diff --git a/CHANGELOG.rst b/CHANGELOG.rst index 2d280ef3..d06259c3 100644 --- a/CHANGELOG.rst +++ b/CHANGELOG.rst @@ -7,6 +7,8 @@ master v1.6.4 ------ +(`#106 `_) Put oxidised methane in the correct place + (`#101 `_) Add the SSP emissions scenarios as a module interface, like RCPs v1.6.3 diff --git a/fair/forward.py b/fair/forward.py index 14158339..e292754c 100755 --- a/fair/forward.py +++ b/fair/forward.py @@ -364,6 +364,7 @@ def fair_scm( C_0 = np.copy(C_pi) if emissions_driven: C = np.zeros((nt, ngas)) + total_co2_added = np.zeros(nt) R_i = np.zeros(carbon_boxes_shape) if temperature_function!='Millar': @@ -388,7 +389,6 @@ def fair_scm( time_scale_sf = restart_in[4] if useMultigas: - emissions0 = np.sum(emissions[0, 1:3]) C_minus1 = restart_in[5] co2_minus1 = C_minus1[0] emissions_minus1 = restart_in[6] @@ -400,7 +400,8 @@ def fair_scm( (1.0 - np.exp(-1.0/lifetimes[1])) * (molwt.C/molwt.CH4 * 0.001 * oxCH4_frac * fossilCH4_frac[0])) oxidised_CH4 = np.max((oxidised_CH4, 0)) - R_minus1 += oxidised_CH4 + total_co2_added[0] = np.sum(emissions[0, 1:3]) + oxidised_CH4 + emissions0 = total_co2_added[0] # b. methane C[0, 1] = emis_to_conc( @@ -477,7 +478,7 @@ def fair_scm( # numerical method if emissions_driven: if useMultigas: - R_i[0,:] = a * (np.sum(emissions[0,1:3])) / ppm_gtc + R_i[0,:] = a * total_co2_added[0] / ppm_gtc C[0,1:] = C_0[1:] else: R_i[0,:] = a * emissions[0,np.newaxis] / ppm_gtc @@ -705,12 +706,14 @@ def fair_scm( if useMultigas: # Calculate concentrations # a. CARBON DIOXIDE - # Firstly add any oxidised methane from last year to the CO2 - # pool + # Firstly calculate the oxidised methane from last year oxidised_CH4 = ((C[t-1,1]-C_pi[1]) * (1.0 - np.exp(-1.0/lifetimes[1])) * - (molwt.C/molwt.CH4 * 0.001 * oxCH4_frac * fossilCH4_frac[t])) + (molwt.C/molwt.CH4 * 0.001 * oxCH4_frac * fossilCH4_frac[t]) * + emis2conc[1]) oxidised_CH4 = np.max((oxidised_CH4, 0)) + # and add it to the CO2 emissions for this year + total_co2_added[t] = np.sum(emissions[t, 1:3]) + oxidised_CH4 if gir_carbon_cycle: time_scale_sf = calculate_alpha( @@ -719,8 +722,8 @@ def fair_scm( T[t-1], r0, rc, rt, g0, g1) C[t,0], R_i[t,:], airborne_emissions[t] = step_concentration( - R_i[t-1,:] + oxidised_CH4, - np.sum(emissions[t-1,1:3]), + R_i[t-1,:], + total_co2_added[t-1], time_scale_sf, a, tau, @@ -730,7 +733,7 @@ def fair_scm( if t == 1 and not restart_in: time_scale_sf = 0.16 C[t,0], C_acc[t], R_i[t,:], time_scale_sf = carbon_cycle( - np.sum(emissions[t-1,1:3]), + total_co2_added[t-1], C_acc[t-1], T[t-1], r0, @@ -741,10 +744,10 @@ def fair_scm( a, tau, iirf_h, - R_i[t-1,:] + oxidised_CH4, + R_i[t-1,:], C_pi[0], C[t-1,0], - np.sum(emissions[t,1:3]) + total_co2_added[t], ) # b. METHANE @@ -996,7 +999,7 @@ def fair_scm( if restart_out: if useMultigas: - E_minus1 = np.sum(emissions[-1, 1:3]) + E_minus1 = np.sum(emissions[-1, 1:3]) + oxidised_CH4 if restart_in: cumulative_land_co2 += np.sum((emissions - E_pi)[:, 2]) else: diff --git a/notebooks/fossil-methane.ipynb b/notebooks/fossil-methane.ipynb new file mode 100644 index 00000000..f9f6b9c4 --- /dev/null +++ b/notebooks/fossil-methane.ipynb @@ -0,0 +1,278 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Investigating the differences between including and ommitting fossil methane fraction" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import fair\n", + "from fair.forward import fair_scm\n", + "from fair.RCPs import rcp26, rcp45, rcp60, rcp85\n", + "import matplotlib.pyplot as pl\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "C = {}\n", + "F = {}\n", + "T = {}" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "fossil_ch4 = {\n", + " 'rcp26_exc' : 0,\n", + " 'rcp45_exc' : 0,\n", + " 'rcp60_exc' : 0,\n", + " 'rcp85_exc' : 0,\n", + " 'rcp26_inc' : rcp26.fossilCH4_frac,\n", + " 'rcp45_inc' : rcp45.fossilCH4_frac,\n", + " 'rcp60_inc' : rcp60.fossilCH4_frac,\n", + " 'rcp85_inc' : rcp85.fossilCH4_frac\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "emissions = {\n", + " 'rcp26_exc' : rcp26.Emissions.emissions,\n", + " 'rcp45_exc' : rcp45.Emissions.emissions,\n", + " 'rcp60_exc' : rcp60.Emissions.emissions,\n", + " 'rcp85_exc' : rcp85.Emissions.emissions,\n", + " 'rcp26_inc' : rcp26.Emissions.emissions,\n", + " 'rcp45_inc' : rcp45.Emissions.emissions,\n", + " 'rcp60_inc' : rcp60.Emissions.emissions,\n", + " 'rcp85_inc' : rcp85.Emissions.emissions\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "for scen in emissions.keys():\n", + " C[scen], F[scen], T[scen] = fair_scm(\n", + " emissions=emissions[scen],\n", + " fossilCH4_frac=fossil_ch4[scen]\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6UAAAIYCAYAAACVAkpZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAADG20lEQVR4nOzddXwU1/rH8c+TjUJCcJfgFPdCWyiFUqXUqBt19/bS3t5bd7mVX5W6u1HqAlVaChQoWtzdkkB09/z+mAldaBICJEwSvu/Xa16ZOSP7nN0kZ5+ZM2fMOYeIiIiIiIhIEGKCDkBERERERET2XkpKRUREREREJDBKSkVERERERCQwSkpFREREREQkMEpKRUREREREJDBKSkVERERERCQwSkpFpFwys8/N7Kyg4xARERGPmWWaWYug45DKR0mp7DFmttDMsvx/aCvN7CUzS45aX83MHjGzxf428/zl2oXsvyp6fzN70MzmmFmGmc0yszN3EEsdM3vDzDaZ2QYze30H259qZhP8117hJ0wHRK1vb2aj/ONlmNkYM9svan0bM/vYzNaY2Xoz+9LM2u7qe1memNlYMztvN49xq5m9Fl3mnDvcOffy7kUnIiLFKcu2OeoYNf3276di4hhuZmH/OAXTgGK2j/fbjjlmttmP4wUzS4vaZoiZjffXrzOz182scdT6I83sJzPb6Nf9OTNL2aU3spwxM2dmrXbzGP9o351zyc65+bsXncg/KSmVPe0o51wy0BXoBtwIXuMCfAt0AA4DqgF9gXVA70L27w70BP7jl28GjgJSgbOAR6OTwkJ8AKwEmgJ1gQeL2tDMrgEeAe4G6vn7PAkc7a9vCfwM/Ak0BxoCHwJfmVlf/zDVgVFAW/8Y44GPi4mv0jCz2KBjEBGRYpVV21zgPmBmCeIY5yc9BdPYYrZ9DxgKnIrX9ncBJgKD/NiHAW/gtd+1/TrkAD+ZWQ3/GKnAnXjt9j5AI+CBEsRZ4altlnLHOadJ0x6ZgIXAwVHL9wOf+vPnAauA5J3Y/wFgdBHbjgKuLWLdIf6xQiWIORXIBE4oZptXgc8KKX8K+KGIfWoCDqhVxPok4CFgEbAJ+AlI8tcNBaYDG4GxwD7bvUfXAVP9/d4GEqPWHw1MBtKBecBhUfV8HlgBLMNrpEP+uuH+6z8IbAAWAIf76+4CwkC2/z497pc74FJgDrDAL3sUWOK/9kSgn19+GJAL5PnHmOKXjwXO8+dj8L7kLAJWA68Aqf66NP/1zgIWA2uBm6Lq3BuY4L/uKuB/Qf8taNKkSVN5mQppW0u1bQb2A8YBZwM/FXOc4cWt327bg4EsoEkR681vL/61XXkMMA24vYj9jgP+LOZ1m+Cd1F6Dl5g/HnXcXW2jQsC/8drkDL99bOKvawd8DawHZgMnRu33EvAE8Km/329AS3/dD/5rbvbb1ZOAAcBSYATeSflXgRrAaL8+G/z5xv4ximvfW/nzqX5d1/h1/w8QE/15Ush3h6j18/3YFwCnBf23oCnYSVdKJRB+95nDgbl+0cHAF865zBLu3wQ4AvijkHVJQC+8xK0wffD+ub/sd+f53cwOLGLbvkAi3pXPogwG3i2k/B1gfz+e7fUHVjrn1hVxzAeBHniNeU3gX0DEzNoAbwJXAXWAz4BP/LPZBU7ES/SaA53x/vFjZr3xGo/r8a7c9sf7MgFe45YPtMI7S34I3peRAvvivWe18b6wPG9m5py7CfgRuMx5Z7Uvi9rnGH+/9v7y73hn4Wvinb1+18wSnXNf4F2Ffts/RpdC3o/h/nQQ0AJIBh7fbpsD8K5EDwJuNrN9/PJHgUedc9WAlnifi4iIbKe022YzC+H9r74ML5nZkW5mttbM/jKz/xZzNe9gYLxzbkkR69vi9Wrapm12zkWA9/Ha7cL0p4jvDn5dRuMlX2l4V1Xf8lcPZ9fbqGuAU/Det2rAOcAWM6uKl5C+gdej62TgSTNrH3XMk4Hb8JLLuXiJJM65/v76Ln67+ra/XB+vDW4GXICXTL/oLzfFS/Qf949RXPte4P/wEtMWwIHAmXgnHwoU+t3Br9tjeElqCt53ncmFHF/2JkFnxZr2ngkvAcrEOyvm8LoEVffXfQ3cW8L9N+I1Ck/iXz3cbruXgS8AK+I4I/3XPxeIw/unvhGoXci2p+Elj8XFlY9/xXG78nb+6zTarrwx3tXIU4o4Xgxew9ClkHX/Bd7ZbttlwICo9+j0qPX3A0/7888ADxdyzHp4XZqSospOAcb488OBuVHrqvj1qu8vj8W/ohm1jQMG7uB921BQR+BW4LXt1m89rv+7cknUurZ4V1Zj+fssdOOo9eOBk/35H/Aa7X98vpo0adK0t09l2TYDVwNP+fPDKf5KaQu8k6kxQCdgBnBjEds+C7xVzLEO8OuSWMi6i4A5hZQP9tulNkUcsy/eFcHYQtbtThs1Gzi6kGOeBPy4XdkzwC3+/EvAc1HrjgBmRS1vvaLpLw/A65X0j/ckapuuwIao5a3t8PbHxbvCmwu0j1p3ITA26vMu9LsDUNX/fTmeQr7Hado7J10plT3tGOedFRuAl7TV9svXAQ1KuH9151wz59wlzrms6JVm9gDQEa+LS1FnZbOAhc65551zec65t/C6le5fyLbrgNo7uPdibRGxNwAieI1cQXx1gK+AJ51zbxZxvNp4V2fnFbKuIV6jD2w967sE74xtgZVR81vwztiC1+2osGM2w0vOV/iDPWzEa/jqFnZM59wWf3abgSwKsc0ZbDO7zsxm+oNBbcQ7u1q70D3/aZt6+/OxeAn1P2Jk23qfC7QBZvlXxYeU8DVFRPYWpd42m1lD4ArgppIE4Jyb75xb4JyLOOf+BG4HhhWx+Y7iWuv/LKptXhtdYGZ98K5IDnPO/VXEMZsAi5xz+YWs2502qri2ed+CdtlvN0/DS+p2dMyirHHOZRcsmFkVM3vGzBaZWTreSdzq/lXhHamN991h+3oX+n0k+ruDc24zXtJ9Ed53j0/NrF0JXlMqMSWlEgjn3Pd4Z/kKBhj6BjjU79KxS8zsNrxuR4c459KL2XQq/+xGVFQCOw7vKuIxxRzvG+CEQspPxBu0YYsfXw28hHSUc+6uYo63Fu8ejpaFrFuO11DhH9PwGrRlxRyvwJIijrkEr461/S8V1Z1z1ZxzHUpwTCj6vdtabmb98LognwjUcM5Vx7vn1XZwjALb1Buvm1E+3r1OxQfn3Bzn3Cl4SfZ9wHu783smIlJZlXLb3BsvAZxhZivxbqXo7Y9yW5Kkx/F3G7G9b/xjNS5i/Wy8+ye3aZvNLAbv6ty3UWXd8MahOMc59y1FWwI0LeIk9S63URTfNn8f1S5Xd1432otLcMyibN/WXot3VXdf593iUtDttyRt81q8q8Hb17sk30dwzn3pnBuM9zsyC+/qt+zFlJRKkB4BBptZF7wb7pcA75tZOzOLMbNaZvZvMztiRwcysxvxRuA72BV9n2aBD4EaZnaWmYX8Efoa442guw3n3CbgZuAJMzvGP6sYZ2aHm9n9/ma3AfuZ2V3mDXufYmaX491bMcKPrxrwJfCzc+6G4oLzr36+APzPzBr6MfY1swS8+yGPNLNBZhaH16DkAL/s6D3CG8jobH/fGDNrZGbtnHMr8JLlh8wb+j/GzFoWc5/t9lbhdbsqTgpeA70GiDWzm/HunYk+Rpr/haEwbwJXm1lz8x41UHAPamFnrLdhZqebWR3/fd3oF0d2tJ+IyF7qEUqnbf4cr+tqV3+6Ge9e067OufD2G/vtaj1/vh3e7SqFjlLvnPsGr2vxh2bWw8xi/bb3IjM7x+8pdR3wH/Me6ZZoZvWB5/Danof91+mId7vP5c65T3ZQn/F4gwHea2ZV/WMW9LDa5TbKj+kOM2vt32/Z2cxq4d2/2sbMzvC/d8SZWa+oe1F3pKRtcxaw0cxqAreU9Bj+Z/gOcJf/3jfDuz/2tcK2j2Zm9czsaP9kRw5e92+1y3s5JaUSGOfcGryBd252zuXgDVwwC6+hScdrAGrjjSi3I3fjnaGba38/3+zfBSv95X7+667HG8H2OryrdTfg3c+xtpDj4px7CO8f7X/wkqoleIM2fOSvn4N3/0oXvHtrVuCdiT3UOVeQ6B6LN/jS2bbtM9iaFlGf6/AeMfM73qh79+GNaDcbOB1vcIG1eI/BOco5l7ujN8g5Nx5vAIKH/Xp/z99nOM8E4vHu4dmAN9R+SbpsgXf2e5h5z3t9rIhtvsRr+P/C696TzbbdewsGo1hnZpMK2f8FvC9HP+CN0pcNXF7C+A4DpptZph/rydt3+xYREU9ptc3OuRzn3MqCCa/dyfPnMbOm27WDg4CpZrYZbxC/D/Da9qIM87d72z/2NLzH0Xzjv/7bwBl497Wuw2vfkoD9o05eX4s3aODzUe1yoQMd+UnYUXj3Uy7GuxJ7kr96d9qo/+Eld1/hvb/P491nmYE36ODJeFdiV+J9F0go4XFvxRvQcaOZnVjENo/gvSdrgV/x2uloO2rfL8cb4Xc+3ki7b+C9FzsSg/e9ajned5wDgd25AiyVgBV9252IiIiIiIhI2dKVUhEREREREQmMklIREREREREJjJJSERERERERCYySUhEREREREQmMklIREREREREJTGEPAN7jateu7dLS0oIOQ0REKomJEyeudc7VCTqOikxts4iIlKbi2uZykZSmpaUxYcKEoMMQEZFKwswWBR1DRae2WURESlNxbXOJu++aWcjM/jCz0f7yS2a2wMwm+1NXv9zM7DEzm2tmU82s+27XQERERERERCqlnblSeiUwE6gWVXa9c+697bY7HGjtT/sCT/k/RURERERERLZRoiulZtYYOBJ4rgSbHw284jy/AtXNrMFuxCgiIiIiIiKVVEmvlD4C/AtI2a78LjO7GfgWuME5lwM0ApZEbbPUL1uxe6GKSEWQl5fH0qVLyc7ODjoU2QskJibSuHFj4uLigg5FREREdtEOk1IzGwKsds5NNLMBUatuBFYC8cBIYARwe0lf2MwuAC4AaNq0ackjFpFybenSpaSkpJCWloaZBR2OVGLOOdatW8fSpUtp3rx50OGIiIjILipJ9939gaFmthB4CxhoZq8551b4XXRzgBeB3v72y4AmUfs39su24Zwb6Zzr6ZzrWaeORu0XqSyys7OpVauWElIpc2ZGrVq1dFVeRESkgtthUuqcu9E519g5lwacDHznnDu94D5R8755HgNM83cZBZzpj8LbB9jknFPXXakYImHI2gD5uUFHUqEpIZU9Rb9rIiIiZcQ52LIestPL/KVK/EiYQrxuZn8CfwK1gTv98s+A+cBc4Fngkt2KUKSsRSIw/UN45Ri4uxHclwZ31oEn9oWx98LmdUFHKAEYMGDATj+jMTk5GYDly5czbNiwUovl888/p2fPnrRv355u3bpx7bXXAnDrrbfy4IMPbrNtWloaa9eu3bocDofp1q0bQ4YMKZVY9ttvv0LLhw8fznvvbT8Y+7Zeeuklli9fvnX5vPPOY8aMGaUSl4iIiOykvGxYNw/mfw+T34DvH4BRV8Brx8MTfeDepnB/c/jznTIPZWceCYNzbiww1p8fWMQ2Drh0dwMT2SM2LcW9eza2dDxr4xrwTWQg8/JrUjM2m37pc+g49h7cb09jRzwInUovyZDKrWHDhjtM0Epq2rRpXHbZZXz66ae0a9eOcDjMyJEjS7z/o48+yj777EN6eumc5fzll192ed+XXnqJjh070rBhQwCee64kA7qLiIhIiYTzICcDctK9nn+Za2DzashcDZvX+D9X/12+pZALL1XrQLVGUKsl+c36sSmhAbF1epJaxqHvVFIqUqksnUjk9RPJyd7Cf/MuZEzMIPq1qUuD6kksycrj6gXriUmfwYMxL9Lp/XNh1TQYdAuou2C599prr/HYY4+Rm5vLvvvuy5NPPsmkSZM499xzGT9+POFwmN69e/P222+zzz77MGLECL744gtiYmI4//zzufzyy7c5XnJyMpmZmQC89957jB49mpdeeokFCxZw6qmnkpmZydFHH711+4ULFzJkyBCmTZvGSy+9xKhRo9iyZQvz5s3j2GOP5f777wfg+eef57777qN69ep06dKFhIQEHn/88W1e+/777+emm26iXbt2AIRCIS6++OISvQ9Lly7l008/5aabbuJ///tfodtMnjyZiy66iC1bttCyZUteeOEF0tPTOfjggxk3bhw1a9bkwAMP5L///S+HHHLI1vfCOcfll1/O119/TZMmTYiPj996zNtvv51PPvmErKws9ttvP5555hnef/99JkyYwGmnnUZSUhLjxo3j8MMP58EHH6Rnz568+eab3H333TjnOPLII7nvvvu2vvdXXnklo0ePJikpiY8//ph69eqVqP4iIiIVQnQymZ3uz2f8XZazfVkR2+ZnFf0acVUhuQ5UrYur1YL8xvuSHleHdaE6rKA2i/NrMDe7GkszHCvTs1k5J5t1m73b2W6rWp2z0sr2LVBSKnunVTPIf/VYVuYkcn74Dk44fBB392lGfOzfPdqdc/wyrwPXftSKszc9xSk/Pezda3roXUpMS+i2T6YzY3np3ofQvmE1bjmqQ5HrZ86cydtvv83PP/9MXFwcl1xyCa+//jpnnnkmQ4cO5T//+Q9ZWVmcfvrpdOzYkaeeeoqFCxcyefJkYmNjWb9+fYljufLKK7n44os588wzeeKJJ4rcbvLkyfzxxx8kJCTQtm1bLr/8ckKhEHfccQeTJk0iJSWFgQMH0qVLl3/sO23atK3ddQvz8MMP89prr21dju4ee9VVV3H//feTkZFR5P5nnnkm//d//8eBBx7IzTffzG233cYjjzzCiBEjuPjii+nduzft27fnkEMO2Wa/Dz/8kNmzZzNjxgxWrVpF+/btOeeccwC47LLLuPnmmwE444wzGD16NMOGDePxxx/fmoRGW758OSNGjGDixInUqFGDQw45hI8++ohjjjmGzZs306dPH+666y7+9a9/8eyzz/Kf//ynyPqIiIiUuXA+5Gb602bvZ07UfGHLuZv9ssztEs4MyC/BgH0WgoQUSKwGCdUgIQVXtS751ZuTF5tMTiiZ7JgqZMVUYYtVYRPJrA6nsCJcjSU5VVmRFcP6zbmsW5vL2oU55ORHtnuBLGpUyad+ahL1qyXQuXF16ldLpFGNJHo2q1Emb2M0JaWy99m8lvxXjmV9Toir4m/joeFH0r5htX9sZmbs36o2H1x+EFe/VZ3sObGc/esTkFQDDrw+gMClJL799lsmTpxIr169AMjKyqJu3boA3HzzzfTq1YvExEQee+wxAL755hsuuugiYmO9f4c1a9Ys8Wv9/PPPvP/++4CXfI0YMaLQ7QYNGkRqqtfxpX379ixatIi1a9dy4IEHbn29E044gb/++mun63v11Vdz3XXXbV1OS0sDYPTo0dStW5cePXowduzYQvfdtGkTGzdu5MADDwTgrLPO4oQTTgC8+z3fffddnn76aSZPnvyPfX/44QdOOeUUQqEQDRs2ZODAv+/oGDNmDPfffz9btmxh/fr1dOjQgaOOOqrIOvz+++8MGDCAgpHYTzvtNH744QeOOeYY4uPjt94P26NHD77++usSvzciIrKXcw7ysvxpM+Ru8X7mZXnzuUUljpshN2O75ahtSpJEFoirCvFVISEZF1+VSGxV8hNrk5ucRm6oqp9IJrPFksjEmzZFktgUSWRjOJF1+YlsyE9gfW6IzblhNufkk5np/czKC+/w5eNjc6ldFWolJ1Czajyt6iZTq2o8NasmUD81gfrVkmiQmkj91EQS40K78WbvHiWlsneJRMh99zzc5nVcHXs3D14wlLTaVYvdJTkhlqfP6MlVb/6L1FmbOW7MnVCjGXQ+cQ8FXXEVd0WzrDjnOOuss7jnnnv+sW7dunVkZmaSl5dHdnY2VasW/9kXiB7hdfvHj5Rk9NeEhISt86FQiPz8/BK9LkCHDh2YOHFioVdRi/Pzzz8zatQoPvvsM7Kzs0lPT+f000/f5qpqcbZs2cLSpUsByMzMJCUlpUT7ZWdnc8kllzBhwgSaNGnCrbfeuluPbImLi9v6Hu/seyciIuWUc16X1fzsqCln25952YUnklvLohNNf/rHtlsAV/K4QvG4+GRcXFUicVXIj00mPzaJvMQa5FZJIjtUhRxLJMuS2EISW0gkwyWSGUkgPZJAejiBjeF4NuTHszE/nvV5cWzJc2zJymfLpnAhVyeLVjU+RNWEWJITYqmaYFSJN+pXS6RqQqxf7q2vGh/rl4X8bb19UhJjqZWcQNX4UIUYqV5JqexVIuNHEr9wDDeHz+XG80/aYUJaIBRjPHRSdy5++UYaLrqO3h9dQky1RpC2fxlHLDtr0KBBHH300Vx99dXUrVuX9evXk5GRQbNmzbjwwgu54447WLBgASNGjODxxx9n8ODBPPPMMxx00EFbu+9uf7W0Xr16zJw5k7Zt2/Lhhx9uTdD2339/3nrrLU4//XRef/31nYqzV69eXHXVVWzYsIGUlBTef/99OnXq9I/trr/+eo477jgOOOAA2rRpQyQSYeTIkVx00UXFHv+ee+7ZmpiPHTuWBx988B8JaWpqKjVq1ODHH3+kX79+vPrqq1uvmo4YMYLTTjuNZs2acf755zN69Oht9u3fvz/PPPMMZ511FqtXr2bMmDGceuqpWxPQ2rVrk5mZyXvvvbd1JOKUlJRCuxL37t2bK664grVr11KjRg3efPPNf9zXKyIiuyASgUgehHO9JDDsz0ei5rdftzPbhHOjkskiksv8HC9J3L58Z5LFKC6UQCQ2iUhsEuHYKoRDSeSFksiPSSI3tia58YnkWCLZlkAW/uQS2ezi2eziyYzEkxFJICMcx6b8eNb7yeO6vDjSc2LI3VzyxBEgPhRDUnyIqvEhkuJDVImP9X4mhWgdHyIpLpYq8SGqbF0flWzGx0YlnqGtCWeVuBAxMeU/kSxNSkpl77FlPXnf3Mlv4U60PuIKOjbauXHE4mNjePT0Ppz95C3ct/Eamr15CqHzv4XarcsoYNkV7du358477+SQQw4hEokQFxfHE088wffff09cXBynnnoq4XCY/fbbj++++47zzjuPv/76i86dOxMXF8f555/PZZddts0x7733XoYMGUKdOnXo2bPn1kGPHn30UU499VTuu+++bQY6KolGjRrx73//m969e1OzZk3atWu3tYtvtM6dO/PII49wyimnsGXLFsys1B7vAvDyyy9vHeioRYsWvPjii3z//ff8/vvv/Pzzz4RCId5//31efPFFzj777K37HXvssXz33Xe0b9+epk2b0rdvXwCqV6/O+eefT8eOHalfv/7WbtTgPTbmoosu2jrQUYEGDRpw7733ctBBB20d6Ghn308RkUA45yVY4TyI5HtTOA9cBHDe+oLkyzmv/B/dSaOv8hVMWV430YLl8HaJ5T8SzcLKcsHtuHvnropYLC4mjkgokXAonnBMAuGYePJj4sm3ePJiEsizauQST15sHLmx8eQSRw5xZBNPtovzJryfWZFYtkRi2RyJ836GY9kUjmdTfhwb82LJiMSTRQJhdq6LaXxsDImxXuKYGBciMTZEYnyIxPgYkpJD1IyPpVF00ugnkQUJZBU/0awSlXT+vW2I2NDuPGFTCpj3BJdg9ezZ0+3s8wBFdlbWp/8m/vcnuan+M9xz4Ym73JVhxaYsLnn8fZ7Pu5FqqTWJveBbqFq7lKOtuGbOnMk+++wTdBgVQmZmJsnJyeTn53PsscdyzjnncOyxxwYdVoVT2O+cmU10zvUsYhcpAbXNstfbsBCWToBV0/9+lEbWRm9gmtxMyEnH5WRgbueurO2Iw8gLJZEXk0huTBK5Fk++xZFPHPkWIp9Y8okjD28+jxB50T9diFznLee6EDnOK8txIXIjMeS4WLJdiJxIaOvPHOftm+tiyfePk0usfzyvbOsyseQTg6PkyVgoxogPxRAf60+hGBJiY4jbrmz79QlxIZLiQiTGxfg/vflEf76gLCk+hoTYgvnQ1iQ0ITZEaC+74lieFdc260qp7B2yNxEz8UU+C/fh3GOP2K2+9Q1Sk7jz7KO45On1vLzpDuyNUwgN/wTiEksxYNkb3HrrrXzzzTdkZ2dzyCGHcMwxxwQdkojI3m3jYpj4Mm7mKGytN/hcvsWSHlODjZbKRpJJd6mkR+qxMZzIpkgiW1wiuYQIEyLfn8JRCZvDcM773hHByCKBbOLZ4hLYsrV76d/zOcQB3vaJcV6yFReKIS5khGKM2BjvZ1woZpvl2FDM3/NFLIfMiA15CWJSjDcfFxPjH88IxUS9jr9/rL9dbEzMNsctKIuPLTrBLChXYig7oqRU9gpZv71MUmQLs1qezVH1SjZgS3E6NEzlwlNP5ppX1/LEskeJfHgRMcNegBh14ZCSe/DBB4MOQUREADavg29uwU1+A+ccE6w9n+adxYRIW1YkpFGrajI1q8ZTvUocVeNjqZIQ8n7Gx1Iz3rsaF4oxYmKMkBkFOVhBf8TojokJW7uS/vOKX/QVwYTYmAoxQI1IaVBSKpWfc2wZ/zKzIq048pDDS+2wB7Wry9Ih53D36NX8e8abMLYVDNTzE0VERCqUud8Qfu98XPYmXskfzGsxR9G+XXsGt6/H+c1q0Kh6kpJDkTKmyzpS6bkVU6i1eS6/px5a6PNId8cZfdOI9LmcN/MPgh8egClvl+rxRUSKYmYLzexPM5tsZhP8slvNbJlfNtnMjoja/kYzm2tms83s0OAiFylHfn+eyOsnMicrmWHuPrIG3cVH/z6Jx0/tztFdG9G4RhUlpCJ7gK6USqW39udXqOZiqbXvKWVy/BuPbM8l60aQNn8V+358KTE1mkHTPmXyWiIi2znIObd2u7KHnXPb9A03s/bAyUAHoCHwjZm1ca4Mh+YUKc8iYdxXN2O/Ps6YcDdea3QzT53SlwapSUFHJrJX0pVSqdwiYZJmf8AY153BPduVyUuEYoz/ndKL/9X4L4vDtcl/41RvxD4RkfLjaOAt51yOc24BMBfoHXBMIsHI3Uz4rTOwXx/nxfxD+abLw4w8f4ASUpEAKSmVSi1/ye8k529gRaPDqJYYV2avUzUhlkfPPohr4/7Nluwc8l87EbI3ldnrSfH222+/Xdpv7NixO/0M0FtvvXXrgEU333wz33zzzS699vYyMzO58MILadmyJT169GDAgAH89ttvACQnJ2+z7UsvvfSPZ6u+//77mBml8UiPp59+mldeeeUf5QsXLqRjx47F7rtw4ULeeOONrcsTJkzgiiuu2O2YBPDGUPnKzCaa2QVR5ZeZ2VQze8HMavhljYAlUdss9cu2YWYXmNkEM5uwZs2asotcJCjpK8h7/nD463NuzTuLvEPu4e7juxKnZ02KBErdd6VSWzVhFPVcDI177lyisSsaVk/i5rOGcvnIVTy/7h4i755NzKnvQEh/ZnvaL7/8Esjr3n777aV2rPPOO4/mzZszZ84cYmJiWLBgATNmzCjRvhkZGTz66KPsu+++pRLLRRddtMv7FiSlp556KgA9e/akZ089PrSUHOCcW2ZmdYGvzWwW8BRwB17CegfwEHBOSQ/onBsJjATvOaWlH7JIgJZNIu+NU8nbvIFrwtdz7KnncGiH+kFHJSLoSqlUcrHzvmKSa0OfDi32yOt1aVKdE084nZvyziFm3re4L2/cI68r2yq4kjh27FgGDBjAsGHDaNeuHaeddhrOH5f/999/Z7/99qNLly707t2bjIyMbY4RfQUUoGPHjixcuBCAu+66izZt2nDAAQcwe/bsrdsMHz6c9957D4C0tDRuueUWunfvTqdOnZg1axYAa9asYfDgwXTo0IHzzjuPZs2asXbttrcEzps3j99++40777yTGP8xQ82bN+fII48sUf3/+9//MmLECBITC392rnOO66+/no4dO9KpUyfeftsboOvKK6/cmlh/+eWX9O/fn0gkss17MXHiRLp06UKXLl144oknth5z4cKF9OvXj+7du9O9e/etJwZuuOEGfvzxR7p27crDDz+8zdXo9evXc8wxx9C5c2f69OnD1KlTt77355xzDgMGDKBFixY89thjJar33sY5t8z/uRr4EOjtnFvlnAs75yLAs/zdRXcZ0CRq98Z+mUjl5xyMe5LIc4ewNjOXC2Lv5LKLLlVCKlKO6BKOVF6bllFvyxy+q3Euvcuw6+72juzcgPlrLmTkmOVcMH4k1G4Dvc/fY69frnx+A6z8s3SPWb8THH5viTf/448/mD59Og0bNmT//ffn559/pnfv3px00km8/fbb9OrVi/T0dJKSSnYv0cSJE3nrrbeYPHky+fn5dO/enR49ehS6be3atZk0aRJPPvkkDz74IM899xy33XYbAwcO5MYbb+SLL77g+eef/8d+06dPp2vXroRCoUKPm5WVRdeuXbcur1+/nqFDhwIwadIklixZwpFHHskDDzxQ6P4ffPABkydPZsqUKaxdu5ZevXrRv39/7rnnHnr16kW/fv244oor+Oyzz7YmxQXOPvtsHn/8cfr378/111+/tbxu3bp8/fXXJCYmMmfOHE455RQmTJjAvffey4MPPsjo0aMB70RBgVtuuYVu3brx0Ucf8d1333HmmWcyefJkAGbNmsWYMWPIyMigbdu2XHzxxcTF7bm/4/LOzKoCMc65DH/+EOB2M2vgnFvhb3YsMM2fHwW8YWb/wxvoqDUwfk/HLbLHbVxCePQ1hOZ+xbfhHrxY53oeOkv3j4qUN0pKpdJaP2U0NYG4dqX3bNKSumxgK65ZfQ3fzFjOwM9HEFOzBbQatMfjEOjduzeNGzcGoGvXrixcuJDU1FQaNGhAr169AKhWreSPCvrxxx859thjqVKlCsDWZLAwxx13HAA9evTggw8+AOCnn37iww8/BOCwww6jRo0aRe5flKSkpK3JG3j3lE6YMIFIJMI111zDSy+9VOz+P/30E6eccgqhUIh69epx4IEH8vvvvzN06FCeffZZ+vfvz8MPP0zLli232W/jxo1s3LiR/v37A3DGGWfw+eefA5CXl8dll13G5MmTCYVC/PXXXzusx08//cT7778PwMCBA1m3bh3p6ekAHHnkkSQkJJCQkEDdunVZtWrV1s9RAKgHfOg/qiIWeMM594WZvWpmXfG67y4ELgRwzk03s3eAGUA+cKlG3pVKLXsTbvxzhH94kLz8MPflnUlc34t46bB9iI9VR0GR8kZJqVRam2Z8S66rQfcee/7xLGbGPcO6ce7I/9B49dW0fvssQud/A3XLZgTgcmsnrmiWlYSEhK3zoVCI/Pz8Eu0XGxtLJBLZupydnb3Lr70zrwvQoUMHpkyZQjgcLvJqaWEyMjKYNm0aAwYMAGDlypUMHTqUUaNGlfg+zj///JNatWqxfPnyEr8uwMMPP0y9evWYMmUKkUikyK7DJbWrn9vewjk3H+hSSPkZxexzF3BXWcYlErj8HPjlMcI/PkIoL5Mx4e48n3IxFx49gIPa1g06OhEpgk4VSeXkHDXX/M7UUCda1E0JJITEuBCPntWPmxL/w8a8EPmvnQCbt3+coAShbdu2rFixgt9//x3wkrntk560tDQmTZoEeF1iFyxYAED//v356KOPyMrKIiMjg08++WSnXnv//ffnnXfeAeCrr75iw4YN/9imZcuW9OzZk1tuuWXrPbALFy7k008/LfbYqamprF27loULF7Jw4UL69OlTaELar18/3n77bcLhMGvWrOGHH36gd+/eLFq0iIceeog//viDzz//fOtovwWqV69O9erV+emnnwB4/fXXt67btGkTDRo0ICYmhldffZVw2LsIl5KS8o/7daPjKDjG2LFjqV279k5dtRYR2UbWBvJeGgrf3cnX2ftweuwDrB7yEq9eO0wJqUg5p6RUKqXI2rmkhtezqV6wj+GrnZzAPeccwWXuesLpKwm/eZp3FlcCFR8fz9tvv83ll19Oly5dGDx48D+uhB5//PGsX7+eDh068Pjjj9OmTRsAunfvzkknnUSXLl04/PDDt3YBLqlbbrmFr776io4dO/Luu+9Sv359UlL+eeLkueeeY9WqVbRq1YqOHTsyfPhw6tYtnS9Vxx57LJ07d6ZLly4MHDiQ+++/n3r16nHuuefy4IMP0rBhQ55//nnOO++8f7wvL774Ipdeeildu3bdmjADXHLJJbz88st06dKFWbNmUbVqVQA6d+5MKBSiS5cuPPzww9sc69Zbb2XixIl07tyZG264gZdffrlU6icie6G8bLJfORG3dAJX51/OnAFPMfJf53Davs30uBeRCsCiv1QUu6FZCJgALHPODTGz14GeQB7eYAkXOufyzGwA8DGwwN/1A+dcsc9J6NmzpyuNZ+mJFFj53VPU/+EGPh8wmsMH9As6HMbMXs37r/wfj8c9hut8Mnbs0+DdC1bpzJw5k3322SfoMMqtnJwcQqEQsbGxjBs3josvvnib+0Nl5xX2O2dmE51zevbMblDbLBVJ9kdXkTj5Rf5lV3PmeVfTsVFq0CGJyHaKa5t35p7SK4GZQEHfqteB0/35N4Dz8J6PBvCjc67sHwwpUoQtf/3Aaledjp26Bx0KAAe1rcuiI87hoc+Wc+3Ut6BOG+h3bdBhSQAWL17MiSeeSCQSIT4+nmeffTbokEREKjQ39zsSJ7/Ii5EjOP2Cq5SQilRAJUpKzawxcCTeAAnXADjnPotaPx7vmWciwXOOGmvHMyHUkcG1qgYdzVZn7ZfGzauv4qNJyznm29uhZkvocEzQYcke1rp1a/7444+gwxARqRzC+WR8fB3rI/WIP+RWOjeuHnREIrILStrJ/hHgX0Bk+xVmFgecAXwRVdzXzKaY2edm1mG3oxTZCW7TEmrkryWjTuHPjgyKmXHL0A6MavZvJkbaEP7gAljye9BhiYiIVFhZ41+kWsY83qx+Hqfs1ybocERkF+0wKTWzIcBq59zEIjZ5EvjBOfejvzwJaOac6wL8H/BREce9wMwmmNmENWvW7HzkIkVYM/NnAKq27BtwJP8UG4rh4dP6cHe1m1kWrk7+GyfB+gU73rGCKem96iK7S79rInuxvCzC393N+Eg7hpxwATExlXOsBpG9QUmulO4PDDWzhcBbwEAzew3AzG4B6uB36QVwzqU75zL9+c+AODOrvf1BnXMjnXM9nXM969Sps/s1EfFtmjuObBdH0/Y7NyrqnpKaFMcj5wziqtB/2JKVQ/5rwyDrn48FqagSExNZt26dkgUpc8451q1bt9vPRBWRimnzry+RnLeeX5tdRKcm1YMOR0R2ww7vKXXO3QjcCOCPrHudc+50MzsPOBQY5Jzb2q3XzOoDq5xzzsx64yW+68ogdpFCJaycxAya06VhraBDKVKTmlW4efhQLhm5lhfX30X4rdMJnfEhxMYHHdpua9y4MUuXLkU9IGRPSExMpHFjDWkgstcJ55H/4yNMiLThiCHHBx2NiOymnRl9d3tPA4uAceY92qLg0S/DgIvNLB/IAk52umQie0p+LvU2z+bP5CF0L+fdeLo2qc7pJ53K9W+u4ZFFT+JGXV4pHhUTFxdH8+bNgw5DREQqsaw/3iE1dyUTmlzJRfWq7XgHESnXdiopdc6NBcb684Xu65x7HHh8dwMT2RU5y6aSQC75DcvXIEdFOaxjfZYedj7/+2I110x9C2q2gAEjgg5LRESkXEv/4SmWRxqw/2GnBh2KiJSCko6+K1IhrJr5EwA1Wpe/QY6Kcu4BzVnf80reD/eDsXfDlLeDDklERKTcCi+bTL30P/k+dajuJRWpJJSUSqWyZfFk1rtk2rVrH3QoJWZm3Dq0I581v5FfI+2JfHwpLPw56LBERETKpRXfPkGWi6fRgecGHYqIlBIlpVKpJK2fxfyYNOpWSwo6lJ0SG4rh0dP25aEaN7MwXIfwm6fA2jlBhyUiIlK+5G6m9oJRfBVzAIO6tQ46GhEpJUpKpfKIRKiXPZ91yRWzkUpOiOWxcwZwbfxNbMpx5L96PGxeG3RYIiIi5UbGlI9JdNlktD2B2JC+xopUFvprlkojb918Eskhv3bF6bq7vQapSdwx/CguiVxPeNMKwm+cDHlZQYclIiJSLmz89TWWutrsO+DIoEMRkVKkpFQqjTVzJwJQpUnngCPZPR0bpXLhqSdzdd4l2LIJRD68CCKRHe8oIiJSmWWupuG6cYyrMpDW9VODjkZESpGSUqk00hdOJuyMBq26BR3KbjuoXV36Djmbe/JOIWbGR7hvbg06JBERkUCt+e0tQkSI63pi0KGISClTUiqVhq2ewSLq06JhnaBDKRVn9E2Dvpfxav7B2C+PwoQXgg5JREQkMDlTPuSvSCP269sv6FBEpJQpKZVKo3rGXyyLb0F8bOX5tb7xiPaMazOC78JdiXx6Hcz6LOiQRERE9rzMNTRIn8zUlAOpWy0x6GhEpJRVnm/vsnfLyaRe/nIyUtsGHUmpiokxHjq5ByPr/oc/I2lE3jkL5o0JOiwREZE9avXv73tddzsdHXQoIlIGlJRKpZCx5E8AYup3DDiS0pcUH+Lxs/vz3+TbmBuuT+TNU2Dxb0GHJSIissdkTf2Iha4effoeGHQoIlIGlJRKpbBm7iQAarSo+IMcFaZ2cgJPnX8w1yTexpL86oRfGwbLJwcdloiISNnL2kCjDeOZnNyPeqlJQUcjImVASalUCjnLppLhkmjesl3QoZSZRtWT+L/zD+WS0C2szo0n/MqxsGpG0GGJiIiUqXWTRhFLGNtnaNChiEgZUVIqlULC+pnMs6bUqVa5z6A2r12V/50/hAvtZtbnQPilI2Hln0GHJSIiUmbSp45mtatOl30HBh2KiJQRJaVS8TlH3S3zWFulJWYWdDRlrm39FO4452jOitzK2mwj/NJR6sorshcys4Vm9qeZTTazCX5ZTTP72szm+D9r+OVmZo+Z2Vwzm2pm3YONXqSEwnnUXf0zE+N7klYnJehoRKSMKCmVCi+8cSnJLpPcWu2DDmWP6dKkOnefdzTD3a2syY4l8vJQWDYx6LBEZM87yDnX1TnX01++AfjWOdca+NZfBjgcaO1PFwBP7fFIRXbBlnm/UNVtZkuzQUGHIiJlSEmpVHhr5v0BQGKTzgFHsmd1bVKdB84/muHcxoqcRCIvHw1LxgcdlogE62jgZX/+ZeCYqPJXnOdXoLqZNQggPpGdsmLCKHJdiGa9jgw6FBEpQ0pKpcLbtNBLSuu12vt6o3VslMpDFwzhXLuVZblVvcR03ndBhyUie4YDvjKziWZ2gV9Wzzm3wp9fCdTz5xsBS6L2XeqXbcPMLjCzCWY2Yc2aNWUVt0iJVVn0LX/YPnRt1SToUESkDCkplQrPrZzOUleblk0aBh1KIDo0TOWRC4dwXswdzM2vQ+T1E2HaB0GHJSJl7wDnXHe8rrmXmln/6JXOOYeXuJaYc26kc66nc65nnTp1SjFUkZ0X2bCYBjkLWFG3P7EhfWUVqcz0Fy4VXsqm2SyObU5iXCjoUALTrn41nrjoCC6Lv5M/wq1w750D458NOiwRKUPOuWX+z9XAh0BvYFVBt1z/52p/82VA9KWmxn6ZSLm1YsIoAKp2PDzgSESkrCkplYotP4d6eYtJT20TdCSBa1U3mZcuGcx/q93Od5Hu8Nl1MOYecDt1oUREKgAzq2pmKQXzwCHANGAUcJa/2VnAx/78KOBMfxTePsCmqG6+IuVS9l/fsdTVpkvXXkGHIiJlrMRJqZmFzOwPMxvtLzc3s9/84eXfNrN4vzzBX57rr08ro9hF2LJ8BrFEoG6HoEMpFxpWT+L1iwbwRN1beS/cH76/Fz69FsL5QYcmIqWrHvCTmU0BxgOfOue+AO4FBpvZHOBgfxngM2A+MBd4Frhkz4csshMiYeqtG8/0+K7UreTPIBcRiN2Jba8EZgLV/OX7gIedc2+Z2dPAuXhDzJ8LbHDOtTKzk/3tTirFmEW2WjVnEs2Bamldgw6l3KhRNZ5Xz9+Pi169iTULU7l4wvO4TUuwYS9Agp7xJlIZOOfmA10KKV8H/OPZGf79pZfugdBESkXO0skkRzLY3PSAoEMRkT2gRFdKzawxcCTwnL9swEDgPX+T7YedLxiO/j1gkL+9SKnLWjqFHBdH09adgg6lXKmaEMvzw3szs8O1/DvvXCJzvsW9cBhs0i1kIiJS/q344wsA6nYZHHAkIrInlLT77iPAv4CIv1wL2OicK+gTGD20/NZh5/31m/ztRUpd3NqZzKMxjWrqCuD24mNjeOSkrtTofwFn515H9ur5RJ4dCMsnBx2aiIhIsdz8sfwVaUzX9u2CDkVE9oAdJqVmNgRY7ZybWJovrGehSWmovXkOq6q0QhfjCxcTY1x/aDuGHHsGx+fewprNYSIvHg6zPw86NBERkcLlZdNw0xTmJPcgOWFn7jQTkYqqJFdK9weGmtlC4C28bruPAtXNrOA/RfTQ8luHnffXpwLrtj+onoUmu8tlrqFGZAPZNXQWdUdO7NWEm84exsnuTmbmNcC9dSr8/KhG5hURkXInc+4vJJBDuNmBQYciInvIDpNS59yNzrnGzrk04GTgO+fcacAYYJi/2fbDzhcMRz/M317ffKXUrZ3/BwDxjXQ/aUns36o2Iy8+kisT7+TLSC/4+mb44HzI3RJ0aCIiIlutnPIl+S6GJt0PDjoUEdlDduc5pSOAa8xsLt49o8/75c8Dtfzya4Abdi9EkcKt95PS2i27BxxJxdG6XgpvXjqIZ+vdwgN5J+L+fA/3wqGwcUnQoYmIiAAQv/hHptGKji2aBB2KiOwhO5WUOufGOueG+PPznXO9nXOtnHMnOOdy/PJsf7mVv35+WQQuEl7xJ2tcKi2bNw86lAqlTkoCb1zQh3XdL+fc3GvJWjWXyMgBsPDnoEMTEZG9XfYmGm2ZyZIavYgL7c61ExGpSPTXLhVW1Y2zWRhK0yAIuyAhNsQ9x3XioKPO4Jic21mWFY97ZSiMf1b3mYqISGDWTPuOEBFiWw4IOhQR2YOUlErFFM6nfs5CNqS0DjqSCsvMOKNvGrefdxyn2z38GO4En10HH12i+0xFRCQQG/78iiwXT+ueA4MORUT2ICWlUiHlrJ5DArmE63QIOpQKr0+LWrxxxaE8UPNWHs0/DjflTdxzg2Dt3KBDExGRvUzKip+ZErMPLevrEfciexMlpVIhrZwzCYBqzboEHEnl0Kh6Eu9c3I+Fna7krNx/kbl2KW7kgTD9w6BDExGRvURk03Ia5C5iTZ2+ev64yF5GSalUSJuXTCHfxdCoddegQ6k0kuJD/O/ELhx29OkcmXM30/IawrvD4fMRkJ8bdHgiIlLJLZ/8JQBV2w0KOBIR2dOUlEqFFFo9g4U0pEndmkGHUqmYGafu25QnLh7KFYl38mL4cPjtadyLh+uxMSIiUqY2z/yWDS6ZDj0OCDoUEdnDlJRKhVQj8y+WJ7YkFKPuPWWhU+NUPrp8ID+3upaLc68ke8UM3NP9YPYXQYcmIiKVkXPUXjOOP+M6Uy+1StDRiMgepqRUKhyXtZG64VVsqd426FAqtdQqcYw8oyddDj2LIdl3MC+3Orx5kt+dNyfo8EREpBLJXf0XtcJrSW+wf9ChiEgAlJRKhbNh4VQAYht0DDiSyi8mxrjowJbcdd6xnBVzNy9HDvO68z43CNb8FXR4IiJSSSyd+DkANToODjgSEQmCklKpcNbOmwhArZbdA45k79GnRS1GXTWIsc2v5dzca8lcvcgbnXfSK+Bc0OGJiEgFlz93LMtcbTp17hZ0KCISACWlUuHkLZ9OuqtCixbqvrsn1UpO4IXhvdjviDM4LOceJua3gFGXw3vnQNbGoMMTEZGKKhKhwYbfmZXYlWpJ8UFHIyIBUFIqFU7ShpnMj0kjtaoarj3NzDj3gOY8c8lRjKhyO/fnn0Rk+se4Z/rBkvFBhyciIhXQ5sWTSHGZZDfRqLsieyslpVKxOEe9rHmsS24ddCR7tY6NUhl1xYGs7nIpx+fczOr0HNwLh8J3d0E4L+jwRESkAln+h/d80rqdDwk4EhEJipJSqVBy1y2iKlnk194n6FD2elUTYnnwhC4MP+kEjg7fxyjXD364H/fcwbBmdtDhiYhIBWELvmeua0SnfdoFHYqIBERJqVQoq+ZMAKBK0y4BRyIFju7aiHeuOJRX6t3AhblXsXnVfNwz/eHXpyESCTo8EREpz/JzaZw+mXnJPUiMCwUdjYgEREmpVCgZiyYD0KC1Rt4tT5rWqsI7F/al8+AzODj7Pn4Jt4cvRsBrx8KmZUGHJyIi5dTGueNIJIdwWr+gQxGRACkplYpl9QwWuXqkNagbdCSynVCMcelBrXju0iO5JfkWbsw7l9yFv+Ke6gt/vhd0eCIiUg6tmvwlYWc06XZo0KGISICUlEqFUj39L5bFNyc2pF/d8qpjo1RGX9GPpD7nMTjrbmbk1of3z/UeHbNlfdDhiYhIORK/+EdmWgvat2gadCgiEiB9s5eKIy+LevnLyEzVQAjlXWJciJuPas/d5x7NhbF38lD+iYSnf4R7sg/M+jTo8EREpDzIyaTJluksSe1FKMaCjkZEAqSkVCqMjYv+JESEmAYdgg5FSmj/VrX59KqDWNzxEoZm38GCrCrw1qnw/nm6aipSCswsZGZ/mNlof/klM1tgZpP9qatfbmb2mJnNNbOpZqYb8yVwa6aPJZYwoZb9gw5FRAKmpFQqjLXzJgFQo3m3gCORnZFaJY5HT+7GJaccx8nubh4Nn0B42ge4J3rDjFFBhydS0V0JzNyu7HrnXFd/muyXHQ609qcLgKf2XIgihVv759fkuFhadB8cdCgiErAdJqVmlmhm481siplNN7Pb/PIfo87ELjezj/zyAWa2KWrdzWVcB9lLZC+dwhaXQForXSmtiI7s3IDPrxnEX/tcwpDsO5mfXQ3eOQPePRs2rw06PJEKx8waA0cCz5Vg86OBV5znV6C6mTUo0wBFdiB5+c9Mi2lLy0Z1gg5FRAJWkiulOcBA51wXoCtwmJn1cc71KzgTC4wDPoja58eos7S3l3rUsldKWjeduTFp1KpWJehQZBfVSk7giVO7c/mpx3Kqu4v/hU8kPGMU7ol9YfqHQYcnUtE8AvwL2P6BwHf5XXQfNrMEv6wRsCRqm6V+2TbM7AIzm2BmE9asWVMWMYsA4Davo1HOXFbV2hcz3U8qsrfbYVLqn1XN9Bfj/MkVrDezasBA4KOyCFAEgEiE+lv+Yk2yBjmqDI7o1IDPrhnI/H0u5vDsu5ibUx3eHQ7vnAmZ+iIssiNmNgRY7ZybuN2qG4F2QC+gJjBiZ47rnBvpnOvpnOtZp46uXknZWT7la2JwJLQ5KOhQRKQcKNE9pf5ACpOB1cDXzrnfolYfA3zrnEuPKuvrd/f93MzU11J2W86aeVQli/y6HYMORUpJreQEHj+1O1efejSncxcPhE8mPPMz717TyW+Cczs+iMjea39gqJktBN4CBprZa865Ff7J5BzgRaC3v/0yoEnU/o39MpFApM/4hkyXSLseA4IORUTKgRIlpc65sN9NtzHQ28yiM4NTgDejlicBzfzuvv9HEVdQ1UVIdsaKWd55kJS0HgFHIqXt8E4N+PyagSxufxGHZt/FzNx68NFF8OoxsH5+0OGJlEvOuRudc42dc2nAycB3zrnTC+4TNa8/5DHANH+XUcCZ/ii8fYBNzrkVAYQuAkCNleP4M7YDjWpVCzoUESkHdmr0XefcRmAMcBiAmdXGOwv7adQ26QXdfZ1znwFx/nbbH0tdhKTEMhdOIteFaNpOTzGojGpWjef/TunGdacdzXC7nf/mnU3OwvG4J/eDnx6BcH7QIYpUFK+b2Z/An0Bt4E6//DNgPjAXeBa4JJjwRCB/wxLq5y9lfb2+QYciIuVESUbfrWNm1f35JGAwMMtfPQwY7ZzLjtq+vn+GFjPr7b/GulKOW/Yy8WumMt+a0Kh29aBDkTJ0WMf6fH3tQeT3OJf+W+7nR9cZvrkFnh0AyyYFHZ5IueScG+ucG+LPD3TOdXLOdXTOnR51ktg55y51zrX0108INmrZmy2Z9CUAKe0ODjgSESkvSnKltAEwxsymAr/j3VM62l93Mtt23QUvUZ1mZlOAx4CTndPNYbIbnKPe5tmsrNJWI/TtBVKT4rjnuE48dsER3Frl31yYexWb1i7HPTcIvvg35GTu+CAiIlJuZc/+jnUuhY7ddaVURDyxO9rAOTcV6FbEugGFlD0OPL7bkYn4ctctItWlk12nU9ChyB60b4tafHZFP54Y04ABYztyU/zbDPv1CdzMUdiQR6C1zrCLiFQ4zlF37W/MiO9Cv+TEoKMRkXJip+4pFQnC8j/HApDcav9A45A9LzEuxLWHtOWtKw7j9bpXMyznZpZvBl4/Ht49G9I1TouISEWSvXI2tSJryWi4X9ChiEg5oqRUyr3N834h0yXSulPvHW8slVLb+im8d9F+HHXU8RyZew+PRU4gf+Zo3OO94NenNBCSiEgFsXTS5wDU7HRIwJGISHmipFTKvZQ1E5kVakO96slBhyIBCsUYZ+2XxmfXHMzUlhcxKOteJkRawRc3eAMhLfk96BBFRGQHwnPHsNTVplPHrkGHIiLliJJSKddcTgaNcuazrkbXoEORcqJh9SSeO6sn/zljCFeF/stFuVexce1K3POD4ZMrYcv6oEMUEZHChPNosmE8s6r2ompiXNDRiEg5oqRUyrU1s8YRIkJssz5BhyLlzOD29fj62gNp3v8UDtxyH68whMikV3GP94Q/XoNIJOgQRUQkyoa/fqEKWeSlHRR0KCJSzigplXJt3awfAWjY6YCAI5HyqEp8LCMOa8d7Vx7CZw0u5Yjsu5iVVxc+vhReOgJWTQ86RBER8a384zPCzmjW8/CgQxGRckZJqZRrcUvHMds1pU2zpkGHIuVY63opvHVBH84fdhRnhG/jX3kXsGXZDNzT/eDLmyA7PegQRUT2elUWf880a027tCZBhyIi5YySUim/wnk0yviTJSldCcVY0NFIOWdmHN+jMd9cdxCxPc9k/y3387EdhBv3hNeld/Kb6tIrIhKQyOb1NMmexfLa+xGjNl1EtqOkVMqtTfN/J4lswk31LDMpuepV4rn72E68cPGhjEy9iqNzbmduTg346CJ44VBYNinoEEVE9jpLJ35GDI7EtoODDkVEyiElpVJurZjyHQD1Ow8KOBKpiLo1rcGoy/bnhKFDOSHvNq7Pv4jMlXNxzw6EUZdD5pqgQxQR2WtkzviKTa4KHXoPCDoUESmHlJRKuRWz+Gfmu4a0b90q6FCkgooNxXBG3zS+u34g8T1OZ7/N9/OaDSHyxxu4/+sOvz4N4bygwxQRqdyco97qn/kzvit1U/XMcRH5JyWlUj5FwjRKn8zC5K7EhfRrKrunZtV47jq2E29cdggf172Ewdn38EekFXwxAp7uB/PHBh2iiEiltWX5DGpF1pLeqH/QoYhIOaVv+1IuZSyaTFW2kNtY95NK6enYKJV3L+rL5SceyUXu35yfew3rNm6EV46Gt8+ADYuCDlFEpNJZ+vtoAOp21aNgRKRwSkqlXFo+5RsA6nXUA7aldJkZx3RrxHfXH0TLfifRf8u9/J87ifzZX+Ee7wXf3KpHyIiIlKKYuV8x1zWiU8dOQYciIuWUklIpl9zCn1ns6rJPu32CDkUqqeSEWG44vB2jrx7MpLTzOGDLA3xl+8FPD3v3m054EcL5QYcpIlKhuexNNMuczNzqB5AQGwo6HBEpp5SUSvkTidBw0x/Mr9KFxDg1YFK2mteuyotn9+bu4YdyX9JVHJVzJ7Pz6sHoq+CZfjD326BDFBGpsJZO+Iw48olrr667IlI0JaVS7mQu/ZNqLp1s3U8qe9DAdvX48qr+HD9kCCfn3cwleVd595u+dhy8NgxWzwo6RBGRCmfz1E/Y4JLp1EfPJxWRoikplXJn2aSvAKjT6eCAI5G9TVwohuH7N+f76wfSoO9J9Mu8l/sjp5OzYBzuqf3g02th89qgwxQRqRgiYRqs+ZEpib30KBgRKZaSUil33IIfWOzq0mGfDkGHInup1Cpx/HdIez695mDmtDqbPpsf5P2YQ4lMeBH3WDf4+THIzwk6TBGRcm3DX7+Q6tLJaq6rpCJSPCWlUr5EwjRKn8i8qt11P6kErnntqjx7Zk+eOH8wL1S7hMHZ9zLRtYWv/wuP94Sp70AkEnSYIiLl0srfPyLfxZC271FBhyIi5ZySUilXNi2cRIrbTF7TA4IORWSr/VrW5pPLD+DC4w/nYncDp+XeyJKsBPjgfBjZX4MhiYgUotrib5kS0552aU2CDkVEyrkdJqVmlmhm481siplNN7Pb/PKXzGyBmU32p65+uZnZY2Y218ymmln3Mq6DVCLL//gSgHpdDgk4EpFthWKME3s2Yex1A+gx4FgO3XI71+Rfxob1a73BkF45GpZPDjpMEZFyIWfNAhrlLWBVgwGYWdDhiEg5V5IrpTnAQOdcF6ArcJiZ9fHXXe+c6+pPk/2yw4HW/nQB8FTphiyVWcyin5jvGtK+TeugQxEpVNWEWK45pC1jrx9IYo+T2S/zPu51Z5G1+A8YeSC8dy6sXxB0mCIigVr86wcA1Ow6NOBIRKQi2GFS6jyZ/mKcP7lidjkaeMXf71egupk12P1QpdIL59Ek/Q8WpnQnLqSe5VK+1a2WyN3HduKTqwaxoNWZ9M58iBdjjiN/xmjc473g8xEaqVfKnJmFzOwPMxvtLzc3s9/83kpvm1m8X57gL8/116cFGrhUfn99yQLXgK7degYdiYhUACX65u83epOB1cDXzrnf/FV3+V10HzazBL+sEbAkavelfplIsdbP+Y0qZBNO6xd0KCIl1qpuMs+c0ZOXLh7Ep3XOZ/8tD/JZaADut5G4R7vC9w9A7uagw5TK60pgZtTyfcDDzrlWwAbgXL/8XGCDX/6wv51ImXDZ6TTLmMic6vtr0EIRKZESJaXOubBzrivQGOhtZh2BG4F2QC+gJjBiZ17YzC4wswlmNmHNmjU7F7VUSiumfA1A4666n1Qqnh7NavLuRX2544zB/C/xMg7OuY/frSOMuRMe7Qq/PaPHyEipMrPGwJHAc/6yAQOB9/xNXgaO8eeP9pfx1w8y3egnZWTJ+I+JJ5/Y9hp1V0RKZqf6SDrnNgJjgMOccyv8Lro5wItAb3+zZUD0MGuN/bLtjzXSOdfTOdezTp06uxS8VC5xi39iDk1o06J50KGI7BIz45AO9fnyqv6cd+xhXBa5juNzbmF2uD58/i94rDtMfBnC+UGHKpXDI8C/gILnEtUCNjrnCn7Bonsqbe3F5K/f5G8vUuq2TPmIta4aXfc7NOhQRKSCKMnou3XMrLo/nwQMBmYV3Cfqn2k9Bpjm7zIKONMfhbcPsMk5t6IMYpfKJD+HppunsrhaT0IxOnkvFVtsKIZTejdl7PUDGHjIUIZl38TpuTeyMDcFPrkCnugFU9/VM05ll5nZEGC1c25iKR9XvZhk9+Rl03Tdz0yuegA1U5KCjkZEKoiSXCltAIwxs6nA73j3lI4GXjezP4E/gdrAnf72nwHzgbnAs8AlpR61VDqrZ/xIIrlYc91PKpVHlfhYLj2oFT/9axBdDjyGI7bcwgV517JiM/DBefD0/jBzNLjixo4TKdT+wFAzWwi8hddt91G8wQVj/W2ieypt7cXkr08F1m1/UPVikt21/I/PqUIWrt2QoEMRkQokdkcbOOemAt0KKR9YxPYOuHT3Q5O9yeqpX1HLGWk91dVHKp/UKnFcf2g7zt6/OU+OacaA33pwOOP4z6aPqP32adCwGwz8D7QcBLrNT0rAOXcj3tgOmNkA4Drn3Glm9i4wDC9RPQv42N9llL88zl//nd9ei5SqTZM+INlVoeMBSkpFpOT03A0pF5KW/sTMmFY0b6yBmqXyqp2cwM1HtWfMdQNJ6n4S+2Xcw78jF7Jp7Qp47Xh48QhY9EvQYUrFNgK4xszm4t0z+rxf/jxQyy+/BrghoPikMgvn02jVWCYl7kuDmqlBRyMiFYiSUglcJGsTzbJnsrJmbzQYpOwNGlZP4p7jOvHVNQPZ0v4Uemfcx93uHDavmA0vHg4vD1VyKiXmnBvrnBviz893zvV2zrVyzp3gD0aIcy7bX27lr58fbNRSGa2ZPoZqLp2c1kcEHYqIVDBKSiVwSyZ/QywREtoU2iNcpNJKq12VR07uxidXDWJxq9PpkfEg/7Mz2bL0Tz85PQoW/hx0mCIiJbJ6/Htkuzja7X9s0KGISAWjpFQClz79a7JdHG16Dgo6FJFAtKmXwtNn9ODdywYxtekZdM94iAftTLYsnQ4vHQEvDYGFPwUdpohI0SIR6i//honxPWjWQINkicjOUVIqwXKOuivGMiWuC/Vq1Qg6GpFAdWqcyktn9+atSwcyo9mZdM94kAdsOJuXz4CXjoQXj4QFPwYdpojIP2yY+xu1ImvJaH540KGISAWkpFQClbFkOvXCK9jURFdJRQp0bVKdF4b34u1LBzKr2el0T3+I+xhO5opZ8PIQb0Ck+d/rUTIiUm4s//Ud8lyIFvsfF3QoIlIBKSmVQC3+7QMAGvQ6OuBIRMqfLk2q8/zwXrx32UDmND+dHukPcg9nk7niL3hlqHff6bzvlJyKSLCco9biL5kc6kjrpk2CjkZEKiAlpRKoxPlfMZs0OrRrH3QoIuVWp8apPHeWl5zOa346PdIf4G7OIWPlPHj1WHj2IJj5CUQiQYcqInuhjCXTqJ+/jHVND9Uo+iKyS5SUSmDyMtaSljWNxXUOJCZGjZjIjnjJaU/ev3wgC1ucRo/0B7jVXcCGdWvg7dPhyT4w5S0I5wUdqojsRZb88hYRZzTqMyzoUESkglJSKoFZ+OuHhHBU7TQk6FBEKpSOjVIZeWZPPrziINa0PYVe6fdwTfhyVmbmw4cXwmPdYfyzkJcVdKgishdInv8F02La0KFNm6BDEZEKSkmpBCZvxmesdtXp0ntA0KGIVEgdGqbyxKnd+eqagcR2OYF+GXdwft71LMxNgc+ug0c6w08PQ3Z60KGKSCWVtXoeTXPnsqLBYPV6EpFdpqRUAuHyc2i2YRwzU/pSNTE+6HBEKrQWdZK5f1gXvr9+II37HMthmf/h5Nz/Mj3SDL65FR7uCN/eAZvXBh2qiFQyi356G4DavY8POBIRqciUlEoglk/9jqpkEWl9WNChiFQaDasncctRHfh5xCB6DTiKk7OuZ0jOnYyP6YT78SHcwx3h0+tg/fygQxWRSiLhr0+YRRpdOnUNOhQRqcCUlEog1k38mBwXxz77635SkdJWKzmBaw9pyy83DOTIQ4/gkryrODjnfr6LPYDIhJdwj3WHt8+AJb8HHaqIVGDZaxfRPHsGC+sfSmxIXylFZNfFBh2A7IWco+7KMUyN70Kv2rWDjkak0kpJjOPiAS05e/803pmwhJu/b0Vu1jFclTKGYXO+JGHmKGjaF/a7HNocDjH6UikiJbfwh9dpB9TZ98SgQxGRCk7fQGSP27joT+qHV7KpycFBhyKyV0iMC3Fm3zS+v34AN58ykLeqnU23zEe5385m06pF8Nap8EQvmPCiRuwVkRJL+GsUM2lBl87dgw5FRCo4JaWyxy357QMAGu17TLCBiOxlYkMxHNWlIaMu258XLhjA7Gan0X3TfVwVvoJlW0Iw+ipvUKSx98HmdUGHKyLl2JYVf9E8eyaLGhyirrsistvUfVf2uKQFXzPLmtO2dbugQxHZK5kZfVrUok+LWsxdncFzP6Zx0KS+dHfT+XeVr+k89m7vUTJdT4F9L4I6bYMOWUTKmYVfP00bF0PD/sODDkVEKgGd2pI9KmfTKppnTWdZnQF6nplIOdCqbgr3Ht+Zn24YSM8Dh3JG1nUcnHM/38T2IzzpNXiiN7x6LPz1FUQiQYcrIuVBOI8GC95nfFxPOrXTCWYR2X1KSmWPmv/9m4TMkdL9uKBDEZEodVMSue7Qtoy7cSBnHHUot8VcTK8tjzEy9lQ2L5kKb5wAj/eE356BnIygwxWRAC357UNquI1kdjgNM51gFpHdp6RU9qjYmR+ygIZ067l/0KGISCGqxMdy1n5pjL3uIO4+/SC+q3smXdP/x7WRK1icnQCf/wv+1x6+uFHPOxXZS2WPe5ZVrga9DtaouyJSOnaYlJpZopmNN7MpZjbdzG7zy183s9lmNs3MXjCzOL98gJltMrPJ/nRzWVdCKoas9ctouWUK8+seQlxsKOhwRKQYoRjjsI71eeuCvnx8xUGEOg/j4PSbOSbndn4J9SDy20jveadvnAzzx4JzQYcsIntA5rIZtM4Yz8S6x1EjpUrQ4YhIJVGSgY5ygIHOuUw/8fzJzD4HXgdO97d5AzgPeMpf/tE5N6TUo5UKbf73b9DBHDV6nxx0KCKyE9o3rMb9w7ow4rB2vPV7a64e1wGXNYzLUr7nhAVfk/TX51BnH+h9HnQ+CRJSgg5ZRMrIoi8eo7UL0XzwJUGHIiKVyA6vlDpPpr8Y50/OOfeZv84B44HGZRinVAIJsz9mLk3p0r1P0KGIyC6olZzApQe14qcRA/nPKQP5sMZwumY8zE3uElZkhuHTa+GhdjD6Glg1PehwRaSURbLSSVvyEeMS+7NPm1ZBhyMilUiJ7ik1s5CZTQZWA187536LWhcHnAF8EbVLX7+77+dm1qE0A5aKacuaRbTK/pNFDQ4lpFF3RSq0uFAMQ7s05MNL9uftSw9i8z4n0j/9Vo7JuZ0fY/sQnvQqPLUfvHA4/Pke5OcEHbKIlIK53zxHVbKwfS8IOhQRqWRKlJQ658LOua54V0N7m1nHqNVPAj845370lycBzZxzXYD/Az4q7JhmdoGZTTCzCWvWrNnV+KWCmPf96wDU2Vddd0Uqk65NqvPIyd34+YZBHDz4CEaEL6HHlv/jsdCZbFy9CN4/Fx7uAN/cBhsXBx2uiOwq50ie8gIzrCV9+h0adDQiUsns1Oi7zrmNwBjgMAAzuwWoA1wTtU16QXdf59xnQJyZ1S7kWCOdcz2dcz3r1Kmz6zWQCqHKnFHMtuZ07Nwj6FBEpAzUTUnksoGt+eFfB/HAmQcxsdEZdNt4H8PzbmAybXA/P4J7pDO8cZL/zNNw0CGLyE5YPulTGuYvYUmrM4iP02CFIlK6djjQkZnVAfKccxvNLAkYDNxnZucBhwKDnHORqO3rA6ucc87MeuMlvuvKJnypCNJXzqNlzky+bXQxbdV1V6RSiw3FMLh9PQa3r8eidZt547dWDJ/QgypZJ3FxtZ84fuG3VPnrC6jeFLqfBd1Oh5T6QYctIjuQOeZRVrka9BhyXtChiEglVJIrpQ2AMWY2Ffgd757S0cDTQD1g3HaPfhkGTDOzKcBjwMn+YEiyl1rod92t3/eUgCMRkT2pWa2q3HjEPvx64yCuO3EQH1QfTpf0h7k6cgVz8mrDd3fg/tce3joN5nytq6c7oZjHtb1kZguiHsvW1S83M3vMzOaa2VQz6x5oBaRC2bhgMm0yxzO5wTBqp2p0bREpfTu8Uuqcmwp0K6S80H2dc48Dj+9+aFIpOEetOe8wLaYNHTp0DjoaEQlAYlyI47o35rjujZm+fBOv/dqcoyfvT928pVxS7ReOmvcdSbNGQ2oTGHwbdDw+6JArgqIe1wZwvXPuve22Pxxo7U/74j3Cbd89Fq1UaMu+eIgEF0/rI64IOhQRqaR26p5SkZ214s8xNMpfwupWJ2Omrrsie7sODVO557jOjL/pYC445hBeSzmHzhmPckX4Kmbn12PhJnWsKYmiHtdWzC5HA6/4+/0KVDezBmUdp1R82RtW0HrVZ/yScigtmjYNOhwRqaSUlEqZWvvDc2S4JDoeOjzoUESkHElOiOXUfZsy6rID+PDyAaR0H8bxmf/ip1CvoEOrMIp5XNtdfhfdh80swS9rBCyJ2n2pX7b9MTUyvmxj7mePEOvC1Bh4ZdChiEglpqRUykxuxnpar/2aSdUGUbdWraDDEZFyqmOjVO46thPjbxrEsB6Ngw6nwijicW03Au2AXkBNYMROHlMj48tWkZwtNJ77BuPje9GtW8+gwxGRSkxJqZSZ2Z8+SiK5VD3goqBDEZEKoEp8LIl61MROi35cm3Nuhd9FNwd4Eejtb7YMaBK1W2O/TKRIc75+luoundzel+gWHBEpU0pKpUy4vGwazn6ZibHd6NH7gKDDERGpVMysjplV9+cLHtc2q+A+UfMyiGOAaf4uo4Az/VF4+wCbnHMr9njgUnFEIqT8MZKZ1pK+Bw0NOhoRqeR2OPquyK6Y/c0LtHMbmNHzfp1dFREpfQ2Al80shHeC+R3n3Ggz+85/vrgBk4GCriqfAUcAc4EtwNl7PmSpSBb9+iHNwkuZ0f5u9olVDwYRKVtKSqX0OUfViU8zx5qx7yA92kFEpLQV87i2gUVs74BLyzouqSScw31/P8tdbXodofMXIlL21H1XSt38H9+iSf4ilrQ7l3jdHyYiIlKhLBr3Hmk5s5jW6gJSk6sEHY6I7AWUlErpioSJ++EeFtKQfYdeGHQ0IiIisjMiEWLG3MUi6rPvsZcHHY2I7CWUlEqp+uu7l2mSv4j5Ha+kalJi0OGIiIjITpj//Ss0yVvA7H0u11VSEdljlJRKqXHhPJLHPchca8Z+Q88NOhwRERHZCS6cR+JP9zOHphxwzAVBhyMiexElpVJqZn35LA3Dy1jW7RoS4+OCDkdERER2wuwvR9IwvIyl3a6hSkJ80OGIyF5ESamUikhuNjUnPMzMmFb0PfyMoMMRERGRnVDQjs+Iac3+R5wZdDgispdRUiqlYvq7t1Evspq1+96gEXdFREQqmOmjH6NuZA3r9/2X2nER2eOUlMpuW79oOm3njOSnxAEccMiwoMMRERGRnZCXlU6jP59gaqgjfQ9WOy4ie56SUtk9zrHurUvIcgk0PvlhzCzoiERERGQn/PXurdR0G8kecDOhkL4aisiep/88sltmfvEMrbMm83vrK0hLaxF0OCIiIrIT0pfOpPX8l/k+8WB6HXBI0OGIyF5KSanssozVC2nw251Mi2lHv5OuDTocERER2Ukr3rmWHBdHg2H3qreTiARGSanskuyNq9gw8mhCLh839P9IiNMjYERERCqSRb9+SNv0n/ml0Tm0adU66HBEZC+mpFR2WvqKeaz/v4Ook7ecyfs9TqeuvYMOSURERHZCJDebuK9vYiEN6XPqTUGHIyJ7OSWlslPWzvuD3JEHUzV/I38MeIl+h2qUPhERkYpm6nt30TC8jEW9byE1uWrQ4YjIXm6HSamZJZrZeDObYmbTzew2v7y5mf1mZnPN7G0zi/fLE/zluf76tDKug+why6aOIf7VIwlHHAuOepf9Djoy6JBERERkJ62ZN4n2s59kfNIB9D/8pKDDEREp0ZXSHGCgc64L0BU4zMz6APcBDzvnWgEbgHP97c8FNvjlD/vbSQU3/+f3qfnBiWygGhtPGU3XnvsHHZKIiIjspHBuNpvfOo90qtLwtKc0uJGIlAs7TEqdJ9NfjPMnBwwE3vPLXwaO8eeP9pfx1w8y/cer0GZ9MZKmX53Hopgm2Dlf0rZdx6BDEhERkV0w44WLScubx4yed9C4cdOgwxERAUp4T6mZhcxsMrAa+BqYB2x0zuX7mywFGvnzjYAlAP76TUCtQo55gZlNMLMJa9as2a1KSNlw4TymvnQ17X69nj/jOlHr0q9o2rRZ0GGJiIjILpjx6ZN0WvkB39Y6lX5Dzgw6HBGRrUqUlDrnws65rkBjoDfQbndf2Dk30jnX0znXs06dOrt7OCllK/+awPz7+9F54Qt8n3IkLa/6jDq1agcdloiIiOyCeRO+oeX4m5kc14W+5z+sbrsiUq7E7szGzrmNZjYG6AtUN7NY/2poY2CZv9kyoAmw1MxigVRgXSnGLGVs9pg3aPr9VcS6RMZ0vJsDj7+EmBg1XiIiIhXRyrl/UHv0WayKqUOj896kSmJi0CGJiGyjJKPv1jGz6v58EjAYmAmMAQqeB3IW8LE/P8pfxl//nXPOlWLMUkZcJMzkV0bQeuwlLIhpRta533PQCZcqIRUREamg0lcvJub1YeQSS/jU96hTr9GOdxIR2cNKcqW0AfCymYXwkth3nHOjzWwG8JaZ3Qn8ATzvb/888KqZzQXWAyeXQdxSyrZsWsuCkafRdfOv/JIymA4XvEBqtWpBhyUiIiK7KH3tStaPHErtSCbzhrxDl9Ydgg5JRKRQO0xKnXNTgW6FlM/Hu790+/Js4IRSiU72iLnjRpHy1dW0jmxgbOsb6H/KCGJCJbrdWERERMqhdcvms/n5o6gfXsWf/UfSq9eBQYckIlKknbqnVCqXvOzN/Pny1XRf8TYLrRErD3+PAX0GBh2WiIiI7IZV86fCq8dSI7KZ2YNfptcBRwYdkohIsZSU7qWWzvqd8Lvn0j28iB9rHkeXsx8lLUXddUVERCoqF85n+mdP0XjifYSJYcnR79Gl+wFBhyUiskNKSvcyLhLmj3fupuPMR0i3qozf71n6HXJi0GGJiMhOMLNE4AcgAa8tf885d4uZNQfewns++ETgDOdcrpklAK8APfBGxD/JObcwkOClTMz/9RNC3/yHjvkLmRZqR8KwkbTfp0vQYYmIlIiS0r3IhhULWfHK2XTPmsTEpD40Put5ejdoHHRYIiKy83KAgc65TDOLA34ys8+Ba4CHnXNvmdnTwLnAU/7PDc65VmZ2MnAfcFJQwUvpWTVvMms/GEGHzb+ylLr80PVB9htyDrGxoaBDExEpMSWle4lp37xC459uJM3l8eM+/2H/E67VYEYiIhWU/6i1TH8xzp8cMBA41S9/GbgVLyk92p8HeA943MxMj2yruNYtmsni0XfTafVokkhkTLPL6XniDfRPTg46NBGRnaaktJJLX7eSua9dSfcNX/BXqBWhE56nX7uuQYclIiK7yX9U20SgFfAEMA/Y6JzL9zdZChQ8lLIRsATAOZdvZpvwuviu3aNBy25xkTALJnxFxi/P0XHDtyQTy7iax9DqxDs4SD2fRKQCU1JaSUXy85ky+kmaT76fTm4LPzUcTs+z7iUxMSno0EREpBQ458JAVzOrDnwItNvdY5rZBcAFAE2bNt3dw0kpyd2SwYwvnqHOtOdoEVlBpkvi5zon02Lov+jXtEXQ4YmI7DYlpZVMJD+faWPeoNqvD9AtvJiZse0IDX2MAzrvG3RoIiJSBpxzG81sDNAXqG5msf7V0sbAMn+zZUATYKmZxQKpeAMebX+skcBIgJ49e6prb8A2rFjIvE8fpvXS9+hKJrNjWvFzl3voOPB0+qdqxHwRqTyUlFYSWzI2MP3TJ2k0+xU6u5UssQaM7/UwPQ8brntHRUQqGTOrA+T5CWkSMBhv8KIxwDC8EXjPAj72dxnlL4/z13+n+0nLJxeJMH/yGNK/f5KOG8fQjQgTqxxA3P6X0KXvYbRVmy4ilZCS0orMOeZPG8eaH1+k/epP6EUWM2Lbs7TbDXQ75DSaxMUHHaGIiJSNBsDL/n2lMcA7zrnRZjYDeMvM7gT+AJ73t38eeNXM5gLrgZODCFqKtn7lIuZ9PZIGCz6kZWQZGS6J3+oOo/GhV9K7VYegwxMRKVNKSiugtSsWMe/bF6k7/wNaRBbR2MUyJaUfyQdewT49D8LMgg5RRETKkHNuKtCtkPL5QO9CyrOBE/ZAaLKT5k0aQ/rY/6PjprH0sjDT4jqyuP2FdBh0BgfUqBl0eCIie4SS0goie0sm0797k7hpb9MhawL7mmNWbDvGtb2JdoPOolftekGHKCIiIiWQuWk9s755mdSZb9I6fzYZLonf6w6j4eDL6Nimc9DhiYjscUpKyykXibD4r8msnPwFCYt/pNXmP+hhWaygNr81Hk6jA8+mXZsuQYcpIiIiJbBh9VLmj/uQmDlfsU/GOHpaHgutMb+0GUHHIy9iv1RdFRWRvZeS0nJk1dJ5LJ7wOTZ/LM3SJ9CMDTQDlls9ptc8mKo9TmKfvkfQIBQKOlQREREpxroVi1k8dSy5C8ZRY+0EWuXNoYc5VlOTP2ofRfW+Z9Ku+4GkxWjgIhERJaUB2rh2JQsmfknuX2NouP43mrjl1APWU435KT2Zn9afxt0Op1GLdjQMOlgREREpVH5eLotmjmfdjB8JLZ9Aw4ypNHCrqQXkuDjmx7dmXLMLqd19KK079aWuRtAVEdmGktI9JJyfz6JZE1kz80dilv5O/fSpNHHL6QZsdonMqdKFZY1PoW6XQ0nbpyc9dTVURESkXAnn57Nq8V+smT+FrOXTiV33F9U3z6NR3mJaWi4tgTXUYHHVTixscDrV2xxA80592SepStChi4iUa0pKy8DGtStZNnsimUumwuoZpGbMpUnufFpYNi3wroQuqtKRpfWOo0a7A2nZ7UC6xicEHbaIiIgAmekbWLVwJpuWzSZn1Wzi1s+hxub5NMpfQkPL29p7aTU1WZWQxpQaxxDbrBcNOx5Ig6atqaMuuSIiO0VJ6S7Ky81hzbIFbFg+jy2r5hJeNYOqG2fTIGcBtdlIdX+7TVRlWXwLptU5gpgmvWjY6UAapu1DTTVYIiIigchM38D6lYtIX7OErDWLyV83n7hNC0nZspQ6+cupSTrJUduvoA6rE9P4o/a+hOrtQ7UmHWnQuit1q9eibmC1EBGpPJSUFsJFIqRvXMeGVYvYtGI+2WsXEtm4hLiMZSRnr6Bm3kpquw00NLf1bGmWi2dpbFMWVO/L3NrtqNqkM/Vbd6d2/aakKgEVEREpMy4SITNjI5kb17Bl0zqyMtaRvXEl+RuXQ/oKYrPWkJS9mmp5a6kZWU+yZW+TdEacsdpqszahEXOrHUi4enMS6rSgWsM21G/engbVatAgsNqJiFR+lTYpdZEI+fl55OZkkZO1mS3pG8jK3EBO5gZyN28if8tGIlmbcFkbiNmyhvisNVTNXUu1/A3UdBtItXxSo46X60KsianNxrh6LErtzbxqjYmt0ZTE2mnUbNyK+k3b0jq20r6dIiIipSYSDpOXl0M4P4+8nGyytmSQsyWT3KwM8rIyycvOJJydSX52Ji53My5nMy4nnZjsjcTmphOXl05ifjpVwhlUdZmkuM2kWISUQl4ry8WzLqYm6bG1WZ3clmVV6kFKfWJTG5JUszHV6jambpPW1E+sQv09/k6IiAhUsqR0za1pJJBDvMsjnnzizBEHVAWKevpXxBkbLYWNMTXJjK/FpqrNWVClDpZcj9jqDUiuk0bNRq2oVa8JjWJjabQH6yMiIlKRRcJhNt6RRixhYl0+ISLEkk/IHNEjKaQWeYS/5bsYMiyZTEsmK5RMdmw1MpIakx9fjUhidSypOqEqNQlVrUlCck2Sa9anev1mVEutSWP1WBIRKdd2mJSaWRPgFaAe4ICRzrlHzextoK2/WXVgo3Ouq5mlATOB2f66X51zF5V24IWZX2cQzmJwoXjwJ4tNgNhEQkmpxFZJJb5qDRKSq1OlWi2qVqtB1Wo1qBkXX2TSKiIiIrsmJhRiTq2BEBOLi4nDxcRBKBZi4rCYWG8+FE9MQlViEqoSm5BMbFIycYnJxFdJISEphYQqySRVTSGpSgo1YmKoEXSlRESk1JXkSmk+cK1zbpKZpQATzexr59xJBRuY2UPApqh95jnnupZuqDu276XP7+mXFBERkWLse/nLQYcgIiLl3A6TUufcCmCFP59hZjOBRsAMADMz4ERgYBnGKSIiIiIiIpXQTt1k4XfN7Qb8FlXcD1jlnJsTVdbczP4ws+/NrF8Rx7rAzCaY2YQ1a9bsbNwiIiIiIiJSCZQ4KTWzZOB94CrnXHrUqlOAN6OWVwBNnXPdgGuAN8ys2vbHc86NdM71dM71rFOnzq5FLyIiIiIiIhVaiZJSM4vDS0hfd859EFUeCxwHvF1Q5pzLcc6t8+cnAvOANqUZtIiIiIiIiFQOO0xK/XtGnwdmOuf+t93qg4FZzrmlUdvXMbOQP98CaA3ML72QRUREREREpLIoyZXS/YEzgIFmNtmfjvDXncy2XXcB+gNTzWwy8B5wkXNufWkFLCIiIiIiIpVHSUbf/QmwItYNL6TsfbyuviIiIiIiIiLF2qnRd0VERERERERKkznngo4BM1sDLAo6jii1gbVBB1FKKktdVI/yRfUofypLXUqrHs2ccxrafTeobS5TlaUuqkf5onqUL5WlHrAH2uZykZSWN2Y2wTnXM+g4SkNlqYvqUb6oHuVPZalLZamHlL7K9LtRWeqiepQvqkf5UlnqAXumLuq+KyIiIiIiIoFRUioiIiIiIiKBUVJauJFBB1CKKktdVI/yRfUofypLXSpLPaT0VabfjcpSF9WjfFE9ypfKUg/YA3XRPaUiIiIiIiISGF0pFRERERERkcAoKRUREREREZHA7DVJqZm9YGarzWxaVFlXM/vVzCab2QQz6+2Xm5k9ZmZzzWyqmXWP2ucsM5vjT2eVk3p0MbNxZvanmX1iZtWi1t3o12O2mR0aVX6YXzbXzG4IoB5NzGyMmc0ws+lmdqVfXtPMvvbf36/NrIZfXi4/k2LqcYK/HDGzntvtU+4+k2Lq8YCZzfLf8w/NrHoFrccdfh0mm9lXZtbQLy+Xv1fF1SVq/bVm5sysdnmuSzGfya1mtsz/TCab2RFR+5S73y0pG6a2uVz9jhfz96q2uXy1aWqb1TaXST0syLbZObdXTEB/oDswLarsK+Bwf/4IYGzU/OeAAX2A3/zymsB8/2cNf75GOajH78CB/vw5wB3+fHtgCpAANAfmASF/mge0AOL9bdrv4Xo0ALr78ynAX3689wM3+OU3APeV58+kmHrsA7QFxgI9o7Yvl59JMfU4BIj1y++L+jwqWj2qRW1zBfB0ef69Kq4u/nIT4EtgEVC7PNelmM/kVuC6QrYvl79bmsrs90Ntczn6HS/m71Vtc/lq09Q2q20uq8/kVgJqm/eaK6XOuR+A9dsXAwVnLlOB5f780cArzvMrUN3MGgCHAl8759Y75zYAXwOHlX30UQEXXo82wA/+/NfA8f780cBbzrkc59wCYC7Q25/mOufmO+dygbf8bfcY59wK59wkfz4DmAk08uN42d/sZeAYf75cfiZF1cM5N9M5N7uQXcrlZ1JMPb5yzuX7m/0KNK6g9UiP2qwq3t9+QT3K3e8VFPs3AvAw8K+oekA5rcsO6lGYcvm7JWVDbXP5+h1X21y+PhO1zeXr9wrUNpfl79Zek5QW4SrgATNbAjwI3OiXNwKWRG231C8rqjxo0/n7F+AEvDM1UEHqYWZpQDfgN6Cec26Fv2olUM+fL/d12a4eRanI9TgH72wfVMB6mNld/t/6acDN/mblvh6wbV3M7GhgmXNuynablfu6FPK7dZnfnemFgu6AVIB6SJm7CrXN0eWBUNtcYeqhtjkgaptLtx57e1J6MXC1c64JcDXwfMDx7KpzgEvMbCLeJfjcgOMpMTNLBt4HrtrujBnOOce2Z5vKreLqUZEUVQ8zuwnIB14PKradUVg9nHM3+X/rrwOXBRnfzoiuC95n8G/+brgrjEI+k6eAlkBXYAXwUHDRSTmjtjlgapvLF7XN5Y/a5tK3tyelZwEf+PPv4l2CBljG32c0wesWsayY8kA552Y55w5xzvUA3sTr2w3lvB5mFof3h/C6c67gc1jld2vA/7naLy+3dSmiHkWpcPUws+HAEOA0/8sIVMB6RHmdv7vRldt6QKF1aYl3L8cUM1voxzXJzOpTjutS2GfinFvlnAs75yLAs1TQ/79SJtQ2b1u+R6ltBipAPdQ2b1O+R6lt3ibe0quH24M3Bwc9AWlsOwjBTGCAPz8ImOjPH8m2NyWPd3/flLwA74bkGv58zXJQj7r+zxjgFeAcf7kD296UPB/vhuRYf745f9+U3GEP18H8WB/ZrvwBth1M4f7y/JkUVY+o9WPZdjCFcvmZFPN5HAbMAOpsV17R6tE6av5y4L3y/HtVkt8tf5uF/D2YQrmsSzGfSYOo+avx7lUpt79bmsr0dyQNtc3l4ne8mL9Xtc3lq01T26y2uaw+k8Da5j32IQY94Z2lXAHk4fV3Phc4AJjov4G/AT2iPqgn8M5q/rndP65z8G7unQucXU7qcSXeqFl/AfcCFrX9TX49ZuOPZuiXH+FvPw+4KYB6HIDX/WcqMNmfjgBqAd8Cc4BvCv5Ay+tnUkw9jvU/nxxgFfBlef5MiqnHXLx7BQrKnq6g9XgfmOaXf4I3wEK5/b0qri7bbbOQvxu+clmXYj6TV/04pwKj2LYhLHe/W5rK7PdDbXM5+h0v5u9VbXP5atPUNqttLqvPJLC22fyDiYiIiIiIiOxxe/s9pSIiIiIiIhIgJaUiIiIiIiISGCWlIiIiIiIiEhglpSIiIiIiIhIYJaUiIiIiIiISGCWlIiIiIiIiEhglpSIiIiIiIhIYJaUiIiIiIiISGCWlIiIiIiIiEhglpSIiIiIiIhIYJaUiIiIiIiISGCWlIiIiIiIiEhglpSJSLpnZdDMbEHQcIiIi4jGzz83srKDjkMpHSansMWa20MyyzCzTzFaa2Utmlhy1vpqZPWJmi/1t5vnLtQvZf1Uh+x9sZpPMbLOZLTWzE4uJ5VQzW+Rv+5GZ1SxmWzOzK8xsWtSx3zWzTlHb7Gdm35lZhpltMrNPzKx91Po+Zva1ma03szX+/g125/0sL/zP5eDdPMZLZnZndJlzroNzbuxuBSciIsUqy7bZzGqa2dtmts7M1prZ62ZWrYg40szM+ccpmP67g9hPNbMJ/rYr/ITpgKj17c1slN8uZ5jZGDPbL2p9GzP72G+X15vZl2bWdnff0/LAzMaa2Xm7eYxbzey16DLn3OHOuZd3LzqRf1JSKnvaUc65ZKAr0A24EcDM4oFvgQ7AYUA1oC+wDuhdyP7dgZ7Af/z92wNvADcBqUAXYGJhAZhZB+AZ4AygHrAFeLKYmB8FrgSuAGoCbYCPgCP94/UFvgI+BhoCzYEpwM9m1sI/Rg1gJJAGNAMygBeLec1Kw8xig45BRESKVSZtM3AnXvvXHGiJ1+beuoNYqjvnkv3pjqI2MrNrgEeAu/3jNsVry4/217cEfgb+9F+/IfAh8JXfbgNUB0YBbf1jjMdryys9tc1S7jjnNGnaIxOwEDg4avl+4FN//jxgFZC8E/s/AIz2598A7ihhHHcDb0QttwRygZRCtm0NhIHexRzvR+DJQso/B14pYp/uQEYxx6yJl7QuBzYAH0WtOx+YC6zHa0wbRq1zwEXAHGAj8ARg2+07Ey8pngF098sbAu8Da4AFwBVR+9wKvAO84u83Hejpr3sViABZQCbwL7zE2wHnAouBH/xt3wVWApuAH4AOfvkFQJ7/GWQCn2z/eQMJeF8+lvvTI0CCv24AsBS4FlgNrADOjor/CL+uGcAy4Lqg/xY0adKkqbxMhbStpdk2fw5cErXuUuDLIo5T0HbEliDmVL+9OKGYbV4FPiuk/KmCdqmQdTX9GGoVsT4JeAhY5LdlPwFJ/rqhfvu4ERgL7LPde3QdMNXf720gMWr90cBkIB2YBxwWVc/n/XZtGV6SH/LXDfdf/0G87wkLgMP9dXfhfXfJ9t+nx/1y538Gc4AFftmjwBL/tScC/fzyw/Da5Tz/GFP88rHAef58DN4JiEV++/sKkLrd53kW3neBtcBNUXXuDUzwX3cV8L+g/xY0BTvpSqkEwswaA4fjJVcABwNfOOcyS7h/E7xk4w+/qI9f/qffhee1YrrkdsC7kgmAc24e3j/eNoVsOwhY6pwbX0QcVYD98BKu7b0DDC4ihv54jVdRXgWq+LHWBR72X28gcA9wItAAryF4a7t9hwC9gM7+dof6+56Al2CeiXe2eyiwzsxigE/w3pNGfp2vMrNDo4451H+d6niJ8OMAzrkz8Bqbo5x3Vvv+qH0OBPYpeH28Lyet/fpMAl73jzHSn7/fP8ZRhbwfN+F9xl3xroL35u8z8QD18RrvRnjJ8BNmVsNf9zxwoXMuBegIfFfI8UVE9npl0DY/AQwxsxr+/+Tj8dqC4izyb5N5saCLcCH6Aol4Vz6LMpii2+b9zSypkHX9gZXOuXVFHPNBoAdeu18T70RsxMzaAG8CVwF1gM+AT/wrzQVOxEv0muO1z8MBzKw3XjJ3PV4b2x8viQV4CcgHWuFdwT4E70RBgX2B2UBtvJMJz5uZOeduwjthfpnfrl4Wtc8x/n4Ftxj9jte21sQ7wf+umSU6577AO4n/tn+MLoW8H8P96SCgBZCM//0gygF4V6IHATeb2T5++aPAo865angXB94p5PiyF1FSKnvaR2aWgXdWbjVwi19eC+9MYEn234h3dvB7vH+YAI3xuuMej5f4JAH/V8QxkvHOVEbbBKQUsu2O4qqJ93dU2DYr8BqKbZhZZ+BmvAboH/x7TQ8HLnLObXDO5TnnvvdXnwa84Jyb5JzLweti1dfM0qIOca9zbqNzbjEwBq+xAa8hu98597vzzHXOLcJLYOs45253zuU65+YDzwInRx3zJ+fcZ865MF7CXFjjtL1bnXObnXNZAM65F5xzGX7ctwJdzCy1BMcpqPftzrnVzrk1wG14n3eBPH99nnPuM7yzum2j1rU3s2r++zmphK8pIrK3KKu2eRIQj9fddx3e1buibpdZi9ceNcNL/FLwT14Wohaw1jmXX0xMtYuIfQVeu73NiWs/IX8CuKawg/kncM8BrnTOLXPOhZ1zv/ht2kl4V5e/ds7l4SWvSXjJa4HHnHPLnXPr8U4Ed/XLz8Vr1792zkX8Y88ys3p4Cf5Vflu6Gu8EdXTbvMg596zfNr+Md7K6XjHvCcA9zrn1UW3za865dc65fOfcQ3g9k0p6X+1peFc45/snLm4ETt6ua/Btzrks59wUvJPfBd8f8oBWZlbbOZfpnPu1hK8plZSSUtnTjvGvWA0A2vF30rYO759pSfav7pxr5py7pOCfKl730Redc3/5/xjvxvtnXphMvCuF0arhde/c3o7i2oDXfbWwbRrgNbJbmVkrvLPEVzrnfizimE2A9c65DYWsa4h3dRQAv67r8K4QFlgZNb8FLwkvOO68Qo7ZDGhoZhsLJuDfbNuwbX/MxBLcj7KkYMbMQmZ2rz9ARjp/nwUu6iz49raptz/fMGp53XZfTqLrfTze78IiM/s+6l4iERHxlFXb/A7wF16CWQ2vDXqtsAP4ickEPzlaBVwGHGJmhZ0wXgfU3kE7tLaI2Bvgtdtb21gzq4M3NsSTzrk3izhebbyrs4W1o9u3zRG8NnB32+Y4YEVU2/wMXm+jfxzTObfFn02meEuiF8zsOjOb6Q8GtRGv19HutM2xFP/9oSC+c/F6qM0ys9/NbEgJX1MqKSWlEgj/yt9LeGcTAb4BDjWzqrt4yKl49y5sfYlitp1O1JU+fzCiBLyGc3vfAo3NrGdhB3LObQbGAScUsvpEf/+C12mGV887nHOvFhPfEqCmmVUvZN1yvIaq4JhV8c4YLyvmeNHHbVlE+QL/C0XBlOKcKyqp315R73V0+al498wcjNfgpfnltoNjFNim3ngDWiwvUXDeleGj8Rryj1AXIRGRQpVB29wVeMa/0pcJPE3RJ4z/EY7/s7DvquOAHLyuqEX5hqLb5nEFSZzfrfgrYJRz7q5ijrcW7x7NwtrR7dtmw0s2d7dtzgFqR7XN1ZxzHUpwTChB22xm/fC6IJ8I1HDOVcfrObY7bXM+3j2ixQfn3Bzn3Cl4bfN9wHu78XsmlYCSUgnSI8BgM+uC1yV0CfC+mbUzsxgzq2Vm/zazkjRgLwJnm1kL/z7PG4DRRWz7OnCUmfXz/wHeDnzgnPvHlVLn3By8rkZvmtkAM4s3s0QzO9nMbvA3uwE4y7zHxqT4987ciXfPy20AZtYI717Gx51zTxdXEefcCryrqU/6x4ozs/7+6jf9enY1swS8K8K/OecWluA9eg64zsx6mKeVnyiPBzLMbISZJflXNTuaWa8SHBO8xqfFDrZJwWtc1+HdK3v3dut3dIw3gf+YWR3/HqObKeJsezT/8zrNzFL9LlXpeGfIRUSkcI9Qem3z78B5ftuShDew3dTCNjSzfc2sbcFrAI8BY51z299ug192M974AceYWRW/rTzczArGNrgN2M/M7jLv0TQpZnY53rgKI/zXrAZ8CfzsnLth+9fZ7jUjwAvA/8ysod9W9vXb4neAI81skJnF4Q28lwP8UoL36Hm8dn2QX/dGZtbO/y7wFfCQeY/liTGzlmZ2YAmOCSVvm/PxBjmMNbOb2bYn2Sogze+6XJg3gavNrLl5jwEquAe1uG7VAJjZ6WZWx39fN/rFap/3YkpKJTD+vYGvADf792QcDMwCvsZLHsbjdSH5rQTHesE/1m943Udy8B7hAoB5zzDr5287HW+E2tfx7p1JAS4p5vBX4N24/wTeP855wLF494TgnPsJbzCf4/DuVVmENyDBAX5SC979nC2AWy3qGWzFvOYZePdbzPJjvMp/rW+A/+KNlLsC7+zqyYUfYlvOuXfxRuR7A6+r8kdATf9elCF4Z7QX4J0Nfg7vimZJ3IOXMG40s+uK2OYVvPdlGd5IuNvfO/I83n2fG83so0L2vxNvlL6peMP7T/LLSuKM/2/vvuPsqsr9j3+eOWV6SRnSe6FDgBASeqSFcgmoNBFQ0YACYrvY7u/KtV0VFeGiKAoKXpQqkgsIhN4DCSVAQiAJaZM2md7LOc/vj7OHnISUCczMPjPzfb9e57X3XnvvM8/KOZM1z95rrwWstFS34UtJPQMjIiLb0ZVtM6lnMMeSGiG9jFQ7eFHHTjN728w6/k8eDzxMqn16i1Q7ft5O4vwVqec//4NUUrWGVJfffwb73yM1yM6BpB4ZWU/qcY6T3P354G3OJPUc6+dt6/lRR+/gx36LVBv0CqkR8H8OZLn7UuCzpMay2Az8G6kBAFt39Q/kqYEUP0/qedEaUs/kdtx9vJDUM7mLSXU3vofOdaeG1EBCnzazKjO7fgfHPELq3/xdUm10M1t37+0YKKrCzLY3HsMtpC5cPEPq74dm4IpOxjcLeDv4W+g64Ny0bt/SD5n7ru7Mi4iIiIiIiHQP3SkVERERERGR0CgpFRERERERkdAoKRUREclQZjbKzJ40s8XB83dXBuXXmNk7ZrbIzO6zYLRuMxtrZk1m9nrw+n3aex1iZm+a2TIzu97MbAc/VkREpEfpmVIREZEMZWbDgGHu/qql5mtcSGoajJHAE+7ebmY/B3D3b5vZWOABd99vO+/1MqmB2+YDDwHXu/u/eqYmIiIiO7azSYd7zODBg33s2LFhhyEiIn3EwoULN7t7adhxfFzBtBDrg/U6M1sCjHD3R9MOewn49M7eJ0hui9z9pWD7NlLJ7Q6TUrXNIiLSlXbWNmdEUjp27FgWLFgQdhgiItJHmNmqsGPoasFd0IP48FQcXwDuTNseZ2avkZq+4z/c/VlgBKlpOTqsDcq2/RlzSM0lyejRo9U2i4hIl9lZ26xnSkVERDJcMDH9vcDX3L02rfz7QDupeZchdVd1tLsfRGoOx7+ZWVFnf4673+TuU919amlpr7/RLCIivURG3CkVERGR7TOzGKmE9HZ3/0da+eeA04DjPBggwt1bgJZgfaGZLQcmA2WknkPtMDIoExERCZ3ulIqIiGSoYITcm4El7v7rtPJZwFXA6e7emFZeamaRYH08MAlYETybWmtm04P3vBC4vwerIiIiskO6UyoiIpK5jgAuAN40s9eDsu8B1wPZwLxgZpeX3P1S4Gjgh2bWBiSBS929MjjvK8BfgFxSAxxp5F0REckISkpFREQylLs/B2xvPtGHdnD8vaS6+m5v3wLgQ1PFiIiIhE3dd0VERERERCQ0SkpFREREREQkNOq+KyIi4XGH1gZo3AwNFVA0DIqGhx2ViIhI/+MO7S2pdrm1Plg2QPHIVPvcjZSUiohI13GHlrotSWZDebC+GRorguXmVHlDRWq9vXnL6Sf8CDviqyFWQEREpBdxh7bGVNvbUg+tdWnr9dBSm7Zen9rXWpe23lFem1pPtn/4Z5z8Czjskm6thpJSERHZMXdorgkSyvK0pDItyfwg8QySzETrdt8qEcmlKT6QhmgJdVnFVNowKvIK2ZgoYF1bAWtb8pnZNJWzeriKIiIioXBPXZhtrkl71UJz9TZlNamkMf2Y1rSk0pO7/lEY7dF8WqP5tGbl0ZKVR1NWHo02mEZGURfPpS6WTW0yh9pEDjXJODXtMarb45zYeCCf6uZ/CiWlIiL9STKZauy2Si7TEsoPEs+KLctk23bfqi2SR1N8APWREmqsmEpGsDmnkA3tBaxrzWd1ax6bk0VUeiEVFNFMNjSkzs2NRRiYH2dAfowBxXEG5ccZkh9n1PihPfdvISIi8nF19BBqqoKmymBZBY2VH04st5dk7uBCboeERWmNFtIUKaAxq4AGy6eePajzMdRl5VAXz6EqkUNNIk5lWzbVyRwayKHOc2kgl3rPoZ5cmshm28Hcc2JZ5Mej5GVHyI9Hyc+OkhePBK8oufEIo2IRRo/r/rZZSamISG+VTEJLTarha6xMJZBNwbKxYkvZVvsqwRPbfbvWaAGN0RLqIsVUWwkVPpJN8QLWtxVQ1prHhkQhFV5EpRdRSSEtxKEBIlnGgLxYKsksiAfJZpz98uMMyEttd7wG5McZmBcnNx7p4X8sERGRndhZctlUvWX7Q/uqdtiuArRlZdOSllDWkU+tj6Tac6kklwrPZXN7DrWeRx151HoeNeRT63nUkk8LMcDIMijMiVGQHaUgO0p+doT87OhWSeWg7Ahj4lHysqPkxyMfLLc9Lj87lXRGsrY341g4lJSKiGSC9G6yjZXbJJfbJJhNaes7aAiTFqUpWkx9pJi6rCKq2IOK5HjKo/msb8unrDWfSoqo8NSrikJaiQFQmBNNJZB5qTuYA4KEctxW2zEG5mczMC9OYU6UrAxq2ERERGhv2eYRk7TeQB29hNKSS2+qwnaSXLZk5dEQKaTOCqmhgKpkKRXJsWxM5FGRyKeGfKq8kGrPp5oCqr2QWvJoJUZ2NIvCnBhFOVEKcqIU5kQpzI59sD4oJ8bY7KA8Z0t5Ucd2cAfTrO+2tUpKRUS6UqItlVw2VW25stpcvYPtjrKd38FMBAlmXVYxtVZIlQ9ms49lo+WzoT2PzYkCqiikyguopJAqL6SeXMAoyI5SkhdjQF6ckrwYJUFiOT4vztT82AcJ58DgDmZJXpx4VLOFiYhIhkm0bT2+wVYD55V/MLieB2XWUrfdt2m3KHVZJVRbcard9EFsbh9NRTKPKi+khnyqvYAqL6CaAmqCZU52DkXxGMW527zyYgzIjTEmN0bJNvuKclMJpdrVXetUUmpmXwe+CDjwJvB5YBhwBzAIWAhc4O6tZpYN3AYcAlQA57j7yq4PXUSkG3SMYtdcGzzvETzz0RIMLLDDJDN4tW6/EezQHMmnMauIOiuglnxqfDCbk2PYmMxnY3uqEayikEovpIqCDxLMeCSyVXKZnmTuFWwXB8sBQXlxbkwNoYiIZKZkInVB9oM7mVsSy/S7m96wGW8oJ6u5ertvkyCLuqwSqqyIzckiNiaGUp6cxGYvppLCD3oEVVBEtZUQyytmYH520IZuSSBL8uKM2Tbh7Eguc6JEI2pPu9Muk1IzGwF8FdjH3ZvM7C7gXOAU4Fp3v8PMfg9cDNwYLKvcfaKZnQv8HDin22ogItIh0Z5KClsbtgx//sFgArVpI9fVbqesBm+phZY6bHvDoadptzgNkULqrYBaCqj2fCoSg9icyKUikR9cWc2nJlhWk0+N51NLPvFYnKLcaNDIbbnKWpKbSibH5QdJZW6QfAbbubG+3W1HRER6ufSB9LZJLDvKvKE8lWTWl5PVXIXhH34bjDorpMqKKU8WsSkxkM0+lsogsdzsxR8MoNcSH0gkbwADCnK2Hr8gL86Y/DhT8rce16AoJ6q2NEN1tvtuFMg1szYgD1gPfAL4TLD/VuBqUknp7GAd4B7gBjMzd//wt05E+i93aGsKJmZOTyS33a7fMoHzdra9tQ5aUpM8W6Jllz82idGclU+D5dNgedR5LjWeR3VyFFWJ1HpdMNhAned+MOjAB4MPWAHx7DyK42lJZUeCmZe6mjo56LJTlLv1/qLcKNlRDfAjIiK9SGsDVCyDug1Qtx7qt9zZTDZsJlm3CRo2E2mu3OEzmXVWQCXFlCcLKE8WUeEjqQjGNaj84C5mMcncwUTyB1Kcn8vAgtRjJR0J5cT8ONM6xjsoSF24VZvad+wyKXX3MjP7JbAaaAIeJdVdt9rdO24nrAVGBOsjgDXBue1mVkOqi+/m9Pc1sznAHIDRo0d//JqISPdrb916nqztJYs7SCS9tR5vrsNbG7DWeqytAevEvFoA7URotlwaLZdGclNDnSdzqPM8apMDaPQcGsilwbNTS3Jo8BzqyUlLMPNojxeQFS8gPzdOYU6MwmAEuy2DDqTWx2THKOwYjOCD/TEK4lEN6iMiIn1bMgGrXsDfeYC2ZU8Rq3gXY+v2up48KikMEswiKnw/KkglmJuDJLM5PiCVZBYMpjg/b+tR2PPj7JsX35J4FsQpzNZdzP6sM913B5C6+zkOqAbuBmZ93B/s7jcBNwFMnTpVd1FFelIymXoWsmFTqntN/aYtXW06urI21ZBsqibZVA3NNWS11hJpb+rU2zeTHSSQOan5sTybumQODQyi0UfQQGrOrMYgcWzw1JxaDeTS6Nk0WC7JaB4eL4R4PrHs3A/mzcqPB3NoBcOZd5QVxCMMSSvrWHaMcJefHdHzICIiIjvSWIkv/AttL/2JeEMZrcR4KbE3r/sZLEmOpiF7D7xgCJHCPSgsKNiqW+zA/Dhj0pJMDZonu6sz3XePB95393IAM/sHcARQYmbR4G7pSKAsOL4MGAWsNbMoUExqwCMR6QnNNVBTBrVlULMWasvwmrUkataTrNuENZYTaa4kaztdbBJkpebPIo+qZMccWSXU+ghqyaPW84NlHvWkJmVORPNJxvLxeAGWXUBWPI+c7PhWyWN+MAFzx7IkO8LweHRLeXaEvNiW+bNyYlm6WioiItITWhtIvvg7Es9dR6ytjlcS+3I3n6Zt/AnM2Hs0nxhZwiVDCsiJqausdJ/OJKWrgelmlkeq++5xwALgSeDTpEbgvQi4Pzh+brD9YrD/CT1PKtKNasrgjb/RsuQRIuWLibY3bLU7QRabfAAbvYRyL2az78dmiqnw1GABjbEBtOeVQn4p2QUDKczLpignFsyVFU09C5kTY0TOlvmzOubZyolG1JVVRESkt1p8Py1zv0l2czmPJQ7hnqILOeqomfz4oBEUZGvmSOk5nXmmdL6Z3QO8CrQDr5HqdvsgcIeZ/Tgouzk45Wbgr2a2DKgkNVKviHS1ug20PnI10bfvIssTvJMcz2vJI1jng9hog2nKHYYXjSBn4AiGFOezR1E2g/KzGVYQZ/+C7A+62+jKp4iISD9Tt5Hm+79OzrIHeTc5lhvzvslJs07n9wcM18VmCUWnLoG4+w+AH2xTvAKYtp1jm4GzPn5oIrIjydf+RvsD34JEC39uP5FXh57NwVMO4qDRJcwqzqW0MJuIGhURERHZ1vvP0HzH57CWWn6ZOI/CT3yd646eREzjLkiIdF9epDdJtNH0zyvJffN2Xk3uzR1D/50vzj6ei0cUhx2ZiHQDMxsF3AYMARy4yd2vM7OBwJ3AWGAlcLa7V1nqYezrSM0l3gh8zt1fDd7rIuA/grf+sbvf2pN1EZGQudP21C+JPP1T1iaH8rvS/+GK805n3OD8sCMTUVIq0mu0NlL/v+dTsPoJ/pCczYDT/otrDx2rAYFE+rZ24Jvu/qqZFQILzWwe8DngcXf/mZl9B/gO8G3gZGBS8DqM1PzhhwVJ7A+AqaSS24VmNtfdq3q8RiLS89pbabjnUvLfuZf/S0zn/cP/m1+cOEWj0kvG0DdRpDdob6X2tvPIW/0k/511CUddegNnTxunhFSkj3P39R13Ot29DlhCaj7w2UDHnc5bgTOC9dnAbZ7yEqmR8ocBJwHz3L0ySETn0QXTu4lIL9BcQ/0tZ5D/zr38D+dQeP5tfPXkg5WQSkbRnVKRTJdMUHvHFyla+xS/iH+Zz176n4wamBd2VCLSw8xsLHAQMB8Y4u7rg10bSHXvhVTCuibttLVB2Y7Kt/0Zc4A5AKNHj+7C6EUkFI2V1P3xNHIq3+FH8a9y7hevYtKQwrCjEvkQXSIRyXC1D/+QomX3c0PWZzn3EiWkIv2RmRUA9wJfc/fa9H3BtGtdMvWau9/k7lPdfWppaWlXvKWIhKWxktqbTiW7cik/LvwPLvnq95WQSsZSUiqSwVrffoCil3/DP3wmJ3zpvxk9SAmpSH9jZjFSCent7v6PoHhj0C2XYLkpKC8DRqWdPjIo21G5iPRFTVXU3nQK2VXv8dOS/+Qbl13BHoU5YUclskNKSkUylFe+T+LeOSxKjqP409ez57CisEMSkR4WjKZ7M7DE3X+dtmsucFGwfhFwf1r5hZYyHagJuvk+ApxoZgPMbABwYlAmIn1NWxPVN3+anKp3+XnJ/+MbX/4KxbmxsKMS2Sk9UyqSiZJJKm6/mHjCeWnqb5izv57tEumnjgAuAN40s9eDsu8BPwPuMrOLgVXA2cG+h0hNB7OM1JQwnwdw90oz+xHwSnDcD929skdqICI9J9FO1V8vpLh8IT8vuIqvffkrFOUoIZXMp6RUJAPVPn09gysWckPJN/jyaceEHY6IhMTdnwN2NMz2cds53oHLdvBetwC3dF10IpJpqv/xDQasfpTrsr/IFy/9phJS6TXUfVckw/jmZeQ88xOe8EP4twu+SSRL076IiIjIzjU8/0dK3r6Vv2adzicv/RGlhdlhhyTSaUpKRTKJOxvv/CrNyQgVM3/OmMEFYUckIiIiGa79/efInvdtnkkeyAEX/UYj9Uuvo6RUJIM0vjmXoeXPc3fhBXzq6KlhhyMiIiKZrnoNzbefz6rkHtSe9nsOHDMo7IhEdpuSUpFM0dZEywPfZmlyJNPO/jZZ6rYrIiIiO9PeSsWfzyXZ1sJjB17LadP2CTsikY9ESalIhtj8+HUMaF3Ps5OuYv/Rg8MOR0RERDLc5rn/waCat/jz4G/xxTNnhR2OyEempFQkEzRVk/vyDTzjB/GpT54XdjQiIiKS4ZoXP8zgRX/gnqyTOP/zV2hgROnVlJSKZID1D19DfrKOsoO/yYD8eNjhiIiISCarXU/7vXNYkhzNiHOuZXCBRtqV3k1JqUjIvG4jAxb9iUftcE6fdXLY4YiIiEgmc2fjX79AVnsz8w/5JTP2HBF2RCIfm5JSkZCVPfwrYskW6mZ8m/zsaNjhiIiISAarfvYmhpS/wO3FX+Szp50QdjgiXUJJqUiYmmsYuPivPJ51OKd94qiwoxEREZEM5lUryX7yB7zg+3PShd8nGtGf8tI36JssEqJ1j/2WPG+kbuplZEcjYYcjIiIimSqZZOP/zqE9CRuO+QWjB+eHHZFIl1FSKhKWtibyX7uJ5zmQk44/KexoREREJINVPvMHhlbM546Bl3DGsTPCDkekSykpFQnJpmf/THGiirX7XkqBniUVERGRHfDadeQ+/UOe9wM4+YKryNL0L9LHKCkVCUMyib10A2/4BI6f9cmwoxEREZEMtu7Or5OVbGPj0T9l5EB125W+R0mpSAjqFj9KaWsZS8dewKDCnLDDERERkQzV8PYjjCh7mLvzz2X2zCPDDkekW6jPoEgINj/5O5q9iINPuiDsUERERCRTtTXRfP/X2ZAcxkHn/icRdduVPkp3SkV6WKJyFaMrnuXZwlOYOHxw2OGIiIhIhlr/4E8Z1FrG83t+j31H7xF2OCLdRkmpSA9bPe934E7JUXPCDkVEMpyZ3WJmm8zsrbSyO83s9eC10sxeD8rHmllT2r7fp51ziJm9aWbLzOx6M9PtFpEMl6xazcDXf88jWUfxyU9/JuxwRLqVuu+K9KT2FgYtvYPnsqZy1NSDwo5GRDLfX4AbgNs6Ctz9nI51M/sVUJN2/HJ3n7Kd97kR+BIwH3gImAX8q+vDFZGusvbub1PqwPFXa5R+6fN2eafUzPZMu+r6upnVmtnXzGygmc0zs/eC5YDgeAuuwi4zs0VmdnD3V0Okdyh/5V6KktVU7HMhsYg6KojIzrn7M0Dl9vYFdzvPBv6+s/cws2FAkbu/5O5OKsE9o4tDFZEu1LT8RUave4j/y/8UJ844JOxwRLrdLv8qdvel7j4luPJ6CNAI3Ad8B3jc3ScBjwfbACcDk4LXHFJXZ0UEqJ9/G2U+mMNP+HTYoYhI73cUsNHd30srG2dmr5nZ02Z2VFA2AlibdszaoExEMlEySdV932KjlzD5U/+BettLf7C7t2qOI9U1aBUwG7g1KL+VLVddZwO3ecpLQElwlVakX0vWrGN09XwWFp/I0JK8sMMRkd7vPLa+S7oeGO3uBwHfAP5mZkW784ZmNsfMFpjZgvLy8i4MVUQ6q2L+3xhe/xaPDbuEKRNGhh2OSI/Y3aT0XLY0gEPcfX2wvgEYEqyPANaknbPdK7Jq+KS/Wf3UX4iQJH/aZ8MORUR6OTOLAp8E7uwoc/cWd68I1hcCy4HJQBmQ/pftyKDsQ9z9Jnef6u5TS0tLuyt8EdmRtibs8f/ibR/HzHOuDDsakR7T6aTUzOLA6cDd2+4LnlHx3fnBavikX3Ene/FdvM5kjjhsetjRiEjvdzzwjrt/0C3XzErNLBKsjyf1GM2K4AJyrZlND55DvRC4P4ygRWTnyh69noHtm3h7v28zfEB+2OGI9JjduVN6MvCqu28Mtjd2dMsNlpuC8jJgVNp5O7wiK9JfNK5ayLCW93l/xOnkxCJhhyMivYSZ/R14EdjTzNaa2cXBrvSeSx2OBhYFU8TcA1zq7h2DJH0F+BOwjNQdVI28K5JpmmspWvg/PM8UTj39rLCjEelRuzO+9LbPrswFLgJ+FizvTyu/3MzuAA4DatK6+Yr0S2VP3cxojzH2aHXdFZHOc/fzdlD+ue2U3Qvcu4PjFwD7dWlwItKlVj94DaOTdWyedhX5mgJG+plOfePNLB84AbgkrfhnwF3BVdtVpIalh9T8Z6eQuhrbCHy+y6IV6Y3aWxmy+gFeiB7KsZPHhh2NiIiIZBhv2EzpW3/kiawZnHTCrLDDEelxnUpK3b0BGLRNWQWp0Xi3PdaBy7okOpE+oPy1ByhN1lK379ka1l1EREQ+ZNX9P2FUspmWY76jx3ykX1LfAJFuVjP/fzEv4qCZnwo7FBEREckwieq1DH/3r8yLzeSEY44OOxyRUOzulDAishu8qZrRm5/hlfxjGTV4t6YLFBERkX5g9T9/CJ4kdtz3iEb0p7n0T/rmi3SjshfvJk4bdoBG0RMREZGtJarXMnLlvczLPpGZh00NOxyR0CgpFelGba/dwSofwvSjTgo7FBEREckwK+f+N7hTcNy3yMrSuBPSfykpFekmiZp1jKlbyKIBJ1KSnx12OCIiIpJBkrUbGbniLp6Iz+SoQw8JOxyRUCkpFekmq5++jSycwkM/E3YoIiIikmFWPvALot5G9Jhv6C6p9HtKSkW6SWzxPbzlE5g+7bCwQxEREZEM4g0VDH33dp6KHcWxhx8edjgioVNSKtINWtYvZmTzeywfdrLmGxMREZGtvP/Qr8ijicQR3yCiu6QiSkpFusPqp/5Cwo1hR3w27FBEREQkg3hzDXssvpWnsw5j5tHHhB2OSEZQUirS1dwpWT6XV7IO4JB99wo7GhEREckgKx/9PQVeT+P0rxHTvKQigJJSkS5X+97zlLavZ9PYf1OXHBEREdki0U7hGzfzKnszc6amixPpoKRUpIutf+42mj3GxKPPCzsUERERySAbXvkHgxMbWbvX5zTmhEgaJaUiXSmZYOjah5kfm8beY0eEHY2IiIhkkJZn/4c1XsqMky8MOxSRjKKkVKQLVS15iuJkDfUT/w0zdd0VERGRlPrlLzOmYRGvDj2H0uK8sMMRyShKSkW60Mb5d9HsMSYfeWbYoYiIiEgGWffotdR7Dnue/OWwQxHJOEpKRbpKMknp2sdYEDuYiSOGhB2NiIiIZIi26jLGb3yEZwtmsdfYkWGHI5JxlJSKdJGa5S8xKLmZmrGz1HVXRLqEmd1iZpvM7K20sqvNrMzMXg9ep6Tt+66ZLTOzpWZ2Ulr5rKBsmZl9p6frIdLfvf+v68jyJIXHXB52KCIZSUmpSBdZ/+JdtHmEcYd/OuxQRKTv+Aswazvl17r7lOD1EICZ7QOcC+wbnPM7M4uYWQT4LXAysA9wXnCsiPSEtiaGvvt3XogeyuFTp4YdjUhGUlIq0hXcGbD6EV6N7M/e40aFHY2I9BHu/gxQ2cnDZwN3uHuLu78PLAOmBa9l7r7C3VuBO4JjRaQHrHrqLxR5LfUHXUKW5i8X2S4lpSJdoGnDUoa0r6NixHHquisiPeFyM1sUdO8dEJSNANakHbM2KNtRuYh0N3dir/yeJYzlqON1LUhkR5SUinSBNS/PBaD0oNNCjkRE+oEbgQnAFGA98KuuemMzm2NmC8xsQXl5eVe9rUi/tXnRIwxvXcmycReQnxMLOxyRjKWkVKQL2LJ5LPfhHHDAgWGHIiJ9nLtvdPeEuyeBP5LqngtQBqQ/PzAyKNtR+fbe+yZ3n+ruU0tLS7s+eJF+pvqJ6yj3Yg465eKwQxHJaEpKRT4mb6lnTN2rrCiZQXY0EnY4ItLHmdmwtM0zgY6ReecC55pZtpmNAyYBLwOvAJPMbJyZxUkNhjS3J2MW6Y8a1y1mYs0LzB90JiNLB+z6BJF+LBp2ACK93fo3HmU47WRNPmnXB4uI7AYz+ztwLDDYzNYCPwCONbMpgAMrgUsA3P1tM7sLWAy0A5e5eyJ4n8uBR4AIcIu7v92zNRHpf9b861rGepRRJ2oaGJFdUVIq8jFVv/EQxZ7NXocpKRWRruXu522n+OadHP8T4CfbKX8IeKgLQxORnUg2VDJ6zf08mzuT4/acGHY4IhlP3XdFPg53Sjc8w6LYFEYMLgk7GhEREckAyx/+Lbm0ED38Mo3KL9IJSkpFPobG9e9QmthIzYijww5FREREMkGijYGL/8IC258jjjgm7GhEegUlpSIfw5pXHgBg8JRTQo5EREREMsHaF+5kUGIzm/b9ArGI/tQW6YxO/aaYWYmZ3WNm75jZEjObYWYDzWyemb0XLAcEx5qZXW9my4KJvQ/u3iqIhGj5E6zyIey3n6aCEREREUi88FtW+VAOP/kzYYci0mt09vLNdcDD7r4XcCCwBPgO8Li7TwIeD7YBTiY1DP0kYA6pSb5F+p72FkbXLmRZ4TRyYpoKRkREpL+rWvo8Y5oWs2jkeZTk54Qdjkivscuk1MyKgaMJRvtz91Z3rwZmA7cGh90KnBGszwZu85SXgJJt5lQT6RM2vf00ubSQnHBc2KGIiIhIBtj06K+p9Tz2PeXLYYci0qt05k7pOKAc+LOZvWZmfzKzfGCIu68PjtkADAnWRwBr0s5fG5RtxczmmNkCM1tQXl7+0WsgEpJNr/+LNo8w/tBZYYciIiIiIWvevIoJFU/wfPGpjB8xZNcniMgHOpOURoGDgRvd/SCggS1ddQFwdyc1iXenuftN7j7V3aeWlpbuzqkiGaGo7BneytqT8SOGhh2KiIiIhGzlQ9eCw+Djvhp2KCK9TmeS0rXAWnefH2zfQypJ3djRLTdYbgr2lwGj0s4fGZSJ9BltNRsY3bqMTUOO0PxjIiIi/Zy31DHi/bt4IT6DqQfsH3Y4Ir3OLpNSd98ArDGzPYOi44DFwFzgoqDsIuD+YH0ucGEwCu90oCatm69In7BmQWoqmIJ9Tgo5EhEREQnbisf+RKE30Dbty7pYLfIRRDt53BXA7WYWB1YAnyeV0N5lZhcDq4Czg2MfAk4BlgGNwbEifUrzO49R4YXsd8jRYYciIiIiYUomyX/tj7zJJI44VvOWi3wUnUpK3f11YOp2dn1o2NHg+dLLPl5YIhksmWT45hdZlHMwR+dnhx2NiIiIhGj9wvsZ1l7Gwsk/YX9NESfykXR2nlIRCdSsfJUSr6Zp9LFhhyIiIiIha3z6f1jvA5l2yufCDkWk11JSKrKbyhY8CMCwQ04NORIREREJU+3K15hQv5BXh5xFaUlB2OGI9FqdfaZURALxVU/yLqPZd/LksEMRERGREJU9/Guins2kU/TkmsjHoTulIrvBm2sY27CIVQNmEMnS6HoiIiL9VVvtRiZseIjnC05g8tgxYYcj0qspKRXZDWsWPESUBNG9ZoUdioiIiIRo+UPXEaedwmMuDzsUkV5PSanIbqh780FqPY/9Djsx7FBEREQkJN7WzNClt/NiZCrTpk4POxyRXk9JqUhnJZMM3/Qci7IP0WAGItIjzOwWM9tkZm+llV1jZu+Y2SIzu8/MSoLysWbWZGavB6/fp51ziJm9aWbLzOx6M9PzByIfw8qnbqPEq6k/aA5ZepxH5GNTUirSSdUrXmGAV9Ew5kPT84qIdJe/ANs+LzAP2M/dDwDeBb6btm+5u08JXpemld8IfAmYFLz0DILIR+VO7JUbeY9RHHHCJ8OORqRPUFIq0knrXr6fpBujps0OOxQR6Sfc/RmgcpuyR929Pdh8CRi5s/cws2FAkbu/5O4O3Aac0Q3hivQLmxY9xsjWFSwbfyF52bGwwxHpE5SUinRS3qrHeTtrIntNGBd2KCIiHb4A/Ctte5yZvWZmT5vZUUHZCGBt2jFrg7IPMbM5ZrbAzBaUl5d3T8QivVz1E7+hwouYcuqXwg5FpM9QUirSCW01Gxjb8g7rSo/WsyMikhHM7PtAO3B7ULQeGO3uBwHfAP5mZkW7857ufpO7T3X3qaWlpV0bsEgfUF+2mMk1z/Hy4DMZNmhA2OGI9BlKSkU6YdX8+wEo3P+UkCMREQEz+xxwGnB+0CUXd29x94pgfSGwHJgMlLF1F9+RQZmI7KY1D15Ds8cYe/KVYYci0qcoKRXphLYlD7PRSzjg0GPCDkVE+jkzmwVcBZzu7o1p5aVmFgnWx5Ma0GiFu68Has1sejDq7oXA/SGELtKrtdZsZPy6/+O5/BPYe+KEsMMR6VOUlIrsSnsLo6teYkn+dApyNKCBiPQcM/s78CKwp5mtNbOLgRuAQmDeNlO/HA0sMrPXgXuAS929Y5CkrwB/ApaRuoOa/hyqiHTC8gd/TczbKZypu6QiXS0adgAimW7da48wnEbaJ6vrroj0LHc/bzvFN+/g2HuBe3ewbwGwXxeGJtKveGsDI967nZdi05gx9bCwwxHpc3SnVGQXqhbeS53nss+Rp4cdioiIiIRg2aM3UeR1NE+7jFQveBHpSkpKRXYmmWDExid5PedQhg/WKHsiIiL9TjJB0es38ZZN4siZp4UdjUifpKRUZCfKFz9NidfQOOHksEMRERGREKx+8W6GtK+jbO8vEY9Fwg5HpE9SUiqyE5tevpsWjzH5iE+GHYqIiIiEIPHc9azxPZh+6kVhhyLSZykpFdkRd/Yoe4zXYlMYN2Jo2NGIiIhIDytf/Azjmt7mrTGfpTg/J+xwRPosJaUiO1C9/BVKE5uoGTMr7FBEREQkBBWP/pJqz+eA0y4LOxSRPk1JqcgOrHvh77R7FqMP/1TYoYiIiEgPq1/3DpOrnmH+oDMZscfgsMMR6dOUlIpsjzulqx5kYXQKe40fG3Y0IiIi0sNWPfBL2ogw+uSvhx2KSJ+npFRkOyqXPkdpYiOV4/5N85GJiIj0M601m5iw7n6ezz+evSdNDDsckT5PSanIdmx4/vbUqLvHnht2KCIiItLDlj34G3JoJf/YK8MORaRfUFIqsq1kgmFlD/NK/FAmjBwedjQiIiLSg7y1keHv/ZWXoocy7dAZYYcj0i8oKRXZxqY3H2NAsor6SbPDDkVERER62Hvz/kiJ19I89ct6hEekh0TDDkAk02x+8XbyPIf9jj0r7FBERESkJyXaKX71Rt6yScw4ThenRXpKp+6UmtlKM3vTzF43swVB2UAzm2dm7wXLAUG5mdn1ZrbMzBaZ2cHdWQGRruRtTYza+BgLcmYwco9BYYcjIiIiPej9Z//GkMR61u93Kdkx3bsR6Sm70313prtPcfepwfZ3gMfdfRLweLANcDIwKXjNAW7sqmBFutuaF++h0Bto218DHImIiPQr7kReuI73Gc6MUy8MOxqRfuXjPFM6G7g1WL8VOCOt/DZPeQkoMbNhH+PniPSY1lduo8wHM23mmWGHIiIiIj2obOGDjG5dxrsTvkBBTjzscET6lc4mpQ48amYLzWxOUDbE3dcH6xuAIcH6CGBN2rlrg7KtmNkcM1tgZgvKy8s/QugiXau5YhXj615h0eBTKM7PDjscERER6UFNT/6SjT6Aqf92SdihiPQ7nU1Kj3T3g0l1zb3MzI5O3+nuTipx7TR3v8ndp7r71NLS0t05VaRbrHz8ZrJwBh3xubBDERERkR5U/s7zTGx4jddHnM+gkqKwwxHpdzqVlLp7WbDcBNwHTAM2dnTLDZabgsPLgFFpp48MykQylzsl797Nq7Yvh0zR2FwikhnM7BYz22Rmb6WV7fZAg2Z2UXD8e2Z2URh1Eclkmx/+BTWez76nXxl2KCL90i6TUjPLN7PCjnXgROAtYC7Q0bBdBNwfrM8FLgwax+lATVo3X5GMtHnxUwxtX8fGCZ8ikqU5yUQkY/wFmLVN2W4NNGhmA4EfAIeRuqj8g45EVkSgZs1i9qx6mvmDP8nIoXuEHY5Iv9SZsa6HAPcFkwdHgb+5+8Nm9gpwl5ldDKwCzg6Ofwg4BVgGNAKf7/KoRbrY5qf+QNxz2fd4jbYnIpnD3Z8xs7HbFM8Gjg3WbwWeAr5N2kCDwEtm1jHQ4LHAPHevBDCzeaQS3b93d/wivcGaB37GRKKMO+0bYYci0m/tMil19xXAgdsprwCO2065A5d1SXQiPaC9diPjy+fxVOGpnDhUzzeLSMbb3YEGOzUAIaQGISR1l5XRo0d3YcgimampYjV7bnyAZ4tO5RPjxocdjki/9XGmhBHpE5Y/8jvitJN/5KVhhyIisls+ykCDu3g/DUIo/cryuddg7gw+8VthhyLSrykplf4t0c6gd27nlawDmD5tRtjRiIh0xu4ONKgBCEW2o62+kvGr7uLF3KM5YP8PdQoUkR6kpFT6tbJX7mNwopzNe1+gAY5EpLfY3YEGHwFONLMBwQBHJwZlIv3auw9cSx7NZB/z9bBDEen3OjPQkUif1fTc71nvA5l20vlhhyIi8iFm9ndSAxUNNrO1pEbR/Rm7MdCgu1ea2Y+AV4Ljftgx6JFIf5VsaWTE0lt5OXoIh04/JuxwRPo9JaXSb9WtfJ2J9Qt4cI8vcmpRftjhiIh8iLuft4NduzXQoLvfAtzShaGJ9GpLH76Rvb2G5sOuIJhhQkRCpO670m+te+hnNHg2E07RRNkiIiL9hbe3MPiNG1mUtRczZp4edjgigpJS6aeaN69kwqZHeLboNPYap2kPRERE+ov35v2J0mQ5FQdfSSwaCTscEUFJqfRT7//fz3E3Sk/Q4AYiIiL9hSfaKFrwPyyxCRx+0tm7PkFEeoSSUul32us2M3bVvTyTM5OD998v7HBERESkhyx78jaGJtaz/oDLyI5paBWRTKGkVPqd5Q/+ilxayD76Sg1uICIi0l8kk+S99BuWMZrDT70w7GhEJI2SUulXEvUVjHznzzwTPZzDZxwVdjgiIiLSQ1Y8dwcj2lezat8vkxOPhR2OiKRRUir9yrJ//pRcb8ZmfpesLN0lFRER6RfciTz3S1YyjOmnXRx2NCKyDSWl0m+01W5k9LK/8kz8aI7QXVIREZF+Y+VL9zGmdTnLJl9Cfm522OGIyDaUlEq/sfwfPyLurWQfr7ukIiIi/YY7yad+wVpKmTb7krCjEZHtUFIq/ULz5pWMW3kHT+ccx/Rp08MOR0RERHrI2lf/xfiWJSwZfzFF+XlhhyMi26GkVPqF1XdeRdKNolN/oBF3RURE+gt3Wuf9mPU+iKmzLw87GhHZASWl0udVvvMsk8sf4fGB5zD1gAPCDkdERER6yKqX5zK++W3emvAlBhQXhh2OiOyAZg2Wvi2ZpP7+f6fVB3DAOT8IOxoRERHpKe74Ez9JPUt65lfDjkZEdkJ3SqVPW/P0XxjdtIRXJlzB6KGlYYcjIiIiPWTlC/cwtmUpSyZeSnFhftjhiMhOKCmVPitRX0HRMz9gEZM55iw9RyIiItJvJJNkPfVTVjOE6Z+8LOxoRGQXlJRKn7X89q+Tl2yg8hPXUKQ5yURERPqN5c/ewei2Fby712UU5uWGHY6I7IKSUumTyhc9yuT19/NI8Vkcc9QxYYcjIiIiPSWZJP7sz1jJcGbMvjTsaESkE5SUSp/jbU0k5n6N1T6EKRf8VFPAiIiI9CPvPXkbo9pXsWLfK8hXTymRXkFJqfQ5791zNUPby3jrkB8ysnRQ2OGIiHQ5M9vTzF5Pe9Wa2dfM7GozK0srPyXtnO+a2TIzW2pmJ4UZv0h38UQbeS9cw3JGcfjsL4Udjoh0kqaEkT6lbtUixi/9I09kH8dJp50TdjgiIt3C3ZcCUwDMLAKUAfcBnweudfdfph9vZvsA5wL7AsOBx8xssrsnejJuke629F+/Y6/EWp6aci0T4rGwwxGRTtKdUuk7kkkq7vwytZ7L8HN+RSRL3XZFpF84Dlju7qt2csxs4A53b3H394FlwLQeiU6khySa6yld+BvezNqLI067KOxwRGQ3KCmVPmPFIzcwtvEtnp/wDfYaPy7scEREesq5wN/Tti83s0VmdouZDQjKRgBr0o5ZG5RtxczmmNkCM1tQXl7efRGLdIPF9/2cQV5J3VH/SSwaCTscEdkNSkqlT2iuXMse8/+bBVkHcPw5V4YdjohIjzCzOHA6cHdQdCMwgVTX3vXAr3bn/dz9Jnef6u5TS0tLuzJUkW7VXLOJcUv/xEvx6cw49pRdnyAiGaXTSamZRczsNTN7INgeZ2bzg0ET7gwaRswsO9heFuwf202xi3xg9e1XEPU2/LRfk5utR6VFpN84GXjV3TcCuPtGd0+4exL4I1u66JYBo9LOGxmUifQJ7979A3K9idxZ/6VR90V6od25U3olsCRt++ekBlOYCFQBFwflFwNVQfm1wXEi3Wbd/PuYXPEEj5VexKEHHxp2OCIiPek80rrumtmwtH1nAm8F63OBc4MLx+OAScDLPRalSDeqXfcee6+9k+cKZ3HgwdPDDkdEPoJOJaVmNhI4FfhTsG3AJ4B7gkNuBc4I1mcH2wT7jzNdspJukmyuJ/bIVSxnJNMvuDrscEREeoyZ5QMnAP9IK/6Fmb1pZouAmcDXAdz9beAuYDHwMHCZRt6VvmLVPd+n3SOMOOO/wg5FRD6izvZz/A1wFVAYbA8Cqt29PdhOHzDhg8EU3L3dzGqC4zenv6GZzQHmAIwePfojhi/93dI7v8/eyU28OeM2PlFcuOsTRET6CHdvINW+ppddsJPjfwL8pLvjEulJ699+lv0rH+Hx0s9y3MQ9ww5HRD6iXd4pNbPTgE3uvrArf7AGU5CPq3L5Aia9fxuP5Z7MzBNPDzscERER6UnJJE1z/51yL+GAc3WXVKQ360z33SOA081sJXAHqW671wElZtZxpzV9wIQPBlMI9hcDFV0YswgkE9TefTnVXsiEz1yjQQ1ERET6maWP3cL4liUs2utKSgcPDjscEfkYdpmUuvt33X2ku48lNRfaE+5+PvAk8OngsIuA+4P1ucE2wf4n3N27NGrp99598DrGNi/hlT2/xbhRo3Z9goiIiPQZ7U21DHrxJyzJmsgRn7oi7HBE5GP6OPOUfhv4hpktI/VMy81B+c3AoKD8G8B3Pl6IIltrqljLiIW/YEFkCp846ythhyMiIiI9bPHdP2SwV1JzzI/JicfCDkdEPqbdmtDR3Z8CngrWV7Bl/rP0Y5qBs7ogNpHtWnn7FYzzdiKnX0t2THOSioiI9CeVa5aw54q/8HzuTA4/elbY4YhIF/g4d0pFetzqF//B3pVP8OSQz3HQgQeHHY6IiIj0JHfK77iMVo8y/OxfakwJkT5CSan0GonmenLmfZvljGSG5iQVERHpd9597M/s2bCQ+eMvZ9y4iWGHIyJdREmp9Brv3PF99khuouzIn1JSWBB2OCIiItKDWuoqGPzC1SzJmsSR514Vdjgi0oWUlEqvULF8IXu+fxtP5c3iqOM0J6mIiEh/s/T2f6c4WUvjib8kJzsedjgi0oWUlErmSyaoufsKasln3Hl6fkRERKS/Wb3wYQ7YcC9PD/w0h0w/NuxwRKSLKSmVjLf4ju8zvvltXtnrKsZoTlIREZF+pbWhhuwHr2AVwzjwwmvCDkdEuoGSUsloZQseZK+lv+ep3BM47uzLww5HREREetg7t32VwYlyNsz8NYMGDAg7HBHpBkpKJWM1Vq4l78Ev876NYJ8v/oFoRF9XERGR/mTFC//ggI3/5OnB53LYMaeEHY6IdBP9lS8Zydua2XDTOWQnm6k57U/sMWhQ2CGJiIhID6orX83AR69kmY3hkM+p265IX6akVDKPO0tuuZTxzW/x7D5Xc/DUGWFHJCIiIj3IE21suOV8Yt5C8xk3U1xYGHZIItKNlJRKxln6wLXss/4+Hh14Piee/eWwwxEREZEe9ubt32NS0yJe2uf77HfgoWGHIyLdTEmpZJQ1Cx5iwoIf8XLsUI6a8xtN/yIiItLPLHvmDg5YcRPP5p/IzLO+GnY4ItIDlJRKxqhas4TiB77EKhvB6C/9jdwcTYwtIiLSn2x8dwHDn7iSJVmTOGDOzWRl6eK0SH+gpFQyQmtDNQ23nk3CofWsvzF0jz3CDklEJKOZ2Uoze9PMXjezBUHZQDObZ2bvBcsBQbmZ2fVmtszMFpnZweFGL/JhDZXr4e/nUUceORfcSXFxUdghiUgPUVIqofNEO8v/cD5D29by9hHXs/e+B4QdkohIbzHT3ae4+9Rg+zvA4+4+CXg82AY4GZgUvOYAN/Z4pCI70dJQxcYb/42iZDVlJ93MuHETwg5JRHqQklIJVzLJ23+4iL1rn+OJsV/nyBM/FXZEIiK92Wzg1mD9VuCMtPLbPOUloMTMhoUQn8iHJFoaWXXDbEa1rmDBtGs5eMYnwg5JRHqYklIJjztv/mkO+216gEf3+DzHX/T/wo5IRKQ3ceBRM1toZnOCsiHuvj5Y3wAMCdZHAGvSzl0blG3FzOaY2QIzW1BeXt5dcYt8INnWwtIbPs3ExkU8u9+POOrUz4YdkoiEIBp2ANJPufPmn7/K/uvu5rGB53HcJb/WYAYiIrvnSHcvM7M9gHlm9k76Tnd3M/PdeUN3vwm4CWDq1Km7da7I7mpvbuDdGz7JPvUv8diEqzj+rMvCDklEQqI7pRKKN/732+y/+jaeLD6DY7/yWyIRfRVFRHaHu5cFy03AfcA0YGNHt9xguSk4vAwYlXb6yKBMJBRtTXUsv+5U9qqbz+MTv89xF3wv7JBEJETKBKTHLbrjag5c/geeLZjFEZffTDQaCTskEZFexczyzaywYx04EXgLmAtcFBx2EXB/sD4XuDAYhXc6UJPWzVekR9VuWs3aXx/LxMbXeXrfH3HcZ6/SvOQi/Zy670rPceeN//02By7/Ay/kzeTQK/5KPKavoIjIRzAEuC/4Qz4K/M3dHzazV4C7zOxiYBVwdnD8Q8ApwDKgEfh8z4csAusWv0j87s9QmmzkhWk3MFPPkIoISkqlh3iinUU3fZEDN97HcwUnccjlfyUnOx52WCIivZK7rwAO3E55BXDcdsod0AN7Eqp3Hr+VMc/+O9UUsO70eznqkCPDDklEMoSSUul2idZmFv/2HA6seYonB3+Goy69QV12RURE+olEaxNv3nI5Uzbcw+LInhReeCcHjBkXdlgikkGUlEq3qt6wkvI/n8f+LYt5csyVHPu5/9JzIyIiIv3E5lVvU/e/FzKlbRlPDTyHaV/6DXm5eWGHJSIZRkmpdJv3nv8Hg+ddyTBv5dmDrmHmGXN2fZKIiIj0ep5oZ9E9/82eS64j6nGem3YDx556QdhhiUiGUlIqXa62fC0rb/8qB1Q/zgobReun/sxR+x8adlgiIiLSAza89yr1d3+FA1uX8Er2dIac9zuOHDsh7LBEJIMpKZUu48kEi+b+D+Ne/wV7egtPjfgih57/Q/Lz88MOTURERLpZQ9VG3rvze+y//l5yyOfp/X/KUWd+mSzNRS4iu6CkVD4+d5Y+ew+xZ37Gge3LWBTdn5wzr+fYfQ8OOzIRERHpZk01FSz558+Y9P7/sp838/yA2Uw656ccM2xE2KGJSC+xy6TUzHKAZ4Ds4Ph73P0HZjYOuAMYBCwELnD3VjPLBm4DDgEqgHPcfWU3xS8h8kQb7z7/TyLPXsOebUspYw+e2//HzDjjMiK6KioiItKn1VeU8e7cXzF51d84mCbm5xxBwawfcPSUw8IOTUR6mc7cKW0BPuHu9WYWA54zs38B3wCudfc7zOz3wMXAjcGyyt0nmtm5wM+Bc7opfulhzXVVvPfCP2lf8hDjq19gT+pZRynP7v2fHDr7Mkbk5IQdooiIiHQTb2ti+fP30LrgdibXzedgS/Jy7lHknfBdDjv4iLDDE5FeapdJaTDhdn2wGQteDnwC+ExQfitwNamkdHawDnAPcIOZWfA+0ss0VG9m1etP0rDseQrLX2F88xL2twRVXsjioiNg8iymHH8eR+Xmhh2qiIiIdAd31ix6mqoXb2PchoeZSAMbfQDP7XEeQ4/+AtP2nxp2hCLSy3XqmVIzi5DqojsR+C2wHKh29/bgkLVAx4MDI4A1AO7ebmY1pLr4bu7CuKU7uFO+5l3WLnqCxMqXKK16jTGJVewDtHmE5dEJvDzkHAoOOJ29px3HjHg87IhFRESkG7g77y1dxKYX/saYtf/HqGQZgz3Ogtwj8APPZerMMzk2JzvsMEWkj+hUUuruCWCKmZUA9wF7fdwfbGZzgDkAo0eP/rhvJx9Bor2N1Yvns3nxM0TL5jOq7g1KqaIUqPNclufsy5rhs8ifdBTjpxzNXkXFYYcsIiIi3cQT7Sx77WnKX72fYeufYLKvYTKwJL4/L0z6EpOO/SxHlZaGHaaI9EG7Nfquu1eb2ZPADKDEzKLB3dKRQFlwWBkwClhrZlGgmNSAR9u+103ATQBTp05V194eUF9Tyao3nqZ+2fMUbFzAuObFjLMWxgHrGcyKwoN5d/g0Bu1zDOP3mcqUWCzskEVERKQbVW9ay/vz52LLHmNczXwmUc84z+LdnANYOP4zjD/yLPYeMSnsMEWkj+vM6LulQFuQkOYCJ5AavOhJ4NOkRuC9CLg/OGVusP1isP8JPU/aszyZYPP6VWxes5T6siWwdiF71LzBqMRa9jUn6caKyDjeGHwqkbEzGLH/TIaPmcgws7BDFxERkW7iiXbWrnibjW8/i695mdLq1xmbWMVBQAXFLC44nKzJx7PXkZ9kn4G6IyoiPaczd0qHAbcGz5VmAXe5+wNmthi4w8x+DLwG3BwcfzPwVzNbBlQC53ZD3P1eS3MjG1e/S/XapTRtWo5Xvk9u3WpKWsoYkthAqbXR0ZxUU8DKnH0o2+MU8iceztj9j2bigIFMDLUGIiIi0h3aWxpZv3oZ5WvepbnsbWIVSxhQv4wR7asYRSujgBrPZ0XOPqwbeSoDDjyFSQfMYEZU09eLSDg6M/ruIuCg7ZSvAKZtp7wZOKtLoutnPJmktrqC6vIy6ivW0Vy9nraajXj9JqKNm4g3V5DbVklxewWlXsloczqexm3wbDZGhlGRM4Z1hUdhg8aRu8cEBo7amxFj92KK5g0VERHpVZKJJHV1VdRXltNYW05TzWZa6ipINFSSbKzEmqqItFQTa60hu72WvEQthclaBlHDKFLPUgFUUMK6+DheLT2T2LB9Kd3rCEbveRAHRSJhVk9E5AO6JNbFkokETY11NDXU0lxfS0tjLc11VbTWb6atvpJkQyXeVE2kpYpoSw3ZbTXkJGopSNQywGsotna2HU6o3bOosmJqIwNoiA2kOn88K4pGEx08noJhkxg8Zk8Gl45gfJYSTxERkbB5Mkl7exstzY20NNTR1FBDc0MNrY11tDfV0tZUS6K5nmRzHTTXYs2pvwlirdVBcllHgddR5PUUm3/o74IOjZ5NXVYBjVmFNEWLqcoey+Z4Ce/kDSM2eAwlwycydMKBDBo0jEE9+i8gIrJ7+lRSWldTSbK9jUSinWQyQaK9jWSinWQiSTLRSjKRIJlMkGxvS+1va6G9tYlEazPJthYSbU0kW5vxtma8vQVvb4H2ZmhvxhKtWHszWe3NRNobiSYaiSUaiSebyE42kePN5HkTedZCPpC/kzhbPUKtFVKfVUhTpJC67KFUxvZkRd5grGAPokVDyS4ZSsGg4RQPHk7JoKGURiLo6Q4REeltaqsr8GQSTyZwd5LBkmQSZ8t2an8qoYMkyWQSPEky6eBJ3JPBcR3L9lQb/0Fb34YnEyQT7Xii/YOlJ9uCZQKSqTKS7Xiyfcu2JyDYT7IdS7Sl2v1kK5ZoJSvZSlawjCZbiXgbkWQrUW8j6m3EvJUo7cRpJe5txGknZk4MKOjMv5HnUZ9VSENWIc3RIupzh7MuXoznDoDcAUTyBxLLH0RO8SByi0opGDCYopJS8rJzyevmz09EpCf0qaQ099cTiFqyy9+31SO0EqfNYjSTTUtWLi1ZubRFcqmNlZCI5pGI5ePRPDxegGXnY/ECIjkFZGUXEC8oIbeolPySwRQNKCU3r5DBWVkM7vJIRUSkPzCzUcBtwBDAgZvc/Tozuxr4ElAeHPo9d38oOOe7wMVAAviquz/SE7EW/WZ8T/yYLpFwI0GEBFm0Wow2Uq92i9FucdqzYiQsRntWnJZoAcms+Acvj3S8svFoNkTiWDQb4gVk5RQSzSkklldIPK+InLwisguKyS0oJr+gmKJYnKKwKy8iEqI+lZQu2PObAFhWBLKiWFZkq3UiEcyiWCRKVlaErFg2kVgOkewcYvFcovEcYtl5xLNzieXkEc/OIZ6dSzwaJR5y3URERNK0A99091fNrBBYaGbzgn3Xuvsv0w82s31IDTy4LzAceMzMJgfzkHerlyZ9EywLzLBgiWUBqaXZlqVvs73teVuWhmXFUu15JNWuW1aUSLCeFY2RFYkRiab2Z2WlyiLRKJFojEgkRlY0RjSaOidVFiUSidDxlGVud//DiIjIB/pUUjr9M/8RdggiIiLdzt3XA+uD9TozWwKM2Mkps4E73L0FeD8YIX8aqenbutX08/+zu3+EiIj0choZR0REpBczs7GkRsmfHxRdbmaLzOwWMxsQlI0A1qSdtpadJ7EiIiI9RkmpiIhIL2VmBcC9wNfcvRa4EZgATCF1J/VXu/l+c8xsgZktKC8v3/UJIiIiXUBJqYiISC9kZjFSCent7v4PAHff6O4Jd08Cf2TLfOJlbJm2EmBkULYVd7/J3ae6+9TSUo35LiIiPUNJqYiISC9jZgbcDCxx91+nlQ9LO+xM4K1gfS5wrpllm9k4YBLwck/FKyIisjN9aqAjERGRfuII4ALgTTN7PSj7HnCemU0hNU3MSuASAHd/28zuAhaTGrn3sp4YeVdERKQzlJSKiIj0Mu7+HGDb2fXQTs75CfCTbgtKRETkI1L3XREREREREQmNklIREREREREJjbl72DFgZuXAqrDjSDMY2Bx2EF2kr9RF9cgsqkfm6St16ap6jHF3DR/7Maht7lZ9pS6qR2ZRPTJLX6kH9EDbnBFJaaYxswXuPjXsOLpCX6mL6pFZVI/M01fq0lfqIV2vL303+kpdVI/Monpklr5SD+iZuqj7roiIiIiIiIRGSamIiIiIiIiERknp9t0UdgBdqK/URfXILKpH5ukrdekr9ZCu15e+G32lLqpHZlE9MktfqQf0QF30TKmIiIiIiIiERndKRUREREREJDT9Jik1s1vMbJOZvZVWNsXMXjKz181sgZlNC8rNzK43s2VmtsjMDk475yIzey94XZQh9TjQzF40szfN7P/MrCht33eDeiw1s5PSymcFZcvM7Dsh1GOUmT1pZovN7G0zuzIoH2hm84J/33lmNiAoz8jPZCf1OCvYTprZ1G3OybjPZCf1uMbM3gn+ze8zs5JeWo8fBXV43cweNbPhQXlGfq92Vpe0/d80MzezwZlcl518JlebWVnwmbxuZqeknZNx3y3pHqa2OaO+4zv5fVXbnFltmtpmtc3dUg8Ls212937xAo4GDgbeSit7FDg5WD8FeCpt/V+AAdOB+UH5QGBFsBwQrA/IgHq8AhwTrH8B+FGwvg/wBpANjAOWA5HgtRwYD8SDY/bp4XoMAw4O1guBd4N4fwF8Jyj/DvDzTP5MdlKPvYE9gaeAqWnHZ+RnspN6nAhEg/Kfp30eva0eRWnHfBX4fSZ/r3ZWl2B7FPAIqTkkB2dyXXbymVwNfGs7x2fkd0uvbvt+qG3OoO/4Tn5f1TZnVpumtlltc3d9JlcTUtvcb+6UuvszQOW2xUDHlctiYF2wPhu4zVNeAkrMbBhwEjDP3SvdvQqYB8zq/ujTAt5+PSYDzwTr84BPBeuzgTvcvcXd3weWAdOC1zJ3X+HurcAdwbE9xt3Xu/urwXodsAQYEcRxa3DYrcAZwXpGfiY7qoe7L3H3pds5JSM/k53U41F3bw8OewkY2UvrUZt2WD6p3/2OemTc9wp2+jsCcC1wVVo9IEPrsot6bE9Gfreke6htzqzvuNrmzPpM1DZn1vcK1DZ353er3ySlO/A14BozWwP8EvhuUD4CWJN23NqgbEflYXubLV+As0hdqYFeUg8zGwscBMwHhrj7+mDXBmBIsJ7xddmmHjvSm+vxBVJX+6AX1sPMfhL8rp8P/GdwWMbXA7aui5nNBsrc/Y1tDsv4umznu3V50J3plo7ugPSCeki3+xpqm9PLQ6G2udfUQ21zSNQ2d209+ntS+mXg6+4+Cvg6cHPI8XxUXwC+YmYLSd2Cbw05nk4zswLgXuBr21wxw92dra82Zayd1aM32VE9zOz7QDtwe1ix7Y7t1cPdvx/8rt8OXB5mfLsjvS6kPoPvsaXh7jW285ncCEwApgDrgV+FF51kGLXNIVPbnFnUNmcetc1dr78npRcB/wjW7yZ1CxqgjC1XNCHVLaJsJ+Whcvd33P1Edz8E+Dupvt2Q4fUwsxipX4Tb3b3jc9gYdGsgWG4KyjO2Ljuox470unqY2eeA04Dzgz9GoBfWI83tbOlGl7H1gO3WZQKpZzneMLOVQVyvmtlQMrgu2/tM3H2juyfcPQn8kV76/690C7XNW5f3KLXNQC+oh9rmrcp7lNrmreLtunp4Dz4cHPYLGMvWgxAsAY4N1o8DFgbrp7L1Q8kv+5aHkt8n9UDygGB9YAbUY49gmQXcBnwh2N6XrR9KXkHqgeRosD6OLQ8l79vDdbAg1t9sU34NWw+m8ItM/kx2VI+0/U+x9WAKGfmZ7OTzmAUsBkq3Ke9t9ZiUtn4FcE8mf686890KjlnJlsEUMrIuO/lMhqWtf53UsyoZ+93Sq1u/I2NR25wR3/Gd/L6qbc6sNk1ts9rm7vpMQmube+xDDPtF6irleqCNVH/ni4EjgYXBP+B84JC0D+q3pK5qvrnNf1xfIPVw7zLg8xlSjytJjZr1LvAzwNKO/35Qj6UEoxkG5acExy8Hvh9CPY4k1f1nEfB68DoFGAQ8DrwHPNbxC5qpn8lO6nFm8Pm0ABuBRzL5M9lJPZaRelago+z3vbQe9wJvBeX/R2qAhYz9Xu2sLtscs5ItDV9G1mUnn8lfgzgXAXPZuiHMuO+WXt32/VDbnEHf8Z38vqptzqw2TW2z2ubu+kxCa5steDMRERERERGRHtffnykVERERERGRECkpFRERERERkdAoKRUREREREZHQKCkVERERERGR0CgpFRERERERkdAoKRUREREREZHQKCkVERERERGR0CgpFRERERERkdD8f4S9aD3or2VyAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = pl.subplots(2,2,figsize=(16,9))\n", + "ax[0,0].plot(np.arange(1765, 2501), C['rcp26_exc'][:,0], label='excluding CH4 oxidation')\n", + "ax[0,0].plot(np.arange(1765, 2501), C['rcp26_inc'][:,0], label='including CH4 oxidation')\n", + "ax[0,1].plot(np.arange(1765, 2501), C['rcp45_exc'][:,0])\n", + "ax[0,1].plot(np.arange(1765, 2501), C['rcp45_inc'][:,0])\n", + "ax[1,0].plot(np.arange(1765, 2501), C['rcp60_exc'][:,0])\n", + "ax[1,0].plot(np.arange(1765, 2501), C['rcp60_inc'][:,0])\n", + "ax[1,1].plot(np.arange(1765, 2501), C['rcp85_exc'][:,0])\n", + "ax[1,1].plot(np.arange(1765, 2501), C['rcp85_inc'][:,0])\n", + "ax[0,0].set_title('RCP2.6 CO2 concentrations')\n", + "ax[0,1].set_title('RCP4.5 CO2 concentrations')\n", + "ax[1,0].set_title('RCP6.0 CO2 concentrations')\n", + "ax[1,1].set_title('RCP8.5 CO2 concentrations')\n", + "ax[0,0].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Difference between including and excluding CH4 oxidation to CO2, ppm')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = pl.subplots(figsize=(16,9))\n", + "ax.plot(np.arange(1765, 2501),C['rcp26_inc'][:,0]-C['rcp26_exc'][:,0], label='RCP2.6')\n", + "ax.plot(np.arange(1765, 2501),C['rcp45_inc'][:,0]-C['rcp45_exc'][:,0], label='RCP4.5')\n", + "ax.plot(np.arange(1765, 2501),C['rcp60_inc'][:,0]-C['rcp60_exc'][:,0], label='RCP6.0')\n", + "ax.plot(np.arange(1765, 2501),C['rcp85_inc'][:,0]-C['rcp85_exc'][:,0], label='RCP8.5')\n", + "ax.legend()\n", + "pl.title('Difference between including and excluding CH4 oxidation to CO2, ppm')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = pl.subplots(2,2,figsize=(16,9))\n", + "ax[0,0].plot(np.arange(1765, 2501), T['rcp26_exc'], label='excluding CH4 oxidation')\n", + "ax[0,0].plot(np.arange(1765, 2501), T['rcp26_inc'], label='including CH4 oxidation')\n", + "ax[0,1].plot(np.arange(1765, 2501), T['rcp45_exc'])\n", + "ax[0,1].plot(np.arange(1765, 2501), T['rcp45_inc'])\n", + "ax[1,0].plot(np.arange(1765, 2501), T['rcp60_exc'])\n", + "ax[1,0].plot(np.arange(1765, 2501), T['rcp60_inc'])\n", + "ax[1,1].plot(np.arange(1765, 2501), T['rcp85_exc'])\n", + "ax[1,1].plot(np.arange(1765, 2501), T['rcp85_inc'])\n", + "ax[0,0].set_title('RCP2.6 temperature')\n", + "ax[0,1].set_title('RCP4.5 temperature')\n", + "ax[1,0].set_title('RCP6.0 temperature')\n", + "ax[1,1].set_title('RCP8.5 temperature')\n", + "ax[0,0].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Difference between including and excluding CH4 oxidation to CO2 on temperature')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = pl.subplots(figsize=(16,9))\n", + "ax.plot(np.arange(1765, 2501),T['rcp26_inc']-T['rcp26_exc'], label='RCP2.6')\n", + "ax.plot(np.arange(1765, 2501),T['rcp45_inc']-T['rcp45_exc'], label='RCP4.5')\n", + "ax.plot(np.arange(1765, 2501),T['rcp60_inc']-T['rcp60_exc'], label='RCP6.0')\n", + "ax.plot(np.arange(1765, 2501),T['rcp85_inc']-T['rcp85_exc'], label='RCP8.5')\n", + "ax.legend()\n", + "pl.title('Difference between including and excluding CH4 oxidation to CO2 on temperature')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tests/reproduction/reproduction_test.py b/tests/reproduction/reproduction_test.py index 60a28fa5..a6ff7e5a 100644 --- a/tests/reproduction/reproduction_test.py +++ b/tests/reproduction/reproduction_test.py @@ -601,3 +601,17 @@ def test_ariaci_stevens(): ) assert np.allclose(F[:,8], np.sum(ariaci,axis=1)) + +def test_methane_oxidation(): + Cexc, Fexc, Texc = fair.forward.fair_scm( + emissions=rcp45.Emissions.emissions, + fossilCH4_frac=0, + ) + Cinc, Finc, Tinc = fair.forward.fair_scm( + emissions=rcp45.Emissions.emissions, + fossilCH4_frac=rcp45.fossilCH4_frac + ) + # runs including oxidation should have slightly higher atmospheric CO2 + # and hence slightly higher warming + assert np.all(Cinc >= Cexc) + assert np.all(Tinc >= Texc)