br-}@IPa4wZGO@5A8xn0ZZ z?f0`DK295nG3u;8zY&-LrWz^FrfDD}6IBeoD;Mlub7SQf`P6Yp75sU>J^wO_No_-k5YrE!aYb0dOlfDS_(a=~JaLBJep+rbjK#!}IM@@qKCWQ|9$bxAOG9KdN z65-1rJHC&zwassC5ArrgTztkoa1XT7A1SIQ9CbiG9-{Va_mW%^?^9LzCj7@qyRlZe zyeNJFskqezQ+T-XQyqU?R^f|-O$IuYemhD4S@QTu;}0pNXiwzDZ`-V61Gd!VLPOD( ztbqDctuU_Yy+c1G?mn?odc}RE^%*>+_J>nBP}CfzWEi7DO>$9kanEY9g+HJr6)|dZ zAMUW5J41JDxFGkUWB;)MvEaJ(+XX_u%pJR7-Fe(x5UHg`-%ddDX9w7 zrHB!$6P{e583Zdn57@5Rogw${e1#sNPK>4#NyU=&n3i3_#(%n#8%aqS?*xH=eBfZ% z*U<6{i380U=-SH_ah!9@1rhQXrIQlz%11F5e_?wwOLd2BZlcWXpw+uw7=K*wVGh&K z4$lLUlMY9k*k`*vpx&)tN5Z)3^vP!%3Svgi5(}jt4>{rwx`q|*Ib;;b29VjAT1vT+ z(HaY=c0`=1gAOIHJz)HQIb*|Py5ApSSNZgc*gh%C{a9k8lz+92>CS^l_h^n1S>B>a zicWYoq~W|arp|SDrS0Obq7rbF(Xz>mxREwF#`k;my1j4I!}#E1$zBTChb!nVh6!zF zt1GhojTg`uuH|otbvhQ&{AlkIyx2XwYA+?exJVv&psO0x%We{a{%k4MZ0r?2Q-k(jCC-C%5$J!t0ROG=^IHfp<3sJ%i6TBi#?2sB*hmRK~ z4^u?4TTj^3)tv#?90n2|+~UZ6Loy_Tt2F$-XQRFwUQNhd+uPZJgYC8|AxqdXXG%-- zdG=M42NSlfd?Zq0^VOgLQ?;>`tYkbkCb-m;^jQMb{Aa?q%b#^8GvUeFOqMq{xNYf= zL5!Ap7yQJSU(Na7KG$9!NTq(?Oc|)FX$TaXx0x4%`08W-=^^mN;W*&#dPBg9;pQ-t z^(~ROX4du#q6PPoBDv8r+Hmd-3(*c_eIr~koPpViyW9;9x`iV62T9WBUxRJRH)BHe zSDmMNBW=Uu{;t0K=HrQ_zOJsk%}f1jwCf2@?Hb>rnpT>Y)^lgKg5*la2Bhl}9lN7_ zM)>d*r=}TsWh5EpqT(1anv_qo z>RXh8zI>vrtlkW}H}K$DRp1NCofVw9P$V>HkICJDz5F%!hysHfbtzN=wOM@IgUhfC zGu~cvoJXL9l(dVn*p(*wG=K>Mz2+c*&m;@qZ{yiRC&k%Qe3NkuDG!vmiQ7 zd#zb#H#UXL_sF%sf@XEK#X)oIoR2%df9Em%h{?kkR^)cYoEl-`##x$eZ9wSmfTPO-i9Uz;|*hBi{P~hxs3x@ zUv`y`mtu5L9)8t;SCQ5iYoU)YM0YPi?z$n=bcF9cL9D^X?u`_YJQ#v-n5O7ku|tHU z4==jTItBgWhS$DvClIPA0&b!FcNlG+&$Vj5dh%@iMD)sH#Geoj(prI3pvO`gy3Q=P~ zV|LR6c3j5U&VSi!hfOwy4M=LiZMD4Zw7r^S%hjS8jyj=KtP=LP8U55np=ttY>mA{i?v79jx+uLW1$(`#K&SW~Np$$syY|y=sQt>i#y#J`9 zL?caXMTBJQ-WOunMTN=<&(i@An7#$(?R8!8Cm-)G@BuGnq5SUMdT6E)MG-`lJGX%pb=|(z+d`Kwi|Vd5|^e#Rb<0E zZNUk=Qm#m1y&Vtt6oYyXu|t9}??$mrBDPHh(sAZG;Bq@td2fKrqraxTu^n ziNW!a&2o{=y@aJigtJK`91QPZU=O%bB!@@F^x`^m@j&@k3rnL zc(m5sm~il#d0#wq=W=Ps)-J!@5n~hTRK#$eMkVd&Fy1_W}O{QR}4$?;t0+fH*6(U_9hf?E_4}m?3 zq6neT7*I(0(!gr=UN;wPYn|cWi{LahyS_Sfc!STLqEXx0AS}-}{&huHyZ7P5!#xYd zN&<(;dE+aSi!pFd0$VXHO}v%;ci#xpx-c%yD3ntLD2q|5b&^^ta}xVaJc`gTIJmOS zXwBgZ`&wQKSlSa=#4yFIFSh=_ z>i%^WD!1pcAS8V?Y-^yxAmt3jq`n|I7Ba{nn#3xTX*X&SV^o;?eSSy7@zN5EG1+xb zkziC~!}Jr`;XR5nbckrb@_NG-I@TKpx2mV@f|4so>br3k-dsdpBF()M39sje5^u)? zlkan}0kI^^d;fr%6!de-2kMi+2I@l&KYW)5!r97KQCSROJLSX11*3oDF=!)``ui69 z38%M(pxjdCpE{yXo{q8la1LMcpebG@k>^Qd%WF-)Rtf|a2@ua?<2W9{F9=^Os`|W> zH>oex(1jPgNenn)-N(qJ^45m85*P%OS^q9*a)&Q)cE-)F%wyFK(4mj_Q6|Y*hOlS% zKV)P^=wlpM&rh|t#Zb{NR?e~)R%6~_U0OW(lQ`l??5`JSi-KtJ~^Hs$v z(eMYcO6Vq*N=}Mqu%yUKd!BI7*&d&?$m4u$5_kNyb#HgMvcsthPSL{?s?rYN(}hi` zEo~)iOJSeob;gb<$q~9e)B5FBhNR@{i(RxAMf;6d+}9ZWL6KQCzzJpZysu(;_Fqfz z5~7R+zZTxZlFYL_W){E;T~ zCJR>P?^SkNKP>_guw92+$h$0@Ok<;WOzY})+z@fNhq}1oF(Tv?D)(NG7GoZfF(D^R znHfO^F;?F-zB*goQ#OZEYk{H#})&}$kBw{~)w2X=*MY;C;I_KlhU};@xwYKGo^|(pa zU$5(#V)kZmi{{(U@Y=Rd_pscjIJ4UNLNj)~#B>FugW6h4KWHH@N3QXg^vKhY3r?s$q)Kwy9Oq^v=67F}sv*{mksl|G)C6jH97`?4 zDwi>OFo;^J20w8K_n)dyU7}Lt7O6DmdzDjN@06Ib*6(PQZ_|17sYW_cwkEZjBC8W# zlbtMnlCOD*1(RJlZK|P~4vb4;Z5|X&H~TLUYR72r(YlEYv-e%a2HywT$rt-~@otKK z^h~i=7Ayk>$tZ#S@U>r+yEZQw{cxu3_@fNku2Vc81b279zQ;UU&+`A7<+fb3onAdp z`w`P9WJ3eiou~PpX2SS`z4>F?FS`irz4r(p0Mq=h44WSh&3gfG#QwIZ#wJv{@1irM z)V&ajT$sHFE;`2XW8~HHwDDXXFKef9-||V6ZP0WdM9?*3c+AvQxx*VV65r;qJ-Uaf z&O=u#;^@h0N5Xuo@MW5jSx*~ATVZw+Zi{BdoQ#OZ zQaKyqh>NY3(NmMgyH858dR~MW5~xPMe6jlzF=*AkI(+Hmyis(S_tR%20Ya8xNR-X} zftYLKQ(Cl7nyc*it>T6^pXtIHA)|wlGA$>Autv_0s5roT(}t*Kw*9=_^<8xc{8dHd zg*R;FS_y%Kocy^4&Ng1(xB)$Q_<=u^#jA8t&O2Arw*&JGh5HIuvv`Y_)Ie_SNy|yj z<=Ny_sBL-<)lf^DQ2086K2hQGSGex2uoa?>{Fa$Qzx0&HSubCB;0G@3dG9P*#2h7` zQ128|PRi%>dmm@BL#Bm8{qF9|33cgNr?(^gBI-LBpN7!moO{O#1iRpgp|?R(0K=L? zR1vjg2vVYMPEZnWnXcIK<*xEAdhwWw&+F3hFNfU$g#Y{;pY9DlUEYp!KIkqwZsjxi zeejdbj2s<-sQgc)@>$#={~1BX@;%@Jw!hhXAo9P=#_ob!%5As2j#}Cx46RXhlMxbh zPqLBdfQ}ELjS$N(j*<3?htO6y6OJ-wy zCMVar*dYk@Fmnq;&4zGAPfdddmz+A5XmBM@OSPDqnN>Yx??E}_hwTb>{@q+sY1*ux z<8NbfBq_oK!SsPz)PM$?^sw+Y4UOlzI7t?fgjv-jqs$#M7J#LdOxewWX-<&{1g)MS z?V_X7Y6NrW#RX%>x!%)X>N8=8=VQ7Xy9-ZDfv;9p)SEKqg?%Ii*>z6(cp-ULLny%h z&TqL?%Iz`J37|6Kz2uuIao=S;rFY%uj4#a=bIf^+=Umm|6K8@mAbqNzM;-xBglFfn z{4!pTMSBy6+>^FbFxwdOI#q!>TvyK10czsC;?}=HbP+Ry97DfV2g;=Q7f2*}AQC-p zxRLzNp;bmkraVg|3}vT2=bb_SzFcF+*4~St>;2rmVA0CR#s(=y9O`k?>-$CfCBOGW zeGZYu1b5Zgdfr>kC&|^3Nzd9R#kcICrmO5kS4fnGW(eq=C~%}+*=hS{nB|LJ8xZl^ zReu5_!@3lgpyk?r=%Qu0)jy|-T|v!@5Fu*`*vK##9uXSiXW^r{^p@&`7WcdLkx*dp zLwv&-sbL>bGST16%$X0B90bOxPQ=8wn!y_5qarG)ysR+WY7rpTX19@e3AFLQ2Wq@8 z9DdacRT<-79c~!Q!R-zVpr49*sr~!4{kS~d@QYeEzAm~z$a!Z{?X6c7O)thKWY0g8 zy^G-$AH2TXqdWf}7eJN8;cr`z6yZI7gj611x^t59weva0IBaTkH8lBk=;f7!rcqfsp0Q6}{x(Azyn+44ct4)@T8@h|$OA{^ zI5vWZN&E-}-sc5kqHw+&TUsJ)eSSPT_9Jr`y1C(WKYDeCyAUur%ErLX}9hG3t@ zSR5?n#$VI?dqea@lOySvQ$0np5)ZQCWb7CFD^iE9X;$C&nTdT_cx1Osc_I~Aer(Fw zWtW%xyW=rPs0J?=iXT@3pZX}&OS3!dj$%g{=nW`TB+KRm8C2&-nvyiKsZJWX8sd)$ zJfZ;^)1m~BneFyP*Qo&2 zHg-h*UA(1D8ZVuiHvDC$?mcB_V+XqzhNGC3(RVe#`44A7oOYNtn{N4~ydu-(Q1rKq zdTm@ebFYP?t&MC7T5q_=sjF~1E=Z9L>OR+NoLU0c=i3Mfq83{d@TA2Sn1_u0sjzp_>2(FCTpdYo~^ixr2WnP zo|_X?g9yV}L?$Tt(Xke?W#R9(R^u#EQ%v78K~6QXvH>md$?NWuh}(Y6RdWKZnf--< z<^sOhiuJht9N?OUtJf_gEQHx%qF?rni@L?8W$VhC%#~T>o=Mw|^V5-;S3c?j08RaBQiH;<@a=;MjEEJBZQR zHj{(?_pKY?I{sZ0m6~g4#d!9aJaL$m$rkRUhS~=YkujqEEl*IIoS6onx{y;U82Gc> zLAPd?sW66O^pm;|E!9e1q_GUXNZ#G$sEOIfIkpt~{;!m@8axMJ5c76qB4u1H36-c< z*v7b&LZ~M6KKabX4EQ6m=cqfus=KpU_kt zp1#mh@-0W|EG2+6f+T8%c<))$NGmT!N7c%_NiHFNIbiH8pRm3#bU-4w^flDNssd-LNw> z1ES?;bzRf1IFaycQ{UEr6l+*5P;CfQf4&y1)3ApEq?$X2Q))JS1LbYK-< zxEzXlr``xc_#0n|owGXpE)^2-2r0Z)mh?prXUaVWz06HVRc{CtkP*_)6?~ zM7HiYOvLH558w4XX}`PP>g>MUz8P}q4dQtvsSX9N=ja}XXb8ZH$K1)t$=+xv=k5tE zMSE^i(mr)D-gLpBF@$n`q}*N|e9r!Mk=3_&^bmAK1&eZCk49q?O!?+Sj4gcSKqm&V*B`|&y^7Ovm%5zK`A9ux^fcu)LI z%Z%ZsN8qSStADB0ne+DivOIOHGb#f&ExqUHjR83JtOfo+hxkoT=JRS%2$xan=miow zB>zHygf*JMgD=xRZ(7*WZKlF+k~Hg%*Z+G+=p=+zRQN5=ywZq{Zfc=^0krkIaugne za{4shq;Z)*tSAo&(s-@5l8@o4Ow+X%>8hXAZ&L5-1v_vNWZ_&b-;19CK~VK&TGg0U z6+KGON<`Un09Pu&PUs0I+({uBLn8&hTzScM{`Sa>BWW5l(7(9YupLr4&xtre7NXIt z6(+I((=qVl5XK>=ps_1x&gB-D``0)AUldII$eCPF9j_aFS*8#Gj&%p9|AM6>{o+{O z8~DxF%|~&tJocW?r56b}G-kB1vFUmAA>{YQou8j~-;bAg5D^4LEnm!>v_-)ZX@&=DslUz9VJ7yl~JaJ6Xc~eIcg*kw_^vHBFCo zcEtOSp#lsv;8&Bk4PFKbYGVTkMx?OtRHAV;=q5~2)GdQ-LZHDOZUsqjDjm2}uEA&N$Crg0#i7Xnv9J;Xw^HM2Hio{#@9h`p;HOGHB9>R~^&FKJQ+% zn7%kYqSI?{3kvU;Hfuv9@3SO3e3u@m|CPxg0GoHk9AZDIhHH#>r>Gf&R-cyi*a40g&Tt9 zPhqQ{R>~xlg0PQ@$kNz()o=}T2112W1vP;X1J+S4^0MRG+-4ZgLBb&%9OkYT+}~o~ z*9HRQ>m$zpunE!9xjH@9(p)`hbQk}A&SESN+?GbD?p7tY!^Tyxcz@A z=Qf-`_~fMA+kwFc6`;qF@a@6=lU+WWH{#zvt#zNrjaQPC0Pvu#Z$L8Y%RZ5n<41p< z%?HWUy-NK7Hf*t}iM6f%IQQj!FA=5eTp%MmAWS;^J5PSV165|^a53Fk`C_hjiS=~+P#HU_wN3h&Z;-l_Vf3a#v*7KlCB*%t zqE*rahY5Ln_fTcwA7e1gc^R~({ie@p6yA-wduazZanc9h8@l`RwYz#3THq!=b{pjP0Ro2~cHQr;yl+?i^zv6A z-wO}`@VMnCKVOTTqgRg#e4QqN4Qc0a)SKvDSu{@+CW!0R+Dd3)! z+-Sk{PZKmU#^HUpW2%5{^o@Kc8>1UPmB|wP_+X7wiG9p-j`~YOD9NDrp%4=CTIM1+ z=7(@%IK`|*5M?pSpPclDyh3^6O%XnAIpdg8t?$#>W4Iz^+CpX8z3a%!)OQ)|SucZf zf1Y&9^)>vi8X`;9_4#6r%_w^r@qDXg75dnNRu*jsIBi=$oLAisA_5Y`dtx{xr}FAR zlt4+IB+>$o6le`}X1dls*^t@G+QqUTL&-%$lkV}9J!6!> zL01fLHPrV)>Z()Dum#rI8=F>x*0dB=$+QU>b9{TwccomV{W*bLS{ZpV(Em_b-0(DA?`=C#Mwc;U9r|`xkK~p00nlsxcKbR()FQ7o;74&av7rL5q zHO9T|$1}MUj#Krw-2&3xBd79cboaws>?`8s(+7n7kZ%$V-uIg{k3<@r@=j>NJy*pGec#Q z5#B;_Smx*u5gsb|^elRl1s*knsVD&d=y(FvI<~Y_{gMYmBy!0#oO_*Ef;4vR`(7qq zwg_+ym7(Ks(YQVt;%-47&3#2rtN(Bg-J>I02VCI!GR1$##Pz^XZS3|=KGw)Q$8hrE+*x$fw73=5Evi2ioBw+XBjP)|ORrBb>vei;J#S zsO1?8P(mg+44uVe1MfxQYJx!+wWG|y?yup-U6Q>|d-X}D4Xrrk@;u+_sLCU8>GT^( zizT{1svE+=I-1x((K6R$s#w)Nx1bs6{7EkNZHhLK=mjkt+_N2XJRsw1;0Odqj->1# zH!d8heKDPOo}O;7sQP6L@^;f2dRT>G^)e6|LjN{>xpX~GMMVX?4}g=A!QEYQhVec< zw~eA*=+BGG50p!AsC2!$+=UGmc`QM3%_L=C3g{%tWw(1H)n~YX>XVewEo%ZJhwjdB zz(7@eh)~vh;}997UB9~}sZ+rjj1qur%4wu-) zi)lh)SY$bK>+TpP@_E_uxAu|CsD>&nMo}ftX&Q)m!)4+kIn$+%8kf{a{aRX~;3Fu| zeugkdRLa`fud*(_(rhA(=1Tum^vr34Ar%n42STB)pF(=^Y~$zys_ii-c$g(DHwu$d zm{5iU=QJ4=WF0kPW+3Zq8<|@)|6Kp-ff^{K3NR2VP`w2Dy)3;auZQh(-4-Ef< z`|R40>+9=V_I~pyGNxSP_+8_aE?Q}2lBT=l{sS=me2c4rI3Yv^&Hk0xyHjqi4!C=l z0$C)$?CV#_1Vjtt$;N_R#ebO-1iRnyWN&BlE1IN;092}?qVs^Xk6odCJ6j;vt5>{n?vCU5k`z^}J>9L|ufVL^H{*R8xyUXsG;7&di44W5lwl zAZ-GaN;6zz|BsfyE+CUfrVLXCEVXNo0pkU#%%*0@I^))wue~bn;KmaKov)zU){aQ| z0&tetkQ`5=+WMPBzvpNj>89Uo=ZSnc&Zaw(hT&1{O5i?1qCc+D`5411#mdJ>lzb(f18=kn)}zD3Af@!*I)ZQ7jtSA7vB z?qP@DwR^YjFP7VVFx%-6kz-!jVe%zGsNUO9H4KQCexI+`8QsqrN3QKH?$_jphlfl* zegtLMcj1{&W%hPHZbtnFxF?(a5Bgg@cg3a&4=K1d$(A&u#Hlk=@h_ou>n}2iu8cF( zQst55*Gvn4{Sx>CSnJ@)fD$d(VrV;j5#q zkDwcWWN!nYgmUZLi10LU5IRUk?2p$^+m~ z9Juc>kZjRa|5Ar(i-6S_slpKBA2Y42p0PxHz^&(jy$zx15~*5ZM=T{8&xNv$q#_U! zgn~;ENK0i(iUd-omuX#Q5+#hgYcgvheMU$4uBN6fU9PT{C6^v1X-3E#RsrJ8WlR}FpeBbO zshMEI3P>!u%o0zvS$Q0(N5obnE|Nuel`kclv$4h2t2i0q!XJhgjR@VY;Fc>7X=<06 zVi!@XaSAD~I$aiDWn#Z)MPd*e{kRl~O!#EjYoWuVYRYJ6jrt@{Krz0>qT)Yvd(kWM zJN+s*R2{P^LNk;bBfqtRBwP(I8cZ#*l5*#3L6B}7iq4^H>+K|xVmS@g95KMu<|Rpd z*0#+PR{cZV_wlH&IIBeS{%6G7!uc#YGL^eFybR+wL)qD!LzuETS>t*=sKnt!#_w;3 z{<$tA5^`Eb?@=EiwF05o`G}FKd5IE!Mc?Q_oG4kp4R_a}Dz;}GJtW=j4NIcnSl&<$ zeM)x9%j=igk`cE}hVR9bM2V;4b>X?KFv>CV?xL8FO?1na6)4H$L9vtme}9;4}+r+am-QhAPsEcrJB~! ztG((1&<#&Fl=oAAnG6JA#;Wn^Wx1R9KcO{>utI^Oqv#@f-1%oiS)8s z9E~XE{i0qT-r)z~sAie%O)piOggIDT$gaZJCTN7`x~ji{k<`@^<#Bliwk67V^_iIlE9R}Dz!rn-U{PM=*w()O%QKWTQ8uge-rf{ zy%C1e3@PCPS-346$-zM#F9b%Xvfg)z#7g7tU1uXRv^Lgj%mWUB><<+e~g3X(F#voh|%PB6`0c&SBZ$`V(j> zt3OQO&8TCK=o0rSTgu%7qgMteUlAq9ek!1KNpn>%lIg=-H} zW)pMOp9viixsb%4C5oR&Ewa&l8INx&qY1qK@QAZjropzPu@DF&=sF^e%J!t{P5SC} z+4(TI#U6eM0+N@0mIA9sMni)c)a<3+e=KT$Z~GKrpp4ccT3-Gp@wO3eGUKp6X8}_* z`{mHCgYo*26kgF_3k^B}es9Rx-0>yAzCsj=$NCf(zapQTBWiUPW@6KUh+2Wc_-uxd zem?QPl4F$iARONVGdy4uA@pvX_vHQ4trC zAO|ZC7a7c-yEf(6~^R{D5UTL2fONK;he^5L=EU- zcTVsq$|>p$*O13s6h(>A)`i@(Qa*%+p zml=+~kHLw#A|<7F6a+;gTePhFwqoQkSUg~btGi0IDnsV0`vuQu;N`}v#u$IAnvKF%S0ip#Vz@2ZCZ6PTismGjq0HjccOj(i!jUIvecJxmc@Z+D z7I`sgLY|6AnWvmMnG4q2+;^C~1YpiyPZS;?_<#fpP3>(&W)RYaDk+#vkn%8sVC)b= zMcY;-&e#rHUMBb@Ohr(>G8|1Wt+bdK-20y9bRG_v78VAD&`S*DZ&A3GQVO%f|B5UR z!V8OL_d?%0YMjtbRHko}9WG#9`Hev>q7blk9y&S`vg&gD$qyWznP2^Dax5N^usJMLp?KB{=t2;gV+XJpx3A(9SxjiO;O6#^&9d z7|!peLtf1S)paXx_-yb0dBvB@x_rykS{3!5SMh(Cc#%z@!N*OC+Jz!uWn~52Wwt}I ztFr|bICUz1zAF)k;pjY;qs9E9b)iTEW~1#4)`e@fiq*_&t^Qhdp#@<(_fMlzE&1-n z5M9MkUENa|+DEngUFBWbH@dk?0Hrm-KI@ffvMMwcZY32`w>a|gOTXJn(;pV&{NcpX zTI8SJ`L~TloUT>JGRVw z%I6EY&zpL_|MhRiH~fvLo(1@xeC(}(`E<*7qgMmw&c?&h^T>&cS)q#n`$t0}RqxAN zp_1r(F6ISaA!jxqW-{PU_L5vRe8BPw&Zzu%d8lML(|ZeLD(-s(Tkrt)jZ^)w!9g+J zs~#v-_*b#r@)4pjf;FRK+-@1-RF>uJb9joD9r26gVAXc0uYQ56^ zrtV9N!Q9My+}Cpm$wh?;k`UUXa<$O%{Jp+OZ|>;q^mcZp2+;7MzsRTOqt;Fcj3M*X zh|SudY1zrBZQ%~7vpD5#_tYPmf+JRJNUzgJxSR@-N@(mt=~N8_vPVphY{8uGtSE(! z=3}yS%J+{9VRQF}%Q_wDNgAAh4>~`Vp~NS`gk`}(OQvhSn3kf(_kN-FE{V-5mgVOtY zS#PEiiYMiWAIucrxvtU002y!H^?l(|MmLq^>rVyQpoN=NcM@c({QemRmGv!`bE7#b zOCF9!KC{QRd80V+;PU^^+sKv9eP1z&1%ul+$<5mZB=1LE7#1b7)!=H;ehD#T*Qee# zj$b@WN4v-FUFYwsK30x*(l&@ecJuj*qP1wiflFz3M}o@SqW)o2n)ryngGvkI3eF zpSu)LD%97cZWta!=!L_fW-)^C=qC~qgig(#7s#Y@~}5538~o89+6yCdw0V z)(*?|`z*s>c z#0?)h6FHv6z}t^3Qpjn3^8zX-dwY8oS|k2gRa1n9YRshJ1PA|}zGWu(p5>HL>+(i8 zc78b+J(~Q zQ7jen4$I%OPRX80{&(o^^ss34=ZcCIn;pfcWO}ovWRNQvM~+cCHpO-5cSxVYebrH} zvaIoQ746rcW^*lUaWIdHg)O4ra&(3dmB$*VrnMpP$Cel78kpE?%Q`~VkSbwj1-W>R9eu?;!gB~Jve%A{_UG(Wgm=EM96h1wosDGkr+H}g8BF#`ap1$q88N*;0DdOqsV13vo$CwC1tL(|{oZLtutrjG%kV}33?wI)OiUQ2R) zfvcP$ks`3*e8lZ1k6>3RkVOJmzdz6j)x$tb@4+4#hbW^oOiiq!+sHXJiA-LG8ibB; zEiqS|V_`DKNGyuA!cn5smLmB&yf^ow^ObAFzP5iT zK)-xZbd>iXpE5$=#)V`Z63(+iGR7n3Z)`BgSb7dvwl0bfWtoX_x!z^OgHn`{q40eN z%rITi*6I(rd)=_AKhfS9xv@{tvmSJjw_T(&z-xvg)C~JR?|wrY!IO0FNK`+d0I7R~XgM=`P?*rpA^Y zfKTS2AxIBZqu_%@_S62~C0pl}eT~xNnN9*`5?TLZG&JPuX=gjS>n^5{$LFKWQe?{@ zZ}D%E-i2$5vJ$6iurG)+AYg0ItvgW!Ejo7*5_VScCwScfDr4UnuMFC1VoY1{SWHLa zc8Wx5Tp$dwU6+@8`A7;Ru&=*f((NLCB62#zf>F*7+y7Q8G%geiWGb0RD3XA#COgBp z@ck7tsl-FCHU!%B8PtvhRlq~kEb`BhIPhPf;Jr*U`)Hk7KWIt>6>>N1ny-%){O|=Y zp;!0z_UHp1mb*XhC#e5-H9Y<7Cnc%e_d5BEKFycJTYTC@VQQbuG}vcM1Z-)kP*dj{nU4-JW*J#~c}{`aV+BMxk2Dq;WcTZ@W@ d|37>7i7NX=E!|>gFc|>;Nr}meRtXyh{y*I6C7e5TyhpB}FOeR1gFSiElppd*AE) zIDgLHvoCZn7Ob_NXU;pu826aQX{ae+p_8J+U@$BtMOiHv3~m7YkwQfV&){GXa)JLL zdP*y4qk{heQLSRZ_h@d42A(h&20ru$Zf-634m>I7C8zK8($&W6wYi5i%-P(_&B@iv z$=-t6$J)cw-qnSN<2eU68?~L6mzyvr=l}C_4p$Fb&hm5NWf+VarX(w+?OX6O$S;sk z?)KrOm_jSAH;k~eRERVxnA2?TeaR7qBHbxLrFn8zR2Shns-DGR^oh6&Yxc1@WuXiic z?f%ktyPP2dDH0E{RKeG9*4EbgAN=`xe17@AT@-F077rBcHQ`LA6pL5k{6HuZgDuw^ zptXQhccHy?HcAzafAIk5XXWmkzwS6spvpy(#y9 zzd8|M@=2so9|EqnZjYN3JUpJ81fI#k`lkebBo-8qS5#J(suzoYYqd_$@G&qT;pn^b z5WU`rD9N+{OGPZ`Mor3V7y8b5WormWLVM`R)2G|fWG<2p4$nAx4ruQl{+)79T!QzK z1@}bC=TNbC`g?Qex34HO2Z!zu2rxJU0|Qh%eSR4()*@bKg1mrJH_u>0G~p-h&SGw)x!g6DrOcVPSox}xyEI0$QR=e;4WY{QW6iUL%CWBhy}0Vc%n=#<>J6| zCI7SGr}K0Q$unhTwEklZIWr(7wUk-zkLsH2wnvg!Dl^6ZO!8a|VsKW-$;p8ijiykk zH}yUE8yXp@s;H2IIG_~Ibn^`jC(7;LTC9AWD7=Mu0r;D^G2 z*KYoQrUYI#EvbM4pz7)AX@9!@Axaqhl@DJ+C!bhi(v;(}+#Y9RV^iyI;yK0Vb+X#+ zaDBEtI{)vq&y@N2u&VfN=b8^$W#(LM?X%m1@|3yWUQuv6Ag^h}+%{lXQPLOpS3jyK zQ(`DZeN(lR55ti#s)sg9+HAkP4U-Jj)z+Rt!gwNkFgYHf_3O=xT&^%(9i7?5I=z=E zqcWY&D{t3-wA&MaxA6iC-44>zYb>3iNA!pHl5u-kS@^^G1n0sppZW0c@YulSb2TL; zO=~LfK@T7ixhFz5TPHZmuU0*A8tUsSBp&a0rY0vVSoInSNA~~d>*~t8cJDs%2UQhp z=C74bPH3_F9&TB&5aBOCj`50#6@I+`yTXf$Iy0Q`bpGPP%m3#$ZoWW}h-;@`)Xiu zBp$BmjNkjPgOBmLI$3K6k1rPWOm!|%BwzphCdJaR?&4G+^o?F$p+7@mBAfjXq~T%! zlw{6d>q#oLPp(1rIgCUjumd|~ucU+qmfuZKRg5xaIhCdI;{EBz@~M0Qy=?|Y#yLsq zlJzg+<7JLZjg^^Nc{w=>po%M~7m1SSd@J14 z8~1pXQia@cS86j#$!BBgD$N{U)?T@Oys;4uy7e;m#}T{0rH}~j<@oaN@2{7qR|m5Z zAFtK}9K;jpbF;JMC2kMs3^g@rGQZ@&QN0FBqMc4}XlPh#lFw_8Pa)>t&h>CGTW&8c z4gW$#r5x1!3lJQ7$Id@K1|4Roi`PU4ff80_CQ&(9K2d!a%B5?W#E6g;UMgGo~Mu%|TR@V>=; z&+NU-F*P=&XspdtUQJ&R3-7aupQ!o z;3k+^SO!4({Jk&nXs~ayg@+!+Wj{v`HG!I%8oTvgA=t*Z7E6a*PYOE8t-wr{&~Sv6ky|McY~n`~Ef~BqTHg;i}(afiyQa z=Qb<%^vyU4zZ0>tva*J@b|eV+(pQ}>u+YvQ!DLU3+`?*4K?$s#U@HEov(RKpb$PT% zaC8rf!8XWQ1zp`I;7zz(*F}x}VW}Az<-z;Kop|7PhES*iLqYc`)hw6qI_WuPt2nCy*E9noYG-VYPh|slG6$i)bHW=1iU3)x#hm_{D?FsTq(C4SVtdUZB zYEDiJNWBv8a zEjB;eSE-%7J&P|zVn?T-vC|3&=-nIl1qZRcdWZRX)g1-Yg;y|18ym*-^z>%yi6@zv znI+(YnAD4Se_bSktwRBIo`8^u$oz9E4Kcry{-mIil2X^{$A22&UBFVpQgc%N==b_^ zL%$aYu!W%CIXyZC2ApJPs@2bLEnT-qb?)Gj%X)jsLswfaf34_EseoJu(CFbTC4`!l z6+^9x0NlcSmL?nVP}}nts;Zv=*!&HGVXN@<`ard2xyAT%=njZQeAqxqirCt+fG*Q= zG`S~`bYkTCRU`qETD7&s!oRPtT!*m)Rzm?q+5~wFKvBUil5kmjQ_s<}di@r7PynRg z`~2bptE%D-`h+{^QJGm;hZjz(T`dg8Wn%*WcjZBPf1aF7j8$P7{uuOcp{sMAbBM1?O7n$Fz?Zz2C~K9Jj0CQ6MN@sI0*133MrJs zEtaEPLAMvN42KXfD3eRz@;cDC`#pq{N{fM0wNsLsmDLPd`7J#OgK(AAB`;OxbPr4|+@f%03kIWaz-nwlC4 z(oI`idn1mi2zR`Y#}<3}opSjxs9Vji1GNjW*BcTV3y&wFBa{d@E1!-{Jk1;$g3PatRw+40#p zIZNo9HVyy%wbJ5yW`P(X1tB-+$^lSW-~vI)fsT%@p{W^GRpgHzaywtV z0q)W18yB1DM{>|UWvOxd>kZnV1vB~JzX=k4s8*+L_8*Y&sP(S9c2*oIIDE)Tuc6N5C zd3XpQxO8?J@<_)1>K!5sDzab1|FMCpdIk#5_TLp(g*Kb1nJ#zBcGn-2ATkNZ86wRd z?r!YnD$tN|C^2&;q8{&0LwrHgO3Tkr00>^SKv2_|LBw{N-1mbC_!P6rT<$K=7%lc% zKn=EA>*2e-I!#fa3L?}q@vHQ20!;`+D2S_$9Yek{kW{`qX$o!tI8uvh@*0qF*VdG1dSzf>2C0+mm-SX_*QH4@KW zULF}xrFb{NMDSrqpcg@i`uxwI7a}2+Mlj#g4_6xc`mw94MytNtNxpk;Y`M((VH3Bx zGyw2}hBgFkTv}S#Q`0~^@a=ro5-1d0Hj~8QzDjCq(E%_+hP6AdJb|Ks(su(6umOw1 zxk~*WFBZV_0DA&(CUSC875e?^YSfUM2~!x1v+wTt6Hb#vaG{A5BDwcULKi&QewxdTcpG+PHV!ha2=b`yvsfh}Fe-q@{=+5G)Hp|NR6oZ};iJcmGSf z6T0>gzduBRSAxPQZ!B$YUh4KTqD!$E^p|VEB^_U|K&-vleA}xe;Ob=X_?^hYe?-2Z ztyyX2|G$s$?m(m;d~F~TrNjZ?EE-UIxeuKn(|H{hPysX?)iVvMGy(DbW42C@Gg7+L zaCU%E>c6GHlNdC=dHDj+Axuh9V!(MmfvU~re_;oG3)F)FGh9F@Ai0AJq=V@1egubJ z(6MowKHfef$5wFO8T_9&(!|ov8Y_;^kmMqMeW5OX^Ixw9j2)_Q0KDPo=;-KoI1t4r zB%~D-Btm6mTIBRoGKB~XMiq2{*V@|Z_C@Tfq`tmhx79qO1d>+@SW9?EnCc%Rv5GZN zQIU3WD)Ur}pZ+fTbar3)t$85t+56Y0Bg0Qk6G3m-1lOG_=uWFvAQ%Sjm=3hdzQ+fV zhnp`U7UP*Ls8P}oSZezsjv#5ulbJlb@mMkZg7%2ckp*gp5T+MhHKBGA6aL1!+cs7`; zepyy(WJetIPw^n&g_ry5A3*}3CbR_o^YJ=bKm&z#1QcRiR73!XP(XnLS5^wH5o&AC ztx!R+hcFC49SDHGc5Q@XaDfWF3OJU2rwav?*8o46|NZ&h-8Myow2i3dVEuzg@ZH&H z7lDv9vkz=ss)) zt%z4YLL@-lq73-SZR9b=0L4Tyl?1jlDo57_e7#`@Itc2qv9aI(?tz{%0($67lc~hc z{yrTa-y*Lu&qM7>_Qsh-NiV#j3KA~tTfBkv4vMm3$E^w(U#NAf5R#P!yO_nmq&HE* zPhVrU&jfN@hMb9#zJ7$WN)hqFxbFJ%QkylcPu`GC{rp(bH?nV>OH{67!;s>=AY6y$ z^@N?9sZVejmu^V@yE&rq?9e*cxp-1SCbfco2nhiIg)uxl3}RIZs2OLVW^LD06-j^a zzjOnTkxod6gjKg*5^A#mnE<|33Um+VXU_%+)J4PiotHO&sxk^xB_{*h=$;qh>?`m( zI+EY2LQ?M{*){HOjU6ctg%FJ+@H313m8?jH9ogN*%G5C90{3X?Op;6xFnZoTxf2Q_ z&Mq=m?MM-9=((1CdFHCT=_ah9L-c9{R0g+=emE;@Yx7^r9g6Deqc{7-DUp$gkZ=%zZVzhx=v<}Brbl;k$YU^IH9+F22Xb0Ez4>gJocnG>=}8mz3spo> zdr2+y4L66A8D9z7Pew}Ce}x(t+($tV#38lJ_D-G#>PNI*WugzjjMlnsE9M~ zoL^lWFX4a$mrHm8;dD(ClVkvUAf%#a{ue)}C;HP*HJ0`fx-XC|O9x1_c(k%;>H(mW-WscuHt)oa|x74g@hSr~7Yn^YL z<&NHL#!$I|#y+_J#~dJjP`prMhMv9I105I$Ro{BNS%HMP`R9hqeM{EJ=exBp;DYWz z*|7wz&F%f#!D=@TPz+jt`fzvm=S!}TCnI1HKp%{X^_se_J9!l@FIXUH@jO)n2NlH{ z-irw?jwN&jLGjEt6ivV|3o~ny>&O;iHFow%h;b`FZQVO0(&0HRb_N?b?z*@(7a)7H zQ%9#*o!^tU{$*y<_g?&MGh7$lzm7pV>k}g*??oLTTq8Z4K0e?87A6mJKvPF2 z3SbEAOs$L4A5`FpdFKx{NZtWz&DUHTR|xj@TmODa-HvBrFcO@-t$yJVOH=hWtBe1l zz6LV@doh}U_?RTg5HTpTf)lC{t8cmd@vQ{vYHG zE()+LfSM3sKoocY%V`cYj$8p(N>K5Vfxxv5xZwyWkEx*JqEPz607|z5YQK@SW~WlK z6o2ZPtWSu1L@eeTvYBYid|99^C)=H_^=^77x)A1Q#kn}g7Uh3-w|TLJ=l4d{9^Se?ir^FYuwpr!(7 z^FmhfL=L9{xWw5H0j~k#0N@&;X;4K2HwA?Rlu@8}CD-{L@uNLg#P*A_vuNetXA;8G zoOgOI>fNlgF!CMM+&FCPPC_r|`#n!ZdGdt=?J}>@_+x6oOJ#0nEt0SG+^=UUtEwyk z=mr!=L&*(%B81sNxkQ2;d~2a=e19SgCG_s@F32lE_bo)g!=V9#(d#vDkZceWbDw`9 zu$leJMG9c%w5+Ts&|p@BuGZXl&wf%%A&im%m zL>#ZfIV2zf$M!fTqIw6IW6CgBXvcDCKk}vR^gTSYlM(owm8-+}x1Z%-iViP)YF=TM z^)~O2iM|yb=>q?Bgns8YwcWP3s&(z5R=P-ipRiUpwocu7i_JAO$@U?Nz3IY)=|Yim z+b=~&9YCiY0ySx=(U>}Nqbz|#8q6I?1zhSs@}6G$a|2QgcKq(x^l=by3`mtC0bSu5 zlps9pn6%>J6xOC*d`Q-8{CMk-khkQGzxn~8x*jo4pbaFQil(PrLEinjd!7|Yz__du5#!|n^;qJQdr)JV^x`DI)8AF1o%^WK(>G` zz6}uG%O+@O13nqdOdyW8>e6|%Yy?y+=1OQ~$H&KigGtX8;Mt#mZlh^v7!SxewS)xK z+WXglo`b(ff%v{fJJ9oM-|;KDUFOSxb5u>E;#I-VKHlG(!}EGPopTz!W#|8CXE}O% z#p}Ec59rwa+K%q5rO3fr8@N?d6^V;0O|674Zj>HN!ZSJl3gpQegywxH+<(rVoFlLCo&Ql9@>O2$=<`oVoD_Rx)zHpMD`9(v7UeIPJ65o+o8ef z`vRs;$lfGXpe2A&~7w*=HBGccR+-7kC%^aI*CF%k8&jZHWB zB0}pGUMfkM(4F)g7Nj6|Z3}CsipDo+$789*T%G3IDUoesl>t2~OZLQ)2evC+cOnwnAD3A<}6^+pb_?C211m(6)T(V&=A{{NP=7XRxsn8jEWjdQd#yn1x6-Wn>YA?0Gc51D*CVxySzY6c z;6h=lCPuDt-uWrQO)gwacsL1M)XyVGSQGFJD6uN*Id7g-DAJ?JrsHPPBf`U}2#Y`7 z{h|I(cmP=r2?QGe7}-pbLgPk&D}2FN;x`bg%YkxVU0?qR+?qS+Nk4&HTO9P41Z;8~ znBtWHk->L2OOGuFC#B~XwwOO|bv^uZ9yQmVclm(Iia87g*=N!?*y5enT$^~8HWH^4 zM|+vP$RK*t@hf>}KH;sW_l~35D`RO7N@<$!6E^zJAr)*`eUI48O?PjO@-i|az{pEO zdDBZc4Gh&FmIhMfTbDZ>fYi^QKXuL$uH5<8!&I)y89YsO@0;4pUtq85K;eaDDn`%Sv zb7_nEvieXRh6t*@Hr@+DXm^q@^fBq1QA_djZ$W2 z!p0cM{B}XQ1K|@I^PL@;qGu5QuNR=M2_6ROCqmVHTzEJ<*nc`8!vM`&3>lj|7HD7q z>JzaWw)caF+yQ@`pcyup50JKg;%`774oFwM@%txZ$|dLL9#DD}3VRQN9X|todwh-= za5JQj+R2q&zXvhSfR0rT7#xtpCClZL+_sYhw!lOs^2ezHm%IF{J*+g3ZW+PK%08V{#Vh%b(% z#MSHn@%z~U!|1M=WySgQ8?K>{!a`O!-!SAY{x`jMmY7oC#}I#hGcR%hHUIC)T7vaN zHbg1GxEYA7&o;m03#hM&?aeAs$!Tff1H%D43`oPW*47N?=jRX|2Div&+(QUNx=)Z3 z01*6=t}bGLgPV0x(T~K@p5vBDsH94|z#3(Lu}Q_SM&o|9tJQ39dfx6{D@o)yk=b?q zhZc*9g5;CIQ%m;nxOZG5iHX$)OHYD6RoU-aU7^M?|*$m zaFXHFIzGiVWRT!t<(5WKUThwXXZX2dTl5!jli5m@r+931=>)nDrJ zUM5L{EEv}#B7NuO9zvD-`ixJ;GHzJy7efn>H-{CLM?GhGk|=EZoKTDa1nzChz3m?Tj1xy%Oq8eNcSby|G(|h;2GbMLl697tBqd9Kk(U1=r#np1Oed#aoj6eaICMC8CqPatwrrFG ziuiUI3Z-O|$%kgA@6Wr8I3QSdWRZqamiHQIw>*}7Q$QS>>K2cxlKW0>;>FV#mG|Cxsgg%Js3tCLoOHPqm`N! z8u3e}Ary7G4THJdmXIQiN%9;Klpa_p5a@`21|SLMZJL^za4|z+fTLP~A_h^WXdJ3! zpn>D4WU~zbDCT~Dxnv1ud0;OAzLf-uDHzY3b$RGku}jVM@+tPgQL~UxUusDiap2~V zeJX^FL0_n2g@`Nz<$>vv1sr~#_PyXwWN)^;5U_U_;!@AUtNY-qnUTiTVGqhTCjCss z%6PhJI(rKBQhgqrn53AWzuE~RlA?#-)=CCtq5iusiN`4j51(s3k1NQio`%caC#*L# zbDBqZ(EiEw`be>NmuzAV0IoL%2A^afYM9H9_P85)OVz*F5%COKwtg>}cam04Rg-7Al`1{EBxbMSLJqGsYb^ijGPi7i)NhCc!b_wPnzF>9WKA+5h=`C{Sss{$BK2X=fB;`c~ zkprn;YDJ=PLY{jY0AMAsh5(XgMJ-G7JZE*F#d)6GB~&of4TdUrVo}0R7=s|WW8$gI zT)jA2XxA8#u_6^_kYCa&jt^JeTORH&Zq8ios>Bro~>HBM%D_0D)wyZ+J0Sg;;^EGyh^Hxz|vnG!gO>Lz^D ztZ~0g^3ZvtEj4%}G*a%l=AYkCZ>40U-sBddq(V<(Le2E{Zf4sofG-5c-S9d9oPX&Vh0$8!TO=`-I=ddA?g4yw4{U~plksyHE^_8 z2gwZ3@C(?iEGVWAP@mj{FILADgw(jk(^6`h284U)j1cXGBvrRi}l1T_?%< zq2wcas+k5qqt={M0f$D+oWv|w^%Z?Zg@4!0;|T=SnnCnH1r)DG>|#dddgaGM^xa(` z1f*fVHzIIqtHkfF`W_df`T!DX0qzf2KX80d;Yw?0X@x@}1a$2|P?^B2(Y1g3Yy)^{ z^t(M69&VTVMs!TP^TEK;59hr;z5Y{4)YGAvhlTU%b?rQQDFL~9{RQqSn{Q8b)b}iO zV-2u~k+E*W&NI&6?wP-n>ZX66pwsCBA3KkAl-Tk;%$?)K{$7QVL{*n#eZ4ASc!p#9 zxFwCt7I%*e)^q(^8xQYYb3(-GU3l$269aFRQ5eyE{6RN+*NL28a+xWwf_*&_YxZiy zAYaa2w;%<5J>9U~7cp`zQ@%W0s3P^)Vdz8zus@Xp z*lqW<{tZ_ga2~*=s^|6rRlmh?iKF-N;U6@DgTa9CIcS|@91WAWmv#W+d=X0UjrO@(1ylKcK>Ptk7OZ$N^A(9;CG+ zq1^;`27B2m)KBDO7rXq+!5zKo&orM5rcGvURF;k{yPGmEQ8b7(NsXSC|aP3W?~f5k5PC$_aU`|+TZ z_dMm57>1RL-`3DUQY?!)uL4QbdEz|zVk8O4l9vkK;;Zeg5#`X;6GTetn<5*{3^N9f z)8(hXR(>FMjEVXW!`5=sQmday9RUjHC70 zV0$j({xbb)wV^v{K}5u$lF}046y-NM6QA>kUw2svv<|WOAbAQO_DuKu?ycvTjKw$I zPqhjxbELZav)f?BgOMXGn7o0a1~2AIlE!21B&Ft+%AAa-!@kZ`gF&6mRK_DOTDIf0 z^lgjUnh?Y(-#r~IWw9*{3R9k zK8gf&sP_FAeYrJpWhF#@f1F!Fy_#3A3h=e|st0KnVrMMaH=4Knc`yj-O2@;F%&tUv+QY3C5yS&$MCsFX?$7>RDQ<&5^=}1hK&MPf3!nxUJQ93^|c{jLJ+7)47 z^w$st<4fN=vv!xo#k7$k^?lo@ThfT&RjNYX$lcP?mabW`kjeH1MXKE%iMRLE;h+JQGgV-dnDAx#MkqnJ&+iH9HM&K_|Evql$JguyF4m zAMYn6$c?ks&*#GDQzxy@i1Q4f)rp>^s6pDe-Cmy7vl=a-$Yh)0wi4BT(=8Ln|6u(^ zl9nrIHyigmD~-_ZS9!v^ux`&J3|_BKBr|gx6H$us9N0G`kut3)^n|c*IE`H)&B~Yb z=@odaZOSb3#dNgt8!#^p^UAxO(MIQN%to2a#{>4)Uv4aH2 zDh0B~c`+w-v)+L9lI?YDe?lDcAH{AjYWA$~t{#F!&4&`cd@vFeqO_XMu&tMO$W zwM1!2pcpxF7I~;_^KaAQtv_ERM!|@dI-5n6(Sze}L+AP+upPWWa|1SmYrrhIJoi+4 zFXmLBfiWr#WL@HSS+x^#E@{lzNI4D_3ka=iisz)1@YrY7b?&P0qDYXkS#2FGKr$n~ zS73wZZlQK;g$-WkfAUZ_OdXrpU=@Ew{AoOq$ymOtDv#KYqT%=Z$^q;+RryRdn9ZBd zjlM1&jRy3{HfX|YlJLh0Ntb!>=9Q`l;vFWME;`R=ol}NCKd=94UyDzfX3B#;j=^Hb z{22?CKFf=R&OQT4?X6IJ^N0hsv0;2;%MRHk56%~yby;qjR|6a4uh@MW?sV4l-&>zz z*0l=h_1MuAs$D5kFef}!;K5I$vi8SUdYFFFFO&fd`G9p;{*yVdWn;jH!Jr%(A6Hf_ z6eda{6BxNEcx(p_ImpHejMKE4QY^y&MWp~6xlB4eur$Ma?oEaPt{ogK4$K%1ViDEH z^tn55b91|Rb4BdLLP@5< z6K#7}{EbY#3-p}uW;mmMroLwczwJ59VpQ_qy7kZs#A?)Q)b^xh{be8P$spb#6>*KO z)BaaS7IB7vOVe%dUVXq%r6owcRc~B)S!WN-&@?m_%qK|Nx!B;pU(mXM$Z{02|Q^_$J$ zgnfR-x~%oU!N3$J{_$>K;`8{pG#CN6U#-0!%~@)*P)m*8efnuzj9og%8@+p;&&R=t zj>buLsvGHraR9pX>RtJCJkKXI&zRT|mEJ)I6BXSIyWux1-GPMZ`ucE zT81&}?(urcET?toXvNH@@VcrTD*0;?crUV3dPs8{4s@1@(&*v7YdVk95vRUZM@NSH zd=@)Yc~U}8RVbfj{djH&`>s>J8!t$&LHqt3^;OX1`@STD8An>lOsO>Yd~ul{rS6SB zQ@3$XE!b%h(3jgzeAv$G;EyW9>D^B0|3oy)JR&4NVtVD;DV@%vfjRMfKuj%l`W@|S zt=d2rYBGZ!{GB$W!Z?eBas5rS5Ugd_IL}c$Yx-Z>d-@BTWT{g}r|+vd2g zk-vP-_Qs@f5qRnjCn>6|vlAn2sDNwLL?P>FgnX6A%^u7h>u!!}`c8V5aq|lzTv7V4 zoXyS4lf#(b{>GD_`uVWy-jGRU62J?xt6FN*>VzIG!sH|KOG-q_X7}-i0rT zpDwu?N6pdsPEc`HDgRWiOPyX5G7P}VL}G4u;OhTxC<`pWBLNRL`)A{wL{PS-jF(xrRTD>k`{SZk2=_?xgEoI&_ISucAWfp-F zt9!+M&Myh)x|EKbM|C{rQ-eAvpTll@KxQDiq|_|LntrYMJYY%O^gk>+Gu^oxq@=3mm`s{oS^>6o3y%Uk1l9 z1k8Y3dPEYDW8{GboSFo9IlqWKfysTb2avy_wc z5JNT1w#CtE_It--!Oj>b?<7jA$niv$;)Uq!&1X?Oxt1B``a?TJ$xw zAIgRgJpJEjoKSf#RfWacGIQLI9IPSs{Y_2VJ*VS;teQOCE{lm3v-}F|>T5{V1llGu zKKZxymZ)>ncMUXZE!pXiNTS9vVId%6hW zCAy6ApntqQ7!0>g7IJQiM4(m||TFBQab|+SU2>o={9i*$;nxaRPsDh}OqYR%@qC_8YUYAA@{HfnS;JE=_7x8yC{m z^}nCp=LyaF-_Ph9bSb31x9kru5!KOA=}-xoj}sIaK6W`yF4{1vH_RFNX4sZ|HB>Go zb2>*hW?D8G|!f!ui)bzMb};6&eE#f?WdUm{bX6m&xXo)8o&6r zduxw863M$rVx&a}{`iqC~d`J!Y@JX{o3p<+swFWa&BV;O`b5Oiea;GHYC|>7SBkPI_%}Ryw$>eGf;&Qwy>)E1j z8n422>yif%O@!N{W}%adn_2aKrmJbeaWTW#lDH*u(u-JSe3*h&G8)xTuE-O4Iv#xN zLzHFnlWrxC_irQJs(#pAFZCH;Uxf7QFuFEi0p%JZT0p*lCU%nrLIhwW2t3KKQ1PJK z4WKp30b&k0y)dc7$$@(uXo|Y86AuC6^Z)y^W`)}ZP`2y6eAk&4ONHLQ%Z_fN%biJ_ zMQs+|%+z|6Ak+lw4GcGNCBJjY%j#C?C|Mqx#}}AT(3&}w=*peFxFj5?bzEk1nLKiq z#&0nj4i~^@o*xV6&|cyWr&C}MC%fnQ9!Y1nP2M;wrUs{|Wu*S1s-r|TsulAS-V2vY z2aU_3!bP4N+4QJ}(T%qajpX9J--D)7w^4<3#Vw}(v7FauTFHv~h!MjiC0WNe)m@`2 zm?^hY#BWgn-XAKJiQ$42d82N8Xc54~nRXBeHvj$`q(LXcR@+`Da);yk@m0?^{E&)Z z&&ei#E`(g0`D;Ei>($Z0Y6UuK6WQ1#=AE4$J(I@*$*g&c+aklySl`~j?6=%&zPPs6 z4tUOdny(UGM9#8(O0bS2Uh~X6exO~giKbAwjwp$`Ss z6ROsSs(lCV^9*SvGTZ_Y*@>nduwtZYw&2_u#!pr}ILYTI>3{i49I@g<=Iq~968C5@ zNPB@ig<$m0H5F0)^B09>Sy*?r{=l0;hR^RiypkwZYuP@+k*x}7)(Or&)H>%jlM>7M zm1m9P5#%RWY+kE9Ul)?&`B1|V@zt$XX)2vh4?%WvWl_seb6l=Y>nvr%@~vFWLvL5L za7*Ql=DVrqPV80l#@;p29W8{WecsWeVZAI!js(bBNZO}Z>Ku8;nPh|>7^+_MRoHe6 zyN-lcrm{+?=h*AC0yvJD2FB+J+5;L_i{1M#6@#@!==F{jvi2owo?oX=U&d6I5p@bhHN+kjKlz zX0z6kg6y(^<8V0b9nl;QLoe~|aCwkw64K?|1>!iW$|5GRN~)_sPZZw_+nk2vi9TNT z{x*Hg-FmT#-;J?1mI$J!b6IkRu?C^`Jrj(prz*_bs7Dhe8a0)iAb22lB&L1LH5`uGw&>|IqQ;x7@R(#0E4b6;ziKrY{ z+o4G#WQf==3TQMG839d=?FycO;daCd-Qrs|>vRy8H_E40HQ@^Hh0w1Cuku*8bQ1QG zW1YIbN`7L0Zs;o{^^5b>j5%S2=VEJnJ>!UQvz^qpvP!|?S^MTKi`tTZcu^O$v~#%; z%;udv;yksABl+?>fe&H# zz39hEBQxvGgwh7Pf32iqGMce3FA8dXpN<%W(EtXFL|h~c@aJG z#!fAAawI*NU}$ln3hM{A;26drK$UL5FNfjXb5NGh40Q6#E1>YD0gF8F_*hw4nSF}I z0~7ke*AL%V@qx2g4%i<|(|oTtW6r?wN8NxZyR~)hw<-b~wZ|~^T2U?fWs&F0wbFaE zaKQBV`+W!3Yq}68EUM_jE^&oIfQb?||yvkB`*>rh=(v*M7V6omK7UDe49uDrS)04Ht#j*D-RhoA= zp|%tx)6i;fS#tVgSUE<}ufH68Cwws>QjZweibRYZp|PFJcZOGDAdX5n$mKU(=8L%O z!jY+Xj;`7W?2|F$eqq`|cVdefQi9*h0uNCxW{cu}3$b2m?2PPI=8w-AYmbi|hA-R( zrcOHDbb`5%U`Rt^<~uai&zXW0g8e%vv!NMS-0`B!NCtgA1xDiVCm_*F{PCCWMBW{ zRG3$Wv1F4;q+4=L4;;EaBMMJ?AUsYnh~dQ)^xZP^peCUCaX?&yAFCAkx`pd`Hq$dc zz4S)Q7I=aQR)>ANcFgWmyy2HY6D-n>AEe&@uNNREZyN4vGzTWPFkV|mFS~vJvHkNK zS4tfX^=%5o&^A=ndK`Aq_QbYsk6?dED>#R6K|QkB_4f?t$g6z8hO0bWzc%DJMOI|R2Mp_gkLD9(RnIXEHux~@lXm7Snkyb8ydH2Wc1aWmln7vvq+@4?P831* z5O9nGGJ{wGJB{7SO7lW&7Q9f?Dr!HU(=8#z?{-`j}R%0x~z@j-0I<_AE97 zKE9R$R7~63gNYUN!{3eN`nm;3b(PDyMrRud#m-qz#L{=DyRJ0cy8qhQhO- z)n#2i(PO$glbw!|s>$yx)l=l{C{*Rs6zO1?RKz^d3mB12Z||9mu`zjeIjMWnbKdD* zj+@7iWZ|v>MlX%M=gO-Arysg@vtKP7LkIFHgRjloUDil}-$Y&Pl29BR3WZ6Uo6}JG zAJ90h_mZTD{UrucPB<8dZGu&n1E&~%19$Y$>D4xHezj|ml1^i*%rxP?5`^8WbdL|2 zKe)soltix7tj}P6mqErA>gkxV(#b(lc>C5Itv$=57u%_lBI|W1++u7>NU0%}5=qt{ zI{pkBtEl!!^GxJ{iDcUY`^x#oWFox;j_qm+5?e6?lMb{`jAWLiv-QvG4$tWaMxU}0 zn|8l^=8A8uOWQ}5eE^4_4tpJbL{ih@UDcL|IhV!)0(b$9qHp#@uS?l zifoa#(vPnB1fASHmgMG^tzlIr-Qr4g&1`Iz%b1RY!};)BE)qrcl*X0H924};l_bF4 z(11}DO!>N%(hdF2MMfZNJed1I>Wm=yNS2;S+|fr`%}(}#$3Rq335se#IK*e|#w%~$ zM@gilL=$Pzj8g`{t0)()XrRt743;p;T6XDD)J0R7ixi9-RaJQFrhBXswAn=j4|`PH zPHWk=oIjyiabb@y%HCfq`>yol+`(pe*s^69WBu7y1Ks?_?b>BIUde1vg8e3m_#)#4 zv+i4$Q>C`9?Eb}uNP6lvyo!RisdGFu42u~Jq9uEXpXYGfMbN9iB;v?)rO<{tBINN+ zsLgIzAA3I`C@DpXJ4Vm>sFMFwhzX_J0_3vJbM|fu;!ugS@gM)8 z+h&rv*6iV?=+M%beqDC=w9V4eotbv}#Wn$Vqf-_+If>f}8MlXxf;gVV=T4Z@1$k+m z!O%wjTN+M04s(1abItoDhgXe^S~Vv*l9?SYMv88XPhK_PA`~OHDSv;osq@t_mW>d! z%sq(xrcQ4$W1TKeB`(cLK>RK>VN^PvSao25smyiWW>XMHQd_poB`PnTrogYt4eBq!eGq5T~0y0MqYMqRa4?jS2{I2WJ`7nBV zdi{x<@HX3(b~pW&_`7qN3_^Ibd}W@4R+aAHe7CEcV^LWv2gKb6VlsI?kqbL|*7(u) z5e8LC^uL^>hZwv06pYp~O%&QZxVK~>jBN|&-(h7vpKQadRM{nDe0k2>+TBoN=_N2IQ@X~~HEd=5 zX8llVRf4sDig|OFudPOH8A#p-sdGxoS zgyfqjDm6iA6MQurQf=?}7Ky_-cdrC9ya-%Th(Nr7_K|4OrW5DGf-m))v}NSrx&kIr zcLo|_k8B|wK~z+>#NYVXA(kdV>!!5oY|mH`BC>cjIN5@9tii%mEN9jJ5G$m1Dn?H+ ze|F#u*JsB=*8yoR1|nZY!`D`h!rkg2bo|b6$#U#>K-E*H-KFRWu=;H)E*(E7YH?P&X4@#U}{XUB5-d0ULupk?!e{_(Q)X6KIrVg zSJnbtPM5HCpofq`N5%mUZvhDiK-DG?G8e}FUn)C5TvpcBrCnWu&_ccwx%doM(nV~S zXB(6`Dak@c$?{ZRozk^87ms)1|IlNX6rPxkZQE&V+fHMrO&Z%qV>V7>vq@vC zX>8ke(y0HQ@4EieIhcdlv)}i@TK7sMOsF&lT;ZB_R`+F;-V(kVZ!LFP9uCOjJIo>v z3~&x|Y&+H*p*dYayp`Mj^K;w*!X=E1%VYRHusEZFEFTJWY0?POCMeN-ej4R)2o^8o zW=6VwLsiW~j#(MZKExPhFEcAJc0<|59*y01=ALF$r}i^Qq{bEV^?l;4>WZwZQfl-_ zOudC(hCTUgBmPro)Br(LKHN8f6%!LVxDLvmM-UQ=1@@~T=#3zPGrn<_xXnSt@s4gv zQSXBVH^Bn)XSMg)SXGF7DNjS%-?75zI3A*HL;3G;>rzpX{e=5h*YiI;gMWl?N@t83 z?+0phvV^|KQOs*vUboLXT2jy#ilyNo4M(b}>Q0$`NEL1`9P`kUYJ33a1b_w=bF*@t{ZSBaa&vi7o?mK;Rl( zZv(~J7LgZDJhKA6E$O=miPWuQxZT>f=D{~`K&KYemW$dMhW z;((FqlOI-~00dQ`)84}8K&5*`!|vt=n2^tq*^r9$ucxaR8z*v5DWY+yJLtODEj}_bu`FBdSxZ|5-3Gi`BEtn1hpulpB}66z;fJXQm z10@ghkNu?*=xG&RirtmX>8_Y=8 zwN;l-K!QQnDE zpan)Xct=tYb`=xs0tpBVr8b~nP1554x4>1TmC~)mzMsdC)HXU;%}$0xrC)Nyh8sEJ)w$K zrm9~RbG%7rLJfzObwpwLH!n)PfinnHHVt#Wh@)aMUvK2#9os}PPHng8V9IVtXiVGj zo!pdbrKlpKI(4cK86&N=xoL8EzH?KU!KB#Ujyzbbi_1XwexgABL8z6@LAn^jrX)9R zrn|jn^|Q_wFH!j{l^Jn))P(>x&==A7ZEuxqf5Qt{(nPBlchNGq_-3OFb5r(%EhE##~Q_#n6f2@JFCv1KiJK+@4O5L$=d27h;Hjm}Zz; zdX;VxY-?~{faX!u5b}yaxV)ccdnt^0ji#4oWmX(+oSkJ<+eF;2cRFOa7lJ~9kwkQi z)uq6B+>KG|P+MM_Z6woOBChq@vovo1N)>V_DB-l_@GRYISP3y~qBn}t3sveh% zy%`Eg%#T=WUWSJGe~cXse`b>@9K1=8M_l}W*ROP^C8`Mm}g)Hh+d*j8G z<%6}ZalgZ4CGq{UP_KBLhr`r(?dft#3S4Mjnzrm)T0d76it+*M$a#YpA8$`6@J zfRqQwxhLt90~j0unJFqa?SL#D5%g>CN-}d7d5eXqzfwE;_Gp5sbP>hPPow(s3EywZ z-u$Z>mut{SvWi@))$qwbUE7duaM0u3)`B%{b-&(;buZuxtlxm-ynf{29g56_@t!^X z2<$SbW*TBYklD-J6(pE;3!xEJMb?xAvU(gnq+M66CIB$xU z^}=HiJd&k^m|TRh5E1>%&-zSRp6GKq_4T z>XU^-MnjV3uT*npQ@|&~>-)q8m`IH)omHq$CceB;s3H;xKx<~t1-$M*C&&Mz+oG*@ zBkf-fZ|ju%kQb?O{#QBJ1>%Od{dscA#5^XQo@-=w{2P6#3ZNd=h^2iV;N#bxMS=|+ zl_x_}otx)Z|GSp}`nC93w(HOtLhd(M_bo_Ih7d)jTG5^qPBm0nRY0bRl&IUZ$*>U*P; zN#PQiI)SyPnqCXrWRJqxX5*(gR`@4fVh)UKU$7gHDQXs9D?ZPDW*Lr@!L7%uKv|$j z=I|tpyfzT4=;S|Ogk$)#_ukNee5Et$wlWrCi4GQQ0e(-#%UYnd1ca4Zk0?1npPkMH z9y_A|t+f=u@sW-p4Jyd-xpUL z%u5Y-QF-!40-o3kUaay~rhdaiWvEBJpveiC26>PVAr!pO{V|*i$6IFq9;`m@hvTIo zyj@sfKvK^k_b;!L2erM3?lL@Je%;zHZ5fV;J7O>~K2d8Vze*WL)iD?^9W+`zB#P|+ zH|9_3B=t^GU^tJRbpJ~M1SWJg5^@OLH6|>=H?tUu20Tuvi4hLuM&Vng!|aRa_p-Li zi;9|y*~5&W?F`+;d!|EI4|_wme;3sk?b=W)5`kl6JXI0C2XZF2w>^6;ZMkKl`xMb+ z1-ek2nnPcbt=TOhe(P<@-7se9K*ez7OK*MGy=UTEV{^o^MWs-1Bem#K?#^jYhjz96 zQcxC$RycSv(JkV3sf_uxhk7Lrx}tvqeYUiA`H@yHz%A*Rx1NmNbh93U@=sm)eM#-3 z_le=(UXG&B6ny86iH?6#I(Q+bP+Ac`K@@aS+6-rgkJg3~TZ^^+IpH;&UxS={vp%F4 zLdWdxo@{&__Py^XeMbXq3vLO==kD#ir&Wztr2)^SU~~G{wqqLKBMDNDj4dz}(f94t zco^``MgY@y0!&QI7GUlU0!<3uBG+_2=mU5fSYU=g{(e&XjtBxsa98O8f74q4qDf`^ zA|oduw6O=q6`TVk8eC+M5evBq=RjglRHp^K9(TkXRKv%-V~D!YQ22t@34e9_(lfOl z{dJty4R~O_9&NuY0`FNSyr4esWdU!=ft7L>317EreyIV%}M8iB823< zTNnyl^>uXz&^S2^x3p5>rTtH`hYix{f;Z`Okjr{OWy^l^<9h}QvvEkTk{v*JMCu>He!^p+~~YW4{s#@CUbn z*-Z!5i@t@Ge z#KrA+1U!1w1Fl3+4VT*KB4i=3h1SLfI_ zFTD^JyDqvgRo4)w-J*(yEQ0`*0Z_(%UsO=w1IqlG!-T)2fnZZF>Iyu5S;S2vR*ZUyme#J~AYwXiNtI%-9^i^@KRXffKQ zw16CVkHP!jIwqSwP~4qFo~wk;n^)F3rGCe;wV3N)9XI)`;9qhI&(WT7=jrvjp=)V3 zCo2Rxm_Dx7&=;5xRNL!zIzXs>5nK2imUKk=@0xTMpb-vpP6~#6scD4;PNcpc5hT%o zl@ayQXY-}b|IHihZ3Jodt^fWl_fwy_>eDY2z;VQ(EO;#mwj|j!=|4?)bcKk#G>Y_t z)q<&vIy=2^qyxZoRgX7Xi1S;haRGcJot-}HT}g_pu@_%wNA&DzgOrkcauS7SXqv%W z-}=+gw<&7qhX>sVu30xcpICQMd5o;QgkO6W3JC<7NZjm~SpltqR~7nviI9XUH5jmW zb27Fp8T{jD*~<;MugK)CI8(An;-qQuATb6(Qaq?F__CMZ8AZt1zM{_GQQ2(6%SnVH z;9We*NPp}oG|Ym!^Ia*aXP6|gq$0-z@8Cq-2rnJ{Rb+iAPo>m^ym;OCQEQns9dVKz zJF~s6;9!f~L;LLiWT5irQsI@QW7UwL#QyfhZ|lR;)rb-hCU_AE=nU~8soD+rcj?Hp z@pr;wC+E_ac4&AQT?)PHCbf3Ut=5M)bDTz5;QXWSHj;41Nx=}Yt8ktU z2tb(H4|opT4FEPL@AUwtQx62(7WjK=S`P?b|8&11fzhwozBj*hyZwb8fJv-><93P= z9CV|ib?oI`_oJnL@LCCZLZI5Q>JO7vgG%P#R;8!2NDJA9h)gCRJM-48tVn$p9GbV- zP%TcUS_Kq$gZ=$H`%L9)_!tGxPW!Lr?X!R)pAJhF;c3;FU-CzS$|QvI9;EpNJFKc2 z^x;;1hK~0k{uGjI?NFKynb*rLrWCxMa7H)vYIg z^HXNzYXJY)StI-hO+u>}%hn4Iq>!;aP}pqtF5KVCKoaok)Uiu^DVka0xf4a3V2MA$ zyNe7KBY|mM8@IWSCIC~CcRxh~I7h+2M$`EUEzigH%?}{Y`AVa(Z!B%_0WZG-zD@cb zaDM;(y+=)kI85ZVUt|FMvRgGqp$0tlw*W2%H^SH}nVj3TRS|-t$^33aSI7Z~MSbt8rM%bat@**?VNiMelqmSRK{9BBdn!6so znOoi%*(?^vdAVC}rvmx8QGrLgr6{Y`WP%|v^w2Y(h%Oguo7iHjd0guO-$2GoRbko}bwp?G14rnlT z4(w(ax55OQ%an!xS^!8ybmON!+`BqT1K;aG&zs-0^}yKy{@96Vm)XG!3A9z$kJ8`y zxbY1rZngo4@K7{1qvNXmFY-9^j!VDGegL8R4FLS{u6fF3EGKPoP6DXG%N_ZbuZKC6 zO{)87-UT8yca^pY08pu12E-xnD*A;2ntx9>+opglh$GC6tYHZ3v;oO>Y~xGZUU zjmGCBGc}_>1=e9C)<^XPz}TG!Q9hqEF4uI*|Cw77ay3SDMZS6_kURb8$WVbU50;yS zCHuwuL+|7fM*p~gbY8L7Mhgu5Kcn^Ufgkur7KYC^%eRLdAaD&5NZ-MKG%!=@^JhdA z!E5L)0Jyh%H>)zN;(vqb3mmuo?88JM0Jm$m2MTq-JYFcA72wSAzTM5De;MxqjJi$_ z%htP75~za!6!I!#(iaw}CHO&GE_p9RV44STij~;=T)3lbmg}y2`X8Et+w$L{WHVAyp#(D{=$!d9&{r=T#>Ra`VgIFruIzZc z@|q6qvA%edh3M71?VweQx6&;-Zrv!ytyYQLD5gdC;BnC=>sweM@N^%{Ns$b-eOY5n z6%24Wae#~-S+HlE_bd4HVk?ffedgofgwM3E8uncBm*}3l^x<(ac+ zf0$P()`j;R&~w(p$&V^Mr0V6{L(FR8AhkT>nA4zvfr%pTrd7u$d}{hx`kr(W$=yB` zN-Iy6+_qCP`%%PQRYW(-VCQ3~!qTJV+$a3qElOQTU=?>5S1)OEVmViw`3Dz- zdVYYV)Z^?h{)^FxtNPd_QB%d8)IU~%ZsJ$RV$e0hV^^@>Poeq$YXO=#uUPKSouS3o z%+ur3hkgets&^@q|N&h#P5b!#57kZ(Fb|)n(pmr93gAX zFlO&YX#IsPH~$PGz|{e;i2fiP01(!9z>f+rJ4FL^11adL7u6pvu;H%|aQA@%CjoC= z3$T7820;e`&uQKhfPRBbLSXDmFBGcaf3=*wgAd`?mTlNIufrVhvqJPHW$}T9zYz~r zIDx9CNgAnPG^LL(|L_bUlR*$x1E)uiAQzgxa(GfJ3lT)LS%Z?ic*1a~yN7;AH+_%f zQn4U1gUs61T@He?ta@Xw!im%63Gmr3c}AI=@d3zJ%Q?Toa6i zG)JNr@FQ~C_6Tn}baYWh>s5+(>M*Ox*+{dM*H4!{GK7IjXvjS5;N0zW+z*OSK4zkg zb5G6CH}NNnsw~rlp>g}jsp}+RQ{bi2u&X@lW%W|H=ZyOva!!=ZJY_N8YiLI=&_ei5 zi7QvCr2i~EpsNuZ+f?u)$%zNZ&#ftHB1iclj=OB9;2-{+APPa1xc@;n++eNUYuU_KnlQH-d#qBS4lSJW zAG)MJm&h~Amg~FsoJukdiOa`GP|YBo|DCYCMBv6XK=xPWD-pIaXwDM02){_NsV-|T z{__ZO!(zypdl0X*W@W1)To6wA4P#k zI@soCpqJ0G+a$C&f^AQQqs$i?9#5g4(v@s+mcZr^r`OE8{v2v#iA}R zG-L|o(uYu>g&M=W!daQ>5V2G`%#tBFe5x~UpoXy$@1yJn&dEQ4;85xzL@DCN65k^@J5d@zo zw-|NcSU4!Yo>4KWBbTev=ixwPx|FTG2DhVe*$mbTqr#o)QE#sgx2RmmZiB*ZRUxMD zFMb;~`i*ZkA#qQ;B9;5X`Ny^F^?aA?-L`b$qmoL+;@te&h z7BW(E=uS%IuRFXV9{8(`vGnJJU|*00~=SE3>g4c`34w!8-|c{iamPCaHIaR%8&29|mqo=p2xYcA_TP|es|XjLNV z+05^!Xk~W4GF3)Xy9~Nyk}ldj3K56GJjcRJnsbd!2<|piQnT7BnZMCAa`7KJsS81$ z!JG2FH^QWX915tsSD~^7B|Le_ZfHnvWItxw*AFcbl{O6G`gm<0*a)zHZ(3%HB2T*I z?0Fu$W8D`00k-imfPK3H4Fs5RjdrKyECKri*n>PF{9*^{+5GpmxjUo4I{5U&yYam6 zYX`swaS+79dUujc2t6A30wwZbgXJGbFhkGP6$^C56L8C8!=3ds6(Ow2*0;k^D5gsE z6Pnj1>bb|*pn?y#CKyZHOWKVlr5<01a5 zo}YP_cvcrIfHI@pqVs2nIR1Wwk&~&1Ex0~USZxNGX8}~apMK>i>>nZ7`9Dz`DPfSM zY7@BN!P*?F_)Wat%ew2Ipa#&cKAiT5gFvrtWjmruI&Hm5n0e z1U-k{lES1~6T9lfUMiq5Bu(0P<%|{=%%vkyu~IZmfJ{CkhfiCpcN1+^c+cg4GATu| zwzE|HF&Rk>quPypbm}?*R3*B(x%t5@AX|3=bZ$F8XO*Eq|J`GINeYetxC4xb{BNMN z81S~(0{-w1^Dj~OAV6KQlkGC`ALr3~)m#y0ne3W42A4{vtfq27YF&Id1d|thdBjkIxb85H{p0)sdfM zZ*X6NdJAIJ#HAgPw4pEK!{*ONp)0X=j_|g&MK!a5F5@B3d*Rx{zJuqSis%4@srZC0e%`$fR8hhcQS>>e^x@AHGJ<>bcfi(UTv9SC)FmVA_ZYanN zBkA=e*mx^LO#X++9qEVTab^3#_X%_-u+TPtd<^dBs1iLNahzNva8j?My- zYXjRp#Brs+L=2~X`L+T${;P#wUDy&55(l@yOvH%DeF>oa0Y!T+@sKbi>CylSg~o|(I_R!_F)mDN%U;RF8)&WkTVB$Z5uh7iQ+Ni zA?T4tGJZ5K%Id#D8y4$@7EbUR<&IueQkLK`hR|W`W)X3?q?UwTe#c=pO;x3#1&VJK zR(6t1~!psrMdtbOEzFB>!Gwp==_rO-*hYE3U0b{oTYBdLPP^1;uX~xqU zg8rT`(ciz$r!3^Jsy$Txc8ctLh|vA1dta=rvp76VM(Yk*{UzbfUGX@3D*oV&m~!$V ze;IZ~0&Sdp@M(@V5xjTjd${ z^o+f|YFb1ilS=aPtaXP#c9#`5Q5^UXjovE-1<_S?cpl`}SC1x6WUIPP13&6}g`C%4 zJrg;ksW8gL9MvlxtTUPpkhSutGHd)lW@d|E4Vylv{=LBMeuB}i(lr$(bs9kb&twiz zO~C-k79c3a3Gm4MM~0N6%?Smg>u(PyhXH8cbF|+?I{t^?8<7BH!3Vml15TzRDRIJ? z_A@)(BHp9yoG6OOP=->8J!~XC!Xlx-kN;A7Gl-Bx)u{{%Baw_esrxNC3ufm*={CPP zlDU;o;Z#Le<7no0oeaxIRw$o|){8O;xzH;d))nU|Ln$WQ#<5gymM8=i3xX)lA#zX> z-0>5RjVaV;5@BOvZeU8X%OlBGC=uzr4U1`tn8@}#A#ACejC9zs?1g0XVCPOEQM^Am zUTtUU9pP~`ueIS92qCgNIGFe%FQ?&>HQRGTKn!HV^jtBS*k$n>i7N&@Kw{m8r|QFB zon{7pkuw_8%O7TD-W?F_!MdoE+Hj8(9h}kJpJ-%XC0}>wA!A~OL9$-?j?+KFPSwii zE~g)_o!ryiI7T+V%><2i9-4S_r-qsQE`hH{0i&yVM{SV286>GIwVhdV+vNH2CzT++b zE4#A~!~LRQ|I1meJ*2cB{U6Qr<5vR=a$VlK(C;vLiSTI*m-(AQ8`%deK8Kh&UN^bh zC$gA7DSYQZSJpHB7`>;xB#&>+Rffmxnxwqem>VzF+n^Qy|IW@DkIp}dnGq2YId(U9 z|3*gOL(#z3nc~Oq@xFVMVC?J_&{k{@i@dXgV=`WU=e;6yJ(DE$WaZejgNA`H4ZQu?x3Umv@gbk$X}G zQ(QdtL<-s*JfGvR_uQvfU_s@XJvhhlx%yfAf2GU5N~tNjAE@ZTr>f-8k6yY>``%SOGb-bGZ9NyN|U0Q!l702TLTwA z-G$06vegFy=|OFRPoSATDt3asWFbRF_+BAj2-#^Q5ltosSuuuuwF~Au9^4K*x+Q0z zXtNt-U15;T1EfhW#VX+Qk*ruRf@SB&9fAm(Fi{USx{0ge0-ozUkG%q?3$1B!ni94z;I^`q?}E8uDHT{mV0jbWKuzxq&DRC42oQ;G{#MkECC$;aUg9++k&=Xgv%-vqKQ;Uej?Jjp&HGw#sgQ5 z;OSxOq#w#*UVwj%O2GSJKpdD!tA=HIy)y_lkxw7Hf@27_0Dv)xO$;X~^qaUOtpeAN z-#4ZmGbDQpxMaqju%giH*1`j4f6-n@iK^7aLu`hMqN2_dK5;{2 z&&S}R^u%Sf7h)i~D3LFLRS>E5SP!_4AV=HWGi_}y`@AKH6_qrKt?WNAwv(9jYJOOX zTZN!P__#8P4pp}`aGq_DI-R3wR8j30`;o@S(9cQ%Nireu404zFOWwEN86|}|K`kjr zE*8*k`}JSMqUDZ>qurJuB|nv`$1E8xSaLiflWKxMT=mM>g9(=iUa|qvO-F6+#V(8ag+HW|CyBB zW4n3=QrB13zw=W~1v{9>j^l&s$lZ&-_bwJ`{M1=p7M&-jAbenRXVjP*OFxEu?lAR> z0K`8*TQfdrcQ)fbZ|(%}Y@Fl=!Q}xVW5XX4Sr<3vc=v`5=W=r%5#5TcE{ukDg+4th z^d#^k>A9l z)x;QPy~2p9cU-O|DSjtm)?_^PfN*_^9b$f2*xFk*$reTI%!h5@JwlXe4b^#fHsN#; zSX~!u#uuSb(%Z*6hac%(42CCX4ZdV?=s1Y;{MS zCH*9lED^3cpcd`H*LtCGTF! zEcDSAVkD~jlD36YI<&A0hk{NaORMt|@t$!DNQKDOEn30U+?)?DM87gx8&Tk%TB?5| zw2022oW1?<@pFs=nRo9!o_gEh`6E zn|MDO>wGjc{r42u;q$>*ljT}x240hC;=3hmt1Z;t!3VT+Q*| zpOm;*D#4M*Vw|wb8ywwmoBBd_AdK2-Nx2tS4Wby_{uq(6R9npHY=0O?jl&F!!<_pr z`pjI_pe{V7d2+JsR7*8!9STd~UJ)lhEwirGN!KK7i z23(I(ay}Y}fuEW4H?;G7i2YnG$K+G*(@?^zdNoP^i29@@;g!+e`Td2Zcg78nm5WStjEL>lt_AEJo`O2IVWD2wqIhO0{be-I9E z4}9kNU1t|SF@PpR`oV5J+-?=AC%hC(W1UDnHyV&9eEfvwf&=+-2SEoJ4fBl*=K|Ac zOu$xi!?Ji_T8y7C&81_|awRL`F(RAvS@<^s>u&ZNf6nkI{5Kgq1w@R(_0G9h>DRaGW&6!Uq;7!uu}}xz7Oh~wI~Ve#-CF_Xqs@me z?M14#Rx6EIS4}c*%_wEvt}G1;b%)IK1IAeWygt)8$bDixAxy(=em9^yd9jh08|0lqNiN+TK)TyU;jg zKZOci^jB@`Pk>!f8KhOlBeRUiQm%T=HOViZ*|Syy%=tp0a`J{w!V?!Pu_N6E3gx+H zn)nwnfW87%V0H!IvnY-JJujMXba(-KHSRc(ch5B-tYkvy%R*HzzIAp`Vj}ujo(L)U zNFHzMe)`tklg;Pi2=M;RfozR~7hpZnyGKp*bIeXI0awXYv8;k=_M{Sl@ietuqT2%xg;x?@#;c#oEn|9cz+<=rckN`&X#z00~T0eDnj!Tfs zzne6VAmUWg1`nYKOciVr6D+dv3@Lg}Y|IoY#!SY|G&ptI20rI(K|$uA#5r~MfzX4D zuT=Lo7KgbCS$ADAA9SG_5)X9$$!3=1uSqw|Vwg^q2M>+C&yc~}AU|Q11I;X>>v|re zYPYFYY3q9LTwU0pPG#Q(bqOMhupa&sB$wmC#zQE>gF|x=?~%8`uVvA)n0Tn86LYQ6 zIAOj+8$shu)EDeKdrwb1G(9?9hf9Sub_Tvzt^!kTnI+>`1`}Eu);onqSC>v}Dh@ zBtTICoA7=28g0GboNL*Z=ny{P zA$AxQ=W0y9Bg`TP9Q(E*WkULdvXlHcV`7#;fd`qBF zxq>OV!j?Sg0bsj@4MpL%cU@#Gr80PB51VOMf{he_HV~>Nos?M=A zKG^y!n_VUq>k5BXm@iv_<(m2{RtmU%2kM701QT8iQc+F3GZpZemgCS|MlJ8}!Na zJ)6&?h!r+rhy;FVD&|ZWLKD@j^ILS(2-W&ut6RMA-i^dFB!v_<`fJ=-W#0*^=%H zUB8ebuk*Ri#+vC2dnSlkg{+^|(->TgqNdR6^BsKWYbT44=Xi8b^SkPs<;b5g_Y>6X zyy9TB-0_7hR4fgauB_AC}it?h~MtMBDz9 ze|o`n@rWz&Bp~nZwscc!Y=LCgP|Fg`$QZIO*9dOqzD?as(REuSG6?Xy=LS-DRlyO0 zygQMUb!LNzcB{=Ffb;&>NpK4I{P({KA>E3kjC0I=nMv;o1;iX+o#B77t=GeVcUqRt zJN1~@*o>!wj>q5YuUYvFbccMX&z^a6PV{5j(L;J^D=!_=9%=;A&@wuf*# zif;qOA!!)D$u|X*iC`1WJe-yR4Xb?qVK=5m9))w#Tn_~Y1`L_0W?Qa>*~zY`tswEO zB*&%<38F$~d#JxKuS9S?$A&I!lF<|1k@s?YDV-P=dBi>Iqh|i)#j_QH7y1(8EB^1! z)O#TsiYX^_iT`T>Fy!)9`q`nYgdJycDM9<>2nxM2N6$qt$cKt0S1VzD{|Hj3$F*g( z{v7m2$H$n?pYM66&(dhEc28&+yhv<=Ajmj`v@b=GC@A8b7CvEgY>(lBTIz+@YY={} z+TUIj()9sYUB>}*nJw@v7Q7YRHpQN@0Q4^z8v=rjuV6t8c%Km=@=6XcWy5&moB&$v z_L6!0An>14v#rv!xAv72t{;?%BF<5vodo_AP}p>Kn|ifPQ{eV zVdI+Fo{=O%MG0&Z;ZPu-C9z1;5kY4qTKi}aYvJD^aUga6aA|N&9r3MJ*O{CC7j=9D zDi4xPJCTdmVoV6uNk^6|a z%v{iYCxg5Yn@|mnQ9y4V79UxfI}JM9Cb}HbCj-*=o9>1SA7dja=DCTfr)AhBtIHu< zPwRpT_>iXwg77k7*abfk>){h<4eJruyUkJ69Iv=}4t$j%hRGn(SXLhT1u4*6mghtq z@1ahL1h^YNioAQ%M5P?=Q1S1_#GUh9KxAn&CR52LE6IF6!i%s7ICnz+{jzu|w1;So zbJsd+q{4Z|zwKfUZT!5l=m^ZyaJ1h5&MqVfOau@F!Z)7wXhjg{sr?T<`~j@-xkCV9 ztTfanunnvOh{i;YJrLiyzTkirv$Tz`;D>iNEmOGuwQ$-791q*$vvErT4qX9qluZ6U zb#UBLi!tn)gM3TVj&U;Lc~;V=TrT1va<@_BoD;b7dG;Gu>22f9h=c9<7yWV5h_=)# zvh@*Jw&VK@_&nP!2cZi{w(z^}QXi;ZdRqL{4@buOQdRw&A(2%Hv0wPAe@UNEmaOc_ z>Gg}1wc72=lW;sz=yl5vp+kzi=;}TvDbsO(a`>@#IR8mk_GWi;-qpe zW@2l*LdVp2G&a5i-b8#&;?ZLHcMtxV>c5o->dyCRfhV0IMG1~Ni_M|=8vKbu`)?C%bAPDN(F`j_ns4V`nQ`=*(9KAPJS)#vTHd(MDPq zvO_a{k}OdIi*s>mQ|UAi*NB%w6BG0ux(yuY3NXjnKYk1als=mVm#+Lz?cFZ|U>U?9 zfQkkV)mKp7>mDrxs7e0=s>mx_uK%;`e+md-$^nj^Fa!3{;9Chu;4E=dG_wlX8j9@+ zKh$LEAEln;gDR8WlUQ?|NK3(wQ)?LHx3{egv`O%ea_HJg7&@u=9jh}0^TIGKCcoUM zHSCbvsGbvbK#vT1=x_QbzZH1z9_<21&i!yhh zC7;*@|IP?+);cgnYJglWHW#DfD|UbCTrEXiiC|Rx;|g0sYj3a0z*tUJv)#ni7-yIS zBnZ$q3F!hsM#}uhRLCDbY{zg;^r!?pYf#DUWMhJX+1F7jzJ1x420v}kQG}mNvK{*n zz-iiT>nz|I5RuCmJMUH?l;aS-wIXBVD_Fhi$yw)zymSb{CaB&}Z}U^%m5Q2qBYWWt;L7=K`WIf%6Bnv6M8TS*e)e@?qsav%9A{{6LHCmqvWTlMaF(Z$8e_eI4 z`)|sM*0uRlp2{Mm(tY>(qdq3j|EU-j`>PAt)vVCXA#IWT9Z%kNum<<#*GNV#ZkzV( zy36EeR%pr1m~9wyEGD~b*f9<^XW1Z;T#C9ykssc~zsVMbK8%pNrHon5hnV>w+S$kO zJ~Q7py}(4PV2oqhb@b(>_W;P?{9$rv#S+*DgQIt`zHn?DqjJ!y`N;jUgG%2A@}o^$ zM9z^+Ge3AiRF9f4qf-iHET!^!az%LloQx7ai=EX9$wg-DLFyV?s(E*1Oz2$drHhk0 z2iy2*;f0X3b|wfv@+k=@0rw;LSeX5yWM%PABbg*B@Ol@V<0$yBWDYvx>jkfwfF*l3 zIH7z82=?Lw6^qC2;)wvN!+O_ab#QhKSdj@VhVx8-(HuCIlRpOqyvxAhA)({^gs}%5 zA|8?f-JB8qw3#!PxBQ1Q@CP+=Z-;{Y{tzWYayg>TzC#CH`1ejUvj_3@oMU+(a^(yV zf8%cQNo|69NEXTtk?kS0+)R*T4qrC6U;=}N2f;j?$vhhgA99eWF*bvb!_UQ6e$O{P z3M>#hO%S1qvWDS%XUpU#H8Q&ER#e!b-HlJsWu_QA_qF-&L}xDg1hM8WO?8d_TN;sF?31J!CL6I5Q>5rwpJ zx_8;zZ{Zx7w;x$ys0Th|7PW!q_y%~hyX!ua2NnVeAm)$M5XAu=@E;%&MPUEA9L+mN zDIGnGj*^LrE;?_t5ZzTtet1?ze{j6x33FDR^Ui|CqWu^kVz>?)^Bef&K{fSt=EF1Fn`@ zHxbUlQqgrQ)A610sGR9lb&7bNmInlVpC_scsV+KDzn-qo`Ow`Z7##3vy^p600(k2k zfKK)a26%IgZZj9RLNS$lfYlfvc%ldUEz0IU>jKdsV0Z|4(*mx{!2{oe2?Tk1r&0P+ zaCjH+v-JkUJk6B~hXFUu7TCrC$jip~B#a)`T!MF3t0f1J%K799zNMN=s{KaSE1^lH z2#(akdJ&A!Z2-Nb(gib3%Q8~nFRS>KD@Ud5C|HNA962Xx)RZP6u>E;SbqLfidmM9_8_Fzcp?UbKS2#p% z)r*EZL}yX8Ifn{S9GjoNkd4HHQP&Jrf4yW;f49+D?s!zk`X)6C)lHG5e`IC$9s^x) zZ=*I75S6x0W_jU_EnRV`_4{JywB={*yPH=0t`1}G#wTkc1h zvEHz{ym8~9NC{DSQ|ci=djz}T(o41Rx^Vwp;4xuKQ4n|s!8kXt79HpV!O=@V;EBNJ z6~d>he$-)b*epP|-ksA>`LJ-^RO|NvC~U~OUe+&nfbgB3UtRaiz;I`C2|3wvZW~E z10G&-{(SO+OU1POjLX2m=5gHfAjTv{hWbaP&r=~V1{+^RwWx!9^NvX`)W$OKH!n&L zr-{Dg>+?>gmGH?>2)D^^9mYfvKRezdcB#Swy4#+WnygpV5AUJm?1eon?K>g%@o3*(GmZt*X zJ|kgPBcSc}98l|FG&03iNYQ2CGmEgX6|=-xe&UWSCmxMN7QI-Cw%g?t^}sND?*ja4 zbbYCeK`_!K`w?OKNyMp?Naki_O%W$-gPRsBoXFNtwtD(@WdvG*lO+V`~# zdhg_<5}(-L{^Kl!=+PW0wa&ek*W@@j{L3eZ6uD8%yF!xZuX>oYnG7Mr!QY@&~ z&O6L}8D9X$q+$ll_I;1dyHI#VZ?0LLA79NzS%H(|g1_QR4TO9nnCxM$e}otLdu znZ{c(Rnhx13Aud}d8T$M z9g`@~WVlsT$$iL}1LrI0N;9Nxb^wfiagS0ig@t;>pQ}F$$ooQs@L7eO?5Yd3 zhDx+sZ&y0o{FSeK1-IXRJ8r-I_Nt?Q$;zH<6XZn$OqL4B7oJ5_uPgUqDIvR45S>Y& zH3TthKBCzRLKPslB>dD$6>Mt~u)1=7XfruUSPA4jHJO0o?4|<(CC^lH zr6+DJqRFTeS-9Hz|1eEqdALEKV6}Ob`ks=<^Dvqs(crs)e;ex`c zoEcZIqw0(jpjL-SYWm1oMLMF(8{haw?7Q#2mG6H!lsyIn)3L1(o1anf0UIrd_Aum@ z=OLec3fOCZ#9CZ0FCi}0U)Zb&`@IBQV!*hj+!ErP<)B=n-vPh!stdLP_!WX4199Kw zUYazRBAG@zQ_;Et6$qXlc%#j9ZYNK~Z zXiwui*F#znd z2mzbZZ#HKXc94%H#9T?KB(PM29Z6#*?kE9W+s?fPaHp>YngwShsXjL-q2GT)jlb4Z z$IJ!*K3+P*9gHs?pVqUxtITK+Ouzjth`aBC_{7H%)f&L?Y{;z}A-f%jyZcQSN0)pbjQsMK-9mNR?FONV-I< zAZ)({k0KN+n;Z*HE~P%clQazInIB5T8w(9)6RM+$B3??8>jIsw4J2K!X+qaiZ6}Gk zpG#i#7Eq^dGtf2fEIhyEYHB(pt|yb!szx&8;J`qlD(^;Z@_kSSej%xko)voB)Yl9! zAqfJYESx?I7eq~+eV9oy&1Cd`wffQo0@rJ&)<(#A%z$T*fv}92VBZ)fz1LCeB#MAq z6QZe;k<&T~`a%p=9$5DP{_Vg24R1T_Z984pOI2pHO)xwET!`;}5Awe6K{kgF&zWCv zr?>fhRVC-348aqYdt>%DN8*!GXRDCv{1$2J8l%jB>6+aqy zy?t$U?q9-Wwj-FeG-&=Defw5EeQ7-FcMO9+fa#QIMRhM#@Fo!1=c z?(?ogGFFfvNCp_3VPPszNpmZ~-k1HqZ?VfR_q84X>v(ab9Ak&?>HMNGy=VPsKzftJ zblOhC0AFaY1{g|v&^(0`5vkWv{fQF09@snXtH~%*$$Jd3dH?i%ngZPk^;v5KOj~iH zqsq)^IcT7=N7@9VuU-#yIuMP9yYMJX7;#onq~eRFDuTJQfXSc?SONy&b2kZ-%FkOU$%he!c*2Pp+opUMA~OVy$|V<8+M2=-Pm0$~6M zX7ib6cvf#{+Tz=nSc(~G#?76OJQs6fNTMV>PCkC_9qi4EBVhtoax-bJGDz9AeU4(C zK1o3KbVxb}oDwC0#Wf3DJPlP8E6I!Msl{it~2_0Y{avREdg|brQ zk!<^v*#H{7uKJOw1vq+dwIA z&(%h|HUXX8UztVK(nd-_X&y2fT>BKH|0tTbS=wt z;O)$E>~Y;}Hc1>@HVGs380Qui$vv+1UsM5=k+o&8%|X;ghL7YjnDc>x)PpA185q%W;1EU{*17kBGvnD3&3Eh_mZ>}4h!(naI!tcHNRmtD5+{1M z#JEr$5xq}!)JBlhX67mbGNGimq+Z;=I053kgE;Z!<0w%}78U`AF*1P7Rn_pNH(?nCZXc%O4Bi~^VgWlp_hwE>n&cjr zJhm{|x(Vp&P33^cr8*zzq}x`$V*zQ;fImf*qW8j%XJn}g4cY5yHEI)RkFd2V6!7hY zoo|qG#NJ1s7W*M6U*2VAgJ7skj03Xk5*Q<4Pz0IS5Gp`w9et*w!vIFoi)%nafM;c& zyqyl!L5kZBOjd`$J)E;Ok{aVAx!TQiLNE{$9)W?CD2)w(zND)oA({> z4<9$##Ml^e<0ffOf-zj~zLHd@vtQWU$`t7JAPMZUR9)skS8J#>6UFd7NAu%l^%r~$ zN_(`|$(z@N4~)!x643Tvt>#SXK)nUg^o}pY+Sw`czJHO+y|>?sJMOpxr(Amqnk1mS z%*&nug5z76YDyQf*O@ajTI!*=qFH8Cmog$i%$LfW+xedT&q39Z0+{`f>w~y-#f|R( zBMt%@t=R_BTx(a`K@7K=*mgssBY^Km{Q;Du&hCMSULG01uyqR|HGbu(6{ z`wTRUG)GKu+Ov)+d@UM>qLxl{9oToFQl#1pJ(2@`4c2K7MjHj_+?RF+rIbqA>rAQp z>Ll%XCXy&o`@=T@yoBW+{^1{R|NZylQ=j@2mMmGaTlz3)nb{!t%^QH9{1o`a|Eq~6 z+2)8djFcCiFG+z24-v$Sg%8uZ_9*|14ixL*ZpDuX&Rnb8a$=3H|Y%> z*Az!cs@Z828v!4#1fscQgg{N*Y&S5e83JwY-{quVm1V3N(3%w56GIIJx_Ag_zgI!;eq6~3n$eoi?@bmi_>Z5*Ans}uY z6E;)e7e(GP#O%3a@Qd`@2}!w=#euq$tRzjF#rh6bP!y8usRFX>)Jz|wFZoOEYfyDI!xT{08?Z7VZoAKsfg&t*`lzJ z#FHmxxdZF`+RhYipCI6kVn8G?{_XZ=SoJ3LS6D#G^j!INLB}r1BvA5XZPeJfEWs-R z4HLIB;CVJsx+zE13jqC|W#cHYiE*@{)I!lN1U~?dP0m>ZK_*PkKM&CbF6ENvVxSFC z5^V-tOF;cleKNtZjGdP}P?-Z(mT9R{uLIp*0b#WZW}WAy)7(_?zOeZa`a5NZW14_Q z3!>4o+5<>6KjtiDs?Ma6RL4Ul#+nh+j&X&mePeSA>}RL*>^Yl9qUOe|x? zoYNLnGb@!Ar!%g`SZe}}Hbgr_lY~CjPzQWza5tClKJ#7N@#{Nq<8e3c?ygiWGaCe7 zdz|{ALTX0ip4@>X7h!dSB{l#=k`yl@FB*S{L$>Nb{#-F3aGox;AxcX%s6ONJ-?N^o zIh88|FurNYu2ze!I*}gZWApkQj>Hk>o=ejd4ayAU>Zf1_X<4*^R_x2$novUv#~V{)M{!x1Rz-2rPq@!Pp@U2($VFsv%2A z7zomFf|{rHsf;)_$m|*(xLaln3Sy7gNPzT72+R;`y?%I zV#cPv2s)D(RWBoaSqiyr3s7%Bw1${-Rv++_66VcFVVM&hA68*Yq{5&H=ye7FTD{M+ zshBPXGFbTQk*O$sDJLlPnQ7+$ZP%88ip~_|rVWrUJPp|%g_u1bqE=J@(S?^965F5?(W7wWsdA84yH1K2A;Lq54>$Z_1_RxK*i%sL(ha%o-eM{H^6h|+?4k|rRrna zOOe!-DmShLY^D7DIo5)uTq7qwIa0+~BzaaZX5%`(W_{^YwN1X}C@iFCn87Ip0&~8JFEKy7;sWGJnz9b1V z1$10N2ScbfMuuiS_?4x%uXsamO8Z;5*;>&hG9?nTM1%C4+aPYxOO_C9qpikgeAJ8~4 zB*T6c zqcgwU_6*+JXPhW0UG2SCYbfo@%L=)9$Wtra^PbJ|7o06 zi?3avHPh{=>pBpJujWLSDo@VI9f~g18!Akh!vyp9r~gkH)|NR#it7I1A-Ana&a?_+cwSUG9L@>dCIfe)wPz-H` zod7+jk0F((uPWw_L=2>-b%da@qM?G6tEDT+?4~Mxkb;spj;xB3gPRZt9!YVWOZfjR zii%c23K<}(dfgbQWoi;=w%zx@`oe`r2DR)~MHowSFWQ>yGZjkk-3#WON#9Y7Qz^An zk|>YG?v#>L>P_{Rjv&N!V7R63pO^q@H9%)<5qgds7Qr}-02EYP(%k}I6qpdi=M{3TAF-0S4O&zUe)O#oFDWhF@c^zxmm1S;g zE*6a}+TGn4sLW^(L>xnmj;jBYI=})H$h4)s17(gO%?$kyI-JSZYq>ALhfJU>Q4`ROt1q%hqWbo zx|QdnGJl9bLLRM4S3BZGs_H#f}=Ce+{TGI#}+7ol@+{R%`!1fH9URd zCIAgk=uE0KOB6|`-mW53zCQAl=CxBMlNOcz6putk#A14qp1HlfmOapAK zJQQ7SU{)*P93LvnNWot#GDykRT4zE@u@qvgF_cqtN>cewj9G8ap;>B7rNF1>htBd& z*DHAjltWr=95UY z*9V7Wc*HDRo7sRIl?1CpdTr_UB=t|4c@52e87(znUSg~52Yz%YP5jS`Fh-b(f#Io zKGsJ$UdG27c4>M1e*sVa3vkxcc)6WnEGl~j2#)UnvW_buQS_Ktd7A;un8e3HJr_31106j- zMgot#dWvk9RJR0lh!RJI2g>nh-h1R%0IQC6$Lcygc$bTYY<>$iF4mT=yDIn-k8TpN~IcfP$* z!fIeRBNs7sCwEGseZ#@fcWyEKQ~8?$8;VhJ_IheglDYzCwl*XLq|}n>y$aUaH)}U)0vJ1fUiisNgLij;6BJa6tvM7_yYIk z`s)B2{bkaYwrwiHt)(N130X9bqP}Rrli)^^DaEjn`aP)u?NI=uUN>b9w1V>>Ghkv2a%>w! zdsx*aGo$VktvtC1F+cWrB!!9kgQJ_8tXh(CI|qx>Xob3anw@w ze?eg6tE?PQ6575Q+SJmOV9oy_5>LkjVpUbic!{XWUJ41RBK`;VM$AbZv>mo$J#YWp3`xk4d?0zt9s!y|5c|K%FchUZ9Dy+S5o1UtVruK6iUj*$mT^ELG!w{~Jy`EuQd`D#1!N7~ zHe+7Z<5Ed`WFw_$E$xxwFlBa-))p#LrPkMJmHx-6JNuOduLqJLgd!5XT+56GLB9xN zzta(8>M>-!X(czx0H1a2Mk7K^jua&6^mA0^VL>x(Kq96e9HZXx23s_9jqw%=Y^$OM(!GazKrNiQq&+GsQ z5h0H4yar1Z!s9(#1WwL1pW%t3LN#)^^e6TE?x`&FX-5Y|)}Dv81`xLu5mpVc_fAYm zs8JDCKL$r6Ammvm7b9Fh3srxzS+9L4(K0ECW7Mo3MW+TeJSSOtuUgK}P~= z|8yqQ^?Fl*nXK#dM?z(d0WpFpFrl4VG99g@IRw<|nrRfsuMAdboRqkC4?WhfOUr-! zKftqh0t-(9+WYM8-c%}k4hTvKOzeO}YKb`XUvhX6+CxsOJdA2nGLX`T+l?owh+$%O zQs!vxlwdg4y!V&FjX0+&spN>m9dc+4RBIeTKtiTn?Qo#K7XW!#3S(O z5xVY_21gAP4p>!>)o9z*;2PHeNR}f|pE>O61OLXAoH^mdu?A^jiHxM9zFgf&(ix|m z1zf-52t%{L?sXm+5THyG5?Pv}+vz|^i6}{s)a!n2Zo9>mm0u2gX9W&RWa(fwAe0JR zdWY4CNlJS_+EwYe$brg8bqRn5l$1?Th_q^+RGsx^v6SR98~{k2X(ciJOR%J~-W)k< za4FS!w#jkGkvR|zYQJ1fC27o5KkX0dNhX2FRlnyeVOo~Z*l6C#xrBkVQFHS2Xlc*x zGxLmULrU1FHN7dDX<>983sdF;pC zY3Whh{yeGCM3Fb@Mall^qPbHc1SG{(*j47(FNJen zUCo(q#LobN`9O;lWjLkl|x5L4i8#u5Jf;LECbRQ$`MCD6F2}3 z9mhqxM5A+oISYW{SrEgs`no9O)WN)uy^dAe zLzv*ufsVlJ7b9`O?qi|%fr*<-3>s7Mnlq%rdcXo6154-kv;i4GC10`3E`MJ_0Sih=C<^fAz$wvp0fiW?_aN1z%MqUF+d*j<7H*El>CLs3S zUje|r2OBTQDsRhxkF8uuuW8q2U#B>keEk$jccE7OInV$oCDgo=y0)i-Qu7dHq}l~6 za{>WO?a)bQTL2_Pom^z~{uO#Zl19PU6^Xe8(-i3g@c)yKHSEeVbO6wr8MZ(wy9NYz zC9qMcP@h<^2v|^{drnieS$ZL^gaaK@jrp$l_5+Na!p}1(C})`7V6pQQdnU60sX^L! ztWv}okr>Z9L+sM7>aTI#W&oW;04$em?NlX>IF7whxa3#Do%gEm)OSMRHowRMeqWVw zCD8L!S-DU8n=Df{)2T^_wBvc`vSTbs9T3hrgFa3#ZZB-S$<$L5a=;5PRiQSVeH1aQ zkxJdSW4i+6ky#4#T0{C)?L}HxdqG<=(~)CH@~xS8yN=40q&zN7`D=yhG|#X(5X^Ol zAHWxpVoZ`cM9qB%rjHcPtl8ERE(2+Z!1|cNoF5hX`&cK>CWa@jD+ih19&6b3<@x)7 zZT|%vbpGz{N#*j=OM)-9s$psh=#G2bDs4t)+i+Aeupp-%VxJ}3|5}2u6oP#ZmR6^B2FhcGXfM;=0@PlR(2=8RzdhFQQj~eW1B@)$-Mtv7 z>>3c<-HWQ*Rq8;&HY8;~FpeDrB(zZ|i7n%B4Uh>-WO$k8IL%h|)k4~x+j_(4o9Q@* z%mN;())~imtOo5&7SsjVxZ;KxtC2Lb6vpwxoNbIei79g135-u>8G4-#;#$o}eYyK9 zf}Rt)i_}&|TK7Pnq?gu+1|_Xt<6y4GS{?lSJ2?O_P^dNZlISBnd%)+k;MmNhigCO3 z1;};3f}AxM(foZ>U~X>Ps|b9c7RlCGtJyR^&gi(5$1eodRp>KdfJY5g@3pQDUa#A9 zZF|xM<}6hXL^4xZPZNPZt?shu$KcHOxqpNY_BRAsici)Xxt+l(m zQ>nas9b>AL|9T8~`f1>`$5?63IJ%JPP+HXtIV%WeBLMnu4#&t|y%?!4SDyd}Df-Uj zz$?n;PT=TBjv5?!&O|K@76!rQ0Od(A6y(@O#F;c9s~nZ8_E4SJHikyK4JjpRO(u2O z3XA84f1+5g-Hx)~l2emulL0bdZLBn(fO3xD?e~%V0DZpG`Gx=(Oxj`IlIkD5yh_$h zZrlM7*6USndKU79XCd07%Dy*eA;g@8s(E@3aa>vDnPa-5$Xina?%BeAD)0apYL%xX z28HVHYA?;CuAk;%3|MEh6lr%n(P@khj^{16 z--}v)wdq%QY~y3-q@CY_;7d||y$)Er1~}?Sn3$dv?Idx-m!X%cL$ijum2Cv#%qcMR zU;tPMe&z;yt?JPVif?M4*U}A1ykIKUtP6XbgGr4hac^;-l+-8`@jwEgsa0FjM8uIs zrJAB$6F@qp>h5&_5kqQ8Q2O=D)T%IhI(!`qZD)=gphz`I60@+x&YvU3T)1E$9pY#I zWA{oh&4E*KzMY~Hc<++xNcFrCb5?7prM6%nhy~i2fTaJBQ&XQ}RqcGNnhA^|mJ_jn zG4sd4om$x3NMFm+>)0qP^%g{<hQa0IXzc z;;3pz9LFUc%n?NgGj0w~Lt+$6Ga1o0?B*>0jOnOzXZfoze;U(mDlnC~MDe-syuY;i)=&tpi-Z=g&L9XVth;W-x1+GA&32^(8r`NGL$1GnyvS z4V`afcFrhOfa=>c{o$7lv*2z=`V)M<+=C1?Xhv{ja2 z{v;}Y21@rJv>#l+*h*AIm&j{$R7)?aCA;V3=Ew|i)SHALqxIyyUUMUe%0VQmqJcRb}Tu9r9Sf?d#*;Y z&7eQ(p?8ir?4fFGnsu>_(hFC3C^|D$CN)_{yT0NX)rTYJ}BY64TXx^uxfWsc;S&@A;{2d z@YpulRD(EUbUGazIy5~g(}44V1kV!jk+rO5_Z%#;6IW#)YCmKro*;$OxSp4iOxUIq zN(t<~o~Pufp$qaaief~qj&oL!>gIx_K$1MP@}*cizNYZ$I* zvlr9Lp>rbu1xEOAcdgD;-6^CtyL%V*IliCDYb%=Od+-j*lyAAolA>Yrk;XIVudJan zzl-+B9OxeQZHFKUtROEu4(AYFs#e8{^1`naC{{6!fhDpRvT5%F!I=?B>fCW=Wd+D?G6Hj)51sW=m#HsfRBVW+JqGLjvfojGZd=72Q> zQAGATtpjNg&g(WdjxtP+$`Cj|cX{TX3$FU1V5E5=8R~*0V~(qA$Z#zD$-n#wK7a4$ zap!N|x!pq<8`DjKK~Y@~oHlK*XYF30G@#wW$Gc!&r~pR- zrpiH`WW!R*`srmPoeo;v4kGrZ<9nP$tPLbu1ysbQ2@=bV3T!}ejz}U}Xa+r3A;XZQ zEo;P$u)0nbnJuYQQ)8DibE0CQPE}r#3wcgmWA=)WEE;>28b6)%_-Zl^Q+uE4p!WCtuD}+3*rh# z5ull4E?CV~DR|S9XB5W6q{TM6Y(QYlS+O3Oa05eVQ;6> z;;6~nn-@D?gi7jFA=UAsYC{@gyLb$B+pk#Ib)j+U=rJUnHs*FO`Gl^<@J_6qqcPO8 zN&(tP=ci8tyOwN#yN&JQT|9?cD0AO7ja*XF^0Gv#St4b%S!{@%CF9hPq|JyEy95CI zeGGcgPdoyB=QjZqP}jZ;>N!^c2QGFtMibknwMgZbnFTgU#@ZxV;**J^Sw*K5d3RPi zwD9vG=iHGB8eN2?0;)<6UqRk*y5HaFQ9?FcXl! zTh})Jj(azsn;>*AId>E}RoEGklj$ihprH}PF_sP;ES)pj6LO5*e@)-WbLc0JKtFH~ zaP19<_8kQF9dLcJ6NE?zZoeC?i5NK~!!D-EE^u~UIW<_6kUfVXy%gCCmep`+AIJt2 zICuS57b-#S0{b2v@XW0IaZFt8|u7CC87kn$Xw1*75OR5l(L!s>{xl;rOMlz z+l*A4E6>t+yYs;80@Um-aVJYe z#n!}(jE#+@w}Ep`X>}bTvf49lJIQX)6C_zB4VnZDT#Af0QfxD}1lWR=Ol9aqWHw8Z z_&hQ+Y5J5&2*HwJlZvf`Z$J8N{Ez$o2X49HmhB$O*igF8h*5zXZnyz=+;PWNj%PBg zo^+WZMnYN1Ky$%dz{Rlf%akO-Ibg`Hw+cn!B)TfdKz?3~*{;T_zj0rxF}^lSBtzP) z%sV=^y{EE8)0_rQoq+DIL+!c1*=}XO756Y!&ypPF=E17ngw2s1bi_tNXDRU5e?T99 z0)U3P_;O(XMbtY>5QUH$IedfdOBxjP9*vP~obQPjR<_?2g|$;DzNfl-HRMOqV@{IW z`e}M@y7NRXVVH_$8C3&_jOVX;&N;uPicR8gRb&4SEyp8{OGyxb4g8OU+ES8N6gvX5 zV>1;W*e)1F?ihO{N3jcku$hO1WXUAQgeeJ-$3F5aY39Ya%Nhasc%=R=zPd$;w)B0wmQJl-qP7) z+2AVs7A@J$LIhhM4senaOM2`OV(g|xmI8x5l!}3i4nrNfl1l60M@mP?6Jk?9_=3Nt}?%Gt?MBxy_Mc;xh!QU~HlZu(+Sb9y^wD+ zv{8Asx=uQ0qGB5yR|#R~874ape^AEBCg;F;t{Euoj?g{C^4&WT?Sn9VS74EAc zkLnnJi3J_31FA=16-_~2eDj;%#NBt_jSqhCgWElnu`%5wxYwxltYlF5Kl2PaPpiqp zE?V_dP%9)`DI|A&S-VwCi>j6{kBITx0@9P?O?!Q$>+3lBz(ctB1<%9m(k}j#E^%jv zorR4D{gkB)?@B4zRyYu-nrop{{XAEVrRq~|gU1;gRr2~Ou(m>r;_L$DO`q#Jm;53J z`UB_zJMplihKMCoF{ukh?4v79#p&qQts{fdXuvB#}cMVtH#$w zi6d7jQECMC!34%=?(W%om>Z3NxNUmqBiK00L6eFNpb&{pr!)G*a|q|hwY&I>iW^Ab+M<4Qe(({BGOW zOZl$w6pA%~9gJE#lMGKMr}5arV|W=}w%tP+8|T%xq}SJgyzdrr4hWB9&n8upJVINY zQdSLO2~#DMVXAUTSK_d$KBaQN8zVh;4;ooNMb_`3yD*Qq#U!NdCU$7$xeXF@Y1B2| zkfqiGb?wBk*+4{kI#y}tCYCHtjK`@0_8h1t5ZQMW!TKn%-Ou*N=m}!rqfY^TFPlfN%HXYm*kBx~5&D8fD4LQ-kL2-DL@qiI{D4?1)knbgm7o z=VyQkk=3EbvpR0ku)Sb@(iLCRCRuMf%D<>#^HBBiUT)XQWNwH?sm`#q#}FZ&)~c zBKIkO7KJ0x#E|_CA;Y}L5ubzidR{ul=zshgaL+x!Z~QtP$OgVmM=57uj}xdt-|Qd( z@7ArV)9m`#8w@ZHd7y4(s4=9zNlCACen3KItu0+=k{_3gl5P+o`2|vmQW10#VJz~i zm;-Ca3qQ*2YfKGv8jrwPg(8;Woq)3a*_z z1G42Ek&5kKANyC_ee7=h<_*8O-9s50Q%!oIgr65+T4%UI*it)`5 zS%Qocijrze{&u*1UHD$oaRibSjrvrMCF=_Zlh_aFXQ!aF=cFNP6XXO4xwGYIZKT@- zwhR)JTbhYJOua=`9kc2*={T~q?IlhX?}cBOjR{vQVU?~VM4LM_gUqc;1j^ct!kx#t zTNze^AqcQUhT3gdwHf1io{H@`i_bwS?Z{JrsU|@+ENxnr0n#}J@E1jXIIFxvCGm|S zzez~XTa<@iXQ{C$jMi0=#KUbYKTFcU+ybmI|4hNewR{rALqDOQ@ry4*^n#b#1%4>` z*=EfB6&jqhxRU%>x=dOkpj}gb&S#GU`2cFqL130*;i4ecu<{nTUBF3Yyz6gw;RopR zqNUxq^VASjK^~db=42NBSlEiqmG+J}F|~?FMZ36<$X3GOwm6xC6@XKF<|f=ks%+T_ zMyN+~ww=O}ULr`(l33xqIjxO1cWP!U4aV*sQ{i=LRjz@}kjIjz=APO#x7>HAMrHdh zkKYm?ZzQBdC^pzUHyk!1pF8hiG(SyK&=3Ll9q0ISo*-5+@=8ana~D%hf|VEy$Yq@& z7exD1nw?^uJx{tv*M2?(p`B}F{!-UIX~YWC3=y9ai?Dv=r%-zjKrQVZ(dPKD3o0)% z3rmPz_zRwz&?6T)VsWn}dW=MXx||QIV&+|Z3iOTY&v45^E zbLiA~CR*ZCvmrzjvQ&vcr|L5<}FI7-M9rr9V;1Yj?c>mPOX|#fWNkB z=Zy16d&WuB!^n;asl_1)?8uTiX-%G&7)Kc$w8!VPj7rctzVyZCf>?{(d60739I$RB zznF-Qi7Zry0)c~!auPm=vOxPzGFBoK8v)*EvMSX3Zsi{%9#ZR1pdA^u&!1FmpTGC> z`0@i^#*LTVxZOh;8|Q^%3;@b+XqXkD4=YRF(z3_&76f!imsz49h2 zd=`~^FQ6%`V#-soX|2)E`{*X!(I=l}oR^L<04Q~u1n;5&weX7L)S_Vz51pRr?UrJ&Z=h(KoM=)398KzHYijjs*pg0An(j3z%TA!%a| z?pBUbj$X5*0GR&gg6~E7P7~RH?2)|{dTwSHC{5YSg0Gt9d1IR(XQ~;j6WO$9fZ1L2 zJ#yw5zQ+E}9+|oO7u*ZQC&nP7Y1=O1S~_vDO4cm)+B%@LN!my_&uQcwcCvx1B%eJ? z8i%CiNHJ*xtr>IAOpJvicAig`%35r1E1Yf55~zqJlmuo~q*5A$lkPYhjr2a{4F+#W zlnI3>3fTBYR-H1rReF(18=+ByM#`-vDt6zEbdKQ%jyHBCXxF#gBw5Xn)JlM!m$Wz4 zsn{Mo@gRQhOhH4xn&0AhRIyW;z_128=pP z!6qfIa!4o&x1bHyiTsQc4Hox1H7B2&rd0G75oLHOav}vAtJnqRmH>8b(glT-$gmcc za*BZTq$FX}dg{4N=jJS05)YHJN=07$+sN}l`A`nur!zn;)tC|;T(UP~Qe4wf%KZx%z_?$^nYnpGRC}F~srD9v?EMVX4 zzU>~yM3`<8eC00!k3UL*$yRdG?sw^~4b+ogrABxd>5Wf#r53eD+V7*kyo$L!OSt@H zFSX$UTSk72j#E*TRB;uOT^0S+&x$6G$kcc?&Mrb7eH40a8Q8T4YVQG(07ICPN5jew z`4!p~*qO=Ak2V7nDqP;tTWLBr{3G&l_E*6b?I~e%PN55}4$z%1kBQ?&m4Z%8IN!xe7@%u3)&l!(`ZSJ zZ&xi1ul8@DbR0gd#{OA~RlXyzc%85-(9<043CGZ~1$k&x@e92u9YTw4>uP_0R|BeG z&;J5nwB8{B$rNy+pAsat1OE+x10#kBdBZAJzAkR5S1j#q(z7c6Z$mNrU|`bWX!oZd zrC;k7&|elAMxvx~X?Lh_2y<3+&H#CLIvOG%cRJ{V^Aq`_g35&{Y3(F|zd*Ps<0-t0bS?Y zpaE&7;*rbxYc9jt4^br-QUX38R+soEt+b%kY#ml?AVL%y88tH^r?3n+39h|5?3j|h zMLBk%q>~qxI{ADNV&Pzm*rqc2acPOL!JY#lt|75t?HtGVTOx_* z5j9JSDEo9(f9W+AE0`Lx11-+Jnu#gNIAU*G?Z8v{!e>!l7Ec-dtXaye@b-ew=Y`M6 zOWp^(_SY4c-Leif>qpzc-oJeL3I1>=s+=OOWpEy}fx>Ld^T7I!9MWYmWX<)e_i>Ug zO8jF`F4b%?P~KP8@Jk=)P*l;yF0g+=e?o<sb6 zJr8ZvJf(MA4U?>_x&w;gl{2~P&#LRjxWekx%AT8C$7Yk1DZ=Wj8$Y&ynDSS1WaQPbA_F<$#?quInaHAZs zI`_*e!7wfn8_p2Nh^_E0ZLfbRsAhF#s!=J);s=iY_k$i$jGr|FnZ~#!ylUj~u}NfS zk5+RliXB|aH-<^(TR@d9)&O64hlF?rBDP~LYGbd1^Xwk4q04k^Fo;P^ls*4e^oNR> zO@*`4#uFlCYg81%gw5?Z^>1ON5FHal1{VoXalgfAIOIg!%nxxVWBQgiof5^7Q<;75qn_&1S9uyV^BeX%Y zT2;}nmV2^yZC~T&2J#y`7E?A}KhN69s~Cpdg62Inh|hS+?3*GQ=@6jg+`nSrJ~&bu zhaHO}LDq7x$@DygmmotWWH!id+Q)RV6eAVaqntdE#I~R5csbF3-o*8R2N03Oee>~3-@LJFI7*gBfZ$@WBRxk3?Ta3{NpS9^77Qn)chIeE;H;{&g#7CIMz zXgma|IRr6!fRA}AD4Ss~q`6!y+YATOg@jd#A1U&su|EVIv5qJjo<*M4$QGt^r)f}c z;OXwwCGON`|Je`oI00vwAN?{hlMHcS*cPf?i)VgLbHQ5 zi*884rVk$$#*>lCfx-|um!itEW4oc4j7@ia?J=oB$;vx2Ri+T6Owq?enkuQnGS!R_ zio^;?Qq-TAMPGsLGaX8R4e2K7LsLIQ^Jdw2ZOL5XX~Tp*K(u;fB=2=h*cxTFJz=%| zN3;~wJGS);Bg)ZUI30pC6+}#dFdXec$G%p_QEIQaPjmw3=rXlfe(fWsdmKLRPbbvL zKsB|}%eNcwQG5GirAogGTxHXy_7)5KWrnd4MSpe_1KX~&-BoqGVYaP0c(Z2sXY+XG z2J;A=<*4QiMdX1_W3LyDA1c;umeibcHq5LH++yP9qb*04GhoRNvz4QB8jABH7QbY} z$5He~jwNXe6fF{O``Kwz(KLU`zDS#_;V!!|fE_bDN{l>M17za0!APmi7-C5y>Ja|@ zAx0&%dr;K_Gxnz|`DL4AkyQ9gwfsROO9P4Yrdp{8jl!#)KsX7Nd=L4`|%8)xA|}FW%0YM1de_}JJrl2M!Mrhy_|w%UD<*Geu5)dKK6gHjr!q!tKN=Ei)$tLp`| zUU7wP+~``c@Y{r9RWBy8o=0E}Zri}!*^ywB%G zk~U3d)0J3!qcB%U8Ct2I?m)j0wVsMyJRS!d=(@(MlT;Wd0BK#c0-^D90wzJ4-e$rr zdmIYjFxB<;277+`S{pJ$bf=?;?9h_ck{V(fs>V<+J#kAJ^vD6Cfdt*oQnD+^IH)D0 z;?Hdp15~710DC_)voLL42HbdFf2KvMQe7*o>Um24CLE~U#hsU9;&ObZZu&xkmJ`JYSEvPrh$^s_%2 zTUXP<&%cVUJFkKmwt&>o*G+d_$Qc4yhChR z5JhYzs~LCbt^P9^o2q`lmkiC!a3Fg%l5-GwsLV~s2v^eQEm9Kb@WAv9BgRM7ew-?B&crXnO&6i%a-F}i<*1Y#n&vQCc@V`?~F`qj()E>I2;A<1?pTFSFO9;#%=0PoN za{Kw)c@vhL1uiC2$%!cp(`4IF?UA>5^dxNLs1G7G6&8~HpKZGTlv@v#HI&)4!$@0H zxd20%LxemLRqV#>Iy$Np^-YR6%kP~^LQAU&TI1BU4E%~&KoGYwechQ^LZR^vYzI$= zTQ!N4s(CaZSpj0S0i_H8nOaLxdKR*ZO9r#ReFm|3J19lfoJwg=NoNR;K7c6hK+1LV zm~ki=$Nfr@_z!=)FIjyjN;!!H(dLR5hQoRDZv(<8SD9ny?&ap^?Cdn-vs+U)Q(>2W zY&=mHk0}?!@%z~0ZdFp7E!iX=N<|-VEdwfbBdsIx`h;qtAO`jWwQc%o3_$^UwS`c^}lNTV1LrA1QnQ1vvB+*A*Y7-E*<+#*RT zyMG&0v`9x~bup>HRrV)obY5zAV3xAJ!uZ)CGsd<7oJZo{L!xCk!d|lTf=_r zkcHw0#+vMBhplg3Jx}J8qI{f;0Z#RdHT11o8r7$&yD)q>xka}#s}SXMbjn$-UVWAD zQV_e&hzLf8wodXRV$I+%F4g|fy}2322x}lX77|ANClM74)E-uu&fjrl9(I7gKA`4g zrC@&(XBD@S75cQXtneg@&sKwZ@3Mq%cV!gn!C?v+8f5h&k<|J%^A<`$a=9lT-2&qb zkcS6&N#GoT4` zTje3D1hRIy#Jpy#Lgr+1L9y{5HP$o`%@;4KWr3F$Q-QS2W3NK4;L!0T;`)HS93e~U zHC=wMdCd7HTl~j51-ls~LraMs!;^2b75+K4jA`TEvRkqsAd4i?8FQ&|s>IIUdv&mn zWhzHQv7V|!v9)PF_lZw69dxpX>`j+g(k)oIM7{h#v#hlaTLv7sM?l?0k@ixvY{1*@ z2Wm1``TqPxBqWJaPBJn4nHi?E(j`1%(r1KKB7M$>_R+;nfnWHxw^#+b)cr{vk~vHv zVa$PHYfWx_R2BEKEN-@oKjGSPhGt1~!}qfA(Z5 z>Z|)055IV%VKepHTz4j0;Oe%;;3AyP+@qWk=$JG$gTTRc`vs8Gq4keN+OIS)$*Vzj z+~6YGZ+iUN-798`Et(ea__ovt(RfKXSGB&|tnWkRn=q71@PvFf3Mk>j1PQ73bMK+? zsrU( zzI87=>uTa0r-VR=OGQjrCJ$QM=E+TXvmd26;|xbpK4aiOOTf9)yvy8FLTP8gxiO+e zC1ln6l(nA`gn}>rhA##}ouN-kiY3`=)MzbH;v7x$ErG22s-A^xOkFb3pi{k$hI+0l z?uXpkO}0F~96c$ZGgv8yDxDj2y0#6|u)OfF%XW%ukrD_jM$tfxyZ7_E9h_h2Jgb|c z^#0X%8FZE{Bl`oomE4;rdJW>GQ$nGZ;uK3se_=P~CoWhy)cC zTEFg@mEYrv{s)no_LO2P`Ar6f5mK7U{s63bqo7ngAJ>)sx`=9HMifv zhTjU??R*YvwMKqRqg1vYYR=G>36!6IWa}X?Gj95cH z{@^}iRFIr6;6)l;8u-iLJRUdFvV2jF=O!+0ftHKIYW?;RI)TwVbxX}5kuDPmPi0*e zN-DA~<56_<`0Dy{Tx@qefN7(do*s0&$pn?M#G)K8Xyb(b__1s4x?!mo6_NF+ZKn!h z-O-*HWtx`w#tMQ4d6y6aI>nFR^vsrM$P%_5!Ci(>>6fH5T^y}+e;Y(rvW_XJJ!u`Cm6dhX4~oyQ zk7XNr8Kkw@BszVm>sgFa!2Uc{Z$M3!39e*(bjX&jhF0E*601G$VSQ*_8xfiqKs^ zA?ixUkAJ(#w_MC2XvcXe7JyKd1^c6o;535XU8qK4;d1WQgkEb{EiGp<_3uMyqw)4) z6$*l8iCKi&-jkAuWv$s%8Y_1_$uQ>wu8osWR)Tx(Z~5w<6h%>%TSu?NShSQw(a7%+ zNmkh`5qqh(SBZ+W<6gC}V+*yj#`X=ejNEHlFUy=}cFIv-o2}{C? z)r9gMvZ9lfDu_%(;*zOiZWX(d*$M-8&ryF0Mwv2wjoKbI0$yQOZ&r}A%CkgaTJ-=& z8_%AQ!5}icDK^v^P(q@??=gSo7weyENrbZT)f~7uW4Ary%{_rvIaHCS#167{0 zP_@Zb+eVjrN2pUoKn&l81E%dKcsGu&-n(03N`rZW?@3RYSL`d$oq38T*g4Vjgw%Z! z|8%G8NLRl}XZ)E>4;vq>41w!`YoU*9=90s`p1W5Jx;4i#E$|L{C-Nx&8IlcmU#AB~ z&wH8`{(rClEh(dSqJWNGBg*Hn*Z9B?Fm_*^0Nt$~?sqGNUURK$|HFc2$%3S`?%NAo zfM@3NjJC#(aXQi}3>*n0*d1PDt2`b+oi~d%w!2qs^NqfI;P&1bli{W5J!lZV0H+oC`&Mmzt+p@XTHB6T8` zUnES)p=)Jb*34l}h@j3|4ie9sqjgO-jFyHSC3j8>aJTYN(~YTsY0Fgj^Qbfinv$@&#* z4l$(JaxwGzx3IWZBf7yH=<+D0Dc-pJt21;K+rg`0#$wyTVa_TULXfvvkG^#Wf_T#B0R_}E|Dzi) zbuBXHR6USV#30GS6KrqLr9q6&jJ{6n{9dZ!SNp}IaKn$*+_1ZuPNpLlKhj!70{i^D zGrHN!%IK)g@^a5@l>m@mvpxv!!P=%h7AiLKv{=+nJl1QXxXNR zN=qTaP82+_>I_TC5pugQaM`G@ENe!A5G)7x_Wb1J|E|=pG|ulqsl%iq9dM7?Nayq| zHmJc6ih5V730JC=&PTam3Y%uy!2XeM%56ae{)+q73&@X1d zx~1fB#}zqtTWdAvAsO}v*9?ZIVP64t*FgHI7QJ&dv(19nQ?&c$7-`--29aVsyeLZ& z9u^1%1Q0#MxtIeKmT1_POzu3>|6kQS5{6tC65 zImx&*2X?~y*1wblY|%{Gu1yaXrVLb~JawI!3-q#b(1#%2g~1J`zc)NxG~34k=@;4a znHjZ^D|@n)G;;au`o>s(QSl`WK$%^>{CHCFxDu3}=aR0CQwub|6WB)TExJMbb|-3` z%ZtYN7oi=tH9$mx9Pu_niN~%@IoWKZsd{IeOvz~(MVCw%LcDs-v_!`zicgqc|R(N z&?AaQ#aME6vFA_+YK873o^;N%cAWi>i)6BXBj4%J3MBW$h8UoV@*9Eak8-)m8(D7! zkE&2F5weCob{$u2f#wQCC_m@8*u0m^n#uf{vh|12t0yd~1*7ciy|`fmjHW3kYC_GN ztMN!UFiiMn<-kj78V=TOYIZcc7pJdE-ZyW0e9Hw(!Q=hL8I8-uTruE)I4kFG9`5)I z5ibjEheC3W6kAoP|9k3p0}@_=gS6+L105w?k?KmpdymAO3KVn*LlsZRAWFwpdAd}i zMHQ*(p%`JGPxh@NBBa^!&WY;XTf$PgJsjJUDy#NIY(8QXqHlo+eTbg)apo2R17P#uyD zF|hQ}#2C&cVvAa68;q0(i2Lg*|_&^eYo9=+Lb%=r9Zs0urs=&j4eW7>Ps*`=OH}PkaC{_*a#}u`|wd z>-5@hrBgP-@gFJaKRu`tNI*iRWfkqmU&x_U`+`$M>CDVuN=b%bnH_D?i=2vhLQbo@ z@PQ1;>r1{x|MPijmum`G6?dx~RN4fC_%ZbfURmvh_jDjYGzN#J5j?p@d!!%X z*U#y^CoYCDz^?KqZIw-xAbAeTYinsrf}7hl?r>aRC1s34;cY0!SBWAAQ5(Xk$H8|U zb52reqyN+&U)p<^^IoI;Tp%*Zn$o3H@vg=JE30W_CB9fW*zBG(M`qgHBY4I zFXQC|mrAgeC{b7KZ!99wT)kWLJ5ylGd5lbKa%Es)dmlQF^rsqCs!G&)TL^b=k|Dwn zL)OHMFYD;0@wD!I3kMAStD?zSR8aw%RB8s@Fe2cYWEQ(UsCh`!;pqa&+c*2;uK1}@ z@3j$F(>jax`f%Qt{l1*N{U42W%P!&?P^hWp{bBXG7qj!bjr(l+RS%N)ci`0ERkdAk ze~D>ux?T}}07cT!B&j^_@(D7JvZkccb97TeHX7l$r~akEXuCHObqP)3>FN2U>0FgD z&oxav)D~xfEF|aBw}kH8?j3?O`s`2@No|Gg{ZqYY*-;<<} z>(@(epOs1Rs;hEILMAZ#({zEe8J<9IKeV3E(@$#}T`^lxoSLl}{owr0d9=N6l7_m? z@=@3Uq05e`X{Gj{eY6jCe8uF!#wVssVAFP!4Iyda+P6R)xr`zwMx+IFBrx7ZMQ=A_ z*Dt$1*0%fr2pYH?vQ(AuA`@QooPiT+l!*!>Q!YR0EhIFmj9TVxjeCYD0VUKKU|ZA< z@KT8mNB=6Bk0 zN{K5->@9r8m=9WC(V0JSn9F&Cid-zISwSf$GFAK$+5Jq(bwrA30X?1lilD9kNve)= zl0Mo}1dH7EVS=dGS)2x5iz{^kfs}vYz-$Hq8GUhnC6U==1o7juxXb)5jYQe%oRdye z>A_0m#}JR}?*{=Ox_>*40K#IQ(W;k+&8jaS%#Zt~>ZDE4G4sl!X%)7t+sY z+@5mXduovXw9srkcX3)iUQVxvNn*Bc#u$dGKVPbMr#|1N{#jV-mNl1>_n_S1zAWb( zZCbcU2(LPT&UFTeFc{v$%qr81;@A+FaWZ*E4kX-Bn8%l`=%b7SM zFzH$iifj5~sP~oI`I7Q8V!*B~EP9y1kE4!S!ae)2<-N_CmI3^6Qy>ijbc^rO4Qb=C z^KrY6ps1y{>!rM_&bd<#sJil0x%one%jb@k{W4c<`+DANsIL$DN5>g!DM{hdO~UcuS|gEc@DX*oAQc8`-1b*No-Vgv*fv>Nv_Gk#4+0*rb03%@xhm3 zshCs`AbV?5OLoFQS9xL+umY}_(yc!|_Q&{FF(IWPk~D&y{f2_&E^3o#+xJD<78N)y zhN?b{?Krr{?*>1XbyFek7!69!X$bQWVk-UT_P}UFP*0+lEzq`2cTAP-c+1R4j-*sF zr^x0ccVoS<*xK8ZH@TLhnWI^CB{^mP6ty?y*ASHCFaSg2*&>jS*c&$U+V%vtUJ!@Y zq@|w))9?6v*>19zPsgUY4?2OXHj6Ef8@M)ZV`di5BXZvUE?uwd|H*SMc75EtZuvo9 z9dLAEg&^YfPH=2SN-=bx=>dfoK|m}mEnT0-^rFAMkf$wZfl!x@Q=OJCcET@N9iRvY z9Z)ojC9l~Xc*M=(1oe8%>_%XKI>0CioIax$m3lQ3DMo2dKduIUH?E&fEohp;1^2$Y z?7r25zduPoUfM-cXsv5RFM(t5Ykkw)g~%^eR!F(6vCs!AiODPBR6FCJ@E1uRC>!`m zd!PYJ2foVH8HIYEww?x7hH0-$=zyvR(Skrh@Q0c(6>;pMzmY_Jzv1+ahfP8(a(a-)~47E&F+cJQq<7rXSIRKWy%6nIy~pw?FTN|IoE){n6SC z=JbLEEH#nG)Ip>SV({FKxo-A(ZFYTKy~JOBi}86g)OMOz`BKaQ0r?Vax4WI-*e%z4 zr~cjfY;w6K@RBdkYx6c}v(@bf{-2)emyD{qws!vjrd}jaVdMLkIwOZ?IuL>Q(rg3T z`4BTL@HfKX7k($fi(aQR6SH6qVK`ef^?3BT z#OadplIC&yu!ux%*SxnocsS@*24~Qz8cM|5vHd)n(|kgICDF96Sne*AnRL2>Acdwh z=E|lW2e{Zs8P9HOyiR!=&`DWF4uyBNFP>PWq_=Df|5()X;lp>` z0$p=It!%j-#JQdpLE8ReD3;XCe%$b2_}zBSehTlfZ2V_?LCa=fXNUOfYHj-wvfWJw z$f7ie`Rq5YJBH8i7LTB?BCaDc-BNl#;oOr!kJH?$j&iBJAHL0%n))7o@G7r_d@Kia z-vCM?szDwIVDSNe&uOgR{aN~g06k^&);J~W01u*X9V#V_N{%v%OOLP#owSGU9`)U8 z@dzDPib+({T;NJ#x$|}>YTi^1fBN0`b|)1nq%!QUe=)iZkmE?LaLg1!#aE>W+_Hot z01kx3*6b$vom-P=Y}=Cb5fb9Zojrf&_9Ic%mLPcI$4al?=SxIR!C0H#bV?3^`C~t( za6obK+et^OZBR(_ym^ZGGnQvr+l=R}>oZKqf0U7=gu9Hk`9;O%*{AE6Kdx5nU4m4~ zfzEVLEmYxEXRPo4(Tnc-IPDq?;lCro<+6u}h=_RF*ZVO3(qFxud_CX%u=aeJ%@((^ zit~9J@`-$GKjeFQ8WM<(@j5d!O!$pg#4THc;)ZyqMrb1?;0z%TIR_b%6T=T%krl}8 zh&4Ck?I1ir{EcLOjyoV!(8U{Y8|iHWsjGrsMmmM+;FW4+2N>fV8*iayIQGTga1_K( zgY)pbG2D@YzLTR;nyZJD3^FNTPdA(`X%e3>Ozf6~Z0`<=kwidNhlegv$4gb^G`PljcjN_l0GrY^vaU{GYe+Xt8Jj3gsvLu>6Jxx}Aq%<&$hX7i!d~2f`~%wg`=1w0c_Q2@lGN zOK!(9)Z60f2Mxc+qUrTk2!4fHwhijZ(`h@gP>1uV2Uo;UOf0miO;S5Ik}hmx4Mh1Q zO-|4p0e>nFTGwN89!I)2YxV zhdub2&THmVL4XF+_JRdX^8BV~kUoxD$J3r2rF++_F)01r-DjQzXuSj94EA^~)Hz84 zQ$nUF60s33tXFkPJXOy_GJoMK7l|TtBa>Ho%D8C7{mWS=UAYY+p;2d=Ra6{uIpZ># zDqvm<*=_>Y?UA~wc@Yw#d3k1yT*NX;h+mKb>ma3>kCP!_AItq7ZEsAE_a5T=kUV!l zT6)Ne4>GdMii4fyg~gIiu1m#Rn-~AzH9+|;bLtfq_Mit{@WM)*f=Lyqgk)MO^c>hb zeL29<1ON$Zd}h+7^J#xAPq`bq$ml+lkn__D(PYRaEFXx78O&37h)))Nu(HD=vGOA zdlQBV7jnsZHy25twL`_OMMfWT4A!Z(M~dMGiPq~6y5qOiV8o5hJUa+DlD^c0T-)+a z(J1STYY)TLPd)z#wn!L0hnuhw&v@neAq#Fe*kyF*aN3Iv%VVsFKp7&2UHwdF-uQ^8hVfD;>yG6%@Oq2J~1=dFM~0 zk)}DMPu*=gy2EzTR2ansXDI~Nu=+-`?DB%Z8SD^x%9hvZ0~edfzdX8ipy3nHz%B7S z)S=_2_(p)dp6pg2vrLQqWm3s-sHd!98Q}ZoC;!!ijZii>Ok)G|zo0WRBYahjfU(|o zT(YC^u5r|Lz2fZiKt~hEC~%frk!9LF&l`c*v__@L$%c{FW|Z-*d*{6jPo! zQ5mZm?KtgHb*Wj}uZT;~k~HFX4H+h4L6$d4*>YqGVJoAk7hGKj4_2(Uc5ar^(HJeX zk=r-)0uWl~8NB>b?!t7MQf>K6|1+Ti?6} zw75q*>TiJRbZ(@BgJ}M>Oo2!Cqz{Ybh+g|G;e3cS64mR;6thm@62pIu+pC=L>kcy; z>SJftSaOW{SB<8KH#H}@elO}1*-`c1Uw2oY$t~eP5KHc##&x2YQcfZsqpX?65&D~p zIY{KqGyeqthPa)X&NyszfPALL?Top^YF_cp+(jWhR<3cVe+S>+(}^{0qh6_c7SoH_ zSm0qBH+J#_hy4AcER#ob{PyH6qm}Vw3p?*RI!HHS+kZfyIW#9YcXZMyCMLFt-RLpg zBDB>&)?x@JHg#eJ#ak6*Hy#UY9?wU$cr;N_b4l(8xsgf{^SKUW?Z}dnoCUn~nBDV- zBjV32d-|xAdig3Ox~xwLckQg~nYGj{pr|Un_fsFi&dX`_<`;p(*HP$;t00C@;A6GJ zS5r5;a1ga##JSCuNQuzAv`cn~ho$@NcYN|odG|58B-=tJ2j~mmi^n4W;qnE zo!7s3TSQ7V-sTw}V11L4ot&?n_rpj3B)UOQxS`=9ctt&2UxX7Y09>7VFDU#xHL~D5 zge`+6qMx*>GVDyZgs>jAZIN`3&FW0E&$zFYSXW4}ur|1V@H*3AEjJM=hxQ&)G3`wn zCB7ID?cH?`!=z?pebd*hSU6MNX-b>BoSF&rQA6~DEembPywACa)rI`2Q169o&2d)d z{}z6mKhA($jmV`#w~1^doBWiqOmiEl2L;4tVvTlP+VWr>f5!OP`gj^O{&TVm8K6@&Maj;ykIQbGqLQzx8Ya`5DxtNp1D_~SGSj3|$XyYyIkl$?n@Cd%jiU90 zC7;|bJcD3u?wMW41c8z>{L8twm$J)+8Y#VZ~iu@R>052 ztRTd7E(zg6(B$~Xzqm*mEXi2JG2I`@a|`@w+>}3Hh`USH{J1Hff2&n5G zW^<+^n>x5Xv0%*G(lQCtGdmfUtveHC4i6IBZm81jg`G*V|6-p`IbO80EIE4|Yd_aY zd^vNV5;1?mvKU~5+B`kyj%csA(XQ3}-`~^X<45Pk_NPI5$}!9Vx>4vdG~|O{>(!@f zMraU7=Q|L)1@6eDWRxvkAzsc!&J6sW=w-7r9V$yh!SPrLbDTyPYf9^`q+#fgIZ8gb z@xHua^52Dk*%Z>hFgMBZ>5Eg}=SeXcliBroWPj5*StpVT)c(Dx+CTNTR99KGDEM0+ z_NRT1jMIMan~90Z|3URv@%Zfy`TcnZ<0amM?vyC)_4oVfjSDep?2#h_39%b%P*=)h z0Cx8h4j3tt2p^R$t472uW@F$CkvIFk-5=KV3VF1Tcjv2$IVur||6HpCn5i=a`9(UB zC}I60o}G^OT?I3A3J8bwAIK`NrTMFjHptKAyUusZ_iwND4AqxtfH8fX@<#aT5o@Jm z5<*4voXZrRsOf4$7*I;Qd?Ue36ID(rrK0k{ZbQpvF)SaR=(YS1al#)`Mh@=3Yj^6q zmC|6vBOMz@qDKX)89$c65}o*w_aju(TMMBHonzCJrKT`}eeM*ZKo<)}pZop1|iO$51;LQ`J29Xk2OT*J0b-{Uf8t~4C~>+;mj<>$xc z^;eAMtM=PY*EkY%Yo-Xab8g6dD3N$(Owqk|g{6U$air#j6%T}l;s{cDMbx%3nNqPl zw1yMLX$?$W>|3m3KOB13l?hRigBbJ+w}IcRyQ2ybPzZP#Ysk zc@c_p&oJp)w8dPeR*)t$4pAYfF>`t1Oz+g>)<&6floN#7DXSup7$S~ZrbS)+R)MJc zHYM?)&}1Q*#lMimLE*Z1>yg?K=l0V=QOu=7Y-ze1-l5~!;#!Z#znJ89x~7ppc9!7e zjVRoTNihTHQ_=~$NPG`@ixeGG=p#C%3cd1Ei}}X3ZmaZ-OGm*OQi@2#at2Is$w;k_ z-Ubw=N-Lm0=K=fu1bewx*&4FPkm&LAVpwJvn*DX(1!0+aj>r3rEHz9xTN%@-q&)sWFh znnn)HyMzX9s6QXvz;E%9Qaz_GaoFm27)CZRhb%pn6`gSTg)+I9#t^c(IXs)Fsu;GD zk?L`l91^h)Mc~- zu9Ni-t1Kl#O+!Nbmy{3I5T!+1Y0h&7yO~IH}Si zHstkjuy;JM2E-eM=`%hBnz&MOf}JnaJ;=zsE!8Qae=a zi^5Pu7~_ckh4M0!_*j^&qsI&9f})X2cYh~DWke;Qhy~Usol&yD#=jAxPJ&n~XIUC> z*kDLo^GmHHo{Ne3P68^m;#I+g6F_eh2GgwB%g(&}=HdiXr^)TGv0S9{L#^}6Mpinh zt<0MUf;2-CsKJuTRGf8dHMGD=8N-jBm6{Z21eiU7xydIdg=R-{%q=rEMQ~v#u zfHV(A)F#td6iiwoBgwc%R#71Xq`vJ}eWs}RO2pXgb}7Fbk)o}Ih)#-jt~Chcu(&Bk zhBIav8`QITw@C@~uhU}ygIw@Aur^so$w~N-{sOs&7^6AL`i{1YYA|l5U{9kwIC6lv z3npHo^pj3rCiq>0>Ni+O0w>j@o(qAP?qwkHd}d`qX9pC*BwEM@1a6CY+fOEBU?2fB z5yo~O4LMwqe&P2tiGS#7_ZcxAt{o7y2~sxToc-2sFq~~do{?)^S4Jr>ZIFoi9A!xn zk4LR4gCVHb+ur+%SCFw}mjX z7iB{r+^v`sa~Hxh?U9S65hvwcyDB@`IoDOnN0lUA7qAL|Dv=LU$j@gEsMo|Jfl#9A zf+7!*jWCd_sQP5iHNkn9UylQ6fwjVl9GTqI`~GgRG9ykFS=2Szkmtbm!r{pdCbd>1 zru+d^(H9T`{A&V%BZSbPSy>932t5goGG{p^iZaUCVB}Stm9Z&l#F7$~ekOn{d2$38t3~ zHtv^OdWQI5T0(tATE$5hS~vdpEYds$L<%P_#*rXusi}oU&Ro`%-|gGzYFh|XU3P6D z|4q~V=l!Oy&okncnvXf`+ym8C2C9;!Osc$iW8Wc|c(`;a+U$6q5{Lb8e~uiSYB`JM z{;^v;bBZ#nFW3TVBc)kLb)wyhdEAi2nmsyouR^_JjsiVy`@AekzWni#J%)0E%5Lnt zb#Na*hd>2lF%XS)3D9yY(v7MIx^Yd)=wRFSlLZ54Eww%ZwmsfC)ADd_?~r2!GB}Wb z>c(SrR!Bz5S!@i>rE@x-y=aq)i!UIeV7^CW5zm6UM`R`+n1R`=$|#5I_; zpKXr{U2)S&mcO|NXa&_OCkO|%E|-nu?k*dJB&>V{OE@+XK}MlU20(#awX6i?pVM6L zP`P6QJ1V8F1uCyFpMgv^ZIuo>?3|Kn0YfJuXlI4dWhIt_JPLsB$A!oR(*p-GxlItij? z%YLqaKlQvW4lDgGwbNg1&jfoIZc%5Uy|7J6*gRp+iN#Ie_opxk*D^yM+q_CBfJNN2 z1DqFjEB+jR4YB$E=j1>o2^md1wf1d?`sVB^KCPBty3 z=BIgUGl%tPm>SKTILH7yf~j?GtGH;BvS^=(Dv7E%oztVy^TmSr71VVFs)X10e14qc zPpSibw6|pv!7gZR*Ib@K(L6NcXnl0U-(>|_9>{`X4nLP(e6ept1ik5QCbjtxwCwoK zK^26e*|9-jVg3Is+CGWJK?7o@>MZIUyG%#63#vZ3lZ^j+9aqF-*XMi7Nm+S~%jL!w zFVmMhc%-OyC`UY&W4*#^-3tfrCu(G=v|ED1cT-N3(IP`FhiECGDcT~L+S@9ON0m#w z^i*4^Dx*kz++Kvsfrp$+<2F z|Co&L1DyXLw-pXExM{KiP6%s?WJOgK@fh=-TQo(Mt3g``3p=pF5%O+@IwvY2jJ{+| zJ`n_X6l;+wovj;JNh+}(E?EsO#k$3v2LBnz?L5+a&ZdR7P@@A}E(}vC3v%p)&8N3K z2WDna=-aP^c|V?ZTegF7nmjlSciRbtI^H60i_Wm-568ibqr*^$D|@~->r9y!{kBux zI|Gx~`%9&n?kF)ZDzP$&>L|jYwEc!sbXVrU379)T8E=`%NId$_T%Acf?+O{Vmud}v zz(YOtQ}FxgJtyfce~rwSlM(cZ=y|)^P2l5CTGs&Wc$oRe^e9Nf!goH4L?VEXFNry< zfrK#CX|W`QbRt|)I_W(LSJqLGR%_2zk)vo3rcfvV$}|)l8Zl?_ba}HF61dT~TvBw$ zc*EZ<xGi1p$ZoyU$aIPiU|5@-r}H7vgc*fjQ-|aogmkod30o@PFv}#(ZLa<}A#c&+?X5 z2S0%*W)|_O4XaQISW2xi8wbGG?wy)0ZWq9k6mmUfWk#_s<_HDI3<5zFXP1?#aB>3g zckIz7p1=@W@^_PH7;7&;ac72N)^k>Yg5vpz#$NPU(PBsfa-&wq*k0lu=Fq6ChcEnFuBJVAVo z+rzvutv&gxTLxd&6HW}Yo&*ZHymfpM5eiJpuR9oImC+nO76@0X9fV8asLXCO+0CZ6c)Jle)_f_$r!OC`2RS-{ zyVQS{Y-$?TVuI-fHo{y6KXoknOXtU zZS)s31PN@AsWo+=zM)nD?A;yW>&w6$$PBo~^aJxpqG)2%n!8uqeXD#KwY8AJ)z-pY zHfI5UBPOI?NkN?te1kf=*HEUj?1V0Hr3H=@;?M7mVXM{k*rQpC%D@*%&&I)7+I&+X z%i#ZIF%_&>v@_zcn$_fAm&$p;0@H#IF40)Li%jeBgaHXAEHj|XD<+s>8ID3(xyOtY zXoys1Umvd7^e;tixBa9e=eDDJ_b-4)UZpMl8kqDD<>^&F^49C714IheNaecSGoQmQ zZeLUPWJTP8vqEY9BrU)VptW>~4QBN<1AwcA=1z3CERt~I_V;s}&5LaymuNDC&kKm{ z9`e>rHVMjZgZcm18g?Idt{{cp{?c3R~FE?B@;fo$DZ`|#;L zwk~dGd0g~R2t1Gc?~DF>8Pp*JcP8Qo(CB^x-3X?lRq`cZ6M%PSfMTQk&lNlv2r$42 z1^$f}5exww7~r5si;4JuJ$?GuP##gwe=n*r{1^M{>rU3CS~H27{~mIt&Pw_}&vT~z z|NXe!h6VSvgvayMkiHNkn{C^#)&u)AF+>u>>%Th`^CwzP^nd!4)AJlCj<@pPIQ&0v b_lM7h(%}p8IXyoJ@COi+6|EBf<^R6`q}oTw diff --git a/models/v3/model/__pycache__/config.cpython-37.pyc b/models/v3/model/__pycache__/config.cpython-37.pyc index cfdfc334358ecd28383f3037a12773597de0a818..ef854f11969d7246207732b6867889a40c926ef4 100644 GIT binary patch delta 80 zcmbQn-N?=B#LLUY00eGt&Ejh}@~&qRWd`z`fw&kXUcykqSi+RXJo!FTEI;!tuHwwx d_~iV&w9ND(zR3a1g=|bfMGS14Pcoln1OUME6AS!cK`qY diff --git a/models/v3/model/__pycache__/run.cpython-37.pyc b/models/v3/model/__pycache__/run.cpython-37.pyc index 552307e0cfea675b6047da552dcb519e8c107a54..2d2f2accf4849a4b087811152f77658c52e68aaf 100644 GIT binary patch literal 7912 zcmd5>OLN;c5GFv0qGb7%I1lH^=B+%eG)Xg^Oqw>an_JUP+UbGQ4u=sbg)v1c0F+oB z>Ez5bmmK;J>|_5)@4fNbQw}}#mP@+}%CH1h9(_yCAr@H#u3-;QH;4 zo6fH@n)W*uHZL7AU%<^DLgHy22{oH|)YC)y9hP&U-ptuKg86)yZyL7IEZBvnX`2!= z!eX;zmmpv8%omzH;g!9TH}QhlWsiKTRVH6UzuJS>1kwsg$VEtuS{&7bMnz91zg+Qa zZ4t!LSFz_OGpe{4N5WqbiJ2lXgJy-a8LwfFcopEz!MzAKzXgfV*0i1`NLPD8J@Sh5 zh|s%4CtrJA8ws2DIZdqTqu%;VY&)tqCVyoqHZUxXwhYP=HrPbOj z?GHuvhlb;=P`m5{CD<93nF*t+m@E%}%z(r$g>lUdohH!5aQw1HQou%S;U~1^CB-FI zxc5=TO2ID5?y$N&wbj(AiIt?ZH7~Y-1Mt%Ep*wk2U4rdZ^gWNm${8Nau(z0Sx`eZobO{1M2#xy5%TJ@ z>uIja+R;L*lj!h|gW+XJw4y=Ev`nUGiLzNJzy1rZ8pTI&p~0$2*8uIp?}@zE$%eK} z=fMQf0I&p;PCT-#v1?uG(L-979MXDV9{9XVR9$^N=jmSVg|-3Dy!>r^j+mjag2GIN z6%|%e*o4B$3Y%2el)|PJHlwgvh3!+=eud2`?0~`!D(sNL4l8V4VMi2pRAI*yc3fd6 z6n0W#dEmh~3T$|mEEiPyBh}`VYI9m*Ce$g)HfL0wv#QQHg`HQ}1%*`1D_?U}Qg@>5-Rc*<>CTU%0_uSxzBf z=Reb@Ib6CDg9}%*c~Y#okr#j?`bh~^kiPT5`jU^p@py$Mbm3}3o&Z7`(uEnk541O> z+hM>(EpE2%T!b=5eGF~&#&!}HZp#IP-+_$VeB`;9!PQ72n;j%3&<+jV5EP?PE6KZz zxt(OT;R{Eq;XLX%qSNv#gw2B>smEp>)k)0F{!y7f;nr5)n$JPOsVeLMR8xfFT;Q51 z2|WfGp$*Ig(7HJjYyUJ8r=X#ni6ifti7x5$Pm>%DCz)uuOa!%{@emBhAU}jM*zJ9_kZG>p_VYSdgw+Q(n4)dS3eb{Swnfbgj z8a{P~u9oP$-Q1m2l(~acIe>B6VPY%?VK@YJ3!|Yft0|(ml(llI=pM7fbEw}LNHW`A zbuPT5Uo{2@2DOpVBx0c1XmZ0(aGVJSuXSmPE z_AdT-G$dyAWfYh4S56h(W4?R=^&85UuZ@Plp?n!-_In$*QYF1bdMPxZu^Hbyc?q-a45q=ncG<$zu^_}8!m*q< zl(lK4>mD;d`HeKxx_5Il91dlED02sqJ1uY&+Zg;#mEXbpwtolrzkkVazWV7%$;!4> zL79>)sj7XLKX#e##C7Mb?TUTueNP-W47Y7&MnUZGp`L-Sy@Fstqv1njJmdD}voR2l zG9~ee*;kj_N4G*#j-tE&bZ=3tyN&F-$Ir(=FUm~q8b1t2PTsDLk5V(+-`z0~gfi1r zvH)}WL7aG3k}xuvnWTGTAPHrrPC7N~c$Ovv4(#NAY8DLJPwg>PrIw#Lbwfr0{ z5fhHtrt~@To*$hfGjs-1G6yOA=#0*A*9#N05C0|;17h8t%h?1JZ5jXO3viqp@+2>h z`WT*S*poHaTfDop;75%h^0y8%&2!U66xT|&{1L}VAP_>Jh;PhCLZQ={G8v{oNI!v2%P_5`9aXW`Mu{w$-E~MZ z_9@Ji3y1y($+7>EuDz6VZ(Q23I$yeP&u1m5rcdtX~@giCtex2Q*hsdo8N*&XzN-_ z6Qrpv>K=JTT0|I4B2u3IN^j{+eIvc8{cN<1R;ra2=0>JzY?7AQG(l5iZ6$BPHAgFc z=%Y@zWcm9>XmP*R2wcSS68p|&ZjB1ccv8m?>kZ)~+TF4q)v=}-}oh%?xz zA!w}Ey*M}L3U?k=EM?-H><+8j#qFj}S**nQ?Qz*-%zf@88ai~DhJxD#K|>xfr{dGV zv$LFX4&&mn?p6NK*eJ+;Ge7e*s?iy@9Jp-B1F18N)+0W1hq=`#bnZprvR_6voF|d+ z!|Dv`5%8Jin@MhlHNxroYHYy&N6;ZJK%(VLQqT*esONQd2+FVjfvc?JBe>9j)ud~H zHsQA@?+vo4E$NeB0%!nOf=MSHS<={zrtawzT9Zs@Eiey!-XyB7v61o&FZDv(glArQ z7M~+#DlDV0tio~%%PVY1VFiT^E3Bxn5rvH^Y)oN?6n0o);|e>Xu%il_P}nhrO)BiT z!lo2FNLNx>6uoAMK#$hq~dwRmaJ%Dk(R}@C1o*;Xbf$#j5)mUA6*n8 zuEx=tg|wh%f079FIfD)u*q=WDyWj zl`hQ2K-!!9Y~XWIj%xMWcc9EsA5&ZVWG9K!voe72+mLZ<3!aM^j7AdK>LAVn?aamqab>i$+|ESF0aBFM3=Cf09q6#|- z)fAyP7Z@`op(h|Cw2qkoTDN9m{l8}73^bH8ar|vF(IjpD^*DvYiHGVg6MosRyCJ-~ z*aWmL>FgN%u}RE#3|G?5rU1PQ_j~cp&SKwsYy>o9r*_HNl8Ll33lbE^PD5gkb!ZE( zn?@)G#2y<*osK}#HEHsN|2{^_&?aDV&Y|diNkef7X(P(P-a^@6oPV3Xc%;$@J?=32 ztU+O|;dRaD91QUNj8O7vu#?bHZ16^He^OEA9#Z8125E<}x#R~y57gc74|Uy|B8p2` zDIuWfYh2S4b2+V7^>J{d)4{ulhq^Pri&Y+rHdp zaj!3@q0axa6qIk{*sQpIFE5d=`@>tehKJ(XhLerLuebXNTdonzf**3g3 zi-R}39Dc(Eur<~F+V9)`P}i;Pp}55MMwG4x%>1sQianX%gZ^;Xllh^{#QZvl+-rgT zSjOO2y8I44wDUW-{ryXNBkNIL$?9&Yf-)spQdRpHf9f*oL=|V(a>YLJt|yKg1UnWp z{UEmYt)7mry^LUfwMt=Uyvyay;{gzlG81>tw$Mj@fGd=la8=j}XlPaTsSf6L2Q{ovD#RJySb%N0dTi9(6;_0f;!OK+0XE6& z^KlJPzX5?@F7DjG z$JX+kR7;QRd6I==wxTgk-tp7N$*4YxDH(?pe)_1vK0^%%!>_4QF*aeZ+jBV^f}$<= zzxgyA=mtDa%cDMqryBNf+4b(-nVY6z)eq_RVI~`fr}7jN4uxeEd73E?{iL9d@oWz& bI}2Sm0(u)a`8ncQ915rj=Z2&(kv;M+Lv~F_ diff --git a/models/v3/model/config.py b/models/v3/model/config.py index 735fd0a..539d9cd 100644 --- a/models/v3/model/config.py +++ b/models/v3/model/config.py @@ -49,7 +49,5 @@ def get_configs(): Function to extract the configuration information for display in a notebook. ''' - - sim_config,state_variables,seeds,partial_state_update_blocks - - return sim_config,state_variables,seeds,partial_state_update_blocks + + return sim_config,state_variables,partial_state_update_blocks diff --git a/models/v3/model/run.py b/models/v3/model/run.py index a7136f3..d12108a 100644 --- a/models/v3/model/run.py +++ b/models/v3/model/run.py @@ -1,32 +1,9 @@ import pandas as pd from .parts.utils import * from model import config -from cadCAD.engine import ExecutionMode, ExecutionContext -exec_mode = ExecutionMode() -from cadCAD.engine import Executor +from cadCAD.engine import ExecutionMode, ExecutionContext,Executor from cadCAD import configs -# def run(input_config=configs): -# ''' -# Definition: -# Run simulation - -# Parameters: -# input_config: Optional way to pass in system configuration -# ''' -# # Single -# exec_mode = ExecutionMode() -# local_mode_ctx = ExecutionContext(context=exec_mode.local_mode) - -# simulation = Executor(exec_context=local_mode_ctx, configs=input_config) -# raw_system_events, tensor_field, sessions = simulation.execute() -# # Result System Events DataFrame -# df = pd.DataFrame(raw_system_events) - -# return df - - - def run(): ''' Definition: