From fed5a0495f1feac2ecf02424308610249822fbda Mon Sep 17 00:00:00 2001
From: Andrew Clark <andrewtaylorclark@gmail.com>
Date: Wed, 19 Aug 2020 15:30:22 -0400
Subject: [PATCH 1/4] for tyler

---
 ...n_Conviction_Voting_Model-checkpoint.ipynb |    731 +-
 .../Deriving_Alpha-checkpoint.ipynb           |  35365 +-
 ...gger_Function_Explanation-checkpoint.ipynb | 380772 +--------------
 .../v3/Aragon_Conviction_Voting_Model.ipynb   |    729 +-
 models/v3/Deriving_Alpha.ipynb                |  35367 +-
 models/v3/Trigger_Function_Explanation.ipynb  | 380772 +--------------
 .../model/__pycache__/config.cpython-37.pyc   |    Bin 1401 -> 1194 bytes
 .../state_variables.cpython-37.pyc            |    Bin 520 -> 590 bytes
 models/v3/model/config.py                     |     11 +-
 .../__pycache__/sys_params.cpython-37.pyc     |    Bin 600 -> 680 bytes
 .../parts/__pycache__/system.cpython-37.pyc   |    Bin 3859 -> 3876 bytes
 .../parts/__pycache__/utils.cpython-37.pyc    |    Bin 15157 -> 15157 bytes
 models/v3/model/parts/sys_params.py           |     26 +-
 models/v3/model/state_variables.py            |      4 +-
 14 files changed, 305 insertions(+), 833472 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 e47b0f7..a11eeb0 100644
--- a/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb
+++ b/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb
@@ -388,13 +388,6 @@
       "/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": [
@@ -409,19 +402,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from copy import deepcopy\n",
-    "from cadCAD import configs\n",
     "\n",
-    "# Initialize network x\n",
-    "for c in configs:\n",
-    "    c.initial_state = deepcopy(c.initial_state)\n",
-    "    c.initial_state['network'] = initialize_network(initial_values['n'],initial_values['m'],\n",
-    "                                            initial_values['funds'],\n",
-    "                                            initial_values['supply'],c.sim_config['M'])\n",
-    "    \n",
     "# pull out configurations to illustrate\n",
-    "sim_config,state_variables,partial_state_update_blocks = config.get_configs()\n",
-    "state_variables['network'] = c.initial_state['network']"
+    "sim_config,state_variables,partial_state_update_blocks = config.get_configs()\n"
    ]
   },
   {
@@ -480,7 +463,12 @@
     {
      "data": {
       "text/plain": [
-       "{'sentiment': 0.6, 'n': 30, 'm': 7, 'funds': 4867.21, 'supply': 22392.22}"
+       "{'sentiment': 0.6,\n",
+       " 'n': 30,\n",
+       " 'm': 7,\n",
+       " 'funds': 4867.21,\n",
+       " 'supply': 22392.22,\n",
+       " 'params': {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998}}"
       ]
      },
      "execution_count": 4,
@@ -546,7 +534,7 @@
     {
      "data": {
       "text/plain": [
-       "{'network': <networkx.classes.digraph.DiGraph at 0x7f40b11e4c90>,\n",
+       "{'network': <networkx.classes.digraph.DiGraph at 0x7ff6fd6883d0>,\n",
        " 'funds': 4867.21,\n",
        " 'sentiment': 0.6,\n",
        " 'effective_supply': 14020.008000000002,\n",
@@ -621,8 +609,8 @@
      "data": {
       "text/plain": [
        "{'type': 'participant',\n",
-       " 'holdings': 630.2817780891644,\n",
-       " 'sentiment': 0.5966804611949916}"
+       " 'holdings': 297.2530708282204,\n",
+       " 'sentiment': 0.4683933572389808}"
       ]
      },
      "execution_count": 8,
@@ -652,7 +640,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -700,7 +688,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -726,8 +714,8 @@
        " 'conviction': 0,\n",
        " 'status': 'candidate',\n",
        " 'age': 0,\n",
-       " 'funds_requested': 2698.2388515058383,\n",
-       " 'trigger': inf}"
+       " 'funds_requested': 655.5955466934325,\n",
+       " 'trigger': 50460.21665124503}"
       ]
      },
      "execution_count": 11,
@@ -781,7 +769,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -816,7 +804,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -858,7 +846,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1440x360 with 2 Axes>"
       ]
@@ -908,25 +896,6 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from cadCAD.configuration import Experiment\n",
-    "\n",
-    "# Create configuration\n",
-    "exp = Experiment()\n",
-    "\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": 17,
    "metadata": {
     "tags": []
    },
@@ -944,14 +913,40 @@
       "by cadCAD\n",
       "\n",
       "Execution Mode: local_proc\n",
-      "Configuration Count: 2\n",
+      "Configuration Count: 1\n",
       "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 11, 1, 9)\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: 326.79s\n"
+      "SimIDs   : [0]\n",
+      "SubsetIDs: [0]\n",
+      "Ns       : [0]\n",
+      "ExpIDs   : [0]\n",
+      "Execution Mode: single_threaded\n",
+      "[{'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"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "list indices must be integers or slices, not str",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-16-bef6047fbb7f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\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      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\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     18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     19\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---> 20\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     21\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     22\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, configured_n)\u001b[0m\n\u001b[1;32m    132\u001b[0m             return single_proc_exec(\n\u001b[1;32m    133\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--> 134\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[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    135\u001b[0m             )\n\u001b[1;32m    136\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mconfig_amt\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# and config_amt < remote_threshold:\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, configured_n)\u001b[0m\n\u001b[1;32m     34\u001b[0m     )\n\u001b[1;32m     35\u001b[0m     result = simulation_exec(\n\u001b[0;32m---> 36\u001b[0;31m         \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[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     37\u001b[0m     )\n\u001b[1;32m     38\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36msimulation\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, simulation_id, run, subset_id, subset_window, configured_N, additional_objs)\u001b[0m\n\u001b[1;32m    249\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    250\u001b[0m         pipe_run = flatten(\n\u001b[0;32m--> 251\u001b[0;31m             \u001b[0;34m[\u001b[0m\u001b[0mexecute_run\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\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[1;32m    252\u001b[0m         )\n\u001b[1;32m    253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mexecute_run\u001b[0;34m(sweep_dict, states_list, configs, env_processes, time_seq, _run)\u001b[0m\n\u001b[1;32m    242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    243\u001b[0m             first_timestep_per_run: List[Dict[str, Any]] = self.run_pipeline(\n\u001b[0;32m--> 244\u001b[0;31m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list_copy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    245\u001b[0m             )\n\u001b[1;32m    246\u001b[0m             \u001b[0;32mdel\u001b[0m \u001b[0mstates_list_copy\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/simulation.py\u001b[0m in \u001b[0;36mrun_pipeline\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, run, additional_objs)\u001b[0m\n\u001b[1;32m    198\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mtime_step\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    199\u001b[0m             pipe_run: List[Dict[str, Any]] = self.state_update_pipeline(\n\u001b[0;32m--> 200\u001b[0;31m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    201\u001b[0m             )\n\u001b[1;32m    202\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mstate_update_pipeline\u001b[0;34m(self, sweep_dict, simulation_list, configs, env_processes, time_step, run, additional_objs)\u001b[0m\n\u001b[1;32m    174\u001b[0m             states_list: List[Dict[str, Any]] = self.partial_state_update(\n\u001b[1;32m    175\u001b[0m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_step\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[0m\n\u001b[0;32m--> 176\u001b[0;31m                 \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    177\u001b[0m             )\n\u001b[1;32m    178\u001b[0m             \u001b[0msub_step\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\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/simulation.py\u001b[0m in \u001b[0;36mpartial_state_update\u001b[0;34m(self, sweep_dict, sub_step, sL, sH, state_funcs, policy_funcs, env_processes, time_step, run, additional_objs)\u001b[0m\n\u001b[1;32m    118\u001b[0m         \u001b[0mlast_in_obj\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msL\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\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[1;32m    119\u001b[0m         _input: Dict[str, Any] = self.policy_update_exception(\n\u001b[0;32m--> 120\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_policy_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msH\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlast_in_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpolicy_funcs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\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    121\u001b[0m         )\n\u001b[1;32m    122\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mget_policy_input\u001b[0;34m(self, sweep_dict, sub_step, sL, s, funcs, additional_objs)\u001b[0m\n\u001b[1;32m     53\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     54\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 55\u001b[0;31m         \u001b[0mcol_results\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_col_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     56\u001b[0m         \u001b[0mkey_set\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreduce\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\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[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcol_results\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\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[1;32m     57\u001b[0m         \u001b[0mnew_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkey_set\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/simulation.py\u001b[0m in \u001b[0;36mget_col_results\u001b[0;34m(sweep_dict, sub_step, sL, s, funcs)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(f)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mpolicy_scope_tuner\u001b[0;34m(additional_objs, f)\u001b[0m\n\u001b[1;32m     37\u001b[0m             \u001b[0;32mdef\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\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[1;32m     38\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0madditional_objs\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 39\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\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     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/parts/system.py\u001b[0m in \u001b[0;36mdriving_process\u001b[0;34m(params, step, sL, s)\u001b[0m\n\u001b[1;32m     55\u001b[0m         \u001b[0mnew_proposal_ct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmedian_affinity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 57\u001b[0;31m     \u001b[0mexpected_request\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'beta'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'funds'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     58\u001b[0m     \u001b[0mnew_proposal_requested\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mexpon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrvs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mct\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_proposal_ct\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[1;32m     59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not str"
      ]
     }
    ],
@@ -975,7 +970,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -984,297 +979,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>network</th>\n",
-       "      <th>funds</th>\n",
-       "      <th>sentiment</th>\n",
-       "      <th>effective_supply</th>\n",
-       "      <th>total_supply</th>\n",
-       "      <th>fractionOfSupplyForVoting</th>\n",
-       "      <th>fractionOfSupplyInPool</th>\n",
-       "      <th>fractionOfProposalStages</th>\n",
-       "      <th>fractionOfFundStages</th>\n",
-       "      <th>simulation</th>\n",
-       "      <th>...</th>\n",
-       "      <th>age_all</th>\n",
-       "      <th>conviction_all</th>\n",
-       "      <th>triggers_all</th>\n",
-       "      <th>conviction_share_of_trigger_all</th>\n",
-       "      <th>percentageOfActiveProposals</th>\n",
-       "      <th>percentageOfCompletedProposals</th>\n",
-       "      <th>percentageOfKilledProposals</th>\n",
-       "      <th>percentageOfActiveFundsRequested</th>\n",
-       "      <th>percentageOfCompletedFundsRequested</th>\n",
-       "      <th>percentageOfKilledFundsRequested</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
-       "      <td>4889.60</td>\n",
-       "      <td>0.60</td>\n",
-       "      <td>14020.01</td>\n",
-       "      <td>22414.61</td>\n",
-       "      <td>0.63</td>\n",
-       "      <td>4.58</td>\n",
-       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
-       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[1, 1, 1, 1, 1, 1, 1]</td>\n",
-       "      <td>[72.9628948739454, 0.0, 0.0, 237.1959249033470...</td>\n",
-       "      <td>[inf, inf, inf, inf, inf, inf, inf]</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.43</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.38</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
-       "      <td>4912.02</td>\n",
-       "      <td>0.60</td>\n",
-       "      <td>14020.01</td>\n",
-       "      <td>22437.03</td>\n",
-       "      <td>0.62</td>\n",
-       "      <td>4.57</td>\n",
-       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
-       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[2, 2, 2, 2, 2, 2, 2]</td>\n",
-       "      <td>[900.3097153802602, 0.0, 0.0, 425.458455260418...</td>\n",
-       "      <td>[inf, nan, nan, inf, inf, nan, inf]</td>\n",
-       "      <td>[0.0, nan, nan, 0.0, 0.0, nan, 0.0]</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.43</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.38</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
-       "      <td>4934.45</td>\n",
-       "      <td>0.60</td>\n",
-       "      <td>14020.01</td>\n",
-       "      <td>22459.46</td>\n",
-       "      <td>0.62</td>\n",
-       "      <td>4.55</td>\n",
-       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
-       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[3, 3, 3, 3, 3, 3, 3, 1, 1]</td>\n",
-       "      <td>[1556.9753219873946, 0.0, 0.0, 810.60521531135...</td>\n",
-       "      <td>[inf, nan, nan, inf, inf, nan, inf, 5563.19335...</td>\n",
-       "      <td>[0.0, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.217...</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.44</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.38</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
-       "      <td>4956.91</td>\n",
-       "      <td>0.60</td>\n",
-       "      <td>14240.84</td>\n",
-       "      <td>22481.92</td>\n",
-       "      <td>0.63</td>\n",
-       "      <td>4.54</td>\n",
-       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
-       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[4, 4, 4, 4, 4, 4, 4, 2, 2, 1, 1]</td>\n",
-       "      <td>[2078.1711593471455, 0.0, 0.0, 1058.8147525782...</td>\n",
-       "      <td>[inf, nan, nan, inf, inf, nan, inf, nan, 4780....</td>\n",
-       "      <td>[0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.436...</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.36</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.38</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
-       "      <td>4979.40</td>\n",
-       "      <td>0.60</td>\n",
-       "      <td>14240.84</td>\n",
-       "      <td>22504.41</td>\n",
-       "      <td>0.63</td>\n",
-       "      <td>4.52</td>\n",
-       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
-       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[5, 5, 5, 5, 5, 5, 5, 3, 3, 2, 2, 1]</td>\n",
-       "      <td>[2491.844569600303, 0.0, 0.0, 1249.12643758267...</td>\n",
-       "      <td>[inf, nan, nan, inf, inf, nan, inf, nan, 4853....</td>\n",
-       "      <td>[0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.600...</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.42</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.38</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 43 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                              network   funds  sentiment  \\\n",
-       "6   (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4889.60       0.60   \n",
-       "12  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4912.02       0.60   \n",
-       "18  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4934.45       0.60   \n",
-       "24  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4956.91       0.60   \n",
-       "30  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4979.40       0.60   \n",
-       "\n",
-       "    effective_supply  total_supply  fractionOfSupplyForVoting  \\\n",
-       "6           14020.01      22414.61                       0.63   \n",
-       "12          14020.01      22437.03                       0.62   \n",
-       "18          14020.01      22459.46                       0.62   \n",
-       "24          14240.84      22481.92                       0.63   \n",
-       "30          14240.84      22504.41                       0.63   \n",
-       "\n",
-       "    fractionOfSupplyInPool                           fractionOfProposalStages  \\\n",
-       "6                     4.58  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
-       "12                    4.57  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
-       "18                    4.55  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
-       "24                    4.54  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
-       "30                    4.52  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
-       "\n",
-       "                                 fractionOfFundStages  simulation  ...  \\\n",
-       "6   {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
-       "12  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
-       "18  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
-       "24  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
-       "30  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
-       "\n",
-       "                                 age_all  \\\n",
-       "6                  [1, 1, 1, 1, 1, 1, 1]   \n",
-       "12                 [2, 2, 2, 2, 2, 2, 2]   \n",
-       "18           [3, 3, 3, 3, 3, 3, 3, 1, 1]   \n",
-       "24     [4, 4, 4, 4, 4, 4, 4, 2, 2, 1, 1]   \n",
-       "30  [5, 5, 5, 5, 5, 5, 5, 3, 3, 2, 2, 1]   \n",
-       "\n",
-       "                                       conviction_all  \\\n",
-       "6   [72.9628948739454, 0.0, 0.0, 237.1959249033470...   \n",
-       "12  [900.3097153802602, 0.0, 0.0, 425.458455260418...   \n",
-       "18  [1556.9753219873946, 0.0, 0.0, 810.60521531135...   \n",
-       "24  [2078.1711593471455, 0.0, 0.0, 1058.8147525782...   \n",
-       "30  [2491.844569600303, 0.0, 0.0, 1249.12643758267...   \n",
-       "\n",
-       "                                         triggers_all  \\\n",
-       "6                 [inf, inf, inf, inf, inf, inf, inf]   \n",
-       "12                [inf, nan, nan, inf, inf, nan, inf]   \n",
-       "18  [inf, nan, nan, inf, inf, nan, inf, 5563.19335...   \n",
-       "24  [inf, nan, nan, inf, inf, nan, inf, nan, 4780....   \n",
-       "30  [inf, nan, nan, inf, inf, nan, inf, nan, 4853....   \n",
-       "\n",
-       "                      conviction_share_of_trigger_all  \\\n",
-       "6                 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]   \n",
-       "12                [0.0, nan, nan, 0.0, 0.0, nan, 0.0]   \n",
-       "18  [0.0, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.217...   \n",
-       "24  [0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.436...   \n",
-       "30  [0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.600...   \n",
-       "\n",
-       "   percentageOfActiveProposals  percentageOfCompletedProposals  \\\n",
-       "6                         0.00                            0.00   \n",
-       "12                        0.00                            0.00   \n",
-       "18                        0.00                            0.00   \n",
-       "24                        0.00                            0.00   \n",
-       "30                        0.00                            0.00   \n",
-       "\n",
-       "    percentageOfKilledProposals  percentageOfActiveFundsRequested  \\\n",
-       "6                          0.43                              0.00   \n",
-       "12                         0.43                              0.00   \n",
-       "18                         0.44                              0.00   \n",
-       "24                         0.36                              0.00   \n",
-       "30                         0.42                              0.00   \n",
-       "\n",
-       "    percentageOfCompletedFundsRequested  percentageOfKilledFundsRequested  \n",
-       "6                                  0.00                              0.38  \n",
-       "12                                 0.00                              0.38  \n",
-       "18                                 0.00                              0.38  \n",
-       "24                                 0.00                              0.38  \n",
-       "30                                 0.00                              0.38  \n",
-       "\n",
-       "[5 rows x 43 columns]"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.head(5)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40cb39b4d0>"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep','sentiment')"
    ]
@@ -1288,32 +1004,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40ca3aa4d0>"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['funds', 'candidate_funds'])"
    ]
@@ -1327,22 +1020,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 612x792 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "affinities_plot(df)"
    ]
@@ -1356,32 +1036,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f40ca2fc5d0>"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n",
     "         kind='area')\n",
@@ -1399,32 +1056,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f406c7d8150>"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "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",
@@ -1441,7 +1075,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1450,40 +1084,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {},
-   "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": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "K = 0\n",
     "N = 1\n",
@@ -1504,84 +1107,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "snap_plot(nets[80:81], size_scale = 1/300,savefigs=True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40a721b110>"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['total_supply','funds'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40a6ecd850>"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['effective_supply'])"
    ]
@@ -1595,32 +1141,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40a6b66590>"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['participant_count'])"
    ]
@@ -1636,128 +1159,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40a6b66c10>"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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Os8Z9IwHnYzAYYsTt8yMCWf2UfzQxAUOHSDSA+cBBVa1XVTfwDNCzKOvdwKOqegpAVZus325V7bL65PZ4v/8L+Fern19VT8R+GgaDIV7cXj85mRmI9F//18QEDA0iEQCVwJGQ/xustlCmAdNE5C0R2SQii+wXRMQpIjutMX6gqkdFpNh6+Z8tE9EaESkP9+Yi8lUR2SIiW0zKZ4MheXR5/f3a/21MTMDQIFGbwFlAFbAQWAX8wn7Iq+oRVZ0DTAXutB70WYAD+Iuq1gBvAz8KN7CqPqaqLlV1lZWVJWi6BoOhJ26fv08X0FBMTMDQIJKr3Qg4Q/53WG2hNADrVdWjqoeAAwQEQhBVPQrsBhYALUA78Jz18hqgJurZGwyGhGGbgCLFxASkP5Fc7c1AlYhMEpEc4HPA+h591hFY/SMipQRMQvUi4hCRfKu9BPgUsF8D9RtftI8Brgf2xncqBoMhHtxRmIDAxAQMBfq92qrqBe4DXgHeB1ar6h4R+Y6ILLG6vQK0iMheYCPwgKq2ADOAd0RkBwEvnx+p6i7rmAeBf7L2B74I/H0iT8xgMERHtAIATExAuhNRSUhV3QBs6NH27ZC/Fbjf+gnt8yowp5cxPwKujnK+BoMhSbh90QuA0JiAK6eWJmlmhmRhIoENBgMQ/R4AmJiAdMcIgAEmoCwZDKlHLCYggDqXiQlIV4wAGEA+99jb/Oj3+wd7GgZDWLp8fnKyMqM+bp6zmMllI1iz9Uj/nQ0phREAA8i+42d5ctPHdHp8gz0Vg+ECYjEBQSAmYEWtg82HT5mYgDTDCIABpL3Lx+kOD6+9/8lgT8VguAC31xdxIFhPls1zkCHwrIkJSCuMABggPD5/sOSeCZ83pCIen5Kd2X8eoHCMK8rjU1VlPLu1wcQEpBFGAAwQ7e6A2ae4IJs/HWjmkzOdgzwjg+F8Yt0EtllR6+Do6U7eNjEBaYMRAANEhyUAbnc58Ss8/17PbBoGw+ASSxxAKJ+eWU5hnqkTkE4YATBAtLm9AMysGIVrQglrthwxLqGGlCKwCRy9F5BNXnYmS+ZW8NvdxzhjYgLSAiMABghbAyjIyaLO5eDD5ja2H2kd5FkZDN3EawKC7joBG3YeS9CsDMnECIABoq0roAEU5GRy0+zx5GVnsMaoyoYUQVXjNgEBVDuLmVJ2fp2AIyfb+da63RxsOhvvNA0JxgiAAaLdY2sAmRTmZbP4kvG8uOOoiQkwpAS2h1qsbqA2gZgAJ1s+OsWhE20cP93JHb98hyc2fcTNP32Tx986ZLyEUggjAAaI9q5uExAEVOWznV5+v3foxQQ0ne3kd7tNWoB0wi4IH0sgWE+W1VSSIfDYn+q545ebaDnXxS+/5OKqqaU88uJevvhf75g9ghTBCIABot3dbQICuGLyGCqL84ekx8SaLQ3c8+RWDnxiVP50ISgA4tQAAMpH5XH1tDKefvdjGls7+K+7LuWGmeX8nztdfO+2S3jrYAtPv/Nx3O9jiB8jAAaIdne3CQggI0NYXlPJmx80c/z00IoJOGftdzw7BIXbUMU2ASVCAAB8+apJFBdk8/Mv1HLZ5DFAwDx0x2UTqJ1QwpqtDcYLLgUwAmCAsAXAiNzuEgzLax34deiFz9v7Gs+914jXerAYUptEmoAArplWxrZv3sjCi8de8NqKWgcHm86xo+F0Qt7LEDsRXW0RWSQi+0XkoIg81EuflSKyV0T2iMhTVtsEEdkmItut9nvCHLdeRHbHdxqpT7vbi8j5m2wTxoxg/qTRPDvEVkOdnsDDpPlsF3/6oHmQZ2OIhESagGwyMsKnlbh5TsALbq3JHjro9Hu1RSQTeBRYDMwEVonIzB59qoCHgatUdRbwdeulY8AVqloNXAY8JCIVIcctA84l4kRSnXa3jxE5WYic/6VYUeug/kQb2z4eOjEBXR4f5aNyGTMiZ0jucQxFupIgAHpjVF42i2aNY/124wU32ERytecDB1W1XlXdwDPA0h597gYeVdVTAKraZP12q2qX1Sc39P1EZCSBEpLfje8U0oN2t5f8nAujLG+aPZ787MwhtRrq9PoozMtmaXUlr+1t4lSbe7CnZOiHRO8B9MeKWidnOr28OgS94NKJSK52JRD6dGqw2kKZBkwTkbdEZJOILLJfEBGnVfj9CPADVT1qvfTPwI+B9phnn0YENIALBcDI3CwWzx7HSzuOBaOF051Oj5+87AzqXA7cPj/rdxzt/yDDoGKbgHITtAfQH1dMGUNFUZ7REAeZRF3tLKAKWAisAn4hIsUAqnpEVecAU4E7RaRcRKqBKar6fH8Di8hXRWSLiGxpbk5fe3Jbl4/8nKywr9XVOjnb5eX3e4eG73yH20deViYzxo9iVsUo8yVPA2wBkD1AGkBmhrC81sGfh6AXXDoRydVuBJwh/zustlAagPWq6lHVQ8ABAgIhiLXy3w0sAK4AXCJyGHiTgPbwerg3V9XHVNWlqq6ysrIIppuadHi8YTUAgMsmjcZRks+aLUPjQdnp9ZGXHTjXFbUOdjWeZt/xM4M8K0NfeHyJ9QKKhOU1Q9MLLp2I5GpvBqpEZJKI5ACfA9b36LOOwOofESklYBKqFxGHiORb7SXAp4D9qvozVa1Q1YlW2wFVXZiA80lZAhpAeAEQiAlw8NaHJ2hs7RjgmSUe2wQEsLS6kuxMYe0QEW6DyTv1Ldzwv9/gZBL2VJLhBdQfE0tHcOnEEp7dNrS84NKJfq+2qnqB+4BXgPeB1aq6R0S+IyJLrG6vAC0ishfYCDygqi3ADOAdEdkBvAH8SFV3JeNEUp0OywuoN1bUOlCF54fAaqjL060BjB6Rw/XTy1m3vTG4yjTExv5PznKw6RwvbE98LYmB3gS2qat1Ut88tLzg0omIrraqblDVaao6RVW/Z7V9W1XXW3+rqt6vqjNVdbaqPmO1v6qqc1R1rvX7sTBjH1bVSxJ5UqlIm9sbjAIOh3N0AZdPHs3aIRAT0BkiACAg3E6cc/P6/vTdw0kFbJfJZJgKuxIcCBYpN82xveDSf+GTjphI4AGiw+2jILfvYht1tU4Ot7Sz5aNTAzSr5NDh8QVNQADXXFxG6cjcIeXqOhh0WQF2e4+dYc/RxEbRBr2ABlgD6PaCOzpkvODSCSMALN6pb+FrT7+XtNQFAQ2gdxMQwOLZ4xiRk8maLen9oOz0+MnL6hZ22ZkZ3Davgj+830TLua4+jjT0RafXh0hglZ7oFfNg7AHYrKh1DCkvuHTCCACLtz5sYf2Oo/z54ImEj+3zK50ef58mIAikir5p9nhe3nksmD003VDV87yAbFbUOvH6lRe2m5iAWOny+MnPzuTGmeW8sP1o8KGdCAZrDwDg8kljcJQMzcy4qY4RABb2BmUybsIOz/mZQPuizuWkze1L23z6bp8fVS7weLp4XCFzHEXmSx4HXV4/edmZrKh1cLLNzR/3NSVs7EQng4sG2wvuzYNDwwsunTACwML+Ary65xNa2xPrZtddC6BvExDApRNLmDCmIG1jAuxEcOFsyStqHUmxXw8XOj0+crMyWFBVytjC3IQKU7fXT4ZA1iAIAOj2gnvOLBAGFCMALNxePyKBFeyLCU5d0F0NrH8NQERYUePg7foWjpxMvywZtqdKTxMQwJK5FUmxXw8XbA0gKzOD22oq2bi/ieazidlTSUQ94HiwveBMTMDAYgSAhcfnp2xkLjPGjzqvWPupNjfrdxyNq45pdzGY/jUAgGW1DkTSM0KyLwFQXJCTFPv1cMHWAADqah34/JqwmAC31z8o5p9QhooXXDphBICF2xtYAa2odbCz4TT7j5+lsbWDFT//C197+j3+EIe9tWc5yP6oLM7nqimlPLutIe0KaNsmoFA30FBWuBJvvx4udHn95FqCderYQqqdxazZkpgVc5fXT05WZPdnshgqXnDphBEAFl2+wAro1uoKsjKEn7x2gBU/+wtNZ7ooLsiOy4e9uxpY5F+wFbUOjpzs4J1DJ2N+38HA1gDyw2gAAAum2vZr8yWPllANAKDO5WD/J2fZ3Rh/niW31z/gMQA9KcjJ4uY56e0Fl24YAWDhsTSAMSNzuW76WH67+zgen/Kbv7qCulpHXD7s9s2cnx2ZCQjgM7PGUZiblXb28r5MQBDYZFxW42Dj/uaE2a+HC/YegM0tcyrIzcpgTQKEqdvnJzszfAWvgWRFbcAL7re70tMLLt0wAsAidBPsb66dynXTx/LsX1/BzIpRcfuwx6IB5Odkcsvc8WzYdSxYZD0d6AgKgN5vrRWW/Xrde4nPaTOU6akBFOVn85lZ43hh+1G6vPFF0bq9vkHdBLaxveDSbeGTrgz+FU8R3F4/2dYm2FxnMf9116VMGDMC6PZhXxPjTdlmCYDesoH2xopaJx0eHxt2HYvpfQeDbjfQ3s916tiRzLuoeEjkPRpIwplpVtQ6ON3h4bW98e2p2Htgg026e8GlG4N/xVMEj69vL4i6Wgfvx+jD3mGZgPrKBhqOmouKmVw2Iq1SKdsr0d5MQDYragP2612NJiYgUnom2QO4amop44vy4t5Tcfdz/w8kthec0QKST2pc8RTA7fX3WQ3ps5YPeywBWm1dfW+M9oaIsKLWwbuHT3L4RFvU7zsYBDeB+9F2PjvXsl+nkXAbbLrCaACZGcKymkreONDMJ2dir6zl8WpKaACQ3l5w6UZqXPEUwO3TPldAxQU53DirnBe2N0btw97h8ZGfnUlGRvSbbMvmOchIo5iAoBtoPw+TUXnZLLpkHOt3HA0KDUPfhNMAIGAq9Cs8H8eeSpdv8N1AQ6lzOWg41cGmQy2DPZUhjREAFm6vr183uLpaB6faPby8K7rN4LauvmsB9MW4ojwWVJXx7NYGfGmwGuroxwsolKD9+v1Pkj2tIUE4DQBgUukIXBNKWLPlSMx7KqkQCBZKunrBpRupc8UHmUjc4K6uKuPi8kL+c+OHUammHe7ey0FGQp3LwdHTnbz9YfyrIb9f+ccXdrP/+Nm4xwpHf26goVw5pZSKojzzJY8Ar8+P16+9fq51LgcfNrfx3pHYKmtFsgAaSPKyM7llbgW/3XU8rbzg0o2IrriILBKR/SJyUEQe6qXPShHZKyJ7ROQpq22CiGwTke1W+z1We4GIvCwi+6z27yfulGIjEhtoRoZw77VT+KDpHL/fG/mqtc3tjXoDOJQbZpQzKi8rIf7ex8908t9vf8RP//hB3GOFo9MTEKSZEZi7AvZrB3860Mzx07Hbr4cDXf0UbLlp9njysmPPszTYuYDCUedyBLzgdqaPF1y60e8VF5FM4FFgMTATWCUiM3v0qQIeBq5S1VnA162XjgFXqGo1cBnwkIhUWK/9SFWnA/OAq0RkcSJOKFYi/QLcMqeCiWMKeHTjwYjV7fY4NYC87EyWVlfyu93HOdPpiXkcgNb2wPHJyHoKvdupe2NFrQO/wnPvGS2gL2wB0NtnW5iXzU2XjOfFGPdUUs0EBDDPGfCCS8TCxxCeSK74fOCgqtarqht4Bljao8/dwKOqegpAVZus325VtcM9c+33U9V2Vd1o9wG2AY54TyYeQuMA+iIzQ/jrhVPY1XiaP30QWfGYdrcvqiCwcNS5HHR5/by0I77VkP3QT0bWUwi4gUYjACaWjuDSiSUmJqAf7Id6X2aaFS4HZzu9vLIn+ijaVIkDCEVEqKt1svnwKQ6liRdcuhHJFa8EQkVwg9UWyjRgmoi8JSKbRGSR/YKIOEVkpzXGD1T1vKeOiBQDnwX+EO7NReSrIrJFRLY0NyevqHg0KvBt8xyML8rj0Y0HI+rf7vZFlQYiHLMri5hWPjLu1dApSwMozM2KObCtLzrcvj6jgMNRV+ukvrmNbR/HZr8eDvSnAUB8lbVSUQAALKupJEMwuaOSRKKueBZQBSwEVgG/sB7sqOoRVZ0DTAXuFJFy+yARyQKeBn6qqvXhBlbVx1TVpaqusrKyBE33gvcIRFlGqALnZGXw1asn8+6hk2z9qP9kbe1ub9wagL0aeu/jVg42xb6B29oR0AA+f9lFwayniaRnPeBIuGnOePKzM82XvA8i0QDiqayVinsAAOWj8rh6WhnPbWtMCy+4dCOSK94IOEP+d1htoTQA61XVo6qHgAMEBEIQa/ZF3xcAACAASURBVOW/G1gQ0vwY8IGq/iTaiScSjy9wY0ViArK5/VInI3OzeObd/h9a7W5fzG6godw6r5LMDGHt1tj9ve09gDuvnEhWhiT8oRuuHnB/jMzNYvHscby04xgdbhMTEI5INACIrbKW3694+omDGUzqap0cO93JW0mo1z3cieSKbwaqRGSSiOQAnwPW9+izjsDqHxEpJWASqhcRh4jkW+0lwKeA/db/3wWK6N4wHjQ8MRTELsjJ4ubZ43l51zHa+nFTa+/yRlwMpi/KCnO59uIyntvWgNcXW0GVU21u8rMzqSjO57rpY3n+vcbg+SeCTivoLVrqap2c7YrNfj0ciEQDgO7KWmujqKw1mAXhI+GGmWMpys827sJJoN8rrqpe4D7gFeB9YLWq7hGR74jIEqvbK0CLiOwFNgIPqGoLMAN4R0R2AG8Q8PzZJSIO4BsEvIpsN9GvJPzsIiRYEDvKL8AKl4N2t4/f9lHAXVVp9yRGA4BA1GfT2S7+HOEGdE9aOzwUF2QDgQL0J865eX1/4vZWOj1+cqPcAwC4bNJonKPzjcdHLwTdQCMQrnW1Tj5qaWfz4cgqawUFQIpqALlZmSytruCVPcc53RGfF5zhfCK64qq6QVWnqeoUVf2e1fZtVV1v/a2qer+qzlTV2ar6jNX+qqrOUdW51u/HrPYGVRVVnaGq1dbPL5N1kv1hr4CjMQEBuCaUMKl0RJ8VjDo9flQjLwfZH9dNH8voETkxr4Za290UF+QAsPDiMkpH5iTUDBStG6hNRoawosbJXz5soeGUyQLZk0g1AIi+slasC6CBpK7WSZc3OZ5rw5nUveIDSFeMXwA7Wds7h07ycUv4h1a05SD7Iycrg6XVFby69xNOtUXvx3+q3UOJpQFkZ2Zwa3VlXMVuehKrAICAx4cqPLfN1AnoSfceQP/3aLCyVgTmSUgPAXBJ5SimjytMiufacCZ1r/gAEo8KvKymMpC6tpdkbd0F4ROXaKuu1onb52d9DKuhgAaQ3T2WK1DsZl2MxW56EvACiu22co4u4MopY1i71WSB7Em3BhDZfVTncvZrnrQJCoAUNQFB92Jrx5FWPvgkOWlMhiOpe8UHkFg2gW3GF+XzqamlPNvLQ6tbACTGBAQws2IUsypGxWQGam33BE1AEFLsJo5EYqF0euPPe/TxyXbePZxetZCTTfceQGT3aCTmSZtU3wS2uXVeJVkZwjObzT5RokjtKz5AxLsCqnM5aWzt4O36C5O1tdkmoDjjAHqyotbBrsbT7DseeUFwVaW1o9sEFDrWvuNn2XM0/uLi8ZiAABbNGs9IkwXyArqiSLIHkZknbdLBBARQOjKXJXMreGLTR2lTHyPVSe0rPkDYX4C+CsL0xadnWsnawqy2bL/2gjgeiuFYWl1JdqZEVVDlbJcXn18pCdEAAJZYxW7ifeiqalwmILBqIc8J1EKOxH49XOgvGVw4gubJfjb500UDAHhw8XRyMjP4pxf3mNQhCSD1r/gAEK8bXF52JkuqK/jdnguTtdkPsRG5iTMBAYwekcMNM8pZF4Uff2tbYG5F+edrAHaxm3XbG+MqLh6Nq2Jf1FnutS+nUS3kZNPl8SES3T0aNE9ua+xzT8VeAEUaCT+YlI/K4+s3VPH6/mZejSIjryE8qX/FB4BEqMArap10evy83CN1bUeEJRJjoc7loKXNzR/3RVYQ/JSVCK6nBgCBYjet7R7+8H7sxcWjqQXQFzUXlTC5NL1qISebTqsYjEh0VeX6Mk/apIsJyObOKydycXkhj7y410SOx0l6XPEkkwgviLmOIqrGjrzADGTXA46nHkBvXF1VRllhbsSmm1YriKZkRPYFry2oKqN8VG7EvuPhsMtBxhIJHIqIsDzNaiEnm64Y91Y+PbOcwl7MkzbpJgCyMzP4ztJZNLZ28LPXI0vIaAhPelzxJGPnAornCyAi1LkcbPu4lYNN54LtdhxAMjSArMwMls2rZOO+JprP9u/Hb6eCLsq/UAOwi7O8caCZphiLi3drAPHfVstr0qsWcrLp9IQvB9kfedmZLJlbwW/7qCWRTnsANpdNHsOiWeP49aaP4jJbDnfS54onEbcvcAPF+wXoTtbW/dBKRhxAKHUuB16/8sL2/oOn7MCxnl5AwbGCxVliC8SKph5wf6RbLeRkE22dhVDqXM4+a0mkQxxAOFZddlHcZsvhTnpd8STh8drZQKOzr/ZkbGHeBcna2t0+cjIzok4zESlTxxZS7SxmzZb+k3/ZJqCem8A2k8tGUhtHcfFEagDQXQv5Lx+aLJCxagDQbZ7szRso3UxANp+aWsq4UXlxmS2HO+l1xZNEVwJV4J7J2trd3oTHAPSkzuVg/ydn2dV4us9+re0eCvOyyOpDGNXVxl5c3N4DiLYeQG/cMKOcovzsqFxdhyrxaAC9mSeDY6d4MrjeCJgtK3njQDOfxGi2HAxWbz7CN9ftGuxpAEYAAIlVgXsma2t3+xIeA9CTz86tIDcro98H5al2d1gPoFBunhMoLh7LQ7fTssXmJcjcZduvTRbI+DQACG+etElXDQBCakqnUf6ojfubeHLTx9Q3XyiMB5r0u+JJIJ5UED0JTdbW2u62NIDEewCFMiovm0WXjOOF7Y19FgRvbb8wCrgndnHxl3YcjdrFLhitmiANALprIcebBfLjlnb+dCB5JUWTTTwaAIQ3T9qkswCYXDYS14QS1mxNTCqTgcDeK0uFaPf0u+JJINGbYHaythe2H01YNbD+WFHr4Eynt8/gmNZ2N0X9aABgFRePoThLR4L3ACBQC/ni8vizQP70jx/wP/57MyfDZFBVVeqbz/HMux/z73/4IOZiO8kkXg0AAvdIuFoS6boJbFPncqRVTWnbMSQVylym5xVPMG6vH5GATTER2Mna1mw9QnvXwAiAK6eUUlGU1+eD8lQEGgAEiovHUpwluAeQQJOXbb+ONwtkffM5PD5lXQ8Pp3fqW7jsX/7AdT9+g4ee28WPXz3AaynoVdLl9UWcCbQ3rptezugRORdcV7fPR4bQ595QKnPznIq0qind4faRm5XB8TOd/PmDwdVK0/OKJxiPz09OZvRRln1RV+tgd+MZ3j9+JqGZQHsjMyMQPPXnD5o5djp8QfDWCPYAoLu4eLTFWRIVCdwTOwtkPCrzISugLFRAqirfffl9sjKEf7ltNq/+3dWMLcxNyQdJrJXWQrHNk6/tbTqvloTbm5oF4SPFrin94o5jwbibVKbD42NBVRnFBdmDXt8goqsuIotEZL+IHBSRh3rps1JE9orIHhF5ymqbICJ2ycc9InJPSP9aEdlljflTSeTTN0q6kvAFsJO1ne30DogGACEFwcNsiHl9fs50es+rBdAXy2t6H6s3EhUJ3JPSkblcO30sz73XGJN55lSbm1PtHiaXjuD9Y2fYbXlLvXnwBLsaT/O166v4/GUXUVVeyLIaBxv3N9N0NrW8Srq8/rg1AAg1T3ZfV7fXn7bmH5vbXU7OdXnZsCv1a0p3uH0U5WezdG4Fr+75hNPtg+fg0O9VF5FM4FFgMYEavqtEZGaPPlXAw8BVqjqL7kLvx4ArVLUauAx4SEQqrNd+BtwNVFk/i+I/ndhw+xL/BSixkrVB8oLAejJhzAjmTxrN2q0XxgTYXjTFvcQA9CSW4izRlC2MlrpaB81nu3gjho3cQy2B1f/fXDuVnKzurKePbjxI+ahcbqupDPZdUevA57/QVDTYBDaB4/9cu82T3StPt89PTgI37geD+ZNGM6l0BKvToFZAh8dHfk4GdS67sNPg3WuR3FHzgYOqWq+qbuAZYGmPPncDj6rqKQBVbbJ+u1XVzlGQa7+fiIwHRqnqJg08qX4N3Br32cSIJ0kqcJ3LASS2GEy/71nr4NCJNrZ+dH5B8O48QP2bgIJjRVmcpdPjIycrg4wE7aWEcu30sZSOzInJPdXOJ1R9UTGfnhnIerqpvoVN9Se5e8Hk81bWU8eOZN5FkQXWDSRdnsRoABC4R/YcPcNeq/6D26tJEdoDib1X9O7hkynhXtkX7W4vBTlZzKoY/DKXkVz1SiBUrDZYbaFMA6aJyFsisklEgqt5EXGKyE5rjB+o6lHr+NCzDjemffxXRWSLiGxpbk7OhklgBZT4L8DVVWXUTihhrrMo4WP3xk2zx1OQk3nBg9LOA1QcwR6AzaJZ4ynMzYr4odvp8cVVC6AvgvWL931ygSfPv716gCc3fdTrsYdOtJGZIThLClhhZT2976n3KC7IZtX8iy7oX1fr5IOmc+xo6DuwbqDw+xW3z58w76ql1ZXn1X9I1v0/0KyocZCZIaxO4cBBv9+qmZGdaQktJzsbTrP/+OCUuUzUVc8iYMZZCKwCfiEixQCqekRV5wBTgTtFpDyagVX1MVV1qaqrrKwsQdM9H4/Pn5RUDVmZGTz711dy2zxHwsfujRG5Wdw8ezwv7Tx63obYqbboTEBgFWeZGyjOci6C4iz2jZ0s6lzOCzx5Djad5ad//IAf/X5/r0nB6k+04SzJJycrgwVVZYwblceJc118+cpJYes03DLXDoZLDXNCdzGYxHy2JSNyuGHmWNZtb8Tt9eP2+tJ+DwBg7KhArMOzYWIdUgU7WNI2C99aXUFWhgzavRbJVW8EnCH/O6y2UBqA9arqUdVDwAECAiGItfLfDSywjg99KoYbc8AYCptgodS5nLS5ffw2ZEMsaAKKQgOAQGqLDo+PDTv7L84Sbz3g/gjWLw5RmX/2ej2qgSC31/aGd9881NzGxNIRQMBb6vOXXURxQTZ3XjkhbP9RedksmjWO9TuO9hlYN1DYgi2R8RV1tU5OWrUk0t0LKJSVLifNZ7vYuD81g/56JoccMzKX62cEhHGkhZ0SSSRXfTNQJSKTRCQH+BywvkefdQRW/4hIKQGTUL2IOEQk32ovAT4F7FfVY8AZEbnc8v75EvBCIk4oFpLhBTSYXDqxhIljCs7z9w6agMLUAuiLmouKmVw2IqKYgIAJKMl5j2odQU+eIyfbWbe9kbuunBhIChZmjqrK4ZY2JlkCAOC+a6fy1oPX9WkOq3M5OdsZfTBcMrC9qxKlAQAsqCplbGGg/sNQMQGBvVeUy29SdDPYjq4P1ZTrap2cOOdmY4SFnRJJv1ddVb3AfcArwPvAalXdIyLfEZElVrdXgBYR2QtsBB5Q1RZgBvCOiOwA3gB+pKp2FqR7gV8CB4EPgd8m8LyiwpMEL6DBxC4Ivqm+uyD4qXY3mRlCYZRpKUSEulonmw+fCvrS90bABJTcz3HJ3MqgJ88v/lxPhsBfXTOZ5bWV/OlAM8dPn+++2XS2i3a3j8khAiAjQ/ot0XnF5DFUFuenRLh+MjSArMwMltU4eP1AM0dbO4fM/Z+dmcHy2ko27m9KOVde6I6WD/UMXHhxGaUjcwdlMziiq66qG1R1mqpOUdXvWW3fVtX11t+qqver6kxVna2qz1jtr6rqHFWda/1+LGTMLap6iTXmfTqILhdDSQW2WVbjCBQEtwqqtLZ7KM7PjinYbVlNJRkRFBfv8PjirgfcH0UF2Xx6ZjnPbWvgN5uPsLzGwfiifFbUOq1aBud/ieqbA0JrUunIqN4nwwqse/PgCRpbwwfWDRTJ0AAg4OXl8yuHTrQNqfu/rtaZkq68EL4+SEAYBwo7nTjXf2GnRDJ0rnocuH3+uGsBpBoVxVZBcMuPv7XdE3EQWE/KR+VxzbQynt3ad+6SWMsWRkudy8mZTi8en5+/umYKAJNKR3DpxBLW9nDftLWWiaUF0b+PHVg3yFpAMjQAgCllI6m5qBggafUqBoNUdeWF8CYgCNxr3kEQWkPnqseBx6tDagVkYxcE/8uHLbR2uKNyAQ031vEznbx5sPfiLJ0eP/lJNgFBoBDIhDEF3FpdeZ5tv67WSf2JNrZ93B0DcbglsLqtKMqP+n2cowu4fPJo1m4b3AdJsjQACFzXwNhD6/5PNVdemw5PwJuuZ2xQVXmgsNPqGIsxxcrQuuoxMhQiIcPx6ZnljMrLYs3WI5xqiywRXG9cP2NsIHdJH+5qnXGmLI6UzAxhw9cW8P3lc85rv2nOePKzM1m9uXvFXt/cxqQxI2IOTqurdfJRSzvvHoosGC4ZJEsDALjFqv+QTO+twSDVXHlt+ioRW+dycOCTc+wcQKFlBACBPYChZgICq6BKdQW/232cY6c74tIAcrMyubW6kt9bdQ7CMRBeQDYjcrMu0NpG5mZx67xKnn+vkaOW3f7QiXPnaQnRsnj2OEbmZg1qcFEyNYDCvGwev2s+9y6ckvCxB5NUc+W1sU1A4fJlBQs7DWAyQiMACGgAQ00FtqmrDRQEjzQVdF+sqHXg9vpZ30txlg53YvLVxMPfXDsFRXl040G8Pj8fn2wPxgDEQkFOILAu0mC4ZJBMDQDgiiljmFwW3SZ5OpBKrrw2thdQOI3LLuy0fvvACa2h+dSLkqEWCBbKHEcR08oDX+54NACASyqLmDF+VK+pITq9yY0EjgRHSQG3X+pk9ZYjvHvoJB6fnucCGgsrL3VEHAyXDJKpAQxlUsmV16a9Dw0AAgu2M51eft9HYadEMjSfelGSrFQQqYDtxw/E7AUUSl2tg12Np9l3/Mx57X6/4k4BAQCBrJ8iwv/9fCDkZFJZfAKg5qKSiIPhkoGtAcRbD2C4kZERiIdJBVdem75MQABXTgkIrYHauzB3FEMzDiCUZTWV1FxUzDxnSdxj3TovUOegpxZg56tJBQEwviifz8+/iMNWEFw8ewDQHVgXSTBcMuiyK60ZDSBqVqSIK69NhydgJu3NKSFQjKmSNw+eCO5jJZOh+9SLEL9f8fqHphuozZiRuTx371XMrBgV91ijR+Rw/fRy1r13fu6SziTUA46HexdOITcrg8K8LMZEkQK7N5bXOCIKhksGnUYDiBnn6AKumDyGNVHUtUgm7W5vvwWTVtQ6rWJMyRdaw/6OclsPsaFqAkoGdS4HLVYiMZuOJJWDjJWxo/L4h0XTud3lTEipz0iD4ZJBV3APwNyjsRBtXYtk0uH291sf5KIxBVw2aTRrwhR2SjTD/o6yBYD5ckXONdPKKCvMPc8MlGoaAMD/+NQkvnnLzP47RogdDDfQhbw7vYFCO4NYNTWtWXzJeEZGUdcimXR4vBHFXNS5AvEnmw+f6rdvPKTOt3WQcHuNBhAtwdwlIQm3klUPOJUIBsMNsD25y+NPWqGd4UB+Tia3zBlcV16bDrcvou/ITbPHMSInM+mbwcP+rrLt2EN5DyAZ9Ey41W2nHroCwA6Ge3VP78FwyaDLm/wke0OdOlfkdS2SSbs7spoZBTlZ3DKngpd3HaMtiUJr2D/1bA1gqMYBJIueCbeCJqAh7qlS53JYhbzDB8NFQ7vby5lOT7/9ugYgzfZQJ5q6Fsmkw+MLmwYiHHUuB+1uHy/vSp7QGvZ3VdAEZDSAqAlNuJWKewDJYFZFETP7CIaLhvt/s4Pb/99N/W70dXp9JggsTkLrWgxm0fhITUAAtRNKmFw6grVJ3LsY2t/WCLA3gY0GED2hCbfsPYBU8QJKJnWuQDDc+8fO9N+5FzrcPjbub+L9Y2d470hrn32NBpAYuutaDN5mcKQmIAgIreW1Dt49fJLDSYo/GfZ3ldtrvIBiZVReNosvGc/6HUc5bdUcHsqbwDZLq8MHw0XDpvqWYPBcfxt9RgNIDLYr73PbBt6V16bDE7kGAKHxJ8kRWhE99URkkYjsF5GDIvJQL31WisheEdkjIk9ZbdUi8rbVtlNEbg/pf72IbBOR7SLypohMTcwpRYfxAoqPuloHZzu9rN8esIkPBw1g9IgcbpxZzrrtjcH7J1r+uK+J/OyAd8qLO44FUwSEw2gAiWPlILny2nS4I98DABhXlMfV08p4dltDUoRWv3eViGQCjwKLgZnAKhGZ2aNPFfAwcJWqzgK+br3UDnzJalsE/EREiq3XfgbcoarVwFPANxNwPlHj8QU+VOMFFBuXTx6DoySft+tbgKG/B2BTV+vkZI9guEhRVf64r4mrppZyx2UTONfl5Xd7et/oMxpA4rh+Rjklg+DKC4GsAx0eH/n9BIL1pK7WySdnOtlzNPF1AiL5ts4HDqpqvaq6gWeApT363A08qqqnAFS1yfp9QFU/sP4+CjQBZdYxCti5CYqA+N0qYsDtC6y8jACIjUDuEkfw/+GgAQAsqCplbGFuTH7aB5vO0djawXXTx3LZpNE4R+f3aU4yGkDiyMnKYOkguPJCd76saM2kN8wcy18eup45juL+O0dJJHdVJRB6lzdYbaFMA6aJyFsisklEFvUcRETmAznAh1bTV4ANItIAfBH4frg3F5GvisgWEdnS3Jx4tc3tDWgAQ7EgzECxorZbAAyXvZRAMJyD1w80B4PhIsXWGhZeXEZGRsA75S8ftnDkZHvY/l1ev9EAEojtyvvC9oFdc7a77XKQ0V3L3KxMxhXlJWNKCdsEzgKqgIXAKuAXIaYeRGQ88ATwZVW1jaZ/B9ykqg7gceB/hxtYVR9TVZequsrKysJ1iQuTCiJ+nKMLuHLKGPKyh1e6gjqXA59feX5bdIW8N+5vYvq4QiqKA3WKl9c6kD42+jo9PnN/JpCgK+8AxwQEawGkUPnNSO6qRsAZ8r/DagulAVivqh5VPQQcICAQEJFRwMvAN1R1k9VWBsxV1Xes438DXBnzWcRBdyBY6lyUdORbt8zkkSWzBnsaA8qUspHUTiiJKmnXmU4PWw6f4rrpY4NtlcX5XDWllLW9ZKzsSpE6C0OJlS4HuxvPsPdo7K680WLHyqSSp1wkAmAzUCUik0QkB/gcsL5Hn3UEVv+ISCkBk1C91f954Nequjak/ymgSESmWf/fCLwf81nEgZ0KIjtr+Kxck8GM8aO4/dKLBnsaA05drYODTef69eW3efODE3j9yrUhAgAC2kRja0dwMz0UowEknqXVleRkDmz93b4Kwg8W/d5VquoF7gNeIfCQXq2qe0TkOyKyxOr2CtAiInuBjcADqtoCrASuBu6y3D23i0i1NebdwLMisoPAHsADCT+7CDCpIAzxcPOc8eRnZ0YcE/DHfU0U5Wczz3n+ht5nZo2jMC/rgk1lVQ3sAaTQqnEoUDIihxtmjuWF7UdjduWNlnQ1AaGqG1R1mqpOUdXvWW3fVtX11t+qqver6kxVna2qz1jtT6pqtqpWh/xst1573uo7V1UXqmp9sk6yL0wqCEM8FOZls3j2OF7acbRPX36bHUdauXTiaLJ6LDjysjNZWl3Bb3cfPy8/UJcJVEwadS7blXdg6u+mqwloSGNSQRjipa7Wydl+fPkBfH7lo5Z2powNX6KyrtZJl9fPiyGJ5lKp1OZQ4+qqMspH5bJ6gOoEdJuAoosDSCbD/qlnTECGeLls0mguGl3QrxnoaGsHbp+fyb3UKJ7jKGJa+cjzxumyVo1GA0g8mRkScOXd30TTmehceWPBdgM1GkAK4fb5ycqQXos0Gwz9kZERKBrfly8/QL2V0GtS6ciwr4sIK11Oth9p5YNPzgJGA0g2dbUO/ArPvRedK28sBE1A6bYHMJTxeP0mCtgQN/358gMcstIQT+pFAwC4dV4lWRkSTFXQaTSApDK5bCSuCSWs3nIk6fV309ILaKjj9hkBYIifyuJ8PjW1d19+gEMn2ijMzaJ0ZE6v45SOzOW66WN5blsjHp/faAADQJ3LQX1zG9s+Tm793Y5gzYzUuZbD/snn8flNJlBDQlhRG/Dl3xTGlx8CJqBJZSP6jZauczk5ca6LN/Y3Gw1gALh5TkVUrryx0uEOxHNkppC5edjfVV1ev9kANiQE25d/dS8J4g6daOvT/GOz8OIySkfmsHrLEaMBDAAjc7O4afZ4Xtp5LLhRmwzao0wFPRAM+yef2+s3qytDQujNlx8CtvzG1o6IBEC2lWjuj/uaaGztAIwGkGxWuhyBtNy7jyftPaItBjMQDPu7ypiADIkknC8/wMcn21HtewP4/HEceP3KbzYHtAmjASSX+ZNGM2FMQa/aWyLoiKIc5EAx7J98buMFZEggcxxFXFxeeIE9ub454AI6uRcX0J5UlRdS7Sxm60eBjUmjASSXQNF4B5vqT/JxS++uvPHQ7vamVBAYGAFgvIAMCUVEqHM5zvPlh4D9H2BiaUHEY9W5QuosmIIwSWdZje3KmxwtwJiAUhCPV00xGENCsX35Q80Jh06co6wwl8K87IjH+ezciuDKP88UhEk6FcX5LKgq49ltjb268saDMQGlIF0+Pznmy2VIILYv//PvNQbTjUfqARTKqLxsFl8yDjB7AANFneXK+9aHJxI+ttEAUhC310+O0QAMCWaly8mJc25e3x8oY3roRFuvOYD64oFF0/nXZbNTbuU4VLlxZjlF+dlJiQkwbqApiMfsARiSQMCXP5fVW45wusPDiXPuqDUACEQYr5o//ArtDBa2K+/v9hzndLun/wOiwJiAUhC3CQQzJIGszAyW11SycV8TWz86CUTuAmoYXFa6nLi9ftbvTGzReGMCSkFMHIAhWdS5Ar78//bqBwBMLjMCIB2YVTGK6eMKL6jOFg+qSocnTU1AIrJIRPaLyEEReaiXPitFZK+I7BGRp6y2ahF522rbKSK3h/QXEfmeiBwQkfdF5GuJOaXoMHEAhmQxdWwh8y4qZlfjaTIEnKMjdwE1DB52Wu6dDafZdzwxReM7PX5UIT/d4gBEJBN4FFgMzARWicjMHn2qgIeBq1R1FvB166V24EtW2yLgJyJiF0O9C3AC01V1BvBM/KcTPUYAGJJJXa0TAEdJAbnG2yxtuHVeJdmZkrDN4I5gOcjUetZEMpv5wEFVrVdVN4EH9dIefe4GHlXVUwCq2mT9PqCqH1h/HwWagDLrmL8GvqOq/tBjBhq3z+wBGJLHLXPHk5edYez/acboETncMKOcde81JqRovJ1kLh0jgSuBUGNYg9UWyjRgJ3xDAAAADsNJREFUmoi8JSKbRGRRz0FEZD6QA3xoNU0BbheRLSLyW0uLuAAR+arVZ0tzc3ME040cVTWRwIakMiovm5/cPo+/vSHs7W1IYepcDloSVDS+w5161cAgcZvAWUAVsBBYBfwixNSDiIwHngC+bK/4gVygU1VdwC+A/wo3sKo+pqouVXWVlZWF6xIzXr+iauoBG5LLokvGUXNRyWBPwxAlV1eVMbYwNyFmoG4TUPoJgEYCtnobh9UWSgOwXlU9qnoIOEBAICAio4CXgW+o6qYexzxn/f08MCf66ceHHaWZbTQAg8HQg6zMDJbXOnj9QHPcReNTsRwkRCYANgNVIjJJRHKAzwHre/RZR2D1j4iUEjAJ1Vv9nwd+raprwxxzrfX3NQSExoBi2/aMBmAwGMJRV+vA59e4i8YHy0GmmwBQVS9wH/AK8D6wWlX3iMh3RGSJ1e0VoEVE9gIbgQdUtQVYCVwN3CUi262fauuY7wPLRWQX8K/AVxJ6ZhFgCwCjARgMhnDYRePXxFk0viNFNYCItqRVdQOwoUfbt0P+VuB+6ye0z5PAk72M2QrcHOV8Y2J342maz3Vx7cVjz2t3WyagXKMBGAyGXqhzOXjw2V1s+7iV2gmx7eUETUDZ6ecFlPb84Hf7+Obzuy9I8Ro0ARkNwGAw9EJ30fjYI4O7TUCp9axJrdkkiTqXk8bWDt6ubzmv3eMLCASTCsJgMPTGyNwsbp4TX9H4jjSOA0h7Pj2znFF5WRfU+zQagMFgiIS62kDR+A27Yisab5uA0tENNO0JpHit5He7j3O6ozvFq9sXuChGABgMhr6YP2k0E8cUxGwG6vD4yMnKIDMjtWqPDJsn30qXky6vnxd3dKd4dXttE1BqXRSDwZBaBGo9O3nn0Ek+ammL+viOFCwGA8NIAFxSeWGK16AXkNEADAZDPyyrqSRDYO3W6CODO9w+ClLM/APDSADYKV53NJxm//GzQGggWOpdGIPBkFqMLwoUjV+7tQFflEXj2z2+lAsCg2EkACA0xWtAC+hOBWFMQAaDoX9WupwcO93JmwejKxpvTEApgJ3i9XkrxatJBWEwGKLhhpljKS7IjnozuOVcFyUFOUmaVewMuyffSpfTSvHaZNxADQZDVORmZXJrdSW/3/MJre3uiI87erqTiqL8JM4sNobdk29BVSnlo3JZu/VIcBPYaAAGgyFS6lwO3D4/6yJMEOf2+jlxrovxxXlJnln0DLsnX1ZmBstrHGzc30xjawdgNACDwRA5syqKmFUxijURegN9cqYTVYwGkCqssFK82u5cJhWEwWCIhpUuJ3uOnmHP0dP99j1qLTSNBpAiTC4byaUTS2g+2wUYDcBgMETH0uoKcjIzIqoWdvS0JQCMBpA61LkCRc5EICvFwrMNBkNqU1yQw42zylm3vZEur6/PvkdbA9XEKowGkDrcPHs8BTmZZGdmIGIEgMFgiI6VLiet7R5e29vUZ79jpzsoLshOuUygEKEAEJFFIrJfRA6KyEO99FkpIntFZI+IPGW1VYvI21bbThG5PcxxPxWRc/GdRvSMyM1iaXUlY0aknm+uwWBIfT41tZTxRXkXZBnuybHWzpQ0/0AEFcFEJBN4FLiRQCH3zSKyXlX3hvSpAh4GrlLVUyJil95qB76kqh+ISAWwVUResaqBISIuILYSOwngHz87k69dP3Ww3t5gMKQxmRnCiloH/7HxIEdbO6goDv+QD8QApJ75ByLTAOYDB1W1XlXdwDPA0h597gYeVdVTAKraZP0+oKofWH8fBZqAMggKlh8C/5CIE4mFvOzMlJXMBoMh9VlR60AVntvW+2bw0daOlPQAgsgEQCUQquM0WG2hTAOmichbIrJJRBb1HERE5gM5wIdW033AelU9Fv20DQaDYfCZMGYEl08ezZqtDWGLxre7vZzu8KTsQjNRm8BZQBWwEFgF/EJEiu0XRWQ88ATwZVX1W+agOuDf+xtYRL4qIltEZEtzc3OCpmswGAyJYaXLyUct7bx76OQFr6WyBxBEJgAaAWfI/w6rLZQGAqt5j6oeAg4QEAiIyCjgZeAbqrrJ6j8PmAocFJHDQIGIHAz35qr6mKq6VNVVVlYW4WkZDAbDwLD4kvGMzM1idZiYgGNWDEAqRgFDZAJgM1AlIpNEJAf4HLC+R591BFb/iEgpAZNQvdX/eeDXqrrW7qyqL6vqOFWdqKoTgXZVNbuxBoMh7cjPyeSzcyvYsOsYZzs95712LKgBpKkAUFUvAXv9K8D7wGpV3SMi3xGRJVa3V4AWEdkLbAQeUNUWYCVwNXCXiGy3fqqTciYGg8EwSKx0Oejw+Hh55/lbmkdPdyAC5aNS0wQUUWSCqm4ANvRo+3bI3wrcb/2E9nkSeDKC8UdGMg+DwWBIRaqdxVSNHcnqLUf43PyLgu1HWzsoHZmbsulmUnNWBoPBkEbYJWe3fdzKwaazwfZjKRwDAEYAGAwGQ0K4dV4lWRly3mbw0daOlHUBBSMADAaDISGUFeZy3fSxPLetEY/Pj6py7HRnygaBgREABoPBkDBWupycONfF6/ubOdPhpd3tozJFPYDACACDwWBIGAsvLqOsMJfVW46kdB0AGyMADAaDIUFkZWawrKaSP+5rYmdDK5CalcBsjAAwGAyGBFJX68TnV37+Rj2QulHAYASAwWAwJJSpY0dSO6GEQyfayMoQygpzB3tKvWIEgMFgMCSYlS4HEIgAzkzhkrNGABgMBkOCuXlOBQU5mYxP4SAwiDAVhMFgMBgiZ2RuFt+99RJG5WUP9lT6xAgAg8FgSALLahyDPYV+MSYgg8FgGKYYAWAwGAzDFCMADAaDYZhiBIDBYDAMU4wAMBgMhmGKEQAGg8EwTDECwGAwGIYpRgAYDAbDMEUC9dzTAxFpBj6K4pBS4ESSppOqDMdzhuF53sPxnGF4nne85zxBVct6NqaVAIgWEdmiqq7BnsdAMhzPGYbneQ/Hc4b/v707D9WiCuM4/v2lmWbRtYgoNbKSSi51rShbiGjPooWKimghKaI9ijICS4IijFYqiPaFNpMyg6JMCIy0bHFJTVsozTJaTAoy89cf59x8u3kxr44TZ54PvNw55533nXPuc53HOTNzppn9rqrPMQQUQggNFQkghBAaqvQE8GDdDahBE/sMzex3E/sMzex3JX0u+hxACCGE7pV+BBBCCKEbkQBCCKGhikwAko6RNF/SQkmj625PVSQNljRF0ieS5ki6ItdvLekNSQvyzwF1t3VDk9RL0oeSJuXyEEnTcsyfk9Sn7jZuaJLaJI2XNE/SXEkHlB5rSVflv+3Zkp6R1LfEWEt6RNJSSbNb6tYYWyX35P7PlLR3T7dbXAKQ1Au4DzgWGAacKWlYva2qzErgatvDgBHAJbmvo4HJtocCk3O5NFcAc1vKtwF32t4V+AkYVUurqnU38Jrt3YG9SP0vNtaSBgKXA/vabgd6AWdQZqwfA47pUtddbI8FhubXhcADPd1ocQkA2A9YaPtz2yuAZ4ETa25TJWwvsf1BXl5O2iEMJPX38bza48BJ9bSwGpIGAccBD+WygMOA8XmVEvu8FXAI8DCA7RW2f6bwWJMeW9tPUm9gc2AJBcba9tvAj12qu4vticATTt4F2iRt35PtlpgABgJft5QX5bqiSdoJGA5MA7azvSS/9S2wXU3NqspdwLXAqlzeBvjZ9spcLjHmQ4DvgUfz0NdDkvpTcKxtLwZuB74i7fiXATMoP9aduovtBtvHlZgAGkfSFsCLwJW2f2l9z+k632Ku9ZV0PLDU9oy627KR9Qb2Bh6wPRz4lS7DPQXGegDpf7tDgB2A/vx7mKQRqoptiQlgMTC4pTwo1xVJ0qaknf/Ttifk6u86Dwnzz6V1ta8CBwEnSPqSNLx3GGlsvC0PE0CZMV8ELLI9LZfHkxJCybE+AvjC9ve2/wAmkOJfeqw7dRfbDbaPKzEBvAcMzVcK9CGdNJpYc5sqkce+Hwbm2r6j5a2JwLl5+Vzg5Y3dtqrYvt72INs7kWL7lu2zgCnAqXm1ovoMYPtb4GtJu+Wqw4FPKDjWpKGfEZI2z3/rnX0uOtYtuovtROCcfDXQCGBZy1DRurFd3AsYCXwKfAbcUHd7KuznwaTDwpnAR/k1kjQmPhlYALwJbF13Wyvq/6HApLy8MzAdWAi8AGxWd/sq6G8H8H6O90vAgNJjDYwF5gGzgSeBzUqMNfAM6TzHH6SjvVHdxRYQ6UrHz4BZpKukerTdmAoihBAaqsQhoBBCCP9BJIAQQmioSAAhhNBQkQBCCKGhIgGEEEJDRQIIjZJn1Lw4L+8gafzaPrMe2+qQNLKq7w9hfUUCCE3TBlwMYPsb26euZf310UG6LyOE/6W4DyA0iqTO2WHnk26w2cN2u6TzSLMt9idNs3s70Ac4G/gdGGn7R0m7kG7C2Rb4DbjA9jxJpwE3An+SJi07gnSjUj/Sbfq3ApOAe4F2YFPgJtsv522fDGxFmtTrKdtjK/5VhEDvta8SQlFGA+22O/IMqpNa3msnzajal7Tzvs72cEl3AueQZiF9ELjI9gJJ+wP3k+YjGgMcbXuxpDbbKySNId2leSmApFtIU1ecL6kNmC7pzbzt/fL2fwPek/Sq7fer/EWEEAkghNWmOD1XYbmkZcAruX4WsGeedfVA4IU0NQ2QpiYAmAo8Jul50qRla3IUaSK7a3K5L7BjXn7D9g8AkiaQpvmIBBAqFQkghNV+b1le1VJeRfq3sglpLvqOrh+0fVE+IjgOmCFpnzV8v4BTbM//R2X6XNex2BibDZWLk8ChaZYDW/bkg07PWvgij/d3Ppt1r7y8i+1ptseQHtwyeA3beh24LM9siaThLe8dmZ8B2490LmJqT9oYwrqIBBAaJQ+zTM0P3x7Xg684Cxgl6WNgDqsfNzpO0qz8ve8AH5OmLR4m6SNJpwM3k07+zpQ0J5c7TSc912Em8GKM/4eNIa4CCqFm+Sqgv08Wh7CxxBFACCE0VBwBhBBCQ8URQAghNFQkgBBCaKhIACGE0FCRAEIIoaEiAYQQQkP9Bcbw2x3jVggUAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['fractionOfSupplyForVoting'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40ec8d9650>"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['fractionOfSupplyInPool'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40a64b8c90>"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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P+JuD1w7ia+lb6nqeTTxxNnVm+ZnlvNjqRXS05K9LkqSSyRZ6FbuRcYN/o//lxVYvYqSrHmNbX68+vW16FxquWBxFUXjd6XWu3b7GjuiyiydJkvR0kwm9iq2/sB4VKoa2GVr2wsXoZtmNFsYt+OX0L6iELFYkSVLJZEKvQpl5mWy8uBFfS1+a1Wv2UNvQUrR43el1IlIi2Bezr5IjlGrC41I+9/bt27z11lu0aNECd3d3unXrxpEjR6okLlAXR3N0dCxzmd9/r/gDz0aNGsXGjRsBdVE1Ozs7XFxc8Pb25sKFCw8Vb1UoWLisKsiEXoW2R20nJTuFYW2HPdJ2etv0pmndpiwNW0pNjUp62tXG8rljx46lYcOGXLp0idDQUFasWEFCQkKlx1URD5vQH7RmzRpOnTrFyJEjC1WCvKe4qo+1gUzoVWjjxY20MG6BR+NiRxiVm66WLm85v0V4YjiBMYGVE9xTSJbPvV8+9+zZsxw5coRZs2ahpaVOAzY2NvTt2xeAb7/9FkdHRxwdHfnuu+8KHb9Ro0bRunVrhg0bxu7du/H29qZVq1YcPXoUUD8gYsSIEXTs2JFWrVqxbNmyIr+Lko7btGnTCAoKwtXVlYULF5a4nBCCd955Bzs7O/z8/DTlBR50rzQvQN26dfnggw9wcXHh0KFDpX7GB/9GQP2F6ObmhpOTE2PGjCE7O1sT870Sux9++CEA//zzj+ZsyM/Pj5s3bxaJbcOGDTg6OuLi4kLXrl1L+KutoJLuOKrqV22/U/R84nnhuNJR/Hb2t0rZXm5+rnjuz+fEoM2DRL4qv1K2WZ0K3fG2baoQy/tU7mvb1DJjkOVz75fP3bx5sxgwYECxxykkJEQ4OjqK27dvi/T0dGFvby+OHz8uoqKihLa2tggLCxP5+fmiXbt2YvTo0UKlUolNmzaJ/v37CyHU5WednZ3FnTt3RHx8vGjWrJm4du1aoTt1SztuBe8CLWm5P//8U1Na99q1a8LY2Fhs2LBB83u7V+Z33rx54uWXXxZCCAGI9evXl/kZH/wbmT9/vub3ceHCBSGEECNGjBALFy4UCQkJonXr1ppy1/dK7CYlJWmmLVu2TEyePLnI78DR0VHExsYWWu9B8k7Rx8Rfl/5CV0uXF2yL1tF4GDpaOox3Gc+F5Avsvbq3Urb5NJLlc8sWHBzMwIEDMTIyom7durz44ouaR9bZ2Njg5OSElpYWDg4O9OjRA0VRcHJyKvT5+vfvj6GhIaampvj6+mpa7wU/Q0nHrTzL7d+/X1Na18LCgu7duxda796DOA4cOKB5nJy2tjaDBg0q8zM++DcSHBzMhQsXsLGxoXXr1gCMHDmS/fv3Y2xsjIGBAa+//jp//fWXpuRwbGwsvXr1wsnJifnz5xdb8M3b25tRo0axbNmySusCkgObq0BWXhb/RP6DX3M/GhhUXjGf52ye46ewn/A/6U93q+5lDnt8bD03t8Z2Lcvnqjk4OHDq1Cny8/PR1tYudX8FFfxMWlpamvdaWlqFPl9Z5W1LO27lWW7btkLVvItYs2YNHh6FuzoNDAzK9VkrUppXR0eHo0ePsmfPHjZu3MjixYvZu3cv7777LpMnT6Zfv34EBgYyY8aMIusuXbqUI0eOsHXrVtzd3QkNDaVRo0ZlxleaJzQjPN7+vfIv6TnpDG41uFK3e6+VHpESwa7oXZW67aeFLJ+r1qJFCzw8PPjiiy8024mOjmbr1q106dKFTZs2cefOHTIyMvj77781zyAtr82bN5OVlUViYiKBgYGFqkXe+wzFHbcHS/SWtFzXrl01pXWvX79OQEBAheIr7TM++DfSuXNn7OzsiI6O1vTHr1q1Ch8fH27fvk1qaip9+vRh4cKFnDp1CoDU1FSaNm0KwK+//lpsDJcvX6Z9+/bMnDkTMzMzYmJiKvQZiiNb6FXgz0t/YlXPqkoeUNHLuhfLTi9j8cnF9GjeA10t3UrfR20my+fe9/PPP/PBBx/QsmVLTffI/PnzadeuHaNGjdKUwR07dixubm4ldhkVx9nZGV9fXxISEpg+fToWFhaF1i/puDk7O6OtrY2LiwujRo3ivffeK3a5gQMHsnfvXuzt7bGysqJjx9LLaDyotM/44N/I+PHjMTAwYMWKFbz00kvk5eXh6enJuHHjSEpKon///mRlZSGE4NtvvwXUF4ZfeuklTExM6N69O1FRUUVimDJlCpcuXUIIQY8ePXBxcanQZyhWSZ3rVf2qrRdFI1MiheNKR/Fz2M9Vto+AqwHCcaWjWHduXZXto7LJ8rkV96SWzy34TM4nzeP2NyIvitawTRGb0Fa06d+yf9kLPySfZj60e6YdS04t4U5u1dygItU8WT5XqihZPrcSqYSKXn/2olWDVvzg90OV7utU/CmGbxvO265vM95lfJXuqzLI8rmSVHGyfG4NOnHrBDcybtDXtm+V78vFzAU/Kz9WnllJYmZile9PkqTHn0zolWhr5FYMdQzLLItbWSa2m0h2fjZLTi2plv1JkvR4kwm9kuTm57Lryi58LX2po1unWvZpY2zDS61fYuPFjVxKLnpThiRJTxeZ0CtJ8LVgUrNTq6W7paAJrhMw0jXim6PfyMJdkvSUK1dCVxSlt6IoFxRFiVAUZVox80cpihKvKMrJu6+xlR/q421r1FZM9E3KfKxcZWtg0IAJrhM4cuMIe2NkSYAnweNSPtfa2lpTXTE0NBQbGxtOnDjBli1bmDtXfTfvjBkzNLfOFyxRWx4Fy+UGBgZibGyMq6srbdu25csvv6ysj1wpCh6LJ1mZCV1RFG3AH3gOsAeGKopiX8yi64UQrndfP1dynI+1jNwMAmMC6Wnds0Zu9HnZ7mVaNmjJgmMLyM7Prvb9Pw1qY/nce8LCwhg8eDDr16/Hzc2Nfv36MW1akXbbI+vSpQsnT54kJCSE1atXc/z48ULzK/MYP63K00L3AiKEEJFCiBxgHVB1g6xryI6oHVxOufxQ6+65uofs/Gyet32+kqMqHx0tHT7y/IjY27GsCl9VIzE8CWT53PvlczMzMwH1sLgBAwawatUqzV2T5XkIQ0nHLDQ0FBcXF1xcXPD39y92XSMjI9zd3YmIiNCU2vX29mbEiBFER0fTvXt3nJ2d6dGjh6bo2KhRoxg3bhweHh60bt2a//3vfwBkZWUxevRonJyccHNz05QAOHv2LF5eXri6uuLs7Kwp/DVgwADc3d1xcHAodPZyT0ZGBn379sXFxQVHR8dCJReeBOW59b8pULDIQCzQvpjlBimK0hW4CLwvhChSmEBRlDeBNwGsrKwqHm0VEUIw/cB0OjftzELfhRVef2f0TiyMLHAxq4Rbdx9SR4uOdLfszk9hP9HHpg8WdS1qLJayfHP0G84nna/UbbZp2IapXlPLXO7ChQv88ssveHt7M2bMGPz9/fn777/ZvHkzZmZmrF+/nk8//ZTly5cDkJOTQ0hICDk5ObRp04b169fj6elJWloahoaG/PLLLxgbG3Ps2DGys7Px9vamZ8+egLrGytmzZ7GwsMDb25sDBw4wceJEvv32WwICAjA1NQXg66+/pmHDhuTn59OjRw/CwsJo3bo1b731Fvv378fGxqZQtcWvv/6a7t27s3z5clJSUvDy8sLPz4+zZ88ycuTIQp/Xw8ODs2fP4urqysyZMwkJCWHx4sWa+f3792f16tV07ty53Mc6NzeXd999t9hjNnr0aBYvXkzXrl2LfbAEqGvMHD58mOnTpxMeHk54eDjBwcEYGhrywgsvMHLkSEaOHMny5cuZOHGippRCdHQ0R48e5fLly/j6+hIREYG/vz+KonD69GnOnz9Pz549uXjxIkuXLuW9995j2LBh5OTkaKoZLl++nIYNG5KZmYmnpyeDBg0qVBBrx44dWFhYaM5qUlNTy31cHgeVdVH0H8BaCOEM/AsUW41GCPGTEMJDCOFhZmZWSbt+dJl5mWTlZ3H4+mFyVbkVWjcjN4NDcYfobtW91Kps1WGal/o0ec7ROTUax+NMls8tzM/Pj59//rlC5VsvXLhQ7DFLSUkhJSVF87CGESNGFFovKCgINzc3evbsybRp0zT1cvr164ehoSEAhw4d4tVXX9WsHxwcrFn/5ZdfRktLi1atWmFra6vpVho+fDgAbdq0oXnz5ly8eJGOHTsye/ZsvvnmG65cuaLZ/qJFi3BxcaFDhw7ExMQUKdnr5OTEv//+y9SpUwkKCsLY2Lgih7PGlaeFfg2wLPC+2d1pGkKIgne2/AzMe/TQqk9SVhIAt3NvExYfhntj93KvG3QtiFxVLn7N/aoqvHIzr2vOeJfxfBv6LXuv7qW7VfeyV6oB5WlJVxVZPrewxYsXM27cON5++21Nd1FZhBDFHrOUlJRS1+vSpYumq6Sgso7xPRUpa/vqq6/Svn17tm7dSp8+ffjxxx/R0tJi9+7dHDp0iDp16mi+DAtq3bo1x48fZ9u2bXz22Wf06NGDzz//vFzxPQ7K00I/BrRSFMVGURQ9YAiwpeACiqKYF3jbDzhXeSFWveSsZM3PB64dqNC6e6/spaFBQ1zNXCs7rIcy3H44LRu0ZM7RObLOSzFk+dzCtLS0+P333zl//ny5E5ednV2xx6xBgwY0aNBA06pes2ZNubZXUKdOnVi3bp1m/YIXbzds2IBKpeLy5ctERkZiZ2dHly5dNPu5ePEiV69e1Rw7W1tbJk6cSP/+/QkLCyM1NRUTExPq1KnD+fPnOXz4cJH9x8XFUadOHYYPH86UKVOKXLh93JXZQhdC5CmK8g6wE9AGlgshziqKMhN11a8twERFUfoBeUASMKoKY650ydnqhG6ka8SBuANMbDexXOvl5Oew/9p+elv3Rlur/A8JqEq6Wrp83vFzXtv+GktOLeEDjw8Kzd8RvYOdUTuZ02UOBjoGNRRlzZHlc4syMDBgy5Yt+Pj40Lhx4zJbzHp6emzcuLHYY7ZixQrGjBmDoiiaawkV8f333zN69Gjmz5+PmZkZK1as0MyzsrLCy8uLtLQ0li5dioGBAW+//Tbjx4/HyckJHR0dVq5cib6+Pn/88QerVq1CV1eXJk2a8Mknn2BkZMTSpUtp27YtdnZ2dOjQocj+T58+zZQpU9DS0kJXV5clS56wu7BLKsNY1a/HqXzupkubhONKR/FZ8GfCcaWjSLiTUK719sXsE44rHcX+mP1VHGHFfXHgC+Hyq4s4k3BGMy3+TrzosKaDcFzpKOYemVut8cjyuRX3pJbPrQojR47UPDP0aSLL5z6Ee10u957/eeh68f2pD9p7dS9Guka0Ny9u0E/NmuwxmYYGDfn8wOfk5qu7A+Ydm0d2fjY9rHqw+txqjlw/UsNRSqWR5XOlipIJHUjKTkJXSxePJh6Y6JuUqx89X5VPQEwAXZt2RU9brxqirJj6evWZ3mE6F5Mv8vOZnzkYd5DtUdsZ6zSWOV3mYF3fms8OfEZaTlpNh1ptrK2tOXPmTE2HUW7vv/8+J0+eJDw8nDVr1mgeQPw0WrlyJYMHV+4jHWsj+Qg6ICUrBRN9E7QULTo17cTBuIOohKrUhzCfjD9JUlYSPZr3qMZIK8bXylfzYGlTQ1Os6lnxutPr6GvrM7vzbEZsH8HcI3OZ3WV2iduITInkw/0fkpqtHo9rqGPIp+0/fagSB0KIGh/aKUlPCvEQtZlkCx11l4uJgQkA3hbeJGUllXnjy56re9DT0qNL04o9PLe6TfOaRj3detzIuMGnHT5FX1s9lM7JzIk3nd/kn8h/2BZZ/BPU81X5fHbgM27duUXnpp3p3LQzQgim7J/C9dvXKxSHgYEBiYmJsoCYJJWDEILExEQMDCo2cEG20FF3udxL6PdansHXgrFvVFzJGrWg2CA8zT2rrVTuw2po0JBF3RdxMfkinSw6FZr3pvObHL5+mJmHZ+Jk6oRlfctC81efW83phNPM6zqP52yeAyA6NZohW4fwwb4P+LX3r+hql692TbNmzYiNjSU+Pr5yPpgk1XIGBgY0a9asQuvIhI66y6Vpo6YAmBqaYt/Inn2x+3jT+c1il49NjyU6LZohbYZUZ5gPzfUZV1yfKTpOXkdLh7ld5jL4n8F8tP8jfnvuN02CvpJ2he9PfI+vpS+9rXtr1m8r9m0AACAASURBVLE2tmaW9yzeD3yf+SHz+aT9J+WKQVdXV3PXoyRJVUN2uVC4ywXAz8qPsPgwbmbcLHb5exdNvS28qyW+qmRR14KZnWZyJvEM80PmczbhLGcTzvL5gc/R09bjsw6fFen39mvux2v2r7H2/Fq2Rm6tocglSXrQU5/Qc/NzSc9NL5TQ713oLKm+eHBcME3rNqV5/ebVEmNV82vux8utX2bt+bUM2TqEIVuHcPzWcaZ4TOGZOs8Uu84k90m4N3bni4NfEJ4YXs0RS5JUnKe+yyUlW11/wkT/fkK3NbbF1tiWPVf2MLTN0ELL5+bncuT6Efq16FerRmx80v4TnrV+luw8dT11EwMTnM2cS1xeV0uX//j8hyFbh/BewHus67uORoaNSlxekqSq99S30O8V5irYQgfoYdWDkJshheq8AJy4dYLMvEw6Ny1/udEngbaWNh3MO+Bj6YOPpU+pyfyeRoaN+M73O5KzkpkcOJn4O/EkZCYUecmRLZJUPZ76Fvq9Oi4PJnS/5n4sO72MwJhABrYaqJkefC0YHS0dvJp4VWucjyuHRg582elLpgVNo/uG4qs7dm7amUXdF9XI05wk6WlSaxK6EILotGhsjCs2kuJeC7yhQcNC09s2bIuFkQV7ru4pnNDjgnF/xv2xH65Ynfra9sXEwISYtCLPNCEuI47lZ5Yz58gcpneYXqu6qSTpcVNrEvrv539n7tG5bOq/iRYNWpR7vXsJvYF+g0LTFUWhR/MerDu/jozcDIx0jbiZcZNLyZeY7D65UmOvDTpZdIISHpKkoPDLmV+wrm/Naw6vVW9gkvQUqRV96ImZififUD+/MDotukLrJmcno6AUSeigHr6Yq8olKDYIgINxBwHwbvrkD1esThPbTeTZ5s+yIGQBe68WP3JIkqRHVysS+qITi8jIUz9U4EbGjQqtm5yVjLG+cbH1zF3MXGhk0IipQVNxX+XOjEMzeMbwGVo1aFUpcT8ttBQtvu78NQ6NHJi6fyph8WE1HZIk1UpPfJfLmYQz/H3pb82NLg+T0ItrnYN65MfXnb/m6I2jmmleTbxkP/BDMNQxZHGPxYzYPoIJeyaw6rlVWBtbF1lOCEGeKq/cJQUkSbrviUvoeao8VEIFgEAw58gcGhk2YpzLOAJiArieUbGiUcnZyUUuiBbk3dRbdrFUkkaGjVjqt5QR20cwbvc4VvdZjamhaaFlvjr8FXuu7mFZz2W0NmldQ5FK0pPpietyWRW+CvfV7rivdsdjtQdhCWG87/4+dfXqYm5k/lAt9AeHLEpVx6q+Ff49/EnKSmL87vGF6rHvit7FhosbSMtJ441dbxCZGlmDkUrSk+eJS+jtGrfjvXbvaV6zO8/medvnAWhi1KTCLfSkrKQSu1ykquFo6sjCbguJSIngnT3vkJmXyc2Mm3x56EucTJ3Y8PwGFBTG7hzLlbQrNR2uJD0xnrguFxczF1zMXIqd18SoCfF34slV5ZbrJhaVUJGanVpql4tUNbybejO3y1w+2v8R7we8T57II1eVy5wuc2hevzk/9/yZMTvHMHDzQAy0i9aErqdXjxW9V2BRt4SxkpL0FHriEnppzI3MEQji78QX+kfPzc8t9iJbek46+SJfdrnUkF7Wvbidc5sZh2YAMKPjDE3Bs5YmLVnRewV/XfpLc83kHoFgw4UNLDm1hK+8v6rusCXpsVWrEnoToyYAXM+4rknoNzJu8Pzfz/Od73dF6q/cq+Miu1xqzqDWg1AUhZj0GF5s9WKheS0atGCK55Ri19NStFhzbg1jHMdU+O7gkmyP2k7IjZBi57Vp1IbBrQZX+Qin7Pxsvj/+PU5mTvSy7lWl+5Jqn1qV0M2NzIHCY9FPJ5wmOz+bHVE7iiT0e5UWZZdLzXowkZfH646vs/HiRn44+QPzfeY/cgy7onfx0f6PqKdXr0h3Xb7I54+LfxByI4QvO32JgY66CyhXlUtWXhb19Oo98v4BMvMyeW/vexy6fkgT02cdPpNnkFK51aqEXrCFfs+l5EsABF0LKvLg55IqLUqPv0aGjRjedjjLTi9jrNNY7BraFZqfp8rj+M3jZOSqbzjT0dKhg0WHYq+tnEs8x6fBn+Ji5sLyXsvR09YrNF8Iwc+nf2bRiUVcTbvKBLcJBMYEsit6F3mqPDb22/jIffl3cu/wzt53NF8aiZmJ/HDqB0JuhrDAZwGeTTwfafvS06FcCV1RlN7AfwFt4GchxNwSlhsEbAQ8hRDFn7tWoTq6daivV79QC/1eQk/KSuJc4jkcTB0080oqzCU9GUY6jGTd+XUsPrGYhb4LAfVZ16aITay/sL7IENaBLQcy03tmoWnxd+J5d++7NDBowHe+3xVJ5qCu6/OG8xu0aNCCj4M+Zvzu8ehr69O1WVeCrwUz4+AMfnz2x3J3x6TnpBMYE8jBuINk5WUB6pIVkamRzO5yf9SWj6UPH+77kEkBk1j//Hqa1avY8yWlp0+ZCV1RFG3AH3gWiAWOKYqyRQgR/sBy9YD3gCNVEWh5NTFqUjihp1zCo7EHoTdD2X9tf7EJXfahP5mM9Y0Z5TiK7098j9sqt0Lz2pu3Z4rHFE0S/OvSX6y/sJ6X7V7G0dQRgJz8HCYFTiItJ43fnvutyE1OD+pu1Z0NL2zgfNJ5Oll0oq5eXdaeX8vsI7PZFLGpUFXOB6XnpLP36l52RO/g8PXD5KnyaGTQSHN2qKuly/yu8+lp3VOzTmuT1vj38OeV/73C5MDJrOqzCn1t/Yc6VtLToTwtdC8gQggRCaAoyjqgP/Dgc8e+Ar4Bir+KVU3Mjcw1XS6ZeZlcTbtKX5u+5OTnEBQbxHiX8Zplk7OTMdQx1PSJSk+e1+xfQ19bX9PS1dHSwdfSF9sGtoWWs6pnxe4ru5lzdA6rnluFgsLsI7MJiw/j227f0qZhm3Ltz6q+FVb1rTTvX7F7hV3Ru5h/bD6dLDphrG9MQEwAR64fIV/kA+qGw6G4Q+SocrAwsmB42+H4NffDydSpUBdgcSzrWTKn8xze2fsOs4/MZkbHGZxPOk9gTCC2DWzlhVOpkPIk9KZAwULXsUD7ggsoitIOsBRCbFUUpcSErijKm8CbAFZWViUt9kiaGDXhxK0TAFxOuYxA0MqkFYqi8MPJH0jMTNQ8Ki05q/Tb/qXHn4GOASMdRpa5XF29ukxyn8T0A9PZGrmVzLxM/rz0J284vcGzzZ996P1rKVp82elLBm0ZxNhdY0nITOB27m2M9Y0x1DEEQF9bn5fsXuI5m+dwNnWu8EgZH0sf3nB6g2WnlxEUG0R8Zrxm30a6RrXu6VnSw3vki6KKomgB3wKjylpWCPET8BOAh4dHlTyXrIlRE9Jy0riTe0fTf97KpBXmdc3xP+nPgbgD9GvRDyi9MJdU+/Rr0Y8/LvzBvGPzuJ17m85NOzPBdcIjb9eqvhUfenzId8e/o7tVd/q16IdnE88yW98VMcF1AjcybpCak8o7Vu/g1cSLSQGTmLJvCqv7rK7QMwCk2qs8Cf0aYFngfbO70+6pBzgCgXdbHk2ALYqi9KuJC6MFhy5eTL6IgbYBzeo2Q1EUTA1NCYoNup/QyyjMJdUuWooW07ymMWzbMCzrWTK3y9xiyyY/jFfavMIrbV6plG0VR1tLm9ldZhea9n337xm6dSgT9kzg976/y7/lJ8Teq3vp3LRzsRfgH1V5EvoxoJWiKDaoE/kQ4NV7M4UQqYDmapKiKIHAhzWRzKHw0MVLKZdo0aCF5p+2c9PO7Lm6hzxVHjpaOiRnJdOyQcuaCFOqIc5mzizxW0IL4xYY6xvXdDiPxLyuOYu6L2L0jtFMCpjET8/+JK8HPQIhBFFpUZy8dZJT8ac4eetkoSHQTes2ZVbnWTg0cihlK6XbcnkLnwZ/ynvt3mOs09jKCLuQMhO6ECJPUZR3gJ2ohy0uF0KcVRRlJhAihNhS6VE9goIt9EvJl+jarKtmXtdmXdkUsYkZB2fQQL8BCZkJssvlKVSb+pydzZyZ3WU2H+77kI+DPmaBz4IyzzoSMxP5/fzvZOdlA1Bfvz4j7Edo+vxrs9z8XM4kniH0ZigpWeobCwWCmPQYTtw6obnZsL5efVzMXPBu6o0WWggEO6N3MmLbCKZ6TuVlu5crfC3k4LWDfHHgC9qbt2ekfdnXfR5GufrQhRDbgG0PTPu8hGW7PXpYD8+sjhkKCmcTz5KUlVTo6UKdLDphVc+KXVd2AeqLVa7PuNZUqJJUKXpZ9+LWnVvMOzaPecfmMc1rWqnJ5stDXxIYE6hpzWfmZXLsxjEW91j8xA+LTM9JZ/qB6cTdjisyTyCISo0iO1/9RVbwC+yZOs/g08yHdo3b4WrmirWxdZFrIGOdxvJJ8CfMOjKLkJshfNHxC+rq1S1XXOcSz/F+4PvYNrBlYbeFVfYAl1p1pyiox/Oa1TEj6Jr6OaCtTO4ndCNdI7a+uLWmQpOkKjPCfgQ3Mm7wW/hvNDZqzBjHMcUudyjuEAExAYVO+TdHbGb6gem8H/A+//X972P7tKic/BwuJV8iT+QBYKBtQGuT1povLyEEXxz8gsCYQLybeqNQ9EvNo7EHHo09cGvsVuFrDiYGJvj38Gf5meUsPrGYMwlnmNd1Hk5mTqWuF3c7jrf3vE19/fr80OOHSisVUZxal9BB3Y9+77mVBRO6JNVmH3h8QPydeBaGLqSBfoMiNXLyVHnMOzaPZnWbMcJ+hGZ6/5b9yVHlMPPQTD7c9yELui0oV/npyqISKs4lnuNSyiWEKDr4LS0njcPXDxN6M5TMvMxC83pb92am90wMdQz5/fzv/HvlXya7T2a04+gqiVVL0WKs01jcG7szdf9UXtv+GhPbTWSkw8hiRzWl56QzYc8EsvOyWfbcMhobNa6SuO6plQnd3MicsPgwGho0LPPuP0mqLe49jDstN40vD32Jka5RoRuPNlzcQERKBN91+65I18pLrV8iNz+XOUfnMGXfFOZ3nV+lLfW0nDQOxh0kKDaI4GvBmrpKJbGub83AlgNxb+xOHd06gLrw3pKTS4hOi+ZN5zdZELIAn2Y+5bov4VG5PePGhhc28OWhL/k29FsOXDvArM6zNIMyQF287cN9HxKdGs0Pfj/Q0qTqB2DU2oQOFOo/l6Snga62Lgu7LWTcv+OYFjSNnPwcrOtbk6vKxf+kP+2btKe7Vfdi13217asIBHOPzmVy4GT+0+0/lTq0LiY9hoCrAeyL3cfxm8fJE3kY6xvTyaITXZp2wcXMBR2toilJX1tfczNgQZ2bdsaxkSNT909lcuBkzI3M+brz15U6/r80xvrG/MfnP/x16S++OfYNL255kameU7E1Vt+l/OelPzkYd5AvO31JR4uO1RKTUtwpTnXw8PAQISFVM7Jxzbk1zD06l+FthzPVa2qV7EOSHmfpOem8vvN1ziWd00zTVrT544U/ynz49h8X/uCrw1/hbeFNH9s+gPralE8zH03ruCJ2RO3gx7AfiUiJAKBlg5Z0s+yGTzMfnEydHvlegOjUaBafXMxox9GPNKTwUVxJu8LHQR9zOuF0oeljHMfwvvv7lbovRVFChRAexc6rjQl9z9U9TAqYxJedvnyoWtuSVBvcyb3D8VvHNU98sqxnWe6Hgfx16S++PPRloadFOTRyYInfkgqVm45MjWTwlsFYG1szoMUAfK18saxnWfaKT6BcVS6hN0PJyc8BoK5uXdyecav0h6I8dQk9ITOBKfumMKfLnEJ9WpIklV9yVjK3c28DEJ4YzqfBn9K0blN+fPbHcv1fqYSKkdtHEpkayeYBm+X1rEpSWkKvns6mamZqaMqK3itkMpekR2BiYIJlPUss61nSy7oXS/yWcPPOTUZuH8mVtCtlrr/u/DpOxp9kqtdUmcyrSa1M6JIkVT7PJp4s77WczLxMRmwbwen40yUuG3c7ju+Of4e3hTcv2L5QjVE+3Wpll4skSVXnStoVxv07jsSsRBb4LMC+kT3bo7azLXIbtzJvAZCZm0meyGNT/02P/Hg+qbCnrg9dkqSqlZCZwIQ9EzifdB4FhXyRj0Mjh0LPdu1t3bvahus9TUpL6LVyHLokSVXL1NCUFb1W8P2J79HT1qNfi36yJvtjQCZ0SZIeSh3dOvI+j8eMvCgqSZJUS8iELkmSVEvIhC5JklRLyIQuSZJUS8iELkmSVEvIhC5JklRLyIQuSZJUS8iELkmSVEvIhC5JklRLyIQuSZJUS8iELkmSVEuUK6EritJbUZQLiqJEKIoyrZj54xRFOa0oyklFUYIVRbGv/FAlSZKk0pSZ0BVF0Qb8gecAe2BoMQn7dyGEkxDCFZgHfFvpkUqSJEmlKk8L3QuIEEJECiFygHVA/4ILCCHSCrw1AmqmyLokSdJTrDzlc5sCMQXexwLtH1xIUZQJwGRAD+he3IYURXkTeBPAysqqorFKkiRJpai0i6JCCH8hRAtgKvBZCcv8JITwEEJ4mJmZVdauJUmSJMqX0K8BlgXeN7s7rSTrgAGPEpQkSZJUceVJ6MeAVoqi2CiKogcMAbYUXEBRlFYF3vYFLlVeiJIkSVJ5lNmHLoTIUxTlHWAnoA0sF0KcVRRlJhAihNgCvKMoih+QCyQDI6syaEmSJKmocj1TVAixDdj2wLTPC/z8XiXHJUmSJFWQvFNUkiSplpAJXZIkqZaQCV2SJKmWkAldkiSplpAJXZIkqZaQCV2SJKmWkAldkiSplpAJXZIkqZaQCV2SJKmWkAldkiSplpAJXZIkqZaQCV2SJKmWkAldkiSplpAJXZIkqZaQCV166oTFppByJ6emw5CkSicTuvRU+Tf8Jv39D+AfEFHToUhSpZMJXXpqhMWmMHHtCYSAS7du13Q4klTpyvXEIkl60sUm32HMyhAaGulh1bAOkfEZNR2SJFU6mdClWinxdjZT/wzjVno2AHEpWWTn5bP2jfb8cyqOIwGJZOflo6+jXcORSlLlkQldqnXy8lW8u/YEIVeS8W7RCIBn6hnwlo8trRrXw8bMCJWAq4l3aNW4Xg1HK0mVRyZ0qdb5Zsd5Dl5O5D8vuTDIvVmR+bamdQGITMiQCV2qVeRFUalW2XzyGsuCohjZsXmxyRzAxswIgKgE2Y8u1S4yoUu1RmzyHab+GYaXdUM+e96+xOXqG+hiWlefyHg50kWqXWRCl2qNFQeiycsXLBziiq526X/atqZGsoUu1TrlSuiKovRWFOWCoigRiqJMK2b+ZEVRwhVFCVMUZY+iKM0rP1RJKll6Vi7rj8XQx8mcpg0My1zextRIDl2Uap0yE7qiKNqAP/AcYA8MVRTlwfPZE4CHEMIZ2AjMq+xAJak0G0NjuZ2dx5jONuVa3tbMiMSMHFLv5FZsR0HfwrIeEH/xIaKUpKpVnha6FxAhhIgUQuQA64D+BRcQQgQIIe7cfXsYKP5qlCRVgXyVYMWBaNybm+Bq2aBc69iY3r0wmliBVvrNsxDwNVwLgWW+cHbTw4QrSVWmPAm9KRBT4H3s3WkleR3YXtwMRVHeVBQlRFGUkPj4+PJHKUml2HPuJleT7jDGu3ytcwBbs7tDF8t7YVSlgn8mgYExjAsGszawYSTs/BTyZKEv6fFQqRdFFUUZDngA84ubL4T4SQjhIYTwMDMzq8xdS0+x5QeiaNrAkF4Ojcu9jlXDOmgpFRi6eHwlxB6FnrOgiROM3g6eb8ChxbC8FyRFPlzwklSJypPQrwGWBd43uzutEEVR/IBPgX5CiOzKCa/2SM7IwT8gguy8/JoOpVYJvZLM4cgkRnZqjk4ZI1sK0tPRwrK8NV1u34LdM8C6C7gMVU/T0YO+C+Dl3yDpMiztCqfWgxAP90EkqRKU507RY0ArRVFsUCfyIcCrBRdQFMUN+BHoLYS4VelR1gJ/Ho9l/s4L6GgpvOXToqbDqRWycvOZsvEU5sYGDPWyqvD6tqZGRJbUQt/4OpzZeP+9li70/RYUpfBy9v3Boh389Qb8/SZc2Kpezsi0wvFI0qMqM6ELIfIURXkH2AloA8uFEGcVRZkJhAghtqDuYqkLbFDUf/BXhRD9qjDuJ07olWQAFu+NYLB7MxrV1a/hiJ5883deIDI+g9Wvt6eegW6F17cxrcvhyCRUKoGWVoFEHXdCnczbPA+NHdTTmncCs9bFb6iBJYz8HxxcBIFz4MpBdddMg7ujd/XqQBPnol8GklTJylXLRQixDdj2wLTPC/zsV8lx1SpCCEKuJONm1YDTsal8t/sSXw1wrOmwHkuBF27xv7DrvOxhiae1CUoJSfBwZCLLD0QxokNzOrd6uNawrZkRmbn53EjLwqLg2PV988CgAQxYAgb1y7cxbR3oMhla94a/31K/Cmr5LPT9D5jIWzSkqiOLc1WDmKRM4tOzmdijFS7NGrDq8BVe69hcFoZ6QG6+iumbzxCTlMnG0FgcLOoz0K0phnpFS9wu3XcZq4Z1mPZcm4fen63p/ZoumoR+/RRc2Aa+n5Y/mRfU2B7e2AsxRyD/7hj3m2cgYA780AF8P4H249VfAJJUyeRfVTUIuZIEgEdzE553Muev47F8ve0cK0d71XBkj5dNJ64Rk5TJ90PdSM/KY8WBKGZtPVfssga6Wqx6vT1G+g//J3yvSFdk/G28W95t5e+bB/rG4PXmQ28XbV2w7nz/fQtfsB8A2z6EXZ/BybXQZz5Yez/8Pkpyci1cC4WOb0ND28rfvvRYkwm9GoRcSaaevg6tG9dDW0thYo9WzNp6jl1nb9DToUm5tvFL8P2heSV1Qzzu8lUCBQr3VxeY90PgZezN6/O8szmKojDUy5KE2zmIYkaO1NHXoe4jJHOAJvUNmKO3AquADI6nvIxDW3v0z/8PfKaBYfluUCq3BpYwdB2c+wd2fgIr+4DDi2DhencBBcxdwKqjegTNwzj0A+z8WP1zyHJwfgXcR4Hu3bMPQxN1HOWVfRvysu6GpwV1Gj5cXI+b1FjYPhVuhd+fZmIDToPV101KOzMTAk6thYg9YNsN2vR9rI6LUtw/S3Xw8PAQISEhNbLv6tZr4X4aGxvw2xh1izwnT0V//wMk3M5m16SumBiV/g98NfEOXecHANDNzoyZ/RyxalSnyuOuTEIIXl12hMvxtxnRoTmvtrcqdGF488lrvLfuJEuHu9PbsXxfco8sLwfV1+aohAodVADk6NRF74Mz6uRXVXLuQPBC9UXUewnzHl0jsPWBlj2gRffyt7KD/gN7ZkLbftBrNhxeok7qeZmFl7PrA53fB8syzg5Df4WtH4CqQGmEph7QYbx6ZI92xS9CV5mrhyFgNpjZqb/EmroXfwFaCAj7A7ZNAVUe2PVWf1EJAbHHIOUKaOtD657qL9vWvUDP6P76yVfgn/cgMgD060N2GmjpgI0PtH1BndzrPlPlH1dRlFAhhEex82RCr1qpmbm4ztzF+36tmdijlWZ6eFwa/RYH09fZnP8OcSt1Gz8HRTJr6zkm+LZg5YFo8lSC/w5xq77EVwlCopMYvPQQLcyMuByfgZ6OFv1cLHitY3McLYzp+d1+tBWF7e91KbYFXyVuhsOSjqj6LyH8thHXD67l34wWTP3o8+oZhZSXcz9h5mWrE1PEboj4F1KuqqebWIPrMHUi1S/hmkvgXPXoGqeXYMDS+/3zt2+pE9W9//Ebp+Hoj5CZrL45yuDuWYiekToRtu0HWtrqbe37Bmx91UkKICsVTv6uHnNfzwI8xoD7yGpJYCXKz1N/ke2bC3VM1THmZ6uPmXExZyLZ6XD9pPosaMAPhb8shYDYEDi9AcI3we2boGMITdupkz7AtePqLwq/GerPfyNMXf4hfDMkRwGK+oxLT30XMtq60NxbfQzN2lTaKCeZ0GtQwIVbjF5xjN/HtqdTy8KjMf67+xILd19k6fB29HY0L3EbLy09SHpWHjsmdeV6aiZDfzpME2MD1r3ZsarDrzRvrQrhcGQShz7uTlxKJisORPP3iWvcycnHulEdohPvsPhVN553tqi+oM78CRvHwFtBYO5MxK3bPLtwH+N8WjC198NfbH1kQqjvPL28Fy5sh8t7oE4j6PIBeLwOugb3l903HwJmqZN+v+/VCbk0ORnq1veFbaC6e5NbWqz6C8TYCp5pA5d2gdtweP67wi1xlUr9ZXN4ibqVqqUL9v3Uya25d9UPy0y8DIf875/V3DoHccfVX0Z9FgBC3aUVvkWdvB+kKGD3HHR4u/TjpMqHq4fgzF/qfdxj3Ax6fF6020oIdffNuX8gOvj+cc1OU18QB3WXjt1z6la/VaeH71ZDJvQatWDnBZbsu8zpGT2po1e4zzc3X8UA/wPcSM1i1/tdi20Vxqdn4zV7NxO7t+L9Z9XjoGf9L5zfDl8h7IueGOg+/g85jkrIoPt/Anm7Wwum9LqfKNOycvn7+DVWH75CHT1t/nrbG+3qap0D7P0aghbAJ9c1SfLdtSfYe+4mwVO7l9kVVm2uhaq7UyIDoZ45eE9St46PLFXfweo8RN3iLCuZl0SVDxd3wMHFcPUgdPsYfKaWnqATLqm7dE6sgexUaNQK2r0GFm7312vYAuqX3FCpkDN/wpaJIFTqLzcAHX3o+hG4vFI5+6gKaXHqL+UL2yAqSH0GoV8fnpsHrkMfapMyodegIT8dIiM7n3/e7Vzs/PM30ui3+ACe1ib8OtqryO3ra49e5eO/TrNtYhfsLdQXa/4Nv8kbv4Ww/s0OtLdtVOWf4VFN33SG9cdiCJ7qyzP1DcpeobqsH67udpl4XDPp0s10en63nwndWvJhL7saDK4YUfvV3StXDpCt1wD9nBTy7AehM3jZwyfzB2WmVOyCcM4ddRdF6K8Qc7jwPEVLfR3AdZi620GnnN1YuVkQte/+sM+I3RC6App5weDlFbuw+zjJyYDIfeovT7fhZV/HKEFpCV2OcqlCufkqTsakMMSz5NvS2zSpz6wBjny0MYwFuy4WGVe98+wNLBsaVG0QMwAAHzBJREFU0tb8fv+pl3VDFAUORyY99gk9OSOHDaEx9He1eLySOcCt8/BM20KTWjWuRx8nc1YejGZsFxsa1Kn+VvofITHoait0sG2EuXGBG55suoJNVwJ2/In2gYXcEC7MDX+J4bsjGO1tUzlnFBUd3aNXB1xfVb8SIiA9Tj1dqNQt0lNrYeNodZVKh4HqswmrDiW3/vNyYO0r6rORgjq9Cz2+eLwuxlaUnhG06aN+VRGZ0KvQ2bg0snJVeFqXPqzpZQ9LTsWksHTfZVyaGfOck/o0NT0rl4MRibzWsXmhoYrGdXRp26Q+R6ISgVYlbLWaJURA+vUikwNPxFI3VzC2S/FnKDUmL1vdT+0woMisd7u3ZGvYdd5de4KWz6gvcLk3N6mW/v1NJ67x0cYwzfvmjerwgrMFo72taVRXnx1nbvD2PgO8W/6HiT1a4bE/kkV7I9h+5gbb3+tSoQJllc60pfp1j2039Y1UkYEQtl49wiR0JTSwAsdB4DhYXVrh3t+2SgWbJ6iXf26e+uIlqIcRmlhX5yd5YsmEXoWO363f4t687CFwn79gz9m4ND7ccIq6Bjp0aWVG4IV4cvJV9CpmNEsH20asOXKF7Lx89HVquB89/QYs6aTuH3zAQOAFA210ArdCu5Hq4XiV1T3wKBIugchXjz54QJsm9RnW3ootp+I4GZNCTp6K349cpVMLUxpWYb96TNIdpm86g0dzE2b0c+BIVBJBl+LxD4zg5+BIXnC2YPPJOFwsG/DjCHfq6Ongad2QrWH/b+/Ow6Oq7sePv8/MZE/IQhZCCBBCIEAgYRUEFEEsm1JRBJeqVPTrvjz119r61FZ/6s9WW1yqVhTB6ldQQRGRoqAoyp4gBEIgJAGykIQsZCGBrOf3x7kJCSSQZSaTmZzX8+RJZuZm5lxu+Mydz/2cz8nhoY/3smZvFgsu8WnQLkxmdcwHTlN17YfXq0qSba+r0s3AwepNddiNqormwKcw9c9wxf9c/rm1i+iAbkP7s4rp1cOdXr6XTzW4Wcy8fccoFi7dyW+W7WZadDDnamoJ9HZlVN+L3xDGDwjg/W3HSMwquewnAJuLXw61VXDLh03qt/dlFvP3jYd4PiaPARlfqv/MPr3VRazY21pudtUZ8g+r7xekXOq9cONwXrhxOKDy6tOXbOXjXSd4eGr7PxEVlVfx+ndHmRodzOSowCafumrrJL/7dD8SWLIgjvAAT2LCfLlnUgSpp8p464c0Pv8lm8ggL5bfPbbJBfZZw3sRF+7Hq5uPMjcurOteKHfzhtiF6qu8QOXeD36hZuf++De1zdjFqppHaxcd0G0oMauEEX18W719qK8H3zx+Fcu3HefNLamcqaxh4djwZis/xkUYefS0QvsG9JoqVe0QNV2VsDXy3o69HHJ3I+yWacBLkPJfdRZWf3YWNhqG3wIx8zq/nvnUIRBm6DnwsptGhfgwOSqQ/+w4wX1XReJqUWmNVbszWLk7g/uuimRmTK9L1s/X1NbxyMq9bEstZMX248T28eWBKQOJNNoPrNt/kt3Hi/jH/FjCA5pOGhsY7MM/b4njqZnReLlaLmp3IITg9zMGc9u7u/ho5wkWT3aAKf9egSp4j10MZXmQvE7Vx0/+ne5K2QE6oNtISUU1xwrKuXl025ZXdXcx88CUSG4e3YeVuzO4cWTzq/35eboS3asHu44V8Yg1Btxeh9ZC+amLPiKXnK3m20N53Do23EgJmdUMw6Fz1X/gA5+qvOrGP6ip8AOmqMAePdu2szTrnToMPSNbXXnx20kRLFq+hw0Hcvj1yDAO55byzLokTAIe+ngvMWE9ePK6wVw9KKjZ1gwvf3uEbamFvGic9b/1Qyr3f5TQZJvZI0KZN6rl1R2DfVr+pHdlZCCTowJ5c0sqC8aGt6udsN34hMC4e+09CqegA7qNJGYXAxDbp309QYJ83JrMLG3OFREBrNqTQVVNXcNZY3tV1aiKnHERbTzb3/VvVYM8YGqTu9cnnqSqpo6bmntD8wlRVQtXPqImbiR+quqMv3xIrdsZOVWd7Q+eZbs+GfnJENL6FsZXRwUxIMiL97cdY0ZMLx5ftY8e7hY2PDaZn1IKWLI5hbuX72FkXz8enRbFlEaB/evEHN75MZ07xvfltitUjnv+mD78nFpAeWUNAC5mU4tvBq31f341mBv+tY03vk/lqRnRnTfjVusydEC3kcSsEgCGtyHl0lbjB/RkxfbjHMguZnS/jgW+935O5+8bj7Du4YmMuPBNqDANqisAKDpbh2/4MMwWi5oqnZ0AM18GU9M3lDUJWQwK8WZ42GX2P3gIXPsXNQPv5F41O+/Ql3D0G5USCY1t/iza1Vv1H+93Zdt3tvosFB1T6Z5WMpkEiyZG8Oe1B1n8QTyHc8tYfvdYgn3cuWl0H+bEhrI6IYu3tqSxaPkeIoO8Gi6gHswuZWRfP56ZM6zh+VzMJq4ZbN0004g+ftwQ25ulW9P5OjGHm0aFMW1ICC5G5UsPDwt9/B2rB5DWNjqg28i+zGIGBHrh62G7j771Z9M/HS3oUECXUvLJnkwA1u072TSgH/8ZVsxuuBkAnCKA9F4zGeaSg4+rz0Uz3tLyz7A3o5g/zYpu/RmnECqnHjZarfZzcq+awn3yF6CZyW95SbB8prq4Ov058G7DouMFKeo5g9s2vf+mUWG8vPEwP6cWcOeEflwTfT4gu1nM3H5FP+aPDueLX7JYn5hDbZ0a9zXRQTwzZ1iHP0W1xivzY5k+NIRP4zN5Y0sqr3+f2uTx2D6+/HpkGNfH9iZQr5rldHRAt5HErGIm2HjST4CXK6P7+fPq5qPsOV7EoisjuCY6uM3T53emF3GisIIe7hbWJ+bwp1lDzn9c37NMNXG64Q3iTxSz8qckFvrsY3TOKlxELV+4Xk/mz7nMGSHoa1zMW5OQhUnAr+NazgdfUuPg3pKqctj6Cmx/A5K+OJ93N7vAqN/A+IfUpJfmnDIqXIKar3BpiaerhSemD2LToTz+OLP533W1mFgwtq/dygddLSauj+3N9bG9yS4+y8HskobeXJlFFazdl82zXx3i5W+OsPr+KxtmH2vOQQd0G8gtOUdeaSWx4Vbuqd2MZXeN4ePdGXy44wSL/xNPeIAHt47ry/zR4QT5tO4M7NP4THzcLDw9ewh/WHOA+BOn1dl/eYFqODR2MQy9ga1ZR/hC9uSFJ1/kTPEpDv60lrV5Ufy4KYV/bkpp8pxTBgfZdmaoq5dK1cQuhD3vqTQKqN4Z3z+vSimvefp8v3FhUrl+s0Xlz00u6qJoGy2aGMGiiRFW3BHbCfPzIKzx0nrAvVcN4HBuKXcu280jK/fy1SOTLuoxpDkufSRtYH+WuiB6US7aBvw8XXlwykDunTyAb5Py+GjnCf6+8QhLNqVw3dBe3DI2nEkDA1s8ay85W82GAznMH9OHOSN685d1Sazbn60C+v6Vqr3r6LsASM4tIyLQC3cXM+5BoUye9wCTgZySs2w6lEdJheq9IQTMGm6lpkyXEzRYrf7T2PFtqnLmyweb3h8QqRpP5SWpckVHnkbeAdG9erBkQRx3LNvFc18d4qWbRth7SJqV6IBuA4lZxVhMgmGd+HHWxWxi9ohQZo8IJfXUGT7elcEXv2Tx9YEcQn3dmTcqjBtHhjEwuGlP7XX7sqmsqWPBmL54uVm4dkgIGw7k8tc5Q7EkrIDw8Q2Tb47kljV7kTPU14M7J/TvhL1spf4T4d4tcHyr6pENcK5UVeR8vljdHnaj/cbXBUwcGMgDV0fy1g9pTIoK7Ny2xZrN6IBuA/szSxjcy8duM/YGBnvzzPVD+cPMwXyXfIpP4zN5+4c03tySxvAwX+bG9WbOiN6qp/qeTIaG9iAmTL35XB/bm/WJOSTt+C+xhakw+UkAyitryCiqYH4b6+rtxmRSte2Nxd2u6uZ3vq0Wc+jmnpg+iO1phTy15gC/ZBQzfWgIY/r527cfjNYhOqBbQV7pOQ7llDJlkKq0SMwqZnYXOONxs5iZNTyUWcNDOVV2jq/25/DFL1k8/3UyL2xIZkQfP5JOlvLc3GEN1ShTBgfh426hNn6pWix56FwAjuSpBQMG92ph1RxHYDKpyUsx8+w9ki7BxWzizdtH8ee1B/lwxwmW/XwMP08XpgwKYuqQEK6OCsLXs3umpRyVDuhW8OrmFFbuzuSKiADuu2oApedqiLVh/Xl7BPu4c8+kCO6ZFEFa/hm+TsxhfeJJArxcmRt7vhrFzWLmxsEexBz+gdqxizAblSJHclVAj+6lqyKcSZifB+/fPZYzlTVsTcln86E8fkjJZ+0+1Qa3vurUJAQxYb5cHRXI1YODiO3jp8/ku6BWBXQhxAzgNcAMvCelfOmCx68CXgVGAAullKutPdCu7NDJUsL8PEjOKeWeD9SiHZ1R4dJekUHePDotikenRVFXJy+aUXiHTwKuooadAXMYb9x3JLcML1czffw9Ln5CzeF5u1kaPs3V1kn2ZRazM72Qymq1nFplTR17jhfxL6O23cfNwvjInkwaGMjEgT2JDPLu0CxXzTouG9CFEGbgTWA6kAXsEUKsk1IearRZBnA38KQtBtmV1dZJjuSVcdu4fjwwJZIXvj5EekE5UUYf7a6uuenhA/M2cpRw1mT7NwT05JxSBvXy0dPJuwGzSTC6n3+zbZ+LK6rYllrIz6n5/HS0gE2H8gDVqmLCgJ6ENXrDD/V1Z1xEAIOC9d9NZ2nNGfo4IFVKmQ4ghFgFzAUaArqU8rjxWJ0NxtilZRRVcK66juhQH4J83Hh14Uh7D6ljSrIwZe7kaNA9bErOo6a2DrNJcCSvjJmXWMha6x78PF0bqqkAThSWsyOtkB3phexML+T0QVW6KpFU10rjd1wY2z+AMf38GdM/gJiwHvbv4e+kWhPQw4DMRrezgCva82JCiPuA+wD69u1ijfjb6XBOKQBDnCW3nPQFAN6jF1C8toDdx4qIDPamuKKaaEe+IKrZRL+eXvTr6cXCcU3/P0spyTp9ll3HitiVXkj8idMNZ/OuFhPDw3wZ1dePkX39iQv3I9TXXadsrKBTL4pKKZcCS0EtEt2Zr20rybllmAREhThGiuWyDqyG3iMZO2oM7l9/y8akXKbWqp4lOqBrrSWEIDzAk/AAz4YW0vlllSScKCLhxGn2ZhTzwY4TvPvTMQCCfdyYGh3Ms3OH6bP3DmhNQM8GGi+z3ce4TwOO5JbS35g96fAK0yBnH1z3PB6uZqYMCuabpNyGhYp1hYvWEUE+bsyICWWGkbqrrKklOaeM/ZnFJJw4zao9mZSdq+GNW0fqnHs7tSag7wGihBARqEC+ELjNpqNyIIdzy4jp3bVKFC9JSqiraX7a+8HP1fdhqk57RkwvNibl8llCJr16uOuaZM2q3Cxm4sL9iAv3464r+zM8zJcXNiQT5OPGX64fqlMw7XDZQlIpZQ3wMPANkAx8KqVMEkI8J4S4AUAIMVYIkQXMB94RQiTZctBdRXllDScKKxwrFbHtNXg+BN6bDt89B2lbVOdCKeHgauh7JfiquvRrooNxMQvS88uJDnWgfdQc0r1XDeCeSRGs2H6cd7am23s4DqlVOXQp5QZgwwX3PdPo5z2oVEy34nCzJ6WEvR+An3EB6+dX4ad/gMkCIcPUwsmzXmnY3NfDhQmRgWxNyXecfdQc2tOzhnCqrJKX/nuYYB835o3qdmGlQ/RM0Q6onz05JNRBcssnf4GidLj+ddVBsbIMMnbCie2QsUN1IxzWdFr8jGG92JqS7zxVPFqXZjIJXpk/gsIzlfx+dSI9vd24elAbFi/p5nRA74DDOaV4u1ku6jndZR1co/qADzUaU7n5QNR09dWCG+J6c6zgDFOHWHe5NE1riZvFzDu/Gc0t7+zkgY8S+OS+CTZdytGZ6GYMHZCcW8agEG/HuCJfV6cueg689vzqPq3g7Wbh6dlD6eFIq8hrDs/H3YUPFo3F39OVRSt2k3W6wt5Dcgg6oLeTlJIjuWVEO0q6JWMHlJ2E4TfbeySa1irBPdz54LfjqKyu4/6PEjhn9JXRWqYDejvllp6j5Gw1Q+x9sbCuFmqrL7/dwdXg4gmDZ9p+TJpmJQODvXl1YRwHs0v50+cHkNIp5iPajM6hX8aBrBISThQ13O7X04vJUYEczqmvcLHzGfqKOXByL4TGQtgYCBulvvwjzvc+ra2GpLUqmLt62Xe8mtZG04aE8MS1g1iyOYWYMF8WTezf8JiuVW9KB/TL+P2aRJKNfi31Qnq4Ee6v+oTbtZyvJAsytkP/ySpoxy+DnW+qx9x9ITQOQkeA2RXOFkGMTrdojumRqQM5eLKE59Yf4rn1qi+gh4uZJQvimBHTy86j6zp0QL+EujpJWv4Z7prQj8evHYQE9hwvYtXuDH5IySci0AtfDzteLEz5Rn2f/Q+1WHJtNZxKVuWJJ/dCzn7YtRRqK8EjAAZOs99YNa0DTCbBkgVxrNqdwZnKGgA2J+fxxCf7CA+YwDBHmq1tQzqgX8LJkrNU1dQRHdoDfy9XAH41rBe/GtaLnJKz2D2dl7IR/PtD4CB12+yizshDR6g6c1BBviAFXDzA4ma3oWpaR3m7WVg8eUDD7duu6Mvcf23j3g/iWfvwRIJ93O04uq5BXxS9hGMF5QBEBF6cdw719aC3PevPq8oh/UcYNPN8rrw5Zhc1CzRgQMvbaJoDCvZx5907x3C6opr/+TCBvRmnyS4+S3Vtt1uWoYE+Q7+E+oA+oJmAbnfpP6pUyuAZ9h6JptlNTJgvSxbE8sD/7mXeW9sb7jc3MzdEAHeM7+fUjb90QL+E9PxyvN0sBPnYIFVRUaQm+LT3Dyvlv+DWQzXT0rRubEZMKD88OYX0/HJyS8+RV3qOmtqL86HHC8tZsf04AV6uPDotyg4jtT0d0C8hvaCciEAv67+bZ+6GZdMhKBpib4URC6BHG5Z3q6tTF0Qjp4LF1bpj0zQHVL9y0qVIKXG1mPjnphRCfd2ZPyb8kts7Ih3QL+FYwRlGhrd+mnzrn/hH9d3NBzb/Bb57FvpOgOg5MGTO+W6ILcnZB2fyYJBOt2haawkheGneCE6VVvLHzw+QeuoMbsbCNO4uJgI8XfHzdCXAyxV/Txf8PF3xdrM0fIh2MZuaTeV0JTqgt6Cyppas02eZN9IG7TuzElRlyuLNUJAKiZ/A4fXwzR/Vl0eAuogZMAACIlQli39/Feh9QlV1izBB1HXWH5umOTFXi4m37xjFouV72txzPTzAg28fvxoP1667OpkO6C04UViBlDAgyMoXRKWE7HgYaHQ4DBwIU59WX4VpKpVSkKLa3GbsgAOfAY3ygSYLCDP0GQdePa07Nk3rBnzcXVj9QNNrT2erajldUUVReRWnK6o4XVFNcUUV5ZWqf0zJ2Wr+/WMaK3dn8NtJEfYYdqvogN6C9Pz6ChcrL/5cnAHl+dBn9MWP9YyECQ82va+mCkoy4fQxKM5Uv1+arfLumqZZhYerGQ/XS5ci78s8zb9/TOO2K/p22TWEdUBvQX3JYv9AT+s+cXa8+h42pnXbW1xVoO8Zad1xaJrWJo9NG8St7+5k1e4M7p7YNc/S9cSiFhwrOEOQjxs+1u4DnpUAFnc12UfTNIcxIbIn4yICePvHtC7bylcH9Bak55fbZkJRdrxqmmXWC0ZomqN5bFoUeaWVfBafae+hNEunXFpwrKCc64aFWPdJa6tVw6yxi637vJqmdYorI3sypp8/f9t4hNV7s3G3mHB3MePuYsLNYsbNYmoyV7D+PrdGj7tZTEyIDLRJp1Yd0JtRUlFNYXlVsz1cOiTvINScg7BmLohqmtblCSF4cd5wXtt8lLLKGs5V11JcUUVlTR3nqmuprDnfR6ZOSqprJZXVtZyrqaO27ny12os3DtcBvbMcK6xvymXlCpes+guiOqBrmqMaFOLDm7ePavPv1dTWUVVbR2V1nc2qZHRAb0Z6/hmg+S6LHZK9F7yCLj8TVNM0p2Mxm7CYTXjasFtHqy6KCiFmCCGOCCFShRBPNfO4mxDiE+PxXUKI/tYeaGc6VlCO2SToG2CDksWwMe1vyKVpmnYJlw3oQggz8CYwExgK3CqEGHrBZvcAp6WUA4ElwN+sPdDOlF5QTri/B64WKxYBnS1WM0Cbm1CkaZpmBa1JuYwDUqWU6QBCiFXAXOBQo23mAn81fl4N/EsIIaQNluje8/lrBB1819pP28TjtRJPVzO8acUFLGrOqe+tnVCkaZrWRq0J6GFA46LLLOCKlraRUtYIIUqAnkBB442EEPcB9wH07du+PLLFuydFnrafpeXn7wnW7oM+YAr00/3LNU2zjU69KCqlXAosBRgzZky7zt5HXncHXHeHVcelaZrmDFqTJM4GGneC72Pc1+w2QggL4AsUWmOAmqZpWuu0JqDvAaKEEBFCCFdgIbDugm3WAcYy89wMfG+L/LmmaZrWssumXIyc+MPAN4AZeF9KmSSEeA6Il1KuA5YBHwohUoEiVNDXNE3TOlGrcuhSyg3Ahgvue6bRz+eA+dYdmqZpmtYWutuipmmak9ABXdM0zUnogK5pmuYkdEDXNE1zEsJe1YVCiHzgRBt+JZALZp52E91xv7vjPkP33O/uuM/Qsf3uJ6UMau4BuwX0thJCxEspu10jlO64391xn6F77nd33Gew3X7rlIumaZqT0AFd0zTNSThSQF9q7wHYSXfc7+64z9A997s77jPYaL8dJoeuaZqmXZojnaFrmqZpl6ADuqZpmpNwiIB+uUWqnYEQIlwIsUUIcUgIkSSEeMy4P0AIsUkIcdT47m/vsVqbEMIshPhFCLHeuB1hLDaeaiw+bsN10u1DCOEnhFgthDgshEgWQkzoJsf6CePv+6AQYqUQwt3ZjrcQ4n0hxCkhxMFG9zV7bIXyurHviUKIUR157S4f0Fu5SLUzqAF+J6UcCowHHjL28yngOyllFPCdcdvZPAYkN7r9N2CJsej4adQi5M7mNWCjlDIaiEXtv1MfayFEGPAoMEZKGYNqx70Q5zveK4AZF9zX0rGdCUQZX/cBb3fkhbt8QKfRItVSyiqgfpFqpyKlzJFS7jV+LkP9Bw9D7esHxmYfAL+2zwhtQwjRB5gNvGfcFsBU1GLj4Jz77AtchVpHAClllZSyGCc/1gYL4GGsbOYJ5OBkx1tKuRW1LkRjLR3bucB/pLIT8BNChLb3tR0hoDe3SHWYncbSKYQQ/YGRwC4gREqZYzyUC4TYaVi28irwe6DOuN0TKJZS1hi3nfF4RwD5wHIj1fSeEMILJz/WUsps4BUgAxXIS4AEnP94Q8vH1qrxzRECercihPAG1gCPSylLGz9mLOvnNHWmQog5wCkpZYK9x9LJLMAo4G0p5UignAvSK852rAGMvPFc1Btab8CLi1MTTs+Wx9YRAnprFql2CkIIF1Qw/18p5efG3Xn1H8GM76fsNT4bmAjcIIQ4jkqlTUXllv2Mj+TgnMc7C8iSUu4ybq9GBXhnPtYA1wLHpJT5Uspq4HPU34CzH29o+dhaNb45QkBvzSLVDs/IHS8DkqWU/2z0UOMFuO8CvuzssdmKlPKPUso+Usr+qOP6vZTydmALarFxcLJ9BpBS5gKZQojBxl3TgEM48bE2ZADjhRCext97/X479fE2tHRs1wF3GtUu44GSRqmZtpNSdvkvYBaQAqQBT9t7PDbax0moj2GJwD7jaxYqp/wdcBTYDATYe6w22v8pwHrj5wHAbiAV+Axws/f4bLC/cUC8cbzXAv7d4VgDzwKHgYPAh4Cbsx1vYCXqGkE16tPYPS0dW0CgqvjSgAOoCqB2v7ae+q9pmuYkHCHlommaprWCDuiapmlOQgd0TdM0J6EDuqZpmpPQAV3TNM1J6ICuOTSja+GDxs+9hRCrL/c7HXitOCHELFs9v6Z1lA7omqPzAx4EkFKelFLefJntOyIONTdA07okXYeuOTQhRH33zSOoSRtDpJQxQoi7UR3tvFCtSV8BXIHfAJXALCllkRAiEjWxIwioAO6VUh4WQswH/gLUoppIXYua+OKBmpr9/4D1wBtADOAC/FVK+aXx2jcCvqhGSx9JKZ+18T+FpmG5/Caa1qU9BcRIKeOMLpXrGz0Wg+pa6Y4Kxn+QUo4UQiwB7kR1elwK3C+lPCqEuAJ4C9VT5hngV1LKbCGEn5SySgjxDGom38MAQogXUe0KfiuE8AN2CyE2G689znj9CmCPEOJrKWW8Lf8hNE0HdM2ZbZGqt3yZEKIE+Mq4/wAwwuhseSXwmWotAqip6ADbgBVCiE9RTaSacx2qudiTxm13oK/x8yYpZSGAEOJzVGsHHdA1m9IBXXNmlY1+rmt0uw71t29C9eKOu/AXpZT3G2fss4EEIcToZp5fADdJKY80uVP93oW5TJ3b1GxOXxTVHF0Z4NOeX5Sq3/wxI19ev75jrPFzpJRyl5TyGdRiFOHNvNY3wCNG50CEECMbPTbdWEfSA5XL39aeMWpaW+iArjk0I62xzViQ9+V2PMXtwD1CiP1AEueXN3xZCHHAeN7twH5Um9ehQoh9QogFwP9FXQxNFEIkGbfr7Ub1tk8E1uj8udYZdJWLplmZUeXScPFU0zqLPkPXNE1zEvoMXdM0zUnoM3RN0zQnoQO6pmmak9ABXdM0zUnogK5pmuYkdEDXNE1zEv8f2+E8LeGuT3EAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['percentageOfActiveProposals','percentageOfCompletedProposals','percentageOfKilledProposals'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40a617b250>"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['percentageOfActiveFundsRequested','percentageOfCompletedFundsRequested','percentageOfKilledFundsRequested'])"
    ]
diff --git a/models/v3/.ipynb_checkpoints/Deriving_Alpha-checkpoint.ipynb b/models/v3/.ipynb_checkpoints/Deriving_Alpha-checkpoint.ipynb
index 5f82f4c..0d58a3b 100644
--- a/models/v3/.ipynb_checkpoints/Deriving_Alpha-checkpoint.ipynb
+++ b/models/v3/.ipynb_checkpoints/Deriving_Alpha-checkpoint.ipynb
@@ -137,7 +137,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 307,
+   "execution_count": 1,
    "metadata": {
     "tags": []
    },
@@ -164,7 +164,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 308,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -202,7 +202,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 309,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -211,1267 +211,13 @@
        "Text(0.5, 1.0, 'Comparing Single Token Staked to Conviction Accumulation Over Time')"
       ]
      },
-     "execution_count": 309,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -1497,7 +243,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 310,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -1506,1349 +252,13 @@
        "Text(0.5, 1.0, 'Comparing Single Token Unstaked to Conviction Decay Over Time')"
       ]
      },
-     "execution_count": 310,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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sGT2Ae/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/yBLRqa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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -2874,1644 +284,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 311,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(0.0, 10.382760534430746)"
+       "(0.0, 10.480907796413126)"
       ]
      },
-     "execution_count": 311,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -4574,7 +362,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 312,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4597,7 +385,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 313,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4614,7 +402,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 314,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4639,7 +427,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 315,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -4648,2284 +436,13 @@
        "Text(0.5, 1.0, 'step_up tokens staked for proposal 1')"
       ]
      },
-     "execution_count": 315,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -6937,2287 +454,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -9248,7 +485,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 316,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -9257,2551 +494,13 @@
        "Text(0.5, 1.0, 'Support for Proposal 1')"
       ]
      },
-     "execution_count": 316,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -11813,2556 +512,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -14419,7 +569,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 317,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -14428,1331 +578,13 @@
        "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')"
       ]
      },
-     "execution_count": 317,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -15798,7 +630,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 318,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -15807,2283 +639,13 @@
        "Text(0.5, 1.0, 'step_down tokens staked for proposal 1')"
       ]
      },
-     "execution_count": 318,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -18095,2286 +657,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -20405,7 +688,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 319,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -20414,2555 +697,13 @@
        "Text(0.5, 1.0, 'Support for Proposal 1')"
       ]
      },
-     "execution_count": 319,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -22974,2560 +715,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -25584,7 +772,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 320,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -25593,1408 +781,13 @@
        "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')"
       ]
      },
-     "execution_count": 320,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -27039,7 +832,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 321,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -27048,3343 +841,13 @@
        "Text(0.5, 1.0, 'Support for Proposal 1')"
       ]
      },
-     "execution_count": 321,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -30396,3408 +859,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -33855,2359 +917,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 332,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(0.0, 30.086390567230666)"
+       "(0.0, 28.590199392003907)"
       ]
      },
-     "execution_count": 332,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
diff --git a/models/v3/.ipynb_checkpoints/Trigger_Function_Explanation-checkpoint.ipynb b/models/v3/.ipynb_checkpoints/Trigger_Function_Explanation-checkpoint.ipynb
index baa66b0..800e19d 100644
--- a/models/v3/.ipynb_checkpoints/Trigger_Function_Explanation-checkpoint.ipynb
+++ b/models/v3/.ipynb_checkpoints/Trigger_Function_Explanation-checkpoint.ipynb
@@ -253,7 +253,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -262,7 +262,7 @@
        "(0.0, 119396.53320735841)"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -295,7 +295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -326,7 +326,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -335,7 +335,7 @@
        "(3391.946966118136, 217084.60583156074)"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -376,7 +376,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -385,7 +385,7 @@
        "Text(0, 0.5, 'Conviction Required to Pass as share of max achievable')"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -416,7 +416,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -425,7 +425,7 @@
        "(0.0, 1.1)"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -463,1376 +463,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1858,7 +489,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -1867,7 +498,7 @@
        "(0.031249999999999997, 2)"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1910,7 +541,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 15,
    "metadata": {
     "tags": []
    },
@@ -1931,7 +562,7 @@
        " 'lowest_affinity_to_support': [0.3]}"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1965,379380 +596,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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-       "L 802.595444 491.271442 \n",
-       "L 802.595444 490.776765 \n",
-       "L 802.595444 490.282089 \n",
-       "L 802.595444 489.787412 \n",
-       "L 802.595444 489.292736 \n",
-       "L 802.595444 488.798059 \n",
-       "L 802.595444 488.303383 \n",
-       "L 802.595444 487.808706 \n",
-       "L 802.595444 487.31403 \n",
-       "L 802.595444 486.819354 \n",
-       "L 802.595444 486.324677 \n",
-       "L 802.595444 485.830001 \n",
-       "L 802.595444 485.335324 \n",
-       "L 802.595444 484.840648 \n",
-       "L 802.595444 484.345971 \n",
-       "L 802.595444 483.851295 \n",
-       "L 802.595444 483.356618 \n",
-       "L 802.595444 482.861942 \n",
-       "L 802.595444 482.367265 \n",
-       "L 802.595444 481.872589 \n",
-       "L 802.595444 481.377912 \n",
-       "L 802.595444 480.883236 \n",
-       "L 802.595444 480.388559 \n",
-       "L 802.595444 479.893883 \n",
-       "L 802.595444 479.399206 \n",
-       "L 802.595444 478.90453 \n",
-       "L 802.595444 478.409853 \n",
-       "L 802.595444 477.915177 \n",
-       "L 802.595444 477.4205 \n",
-       "L 802.595444 476.925824 \n",
-       "L 802.595444 476.431147 \n",
-       "L 802.595444 475.936471 \n",
-       "L 802.595444 475.441794 \n",
-       "L 802.595444 474.947118 \n",
-       "L 802.595444 474.452441 \n",
-       "L 802.595444 473.957765 \n",
-       "L 802.595444 473.463088 \n",
-       "L 802.595444 472.968412 \n",
-       "L 802.595444 472.473735 \n",
-       "L 802.595444 471.979059 \n",
-       "L 802.595444 471.484382 \n",
-       "L 802.595444 470.989706 \n",
-       "L 802.595444 470.495029 \n",
-       "L 802.595444 470.000353 \n",
-       "L 802.595444 469.505676 \n",
-       "L 802.595444 469.011 \n",
-       "L 802.595444 468.516323 \n",
-       "L 802.595444 468.021647 \n",
-       "L 802.595444 467.52697 \n",
-       "L 802.595444 467.032294 \n",
-       "L 802.595444 466.537617 \n",
-       "L 802.595444 466.042941 \n",
-       "L 802.595444 465.548264 \n",
-       "L 802.595444 465.053588 \n",
-       "L 802.595444 464.558911 \n",
-       "L 802.595444 464.064235 \n",
-       "L 802.595444 463.569558 \n",
-       "L 802.595444 463.074882 \n",
-       "L 802.595444 462.580205 \n",
-       "L 802.595444 462.085529 \n",
-       "L 802.595444 461.590852 \n",
-       "L 802.595444 461.096176 \n",
-       "L 802.595444 460.601499 \n",
-       "L 802.595444 460.106823 \n",
-       "L 802.595444 459.612146 \n",
-       "L 802.595444 459.11747 \n",
-       "L 802.595444 458.622793 \n",
-       "L 802.595444 458.128117 \n",
-       "L 802.595444 457.63344 \n",
-       "L 802.595444 457.138764 \n",
-       "L 802.595444 456.644087 \n",
-       "L 802.595444 456.149411 \n",
-       "L 802.595444 455.654734 \n",
-       "L 802.595444 455.160058 \n",
-       "L 802.595444 454.665381 \n",
-       "L 802.595444 454.170705 \n",
-       "L 802.595444 453.676028 \n",
-       "L 802.595444 453.181352 \n",
-       "L 802.595444 452.686675 \n",
-       "L 802.595444 452.191999 \n",
-       "L 802.595444 451.697322 \n",
-       "L 802.595444 451.202646 \n",
-       "L 802.595444 450.707969 \n",
-       "L 802.595444 450.213293 \n",
-       "L 802.595444 449.718616 \n",
-       "L 802.595444 449.22394 \n",
-       "L 802.595444 448.729263 \n",
-       "L 802.595444 448.234587 \n",
-       "L 802.595444 447.73991 \n",
-       "L 802.595444 447.245234 \n",
-       "L 802.595444 446.750557 \n",
-       "L 802.595444 446.255881 \n",
-       "L 802.595444 445.761204 \n",
-       "L 802.595444 445.266528 \n",
-       "L 802.595444 444.771851 \n",
-       "L 802.595444 444.277175 \n",
-       "L 802.595444 443.782498 \n",
-       "L 802.595444 443.287822 \n",
-       "L 802.595444 442.793145 \n",
-       "L 802.595444 442.298469 \n",
-       "L 802.595444 441.803792 \n",
-       "L 802.595444 441.309116 \n",
-       "L 802.595444 440.814439 \n",
-       "L 802.595444 440.319763 \n",
-       "L 802.595444 439.825087 \n",
-       "L 802.595444 439.33041 \n",
-       "L 802.595444 438.835734 \n",
-       "L 802.595444 438.341057 \n",
-       "L 802.595444 437.846381 \n",
-       "L 802.595444 437.351704 \n",
-       "L 802.595444 436.857028 \n",
-       "L 802.595444 436.362351 \n",
-       "L 802.595444 435.867675 \n",
-       "L 802.595444 435.372998 \n",
-       "L 802.595444 434.878322 \n",
-       "L 802.595444 434.383645 \n",
-       "L 802.595444 433.888969 \n",
-       "L 802.595444 433.394292 \n",
-       "L 802.595444 432.899616 \n",
-       "L 802.595444 432.404939 \n",
-       "L 802.595444 431.910263 \n",
-       "L 802.595444 431.415586 \n",
-       "L 802.595444 430.92091 \n",
-       "L 802.595444 430.426233 \n",
-       "L 802.595444 429.931557 \n",
-       "L 802.595444 429.43688 \n",
-       "L 802.595444 428.942204 \n",
-       "L 802.595444 428.447527 \n",
-       "L 802.595444 427.952851 \n",
-       "L 802.595444 427.458174 \n",
-       "L 802.595444 426.963498 \n",
-       "L 802.595444 426.468821 \n",
-       "L 802.595444 425.974145 \n",
-       "L 802.595444 425.479468 \n",
-       "L 802.595444 424.984792 \n",
-       "L 802.595444 424.490115 \n",
-       "L 802.595444 423.995439 \n",
-       "L 802.595444 423.500762 \n",
-       "L 802.595444 423.006086 \n",
-       "L 802.595444 422.511409 \n",
-       "L 802.595444 422.016733 \n",
-       "L 802.595444 421.522056 \n",
-       "L 802.595444 421.02738 \n",
-       "L 802.595444 420.532703 \n",
-       "L 802.595444 420.038027 \n",
-       "L 802.595444 419.54335 \n",
-       "L 802.595444 419.048674 \n",
-       "L 802.595444 418.553997 \n",
-       "L 802.595444 418.059321 \n",
-       "L 802.595444 417.564644 \n",
-       "L 802.595444 417.069968 \n",
-       "L 802.595444 416.575291 \n",
-       "L 802.595444 416.080615 \n",
-       "L 802.595444 415.585938 \n",
-       "L 802.595444 415.091262 \n",
-       "L 802.595444 414.596585 \n",
-       "L 802.595444 414.101909 \n",
-       "L 802.595444 413.607232 \n",
-       "L 802.595444 413.112556 \n",
-       "L 802.595444 412.617879 \n",
-       "L 802.595444 412.123203 \n",
-       "L 802.595444 411.628526 \n",
-       "L 802.595444 411.13385 \n",
-       "L 802.595444 410.639173 \n",
-       "L 802.595444 410.144497 \n",
-       "L 802.595444 409.64982 \n",
-       "L 802.595444 409.155144 \n",
-       "L 802.595444 408.660467 \n",
-       "L 802.595444 408.165791 \n",
-       "L 802.595444 407.671114 \n",
-       "L 802.595444 407.176438 \n",
-       "L 802.595444 406.681761 \n",
-       "L 802.595444 406.187085 \n",
-       "L 802.595444 405.692408 \n",
-       "L 802.595444 405.197732 \n",
-       "L 802.595444 404.703055 \n",
-       "L 802.595444 404.208379 \n",
-       "L 802.595444 403.713702 \n",
-       "L 802.595444 403.219026 \n",
-       "L 802.595444 402.724349 \n",
-       "L 802.595444 402.229673 \n",
-       "L 802.595444 401.734996 \n",
-       "L 802.595444 401.24032 \n",
-       "L 802.595444 400.745643 \n",
-       "L 802.595444 400.250967 \n",
-       "L 802.595444 399.75629 \n",
-       "L 802.595444 399.261614 \n",
-       "L 802.595444 398.766937 \n",
-       "L 802.595444 398.272261 \n",
-       "L 802.595444 397.777584 \n",
-       "L 802.595444 397.282908 \n",
-       "L 802.595444 396.788231 \n",
-       "L 802.595444 396.293555 \n",
-       "L 802.595444 395.798878 \n",
-       "L 802.595444 395.304202 \n",
-       "L 802.595444 394.809525 \n",
-       "L 802.595444 394.314849 \n",
-       "L 802.595444 393.820173 \n",
-       "L 802.595444 393.325496 \n",
-       "L 802.595444 392.83082 \n",
-       "L 802.595444 392.336143 \n",
-       "L 802.595444 391.841467 \n",
-       "L 802.595444 391.34679 \n",
-       "L 802.595444 390.852114 \n",
-       "L 802.595444 390.357437 \n",
-       "L 802.595444 389.862761 \n",
-       "L 802.595444 389.368084 \n",
-       "L 802.595444 388.873408 \n",
-       "L 802.595444 388.378731 \n",
-       "L 802.595444 387.884055 \n",
-       "L 802.595444 387.389378 \n",
-       "L 802.595444 386.894702 \n",
-       "L 802.595444 386.400025 \n",
-       "L 802.595444 385.905349 \n",
-       "L 802.595444 385.410672 \n",
-       "L 802.595444 384.915996 \n",
-       "L 802.595444 384.421319 \n",
-       "L 802.595444 383.926643 \n",
-       "L 802.595444 383.431966 \n",
-       "L 802.595444 382.93729 \n",
-       "L 802.595444 382.442613 \n",
-       "L 802.595444 381.947937 \n",
-       "L 802.595444 381.45326 \n",
-       "L 802.595444 380.958584 \n",
-       "L 802.595444 380.463907 \n",
-       "L 802.595444 379.969231 \n",
-       "L 802.595444 379.474554 \n",
-       "L 802.595444 378.979878 \n",
-       "L 802.595444 378.485201 \n",
-       "L 802.595444 377.990525 \n",
-       "L 802.595444 377.495848 \n",
-       "L 802.595444 377.001172 \n",
-       "L 802.595444 376.506495 \n",
-       "L 802.595444 376.011819 \n",
-       "L 802.595444 375.517142 \n",
-       "L 802.595444 375.022466 \n",
-       "L 802.595444 374.527789 \n",
-       "L 802.595444 374.033113 \n",
-       "L 802.595444 373.538436 \n",
-       "L 802.595444 373.04376 \n",
-       "L 802.595444 372.549083 \n",
-       "L 802.595444 372.054407 \n",
-       "L 802.595444 371.55973 \n",
-       "L 802.595444 371.065054 \n",
-       "L 802.595444 370.570377 \n",
-       "L 802.595444 370.075701 \n",
-       "L 802.595444 369.581024 \n",
-       "L 802.595444 369.086348 \n",
-       "L 802.595444 368.591671 \n",
-       "L 802.595444 368.096995 \n",
-       "L 802.595444 367.602318 \n",
-       "L 802.595444 367.107642 \n",
-       "L 802.595444 366.612965 \n",
-       "L 802.595444 366.118289 \n",
-       "L 802.595444 365.623612 \n",
-       "L 802.595444 365.128936 \n",
-       "L 802.595444 364.634259 \n",
-       "L 802.595444 364.139583 \n",
-       "L 802.595444 363.644906 \n",
-       "L 802.595444 363.15023 \n",
-       "L 802.595444 362.655553 \n",
-       "L 802.595444 362.160877 \n",
-       "L 802.595444 361.6662 \n",
-       "L 802.595444 361.171524 \n",
-       "L 802.595444 360.676847 \n",
-       "L 802.595444 360.182171 \n",
-       "L 802.595444 359.687494 \n",
-       "L 802.595444 359.192818 \n",
-       "L 802.595444 358.698141 \n",
-       "L 802.595444 358.203465 \n",
-       "L 802.595444 357.708788 \n",
-       "L 802.595444 357.214112 \n",
-       "L 802.595444 356.719435 \n",
-       "L 802.595444 356.224759 \n",
-       "L 802.595444 355.730082 \n",
-       "L 802.595444 355.235406 \n",
-       "L 802.595444 354.740729 \n",
-       "L 802.595444 354.246053 \n",
-       "L 802.595444 353.751376 \n",
-       "L 802.595444 353.2567 \n",
-       "L 802.595444 352.762023 \n",
-       "L 802.595444 352.267347 \n",
-       "L 802.595444 351.77267 \n",
-       "L 802.595444 351.277994 \n",
-       "L 802.595444 350.783317 \n",
-       "L 802.595444 350.288641 \n",
-       "L 802.595444 349.793964 \n",
-       "L 802.595444 349.299288 \n",
-       "L 802.595444 348.804611 \n",
-       "L 802.595444 348.309935 \n",
-       "L 802.595444 347.815258 \n",
-       "L 802.595444 347.320582 \n",
-       "L 802.595444 346.825906 \n",
-       "L 802.595444 346.331229 \n",
-       "L 802.595444 345.836553 \n",
-       "L 802.595444 345.341876 \n",
-       "L 802.595444 344.8472 \n",
-       "L 802.595444 344.352523 \n",
-       "L 802.595444 343.857847 \n",
-       "L 802.595444 343.36317 \n",
-       "L 802.595444 342.868494 \n",
-       "L 802.595444 342.373817 \n",
-       "L 802.595444 341.879141 \n",
-       "L 802.595444 341.384464 \n",
-       "L 802.595444 340.889788 \n",
-       "L 802.595444 340.395111 \n",
-       "L 802.595444 339.900435 \n",
-       "L 802.595444 339.405758 \n",
-       "L 802.595444 338.911082 \n",
-       "L 802.595444 338.416405 \n",
-       "L 802.595444 337.921729 \n",
-       "L 802.595444 337.427052 \n",
-       "L 802.595444 336.932376 \n",
-       "L 802.595444 336.437699 \n",
-       "L 802.595444 335.943023 \n",
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-       "L 802.595444 334.95367 \n",
-       "L 802.595444 334.458993 \n",
-       "L 802.595444 333.964317 \n",
-       "L 802.595444 333.46964 \n",
-       "L 802.595444 332.974964 \n",
-       "L 802.595444 332.480287 \n",
-       "L 802.595444 331.985611 \n",
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-       "L 802.595444 330.996258 \n",
-       "L 802.595444 330.501581 \n",
-       "L 802.595444 330.006905 \n",
-       "L 802.595444 329.512228 \n",
-       "L 802.595444 329.017552 \n",
-       "L 802.595444 328.522875 \n",
-       "L 802.595444 328.028199 \n",
-       "L 802.595444 327.533522 \n",
-       "L 802.595444 327.038846 \n",
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-       "L 802.595444 325.554816 \n",
-       "L 802.595444 325.06014 \n",
-       "L 802.595444 324.565463 \n",
-       "L 802.595444 324.070787 \n",
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-       "L 802.595444 323.081434 \n",
-       "L 802.595444 322.586757 \n",
-       "L 802.595444 322.092081 \n",
-       "L 802.595444 321.597404 \n",
-       "L 802.595444 321.102728 \n",
-       "L 802.595444 320.608051 \n",
-       "L 802.595444 320.113375 \n",
-       "L 802.595444 319.618698 \n",
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-       "L 802.595444 317.145316 \n",
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-       "L 802.595444 316.155963 \n",
-       "L 802.595444 315.661286 \n",
-       "L 802.595444 315.16661 \n",
-       "L 802.595444 314.671933 \n",
-       "L 802.595444 314.177257 \n",
-       "L 802.595444 313.68258 \n",
-       "L 802.595444 313.187904 \n",
-       "L 802.595444 312.693227 \n",
-       "L 802.595444 312.198551 \n",
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-       "L 802.595444 311.209198 \n",
-       "L 802.595444 310.714521 \n",
-       "L 802.595444 310.219845 \n",
-       "L 802.595444 309.725168 \n",
-       "L 802.595444 309.230492 \n",
-       "L 802.595444 308.735815 \n",
-       "L 802.595444 308.241139 \n",
-       "L 802.595444 307.746462 \n",
-       "L 802.595444 307.251786 \n",
-       "L 802.595444 306.757109 \n",
-       "L 802.595444 306.262433 \n",
-       "L 802.595444 305.767756 \n",
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-       "L 802.595444 303.78905 \n",
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-       "L 802.595444 302.799697 \n",
-       "L 802.595444 302.305021 \n",
-       "L 802.595444 301.810344 \n",
-       "L 802.595444 301.315668 \n",
-       "L 802.595444 300.820992 \n",
-       "L 802.595444 300.326315 \n",
-       "L 802.595444 299.831639 \n",
-       "L 802.595444 299.336962 \n",
-       "L 802.595444 298.842286 \n",
-       "L 802.595444 298.347609 \n",
-       "L 802.595444 297.852933 \n",
-       "L 802.595444 297.358256 \n",
-       "L 802.595444 296.86358 \n",
-       "L 802.595444 296.368903 \n",
-       "L 802.595444 295.874227 \n",
-       "L 802.595444 295.37955 \n",
-       "L 802.595444 294.884874 \n",
-       "L 802.595444 294.390197 \n",
-       "L 802.595444 293.895521 \n",
-       "L 802.595444 293.400844 \n",
-       "L 802.595444 292.906168 \n",
-       "L 802.595444 292.411491 \n",
-       "L 802.595444 291.916815 \n",
-       "L 802.595444 291.422138 \n",
-       "L 802.595444 290.927462 \n",
-       "L 802.595444 290.432785 \n",
-       "L 802.595444 289.938109 \n",
-       "L 802.595444 289.443432 \n",
-       "L 802.595444 288.948756 \n",
-       "L 802.595444 288.454079 \n",
-       "L 802.595444 287.959403 \n",
-       "L 802.595444 287.464726 \n",
-       "L 802.595444 286.97005 \n",
-       "L 802.595444 286.475373 \n",
-       "L 802.595444 285.980697 \n",
-       "L 802.595444 285.48602 \n",
-       "L 802.595444 284.991344 \n",
-       "L 802.595444 284.496667 \n",
-       "L 802.595444 284.001991 \n",
-       "L 802.595444 283.507314 \n",
-       "L 802.595444 283.012638 \n",
-       "L 802.595444 282.517961 \n",
-       "L 802.595444 282.023285 \n",
-       "L 802.595444 281.528608 \n",
-       "L 802.595444 281.033932 \n",
-       "L 802.595444 280.539255 \n",
-       "L 802.595444 280.044579 \n",
-       "L 802.595444 279.549902 \n",
-       "L 802.595444 279.055226 \n",
-       "L 802.595444 278.560549 \n",
-       "L 802.595444 278.065873 \n",
-       "L 802.595444 277.571196 \n",
-       "L 802.595444 277.07652 \n",
-       "L 802.595444 276.581843 \n",
-       "L 802.595444 276.087167 \n",
-       "L 802.595444 275.59249 \n",
-       "L 802.595444 275.097814 \n",
-       "L 802.595444 274.603137 \n",
-       "L 802.595444 274.108461 \n",
-       "L 802.595444 273.613784 \n",
-       "L 802.595444 273.119108 \n",
-       "L 802.595444 272.624431 \n",
-       "L 802.595444 272.129755 \n",
-       "L 802.595444 271.635078 \n",
-       "L 802.595444 271.140402 \n",
-       "L 802.595444 270.645725 \n",
-       "L 802.595444 270.151049 \n",
-       "L 802.595444 269.656372 \n",
-       "L 802.595444 269.161696 \n",
-       "L 802.595444 268.667019 \n",
-       "L 802.595444 268.172343 \n",
-       "L 802.595444 267.677666 \n",
-       "L 802.595444 267.18299 \n",
-       "L 802.595444 266.688313 \n",
-       "L 802.595444 266.193637 \n",
-       "L 802.595444 265.69896 \n",
-       "L 802.595444 265.204284 \n",
-       "L 802.595444 264.709607 \n",
-       "L 802.595444 264.214931 \n",
-       "L 802.595444 263.720254 \n",
-       "L 802.595444 263.225578 \n",
-       "L 802.595444 262.730901 \n",
-       "L 802.595444 262.236225 \n",
-       "L 802.595444 261.741548 \n",
-       "L 802.595444 261.246872 \n",
-       "L 802.595444 260.752195 \n",
-       "L 802.595444 260.257519 \n",
-       "L 802.595444 259.762842 \n",
-       "L 802.595444 259.268166 \n",
-       "L 802.595444 258.773489 \n",
-       "L 802.595444 258.278813 \n",
-       "L 802.595444 257.784136 \n",
-       "L 802.595444 257.28946 \n",
-       "L 802.595444 256.794783 \n",
-       "L 802.595444 256.300107 \n",
-       "L 802.595444 255.80543 \n",
-       "L 802.595444 255.310754 \n",
-       "L 802.595444 254.816077 \n",
-       "L 802.595444 254.321401 \n",
-       "L 802.595444 253.826725 \n",
-       "L 802.595444 253.332048 \n",
-       "L 802.595444 252.837372 \n",
-       "L 802.595444 252.342695 \n",
-       "L 802.595444 251.848019 \n",
-       "L 802.595444 251.353342 \n",
-       "L 802.595444 250.858666 \n",
-       "L 802.595444 250.363989 \n",
-       "L 802.595444 249.869313 \n",
-       "L 802.595444 249.374636 \n",
-       "L 802.595444 248.87996 \n",
-       "L 802.595444 248.385283 \n",
-       "L 802.595444 247.890607 \n",
-       "L 802.595444 247.39593 \n",
-       "L 802.595444 246.901254 \n",
-       "L 802.595444 246.406577 \n",
-       "L 802.595444 245.911901 \n",
-       "L 802.595444 245.417224 \n",
-       "L 802.595444 244.922548 \n",
-       "L 802.595444 244.427871 \n",
-       "L 802.595444 243.933195 \n",
-       "L 802.595444 243.438518 \n",
-       "L 802.595444 242.943842 \n",
-       "L 802.595444 242.449165 \n",
-       "L 802.595444 241.954489 \n",
-       "L 802.595444 241.459812 \n",
-       "L 802.595444 240.965136 \n",
-       "L 802.595444 240.470459 \n",
-       "L 802.595444 239.975783 \n",
-       "L 802.595444 239.481106 \n",
-       "L 802.595444 238.98643 \n",
-       "L 802.595444 238.491753 \n",
-       "L 802.595444 237.997077 \n",
-       "L 802.595444 237.5024 \n",
-       "L 802.595444 237.007724 \n",
-       "L 802.595444 236.513047 \n",
-       "L 802.595444 236.018371 \n",
-       "L 802.595444 235.523694 \n",
-       "L 802.595444 235.029018 \n",
-       "L 802.595444 234.534341 \n",
-       "L 802.595444 234.039665 \n",
-       "L 802.595444 233.544988 \n",
-       "L 802.595444 233.050312 \n",
-       "L 802.595444 232.555635 \n",
-       "L 802.595444 232.060959 \n",
-       "L 802.595444 231.566282 \n",
-       "L 802.595444 231.071606 \n",
-       "L 802.595444 230.576929 \n",
-       "L 802.595444 230.082253 \n",
-       "L 802.595444 229.587576 \n",
-       "L 802.595444 229.0929 \n",
-       "L 802.595444 228.598223 \n",
-       "L 802.595444 228.103547 \n",
-       "L 802.595444 227.60887 \n",
-       "L 802.595444 227.114194 \n",
-       "L 802.595444 226.619517 \n",
-       "L 802.595444 226.124841 \n",
-       "L 802.595444 225.630164 \n",
-       "L 802.595444 225.135488 \n",
-       "L 802.595444 224.640811 \n",
-       "L 802.595444 224.146135 \n",
-       "L 802.595444 223.651458 \n",
-       "L 802.595444 223.156782 \n",
-       "L 802.595444 222.662105 \n",
-       "L 802.595444 222.167429 \n",
-       "L 802.595444 221.672752 \n",
-       "L 802.595444 221.178076 \n",
-       "L 802.595444 220.683399 \n",
-       "L 802.595444 220.188723 \n",
-       "L 802.595444 219.694046 \n",
-       "L 802.595444 219.19937 \n",
-       "L 802.595444 218.704693 \n",
-       "L 802.595444 218.210017 \n",
-       "L 802.595444 217.71534 \n",
-       "L 802.595444 217.220664 \n",
-       "L 802.595444 216.725987 \n",
-       "L 802.595444 216.231311 \n",
-       "L 802.595444 215.736634 \n",
-       "L 802.595444 215.241958 \n",
-       "L 802.595444 214.747281 \n",
-       "L 802.595444 214.252605 \n",
-       "L 802.595444 213.757928 \n",
-       "L 802.595444 213.263252 \n",
-       "L 802.595444 212.768575 \n",
-       "L 802.595444 212.273899 \n",
-       "L 802.595444 211.779222 \n",
-       "L 802.595444 211.284546 \n",
-       "L 802.595444 210.789869 \n",
-       "L 802.595444 210.295193 \n",
-       "L 802.595444 209.800516 \n",
-       "L 802.595444 209.30584 \n",
-       "L 802.595444 208.811163 \n",
-       "L 802.595444 208.316487 \n",
-       "L 802.595444 207.821811 \n",
-       "L 802.595444 207.327134 \n",
-       "L 802.595444 206.832458 \n",
-       "L 802.595444 206.337781 \n",
-       "L 802.595444 205.843105 \n",
-       "L 802.595444 205.348428 \n",
-       "L 802.595444 204.853752 \n",
-       "L 802.595444 204.359075 \n",
-       "L 802.595444 203.864399 \n",
-       "L 802.595444 203.369722 \n",
-       "L 802.595444 202.875046 \n",
-       "L 802.595444 202.380369 \n",
-       "L 802.595444 201.885693 \n",
-       "L 802.595444 201.391016 \n",
-       "L 802.595444 200.89634 \n",
-       "L 802.595444 200.401663 \n",
-       "L 802.595444 199.906987 \n",
-       "L 802.595444 199.41231 \n",
-       "L 802.595444 198.917634 \n",
-       "L 802.595444 198.422957 \n",
-       "L 802.595444 197.928281 \n",
-       "L 802.595444 197.433604 \n",
-       "L 802.595444 196.938928 \n",
-       "L 802.595444 196.444251 \n",
-       "L 802.595444 195.949575 \n",
-       "L 802.595444 195.454898 \n",
-       "L 802.595444 194.960222 \n",
-       "L 802.595444 194.465545 \n",
-       "L 802.595444 193.970869 \n",
-       "L 802.595444 193.476192 \n",
-       "L 802.595444 192.981516 \n",
-       "L 802.595444 192.486839 \n",
-       "L 802.595444 191.992163 \n",
-       "L 802.595444 191.497486 \n",
-       "L 802.595444 191.00281 \n",
-       "L 802.595444 190.508133 \n",
-       "L 802.595444 190.013457 \n",
-       "L 802.595444 189.51878 \n",
-       "L 802.595444 189.024104 \n",
-       "L 802.595444 188.529427 \n",
-       "L 802.595444 188.034751 \n",
-       "L 802.595444 187.540074 \n",
-       "L 802.595444 187.045398 \n",
-       "L 802.595444 186.550721 \n",
-       "L 802.595444 186.056045 \n",
-       "L 802.595444 185.561368 \n",
-       "L 802.595444 185.066692 \n",
-       "L 802.595444 184.572015 \n",
-       "L 802.595444 184.077339 \n",
-       "L 802.595444 183.582662 \n",
-       "L 802.595444 183.087986 \n",
-       "L 802.595444 182.593309 \n",
-       "L 802.595444 182.098633 \n",
-       "L 802.595444 181.603956 \n",
-       "L 802.595444 181.10928 \n",
-       "L 802.595444 180.614603 \n",
-       "L 802.595444 180.119927 \n",
-       "L 802.595444 179.62525 \n",
-       "L 802.595444 179.130574 \n",
-       "L 802.595444 178.635897 \n",
-       "L 802.595444 178.141221 \n",
-       "L 802.595444 177.646544 \n",
-       "L 802.595444 177.151868 \n",
-       "L 802.595444 176.657191 \n",
-       "L 802.595444 176.162515 \n",
-       "L 802.595444 175.667838 \n",
-       "L 802.595444 175.173162 \n",
-       "L 802.595444 174.678485 \n",
-       "L 802.595444 174.183809 \n",
-       "L 802.595444 173.689132 \n",
-       "L 802.595444 173.194456 \n",
-       "L 802.595444 172.699779 \n",
-       "L 802.595444 172.205103 \n",
-       "L 802.595444 171.710426 \n",
-       "L 802.595444 171.21575 \n",
-       "L 802.595444 170.721073 \n",
-       "L 802.595444 170.226397 \n",
-       "L 802.595444 169.73172 \n",
-       "L 802.595444 169.237044 \n",
-       "L 802.595444 168.742367 \n",
-       "L 802.595444 168.247691 \n",
-       "L 802.595444 167.753014 \n",
-       "L 802.595444 167.258338 \n",
-       "L 802.595444 166.763661 \n",
-       "L 802.595444 166.268985 \n",
-       "L 802.595444 165.774308 \n",
-       "L 802.595444 165.279632 \n",
-       "L 802.595444 164.784955 \n",
-       "L 802.595444 164.290279 \n",
-       "L 802.595444 163.795602 \n",
-       "L 802.595444 163.300926 \n",
-       "L 802.595444 162.806249 \n",
-       "L 802.595444 162.311573 \n",
-       "L 802.595444 161.816896 \n",
-       "L 802.595444 161.32222 \n",
-       "L 802.595444 160.827544 \n",
-       "L 802.595444 160.332867 \n",
-       "L 802.595444 159.838191 \n",
-       "L 802.595444 159.343514 \n",
-       "L 802.595444 158.848838 \n",
-       "L 802.595444 158.354161 \n",
-       "L 802.595444 157.859485 \n",
-       "L 802.595444 157.364808 \n",
-       "L 802.595444 156.870132 \n",
-       "L 802.595444 156.375455 \n",
-       "L 802.595444 155.880779 \n",
-       "L 802.595444 155.386102 \n",
-       "L 802.595444 154.891426 \n",
-       "L 802.595444 154.396749 \n",
-       "L 802.595444 153.902073 \n",
-       "L 802.595444 153.407396 \n",
-       "L 802.595444 152.91272 \n",
-       "L 802.595444 152.418043 \n",
-       "L 802.595444 151.923367 \n",
-       "L 802.595444 151.42869 \n",
-       "L 802.595444 150.934014 \n",
-       "L 802.595444 150.439337 \n",
-       "L 802.595444 149.944661 \n",
-       "L 802.595444 149.449984 \n",
-       "L 802.595444 148.955308 \n",
-       "L 802.595444 148.460631 \n",
-       "L 802.595444 147.965955 \n",
-       "L 802.595444 147.471278 \n",
-       "L 802.595444 146.976602 \n",
-       "L 802.595444 146.481925 \n",
-       "L 802.595444 145.987249 \n",
-       "L 802.595444 145.492572 \n",
-       "L 802.595444 144.997896 \n",
-       "L 802.595444 144.503219 \n",
-       "L 802.595444 144.008543 \n",
-       "L 802.595444 143.513866 \n",
-       "L 802.595444 143.01919 \n",
-       "L 802.595444 142.524513 \n",
-       "L 802.595444 142.029837 \n",
-       "L 802.595444 141.53516 \n",
-       "L 802.595444 141.040484 \n",
-       "L 802.595444 140.545807 \n",
-       "L 802.595444 140.051131 \n",
-       "L 802.595444 139.556454 \n",
-       "L 802.595444 139.061778 \n",
-       "L 802.595444 138.567101 \n",
-       "L 802.595444 138.072425 \n",
-       "L 802.595444 137.577748 \n",
-       "L 802.595444 137.083072 \n",
-       "L 802.595444 136.588395 \n",
-       "L 802.595444 136.093719 \n",
-       "L 802.595444 135.599042 \n",
-       "L 802.595444 135.104366 \n",
-       "L 802.595444 134.609689 \n",
-       "L 802.595444 134.115013 \n",
-       "L 802.595444 133.620336 \n",
-       "L 802.595444 133.12566 \n",
-       "L 802.595444 132.630983 \n",
-       "L 802.595444 132.136307 \n",
-       "L 802.595444 131.64163 \n",
-       "L 802.595444 131.146954 \n",
-       "L 802.595444 130.652277 \n",
-       "L 802.595444 130.157601 \n",
-       "L 802.595444 129.662924 \n",
-       "L 802.595444 129.168248 \n",
-       "L 802.595444 128.673571 \n",
-       "L 802.595444 128.178895 \n",
-       "L 802.595444 127.684218 \n",
-       "L 802.595444 127.189542 \n",
-       "L 802.595444 126.694865 \n",
-       "L 802.595444 126.200189 \n",
-       "L 802.595444 125.705512 \n",
-       "L 802.595444 125.210836 \n",
-       "L 802.595444 124.716159 \n",
-       "L 802.595444 124.221483 \n",
-       "L 802.595444 123.726806 \n",
-       "L 802.595444 123.23213 \n",
-       "L 802.595444 122.737453 \n",
-       "L 802.595444 122.242777 \n",
-       "L 802.595444 121.7481 \n",
-       "L 802.595444 121.253424 \n",
-       "L 802.595444 120.758747 \n",
-       "L 802.595444 120.264071 \n",
-       "L 802.595444 119.769394 \n",
-       "L 802.595444 119.274718 \n",
-       "L 802.595444 118.780041 \n",
-       "L 802.595444 118.285365 \n",
-       "L 802.595444 117.790688 \n",
-       "L 802.595444 117.296012 \n",
-       "L 802.595444 116.801335 \n",
-       "L 802.595444 116.306659 \n",
-       "L 802.595444 115.811982 \n",
-       "L 802.595444 115.317306 \n",
-       "L 802.595444 114.82263 \n",
-       "L 802.595444 114.327953 \n",
-       "L 802.595444 113.833277 \n",
-       "L 802.595444 113.3386 \n",
-       "L 802.595444 112.843924 \n",
-       "L 802.595444 112.349247 \n",
-       "L 802.595444 111.854571 \n",
-       "L 802.595444 111.359894 \n",
-       "L 802.595444 110.865218 \n",
-       "L 802.595444 110.370541 \n",
-       "L 802.595444 109.875865 \n",
-       "L 802.595444 109.381188 \n",
-       "L 802.595444 108.886512 \n",
-       "L 802.595444 108.391835 \n",
-       "L 802.595444 107.897159 \n",
-       "L 802.595444 107.402482 \n",
-       "L 802.595444 106.907806 \n",
-       "L 802.595444 106.413129 \n",
-       "L 802.595444 105.918453 \n",
-       "L 802.595444 105.423776 \n",
-       "L 802.595444 104.9291 \n",
-       "L 802.595444 104.434423 \n",
-       "L 802.595444 103.939747 \n",
-       "L 802.595444 103.44507 \n",
-       "L 802.595444 102.950394 \n",
-       "L 802.595444 102.455717 \n",
-       "L 802.595444 101.961041 \n",
-       "L 802.595444 101.466364 \n",
-       "L 802.595444 100.971688 \n",
-       "L 802.595444 100.477011 \n",
-       "L 802.595444 99.982335 \n",
-       "L 802.595444 99.487658 \n",
-       "L 802.595444 98.992982 \n",
-       "L 802.595444 98.498305 \n",
-       "L 802.595444 98.003629 \n",
-       "L 802.595444 97.508952 \n",
-       "L 802.595444 97.014276 \n",
-       "L 802.595444 96.519599 \n",
-       "L 802.595444 96.024923 \n",
-       "L 802.595444 95.530246 \n",
-       "L 802.595444 95.03557 \n",
-       "L 802.595444 94.540893 \n",
-       "L 802.595444 94.046217 \n",
-       "L 802.595444 93.55154 \n",
-       "L 802.595444 93.056864 \n",
-       "L 802.595444 92.562187 \n",
-       "L 802.595444 92.067511 \n",
-       "L 802.595444 91.572834 \n",
-       "L 802.595444 91.078158 \n",
-       "L 802.595444 90.583481 \n",
-       "L 802.595444 90.088805 \n",
-       "L 802.595444 89.594128 \n",
-       "L 802.595444 89.099452 \n",
-       "L 802.595444 88.604775 \n",
-       "L 802.595444 88.110099 \n",
-       "L 802.595444 87.615422 \n",
-       "L 802.595444 87.120746 \n",
-       "L 802.595444 86.626069 \n",
-       "L 802.595444 86.131393 \n",
-       "L 802.595444 85.636716 \n",
-       "L 802.595444 85.14204 \n",
-       "L 802.595444 84.647363 \n",
-       "L 802.595444 84.152687 \n",
-       "L 802.595444 83.65801 \n",
-       "L 802.595444 83.163334 \n",
-       "L 802.595444 82.668657 \n",
-       "L 802.595444 82.173981 \n",
-       "L 802.595444 81.679304 \n",
-       "L 802.595444 81.184628 \n",
-       "L 802.595444 80.689951 \n",
-       "L 802.595444 80.195275 \n",
-       "L 802.595444 79.700598 \n",
-       "L 802.595444 79.205922 \n",
-       "L 802.595444 78.711245 \n",
-       "L 802.595444 78.216569 \n",
-       "L 802.595444 77.721892 \n",
-       "L 802.595444 77.227216 \n",
-       "L 802.595444 76.732539 \n",
-       "L 802.595444 76.237863 \n",
-       "L 802.595444 75.743186 \n",
-       "L 802.595444 75.24851 \n",
-       "L 802.595444 74.753833 \n",
-       "L 802.595444 74.259157 \n",
-       "L 802.595444 73.76448 \n",
-       "L 802.595444 73.269804 \n",
-       "L 802.595444 72.775127 \n",
-       "L 802.595444 72.280451 \n",
-       "L 802.595444 71.785774 \n",
-       "L 802.595444 71.291098 \n",
-       "L 802.595444 70.796421 \n",
-       "L 802.595444 70.301745 \n",
-       "L 802.595444 69.807068 \n",
-       "L 802.595444 69.312392 \n",
-       "L 802.595444 68.817715 \n",
-       "L 802.595444 68.323039 \n",
-       "L 802.595444 67.828363 \n",
-       "L 802.595444 67.333686 \n",
-       "L 802.595444 66.83901 \n",
-       "L 802.595444 66.344333 \n",
-       "L 802.595444 65.849657 \n",
-       "L 802.595444 65.35498 \n",
-       "L 802.595444 64.860304 \n",
-       "L 802.595444 64.365627 \n",
-       "L 802.595444 63.870951 \n",
-       "L 802.595444 63.376274 \n",
-       "L 802.595444 62.881598 \n",
-       "L 802.595444 62.386921 \n",
-       "L 802.595444 61.892245 \n",
-       "L 802.595444 61.397568 \n",
-       "L 802.595444 60.902892 \n",
-       "L 802.595444 60.408215 \n",
-       "L 802.595444 59.913539 \n",
-       "L 802.595444 59.418862 \n",
-       "L 802.595444 58.924186 \n",
-       "L 802.595444 58.429509 \n",
-       "L 802.595444 57.934833 \n",
-       "L 802.595444 57.440156 \n",
-       "L 802.595444 56.94548 \n",
-       "L 802.595444 56.450803 \n",
-       "L 802.595444 55.956127 \n",
-       "L 802.595444 55.46145 \n",
-       "L 802.595444 54.966774 \n",
-       "L 802.595444 54.472097 \n",
-       "L 802.595444 53.977421 \n",
-       "L 802.595444 53.482744 \n",
-       "L 802.595444 52.988068 \n",
-       "L 802.595444 52.493391 \n",
-       "L 802.595444 51.998715 \n",
-       "L 802.595444 51.504038 \n",
-       "L 802.595444 51.009362 \n",
-       "L 802.595444 50.514685 \n",
-       "L 802.595444 50.020009 \n",
-       "L 802.595444 49.525332 \n",
-       "L 802.595444 49.030656 \n",
-       "L 802.595444 48.535979 \n",
-       "L 802.595444 48.041303 \n",
-       "L 802.595444 47.546626 \n",
-       "L 802.595444 47.05195 \n",
-       "L 802.595444 46.557273 \n",
-       "L 802.595444 46.062597 \n",
-       "L 802.595444 45.56792 \n",
-       "L 802.595444 45.073244 \n",
-       "L 802.595444 44.578567 \n",
-       "L 802.595444 44.083891 \n",
-       "L 802.595444 43.589214 \n",
-       "L 802.595444 43.094538 \n",
-       "L 802.595444 42.599861 \n",
-       "L 802.595444 42.105185 \n",
-       "L 802.595444 41.610508 \n",
-       "L 802.595444 41.115832 \n",
-       "L 802.595444 40.621155 \n",
-       "L 802.595444 40.126479 \n",
-       "L 802.595444 39.631802 \n",
-       "L 802.595444 39.137126 \n",
-       "L 802.595444 38.642449 \n",
-       "L 802.595444 38.147773 \n",
-       "L 802.595444 37.653096 \n",
-       "L 802.595444 37.15842 \n",
-       "L 802.595444 36.663743 \n",
-       "L 802.595444 36.169067 \n",
-       "L 802.595444 35.67439 \n",
-       "L 802.595444 35.179714 \n",
-       "L 802.595444 34.685037 \n",
-       "L 802.595444 34.190361 \n",
-       "L 802.595444 33.695684 \n",
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-       "L 807.776386 46.062597 \n",
-       "L 807.776386 45.56792 \n",
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-       "L 807.776386 44.578567 \n",
-       "L 807.776386 44.083891 \n",
-       "L 807.776386 43.589214 \n",
-       "L 807.776386 43.094538 \n",
-       "L 807.776386 42.599861 \n",
-       "L 807.776386 42.105185 \n",
-       "L 807.776386 41.610508 \n",
-       "L 807.776386 41.115832 \n",
-       "L 807.776386 40.621155 \n",
-       "L 807.776386 40.126479 \n",
-       "L 807.776386 39.631802 \n",
-       "L 807.776386 39.137126 \n",
-       "L 807.776386 38.642449 \n",
-       "L 807.776386 38.147773 \n",
-       "L 807.776386 37.653096 \n",
-       "L 807.776386 37.15842 \n",
-       "L 807.776386 36.663743 \n",
-       "L 807.776386 36.169067 \n",
-       "L 807.776386 35.67439 \n",
-       "L 807.776386 35.179714 \n",
-       "L 807.776386 34.685037 \n",
-       "L 807.776386 34.190361 \n",
-       "L 807.776386 33.695684 \n",
-       "L 807.776386 33.201008 \n",
-       "L 807.776386 32.706331 \n",
-       "L 807.776386 32.211655 \n",
-       "L 807.776386 31.716978 \n",
-       "L 807.776386 31.222302 \n",
-       "L 807.776386 30.727625 \n",
-       "L 807.776386 30.232949 \n",
-       "L 807.776386 29.738272 \n",
-       "L 807.776386 29.243596 \n",
-       "L 807.776386 28.748919 \n",
-       "L 807.776386 28.254243 \n",
-       "L 807.776386 27.759566 \n",
-       "L 807.776386 27.26489 \n",
-       "L 807.776386 26.770213 \n",
-       "L 807.776386 26.275537 \n",
-       "L 807.776386 25.78086 \n",
-       "L 807.776386 25.286184 \n",
-       "L 807.776386 24.791507 \n",
-       "L 807.776386 24.296831 \n",
-       "L 807.776386 23.802154 \n",
-       "L 807.776386 23.307478 \n",
-       "L 807.776386 22.812801 \n",
-       "L 807.776386 22.318125 \n",
-       "L 804.101125 22.318125 \n",
-       "L 802.595444 22.318125 \n",
-       "L 802.595444 22.812801 \n",
-       "L 802.595444 23.307478 \n",
-       "L 802.595444 23.802154 \n",
-       "L 802.595444 24.296831 \n",
-       "L 802.595444 24.791507 \n",
-       "L 802.595444 25.286184 \n",
-       "L 802.595444 25.78086 \n",
-       "L 802.595444 26.275537 \n",
-       "L 802.595444 26.770213 \n",
-       "L 802.595444 27.26489 \n",
-       "L 802.595444 27.759566 \n",
-       "L 802.595444 28.254243 \n",
-       "L 802.595444 28.748919 \n",
-       "L 802.595444 29.243596 \n",
-       "L 802.595444 29.738272 \n",
-       "L 802.595444 30.232949 \n",
-       "L 802.595444 30.727625 \n",
-       "L 802.595444 31.222302 \n",
-       "L 802.595444 31.716978 \n",
-       "L 802.595444 32.211655 \n",
-       "L 802.595444 32.706331 \n",
-       "L 802.595444 33.201008 \n",
-       "L 802.595444 33.695684 \n",
-       "L 802.595444 34.190361 \n",
-       "L 802.595444 34.685037 \n",
-       "L 802.595444 35.179714 \n",
-       "L 802.595444 35.67439 \n",
-       "L 802.595444 36.169067 \n",
-       "L 802.595444 36.663743 \n",
-       "L 802.595444 37.15842 \n",
-       "L 802.595444 37.653096 \n",
-       "L 802.595444 38.147773 \n",
-       "L 802.595444 38.642449 \n",
-       "L 802.595444 39.137126 \n",
-       "L 802.595444 39.631802 \n",
-       "L 802.595444 40.126479 \n",
-       "L 802.595444 40.621155 \n",
-       "L 802.595444 41.115832 \n",
-       "L 802.595444 41.610508 \n",
-       "L 802.595444 42.105185 \n",
-       "L 802.595444 42.599861 \n",
-       "L 802.595444 43.094538 \n",
-       "L 802.595444 43.589214 \n",
-       "L 802.595444 44.083891 \n",
-       "L 802.595444 44.578567 \n",
-       "L 802.595444 45.073244 \n",
-       "L 802.595444 45.56792 \n",
-       "L 802.595444 46.062597 \n",
-       "L 802.595444 46.557273 \n",
-       "L 802.595444 47.05195 \n",
-       "L 802.595444 47.546626 \n",
-       "L 802.595444 48.041303 \n",
-       "L 802.595444 48.535979 \n",
-       "L 802.595444 49.030656 \n",
-       "L 802.595444 49.525332 \n",
-       "L 802.595444 50.020009 \n",
-       "L 802.595444 50.514685 \n",
-       "L 802.595444 51.009362 \n",
-       "L 802.595444 51.504038 \n",
-       "L 802.595444 51.998715 \n",
-       "L 802.595444 52.493391 \n",
-       "L 802.595444 52.988068 \n",
-       "L 802.595444 53.482744 \n",
-       "L 802.595444 53.977421 \n",
-       "L 802.595444 54.472097 \n",
-       "L 802.595444 54.966774 \n",
-       "L 802.595444 55.46145 \n",
-       "L 802.595444 55.956127 \n",
-       "L 802.595444 56.450803 \n",
-       "L 802.595444 56.94548 \n",
-       "L 802.595444 57.440156 \n",
-       "L 802.595444 57.934833 \n",
-       "L 802.595444 58.429509 \n",
-       "L 802.595444 58.924186 \n",
-       "L 802.595444 59.418862 \n",
-       "L 802.595444 59.913539 \n",
-       "L 802.595444 60.408215 \n",
-       "L 802.595444 60.902892 \n",
-       "L 802.595444 61.397568 \n",
-       "L 802.595444 61.892245 \n",
-       "L 802.595444 62.386921 \n",
-       "L 802.595444 62.881598 \n",
-       "L 802.595444 63.376274 \n",
-       "L 802.595444 63.870951 \n",
-       "L 802.595444 64.365627 \n",
-       "L 802.595444 64.860304 \n",
-       "L 802.595444 65.35498 \n",
-       "L 802.595444 65.849657 \n",
-       "L 802.595444 66.344333 \n",
-       "L 802.595444 66.83901 \n",
-       "L 802.595444 67.333686 \n",
-       "L 802.595444 67.828363 \n",
-       "L 802.595444 68.323039 \n",
-       "L 802.595444 68.817715 \n",
-       "L 802.595444 69.312392 \n",
-       "L 802.595444 69.807068 \n",
-       "L 802.595444 70.301745 \n",
-       "L 802.595444 70.796421 \n",
-       "L 802.595444 71.291098 \n",
-       "L 802.595444 71.785774 \n",
-       "L 802.595444 72.280451 \n",
-       "L 802.595444 72.775127 \n",
-       "L 802.595444 73.269804 \n",
-       "L 802.595444 73.76448 \n",
-       "L 802.595444 74.259157 \n",
-       "L 802.595444 74.753833 \n",
-       "L 802.595444 75.24851 \n",
-       "L 802.595444 75.743186 \n",
-       "L 802.595444 76.237863 \n",
-       "L 802.595444 76.732539 \n",
-       "L 802.595444 77.227216 \n",
-       "L 802.595444 77.721892 \n",
-       "L 802.595444 78.216569 \n",
-       "L 802.595444 78.711245 \n",
-       "L 802.595444 79.205922 \n",
-       "L 802.595444 79.700598 \n",
-       "L 802.595444 80.195275 \n",
-       "L 802.595444 80.689951 \n",
-       "L 802.595444 81.184628 \n",
-       "L 802.595444 81.679304 \n",
-       "L 802.595444 82.173981 \n",
-       "L 802.595444 82.668657 \n",
-       "L 802.595444 83.163334 \n",
-       "L 802.595444 83.65801 \n",
-       "L 802.595444 84.152687 \n",
-       "L 802.595444 84.647363 \n",
-       "L 802.595444 85.14204 \n",
-       "L 802.595444 85.636716 \n",
-       "L 802.595444 86.131393 \n",
-       "L 802.595444 86.626069 \n",
-       "L 802.595444 87.120746 \n",
-       "L 802.595444 87.615422 \n",
-       "L 802.595444 88.110099 \n",
-       "L 802.595444 88.604775 \n",
-       "L 802.595444 89.099452 \n",
-       "L 802.595444 89.594128 \n",
-       "L 802.595444 90.088805 \n",
-       "L 802.595444 90.583481 \n",
-       "L 802.595444 91.078158 \n",
-       "L 802.595444 91.572834 \n",
-       "L 802.595444 92.067511 \n",
-       "L 802.595444 92.562187 \n",
-       "L 802.595444 93.056864 \n",
-       "L 802.595444 93.55154 \n",
-       "L 802.595444 94.046217 \n",
-       "L 802.595444 94.540893 \n",
-       "L 802.595444 95.03557 \n",
-       "L 802.595444 95.530246 \n",
-       "L 802.595444 96.024923 \n",
-       "L 802.595444 96.519599 \n",
-       "L 802.595444 97.014276 \n",
-       "L 802.595444 97.508952 \n",
-       "L 802.595444 98.003629 \n",
-       "L 802.595444 98.498305 \n",
-       "L 802.595444 98.992982 \n",
-       "L 802.595444 99.487658 \n",
-       "L 802.595444 99.982335 \n",
-       "L 802.595444 100.477011 \n",
-       "L 802.595444 100.971688 \n",
-       "L 802.595444 101.466364 \n",
-       "L 802.595444 101.961041 \n",
-       "L 802.595444 102.455717 \n",
-       "L 802.595444 102.950394 \n",
-       "L 802.595444 103.44507 \n",
-       "L 802.595444 103.939747 \n",
-       "L 802.595444 104.434423 \n",
-       "L 802.595444 104.9291 \n",
-       "L 802.595444 105.423776 \n",
-       "L 802.595444 105.918453 \n",
-       "L 802.595444 106.413129 \n",
-       "L 802.595444 106.907806 \n",
-       "L 802.595444 107.402482 \n",
-       "L 802.595444 107.897159 \n",
-       "L 802.595444 108.391835 \n",
-       "L 802.595444 108.886512 \n",
-       "L 802.595444 109.381188 \n",
-       "L 802.595444 109.875865 \n",
-       "L 802.595444 110.370541 \n",
-       "L 802.595444 110.865218 \n",
-       "L 802.595444 111.359894 \n",
-       "L 802.595444 111.854571 \n",
-       "L 802.595444 112.349247 \n",
-       "L 802.595444 112.843924 \n",
-       "L 802.595444 113.3386 \n",
-       "L 802.595444 113.833277 \n",
-       "L 802.595444 114.327953 \n",
-       "L 802.595444 114.82263 \n",
-       "L 802.595444 115.317306 \n",
-       "L 802.595444 115.811982 \n",
-       "L 802.595444 116.306659 \n",
-       "L 802.595444 116.801335 \n",
-       "L 802.595444 117.296012 \n",
-       "L 802.595444 117.790688 \n",
-       "L 802.595444 118.285365 \n",
-       "L 802.595444 118.780041 \n",
-       "L 802.595444 119.274718 \n",
-       "L 802.595444 119.769394 \n",
-       "L 802.595444 120.264071 \n",
-       "L 802.595444 120.758747 \n",
-       "L 802.595444 121.253424 \n",
-       "L 802.595444 121.7481 \n",
-       "L 802.595444 122.242777 \n",
-       "L 802.595444 122.737453 \n",
-       "L 802.595444 123.23213 \n",
-       "L 802.595444 123.726806 \n",
-       "L 802.595444 124.221483 \n",
-       "L 802.595444 124.716159 \n",
-       "L 802.595444 125.210836 \n",
-       "L 802.595444 125.705512 \n",
-       "L 802.595444 126.200189 \n",
-       "L 802.595444 126.694865 \n",
-       "L 802.595444 127.189542 \n",
-       "L 802.595444 127.684218 \n",
-       "L 802.595444 128.178895 \n",
-       "L 802.595444 128.673571 \n",
-       "L 802.595444 129.168248 \n",
-       "L 802.595444 129.662924 \n",
-       "L 802.595444 130.157601 \n",
-       "L 802.595444 130.652277 \n",
-       "L 802.595444 131.146954 \n",
-       "L 802.595444 131.64163 \n",
-       "L 802.595444 132.136307 \n",
-       "L 802.595444 132.630983 \n",
-       "L 802.595444 133.12566 \n",
-       "L 802.595444 133.620336 \n",
-       "L 802.595444 134.115013 \n",
-       "L 802.595444 134.609689 \n",
-       "L 802.595444 135.104366 \n",
-       "L 802.595444 135.599042 \n",
-       "L 802.595444 136.093719 \n",
-       "L 802.595444 136.588395 \n",
-       "L 802.595444 137.083072 \n",
-       "L 802.595444 137.577748 \n",
-       "L 802.595444 138.072425 \n",
-       "L 802.595444 138.567101 \n",
-       "L 802.595444 139.061778 \n",
-       "L 802.595444 139.556454 \n",
-       "L 802.595444 140.051131 \n",
-       "L 802.595444 140.545807 \n",
-       "L 802.595444 141.040484 \n",
-       "L 802.595444 141.53516 \n",
-       "L 802.595444 142.029837 \n",
-       "L 802.595444 142.524513 \n",
-       "L 802.595444 143.01919 \n",
-       "L 802.595444 143.513866 \n",
-       "L 802.595444 144.008543 \n",
-       "L 802.595444 144.503219 \n",
-       "L 802.595444 144.997896 \n",
-       "L 802.595444 145.492572 \n",
-       "L 802.595444 145.987249 \n",
-       "L 802.595444 146.481925 \n",
-       "L 802.595444 146.976602 \n",
-       "L 802.595444 147.471278 \n",
-       "L 802.595444 147.965955 \n",
-       "L 802.595444 148.460631 \n",
-       "L 802.595444 148.955308 \n",
-       "L 802.595444 149.449984 \n",
-       "L 802.595444 149.944661 \n",
-       "L 802.595444 150.439337 \n",
-       "L 802.595444 150.934014 \n",
-       "L 802.595444 151.42869 \n",
-       "L 802.595444 151.923367 \n",
-       "L 802.595444 152.418043 \n",
-       "L 802.595444 152.91272 \n",
-       "L 802.595444 153.407396 \n",
-       "L 802.595444 153.902073 \n",
-       "L 802.595444 154.396749 \n",
-       "L 802.595444 154.891426 \n",
-       "L 802.595444 155.386102 \n",
-       "L 802.595444 155.880779 \n",
-       "L 802.595444 156.375455 \n",
-       "L 802.595444 156.870132 \n",
-       "L 802.595444 157.364808 \n",
-       "L 802.595444 157.859485 \n",
-       "L 802.595444 158.354161 \n",
-       "L 802.595444 158.848838 \n",
-       "L 802.595444 159.343514 \n",
-       "L 802.595444 159.838191 \n",
-       "L 802.595444 160.332867 \n",
-       "L 802.595444 160.827544 \n",
-       "L 802.595444 161.32222 \n",
-       "L 802.595444 161.816896 \n",
-       "L 802.595444 162.311573 \n",
-       "L 802.595444 162.806249 \n",
-       "L 802.595444 163.300926 \n",
-       "L 802.595444 163.795602 \n",
-       "L 802.595444 164.290279 \n",
-       "L 802.595444 164.784955 \n",
-       "L 802.595444 165.279632 \n",
-       "L 802.595444 165.774308 \n",
-       "L 802.595444 166.268985 \n",
-       "L 802.595444 166.763661 \n",
-       "L 802.595444 167.258338 \n",
-       "L 802.595444 167.753014 \n",
-       "L 802.595444 168.247691 \n",
-       "L 802.595444 168.742367 \n",
-       "L 802.595444 169.237044 \n",
-       "L 802.595444 169.73172 \n",
-       "L 802.595444 170.226397 \n",
-       "L 802.595444 170.721073 \n",
-       "L 802.595444 171.21575 \n",
-       "L 802.595444 171.710426 \n",
-       "L 802.595444 172.205103 \n",
-       "L 802.595444 172.699779 \n",
-       "L 802.595444 173.194456 \n",
-       "L 802.595444 173.689132 \n",
-       "L 802.595444 174.183809 \n",
-       "L 802.595444 174.678485 \n",
-       "L 802.595444 175.173162 \n",
-       "L 802.595444 175.667838 \n",
-       "L 802.595444 176.162515 \n",
-       "L 802.595444 176.657191 \n",
-       "L 802.595444 177.151868 \n",
-       "L 802.595444 177.646544 \n",
-       "L 802.595444 178.141221 \n",
-       "L 802.595444 178.635897 \n",
-       "L 802.595444 179.130574 \n",
-       "L 802.595444 179.62525 \n",
-       "L 802.595444 180.119927 \n",
-       "L 802.595444 180.614603 \n",
-       "L 802.595444 181.10928 \n",
-       "L 802.595444 181.603956 \n",
-       "L 802.595444 182.098633 \n",
-       "L 802.595444 182.593309 \n",
-       "L 802.595444 183.087986 \n",
-       "L 802.595444 183.582662 \n",
-       "L 802.595444 184.077339 \n",
-       "L 802.595444 184.572015 \n",
-       "L 802.595444 185.066692 \n",
-       "L 802.595444 185.561368 \n",
-       "L 802.595444 186.056045 \n",
-       "L 802.595444 186.550721 \n",
-       "L 802.595444 187.045398 \n",
-       "L 802.595444 187.540074 \n",
-       "L 802.595444 188.034751 \n",
-       "L 802.595444 188.529427 \n",
-       "L 802.595444 189.024104 \n",
-       "L 802.595444 189.51878 \n",
-       "L 802.595444 190.013457 \n",
-       "L 802.595444 190.508133 \n",
-       "L 802.595444 191.00281 \n",
-       "L 802.595444 191.497486 \n",
-       "L 802.595444 191.992163 \n",
-       "L 802.595444 192.486839 \n",
-       "L 802.595444 192.981516 \n",
-       "L 802.595444 193.476192 \n",
-       "L 802.595444 193.970869 \n",
-       "L 802.595444 194.465545 \n",
-       "L 802.595444 194.960222 \n",
-       "L 802.595444 195.454898 \n",
-       "L 802.595444 195.949575 \n",
-       "L 802.595444 196.444251 \n",
-       "L 802.595444 196.938928 \n",
-       "L 802.595444 197.433604 \n",
-       "L 802.595444 197.928281 \n",
-       "L 802.595444 198.422957 \n",
-       "L 802.595444 198.917634 \n",
-       "L 802.595444 199.41231 \n",
-       "L 802.595444 199.906987 \n",
-       "L 802.595444 200.401663 \n",
-       "L 802.595444 200.89634 \n",
-       "L 802.595444 201.391016 \n",
-       "L 802.595444 201.885693 \n",
-       "L 802.595444 202.380369 \n",
-       "L 802.595444 202.875046 \n",
-       "L 802.595444 203.369722 \n",
-       "L 802.595444 203.864399 \n",
-       "L 802.595444 204.359075 \n",
-       "L 802.595444 204.853752 \n",
-       "L 802.595444 205.348428 \n",
-       "L 802.595444 205.843105 \n",
-       "L 802.595444 206.337781 \n",
-       "L 802.595444 206.832458 \n",
-       "L 802.595444 207.327134 \n",
-       "L 802.595444 207.821811 \n",
-       "L 802.595444 208.316487 \n",
-       "L 802.595444 208.811163 \n",
-       "L 802.595444 209.30584 \n",
-       "L 802.595444 209.800516 \n",
-       "L 802.595444 210.295193 \n",
-       "L 802.595444 210.789869 \n",
-       "L 802.595444 211.284546 \n",
-       "L 802.595444 211.779222 \n",
-       "L 802.595444 212.273899 \n",
-       "L 802.595444 212.768575 \n",
-       "L 802.595444 213.263252 \n",
-       "L 802.595444 213.757928 \n",
-       "L 802.595444 214.252605 \n",
-       "L 802.595444 214.747281 \n",
-       "L 802.595444 215.241958 \n",
-       "L 802.595444 215.736634 \n",
-       "L 802.595444 216.231311 \n",
-       "L 802.595444 216.725987 \n",
-       "L 802.595444 217.220664 \n",
-       "L 802.595444 217.71534 \n",
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-       "L 802.595444 218.704693 \n",
-       "L 802.595444 219.19937 \n",
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-       "L 802.595444 220.188723 \n",
-       "L 802.595444 220.683399 \n",
-       "L 802.595444 221.178076 \n",
-       "L 802.595444 221.672752 \n",
-       "L 802.595444 222.167429 \n",
-       "L 802.595444 222.662105 \n",
-       "L 802.595444 223.156782 \n",
-       "L 802.595444 223.651458 \n",
-       "L 802.595444 224.146135 \n",
-       "L 802.595444 224.640811 \n",
-       "L 802.595444 225.135488 \n",
-       "L 802.595444 225.630164 \n",
-       "L 802.595444 226.124841 \n",
-       "L 802.595444 226.619517 \n",
-       "L 802.595444 227.114194 \n",
-       "L 802.595444 227.60887 \n",
-       "L 802.595444 228.103547 \n",
-       "L 802.595444 228.598223 \n",
-       "L 802.595444 229.0929 \n",
-       "L 802.595444 229.587576 \n",
-       "L 802.595444 230.082253 \n",
-       "L 802.595444 230.576929 \n",
-       "L 802.595444 231.071606 \n",
-       "L 802.595444 231.566282 \n",
-       "L 802.595444 232.060959 \n",
-       "L 802.595444 232.555635 \n",
-       "L 802.595444 233.050312 \n",
-       "L 802.595444 233.544988 \n",
-       "L 802.595444 234.039665 \n",
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-       "L 802.595444 235.029018 \n",
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-       "L 802.595444 236.018371 \n",
-       "L 802.595444 236.513047 \n",
-       "L 802.595444 237.007724 \n",
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-       "L 802.595444 237.997077 \n",
-       "L 802.595444 238.491753 \n",
-       "L 802.595444 238.98643 \n",
-       "L 802.595444 239.481106 \n",
-       "L 802.595444 239.975783 \n",
-       "L 802.595444 240.470459 \n",
-       "L 802.595444 240.965136 \n",
-       "L 802.595444 241.459812 \n",
-       "L 802.595444 241.954489 \n",
-       "L 802.595444 242.449165 \n",
-       "L 802.595444 242.943842 \n",
-       "L 802.595444 243.438518 \n",
-       "L 802.595444 243.933195 \n",
-       "L 802.595444 244.427871 \n",
-       "L 802.595444 244.922548 \n",
-       "L 802.595444 245.417224 \n",
-       "L 802.595444 245.911901 \n",
-       "L 802.595444 246.406577 \n",
-       "L 802.595444 246.901254 \n",
-       "L 802.595444 247.39593 \n",
-       "L 802.595444 247.890607 \n",
-       "L 802.595444 248.385283 \n",
-       "L 802.595444 248.87996 \n",
-       "L 802.595444 249.374636 \n",
-       "L 802.595444 249.869313 \n",
-       "L 802.595444 250.363989 \n",
-       "L 802.595444 250.858666 \n",
-       "L 802.595444 251.353342 \n",
-       "L 802.595444 251.848019 \n",
-       "L 802.595444 252.342695 \n",
-       "L 802.595444 252.837372 \n",
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-       "L 802.595444 253.826725 \n",
-       "L 802.595444 254.321401 \n",
-       "L 802.595444 254.816077 \n",
-       "L 802.595444 255.310754 \n",
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-       "L 802.595444 256.300107 \n",
-       "L 802.595444 256.794783 \n",
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-       "L 802.595444 258.278813 \n",
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-       "L 802.595444 259.268166 \n",
-       "L 802.595444 259.762842 \n",
-       "L 802.595444 260.257519 \n",
-       "L 802.595444 260.752195 \n",
-       "L 802.595444 261.246872 \n",
-       "L 802.595444 261.741548 \n",
-       "L 802.595444 262.236225 \n",
-       "L 802.595444 262.730901 \n",
-       "L 802.595444 263.225578 \n",
-       "L 802.595444 263.720254 \n",
-       "L 802.595444 264.214931 \n",
-       "L 802.595444 264.709607 \n",
-       "L 802.595444 265.204284 \n",
-       "L 802.595444 265.69896 \n",
-       "L 802.595444 266.193637 \n",
-       "L 802.595444 266.688313 \n",
-       "L 802.595444 267.18299 \n",
-       "L 802.595444 267.677666 \n",
-       "L 802.595444 268.172343 \n",
-       "L 802.595444 268.667019 \n",
-       "L 802.595444 269.161696 \n",
-       "L 802.595444 269.656372 \n",
-       "L 802.595444 270.151049 \n",
-       "L 802.595444 270.645725 \n",
-       "L 802.595444 271.140402 \n",
-       "L 802.595444 271.635078 \n",
-       "L 802.595444 272.129755 \n",
-       "L 802.595444 272.624431 \n",
-       "L 802.595444 273.119108 \n",
-       "L 802.595444 273.613784 \n",
-       "L 802.595444 274.108461 \n",
-       "L 802.595444 274.603137 \n",
-       "L 802.595444 275.097814 \n",
-       "L 802.595444 275.59249 \n",
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-       "L 802.595444 276.581843 \n",
-       "L 802.595444 277.07652 \n",
-       "L 802.595444 277.571196 \n",
-       "L 802.595444 278.065873 \n",
-       "L 802.595444 278.560549 \n",
-       "L 802.595444 279.055226 \n",
-       "L 802.595444 279.549902 \n",
-       "L 802.595444 280.044579 \n",
-       "L 802.595444 280.539255 \n",
-       "L 802.595444 281.033932 \n",
-       "L 802.595444 281.528608 \n",
-       "L 802.595444 282.023285 \n",
-       "L 802.595444 282.517961 \n",
-       "L 802.595444 283.012638 \n",
-       "L 802.595444 283.507314 \n",
-       "L 802.595444 284.001991 \n",
-       "L 802.595444 284.496667 \n",
-       "L 802.595444 284.991344 \n",
-       "L 802.595444 285.48602 \n",
-       "L 802.595444 285.980697 \n",
-       "L 802.595444 286.475373 \n",
-       "L 802.595444 286.97005 \n",
-       "L 802.595444 287.464726 \n",
-       "L 802.595444 287.959403 \n",
-       "L 802.595444 288.454079 \n",
-       "L 802.595444 288.948756 \n",
-       "L 802.595444 289.443432 \n",
-       "L 802.595444 289.938109 \n",
-       "L 802.595444 290.432785 \n",
-       "L 802.595444 290.927462 \n",
-       "L 802.595444 291.422138 \n",
-       "L 802.595444 291.916815 \n",
-       "L 802.595444 292.411491 \n",
-       "L 802.595444 292.906168 \n",
-       "L 802.595444 293.400844 \n",
-       "L 802.595444 293.895521 \n",
-       "L 802.595444 294.390197 \n",
-       "L 802.595444 294.884874 \n",
-       "L 802.595444 295.37955 \n",
-       "L 802.595444 295.874227 \n",
-       "L 802.595444 296.368903 \n",
-       "L 802.595444 296.86358 \n",
-       "L 802.595444 297.358256 \n",
-       "L 802.595444 297.852933 \n",
-       "L 802.595444 298.347609 \n",
-       "L 802.595444 298.842286 \n",
-       "L 802.595444 299.336962 \n",
-       "L 802.595444 299.831639 \n",
-       "L 802.595444 300.326315 \n",
-       "L 802.595444 300.820992 \n",
-       "L 802.595444 301.315668 \n",
-       "L 802.595444 301.810344 \n",
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-       "L 802.595444 302.799697 \n",
-       "L 802.595444 303.294374 \n",
-       "L 802.595444 303.78905 \n",
-       "L 802.595444 304.283727 \n",
-       "L 802.595444 304.778403 \n",
-       "L 802.595444 305.27308 \n",
-       "L 802.595444 305.767756 \n",
-       "L 802.595444 306.262433 \n",
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-       "L 802.595444 307.251786 \n",
-       "L 802.595444 307.746462 \n",
-       "L 802.595444 308.241139 \n",
-       "L 802.595444 308.735815 \n",
-       "L 802.595444 309.230492 \n",
-       "L 802.595444 309.725168 \n",
-       "L 802.595444 310.219845 \n",
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-       "L 802.595444 1021.960385 \n",
-       "L 802.595444 1021.465709 \n",
-       "L 802.595444 1020.971032 \n",
-       "L 802.595444 1020.476356 \n",
-       "L 802.595444 1019.981679 \n",
-       "L 802.595444 1019.487003 \n",
-       "L 802.595444 1018.992326 \n",
-       "L 802.595444 1018.49765 \n",
-       "L 802.595444 1018.002973 \n",
-       "L 802.595444 1017.508297 \n",
-       "L 802.595444 1017.01362 \n",
-       "L 802.595444 1016.518944 \n",
-       "L 802.595444 1016.024268 \n",
-       "L 802.595444 1015.529591 \n",
-       "L 802.595444 1015.034915 \n",
-       "L 802.595444 1014.540238 \n",
-       "L 802.595444 1014.045562 \n",
-       "L 802.595444 1013.550885 \n",
-       "L 802.595444 1013.056209 \n",
-       "L 802.595444 1012.561532 \n",
-       "L 802.595444 1012.066856 \n",
-       "L 802.595444 1011.572179 \n",
-       "L 802.595444 1011.077503 \n",
-       "L 802.595444 1010.582826 \n",
-       "L 802.595444 1010.08815 \n",
-       "L 802.595444 1009.593473 \n",
-       "L 802.595444 1009.098797 \n",
-       "L 802.595444 1008.60412 \n",
-       "L 802.595444 1008.109444 \n",
-       "L 802.595444 1007.614767 \n",
-       "L 802.595444 1007.120091 \n",
-       "L 802.595444 1006.625414 \n",
-       "L 802.595444 1006.130738 \n",
-       "L 802.595444 1005.636061 \n",
-       "L 802.595444 1005.141385 \n",
-       "L 802.595444 1004.646708 \n",
-       "L 802.595444 1004.152032 \n",
-       "L 802.595444 1003.657355 \n",
-       "L 802.595444 1003.162679 \n",
-       "L 802.595444 1002.668002 \n",
-       "L 802.595444 1002.173326 \n",
-       "L 802.595444 1001.678649 \n",
-       "L 802.595444 1001.183973 \n",
-       "L 802.595444 1000.689296 \n",
-       "L 802.595444 1000.19462 \n",
-       "L 802.595444 999.699943 \n",
-       "L 802.595444 999.205267 \n",
-       "L 802.595444 998.71059 \n",
-       "L 802.595444 998.215914 \n",
-       "L 802.595444 997.721237 \n",
-       "L 802.595444 997.226561 \n",
-       "L 802.595444 996.731884 \n",
-       "L 802.595444 996.237208 \n",
-       "L 802.595444 995.742531 \n",
-       "L 802.595444 995.247855 \n",
-       "L 802.595444 994.753178 \n",
-       "L 802.595444 994.258502 \n",
-       "L 802.595444 993.763825 \n",
-       "L 802.595444 993.269149 \n",
-       "L 802.595444 992.774472 \n",
-       "L 802.595444 992.279796 \n",
-       "L 802.595444 991.785119 \n",
-       "L 802.595444 991.290443 \n",
-       "L 802.595444 990.795766 \n",
-       "L 802.595444 990.30109 \n",
-       "L 802.595444 989.806413 \n",
-       "L 802.595444 989.311737 \n",
-       "L 802.595444 988.81706 \n",
-       "L 802.595444 988.322384 \n",
-       "L 802.595444 987.827707 \n",
-       "L 802.595444 987.333031 \n",
-       "L 802.595444 986.838354 \n",
-       "L 802.595444 986.343678 \n",
-       "L 802.595444 985.849001 \n",
-       "L 802.595444 985.354325 \n",
-       "L 802.595444 984.859648 \n",
-       "L 802.595444 984.364972 \n",
-       "L 802.595444 983.870295 \n",
-       "L 802.595444 983.375619 \n",
-       "L 802.595444 982.880942 \n",
-       "L 802.595444 982.386266 \n",
-       "L 802.595444 981.891589 \n",
-       "L 802.595444 981.396913 \n",
-       "L 802.595444 980.902236 \n",
-       "L 802.595444 980.40756 \n",
-       "L 802.595444 979.912883 \n",
-       "L 802.595444 979.418207 \n",
-       "L 802.595444 978.92353 \n",
-       "L 802.595444 978.428854 \n",
-       "L 802.595444 977.934177 \n",
-       "L 802.595444 977.439501 \n",
-       "L 802.595444 976.944824 \n",
-       "L 802.595444 976.450148 \n",
-       "L 802.595444 975.955471 \n",
-       "L 802.595444 975.460795 \n",
-       "L 802.595444 974.966118 \n",
-       "L 802.595444 974.471442 \n",
-       "L 802.595444 973.976765 \n",
-       "L 802.595444 973.482089 \n",
-       "L 802.595444 972.987412 \n",
-       "L 802.595444 972.492736 \n",
-       "L 802.595444 971.998059 \n",
-       "L 802.595444 971.503383 \n",
-       "L 802.595444 971.008706 \n",
-       "L 802.595444 970.51403 \n",
-       "L 802.595444 970.019354 \n",
-       "L 802.595444 969.524677 \n",
-       "L 802.595444 969.030001 \n",
-       "L 802.595444 968.535324 \n",
-       "L 802.595444 968.040648 \n",
-       "L 802.595444 967.545971 \n",
-       "L 802.595444 967.051295 \n",
-       "L 802.595444 966.556618 \n",
-       "L 802.595444 966.061942 \n",
-       "L 802.595444 965.567265 \n",
-       "L 802.595444 965.072589 \n",
-       "L 802.595444 964.577912 \n",
-       "L 802.595444 964.083236 \n",
-       "L 802.595444 963.588559 \n",
-       "L 802.595444 963.093883 \n",
-       "L 802.595444 962.599206 \n",
-       "L 802.595444 962.10453 \n",
-       "L 802.595444 961.609853 \n",
-       "L 802.595444 961.115177 \n",
-       "L 802.595444 960.6205 \n",
-       "L 802.595444 960.125824 \n",
-       "L 802.595444 959.631147 \n",
-       "L 802.595444 959.136471 \n",
-       "L 802.595444 958.641794 \n",
-       "L 802.595444 958.147118 \n",
-       "L 802.595444 957.652441 \n",
-       "L 802.595444 957.157765 \n",
-       "L 802.595444 956.663088 \n",
-       "L 802.595444 956.168412 \n",
-       "L 802.595444 955.673735 \n",
-       "L 802.595444 955.179059 \n",
-       "L 802.595444 954.684382 \n",
-       "L 802.595444 954.189706 \n",
-       "L 802.595444 953.695029 \n",
-       "L 802.595444 953.200353 \n",
-       "L 802.595444 952.705676 \n",
-       "L 802.595444 952.211 \n",
-       "L 802.595444 951.716323 \n",
-       "L 802.595444 951.221647 \n",
-       "L 802.595444 950.72697 \n",
-       "L 802.595444 950.232294 \n",
-       "L 802.595444 949.737617 \n",
-       "L 802.595444 949.242941 \n",
-       "L 802.595444 948.748264 \n",
-       "L 802.595444 948.253588 \n",
-       "L 802.595444 947.758911 \n",
-       "L 802.595444 947.264235 \n",
-       "L 802.595444 946.769558 \n",
-       "L 802.595444 946.274882 \n",
-       "L 802.595444 945.780205 \n",
-       "L 802.595444 945.285529 \n",
-       "L 802.595444 944.790852 \n",
-       "L 802.595444 944.296176 \n",
-       "L 802.595444 943.801499 \n",
-       "L 802.595444 943.306823 \n",
-       "L 802.595444 942.812146 \n",
-       "L 802.595444 942.31747 \n",
-       "L 802.595444 941.822793 \n",
-       "L 802.595444 941.328117 \n",
-       "L 802.595444 940.83344 \n",
-       "L 802.595444 940.338764 \n",
-       "L 802.595444 939.844087 \n",
-       "L 802.595444 939.349411 \n",
-       "L 802.595444 938.854734 \n",
-       "L 802.595444 938.360058 \n",
-       "L 802.595444 937.865381 \n",
-       "L 802.595444 937.370705 \n",
-       "L 802.595444 936.876028 \n",
-       "L 802.595444 936.381352 \n",
-       "L 802.595444 935.886675 \n",
-       "L 802.595444 935.391999 \n",
-       "L 802.595444 934.897322 \n",
-       "L 802.595444 934.402646 \n",
-       "L 802.595444 933.907969 \n",
-       "L 802.595444 933.413293 \n",
-       "L 802.595444 932.918616 \n",
-       "L 802.595444 932.42394 \n",
-       "L 802.595444 931.929263 \n",
-       "L 802.595444 931.434587 \n",
-       "L 802.595444 930.93991 \n",
-       "L 802.595444 930.445234 \n",
-       "L 802.595444 929.950557 \n",
-       "L 802.595444 929.455881 \n",
-       "L 802.595444 928.961204 \n",
-       "L 802.595444 928.466528 \n",
-       "L 802.595444 927.971851 \n",
-       "L 802.595444 927.477175 \n",
-       "L 802.595444 926.982498 \n",
-       "L 802.595444 926.487822 \n",
-       "L 802.595444 925.993145 \n",
-       "L 802.595444 925.498469 \n",
-       "L 802.595444 925.003792 \n",
-       "L 802.595444 924.509116 \n",
-       "L 802.595444 924.014439 \n",
-       "L 802.595444 923.519763 \n",
-       "L 802.595444 923.025087 \n",
-       "L 802.595444 922.53041 \n",
-       "L 802.595444 922.035734 \n",
-       "L 802.595444 921.541057 \n",
-       "L 802.595444 921.046381 \n",
-       "L 802.595444 920.551704 \n",
-       "L 802.595444 920.057028 \n",
-       "L 802.595444 919.562351 \n",
-       "L 802.595444 919.067675 \n",
-       "L 802.595444 918.572998 \n",
-       "L 802.595444 918.078322 \n",
-       "L 802.595444 917.583645 \n",
-       "L 802.595444 917.088969 \n",
-       "L 802.595444 916.594292 \n",
-       "L 802.595444 916.099616 \n",
-       "L 802.595444 915.604939 \n",
-       "L 802.595444 915.110263 \n",
-       "L 802.595444 914.615586 \n",
-       "L 802.595444 914.12091 \n",
-       "L 802.595444 913.626233 \n",
-       "L 802.595444 913.131557 \n",
-       "L 802.595444 912.63688 \n",
-       "L 802.595444 912.142204 \n",
-       "L 802.595444 911.647527 \n",
-       "L 802.595444 911.152851 \n",
-       "L 802.595444 910.658174 \n",
-       "L 802.595444 910.163498 \n",
-       "L 802.595444 909.668821 \n",
-       "L 802.595444 909.174145 \n",
-       "L 802.595444 908.679468 \n",
-       "L 802.595444 908.184792 \n",
-       "L 802.595444 907.690115 \n",
-       "L 802.595444 907.195439 \n",
-       "L 802.595444 906.700762 \n",
-       "L 802.595444 906.206086 \n",
-       "L 802.595444 905.711409 \n",
-       "L 802.595444 905.216733 \n",
-       "L 802.595444 904.722056 \n",
-       "L 802.595444 904.22738 \n",
-       "L 802.595444 903.732703 \n",
-       "L 802.595444 903.238027 \n",
-       "L 802.595444 902.74335 \n",
-       "L 802.595444 902.248674 \n",
-       "L 802.595444 901.753997 \n",
-       "L 802.595444 901.259321 \n",
-       "L 802.595444 900.764644 \n",
-       "L 802.595444 900.269968 \n",
-       "L 802.595444 899.775291 \n",
-       "L 802.595444 899.280615 \n",
-       "L 802.595444 898.785938 \n",
-       "L 802.595444 898.291262 \n",
-       "L 802.595444 897.796585 \n",
-       "L 802.595444 897.301909 \n",
-       "L 802.595444 896.807232 \n",
-       "L 802.595444 896.312556 \n",
-       "L 802.595444 895.817879 \n",
-       "L 802.595444 895.323203 \n",
-       "L 802.595444 894.828526 \n",
-       "L 802.595444 894.33385 \n",
-       "L 802.595444 893.839173 \n",
-       "L 802.595444 893.344497 \n",
-       "L 802.595444 892.84982 \n",
-       "L 802.595444 892.355144 \n",
-       "L 802.595444 891.860467 \n",
-       "L 802.595444 891.365791 \n",
-       "L 802.595444 890.871114 \n",
-       "L 802.595444 890.376438 \n",
-       "L 802.595444 889.881761 \n",
-       "L 802.595444 889.387085 \n",
-       "L 802.595444 888.892408 \n",
-       "L 802.595444 888.397732 \n",
-       "L 802.595444 887.903055 \n",
-       "L 802.595444 887.408379 \n",
-       "L 802.595444 886.913702 \n",
-       "L 802.595444 886.419026 \n",
-       "L 802.595444 885.924349 \n",
-       "L 802.595444 885.429673 \n",
-       "L 802.595444 884.934996 \n",
-       "L 802.595444 884.44032 \n",
-       "L 802.595444 883.945643 \n",
-       "L 802.595444 883.450967 \n",
-       "L 802.595444 882.95629 \n",
-       "L 802.595444 882.461614 \n",
-       "L 802.595444 881.966937 \n",
-       "L 802.595444 881.472261 \n",
-       "L 802.595444 880.977584 \n",
-       "L 802.595444 880.482908 \n",
-       "L 802.595444 879.988231 \n",
-       "L 802.595444 879.493555 \n",
-       "L 802.595444 878.998878 \n",
-       "L 802.595444 878.504202 \n",
-       "L 802.595444 878.009525 \n",
-       "L 802.595444 877.514849 \n",
-       "L 802.595444 877.020173 \n",
-       "L 802.595444 876.525496 \n",
-       "L 802.595444 876.03082 \n",
-       "L 802.595444 875.536143 \n",
-       "L 802.595444 875.041467 \n",
-       "L 802.595444 874.54679 \n",
-       "L 802.595444 874.052114 \n",
-       "L 802.595444 873.557437 \n",
-       "L 802.595444 873.062761 \n",
-       "L 802.595444 872.568084 \n",
-       "L 802.595444 872.073408 \n",
-       "L 802.595444 871.578731 \n",
-       "L 802.595444 871.084055 \n",
-       "L 802.595444 870.589378 \n",
-       "L 802.595444 870.094702 \n",
-       "L 802.595444 869.600025 \n",
-       "L 802.595444 869.105349 \n",
-       "L 802.595444 868.610672 \n",
-       "L 802.595444 868.115996 \n",
-       "L 802.595444 867.621319 \n",
-       "L 802.595444 867.126643 \n",
-       "L 802.595444 866.631966 \n",
-       "L 802.595444 866.13729 \n",
-       "L 802.595444 865.642613 \n",
-       "L 802.595444 865.147937 \n",
-       "L 802.595444 864.65326 \n",
-       "L 802.595444 864.158584 \n",
-       "L 802.595444 863.663907 \n",
-       "L 802.595444 863.169231 \n",
-       "L 802.595444 862.674554 \n",
-       "L 802.595444 862.179878 \n",
-       "L 802.595444 861.685201 \n",
-       "L 802.595444 861.190525 \n",
-       "L 802.595444 860.695848 \n",
-       "L 802.595444 860.201172 \n",
-       "L 802.595444 859.706495 \n",
-       "L 802.595444 859.211819 \n",
-       "L 802.595444 858.717142 \n",
-       "L 802.595444 858.222466 \n",
-       "L 802.595444 857.727789 \n",
-       "L 802.595444 857.233113 \n",
-       "L 802.595444 856.738436 \n",
-       "L 802.595444 856.24376 \n",
-       "L 802.595444 855.749083 \n",
-       "L 802.595444 855.254407 \n",
-       "L 802.595444 854.75973 \n",
-       "L 802.595444 854.265054 \n",
-       "L 802.595444 853.770377 \n",
-       "L 802.595444 853.275701 \n",
-       "L 802.595444 852.781024 \n",
-       "L 802.595444 852.286348 \n",
-       "L 802.595444 851.791671 \n",
-       "L 802.595444 851.296995 \n",
-       "L 802.595444 850.802318 \n",
-       "L 802.595444 850.307642 \n",
-       "L 802.595444 849.812965 \n",
-       "L 802.595444 849.318289 \n",
-       "L 802.595444 848.823612 \n",
-       "L 802.595444 848.328936 \n",
-       "L 802.595444 847.834259 \n",
-       "L 802.595444 847.339583 \n",
-       "L 802.595444 846.844906 \n",
-       "L 802.595444 846.35023 \n",
-       "L 802.595444 845.855553 \n",
-       "L 802.595444 845.360877 \n",
-       "L 802.595444 844.8662 \n",
-       "L 802.595444 844.371524 \n",
-       "L 802.595444 843.876847 \n",
-       "L 802.595444 843.382171 \n",
-       "L 802.595444 842.887494 \n",
-       "L 802.595444 842.392818 \n",
-       "L 802.595444 841.898141 \n",
-       "L 802.595444 841.403465 \n",
-       "L 802.595444 840.908788 \n",
-       "L 802.595444 840.414112 \n",
-       "L 802.595444 839.919435 \n",
-       "L 802.595444 839.424759 \n",
-       "L 802.595444 838.930082 \n",
-       "L 802.595444 838.435406 \n",
-       "L 802.595444 837.940729 \n",
-       "L 802.595444 837.446053 \n",
-       "L 802.595444 836.951376 \n",
-       "L 802.595444 836.4567 \n",
-       "L 802.595444 835.962023 \n",
-       "L 802.595444 835.467347 \n",
-       "L 802.595444 834.97267 \n",
-       "L 802.595444 834.477994 \n",
-       "L 802.595444 833.983317 \n",
-       "L 802.595444 833.488641 \n",
-       "L 802.595444 832.993964 \n",
-       "L 802.595444 832.499288 \n",
-       "L 802.595444 832.004611 \n",
-       "L 802.595444 831.509935 \n",
-       "L 802.595444 831.015258 \n",
-       "L 802.595444 830.520582 \n",
-       "L 802.595444 830.025906 \n",
-       "L 802.595444 829.531229 \n",
-       "L 802.595444 829.036553 \n",
-       "L 802.595444 828.541876 \n",
-       "L 802.595444 828.0472 \n",
-       "L 802.595444 827.552523 \n",
-       "L 802.595444 827.057847 \n",
-       "L 802.595444 826.56317 \n",
-       "L 802.595444 826.068494 \n",
-       "L 802.595444 825.573817 \n",
-       "L 802.595444 825.079141 \n",
-       "L 802.595444 824.584464 \n",
-       "L 802.595444 824.089788 \n",
-       "L 802.595444 823.595111 \n",
-       "L 802.595444 823.100435 \n",
-       "L 802.595444 822.605758 \n",
-       "L 802.595444 822.111082 \n",
-       "L 802.595444 821.616405 \n",
-       "L 802.595444 821.121729 \n",
-       "L 802.595444 820.627052 \n",
-       "L 802.595444 820.132376 \n",
-       "L 802.595444 819.637699 \n",
-       "L 802.595444 819.143023 \n",
-       "L 802.595444 818.648346 \n",
-       "L 802.595444 818.15367 \n",
-       "L 802.595444 817.658993 \n",
-       "L 802.595444 817.164317 \n",
-       "L 802.595444 816.66964 \n",
-       "L 802.595444 816.174964 \n",
-       "L 802.595444 815.680287 \n",
-       "L 802.595444 815.185611 \n",
-       "L 802.595444 814.690934 \n",
-       "L 802.595444 814.196258 \n",
-       "L 802.595444 813.701581 \n",
-       "L 802.595444 813.206905 \n",
-       "L 802.595444 812.712228 \n",
-       "L 802.595444 812.217552 \n",
-       "L 802.595444 811.722875 \n",
-       "L 802.595444 811.228199 \n",
-       "L 802.595444 810.733522 \n",
-       "L 802.595444 810.238846 \n",
-       "L 802.595444 809.744169 \n",
-       "L 802.595444 809.249493 \n",
-       "L 802.595444 808.754816 \n",
-       "L 802.595444 808.26014 \n",
-       "L 802.595444 807.765463 \n",
-       "L 802.595444 807.270787 \n",
-       "L 802.595444 806.77611 \n",
-       "L 802.595444 806.281434 \n",
-       "L 802.595444 805.786757 \n",
-       "L 802.595444 805.292081 \n",
-       "L 802.595444 804.797404 \n",
-       "L 802.595444 804.302728 \n",
-       "L 802.595444 803.808051 \n",
-       "L 802.595444 803.313375 \n",
-       "L 802.595444 802.818698 \n",
-       "L 802.595444 802.324022 \n",
-       "L 802.595444 801.829345 \n",
-       "L 802.595444 801.334669 \n",
-       "L 802.595444 800.839992 \n",
-       "L 802.595444 800.345316 \n",
-       "L 802.595444 799.850639 \n",
-       "L 802.595444 799.355963 \n",
-       "L 802.595444 798.861286 \n",
-       "L 802.595444 798.36661 \n",
-       "L 802.595444 797.871933 \n",
-       "L 802.595444 797.377257 \n",
-       "L 802.595444 796.88258 \n",
-       "L 802.595444 796.387904 \n",
-       "L 802.595444 795.893227 \n",
-       "L 802.595444 795.398551 \n",
-       "L 802.595444 794.903874 \n",
-       "L 802.595444 794.409198 \n",
-       "L 802.595444 793.914521 \n",
-       "L 802.595444 793.419845 \n",
-       "L 802.595444 792.925168 \n",
-       "L 802.595444 792.430492 \n",
-       "L 802.595444 791.935815 \n",
-       "L 802.595444 791.441139 \n",
-       "L 802.595444 790.946462 \n",
-       "L 802.595444 790.451786 \n",
-       "L 802.595444 789.957109 \n",
-       "L 802.595444 789.462433 \n",
-       "L 802.595444 788.967756 \n",
-       "L 802.595444 788.47308 \n",
-       "L 802.595444 787.978403 \n",
-       "L 802.595444 787.483727 \n",
-       "L 802.595444 786.98905 \n",
-       "L 802.595444 786.494374 \n",
-       "L 802.595444 785.999697 \n",
-       "L 802.595444 785.505021 \n",
-       "L 802.595444 785.010344 \n",
-       "L 802.595444 784.515668 \n",
-       "L 802.595444 784.020992 \n",
-       "L 802.595444 783.526315 \n",
-       "L 802.595444 783.031639 \n",
-       "L 802.595444 782.536962 \n",
-       "L 802.595444 782.042286 \n",
-       "L 802.595444 781.547609 \n",
-       "L 802.595444 781.052933 \n",
-       "L 802.595444 780.558256 \n",
-       "L 802.595444 780.06358 \n",
-       "L 802.595444 779.568903 \n",
-       "L 802.595444 779.074227 \n",
-       "L 802.595444 778.57955 \n",
-       "L 802.595444 778.084874 \n",
-       "L 802.595444 777.590197 \n",
-       "L 802.595444 777.095521 \n",
-       "L 802.595444 776.600844 \n",
-       "L 802.595444 776.106168 \n",
-       "L 802.595444 775.611491 \n",
-       "L 802.595444 775.116815 \n",
-       "L 802.595444 774.622138 \n",
-       "L 802.595444 774.127462 \n",
-       "L 802.595444 773.632785 \n",
-       "L 802.595444 773.138109 \n",
-       "L 802.595444 772.643432 \n",
-       "L 802.595444 772.148756 \n",
-       "L 802.595444 771.654079 \n",
-       "L 802.595444 771.159403 \n",
-       "L 802.595444 770.664726 \n",
-       "L 802.595444 770.17005 \n",
-       "L 802.595444 769.675373 \n",
-       "L 802.595444 769.180697 \n",
-       "L 802.595444 768.68602 \n",
-       "L 802.595444 768.191344 \n",
-       "L 802.595444 767.696667 \n",
-       "L 802.595444 767.201991 \n",
-       "L 802.595444 766.707314 \n",
-       "L 802.595444 766.212638 \n",
-       "L 802.595444 765.717961 \n",
-       "L 802.595444 765.223285 \n",
-       "L 802.595444 764.728608 \n",
-       "L 802.595444 764.233932 \n",
-       "L 802.595444 763.739255 \n",
-       "L 802.595444 763.244579 \n",
-       "L 802.595444 762.749902 \n",
-       "L 802.595444 762.255226 \n",
-       "L 802.595444 761.760549 \n",
-       "L 802.595444 761.265873 \n",
-       "L 802.595444 760.771196 \n",
-       "L 802.595444 760.27652 \n",
-       "L 802.595444 759.781843 \n",
-       "L 802.595444 759.287167 \n",
-       "L 802.595444 758.79249 \n",
-       "L 802.595444 758.297814 \n",
-       "L 802.595444 757.803137 \n",
-       "L 802.595444 757.308461 \n",
-       "L 802.595444 756.813784 \n",
-       "L 802.595444 756.319108 \n",
-       "L 802.595444 755.824431 \n",
-       "L 802.595444 755.329755 \n",
-       "L 802.595444 754.835078 \n",
-       "L 802.595444 754.340402 \n",
-       "L 802.595444 753.845725 \n",
-       "L 802.595444 753.351049 \n",
-       "L 802.595444 752.856372 \n",
-       "L 802.595444 752.361696 \n",
-       "L 802.595444 751.867019 \n",
-       "L 802.595444 751.372343 \n",
-       "L 802.595444 750.877666 \n",
-       "L 802.595444 750.38299 \n",
-       "L 802.595444 749.888313 \n",
-       "L 802.595444 749.393637 \n",
-       "L 802.595444 748.89896 \n",
-       "L 802.595444 748.404284 \n",
-       "L 802.595444 747.909607 \n",
-       "L 802.595444 747.414931 \n",
-       "L 802.595444 746.920254 \n",
-       "L 802.595444 746.425578 \n",
-       "L 802.595444 745.930901 \n",
-       "L 802.595444 745.436225 \n",
-       "L 802.595444 744.941548 \n",
-       "L 802.595444 744.446872 \n",
-       "L 802.595444 743.952195 \n",
-       "L 802.595444 743.457519 \n",
-       "L 802.595444 742.962842 \n",
-       "L 802.595444 742.468166 \n",
-       "L 802.595444 741.973489 \n",
-       "L 802.595444 741.478813 \n",
-       "L 802.595444 740.984136 \n",
-       "L 802.595444 740.48946 \n",
-       "L 802.595444 739.994783 \n",
-       "L 802.595444 739.500107 \n",
-       "L 802.595444 739.00543 \n",
-       "L 802.595444 738.510754 \n",
-       "L 802.595444 738.016077 \n",
-       "L 802.595444 737.521401 \n",
-       "L 802.595444 737.026725 \n",
-       "L 802.595444 736.532048 \n",
-       "L 802.595444 736.037372 \n",
-       "L 802.595444 735.542695 \n",
-       "L 802.595444 735.048019 \n",
-       "L 802.595444 734.553342 \n",
-       "L 802.595444 734.058666 \n",
-       "L 802.595444 733.563989 \n",
-       "L 802.595444 733.069313 \n",
-       "L 802.595444 732.574636 \n",
-       "L 802.595444 732.07996 \n",
-       "L 802.595444 731.585283 \n",
-       "L 802.595444 731.090607 \n",
-       "L 802.595444 730.59593 \n",
-       "L 802.595444 730.101254 \n",
-       "L 802.595444 729.606577 \n",
-       "L 802.595444 729.111901 \n",
-       "L 802.595444 728.617224 \n",
-       "L 802.595444 728.122548 \n",
-       "L 802.595444 727.627871 \n",
-       "L 802.595444 727.133195 \n",
-       "L 802.595444 726.638518 \n",
-       "L 802.595444 726.143842 \n",
-       "L 802.595444 725.649165 \n",
-       "L 802.595444 725.154489 \n",
-       "L 802.595444 724.659812 \n",
-       "L 802.595444 724.165136 \n",
-       "L 802.595444 723.670459 \n",
-       "L 802.595444 723.175783 \n",
-       "L 802.595444 722.681106 \n",
-       "L 802.595444 722.18643 \n",
-       "L 802.595444 721.691753 \n",
-       "L 802.595444 721.197077 \n",
-       "L 802.595444 720.7024 \n",
-       "L 802.595444 720.207724 \n",
-       "L 802.595444 719.713047 \n",
-       "L 802.595444 719.218371 \n",
-       "L 802.595444 718.723694 \n",
-       "L 802.595444 718.229018 \n",
-       "L 802.595444 717.734341 \n",
-       "L 802.595444 717.239665 \n",
-       "L 802.595444 716.744988 \n",
-       "L 802.595444 716.250312 \n",
-       "L 802.595444 715.755635 \n",
-       "L 802.595444 715.260959 \n",
-       "L 802.595444 714.766282 \n",
-       "L 802.595444 714.271606 \n",
-       "L 802.595444 713.776929 \n",
-       "L 802.595444 713.282253 \n",
-       "L 802.595444 712.787576 \n",
-       "L 802.595444 712.2929 \n",
-       "L 802.595444 711.798223 \n",
-       "L 802.595444 711.303547 \n",
-       "L 802.595444 710.80887 \n",
-       "L 802.595444 710.314194 \n",
-       "L 802.595444 709.819517 \n",
-       "L 802.595444 709.324841 \n",
-       "L 802.595444 708.830164 \n",
-       "L 802.595444 708.335488 \n",
-       "L 802.595444 707.840811 \n",
-       "L 802.595444 707.346135 \n",
-       "L 802.595444 706.851458 \n",
-       "L 802.595444 706.356782 \n",
-       "L 802.595444 705.862105 \n",
-       "L 802.595444 705.367429 \n",
-       "L 802.595444 704.872752 \n",
-       "L 802.595444 704.378076 \n",
-       "L 802.595444 703.883399 \n",
-       "L 802.595444 703.388723 \n",
-       "L 802.595444 702.894046 \n",
-       "L 802.595444 702.39937 \n",
-       "L 802.595444 701.904693 \n",
-       "L 802.595444 701.410017 \n",
-       "L 802.595444 700.91534 \n",
-       "L 802.595444 700.420664 \n",
-       "L 802.595444 699.925987 \n",
-       "L 802.595444 699.431311 \n",
-       "L 802.595444 698.936634 \n",
-       "L 802.595444 698.441958 \n",
-       "L 802.595444 697.947281 \n",
-       "L 802.595444 697.452605 \n",
-       "L 802.595444 696.957928 \n",
-       "L 802.595444 696.463252 \n",
-       "L 802.595444 695.968575 \n",
-       "L 802.595444 695.473899 \n",
-       "L 802.595444 694.979222 \n",
-       "L 802.595444 694.484546 \n",
-       "L 802.595444 693.989869 \n",
-       "L 802.595444 693.495193 \n",
-       "L 802.595444 693.000516 \n",
-       "L 802.595444 692.50584 \n",
-       "L 802.595444 692.011163 \n",
-       "L 802.595444 691.516487 \n",
-       "L 802.595444 691.021811 \n",
-       "L 802.595444 690.527134 \n",
-       "L 802.595444 690.032458 \n",
-       "L 802.595444 689.537781 \n",
-       "L 802.595444 689.043105 \n",
-       "L 802.595444 688.548428 \n",
-       "L 802.595444 688.053752 \n",
-       "L 802.595444 687.559075 \n",
-       "L 802.595444 687.064399 \n",
-       "L 802.595444 686.569722 \n",
-       "L 802.595444 686.075046 \n",
-       "L 802.595444 685.580369 \n",
-       "L 802.595444 685.085693 \n",
-       "L 802.595444 684.591016 \n",
-       "L 802.595444 684.09634 \n",
-       "L 802.595444 683.601663 \n",
-       "L 802.595444 683.106987 \n",
-       "L 802.595444 682.61231 \n",
-       "L 802.595444 682.117634 \n",
-       "L 802.595444 681.622957 \n",
-       "L 802.595444 681.128281 \n",
-       "L 802.595444 680.633604 \n",
-       "L 802.595444 680.138928 \n",
-       "L 802.595444 679.644251 \n",
-       "L 802.595444 679.149575 \n",
-       "L 802.595444 678.654898 \n",
-       "L 802.595444 678.160222 \n",
-       "L 802.595444 677.665545 \n",
-       "L 802.595444 677.170869 \n",
-       "L 802.595444 676.676192 \n",
-       "L 802.595444 676.181516 \n",
-       "L 802.595444 675.686839 \n",
-       "L 802.595444 675.192163 \n",
-       "L 802.595444 674.697486 \n",
-       "L 802.595444 674.20281 \n",
-       "L 802.595444 673.708133 \n",
-       "L 802.595444 673.213457 \n",
-       "L 802.595444 672.71878 \n",
-       "L 802.595444 672.224104 \n",
-       "L 802.595444 671.729427 \n",
-       "L 802.595444 671.234751 \n",
-       "L 802.595444 670.740074 \n",
-       "L 802.595444 670.245398 \n",
-       "L 802.595444 669.750721 \n",
-       "L 802.595444 669.256045 \n",
-       "L 802.595444 668.761368 \n",
-       "L 802.595444 668.266692 \n",
-       "L 802.595444 667.772015 \n",
-       "L 802.595444 667.277339 \n",
-       "L 802.595444 666.782662 \n",
-       "L 802.595444 666.287986 \n",
-       "L 802.595444 665.793309 \n",
-       "L 802.595444 665.298633 \n",
-       "L 802.595444 664.803956 \n",
-       "L 802.595444 664.30928 \n",
-       "L 802.595444 663.814603 \n",
-       "L 802.595444 663.319927 \n",
-       "L 802.595444 662.82525 \n",
-       "L 802.595444 662.330574 \n",
-       "L 802.595444 661.835897 \n",
-       "L 802.595444 661.341221 \n",
-       "L 802.595444 660.846544 \n",
-       "L 802.595444 660.351868 \n",
-       "L 802.595444 659.857191 \n",
-       "L 802.595444 659.362515 \n",
-       "L 802.595444 658.867838 \n",
-       "L 802.595444 658.373162 \n",
-       "L 802.595444 657.878485 \n",
-       "L 802.595444 657.383809 \n",
-       "L 802.595444 656.889132 \n",
-       "L 802.595444 656.394456 \n",
-       "L 802.595444 655.899779 \n",
-       "L 802.595444 655.405103 \n",
-       "L 802.595444 654.910426 \n",
-       "L 802.595444 654.41575 \n",
-       "L 802.595444 653.921073 \n",
-       "L 802.595444 653.426397 \n",
-       "L 802.595444 652.93172 \n",
-       "L 802.595444 652.437044 \n",
-       "L 802.595444 651.942367 \n",
-       "L 802.595444 651.447691 \n",
-       "L 802.595444 650.953014 \n",
-       "L 802.595444 650.458338 \n",
-       "L 802.595444 649.963661 \n",
-       "L 802.595444 649.468985 \n",
-       "L 802.595444 648.974308 \n",
-       "L 802.595444 648.479632 \n",
-       "L 802.595444 647.984955 \n",
-       "L 802.595444 647.490279 \n",
-       "L 802.595444 646.995602 \n",
-       "L 802.595444 646.500926 \n",
-       "L 802.595444 646.006249 \n",
-       "L 802.595444 645.511573 \n",
-       "L 802.595444 645.016896 \n",
-       "L 802.595444 644.52222 \n",
-       "L 802.595444 644.027544 \n",
-       "L 802.595444 643.532867 \n",
-       "L 802.595444 643.038191 \n",
-       "L 802.595444 642.543514 \n",
-       "L 802.595444 642.048838 \n",
-       "L 802.595444 641.554161 \n",
-       "L 802.595444 641.059485 \n",
-       "L 802.595444 640.564808 \n",
-       "L 802.595444 640.070132 \n",
-       "L 802.595444 639.575455 \n",
-       "L 802.595444 639.080779 \n",
-       "L 802.595444 638.586102 \n",
-       "L 802.595444 638.091426 \n",
-       "L 802.595444 637.596749 \n",
-       "L 802.595444 637.102073 \n",
-       "L 802.595444 636.607396 \n",
-       "L 802.595444 636.11272 \n",
-       "L 802.595444 635.618043 \n",
-       "L 802.595444 635.123367 \n",
-       "L 802.595444 634.62869 \n",
-       "L 802.595444 634.134014 \n",
-       "L 802.595444 633.639337 \n",
-       "L 802.595444 633.144661 \n",
-       "L 802.595444 632.649984 \n",
-       "L 802.595444 632.155308 \n",
-       "L 802.595444 631.660631 \n",
-       "L 802.595444 631.165955 \n",
-       "L 802.595444 630.671278 \n",
-       "L 802.595444 630.176602 \n",
-       "L 802.595444 629.681925 \n",
-       "L 802.595444 629.187249 \n",
-       "L 802.595444 628.692572 \n",
-       "L 802.595444 628.197896 \n",
-       "L 802.595444 627.703219 \n",
-       "L 802.595444 627.208543 \n",
-       "L 802.595444 626.713866 \n",
-       "L 802.595444 626.21919 \n",
-       "L 802.595444 625.724513 \n",
-       "L 802.595444 625.229837 \n",
-       "L 802.595444 624.73516 \n",
-       "L 802.595444 624.240484 \n",
-       "L 802.595444 623.745807 \n",
-       "L 802.595444 623.251131 \n",
-       "L 802.595444 622.756454 \n",
-       "L 802.595444 622.261778 \n",
-       "L 802.595444 621.767101 \n",
-       "L 802.595444 621.272425 \n",
-       "L 802.595444 620.777748 \n",
-       "L 802.595444 620.283072 \n",
-       "L 802.595444 619.788395 \n",
-       "L 802.595444 619.293719 \n",
-       "L 802.595444 618.799042 \n",
-       "L 802.595444 618.304366 \n",
-       "L 802.595444 617.809689 \n",
-       "L 802.595444 617.315013 \n",
-       "L 802.595444 616.820336 \n",
-       "L 802.595444 616.32566 \n",
-       "L 802.595444 615.830983 \n",
-       "L 802.595444 615.336307 \n",
-       "L 798.149125 615.336307 \n",
-       "L 797.231444 615.336307 \n",
-       "L 797.231444 615.830983 \n",
-       "L 797.231444 616.32566 \n",
-       "L 797.231444 616.820336 \n",
-       "L 797.231444 617.315013 \n",
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-       "L 797.231444 618.304366 \n",
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-       "L 797.231444 619.293719 \n",
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-       "L 797.231444 630.176602 \n",
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-       "L 797.231444 640.070132 \n",
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-       "L 804.101125 615.336307 \n",
-       "L 802.595444 615.336307 \n",
-       "L 802.595444 615.830983 \n",
-       "L 802.595444 616.32566 \n",
-       "L 802.595444 616.820336 \n",
-       "L 802.595444 617.315013 \n",
-       "L 802.595444 617.809689 \n",
-       "L 802.595444 618.304366 \n",
-       "L 802.595444 618.799042 \n",
-       "L 802.595444 619.293719 \n",
-       "L 802.595444 619.788395 \n",
-       "L 802.595444 620.283072 \n",
-       "L 802.595444 620.777748 \n",
-       "L 802.595444 621.272425 \n",
-       "L 802.595444 621.767101 \n",
-       "L 802.595444 622.261778 \n",
-       "L 802.595444 622.756454 \n",
-       "L 802.595444 623.251131 \n",
-       "L 802.595444 623.745807 \n",
-       "L 802.595444 624.240484 \n",
-       "L 802.595444 624.73516 \n",
-       "L 802.595444 625.229837 \n",
-       "L 802.595444 625.724513 \n",
-       "L 802.595444 626.21919 \n",
-       "L 802.595444 626.713866 \n",
-       "L 802.595444 627.208543 \n",
-       "L 802.595444 627.703219 \n",
-       "L 802.595444 628.197896 \n",
-       "L 802.595444 628.692572 \n",
-       "L 802.595444 629.187249 \n",
-       "L 802.595444 629.681925 \n",
-       "L 802.595444 630.176602 \n",
-       "L 802.595444 630.671278 \n",
-       "L 802.595444 631.165955 \n",
-       "L 802.595444 631.660631 \n",
-       "L 802.595444 632.155308 \n",
-       "L 802.595444 632.649984 \n",
-       "L 802.595444 633.144661 \n",
-       "L 802.595444 633.639337 \n",
-       "L 802.595444 634.134014 \n",
-       "L 802.595444 634.62869 \n",
-       "L 802.595444 635.123367 \n",
-       "L 802.595444 635.618043 \n",
-       "L 802.595444 636.11272 \n",
-       "L 802.595444 636.607396 \n",
-       "L 802.595444 637.102073 \n",
-       "L 802.595444 637.596749 \n",
-       "L 802.595444 638.091426 \n",
-       "L 802.595444 638.586102 \n",
-       "L 802.595444 639.080779 \n",
-       "L 802.595444 639.575455 \n",
-       "L 802.595444 640.070132 \n",
-       "L 802.595444 640.564808 \n",
-       "L 802.595444 641.059485 \n",
-       "L 802.595444 641.554161 \n",
-       "L 802.595444 642.048838 \n",
-       "L 802.595444 642.543514 \n",
-       "L 802.595444 643.038191 \n",
-       "L 802.595444 643.532867 \n",
-       "L 802.595444 644.027544 \n",
-       "L 802.595444 644.52222 \n",
-       "L 802.595444 645.016896 \n",
-       "L 802.595444 645.511573 \n",
-       "L 802.595444 646.006249 \n",
-       "L 802.595444 646.500926 \n",
-       "L 802.595444 646.995602 \n",
-       "L 802.595444 647.490279 \n",
-       "L 802.595444 647.984955 \n",
-       "L 802.595444 648.479632 \n",
-       "L 802.595444 648.974308 \n",
-       "L 802.595444 649.468985 \n",
-       "L 802.595444 649.963661 \n",
-       "L 802.595444 650.458338 \n",
-       "L 802.595444 650.953014 \n",
-       "L 802.595444 651.447691 \n",
-       "L 802.595444 651.942367 \n",
-       "L 802.595444 652.437044 \n",
-       "L 802.595444 652.93172 \n",
-       "L 802.595444 653.426397 \n",
-       "L 802.595444 653.921073 \n",
-       "L 802.595444 654.41575 \n",
-       "L 802.595444 654.910426 \n",
-       "L 802.595444 655.405103 \n",
-       "L 802.595444 655.899779 \n",
-       "L 802.595444 656.394456 \n",
-       "L 802.595444 656.889132 \n",
-       "L 802.595444 657.383809 \n",
-       "L 802.595444 657.878485 \n",
-       "L 802.595444 658.373162 \n",
-       "L 802.595444 658.867838 \n",
-       "L 802.595444 659.362515 \n",
-       "L 802.595444 659.857191 \n",
-       "L 802.595444 660.351868 \n",
-       "L 802.595444 660.846544 \n",
-       "L 802.595444 661.341221 \n",
-       "L 802.595444 661.835897 \n",
-       "L 802.595444 662.330574 \n",
-       "L 802.595444 662.82525 \n",
-       "L 802.595444 663.319927 \n",
-       "L 802.595444 663.814603 \n",
-       "L 802.595444 664.30928 \n",
-       "L 802.595444 664.803956 \n",
-       "L 802.595444 665.298633 \n",
-       "L 802.595444 665.793309 \n",
-       "L 802.595444 666.287986 \n",
-       "L 802.595444 666.782662 \n",
-       "L 802.595444 667.277339 \n",
-       "L 802.595444 667.772015 \n",
-       "L 802.595444 668.266692 \n",
-       "L 802.595444 668.761368 \n",
-       "L 802.595444 669.256045 \n",
-       "L 802.595444 669.750721 \n",
-       "L 802.595444 670.245398 \n",
-       "L 802.595444 670.740074 \n",
-       "L 802.595444 671.234751 \n",
-       "L 802.595444 671.729427 \n",
-       "L 802.595444 672.224104 \n",
-       "L 802.595444 672.71878 \n",
-       "L 802.595444 673.213457 \n",
-       "L 802.595444 673.708133 \n",
-       "L 802.595444 674.20281 \n",
-       "L 802.595444 674.697486 \n",
-       "L 802.595444 675.192163 \n",
-       "L 802.595444 675.686839 \n",
-       "L 802.595444 676.181516 \n",
-       "L 802.595444 676.676192 \n",
-       "L 802.595444 677.170869 \n",
-       "L 802.595444 677.665545 \n",
-       "L 802.595444 678.160222 \n",
-       "L 802.595444 678.654898 \n",
-       "L 802.595444 679.149575 \n",
-       "L 802.595444 679.644251 \n",
-       "L 802.595444 680.138928 \n",
-       "L 802.595444 680.633604 \n",
-       "L 802.595444 681.128281 \n",
-       "L 802.595444 681.622957 \n",
-       "L 802.595444 682.117634 \n",
-       "L 802.595444 682.61231 \n",
-       "L 802.595444 683.106987 \n",
-       "L 802.595444 683.601663 \n",
-       "L 802.595444 684.09634 \n",
-       "L 802.595444 684.591016 \n",
-       "L 802.595444 685.085693 \n",
-       "L 802.595444 685.580369 \n",
-       "L 802.595444 686.075046 \n",
-       "L 802.595444 686.569722 \n",
-       "L 802.595444 687.064399 \n",
-       "L 802.595444 687.559075 \n",
-       "L 802.595444 688.053752 \n",
-       "L 802.595444 688.548428 \n",
-       "L 802.595444 689.043105 \n",
-       "L 802.595444 689.537781 \n",
-       "L 802.595444 690.032458 \n",
-       "L 802.595444 690.527134 \n",
-       "L 802.595444 691.021811 \n",
-       "L 802.595444 691.516487 \n",
-       "L 802.595444 692.011163 \n",
-       "L 802.595444 692.50584 \n",
-       "L 802.595444 693.000516 \n",
-       "L 802.595444 693.495193 \n",
-       "L 802.595444 693.989869 \n",
-       "L 802.595444 694.484546 \n",
-       "L 802.595444 694.979222 \n",
-       "L 802.595444 695.473899 \n",
-       "L 802.595444 695.968575 \n",
-       "L 802.595444 696.463252 \n",
-       "L 802.595444 696.957928 \n",
-       "L 802.595444 697.452605 \n",
-       "L 802.595444 697.947281 \n",
-       "L 802.595444 698.441958 \n",
-       "L 802.595444 698.936634 \n",
-       "L 802.595444 699.431311 \n",
-       "L 802.595444 699.925987 \n",
-       "L 802.595444 700.420664 \n",
-       "L 802.595444 700.91534 \n",
-       "L 802.595444 701.410017 \n",
-       "L 802.595444 701.904693 \n",
-       "L 802.595444 702.39937 \n",
-       "L 802.595444 702.894046 \n",
-       "L 802.595444 703.388723 \n",
-       "L 802.595444 703.883399 \n",
-       "L 802.595444 704.378076 \n",
-       "L 802.595444 704.872752 \n",
-       "L 802.595444 705.367429 \n",
-       "L 802.595444 705.862105 \n",
-       "L 802.595444 706.356782 \n",
-       "L 802.595444 706.851458 \n",
-       "L 802.595444 707.346135 \n",
-       "L 802.595444 707.840811 \n",
-       "L 802.595444 708.335488 \n",
-       "L 802.595444 708.830164 \n",
-       "L 802.595444 709.324841 \n",
-       "L 802.595444 709.819517 \n",
-       "L 802.595444 710.314194 \n",
-       "L 802.595444 710.80887 \n",
-       "L 802.595444 711.303547 \n",
-       "L 802.595444 711.798223 \n",
-       "L 802.595444 712.2929 \n",
-       "L 802.595444 712.787576 \n",
-       "L 802.595444 713.282253 \n",
-       "L 802.595444 713.776929 \n",
-       "L 802.595444 714.271606 \n",
-       "L 802.595444 714.766282 \n",
-       "L 802.595444 715.260959 \n",
-       "L 802.595444 715.755635 \n",
-       "L 802.595444 716.250312 \n",
-       "L 802.595444 716.744988 \n",
-       "L 802.595444 717.239665 \n",
-       "L 802.595444 717.734341 \n",
-       "L 802.595444 718.229018 \n",
-       "L 802.595444 718.723694 \n",
-       "L 802.595444 719.218371 \n",
-       "L 802.595444 719.713047 \n",
-       "L 802.595444 720.207724 \n",
-       "L 802.595444 720.7024 \n",
-       "L 802.595444 721.197077 \n",
-       "L 802.595444 721.691753 \n",
-       "L 802.595444 722.18643 \n",
-       "L 802.595444 722.681106 \n",
-       "L 802.595444 723.175783 \n",
-       "L 802.595444 723.670459 \n",
-       "L 802.595444 724.165136 \n",
-       "L 802.595444 724.659812 \n",
-       "L 802.595444 725.154489 \n",
-       "L 802.595444 725.649165 \n",
-       "L 802.595444 726.143842 \n",
-       "L 802.595444 726.638518 \n",
-       "L 802.595444 727.133195 \n",
-       "L 802.595444 727.627871 \n",
-       "L 802.595444 728.122548 \n",
-       "L 802.595444 728.617224 \n",
-       "L 802.595444 729.111901 \n",
-       "L 802.595444 729.606577 \n",
-       "L 802.595444 730.101254 \n",
-       "L 802.595444 730.59593 \n",
-       "L 802.595444 731.090607 \n",
-       "L 802.595444 731.585283 \n",
-       "L 802.595444 732.07996 \n",
-       "L 802.595444 732.574636 \n",
-       "L 802.595444 733.069313 \n",
-       "L 802.595444 733.563989 \n",
-       "L 802.595444 734.058666 \n",
-       "L 802.595444 734.553342 \n",
-       "L 802.595444 735.048019 \n",
-       "L 802.595444 735.542695 \n",
-       "L 802.595444 736.037372 \n",
-       "L 802.595444 736.532048 \n",
-       "L 802.595444 737.026725 \n",
-       "L 802.595444 737.521401 \n",
-       "L 802.595444 738.016077 \n",
-       "L 802.595444 738.510754 \n",
-       "L 802.595444 739.00543 \n",
-       "L 802.595444 739.500107 \n",
-       "L 802.595444 739.994783 \n",
-       "L 802.595444 740.48946 \n",
-       "L 802.595444 740.984136 \n",
-       "L 802.595444 741.478813 \n",
-       "L 802.595444 741.973489 \n",
-       "L 802.595444 742.468166 \n",
-       "L 802.595444 742.962842 \n",
-       "L 802.595444 743.457519 \n",
-       "L 802.595444 743.952195 \n",
-       "L 802.595444 744.446872 \n",
-       "L 802.595444 744.941548 \n",
-       "L 802.595444 745.436225 \n",
-       "L 802.595444 745.930901 \n",
-       "L 802.595444 746.425578 \n",
-       "L 802.595444 746.920254 \n",
-       "L 802.595444 747.414931 \n",
-       "L 802.595444 747.909607 \n",
-       "L 802.595444 748.404284 \n",
-       "L 802.595444 748.89896 \n",
-       "L 802.595444 749.393637 \n",
-       "L 802.595444 749.888313 \n",
-       "L 802.595444 750.38299 \n",
-       "L 802.595444 750.877666 \n",
-       "L 802.595444 751.372343 \n",
-       "L 802.595444 751.867019 \n",
-       "L 802.595444 752.361696 \n",
-       "L 802.595444 752.856372 \n",
-       "L 802.595444 753.351049 \n",
-       "L 802.595444 753.845725 \n",
-       "L 802.595444 754.340402 \n",
-       "L 802.595444 754.835078 \n",
-       "L 802.595444 755.329755 \n",
-       "L 802.595444 755.824431 \n",
-       "L 802.595444 756.319108 \n",
-       "L 802.595444 756.813784 \n",
-       "L 802.595444 757.308461 \n",
-       "L 802.595444 757.803137 \n",
-       "L 802.595444 758.297814 \n",
-       "L 802.595444 758.79249 \n",
-       "L 802.595444 759.287167 \n",
-       "L 802.595444 759.781843 \n",
-       "L 802.595444 760.27652 \n",
-       "L 802.595444 760.771196 \n",
-       "L 802.595444 761.265873 \n",
-       "L 802.595444 761.760549 \n",
-       "L 802.595444 762.255226 \n",
-       "L 802.595444 762.749902 \n",
-       "L 802.595444 763.244579 \n",
-       "L 802.595444 763.739255 \n",
-       "L 802.595444 764.233932 \n",
-       "L 802.595444 764.728608 \n",
-       "L 802.595444 765.223285 \n",
-       "L 802.595444 765.717961 \n",
-       "L 802.595444 766.212638 \n",
-       "L 802.595444 766.707314 \n",
-       "L 802.595444 767.201991 \n",
-       "L 802.595444 767.696667 \n",
-       "L 802.595444 768.191344 \n",
-       "L 802.595444 768.68602 \n",
-       "L 802.595444 769.180697 \n",
-       "L 802.595444 769.675373 \n",
-       "L 802.595444 770.17005 \n",
-       "L 802.595444 770.664726 \n",
-       "L 802.595444 771.159403 \n",
-       "L 802.595444 771.654079 \n",
-       "L 802.595444 772.148756 \n",
-       "L 802.595444 772.643432 \n",
-       "L 802.595444 773.138109 \n",
-       "L 802.595444 773.632785 \n",
-       "L 802.595444 774.127462 \n",
-       "L 802.595444 774.622138 \n",
-       "L 802.595444 775.116815 \n",
-       "L 802.595444 775.611491 \n",
-       "L 802.595444 776.106168 \n",
-       "L 802.595444 776.600844 \n",
-       "L 802.595444 777.095521 \n",
-       "L 802.595444 777.590197 \n",
-       "L 802.595444 778.084874 \n",
-       "L 802.595444 778.57955 \n",
-       "L 802.595444 779.074227 \n",
-       "L 802.595444 779.568903 \n",
-       "L 802.595444 780.06358 \n",
-       "L 802.595444 780.558256 \n",
-       "L 802.595444 781.052933 \n",
-       "L 802.595444 781.547609 \n",
-       "L 802.595444 782.042286 \n",
-       "L 802.595444 782.536962 \n",
-       "L 802.595444 783.031639 \n",
-       "L 802.595444 783.526315 \n",
-       "L 802.595444 784.020992 \n",
-       "L 802.595444 784.515668 \n",
-       "L 802.595444 785.010344 \n",
-       "L 802.595444 785.505021 \n",
-       "L 802.595444 785.999697 \n",
-       "L 802.595444 786.494374 \n",
-       "L 802.595444 786.98905 \n",
-       "L 802.595444 787.483727 \n",
-       "L 802.595444 787.978403 \n",
-       "L 802.595444 788.47308 \n",
-       "L 802.595444 788.967756 \n",
-       "L 802.595444 789.462433 \n",
-       "L 802.595444 789.957109 \n",
-       "L 802.595444 790.451786 \n",
-       "L 802.595444 790.946462 \n",
-       "L 802.595444 791.441139 \n",
-       "L 802.595444 791.935815 \n",
-       "L 802.595444 792.430492 \n",
-       "L 802.595444 792.925168 \n",
-       "L 802.595444 793.419845 \n",
-       "L 802.595444 793.914521 \n",
-       "L 802.595444 794.409198 \n",
-       "L 802.595444 794.903874 \n",
-       "L 802.595444 795.398551 \n",
-       "L 802.595444 795.893227 \n",
-       "L 802.595444 796.387904 \n",
-       "L 802.595444 796.88258 \n",
-       "L 802.595444 797.377257 \n",
-       "L 802.595444 797.871933 \n",
-       "L 802.595444 798.36661 \n",
-       "L 802.595444 798.861286 \n",
-       "L 802.595444 799.355963 \n",
-       "L 802.595444 799.850639 \n",
-       "L 802.595444 800.345316 \n",
-       "L 802.595444 800.839992 \n",
-       "L 802.595444 801.334669 \n",
-       "L 802.595444 801.829345 \n",
-       "L 802.595444 802.324022 \n",
-       "L 802.595444 802.818698 \n",
-       "L 802.595444 803.313375 \n",
-       "L 802.595444 803.808051 \n",
-       "L 802.595444 804.302728 \n",
-       "L 802.595444 804.797404 \n",
-       "L 802.595444 805.292081 \n",
-       "L 802.595444 805.786757 \n",
-       "L 802.595444 806.281434 \n",
-       "L 802.595444 806.77611 \n",
-       "L 802.595444 807.270787 \n",
-       "L 802.595444 807.765463 \n",
-       "L 802.595444 808.26014 \n",
-       "L 802.595444 808.754816 \n",
-       "L 802.595444 809.249493 \n",
-       "L 802.595444 809.744169 \n",
-       "L 802.595444 810.238846 \n",
-       "L 802.595444 810.733522 \n",
-       "L 802.595444 811.228199 \n",
-       "L 802.595444 811.722875 \n",
-       "L 802.595444 812.217552 \n",
-       "L 802.595444 812.712228 \n",
-       "L 802.595444 813.206905 \n",
-       "L 802.595444 813.701581 \n",
-       "L 802.595444 814.196258 \n",
-       "L 802.595444 814.690934 \n",
-       "L 802.595444 815.185611 \n",
-       "L 802.595444 815.680287 \n",
-       "L 802.595444 816.174964 \n",
-       "L 802.595444 816.66964 \n",
-       "L 802.595444 817.164317 \n",
-       "L 802.595444 817.658993 \n",
-       "L 802.595444 818.15367 \n",
-       "L 802.595444 818.648346 \n",
-       "L 802.595444 819.143023 \n",
-       "L 802.595444 819.637699 \n",
-       "L 802.595444 820.132376 \n",
-       "L 802.595444 820.627052 \n",
-       "L 802.595444 821.121729 \n",
-       "L 802.595444 821.616405 \n",
-       "L 802.595444 822.111082 \n",
-       "L 802.595444 822.605758 \n",
-       "L 802.595444 823.100435 \n",
-       "L 802.595444 823.595111 \n",
-       "L 802.595444 824.089788 \n",
-       "L 802.595444 824.584464 \n",
-       "L 802.595444 825.079141 \n",
-       "L 802.595444 825.573817 \n",
-       "L 802.595444 826.068494 \n",
-       "L 802.595444 826.56317 \n",
-       "L 802.595444 827.057847 \n",
-       "L 802.595444 827.552523 \n",
-       "L 802.595444 828.0472 \n",
-       "L 802.595444 828.541876 \n",
-       "L 802.595444 829.036553 \n",
-       "L 802.595444 829.531229 \n",
-       "L 802.595444 830.025906 \n",
-       "L 802.595444 830.520582 \n",
-       "L 802.595444 831.015258 \n",
-       "L 802.595444 831.509935 \n",
-       "L 802.595444 832.004611 \n",
-       "L 802.595444 832.499288 \n",
-       "L 802.595444 832.993964 \n",
-       "L 802.595444 833.488641 \n",
-       "L 802.595444 833.983317 \n",
-       "L 802.595444 834.477994 \n",
-       "L 802.595444 834.97267 \n",
-       "L 802.595444 835.467347 \n",
-       "L 802.595444 835.962023 \n",
-       "L 802.595444 836.4567 \n",
-       "L 802.595444 836.951376 \n",
-       "L 802.595444 837.446053 \n",
-       "L 802.595444 837.940729 \n",
-       "L 802.595444 838.435406 \n",
-       "L 802.595444 838.930082 \n",
-       "L 802.595444 839.424759 \n",
-       "L 802.595444 839.919435 \n",
-       "L 802.595444 840.414112 \n",
-       "L 802.595444 840.908788 \n",
-       "L 802.595444 841.403465 \n",
-       "L 802.595444 841.898141 \n",
-       "L 802.595444 842.392818 \n",
-       "L 802.595444 842.887494 \n",
-       "L 802.595444 843.382171 \n",
-       "L 802.595444 843.876847 \n",
-       "L 802.595444 844.371524 \n",
-       "L 802.595444 844.8662 \n",
-       "L 802.595444 845.360877 \n",
-       "L 802.595444 845.855553 \n",
-       "L 802.595444 846.35023 \n",
-       "L 802.595444 846.844906 \n",
-       "L 802.595444 847.339583 \n",
-       "L 802.595444 847.834259 \n",
-       "L 802.595444 848.328936 \n",
-       "L 802.595444 848.823612 \n",
-       "L 802.595444 849.318289 \n",
-       "L 802.595444 849.812965 \n",
-       "L 802.595444 850.307642 \n",
-       "L 802.595444 850.802318 \n",
-       "L 802.595444 851.296995 \n",
-       "L 802.595444 851.791671 \n",
-       "L 802.595444 852.286348 \n",
-       "L 802.595444 852.781024 \n",
-       "L 802.595444 853.275701 \n",
-       "L 802.595444 853.770377 \n",
-       "L 802.595444 854.265054 \n",
-       "L 802.595444 854.75973 \n",
-       "L 802.595444 855.254407 \n",
-       "L 802.595444 855.749083 \n",
-       "L 802.595444 856.24376 \n",
-       "L 802.595444 856.738436 \n",
-       "L 802.595444 857.233113 \n",
-       "L 802.595444 857.727789 \n",
-       "L 802.595444 858.222466 \n",
-       "L 802.595444 858.717142 \n",
-       "L 802.595444 859.211819 \n",
-       "L 802.595444 859.706495 \n",
-       "L 802.595444 860.201172 \n",
-       "L 802.595444 860.695848 \n",
-       "L 802.595444 861.190525 \n",
-       "L 802.595444 861.685201 \n",
-       "L 802.595444 862.179878 \n",
-       "L 802.595444 862.674554 \n",
-       "L 802.595444 863.169231 \n",
-       "L 802.595444 863.663907 \n",
-       "L 802.595444 864.158584 \n",
-       "L 802.595444 864.65326 \n",
-       "L 802.595444 865.147937 \n",
-       "L 802.595444 865.642613 \n",
-       "L 802.595444 866.13729 \n",
-       "L 802.595444 866.631966 \n",
-       "L 802.595444 867.126643 \n",
-       "L 802.595444 867.621319 \n",
-       "L 802.595444 868.115996 \n",
-       "L 802.595444 868.610672 \n",
-       "L 802.595444 869.105349 \n",
-       "L 802.595444 869.600025 \n",
-       "L 802.595444 870.094702 \n",
-       "L 802.595444 870.589378 \n",
-       "L 802.595444 871.084055 \n",
-       "L 802.595444 871.578731 \n",
-       "L 802.595444 872.073408 \n",
-       "L 802.595444 872.568084 \n",
-       "L 802.595444 873.062761 \n",
-       "L 802.595444 873.557437 \n",
-       "L 802.595444 874.052114 \n",
-       "L 802.595444 874.54679 \n",
-       "L 802.595444 875.041467 \n",
-       "L 802.595444 875.536143 \n",
-       "L 802.595444 876.03082 \n",
-       "L 802.595444 876.525496 \n",
-       "L 802.595444 877.020173 \n",
-       "L 802.595444 877.514849 \n",
-       "L 802.595444 878.009525 \n",
-       "L 802.595444 878.504202 \n",
-       "L 802.595444 878.998878 \n",
-       "L 802.595444 879.493555 \n",
-       "L 802.595444 879.988231 \n",
-       "L 802.595444 880.482908 \n",
-       "L 802.595444 880.977584 \n",
-       "L 802.595444 881.472261 \n",
-       "L 802.595444 881.966937 \n",
-       "L 802.595444 882.461614 \n",
-       "L 802.595444 882.95629 \n",
-       "L 802.595444 883.450967 \n",
-       "L 802.595444 883.945643 \n",
-       "L 802.595444 884.44032 \n",
-       "L 802.595444 884.934996 \n",
-       "L 802.595444 885.429673 \n",
-       "L 802.595444 885.924349 \n",
-       "L 802.595444 886.419026 \n",
-       "L 802.595444 886.913702 \n",
-       "L 802.595444 887.408379 \n",
-       "L 802.595444 887.903055 \n",
-       "L 802.595444 888.397732 \n",
-       "L 802.595444 888.892408 \n",
-       "L 802.595444 889.387085 \n",
-       "L 802.595444 889.881761 \n",
-       "L 802.595444 890.376438 \n",
-       "L 802.595444 890.871114 \n",
-       "L 802.595444 891.365791 \n",
-       "L 802.595444 891.860467 \n",
-       "L 802.595444 892.355144 \n",
-       "L 802.595444 892.84982 \n",
-       "L 802.595444 893.344497 \n",
-       "L 802.595444 893.839173 \n",
-       "L 802.595444 894.33385 \n",
-       "L 802.595444 894.828526 \n",
-       "L 802.595444 895.323203 \n",
-       "L 802.595444 895.817879 \n",
-       "L 802.595444 896.312556 \n",
-       "L 802.595444 896.807232 \n",
-       "L 802.595444 897.301909 \n",
-       "L 802.595444 897.796585 \n",
-       "L 802.595444 898.291262 \n",
-       "L 802.595444 898.785938 \n",
-       "L 802.595444 899.280615 \n",
-       "L 802.595444 899.775291 \n",
-       "L 802.595444 900.269968 \n",
-       "L 802.595444 900.764644 \n",
-       "L 802.595444 901.259321 \n",
-       "L 802.595444 901.753997 \n",
-       "L 802.595444 902.248674 \n",
-       "L 802.595444 902.74335 \n",
-       "L 802.595444 903.238027 \n",
-       "L 802.595444 903.732703 \n",
-       "L 802.595444 904.22738 \n",
-       "L 802.595444 904.722056 \n",
-       "L 802.595444 905.216733 \n",
-       "L 802.595444 905.711409 \n",
-       "L 802.595444 906.206086 \n",
-       "L 802.595444 906.700762 \n",
-       "L 802.595444 907.195439 \n",
-       "L 802.595444 907.690115 \n",
-       "L 802.595444 908.184792 \n",
-       "L 802.595444 908.679468 \n",
-       "L 802.595444 909.174145 \n",
-       "L 802.595444 909.668821 \n",
-       "L 802.595444 910.163498 \n",
-       "L 802.595444 910.658174 \n",
-       "L 802.595444 911.152851 \n",
-       "L 802.595444 911.647527 \n",
-       "L 802.595444 912.142204 \n",
-       "L 802.595444 912.63688 \n",
-       "L 802.595444 913.131557 \n",
-       "L 802.595444 913.626233 \n",
-       "L 802.595444 914.12091 \n",
-       "L 802.595444 914.615586 \n",
-       "L 802.595444 915.110263 \n",
-       "L 802.595444 915.604939 \n",
-       "L 802.595444 916.099616 \n",
-       "L 802.595444 916.594292 \n",
-       "L 802.595444 917.088969 \n",
-       "L 802.595444 917.583645 \n",
-       "L 802.595444 918.078322 \n",
-       "L 802.595444 918.572998 \n",
-       "L 802.595444 919.067675 \n",
-       "L 802.595444 919.562351 \n",
-       "L 802.595444 920.057028 \n",
-       "L 802.595444 920.551704 \n",
-       "L 802.595444 921.046381 \n",
-       "L 802.595444 921.541057 \n",
-       "L 802.595444 922.035734 \n",
-       "L 802.595444 922.53041 \n",
-       "L 802.595444 923.025087 \n",
-       "L 802.595444 923.519763 \n",
-       "L 802.595444 924.014439 \n",
-       "L 802.595444 924.509116 \n",
-       "L 802.595444 925.003792 \n",
-       "L 802.595444 925.498469 \n",
-       "L 802.595444 925.993145 \n",
-       "L 802.595444 926.487822 \n",
-       "L 802.595444 926.982498 \n",
-       "L 802.595444 927.477175 \n",
-       "L 802.595444 927.971851 \n",
-       "L 802.595444 928.466528 \n",
-       "L 802.595444 928.961204 \n",
-       "L 802.595444 929.455881 \n",
-       "L 802.595444 929.950557 \n",
-       "L 802.595444 930.445234 \n",
-       "L 802.595444 930.93991 \n",
-       "L 802.595444 931.434587 \n",
-       "L 802.595444 931.929263 \n",
-       "L 802.595444 932.42394 \n",
-       "L 802.595444 932.918616 \n",
-       "L 802.595444 933.413293 \n",
-       "L 802.595444 933.907969 \n",
-       "L 802.595444 934.402646 \n",
-       "L 802.595444 934.897322 \n",
-       "L 802.595444 935.391999 \n",
-       "L 802.595444 935.886675 \n",
-       "L 802.595444 936.381352 \n",
-       "L 802.595444 936.876028 \n",
-       "L 802.595444 937.370705 \n",
-       "L 802.595444 937.865381 \n",
-       "L 802.595444 938.360058 \n",
-       "L 802.595444 938.854734 \n",
-       "L 802.595444 939.349411 \n",
-       "L 802.595444 939.844087 \n",
-       "L 802.595444 940.338764 \n",
-       "L 802.595444 940.83344 \n",
-       "L 802.595444 941.328117 \n",
-       "L 802.595444 941.822793 \n",
-       "L 802.595444 942.31747 \n",
-       "L 802.595444 942.812146 \n",
-       "L 802.595444 943.306823 \n",
-       "L 802.595444 943.801499 \n",
-       "L 802.595444 944.296176 \n",
-       "L 802.595444 944.790852 \n",
-       "L 802.595444 945.285529 \n",
-       "L 802.595444 945.780205 \n",
-       "L 802.595444 946.274882 \n",
-       "L 802.595444 946.769558 \n",
-       "L 802.595444 947.264235 \n",
-       "L 802.595444 947.758911 \n",
-       "L 802.595444 948.253588 \n",
-       "L 802.595444 948.748264 \n",
-       "L 802.595444 949.242941 \n",
-       "L 802.595444 949.737617 \n",
-       "L 802.595444 950.232294 \n",
-       "L 802.595444 950.72697 \n",
-       "L 802.595444 951.221647 \n",
-       "L 802.595444 951.716323 \n",
-       "L 802.595444 952.211 \n",
-       "L 802.595444 952.705676 \n",
-       "L 802.595444 953.200353 \n",
-       "L 802.595444 953.695029 \n",
-       "L 802.595444 954.189706 \n",
-       "L 802.595444 954.684382 \n",
-       "L 802.595444 955.179059 \n",
-       "L 802.595444 955.673735 \n",
-       "L 802.595444 956.168412 \n",
-       "L 802.595444 956.663088 \n",
-       "L 802.595444 957.157765 \n",
-       "L 802.595444 957.652441 \n",
-       "L 802.595444 958.147118 \n",
-       "L 802.595444 958.641794 \n",
-       "L 802.595444 959.136471 \n",
-       "L 802.595444 959.631147 \n",
-       "L 802.595444 960.125824 \n",
-       "L 802.595444 960.6205 \n",
-       "L 802.595444 961.115177 \n",
-       "L 802.595444 961.609853 \n",
-       "L 802.595444 962.10453 \n",
-       "L 802.595444 962.599206 \n",
-       "L 802.595444 963.093883 \n",
-       "L 802.595444 963.588559 \n",
-       "L 802.595444 964.083236 \n",
-       "L 802.595444 964.577912 \n",
-       "L 802.595444 965.072589 \n",
-       "L 802.595444 965.567265 \n",
-       "L 802.595444 966.061942 \n",
-       "L 802.595444 966.556618 \n",
-       "L 802.595444 967.051295 \n",
-       "L 802.595444 967.545971 \n",
-       "L 802.595444 968.040648 \n",
-       "L 802.595444 968.535324 \n",
-       "L 802.595444 969.030001 \n",
-       "L 802.595444 969.524677 \n",
-       "L 802.595444 970.019354 \n",
-       "L 802.595444 970.51403 \n",
-       "L 802.595444 971.008706 \n",
-       "L 802.595444 971.503383 \n",
-       "L 802.595444 971.998059 \n",
-       "L 802.595444 972.492736 \n",
-       "L 802.595444 972.987412 \n",
-       "L 802.595444 973.482089 \n",
-       "L 802.595444 973.976765 \n",
-       "L 802.595444 974.471442 \n",
-       "L 802.595444 974.966118 \n",
-       "L 802.595444 975.460795 \n",
-       "L 802.595444 975.955471 \n",
-       "L 802.595444 976.450148 \n",
-       "L 802.595444 976.944824 \n",
-       "L 802.595444 977.439501 \n",
-       "L 802.595444 977.934177 \n",
-       "L 802.595444 978.428854 \n",
-       "L 802.595444 978.92353 \n",
-       "L 802.595444 979.418207 \n",
-       "L 802.595444 979.912883 \n",
-       "L 802.595444 980.40756 \n",
-       "L 802.595444 980.902236 \n",
-       "L 802.595444 981.396913 \n",
-       "L 802.595444 981.891589 \n",
-       "L 802.595444 982.386266 \n",
-       "L 802.595444 982.880942 \n",
-       "L 802.595444 983.375619 \n",
-       "L 802.595444 983.870295 \n",
-       "L 802.595444 984.364972 \n",
-       "L 802.595444 984.859648 \n",
-       "L 802.595444 985.354325 \n",
-       "L 802.595444 985.849001 \n",
-       "L 802.595444 986.343678 \n",
-       "L 802.595444 986.838354 \n",
-       "L 802.595444 987.333031 \n",
-       "L 802.595444 987.827707 \n",
-       "L 802.595444 988.322384 \n",
-       "L 802.595444 988.81706 \n",
-       "L 802.595444 989.311737 \n",
-       "L 802.595444 989.806413 \n",
-       "L 802.595444 990.30109 \n",
-       "L 802.595444 990.795766 \n",
-       "L 802.595444 991.290443 \n",
-       "L 802.595444 991.785119 \n",
-       "L 802.595444 992.279796 \n",
-       "L 802.595444 992.774472 \n",
-       "L 802.595444 993.269149 \n",
-       "L 802.595444 993.763825 \n",
-       "L 802.595444 994.258502 \n",
-       "L 802.595444 994.753178 \n",
-       "L 802.595444 995.247855 \n",
-       "L 802.595444 995.742531 \n",
-       "L 802.595444 996.237208 \n",
-       "L 802.595444 996.731884 \n",
-       "L 802.595444 997.226561 \n",
-       "L 802.595444 997.721237 \n",
-       "L 802.595444 998.215914 \n",
-       "L 802.595444 998.71059 \n",
-       "L 802.595444 999.205267 \n",
-       "L 802.595444 999.699943 \n",
-       "L 802.595444 1000.19462 \n",
-       "L 802.595444 1000.689296 \n",
-       "L 802.595444 1001.183973 \n",
-       "L 802.595444 1001.678649 \n",
-       "L 802.595444 1002.173326 \n",
-       "L 802.595444 1002.668002 \n",
-       "L 802.595444 1003.162679 \n",
-       "L 802.595444 1003.657355 \n",
-       "L 802.595444 1004.152032 \n",
-       "L 802.595444 1004.646708 \n",
-       "L 802.595444 1005.141385 \n",
-       "L 802.595444 1005.636061 \n",
-       "L 802.595444 1006.130738 \n",
-       "L 802.595444 1006.625414 \n",
-       "L 802.595444 1007.120091 \n",
-       "L 802.595444 1007.614767 \n",
-       "L 802.595444 1008.109444 \n",
-       "L 802.595444 1008.60412 \n",
-       "L 802.595444 1009.098797 \n",
-       "L 802.595444 1009.593473 \n",
-       "L 802.595444 1010.08815 \n",
-       "L 802.595444 1010.582826 \n",
-       "L 802.595444 1011.077503 \n",
-       "L 802.595444 1011.572179 \n",
-       "L 802.595444 1012.066856 \n",
-       "L 802.595444 1012.561532 \n",
-       "L 802.595444 1013.056209 \n",
-       "L 802.595444 1013.550885 \n",
-       "L 802.595444 1014.045562 \n",
-       "L 802.595444 1014.540238 \n",
-       "L 802.595444 1015.034915 \n",
-       "L 802.595444 1015.529591 \n",
-       "L 802.595444 1016.024268 \n",
-       "L 802.595444 1016.518944 \n",
-       "L 802.595444 1017.01362 \n",
-       "L 802.595444 1017.508297 \n",
-       "L 802.595444 1018.002973 \n",
-       "L 802.595444 1018.49765 \n",
-       "L 802.595444 1018.992326 \n",
-       "L 802.595444 1019.487003 \n",
-       "L 802.595444 1019.981679 \n",
-       "L 802.595444 1020.476356 \n",
-       "L 802.595444 1020.971032 \n",
-       "L 802.595444 1021.465709 \n",
-       "L 802.595444 1021.960385 \n",
-       "L 802.595444 1022.455062 \n",
-       "L 802.595444 1022.949738 \n",
-       "L 802.595444 1023.444415 \n",
-       "L 802.595444 1023.939091 \n",
-       "L 802.595444 1024.433768 \n",
-       "L 802.595444 1024.928444 \n",
-       "L 802.595444 1025.423121 \n",
-       "L 802.595444 1025.917797 \n",
-       "L 802.595444 1026.412474 \n",
-       "L 802.595444 1026.90715 \n",
-       "L 802.595444 1027.401827 \n",
-       "L 802.595444 1027.896503 \n",
-       "L 802.595444 1028.39118 \n",
-       "L 802.595444 1028.885856 \n",
-       "L 802.595444 1029.380533 \n",
-       "L 802.595444 1029.875209 \n",
-       "L 802.595444 1030.369886 \n",
-       "L 802.595444 1030.864562 \n",
-       "L 802.595444 1031.359239 \n",
-       "L 802.595444 1031.853915 \n",
-       "L 802.595444 1032.348592 \n",
-       "L 802.595444 1032.843268 \n",
-       "L 802.595444 1033.337945 \n",
-       "L 802.595444 1033.832621 \n",
-       "L 802.595444 1034.327298 \n",
-       "L 802.595444 1034.821974 \n",
-       "L 802.595444 1035.316651 \n",
-       "L 802.595444 1035.811327 \n",
-       "L 802.595444 1036.306004 \n",
-       "L 802.595444 1036.80068 \n",
-       "L 802.595444 1037.295357 \n",
-       "L 802.595444 1037.790033 \n",
-       "L 802.595444 1038.28471 \n",
-       "L 802.595444 1038.779386 \n",
-       "L 802.595444 1039.274063 \n",
-       "L 802.595444 1039.768739 \n",
-       "L 802.595444 1040.263416 \n",
-       "L 802.595444 1040.758092 \n",
-       "L 802.595444 1041.252769 \n",
-       "L 802.595444 1041.747445 \n",
-       "L 802.595444 1042.242122 \n",
-       "L 802.595444 1042.736798 \n",
-       "L 802.595444 1043.231475 \n",
-       "L 802.595444 1043.726151 \n",
-       "L 802.595444 1044.220828 \n",
-       "L 802.595444 1044.715504 \n",
-       "L 802.595444 1045.210181 \n",
-       "L 802.595444 1045.704857 \n",
-       "L 802.595444 1046.199534 \n",
-       "L 802.595444 1046.69421 \n",
-       "L 802.595444 1047.188887 \n",
-       "L 802.595444 1047.683563 \n",
-       "L 802.595444 1048.17824 \n",
-       "L 802.595444 1048.672916 \n",
-       "L 802.595444 1049.167593 \n",
-       "L 802.595444 1049.662269 \n",
-       "L 802.595444 1050.156946 \n",
-       "L 802.595444 1050.651622 \n",
-       "L 802.595444 1051.146299 \n",
-       "L 802.595444 1051.640975 \n",
-       "L 802.595444 1052.135652 \n",
-       "L 802.595444 1052.630328 \n",
-       "L 802.595444 1053.125005 \n",
-       "L 802.595444 1053.619681 \n",
-       "L 802.595444 1054.114358 \n",
-       "L 802.595444 1054.609034 \n",
-       "L 802.595444 1055.103711 \n",
-       "L 802.595444 1055.598387 \n",
-       "L 802.595444 1056.093064 \n",
-       "L 802.595444 1056.58774 \n",
-       "L 802.595444 1057.082417 \n",
-       "L 802.595444 1057.577093 \n",
-       "L 802.595444 1058.07177 \n",
-       "L 802.595444 1058.566446 \n",
-       "L 802.595444 1059.061123 \n",
-       "L 802.595444 1059.555799 \n",
-       "L 802.595444 1060.050476 \n",
-       "L 802.595444 1060.545152 \n",
-       "L 802.595444 1061.039829 \n",
-       "L 802.595444 1061.534505 \n",
-       "L 802.595444 1062.029182 \n",
-       "L 802.595444 1062.523858 \n",
-       "L 802.595444 1063.018535 \n",
-       "L 802.595444 1063.513211 \n",
-       "L 802.595444 1064.007887 \n",
-       "L 802.595444 1064.502564 \n",
-       "L 802.595444 1064.99724 \n",
-       "L 802.595444 1065.491917 \n",
-       "L 802.595444 1065.986593 \n",
-       "L 802.595444 1066.48127 \n",
-       "L 802.595444 1066.975946 \n",
-       "L 802.595444 1067.470623 \n",
-       "L 802.595444 1067.965299 \n",
-       "L 802.595444 1068.459976 \n",
-       "L 802.595444 1068.954652 \n",
-       "L 802.595444 1069.449329 \n",
-       "L 802.595444 1069.944005 \n",
-       "L 802.595444 1070.438682 \n",
-       "L 802.595444 1070.933358 \n",
-       "L 802.595444 1071.428035 \n",
-       "L 802.595444 1071.922711 \n",
-       "L 802.595444 1072.417388 \n",
-       "L 802.595444 1072.912064 \n",
-       "L 802.595444 1073.406741 \n",
-       "L 802.595444 1073.901417 \n",
-       "L 802.595444 1074.396094 \n",
-       "L 802.595444 1074.89077 \n",
-       "L 802.595444 1075.385447 \n",
-       "L 802.595444 1075.880123 \n",
-       "L 802.595444 1076.3748 \n",
-       "L 802.595444 1076.869476 \n",
-       "L 802.595444 1077.364153 \n",
-       "L 802.595444 1077.858829 \n",
-       "L 802.595444 1078.353506 \n",
-       "L 802.595444 1078.848182 \n",
-       "L 802.595444 1079.342859 \n",
-       "L 802.595444 1079.837535 \n",
-       "L 802.595444 1080.332212 \n",
-       "L 802.595444 1080.826888 \n",
-       "L 802.595444 1081.321565 \n",
-       "L 802.595444 1081.816241 \n",
-       "L 802.595444 1082.310918 \n",
-       "L 802.595444 1082.805594 \n",
-       "L 802.595444 1083.300271 \n",
-       "L 802.595444 1083.794947 \n",
-       "L 802.595444 1084.289624 \n",
-       "L 802.595444 1084.7843 \n",
-       "L 802.595444 1085.278977 \n",
-       "L 802.595444 1085.773653 \n",
-       "L 802.595444 1086.26833 \n",
-       "L 802.595444 1086.763006 \n",
-       "L 802.595444 1087.257683 \n",
-       "L 802.595444 1087.752359 \n",
-       "L 802.595444 1088.247036 \n",
-       "L 802.595444 1088.741712 \n",
-       "L 802.595444 1089.236389 \n",
-       "L 802.595444 1089.731065 \n",
-       "L 802.595444 1090.225742 \n",
-       "L 802.595444 1090.720418 \n",
-       "L 802.595444 1091.215095 \n",
-       "L 802.595444 1091.709771 \n",
-       "L 802.595444 1092.204448 \n",
-       "L 802.595444 1092.699124 \n",
-       "L 802.595444 1093.193801 \n",
-       "L 802.595444 1093.688477 \n",
-       "L 802.595444 1094.183154 \n",
-       "L 802.595444 1094.67783 \n",
-       "L 802.595444 1095.172507 \n",
-       "L 802.595444 1095.667183 \n",
-       "L 802.595444 1096.16186 \n",
-       "L 802.595444 1096.656536 \n",
-       "L 802.595444 1097.151213 \n",
-       "L 802.595444 1097.645889 \n",
-       "L 802.595444 1098.140566 \n",
-       "L 802.595444 1098.635242 \n",
-       "L 802.595444 1099.129919 \n",
-       "L 802.595444 1099.624595 \n",
-       "L 802.595444 1100.119272 \n",
-       "L 802.595444 1100.613948 \n",
-       "L 802.595444 1101.108625 \n",
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-       "L 839.728007 1109.023449 \n",
-       "z\n",
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\n",
       "text/plain": [
        "<Figure size 1440x1440 with 4 Axes>"
       ]
diff --git a/models/v3/Aragon_Conviction_Voting_Model.ipynb b/models/v3/Aragon_Conviction_Voting_Model.ipynb
index e47b0f7..b653c37 100644
--- a/models/v3/Aragon_Conviction_Voting_Model.ipynb
+++ b/models/v3/Aragon_Conviction_Voting_Model.ipynb
@@ -388,13 +388,6 @@
       "/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": [
@@ -409,19 +402,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from copy import deepcopy\n",
-    "from cadCAD import configs\n",
     "\n",
-    "# Initialize network x\n",
-    "for c in configs:\n",
-    "    c.initial_state = deepcopy(c.initial_state)\n",
-    "    c.initial_state['network'] = initialize_network(initial_values['n'],initial_values['m'],\n",
-    "                                            initial_values['funds'],\n",
-    "                                            initial_values['supply'],c.sim_config['M'])\n",
-    "    \n",
     "# pull out configurations to illustrate\n",
-    "sim_config,state_variables,partial_state_update_blocks = config.get_configs()\n",
-    "state_variables['network'] = c.initial_state['network']"
+    "sim_config,state_variables,partial_state_update_blocks = config.get_configs()\n"
    ]
   },
   {
@@ -480,7 +463,12 @@
     {
      "data": {
       "text/plain": [
-       "{'sentiment': 0.6, 'n': 30, 'm': 7, 'funds': 4867.21, 'supply': 22392.22}"
+       "{'sentiment': 0.6,\n",
+       " 'n': 30,\n",
+       " 'm': 7,\n",
+       " 'funds': 4867.21,\n",
+       " 'supply': 22392.22,\n",
+       " 'params': {'beta': 0, 'rho': 0.0025, 'alpha': 0.7937005259840998}}"
       ]
      },
      "execution_count": 4,
@@ -509,7 +497,7 @@
     {
      "data": {
       "text/plain": [
-       "{'beta': 0.2,\n",
+       "{'beta': 0,\n",
        " 'rho': 0.0025,\n",
        " 'alpha': 0.7937005259840998,\n",
        " 'gamma': 0.001,\n",
@@ -546,7 +534,7 @@
     {
      "data": {
       "text/plain": [
-       "{'network': <networkx.classes.digraph.DiGraph at 0x7f40b11e4c90>,\n",
+       "{'network': <networkx.classes.digraph.DiGraph at 0x7f42ba441490>,\n",
        " 'funds': 4867.21,\n",
        " 'sentiment': 0.6,\n",
        " 'effective_supply': 14020.008000000002,\n",
@@ -621,8 +609,8 @@
      "data": {
       "text/plain": [
        "{'type': 'participant',\n",
-       " 'holdings': 630.2817780891644,\n",
-       " 'sentiment': 0.5966804611949916}"
+       " 'holdings': 933.6254065833094,\n",
+       " 'sentiment': 0.5274150705500527}"
       ]
      },
      "execution_count": 8,
@@ -652,7 +640,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -700,7 +688,7 @@
     },
     {
      "data": {
-      "image/png": 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qKpmYmFDDhg2pdevW5OfnR+3btycuV/bBQ1xcHN26dYvmz59Pqqqq/yvo25fowIGqlymrBDgcOmdsTN8YGdH//d//Uf/+/UlFhb3mZpj6hgW+z80ntEalWCymGzdu0OHDh+nChQt0584devHiBZWWlpKWlhZZWlqSm5sbdejQgXr37k329vZ1v+iVK1TWrh1xhcKan6utTThzhk5kZ9Ps2bMJAC1atIi6detGHA6n7n1jGOazwN7xfU4+4hqVhYWFdPToUTp58iRdvXqV0tLS6M0/syMNDQ3JwcGBevToQV27diU/Pz/S1tau0/Uq89+//6ZkDQ1arKJCKjV45ClUU6NTPj7k7eJC3XR0yNfXl/bu3UuTJk0iMzMzWrx4MbVp0+aD9JlhmE8MmM/D5cuAtjZQHtJq9k9bG7hyRaq5vXv3wtbWFm/evJG5VFpaGpYvX47AwEA4OjpCS0sLRAR1dXVYW1vD19cXERERuHbtGkQi0b/1CWDr1q0wNzfHrVu3gDVryu+Lw6n63jkcQFsbP3t4gIigoaGBAQMG4PTp0xCJRCgtLcUvv/wCa2trBAQE4ObNm//a/TAM83GwwPe5CAys/ku+qi//vn0BACUlJRg7diy0tbWhqamJZcuWYdq0aWjfvj0EAgFUVVVBRNDV1YWrqyuCgoKwceNGZGZmftTb37x5MywsLPDXX3/97+CVK0DfvihTVwe0tKTuWaSpiVIuF4fU1ZG2ezcuX74MTU1NEBE4HA6ICGvWrJE0VVRUhOXLl8PU1BRDhw7F/fv3P8JdMgzzb2CB73OQmQloatYu6P3zT6yhgX3r10NfX1/yxV8RBExNTdGuXTtMmTIFp06dQmlp6ce+Yym//PILLC0tcffuXZmyVatWgU+ErBkzgJAQICAACAnB8S5dwP/nHjU1NbF3717o6elJ7tnHxwfFxcUy7eXm5mLBggUwMjLC6NGj8fTp03/jFhmG+RexwPc5iIqqc+ArIMICXV2oqKhAVVVVMrIbMGDAx767Kq1fvx5WVla4d++eTNnhw4ehrq4OFRUV7N27V6rsu+++kwR3IoKWlhYaN24MFRUVuLm5oUmTJnIf81bIysrC1KlTYWhoiGnTpiErK0vp98YwzMfB5nJ/DpSwRqU2Ec3r04fKysro5s2btGjRIvLw8JBZHeVTsnbtWoqMjKQ//viDnJycpMouXbpEAwcOJKFQSGKxmC5fvixVnpSUJPVzUVER3b17l77++mtKSkqiTp06UY8ePaigoEDutY2NjSk6OpqSk5Pp7du31KhRI4qMjKT8/Hzl3iTDMP++jx15GQUEBNRptCf5FxDwse9EYatWrYKtrS0ePHggt/yrr76ChoaGZETXunVrqXIrKyupEZ+2trZUWyKRCMOHD4evr6/cR57v+/vvvzF48GAIBAL8+OOPCp3DMMyniY34Pgf6+sppx9BQOe18YCtXrqSlS5fSmTNnyMHBQW6dP//8k2JiYkhLS4tMTEzo6dOnUuUqKirUvHlz0tDQoN27d5OhoSHl5uZKlW/YsIF4PB4FBQVRWVlZlX1q2LAh7dy5k44ePUrHjx+nRo0aUWxsLIlEorrfMMMw/yoW+D4HTZqUb6BaF5/JGpXLly+nFStW0JkzZ8jOzq7Sevr//DEwaNAgyszMpHv37kmVp6en09WrVyksLIz+/vtvmjx5Mv3www9SdbhcLu3YsYNyc3Np1KhRCj32dXd3pyNHjtD27dtp06ZN5ObmRnv37iWwdSAY5vPxsYecjAKUMKsTmprAy5cf+06qFB0djQYNGiA9PV2h+j179sTOnTurrHP69Gk0a9YMubm54PP5SE1NlamTn5+P1q1bY/LkyRCLxQr3VywW47fffoO7uztatGiBkydPSpU/ffq0+jzHzMzyyUtBQeWPooOCyn/+xH9XDPM5Y4Hvc6GkPL5P1eLFi+Ho6IjHjx8rVL+kpAR6enrVzrYsLS2FiYkJHjx4gPDwcIwaNUpuvezsbDRp0gQLFy6scd9FIhF27dqFhg0bonPnzkhMTMSbN2/A4/Ewe/Zs+Sddvlz+O9XUlP2jRkur/FhgYHk9hmGUigW+z4WSV275lERGRsLJyQlPnjxR+JwzZ87A09NTobphYWGIjo7Gq1evYGhoWGlu3vPnz+Ho6Igff/xR4X68SygU4ueff4aVlRUcHR2hpqYGLS0t/Pnnn9IVa7jqDN5JtGcYpu5Y4PucVHxh1jTofcJfnAsWLEDjxo3x7NmzGp03a9YszJ07V6G6x44dQ6tWrQAA//nPfzB16tRK6z569AjW1taIjY2tUX/elZaWBjU1NcmMUmNjY+Tk5JQXfoG/Q4b53LDA97lRcLQg5nBQQIS/p0z52D2WSywWY/78+XBxccHz589rfL6HhwcSEhIUqltSUgJDQ0M8fvwYGRkZMDIyQnZ2dqX179y5A4FAgH379tW4XwAwffp0cLlc6OrqQl1dHUQEDw+PL3rUzjCfE7Yt0efo6tXy/fh++618+6Giov+VaWmRUCiktMaNKXPkSAr96Se6efMm6enpfbz+vgcAzZs3j/bv30+nT58mU1PTGp3/8uVLcnJyolevXpGamppC54SGhlLz5s3p22+/pREjRpCDgwOFh4dXWv/69evk5+dHO3bsoC5dutSof48ePaKbN2+SUCik0tJSev36Namrq9Po48drvZcgcThEgYFEe/fW/FyGYaR95MDL1MXLl8CSJUBICC4LBHjUoQOwZAlunDgBW1tblJWV4ZtvvsHw4cM/dk8lxGIxZs6cCTc3N7ys5czF//73v+jTp0+NzomPj0eHDh0AlI/oTE1NkZ+fX+U5Z8+eBZ/Px8WLF2vVTyn1ZGYuw3wOWOD7QgwbNkzqvZSnpycOHjyIvLw8ODo6yqxl+TGIxWJMmzYNTZs2xatXr2rdzrBhw7B27doanVNUVAR9fX28ePECANC3b1+FJrEcOXIEpqamdd+uSAnrrUJLq/wPHYZh6oQlsH8heDye1DqS48ePpzVr1hCPx6Nt27bR2LFj6fnz5x+tfwBo6tSpdOrUKTp9+jTx+fxat3PixAny9fWt0Xmamprk7+9PBw4cICKimTNn0tKlS0lYzU7u3bt3p5UrV5K/vz/dv3+/Vn0mIqWst0pFRUQpKXVrg2EYtnLLl+L9wDdo0CC6du0a3b9/n1q1akWjR4+mkSNHEj7CK10ANHnyZDp79iz9/vvvZGRkVOu2kpOTicfjVbqUWVX69etHe/bsISIiT09PcnJyoh07dlR73qBBgygiIoK6du1KT548qfF1iYjo7dvanfe+f3a9Zxim9ljg+0LweDzKy8uT/KypqUkjRoygtWvXEhFReHg4vX79WvLzvwUAffvtt3Tx4kU6deoUGdZxvdATJ05Qt27danWuv78/Xb58mV6/fk1ERLNmzaKoqCiFlir75ptvaNy4cdS1a1d69epVpfVSU1Np1qxZFB8fTy9evPhfQT1bb5VhPmUs8H0h3h/xERGNGTOGtmzZQoWFhaSmpkbbtm2j+fPny6xr+aGIxWIaP348Xb16lU6cOEEGBgZ1bvP48eO1Dnw6OjrUpUsXOnjwIBERde7cmXR1dSk+Pl6h86dNm0Z9+/Ylf39/qQWv3/Xs2TOKjo6mYcOGka2tLfF4PHJ3d69X660yzKeOBb4vhK6urkzgs7e3p9atW9POnTuJiKhRo0a0cOFCCg4OptLS0g/aH7FYTGPHjqWbN2/S8ePHJYtK10VBQQFdunSJOnbsWOs2+vXrR3v/SQngcDg0a9YsWrx4scKPgCMjI6lly5bUs2dPKnonjQQA3b9/n27fvk0AKDc3l4RCIRUVFZGjoyPR8OG17vM7F1FOOwxTz7HA94WQN+IjIho3bhytXr1a8sU+ZswYMjExoYULF36wvojFYho9ejT99ddfdOzYMaXlEJ49e5aaN29Ourq61Vd++ZJoyRKi4GCinj3L/3fJEurZqhUlJCTQ23/eufXu3Zvy8vLo9OnTCvWBw+HQTz/9RFZWVtS9e3fasGEDDRs2jGxsbKhDhw504cIFsra2JiIiLS0t2rBhQ/l7RVNTIn//8ny82uBwiLp3JzIxqd35DMP8z0ebT8oo1aFDh9CjRw+Z4yKRCA0aNJDKRXv27BnMzMxw/vx5pfejrKwMI0aMQIcOHZCXl6fUtr/99lssWrSo6koKLP58XiDAbwsWSE7ZvHkzunTpUu31Hz9+jK1bt2LEiBGws7ODuro6rK2tsXr1aty9e1eys8OCBQugpaUls1sDW7mFYT4NLPB9If744w94e3vLLVu6dCmCg4Olju3btw8ODg5KDU5lZWUYNmwYOnXqVG1yeG00btwY165dq7yCgsu5iTgcFKmqSta/LCkpgbW1Na68F1ieP3+OHTt24JtvvoGjoyOMjY3Rt29f/PTTT7h16xYKCwvRsWNHjB49Wmo7o/z8fMmC20KhEImJiZg1axZcXV0hZmt1MsxHxwLfF+LKlSto3ry53LLXr1/DwMBAZqWUESNGICwsTCnXLy0tRVBQEHx8fFBQUKCUNt+Vnp4OExOTyve3q0VAEWtpSQLKjz/+iB49eiAuLg5jx45F48aNYWBggF69emH58uVISkqSe+3c3Fx4enpixowZUsczMjLQpk0baGhoQEdHB0QEMzMzZGdnIysyku3OwDAfEQt8X4g7d+6gUaNGlZaPGDECixcvljqWm5sLe3t7xMfH1+napaWlGDx4MLp27YrCwsI6tVWZn3/+GUOHDpVfWIdHiKUaGogeNAguLi7gcDjo0KEDoqOjcfXqVZSVlSnUt6ysLLi4uEh9vtnZ2RAIBOBwOCAiaGhooH///lBVVUWbNm2Qf+YMynr3Ln8cq6Ul1Schlwuhqmr5Hors8SbDKB0LfF+Ix48fw9LSstLyq1evStbvfNeff/4JgUAgWcqrpoRCIQYOHAg/P78PFvQAoF+/ftiyZYv8wjps0isiwl1XVyQmJmL+/Pm1Xtf0yZMnsLe3l1pKbc6cOZLAR0TgcrngcDiYNWsWNDU18fXXX0utt4qAACAkBK9nzoSToSGKiopq1ReGYarGAt8XIicnB3p6elXWadmypdzR3ezZs9GjRw+p91SKEAqF6NevH7p37/5Bv6RLS0thaGgof/siJS7+nJ2dDSMjI2RkZNSqnw8ePIClpSW2bduGiRMnwtnZGQsXLpQEvoqRn4aGBoioyv0EfXx88Ouvv9aqHwzDVI2lM3whdHR0KD8/v8p8tPHjx9Pq1avp3LlztGDBAknd+fPn0/Pnz2nDhg0KX08oFNLAgQNJKBTSvn37SLOuydlVuHLlCtnY2JBAIJAtjI2t+wU4HKLYWDI0NKSRI0dSTExMrZpxcHCgvXv30tdff03nzp2jCxcuUHh4OC1fvpw4HA5xOBwqKSmhkpISIqIq1wkdOXIkbdq0qVb9YBimaizwfSG4XC6pq6tTcSULIRcUFFBOTg6dOnWKfH19KTIykjj/5JSpq6vT9u3bac6cOZSamlrttUpKSmjAgAEEgPbs2UMaGhpKvZf3HT9+XO6i1CUlJfTi5EmlLv48efJk2rp1K2VlZdW4mcePH9Po0aPJ39+fnjx5QklJSQSAEhMTKSQkRCaJv7LVX4iIAgMD6cqVK/T48eMa94NhmKqxwPcFqSyJnYho3rx5NGnSJBKLxVRcXEw6OjpS5c7OzjRv3jwKCQmhsrIymfOfPn1KROXBpl+/fsTlcikuLo7U1dWVfyPvqVimTCgU0vnz5ykyMpJ8fHyIz+dT6pUryrnIP4s/W1hYUP/+/WnlypU1Ov3atWvUunVrCgoKov3791NcXBwNHDiQ5syZQ3fu3KF169ZRdnY2jRw5kqytrUlFRYUKCwsrbU9LS4sGDhxIW7ZsqdNtMQwjx8d90sook52dHR4+fCi3rKCgAP7+/tDS0gIRyZ0IIxKJ4Ovri4iICKnjZ8+ehaqqKnbu3Al/f38MGDAAQqHwg9zDu0pLS3HixAmoq6ujS5cu0NXVRbNmzTBlyhQcOnQIOTk5QFBQ3d7vVfwLCZFcNzU1FXw+H7m5uQr188CBA+Dz+TJ7Hq5YsQIcDgeHDx8GABQXF0MgECAlJQXp6el49OhRlemXxqsAACAASURBVO1evnwZDg4OladwMAxTKyzwfUG++uorJCcnV1ouEokwceJEcDicSmeAPn36FKampkhMTJQcGzFiBDgcDlRUVNC2bVuUlpYqve9AeQL81atXER0dje7du0NPTw82Njaws7PD/v378fr1a9mTlLDBa7GqqswGr4MGDcLSpUur7K9YLEZMTAwsLCxw+fJlqbLc3Fw4OTlhzJgxsLKywsOHD/HLL7+gW7duCn8eYrEYX331Fc6cOaPwOQzDVI8Fvi9Iq1atcOHChWrrTZkyBe3bty+fERkVVT5qCggo/9+oKBzYuBENGzZEfn4+SktLwePxJLMS1dXVcfToUaX0VyQSISkpCcuXL0evXr1gYGAAZ2dnjBs3Drt378bLly8RFhaGFStWVN6IEmZ1FhGh9NkzqWZv3LgBCwsLFBcXy72sUCjE6NGj4ebmhvT0dKkysViMoKCg8nQFAKtWrYKDgwOcnJxklzGrxrJlyzBs2LAancMwTNVY4PuCdO3aFSdOnKi+ogLrWV6xtsbivn1x8OBBcDgccDgcaGtrQyAQYPv27bXqn1gsxu3bt7Fq1Sr07dsXxsbGaNiwIUaNGoWdO3fKpCuIxWJYW1vjzp07VTccGAhxLfP4wOHgdwMD/P777zLN+vv74+eff5Y5npOTA19fX/j5+eHt27cy5Rs3bsRXX30ltYLNsGHDoKmpiaysLAU/rXIvX76Evr6+3OswDFM7LPB9QQIDA2XeM8lQcD1LMYeDAg4HUfb20NHRwfTp05GUlFSjXD+xWIx79+5h3bp1GDRoEMzMzGBnZ4cRI0Zg27ZtePz4cZXn37lzBzY2NtVe83RUFApqO+LT1samceMwbtw4mXbPnj0LR0dHqaT/tLQ0uLq6Yty4cXIf+aakpIDP5+Ovv/6SOu7j4wN/f394eXkp/O6wQmBgIDZs2FCjcxiGqRwLfF+QkJCQylc3AWq1nmUBEXLfe/9VGbFYjAcPHmDjxo0ICgqChYUFrKysEBISgk2bNiEtLa1G97NixQp88803lZaLRCLMnTsXNjY2ODtkSPnamzUMelizBvfu3YO5ubnMJBKxWIw2bdpIEskTExNhbm6OFStWyA3G+fn5cHZ2RmxsrNTx69evw9LSEsXFxQgLC0Pnzp1rlPB/6NAhtG7dWuH6DMNUjQW+L8jYsWOxevVq+YV1WM+ySFUV4vcmb1RIT09HbGwsQkNDYWNjA4FAgCFDhuDnn39GampqjVeDeZe/vz92794tt+zNmzfo2rUrHB0dYWVlBSJCwtChCo9mxdramGlggNjYWJSVlcHNzQ3nzp2Tuc6hQ4fg7u6OuLg48Pl8HDx4sNL+hoaGIjQ0VOZ4UFAQoqKiAJRP4BkwYAB69+6t8CSh0tJSCAQCmVEkwzC1wwLfF2TatGmSL1gZdVjPsowIDz08AJTP+ty+fTu+/vprODg4wMTEBAMGDMCaNWtw586dOgW6dxUVFUFXVxfZ2dkyZbdv34ahoSFUVVWhqakJIoKqqmr5VkhXrpQv7ixn8edSNTUUcTjI7tQJ4suXweVyoaKiAisrK/Tp0wcTJ06UuZZIJIKZmRn4fD6uX79eaX9jY2Ph7Owssx1TRkYGDA0N8ebNG8mxkpIS+Pn5ISQkROFUhenTp2P69OkK1WUYpmos8H1BFixYIH/9RyXMfCwkQnMbGxgZGSEwMBArV65ESkqK0gLd+06ePCn38d6+fftgYmKCMWPGSIIeEcHLy0u64juLP2e3a4fdWlqYoaKCYf7+GD9+PACgefPmkvPV1NSgpqYmdT8lJSUYOXIkbG1t0bJly0r7evv2bfD5fKSkpMiUTZ06FZMmTZI5XlBQgHbt2mHChAkKfYZ37tyBQCD4V/InGeZLxwLfFyQmJgaTJ0+WLVBGrpuKCmIEApSUlPwr9zJt2jSpRPp33+dduXIFBQUFaNy4MbhcLrhcbpU5d8HBwXg3HUNfXx9FRUX47rvvJLsn6OjowNLSUpKPl52djU6dOqFnz5548+YN7O3t5e5YX1BQAFdXV2zcuFGm7O3btzAyMqr03WZOTg6aNWuG8PBwhT6TNm3aVPmolWEYxbAly74gurq68pcsS06u83qWGmIxfUVE0dHRdWpHUe+uz5mTk0M9e/akhIQEunLlCjVt2pQGDhxInp6elJCQQMbGxhQQECC3nZKSEjpw4IDkZ6FQSEVFRfTf//6XWrZsSRwOh+zs7IjH41G/fv1oz5499ODBA2rdujW5u7vT/v37ycDAgKZNm0Y//PCDTPvffvstubu708iRI2XKNm7cSL6+vmRnZye3b/r6+nTs2DGKi4ujZcuWVfuZjBgxgi1czTDK8LEjb71SScI43tsZvbZ27NiBIUOGyBYEBNRptCd53NmlC0xMTHDlA2+O+uzZMxgaGqK0tBS3b99Gw4YNMXHiRAiFQojFYoSGhqJ79+6Sx35VPSr89ddfpRLwiQgcDgeGhobIzs7GkiVLUFJSgoiICLi7u8Pc3BwCgQBr3tv1vKioSLLcWIXt27fDyclJbnqCUCiEtbW1Qp9VRkYGbG1t5Y4a3/X27Vvo6+sjMzOz2jYZhqkcC3z/BgUSxhEYWF6vDg4ePIiAgACpY/n5+XjaubNSAh9CQrBz5040atQIBQUFH+z9XmxsLPr374+9e/eCz+dLpQdMmzYNrVq1kplEUpmOHTtCXV1dKvC1aNEC2traUvvuiUQiNG3aFERU6czYxYsXIygoCABw9+5d8Pl8JCUlya27Y8cOeHt7K3jHkKRUxMXFVVkvNDQUMTExCrfLMIwsFvg+NAUTxsHhSPLKauv06dNo3749Tp8+jblz56Jt27bQ0dHBajs7CLncOgW9Ei4XB9q1Q0REBCwtLaGrqwstLS08ePBAiR9WucGDB6N79+6S93kVli5dCmdn5xqtfpKQkID9+/fDzs4OLVq0QKNGjXDw4EGMHj0akZGRAMpHjAsWLICVlRV4PB769esnt62cnBwYGxvjr7/+QpMmTbBu3Tq59cRiMTw8PGr8Pi4pKQmmpqZVLgl39uxZuLi4fLA/OhimPmCB70OqRcJ4TYNfSUkJEhISsGDBAjRv3hwqKipo2bIlZs2ahRMnTpSPjJQwq1Ooqgr+O6Mm+mcmpLIXrH79+jXU1dXRsmVLqUd6W7ZsgbW1da13R+/VqxeGDRuGVq1aYcaMGUhMTISjoyOKiooQHBwMT09PPH/+HJs3b4aqqmqly6TNmjULLi4uGDRoUKXB548//kCjRo1qtavC+fPnwefz5eYUAuVBtUGDBrh06VKN22YYphwLfB9KHRLGoa1dno8mh1AoxIULF/D999+jS5cu4PF4aN68OaZOnYq1a9eiYcOG8vtThzw+cDhA375ISUmReV9mbGyMoUOH4tq1a3X+yG7dugVra2sYGhpKTds/cuQITE1Ncfv27Vq3HRYWhvHjx8PDwwPt2rWDWCxGo0aN0KRJE/Tr10+yrqZIJIKBgQEcHByQl5cn08769euhoqKC1NTUSq/Vo0cPuWt8Kur48eMwMTGpNG8wMjISY8aMqXX7DFPfscD3oSgh0ADlK31cvnwZUVFR8PPzg56eHpo2bYpJkyYhPj5eKjE6IyMDVlZW8vujpED8999/w8TEBGpqaujcuTMaNGgAW1tbySLWPj4+2L17d41HOxXv8/r164f//Oc/kuMXL16EiYmJQrtOVGXOnDmYPHkyzM3NoaOjg5SUFBgbG8PNzU2mrxMmTICHhwcGDx4sNapLTU2FiYkJBg4ciJkzZ8q9zl9//QUzM7MaLUkmz549eyAQCHD37l2ZssePH8PQ0FBqEWyGYRTHAt+HoIRHi6VcLoZ27Qp9fX24urpiwoQJ2Lt3b5Xvt7Kzs2FgYFB5v5T06DU9PR0BAQHIzMzEV199hdjYWBQUFGDp0qVwd3eX5NY1bdoUS5YsqfILuqysDHPmzJG8z/P29sZvv/0G4H9B5MiRIzX7/OVYuXIlxo4dCx6PBwcHBxgaGmLp0qUwMDCQGdmdOXMGTZo0gbu7O3788UcA5bM6mzVrhlWrViEtLQ3GxsblG+G+JywsDAsWLKhzfwHgl19+gY2Njcy2RwDg5+dX610yGKa+Y4HvQ1BCwniJqiqSgoJqNHVdKBSCy+VWPfFByZNtkpKSwOfzpZK0RSIR9u7diy5dukBHRwccDgc2NjaYOHGi1K7jb968Qffu3dGhQwdkZmYiNzcXPB4PBQUFyMjIgI2NDbZu3arw/Vfl119/Rf/+/eHg4AB1dXXJ4tc9e/bEpk2bpOqWlZXB1NQUp0+fhomJCc6fP4/x48ejf//+ks82ODgYixcvljrvxYsXMDAwwEslpacAwPLly+Hk5CTz38Gvv/6Kzp07K+06DFOfsMD3IQQF1SnoSf6FhNT40hoaGtU/ZvtnPUuxpqbsdj4V6RV9+1b6nvF9S5YsQfv27aW273nXjRs3EBISAlNTUxARDA0N0aVLF1hZWUny8wAgPj4ePj4+yMrKgrOzc7U7oNfE77//Dmtra8mszd69ewMA9u/fX74p73tGjx6NqKgoHDp0CMbGxrCxsZEa4d26dQsCgQCFhYWSY+Hh4cp99/ZP3meSmxvO6OmhZMAASd5ncXExjI2Na7zjBcMwLPB9GEpKGMd7OXmKMDY2xqtXr6qsIxaL0atXL4zs1QvztLXLA2xAQPn/LllS44T6srIyeHt744cffqi2bmZmJgIDA6GiogIigqamJtq1a4ctW7ZgzJgxiIyMRKtWrTBt2rQa9aEqRUVF8Pf3h6amJiIiIjBixAiYmJhALBZDKBTC1NRUZrLKiRMn4OXlhfv370NbWxvNmzeXmcHaq1cvSc5fQUEBTExMcO/evbp3uIq8T3HFscBARA8ciPnz59f9egxTz7DA9yF8xBGfra1ttaOA6dOnoyIdgcPhVDpSq4lHjx5VORMRkH2fV1JSgjVr1sDLy0uSZK6lpYWmTZvK3ZWhNjIzM9G6dWv07dsXPB4PixcvRsOGDaGtrS3ZfHby5MmYM2eO1HlCoRBGRkZwc3PDsmXL0LVrV8yYMUOqzoULF2BnZ4fS0lKsXr1aMoqskxo8ii7T1MRsI6NapU0wTH3GAt+HoIR3fNDSKh991ZCrq6vcXQIqhIeHQ0tLCxXpCKqqqrh48WJd7lZi27ZtcHFxkXr8V+H993nvS01Nhbq6OkxNTaGrqwsigoWFBcLCwuTObFTE7du3YW9vj7lz5+Lt27eSwFpx761atQIAJCcnw9LSUuYPAGdnZ7i5uUEsFuPVq1ewsbHB/v37pep4e3tj69atcHR0rDT3TmG1mHxUyOHgzjuzYBmGqR4LfB+CEmZ1QlOzVmt4tmzZstJAVpGD9m4eHhEpbZ83sViMgQMHymzDc+vWLTg6Okq9z3tfl3/WAa2YAXrnzh2EhYXBwsICRAQ9PT306NEDx44dU6gvJ0+ehImJidRyZzweTxL4NDQ00LVrV0lZixYtpNret28fTE1NJcERKN+B3cTEBH///bfk2LFjx2BjYwMvL6+6raZSh3STYlVVhd/HMgzDAt+Ho6Q8vpry8fHByZMn5ZbdvHkTgwcPlgl89vb2dblTKa9fv4aVlZWkD3v27AGfz8eWLVsqPSc6Ohq6urpYv3693PI3b94gIiICzs7OUFFRgbq6Ory8vLBmzRq52yRt2LABpqamOHPmjNRxd3d3uLi4gIjA5XKlkv1Xr16NQYMGAQDS0tJgYmKChIQEGBgY4Pnz55J6a9asgZubm2StULFYDB0dnbr/8VDHjYJLavE+mGHqKxb4PpQPtHJLdXr37i3zOO5dL168gK6uLmbOnAkiQr9+/dCtWzelrv144sQJWFpaYvLkybCxscHVq1crrbtlyxbY2NhAV1dXoTSA0tJSxMbGol27dtDU1ASHw0HDhg0xc+ZMPH/+HNOnT4ejo6PcSSZ+fn6IjY2VBD09PT3JRKDs7Gzo6+vj+fPn8PLykiwEHRQUJLVTg1gsRnBwMIKDgyEWi3HhwgWYmJigVatWtf8MlZT3qaxdPhjmS8f24/tQPD3p0YQJVFjD00SamrS1aVO6p6tbq8vyeDzKy8urtDw+Pp569OhB1tbWpKOjQ3v27KFjx44Rh8Op1fXk8fT0JC6XS9u3b6fLly9T8+bN5dY7cuQITZ8+nSIjI8nJyYlMTEyqbZvL5VJoaCidO3eOioqKKCEhgZo0aULr1q0jc3NzWr58OXl4eFBhoewnb2ZmRiKRiDZs2EDz58+nVq1a0YULF4iIyNDQkPz8/CgoKIjMzMxo8uTJRESSPfoqcDgcWr9+Pd28eZPWrVtHMTExNHv2bHr9+jWdO3euNh8XUWxs7c57R5lIpJR2GKY+YIHvA3nw4AG12baNUseMIdLWJqomsIiISKypSX+PGkWhFy+Sm5sbWVpa0qRJk+j69esKX7fSzWj/sW/fPurbty+dO3eOLC0tFW5XUbdv3yZPT0/q0aMH8fl8OnXqlNx6Fy5coOHDh1N8fDzdu3ePunXrVqvrtWvXjn766SdydHSkwMBACgsLo8TERPLw8CAej0e+vr60f/9+EovFZGZmRi9fvqTh3btT0NOnFP3iBTlOmUIUHEy0ZAm1sLWlP//8k2JjYyV/CHTr1o2uXr1KWVlZkmtqa2vT3r17ae7cuXTq1CkKCwuj6dOn0+LFi2t1D8rYKFgToDcJCXVqg2HqjY895PwSvXz5Eo6Ojli7dm35gX8SxqGpWT5b873Zm2INDZzS10dzIgwfPlwyoYOIJLstKGrq1KlYUsls0Ddv3kBXVxd5eXlwcXFBYGCgMm5X4v33edevX4eJiYnMklu3b9+W2n6nRYsWMu/jFJWcnAwbGxssXLhQ6lFjXl4eoqKi0KRJE6iqqoLL5cKfz8dZY2OINTRkHi2KNDVRRITD6upI3bFD6hr9+/eXu0ls9+7dJY9oi4uLYWlpWWU6R2xsLLZu3YrHjx9LFygp7/OSmVmtPkOGqW9Y4FOygoICtGzZErNnz5YtfPmyPEXhvYTxjYsXS002UVNTA5fLBRGBx+NJTa6oTkREBObNmye3bNu2bejVqxcAQE9PD8uWLavVPb6vrKwMs2fPlvs+b9GiRejUqZMk1ywjIwPW1tbYtm0bAODVq1fQ09OTO0mlOkePHoWJiQl2vBeo3icSiXAtLAyFHA7KqgkeIirfe/Ddpdp27doFf39/qTZfv34NQ0NDjBs3Dl26dEFZWRliYmIwcODASvtRka+oqakJU1NTtG/fHqdOnVJa3ucWoir38mMYphwLfEpUWlqKXr16ISQkpEYTHXbs2AEOhyMz21JDQwNNmjTBmDFjFE5SXrp0KaZMmSK3LDAwELGxsRCJRCAipawy8ubNG/j7+8Pb21tufl5ZWRnatWuHpUuXIisrC40bN5baQXznzp2SYFwTq1evhkAgwJ9//ll95Vrkx4nfWac0NzcXurq6UjthfP/99wgNDUVpaSk6deqEOXPmIDc3F3w+XyrdASifOHPs2DG0a9dO6veroqJSnm4RFVW+IktdAp+WFmLMzaGnp4fExMQaf54MU5+wwKckYrEYY8eORZcuXWo8etm8eTM0NDSkvhRVVVURGxuLt2/fokOHDggJCVFo09d169Zh1KhRMsfz8/Ohp6eH169f4/z581BRUalRH+WpyM/79ttvK83PA4CHDx9KtgB6f9r/8OHDJct+KaKsrAyTJk1C48aNcf/+/epPqMPsWvE7s2t79eolWTC7uLgYAoEAycnJAMpnylpZWeHQoUOYM2cO+vTpg1WrViEkJAROTk7g8Xjw9vZGr169oKamBlVVVcnuEEuWLEHskiUoquuIT1MTO1euhKenJ0xNTSV9YxhGFgt8SrJo0SI0bdoUb9++rfG569atg5qamlTg69Kli6S8oKAA3bp1Q9++fVFcXFxlW9u3b8fQoUNljlfslgCUr95ibGxc436+S5H8vApCoRBubm4wNDSUWtVFLBbDwsKiyk1d35WXl4eePXuic+fOii9pVsf8uBO6uvi///s/rF27VrIk2aZNmyQpIGlpadi1axcGDRoELpcLTU1NqKqqYvDgwfj5559x8+ZNyYowycnJkpHeu3/oNG/eHK/at69TP1OcnPDs2TMYGBhgzZo1NfpcGaa+YYFPCbZu3QobGxs8ffq0Vudv2bIFfD4fLVq0gKOjI0aOHAkiklqBpbi4GIGBgfDz86tyf7sDBw6gZ8+eMsffzUfz9fWFp6dnrfpa1fs8eUQiEYKDgxEQEIA+ffrgu+++k5QlJyfDwcFBoes+efIEzZo1w8iRIxUfUSshP65ERQV2OjogInA4HHTt2hVGRkZo1aoVTE1NYW5ujj59+mDx4sWYMGECmjRpggkTJkjdZ4WSkhI0atRIEvA4HA5mzpxZ/li8DiNTkZYWIgICIBAI0LZtWyxevBjr16+Hvb09njx5othnxTD1CAt8dXTixAmYmpri9u3bdWpHLBZDJBLBxcUFx44dg46ODvT19aXWjywtLUVQUBC8vb2Rm5srt51Tp06hU6dOUsdKSkpgYGCAZ8+eAQBsbGzkPg6tTnXv8+Td05QpU9C2bVsUFBTg1atXsLCwwOnTpwGUv48cO3Zste1cv34dVlZW+OGHH2qWJK6ENVOFamrY1bw57O3tJaM1ovI1P7t27Sq1So5YLMbgwYMxcOBAGBgY4PXr1wDKR+w//vgjTE1NwePxwOFwoK6ujgkTJkj3t44bBV+7dg3u7u5QV1fH8ePHERUVBWdn52p362CY+oYFvjpISkqCiYkJzp49q7Q2Y2Nj4ePjg+PHj4OI8O2330qVi0QijBo1Cl5eXpIv1nclJibKjOaOHj2KNm3aSH7W0NDArl27atQvRd/nvWvJkiVwdXWVeiz522+/wcbGBm/evEHXrl1x4MCBKts4ePAg+Hw+du/eXaP+AlDabMm7Xl64fv061q1bB1NTU6xevRrh4eFo3LixZAm1Vq1aYf369cjOzoaLiwvatm2LWbNmITIyEoaGhjAxMYGFhQW2bdsGHx8feHl5yX9nW8eNgkUiESwtLWFpaYnu3bsjLCwMzZs3r9UjeIb5UrHAV0vp6emwtLTEr7/+qtR2S0pKYG1tjStXrqBly5bgcDgy2wxVjKSaNGmCFy9eSJXdvn0bzs7OUsdGjRqF6OhoAJDsUlCTL8KavM+rEBsbC1tbW7mP2saNG4dBgwaBx+NV2g+xWIzly5fDwsICly5dUvi6QPlj4Rs3biDD3V0pga9iX8STJ0+Cw+Fgz549kmuVlpZi48aNaNOmDTQ0NKCiogIrKytJOoqlpSXMzMywfv16yR8MeXl5VW4W/OroUbxs315u3qdkP74qNgqOiorCiBEjEBMTA2NjY7i6uqJNmzZyd81gmPqIBb5ayM7OhrOzs9Ly4N63fPly9O/fHzk5OVBRUYGDg4PMIz6xWIz58+fDyclJKiE6PT0d1tbWkp/LyspgamoqmQG5a9cuaGhoKNSPmr7Pq3Do0CGYmZnhzp07cssLCgpgZWWFxo0byy0vLS3FuHHj4OrqikePHlV6HbFYjPT0dBw+fBiLFi3C4MGD4eLiAk1NTbi6uiLB1lYpge93Kyu4urpCRUUFHA4Henp6cvvz8OFD9OrVC1wuV5Keoq6ujuDg4Cq3inrX8+fPYWhoCEtLS5m8z5d+fphKhKvV5OpVTHLJz8/Hq1evMH78eGhoaMDZ2Rl5eXkK9YNhvmQs8NVQUVER2rdvj8mTJ3+wa+Tl5UnywRYtWgQiwqpVq+TWjY6Ohp2dHe7fv49jx45h5cqV0NLSwqJFi7B27VokJCSgadOmkvqjRo2CjY1NtX2o6fu8CufPnwefz682l2zIkCHQ1taWWcXk7du38PPzg6+vL3JyciTHc3NzceHCBaxbtw7jxo1D+/btoa+vD3Nzc/j6+mLq1KnYunUrjh8/jl9//RUzZszAWgcHFNYx6BUQYSpJ51caGRlJLSqQkpKCoKAgGBgYoGnTpjAyMkJkZCR69OgBVVVVWFpaomIxgm7duiE+Pl5uXmZaWppk1R6BQCBTvnXrVhARdHR0cOvWrSo/34CAAKktmZKTkyXvGOPi4pS6KDnDfG5Y4KsBkUiEAQMGYMCAAR981+vw8HB88803AACBQAAul1vp7gVr1qyBlZUVDA0NJdPkORwOmjRpgkmTJmHBggWSup6envD19a3y2rV5n1dxnqmpqUJ75rm4uGD06NHw8fGRfJbp6elwc3PD4MGDsWvXLoSHh6N3796wt7eHtrY2WrRogZEjR2L58uX4/fffkZaWhrNnz2LJkiXo168frKysYGxsjO7du2PBggU4vWtX+fJkdQh8JSoqWB0RAR0dHXA4HHC5XKiqqkJfXx+2trawtbWFnp4eWrRoAQMDA8yaNUvyTlMoFMLAwAC9e/dGXl4eFi1aBDc3N8kSah4eHlixYgWKiopw9+5dGBsbS0aK2traMp/ZpEmTpILvw4cPK/189+3bhw4dOkgdKywsRJMmTWBkZIT27dvXaBTPMF8SFvhqYPLkyejQoUOV72eU5eXLlzA0NMSzZ89w8+ZNEJHMF9m7tmzZAn19fWhqakpGF7t27YKNjY3UYzZjY2OEh4dX2k5t3ucB5UHLysoK27dvr7ZuRkYG+Hw+njx5AmdnZ/Tp0wc9e/aEmpoa1NTUYGdnh969eyM8PBy7d+/G3bt3IRQKcfv2bWzatAmjR4+Gu7s7tLW14eXlhYkTJ2L79u1ITU2VHckEBkJch30RH3t5wdvbG4aGhpK9/Bo2bAg3NzeYmZnByckJXC4X6urqcHJywrhx4xAXFycZJcfFxYHL5eLIkSOSLolEIuzatQsdO3aElpYWOBwOTExMoKqqClVVVVTMHq3Y869C69atJYGPy+XCy8ur0s+4pKQEJiYmMrl8b9++RYsWLeDnTZAbUwAAIABJREFU5weBQIDQ0FCW8sDUOyzwKWjZsmVwdnZWPHFaCSZMmIAZM2YAAPr16wcOh4PDhw9XWj8uLk7yxWlsbIzExEQ0bNhQKhioqKjg/PnzMufW9n0eUL7eZqNGjbB8+XK55cXFxUhKSsLWrVsxdepUyXs4fX19tGjRAmpqatDW1sYPP/wgSdN48eIF4uPjMXv2bPj4+EBfXx8NGjTA0KFD8eOPPyIxMbHaZH4AKLt4EUUqKrV+zPmftm2hrq6Otm3bYsuWLbC3t4epqSlsbW1hZGSEsLAwpKeno6ysDFevXsXSpUsREBAAfX19uLq6Yty4cbC0tISenp7MJKUKiYmJGDx4MIyMjFCxag8R4dChQ1L1zM3NJcFx4cKFMot/v2/y5MmYM2eO3N+Xi4sLIiIiMHPmTBgZGSEiIkIm0DLMl4oFPgXExcXB0tKy2i8aZUtLS4ORkRFycnJQUlICDQ0N6OjoVDlBYfE/C14PGTIEs2fPlgROALh37x6ICCKRCGVlZQgMDERKSkqt3+cB5UuheXl5SRKxMzIyJJNNhgwZAldXV2hqasLFxQWDBw/GokWL0LZtWyxduhQikQhRUVEwMDCAtbU1oqKiMHDgQNja2sLAwAC+vr6YN28ejhw5UutctIULFyKmYcPy5cdqEPTE2tr47p/E9Xf/DRgwAEZGRtDQ0Kgyd7OsrAxXrlxBdHQ0mjdvDg6HA01NTYwZMwZ79uyRez9xcXFo06YNpkyZAjs7O3A4HGhpaaFjx47YuXMnUlJSkJubi8GDB2PDhg3V3ntKSgosLS2lckErPHnyBPb29li3bh3S0tIwaNAgWFlZYcuWLR/8MT7DfGws8FXj7NmzMDExwY0bNz7K9YOCgvDDDz8AKF+OjIgQGhpa5Tl+fn4wNjaGlZWVVCrAsmXLJDMS9+7dCzU1NfD5fNjb29f4fV5eXh7OnTsHV1dXODs7o127djAwMIBAIEDXrl3x3XffYcuWLbhx44bUo2GhUAh9fX3ExMTA2dkZWlpaktFfs2bNsGXLFty9e1cpX75nzpyBQCAoX1Hnn/y46nZnKKPypPXiFSsQGhoqFfTU1dXRq1cvJCcnw9PTUyp5vSoikQiNGzdGs2bN0LJlS/j7+0NPTw9ubm6YOHEi9u3bh6ysLAQEBEg9Yi4qKsKKFSvg4eEhebfo5uaGgQMHokePHgpd29PTs9IdG+7fvw9LS0vJ7hYXLlxAy5Yt0bx5cyQkJCjUPsN8jljgq0LFvnEnTpz4aH24efMmzM3NJcHjq6++gqqqqvxZk5mZ5auVBAXhSbNm2EaEpKFDy6fFo3x3BhcXF4jFYjg7O0u+0J2cnOSOCoDykcu9e/ewe/duzJs3D3369IGDgwM0NTVhZGQEa2trREdH49SpU3JHi69evcLhw4cRHh4OX19f8Hg8cLlcmJmZwcXFBSdOnEBhYSEyMzMhEAiU9oWbmZkJS0tLqYk2T+PjcVBNDYVEEMvZF1GoqoobDg5oq6EBY2Nj9OrVS7JSS8W7vYoJRlFRURgzZozC/YmNjYW3tzcaNWqEzZs3o7S0FJcuXUJUVBT8/Pygo6MDFRUVjB07Fvv375dZnEAkEiE+Ph7dunWDzj8jUSsrK4wdO7bKSS5r1qypcquklJQUmJqaSh6hi0Qi/Pe//8/eeYc1kXV//IYaanpClY6wgEgvSlOKoKigKCqKHXTBjl2RBRV7wYK6urrqWhC72LHXdS2oa8UuKgiKFGnJ9/cHyywxAQK677uvv3yeJ48mc+fO3EmYM/fcc75nKwwNDdGjRw/k5ubKPEY5cv5XkBu+Bnj9+jWMjIwoRf7/JsHBwVi7di0A4OXLl6DRaNDT0/tbs/Lq1Vox5rrk5no39HJCUK2sDISFoUerVoiMjER2draYKLaCggIWLVqEgoICZGdnY+nSpRg8eDBcXFygrq4OY2NjdO3aFdOnT8fOnTtx7949jB49mpIiq6OiogKXLl3C0qVL0adPH5iamkJbWxsdO3bEtGnTsH//fgwbNgxsNhujRo2SMLYHDhyAsbHxV6uMCIVCBAYGYsqUKWKfp6SkYMSIETDV0kLZrFlidRGLp09HVFAQlJWV4eLiAmNjYxgZGUFZWRkqKiqYPHkybG1tYWhoiMuXL+Px48cQCAQNPjB8SVVVFVq1aoVt27aBy+VKeBAWLlyIkJAQpKamIigoCFpaWrC3t8eYMWOwd+9eibXltm3bwt/fHwKBAIQQMJlMdO/eHadOnRJr9+HDBzAYDLx//77Bc7t8+TJ4PJ5YMeDy8nKkpKSAzWZjwoQJYiWZ5Mj5X0du+KRQXFwMe3t7zJkz5799KgBqXXYWFhbUTXb06NFQUFCoLTgro8SVkEZDGSE41bs3zM3NqchPMzMztG7dGgKBANra2mjfvj1GjBiB1atX48KFC1KNUGpqKmxtbXHt2jVs2bIF8fHxcHV1hbq6Otq2bYuYmBhs2LABd+/eFXNZXrx4EcrKyvjxxx8bHOvw4cObdOU2xZw5c9C+fXsxSTCRSARLS0tcvHgRlpaW+PPPPwEAubm5iI2NBYvFwsCBA6GpqQlHR0doaGjA0NAQq1evRn5+PvLz88FgMLB161bweDysXLkS9vb2zZKrW758OcLCwrBt2zaYmpqKGbO2bdvWFqX9i6qqKly6dAlz5sxBYGAgtLS04ODggLFjx2Lfvn1ITEykrmNBQQGmTp0KS0tL0Gg0qKqqwtPTEz///DOqq6vRt29fLF++vNFzO3HiBHg8Hn7/Qg3mzZs3GDJkCCXVJktpLDly/u3IDd9fHDlyBFFRUSguLoa/vz9iY2P/NUm+IpEI7u7ulF6lUCisrf6toABhM0WYy2k0/KioCHNzc/Tu3RuzZ8/G/v378fTp00bHW1hYiMOHD6Nbt25QU1OjAlJ69uyJBQsW4OzZs41GBW7fvh0cDgdqamqNpoOUlJTA3NxcTBZMjHruXHTpUvvvvHmUO/fcuXMQCAQSifFXrlyBubk5RCIRvLy8sH79evTt2xdsNhtTp07Fvn374OXlBWVlZSxZsgRZWVmg0Wi4efMm1UdYWBjWrl2LR48eoU2bNmjTpo1MItt1lJWVgc/n488//8SoUaMQGhoKoVCIW7duwdDQsNF1zaqqKly8eBGzZ89GQEAA1NXVoaKigrFjx2L//v3UjKyyshJr1qyBu7s7JaFmaGgIgUAgVdu1Pnv27IFAIJAatHPz5k106NAB1tbWyMrKknnMcuT8G5Ebvr8IDw+HoqIi2Gw2OnXqJLML6z/Fnj174OzsTBmnKytWoLSFSdn1C6xKo7KyElevXkVaWhqioqJgYWEBLS0t2NraQkNDAytWrKAqPTSFSCRCSkoKDA0NsWjRInTq1KnJfS5fvgw+ny9e5qkRdy7U1AA6HRUhIejM54vlzNURFxeHpKQkXLx4Ebq6umAymZg7dy5Onz6NoKAgGBsb45dffkGfPn3w888/Y+jQoQgODoaHhwf1Wzhw4AA8PDwA1BqxOnmyhqTZpJGcnIyBAweisrISHh4emD17NsaPHy/hlm2KiooK6OrqIj4+Hv7+/tDU1ISTkxPGjx+PAwcOUKo3x44dQ2hoKJUYr6uri0GDBjWo/PLrr7/CwMBA6rqhSCTC/v37YWlpiaCgIJll2OTI+bchN3yo/YNmMBioUzxp1arVfzx1oSnqIgOPHTuGhw8f4pWra5MRig26PQmBKCwMQO3Ynzx5gm3btmHMmDHw8PCAuro67OzsMHToUKxbtw45OTlUdOvVq1dlPufKykpER0fDyckJeXl5GD58uMz6pjNnzqSKvcrsziUElUpKEhULKioqoK2tDTc3NxgbG8Pb2xsTJkxAeHg49PT0sHLlSmq9dNWqVejduzeYTCbevn0LHx8fLFy4EECthqiOjg5l6EQiEWVEMzMzZRpXUVER2Gw2nj9/jlevXkFHRwcsFqtZxrOO+Ph4yh1fUVGBc+fOITk5GR07doSmpiacnZ0xYcIEHDp0CJMnT0ZUVBRiYmIoCTUtLS0EBwfj0KFDYrP9tLQ0mJmZNfhwU1lZiaVLl4LH4yE2NrbZKTBy5Py3+f4NXxOuMaBWaktFRQWEEKiqqkJRURHp6en/xZOu5f3798jOzsayZcswZMgQGBsbQ0FBAU6GhqhsYVJ23auCRkMff3+qXE5YWBhSU1Nx6tQpiTzBusi/o0ePynzuhYWF8PHxQffu3VFaWgqRSAQjIyOZ6xZWVVXBxcUFp3r3bnGNupqaGmRkZMDMzAzq6ur49ddfce/ePbRp0wbq6upYsGCBRFHfnJwcsNlsxMTEAKhdA+RwOLh//z4AICEhQSw3cvr06YiKioKRkREmTJgg0xpYQkICVW5qzpw5UFZWxosXL2S6LvU5evSoWLmp+lRUVODs2bP46aef4OfnBzU1NSgpKWHcuHHIysrCq1evkJycTIlvKysrw9nZGWlpaaioqEBycjJsbW0bdY8WFhZi9OjR4HA4mDdvnkyCAnLk/Bv4fg2fDK4xhIUBV69i5MiRVGTcjBkz/uMSTpWVlbh16xY2b96MhIQEdOrUCXp6etDS0oK7uzsVbJKdnQ09PT28HDXqqwuslhOCFcbGePLkCUpLS7F8+XIYGBhg/fr1Yuf27NkzGBgYULlesvDw4UNYWFhgwoQJ1LrVgwcPYGBg0Kx102cZGShr4fiqVVTQw8gIbm5u8PT0xJw5cxATEwM2m40uXbpgwIABUo9ZUlICGo0mpm6TlpZGuTz//PNP6OrqUgbuxo0bMDExQUFBAYKCguDt7S0mYC2N169fg8ViIT8/H5GRkejWrRvc3NyabTjqZrKyJPd//vwZTk5OiIiIgK+vLzQ0NODq6opJkybh0KFDWLt2Lby9vSkJNVNTUzg7O8PBwaHJig4PHjxA165dYWJigoyMDLHvuLCw8F+zVi5HTh3fp+FrZjHPGzExWPXXDOGfRCQS4eXLlzh06BBSU1PRt29f2Nragk6nw9raGr1790ZKSgr279+PZ8+eITs7G4qKivDz80NGRgYqKiqwcOHCb1Zu5wCLBYFAADqdDjU1NSgrKyMtLY063zopsmXLlsk8xrNnz0IgEEjMmJcvX44hQ4ZI3eeXX36RngweFgZhC3U2hYTgnZcXHjx4ABUVFTCZTCQkJOD9+/fYs2cPunbtKvVcVq1aBT6fjz179lCfCYVC+Pr6UjUN3d3dqbw3kUgEMzMzXL9+HTU1NUhMTISenl6T+YjDhw9HQkIClWrQvXv3RqNdGyIsLEzmlJstW7ZQa6yfP3/G6dOnkZiYCB8fH2hoaMDd3R2TJ0/G4sWL0b17d0pCTVlZGb1798Yff/zRaP8nT56Evb092rdvj6tXryI/P59aE24UGbwycuR8S74/w1dn9FrgGvuWlJSU4PLly1i7di3i4uIooWOBQAB/f3+MGzcOGzduxPXr16VGOYpEIpw7dw5qamqUC1ZZWRl+fn44oqz8TQzf4Xq5fF++aDQaVY2AwWCAx+PB0NAQFhYWsLe3h6enJwIDA9GzZ08MHjwY48aNQ48ePaCpqYkpU6bgxIkTuHXrFt68eYPq6mp07ty5waK9lpaWUFZWho+PD5VmgHfvvnpWW6WoCCN1dYn1qgsXLsDNzU3iPGpqamBubo4hQ4ZgwoQJYtvqXJ737t3DmjVr0KNHD2rbxIkTxTQxs7KywOfzsXjx4gZnO48fP4ampiZlgD9+/Ahzc3OZRL7rs379+kYT1OtTXl4OFosl1a1aXl6OU6dOYebMmfD29oaGhgY8PDwQGxsLPT09aiaorq6ODh06ICMjQ2oUak1NDX7++Wfo6urCzMwMSkpKUFdXl55k3wyvjBw535Lvy/Bdvdp8o1ff+H0R6fj582fMnz+/0YTqmpoaPHz4ELt27UJiYiLCwsJgZmYGNTU1ODo6YuDAgVi0aBGOHz9OVUsXiUQoKipCTk4OsrKysGbNGsyYMQODBg1CQEAArKysoKmpCXV1dSoar84I/fjjj7huY/NNDB/698fZs2fBZDKhoKAAVVVV/Pbbb3j48CHc3NwQGBiIjRs3YsmSJZgxYwbi4+MxYMAAdO/eHR06dICbmxvs7OxgamoKLS0tKCgoQF1dHXQ6HUpKSmKqJ/XHQKfToaWlBQ6HA319fUqUuS6Z3tjYGBfDwmoT779ifBWKilhqYIB9+/aJfWePHz+GsbGxxHe5e/duuLq64uTJk1T0Zn1WrFgBDw8PFBYWgsFgUC7GK1euoHXr1mJG7unTp3ByckLPnj0p4e0v4XK5GDhwIPX+1q1b4HK5yMnJafD39iVv3rwBk8mUWW4uNjYWKSkpTbYrLy/HyZMnMWPGDLRr1w6KiorgcDjw8/ODmZkZJZbdpk0bzJ8/X2KtdPPmzWK/XQcHB3FD2UyvzLd+MJXz/xsaAJDvhfBwQvburf2TaS40GiFhYYRkZhJCCHn06BHp0qULefz4Mdm3bx/p0qULKSwsJLdv3yY5OTkkJyeH3L59m9y9e5fweDxiZ2dH2rRpQ+zs7EirVq2IiooKefv2LXn16hV5+fIlefXqldhLUVGRGBgYEENDQ2JgYCD2qvtMS0uLqKqqEhUVFeLg4EC2bNlCjI2NScnMmUQpOZmofcWlEtHpROGnnwhJSCBCoZAEBweTM2fOkH379pFff/2VlJeXk127dhElJaVG+6moqCCDBw8mT548Ifv27SMCgUCizdGjR8mUKVPIhg0bSEFBAXn//j0pLCwkRUVF5OPHj2TlypWkqqqK0Gg0QgghWlpaJIvNJu2ePfuKEdayVUGB3J00iTAYDKKpqUk0NDSIkpISGTJkCDl+/DjR0tKiPu/RowcZPXo0CQ0NJXw+n7x//56oqf19lUUiEenYsSPp3LkzuXnzJnFxcSGjR48mAIiRkRE5fPgwsbGxEbs2o0ePJmfOnCG7d+8mP/zwA7UtNzeXuLi4EDqdTp4+fUpUVVUJIYRs3ryZJCcnk99//50wGAyZxujm5kZSU1OJn59fk22vXr1K+vbtSx49ekRdb1koKCggfn5+RF1dnaioqJDr16+TVq1akcrKSvL27VtSWVlJDA0NSbdu3cj48eOJp6cnycvLI0pKSkQkEhGRSERGjhxJVq5cScjq1YRMmEBIebnMxyfq6oQsXEjIiBGy7yNHTgN8P4YvP58QIyNCKipa3gedTsiLF+TXw4dJTEwMqaysJDQajZiZmZGysjJSUlJCrK2tSatWrQiXyyUaGhp/HTpfzKipqqpKNWp17/X19Ym2trZMp9SnTx8SFBREoqOj/75R5eeTaj09oiwUtnioFYSQ/j4+pNvQoaRt27ZEQUGBpKenk61btxILCwty6tQpsZu+NAoKCkhYWBjR09MjmzZtarD95MmTiaqqKklKSpK6XVtbm1RVVZHo6GgyceJEYmZmRkhoKCEHD7Z4fHWcZ7FI9pgxpKysjJSWllL/7tmzh7i5uZHPnz+T0tJS8uHDB1JUVEQIIURVVZXU1NQQDodDuFwuZRg1NTUJIbWG3MfHh9y6dYuMHTuWaGpqkn379hEWi0UGDRpEta3bb9++fWTGjBkkLS2N9OnThxBCyKxZs8iHDx/Io0ePSFhYGBk2bBh1ziNHjiRv374lmZmZMhmn5ORk8uHDB7J48eIm2wIgdnZ2ZNWqVcTb27tZ1/Ljx4/Ez8+PdO3alUycOJFcunSJnD59mpw6dYpcv36daGlpkbKyMlJez6ApKyuTdu3aEQsLC2JtbU3Gtm9PiK9v84xeHerqhJw5Q4izc/P3lSOnHt+P4Zs/n5DExK8yfCI6nWS5upLQs2fFPtfU1CQcDoe8e/eOqKurSxiy+u/19fWpG+Q/SWlgIFE7fpwotmRnGo2cYjJJhw8fCI1Go17m5ubk48ePRF1dnZw6dYoYGRk12MX9+/dJly5dSK9evUhKSgpRUFBosK2DgwNZsWIFadeundTtZ86cIfb29oTJZP79YVQUIVu3tmR0YhQEBxNeVpbE5yYmJuTEiRO1RpYQEhERQby8vEh8fDypqKggY8eOJdra2mTAgAGktLRUzGgePHiQXLx4kXz69Il07dqVaGpqkidPnpCLFy8SDw8PifalpaWkvLycACCqqqqEz+eTN2/ekNatWxMVFRXy4MEDqh9NTU1Cp9PJli1biJOTE+nevTtlSL80qHX/5uTkkN69e5OHDx/KdE0WL15McnJyyMaNG5t9PfPz84mXlxeJjY0lY8eOpT4vKysjFy9eJKdPnyY7duwgubm5YvsZGxuTjIwM4jR7NqHt2/dNvDJy5LSUxv1Y/0vk5HzdbI8QolBRQcjt28TDw4N8/vyZPH/+nHz8+JFoaWmRY8eOEQMDA6Kurv6NTvjr0Jw9m1RmZxPFlsz61NSIc2YmYfXoQT58+EDqnn0ePXpExo8fT7S0tIi3tzc5ceIEsbCwkNg9Ozub9OnTh6SmppJBgwY1eqh3796RZ8+eETc3twbb+Pj4SH7Ypk3tDe4rvtPPNBrhNuD+EwgE5N27d8TMzIzk5uaSU6dOkV9++YXQaDSipqZG/P39yaZNm4itra3Evn369CEdO3YkSkpKhMFgkOXLlxORSET09fVJWlqa1GsGgLx584YMGjSIPH36lOjp6ZE1a9aQ8vJyEh8fTzgcDrG1taUMZkhICOVy1tTUlDCkdf8vLy8nKioqpKqqihgYGBAmkylhHL80lADIzp07SYcOHQifz5faVkNDgygqSj5W8fl8cvz4ceLl5UUYDAYZPHgwIYQQDQ0NEhAQQAICAsj58+dJbm4uUVBQIAwGg1RVVZHnz5+THl5e5EFFBaG39AsFCMnKIqSggBAer6W9yJHzHc34vpFrjHTpQsiBA9Tbly9fkjdv3hBXV9ev7/sb82LqVMJNTSXqzfkK662VXL58mXTo0IF8/vyZ0Gg0oq+vTywsLMj169eJjY0NefToEcnOzha7+f/yyy9k8uTJZPv27TKtKW3evJns3buXZDb3Kf0buK6rlZSIcl6e1Jtkt27dyMCBA0lYWBiJj48nmpqaZO7cudT2N2/eEFtbW1JQUCB1Nvv06VPi6OhICCHk7du3RFVVlfz444/E0NCQTJ48ucFzEolExM3Njdy/f5/s27ePdOjQgRw6dIhMmzaN3LhxQ8y1efz4cRIdHU1+//13oq+vL7U/AOTz588kNjaWGBoaksjISDHDKM1Y1s1auVwu4fP5Dc5QVVVVGzSeIpGIZGdnEz8/P+Lo6Ci2ffPmzeTkyZNEWVmZKCsrkzFjxpCxY8eSwkmTiMmmTUTlK1z0RE2NkKQkQhISWt6HHDn/hYCaf4Z+/b5ZpOP/EsusrFCppNS0fFkD0XFDhgwBIQTr1q3DkSNH4OLiAhsbG/Tr1w9MJhPKysqYN28eqqqqMHnyZJiZmVEqJrIQFRWFNWvWtGxwYWFNR/018KohBKVBQQ12PWzYMKxevRqFhYVgMpniuqB/YWJi8nd6hRRWrlwJbW1tbN++HUBtHpuzs3OjQ6pLKdi+fTt0dHQwd+5c1NTUwM7OTqr4c3JyMjw9PZuM2ty/fz/8/PwabfNl+4ZUX4DayOOysjLk5+fjyZMnyMnJwaVLl3D8+HHs2bMHW7ZswbRp06CpqYn+/fsjISEBI0eOxIABA2BoaCgWzUsIqc0P/X/6Nyrn38f3Y/jmzfvqvC+oqQHz5/+3R9IsTp48CR8NDdy3sakd/xcFVssIwWcaDQgPl0jXyMnJAZ/Ppyq8A38LEdvb28PJyQnh4eFUqoOxsTEePXok87kJhULw+Xw8ffq0RWO7v2ULPisqtui7LKPRMC0oCCdPnkR5eblE39OnT0dSUhJmz57dYBmkqKgorFu3rtHxWVtbo3Xr1gBqtTy5XG6j4/3tt98QGBgIoLa2oru7O7p27Uopp0g7RpcuXTB69OhGrlStaLaWlpbMdfO+1B1tKefPnweXy8X58+epz9zc3KCgoAA6nY64uDg8e/asdkOXLt/G8HXp8lXnLEfO92P4vkHCM+j0/zm1iOrqaigpKWHVqlW15z5/PtC/P6qDg/ErIZhACGz4fIlE6qdPn8LAwADbtm2T2q9QKERGRgYsLCxAp9OhqKgIHx8fMJlMjBgxotGZUB3Xr1+HpaVls8d07949REREQEdHBycjImqrSTTje/ysqIhlVlYghIBOp0NZWRm2trZismvLly9HTEwMdHV1cevWLannkZ6e3mRtwLt374JGo1EFYIcMGYJFixY12L5Tp07YunUr9b6yshLx8fEwMzODvr6+mFRaHUVFRTA1NaVmlg0REhLSoEiANCZOnIiJEyfK3L4hjhw5Aj6fTxXXbdeuHWX4mEwmXFxcapV85DM+Of8Svh/DB3yVaww0Ggq8vTFmzBhs2LABO3bswKFDh5qVTPzf4OzZszD6S5PyS+NWV51bS0tLTBEkPz8flpaWTRYnvXPnDoyNjREWFgY9PT0oKytjypQpmDlzJgQCAQIDA3Ho0KEG68jNnTsX8fHxMo/l6dOnGDhwILhcLubMmfN3fb9VqyCk0yGSoTpDlbIyxqiq4tWrV5TqDSEESkpK2LRpE3WsHTt2wMnJiZp9SeP27dswNzdv8rzbtWsHAwMDVFdX4/Dhww26EF+/fg0mkymR7A3UzgQ1NTVhb28vdd/r16+Dy+U2KvK9evVq9G+GUbh37x50dHS+SXHZjIwM6Ojo4ODBg+jQoQO+dHX6+voC8+ZB9P/QKyPn38f3Zfi+Urll15QpIKRWPURDQwN0Oh0GBgb/7VE1ypgxY5CYmAgLCwucPn1abFu7du2o8XC5XOTn56OkpATOzs5iElvSOHr0KHg8HmUwq6urMX36dCgoKMDe3h7nzp3Dxo0b4eDgAAsLCyxfvlxCocTPz4/StGyMvLw8jBw5Emw2G9OnT5dw1/32229wIgSZhECoqirhzi0nBELCbrq3AAAgAElEQVQVFXzo0AE+GhoI+6vk0ogRIygFGRMTE7HzO3XqFNTV1XHs2LEGz0soFFLliRrj/PnzUFNTw9y5c1FZWQkWiyVV6HzBggUYPHhwg/388ccfUFRURM+ePaXK2G3YsAFWVlYNKsG8ePECXC63WZqzHh4eOHDggMzt61NeXo4zZ85gzpw5CAkJgbq6OpSUlNC2bVsJw0cIwaRBg/D5a2d7/4NeGTn/Pr4vwwd8tVZn7969oaSkRM0S6os2/9sQiURo1aoVbt++jbVr1yI4OFhse8eOHaGoqAhTU1MIBAL07dsXAQEBGDZsWKOK+enp6RAIBFKFlv/44w9oa2uDyWSia9euuHHjBs6dO4eePXuCzWZjzJgxyM3NRUlJCTQ1NRutyv7+/XskJCSAxWJh3LhxyP/ihlZWVoZ+/fpR3wchBDePH6fcuejSBejfHzejouBqYoKSkhLweDxEREQAAB49egQajYagoCAMHjwY9vb2lE7l2rVroaKi0mTlgODgYOzevbvRNnVC1QwGA3fv3kX//v0lfjcikQi2trYSDydfMmvWLLRq1QrOzs5/r43VY+jQoYiIiGjwvO3t7cXW25pi3bp11INCU+Tn52PPnj0YP3483N3doa6uDldXV4wdOxa7du3C69evMWLECGhpaUkYPSUlJQwaNAilgYFf5ZVBeLjMY5MjpyG+P8MHNFsHcJ2TE1asWIHq6moUFxeDz+eDEAIGg0HVGpP2BP7f5tq1a7CwsIBIJKIqct+8eZPa7unpCQ0NDdy5cwc0Gg2qqqrw8PBo0LVVU1ODcePGwdLSstEglroSQ927d4dAIEBERAT+/PNPPH/+HBMnTgSXy4Wrqyvatm0r9QZdXFyMxMREqu7dy5cvJdqUlpbC2NhYTMdTWVlZehUHAAMGDECfPn3A4XDAZrMpA7dv3z6UlZVBJBJh/vz50NfXx++//06V4GmKlJQUjB8/vsl28+bNg6enJ1xcXJCZmVnr2qvH9evXYWxs3KBbuI7i4mKw2WxMnToVAoEAhw8fFtteV16ooYK+06ZNw+TJk5s83/rHYzAYEsVkRSIR7t+/j59//hmDBg2CpaUlGAwGOnXqhOTkZJw6dYpy2d6+fRuTJk2CoaEhTExMqKoOdS82m43Tp09jxYoVyEpK+qZ6unLktITv0/ABtX8g4eFSIx0p5ffwcHQWCMDlckEIAYfDwYIFC3Dw4EHQaDRkZ2fjwYMH6N69O4yNjbFt27Z/VW2xqVOnigUnzJs3D3379qXeW1pagsPhQCQSwdLSEgoKCjAwMJBaX620tBTdunWDr69vo8VH63j27BnMzMwwc+ZMzJ07FzweD1FRUXj06BFKS0vh6+sLPp8PW1tbrF27FmVlZSgrK8P8+fPB4/HQv39/PH78uMH+a2pqMHz4cLEbqKqqKnbu3Cm1/cePH8FkMhEaGopp06Y1WG9v9+7dYDKZYLPZUFJSavKB5tSpU3B3d2/yeuTl5YHJZMLX1xc//fQTGAyG2Ax29OjRmDFjRpP9ALXf64gRI3D27Fno6elh1qxZYgbz6dOn4PP5Umfkly5dgq2trUzHqWPAgAGYN28eLl68iPnz56Nbt27gcrkwMjJC3759sXLlSty6dUvMhfrq1SssWLAA9vb20NfXh5+fH/T09ODi4oIBAwaATqeDEAIVFRVwuVwo/1UJpG/fvv+aCipy/v/y/Rq+vxC+fYtNdnaoioykXGOYP59aJ9DQ0KBU5OuiANXU1CTcRadPn4azszNcXV1x7ty5/8ZQJLC2tsbly5ep9x8/fgSbzaZKwHA4HPB4PMyePRu2trbQ0NCAqakpxowZI9bP69ev4eTkhOjoaFRWVsp8/Ly8PPzwww+YNGkSPn78iKSkJHA4HAwZMgSmpqa4fv06jh8/jpCQEGhoaEBTUxPBwcG4c+eOTP0LhUJYWFhQrjMFBYUGcwJFIhH09PTA5XKRm5sLHR2dBuvHBQcHQ1tbG9ra2lLdifUpKyuDurq61JSIL+ncuTMWLlwILpeLTp06Ye3atQBqq8nz+XyZU0HevXsHFouFN2/eIC8vD15eXujUqRPev39PtcnKyoK+vr5E0duamhrweLwmU0gKCwtx4MABTJ48GXZ2dlBQUICDgwPi4uKwfft2qbPwT58+YePGjfD39weLxUL37t0REhICBoOBqKgozJgxA8bGxujUqROuXLkCExMTsQcXFRWVv4vmrlqFSmVlCGVxb8qNnpxvzHdv+KZOnQpCSIPrNK1btxb746TRaBg1apTUAAGhUIgtW7agVatWCA8Pb1ZO27fmzz//hL6+voTrbNKkSVRB07rSMSYmJsjLy8P27dtBo9HA5XJx5coVAMDNmzdhaGiI2bNnt2g2W1BQAEdHR/z4448QCoUoLCzEyJEjQaPREBMTg8WLF8PY2BheXl6IjIwEi8VCREQEzp8/3+TxMjIy4ODgADabjStXrmDDhg0NXvMLFy7AysoKCQkJ6Nq1K1atWgU/Pz+JY7x8+RIsFgt37tyBmpoaQkNDmzT2rq6uOHPmTJPXIjMzEz4+PkhPT4eZmRkCAgIA1CaLt2vXrsn96/Pjjz9SLsuqqipMmDABRkZG+L2eqy8xMRHe3t4Sruvo6Gix4q8ikQiPHz/Gpk2bMGzYMPzwww/Q0tJCx44dkZiYiKNHj8LExARXpdS9q6qqwsGDBxEZGQkGg4HQ0FCMGTMGHh4eMDAwQEpKCtLT02FpaQlvb2+xWWhJSQk181NQUBCbhX/69AkdGQyUBAY26ZWRuzflfGu+a8N34sQJqKqqghCCoUOHSm3j4+MjZvjU1NSazIUqLy/H3LlzweFwMHr0aJlcg9+a2bNnIy4uTuLzvLw8sFgs3Lx5kzLk9Wevjo6OEAgEsLOzw969e8Hj8ZqV+yWNjx8/wtPTEwMHDkR1dTVWrVoFd3d3sFgsKCkpoVevXtQaUnFxMZYtWwZzc3M4OTlh06ZNqKiokOizpqYG1tbWiIuLQ/fu3Zs8h5iYGMyZMwcVFRWwt7dHeno6rK2tceDAARQVFVH5cQkJCVQyuL+/P1xdXeHn54eioqIG+x47dizmzJnT5DlUVlaCx+Ph8ePH8PX1haqqKoqKitCzZ89mq9c8ffoUHA4HHz9+pD7btWsXeDwe1qxZA5FIhJqaGgQFBUkUzd22bRs8PDywZMkS9OjRAzo6OtDT00NERASWLVuGa9euSRjL5ORkxMbGAqg1lJcvX0ZcXBx4PB7atWuH1NRUTJw4Ebq6uvD19UVGRgYyMzNhZ2cHV1dXHD9+XOwhIz8/n5qp1hWxrZ/7uXDhQvTu3buusUTAUn2vjBw535rv1vC9evUKDAaDMmi6urpS20VGRkJRURF0Oh1hYWG4ceMGuFxug26y+rx79w4jR44Ej8fDokWLpN7A/ymcnJyQnZ0tddvw4cPh5uYGQgjs7OzEnsJfv34NRUVFCAQCaGpq4tKlS9/kfEpLS9GxY0e0b98e2traMDY2xpEjR/D69WvExcWBzWZj8uTJlLtOKBTi4MGDCAgIgI6ODhITE8Xcdlu2bIGnpydsbW1x4sSJRo9dUVEBNpuN58+fA6jNP+RyuVi+fDnodDpUVFQgEAiowJE6N2B0dDTWrVvXZEDPrl270LlzZ5muQ91a3rNnz6CiooJp06aBwWDIrKhSn/79+0sY3Pv378PGxgYDBw5EWVkZ3r9/j1atWmH69OmYPn06/Pz8oKmpCQUFBQwZMgSbN2/GkydPmpxdv3jxAtra2pg2bRrMzc1haWmJpKQk7Ny5E5GRkWAymYiJiUFOTg6OHDkCZ2dntGnTBvv375fo+9atWzA2Nsa0adMgFApx7949tGrVCuPHj6cCsfT09KiEdzly/tN8t4Zv7ty5UFBQgLKyMhQVFUGj0ZCbmyvR7uTJk9i2bRtevnwJDoeDBw8eYNeuXTA0NJRYP2mIP//8E6GhoTA1NcXOnTv/8QCYZ8+egcvlNhiduX//fhBCoKenh/79+2PDhg3UtpqaGjg4OFBRq83R3WyMuiAQDQ0NKCoqSqwxPX/+HMOHDwebzUZiYqLYTObu3buIiYkBk8lEVFQULl26BHNzcyxZsgRWVlZNXk9pUZS9e/cWm8lrampi0aJF6NWrF9Vm4sSJlGGpS+GQ5tJ88+YNWCxWkxGZwN+u45qaGgwePBh0Op1Kr2gud+7cgUAgkFhfvHfvHjw9PcHhcGBlZQU1NTUoKSkhJiYGhw4dQlFREfz9/bFnz54mj1FQUICVK1fC3d0dKioqCAoKwtmzZ/Hzzz/DwcGB+h4+fPiAM2fOwMvLC61bt8aOHTukXo89e/aAy+WKqeQAtWuKtra2SElJwZo1ayRSb+TI+U/y3Ro+oNbdYmFhgdjYWJnW5BYtWgR/f3+IRCIkJibCw8OjWbO4kydPwsHBAR4eHrh48eLXnn6DLFmypMFE6CdPnkBfXx9qamqwtbVFUlISpk6dCqB2XaVz587o0KEDuFwurKys4O3tLdMNvSGuXLkCf39/mJqaYvPmzTh58iRYLBb8/PykRo/m5uYiOjqaUmep36awsBDz588Hm80Gg8Gg3HVN0b17d6xfv556v3btWrHcv7o8slatWomtYy1atEhMA/PYsWPg8XhiCi91mJqaNqqaUh9HR0ccO3YMHz58ACEEffr0kWk/aYSGhmLSpElIS0tDZGQkDAwMwOPxEBYWhrCwMDCZTOzatQtr1qyBjY0NlTe5dOlSDBkyRGqf5eXl2LFjB0JDQ8FgMNC3b19kZWVh6dKlMDIyApfLRUhICLKysiAUCnHlyhUEBgbCxMQEmzZtkvrAJRKJkJKSAgMDA6lrhUCtG97MzAxcLldqRKocOf8pvmvDV1VVBTU1tUaTqOtTXV2NNm3aUE+zPXr0wMCBA5s1gxMKhdi0aRMMDAzQq1cvqbPMr8XLy0uqIsq7d+9gYWGBFStWQENDAwwGA5s2bUKvXr3w4sUL2NvbY9iwYaiqqsKZM2dAo9FgZWXVouoJOTk56NatG/T19ZGenk5VD5gxYwYmTpyIIUOGwMPDo0EX37179xAZGQmBQIBFixZRs5qKigoYGRlh4sSJUFJSgp6eHubOnSsW0Vif9+/fg8FgoLi4mPosMzMTTCYTKioqYsbvSxHoLVu2SBilu3fvwtTUlHLT1dG/f3+Zr1NaWhr69OmD+/fvQ0VFBZqamrh9+7ZM+5aUlODEiRNISkpCQEAANDQ0qOTvDRs24OHDh2K/x0uXLsHQ0BCTJ0+mchnrgll0dHSoMdTU1ODkyZMYNGgQWCwWAgMD8euvv6K4uBjHjx9Ht27dwGKxQKfTKd3RW7duoWvXrjAwMEB6enqDQUBlZWWIjIyEq6ur1CoX9Vm+fDlUVFSwefNmma6HHDn/BN+14bt16xasrKyatc/58+ehr6+P4uJilJaWwt7evsFk4cYoKytDSkoKOBwOxo8f32jwRHN4+/YtGAyGRP7Zp0+f4OTkhBkzZkAoFIIQAnd3d8ycORNWVlbQ19fHggULxG6agYGBYLPZ4HA4Td6w6nj48CH69OkDPp+PxYsXS7jhXF1dkZ2dDaFQiFGjRqFt27YSiiz1ycnJobRA09LSsGzZMgQHByMxMREjRozA9evXMXDgQDCZTAwdOlRCO3XlypWIjIyU6Le0tBQzZsyg8scIIdi1a1etmPm8eUC/fsh3c8MxgaD2fb1zzM/Ph6enJyIiIqjxrVmzpsHcwC8pLCwEg8HAuHHjEBgYCEdHRzg7O0udKb1+/Ro7d+7E6NGj4eTkBHV1dXh6eiIhIQH79u1DQUEBfH19GzUU+fn56NixI3x8fGBjY0OpxlhZWeG3335DQkIC9PX14eDggEWLFiEvLw+fPn3CihUrYGVlBVtbW6xZswalpaWIi4vDjz/+iN69e0MgEGDJkiWN5jq+evUKTk5O6NevX5MpHyKRCPb29li1ahUEAgH27t0r0/WUI+db810bvl9++UUsoVtWBg8eTOW6PXv2DLq6ujhy5EiLzuHNmzeIiYkBj8fD0qVLm5UnJ401a9ZI3OgrKirg7++P4cOHQyQS4dKlS1BQUMCxY8egp6cHGo1We9P/gpKSEqioqMDDwwPhTUhBPX/+HEOHDgWHw0FycrJUvcj3799DW1ubGqNIJMK0adNgbW0tVbuyPteuXUNQUBAUFRUxZcoU6OrqiuX7vXv3Dj/99BN0dXXRoUMH7N27FzU1NXB3d8ehQ4ca7Pfdu3dwd3dHNz09iLp3rw2R/1IouS50PiysVu8VtQopffv2haurK968eYM7d+7AzMys0THUp2fPnmCxWDh9+jS0tbXRoUMHJCcn4/bt20hPT0dUVBSlctKlSxekpqbi3LlzUo3M0aNHYWNj06hLuqamBtOmTYOuri4YDAZGjhwJLpcLBoOBKVOmUNfy/v37iIuLA4vFQs+ePXH69GnqYejJkycIDQ2FgoICUlJSpLqq63P58mXo6+sjNTVVJq/IoUOH0KZNG4hEIvz+++/g8Xg4efJkk/vJkfOt+a4NX3x8PBYuXNjs/QoKCsTKrJw7dw48Hu+rAkHu3LmDkJAQmJubIzMzs8UBMEFBQWLqJUKhEL1790Z4eDiVe1gnB7ZgwQIoKyuDTqc3OOtaunQpFBUVYWZmhszMTIntb9++xahRo8BmszFlypRGUzd27NiBLlJqpc2dOxempqZNJlUvXrwY3t7esLW1BZ1Ox6ZNmyTyKSsrK7F161a4urrC0NAQWlpaDbpB61hhY4MqFRWZJezqkqVFIhGSkpJgZGSEmzdvgsViNSlYXUdqairodDrOnDkDMzMz2NragkajwdDQENHR0Vi7di3u3r0r0/qqSCSCg4MD9u3b12Cbjx8/YsOGDWjTpg2VLJ6cnAxHR0fU1NRg3759CAgIAJ/Px7Rp08QS1F+9eoXY2Fiw2WzMmDFDpkjazZs3g8vlYv/+/TJdDwBo3769WNDL6dOnwePxxEQY5Mj5T/BdG7727du3+Ily3bp18PDwoG5MP//8MywtLb/aZXn8+HG0adMG7du3p5LIZeXDhw/Q0tKinsRFIhHi4uLg4+MjNlMICAgAl8uFnZ0dVq5cCU1NzUaDbczMzGBpaQl9fX1qTa6oqAhTpkwBi8XCqFGjZLrhDx48uEFR77S0NBgaGjb48FBSUgIdHR3k5OTAy8sLs2bNQvv27WFlZYXt27dLNRB1GpIsFgtxcXF48OCBRJu8mTNR1hJNyHpKIb/99ht4PB6lw9kQ9UWc62Tw7OzsqDSPBQsWwMnJqclq6tLYuXMn3N3dxR6YKisrsX//fvTq1QsMBgNhYWHIzMzE3bt3IRAIwOPxoKqqCkNDQ7i6umLz5s1iwVrv3r3D2LFjwWKxkJCQQKmqLFu2rEFPSU1NDSZNmgQTExOZ1y2B2odHMzMzCXfvwYMHIRAImtWXHDlfy3dr+IRCITQ1NVtsqIRCIdzd3cUqcI8ePRqBgYFfXb+spqYGGzZsgL6+PiIjI2WuUL5lyxaEhoZS75OTk2Fvby+WGvDx40fQ6XQYGhqiuLgYNTU10NTUbLQMUV0xVX9/fwwaNAjJycngcDgYOnQolRvXFCKRCPr6+lKNTx0bNmxosPDr3Llz0bt3b+Tk5EBfXx9VVVUQiUQ4cuQIXFxc0KZNG+zZs4e68YtEIpiYmOCPP/7Aq1evMG3aNPB4PAQHB+PIkSO17a5eRUULK7h/KYh84cIFaGpqws/Pjzp+QyLOM2bMgIaGBmJjYzF+/Hi8ffsWTCYT5eXlCAwMREpKikzXtD41NTWwtLTEqVOncPHiRcqV2b59e6Snp4vNxK9fv46oqCjQaDQoKChg+PDhYn0VFRVh6tSpYLPZiIuLQ15entj2uoChLwOTiouL0aVLF/j6+v4tPSYjISEhDQYH/fbbb9DT02tUu1WOnG/Jd2v47t+/DxMTk6/q48aNG+Dz+dQfeXV1NQICAjB27NhvcYooLS1FUlIS2Gw2EhISmkxyDg8Pxy+//AKgdq3P1NRU7Kb19OlT2NjYQEFBQSwYIiQkBBYWFo323bdvXyoKsmPHjnj48GGzxlJXtLYpF+6OHTvA5/PFZrsfP34Ej8fDvXv3EBMTg6SkJLF9RCIR9u/fD3t7ezg7OyMrKwtnz56FjY2N2PHKy8uxfv16tGnTBlZWVnhgY4Oalhi9OrdnvXXPiooKJCUlQUlJCSYmJmIizqtWrRITcf71118REhKCBw8egM/no6qqCt7e3ti/fz+eP38OLpfb7ALHDx8+RGhoKNTU1NC6dWukpKRQmqxA7exv27ZtVFHc2bNn486dO1RUaEZGBj59+oTk5GRwuVwMHTq0UZ3SiIgIrF69mnqfm5uLH374AbGxsc2esd68eRN6enqNpgatXr0aJiYmTa4Fy5HzLfhuDd+2bduaDNiQhTFjxojlQxUVFcHCwkIsb+xrycvLw5AhQ8Dn85GWlib1xlJWVgZtbW28f/8eu3fvhq6urlhe4uXLl6Grq4vU1FQQQsSM6Lp160Cn06W6k6qqqpCeng49PT0oKirC2dkZlpaWzS7DtHjxYsTExMjU9sCBA+ByuVRtulmzZiE6OhofPnwAk8mUmIHUIRQKkZGRAWtrawgEggZl6EQiES7s2YOKltZ9++tVo6yM5FGj4OXlBQ0NDdjb20NJSQk2Njbw9fUVS6Goj7+/PyUD165dO+zduxfLli1DdHQ0gNrvw9HRsUkDkp+fj7S0NLi5uUEgECA+Ph48Hg/Xrl2j2uTl5WHWrFmUlFhmZqaYR+Lo0aMghEBbWxtqamro06ePTA81WVlZcHFxAQBkZ2dDIBBg5cqVTe4njcjISCxYsKDJdqmpqfjhhx+aXLOVI+dr+W4NX0JCQotcSl9SXFwMfX19Mb3Le/fugcfjNavgpyzcunULgYGBsLS0xN69e8VmM7t370bHjh2pgID6kmoZGRlUoMHOnTuhoqIi1u+FCxdgYGCA/v37U5/V1NRg8+bNMDMzg7+/Py5fvoydO3eCRqMhICCgyQrtXxIUFNRkwdb6nDhxAlwuFzt37gSHw0Fubi6WLl0qNTXhS0pLS6GhoQFjY2P4+flJ/R4qU1JQ/hVGD4Tgs4ICjvr749ixY1QUq5ubG06cOIHY2FjY2tpKzJpevHgBNptNPTisX78e3bp1w8uXL8FmsykXblBQEJKTkyXOu6ysDNu2bUPnzp2pqgdHjhyhjNmiRYsQERGBCxcuUFJisbGxUh9qKioqsGLFCigqKkJNTQ0eHh7w8vJq8MGiPjU1NdDX18e0adPA5/ObDHZpiEePHoHL5TZYNf5LJk2aBGdn5wYfKuTI+RZ8t4avY8eOyMrK+iZ9bd++HXZ2dmJP0llZWdDV1ZV5Daw5HDlyBLa2tvDx8aHU+KOiojBlyhTw+XwqYEckEmHu3LkwMDDA9evXgXfvkOnmhkx19Vqx3379gHnzkH/3LlWD7unTp8jMzISNjQ08PT2pZOU6nJycYGRkBB6PJ3UtThrl5eXQ0tISW2uUhQsXLkBNTQ0BAQEQCoWwtLSUqeRTRkYGOnTogOrqaqxfvx5GRkbo1KmTmGLIfReXrzJ61KvewwIAjBs3jqpksWTJEujq6opFJc6dO1dsTe3Tp09gMpl4+/Yt3N3dcfToUQC1BpLL5VIu0uPHjyM6OhpMJhNBQUHYvHmzRDpBeXk5Vq5cCSUlJRgZGVFSYl9S/7oEBwcjLi4OFhYW6N+/P2bNmgU9Pb0mq01UVVXB0dERbDb7q6qQDB8+XOY6hEDtbzomJgY+Pj4ylYKSI6clfJeGTyQSUfXMvlV//v7+EonsCxYsQNu2bWVWhmkO1dXVWLduHXR1dREZGQktLS3o6OggIyMDQO2azuDBg+Hg4IB3Bw/W5qDR6fj8pXtPTQ0iOh37FBUx1ssLfD4fbdu2xcGDB6Wux7158waKioro1asXXFxcpJZn+pKjR482u+wOUBtVyGAwwOVyMXHiRCrHqym6du2KjRs3Uu8rKyuxatUq6Ovro2vXrvjjjz9wsqVVvr98fZGekZmZiZCQEOr9/v37weVysWPHDohEIlhZWUnMQKOjo7Fw4UIsWLAAw4YNA1D7m5o5cyb4fD709PTg5OSEJUuWSP3NPn36lKpsHxISgn79+kmVIxMKhdi6dSssLCzg6+tLncfdu3dhYGAAW1tbpKen48iRIxAIBBKCBnW8f/8efn5+8PHxAZfLbXHu6evXr8FisZodCFNTU4M+ffqgS5cuLYqAlSOnKb5Lw1eXdP4tefDgATgcjlj+k0gkwoABAxAREfGPCVOXlJQgPDwchBAEBgaiuLgYRUVF8PPzQ2hoKD4vWVIbgdjEelYNISij0TBKRaVRJRWgVrxZRUUF7du3l0krc9y4cfjpp5+aPbZx48YhPj4ed+/eBZ1OR79+/ZrcJz8/HwwGQ6rrrLy8HEuWLAGTycQOZeV/ZMb39u1bCcHqGzduwNDQELGxsTA1NZX4LZw+fRo2NjbIzc0Fm83G7NmzYWNjAyMjI5iamiI+Pl5iLCKRiJIS43A4GDduHDXzev/+PVgsFhUIIhKJsHv3btja2lKu2PrnUBcBu3//fvB4PFy9ehXPnj2Di4sLevToIeZWvHv3LszMzJCQkICamhp4eXk1y4Vdn/Hjx4tpoTaHqqoqdO7cGX379v0qLVk5cqTxXRq+3bt3y1xGpjnMmDFDQmn/8+fPcHd3b9GNXxaKi4vB5XLh5eWFgQMHgsPhQCAQYPTo0RCuWFFr9JpxI69QUsKBJq6NUCgEn8+nKgA0lW5ha2vb7JzEV69egc1mIy8vD8+ePQOLxUKrVq2aFBxIS0trUo3Hw8MDW9u2/eo1Pqip1daF+wIzMzOJNbXXr1+Dx+PB3t5eInqxqKgIPB4Pjo6OUFRURGhoKM6dOwehUIiXL1+KuZU/ffqEtO7fIPoAACAASURBVLQ0CSmxLxkzZgzGjRuHw4cPw8nJCfb29jhw4ECDD2Dx8fGYM2cOdu/ejVatWqGgoAAVFRWIjY2FpaUlbt++jYMHD0qIdP/yyy9SRQmaorCwECwWCy9evGj2vnWUl5fD29sbI0aM+Mcrnsj5/8V3afjqapN9a8rLy2FiYiIhX5aXlwcDA4NGk5tbQkVFBfz8/ECn0/Ho0SOcP38eHA4HrVu3Rk8jI1Srqrbohl5GCMqbUMc/d+4caDQahg0bhqCgoAZvPK9evQKHw5HJJVqfkSNHUgVUJ0+ejDFjxuDFixewtLTErFmzGjyeq6tro/Jxly5dgpGREapfv4aohden7lWlpIR8KRUZoqOjkZ6eLvZZZWUlOBwOgoKC4OXlhdevX2Pv3r3o2bMntLW18cMPPyAoKAhJSUkSBYTXr18Pa2trjBw5UqqUmDR27twJJSUlWFpaIiMjo8lZ0bFjx+Dp6QmgNvArMDCQ+s42btwIdXV1sFgsifqMJSUljUbaNkRSUhIGDRrUrH2kUVxcDCcnJ0yZMuWr+5Ijp47v0vB17ty5xe6Zpjh06BDMzc0lwv1///13cLlc3Lx585scp6amBhEREfDx8UGbNm2wdetW8Hg8HD58GCKRCHnu7i3OURMSgkdt2jR5DkFBQZQCTEMiyRs2bBCrcScLz549A5vNRn5+Pj5//gwej0eF2L99+xZ2dnZU0dL63L9/Hzo6Oo0KCPTs2RNLly6tfRMW1rRMWQMvEY2Ga8bGYDKZGDhwYG3w0F+sXbtWLEIWqPUyeHt74+zZs2jbti0UFBTg7OyMtWvXoqioiIr2rMtpEwqFYlJiKioq8PHxEXOlS+Py5ctUGShvb28kJibKdM0rKirAYDCQn5+P6upq+Pr6YsaMGfj8+TP69+8Pa2trGBkZIS4uTmJNb/DgwZg3b55MxwFqo26/VuKvPgUFBbC2tm7WOciR0xjfpeHT1dVtNDn3awkPD8esWbMkPt+2bRuMjIzw7t27r+pfJBJh5MiR8PX1RVxcHHx9fWFkZPR30vO7d5JCy818fSYEVU1UZCgpKYGqqir69esHgUAgdW2wd+/ezc5pHDJkCJUusWnTJgQFBYltLywshIuLC2JjY8VmMtOmTcO4ceMa7Dc3NxccDufv9b+rVyFSU2vZNfpLueX9+/dU5KyXlxd27dqFW7duwdTUlDru/fv3YWlpCS6XC2tra8yZMwfz5s0Dn89HdnY21S4gIAC//fYbrKysMHLkSBgbG8PNzQ2bN2/G48ePqShPady4cQOhoaEwMDDAmjVrUFVVhfv374PH48kcXBUeHk65Md++fQsdHR20bt0avXr1QllZGT58+IBu3brBzc1NzEV5/vx5tG7dWmZ345IlS9CjRw+Z2srKq1evYGxs3KISWnLkfMl3Z/jqqmX/k2sCL168AIfDkRrmPXXqVHh5eX1VFYaffvoJbdu2xbt376ChoQFbW1vxaL95877e8Cko4JoMOXPLly+HoqIiYmJiEBUVJbatpqZGIuCnKeryuuqk5FxdXaUKHRcXF8Pb2xv9+/dHdXU1hEIhjIyMKOFwacTHx2PSpEnU+zdv3mCWjg4qmxvo8oVWJ1AbbLFz5060a9cOhoaGUFNTw5QpU+Ds7Aw+nw8VFRWcPXtW7HeXnZ0NPp+Pn3/+GUBtqoOenh5UVVXxww8/SBRsXb9+PRwcHMQiGf/8809ERERAR0cHy5Ytk/A09OjRQ6YAJKB2dl63Rn3t2jXw+XxoaGiI1YwUCoVITU2Fjo4OlbsnEolgaWmJCxcuNHmMyspKGBgYiCXZfysePXoEPT09bN++/Zv3Lef/F9+d4cvKykLHjh3/8ePMnz9f6tqXUChEt27dMHTo0BYZ3/T0dJiZmeHOnTto27YtNDQ0JJ7oK3v1+rqgjb9e+5hMmc7R3Nwc9vb2MDExweHDh6nPr169Chsbm2aNLyoqigoEunr1KoyMjBpcHywrK0NQUBDCw8Nx/Phx2NnZNXi+hYWFYDKZVKTj69ev0bp161r5s1WrZIp8FX1RneFLSktLsXXrVnh6eoJGo0FRUREhISGYPHlygwE3OTk50NHRgb6+PvT09KCmpoYdO3bAyMhIYiwikQjBwcFISkpCbm4uBgwYAB6Ph9TU1AZnddeuXYOBgYFMD1p1mqFbtmwBl8tFZmYmli5dCgcHBwmDmp2dDV1dXcyePZsyhg1VdK/P+vXrERgY2GS7lpKTkwM+n99oKSo5cpriuzN8KSkpSEhI+MePU1VVBRsbGyqvrj6fPn2Cra0tli9f3qw+MzMzoaenh+PHj8Pc3BweHh5iYyktLcXcuXNx5BuF6p/W1pZayf1L7t27BxqNhilTpsDIyIhKrE5OTm6Wbundu3fB5/Op8Pno6GikpqY2uk9FRQXCwsJgYGDQqBLP7NmzqUKxL1++hIWFBebMmfN3g99/r9XepNMlqjV8ptFQoaCA/Soq2DBypFjieHV1NY4ePYr+/fuDwWAgODgYW7duxaxZszB8+HDMmjULSkpKcHR0xMGDBynXbH0psXbt2sHa2hrdu3fH0KFD8dNPP8HCwoISJ6jP1atXQafToa2tjcTERJlEAQICArBhw4Ym2wmFQujp6UEgEFAzZ5FIhN69e0s1aq9evYKHhwdCQ0Nx9y8RhMbcqvWFtP9JLl26BB6P12QSvhw5DfHdGb7w8HCxml//JGfPnoWBgYHUnLInT55AIBDg+PHjYlW/6yuq1K/6ferUKfB4PKxbtw58Ph9jxowBnU7H+fPnUVFRgWXLlkFHRwcRERH4GBr6TQzfk/bt4eXlJdNYBwwYAA0NDfTt25cq0tu+fftmFeiNiIigAhQKCgrAZDJlSm7+9OkTVFRU4O7uLvVaV1RUUFUfnj17BlNT0wa1IQvv30cCjYa3gYG130X//vjVzg571q7FvXv3EBkZCT6fj7FjxyI+Ph46OjpwcXHBsmXLxEoznT17Fi4uLrh79y709PSwceNGODo6Ql9fH46OjmAwGGJSYhUVFRgwYACsrKxgZGSESZMmYfLkyVR/b9++xZgxY8BisRAcHAw7OzuZk7ezs7PRunXrRiNrS0pKEBYWhlatWkloqpaUlMDa2ppyydansrISo0ePhqmpKby8vMSEA74kIyNDonTSP8WJEyckdEvlyJGV787wGRsbf7NoMlmIjo7G+PHjpW67tno1DqqoQKii0mjV7/tbtoDH42HSpEng8/nIyMiAlpYWCCH4P/bOO6qJ/GvjCQFSKCE9oSO9S0dQEQRUQBC7AoooFha7iL2BBVzXgoVV17b2vurPvk1U7Lquir1hr4vSQ+Z5/2AzS0wCQbG+fM7xeEiZmQxk7tz7vfd54uPjYW5ujsjIyP86CxtgjQ9MJqpmzYKVlVWtXn1ypFIpDAwM0LFjR4hEIvz222/Q19fXWFbq/PnzEIvFZMaQlZVFijbXxaZNm0iHeV9fXyUz3BUrViA8PBy3b9+GpaVlrWteBw4cAI1GU9jGd999h/nz5+Pu3buYPn06mjRpAhaLBX19fUyYMEGlq0BpaSlYLBZGjBiBESNGkOtzpqamaNq0KYyMjDB06FAFqx2CIJCZmQkdHR1MmDABtra2ePHiBcaMGQMOh4PBgwfj8ePHIAgCERERKhuoVEEQBHx9fbF161aVz9+9exdubm5ISkrCyZMnVTp1FBQUgM/nK2jA1mTDhg0wMDCAnZ2d2mPw9PSs1Sy3odm+fTvEYjGuXLnyyfbZyLfBNxX4Xr16BX19/U+q9PD06VPVupb/rivJNFhXKqFQkNu0KaysrHDp0iW0aNECVCoVFAoF2traCp2B/+70wwMfgwE8e4aFCxciJiZGo8+6detWUKlUZGVlwcLCAqGhoRqfp+joaMyfPx9AdUnM0tJSqblDHZGRkVizZg0IgsCIESPg5uZGZl8EQcDZ2RkrVqyAubk5Fi5cWOu20tPTwWKxyJ9fvXqF6OhomJmZgcfjYeDAgTh27BgIgsCZM2cQEREBc3NzLFu2TCkDa9q0KRgMBoyMjBAZGYl9+/aRf3v379/HmDFjwOfzERUVhUOHDpGZUEJCAuh0OvT09MBms5GcnKyk+frgwQMIBIJam3lqsmPHDnh7eytlW3l5eRCLxZg7dy4IgiB9E1XdHG7evBlWVlZKNxZyzp8/T8rZvbsmeODAATg7O39ylZXVq1fDzMxMY0/LRhoBvrHA9+uvv76XZuSHkpubi4CAgP++9PJminoEolItLRRlZWHAgAGgUCjkP21tbSWNUAAfNKNW02uupKQEQqEQl1UMaqvCx8cHVlZWMDc3R7t27TR6z8mTJ2FqakpeLHft2kVa3tSFXM+zpuv85MmTYWdnh8LCQuzbtw92dnZkm39dBAYGwsnJCdu3b0fHjh1haGgIT09PhIWFqW0QOX78OFq3bg1ra2usWrUK+/fvR3R0NHR0dKCnp1eriHNJSQmWLl0KFxcXODs7IycnB2PGjCGbY5o3b662NLhy5Uq4u7tr1Lgik8ng5ORUXVr/l+XLl0MoFCqVowcMGKBWIWf48OGIiIhQG8BSUlLg6OgIT09PBT/AVq1aqZ31/NjMnz8fNjY2DabN28i3zzcV+GbPnq1S9/BjU1VVBV9f3+oGg1On6h30yH8sFtKCg+Hu7g5dXV107doVCQkJqofxP3A/Nd3FMzIykJiYqNFnffLkCWg0GthsNjgcjkZl5TZt2igonbRp00ZBFqs25s+frzQsDlT/ri0tLcmyYl2zhDKZDEeOHAGdToeuri5atWqF5cuX4/Xr19ixY4eCs70q3rx5gyFDhoDJZIJOp6Nfv34ICAiAo6OjRp+jrKwMqamp5P7Nzc0RHx8POp2u1tyVIAhERkZqPKS+evVq0rVi6NChsLW1Vfn72b17N1q1aqVyG5WVlWjevLlaCb6LFy/CxMQEc+bMgVAoxN69e5Gfnw9LS8tahQU+NtOmTYOrqys5JtNII7XxTQW+nj17kg7lnxr5XFR5RMQHZ2Jz585FUlJS3Tt9j8yymELB23caP+qrqyjPSrOystCyZctay1t5eXmwtLQks5br169DIBBobHTr7e2NgwcPqnyuX79+oFAoKn3t5Fy5cgXjx4+HpaUlHBwcoKWlhenTpyu85vjx4/D19VX5/oKCAqSmpipIie3btw+enp6gUqlgsVi1NpVUVlZi2bJl5Drt2bNncfPmTURHR4NGo4FOp8Pd3R1hYWEqLYbqU/KsrKyEqakp/Pz8EBYWpjYIlJSUwMDAQOX+gOqOVGNjY9JC6V28vb2xb98+5OXlwcTEBHZ2dsjJyanz+D4mBEFg+PDh8Pf3V7JzaqSRd/mmAp+Dg0ODSYa9D2OSklBJo33w2luUnx92796t2U4XL4ZUV7dO+TIZhQKCxcJQOp3MCmoyfPhwjUcTFi5cCAaDgZCQEPj5+aktMRIEgaCgIIWbkeHDhysMmdfGlStXYGxsrDKwXLhwAQwGA35+fhCLxQqSYo8fP8bcuXPh5eUFiUSCkSNH4sKFCzh06BD09fWVbINu3boFCwsL8ueaUmIikQgTJkxQGtL/6aef4OvrC11dXTg5OWHv3r0KJcuqqiqsXbsWNjY2CAkJURr+rqyshFAohLe3N7hcLgQCAYyNjVFQUKD0WVetWgU3N7c6S55Xr16FUCiEtbV1ndlXZGRkrYPgf/75J0QikUoFpEWLFpEydb///jt0dHQQGhpab/uhhoYgCCQlJSE0NFRlQ1Ijjcj5ZgLf27dvwWQyP6t/V+nUqR/sCCBjMDCBTtc4IwKAqe3bYy+LBam2Niq0tRW3+a8f3z4WC6cWL0ZkZCQ8PDzQq1cvhUytsLAQHA5HbWNDTdq3b48pU6aASqVi+fLl4PP5eKhC/uzw4cOws7MjL8LFxcWkGa4mjB07lhSyrsnZs2chEAigp6eHV69eYevWreDz+Zg0aRLatGkDIyMj9O7dG4cOHVIImllZWdDR0VHKhIqLi8FkMvH8+XNkZ2crSImpu4C2atUK27ZtQ+/evZGcnAxHR0c0a9YMhw8fJo1+mzVrRpoGq2LkyJHo2bMnPDw88L///Y/MSPv06aOwXiUveU6aNEnttg4cOAChUIjFixdDJBLV2em4ZMkSJSWed5k9ezZ8fHxUuk0YGhrixYsXiIuLQ2ZmJkaPHg0LCwuNG5Y+FlVVVejcuTNiY2M/a+m1kS+bbybwHT16FN7e3p/3IOLiPizb+/ffnzWyD03w8PBAu3btkNS+Pc716FHtIffvjBqys4Fnz7B582Y0bdoUQ4cORWZmJgIDAzF48GCFLCUxMbHWsiFQPdclv+i1a9cOfD4f48ePR2xsrMLrCIKAv7+/wkzl0qVLER0drdFnkslkMDc3/0+f9F9OnToFoVCImJgYDB48GPv27UNcXBz09PSgo6OD8ePHo6SkROU2o6KiYGRkpPT4uXPnoK2tDTabjV69etV58b5z5w54PB7Ky8uxbNkyxMfHQyqVYtSoUaDT6dDX10dWVlad82yXLl2CiYkJ+Hw+KRu2ZMkSMBgM6OnpIT4+njwWue1RzcwWqD7P8+bNg1gsxpF/HTcyMzPrHBWRy+7VVqYlCAIdO3bEwIEDlZ7r0aMHJk+eDB6PRw7Zb9++HQKBALm5uZ/VRqi8vBzh4eFITExs9PJrRCXfTODLyckh3a0/G1FRDRL4Hnp61mu3HA4H06ZNg5WVldpmE4IgEBAQgLi4OPTv3x+vX79G06ZNFbKIK1euQCgUqg0cQHVpS96RWVJSAjqdjiFDhsDBweE/W6anT3GlTx/sYrNBREYCcXEgsrLQytlZ7bqRqv24u7srPCZX7MjMzASDwQCfz4efnx9ycnLw9OlT/P777+Dz+WrVaCQSCfz9/QFUB/ANGzYgICAAZmZm4HA4OHHihEbHlpGRgZSUFADV50wikSAgIABOTk7YtGkTli1bBgsLC7Rp06bOIOrj44O2bdsqDNxfvHgRZmZmCA8Ph4WFBZo1a4aNGzfip59+Uih5lpeXo2/fvnBzc1PIol+/fg0ul6s0IvEuTZs2VSr7vktRURHs7OyUmpEOHToEPp+vZBd07do1uLi4oFevXrX+HX1siouLERAQgCFDhjR6+TWixDcT+Pr06YMlS5Z83oNooIyvUgPxaDkEQYBKpZID5bXd4Z48eRJcLhctW7YEUD0qYGdnhzlz5pCviYmJqXUWbuzYsQpeh4sWLYKWlha2bduGCIEAFZGRIBgMlL3T4FOlq4syKhVEhw7VHal10KdPH4WW+82bN0NPTw+mpqbgcrlwcnLCtWvXlN534sQJCIVCbN68WeHxf/75B7q6uujbty8mT54MiUSC4OBgbNu2DVKpFP7+/nUGAaD6fNva2uLEiRM4fvw4QkJCoKWlhZycHIXsqaKiAosXL4aJiQmio6PVrj0vWbIELVq0gJ+fn8Ljjx8/hq+vL3r06IGNGzciKCgIJiYmcHBwwMiRI/H06VM0b94cHTp0UNnMkZaWhiFDhtT6WSZMmKDReuulS5eULLcePnwILS0tUsi6JsXFxYiPj4ebmxtpN/U5eP36Ndzd3TXuim3k/w/fTOBzd3evtwt4g9MAiirlWloqXb/VcfHiRVCpVBw8eBDNmzev8/UxMTEwNDQkf75//z4sLCxIuarjx4/X2pru6emJvLw8hcdsbW2RaWqKcm1tyOr6jHUIQQPVmSSHw8Hly5eRm5sLV1dXUKlUREVF4ciRIzA3N681k7pw4QLEYjHZVEMQBBYsWAA6nQ4mk4mBAwfi0qVLSudFEw9H+fmJiIiAmZkZli1bhoiICJWarUC1wsvcuXNJubl3195ev34NNpsNIyMjpQaa0tJSdOnSBQEBAXj27BnOnz+P7t27g0KhgMlkon///mpvdB49egQOh6PSSkrOiRMnNBYZX7duHaytrclO0PT0dHh7e6sdHyIIAosXL4ZAIMDOnTs12sfH4MmTJ7C1tdXYwaKR/x98E4GvvLwcDAZDY/msj0YDKKpIdXQUNDzrYtasWWCz2cjOzsbQoUPrfP2tW7dAoVAU7sSvXbsGiURCZkktWrRQqXcqHyZ/t4Ho8eTJKK7vZ1UT/MrKyjBs2DAIhUIYGhoiKCgIhoaGpCvEhg0bNNIXLSgogImJCeLi4uDh4QEejwd9fX0Fd4ma9O/fv86KweXLl9GkSRMYGBhgwYIFZNPHrFmz6jz3xcXFmDVrFgQCAeLj4xWG3nv06AFfX19S2aYmMpkM48ePh5WVFS5fvozt27dDX18fbDabzFp37Nihcq1uwIABCtm5qm0LhUKFQfTaSE1NRXR0NF6+fAkul4u8vDzweLxaG7FOnDgBc3NzpKenf7Zmk3v37sHc3FwjIe9G/n/wTQS+M2fOwMXF5XMfRjUfoKhSRaHgMJuNNWvW4MiRI7hz506dXart27eHm5sbunfvrvFQOJfLVWoyuXDhAunwvmfPHri7uyutjaxduxYdOnRQ3FgDDNLLZDL88ccf6NevHzgcDng8HpKTk7F9+3bw+Xz88ccfAKqzCC8vrzr1IO/cuYPRo0eDw+GAxWKhT58+6N69OxgMhtrZtQkTJqjVxrx58ybi4+PB5/PBYrGUSqx5eXkaN1YVFRVh6tSp4PF46Nu3L+7evYuDBw+SjurqWLVqFVgsFvh8Pk6fPo327dtj3LhxWL9+Pfz9/WFlZYU5c+YofL6bN2+Cx+ORbhiqSExM1HgGr6KiAv7+/ggPDyedMIKDg7Fp06Za3/f8+XOEhYUhODhYQej7U3L16lWIxWK1eqaN/P/imwh8S5cuJb+In50PCATFFAq8KNVSZXp6emAymdDV1a3Vmsba2hoJCQmwtbVVKt+pIzw8HFwuV6lcePToUfD5fBw5cgQuLi5K2VGvXr2Us6IPCPQElYq/7exgZmYGFxcXZGVl4ezZszAyMsK2bdsgEAgUyqp//PEH7OzsVJb3CILAoUOHEB0dDR6PhxEjRuDGjRt48OABHBwcYGRkBIFAoPac5OTkYNCgQQqP3b9/H8nJyeDxeJg6dSpWrVql0uuxrKxMpW9ibbx8+RLjxo0Dl8vFwIEDYWxsDAMDA5WyWyUlJejatSucnJzA5/ORm5uLR48eQSgUkqLSJ0+eRM+ePcHhcJCSkkI2OXXv3h3ZtZTOt27dijZt2mh83NevX4eWlhaplPPzzz+jbdu2db6vqqoKEyZMgKmpqUaGth+Dc+fOQSAQaNxg1ci3yzcR+AYNGoR58+Z97sP4j/dQVCmn0TBNIoGHhwe0tLRAoVCgpaVFOmarg8lkIicnBywWS+NS0pAhQ9C1a1eVOpEHDhyAQCBARkaGgqwVQRAQi8WKZbEGKO1W0mi4VMO/be7cuQgODoZAIEB+fr7CsUVFRSlInwHVUmI5OTlwcHCAq6srli5dqhSAbt26BSqVCjMzM9Udfk+f4kJcHP4wMwOiolDaqRN2BgTA1sgIY8aMwYsXL8j9q8uqmzVrpiwmrgHPnj3DyJEjwWAwwOFwlIJUYWEhPD09kZCQgLKyMty4cQN2dnYYPnw4Vq9eDVdXV4XB9ocPH2LixIkQCoVo27YtFi1aBIlEorYcWVRUBH19fY3VTnJychAYGAixWIzCwkKUlJTAyMgIu3fvRmpqap3NLHv27IFQKMT8+fM/S7dlXl4e+Hz+Zwu+jXwZfBOBz8/P78szpdTQ9RtUKggWC8OZTFy9ehX29vakJRGVSgWTyVRbnikrKwOFQsH27dvJNn1NWLBgAQYOHAg3NzeV2966dStEIhGMjY3JFv8LFy7AxsZG8YUNZI9Us5nHysoKRkZGStmofNRCvo5bU0qsS5cu+PPPP9VeSI8cOQITExOIxWL069fvv/WwU6eqM1YGA1W6ugrHVUGjgaDTq58/dQpPnjxREMt+l1GjRtU5A1kb+fn50NXVBY1GI4Ntfn4+jI2NlWYCX758ieDgYLRv3x7t2rVTuY5XVlaGlStXomnTptDT00P37t3VHntoaCh27NhR5zFWVlbCwsICJ0+exMyZM+Hr64uZM2dCX18fOjo60NHRUdnl+S63b9+Gh4cHunXr9lnkxfbt2wehUPhZVZ4a+bx89YFPKpWCxWLVuo7x2fjX9ZtgMFD6bgCU+/F17Ij8nBwycN24cQOGhoagUCjYtm0bevXqBSqVipYtWyqZsP7vf/8j3Ru+++47jQ9r7969CA8Px6FDh9CkSROV6iQrVqwAh8Mhy1hZWVnK+2ig8Q38K0I9Z84caGlpqezYTE5OxsSJE7Fz506EhoaqlRJTxdy5c2Fvb48FCxagVatW6NGjB6Q5ORrfmIDFwqFOnWotp+/YsUOjkl9t+Pr6gkajgcVigU6ng8ViqZUVq6ioQFJSEpydncHlctUashIEgYULF0JPTw9cLhcjRoxQamaZP3++Sgf2d5GLYAPVjTHNmzdHTScRAwMDjV0+SktL0bdvXzg6OqqUafvYbN68GRKJ5LOOWzTy+fjqA9+lS5dUGmt+SZQXFmIMjYb12tqQtm2roKgCVHff1SxxHTp0CBwOh1TzOH36NEQiEeh0uoILwbBhwyCRSBAXF1enO0FNrl+/jiZNmgCoLt+ps6jJysoCjUbD0aNH0bp1a+zatUvxBQ00sI+oKKxbtw56enro06eP0nFcuXIFTCaTFGBeu3ZtvbQYExISYGlpiWPHjqG0tBQ5zs4oq6emaimVioJaOjefPXsGNptdqxKKOh4+fAh/f3/o6OiQJW4+n4/o6Gjw+XzMmDFDZWZEEASysrLA4XBgbW1d6zkJDAzEggULkJaWBh6Ph5iYGPz2228gCAI3b96EWCyudQZUJpPB0dFRwfbo9evXEIlE5HFra2urbR5Sh1zyrq4GmY/B8uXLYWFhobE4eyPfDl994FuzZg0pmPulkpaWRt4Rp6WlKTxXVVUFkUik5Om2YMECt95R9QAAIABJREFUuLi4kFmeTCbD4MGDoaWlBS8vLzx//hzNmzdHixYt4OjoWK+yTUVFBeh0OioqKkjnbXXzXkFBQeBwOKrXgRoo47sZEACJRAKRSKTQoHPu3DkkJSWBTqfDzs7uvXUgHR0dwWKxqi/Kp06BYDLf6ziJd+yc3sXOzk7ZkFgDXr58CUtLSzKAUCgU/O9//wNQXdLt3r07RCIR5syZo3JkZ+vWrdDV1UWnTp3U7qNmp25xcTFyc3Ph5OQENzc3LF++HA4ODrWe3+3bt6s0ur1w4QLYbDa0tbVBpVLfa93u7NmzsLKywrBhwz651u73338Pe3v7WucdG/n2+OoD37BhwzBr1qzPfRhqOXPmDJhMJigUCnR1dcHlcvH333+Tz+fl5cHNzU3pfQRBIDk5GdHR0Qp34leuXIGFhQW0tbWhr6+PwYMHv5c4d5MmTcgyT2pqqtpS6fPnz8l9KXUtZmWBaIC5xSn6+hgzZgwsLS0xffp0tG3bFj4+PjAzM8OUKVPA5/M18v1TRXFxMeh0OkxMTFBZWYnbTZvW6WRRa9nzXwNfVfTp0weLaxnMr43Tp0+DTqeDSqWCQqEo3chcvHgRsbGxMDY2Rk5OjlJ2t2/fPmhpaamV6CIIAm5ubti7d6/CYwcPHkRkZCSYTCaaN2+usnRMEAR8fHz+k6R7h9WrV8PU1LR6pOjp0+q137i46opAXFz1z3UElpcvXyIyMhKBgYEqBc8/JhMmTICHh0et3dONfFt89YGvZcuWav3aPjdSqRRNmjQh7+LpdDqioqLQokUL8uI0fPhwtfNjFRUVaNGiBcaNG6f03IQJE0ChUCAUCuHq6lrvYwsPDyeziufPn4PP56tV9Hd3d4dIJEJ4eLjiBffpU0jfdYOo578yCgX8f8+P/KJPoVCwdOlSSKVSLF68WGNha1UcO3YMNjY2cHFxgY+FRbUyzodkqAyG2ov48uXLERcXV+9j/PXXXyESiTB37ly4u7uDQqGoHbY+c+YMIiIiYG5ujqVLlyrc8MyfPx8MBgOJiYkqLYzWr1+vdvh/3bp1EAgE4HK56NatG44fP07+jR4+fBjW1ta13nzM7NgR+RJJ9Y3QuzdD8vXsfxuF1CGTyZCRkQGJRILfa3T6fmwIgkBqaiqaN2/+WfVFG/l0fNWBTyaTwdDQ8LP7gKmjrKwM8fHxsLOzA41Gg5aWFgIDA+Hl5YXVq1eDIAhYWFgoORDU5NmzZ7CwsFBSUnn48CEZ+KhUaq2WNapISUnBggULyJ/nzJmDyMhIla9t0qQJDA0NERUVhU6dOpFjE2/evMEeXV0QHzCwf9/HBz4+PqjZJCEUCnHs2DFIpVLY2tq+d8euTCZDUlISGAwGJBIJbvbv3+BdqDUpKCiApaVlvY5x0aJFEIlE5ChEeXk5oqOj0btdu1ozp+PHj6N169Zo0qQJVq9ejaqqKtK+yMbGBsHBwUr2S/IbMVWapFKpFBwOBwUFBZg3bx6sra3h4+ODtWvXIjg4GPb29mCz2arXwxYvBsFi1Z1JayBXBwAHDx6ESCRCdnb2Jxt5kMlkiI+PR7t27er0PWzk6+erDnw3btyAmZnZ5z6MOvnll18QGRkJqVSKsrIynDp1irzY2djY1PnlvnDhAqnYIefHH38Ei8VC79690alTJ2hra8PS0lLjkuAPP/ygIGJcXl4Oa2trpez57t27EAqFiI+Px7Rp0xAWFkbavWRkZGBi27bvPbBfSqUi1swM8fHxcHR0BJPJBIPBQJcuXeDg4ACxWAwTExONJbXkEASBPXv2kFJlDg4OWLp0aYN3oaraL4/Hw4MHD+o8xsrKSgwcOBBOTk64efPmf0+cOoWKyEiUUSjKZWQVmdPvv/+O5s2bw8HBARs3biTti3r27Al7e3ulteMlS5YgKipK5TH16NGj+jyheu159+7d8PHxgZaWFmg0Gmg0GmxtbRXXet9jZlWT4Hfv3j34+vqiQ4cOn6wEKZVKERMTg65du75Xk1IjXw9fdeDbtGkTYmJiPvdh1Mn8+fNJGxs5gwYNgqenJ0aPHq3RNrZt2wZTU1M8evQIABAXFwdbW1u4urrizJkzePbsGby8vMh1nrp8yHbt2oWIiAilfbi6uip86ZcuXYq4uDj8/fffEIvFeP78OQICAjBgwADweLzqdcL3uPiVaWnhUmoqZDIZ2rRpg/Xr12P27NmkAgpBEHB3d0d4eDj4fD6CgoKwYsUKpZGOd/n111/RrFkzODs7Y/v27XB1dYWTkxOOHz/eoF2o6mjfvn2dHYovXrxAq1atEBUVpTiGU4/Zz5rBgyAIHDhwAD4+PnB1dcXw4cPh5OSEnJwciEQi0qcPqK5CSCQSlVWG9evXK5WVY2Nj0bRpU7IMTaPR4O/vX/331QBydbVRXl6OQYMGwdbWttaqSENSVlaGkJAQ9OvXr9HO6Bvmqw58Y8aMUbs+9iUxYsQIJUWOV69egUaj1WsMYerUqfDz80NZWRlcXV0RFRUFJpOpsO62fPly0Ol0iMVitbNdQHWTjJ2dncJjBEGgRYsW5F0/AHTq1IlUK4mMjMSSJUvw6tUrCIVCeHh4/PdmDS/aVRQKquh08qItdxGQr63IA1t+fj7pElFeXo7t27cjJiYGbDYbcXFxOHjwoEKAPnbsGIKDg2FjY4N169ahqqoKpaWlpKnrP//889EzPqB6BKQ2O6BLly6hSZMmGD16tGJW0QCZE0EQ2LVrF9zd3WFkZISuXbti//79EAgEWLNmjcIx9uzZU+nYXr58CUNDQ7JzVC4awGAwwGKxoK+vD21tbVAolGpB7Q+Qq6urUagma9asAZ/Px88//6zR6z+UN2/ewNfXF6NGjWoMft8oX3XgCw8PV54t+wLp2LGjkj/clStXwOFw4OnpqXFZhSAIdOnSBQkJCTA0NERqaiqaNm2q9LqioiK0aNECVCoVvXr1Upn9lZWVgU6nK8mcnT59GmKxGG/evCHXfeT6kXl5ebC2tsbjx4/B4XBgaWmpKBUnH9in01HyzoWu9N9/xW3aKNzpz5kzR+XsXufOnVXK0D179gwLFiyAl5cXTExM0Lt3b7Rs2RLm5ub46aefFD5Pfn4+nJycYGpqWv1AAyvNEASBoqIiUtIMqNY79fLyUvXrw+7du5WCEIAGz5xkMhmWLVsGGo0GV1dX/PTTT7CyssL48eMhk8lQVFQEHo9HzonWpGXLlmTTU+/evZGZmYmTJ0/i5MmTKCgowMOHD6tLnQ0gV1dbo9C7XLx4Eba2thg0aFC9Zjjfl5cvX8LFxQXTp0//6Ptq5NPz1QY+giDA5/M1Wk/53Hh5eSl5BU6fPh0pKSlo2bKlxur4QHV7vrzzb+LEibUqbmzZsgUsFgscDod0OKiJubm5yvWzhIQEjBs3DsePH1dyQQ8ICED79u2RkpKCu3fvwtzcnPS9A6obPOLCwzGaSsUf5uZ40awZzrm4IFsohKWenpL2qLu7u5LG5a1bt8Dj8Wota166dAmhoaGkRY+3tzdycnIUgtCiRYsQHh6O8PDw6gcawjZKWxvWhobk7JqWlpaC+LVcsLrmOhhBEJg1a5aCBJwCHylzWrt2LUxMTGBtbY2AgAC4uLiga9euKC0txbhx4zBw4ECl92RnZ2PQoEG4d+8euFyu+oH0jyBXVxf//PMPYmNj4evrW6e7fEPw6NEjWFtbY9GiRR99X418Wr7awFdYWAihUPhVlCJ4PB6ePn2q8Ji3tzd+/fVX0t1alSq/On755RdQKBSEh4fX+aUsKytDREQEqFQqOnTooNCxFhISonIUpLCwEFwuF0OHDlVag1y5ciVoNBo571VQUACRSIT09HRSSiwoKAiDBg0CQRBIT0+Hq6srnj59il9++QVUKhXnz58HUH0Xb2ZmppSRDh48WK0z+I0bNxAXFwehUIjZs2ejpKQEVVVV2L9/P3r27Ak2m43Y2Fjs2LEDiYmJ6NChA4YPH/7fBj4wyPyPwUDNDlQKhaI0hxkQEIBff/2VPP/x8fHw9PRULa/2ETMngiAQGxuL0aNH46effoK5uTnEYjFcXFzw999/K2Tzcq5cuQIzMzOkpqbWvv78CcrGqiAIAtnZ2RCJRJ/EZeH27dswNTX9ZGXWRj4NX23g++WXX+plp/K5ePv2LZhMpkKAvnfvHng8HlmWS09PV7nmoo4pU6bA0NAQ2tra2LBhg0bv2b9/PwwNDaGvr0+Wh/v376924HrSpEng8XhKosOpqangcrk4ePAgXrx4gaysLEgkEmhrayM9PZ1sx9+0aRNGjBiBpk2bKoybNGvWDObm5gCqFW3Gjh2rsP2XL1+Cw+EoZfL37t1Dv379wOPxkJGRoTYbLCoqwvLly9GyZUvQaDRYWFhgwoQJ/53/Dywr/padTbpnyP8xmUwkJibi2LFjIAgCaWlpmDZtGh49egRfX1907dpV/XzYR86cnjx5AqFQiJMnT6KiogKLFi2CgYEBmEwm2rZtq3CDIZVK8fLlS5iYmIDFYmHHjh3Ys2cP1q9fj9zcXGRlZWH8+PEYPHgwzpmaNkzgq6VRqDZ+//13SCQSZGRk1NnI9aFcunQJIpGoTh/IRr4evtrAN3nyZKWL5pfIpUuX4ODgoPDYvHnzFNa1iouLYW5uTmYJddG2bVt4eHhAR0cH1tbWePnypUbvk0ql6N69O6hUKlq3bo3MzEyMGDFC5Wvv378PKpWqMEN3//59cLlcpKWlQSKRwMjICL1798bp06cV7F4kEgkSExPh5eWldGxyJZjp06fD2NhYaWh+xowZCmLQjx49IoPtuHHjNP6sZWVlYDAYEIvFMDY2hpOTE7KysvDgwQPcSU9XWoPUJOjJG0nGjh0LOp1OBr7ExESMHz8ednZ2cHJyQlJSEry8vGBqaoqMjIzaqxINlDmVd+uGe/fu4eLFizh69Cj27t2LDRs24Mcff0RcXBx4PB5SUlKQmJiImJgYiEQi8vh5PB5YLBZoNBqMjIygq6sLJpOJwMBAtGvXDt27d0f//v1JB4r58+fjZrNmnyXjq8nDhw8RGBiIyMhIpZnFhubUqVMQCATvZT3VyJfHVxv4oqOjsWXLls99GHWyZ88epcy0ZcuW2L17t8JjO3bsgL29vUbDs5aWloiJiSFb10NDQzX24gOqh5/5fD50dHQUOzNrsGXLFri5uaFZs2YgCAIVFRUICQmBiYkJTE1NwWazFQSLgWrZLC6XC11dXfj6+qpdH5o8eTJoNJrS+mF5eTkkEgn++usvvHjxAmlpaeBwOBg+fLhSqbguTp06BVdXV7BYLPzzzz/Iy8tDv379wGazQafTsTkkBFV0+nsNXVdVVcHX1xcUCgUzZszAqFGjwOFw8N1332HLli3kc4GBgaQQtCpkMhkq27RpkACyV1sbZmZmcHZ2RkBAANq2bYuuXbsiOTkZI0aMgKOjI0JCQrBixQps3boVBw8eRE5ODmg0GnR0dNC9e3dcv34dRUVFMDAwUPt3QfIZ1vhUUVlZiWHDhsHKyoo05f1Y/P777xAIBErr9Y18fXy1gc/U1FRx8PcLZdGiRRgwYAD5s9zX7V1jULnqxowZM+rcJp1OR1JSEnr37g2pVIo2bdrU2kKvCplMhs6dO4NCocDf318pk+rXrx/mzp0LZ2dndO7cGQKBANra2li9ejWkUil++OEHpUYVmUwGNzc3UKnUWkcpgGoDXWtra4XHVq5cieDgYLLMOmjQoPduXsrNzUXnzp3/6+hEdRnUxcUF8fHxaNu2LfxoNPzO5aJKV1dJuFoml97q2FFl1+S1a9cwduxYXL58Gfn5+diwYQMiIyOhra0NOp0OAwMDeHt7kwLftra28PT0hKOjI0xMTGBgYAAtLS1s+EDJN00zpydPnkAkEik11+zbtw80Gg0+Pj7gcrnw9vZGVFQU2Gx27cLNn7irsy42bdoEPp+P5cuXN8j21LFr1y6IRCIFvd1Gvj6+nsBXQ/y2PCwMG3V0QGggfvu5SUtLw8yZM8mfly5dim7duql87e3bt8Hj8WpVKnn79i0oFAp69+5dPUuFansYOzs7LFu2rF7HVlxcDF1dXZiYmEBHR4dslJHJZBAKhYiIiICBgQEMDAwQFRWFyZMnKxwHn88nha6rqqqQmJgIc3NztG3btla7l7dv30JPTw9UKpVsUHj79i1EIhHYbDYSExPrrdbyLsnJyRgwYACZbctvEPr164fCwkJs3LgRAoEASUlJcDc2xiQmE4ckEuQLBNimp4fNPj7oGx2NNm3akAPxpqamMDQ0hJaWFvT19WFsbAwHBwf4+fkhODgYxsbGEAgEcHFxAY1Gg7W1NbKzs5GRkYGwsDAYGBggLCwMP//8M16/fl29NvUJM6eNGzfC0dFR6aYrIiIC9vb2CAkJAYvFApvNRpMmTTB37tzaN/iJ5vg05cqVK3B0dERSUpJKF4uGYt26dTAxMVE5DtLI18GXH/hquGS/r/jt56Rr164KOptt27atVdkjMzMT7du3V/u83ILGx8dHQXPx6tWrEAgEyMvLq9fxGRsb4/79+0hLS4OWlhZMTU1hbW0NbW1tzJ07F//88w9CQkL+GwKvwcSJE9G/f39IpVLEx8cjODgYoaGh2LlzJ+bMmQN7e3uVJco1a9YgMjIS0dHR4HA4+OGHH8DhcMBms1WaksqtdB49eoSCggKcPHkShw4dwrZt27BixQrMmzcP06ZNw8iRI5GcnIxu3brB0NAQYrEYPB4PZmZm0NXVhbwRRSKRQE9PDxYWFggNDUXHjh3Rvn17NG3alPTCi4+Px08//YS9e/fi6NGj+Pvvv3Hv3j28fv1aae7yzp07cHNzQ9++fclS9Q8//AB7e3twOBwMGzYMjx8/RlFREZYsWQJPT09YWFhUN8BcuPDJMieCINCpUyeljtn8/HyYm5sjMDAQBgYGOHfuHNq0aQMdHR0MHz4cDx48wM6dOzF//nwMGzYMQUFBEAgEeLpnz3s3CtVl8fS+vH37Ft26dYOHh8dHDUyLFy9GkyZNPrmTRCMNw5cd+N5TwulLwtfXt1ouC9WZmYGBQa3zaeXl5bCzs1PbQZaSkkJ23b3rj7d//36IxWLcvXtX4+Nr2bIl1q9fj7S0NBgZGYHFYoFKpSoMYUdGRoLFYikFsWfPnsHIyAgdOnRAWFgYiouLFWYrJ0yYADc3N1y9ehXXrl3DqVOncPjwYbi7u6N///7o2LEjKBQKDA0NIRQK4efnh4iICDRv3hyurq6wsLAAh8MBjUYDk8mESCSCra0tvL29ERISgg4dOqB3794YPHgwxo8fj+zsbOTm5mLNmjWg0+kIDQ3FlClTMH78eDg5OZHl3LNnz8LExEQp83n48CGMjIywZcsWdOrUCWw2G926dcPevXvVrqEeOXIEYrEY8+bNU1jLu3r1KiwsLPDo0SMMGTKEXKt88uQJgGqXhQEDBoDD4eC4WAzZJ8qcnj59qrLkGRQUBB6Ph8GDB8PY2Bh79+6FgYEBBg0aBDabDQqFouAXKBaLq28A3lOubltYmMbHXF8IgsD8+fMhFAqxZ8+ej7afGTNmwNnZWWF2tJGvgy838H0k8dtPjUgkIu8K165dW2s2J+fw4cOwsLBQ9r8D4OfnB19fXzg6Oqp875w5c+Du7q7Ssbsmci82c3Nz6OnpYeTIkeSaqa2tLbS0tGBpaYmlS5eCx+Mh+t+y3+rVq5GTk4PMzEyMHDkShoaG0NPTIz305GLZXC4X2traZPOEtbU1PD090axZM9BoNOjp6cHMzAzNmjWD3KR39erV2L17N/7880+cP38et2/fxosXL+rtNXj27Fm4uLjA09MTs2bNgomJiULZtUOHDipVYbKzs5GUlET+/PLlSyxevBh+fn4Qi8UYOXKkgmbksmXLIBAIsH//fpXnl8/nk7N7Dx8+xODBg8HhcDBy5EjyJuLt27f4ZcIElL6vXdJ7ZE6bNm2Cg4ODQuBPT08Hi8WCTCbDL7/8Aj6fDxsbGxw+fBj37t2DtbU1GfTodLpig0c9b1DfZGfDwsJCrb9fQ3H06FGYmJhgwoQJH0V0miAIjB49Gj4+PnVqyDbyZfFlBr6PLH77qSgtLQWdTifnjDp27KigclIbPXr0wJgxY5QeFwgEiIyMVOv7VlZWhu7duyM8PBynT5/G77//jp07d2LNmjVYuHAhJk2ahNDQUBgZGcHIyIhs92/atCmaNGkCLpcLuRgxjUYDhUKBvr4+AgMDoauri6ioKKSkpGD06NFwcnKCnZ0d9PT0sGHDBkyZMgUtW7bErVu38Pz5c5SXl0Mmk6FXr14IDw8nPd9EIpHCmIShoSFEIlH9T7Aali5dioSEBDAYDPB4PIVGmwsXLkAsFivN1REEAWdnZ7UWSAUFBRg3bhzMzMzg7u6OFi1a1OlRFxMTg40bNyo89uDBA6SmpoLD4WDUqFFkACyfN6+6oeYT3eh17tyZHFCXyWRwdnaGjY0NWWk4d+4c2Gw2/P39kZ6eDj6fDwMDA1CpVOjq6mL69OmKN1f/ytWBwaheglC1JFGjUUg+HnDt2rX3On5NefLkCYKDgxEWFvZR7MsIgkD//v0RHBysVEFo5Mvlywx8X9ii+ftSUFAAGxsbAEBJSQkMDQ3VlkUqKirw/Plz3Lp1C+fOncO2bdtgYGCAWbNmYdGiRZg5cybGjh0LKpUKU1NTODs7IygoCB4eHrC2toZAIICuri60tbXB5XJBp9MhEonQsmVLREVFISoqCi4uLmAwGHB1dcWwYcOwevVqpKWloUWLFjh79ixu3LiBLVu2wN/fH0B1Oc7Q0BA6OjowMTFBWloa2rRpg/LyckRFRZFKMD179kRWVhbS09MxdepUhc9FEAR27NgBQ0NDUt+zpsloYWEh2Gw2qFQqVq1a1SDnfeDAgRgyZAhoNBp27typ8Fznzp3x/fffK73n7NmzsLS0rHMY+sWLF/Dy8oJEIiE9Crds2aJSPzI7OxuDBw9WuZ3CwkIkJyeDyWTCwMAAOjo6ZOZUp79hA5T25SXP/Px87Nq1Cx4eHti8eTP8/f3Jku33338PCoUCCwsL3Lt3D7/99hu4XC7y8vLQvXt3iEQifP/992QjCUEQGNKjB95MnFjdZRoVVf1/drbKNcjc3Fy4uLiorGw0JFKpFOnp6TA3N1ctGfeBVFVVoVu3boiOjq53daKRz8OXF/gauE1aLtibmpr6UQ63srISL168wO3bt3HhwgX8+eef2L17N9atW4fU1FTY2Nhg3LhxiIiIgFgsRkxMDIKDg+Hp6QkbGxtS/Z5Go4HL5cLS0pLMKJycnCAUCjFgwACMHj0aI0aMAIVCgbW1NTIyMvDrr7/izJkzuH79Op48eYKysjLyovX48WOYmZkhLS2NlBKbOHGi0njAuXPnFCS3Ro0aRTpetGvXDgsXLsTr16/RrFkzUKlUGBgYwMvLC507dya/5BcuXIBEIkFwcDApcEwQBA4dOgQ/Pz+4urpiy5Yt8PPzg56enkLZafTo0Rg6dCj69+8PJpPZICagnp6eEIlESsIBly5dglAoVHmhHTp0aJ1mvlevXoWtrS2GDRsGqVSKt2/fYtWqVQgJCQGPx8PAgQORn59P/g6OHTsGT09Ppe2UlpaiX79+YLFY5CC8XPnm9aFDajOnMi0tVOnooCompkGqGvKSp5+fHzZt2oSqqirY2dlhz549SElJgbGxMbhcLkJDQ9GyZUu8ePFC4Xd38eJFxMbGwtjYmCx/UygUjasaBEGgV69e6Nmz5yeRHtyxYwcEAgEWLVrU4PurqKhAREQE4uLiPrqSTCMfzpcX+BqwvfvPP/+Era0tGAwG+Hy+wm6kUilevXqFO3fu4K+//kJeXp5aeabevXujQ4cOCAkJgbe3N2xtbSESicBkMkGj0cDhcGBhYQFXV1c0b94cERER6N69O5o3bw43NzdkZGTAx8cH8fHx2L59Ow4fPoxTp07h2rVrePz4MUpKSlR+EaVSKTw8PEidwPnz50NfX19lh2VN5FJiYrEY2trayMzMVKtoX1RUBD09PXL/bm5uyM/Px7Fjx2Bubo7y8nJS7Dk3NxdUKhVUKlUhawOANm3agMlk4unTpzh69CiCgoJgZ2eHDRs2kBeC1NRUmJiYYMSIEaSzAZfLxe3btyGTycBms9GpUyeN/1RUUVJSAi0tLfj4+Cip0vTo0QOzZs1Sek9lZSWEQqGSaWtN5PY+6myk7t27h8zMTNja2sLOzg6ZmZm4fv26kmA1UH3Ozc3NSYsfBoOBrKwsDBgwAFwuF2PHjsXLq1eB7Gz8rKWFqogIVPXsiQvx8egcFAQ+n49hw4bh8uXL73GGFAkKCgKHwyED2pAhQ8BgMNC3b1+8evUKAwcORHZ2NkaPHg0bGxuVpckzZ87Ax8eHXAPs16+fxvsvKSmBm5sbFi5c+MGfRROuX78ONzc3xMfHN3imWVJSghYtWiAlJeWr0BD+/8yXF/gaSMJpx7/zVvIvo5aWFuzt7SEWi8FisaClpQU2mw1zc3O4uLggICAA7dq1Q7du3ZCcnIyRI0di2rRpmDdvHlasWIFt27bh0KFDpD3Lo0ePSMNUdYwdOxYZGRmoqKhQqT+pCSdOnIBYLMbr16/RpUsXWFlZwdbWVuVrz507hz59+ihIiW3atAnm5uZkN6EqhEIhHj16RHrjVVVVISQkhJwLtLW1hY6ODoyMjNClSxcYGRmBQqGgW7duZLfjzz//DBqNhjZt2sDS0hIrV65U6ISUSqUQi8U4ceIEXF1dkZGRgR9++AFdu3YlX7N7925QqdT3VuCQt+vr6ekhLi4OK1asIJ8rKCiAQCBQ2YSwa9cuBAYGqt3mDz/8ALFYrNGoCEEQyM/Px8CBA8HlcsFmszF69Gil4HfhwgVoa2tDR0cHDAaDdBu4e/cu+vfvDy6Xi/T0dNBoNKW/sVu3bmHcuHGQSCQICAgSsw9vAAAgAElEQVTAypUr1WuB1kGrVq1gaGiIffv2IT4+HpaWluDz+eTvYM+ePQgKCgJQ3cwjFAqVbnquXr0KfX198rsmFzrQtKHkxo0bEAgEyM/Pf6/PUF9KSkqQkJAAFxeXBl9j/Oeff+Dp6Ynx48c36HYbaVi+vMDXQC7ZJ0UiMBgMBU3Fv/76Cw8ePMDbt28/yR1Zjx498PPPP+PAgQPkutn70L9/f3z33XdwcHCAr6+vwgB8RUUF1q9fj4CAAJiZmWHmzJlKihsTJ05EQECA2qwvICAAR44cwapVq9C5c2f89ttvsLa2RmVlJa5fvw7Gv44ENBoNYWFhOHHiBNhsNvT19WFoaIjc3Fx4e3uDSqUiOTlZZbly//798PHxAVBdhrW2tgaHw8Gpd+Yv5Z/jfZg9ezZMTU3RtWtXeHp6KqznJCQkICMjQ+X7OnXqhB9//FHp8fLycvTp0wdubm71GhGRU1ZWhpiYGNjZ2YHNZqNXr144fPgwnj9/DkdHR8ycOROhoaGwtLRUeu+dO3eQkJAAKpWKCRMmqNQolUql2LlzJyIjI8HhcJCSkkI6X2iCfKxj8ODBoNFoGDx4MIqLixVUeUpLS2FgYEBqYf76668QCoUKme/UqVOhra0NbW1t0qnd398fDg4O2Lhxo0alv19++QVmZma1q8U0IARBIDc3FwKBANu3b2/QbT979gwODg6YPXt2g263kYbjywt8DZTxnXFygr+/v8KXsaio6JN+lGbNmuHIkSMYMGCAkgN7fXj58iVZWg0KCkJWVhYePnyIyZMnQyKRICQkBNu3b1c7ayaTyRAbG4ukpCTFgP+vGs5RKyvcc3fHEQsLnOjYEZG+vmR5dcyYMeT5k6utJCUlITExEX369IGpqSkoFAo4HA46d+4MHx8flTcVPXv2VPAdXLBgAeh0OunuLufFixdkebY+bN26FaampujVqxe+//57sFgsMru7ceMGeDyeyvKw3HX8XV3RJ0+eIDAwELGxsXWOhtTGrl27EBYWhqdPn2Lu3Llwc3MjtUyvXr2Kqqoqtd2GhYWFEIlE6Nu3L7hcLiZOnKhWjPn+/fuYMmUKzMzM4O3tjR9//LHOFvuoqCg4OzvDyckJISEhGDVqFIDqEYuaHZdRUVEKLiAFBQWwtrZGeno6GdRevXpFrnMGBwejsLAQBw4cgI+PD1xdXbFjx446bzbHjh2L1q1bf5TRA3WcOnUK5ubmSEtLq5febV0UFhaS40CNfHl8eYGvAdb4ZAwG0t+xjmGxWFi8eDGOHj1a6/pYQ2JsbIw7d+5AJBLVun6kCcuXLweFQoG9vT2Cg4PJO3xN13nevn0LV1fX6vm1WtRwpDo6KKdSIevQATh1itSUDAsLQ58+fcBgMMBgMBATEwMqlYqRI0di7969pEalRCJRUrB/8+YN2Gw2eYEnCAJeXl5YuHAhxGKx0h23PIPQ1Inh5MmTZHnO398f69evJ62PAKBPnz4Kcms1Wbx4sUK5FQDOnz8Pc3NzTJw48YMbFV68eAFDQ0NUVVWhqqoKsbGxaNu2LUaMGAGxWAw/Pz8sXrxY5We9evUq7OzsAFSXN/v06QMej4dJkyapFQCvqqrC3r17ERsbCyMjI/Tt2xcnTpxQCDoymQxTp04FlUrF2LFjUV5ejmfPnkEsFpNiC5MnTyZNjnNzc5XGZ54/f44WLVqgY8eOKCkpwd27d1X6YxIEgV27dsHd3R1eXl7Yu3ev2gAolUoREhKCcePGaXh2G4bnz58jPDwcQUFB9fLFrIvr16/D2NhYaaSlkc/Plxf4Gqir89W1awgLCwOTyQSFQoGjoyP69u0LX19f6OnpwdzcHJGRkRgzZgzWrVuHv//+u0FbkcvLy6Grq4s//vhDyai0vpSUlGDUqFFkEJ8xY8Z7Be87d+5gtIEBquh0jYeNrw0fjuLiYly+fJk8lxQKBd7e3hg7diy6du2Kqqoq6OnpoUePHqBSqTAyMlLIrletWqUwuP/HH3/Azs4OMpkMZ8+ehUAgUHJ6MDExQYsWLTT6TBKJBLt27YJUKgWLxcKGDRvQrl07ANX6p1wuV22m5O/vT3aiAsC2bdvA5/Mb9GLl4OCAc+fOISUlBcHBwWTJWSqVYu/evejWrRvZ2LNr1y7y7/DMmTNKLgk3b95EYmIieDwepkyZUuvfwePHjzFz5kw0adIEbm5uyMnJwdmzZ9GqVSvw+XwMGjRI4fVbtmyBvb09SktL8eLFC3JdWm5M/G5GVF5ejoSEBHh7e2PhwoWIjY1VeywymQxbtmyBo6MjmjVrptaC6+nTpzAzM/vk3ndVVVWYNGkSTExM6i37Vxt//fUXhEIh9u7d22DbbOTD+fICH9Bgc3wEQWDOnDnQ0tLCtGnTyM3LZDLcvHkT27dvx9SpU9G5c2fY29uTM249e/bEzJkzsWfPHty/f1/z9cAaQtrFwcHYrqeHXc2bIzst7b1Ow+3bt5GWlgY+nw9ra2swmUxoaWnV2qhSK4sXVwe9+pxPFgsV8+eTslU1Gxhu3boFExMTrF27lpxXzM/Ph5aWFnR0dMjmmNatW2Pz5s3kYbRv3x65ubnkz0eOHAGfzyezDaC6BEWlUmu9YLx+/RpOTk6kWPfFixdhZ2eHmTNnYuTIkQCq10fVNRpcvXoVYrEYUqkUBEFg6tSpMDMzq9NZor707dsX7du3h5ubm9pA9fr1a/z4448IDAyEUCjE0KFDsWzZMrXB/8aNG+jduzf4fD6mTp1aawCUyWQ4cOAA3N3dQaVS4ebmBj09PZUzpV27diXP3fDhw8nO2KZNm6oMCARBIDMzE/r6+mq9HWtSVVVF/r20atVK5Tbz8/MhEAg+uEryPvzvf/+DUCjEDz/80GB9AHIbsCNHjjTI9hr5cL7MwNfAyi1Xr17VqGxWWlqKs2fPYuXKlRgxYgTCwsIgFovBZrPRvHlzDBo0CIsXL0ZeXp7ihaaW0mEplQqZrq7GQtpyKbH27duDx+Nh5MiRuHXrFkJCQmBjYwNbW1skvI955wecUxmTiZ729oiNjUViYiKSk5MxePBgPH36FKtXr4aVlZVCw01WVhbs7OygpaUFZ2dnGBkZkaoWBQUFEAqFSur58gvOX3/9RT7WoUMHcDgcleXGyspKhIaGIjU1FaWlpXj58iVWrVqFHj16ID4+HitWrMC9e/fA5XLVigaMHz8eI0aMQElJCbp06QI/Pz88evSo/ue2Dvr27QsWi6WxoPGNGzcwadIkCIVC6OvrY/bs2WqP6/r160hISACfz0dGRobKdewLFy7Ay8sLISEhOH36NFq2bAkulwsHBwfMmTNHYY1RXvI8duwYCgsLweFw8OLFC0ycOFFJ3LomFhYWMDIyUvKZVIdUKsVPP/0ECwsLtGnTRqnJKScnB25ubu/drfoh3LlzB15eXujSpUuDSZEdPHgQAoHgo3sGNqIZX2bgA74orc7nz5/jt99+w7x58xTKpWZmZljo7IwKbe26RYbrUNsoKirCggULYG9vDzc3NyxbtkzhS29qagp3d3dMmjQJpqam+OOPP+r3IT6SGo5MJoNAIFBYAyoqKgKPx8OhQ4fA4XBApVJJtZTk5GS1620bN26EsbExeadfVlYGJpOJlJQUhdcRBIF+/fohMjISUqkUGRkZkM/D2drags1mY926dUhJSVF7sZbJZDA3N8eBAwfg4eGBhISEjyI5tW/fPvB4PEgkknq/d8OGDQgKCkJSUhKMjIzQrl07bNiwQaXlztWrVxEfHw8+n4/MzEy8efMG5eXlmDBhAulTRxAEnj9/Dg6Hg8LCQuTl5SEhIYEU4z58+DBkMhm2bt0KOzs7lJaWIikpCVOmTMHJkyfh5OSk8jjfvHkDPT095OXlQSKRYO7cuRpnSxUVFVi8eDFMTEwQHR2NCxcuAKj+Hffs2RO9e/f+LDNxZWVlSE5OhoODQ4PMSwLVZXSxWKzSgaSRT8uXG/iAL9qdQSaT4enUqZC+R+mw5nFeuXIF3333HTgcDrp27YojR46o/KLr6urC2dkZ+/fvx9atW+Hk5KS5yslHNg2VK8zUvCCPGzcOAwcOhJOTExITE0l/OkNDw1rd1JcuXQpLS0tS3Hn58uWgUqmYPn06jIyMcOnSJWRlZaFp06Zkt+Xhw4dhYGCgVIrV1dXFaTUKJ7/99htsbGxgbGyM7Ozsj3JxPX36NPh8PvLy8iAQCNT6E6pjxYoVSExMBFC9zrt27VqEhYWBw+EgOTkZeXl5SsddUFCAnj17wsjICAKBAFFRUQqZ5qRJk5QGzF+9ekVmWNbW1pgxYwaio6MxZMgQJCUlQVtbG2/evIFQKFRp9XPw4EGyJHvnzh24uLhg0KBB9eqSLC0txdy5cyEWi9GlSxdcuXIFxcXFcHZ2Vjlq8qlYsWIF+Hy+Qlfrh7By5UqYmZm913hMIw3Hlx34gHqL334yPqB0WKmrixUpKWjVqpVaKbGavHz5EnL7nmfPnoEgCLRt2xZZWVmaHetHNDutrKwEi8VC+/btMX36dPLxJ0+ewNDQEGZmZpDJZLh//z74fD45l1Ybs2fPhoODA549e4b169eDRqOBSqWCyWQiPT0dpqamZGAEqpss5POa8plDCoUCKpUKbW1thUF2OYGBgdDT09O4NFdfbt68CYlEgh07dgCoLtvW9+K5YMECfPfdd0qPP3jwALNmzYKjoyOsra0xdepU0rj37du3GDJkCAQCAQIDA8Hn8zFz5ky8ffsWb968UTAPfheCIHDy5En069ePHEiXq8vMmTMHffr0wYIFC5TeN3nyZAVB9aKiIrRt2xbh4eH1bsIqLi7GrFmzIBAIEB8fT5YI3y2FfkrOnz+PJk2aYMiQIQ0iqTdv3jzY2tq+/1p9Ix/Mlx/45Dx7Vn3h1UD89pPwAaXDKgoFO2k00Ol0mJqaIiIiguwuvXjxotKXa+3atdDV1VUY7L558yZ4PJ5md44NNBsJFWuL58+fh4ODA27cuAEul6vQDi6XcAOqMxaBQIAxY8ZAR0cHFhYWuHLlitpDHj9+PKysrJSyOH19fZw7d07p9R4eHpAPTstfz2AwYGdnp+DmXlVVhSFDhkBLS6v+5WINefr0KWxsbLBkyRLysdmzZ9dbL3bGjBm1rqsRBIHTp08jNTUVfD4fLi4u4PP56NmzJ7muefnyZXTr1g1CoRARERG1dl7KOXDggMJ5lzt0yKXr3iU0NFTpBkIqlSI1NRVOTk4K519TioqKMHXqVPB4PLRu3RomJiYfxV1BU169eoWoqCgEBAS8lwLTu0yZMgVubm5qu40b+bh8PYHvS6KBSoeyJ09w8+ZN7NixA9OmTUOXLl3I7lIXFxf06NEDM2bMQFhYGLhcLqL/j73rDIvq6rpnGMow1GEKQxGkFwVBQEBAEESDighYQMWoUeyoUWzYELEQ1NgLmqBibFHEhiQaLNi7aDQKaoglNkREYIC56/tB5r6OzFAGMLzvx3qe+yhzmXPPvTOcffbea6/dp4/UNOLj49G3b9+659tEajjo3bvG0CkpKTTZ5ttvv8WoUaMAVC98XC4Xurq6KC4uxoYNG+j5v379Gq6urlBSUsKECRNkklcOHDhAexsMBoOWn4uMjJR5i9HR0dDU1MSCBQsgUZkZOnSoVN6uqKgIPXv2hJ2dHQKbqRHqhw8f4ObmVsOrPX/+fI3ShLoQFxcnxUaWh7dv32Lo0KHg8/nw9PSEjo4OBg0ahKysLLoY/Pr162CxWNDT00NSUlKtOpVFRUUYOXIk7T0rKyuDz+eDzWaDyWTip59+oksuKisroaWlJZc8tnr1ahgYGEgxdhuCwsJCxMXFgcVioU2bNrS0278BsViMxMREGBgYyC3HqC8oisLkyZPh6enZ7N0pWlETrYZPETRj6BD4D7s0NTUVU6dOhZaWFphMJlgsFry8vDBmzBisW7cOJ06cgLm5ed3huiby+E4YGiIhIQEnTpyg2W6jR4+mw1/v3r2jmZlHjx6Fu7s7Bg4ciKSkJFhZWdXodffDDz9ATU0NAoFAKhf34cMHqKio0P0AP+3+bWFhUf1Ln5SOoHdviCMjURofjzHh4VBTU6NLHCR4+PAh7Ozs6Fq6PXv2NOQTrxcqKioQFBSE4cOH18i9lZeXQ0NDo0EswUmTJmHFihVyz1MUhX379sHAwAAxMTF0zvP169dYvXo1XF1dYWhoiOnTp2PBggUICgpCbm4u+vfvD319fXz33Xe1sibv3r1Le9DDhg2DlZUVvK2tkcTjYR+LhXuWlvjL1xff8fm1Rl6OHj0KPp+Pn376qd73/jmeP38OY2NjsFgsTJkypdY8cXPj119/hVAoxNKlSxuVGxaLxRg+fDgCAwPlygm2onnQavgUQTOEDsvLy5GVlYWsrKwal9PT04O5uTl27tyJ3377DatWrcLIkSPh7u5OtzTq0aMHZsyYgbS0tJrh0iZSw7kVFYVp06bBy8sLbDYbHTp0AI/Hw9y5c/HgwQNQFIU1a9agW7duGDhwINatW4fr169DT08Prq6uMheJDx8+wNfXFwwGA1FRUbT39/DhQ8ycORNcLhcSkfG0tDR0UVdH6VdfySwdgbo6yhkMvPXzkyodkehLrl+/HgUFBdDT02tyBidFURgxYgSCgoLkCiF4e3vXKNSvDSNHjpQrefX8+XOEhobC1tYW586dkzvGnTt3MG3aNDCZTNjY2GD16tV4/fo1bt++jfDwcAiFQixfvrxWA7hp0ybcTU1FNocDEZMJEZMp9dxLCflPuyQ5ubhbt27BxMQE8fHxChuLFy9ewMDAAMHBweBwOJg5c6bcUpXmRkFBATw8PBASEiJXRac+qKysRFhYGMLDw5tUMq0VtaPV8CmCJgodirp3x6pVqxAUFAQWiwVVVVVaCf9TMBgM6OjoyKzlEovF6NmzJ/r160eHS21tbaXCpd/Pno0qFZVGh2Y/3dWLRCKcPn0aKioqCAsLQ5s2bcDj8dCzZ09wuVyoqanR+UddXV2MGTOm1ke6f/9+sNls6Orq0mEkiTFxd3dHjx49IF63rrp0pI65Uv+wfKn167F27Vro6+vTMmqLFy9GdHS0op+8XMydOxdubm61hq1mzJght5RDFiIiIrBz506p1yiKwtatW8Hn8zFnzpx6GfBdu3ahc+fOyMrKwqBBg6Cjo4O+ffviwIEDuHLlCsLCwiAUCrFixQqZpRISdnVdJTtVhECkrIwXcu7xxYsX6NSpEwYPHqzwxuPs2bMQCAQ4e/Ys3cVi3rx5X0yG8FOIRCK65+an9acNRXl5OQIDAzFs2LDWXn5fCK2GTxE0kcd3ycYGn5MI/P39cfLkSTqUk5ubC0IIhEKh3Ok8ffoUXC4X9+/fp18rKyvD9evX6XBpjkCAKkXnKqeO7/Lly+jQoYPUPPbu3QsnJycoKSmBzWbD2toa6urq0NfXp71CeSgtLUVgYCAYDAb69OmDhIQEODs7V4fwFKjrLFdWxgKhEHl5eQCqjUZdHpIi2LhxIywtLesMvx0+fBjdunWr97jBwcFS0l35+fkICAiAi4sLXe9WFyiKQocOHXDkyBH6tffv32Pr1q3o0qULeDweJkyYgLS0NPTt25euw6MNoALP/SMhSLa0xI4dO2oY0tLSUvTv3x9eXl4Kd2JYuXIlOnbsiLKyMuTn59MKNomJiY0SFFcUaWlp4PF4NQTXG4KSkhJ07twZkydPbu3l9wXQavgUQROEDsuVlBCnqgo7OzuoqqpCSUkJampq8Pf3h7e3NzgcDng8HszNzaGsrIz27dvjzJkzckkEK1asQEBAgPw/miZWwwGAdevW0ULGn8LX1xcODg5YuXIl/P39ERISAg6HAz09PQgEAoSEhGDp0qU4ffq0VIhtz549UFVVRVxcHNhsNhgMRnX7m0bMnVJXp+d+6dIlWFpaNunCkp6eDgMDA9q41oa3b99CS0ur3iGtrl274sSJE6iqqsKKFSvA5XKRlJTUoJDY0aNH4ejoKPeeHz16hPj4eFhYWMDOzg4TJ05Ejx49YGhoiF3ffgtKwedeqaaGCR4e4HK5mDhxIm7fvk1fUywWY/bs2TA3N6+V2SsPFEVhwIABUvWI9+7dQ0REBPT19ZGcnCzbc21G5ObmwtraGmPGjFE4X1dYWAhHR0fEx8c38exa8TlaDZ8iaCJWZ+mff+LIkSMYNGgQzWAcPnw4zp07h8rKSjx79gyenp7Q0NCAk5MT3N3doaWlBQMDA3Tr1g2TJ09GSkoKLly4gLdv38LR0bF2AoECu/dSBgNbXF2xePFiHD58GE+ePKEX0eHDh0tR9gHQMmFXrlwBl8uFnp4eiouLsW/fPri7u+PJkyfYvXs3Jk2ahE6dOoHNZsPFxQUTJ06Ev78/CCFQU1ODmpoavvrqKzAYDJzh8arDl430VsePH18vlmR9ce7cOfB4PLlF8rJgZ2cnsxxDFtzc3LBz5064u7vD19dXbv1dbfD29q4XqYSiKOTk5GDUqFHgcDhwd3fHSR2dRkcJHj9+jLlz58LIyAgeHh7YunUrHQ5OTU2VKVBeHxQXF8PW1laqLyBQrdcaGhoKQ0NDrFmz5ouSRt6/f4+wsDC4uroqXKD+999/w8rKqrqLSiuaDa2GT1E0sQSYSCTCkiVLMHv2bDg6OoLP52P48OEQCoUwMDDAwYMHAVQvUE+ePMHRo0eRlJSEoUOHwsXFBWw2G/r6+lBTU0NMTAxSU1Nx9epVKY+qpKQEO7y8qnfx9VDDodhs/DlrFrZt24Zp06ahe/fuMDAwgLa2Nry8vOgu4WfOnKET/IsXL8bo0aMBAO3atUOnTp0AVNfPyWJ2lpaW4uzZs0hKSoKGhgY+LT63trbGufR0lDVmg/HPJqP8r7/A4/Hw+PHjJvn47927B319fWRmZjbofSNHjpTqSygPIpEIfD4fHA4HGzduVCj3c/bsWZibmzeYNFFaWooDGzdCpKTU6OcuyQtXVlbi0KFDNDFl9OjRuHr1Kk6dOgV9fX2F1Fl+//138Hg8mRuJq1evomfPnjAxMcHmzZubtPNKbaAoCsnJydDX18fx48cVGuPJkydo06YNfvzxx6adXCtotBo+RdGI8Fulqiq81NTQtWtXLFq0CMeOHauRH3r06BFWrVpF16/5+/tj06ZNcoWOq6qqkJeXh27dusHT0xORkZFwdHQEi8WChYUFPDw8aHWT65s3VzPwZKjhlDEYdarhvHnzBseOHYOKigpNPtHU1ISxsTE0NDQwePBgbNq0CVpaWtDR0aHDgJs2baLbBX2O0tJSKCkpgcFgQEVFBSwWC5aWlng/Zw6oJigduT10qEzikCJ49uwZTE1NkZqa2uD3/vjjj4iIiKj1dy5duoT27duDxWI1Kh/Zs2dPqS4YDUIzluw8ffoUCQkJMDU1hbOzM+Lj42FpaYlvv/22wU1o9+zZAzMzM7mF4OfPn0dAQADMzc2xbdu2L9bk9vTp0zA0NER8fLxCm5Z79+5BKBRi//79zTC7VrQavsZAQSHtj8uX03VpTCYT6urq4HK5NYYXiUSQdDf/6aefEBkZCQ6HAzc3NyQkJODWrVs1cjdv3ryBQCCgd8EvXrxAYGAgVFVVaW/Kzs4OLBYLHhYW2ObggBsODnjm4oIXgYGYz2bXSw0nJycHrq6u9M9isRjp6enQ19fHwoUL4eDgAG1tbSgrK0NbWxsRERGIj4+Hnp4eMjMza8z77du3EAqF6Nq1K37//ff/nG8iItFvxsY1wmKKoKioCI6Ojli8eLFC73/w4AGMjY1lnispKcGUKVOgr6+PXbt2QU9PT2G1kps3b8LAwEDxso1mVPuRQCwW4/jx4wgPD4e2tjaEQiG8vb0b3BFh8uTJ6NmzZ60GJjs7G97e3rC1tcXu3bu/CHvy+fPn8PHxQVBQUL2bKn8Keb0qW9F4tBq+xkJBIe0FCxbQxkhFRQVpaWk1hs7MzKRr9CSoqKjAyZMnMWnSJJiZmcHU1BQTJ07Er7/+StfubdmyBe7u7jSJgMFg0EZPW1sbQDWF+vbt29i1axfi4uLQt29fWFpaghACe3t7REREICEhAenp6Xjw4EGNnfL3339fo0QhJiYG8+fPR3l5OQwMDHDr1i0UFhZCX18fs2fPxrRp02BlZQUWiwVtbW107twZo0ePxtq1axEUFISgoKCaO/ImKh05pqws1bLnyZMnDS6CLi8vh7+/P8aNG6cwQYaiKAgEghoKJCdOnICZmRkGDx5MGzs1NTWFSRoRERFIkiOQ8Dlu3rxZsxygGdV+ZOHvv/9GYmIitLS0wGKxEB8fX29jUVFRAS8vLyQkJNT6exRFISsrC25ubnBwcEB6enqzMygrKiowdepUtG3bVqE+j7J6Vbai8Wg1fE0BBYS0i4qKoKGhAVVVVQgEAvTo0aPG7v7bb7+FhoYGZs2aJfOyFEUhNzcXiYmJcHd3h66uLgYOHIgdO3bAzc0NmzZtglgsxtKlS+kQ4qd6n7LQrl077Ny5E9u3b8f06dPRq1cvmJqags1m0+17li5dCj8/PyxbtozeOVdUVEAgEODhw4f48ccfpSTBdu7cCVdXV4jFYhQVFUFPTw/Xr19HdnY2rTCioaFBh0uDgoIwffp07NixA4W9ejWZx7d582YMHDgQfD4fhJB6NU6VQCwWIzIyEqGhoY0Ol4WGhtKEk3fv3uGbb75BmzZtpDrBV1ZWQklJSaGF+eHDh+ByufXynCiKokUQLCwsMGbMGKxduxaVERHN7vHJglgsRnR0NNTV1aGpqYnBgwfj1KlTdT6HZ8+ewcDAQKYAhKx7PnToEDp06AAXFxccO3as2Q3gvn37wOPxsHnz5gZf69ixYzV6VbaicWg1fE2JBgppz5s3D/b29vjw4QOmT5+ONm3aSOV0fHx8oKenh59//rlel3/x4gVSUlIQHBwMNpsNFRUVJCQkwN/fH3PnzsXIkSPRvyJMnmcAACAASURBVH//WscIDQ2V6pYuQXFxMS5evIitW7diypQpYLPZdKPUTp06oVu3bjA1NUVmZiZsbGykEvtisRidOnXCjh07AADTp0+nBZt3794NExMTPHv2DGKxGPn5+Th48CASEhIwYMAAfMfn42MjF98yBgPLeDx8Wi/JYrEa1Ddu6tSp8PLyahKafHJyMsaPH4/09HQYGhpi3LhxNRrIFhUVQUtLS6Hxo6Oj6+yAIYFEPPzzetI7X3/drLJ8dWH//v3gcrkYMWIE7O3tYW1tjaSkpFq99OzsbOjr69ebUSkWi7Fv3z7Y2dnB09Oz0fqbdeH+/fuwt7fH8OHDG/w92rNnDwwNDRVi9raiJloN378IiqKk2GYZGRng8/lYvnw5KIqCUCiEpqamQur2Hz9+RJ8+fWBoaAgmkwl7e3vMmjULFy5cqDW/ERsbW2f+6v3799DQ0EBlZSUKCwuRk5MDFxcX+Pn5wdHREUwmEzo6OvDy8kJ0dDRWr16NVatWwcDAAB8/fsTz58/B4XBw5MgR8Pn82neyL1+CamjPw88NHyEoKyjA8OHDaeFlJpMJoVAIPp9Pt1Q6efKkTC9pxYoVsLOzUyhPIwtHjx6Frq6uTJarBE+fPlWoee2zZ8/A4XDkFoc/f/4c+/btw+TJk+Hm5gY2my3VyklyBLu7N2sPx/rgypUrMDIyQlJSEnJycjBs2DDo6Oigf//++OWXX2R+j5OSkuDm5tagMoaqqiqkpaXB0tISfn5+OHv2rMJzrgsfPnxAZGQkOnToUK/az0/xea/KViiOVsPXwvD48WO4urqib9++YDKZ0NTUVDgM8/fff4PJZOK7777DhQsXMGvWLLRr1w76+vr45ptvkJGRUUOjcdOmTRgxYkSt42ZnZ6Nz5870z+/evYO2tjbevn2LwMBApKam4tWrV8jOzsaaNWswZswY+Pj4QEVFBWw2G35+frC0tISqqiqSkpLqNiiNKB0RE4IrJib0QpiSkkLnGCmKwl9//YV9+/Zh6tSp6Ny5M9hsNhwdHTF69Gj8+OOPSE5OhpGRUZN0BaAoiq5dU1FRqbUf2x9//AErK6sGX2Pq1KmIiYkBUO3R3L59Gxs2bMCQIUNgZmYGPT099O7dG0uWLMHp06fx119/ISQkBJ+WkVhYWFR7oE1csqMICgoK0KFDB4wcORIVFRUoKirC+vXr4eTkBDMzMyxatEiK6UxRFMLCwuqUyJOFyspKbN26FaampujRo0ez9QCUaNoKBAIcOnSoQe/9tFdlKxRHq+FrgSgvL8fw4cNBCIGLi4vC4yxYsADu7u5o3769lGeZl5eHlStXomvXrtDS0kJwcDBSUlLw4sULnDx5El26dKl13KSkJHpxBaqNSWhoKG7evAlDQ0O5zTrz8/Ohq6uLlJQU6OnpQVlZGW5ubnRRfmBgICZPnowtW7bgwoUL/wn/NaJ0pIQQdFJSgpKSEoRCIbp06YLIyEiMHTsWjx8/rrGpEIlEuHTpElatWgV/f38oKSlBW1sbX331FeLj45GVlaWQKPHjx4/RvXt3ODk54dq1a/Dx8ak1H3Xt2jU4OTk16BoFBQXQ1NTE1KlT0aNHD+jo6MDKygrDhg1DSkoKfv/9d4jFYpSXl+Pnn39GSEgIdHR0EB4eTqsHWVhY/Gcj0gxqP4qguLgYvXv3RkBAAF22IOlFGB0dDQ6Hgz59+uDw4cOoqqpCUVERrKysFJYQE4lEWL9+PYyMjNCnT596y8M1FOfPn0ebNm0we/bsBuWNZ8+ejY4dO/4r+qT/K2g1fC0UW7ZsgZKSEtTV1bFhw4YGe335+fl0o9ru3bsjOTlZ5u8VFhZi586dGDhwIHR1deHs7AwtLS3cuXNH7jUHDBiA7du30z936dIF6enpiIqKwpIlS2qd19SpUyEUCvHtt98iPDyczrP9+eefMovyTUxMEBQUhP2BgahUVW2w0RvLYND1i8rKyvT//fz8YGhoCC0tLSl26enTp1FYWIibN2+Cz+cjOzsbL168QHp6OmbMmAFfX19oamrC3t4eI0aMQEpKCnJzc+UuXGKxGKtXrwaXy8XixYvpDcisWbMwb948uc/pzJkzdBNfeXj69Cn27NmDmJgYuLi4QEVFBXw+H9OmTUN6erpUPkyizDJ69Gjo6emha9eu+OGHH+jNxaxZs2BsbIw7d+5gz549iIyMBIvFwi5fX4VKdiTs5aZCVVUVJk+eDBsbmxohwg8fPtBMZmNjY8ybNw9ZWVng8XiNIoSUlpZi5cqVEAqF6N+/P+7evdvY26iBly9fwt/fHwEBAfX24iiKwrhx4+Dj41NrV41WyEer4WuhGDJkCDQ0NLBixQo4ODhg0KBBDRLgDQ4Opo3QgwcPwOVyUVBQUOt7RCIRsrKywGQyYWJiAnNzc0yePBm//fablMdobm6Oe/fuAaj2ZLhcLvLz88HhcGrtKE1RFCIjI6GmpoarV6/i8uXLaNOmjVxVDUlR/sGDB5GYmIitrq4oZTDqltH6p3QkxcUFtra2kLQ1kuT2PtUXffPmDU6dOoU1a9Zg1KhR8PDwAJvNhpKSEpycnGh26c2bN+lwaWVlJa5fv45169YhKioKVlZW0NbWRrdu3TBnzhwcOXIEb968we+//47OnTvD29tbSkAcAI4cOYKAgAC5z+rYsWNSZSxVVVW4efMm1q1bh0GDBsHU1BRcLhd9+vTBsmXL8Ouvv4LH49W4zsOHDzFv3jyYm5vDzs4Oixcvlhm2raioQEREBFRUVKCpqUmHPXNzcxUu2WkObNiwAfr6+jhz5ozM87du3cKECROgp6cHR0dHCIXCRocFS0pKsGzZMvD5fAwZMgQPHz5s1Hifo6qqCrNnz0abNm1w4cKFer1HLBZjyJAhCAoKkhthaYV8tBq+FgpHR0eoq6vjwYMH+PjxI0aMGAFbW9vqhagOHDp0CDY2NlJ/EPPmzUN4eHi9rm1nZ4dbt27h1q1bSEhIgJubGzgcDgYNGoSUlBRoaWnRxIKEhASMHTsW06dPx6RJk2odNyEhAS4uLrR4NUVR8Pf3b1hI6soViPv2hVhVtYYH+JFUMzgvGBpizddfg81mIycnBwcPHqQNH4vFgrGxsVwG39u3b2FnZ4c5c+YgIyMDixYtwoABA+iif0mNY2JiIg4dOkSHS1+/fo0jR44gLi4O/v7+UFNTg5KSEtzd3bF27Vpcv35dSjqsLsHqbdu2wdvbGwsWLEBgYCC0tbVhY2ODESNGYOvWrbh//76UR75y5Ur6833z5g3WrVsHDw8PCAQCTJo0CVevXq0zapCZmSlFdHFzc5N67g0t2WkuZGVlgc/n0yxhWSgtLcX27dthYGAANTU1TJ8+vdEG6/3794iPjweXy8U333yjsB6nPEjIbWvWrKlXhKeiogLBwcEYOHDgF1Ok+V9Bq+FrodDW1oaampoUc+3HH3+ss/1JaWkpzMzM8Msvv9R43dzcHMeOHavz2sHBwThw4IDUa8+ePcOmTZvQqVMnMJlMdOvWDatWrYKZmRl+/fVXcLncWtmnP/30E0xMTPD8+XNUVlbC3t4eGRkZyMrKQrt27RqupPHqFQpiYnDT0RFXDQ2R17kzKhcvxt1Tp7Br1y707t0bQqEQlpaWYLFYMDMzoxd0c3NzCAQCTJw4USpUVFpaCi8vL0ybNk3mJcvKynDjxg1s374dsbGxdBcDLS0teHp6YvTo0YiNjYWFhQUCAgKQlZWFzZs3Y/jw4bCzs4OmpiZ8fX0xc+ZMHDx4ENbW1rh27RqA6vzcrl27MGHCBDg7O9Od6WfMmIGMjIxaFVxEIhHNfuzbty+0tbUxcOBAHDlypEEalefOnYOWlhZUVVXBZrOxb98+mc+9ISU7zYU7d+7AzMwMc+bMqfW7IxKJ4OjoCG9vb/D5fPj7+2PXrl2NEq8uLCxEXFwc9PT0MG7cODx9+lThsT5HXl4eOnTogEGDBtXa21GCsrIydO3aFdHR0a3tjBqAVsPXAiEWi+USW27fvg0bGxt88803MmuB5s+fj379+skc99ixYzA3N6+zhmjKlClyVT8SExMRExOD9PR09O7dG0wmEwYGBrC3t8fly5dlLkJnz54Fn8+Xak2TmZkJKysrlJeXw9nZucHsNoqi6JZNDg4ONVQxfH19aZ3Djx8/4tq1a9iwYQMGDRpEy8Ux/sn/BQUFYfHixfDw8ECfPn0aLOr89u1bHD9+HAEBAVBXV4elpSU0NDRgZGSEr776CrGxsdixYwfOnDmDw4cPY+7cufD09ASTyaSNjMQoLlmyBOfPn8eKFSswbty4Op9BTk4OfH19oaKiAj8/P2zdulUh0sPPP/8MPp+P48ePY+bMmeDxeF9M2FlRvHz5Ep6enhg4cGCt3+mCggIIhUJkZmZi9+7dCAgIAI/Hw5QpUxRqiyTBq1evMG3aNHA4HEyZMqXBSkDyUFpaimHDhqFdu3Y1QteyUFxcDDc3N0yfPr1Jrv//Aa2GrwXi8uXLIIRgypQpMs8XFxcjIiICjo6OUgWtEkJLbbm88PDwWkkVQHWfPXldykNDQ7F7924AwIQJEzB37lwIhUJERUXBzs4OBgYGiI6OxpEjR1BaWoqHDx/KVarv0aMHVq1ahd27d8PLy6vWOX2OlJQUqKioQFlZGaqqqlK7Y0neUd6uXiwWY8SIEWAwGDAxMYGmpib09fXB4XBgZGREF+WPGDECy5cvR1ZWFp4+fSp3R52dnQ1LS0tERETQi59YLMajR4+QkZGBOXPmwNfXFzweD0r/MEy1tbVhamoKU1NTxMbGYuTIkXBwcICGhga8vLzg4+ODkJAQmd7Ep3k7W1tb8Hg87Nq1q0HP71OsXLkSRkZGtL4rRVE1CupbKsrKyhAZGQkPD49ay0NOnDgBoVBI18Dl5eVh1qxZEAqF8PLywrZt2xQmijx//hwTJ04Eh8PBzJkz8ebNG4XG+RQURWHz5s3g8Xj1ErB48+YN2rVrVye5rBXVaDV8LRALFy6Uq98pAUVRWL9+PXg8Hq20IqnPqg0FBQXgcrm1KkBkZWXB399f5jljY2Pk5eVBJBKBx+Nh1apV8PHxoc8/ePAAy5cvh6+vL7S0tKCpqYmhQ4fK3A3n5uaCz+fj5cuXMDc3R05OTq1zl+DFixc0AUOSt/sUCxcurNNbAoAbN27AwMCAbgLcoUMH3L17F+/evUNOTg42bdpE9wkUCATQ1dWFl5cXRo8ejdWrV+PQoUMYOnQojIyM6E7pFEXh8ePH2LlzJ8aNG4cOHTpAQ0MDXbp0waxZs5Ceno5Tp05h+/btGDlyJNTU1KTCpcOGDcOECRPg5OQES0tLcLlcGBsbIyQkBOHh4Wjfvj34fD5iYmJw5coV7N27F+7u7gqFuaqqqjBp0iTY29s3eb7qS4KiKMyfPx9t27atNQeemJgIDw8Pqdx3RUUFDhw4gKCgIOjp6WH8+PEKly/8+eefiI6Ohp6eHubNm9ck5QZXrlyBqakppk6dWqcH/uzZM5ibm2N9M5KL/lfQavhaIIKCgqCqqlqvMMyVK1dgZmaG3r17w9raul4Mr+TkZHTv3l3uYpmfnw8TE5Mar7948QIcDgcURSEjIwOdO3eGq6srveh/ivLycnh6eiIoKAj9+vWDjo4OOnfujKVLl0p1Xxg9ejSmTJmC9evXIzg4uM65A8CYMWOgoqJCE1YIIbRhpSgKlpaWuHTpUr3G2rp1K7S1taGkpARjY2Po6elhxYoVMkO2kqL8tWvX4quvvoKqqipUVVWho6MDS0tLWFhYQEdHhy4SX758OS5evCj3M6EoipbYevv2Lc0ujY6OhoGBAVRVVenO9UwmEwKBAMbGxmCz2ejUqRNiYmLQtm1bhfQfS0tLERYWBj8/v1qZuP9NSEtLA5/Pl9sjUSwWIzg4GBMnTpR5/s8//8T8+fNhbGwMNzc3pKSkNIhJLUF+fj6+/vpr8Hg8JCYmKjTGp3jz5g2++uor+Pj44Pnz53Ve28jICDt37mzUNf/X0Wr4WiBMTEygrKxcb6bWs2fPwGazYWNjU6+de0VFBdq3b489e/bIPF9ZWQlVVdUaLW2OHDlCi0/369cPU6dOhbW1dQ0jQVEUoqKiEBoaSp8rLy/H8ePHMW7cOBgbG9P91w4cOAA9PT3cvn0b+vr69WKtPn/+HIcOHULbtm3h5OSEdu3a0QvCuXPnYGNjUy9DcOzYMejr6+P+/ft48OABzM3NwWQyYWpqCl9fX5lNa/Py8uDr6wsOhwMnJydoamrC1tYWvXr1wqBBg9C/f3+4u7vXXZT/D8LCwqQWKYqicO7cOdjZ2UFDQwPu7u6YMGEC5syZg4EDB8Le3h5qamowNTWFmZkZVFVVoaurCz6fj5CQECxbtgynT5+uNWz3+vVreHp6YtCgQV+0Q/mXQE5ODoRCIdatWyfz/Lt372BhYVFrV/qqqiocPXoUffv2BYfDwahRo3D58uUGby7u3buHiIgI6OvrIzk5uVE6r2KxGPHx8TA0NJQrcyfBnTt3oK+v3+C8+f8ntBq+FghVVdUGyVVJCC3JyckQCAQ4fPhwne85e/YsjIyM5OZyrKysanic8+fPx6xZs1BYWEirmchqdLpw4UK4ubnJXXwpisL169exYMECdOzYEWw2G8bGxoiIiEBkZGQ97rgaEmWNT1muo0ePrlevvMuXL8ts9xIfHw8mkwkejwddXV0sXboU27ZtQ3R0NNq0aQMGg4E2bdpg+vTpOHbsmFwVF0lR/rFjx5CUlISvv/5aqii/Z8+eiI2NRWRkJPr374/c3FzMnz8fFhYWsLW1haOjI77//nuZY5eXl+PmzZuwtbVFz5490aNHD+jr64PFYtH6o6qqqrC2tsaIESOwY8cOPHz4EBRFIS8vD1ZWVpg1a9YX6Un3byA/Px+2traIiYmRuXm8ceMGeDwe7ty5U+dYz58/R2JiIszMzNChQwesXbu2wco9t2/fRmhoKAwNDbFmzZpGbTYyMzMhEAiQnJxcqyG+dOkSLcDQippoNXwtDCUlJSCEYOTIkfX6/by8PClCS05ODoyNjTFjxow62YnDhg2TS6Dp1q0bVq5cib179+LIkSO4fPkyevTogZ9//hmbNm1C9+7dIRAIauxi09LSYGpqihcvXtRr/kB1XlBPTw8dO3YEIQQ+Pj5Yu3ZtrfqYVVVVUFFRQfv27WlGZ1lZGfT09Oos1H/48CEMDAxqhGgrKipw6dIlzJs3D9ra2nThu0AggJWVFSwsLOpdYFzbvPPy8pCRkYG4uDjY2dnR/RJ1dHToXGDHjh3x/fffy10kz58/D1NTU6m8z9u3b3H69GmsWbMGI0aMQPv27aGmpgYWiwUWiwU1NTUoKyvD19cXmZmZDW74+t+Ed+/eoVu3bujVq5fM+0xNTYW1tXW9STxisRi//vorBgwYAB0dHQwdOhQ5OTkN8gKvXr2Knj17wsTEBJs3b1aYNfvkyRO4uroiPDy81vn/9ttv4PF4zaY5+t+MVsPXwrB//34wGAykpqbW6/d79eqFpUuXSr326tUrdO/eHT4+PlICvp/j1atX4PP5Usn8HTt2QEtLC0pKSnSfNklITaJ8IiFrzJ8/X2q8M2fOgM/n1ytc+Tl2794NZ2dnTJgwAb169cLQoUPB5XLh5OSEefPm4dq1a1KLzLNnzyAQCMBisWjPcu/evbWqoQDVFHgLCwts3LgRhYWFOHr0KGbPnk1LkTk6OmLs2LFIS0vDnDlz6Dwim82WGxpuCMrLy3HgwAGEhoZCW1sb4eHhYLFYePHiBe7du4eff/4ZCxYsgEAggImJCVgsFmxtbREeHo758+dj7969+P3339GrVy+sXbu2zutJyDazZ88Gm82Gra0t9PT0wGAwwGAwoKOjA1dXV7qZcUNLOVoyKioqEB0dDUdHR5mbqOjoaISFhTU4hPnq1SskJyfDxsYGdnZ2WLFiRYOYnOfPn0dAQADMzc2xbds2hYrPy8vLMXr0aNjY2NTquWZkZEBfX79e3u3/J7QavhaG8ePHQ1lZWarmTR5kKbRIUFVVhYULF0IoFOLXX3+VO8amTZvg6elJh70ePnwIdXV1mjSirq6OadOmgclk4vPWNUFBQbRhffDgAfT19evVCFQWKIqCp6cnVq5cCQ6Hgzdv3qCyshJnzpyhO7cbGRlh7NixyMzMRE5ODuzt7WFubk6P0atXLykN0c/Hv3nzJtq2bQtnZ2fY29tDU1OT7lV4/PhxKRbe/fv34ePjAxcXF7Rv3x4MBgPa2toYMmRIg0NdkrzdmDFjwOVy4evriy1bttDX69KlS41yD3d3d1y4cAHl5eW4ffs2du3ahbi4OPTt2xempqYghKB9+/aIiIhAQkIC0tPT8eDBA5mL6Jo1a2BoaIgrn6iqlJeX48qVK4iPj0dAQAAMDAzoz1hHRwcuLi4YN24cDh8+3GTtmP4NUBSF5cuXw9DQsIbnU1ZWBldXV7k6tvUZ+/Tp0xgyZAh0dHQQERGBkydP1juEnJ2dDW9vb9ja2mL37t0KhZ5TU1PB4/FqzVmmpaXB2NhYofZm/6toNXwtDG5ublBSUqpz511aWoq2bdvWatSA6volAwMDxMfHy1wUxWIx3N3dsWXLFvq1tWvX0mLO/fr1w6lTp6SMocTzmzhxIphMJtatWwcrKyts2rRJsZv+BxcuXICRkRGGDh2K+Pj4Gufv37+PpKQkeHt7g81mQ1dXF05OTnj9+jX+/vtv6Orq0gw6kUiECxcuIDk5GaGhoXQOzMzMDN9//z2uXr0q8xlXVFRgyZIl4HK5WLVqFf3MUlNToaamBnV1dejr69f53IHqMPSCBQtgYWEBGxsbLFq0SCZhZvbs2Zg7d67Ua+3atZPrOQ8ePBgLFy7E9evXsX37dsyYMQO9evVC27ZtwWaz4ezsjKioKCxevBhhYWGwsLCod++333//HYmJiQgMDKRLPSRi6fb29vj666+RmpqKGzdu/FcRYyRyYJ+r0Tx58gT6+vp1EkbqQmFhIVavXg0HBwdYWFhg6dKltdYVSkBRFLKystCpUyc4ODggPT29wR7ozZs3YWFhgQkTJshlEK9btw7m5uZ1skL/v6DV8LUw6OrqwtDQsM7fmzdvXp3d1CV49uwZunTpgu7du8sU7L1+/ToEAgEti0VRFFxdXUEIwZEjRyASicBkMqXKB5YuXYqpU6eCwWDQmpRNIZkUGRmJ8ePHQyAQ1CrZtGTJEpiZmcHa2pouBrewsEB0dDR8fHygoaEBJycnjB8/Hjt37kS/fv3Qs2fPWjcU169fh7OzMwIDA2UaqA8fPqBr165gMBhgs9kYN25cDQLP27dvsWHDBnTu3Bl8Ph8TJ06skxF49OjRGnWTpqamMnfojx49ApfLlVsjVlxcjEuXLmHjxo2wsbGBrq4uDAwMahTlHz9+vNaifAkqKytx7do1JCQkoGvXruByuVBRUYGGhgaYTCZdY5iQkICMjAw8evSoxZJmrl+/DmNjYyxevFjqvo8fPw5DQ8MmMQoUReHChQsYMWIEdHV1ERYWhszMzDrDmRRF4dChQ+jQoQNcXFxw7NixBv09vXv3Dn369IGHh4fcRrWJiYlo165dkxTY/7ej1fC1MDAYjDrr2SSEloZ0Yq6srKRbz8jqMB0TEyNFqHn8+DGEQiG9q7e1tYW3tzcIIXB1dQVQLWYtMYTKysoKNf/8HE+ePIGenh569OiB1atXy/yd5ORkmJubQ1tbG+3bt4e5uTkYDAZ4PB40NTVhbGyMmJgYnD17FlVVVYiLi0OnTp3kGtKysjLMmjULfD4fqampdS446enpYLPZUFFRoZ9neno6wsLCoK2tjf79++Pw4cP1Ji8UFhbWEKzm8XgyNyljx47FrFmzah3v7du38PHxwYABA+iSlMLCQuTk5GDjxo2YOHEiunbtKlWUHx0djdWrV+PkyZN1Sm9JBLlnzpwJd3d3qKurg8PhwNDQEDo6OmCz2XB3d8eoUaOwevVqnDp1qsWES58+fYqOHTti2LBhUt5RfHw8vL29m1Sm7f3799i4cSNcXFxgYmKC+Pj4Ov9mxWIx9u3bB3t7e3h6esoVU5f33qVLl0IoFOLEiRM1zlMUhdjYWHTq1Ol/mthUH7QavhaEx48fgxAis0RAAoqi0LNnTyxbtkyhaxw5cgQCgQDfffed1AJfVFQEQ0NDnDt3rvqFly+BZcuAwYOrxYgHD0bx3Llo/09Y6MOHDzQbUV1dHQ4ODjh69KhCc/ocs2bNQlBQEPh8PsLCwlBeXo5z584hKSkJISEhUmFXie6mgYEBxGIxxGIxrly5grlz59KqKdra2vjhhx9kFhKfPXsW1tbW6NevX4OYqOXl5fDy8qLnYWxsjA0bNijUpBaoDm1evXoVzs7O4HK5IITA0tISPXv2REFBAW7cuEELCNRmmB49egQbGxvExsbWy/P6tCh/zJgx8PHxAYfDAY/Hg5+fH8aPH48NGzbgzJkzco1XVVUVcnNzkZKSghEjRsDGxobWLHVycoKNjQ00NDRgaGiIHj16YNq0adi2bRuuX79eo1b0S6CkpAR9+/aFr68v7f2IxWIEBQXJZTk3FtevX8fYsWPB4XDQu3dvZGRk1Bp9qKqqQlpaGiwtLeHn5ydzsyoPJ0+ehFAoxOLFi2XW2I4aNQr+/v7/yrNvKWg1fC0Ia9asAYPBoDUTZSEjIwO2traN6sH15MkTuLu7o0+fPlKqHT/99BMiLS0hDgmpbjPDYkm1n6lUVUU5gwEqNBQnliwBIQShoaF0h4GmwoEDB6TCqmw2Gx07dsTEiROxe/duHDp0iCZiSIzu7NmzZY4jEAgwf/58BAYGQktLC0FBQdiwYQPu37+P8ePHw9DQkBazrg/y8/OxYMECWFpawtraGsOHD4empibNflWUPRcdHY1Vq1Zh0KBB9L0zGAx069YN8+bNAyEERkZGncrAAAAAGr5JREFU6Nu3r1yP9MqVKzA0NKwX27M2UBSF58+f45dffsHKlSvxzTffwMPDo0ZRfkpKisyifKA69JaVlYX4+Hh89dVX4HA4MDY2ho+PD3r16oXAwEC61ZOdnR0GDBiAhIQEHDx4EPn5+c0eLhWLxYiNjYWVlRX++OMPANWectu2bWkJwOZASUkJfvjhB3h6esLQ0BBxcXG1kk4qKyuxdetWmJqaokePHvUuTXj69Ck8PT0RHBxcYzNWVVWFAQMGICQkpMULkTcXWg1fC0JYWBgYDIZco1ZfQkt9IBKJMGnSJJiZmdFsP2r9epQpKUFcj4ajFJuNspUrGz0PiqJw7949bNmyBcOHD4eBgUEN9ujnQs1isZg2DhYWFrT6yqfIyckBn8+X6tpQVFSEPXv2wM/PD0pKSuByuZg5cyZu3LhRa3izsLAQGzduhJeXF/h8PiZMmIBLly7R76mqqsLgwYNpD3TRokUNpqhv27YN/fv3x507d+ieeCwWC3/88QcWLVok5V07OzvX+I4cPnwYPB4PBw8ebNB1GwJJUf7Ro0eRlJSEoUOHShXlBwUFITY2Fqmpqbh69apU/lMsFuPevXv48ccfMXr0aDg6OoLNZsPDwwNRUVGYOHEixo4di6CgIBgbG0NLSwseHh50uDQ7O7tZclMpKSkQCAR0offVq1fB4/Ea1bWhvsjNzcWkSZPA5XIRGBiIffv2yf3bF4lEWL9+PS3aUB89UZFIhJiYGFhYWODGjRs1zgUFBWHIkCEtNifbnGg1fC0Ibdu2ha6urtzz8+bNw4ABA5r0mvv27atWeBg4EBSbXbvB+/xQoNt2WVkZzpw5gyVLliA4OBhcLhdt27bF4MGDsX79euTk5KBfv35gs9m01yOrREFJSQkMBgMbN26Eu7u71Lm7d+9CIBDUKK14/fo1hgwZAjMzM2RmZiI7OxtTpkyBubk52rRpg/HjxyMrKwsikQgikUgqb9evXz8cOnSo1h3y5cuXweVywWAwYG1t3SD6eH5+PgwNDaWIRaNGjQIAJCUlSdUTTpgwQcpQb9y4EUKhEBcvXqz39ZoSkqL8gwcPIjExEZGRkXB0dASLxYKFhQX69OmD2bNnY+fOnbh16xadNy4uLsbJkyeRmJiI4OBg8Hg8GBsbo1+/fli4cCHWrVuHlStXYvTo0ejcuTO0tbWbJVx64sQJCAQC/PDDDwCqjaGdnV2jNTbri7KyMuzcuRO+vr4QCASIjY2lvdDPUVpaipUrV0IoFKJ///64e/dunePv2rULPB4PP/74o9TrHz9+hLe3d43v0/8HtBq+FgQ1NTV4eHjIPPfw4cMGE1rqi4L9+1Fal5dXm/Grpev2y5cvceDAAUydOhUeHh5gs9lwdXXFpEmTsHfvXrkF9gcPHoSGhobMvoTFxcVQVVVFcnIyBg4cKKVG//TpU5iYmEjJmFEUhd27d0MoFGLKlCk1SC4UReHu3btYvHgx2rdvT4tP29jYYOXKlQ3K24nFYowdOxYMBgPKysr4/vvv6UWlNh1ViqIgFArpzg5KSko0y3bZsmW0B/hpvZZYLMbMmTNhZWVV73KFL4nKykqpovz+/fvT4U0bGxu6RdbevXtx9+5diEQi5OXlIS0tDePHj6e9SYkg986dO3H27FkcOnQIiYmJiIiIQLt27ZokXHrv3j1YWFhg5syZdNuqgQMH/scgyMh5Y9myJm/A+8cffyA2NhYCgQC+vr5IS0uTadhLSkqwbNky8Pl8DBkypM7u8nfu3IGNjQ1GjRolNV5RURGcnZ0xZ86cJr2Plo5Ww9dCUFVVBUIIFi5cWONcYwktdSI0FJSiho/BAMLCAFQvxHfv3sXmzZvx9ddfw9LSErq6uggKCsKiRYuQnZ1dr67SErx58wadO3dGmzZtcOXoUXrhKfbzw0EtLZQuWABzLS2adFFUVARHR0ep1kxPnz5Fnz59YG9vL1duLD8/H/Hx8bCysoK1tTVmzJiBpUuXIiQkBFpaWvD19cXy5cvrXFw+xd27dyEUCkEIgb29PbZs2VJn/nZ4r164FhEBDB6M0m7d6MU1Ljoa6urqUvnD8vJyDBo0CJ6enrV2Z2+JkFWUb2lpCRaLVaMo/9atW8jOzkZSUhJCQ0MhFAqhr6+PkJAQLF26lGaM3rp1C2lpaZg+fTodLtXU1JRil9YVLn39+jW8vb0RHh6ON2/ewNnZGbu+/RYIDZWZ84a6evVroaFAE8uCiUQi7Nu3D927dwePx8OkSZNk5o/fv3+P+Ph4cLlcfPPNN7VuroqLi9GvXz+4uLhIleu8evUKNjY2Chfy/zei1fC1EJw5cwaEEJnJ66YgtMjFy5c1/6AbeFQqKyMiIAAcDgfm5uaIiorCxo0bkZub2/j8weXLyHN0hEhJqSbZRkWl+vXQUIhycmgWIkVREIvF2LRpE3g8HubPn1+j2LqwsBCbNm2Ct7c3eDwexo8fj4sXL9YI+ZSWluLw4cMYNWoUhEIh7OzsMHPmTJw/f75eebzp06fT+TlCCDp06FAzrHT5MhAaikplZYiYzBqLK8ViVROO/vluvHv3Dn5+fggLC2uU4n9Lw8ePH3Ht2jVs374d06dPR69evWBqakrnNaOiorBkyRJs3boVa9aswaRJk+Du7k4X7Y8dOxbbt2/HgwcPQFEUCgsLcebMGaxbtw5jxoyhw6UGBgbo3r27zHBpeXk5oqKi4OrqivzYWHwkpO5NIYOhUNi/vnj06BHmzJkDQ0NDeHp64ocffqixgSwsLERcXBz09PQwbtw4mQ2MgepN9IoVKyAQCHDs2DH69YKCApiamiIlJaVZ7qGlodXwtRDMmDEDhJAaYY2PHz+ibdu2MutymgTLljXa8ImUlXFryJAGlQPUC+vXA2x2nQsPxWCgnMnERicnVFVV4eHDh/Dz84Obm5uU9JtIJMLBgwcRHh5O5+0yMjLqvaEQi8W4dOkS4uLi4ODgAIFAgBEjRuDgwYO1erK9e/emDR+DwZBWuPnnHlHPxfXNokWwt7fHpEmTFNJ4/G9EcXExLl68iK1bt2LKlCno3r07jIyM6KL8qKgoxMTEIDo6GsHBwWjTpg24XC569eqFhIQEnDhxgmaeUhSFJ0+e4PDhw1i8eDEiIyPpcKmtrS369++PhQsXYqurKz4qEvZvxiawlZWVyMjIQO/evcHhcDBmzJgajOpXr15h2rRp4HA4mDJlitzSlzNnzsDIyAjz58+nv0cPHjyAoaFhs7JaWwpaDd+/jF27dsHd3R0CgQCqqqo1FuG5c+c2OaFFCoMHN8roSY6qwYObdl4Sg9CAOVDq6sgKDQWXy8Xy5ctRVVUFiqJw8eJFjBs3DjweD97e3ti8ebPC9Xaf4tGjR1i1ahUCAgKgpaWF3r17Y/PmzVIKIJmZmZCQUiQ1h4SQahFyBe7xI4OBE/36NXru/wuQV5QvEd4ODAyEv78/2rdvDzabjfbt22PUqFHYunUrfv/9d6lohEgkosOla4YORZmSkmJ/C3XkvJsKf/31FxYuXAhTU1O4uLhg48aNUmUlz58/x8SJE8HhcDBz5kyZId4XL17A19cXPXr0oM/fvHkTAoFAbjPf/xUwAIC04l9DXFwcWbx4sdRrsbGxJCkpieTl5REPDw9y8+ZNYmxs3DwTCA4m5MiRRg9zmBDST1WVaGpq1ji0tLRkvi7v0MvPJwaRkYRRVtbgeZQrKZE3+/eTyg4dSFpaGtmxYwchhJCoqCgyZMgQYmZm1uh7lYV3796R48ePk0OHDpHjx48Ta2tr0qdPH5Kfn09SU1OJhoYGiYuLIyUlJWTDhg3E8t07cprBICyKavjF2GxCTp8mxNW16W/kfwCvX78md+/eJXfu3KH/vXPnDgFA+Hw+YTAY5N27d6S8vJy4ubmRLl26EA8PD+Lu7k44HA4hYWGEHDxYbcoaCgaDkNBQQvbvb/obkwGxWExOnDhBNm/eTH777TcSFhZGRo0aRdzd3QmDwSAFBQUkMTGR/Pzzz2TChAnk22+/JTo6OvT7q6qqyOzZs8nevXvJvn37iJubGzl//jwJCQkh6enpxNvb+4vcx5dGq+H7l/HkyROpxZjBYJCbN28SBwcH0qtXL9K1a1cSGxvbfBMYMoSQnTsbPQyGDCGilBRSUlLS6CP50SMSWFZGmArMgyKE/KqhQforKRFfX1/Su3dv0qlTJynjy2aziZKSUqPvWR4qKirI2bNnyaFDh8i6deuIWCwmhBCirq5OTpw4QTp37kxeenkR3vnzCt3jl15c/xcAgLx48ULKIN64cYPcu3ePKCkpEVVVVVJSUkKsdXXJ9bdviaoiG5J/UKGkRNbExhILDw/i6OhI2rZt26zfNwn+/vtvsm3bNrJlyxbCYrHIqFGjSFRUFOFwOOTRo0dk4cKF5OjRo2TKlCkkJiaGaGpq0u89cOAAGTNmDElISCDR0dHkxIkTZPDgwSQrK4s4Ozs3+9y/NFoNXwsAm80mZf94N6tXryYTJ04kGRkZZObMmeTWrVtEVVW1+S6elETI/PmElJcrPoa6OiHx8YQ0hYF+9YoQU9NGzUekpESie/Qgf4vFtDEtLi4mxcXFpLy8nJSVlRE2m91oz/TTQ0NDgygrK0vN4/Hjx8TKyoqIxWLCZDIJRVGEwWCQymfPiJKZWeOeOYtFSEEBIXw+IaR6Yb9x4wZxdnYmDAZD8XH/nwEAKSgoIHfv3iW3b98m+tu2kYj794l6I8asUlEhWV5eZD2bTXJzc8m7d+9Iu3btiIODg9TB4/Ga7D4+BUVR5NSpUyQlJYVkZmaS4OBgMmrUKOLj40P++OMPEh8fT7Kzs0lsbCwZN24cUVevvtsHDx6Q8PBw0rFjR7JhwwaSmZlJJkyYQE6dOkVsbGyaZa7/FloNXwuAk5MTuXXrFgkICCAnTpwgpaWlpF27dmTLli0kICCgeS/eBIbm80W4UWhiQ1xQUECWLVtGtmzZQtq2bUv++OMPIhaLSWlpaZN4p58eqp+FegGQJ0+eEA6HQ/T19YmBgQExMjIi4fn5xO/UKaJSVdUk95idnU1iYmLInTt3yMOHD4mlpaXi4zYjxGIxqaqqIpWVlV/s38rKSnqzU1ZWRsrLy+lDJBLRR0VFBamoqCBLnz0joR8/Nv5mo6II2b6dEFIdBr9z5w7Jzc2VOjQ0NGoYQ3t7e8JisRp//X/w5s0bsmPHDpKSkkIoiiIjR44kX3/9Nfn777/J/PnzyaVLl8isWbPIqFGjiJqaGvn48SMZPXo0yc3NJfv37ydnz54lCxYsIGfPniUmJibSg796RUhqKiG3bxPy/j0hOjqEODoSMnx406wFzYhWw9cCMGHCBLJ582by8eNHoqKiQubNm0cePHhAdu/e/WUm0JJyGk0Uei0NDyceDx6Qe/fuEQBELBYTIyMjsnHjRsJisYi6ujp9fPozi8UiqqqqDfaaAJDy8nJSUlJCPnz4QEpKSsgPP/xA1qxZQzw8PEj37t0Jn88nJSUlpMeOHaTDnTuNvscsgYBEVFSQDx8+ELFYTJSVlUlISAgRCARERUWFKCsrExUVFcJkMgmTySRKSkqEyawOrorF4i9qgKqqqggAoqKiIjU3WXNUUlIiDAaDDg8yGAwiWaZQTcgjFEXRnytFUaSqqoo2rJ8avcrKSjqUqaqqStTU1AiLxSJqamr0581ms4m6ujphs9lk9sWLpOOzZ43+bEjv3oQcPiz3NADy119/kdu3b0sZw7y8PNK2bdsaBtHMzKxR4VIA5Pz58yQlJYUcPHiQdO/enURHRxMdHR2yYMECkpubS+bOnUuGDRtGlJWVyYYNG8iCBQtISkoKefz4MVm/fj05e/Ys0dfXJ+TKFUKWLCEkM7N68E83qerq1etIUBAhs2YR4uam8JybE62G79/AZzula/n55L2pKfHfvp3kvX9PPDw8yK1bt4iRkdGXmc+VK4T4+RFSWtrw9zY10aKJyDalAQHE6t498urVK1L1j2elq6tLOnfuLOUBSLyAT3+mKIo2hnUZyc/PsVgsoqysTCiKIpcuXSJHjx6ljZK2tjYZM2YMmZGTQ7TPnGn0PZ5QVyeBnxCAGAwGMTQ0pK8vzxiIxWKioqJC1NTU6ONTYyA52Gw2YbPZRENDg6irq9PGQ2KsJIZUsiBXVlbSHpTEq/r0uZaWlpKPHz/WOMrKygiLxSIaGhrNcnwegq4VTbTx+tTjawgqKirIH3/8UcMgNmW4tKioiOzcuZOkpKSQ4uJiMnLkSOLg4EBWrVpFHj9+TObPn08GDx5Mrl69SgYMGEAGDRpEVFRUyKFDh8j5oUMJe+5cQsrKat8oMxjVRjA5mZCxYxs8x+ZGq+H7kqhlp1SlqkqYSkrkvLY2eTRwIIlavfrLzm3DBkKmTWuY8WOzm/6L3cQLzy+//ELGjRtHCgoKSKdOnUhOTk6tbwNASkpKyMuXL8nLly/J69evyevXr8nbt2/J27dvybt370hRURF5//49+fDhA+3dlZaWktLSUlJeXk4YDAadly37jJlqYGBANpWWkuD37xt9i1dsbcnaf+6poKCAUBRFpkyZQkxNTaXuh6IoIhaLaSMoEonIx48fae+0uLiYvg+JISorK5MKA1IUJeWVSfDp2Ewmk/aqJEZUYjglOVRtbW2io6NDdHV1CYfDIXp6ekRPT49oa2vLzJ2qqKg0+jk1CC0t5/0PioqK6HDpp0aRzWYTR0dHhcKlAMjVq1dJSkoK2bdvH/H19SUeHh7kyJEj5M2bNyQ+Pp74+fmRIUOGELFYTEaIRCT84kWi3hDiT3OsEU2AVsP3pSAxLHXslMSEECU2mzD+jS9LPefYrLu5Jlh4oK5OPkybRp4PGkSKiopIYWEhOXr0KCkpKSG2trakqKio1oMQQjgcDtHV1a1xyHtdcujo6NCLzi+//EKCg4MJk8kkkZGRZNmyZURTU5OIly4l6suWEaVG3GMZIWQZm01WKiuTiooKIhKJCAApb0wSMqSfiwwjyGAwiIqKClFVVaU9Voknq6GhQZOAJP+X5/GqqanJNYgSb1OSRysrK6MNb23Hhw8fCJPJVJhwJO9gsVjyQ9ktLeddCyThUokRlBjEvLw8YmpqShwcHKSMYm3h0g8fPpA9e/aQlJQU8uLFC+Lr60tyc3MJRVHk/9q7n5A2zzgO4N8kapa0STSEgrJ26EHYRgKz9DCwrFDoQRzUk7utlw48DmEXoY7N6xChvaysCIV6aHpssZfa3tpSCq7Q01a0HZQp5o+SmPd94/vu8Pq8exP/Jm/e+CbP9wM51MSYSJrv8/x+vydOT09j7eFDfD8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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -726,7 +714,7 @@
        " 'conviction': 0,\n",
        " 'status': 'candidate',\n",
        " 'age': 0,\n",
-       " 'funds_requested': 2698.2388515058383,\n",
+       " 'funds_requested': 418.6228364308546,\n",
        " 'trigger': inf}"
       ]
      },
@@ -781,7 +769,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -858,7 +846,7 @@
     },
     {
      "data": {
-      "image/png": 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fG3jmVtcO59/bVV59zFByn/rMhw8l97wfLhh45mYnfXjgmQDHr/m3Q8nd9/x9hpJ7z7fPXfpCHVj9g9/p5tP1LDG3mzkPhmJWFw8kSZIkSVpRddXzYBgsHkiSJEmS1AGLB5IkSZIkqa8uJkwcFosHkiRJkiR1YO7o1A4sHkiSJEmS1IVR6nkwQnM/SpIkSZKkLtjzQJIkSZKkDjhhoiRJkiRJ6muUhi1YPJAkSZIkqQNOmChJkiRJkvqy54EkSZIkSerLOQ8kSZIkSVJfFg+mIMkqwBuBVwAbtk9fD3wbOKqq7usqW5IkSZKkYZs7Z9gtmDld7soXgW2AQ4AXtbcPAU8DjptspSQHJpmfZP7n/ufKDpsnSZIkSVJ35ibTvs1WXQ5b2L6qthz33HXAmUn+b7KVqmoeMA/gvs++ujpsnyRJkiRJnRmlCRO77Hlwa5K9k/whI8mcJK8GftthriRJkiRJQ2fPg6nZB/go8Jkkt7XPrQec2r4mSZIkSdLIGqU5DzorHlTV1UmOAD4GXAk8CdgZuLiqftVVriRJkiRJs8Fs7kkwXV1ebeFgYI824xRgJ+A04KAk21bVoV1lS5IkSZI0bKM050GXwxb2ornawmrAAmCjqlqU5HDgLMDigSRJkiRpZNnzYGrur6rFwF1JrqyqRQBVdXeSJR3mSpIkSZI0dM55MDX3Jlmzqu4Cth97Msm6gMUDSZIkSdJIs+fB1OxSVfcAVFVvsWBVYP8OcyVJkiRJ0gzq8moL90zy/EJgYVe5kiRJkiTNBnNHp+NBpz0PJEmSJElaac1x2IIkSZIkSerHngeSJEmSJKmvORYPJEmSJElSP/Y8GJC1rrxx4JkfuOKnA88EWPc5jxxK7v37vGAoufWKCweeueAVBw08E+C//+PZQ8l95R6nDiX3g/81+DPkX279pwPPBLj83uHM/fr4bR41lNw9/+vcgWf+eu7FA88EWH/94fxLf+SCc4aS+8Yv//dQcp97wK4Dz7z44ocOPBPgq5efMZTcG3+3eCi5W89/4cAzH3fq+QPPBOCgXYYSe9IWaw8ld9M3PHrgmXv899cHngnwH7utOZTc+XudMJTcuT97zVBytxtK6uDMGaGuB7O6eCBJkiRJ0orKngeSJEmSJKmvEep4YPFAkiRJkqQu2PNAkiRJkiT1NSejUz2weCBJkiRJUgfseSBJkiRJkvpyzgNJkiRJktTXXIctSJIkSZKkfux5IEmSJEmS+nLOA0mSJEmS1NecOcNuwcwZoV2RJEmSJEldsOeBJEmSJEkdcMJESZIkSZLU1yhNmDiUYQtJ5g0jV5IkSZKkQZmb6d9mq856HiR52GQvAS/qs96BwIEAc5+/OXO33qCD1kmSJEmS1K1R6nnQ5bCF3wDX0BQLxlT7+FGTrVRV84B5AKu9Z5fqsH2SJEmSJHVmlOY86HLYwlXArlW1Wc/t8VW1GXBTh7mSJEmSJA3dnEz/NhVJdk9yWZIrkhzUZ7k/T1JJdljufVneDfTxb8D6k7z2Lx3mSpIkSZI0dF3MeZBkLvAZYA9gK2DfJFtNsNzawDuBs2ZiXzorHlTVZ4DVkuwIkGSrJO9O8qKq+lRXuZIkSZIkzQZzkmnfpmAn4Iqquqqq7gW+Auw5wXIfAT4K/H4m9qXLCRMPpqmErJLkFODpwKnAQUm2rapDu8qWJEmSJGnYOrp6wmOBa3seX0fzefsPkmwHbFxV30vy3pkI7XLCxL2AbYDVgAXARlW1KMnhNN0mLB5IkiRJkkbWFHsSPEDvFQhb89oLC0x1/TnAEcDrpx3eR5fFg/urajFwV5Irq2oRQFXdnWRJh7mSJEmSJA3dshQPeq9AOInrgY17Hm/UPjdmbeCpwGlp8h8DnJjkZVU1f9oNanVZPLg3yZpVdRew/diTSdYFLB5IkiRJkkbashQPpuBsYIskm9EUDfYB/mLsxaq6HXjE2OMkpwHvWZ7CAXRbPNilqu4BqKreYsGqwP4d5kqSJEmSNHRzMvPXKKiq+5O8HfgBMBc4uqouSvJhYH5VnTjjoXRYPBgrHEzw/EJgYVe5kiRJkiTNBh31PKCqTgJOGvfcBydZdteZyOyy54EkSZIkSSutrooHw2DxQJIkSZKkDoxS8WDmB2BIkiRJkqSRYs8DSZIkSZI6MGeEvq+f1cWD3x/+oYFn3vnWjww8E+Dsb16/9IU68IYv3juU3J9ff/vAMxe/dOOlL9SBS/73zqHkrnL5Pw8ld5fbbxx45ryrzhp4JsBWe5w6lNxHXjH4cyPA9xZdPvDM9T81nGM877vPG0ruWzfYZSi5d9907FByr7vz5oFnrvuc7ww8E+Dp818zlNxtr5tw/uru/XbxwCPfu/7dA88EOPj484eS+/P/t+VQcp/48R8NPPPwC4Yz13o9cvWh5D78nLcNJXez3w9nf0fdKA1bmNXFA0mSJEmSVlQWDyRJkiRJUl9z4rAFSZIkSZLUhz0PJEmSJElSXxYPJEmSJElSXxYPJEmSJElSX855IEmSJEmS+pqDPQ8kSZIkSVIfDluQJEmSJEl9OWxBkiRJkiT1Zc8DSZIkSZLUl8UDSZIkSZLUl8MWJEmSJElSX6PU86CzMkiSuUnenOQjSZ457rUPdJUrSZIkSdJsMIdM+zZbddmH4j+A5wC3AJ9MckTPa6+cbKUkByaZn2T+vHnf7bB5kiRJkiRpKroctrBTVW0NkOTTwL8n+QawL0xeTqmqecA8gOLU6rB9kiRJkiR1xmELU/OQsTtVdX9VHQhcAPwYWKvDXEmSJEmShm5O5kz7Nlt12bL5SXbvfaKqPgR8Hti0w1xJkiRJkoZuTjLt22y11GELST4FTDp8oKreMcnzr0myU5Idq+rsJFsBuwOXVtWqy9xiSZIkSZJWAJnFPQmmaypzHsxvfz4T2Ao4oX28N3DxZCslORjYA1glySnA04FTgYOSbFtVhy5zqyVJkiRJmuXmdNrZf7CWWjyoqmMBkrwVeFZV3d8+PhL4SZ9V9wK2AVYDFgAbVdWiJIcDZwEWDyRJkiRJI2tl63kwZn1gHeDW9vFa7XOTub+qFgN3JbmyqhYBVNXdSZYsU2slSZIkSVpBzOYJEKdrOsWDw4DzkpxKc6nFXYBD+ix/b5I1q+ouYPuxJ5OsC1g8kCRJkiSNtKxMwxbGVNXnk3yfZu4CgL+rqgV9Vtmlqu5p1+0tFqwK7D/tlkqSJEmStAJZqXoeJHlSVV2aZLv2qWvbnxsm2bCqzp1ovbHCwQTPLwQWLlNrJUmSJElaQaxsPQ/eDRwIfGyC1wp47oy2SJIkSZKkEbBS9TyoqgPbn3/Wb7kkz6+qU2aqYZIkSZIkrchG6WoLM7knH53BbUmSJEmStEKbswz/zVbTudrC0mQGt9Vs8O5FM73Jpfrz52848EyAZ+y/+VByj950u6Uv1IFT9v34wDNfcN3hA88E+G3uGkruepeeP5TcxX/yrIFnrnvHxQPPBHj6u58ylNxf7XzIUHLXmjvjp/mlOhe45+7BX6Bni9XWGngmwPz/939Dyd38gwcMJXfHI7408MzvLKiBZwK88qLhTPe07ukXDSX3R8ddu/SFZticY3YZeCbACW9/0lByjzvvlqHkvvuI1w88c6OPHTfwTICbP/LOoeQ+4/jjh5J74Qv6djTXMhqlngczWTwYzr/GkqSRNYzCgSRJ0kxZqeY8kCRJkiRJ0xfmDrsJM2YmiwdXz+C2JEmSJElaoa1UPQ+SvLLf61X1jfZn3+UkSZIkSdKKaSo9D17a57UCvjFDbZEkSZIkaWRkFl89YbqWWjyoquFMwSxJkiRJ0gpspRq20CvJi4GnAKuPPVdVH57pRkmSJEmStKJbKS/VmORIYE3gz4DPAXsBv+ioXZIkSZIkrdDmjNCwhensyZ9W1euA31bVh4CdgS27aZYkSZIkSSu2ZM60b7PVdIYt3N3+vCvJhsAtwAYz3yRJkiRJklZ8K+ucB99Nsh7wr8C5NFda+FwnrZIkSZIkaQW3Ul1tYUxVfaS9+19JvgusXlW3d9MsSZIkSZJWbKPU82DKe5Jk7yRrtw/fC3w+ybbdNEuSJEmSpBVbmDPt22w1nZb9Q1XdkeRZwG7AUcCR3TRLkiRJkqQV25zMmfZtKpLsnuSyJFckOWiC11dLckL7+llJNl3ufZnGsovbny8G5lXV94CHTLZwkjWT/G2S9yZZPcnrk5yY5F+SrLU8jZYkSZIkabbr4moLSeYCnwH2ALYC9k2y1bjF3khzpcTNgY8DH13efZlO8eD6JP8BvBo4KclqS1n/GODRwGbA94AdaCZbDPDZyVZKcmCS+UnmzzvqB9NoniRJkiRJs0dq+rcp2Am4oqquqqp7ga8Ae45bZk/g2Pb+14HnJcny7Mt0rrbwKmB34PCqui3JBjRzH0xmy6p6VdvAG4HdqqqS/A9wwWQrVdU8YB4Ad397aodOkiRJkqTZppZMe5XMyYHAgT1PzWs/J495LHBtz+PrgKeP28wflqmq+5PcDjwcWDjtBrWmc7WFu5JcCbwwyQuBn1TVyVNYr5KcVFXV89iigCRJkiRptC1D8eABX6jPItO52sI7gS8Bj2pvxyX5qz6rzB+b26Cq3tCznScAdyxbcyVJkiRJWkHUkunflu56YOOexxu1z024TJJVgHWBW5ZnV6YzbOGNwNOr6ndtAz4K/Bz41EQLV9WbkuyUpKrq7HYCh92By4BnL0+jJUmSJEma9Zah58EUnA1skWQzmiLBPsBfjFvmRGB/ms/sewE/HhsNsKymUzwIf7ziAu39SSdcSHIwzeyPqyQ5hWYMxqnA3wHbAIdOu7WSJEmSJK3E2jkM3g78AJgLHF1VFyX5MDC/qk4EjgK+mOQK4FaaAsNymU7x4PPAWUm+SVM02LNt0GT2oikSrAYsADaqqkVJDgfOwuKBJEmSJGmULemk5wFVdRJw0rjnPthz//fA3jOZOZ0JE49IchrwLKCAA6rqvD6r3F9Vi4G7klxZVYva7dydpJsjKEmSJEnSbNHNsIWhmE7PgzGhKR4s7RqR9yZZs6ruArb/w8rJusDoHEFJkiRJkiYyQsWD6Vxt4YPAscD6wCOAzyf5QJ9VdmkLB1Q94IitSjNxgyRJkiRJo6ubqy0MxXR6HuwHPK0dO0GSw4DzgX+caOGqumeS5xcCC6fZTkmSJEmSViwdzXkwDNMpHtwArA78vn28Gg++lqQkSZIkSYJZ3ZNguqZTPLgduKi97GIBzwd+keSTAFX1jg7aJ0mSJEnSimklLR58s72NOW1mmyJJkiRJ0ghZGYsHVXVskocAW7ZPXVZV93XTrDbzjpu63PyEfvCUJw88EyAbbzWU3Od9/+tDyT3lGy8eeOav9ug3v2d3Nv3CAUPJzda7DiV34d7vG3jmy0/4h4FnAiy+9d+Hkrv1cx85lNw7n/TYgWeeetC5A88EeMqOGw0l9+PnXjWU3OM2WdoFlLpRT3vMwDMPO3q1gWcC3Ptn3x9O7nsHf4wBdjjzoMFn3nD1wDMBjlwy+L9XAX522Z1Dyc3eGww888A9thh4JsDNd10zlNxvH3nJUHKXrLrGUHLn/sXbhpI7KFWLp73OcP5VXropFw+S7EpztYWrafZn4yT7V9UZ3TRNkiRJkqQV2Eo6YeLHgBdU1WUASbYEvgxs30XDJEmSJElaoa2MwxaAVccKBwBV9X9JVu2gTZIkSZIkrfhW0uLBOUk+BxzXPt4PmD/zTZIkSZIkaQSspMWDtwB/CYxdkvEnwHBmC5MkSZIkabZb2YoHSeYCF1TVk4Ajum2SJEmSJEkjYIQmTJwzlYWqub7EZUke13F7JEmSJEkaDbVk+rdZajrDFtYHLkryC+B3Y09W1ctmvFWSJEmSJGnWmE7x4B86a4UkSZIkSaNmFvckmK6lFg+SrE4zWeLmwC+Bo6rq/q4bJkmSJEnSCm1lKh4AxwL30VxdYQ9gK+CdXTZKkiRJkqQV3ghNmDiV4sFWVfUnAEmOAn7RbZMkSZIkSRoBK1nPg/vG7lTV/Uk6bI4kSZIkSSNiJSsePC3JovZ+gDXaxwGqqtaZaliS/6uqLZehnZIkSZIkrVhGaNjCnKUtUFVzq2qd9rZ2Va3Sc3/SwkGSO5Isamd3NWgAABdUSURBVG93JLkDeMLY833WOzDJ/CTz533hjGXcLUmSJEmShmxJTf82S03nUo3T9XlgPeC9VXUTQJJfVdVm/VaqqnnAPIC6ed7sPXKSJEmSJPUzQj0POiseVNU7kmwPfDnJt4BPAxYDJEmSJEkrhxEqHix12MLyqKpzgN3ah6cDq3eZJ0mSJEnSrOGwhalJshPNpIqfTHIe8GdJXlRVJ3WZK0mSJEnS0I1Qz4POigdJDgb2AFZJcgqwE3AacFCSbavq0K6yJUmSJEkaOosHU7IXsA2wGrAA2KiqFiU5HDgLsHggSZIkSRpds3gYwnR1WTy4v6oWA3clubKqFgFU1d1JRqf8IkmSJEnSROx5MCX3Jlmzqu4Cth97Msm6wOgcQUmSJEmSJmLPgynZparuAaiq3mLBqsD+HeZKkiRJkjR89jxYurHCwQTPLwQWdpUrSZIkSZJmVqeXapQkSZIkaaVlzwNJkiRJktRP1fTnPEgH7ZgJFg8kSZIkSeqCPQ8kSZIkSVJfFg8G45a/Pnbgmef+YDhzOe723ZcPJffNWz9sKLmLHrfzwDMvOud7A88EWGX91YeSO+dlfzuU3PuOH/zFVO5/5xEDzwRY82VPGkruHf/3m6Hkfu7p6w0887NHPG3gmQCffMrg9xXgS48Zzr8FP37s24eS++FPbb/0hWbYF/bYbuCZALdvesFQcg/d58lDyV3ygx8PPPOal+ww8EyATW793VByv/3azYaS+yc7/s3AM//thNcMPBPgvi/+bCi5J37xuUPJXbLvD4eSu+VfDCV2cLxUoyRJkiRJ6sueB5IkSZIkqS+LB5IkSZIkqS+HLUiSJEmSpL7seSBJkiRJkvqyeCBJkiRJkvpy2IIkSZIkSerLngeSJEmSJKmvESoezBl2AyRJkiRJGklLavq35ZDkYUlOSXJ5+3P9Psuuk+S6JJ+eyrYtHkiSJEmS1IUlS6Z/Wz4HAT+qqi2AH7WPJ/MR4IypbtjigSRJkiRJHajFNe3bctoTOLa9fyzw8okWSrI98Gjg5Klu2OKBJEmSJEmj4dFVdWN7fwFNgeABkswBPga8ZzobdsJESZIkSZK6sAxzGCQ5EDiw56l5VTWv5/UfAo+ZYNX39z6oqkoyUQPeBpxUVdclmXK7OiseJNm6qv63vb8q8HfATsCFwD9W1V1dZUuSJEmSNHTLMAyhLRTM6/P6bpO9luSmJBtU1Y1JNgBunmCxnYFnJ3kbsBbwkCR3VlW/+RE6HbZwTM/9w4DNabpGrAEcOdlKSQ5MMj/J/C9csaDD5kmSJEmS1J1aUtO+LacTgf3b+/sD335Qm6r2q6rHVdWmNEMXvrC0wgF0O2yht//D84Adq+q+JGcAF0y2Um+VZeF+z1zuIydJkiRJ0lAs/wSI03UY8NUkbwSuAV4FkGQH4C1V9aZl3XCXxYN1k7ySpoiwWlXdB33HXUiSJEmSNDoWL/elF6elqm6h+fJ+/PPzgQcVDqrqGB44amBSXRYPTgde2t4/M8mjq+qmJI8BFnaYK0mSJEnS0M3AMIRZo7PiQVUdkOTpwJKqOjvJVkn2Ay6tqgdVQiRJkiRJGimDH7bQmS6vtnAwsAewSpJTaK60cBpwUJJtq+rQrrIlSZIkSRo6ex5MyV7ANsBqwAJgo6palORw4CzA4oEkSZIkaWSVPQ+m5P6qWgzcleTKqloEUFV3JxnsrBGSJEmSJA3aktH56Ntl8eDeJGtW1V3A9mNPJlkXGJ0jKEmSJEnSROx5MCW7VNU9AFXVWyxYFdi/w1xJkiRJkobOqy1MwVjhYILnF+KlGiVJkiRJo86eB5IkSZIkqS+LB5IkSZIkqR+HLUiSJEmSpP4Wj861AiweSJIkSZLUAXseDMgj11k88MydP73dwDMBdv3FlUPJfdt9dw8ld8n9Vww88+IXrD/wTICHHfPjoeTOfd1ThpJ7TQ2+urrDDsP53e7EcP7/+YfXPmMouW+du8nAM9ff5u8Hngmw8z/fN5Tc2965zVByFy0aSiznXTr4+ZO/uelVA88E2Pu8Nw0l98rzLh1K7jD+WL7hd8OZj/tFD9thKLkP/49jh5K78OR3DTxzux+eOvBMgJN+dM1Qct98951Dyf3WguF8Q77lUFK1LGZ18UCSJEmSpBWWEyZKkiRJkqS+HLYgSZIkSZL6KXseSJIkSZKkvux5IEmSJEmS+vJSjZIkSZIkqR8v1ShJkiRJkvpzzgNJkiRJktSPPQ8kSZIkSVJfXm1BkiRJkiT1Zc8DSZIkSZLU1xJ7HkiSJEmSpH7seSBJkiRJkvqqJUuG3YQZM6erDSd5e5JHtPc3T3JGktuSnJXkT7rKlSRJkiRpNqjFNe3bbNVZ8QB4a1UtbO9/Avh4Va0H/B1w5GQrJTkwyfwk87n45g6bJ0mSJElSd2pJTfs2W3VZPOgdEvGoqvomQFWdBqw92UpVNa+qdqiqHdjqUR02T5IkSZKk7tjzYGq+nuSYJI8HvpnkXUk2SXIA8OsOcyVJkiRJ0gzqbMLEqnp/ktcDXwaeAKwGHAh8C9ivq1xJkiRJkmaD2TwMYbq6vtrCxcDbq+rsJE8BdgcuqarbO86VJEmSJGmollg8WLokBwN7AKskOQXYCTgNOCjJtlV1aFfZkiRJkiQN22yew2C6uux5sBewDc1whQXARlW1KMnhwFmAxQNJkiRJ0shy2MLU3F9Vi4G7klxZVYsAquruJEs6zJUkSZIkaegsHkzNvUnWrKq7gO3HnkyyLmDxQJIkSZI00hy2MDW7VNU9AFXVWyxYFdi/w1xJkiRJkoaulozO9+ZdXqrxnkmeXwgs7CpXkiRJkqTZwJ4HkiRJkiSpL+c8kCRJkiRJfS2xeCBJkiRJkvpx2IIkSZIkSeprlIYtpGp0dqZXkgOrap65o5Vp7uhmmju6meaObqa5o5tp7uhmmjvauSvTvq4ortj5qdP+wL35zy9MF21ZXnOG3YAOHWjuSGaaO7qZ5o5uprmjm2nu6GaaO7qZ5o527sq0ryuEWlLTvs1WDluQJEmSJKkDs7kYMF0WDyRJkiRJ6sAoTZg4ysMWhjXmZmXKXZn2dWXLXZn2dWXLXZn2dWXLXZn2dWXLXZn2dWXLXZn21dzRzRxmrgZoZCdMlCRJkiRpmC7Z5knT/sD95PMvXeYJE5M8DDgB2BS4GnhVVf12guX+BXgxTYeCU4B31lKKA6Pc80CSJEmSpKFZsmT6t+V0EPCjqtoC+FH7+AGS/CnwTGBr4KnAjsBzlrbhkSseJNk9yWVJrkjyoAPVYe7RSW5OcuEAMzdOcmqSi5NclOSdA8pdPckvklzQ5n5oELlt9twk5yX57gAzr07yyyTnJ5k/wNz1knw9yaVJLkmy8wAyn9ju59htUZJ3dZ3bZv91+366MMmXk6w+gMx3tnkXdbmfE50fkjwsySlJLm9/rj+g3L3b/V2SZIeZzuyT+6/te/l/k3wzyXoDyv1Im3l+kpOTbNh1Zs9rf5OkkjxiJjMny01ySJLre/7/fdEgctvn/6r9/V7UfpPReW6SE3r29eok5w8gc5skZ479e5Bkp5nM7JP7tCQ/b/8t+k6SdTrInfBvii7PVX0yOz1P9cnt9DzVJ7fr81Tfvxe7OFf12ddOz1P99rXL81Sf/e36PDVZbmfnqj6ZnZ+nVlRDKB7sCRzb3j8WePkEyxSwOvAQYDVgVeCmpW65qkbmBswFrgQe3x6IC4CtBpS9C7AdcOEA93cDYLv2/trA/w1if4EAa7X3VwXOAp4xoH1+N3A88N0BHuergUcMKq8n91jgTe39hwDrDTh/LrAA2GQAWY8FfgWs0T7+KvD6jjOfClwIrEkzeewPgc07ynrQ+QH4F+Cg9v5BwEcHlPtk4InAacAOA9zfFwCrtPc/OsD9Xafn/juAI7vObJ/fGPgBcE0X549J9vUQ4D1d/E6Xkvtn7f8/q7WPHzWI3HGvfwz44AD29WRgj/b+i4DTBnSMzwae095/A/CRDnIn/Juiy3NVn8xOz1N9cjs9T/XJ7fo8Nenfi12dq/rsa6fnqT65nZ6n+h3jnmW6OE9Ntr+dnav6ZHZ+nlpRb+c/+Yk13dty/o5u67mf3sfjljscuA24HTh0KtsetZ4HOwFXVNVVVXUv8BWaykvnquoM4NZBZPVk3lhV57b37wAuofkQ1nVuVdWd7cNV21vnk2ck2YhmXM7nus4atiTr0vwBeRRAVd1bVbcNuBnPA66sqmsGlLcKsEaSVWg+0N/Qcd6TgbOq6q6quh84HXhlF0GTnB+mUhWe8dyquqSqLpvprCnkntweZ4AzgY0GlLuo5+FDmeFzVZ9z/8eBv53pvCnkdmqS3LcCh1XVPe0yNw8oF4AkAV4FfHkAmQWMfZu2Lh2cpybJ3RI4o71/CvDnHeRO9jdFZ+eqyTK7Pk/1ye30PNUnt+vzVL+/Fzs5Vw3xb9TJcjs9Ty1tfzs8T02W29m5qk9m5+epFdWSmv4tyYFtr5Gx24G920zywzS9Z8ffHvDZt5oqwYP+/06yOc3fwhvR/P6em+TZS9uXUSsePBa4tufxdQzgRDUbJNkU2JamF8Ag8ua2Xa9uBk6pqkHk/hvNP3DL35lnego4Ock54//H7dBmwG+Az6cZpvG5JA8dUPaYfZjhf+QmU1XX01Q/fw3cCNxeVSd3HHsh8OwkD0+yJk1lfuOOM3s9uqpubO8vAB49wOxhewPw/UGFJTk0ybXAfsAHB5C3J3B9VV3QddYE3t52fz56JruXL8WWNP8vnZXk9CQ7Dih3zLOBm6rq8gFkvQv41/b9dDjwvgFkAlzEH78M2ZuOz1Xj/qYYyLlq0H/HTCG30/PU+NxBnad6cwd1rprgGA/kPDUud2DnqUneU52fp8blDuRcNS5zoOepFcmyDFuoqnlVtUPP7QFXs6iq3arqqRPcvg3clGQDgPbnRMWyVwBnVtWd7ZfC3weWOkR61IoHK6UkawH/BbxrXPW6M1W1uKq2oalW7ZTkqV3mJXkJcHNVndNlziSeVVXbAXsAf5lklwFkrkLTbfWzVbUt8DsmmOykK0keArwM+NqA8tan+QdnM2BD4KFJXtNlZlVdQtMt9WTgv4HzgcVdZvZpy4RV4VGU5P3A/cCXBpVZVe+vqo3bzLd3mdUWov6eARQpJvBZ4AnANjRFuI8NKHcV4GHAM4D3Al9tv2UblH0ZUKGT5tvLv27fT39N2ztsAN4AvC3JOTTdhO/tKqjf3xRdnauG8XdMv9yuz1MT5Q7iPNWbS7N/nZ+rJtjXgZynJsgdyHmqz3u50/PUBLmdn6smyBzYeWpFM4Q5D04E9m/v7w98e4Jlfg08J8kqSValmSzxkqVteNSKB9fzwCrXRu1zI6v9Zf8X8KWq+sag89uu9KcCu3cc9UzgZUmuphmO8twkx3WcCfzhW/GxLm7fpBke07XrgOt6enR8naaYMCh7AOdW1dInTpkZuwG/qqrfVNV9wDeAP+06tKqOqqrtq2oX4Lc04/YGZSpV4ZGS5PXAS4D92g8hg/Yluu9G+QSaItgF7flqI+DcJI/pOJequqkt7C4B/pPBnKugOV99oxq/oOkdNuOTRE6kHeb0SppLUg3C/jTnJ2iKqwM5xlV1aVW9oKq2p/kAcmUXOZP8TdHpuWpYf8dMltv1eWoK+9vJeWqC3M7PVRPt6yDOU5Mc487PU33eU52epybJ7fRcNcnvdiDnqRXREIoHhwHPT3I5zd/YhwEk2SHJ2PDvr9P8jn5JM0/gBVX1naVteNSKB2cDWyTZrP3mdB+aystIaiumRwGXVNURA8x9ZNoZiJOsATwfuLTLzKp6X1VtVFWb0vxef1xVnX4zDZDkoUnWHrtPM5lS51fUqKoFwLVJntg+9Tzg4q5zewzymzxoqp/PSLJm+75+HlOofi6vJI9qfz6O5h/247vO7DGVqvDISLI7zbCjl1XVXQPM3aLn4Z50f676ZVU9qqo2bc9X19FMLLWgy1z4wwe7Ma9gAOeq1rdoJiMjyZY0E7wuHFD2bsClVXXdgPJu4I+XsnouMIihEr3nqjnAB4AjO8iY7G+Kzs5VQ/w7ZsLcrs9TfXI7PU9NlNv1uarPvnZ6nurznur0PLWU93Jn56k+uZ2dq/r8bjs/T62oBl08qKpbqup5VbVFO7zh1vb5+VX1pvb+4qp6c1U9uaq2qqp3T2XbGc6XP91Jc8mXf6OZKf7oqjp0QLlfBnalqWLeBBxcVZ12Z0zyLOAnNBWjsbfZ31fVSR3nbk0zadJcmgLUV6vqw11mjsvflWam3pcMIOvxNL0NoOnydvwA31Pb0EwO+RDgKuCAqvrtAHIfSvNh/vFVdXvXeT25HwJeTdOV8jyaK03c03HmT4CHA/cB766qH3WU86DzA80fMl8FHkczy/Wrxk7uHefeCnwKeCTNDLvnV9ULB5D7PppLAd3SLnZmVb1lALkvopm1fQnNcX7LWG+irjJ7z/3tN3o7VNWMfpieZF93pekKXDRXiXlz/XGsepe5XwSObrPvpTk//7jr3Ko6KskxNO+lLj5MT7SvlwGfoPn34PfA22qGh9NNkrsW8JftIt8A3jfT34pP9jcFzVjmTs5VfTJXo8PzVJ/cT9LheapP7hvp9jy11L8XZ/pc1Wdf96XD81Sf3B/S4Xmq3zHu+Dw12f4uoqNzVZ/MLej4PLWi+ukmT5r2cXjmNZcOcvjflI1c8UCSJEmSpNngJxtPv3jw7GtnZ/FglWE3QJIkSZKkUTQDcxjMGhYPJEmSJEnqgMUDSZIkSZLU1yhNE2DxQJIkSZKkDtjzQJIkSZIk9TVKxYM5w26AJEmSJEma3SweSJLUSrI4yflJLkzytSRrTmPdbZK8qOfxy5IctJR1frY87Z1km7sm+dOlLPOWJK+b4PlNk1w4022SJGlltWTJ9G+zlcUDSZL+6O6q2qaqngrcC7xlKislWQXYBvhD8aCqTqyqw/qtV1V9P+Qvo12BvtutqiOr6gsdZEuSpB6jVDxwzgNJkib2E2DrJC8FPgA8BLgF2K+qbkpyCPAE4PHAr4FnAmskeRbwz8AawA5V9fYkjwaObJcFeGtV/SzJnVW1VpJdgQ8DdwCbA6cCb6uqJUk+C+zYbu/rVXUwQJKrgWOBlwKrAnsDv6cpeCxO8hrgr6rqJ+N3rG37nVV1eJLtgaPbl06egeMmSZJas7kYMF32PJAkaZy2J8EewC+B/wGeUVXbAl8B/rZn0a2A3apqX+CDwAltz4UTxm3yk8DpVfU0YDvgoglidwL+qt3mE4BXts+/v6p2ALYGnpNk6551FlbVdsBngfdU1dU0RYqPt+14UOFgAp+nKTI8bQrLSpKkaRilngcWDyRJ+qM1kpwPzKfpTXAUsBHwgyS/BN4LPKVn+ROr6u4pbPe5NB/wqarFVXX7BMv8oqquqqrFwJeBZ7XPvyrJucB5bfZWPet8o/15DrDpFNrxAEnWA9arqjPap7443W1IkqTJjVLxwGELkiT90d1VtU3vE0k+BRxRVSe2wwsO6Xn5dzOYXeMfJ9kMeA+wY1X9NskxwOo9y9zT/lyM/6ZLkjTrLBn/r/sKzJ4HkiT1ty5wfXt//z7L3QGsPclrPwLeCpBkbpJ1J1hmpySbJZkDvJpmuMQ6NAWK29t5E/aYQnv7teMBquo24LZ2ngaA/aayniRJmppR6nlg8UCSpP4OAb6W5BxgYZ/lTgW2ai/1+Opxr70T+LN26MM5PHDowZizgU8DlwC/Ar5ZVRfQDFe4FDge+OkU2vsd4BVtO549heUPAD7TDtfIFJaXJElTNErFg1SNUD8KSZJWQO1wiPdU1UuG3RZJkjRzvjL3idP+wL3P4stmZTHf8ZGSJEmSJHVgNvckmC57HkiSNKKSvB/Ye9zTX6uqQ4fRHkmStOKyeCBJkiRJkvpywkRJkiRJktSXxQNJkiRJktSXxQNJkiRJktSXxQNJkiRJktSXxQNJkiRJktTX/wd15m6aiU5g+QAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 1440x360 with 2 Axes>"
       ]
@@ -908,25 +896,6 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from cadCAD.configuration import Experiment\n",
-    "\n",
-    "# Create configuration\n",
-    "exp = Experiment()\n",
-    "\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": 17,
    "metadata": {
     "tags": []
    },
@@ -944,14 +913,40 @@
       "by cadCAD\n",
       "\n",
       "Execution Mode: local_proc\n",
-      "Configuration Count: 2\n",
+      "Configuration Count: 1\n",
       "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 11, 1, 9)\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: 326.79s\n"
+      "SimIDs   : [0]\n",
+      "SubsetIDs: [0]\n",
+      "Ns       : [0]\n",
+      "ExpIDs   : [0]\n",
+      "Execution Mode: single_threaded\n",
+      "[{'beta': 0, '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"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "list indices must be integers or slices, not str",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-16-bef6047fbb7f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\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      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\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     18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     19\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---> 20\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     21\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     22\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, configured_n)\u001b[0m\n\u001b[1;32m    132\u001b[0m             return single_proc_exec(\n\u001b[1;32m    133\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--> 134\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[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    135\u001b[0m             )\n\u001b[1;32m    136\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mconfig_amt\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# and config_amt < remote_threshold:\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, configured_n)\u001b[0m\n\u001b[1;32m     34\u001b[0m     )\n\u001b[1;32m     35\u001b[0m     result = simulation_exec(\n\u001b[0;32m---> 36\u001b[0;31m         \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[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     37\u001b[0m     )\n\u001b[1;32m     38\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36msimulation\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, simulation_id, run, subset_id, subset_window, configured_N, additional_objs)\u001b[0m\n\u001b[1;32m    249\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    250\u001b[0m         pipe_run = flatten(\n\u001b[0;32m--> 251\u001b[0;31m             \u001b[0;34m[\u001b[0m\u001b[0mexecute_run\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\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[1;32m    252\u001b[0m         )\n\u001b[1;32m    253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mexecute_run\u001b[0;34m(sweep_dict, states_list, configs, env_processes, time_seq, _run)\u001b[0m\n\u001b[1;32m    242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    243\u001b[0m             first_timestep_per_run: List[Dict[str, Any]] = self.run_pipeline(\n\u001b[0;32m--> 244\u001b[0;31m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list_copy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    245\u001b[0m             )\n\u001b[1;32m    246\u001b[0m             \u001b[0;32mdel\u001b[0m \u001b[0mstates_list_copy\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/simulation.py\u001b[0m in \u001b[0;36mrun_pipeline\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, run, additional_objs)\u001b[0m\n\u001b[1;32m    198\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mtime_step\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    199\u001b[0m             pipe_run: List[Dict[str, Any]] = self.state_update_pipeline(\n\u001b[0;32m--> 200\u001b[0;31m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    201\u001b[0m             )\n\u001b[1;32m    202\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mstate_update_pipeline\u001b[0;34m(self, sweep_dict, simulation_list, configs, env_processes, time_step, run, additional_objs)\u001b[0m\n\u001b[1;32m    174\u001b[0m             states_list: List[Dict[str, Any]] = self.partial_state_update(\n\u001b[1;32m    175\u001b[0m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_step\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[0m\n\u001b[0;32m--> 176\u001b[0;31m                 \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    177\u001b[0m             )\n\u001b[1;32m    178\u001b[0m             \u001b[0msub_step\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\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/simulation.py\u001b[0m in \u001b[0;36mpartial_state_update\u001b[0;34m(self, sweep_dict, sub_step, sL, sH, state_funcs, policy_funcs, env_processes, time_step, run, additional_objs)\u001b[0m\n\u001b[1;32m    118\u001b[0m         \u001b[0mlast_in_obj\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msL\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\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[1;32m    119\u001b[0m         _input: Dict[str, Any] = self.policy_update_exception(\n\u001b[0;32m--> 120\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_policy_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msH\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlast_in_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpolicy_funcs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\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    121\u001b[0m         )\n\u001b[1;32m    122\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mget_policy_input\u001b[0;34m(self, sweep_dict, sub_step, sL, s, funcs, additional_objs)\u001b[0m\n\u001b[1;32m     53\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     54\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 55\u001b[0;31m         \u001b[0mcol_results\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_col_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     56\u001b[0m         \u001b[0mkey_set\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreduce\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\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[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcol_results\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\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[1;32m     57\u001b[0m         \u001b[0mnew_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkey_set\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/simulation.py\u001b[0m in \u001b[0;36mget_col_results\u001b[0;34m(sweep_dict, sub_step, sL, s, funcs)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(f)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mpolicy_scope_tuner\u001b[0;34m(additional_objs, f)\u001b[0m\n\u001b[1;32m     37\u001b[0m             \u001b[0;32mdef\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\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[1;32m     38\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0madditional_objs\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 39\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\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     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/parts/system.py\u001b[0m in \u001b[0;36mdriving_process\u001b[0;34m(params, step, sL, s)\u001b[0m\n\u001b[1;32m     55\u001b[0m         \u001b[0mnew_proposal_ct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmedian_affinity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 57\u001b[0;31m     \u001b[0mexpected_request\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'beta'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'funds'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     58\u001b[0m     \u001b[0mnew_proposal_requested\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mexpon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrvs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mct\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_proposal_ct\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[1;32m     59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not str"
      ]
     }
    ],
@@ -975,7 +970,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -984,297 +979,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>network</th>\n",
-       "      <th>funds</th>\n",
-       "      <th>sentiment</th>\n",
-       "      <th>effective_supply</th>\n",
-       "      <th>total_supply</th>\n",
-       "      <th>fractionOfSupplyForVoting</th>\n",
-       "      <th>fractionOfSupplyInPool</th>\n",
-       "      <th>fractionOfProposalStages</th>\n",
-       "      <th>fractionOfFundStages</th>\n",
-       "      <th>simulation</th>\n",
-       "      <th>...</th>\n",
-       "      <th>age_all</th>\n",
-       "      <th>conviction_all</th>\n",
-       "      <th>triggers_all</th>\n",
-       "      <th>conviction_share_of_trigger_all</th>\n",
-       "      <th>percentageOfActiveProposals</th>\n",
-       "      <th>percentageOfCompletedProposals</th>\n",
-       "      <th>percentageOfKilledProposals</th>\n",
-       "      <th>percentageOfActiveFundsRequested</th>\n",
-       "      <th>percentageOfCompletedFundsRequested</th>\n",
-       "      <th>percentageOfKilledFundsRequested</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
-       "      <td>4889.60</td>\n",
-       "      <td>0.60</td>\n",
-       "      <td>14020.01</td>\n",
-       "      <td>22414.61</td>\n",
-       "      <td>0.63</td>\n",
-       "      <td>4.58</td>\n",
-       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
-       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[1, 1, 1, 1, 1, 1, 1]</td>\n",
-       "      <td>[72.9628948739454, 0.0, 0.0, 237.1959249033470...</td>\n",
-       "      <td>[inf, inf, inf, inf, inf, inf, inf]</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.43</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.38</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
-       "      <td>4912.02</td>\n",
-       "      <td>0.60</td>\n",
-       "      <td>14020.01</td>\n",
-       "      <td>22437.03</td>\n",
-       "      <td>0.62</td>\n",
-       "      <td>4.57</td>\n",
-       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
-       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[2, 2, 2, 2, 2, 2, 2]</td>\n",
-       "      <td>[900.3097153802602, 0.0, 0.0, 425.458455260418...</td>\n",
-       "      <td>[inf, nan, nan, inf, inf, nan, inf]</td>\n",
-       "      <td>[0.0, nan, nan, 0.0, 0.0, nan, 0.0]</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.43</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.38</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
-       "      <td>4934.45</td>\n",
-       "      <td>0.60</td>\n",
-       "      <td>14020.01</td>\n",
-       "      <td>22459.46</td>\n",
-       "      <td>0.62</td>\n",
-       "      <td>4.55</td>\n",
-       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
-       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[3, 3, 3, 3, 3, 3, 3, 1, 1]</td>\n",
-       "      <td>[1556.9753219873946, 0.0, 0.0, 810.60521531135...</td>\n",
-       "      <td>[inf, nan, nan, inf, inf, nan, inf, 5563.19335...</td>\n",
-       "      <td>[0.0, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.217...</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.44</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.38</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
-       "      <td>4956.91</td>\n",
-       "      <td>0.60</td>\n",
-       "      <td>14240.84</td>\n",
-       "      <td>22481.92</td>\n",
-       "      <td>0.63</td>\n",
-       "      <td>4.54</td>\n",
-       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
-       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[4, 4, 4, 4, 4, 4, 4, 2, 2, 1, 1]</td>\n",
-       "      <td>[2078.1711593471455, 0.0, 0.0, 1058.8147525782...</td>\n",
-       "      <td>[inf, nan, nan, inf, inf, nan, inf, nan, 4780....</td>\n",
-       "      <td>[0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.436...</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.36</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.38</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
-       "      <td>4979.40</td>\n",
-       "      <td>0.60</td>\n",
-       "      <td>14240.84</td>\n",
-       "      <td>22504.41</td>\n",
-       "      <td>0.63</td>\n",
-       "      <td>4.52</td>\n",
-       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
-       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[5, 5, 5, 5, 5, 5, 5, 3, 3, 2, 2, 1]</td>\n",
-       "      <td>[2491.844569600303, 0.0, 0.0, 1249.12643758267...</td>\n",
-       "      <td>[inf, nan, nan, inf, inf, nan, inf, nan, 4853....</td>\n",
-       "      <td>[0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.600...</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.42</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.38</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 43 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                              network   funds  sentiment  \\\n",
-       "6   (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4889.60       0.60   \n",
-       "12  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4912.02       0.60   \n",
-       "18  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4934.45       0.60   \n",
-       "24  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4956.91       0.60   \n",
-       "30  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4979.40       0.60   \n",
-       "\n",
-       "    effective_supply  total_supply  fractionOfSupplyForVoting  \\\n",
-       "6           14020.01      22414.61                       0.63   \n",
-       "12          14020.01      22437.03                       0.62   \n",
-       "18          14020.01      22459.46                       0.62   \n",
-       "24          14240.84      22481.92                       0.63   \n",
-       "30          14240.84      22504.41                       0.63   \n",
-       "\n",
-       "    fractionOfSupplyInPool                           fractionOfProposalStages  \\\n",
-       "6                     4.58  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
-       "12                    4.57  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
-       "18                    4.55  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
-       "24                    4.54  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
-       "30                    4.52  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
-       "\n",
-       "                                 fractionOfFundStages  simulation  ...  \\\n",
-       "6   {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
-       "12  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
-       "18  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
-       "24  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
-       "30  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
-       "\n",
-       "                                 age_all  \\\n",
-       "6                  [1, 1, 1, 1, 1, 1, 1]   \n",
-       "12                 [2, 2, 2, 2, 2, 2, 2]   \n",
-       "18           [3, 3, 3, 3, 3, 3, 3, 1, 1]   \n",
-       "24     [4, 4, 4, 4, 4, 4, 4, 2, 2, 1, 1]   \n",
-       "30  [5, 5, 5, 5, 5, 5, 5, 3, 3, 2, 2, 1]   \n",
-       "\n",
-       "                                       conviction_all  \\\n",
-       "6   [72.9628948739454, 0.0, 0.0, 237.1959249033470...   \n",
-       "12  [900.3097153802602, 0.0, 0.0, 425.458455260418...   \n",
-       "18  [1556.9753219873946, 0.0, 0.0, 810.60521531135...   \n",
-       "24  [2078.1711593471455, 0.0, 0.0, 1058.8147525782...   \n",
-       "30  [2491.844569600303, 0.0, 0.0, 1249.12643758267...   \n",
-       "\n",
-       "                                         triggers_all  \\\n",
-       "6                 [inf, inf, inf, inf, inf, inf, inf]   \n",
-       "12                [inf, nan, nan, inf, inf, nan, inf]   \n",
-       "18  [inf, nan, nan, inf, inf, nan, inf, 5563.19335...   \n",
-       "24  [inf, nan, nan, inf, inf, nan, inf, nan, 4780....   \n",
-       "30  [inf, nan, nan, inf, inf, nan, inf, nan, 4853....   \n",
-       "\n",
-       "                      conviction_share_of_trigger_all  \\\n",
-       "6                 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]   \n",
-       "12                [0.0, nan, nan, 0.0, 0.0, nan, 0.0]   \n",
-       "18  [0.0, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.217...   \n",
-       "24  [0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.436...   \n",
-       "30  [0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.600...   \n",
-       "\n",
-       "   percentageOfActiveProposals  percentageOfCompletedProposals  \\\n",
-       "6                         0.00                            0.00   \n",
-       "12                        0.00                            0.00   \n",
-       "18                        0.00                            0.00   \n",
-       "24                        0.00                            0.00   \n",
-       "30                        0.00                            0.00   \n",
-       "\n",
-       "    percentageOfKilledProposals  percentageOfActiveFundsRequested  \\\n",
-       "6                          0.43                              0.00   \n",
-       "12                         0.43                              0.00   \n",
-       "18                         0.44                              0.00   \n",
-       "24                         0.36                              0.00   \n",
-       "30                         0.42                              0.00   \n",
-       "\n",
-       "    percentageOfCompletedFundsRequested  percentageOfKilledFundsRequested  \n",
-       "6                                  0.00                              0.38  \n",
-       "12                                 0.00                              0.38  \n",
-       "18                                 0.00                              0.38  \n",
-       "24                                 0.00                              0.38  \n",
-       "30                                 0.00                              0.38  \n",
-       "\n",
-       "[5 rows x 43 columns]"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.head(5)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40cb39b4d0>"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep','sentiment')"
    ]
@@ -1288,32 +1004,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40ca3aa4d0>"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['funds', 'candidate_funds'])"
    ]
@@ -1327,22 +1020,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 612x792 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "affinities_plot(df)"
    ]
@@ -1356,32 +1036,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f40ca2fc5d0>"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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WtVvNXY0GiVKq0wo0hJn+2BqCjRHEidCjogDLiYaE7UqjpucYjOUCIKduOyetf4aGrH7U9DwBy4lgxEIcmyGlnyTz2+j0NEiUUp1SJGwza9JavBWNWJbhxDWT6V2zbr9zGjL7sXnkNTRm9uPkgkmE3VmU9T+TUcVvN3f3S7WQBolSqtMxjmHe8xspK/ZiuWDkxin0rlnHlmFfJ6uhDCG6U2GWfw/jC54k4krDiEXx8Cs5ftMrGiJtTINEKdXpLHl3C8UrKhBLGLztg337gPStWr3fEu4G8GYPJcUJsX3olziuaIrOSE8ADRKlVKdSMH8Xq+buQCzoU/Y5x26dGt0HpKHsoH1ABMjz7cC23BxXNAWXE05O0V2cTkhUSnUa29ZU8unrRVguIbdmM2M2vYQnbyQRVxq9ajce8nUuJ6whkkAaJEqpTqF8Wx0fPL0esYT0+jJOXvcf/Bm9qOlxPIP2LEl2ed2aBolSqsPzVvqZ8cQajDG4g3WMW/MEjuVm5+CLGF4yM9nldXsaJEqpDi3gCzPjsdWE/BGsSJCxq58gNexjy4grGb35TR2B1QFokCilOqxIyGbmk2vxVvkRHMasfZoc3y4KR13H6M1vYhk72SUqNEiUUh2UcQwfPr+BPVu9iMCxG16jd816No/8JiNKZpBiB5JdoorR4b9KqQ7BGMPS97ZSUlAFBiJhh7oqP2IJQ7a+z6CyRewYcgkD9iwjPehJdrmqCQ0SpVSH8PnMElZ+sH2/lXvFEvqULWPktmmU9zmVrPpSchpKk1ekatYRb22JSJaIWLGvR4vIFSLiTnxpSqnuYuPi3Xw+YxtiSXQ6euxXXnUhYza9TG3esdiWm16eTckuVTUjnhbJAuA8EekBzAE+B74N3JjIwpRS3cPODTV8/HIhlktwNdaSV78DAJcdYnTRFPwZffD0GMXwktlJrlQdSjxBIsaYRhG5A3jSGPN3EVmd6MKUUl1f1a56Zv+nALEg1VfFhBV/JzXs2/d8MDWX0kHnM2rzG0msUh1JXEEiImcRbYHcETvmSlxJSqnuwFcbYMbja7Bth5RQI+PXPI4Yw+Zjrya7LrpToREXxxa/pXNFOrh4guTnwH3Au8aY9SIyAvg4sWUppbqyoD/C9MfX4K8PY5kwJ61+krRADYXHfYfjil7F5USO/CaqwzhikBhjPgE+afJ4K/DTRBallOq67IjD+/8poHZ3A2LB8WufI69uG4Wjr2dU8dsaIp3QIYNERKbT7M7HUcaYKxJSkVKqyzLG8PHLm9i1qRbLJYwofIu+VavZMvwbDN0xF3ekIdklqhY4XIvkn+1WhVKqW/hsxjYKl+7BsoSB2z9i6K6P2DXwPPpUriEzUJXs8lQLHTJIYre0lFKqxapLffhqg0B0hNbymSWIJfQoX8Wo4rep7DWWtEAtub4dSa5UtcYR+0hEZBTwV2AMkL73uDFmREsvKiL/A3yP6K2zAuA2YAAwBegFrAC+a4wJtfQaSqnk2ry8nDlPr9/vmOUSsmq2cNLG56nLGUowLZ/Buz9NUoWqrcSzaONzwCQgAlwEvAi83NILisggop31E4wxJxEdSnw98DfgEWPMsUAtXww1Vkp1Mrs3e/jwuQ2khevIbNiz73hqfTnjCp4imJpHVZ9xGiJdRDxBkmGMmUd0YuJ2Y8z9wNdaed0UIENEUoBMoAy4GHgr9vwLwFWtvIZSKglq9zQwa9JaUoL1nLHsT0z8/AGO3/QSWb5Sxhc8CQLbj/kyI7ZOT3apqo3EM48kGFtra7OI/BgoBbJbekFjTKmI/BPYAfiJLruyAvAYY/aO+9sFDGrpNZRSydFYF2L6Y2uINPg5Y/nfqew9jvRANf3LP2fgnqXYlpvC467nuMLXkEMPClWdTDwtkp8RbTX8FDgN+C5wS0svGFuz60pgODAQyAK+chSvv1NElovI8srKypaWoZRqY+Ggzcwn1tBQ3cj4lY/QkDUAd9hHT08R4ZQMavNHs3nUtxi1+R2dK9LFxDMh8fPYl77YelvZxpi6VlzzUmCbMaYSQETeAc4B8kUkJdYqGUy05dNcPZOByQATJkzQH2mU6gAc22HO0+uo2F7HSeueBsCf3pMhpQsASAv7SPMU0cNTlMwyVYLEs4z8qyKSKyJZwDpgg4j8qhXX3AGcKSKZIiLAJcAGosuuXBs75xZgaiuuoZRKIMdx2DG/gB0bqti5sYb5rxRSUlDNyC3vkuPbRWXfU/aFiOr64ukjGWOMqRORG4HZwL1E+zT+0ZILGmOWichbwEqiI8FWEW1hzASmiMgDsWPPtOT9lVKJN+/XUyjy9Ae+uL08cPdCBpQtZcuxV3H8pleTV5xqd/EEiTu2kdVVwOPGmLCItOqWkjHm98DvDzi8FTijNe+rlEq8pf94lyJPf3rWbGBQ6ae4Iw3Y4ibPW0xRbNFF7UjvXuLpbP8PUEK0U3yBiBwDtKaPRCnVSW14+SNWFOeQU1dCSqiOXtUFiGOT01BK8ahv6aKL3VQ8ne3/Bv7d5NB2EbkocSUppTqKLVOXsHzmVhwT3RHEQ08yA9VErDRO2vQSAHn1JYRTMhixbZouuthNxdPZniciD+8dcisiDxFtnSilurDdC9cxd0YtdeFMQo1hQo1hsn27CLmzOWv5A/ud6474SQ1riHRX8fSRPEt0tNZ1scffJbpsytWJKkoplVy1hTuZ9VwxLseAMZy+4kHdpVAdUjxBMtIYc02Tx3/QPduV6rr8VV6m/30xEckh1fZyxvK/aoiow4qns90vIufufSAi5xBd2kQp1cVEAkGm/XoGvpSeZDZWcOrqR3E54WSXpTq4eFokPwBeEJE8QIAaWrFEilKqY3Ich9l3v0mVNZA8TzGjtrxNWsib7LJUJxDPqK3VwDgRyY091qG/SnVBC+5/kx2hgeTXFjFo96fk1utmUyo+8Yza6iUi/wbmAx+LyKMi0ivhlSml2s2Kx2awvqIPeZ5i8jzF9KtcmeySVCcSTx/JFKLrIFxDdC2sSuD1RBallGo/RW9+yrKCNLLrd2DZfkZun5nsklQnE0+QDDDG/MkYsy326wGgX6ILU0ol3u6F6/hoTj3pgSqCqXmcUvBUsktSnVA8QTJHRK4XESv26zrgg0QXppRKrH1zRSJBbCuNc5f8OtklqU4qniD5PvAqEIr9mgLcJSL1IqId70p1Qo0VtUz7+xIikorLDnDWZ7/XuSKqxeIZtZXTHoUopdpHpDHA9N/OosHVlyxfKePWTdKFFlWrxDOPBBG5Ajg/9nC+MWZG4kpSSiWK4zjMuuctqqyB5HqKOa74LdJCemNBtc4Rg0REHgROB16JHfqZiJxjjLkvoZUppdrcJ//3BjvD0bkig3cvIMe3M9klqSZqs+DFSywa0o987rlVPkYmvqS4xNMi+Sow3hjjAIjIC0R3MNQgUaoTWfHv6Wyo6hubK1JE38pVyS5JNRFww4PXuSjtBUMqj3x+mcuX+KLiFNetLSCf6NIoAHkJqkUplSCFry9g2fp0sn07cEUaGLl9drJLUk3YAo9802J7X7hztsMrF1kE3Id/jTN6YPsUF4d4guQvwCoR+ZjoWlvnE923XSnVCZQuWMvHH/pID3oJunM5Y8Xfkl2SasIAT19msWqkxc0f2rxxnkV95pHH0Bmr44yzO2yQiIgFOMCZRPtJAO4xxuxJdGFKqdYJen0seWgmG8tySYkEiLjSda5IB/TeWcK8Uyy+sdThk7EWNbkdJyDiddggMcY4InK3MeYNYFo71aSUagXHcVg7+QOWfx4g6O5Drm8rwbQeOlekA/r0ROG1C12cvcFhWz/Y3q9z/g3Fc2vrQxH5JdH1tfbtpWmMqTn0S5RSybB9znIWvrEZT0o/MkO1ZAXqGVz6Cf0rlie7NHWAdUOFJ79mccIOB3cE1g2PZ354xxRPkHw79vuPmhwzwIi2L0cpFa9wQ4B5v38bn88AELGFatcA3E4GeZ5iMhrLOaHoVW2FdDAGWDVS+PcVFgNqYcxO4e1zOvffUjwz24e3RyFKqfg5EZuZd79JqT2IzMY90U8nID9URDAtj3EFT5JiB5NbpDrIzt7ReSJrRlgMqDZ8eRU8e2myq2q9eCYkpgM/BM4l+r/rp8BTxphAgmtTSh3CR799nVJ7EPm1RQwsW0i+dwsAKRG/BkgHUZMNUy6w+HyU4MQaHIE0yAjCDfNtdvSG5y61QDp3awTiu7X1IlAPPBZ7/B3gJeBbiSpKKXVoy/75LoWe/uR5NtOruoD+FSuSXZJqIpQCM84Q3j3LwrbgrI2GlFiSZAYNaWHhnbMtgqmdP0D2iidITjLGjGny+GMR2dCai4pIPvA0cBLRVs7tQCHRDv1hQAlwnTGmtjXXUaqr2fDyRyzfnENOfQlpgRqO2fVRsktSMQZYcoLw8kUWVXnC6UUOJ+wUpp4peLP2hkbXCY+m4gmSlSJypjFmKYCITARaOwTkUeB9Y8y1IpIKZAK/BuYZYx4UkXuJTnq8p5XXUarL2PHhSj75JEhmoIZwSganb3ox2SV1a0WDoHhANBiMwNLjLQoHC8eUG765xGHOKcLno7tmcBwoniA5DVgsIjtij4cChSJSABhjzMlHc0ERySM6O/5Wom8QAkIiciVwYey0F4juEa9BohRQtXYrH7y2C7cdJuTO5rzFurhEslTkwcsXWSw9Yf/hunkNhpvnOWwYAv+9TLpE30e84gmSr7TxNYcT3ff9OREZB6wAfgb0M8aUxc7Zg27nq7oxz+ZdfPrYfMLh6OPaUBYOblKcCOcu+78ueoMkeSIWvHaBRXn+4c+zXbBmuOBy4OpFNr50oSr3i+dfvUCIpHS/v514hv9uT8A1TwV+YoxZJiKPcsDaXcYYIyKmuReLyJ3AnQBDhw5t49KUSj5/lZdpDy6iwepNWtADgGUaSDOGU1c/ihVdiFu1EQM89VWLBWMtBlc2+7Gzn3M2GAbWCtPOsGjI6H6h0Zx4V/9tS7uAXcaYZbHHbxENknIRGWCMKRORAUBFcy82xkwGJgNMmDDhyH/rSnUikUCQ6b+egS+lL9n1pRy3eQopET8A6YEaLKM7Gba118+PhsjVi2xWjbCoPML65kuPly414qotHDJIRCTNGNPmA9KNMXtEZKeIHGeMKQQuATbEft0CPBj7fWpbX1upjsxxHN6/500qrYHkeYoZteVtcut3HPmFCoiuLrunJ9ixrou0MPT1HnxeVS74U6NfFwwT3jnH4oK1DhuGWGwboAHREodrkSwBThWRl4wx323j6/4EeCU2YmsrcBtgAW+IyB3AduC6Nr6mUh3agvvfZHswunvhoLKFGiJHoWggvHCpi82D9g+CMzY5fPdjh36eaCf5KxdaLBmzfyf52G0OIZdh09DOu9ZVsh0uSFJF5DvA2SJy9YFPGmPeaelFjTGrgQnNPHVJS99Tqc5s5eMzWV/RhzzPFnK9W+inkwzjUpUDr15ksfBEi3yf4dsLHDxZ0UCozYY1I4SVx7o4rdiw8lhBDFyxxCGUamEAy0B9urDwJA2R1jhckPw/4EaiuyN+44DnDNDiIFFKfWHzW5+ydG0q2Q07sCIBji2ZkeySOryAG6adaTFtomCIhUMKvHWOYLu+OC89AMMrYfko4cxNhmMqohMEGzKavpvezmqtQwaJMWYhsFBElhtjnmnHmpTqNnYvXMe8D+pJD3oJpObp7oVH4AALTxJeudCiNkc4c6PDqDLhvTOl2V0FA+nC5kHQx2MoHiAsOlFDIxHiGbX1koj8lOgkQoBPiC7aGE5cWUp1fbWFO5n1XDEux2BbaZynuxceVuEgeP5SF1sGCsP3GK5d5DD7NGHpCUcOh8p8DZBEiidIngTcsd8BvgtMAr6XqKKU6uoaK2qZ9vclRCSbVNvLGcv/2u1vsGzvA69cZFHSzC6BBvBmCz3qDbfOdVgzrPvNHu/I4gmS040x45o8/khE1iSqIKW6ukggyPTfzqLB1ZcsXynj1k3C5XTfBn5dBkw532LeeCErCKdtNjjN9H33qjcE3PDSxYLt0gDpSOIJEltERhpjtgCIyAjATmxZSnVNW6YuYfG07dS5B5DrKWZ08VukheqSXVbS1GTDb2524cmGL680ZISFWROEkFuDojOJJ7jcHroAACAASURBVEh+RXTp+K1EhzccQ3Teh1LqALsXrqN0+dZmn9tZWEeZGUiqk0qudytDS+eT69vZzhV2HP5U+Ot1Lhoy4K7ZhinnCzW5GiCdUTxrbc0TkVHAcbFDhYmY8a5UZ+bdUsqCRz9mR7A/SHaz51i2m/y6IsIp6Zyy5lFcTvdd7iRiwcPftNjZB+6a7fDslywCaRoinVVca23FgmNtgmtRqtMJ+fwsfWg6G3bl4Ehf8uqK8af3JreuubVOhVFb3yEjUN3udXYkBnj6sui+5bd8aDPlfA2Rzi4ZizYq1ek5jsP65+by2eIGAu7e5Pq2EUzNZXTx2+T4diW7vA7t7XOEj8ZbXLHE4aNx0fkgqnPTIFHqKEUaA7z3P29RLgPJCAfJDuxkYNkiBu5ZkuzSOpSabHj0ShejSg1XL3bIDMH8scIb57s4d51D8QDY2UdDpCs4YpCIyDxjzCVHOqZUd+A4DjPveZNyGUR+7WZSgzWcuOnFbj8H5ED+VPjbt1zs6g2bhgjzT3Zx8RrD9InCiSXR/VQ2DNP1rbqKwy0jn050L/XeItKDLxakyQUGtUNtSnU483/3BrvCg8ivLWJI6Xz6VOmUqgPZAo9cZbG9L9w522HaRIsUB94722JIpWHUbuG9szV6u5LDtUjuAn4ODCS6He7ev/k64PEE16VUh7Bt5jJqt1UB4CmrY2N1P/I8xfSo2agh0oy9HemrR1rcMtfm9fO/6AMZtsfh+J3w3lkaIocixnBBo59c58i7YDak1LdDRfE53KKNjwKPishPjDGPtWNNSnUIq5+azaLVacDepWIzyKkrwR2qY/jOOcksrcN692xh3inNd6SX9Lco6Z/E4jqB/63xcGtdfAHxtuM68kntJJ55JI+JyNnAsKbnG2NeTGBdSiXVlqlLWLzSRXbDLsLuDLLqdwOQ3bCTY0tmJrm69lPaE2aebhFp5jMrLQKXrXAYHBvNvOBEYcoFLs5Z77C1P+zsqy2Po/Edbz231tXzRk42qcYhwzn8TuKjrax2quzI4ulsfwkYCazmi6VRDKBBorqkPUs38uH0GtLCPvzpPblg0a+SXVJSVOfAn26IzjzP8h/8vC8D5p7i4kurDCduN0z6msWY7Q4uB9YN1470o3FRQyP31NQyPyODXpEIl/gDR35RhjvxhcUpnuG/E4AxxpjDx6NSnVTV2q188O9lBJ3oP8yQlYnlhHEkhfMX3Z3k6pKjMRUe/JYLfxrcMcfw9tnRDaSayvNBj0aYe4rwwWkWgysNx+8S3jlHWyJHY2wgyN8qq1mfmsoaBjHPcwt/oPnVEZq6oW4NP2iH+uIRT5CsA/oDZQmuRal259tVyfRHVxIihyx/9H/xVFNDKDWH01f8jYM/Pru+iAUPXW2xqzfc+b7Ds5ceeuZ5ZQ/IqzeM2mM4Yafw0kXd78+rNQaHwzxWXkm1y8W0jP7MKv8JQVI501qPOcKgcl8HWmEnniDpDWwQkc+AfWtsGWOuSFhVSrWDkM/PtPvn4nf1IrOhnJMLJuGONHMPpxsxwOTLLQqGW9w2J77lS7w5wvIcWD4KdNva+OXbNpP2VOICnsrtw6qyu6glhz+6n+fe8PeIHOHjeUR2Fh3lpms8QXJ/ootQKlH8VV6Kpy7FDh88nHLL6mpqXf3JrSvhhMKXu32IALx1rjD/ZIurFjvMPUWXL2mtXrbN6f4AzfUY3VBXT3/b5k+9erNj93fZZIbyV/fT3B+++Ygh0tHEM2rrk/YoRKm2ZIcjrHxiFqsLIOQ+1P3mgeR7ijhmxxyyGsvbtb6O6OOxwpvnuTivwKFoEOzS5UtaLNUx3FRXz/c9XrIP0b0cAR7o2ZPGsqv41BnP71Je5OHwtfjIbN9i20A8o7bqYd+N4lSi2+42GGNyE1mYUi1V/N5iFk/fSb27D1nBUtyBWlLDPjigv8OIxZDSBfSq3ZicQjuQtcOEyZdbnFTi4AhsOKbzjboaFwgy0R9gak4W5SlJ+oneGC5t9POLmloGR2w+yUhnVUYGxwUPHoUVRkivvIDn7Yu4yzWNN+0L2UOvJBTdevG0SHL2fi0iAlwJnJnIopRqiaq1W1kwaXFs8yg3ud6t5Hk2M2rbtGSX1qGV9I12rg+sgVG7hXc72fIl/SMR/qfGw1cbGgH4nreOZ/NyeT4vh4DVfoF4fDDE3TW1nB4IUux288de+VxTX8fPa2qbPf9d+xyeCn+LK6xFFDjD2WSGtlutbe2oYjs2BPg9Efk9cG9iSlLq6PirvCz650yKanojphf5dUVEXKmcuvpRLNOBhrZ0QNU50WG+6SG4dDU8d2myK4pfhuNwu7eOW73RmeDP5OXQw3YYFQ7zI4+Xa+p9/KtnPrOyMjFy+HCc4A/wQ4+X3nbLdxE/JhzBa1k81COfk4JBflddfcihB4vtMdwdvouJ1gZSTITFZmyLr9sRxHNr6+omDy2i80rimC2jVGLZ4QgrH5/J6nVCyN2fvLpiGjP6cELhS2QEapJdXofXmAZ/uS46V+S2Dw1PXS5whA/cjkCM4Wu+Rn5e66GfbTMnM4O16enc4fHSI7ZG1U6Xi7Bl8WBlNTfU1fNQz3y2uw+ewNfDtvlxrZdLG/2UuVwUpKW2eNzZJxkZOAg/9nhIO8wo6EJnMHeF/4djZA9nSCGPOd9s4RU7jnhaJN9o8nUEKCF6e6tVRMQFLAdKjTFfF5HhwBSgF9FFIr9rjAm19jqqayp+dzGLZ3zRD5ISrOeYHXPoXbM+2aV1eAZYNVJ48RKL8vzoXJFnvmThWB0/RMYFgtxTXcvYUIj1qan8p0c+3/HW8eXG/W8fDbFtjG2zye1mcDjCi2UVh3zPRhEm5efSJ2Jzla8hoeOlyk0+t4XuJoMQN6XM4/7wzQm8WvuJp4/ktgRd+2fARqLL0gP8DXjEGDNFRJ4C7gAmJejaqpOqWrOFBU8tocwMJM1OIbdR+0GOxu6e8NyXotvc9q8xfP8Dw2sXWARTO0aIDA+FGRUOH3RcjOHiRj9fbWikwuXiwZ49OLuxkd9VHfr2kQDHh8OEgYUZ6ex0px40vdQB6i2LG+u85B5hbauWqDE5LHOOx8HCAE9ErsRLFn9wv8C94e/RVebdxHNrazDwGHBO7NCnwM+MMS3eTzT2nl8D/gz8b6wT/2LgO7FTXiA6f0WDRAHRfpCF/5zJ5qb9IJZb+0GOQnk+/N9NLiIuuH6+za5e8J/LrSP2H7SHnrbNj2qj/RqHWtM2IMJ/83LIcuAXNbXEu9KUGzjXH4B41q9qIyHj4kX7yzwauZp6vlhcMYUIf3E/0ynnihxOPN/Jc8CrwLdij2+KHftSK677L+BuYO+IsF6Ax5h9nwi70M2zupVQXQPLn3gfb+XB/9iNMZTW5e7fD7LpJTKC2g8Sr/qMaH+IbcHNHxmeu7TjtEKuqfPxi5pa0o3h9ZxsQiL0iRz8w0HYsvhWfQP5cezVkSzGwEfOKfw5ciNbzUDOs9ZytrWBDc4QAFKJ8Pfw9Z1yrsjhxBMkfYwxzzV5/LyI/LylFxSRrwMVxpgVInJhC15/J3AnwNChnXe4nIpyHId1z8zh86V+Au4epIQbmj0vPVBDSqieYTs+oFfNhnausnMLueDv17ioyoM73zdMvkwIuztGiHyj3sf91TUsS09jflYWt3q89GvFyKlkKnQG80DkJj51TmaE7ObPKc/yln0ef4tcn+zSEi6eIKkWkZuA12KPbwCqW3HNc4ArROSrQDrRPpJHgXwRSYm1SgYDpc292BgzGZgMMGHCBF0hrhPbOW8Vn762kdqU/mSEa8kK1NG3ajWZ/sqDznWHG+hZuykJVXZue/Lh6a9YFA4Rvj/b4cWLO06ITPQH+ENVDZ+lp1HucnFPdedpYe4xPXg4ci1rnZFAdADDZjOYHBq5O+U1NtpD+U3kNrpKH8iRxBMktxPtI3mE6J/XYqDFHfDGmPuA+wBiLZJfGmNuFJE3gWuJjty6BZja0muojidU10CkIXrbqrHSy+L/LmZneCBuJ4s8TzHp/krGFL7cTf7ZtZ2wC4LNdBaEXdENqWadLrgcuGWuzbSJFvWZHeNPeFQoxCPllWx3u1mTns73Pd5kl0TIuPCTfthzwrh41b6ESZFvEMHFudY6XLFtms6x1pNBkH9HriZAWnuU3GHEM2prO9AeK/3eA0wRkQeAVcAz7XBNlWD+Ki+LH5pFUXVPHOuLTzxx+pLvLcKf1pNxBZNIsXVq0tEIpcCMM4R3zzp8X8d5BQ6DaoQ3z7NoTO8YIdIvEuHJPZX4LYs3c3K4tyb5LZEiZxA3hH5LNXlxnX+Z9TkTXEU8Ff563K/pyuIZtfUC0VFantjjHsBDxpjbW3txY8x8YH7s663AGa19T5U8kUCQLVOXEQlEp//U76mnoMgi5O5HXt0WooMtQQw0ZvRidPGbZDfsTmLFnY8BlpwgvHyRRVWeMKHIoZ8H7GaGOvWsh49OFj4dm6QAMYbjQmFK3Sn4YkuVZDkOT5RXku04PNi7J7+vPPTw3fZSbvK5NXQPFoYfuKbSSMZhz+8vtUy1z+KD8OntVGHHF8+trZP3hgiAMaZWRE5JYE2qE9r02nyWflhJg7sX7Fs0Oy82WdDH0J1z6VNdkMwSO73iAfDCpS4KBwtDKwzff99hzinC8tHJ/ig+2OhgiHtqajkjEKTasni8Rz7TsrN4uLyKEaEwf+zdk/uqauIewpsoPpPO7aFf4SGbP7qf577w9wh3oWG57SWePzFLRHoYY2oBRKRnnK9T3cCepRtZ8NwKKmUg6RHIbdwaHQOJAYQetZsYuX1WssvsdCry4MPxFqHYv7TqXFh2vEVug+G78xw2DYb/XtbxljRJMYb7qmu5tt5HnWXxVF4uF/n9/L66hp/Vesh3HP7aswc/qfWSlYTdu8tNPq9ELsUX6wtZ7Rwb3Qck5Wn+EL5ZQ6SF4vlTewhYEusMh+h8kj8nriTVGfh2VbLwkTls9fXFsnuQX78ZccKMWzcJy3Tccf4dnT8V3j3LYsYZghFIjU2ncDnwtWUOCLx2gRBJ6VgBAoAx/Kmymq83NPJqTjZ+sbi1rp50Y9jsTsFt4JXcHL5V76NvOw/xDRg3z9hf5YnIlQRIJTO2XKAbm9+lvMTDkWup72JzO9pTPJ3tL4rIcqIzzwGuNsboQP5uKhII8vm/ZrK2OJWIqx953i00ZA7gxI3PkhaqS3Z5nVrxAPjbtS682cK56xyGVAtLR4OJZcb8k4WGjPYNkLMb/fzQ48XdTOvBLxav5uUwJzMDRPhJrZevNzTyZH4uX2loZET4i0mFo8IRbODbdfX0TsCEwrCJjqZ6xz4Xu5m58eUmn0p68CVrORNdhUyLnLnvvH9FrsGzb260aom42nGx4NDw6MYcx6Fwyicsm1dFg7sXOf4dRFzpjNw2nXzvlmSX1+ntyY8t5x6GO2c7TD9DWHhSclsdY4JBHqmoosblYqv74I+KwZEID1VUsSItjeUZadzpreOd7CzObAzsFyJ7uSAhITLfPpkHIjdRbAYzVrbSRzwHnTNIKjnftY5XIhfzQHhCm9fQ3ekNQXVEe5ZsYMFzq6i0BpAeMeT4S+hTsZJhu+Ylu7QuoS4D/vptF44F31xsmHy5JH39q0Hh6BBdj2UxJTeXX9TUHDS6ygAbUt2MCIc5LRhkYUY6WY7DqaH2WbS72BnIA5GbmO+MZ6iU86eUZ5kaOZuPTfNjgT5wdFBoomiQqEOq31XJwofnsK2hLy4nj3zvZsQOMX7dJOSgdVRVSwTc8I9rXVTlwvffN/z3suSHSL5t82R5BSnAoz168PuqqmaH6AowJhQmCMzPyKDSlcK3fPUJr89jsvhX5Bpesr9EJkF+4XqDbaYf/xe5FUPn2yK4K9AgUQeJNAb47N8zKShOJ+LqS553Kw2ZAzhpw9Oxvc9Vaxlg0RjhlQstanLhe+87vHSxldTlS1zGcE29jx/Vesl2HP7Quxe/ra4+5Gq8e6UBF/r9Ca8vbFy8Yl/CI7GO8eus+fSzapkUuYLGI8xIV4mlQaL22dsPsnReNY3unmT7d2BrP0ibKx4Az1/qomiwcEy54ZolhnfPSu7yJWf6A9xdXcuocJgVaWnMzs7mFzW1ZLTjEF3HCNOdM9ngDDvoOYMwzzmFLWYQZ1nruNxazn8iX6PU6dNu9alD0yBRwIH9IA45/hL6li/nmNKPk11al1GTDa9eaLFgrEWez3DLhw7rhsLkJM4HOSYc5hc1Hi5q9FOa4uKBXj25zOfjt9WtWZf16H3uHMefwjex1owklTAWB3fKD5IqHkh5lncjZ/N/zq3tWp86PA2Sbi7aD/IBWxv6k2LnkVdXhGUHGV/wH+0HOQQHePlii8LBR/fhv6MPOBZ8Y6mDLfDKhcmbD5JrO9zl8XJDXT1BER7Pz2NgOMJ91TVHvJXVlhwj/CZyB6/ZF9OPGu5PeYEl9gnsoedB50Zw8TvtB+mQNEi6qUhjgM8enUnBlvR980F8WQMYu/4Z7Qc5gpcvtpgx0eL4nYbUcPxhe9ZGGFolvHemUJeVnABxGcO1sX6QPMdhanYWpSmp3Or1kJ2EmeYPRm7gNftibnW9j20sHojc2KV2Duwu9G+sm3Ech8LX5rP0oxoa3T3JadxOOCWTY7dOJa9uW7LL6/BmTRBmTLT48gqHLf2FTSM6z0/HbmOYtKeCiYEgK9LSeD87i5u9Xr4ZaX4zsUR7IfJlJttf50brQ1bbI1nNqKTUoVpPg6Qb2b14PZ8+v5qqJv0g/SqWM3SX9oMcyo4+UJsdbT2U9YAXLrU4bbNDdQ5sGdQBlyk5BDGGByqrmRgI8o+e+VzY0MhvkriR1Fz7VP4QuZmLrZVUmjwNkU5Og6QbqN9VyacPf8C2Jv0grkiAcesmaz/IIVTkwcsXWSw9Yf8Wx8jdht518MFpnaclAvDTWi9fbWjkifxcrq33MbyZmeftZbUzkp+Ef8KJUsIQqeAF5ytJq0W1DQ2SLkz7QeITsWDOqUJdbPhtXQZ8crJgOfDNRTa+dKKbRxkIp3SuEBFjuLmunu9563g7O4uzGgPtFiI+k84M+0xOtrYyxtoBwHanL3eEfklv8fI11zIejNzQLrWoxNIg6YIcx2HTq/NZ9vGB/SDvkVdXkuzyOhQDTP6KxfxxFpYTbZ1ZDkwsNAytFKZNtNp9ocS2ckogwD3VHk4MhZifkUGObbfL8iWOEd6yz+cfkeuopAeCw/Wu+dzums2d4f/FxsWPU6ZxX7jVe+OpDkKDpIsJen1Mu/s9KmQg6RGbbP92+pd/xpDS+ckurUN6+xxh/jiLqxY77OwDvth2tIWDhUUnduwAOS4Y4i6Pl572wXMu0ozhpFCIcpeLv/bswfmNjVwYCCa8piqTy+2hX7HWjORk2cJdKTOZHTmdN+3zec2+mFRC/MX9LL8J367DeLsQDZIuxA5HmHHve1TQn/zaIiy7kXHrnu72/SCHWm92wVjhjfNdnLvOoWggbBjWOT7Yetk2P67xcLWvgTrLojD14H0GIyJMzsslx3H4ZU1tu+xE2GjSuCP0S4rMYO5PeYF59ngeCN8EQE+8jLJ2c5W1kD+Hv0OQ1HaoSLUXDZIuwnEc5t73OnvMQPK8RQzfPosens3JLiuparNgygUWn4wVHKv51sWJJdGY6QwhkuoYbqqr5/seL2nG8FpONgGxuLE+unnUgSa2QwtkL9sIPw3/iAIzgr+kPMNfIjdQR/a+52vIY5mTxzLnhHarSbUfDZIuYsmD77LFN4D82iL6VazodiEScMPW/uDElhopGgTvnWURToEL1xpSmmmWpEYgYlm834LtKXrYNgER/FZiAkiMYWwwRFosIPpHIvzQ42VwxGZBRjqLMzK53etN+E6DEWOx2hxLyBz+o2K6czYfOhO4L+UVHotctV+IqK5Pg6QLKHhmDqu355Fbt5XMhj0MKluY7JLajUP0FtVrF1jU5uzf6jhts8NJO4T3Jgre7Lbr7xgeCvNSWTnb3CncPKBfmy/7Pi4Q5J7qWsYe0DFe7Hbzp155XF1fz701iZ8D4hjhJ+GfMNuZGNf5t7reZ7p9FqXoQordjQZJJ7dt1mcsXGbIaizDERfHF7+e7JLazabB0VV0tw4QRu42XL7CoTS2RJM7AsUDhRcuadsP+V6R6F4dacYwPhji674Gpue0zU/fubbDb6pr+GpDIxUuFw/1yGdEOIxgcIB82+G31QdvMJUof4l8h9nORH7gmkoleRhz6Cu7ibDGHsE6RrRTdaoj0SDpxMo/L2TuOxWkhv0E0vK4YNE9yS6pXVTkwSsXWiwZY9Gj3nDbXIeVI6Ir6yZShuPwRHklvWyHP/fqyS9ravjfWg/zsjJpbOUtLrcxPFpRybhAkKfzcsh04Ke1nnbpJG/Oc5HLeNr+Gt91zWGxfSJrODZJlajOQIOkk6rfvoeZT60D48YInL/o3mSXlHD+VHjvTIsZEwUxcNVim8Y04cWLBdvV9j+nDw+FucvjpXesH6KvbTM0HOEPvXtxd3UNOcYAhv/nqePhnvktvo4Yw58rq5kQCPLHXj34ocdL72aG9LaX9+0J/DHyXS61VlDm9NQQUUekQdIJBWvrmfqn+QStfNIDVUxY+VCXHuLrAJ+MFV670MKTLZy9wWF4hfBegiYL5to2P/B4ub7OR0CEwtToUNVqy8VLvXL5Ya0nFiJQL8JN3jreyslih7tl7Yef13q4vKGRx/PzuNlbn9QQWekcy8/CP2asbGMQlbxgdPkSdWQaJJ2MHY4w476peF39yanfwUkbniXFDiS7rFYxwGejhVcvstjT3A/2Akai/SDXLjLMmiAsHtN2ATImGOTx8sp9E/tcgA28m51FRYqbm71eMmPBcVowuF8fRY4xBAVm7ipj7/iprW43D/fMZ2FmxmGv2zti89NaD9/0NfBWdhbnNjYyLJK8NbBKnH58L/RL+kktl7s+42+6fImKU7sHiYgMAV4E+hFbocIY86iI9AReB4YBJcB1xpja9q6vI3Mchzn3vM4eBpLn3cyIkplkBNp3J7u2VtI32mG+4RhhcKXhspWm2dtUfeoM64YYnr6sbftBBoYjPFFeSQjh9dwcUky0BbTT7eY7dV4GxbHEum1genYWfrGwMEz0+5lUXsmnGem8lJdDoJlRXacFgnzPU0eqMbyYm8OgcJjxoXCbfm9Ho8bkcFv4bhyEH6ZM477wHUmrRXU+yWiRRIBfGGNWikgOsEJE5gK3AvOMMQ+KyL3AvUD36D2Ow86PVrPwtQ3UuAaQ5ymif/nnnXquiCcLppxv8fE4IdsPN31ks3mA8P5ph9t2tm1vY+XaDpPKK0g18O+ePfh9VVWLdgfMBL7h+yJwHKAgNZXxgSDn+Q/dWvw4I4PPMjK43euhT5JuZ9lGeNO+gH9Gvk09GfzF/Qy/Dt+hy5eoo9LuQWKMKQPKYl/Xi8hGYBBwJXBh7LQXgPlokODdUsqCRz9mR7A/bjubvPrN5NduZlDZ4mSXdhBvJnx6ohA6wv9VDenCh6dEz/vKckNqRHj9PIuwu+37OwaEI1zW0EhKM31IFzb6GRyOcH+fXvyuqrrNtpi1gLGhEI3A3MwM6psZ0RUQYXwwyD3tMB+kqTXOCBY6Y4Ho7YBZ9kQ2mGGcKkVck7KQP4Vv0uVL1FFLah+JiAwDTgGWAf1iIQOwh+itr+ZecydwJ8DQoUMTX2SShOoaWPrITDbsysGRvuR7i2lM78W4gqc6XJ9I2AWzTxPePsfCnx5fGJy62eHk7dFtZz1tOFlwrwzH4Q5vHbd4m18+BKIf5g/26sEvqmvJSMA2s5nAlxr9bf6+LbXKGckNod8SIG3fsUFSyR9SnuMDewK/0dV4VQslLUhEJBt4G/i5MaZOmtzOMMYYEWn2X7YxZjIwGWDChAldbqiS4zise3Yuny9pIODuTW7DNoLuXEZteZsc365kl7cfA3w+SnjpEovyHsL4LQ7jt8GK4YbDzF1DgPIewvOj2iZA9u5DfmGjf9/Nr9GhEH1sh9mZmRSmpXGGv/GgG2MG+GGtl15O8kZJtZftTl++F9sH5DbXB3xkjwcgguv/t3fn4U1U6x/Av2eSdE/30tKWvU3apFA2yyKrIosiglBBEHBBWX64ooKiqKhX7hW8Xi4iO1x2EVAQUKyCyF4KZem+sLR0o2uadM1kzu+PSUspTVtoSkJ7Ps/DQ5NMZt7JnMybOefMOVjMT4PBbNdjTGtkkURCCJFBTCLbKKV7jU/nEELaUkqzCCFtAdyyRGyWlP5nNI7viEeh1Af2+go4lafDN/MkfLNPWzq0u9zwAjYN4xDbkYNvPsWrvwk40o1g0zACc7dl1Kd/aRneKyhCgF6PqzJpdTVSnI0Njjk64gWNBqNKSx9YPNaogMrxon6+cR6QffhQ/woE1gbCmJElem0RAOsBxFNKv6nx0n4A0wEsMf6/70HHZilFyRk4vvwo0vS+kAlOcClKgW15HtQJWx7gKdm0PLl413ikklRfaeilBE5lFJOPGHDNh2DtiPoayc2vU6Ue8woKMbisHOlSKb7wcMcInQ6hFbfHpxpcT0P3w85ACfYYBuFbfjzy4AxATN+DuUv4QLoDnbhsAMApgwqf8C8ig3rgH7L1WMiSCNMMLHFF8iiAqQCuEEIuGp/7EGIC2UUIeQXADQDPWSC2B6qyuARnvjmIuIyqdpAkYzvI91bRDlIhBfb15bC/r5hABsRScMZMYl8hQCYQ/FizkZxStDEYcEsiabak4mwQMKtIg0nFWlQQgu9cXeCn1+OD/IIWVTlDKZBI26G8jobvfOqMb/gJiKWdEEpSMJS7CAM4lMEWEYZeGF7ZA9MkvyOdeuF34RH4Ig+fyzbhS/0U1pDONAtL9No6AdN1H48/yFgs5a52EN01VNg6Q5HyI5xKMi0dHgQAJ9UE24dwyHcm6BsvIDBLbBjXOlQdujsPYXBFJebn3oRaBwAAIABJREFUF6JXRQWi7GzxL3c3xNua76QloRThWh3+r1ADuSBgn5MjsqUyvKjRwLEZGsotKUbogMX6aYikpufuaIt8fCrdhD8NPbDNMKz6eUeUIoRcwwbDSNijEm9K9iCHuuID/Qx2JcI0G3Zn+wNw7VAkMi6kiQ8oRdoNfXU7iGN5OvyyTqBt9hnLBmmU5Av8b5gEyX4EnbIpxp8S8GtPgqwAHn0r9ThK7cHXuNqoujv7GV0JijgOO+VOGFlSip2Z2djn5Ijlbq7Ik9Z9rSChFMNLSuHN1z+nhgQUo3WlCNDrcc7OFocdHfGiRgP/Rtws+DDRUnt8zr+AHw2D4YoSzJPsQhY87uq4zIGinErxOT/1rkbyEjggmgbCD7kYyF3GBsMoaOHw4HaCaZVYImlGeVeu4fj3J5Ep+AJwr35eJmjhUpQCu7JcqBK3Wk87yFAOJ9QcXHUU0/8QcLkDsHMYxSyNBpNuaiEDcEMqxVJ3V5yyt8e04mK8WlQMGaXY5iwHTwgmFxcDFLhia4PRuhIMLynFWldnbHF2RmWNWQr7lJVjfn4hAvWNu5u7qh1kpE6Hj/If7L0XD4KeSjBb/xZOCypMlxyGDQxYYRh731VRGfDCTqFVXOAzVoAlkmZQlqfBqWWHkJjvAUI94FqchAqZE9yKkgAAnMCj841fraIdpFwG7O/LYX8fcdjHMacF6KXAjiHAs6UlWJ5xuyoJIAgrL8d/b+VBSwjklOKovT3OGe/OrjnYYGhFJQo4gkypDG8VavBcsQ7JxrnFnQUBPSoqkSmV4Et3d/QuL4NjA11wZZTiw/yCFlk5QymwQD8DJ4Su+ET6P6zhRyMLHpYOi2EajSUSMzLoeUSvPIToyxSVMm+4aFNRZuuB4MStVjcmlgDghLEdpMDYDhKQRbCvL0FXlOOH7KLqqqTfHR0xXSNO80oBxNrIkCeR4JijI8KLi/G+ibuz3QUK98pK3JBKoJFI4GkwgAAQQLDS1Rk+egMWFLSsRvL78S0/HnuEwfg/yc/YbnicJRHmocMSiZmk7juNU/tvoFjWBo4VGZBWaNE+LQJe+VcsHdpdkvzEgRJTfGu0g/QiyOnC46taXWpH6nRYWKMqiQBQV+oB6BvdvbYDbwDlDSir0bYSVFTZKgvfLeqKpXw4fjX0gWCs1CyBPcZxx3FeCEQy9bdwhAxz71rjd7nJipIzoMvIAwDoSysR/UsisqgvbAQbOGuuwqUoFYHXfrZwlHfLkwPbhnI4qebgpqN47UQlcnwEnBxCMLmkFJMyxC61/3V1QQe93qxVSQSoHordGuVTOdygA1f3gAp3KaByZFL3hhes4ZgQipX8M6iEDE9zpyAlYicDd+iQLnjiDFXfc9wMYw1YIrkHupu5OPHv33FV1waU3K6Q4QxiO4heYosel/4DiWC5OSXqUi4z3g/SR/wFPDmxDDNl+XD3M7ZLZN05/8bLLbBLrSlpQht8xT+PX4U+6EquYpFsCx7hEk0uX0ptsYofjTWG0XeMWdVYT3BR6CtJwCr9aOTi/mdVZBhrwhJJI/DlFTj3n4O4nGwDXuINF00qBO72R1cpc7bedpAQgm1DOBTKCQZd1+NNQz4UNpX4294OCba2cDU2kGs5gpElJSbn37ghtEEibYeh3EXIyO3uunnUGb8awtBQRZUNeIyRnIYLaZ4uu1cFH1ylvhjCXYSU3G64v0Vd8ZvhEejraIm5Sb2wzTAMEgiYzP2BCKEXwis/wVPcGfTkku5avhy22MIPQzY88CR3Fh25HGioY6NjdCKlOGEIwef6F+5vJxnGSrFEUg9BEJC48xjO/pmHEpkHnMrSYJDYocu1X+CqSbV0ePVKNLaDpPoSBNwSsDirAENkJUixleFzZ3c8q9XitSJNg+sppvb4jh+LDYZR0EOKLiQDH0m3oj8Xi02GkVjBj230fQp7DYOww+Zz2BHzTeBURB3xH/5ZbDE8AR5SKEkaPpZuRW8uEesNo7CSfwYlMD1T4TPcCSi4TKzmn0QJ7NCdJOOI0AMHhb51Lh9CruEN6c/YxA/HIb6P2faDYR5mhD7EVRi9e/emUVFRzbLusrxiHFi4H7eIL+zK8iCr1MEr9wI63vyzWbZnLrnOYjvIKZWxHeSmDpNsCqGVcNjg4oyQigoMrzFKrikGSvCDYSiW8eEogBzjuBOwITyOC12RQb3gAh00cMJg7iIGcjE4ZVDVO2t8AZxxmXbGE9x5fC/7FhJCkU3d8D0/Blkm2hq6cyl4WfJbnYmHpxy2Gx7HN/wEaOCIcO4YBMLhpCEEWfCojm8Ydx6PSBJxlg+6Kz4CihT4I43eOWOBM3ToSZJB6tgjDXXEBSjwIAemZJi6dPZyxJF5Q+7rvYSQ85TS3uaKhSWSOvDlFdj7xm7kkTZwKUoFMejRPeb7Ok8s1qJcBvzcj8MvYeIJLvxaOWZL8+FIBOySO6GCcJiiLYZtI3bhlEGFxfxUJNAO6EWSME56Emv5UbhBfQAI6EquwY3oMFxyHrv4wbhMuzQqRlcUowjOmC45DA9SjO/5p8FDgs4k665leUiQSv3gizx8INuO0dyZ6uG7jhm64Qv+BSRTf/Th4jBachar+adwk7YBgYBu5CrciBbDJRewjX8csbRjIz9Fhnl4sERiJs2RSARBwKG3t+NGhS9cilIQmLoHzto0s26jqQwE+LM7wb6+HEqN7b2VUkAvIxh8XY/XDflQcpX4y94ekfZ2eEmjadRUrtcFb/yDn4zfhUfgR3IxU3IAvxoewWkaYrbYPVGEPGMj8wjuHB6RJGKjfgS0dVQ/eaAYhABXqS/kKAUHARQExXBEe5KDVyWHsJ/vi3MwPSYVw7RU1pRIWBtJLX9/9iNuVPjCtTAJflknzJJEKm0FFPiaZ/KkHDnBlr4ypHlwCM4ywD9TnERKylE8xWkxRKpDsq0Mi53dMV6rxfsFhQ2us5jaYwU/DhsNI2EDPd6U7EE2dcOn/HSzD/SXB1cEkJuYJD2KPfwgHNY/YjouOAGUIoRcRQCXCSnERn5fko+bgjs+aYb4GIa5dyyR1HDhu4OIzfGCS1EqnDUp8L51vknrEziKs0P12NzTFvlS842E206vx7c5+XisvAykxg/5Ao7DUldXdCsrx8f5BQ3W4vOUww+GIfjG2A4ynjuODlwO1vCjm3WgvxTqjy/0Uxu5NEEM7YwYQ+dmi4dhmKZhicQoefdxnLlkA6eSNHB8OQKuH6xzOR7AH8NcUORyu0pQFUfRLV57x3In+8pxsK8OKfYOCC4xoH+qCyrqGAVXJlTAVZ/X6KZbqQC4Eh65baT4wVle/TyFeC/I64VFjWoHOWlQ43N+KhJoe/QmCXhLuhfr+FHYzQ9uZCQMwzAilkgAZJ6IwZ+HtbCrKEa5jQvCzv+zzuVOhDnjYP8SpNrfeS/Ez4EU/R+1x4T9AnSOEvw0isd5lzJ48QSqzJ44q5mASHBAZZ2rhZq7hkWyLejDJTQ+aF3jF63pmuCDL/nJ+EPoDT+Si8XSjThkCMPH+pfub4UMw7R6rTKRXP/1HKJ/uX33cl6FHBJBgIGzwcDTHwIANI5SbJ1ogxJbsV6+TGZArGMpPHmK8Dgn6PWVACcF5Tjc8tHjjGcFLrxEoSc8JJRiZJoD7HIEZDv543FywWQsOjjgOm2LiZWL0I+LhTvEKxsnUoYZkkMI5DLuez/zqRyr+aeRQT0BABWQ4pjQ3dgOshtZ1KNZ2kEYhmldWmUiqSguRWGJrLozr8yghcBJEBb1FQiASgnBipcIrjhVwK9SXIoAGH7TAc6Z5djp9CZKbZxvr/AWMKhoLzjP87DTc/BPBP5yn4AUJ2NvpwaqmjgY0J0kI4+64JaxR1OW4I7dhkGYKonAm9K9cCONvwSppBL8zzACy/lnUQpbdCA51V2Xx3En4M/lYg3/FHRswiOGYcyg1Xb/Tf/gI2T/fqr6sUNpDjgqQADFihkOOOGlx7MJDsg1dEY6CQAAZKA9Cohvveu1paWoIPd3grZFJZxQBgDgIMCfy8MloQvkKMVb0j14QfLHHcOT1EYp8IfQE1/yL+A69cFg7hKGSi7if/xwFFMxpnLY1HunN8MwDwfW/dcKSAiFU8ndN8Jted4ZJ7zKMCzTDkUGPxzi7m1cpPtNIgBQAZs7ZsTLFdzQBgXwJMX4jJ+OrYZhmC/diS7k7nndCyHHv/kJOCmEoAvJxJey9fiRH4xP9dPvOx6GYZjGaLWJpLbUDg7Y86QBUa5lCCuUQJ4nwWbZK5YOC7fgjlvUHQFIRxns8Jp+nsllXaHDAul2xBg6YaH+ZbBhPBiGeRBaZSKJiv0Lh10vgB8rtnMUuBpwwrscBMCIdHs45emxye5jywZZSwraAVRAHxILJZeJ2g0vHCgkMOBbfvx9DW/OMAxzv1plIjmXdBg7vW8CNcbq61MgRed4Cf5yG4cku1DLBVcvDmepGmcNbAIkhmGsR6tMJM8Pm4ecVYXgc8Q71zkqIEsagjXuz1k4MoZhmIdPq0wkrnJPlHScjR/zb1o6FIZhmIceuxONYRiGaRKrSySEkJGEkERCSAohZIGl42EYhmHqZ1WJhBAiAfAdgFEAVACeJ4SoLBsVwzAMUx+rSiQAwgCkUEqvUkorAewE8IyFY2IYhmHqYW2N7X4A0ms8vgmgT80FCCGvAXjN+FBHCElE43kCyAMAqYtPB87O0QMNjoT18DOUaojEwaXF72dNrXGfgda5361xnwHgZkmhgbxbcPk+397BnLFYWyJpEKV0DYA19/NeQkiUOceXeVgQQqL44txWtd+tcZ+B1rnfrXGfAes6n1lb1VYGgHY1Hvsbn2MYhmGslLUlknMAAgkhnQghNgAmAdhv4ZgYhmGYelhV1RallCeEzAVwGIAEwAZKaawZN3FfVWItQGvc79a4z0Dr3O/WuM+AFe33Qz0fCcMwDGN51la1xTAMwzxkWCJhGIZhmqTVJJLWMPQKIaQdIeQoISSOEBJLCHnT+Lw7ISSCEJJs/N/N0rE2B0KIhBASTQg5YHzciRBy1njMfzB24GgxCCGuhJDdhJAEQkg8IaRfazjWhJC3jeU7hhCygxBi19KONSFkAyHkFiEkpsZzdR5bIlpu3PfLhJCeDzreVpFIWtHQKzyAeZRSFYC+AP7PuJ8LAPxJKQ0E8KfxcUv0JoD4Go//CeDflNIAAIUALD/lpXn9B8BvlNIgAKEQ971FH2tCiB+ANwD0ppSGQOyUMwkt71hvAjCy1nOmju0oAIHGf68B+P4BxVitVSQStJKhVyilWZTSC8a/tRBPLH4Q9/V/xsX+B2CsZSJsPoQQfwBPAVhnfEwAPAZgt3GRFrXfhBAXAIMArAcASmklpbQIreBYQ+xtak8IkQJwAJCFFnasKaV/Ayio9bSpY/sMgM1UdAaAKyGk7YOJVNRaEkldQ6/4WSiWB4IQ0hFADwBnAXhTSrOML2XjjrkhW4xvAbwPQDA+9gBQRCnljY9b2jHvBCAXwEZjdd46QogjWvixppRmAFgKIA1iAtEAOI+WfayrmDq2Fj+/tZZE0qoQQpwA7AHwFqW0uOZrVOzv3aL6fBNCRgO4RSk9b+lYHiApgJ4AvqeU9gBQglrVWC30WLtB/AXeCYAvAEfcXQXU4lnbsW0tiaTVDL1CCJFBTCLbKKV7jU/nVF3qGv+/Zan4msmjAMYQQq5DrLZ8DGL7gaux+gNoecf8JoCblNKzxse7ISaWln6shwG4RinNpZTqAeyFePxb8rGuYurYWvz81loSSasYesXYLrAeQDyl9JsaL+0HMN3493QA+x50bM2JUvoBpdSfUtoR4rE9QimdAuAogAnGxVrUflNKswGkE0KUxqceBxCHFn6sIVZp9SWEOBjLe9V+t9hjXYOpY7sfwDRj762+ADQ1qsAeiFZzZzsh5EmI9ehVQ698aeGQzI4QMgDAcQBXcLut4EOI7SS7ALQHcAPAc5TS2g15LQIhZAiAdymlowkhnSFeobgDiAbwAqW0wpLxmRMhpDvEzgU2AK4CeAnij8MWfawJIZ8BmAixl2I0gBkQ2wRazLEmhOwAMATi1Bc5AD4B8DPqOLbGhLoCYhVfKYCXKKVRDzTe1pJIGIZhmObRWqq2GIZhmGbCEgnDMAzTJCyRMAzDME3CEgnDMAzTJCyRMAzDME3CEgnT6hlH0Z1j/NuXELK7ofc0YVvdjV3RGabFYImEYQBXAHMAgFKaSSmd0MDyTdEdAEskTIvC7iNhWj1CSNVo0IkAkgEEU0pDCCEvQhxh1RHiEN1LId78NxVABYAnjTeEdYE4TYEXxBvCXqWUJhBCwiHeSGaAOLjgMAApAOwhDmHxFYADAP4LIASADMCnlNJ9xm2PA+AC8Wa7rZTSz5r5o2CY+yJteBGGafEWAAihlHY3jpp8oMZrIRBHUbaDmATmU0p7EEL+DWAaxNES1gCYRSlNJoT0AbAS4nhfiwCMoJRmEEJcKaWVhJBFEOfSmAsAhJB/QBzS5WVCiCuASELIH8Zthxm3XwrgHCHk4IO+Y5lhGoMlEoap31Hj3C5aQogGwC/G568A6GYcabk/gB/FkSoAALbG/08C2EQI2QVxcMG6DIc44OS7xsd2EIfAAIAISmk+ABBC9gIYAIAlEsbqsETCMPWrOV6TUOOxAPH7w0GcC6N77TdSSmcZr1CeAnCeENKrjvUTAOMppYl3PCm+r3a9M6uHZqwSa2xnGEALQH4/bzTO93LN2B5SNX92qPHvLpTSs5TSRRAnoWpXx7YOA3jdOPAeCCE9arz2hHGebnuIbTUn7ydGhmluLJEwrZ6x+ugkISQGwNf3sYopAF4hhFwCEIvb0zh/TQi5YlzvKQCXIA53riKEXCSETATwOcRG9suEkFjj4yqREOeWuQxgD2sfYawV67XFMFbI2GurulGeYawZuyJhGIZhmoRdkTAMwzBNwq5IGIZhmCZhiYRhGIZpEpZIGIZhmCZhiYRhGIZpEpZIGIZhmCaxmiFSzp8/30Yqla6DOEgdS3AMwzDWQwAQw/P8jF69et2q/aLVJBKpVLrOx8cn2MvLq5DjONYnmWEYxkoIgkByc3NV2dnZ6wCMqf26Nf3yD/Hy8ipmSYRhGMa6cBxHvby8NBBrjO5+/QHHUx+OJRGGYRjrZDw/15kzrCmRMAzDMA8hq2kjqa374t9Di0r1ZovP1UHGX1w0/JK51tcY77zzjq+Tk5Nh8eLFOW+99ZbvkCFDtGPHjtXWXObAgQPyZcuWeR89ejTF1HpOnTpln56ebjNx4kRN80d9b/Ly8iTr1q1zX7BgQW5zbWPAzgGhmgqN2cqCi60Lf2LSiQdaFkwZP358x9GjR2teeumlQlPLLF++3GPMmDHFHTt21Dd2vYmJiTajR48OTE5OjjVPpPemucvF+nl/h5aX8GYrE3aOUv6VZYMaLBNffPFFmw0bNniFhISU7t+//1rt1//++2+HDRs2eGzatCl9+fLlHlFRUY6bN29Oa2wcfn5+XaOiouLbtm3L3+s+mMPixYvbvP3223lyuVy4l/dZ7RWJOZNIc6zvXn377beZtZNIY0VFRTkcPHjQxdwxmUN+fr5k/fr1bZpzG+ZMIs2xvua2detWz7S0NJml47gXzV0uzJlE7mV969ev94qIiEiqK4kAwKBBg0o3bdqUbs7YHqTVq1d763S6e84LVptILGHFihUeCoVCpVQqVWPHju20fft2l27dugUFBwer+vfvr0hPT5cC4pVGeHh4x7CwMKW/v3/XL774ovoLM3/+fJ+OHTuG9OrVS5mcnFw15SrGjx/fcePGjW4AsHv3budOnTqpVSpV8O7du12rljl69KhD9+7dg4KDg1U9evQIunTpkm15eTn56quvfH/55Re3oKAg1dq1a92Ki4u58PDwjl27dg0ODg5Wbd261RUm8DyP1157zT8wMFCtUChUX375ZRsA2Ldvnzw4OFilUChU4eHhHcvKyggg/iLKysqSAuKvq7CwMGV9+zxv3jz/9PR026CgINXMmTP9zXk8LKl2WUhMTLTp27evQqFQqPr166dITk62AcTjOmXKlPahoaFB/v7+XQ8cOCAPDw/v2LlzZ/X48eM7Vq3PwcGhxyuvvNIuICBA3a9fP0VmZuZdJ67jx487PPLII0q1Wh08YMCAwBs3bsg2btzoFhMT4zBt2rTOQUFBKp1OR+parur9SqVSpVQqVd988029J3FWLu7d5MmT29+8edN21KhRgQsXLvSp/V0FxBqGoUOHBtR+b2ZmpnTEiBFdQkJCgkNCQoJ///13RwDIzs6WPProo4EBAQHqiRMndmhoEN3a5RIQrz5Nlc2qcw4glsGqGMPCwpQjR47s3KlTJ/WYMWM6CYKAL774os2tW7dkgwcPVvTp00dxL58NSyRGUVFRdkuXLm177NixpMTExLjVq1enPfHEE7qLFy8mxMfHx02YMKFg8eLFPlXLp6Sk2B07dizp3Llz8UuXLvWtqKggx48fd/jpp5/cr1y5EhcREZF86dIlx9rbKS0tJXPnzu24f//+lJiYmPhbt25V/9IMDQ0tP3fuXEJ8fHzcJ598kvH+++/729nZ0Q8++CDz6aefLkxISIh79dVXCz/88MO2Q4cOLb5y5Ur88ePHEz/66CP/4uLiOo/lsmXLvNLS0mzi4uJik5KS4mbMmJFfWlpKZs6c2emHH35ITUpKiuN5Hl9//bVXQ59RXfu8bNmym+3atatISEiIW7169c37/fytSV1lYfbs2e2nTJmSn5SUFDdx4sT82bNnt6taXqPRSKOjoxOWLFmSPmnSpID33nsvJzk5OTYhIcH+1KlT9gBQVlbG9e7duyQlJSX20Ucf1S5YsMC35jYrKirIG2+80X7fvn2psbGx8dOnT8979913/V566aXCkJCQ0s2bN19NSEiIk8lkqGs5AHjllVc6fvvtt2mJiYlxDe0jKxf3bvv27Wlt2rTRHzt2LGnevHm3an9X63vvzJkz273zzjs5MTEx8T/99FPqrFmzOgLAggULfPv166dLSUmJHTduXFFWVpaNqXXUVS4BoL6yaUp8fLz9d999l56SkhKblpZmGxER4fTRRx/dqtq/s2fPJt3LZ/NQXeI3p8OHDzs//fTThVV1k97e3obIyEj7sWPH+ufm5soqKyu5du3aVc/fPXz48CJ7e3tqb2/Pu7u762/evCk9evSo05NPPllUVb84fPjwotrbuXjxop2/v39F165dKwBgypQp+evWrfMCgIKCAsnEiRM7Xb9+3Y4QQvV6Pakr1r/++sv58OHDrsuXL/cBxJNQSkqKTc+ePctrL3vkyBHnWbNm5cpkYr7y9vY2nD592t7f37+iW7duFQDw4osv5n/33XdtANx1o1FNde1zYz7bh01dZSE6Otrx119/TQWA2bNnF3z22WfVJ46nnnqqiOM49OzZs9TDw0MfFhZWBgAKhaIsNTXVtn///mUcx2HGjBkFAPDyyy/nP/vss3f8ar18+bJtcnKy/WOPPaYAAEEQ4OXldVebiKnl8vLyJFqtVjJq1Chd1TaOHDlisjqUlYumaex3tcrJkyedk5OT7ase63Q6iUaj4c6cOSPfu3dvCgBMmjRJM3PmTIOpddRVLgGgvrJpSteuXUu6dOmiBwC1Wl2amppqMoE1Ros/4E0xd+7c9m+++Wb2lClTNAcOHJAvXry4+lekra1t9TWoRCIBz/P1FqTGmD9/vt/gwYO1ERERqYmJiTaPPfaYsq7lKKXYvXt3SmhoaEVdrzeFRCKhgiC2s5WVld1xldMc+9wS2NnZUUD8TGxsbKo/I47jTH5Gxinaq1FKSUBAQNnFixcT6tuWqeXy8vIk970DjcDKxZ0a+12tQinFhQsX4h0cHB7YLQ5SqZQaDGJeMhgMqJnszH3MWNWW0YgRI4p/+eUXt+zsbAkA5OTkSLRaraR9+/Z6ANi0aZNHQ+t47LHHdIcOHXLV6XSksLCQi4iIuKvtonv37uUZGRk2sbGxtgCwc+dO96rXiouLJf7+/pUAsHr1as+q552dnQ01G8CGDh1avGzZMu+qL/bJkyerf+nU9vjjjxevXr3aU68Xf9zm5ORIQkNDyzMyMmxiYmJsAWDz5s0eAwcO1AKAv79/5cmTJx0AYNeuXW6m1lvFxcXFUFJS0qLKUV1loUePHiXr1q1zA4DVq1e79+7dW3cv6xQEAVX11Zs2bfIICwu7o+NFt27dygsKCqR//PGHIyBeZUZFRdkBgJOTk0Gj0UjqW87T09Mgl8sNhw8fdjJuwx31YOWiaUx9V00ZMGBA8VdffVXdblVV5dm3b19t1bll165dzsXFxSZ/ENRVLgHAVNns0KFD5fnz5x0AYPv27a6NSRaOjo4GjUbTchrbXR1kZu3+1tD6evfuXT5v3rysgQMHBimVStWcOXPaLVy4MPP555/volargz08PBqMZ8CAAaXjxo0rCAkJUQ8bNiywW7duJbWXcXBwoP/9739vjB49OkClUgV7enpWr3f+/PnZn376qX9wcLCK529vbtSoUdqkpCT7qsb2JUuWZPI8T4KCglQBAQHqjz76yM9UTG+//Xauv79/ZVBQkFqpVKrWr1/v7uDgQFetWnU9PDy8i0KhUHEch3fffTcXABYtWpT5/vvvtw8JCQmWSCQN/nry8fEx9OrVSxcYGKhurkZVF1sXs5aFhtZXV1lYtWpV2pYtWzwVCoVqx44dHitXrrynnjn29vZCZGSkY2BgoPrvv/+Wf/XVV1k1X7ezs6M7d+5MXbBggb9SqVSp1WrVsWPHnABg2rRpea+//nqHoKAgFc/zMLXc+vXrr7/xxhvtg4KCVJTSek8aD3u5sHOUmrVM3Ov6TH1XTVmzZk36hQsXHBUKhapLly7qFStWeAHAkiVLMk+ePOkUEBCg3rt3r1vbtm0rTa2jrnIJAKbK5uuvv5576tQpuVKpVJ06dcr8Pcb8AAAIbUlEQVTR3t6+wS6906dPzxs5cuQ9N7ZbzVS7ly5duh4aGppn6TgYpjk4ODj0KC0tjbZ0HAzTFJcuXfIMDQ3tWPt5q70iYRiGYR4OrLG9hdizZ4/zwoUL76hCaNeuXUVERESqpWJibrPU1QgrFw+f7OxsyZAhQ+5qvP/rr78SfXx8TPbqsiRWtcUwDMM0CqvaYhiGYZoFSyQMwzBMk7BEwjAMwzQJSyQMwzBMk1hvr61/dgpFWYH54rN35zH/mlnmoDhw4IDc1tZWeOKJJ0oA4F//+peXg4ODMHfu3HxzrL+51Y7f2iX17RdqKCoyW1mQuLryijOnTZaFuubyMDXPRM05Zxq7fUvfU7JgwQKfJUuWZFtq+0zLY71XJOZMImZe35EjR+THjx93qnr8/vvv5z4sSQS4O35rZ84kcr/re9jnmahp+fLlbS0dA9OyWG8isYBhw4Z1UavVwQEBAeqlS5d6AuLcISqVKlipVKr69eunSExMtNm8ebPXqlWrvIOCglS//fab0zvvvOO7aNEi7+joaLuuXbsGV60vMTHRRqFQqIC655owFUdMTIxt//79FUqlUqVSqYJjY2NtBUHAzJkzq+ePWLt2rRtw9/wH06ZNa798+XIPQJxD4u233/ZVqVTBCoVCFR0dbVdX/M31ebYEcXFxNsHBwaqPP/7Yu655JmqKjY21HThwYKBarQ7u1auXMjo62g4AEhISbLp37x6kUChUb7zxhm996wCAhQsX+lTNOTFnzhw/QBybKTQ0NEihUKieeOKJLrm5uRIACAsLU/79998OAJCVlSX18/PrCoizKg4fPrzLwIEDAzt06BAya9YsfwCYM2eOX0VFBRcUFKQaM2ZMp6Z9OgwjYomkhm3btl2PjY2Nv3jxYtzq1au909PTpXPnzu24d+/e1MTExLiff/45ValUVk6bNi131qxZOQkJCXEjR46sHryvR48e5Xq9niQkJNgAwObNm93Hjh1baGquCVNxTJ48udOsWbNuJSYmxkVFRSW0b99ev3nzZtcrV67Yx8fHx/75559JixYt8q8vGVXx9PTk4+Li4l9++eXcJUuWeNcXP3OnS5cu2Y4fPz5gw4YN1/r06VPa0PIzZszosHLlyrTY2Nj4r7/++ubs2bPbA8CcOXPaz5gxIzcpKSmubdu29U6Xu2vXLudDhw65nj9/PiExMTHuk08+yQaAF198sdM//vGPm0lJSXFqtbps/vz5DSakuLg4h59//vlqfHx87P79+91SUlJkK1euzLC1tRUSEhLiTM3yxzD3iiWSGv75z396K5VKVa9evYKzs7Nly5cv9woLC9MGBQVVArfH/6/P2LFjCzZv3uwOAD/99JPb1KlTC2rOIREUFKT6+uuv22ZmZtaZBAoLC7mcnBybadOmFQHiII9yuVw4fvy4/LnnniuQSqVo164d36dPH92JEyccGopn8uTJhQAQFhZWmp6ebtvQ8oyooKBAOnbs2ICtW7de7devX1lDy2s0Gi46OtopPDy8S1BQkGrOnDkdqiYtu3DhgtOrr75aAAAzZ86stwo0IiLC+YUXXqieM9vb29uQn58v0Wq1kqeeekoHAK+++mr+mTNnGrySHDBgQLGHh4fBwcGBBgQElKemprLjzzQL621sf8AOHDggP3bsmDwqKipBLpcLYWFhyh49epQmJiba3ct6pk6dWhgeHt550qRJhYQQdO3atSIyMtK+MXNN3A+ZTFY9TwQgDite8/WquTKkUiltDfNEmItcLjf4+vpWHj161KlXr153TRhWm8FggFwu5xMSEuqcnZDjuGYZQqLmnBOlpaV3HN+ac6NIJJIGJ19imPvFrkiMioqKJC4uLga5XC5ER0fbXbp0ybG8vJyLjIyUV1VVVY3/L5fLDVqtts55A9RqdQXHcVi0aJHvuHHjCoD655qozc3NTfDx8ancsmWLKwCUlZURrVbLDRo0SLt79253nueRmZkpjYyMdBo4cGBJly5dKlJSUuzLyspIXl6e5MSJE84N7Wt98TMimUxGf/3119QdO3Z4rFq1qt65PQDA3d1d8Pf3r9ywYYMbIM4/cvr0aXsA6Nmzp27t2rXuALB27dp657UZMWJE8datWz21Wi0HiGXOw8PD4OzsbKhqz1q/fr1Hv379dIA4blZkZKQjAGzbtq3BeUIAMfnU/sHBME1hvYnE3t2s8w00tL7x48dreJ4nnTt3Vr/33nt+oaGhJW3atOGXL19+fdy4cQFKpVI1bty4zsZliw4ePOhqqrH62WefLdi3b5/71KlTC4H655qoy9atW6999913bRQKhap3795B6enp0qlTpxap1eqy4OBg9ZAhQxSfffbZzfbt2/MBAQH6p59+ujAoKEj9zDPPdFar1Q3W5TcUv7WRuLqatSw0dn3Ozs7C4cOHU1asWOHdmMl+duzYcXXjxo2eSqVSFRgYqN6zZ48rAKxcuTJtzZo1bRQKhSojI6Pedq0JEyYUjxo1qqh79+7BQUFBqs8//9wHADZu3Hht/vz5/gqFQnX58mX7JUuWZALAggULctavX+8VHBysysvLa1QNw5QpU3KDg4NZYztjNmzQRoZhGKZR2KCNDMMwTLNgje0WNHXq1Pbnzp27o2pp9uzZOW+++eZDc3Mjc38iIyPtp02bdkfVko2NjXD58mWzd8hgmObGEokFbdmyJc3SMTCWERYWVmaqhxfDPGysqWpLEASB9SRhGIaxQsbzs1DXa9aUSGJyc3NdWDJhGIaxLoIgkNzcXBcAMXW9bjVVWzzPz8jOzl6XnZ0dAutKcAzDMK2dACCG5/kZdb1oNd1/GYZhmIcT++XPMAzDNAlLJAzDMEyTsETCMAzDNAlLJAzDMEyTsETCMAzDNMn/A9pjqlbEKZmmAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n",
     "         kind='area')\n",
@@ -1399,32 +1056,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f406c7d8150>"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "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",
@@ -1441,7 +1075,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1450,40 +1084,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {},
-   "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": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "K = 0\n",
     "N = 1\n",
@@ -1504,84 +1107,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "snap_plot(nets[80:81], size_scale = 1/300,savefigs=True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40a721b110>"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['total_supply','funds'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40a6ecd850>"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['effective_supply'])"
    ]
@@ -1595,32 +1141,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40a6b66590>"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['participant_count'])"
    ]
@@ -1636,128 +1159,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40a6b66c10>"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['fractionOfSupplyForVoting'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40ec8d9650>"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['fractionOfSupplyInPool'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40a64b8c90>"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['percentageOfActiveProposals','percentageOfCompletedProposals','percentageOfKilledProposals'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f40a617b250>"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.plot('timestep',['percentageOfActiveFundsRequested','percentageOfCompletedFundsRequested','percentageOfKilledFundsRequested'])"
    ]
diff --git a/models/v3/Deriving_Alpha.ipynb b/models/v3/Deriving_Alpha.ipynb
index 37f5dae..0d58a3b 100644
--- a/models/v3/Deriving_Alpha.ipynb
+++ b/models/v3/Deriving_Alpha.ipynb
@@ -137,7 +137,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 307,
+   "execution_count": 1,
    "metadata": {
     "tags": []
    },
@@ -164,7 +164,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 308,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -202,7 +202,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 309,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -211,1267 +211,13 @@
        "Text(0.5, 1.0, 'Comparing Single Token Staked to Conviction Accumulation Over Time')"
       ]
      },
-     "execution_count": 309,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -1497,7 +243,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 310,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -1506,1349 +252,13 @@
        "Text(0.5, 1.0, 'Comparing Single Token Unstaked to Conviction Decay Over Time')"
       ]
      },
-     "execution_count": 310,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -2874,1644 +284,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 311,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(0.0, 10.382760534430746)"
+       "(0.0, 10.480907796413126)"
       ]
      },
-     "execution_count": 311,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -4574,7 +362,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 312,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4597,7 +385,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 313,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4614,7 +402,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 314,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4639,7 +427,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 315,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -4648,2284 +436,13 @@
        "Text(0.5, 1.0, 'step_up tokens staked for proposal 1')"
       ]
      },
-     "execution_count": 315,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -6937,2287 +454,7 @@
     },
     {
      "data": {
-      "image/png": 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yySfXJ9k+ffqwZcsWHnrooSaf37NnTzZv3rzH8iFDhrB69WoWLlwIwObNm6mp2XOO8zlz5rBjxw42bNjA/PnzGTFiBJs2beLAAw+kvLycefPm8eabjY7KmlMcAOPGjWPWrFkAzJo1i/Hjx7e4PUmw7aiZpwSk5vLNANq3J07L/Yhg6NChzJo1i4svvpjDDjuMr3zlK/To0YOLLrqIo446ioqKivrmmsacd955XHTRRdx66627fUB06dKFBx54gMsvv5zt27fTvXt3fve73+3x/OOPP54xY8awcuVKbrjhBg4++GAmTpzI2WefTWVlJcOHD2fIkCEtvo5JkyZxySWXNHpxd8qUKZxzzjnceeedDBgwgAcffDCHkpHEyjT1SKolYs7dyspKbzgRy4oVKxg6dGhMEYVePWPHjmXZsmUtr1wAU6dOZe+99+aqq66KZf8NxX08pB04cDWwHDgh5lgkWAmcC3yybU83s8XuvkcfcH22i0hQS/jVrrJC6qWmqafYKioqYqvtQ6jxi7SratSVs0Tos11Egl2EWr+6cqaeEr+IBJnErxp/6inxi0hQjWr8JUKJX0SCTI1fUi81F3fn/R42bWq/7e2zD5x6WvttrzFJGJb5wQcfZOrUqaxYsYIXXnihIKODSgexizB0opp6Ui81iX/TJujdu/22t3Fj+22rMUkZlnnYsGE88sgjXHzxxe2+X+lgqgmJvzzuQKTQ1NTTRlVVVQwZMoQLL7yQo48+mgkTJrBtWxh3btq0aYwYMYJhw4YxefLk+tExR44cyXXXXccnPvEJZsyYweOPP87VV1/N8OHDeeONN5g0aVL9L3gXLlzIiSeeyDHHHMPxxx/P5s2bmT9/PmPHjgVCd84LLriA0047jcMOO4yf/exnAGzZsoXTTz+dY489lqOOOoo5c+bUxzt06FAuuugijjzySEaNGsX27dt56KGH6odlHj58+B7j9wwdOpTDDz+8KGUqMdtFSP6pqQ5KU5T481AKwzJLCckkftX4U0+JPw8alllSRU09JUNf6vJQCsMySwnJXNxV4k891fjzUArDMksJyUy7qOpg6qXmEO+zT/v2xNlnn5bXKYVhmR999FEuv/xy1q9fz5gxYxg+fDi/+c1vWi4cSZ5qwgid6s6ZehqWuY00LPPu4j4e0g4eBn4MVAK6xt8xaFhmESmoTFOPavypl5qmnmLTsMySOpmxepT4U081fhEJdhDa+JUVUk+HWESCHYTavkbnTD0lfhEJtqOMUCJ0mEUkyNT4JfXSc3H3W4SuT+1lAND8YJl5S8KwzFdffTVPPPEEXbp0YdCgQdx99930bs9hUKXj2I4Sf4lIT41/JVDRjrf2/BBpRGZY5r/+9a/1y6ZNm9Zk0ocwLHN7J30IiX/16tWNPnbmmWeybNkyli5dyuDBg/ne977X7vuXDsCBnaQpI0gzCnaYzewuM1tnZsuylu1nZk+b2WvR//sWav+FVirDMo8aNap+gLiPfexjrFq1qvCFK8WX6cqpxF8SCnmY7wHOarBsCvCMux8GPBPdT6xSG5b5rrvuYvTo0e1VfNKRZKZdVOIvCQVr43f3Z82sosHi8cDI6O9ZwHzgG4WKodAaDst86623ctVVVzFv3jy+//3vs23bNt577z2OPPJIzj77bKDtwzI3JjMsc/fu3euHZR4zZgzXXXcdzz77LGVlZe02LPNNN91E586dmThxYs7PKRkOvABsiTuQPOxEib+EFPvi7kHuvgbA3deY2YFNrWhmk4HJAAMGDChSeK1TKsMyz5o1i7lz5/LMM8/kFFfJ2Qw8ACwjDHmQVHXAAXEHIcXQYXv1uPtMYCaEQdpiDqdRmWGZP/7xjzc7LPOECRMafX4uwzKPGDGCzZs3N9oEM2fOHK699lq2bt3K/PnzmT59Og8++GC7Dsv81FNPMWPGDBYsWECPHj1a3FZJqgG2AV2Aw2KOJV86xCWh2Il/rZn1jWr7fYF17bblAUBVu20tbK8FpTAs82WXXcbOnTs588wzgXCB94477mi5cEpJLaG2XA7kMJy3SNwKOixz1MY/192HRfd/AGxw9+lmNgXYz92vaWk7GpZ5TxqWuQNZC3wTeBc4JuZYJF2SNiyzmd0PPAccbmarzOxLwHTgTDN7DTgzui+SbJkavy5/SEIUslfP+U08dHqh9llMGpZZ6tUSevYo8UtCJLrzVhJmDysFJX8cMolfJCESm/i7devGhg0blHRi5u5s2LCBbt26xR1KfNTUIwnTYbtztqRfv36sWrWK9evXxx1KyevWrRv9+vWLO4z41KKZqyRREpv4y8vLGThwYNxhiITafh0J/v4spUanqki+MjV+vZskIXSqiuQr08avph5JCCV+kXypxi8Jo1NVJF+q8UvCKPGL5CuT+PVukoTQqSqSr0yvHtX4JSGU+EXypX78kjBK/CL5UlOPJEyTP+Ays2Obe6K7v9j+4YgkUGasHtX4JSGa++Xuj6L/uwGVwEuE0UiOBp4HTi5saCIJodE5JWGa/HLq7qe6+6nAm8Cx7l7p7scBHwVeL1aAIh1ebfS/mnokIXI5VYe4+8uZO+6+DBhesIhEkqYO1fglUXIZpG2Fmf0v8AvC6f15YEVBoxJJEjX1SMLkkvi/CHwFuCK6/yzwk4JFJJI0mcSvph5JiBYTv7vvMLM7gF+7+6tFiEkkWVTjl4RpsY5iZuOAJcBT0f3hZvZ4geMSSQ7V+CVhcjlVvw0cD2wEcPclQEXBIhJJGtX4JWFySfw17r6p4JGIJJV69UjC5HJxd5mZfQ7oZGaHAV8D/lTYsEQSRP34JWFyOVUvB44EdgL3AR/wYQ8fEakh1PpV45eEyCXxn+/u17v7iOh2PfCdQgcmkhg1hKSvxC8JkUtTzwQz2+HuswHM7HbC+D0iAiHxq5lHEiSXxP8Z4HEzqwNGA++5+1fz2amZ/QfwZcIlsZeBL7r7jny2KRKbalTbl0Rpsp5iZvuZ2X5Ad0KSvobQvj8tWt4mZnYI4QJxpbsPIwxme15btycSu0xTj0hCNFfjX8yHndQy/4+Jbg4cmud+u5tZNdADWJ3HtkTipaYeSZgmE7+7DyzEDt39bTP7IbAS2A781t1/23A9M5sMTAYYMGBAIUIRaR/VcQcg0jo51VPMbJiZnWNmX8jc2rpDM9sXGA8MBA4G9jKzzzdcz91nRnMAVB5wwAFt3Z1I4anGLwmTy1g93wZui26nAt8HxuWxzzOAf7j7enevBh4BTsxjeyLxUhu/JEwu9ZQJwOnAO+7+ReAYoGse+1wJfMzMepiZRdvW+P6SXKrxS8Lkcrpud/c6oMbMegHryOPCrrs/DzwEvEjoylkGzGzr9kRip8QvCZNLP/5FZtYb+Bmhp88W4IV8duru3yaM+imSbE5I/CIJkstELJdGf95hZk8Bvdx9aWHDEkkIjcwpCZTLxd1nMn+7e5W7L81eJlLSatEAbZI4Tdb4zawb4cdVfaIumJlTuxehG6aIaPYtSaDmmnouBq4kJPnFfJj4PwBuL2xYIgmRSfwiCdLcL3dvAW4xs8vd/bYixiSSHHWoqUcSJ5cvqO+YWU8AM/ummT1iZscWOC6RZNB8u5JAuST+G9x9s5mdDHwSmAX8pLBhiSSELu5KAuWS+DMzio4BfuLuc4AuhQtJJEHUxi8JlEvif9vMfgqcA/zazLrm+DyR9FONXxIolwR+DvAb4Cx33wjsB1xdyKBEEkNt/JJAufxydxthBM3M/TXAmkIGJZIYmV/uiiSImmxE8qGmHkkgJX6RfNRGN72TJEFyGatnLzMri/4ebGbjzKy88KGJJECmxt8p7kBEcpdLPeVZoJuZHQI8A3wRuKeQQYkkhmr8kkC5nK4WXeD9DHCbu/8rcERhwxJJCNX4JYFySvxm9nFgIvBktCyXCVxE0i8zVo9q/JIguZyuVwDXAo+6+3IzOxSYV9iwRBJCTT2SQLn043+W0M6fuf934GuFDEokMdTUIwnUYuI3s8HAVUBF9vruflrhwhJJiEziV41fEiSXtvoHgTuA/+XDAdtEBFTjl0TKJfHXuLuGYRZpjBK/JFAuX1CfMLNLzayvme2XuRU8MpEkyPTqUeKXBMmlxn9h9H/2iJwOHNr+4YgkjEbnlATKpVfPwGIEIpJImateSvySILmM1dMjmmt3ZnT/MDMbm89Ozay3mT1kZq+Y2YroB2IiyZOp8atXjyRILqfr3cAu4MTo/irgxjz3ewvwlLsPAY4BVuS5PZF4qKlHEiiXNv5B7n6umZ0P4O7bzazNp7mZ9QJOASZF29tF+GARyc8a4G9F3udqUlXj3wqsjzsI+VBXOKgaurfzZnNJ/LvMrDvRPENmNgjYmcc+DyWcW3eb2THAYuAKd9+avZKZTQYmAwwYMCCP3UnJWAD8CthS5P3WkJrEvxKoegdq6+KORACsBnwjtPeF1lwS/7eBp4D+ZjYbOImotp7HPo8FLnf3583sFmAKcEP2Su4+E5gJUFlZqcntpGU1wLvA0RQ3EZcBXYq4vwKqATpthe4fB+8adzSybTvUHtX+280l8S8mDMn8MUJL5hVAzzz2uQpY5e7PR/cfIiR+kfxk5r/dj9TUwIutFiirBR8ElpIPsySr2QT0aP/t5vQDLqDa3Z9097nAAdGyNnH3d4C3zOzwaNHpwF/buj2RepnErwutbVZbB2V1aOD1lMvl8P4X4de7nwKGAPcSxubPx+XAbDPrAvydMKuXSH40klTeaqMB50zfmFItlx9wPRnNsfs0oYnn0+7+Wj47dfclQGU+2xDZQx2htq8af5vV1Crpl4ImE7+Z3UbUkyfSi1A7v9zMcHeNyS8dSy1K+nmqdTTuUAlorsa/qMH9xYUMRCRvSvx5q6lTjb8UNJn43X1W5u+oLX5wdPdVd68udGAirabEnxcn1Pg7dVYxpl0uM3CNBGYBVYTzob+ZXRhNySjScSjx56Uu84969KReLof4R8Aod38V6qdivB84rpCBibSaEn9eagFX4i8JubTmlWeSPoC7/w0oL1xIIm2k7px5qQWoA1fiT71cDvEiM7sT+Hl0fyK60CsdkWr8ecnU+DVUQ/rlkvi/AnwV+BrhbfUscHshgxJpEyX+vKjGXzpyOcSXuPvNwM2ZBWZ2BWFMfZGOQ4k/L5nEX6cxelIvlzb+CxtZNqmd4xDJX+aXu9ImmXnjy5T4U6+5X+6eD3wOGGhmj2c91BPYUOjARFpNiT8v9ZOJqakn9Zo7xH8izGnUh9ClM2MzsLSQQYm0iZp68lIL4BqOuRQ098vdN4E3AU2ELsmgxJ+XWsAdddYuARqVQ9JD/fjzoqae0qHEL+ngqMafp1rA6sDUjz/1lPglHZzdBxGXVsuM1eNq40+95nr1vEzjbyUD3N2PLlhUIq2VmXZRVZk2qyVMu2hq40+95lrzxhYtCpF8ab7dvNVPtF6uYky7lnr1iCSDmnnyVgtYrdr4S0GLX4zN7GNmttDMtpjZLjOrNbMPihGcSM4yNX5ps9q60NSjsXrSL5cW0f8BzgdeA7oDXwZuK2RQIq2mpp681Xo0V70Sf+rldIjd/XUz6+TutcDdZvanAscl0jpK/HnTfLulI5fEvy2ac3eJmX2fMIzDXoUNS6SVMolfzT1tVlsHdIo7CimGXD7fL4jWuwzYCvQHPlPIoERaTTX+vNXUoe6wJSKXw/xpd9/h7h+4+3fc/T9RV0/paJT481Zbp/b9UqHx+CUdlPjzUgfUObiaekpCW8bj70U7jMdvZp2ARcDb7q5vEJIfJf68ZObbNSX+khDnePxXACsIHyQi+dGF3bzUj9OjX+2WhJzG4zezg4AR0UMr3L0mn52aWT9gDHAT8J/5bEsEiPUHXLXAC7WwbXs8+28vdTuBHnFHIcXQ4qUcM/ss8ENgPqEycJuZXe3uD+Wx3/8GriFM49jUficDkwEGDBiQx66kJMTY1FMNbPkAeB86JXi4g64OfkjcUUgx5HIN/5vACHdfB2BmBwC/A9qU+M1sLLDO3Reb2cim1nP3mcBMgMrKSn2Jl+bFWOOvI8xc1flAKBsTTwztRc08pSGXXj1lmaQf2ZDj85pyEjDOzKqAXwKnmdkv8tieSKyJ36N/XH3gJSFyqfE/ZWa/Ae6P7p8L/N+27tDdrwWuBYhq/Fe5++fbuj0RINamnjrCvtUVUpKixcTv7leb2WeAkwlvq5nu/mjBIxNpjbroFkOtWzV+SZpcLu7OcPdvAI80siwv7j6fcNFYJD8x1vid0MavPvCSFLnUUc5sZNno9g5EJC8x1vjrAFONXxKkuV/ufgW4FDjUzLJ/sNUT+GOhAxNpFSdk4Bhq3ZnfjpWpxi8J0VxTz32Ei7jfA6ZkLd/s7u8VNCqR1or54q6jph5JjuZ+ubsJ2ESYfUukY4v74i5K/JIcapWUdMhUu2Nq43fUxi/JoVNV0iFT44+pVw+uaQslOXSqSjrEnPjVxi9JosQv6RBzUw+oqUeSQ6eqpEPMP+BCP+CSBFHil3SI+QdcauqRJFHil3RQd06RnCnxSzrU/3w2pl07uAazl4RQ4pd0iPnirjlYLoOci3QASvySDnH3449pnCCRtlDil3TI9KmMqcZfhiZikeRQ4pd0UHdOkZwp8Us6xDw6pzlq6pHEUOKXdMg09cTYxq9ePZIUSvySDjEnftX4JUmU+CUd1NQjkjMlfkmH+iEy49m1+vFLkijxSzrE2NRTB1idRueU5NCpKumgNn6RnCnxSzrE2cYf475F2kKJX9Ihzh9wOZhp6kVJjqKfqmbW38zmmdkKM1tuZlcUOwZJobqWVynYrlXbl4SJox9CDfB1d3/RzHoCi83saXf/awyxSFrE2dQT06igIm1V9MTv7muANdHfm81sBXAIoMQvbRdz4k9LhX9TOazsEXcUkrGlE/QrQKUi1p7HZlYBfBR4vpHHJgOTAQYMGFDcwCR54q7xp6RHz9J94E/lsCvuQCToBv06w3HtvNnYEr+Z7Q08DFzp7h80fNzdZwIzASorK73h4yK7qZ//MIZdp+js3FUGtTvh8H+CMv0gLXbvA/vu3f7bjeXQmlk5IenPdvdH4ohBUibuGn9K2npqDMpqYf8+0Ckl32KSbBtQXoDtxtGrx4A7gRXufnOx9y8pVUtIvnH1409J4t9lUOZQpovVqRbH4T0JuAA4zcyWRLdPxRCHpEkm8cegDlLTxr/LQlKwlHyQSePi6NXzB1JTP5IOoza+Xdc5dEpJDXkXUKZ3Z+ql5HSVkhdTjb/+um5KkuWuMiWFUqBjLOlQQ6zz7ablnbTL1L5fCnSIJR1iqvHXEXXnTME7yYmaelLwWqR5OsSSDnE29aQk8ddYNLdACl6LNE+HWNIhpi6VdZCexF8Wvr2oxp9+OsSSDjEl/kyNPw2zb9VYNO5QSrqmStNScLqKEH8bfwqSZbVFX16UFVJPh1jSIeY2/lTU+MvSNeCcNC0Fp6sIsf2Aqz7xpyBZ1lg0m5gGZ0s9JX5JhxibetIy325NGdRZen6FLE3TIZZ0iLGpxx08BbXk6qg7Z2dlhdTTIZZ0iLPGT0ra+JX4S4YOsaRDzN0509AFsqYsvB419aSfDrEknxNr4nfSkfiry0IxlqfgtUjzlPgl+TLZNwaZpp40XNytNcChsxJ/6inxS/LFOO1i5uJuGvq+VxuU1ekHXKVAh1iSL875dqP/09DUU1MGVgdlKXgt0jwlfkm+mGv8kJLEb0CdJlkvBUr8knyZxB9DO3/9rlPwTqpWjb9kpOB0lZIXd40/Jd05M238qvGnnxK/JF/cF3dJx+Ql1QZlGo+/JOgQS/LFfXE3JROx7ATKUtAtVVqWgtNVSl4m8ceg/tJCCppHdpkSf6lQ4pfki/kHXJaSoYyV+EuHEr8kX31n+uLvun6y9bTU+JURSoIOsyRfzBd3LQUTsdRGN9X4S0Msid/MzjKzV83sdTObEkcMkiIxtvHXN/UkvApVG027qD78paHop6uZdQJuB0YDRwDnm9kRxY5DUiTmi7tWR+KbejKTsCT9A0xyE8clqeOB19397wBm9ktgPPDX9t7RgrthxwKorW7vLUtHYkD5Nlg6DDb0LfLOHWp7w98PB+9W5H23Iwe21QKdYHPcwUi9nQXabhyJ/xDgraz7q4ATGq5kZpOBydHdLWb2alt2tn/XQ47p1WX/upbXLK4Pdm0o64hxQceNraW4yp42qy3zotf9P6jeUFazb68dHsO+m7Nry/vlXfbet1XVnh2damqq63ZsL1RM9bZs6cHee28r+H5aqwPGdd/7729k69a9gHfb8PSPNLbQvMjnqpl9Fviku385un8BcLy7X16g/S1y98pCbDsfHTUu6LixKa7W6ahxQceNrVTiiqNFbxXQP+t+P2B1DHGIiJSkOBL/QuAwMxtoZl2A84DHY4hDRKQkFb2N391rzOwy4DeEvhB3ufvyAu5yZgG3nY+OGhd03NgUV+t01Lig48ZWEnEVvY1fRETipV67IiIlRolfRKTEpDrxd5ShIcysv5nNM7MVZrbczK6Ilk81s7fNbEl0+1QMsVWZ2cvR/hdFy/Yzs6fN7LXo/32LHNPhWWWyxMw+MLMr4yovM7vLzNaZ2bKsZU2WkZldG51zr5rZJ4sc1w/M7BUzW2pmj5pZ72h5hZltzyq7O4ocV5PHLubyeiArpiozWxItL2Z5NZUfCneOuXsqb4QLx28AhwJdgJeAI2KKpS9wbPR3T+BvhOEqpgJXxVxOVUCfBsu+D0yJ/p4CzIj5OL5D+CFKLOUFnAIcCyxrqYyi4/oS0BUYGJ2DnYoY1yigc/T3jKy4KrLXi6G8Gj12cZdXg8d/BHwrhvJqKj8U7BxLc42/fmgId98FZIaGKDp3X+PuL0Z/bwZWEH7B3FGNB2ZFf88CPh1fKJwOvOHub8YVgLs/C7zXYHFTZTQe+KW773T3fwCvE87FosTl7r9195ro7p8Jv5MpqibKqymxlleGmRlwDnB/IfbdnGbyQ8HOsTQn/saGhog92ZpZBfBR4Plo0WXR1/K7it2kEnHgt2a2OBomA+Agd18D4aQEDowhrozz2P3NGHd5ZTRVRh3pvPt34P9m3R9oZn8xswVm9i8xxNPYseso5fUvwFp3fy1rWdHLq0F+KNg5lubE39jI4rH2XTWzvYGHgSvd/QPgJ8AgYDiwhvBVs9hOcvdjCaOlftXMTokhhkZFP/AbBzwYLeoI5dWSDnHemdn1QA0wO1q0Bhjg7h8F/hO4z8x6FTGkpo5dhygv4Hx2r2AUvbwayQ9NrtrIslaVWZoTf4caGsLMygkHdba7PwLg7mvdvdbd64CfUaCvuM1x99XR/+uAR6MY1ppZ3yjuvsC6YscVGQ286O5roxhjL68sTZVR7OedmV0IjAUmetQoHDULbIj+XkxoFx5crJiaOXYdobw6A58BHsgsK3Z5NZYfKOA5lubE32GGhojaD+8EVrj7zVnLswcR/ldgWcPnFjiuvcysZ+ZvwoXBZYRyujBa7UJgTjHjyrJbLSzu8mqgqTJ6HDjPzLqa2UDgMOCFYgVlZmcB3wDGufu2rOUHWJgLAzM7NIrr70WMq6ljF2t5Rc4AXnH3VZkFxSyvpvIDhTzHinHVOq4b8CnCFfI3gOtjjONkwlexpcCS6PYp4OfAy9Hyx4G+RY7rUELvgJeA5ZkyAvYHngFei/7fL4Yy6wFsAPbJWhZLeRE+fNYA1YTa1peaKyPg+uicexUYXeS4Xie0/2bOszuidf8tOsYvAS8CZxc5riaPXZzlFS2/B7ikwbrFLK+m8kPBzjEN2SAiUmLS3NQjIiKNUOIXESkxSvwiIiVGiV9EpMQo8YuIlBglfpEGzKy3mV0a/X2wmT0Ud0wi7UndOUUaiMZLmevuw+KORaQQij7nrkgCTAcGRWOzvwYMdfdhZjaJMEJiJ2AYYbyZLsAFwE7gU+7+npkNAm4HDgC2ARe5+yvFfhEiTVFTj8iephCGgh4OXN3gsWHA5whjzdwEbPMwkNdzwBe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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -9248,7 +485,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 316,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -9257,2551 +494,13 @@
        "Text(0.5, 1.0, 'Support for Proposal 1')"
       ]
      },
-     "execution_count": 316,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -11813,2556 +512,7 @@
     },
     {
      "data": {
-      "image/png": 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RV2fHCagTqnOeVtWlIvI2sAynue/GcPXUgzB2UFTVi1U1XVWTVLW9qr6sqseqagdV7eM+6mxgAti4cSPffON0VHnzzTcZPHhwaSBo2bIl+/fv5913360wfePGjcnJOfxibffu3cnKymLBggUA5OTklNuNdurUqeTn57Nz505mz55N//792bt3L61btyYpKYlZs2axYcOGKn+PisoBMHLkSCZNmgTApEmTGDVqVJX7M3VXYX4hyYnhDU4ZWRlcPuVyOvy9A3fNvItGyY14+tyn2fzHzcz97VzuP/1+Tm5/sgWmCKjueVpVH1bVzqraTVU/CWfZ4uavfxSh7WF3lIdtevTowaRJk7juuuvo0qULv/vd72jYsCHXXnstxx9/PB07dixtmivPmDFjuPbaa3n66acPCWLJycm89dZb3HzzzeTl5ZGamsqMGTMOSz9gwACGDx/Oxo0bue+++2jbti2XXHIJ559/Pv369aNPnz507969yt/jyiuv5Prrry+3Q8Rdd93FhRdeyMsvv8xRRx3FO++84+HImLqqqKCIpITwjJH449YfufeLe/lo9Uc0Sm7E2L5juXHAjXRvWfV71NQ/Uhf6JKSlpWnZyQaXL19Ojx49olQip7feiBEjWLJkSdUbh8GDDz5Io0aNuO2226KSf1nR/nuY2tOA8n8/+z9OLTqVoT+vutu4V1k5Wdw+/XbeWPwGzRo0445Bd3DjgBtpklL+tVQTZCNwEVDDsRhE5ICqVn0tIQbFTc3JGFM7/kI/geIAyQmhadZTVV7+4WVu+/w2CvwF3D34bm4fdDtHpNpN3KZqFpxqqGPHjlGrNYFTczImlAIFAbo27UqLoha13tfmfZu5/P3L+eKnLxjScQgvnv8ixzY/NgSlNPWFBSdjDODc+PqbY38Dm2u3n682fsXot0eTW5TLCyNe4Jq+1+CTOjsBgokSC07GGEch4KfGN+CqKs9nPM8tn95Cp2ad+OKKL+jZqmcoS2jqEfs6Y4wBYEvmFp5Y+AQ/Hfip2mlVlbtn3s0NH9/AsM7DmH/tfAtMplYsOBljAEiRFLo06kJaQvU6d6kqd864k0e/fpTrTrqOaWOm0axBs/AU0tQbcdOsN+sL2Ls3dPtr2hTOODN0+ytPXZgy45133uHBBx9k+fLlzJ8/PyyjopvY0Lxhc0a2HQkF3tOoKrdPv50nvnmCG/rdwLM/f9aGFzIhETfBae9eaNYsdPvbsyd0+ypPXZky47jjjuO9997juuuuC3m+JrZooUIRSJL34PLg7Ad54psnuHnAzTx17lMWmEzIWLNeDa1fv57u3btzxRVXcMIJJzB69GgOHHDGSBw3bhz9+/fnuOOOY+zYsaUTtA0ZMoR77rmH008/nUcffZRp06Zx++2306dPH9auXcuVV15ZOlLEggULGDRoEL1792bAgAHk5OQwe/ZsRowYAThdyS+77DLOPPNMunTpwosvvgjA/v37GTp0KH379uX4449n6tSppeXt0aMH1157Lb169WLYsGHk5eXx7rvvlk6Z0adPn8PG2+vRowfdunWLyDE10bVw8ULGLRrHnsAeT9tPWjiJcV+O46o+V1lgMiFnwakWVq5cydixY1m0aBFNmjThueeeA+Cmm25iwYIFLFmyhLy8PD788MPSNCVTZtx7772MHDmSv/3tbyxcuJDOnQ9OKFYyZcZTTz3Fjz/+yIwZMyqcMuOjjz7im2++Ydy4cWRlZdGgQQOmTJnC999/z6xZs/jTn/5UGhxXr17NjTfeyNKlS2nWrBmTJ09m9OjR9OvXj9dff52FCxeWm4+pHwoPFKJ+JTml6ptw52+ez7UfXMtZx5zFCyNesMBkQs6CUy2UnTLjq6++AmDWrFmcfPLJHH/88XzxxRcsXbq0NE1Np8xITDy8BbZkyoyWLVuWTpmhqtxzzz2ccMIJnHXWWTZlhvGsML8QApCUXPnYejsO7GD026Np16Qdb41+K2xj8Zn6LW6uOUVDfZgyw9QfRflFiAqJKRWfFlSVq6deTXZuNnOvnkvz1OYRLKGpT6zmVAv1YcoMU38U5jmz4FbWIeKl71/ig1UfMH7oeE5qe1IES2fqm7ipOTVtGtoedk2bVr1NfZgyY8qUKdx8881s376d4cOH06dPHz777LOqD46pcwrzC0mSpApHiNiwZwN/+OwPDO00lFsH3hrZwpl6x6bMqCGbMuNQ0f57mNqbfPtkNk/dzC2/vAXK9ItRVc5/83xmrZ/FshuWcXSzo6NTyPrGpswwxtR3hflOs155NafJyyfz0eqPeGLYExaYTERYcKohmzLDxJvCgkKSOLxZL784n9s+v43ebXpzy8m3RKdwpt6x4GSMAaDrEV3RVD2sm9Tfv/k7G/ZuYOKoiST67JRhIsPeacYYAE5pdwocAQR11tueu52/fvVXRnYbyZmdwjzYpDFBrCu5MQYAf67/sDPCY18/xoGiA4wfOj46hTL1lgUnYwwAT856ko92f1S6vHX/Vv654J/85vjf0KOV9cQ0kRU/zXr343S7DJWjgMoHCa+1ujBlxu23384HH3xAcnIynTt35pVXXqFZKId/NzFjUOtBtM5rXbr8t6//RqG/kPtPuz+KpTL1VfzUnDYCHUP4CGWgK0fJlBnLli0rXTdu3LgKAxM4U2aEOjCBE5yysrLKfe3ss89myZIlLFq0iK5du/LII4+EPH8TAxRObXUqXRp3AWB33m5e+O4Fxhw3hi4tukS5cKY+CltwEpGJIrJNRJYErWsuItNFZLX7fES48g+3+jJlxrBhw0oHnR04cCCZmZnhP7gm4gIFAfYc2EMhhQA8n/E8uUW53D7o9iiXzIRTdc/TInK3iKwRkZUiUsNbg70JZ83pVeDcMuvuAmaqahdgprtcZ9W3KTMmTpzIeeedF6rDZ2LIgT0H+Mf3/+DH/T9SUFzAU/Oe4pzO59D7yN7RLpoJr1fxeJ4WkZ7AGKCXm+Y5EalgsKvaC9s1J1X9UkQ6llk9Chji/jwJmA3cGa4yhFvZKTOefvppbrvtNmbNmsVjjz3GgQMH2LVrF7169eL8888Haj5lRnlKpsxITU0tnTJj+PDh3HPPPXz55Zf4fL6QTZnx8MMPk5iYyCWXXOI5TX2hAWX+K/PZv2t/6bqTup5Es0bN2LJzC8s2LGNQr0GkpqSyfut61matrXKfZbc/o88Z+Hw+Vm5aSeb2qmuvwdtn787mtBNOA2DxusVs27PtsO0LDhSAQlJCEu8ue5fs3Gz+eMofq3EUTF1UzfP0KOC/qloA/CQia4ABwDfhKFukO0S0UdUtAKq6RURaV7ShiIwFxoIzEGosqi9TZkyaNIkPP/yQmTNn2qRy5cjJyuGTlz5BtgmizvHp2rYrzRo0Y1vONr7e/jV9O/QlNSmVzD2ZfL3r6yr3WXb70zuejs/nY92OdSzYt6DK9MHbL8ldwmlHO8FpRfYKlucuLzdNiqTQKr0Vz2U8R5fmXTjrmIqvf5o6I1FEMoKWJ6jqhCrSVHSebgd8G7RdprsuLGK2t557ACeAM/BrlItTrpIpM0455ZRKp8wYPXp0uem9TJnRv39/cnJyym1umzp1KnfffTe5ubnMnj2b8ePH884774R0yoxPP/2URx99lDlz5tCwYcMq91UfFRcUQxH8ot0v6H3Soc1gvd1/JQa7/7wqu/157j+vym5/wfEXVLr9jzk/MnfTXJ4c9iQ+iZ/+UvVYsar2C9G+yvtmGrZzc6SDU7aIpLvROB04vH2hpo4C1odsb87+qlAfpsy46aabKCgo4OyzzwacThHPP/981QenHvEX+kEhISkBPEy1Ekt2HthJRlYGGVkZLMhawDeZ35CamMqVfa6MdtFM9FR0ns4EOgRt1x4ov5tvCIR1ygy3LfNDVT3OXf4bsFNVx4vIXUBzVb2jqv3YlBmHsykzYkf2kmz+dfm/uKj5RfQYHNvHIL84n1k/zWLGuhnM+GkGi7IXlb7WrUU3+rXtx2UnXMY5x4a1I5bxKgJTZng9T4tIL+ANnOtMbXE6S3RRVX/NSle5sNWcRORNnItqLUUkE3gAGA+8LSK/xTnslbcxGFMHlNScYrUZrKC4gI9Wf8S7y97lw1UfklOYQ0pCCoOPGszDZz7MKe1PoW96X5o2qGPVPlNr1TlPq+pSEXkbWAYUAzeGKzBBeHvrXVzBS0PDlWck2ZQZpoS/yPl8JvjC1qu2RtbsWsOE7ybwysJX2HFgBy1SW3BRr4v4VY9fMaTjEFKTKr5twNQP1T1Pq+rDwMPhK9FBMdshwguvvdpMeNWF2ZTDqXWz1lx17FW0Lqqw82lELdy6kHFzxjFlxRQSJIGR3UYy9qSxnHXMWTblhakz6uw7tUGDBuzcuZMWLVpYgIoiVWXnzp00aNAg2kWJmpTEFI5ueDTkVr1tOK3YsYJ7Zt7DlBVTaJrSlPtOu4/r+11P28aHj5loTLiIyK8qe11V3/OynzobnNq3b09mZibbt2+PdlHqvQYNGtC+fftoFyNq9u7Zy4YdG+jSoAupRL6pLK8oj4f/9zCPff0YqUmpPHD6A/x+4O9p1qBZxMtiDHC++9waGAR84S6fgXNDb3wHp6SkJDp16hTtYhjDluwtvLfxPa7vfH3Eg9Oc9XO4etrVrNu9jstOuIzHhz1O67TYaF409ZOqXgUgIh8CPUtu6HW7pf/T637qbHAyJlYc0/YYbul8C01Syx9mKhwCGmD8V+O5b9Z9dD6iM19c/gVndDojYvkb40HHksDkyga6ek1swcmYWkr2JdM8qTkkRSa/nQd2cvn7l/Px6o8Zc9wYJoyYQOOUxpHJ3BjvZovIZ8CbOCNJjAFmeU1swcmYWtqavZW129bS76h+pJBSdYJayNyXydn/Ppt1u9fx3M+f4/p+11uHIBOTVPUmEfklcJq7aoKqTvGa3oKTMbWUuSWT6dnTOeHoE8IanNbsWsNZr53FrrxdTL9seulgrsbEsO+BHFWdISINRaSxqpY/kGcZsXlLuzF1iL/IHVsvIXw34S7ZtoSfvfIz9hfuZ9YVsywwmZgnItcC7wIvuKvaAe97TW/ByZhaCvgDTnBKDE9wWrd7HWe9dhY+8fHlVV9yUtuTwpKPMSF2I3AqsA9AVVfjdC/3xJr1jKklf7EfAuBLCP13vR0HdjDs38MoChQx64pZ9GgV2wPLGhOkQFULS66Jikgi1Zhiw2pOxtRSabNeiGtORf4iRr89msx9mXz0m48sMJm6Zo6I3AOkisjZwDvAB14TV1hzEpG+lSVU1e89F9GYOOYv9iMIvsTQftf742d/ZM6GOfznl/9hYPuBId23MRFwF/BbYDFwHfCxqr7oNXFlzXpPuM8NgH7AjzgzIZ4AzINqTOdpTBzzF/lJIKH8eUJraPKyyTy74Fn+OPCPXHLCJaHbsTGRc7OqPgWUBiQRudVdV6UKv+qp6hmqegawAeirqv1U9STgRGBNLQttTNzwF/tJkISQNZJv3LuRaz64hgHtBvDIWY+EZqfGRN4V5ay70mtiLx0iuqvq4pIFVV0iIn28ZmBMvAv4A05wCkHNSVW59oNrKfIX8eav3yQ5Ibn2OzUmgkTkYuA3QCcRmRb0UmNgp9f9eAlOy0XkJeA/OD0tLgWWV6OsxsS1Ib2GMDB9YEiC08QfJvL52s/558//yTFHHFP7HRoTeXOBLUBLDl4eAsgBFnndiZfgdBXwO+BWd/lL4F9eMzAm3jVMbEjDxIa1btbbnrud26bfxulHn871/a4PTeGMiTBV3YBzOeiU2uynyuCkqvki8jxOT4uVtcnMmHi0YuMKDuw7QN/KO7hW6Z6Z97C/cD/PDX8On9hdHqZuE5GBwDNADyAZSAByVdXT8P1VfgJEZCSwEPjUXe5Tph3RmHpt0U+L+GbvN7WqOWVkZfDyDy9z68m30rNVz9AVzpjoeRa4GFgNpALX4AQrT7w06z0ADMCZwRBVXSgiHatbSmPi1a/7/ZpARqDG15xUlTum30HLhi25//T7Q1s4Y6JIVdeISIKq+oFXRGSu17ReglOxqu61YfmNKV8CCbXqrff52s+ZtX4WT5/7NE1SIjdhoTFhdkBEkoGFIvIYTieJNK+JvTRELBGR3wAJItJFRJ7B6Y1hjAHmrZrHvH3zatSsp6rcPfNuOjXrxHX9rgt94YyJnstwrjPdBOQCHYBfe03speZ0M3AvUAC8AXwOjKt2MY2JU8s2LUNyhZPl5Gqn/Xj1x/yw9Qcmjpxo9zSZuOL22gPIA/5S3fRegtPFqnovToACQETG44ybZEy95y/2k+JLqXaznqry0P8e4uimR3PpCZeGp3DGRJiILKaS0cdV9QQv+/ESnEaLSL6qvu5m/E+c8faMMbhj6/mqPyL57PWz+TbzW/41/F8kJSSFoWTGRMWIUOzES3D6FTBNRALAecAuVb2xNpmKyB9wuhUqzoi1V6lqfm32aUy0lI6tV01///bvtGrYiiv7XBn6QhnjQXnnYqAh8BbQEVgPXKiqu73uM6g5r1YqvIQrIs1FpDkH+6ffgTOj4Th3fY2ISDvgFqCfqh6Hc8FsTE33Z0y0BYoD1Q5Oa3at4cNVH3J9v+tpkGgNESbyKjkX3wXMVNUuwExqeAlHRHJEZJ/7yBcRv4js85q+sprTdzjRVIKeh7sPBWoz8FcizgRURThROqsW+zImqvzFfhISqhecnpn3DIm+RH7X73dhKpUxnpR3Lr4bGOK+PgnnHtc7q7tjVW0cvCwiv8C5Z9ZzwSracafqFsYLVd0sIo8DG3F6cXyuqp+X3U5ExgJjAZKTrReTiV3+Ync+J49yC3N59cdXuaDXBaQ3Tg9jyYwhUUQygpYnqOoEqPhcLCJtVHWLu80WEWkdioKo6vsi4rkW5uWaEyJyHNCToI4Qqvpa9YsHInIEMAroBOwB3hGRS1X1P8HbuQdwAkBaWprneeeNiTR/sR+fz/tNTu8se4d9Bfu4/iQb3NWEXbGq9ivvhYrOxaHKWER+FbTow5m01vO5vMrgJCIP4FTxegIf43SK+AqoUXACzgJ+UtXt7v7fAwbhTMlhTJ3j91evt95L379E1xZdGXyUTSZtoqqic3G2iKS7taZ0YFsN939+0M/FOJ0rRnlN7KkrOdAb+EFVrxKRNsBL1SlhGRuBgSLSEKcqORTIqDyJMbHrtn63OUMje7B8+3K+3vQ1j531GDYkmImyis7FuTiz2I53n6fWZOeqelVtCuclOOWpakBEikWkCU4UrXFnCFWdJyLvAt/jRNMfcJvvjKmLEgOJHhvIYdKPk0iQBC7vfXl4C2VMFSo5FzcC3haR3+IEsAtqsn8R6YQzwlBHgj4hqjrSS3ovH6kMEWkGvIjTg28/ML+6BQ2mqg/gjHZuTJ2mAeWT1Z/QNbcrx3JspdsGNMCbS95kWOdhtGnUJkIlNKZiFZyLC3BqUbX1PvAy8AEQqG5iL5MN3uD++LyIfAo0UVXPU+0aE88CxQEW71hM00DTKoPT3E1z2bh3I389868RKp0xUZWvqk/XNLGXDhEzVXUogKquL7vOmPosgQTu7Hsn/FT1tq8vep2GSQ0Z1d3zNWFj6rKn3A51n+PUxgBQ1e+9JK4wOIlIA5ybslq6XQ5Lrt42AdrWuLjGxBM/TufYKnqSFweKeWfZO4zsNpJGyY0iUTJjou14nGkzzuRgs566y1WqrOZ0HfB7nED0HQeD0z7gnzUoqDFxJz83n2mrp3FS8Ul0pnOF2/1vw//YmbeTC3rW6NqyMXXRL4FjVLWwJokrGyHiKZxq2c2q6nned2Pqk8L8QpbtXMaxaZVfb5qyYgoNEhtwTudzIlQyY6LuR6AZNbxPyktvva0i0lhVc0Tkz0Bf4CGv7YbGxDN/kR+g0ptwVZUpK6ZwTudzSEv2PEu1MXVdG2CFiCzg0GtOIetKfp+qviMig4FzgMeBfwHVn/bTmDjjL/SDgk8qvuiUkZVB5r5MHjrjoQiWzJioq9XtQl6Ck999Hg78S1WnisiDtcnUmHjhL3KCU2VTZkxbOY0ESeD8budXuI0x8UZV59QmvZfgtFlEXsAZh+lREUmhyr5JxtQPJTWnypr1PlnzCad0OIXmqTWeBs2YOkdEcjg40GsykATkqmoTL+m9BJkLgc+Ac1V1D9AcuL36RTUm/lR1zWnr/q18t+U7zjv2vEgWy5ioU9XGqtrEfTQAfg086zW9lxEiDgDvBS1vAbbUpLDGxJuqmvU+W/MZgAUnU++FZT4nY0z5SoNTBTWnT9Z8wpGNjqTPkX0iWzBjoizs8zkZYyomASHVl0piwuEfJX/Az+drP2dU91E2PYapj8I7n5OIpHFw2oyuQHfgE1UtqmZBjYk7x7Q7hjt73Fnu98GFWxeyO383w44ZFvmCGRNltZ3PyUuHiC+BBiLSDpgJXAW8WptMjYkbfvdRzifpi5++AOCMTmdEtEjGxAIRmeROt1SyfISITPSa3ktwErdTxK+AZ1T1lzhTthtT763fuJ63N7xNTiDnsNe+WP8FPVr24MhGR0ahZMZE3QluD28AVHU3cKLXxJ6Ck4icAlwCfOSus2tVxgD5+flsz9+OyqHtekX+Iv634X+c2cnTAMzGxCOfO6MFACLSnGrEDi8b3grcDUxR1aUicgwwq9rFNCYOdT+qO907docGh65fkLWA3KJcC06mPnsCmOtOBa8498w+7DWxl/ucvsS57lSyvA64pfrlNCYO+XFmqinTk/yLn75AEE4/+vRolMqYqFPV10QkA2f+JgF+parLvKb30luvK3Ab0DF4e1W1r4Sm3lu8ajHz18/nstaXkUxy6fqvNn5Fr9a9aNGwRRRLZ0z0iMhAYKmqPusuNxaRk1V1npf0Xpr13gGeB17i4CCwxhhg7769bMrbhCQcvI/JH/DzTeY3XHzcxVEsmTFR9y+cKZZK5JazrkJeglOxqv6rBgUzJu6VjhCRdLBdb8m2Jewr2MepHU6NYsmMiTpR1dKeQu69sp47RHjprfeBiNwgIuki0rzkUaOiGhNn/MV+ROWQmtPXm74GYPBRg6NVLGNiwToRuUVEktzHrcA6r4m9RLEr3OfgkcgVOKYahTQmLgX8ARJIQHyHBqf0Rul0bNYxegUzJvquB54G/owTM2YCY70m9tJbr1ONi2ZMnPMX+Z0RyYOGzvtq41ecetSpNp6eqddUdRswpqbpq2zWE5GGIvJnEZngLncRkRE1zdDdRzMReVdEVojIcvcmX2PqHH+xHx++0k9SVk4WG/duZFD7QdEtmDEelXc+di/fTBeR1e7zEVXv6bD9NhCRG0XkORGZWPLwmt7LNadXgEKg5NOWCTxU3YKW8RTwqap2B3oDy2u5P2Oiwl98aM1pweYFAJzc/uQolsqYainvfHwXMFNVu+A0x3mehynIv4EjgXOAOUB74PBxvirg5ZpTZ1W9SEQuBlDVPKlFe4WINAFOA65091eIE/yMqZUtC7ewas6qcl/rcXQPWh/Rmt05u1m0dhG9O/emWeNmZO/KZsXGFVXuu+z2/bv3p2GDhmzbsA2fHqw5zd88nwRJqLPzN+UC26NdCHNQCrQpgtQw7b6i87GIjAKGuJtNAmYDd1Zz98eq6gUiMkpVJ4nIGzizqnviJTgVikgq7qQAItIZKKhmIYMdg/P+f0VEegPfAbeqam7wRiIyFvfiWXJy8mE7MaasORPnsGL6inK/6rRo04LWjVqzJ28Ps7Jm0bFtR5qlNiM7J5tZ26oejavs9sd1OI6GyQ05dtexZCZmlganBVkLOK71cTRMahji3y4yNgLrt4I/EO2SGAApBt0Dtbjwn+iO0lBigqpOCFou93wMtHFnPUdVt4hI6xrkXTKt0h4ROQ7YijOYgycS1A29/A1EzsbpbdET+Bw4FbhSVWfXoLCISD/gW+BUVZ0nIk8B+1T1vorSpKWlaW5ubkUvGwPAf373H/Jm5HHNsGvKbbAWEYLf72WXq1Jheh9IM0FRWjzWgtE9RzPh/AmV7Cl2LQa2rIXkU0BTol0acyAPuv0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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -14419,7 +569,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 317,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -14428,1331 +578,13 @@
        "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')"
       ]
      },
-     "execution_count": 317,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -15798,7 +630,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 318,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -15807,2283 +639,13 @@
        "Text(0.5, 1.0, 'step_down tokens staked for proposal 1')"
       ]
      },
-     "execution_count": 318,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -18095,2286 +657,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -20405,7 +688,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 319,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -20414,2555 +697,13 @@
        "Text(0.5, 1.0, 'Support for Proposal 1')"
       ]
      },
-     "execution_count": 319,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -22974,2560 +715,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -25584,7 +772,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 320,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -25593,1408 +781,13 @@
        "Text(0.5, 1.0, 'Conviction and tokens staked for proposals 0 and 1')"
       ]
      },
-     "execution_count": 320,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -27039,7 +832,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 321,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -27048,3343 +841,13 @@
        "Text(0.5, 1.0, 'Support for Proposal 1')"
       ]
      },
-     "execution_count": 321,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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yhOnTpycURtOnT+e5557jO9/5Tsavm3UklDvKqT5YDQEY1EFqYYVoMPmM7rvjPqiBxasXw+CX5yaJSThnh4/9j5Tyv4/mxY+amU5KWS+l3Bz+3w3sBoYfretlk09LCYkpU6YwadKkY/KeHmuqD1azrW0bXf4u/Pv8qU/IJjqGZqQNHmGEirFuTp3i0GSQku05+5j4jIQQY4CTgQ8SHD5DCLFVCPFvIcS0JOffIITYKITYmCgv27Gm9WArvo7ev7pPQwmJE5n8nHxK7CWgQ/Om5tQnZJOwz2gwmenQMUpaZP/naZIca2QeDT9uSNYwwZx9sxBimxDiUSHEUSnvfNSFkRAiD/gX8AMpZVefw5uB0VLKWcCDQMJqbVLKh6WUc6SUcxKVTziWSCkJdAdor2/v9fqnrYTEiUZpUSlfH/N1kNC89TgQRgwuzWhY/jDG2saawmhwo0bm0fDj4USNEszZ/wuMB2YD9cAfjsbgjqowEkLYMG7qCSnlc32PSym7pJSe8P+vATYhRNnRHNMRI/v8DdNfCYlly5axfft2rr/++qyVkNiyZQuVlZVJS0gMBo0zm+iqTq4ll1JbKXr14JnkE2G32EHCiNzBkyRVqhIbtkFR8G/tP9ay+LOLzWjDwyDRnC2lbJRSalJKHfgbMO9oXPuoCSNhzI6PALullH9M0mZIuB1CiHnh8bQerTFlAqmHv+B9vuefhhISJzJ7D+zlnp33cFnpZczxDe4oQauwMtw2nArH4Ilcq2+r5+PujweFZrR8+XI4ANq+QSAZjyOSzdlCiKExzb4IHJXcZ0fT5jUfuBrYLoTYEn7tJ4QrMkgp/wJcDnxXCKFiuD6/IjOQRrywMLMRcIWFPf9Hwmr7CqNPQwmJ559/nltuuYXm5mY+97nPMXv2bN54442UfR4PSGl8riJHQAuDOqJu7pi51Nnr6PZ2k8sgScKsATrIoESQ3TpLQgqkLgm2B7Ga6TcHQrI5+6tCiNkYs141cFTCac0SEgNEDag07W/ChYviqYYfzywh0ZvjsYTE7pd38/SPn+Zs69nsatnFjatuxHaSLdvDSkjg7wHuuesePrPgM5zx5BnZHg4Ah354CPubdiqfrYQsB1w+cusjHHr5ELf99TYKFxWmPuFTgllC4gTDqlgZljOMYutRCSg5YdBVna6arkG1F6Y/dF0HCTmuHCqtlQT2BrI9pKR0ejpZlL+IifkTsz2UKCNzRlJpqYRgtkcC88bPAwkhdyjbQzEZAKYOO1AkqLqK1CQ2aQNhlpBIxLt/epdVT63i1CGncsniS4wg0UFMxBd4UulJnOE7w4gZGqS8/OHL2AI25jvmZ3soUV7a9RIHmg5wQ8cNuMjulgC7YgcdQh5TGB1PmJrRAAmpIZr8TbSEWrI9lEFNa20rOS05zPhoBjyR7dGkJuILVFwKWEHfO3g1ukWTFjHSNpLW7sET67O5bjPtoXYCnjQ1yoPA4xyV6LvXNrwGGgS7B4GaZpI2pjAaIJFJK1/JjwtiMOnB6/ZSYi1hTMGYzO/KrwLWZ7bLyJ4doQj+2vlXXlrzUmYvkEFGFY7iHc87bGvalu2hGOhwztBzQILmT0+67F2zl9f/9jr6jswL/VPHnEqxUkyptTTjfZscPUxhNEDsVjvDXMPIU/JMYdQP3i4vOUoOv238Le8eejejfbvXuen4fQdkMMF2NJpOEThznbQ0tgzaz7e6qRoYRJteVRjiGmL8608vtvvjAx+zrmkdalfmY8HPmXgOt1bcSl7ILMt+PGEKo4EiIaSH8Ov+QTtZDQa6O7vJseUwO282QxxDMtr3Y8sf476t92VU45JaWBgJQWlhKa3eVhikdfZe3fHqoMpNF/KF2NCwwfCnpimMRhSNAA08HZl/k4P+IIf8h/C0DdIP0CQhJ2YAw88xbNKZYhQQTqLtD/hp87eBCsNkfGbrw+V4KCFxxx138PLLL2O32xk/fjyPPfYYRYnSo0vDTJdrz2VR/iIyvRXGYXX05ELLEOVF5ZxefDoOq4PSglJ8qg/vXi85p+Rk7iIZIiKEBosw8rl9HOg8YAgjX3rCyKpZQUu//UD43+X/S3tLOxcfvJg5DO4NzCY9nJia0UFgTAYfMYJN02JmwAxpRpESErt29VTXuPvuu5MKIjBKSGRaEIEhjOrq6hIeW7RoETt27GDbtm1MnDiRe+65J2E7KSVqQCXHkYMqVNRgZiec0aWjcRAWSBliRMUIPlvxWVw2F6WFhq9h96u78XcMvgzeg00YqUE1uhE8XZ/Rul3rDGHkzbwwcuAACRNyJmS8b5Ojx4kpjI4isZuEI/9/WkpIXHjhhdEkraeffjo1NTWJ3yNdgg45thz+WPtH3qx7MyPvfYSWrhYCaiCjwkgLaQS1IFJIhlQMQREKLy99mceueCyj18kEum4MSGqDw06sBbSoMEpX06lpqjGEUZpmPdzAvUDqjFZITTLZMZlC3dzwejxhCqOBEq4lA70ng09bCYlHH32Uiy66KOl7NMo1iiJnEYqiZHwFv69+n/EZZNBMt3HXRn7z8W/waT4KCgq47YrbmOacRueOTmjL3HUyga4ZG3QjQinbqAE1+ptIV9ORqrFg0YLpfYit+1t57e3XaH0+dTi7FtLYF9hHfesg3ixmEocpjAZIL81I7/n/01RC4te//jVWq5Wrrroq4XFFKFw39jrGFoxFEUpv02YmkBh50DKYlXlU5SgWlS3CZjVSAOUX51M2rIyADCC9g0MDiRA10w1CYSRCaealUzE0qTSF18FPDrK+aT1V9VWpuw6pqFJlS/2WlG1NBg8nZgDDUSSZMOqvhMTGjRsZOXIkixcvzloJCZvNxpgxY5KWkOhrkkvGkiVLeOWVV3j77bfjrhlFAn7AwVHRjKLF5QI6lgzVuB5aMpShxUN7lcyeXT6bcaXjoG8VriwTEUKDxmcUFkbX5l/LmMIx6Z0UYkDCyOP2gA5eX+p4fk01zIZBv7np9XjC1IwGSGQ/CtDLTPRpKCHx+uuv87vf/Y6XXnqJnJzkUWaBYIA/7/ozIWcIRRxFYRTMXL8+v4+2QBsyJiqlOLeY0bbRCE9ms1DXb6nvtZAZKLqmU2YtY17hUSkrM2DUgAo6WC1WI9t5WicxIB9TkasIdJhWkbAYdO+uQyoICAXMdEDHEyemMBqFkeg8U49RPV0n04wiJSSmTJlCe3s73/3udykqKoqWkPjMZz6TsoTE73//e04++WT2798ffT22hMSsWbNYtGhRL+0qQqSExOmnn96rhMTGjRuZMWMGS5cuHVAJiUQBDDfffDNut5tFixYxe/ZsbrzxxoR9KCiUW8qxOq1HRxiFu9MCmTP/bfpoEw9UP4AqeyZHt+5mm28b3U3d/Zw5MPav389fb/orGx/beNh96LrORMdEhtkzt7XgSNBChiayrHsZu+t2p3dS+G1OVxipwbDAS8OYo6maIYyCpjA6njgxzXR3H72uYwVQ7P9Wq5V//vOfce1/9atf8atf/Sru9VWrVvV6Pn/+/F6h3UuWLIn+P3fuXNatW9er/Xnnncd5550XfT5z5kyWLl3aq01ZWVlUW+tLbGLX2NITl112GZdddlnCc/bt25fw9b7YFBtXlF9hmOmEknnfxlHQjCLBKIqlZ33WHGrmuY7n+GbdNzNWN6i9qR180LCxAb51eH1cMeEKuuq7qO+uZyhDU59wlIloRm7pJuBLrRpJXUIIhluGMz53fMr2AB3tHaBDbVstRSTY2xY7HjWsGYVMYXQ8cWJqRkcRi7BgxUqJpQSrODFl+RETiXSzgUWxZFwY5dnycAkXDiW96ne6qtOyp//EtpESEkLpMcmNKBrBLWW3MNwyfEDj04JaUjOcRVgGtB8nERMKJ7Deu553Wt857D4yyYThE/jeuO/x47IfM7todsr2we4gSJhmn0YBBWldw9vtBQndvv61VKlL5pYbFohgKDjowvJNkmPOpgOkwFVAgbWg14ZXs4REbzw+D0/XP82VtiuPSgBDri2XEnsJFj294IXljy7nvUff49ZHb40WROxLxPwaG5Rhd9gptZcae1zSxQ/v3vEuerHOwrsXxh0eUTkCgEpb5QA6jRmnLvm49WPOzTuXyuLD6yPTOBQH5ZZyI/gjDZ+R2q2Sa8mlOljNhPYJlFOe8hwtpIFOyoAVoQkuGnURnVs7adfbDXOgPb37MMkuJ4xmdMwq1krQ0fFLv2GbNumFlBJd07EoFlBgeuF0JrkyW/qz1dPKbt9uAt70vOVV+6qgE/x7kmdTkJpRLltYeoSRKlTe875HzaHEm3vjOwFehF3rd9H6euL9MLmuXJBgCR1eFKCu6jz10VO0qC2UWgZHVuq6+jrWta7jsY7HeK/mvZTtc225/HDGD/lY/ZidDTtTtofwfiSdXppOd1N3nMYrVYmqqdiwEZKhQVHszyQ9TgjNyOl00traSmlpafJw4wzR0d2BpmkE9ABFoSJyGHy5y7KFlJLW1la66rrIdRg+ljNKz8j4ptEpZVPYznbcbreR+iUFakAFDawy+ddd13UEfcLjrYI33W+yoGYBIxiR8jpVb1cRfCWIqBVoxYkXKt2ebpBGtdbDQUHhhmk30LCmgb2evUwg+ylvDhw6wFsNb2GXdsq9qbUcgiB0wY1FN5JfnJ/WNSKaUayW/a97/0XVuioWv7s4OpN53V5+v/734DPMuZhuo2OCEOJL/R2XUj6Xqo8TQhiNGDGCmpoampubj/q1fG0+8IMdOx3ejoyH/R4XRH7gtvhDDruDDY9uYL7N2ACsShUZ6qmKmwkunngxCzYtoMCZnr8hIoxkKLn2LKWhGcWO0WK1YLPY8LvTy0/XVtfGKxteodBSmFRrbm1rBQkt7uQ+LKnLXr6rWIQUDMsdxhv+N1A6lEEhjE6ffDqnjjmVh/Y8ZAiNFDTWNrJi7woWioXkyvQCQy6afRE7/rmjV9YTp3RS3lVu7AMrMV6zYmXh8IUUegopshVlVRhtfmIzRcOLGHfeuOwN4thxSfhvBXAmsCL8/HzgPeDTIYxsNhtjx449Nhd7EHgawza+CPjNsbnsYKLx/kaUDxTKnyiPEzCeBg/BriAuh5FK6Knapwh0BPi2/m0ytD+Vxs5GcmRO2j6jPFseHXoHToszaRtd01FQ4u7HaXPi96QnjGaOm8mEsRNYtm8ZqpY4ZPmkkSfxxRFfZGT5yITH33rgLda+vJZfvP6LXibDCGpQZUvjFlq0Fsr0MsM0mOX1kEVajMAeq9XY45OCkC9Ep7+TzYHNTGybyDhST9aKqsRpRkF/EIfeO2Guw+rg7MqzjbLxKunvezoKrH52NZW+yk+FMJJSfhNACPEmMFVKWR9+PhRYkk4fJ4zP6JgRBN2is8m7ibqWxNmtj2e6aroIevo3tC9dvZSlW5YmjFSKhPnaLIbadErJKczNm5vRqKZHNzzKn1r+RJc7vdQIQ/OHMkQZQoE9uSYldZnQxOu0O9MKVwawK3YKLYXYrDY0XUt4z1aLlVmFsygRJQn7WLtuLRwA9weJoyYCvgCvHHiFbq0bHX1Q1NT66MBHrGxdidWSnjAaUTKCG8feyO7Qbra1pFetdtPHm4wUUDGa0b7afdR4a3q9z6pfpd3fToPWwPbu7eje7IXTnT7sdKYr07N2/SwxMiKIwjTSa6dmck4IzehY8sjaRxjVNYq1HWs5t/FchjE4Nh5mij9+649UlFVw0xM3JW3T7e82zB86cdqOHjImSIswDkwrnGYUqcvgnHDeqPNYtWsVHZ0daYUG/8f0/0BfriODMs4vFGHi8IkUFhfGaRkOmwO/Lz3N6JO6T6hurkaxKFHTYN/lXlNzE8/tfY4FQxYwkYlxfVQUVtAUaqL+/XoKzoy/N13teSN1qRvva5aXlPtr9rOzaydFlqKE2UHiCAIh+hVe1WuqsefYGXaK8fuqaa6JLyio0itxMUBzUzN/3f5XxnjGUN1VzUmdJ+EiecLfo4mu6tj1T10o39tCiDeAp8LPrwSWp3OiqRkNkDZ3GwEZMH5I6aa/P57ohtatKTIj6+AUzoQCJuIzsCiGMPJoHjrUjowKo9EFo42JKZRep9W11fzXof/iYGPyiotjK8ZyesHp8WY6uxN/wJ/W+Ktrq1nZYoQiAVkAACAASURBVGgImtSiWQZiaWxupMHXwJqGNQn7KMsrAx0aPmxIeFxXe7ShqDDKMmpQxYoVi8WSVlLcbTu38bd9f0O36EmF0ZJ7l/Dw9x6OPr/85MtxCVevDAwlthJmumb21ozCefJOKTiFm8tvxqGmtxftaPD2vrf5sPXDrF0/G0gpbwb+AswKPx6WUt6SzrmmMBogakjFarFis9hOyNxXk4smUxoq7bc8Q0VOBWMdY5MLoxjN6PXG1/lH8z8yOmnubjJSzqRbfmD9nvU4cFDoSF7fxuP10B5qj3vdaXfi1/xp+R40VUMgsFlshjBKMLzIyv7C4gsT9rFw2kKQUP9x4vIHsZrBYBFGWkjDKqyGz0hVU5oOO9o7qO2uxWF3JNekVKCVaF9W1cqdZXdyWuVp0Sbd3d1x5tDI9y/flk+ZtQzFf2ymuO6mbnY833uvoaqp7O5MMz3SicVm4FUp5W3AG0KItEImTWE0QNSQilWxYlNsJ1zuK6lLVFWlydOE7Eg+ozR1NfGJ75OEk63D4mBW8SwK7cbErwjFmDQzuCVrfe36gaUDCsDJjpMpsiZPI7Nq2yr+Xvf3xAEMmt/IQp6CSBCExWIxctwluGepG4l282Rewj5Kc0uZ7ppOfUN9wkiwWM1IIgeFz0hVVazSalgLktx3LEFfEIu04LD1I4x0egUgvPbha6z1rO2lbQb8AXZ270yoGXnw8L7nfdxtA9mxfPi8/3/vs+y/luHdE5NVPFzqZDAsGI4VQojrgWXAX8MvDQdeSOdcUxgNAF3V0VQNm2IzVoEZLqedbVS/yr72faBCoLYfVUAHr+pN+CMrzi/mi6O+yFCXkTNNEYrhaNfh7i/czeqHVh/5QMPXTVcYXT7hck53nU7Qlzww4+SxJ/O50s8lNtOlKYy0kIZFWDi3/FyuKrkqoZkuUhgv2Yq5qq4KIQUTlAnoVfH3l9BnlGXUoIpVWCl1lVJiKUl437EEfUHswm78hjQ18T3oGEIt/L7vq9/HW+632NFiaB9Skwl9RpHNsZ2ykzfcb9DeEq/tHg2KXcXgBa0uRhKHcygOhs/oGPI9YD7hwitSyr0Y4d4pMYXRAIisuqJmuhMsEaMiFSYXTQYdOj7qSN6wvx+ZRq9wY0UxNCOpSvRGnbeXvn1EY4xoFpC+ma65pZn7Wu5jf/3+pG2Glwxnau7UuNfPHHImt5bfivSkVkE0VcOChWJXMRWWin7NdJs7NyfsY93H62gJtXBxwcUou+N/nhFhZlWsUSGfbdSQigULnx36WS4vuTy1ZuQPYicsjJJoUmeOOBObbotqRpGFnzdoaB6av6fUeWyRxYiZzukwwvhDnmPzG9VChlm2VxbyiFb06UrUEpBSRld9QggraervpjAaAKpPjU4E6YaxHk9YpIWzhpxlrCwP9JMhILIaTTAR7qvax399+F/UBmqNPoUFXeqGFqMTNT3te3sfbfsHnpohKozSDGCQuuSRTY+kNOu1dLZQ66+N04xynDkUKAWIrtSbeXRNxyIs1AZq2dS9qV/NSFMTh35fOvtSvlLxFaQiUbfGdxDRjBbkL+CK4isGjTCyYjUiKyWpNSN/jGYk1YTtncJJSA2hdRkzeSgYYp5zHvPKjBpOVt3KgmEL4j7XSKmJyD63oPvY5AN6b/t7oPcpFhhZtH26hNE7QoifAC4hxCLgWeDldE5MKoyEEKf090jVsRBipBBipRBilxBipxDi1gRthBDiASHEPiHEtnT6zSaqP0YzstoIqaFBYbPPFCF/iA5/h5GupvrwhFFRbhFnlJ5hpGKhRzOKZKleVLkIgH/++p88cP0DAx5jrJkqHc0o1B2Kfk6x5/Zl9c7VPNv0bJwwagm18I7nHTyNnpTX0lQNRSrs8ezhlY5XkmtGMpwlPMEknGfPo8BewG9af8PKD1bGnx/2GZXZyxhiG5JVYfTUj57i0e88apjpFCtr29aytGlpesIIu7Gg0xMLo7XVaxlnHxfNcBIKhrBh63lPg6DoStyiJKIZuRwuo4zEMdKMpo+cDjqEvDHXixVGrwKvHJOhHDbJ5mwhRIkQ4i0hxN7w38TZhg1+BDQD24HvAK9JKX+azvX722f0h/BfJzAH2IrxU50JbATOSNG3CtwupdwcjqbYJIR4S0q5K6bNRcCE8OM04H/DfwclUTNdWDPyab6efR4ax/2ura72LpbtWwbC2PyajBxrDl6Z2GdUVlDGBRUXRPcfKUJBk5pRCC82QWiAwyrn3Su0OQ3NKOAORIVnf6lqdF1HEfFrs3atnZXulZzUeBJ5JA46iKCphs9ofuV85rXPQwbi9zVFNLuoMOqzDWXrga1YvBbOLTuXoSK+VlF5cTnfmfQdPLs8bOvexkx9Zr9jOprs+WgP7ISKGRVYFSsOq4McJSdtYbRg6ALjN5Wg/dSSqYytGYviUYzAmpDKWu9aChoLOI3TaKprYvmh5YaZLmYjrBbsI4y8x0YYjS0byxp9TVQzitXg0WDd2+vIXZ/LjM/OGMzzRMI5G7gWeFtKea8Q4kcYAufOJH3cIqW8H/hb5AUhxK3h1/olqWYkpTxfSnk+RmKNU6SUc6SUpwInA7WpOpZS1kspN4f/dwO7MSIrYvk8sFQarAOKwukjBiWKrjA+fzwFtgIuGnoRXyr+kmF22gv8gownBD3WRITtJYWXsNAaX/4gwqzSWUaC0iQZGHxBH7owDvbSjCRsbNpo/FA1DitVS0S7meecx7SS1CWog55gWsJL6vG56QDGl47n55U/Z7g9dU2jiM/IYXeQp+QhgvGmvYjPKJlmtGH/Bj70fshZFWcxXo8vPGe32hnqGsrHgY95vfP17JrpdCAA10+9ni9WfJE5ZXO4vCgNn5EviN1ip9BVaGQeT/A+LBy+EEVX6G7pjlokENDuNwISrLo1obl2eOlwFpYsJC/HWDikyiaSKdwet2Gm8ycWRq/vfJ1/HfgX/r3pbaDOBv3M2Z8HHg83exz4Qj/dXJPgtWvTuX46PqNJUsrtMQPeAUxJp/MIQogxGELsgz6HhgOHYp7XEC+wEELcIITYKITYmNYO76NEUW4RV4+/mrF5Yyl1lUZ/SM17mtm2bhvB94/vfPURs1eeLQ/RKpKaIGs7awnogYSTzo6Pd/Db3b+lSzfUnkhod0QzavW1RlevC3MXplxF9yWiGZUqpWntbg94Aj3Rd/0JowSJUgEUm4KiKNBPPEeEi0++mGsqr6HWX8sKzwqjiFwf5k6ay8SciUl9K5qqYVEs+Gw+Ojo74j6Drs4uNjZvZG7eXG4svzH7wkiDUHMIu9VuzCYxfsFklFhLKHeUc8h3iPWe9fHvg4QWTwvLOpfRVNNkaDeRcPZw0cKSnBIuGnKRMYwYn9HQ4qGcXXQ2Oc4cQzPyHRvNaNW2VSCNWk0AAsGU4ikIKYzfSfjRsSGNL9LRwxqZR8OPG5I17DNnV8ak+GkA4gppCSG+KoR4GRgrhHgp5rGSNJfp6SiM24QQfwciNbWvAtJLKGUMMg/4F/ADKeVhGGZASvkw8DBAbm5u9rw0KsaXSsAn/k9o87RxcuhknnvrOeqr67nmwDWM5RglbD0KRDSjffo+qhqquMh7EYmqbR/sOpjUZxSx2SuKsc45qeAkXPmuqKD7QskXenxvISv4gPSqCAA9mtF7/vcY3j48ZWmHYHdPtc9+zXSRRKl9CBBguXs5U6umpvxsXRYXWGBPYA/vut9lrmcu9j52OLvFTrGlmIP6wcQBDqoxjldbX6WhvoGbAzcbhvIwLa0tvHLoFa6zXmdE7GXTZxmOFntzz5tMCk7C3erm3aZ3+UH3D3plSujLFROvgEZY4VnB6o7VzA3O7WXO1EIaS3Yu4RTHKYywjcDn9/Vot+GqwTIgUTQlzkzn9XgJBoIU2gtRFKXfcP5MInTRK4BBSMEpFacwLG8YaJBnyWOCfQJDaocck/EkQZVSzknVqO+cHZuzUUophRCJvnXvYVjRyuhx8YBRmjIteZGOZvRNYCdwa/ixK/xaSoQQNoybeiJJPYtaIDZ98QjSMAEeK5p2NvVykn9S/Qn37biPukAdO7t28kbnG6DCuSedCyHwNniT9hX0BHn+zufxtiRvk20igqRVtPKR9yP0lnhpIzXJyNyRcSG1ffuwWA3f0OiC0ZyZeyaFtkJum34bk22To1GJb7S+YQijAeC0O/naSV+jU+/kk9ZPUraPakai/wCGZJoRFtjg3UB9Y+KMCLFsPbCVD90fYrEY956otPiB2gN80PlBUsd9RDPKceQYe7n6fF1GDRnF7ZNvJ0iQ1e7VWdWMKvMqmWybzIH2AxwKHEITGh7dk7qkug9Q4KwhZ3FnxZ1xBfAimnOZUobNbUMP6uRZDLNbRDPasn0Lr9a8ygzHDKyiR/Ct27GO+6vvR1jDmTACmQ9lk7rk1cWvUruxZ6pyWBwgMfZZYUT11bprGWsdC5qx2LFihewVhE6LJHN2Y8R9Ev7b1Pc8KeUnUspVUsozpJTvxDw2SynTsn+kFEZSSj9GrqEfSSm/KKX8n/BrqW5KAI8Au6WUf0zS7CXgG+GoutOBzj4ZX7OGp9nDQzc+xLv//W70NafFyWjXaJx2JwuGLeD75d+HEIxwjQAVvM3JBc2Hb3/I1uVbeed37xyL4R8WkYzbC8oXcFv5bSiN8V8PIQWfH/t5vlb0tYRmuqgwCk/Ifs1Pq9aKoip82Pwhb7a8aZgywrZ0vXNgs6lVsTKhYAJ3ld7FGZWpYmgg6A1GtdnDMdPZ7XYQJDS59WVL9RY+dH+I1WpMjr32nIQ5UH/AMOfoKjKYQJiHhZHL4cKn+dC7eo/ZarGSb82nOljNKveqwxJGnQc7+xXM6bJw/EJOd53ObUNv48LyC418hLJPeHMftKDGQx88xJbuLdhtdpyKM863FlkAbvBvoOZQDUU5Rfxwxg/Jt+RHfW6Rz/Ui10U4lJ78c1OGTeEL5V8AATcMu4Gzis864vvsi7/Tz4bXN7D0zqXR1xzCwRjbGIbYDc0nFAixqnYVu727kapEUzU2BjfyzKZnBkU4fiL6mbNfoscXdA3wYj99nC6E2CCE8AghgkIITQiRlkUspTASQlwKbAFeDz+fLYR4KY2+5wNXAwuEEFvCj/8QQtwohLgx3OY1oArYhxF9kTxV9DHGrtvBB/a9PWaWyqJKvjj0i5TklOC0OY0qryE4ePAgaPSr9ZQXloMKpfLYlIquXlPN7lcGlhcrYqaz2MIRbwluRwtpNHY3UqqUIrR4B72m9taMNrdt5sHmB2ltaWVV3Sq2ureSq+Ry1fir+M+i/0TpGthWt4AvwPbW7Xh0j1HjJlX7bkMzmuuay6jc5Jnsk5nphCKwW+1GPyn4xmnf4NqKa3s0owSr8gWzFnDHqDu4tfjWhAEckai+HEcOEom/sfe6r7mlmVUNq/BK72FlYOhq7OJ/vv4/rPj9CgBqNtQQ6Dq8oj8TSibwQtcLrKhZARZ6hHB/wqhbo9ReitPupMZXw1vutwztNbZNWDNq19vZX7s/mmlBIKKaUdBnmF81Reu1yBhaNJRZebNAgVJnKbl6AjtzHXAEiRmCbkMQCm9MifqgiqqrhLoNH5XL6WLB8AWs7V6LHtBRVRUpJLs7dxM62OPHatjWQPWa6sMfTGZJOGcD9wKLhBB7gQvCz5PxJ+CrGGFdLuDbwJ/TuXg6M8EvgHmEXbhSyi2Q2jEipVwjpRRSyplSytnhx2tSyr9IKf8SbiOllN+TUo6XUs6QUm5MZ9DHAptiQ0jR+4ca8RlZ4ZDvEG973kbtUnl98+sgwduRXBgVOguNneF68gJvmWTJH5bw9F1PD6jSZaS0c71az1PtT9HRHu9sDfqCPLvvWV7peiXhZBvVjMICbULhBC4rugxPp7FPR9VVbLqNCfkTjPIPA6y+7e5y89yB5/h719/Z07onZXuHcFBprWRRwSJGOhMXtIN+zHQYfp50fA9CEyiKEhXECc1VOuQquRRbixGBBMI8FDbTOXOM71Qf029TSxOrGlfhx4+UMqGptD+6GrvAC1XvVaH6Vf5++9954xdvDKiPCDWtNZRaSlnTvoY93XuwWlILI7tu58oxVzK5YDJNgSbWetbGVdKNCCME+D1+GuoaeHLfk3TpXVGfUUQY/aHjD7R39EiW1rZW6gJ1oMAW7xY+avsofhDPAvcd1i0DPdsFYj8/n99HTaiG9dXrjRd0mFAwgUvyL4GgsUirzKlESknNiproeX+5+y8suW3JgAN5jgb9zNmtUsqFUsoJUsoLpJT9BiRIKfcBFimlJqV8DPhsOtdPRxiFpJR9p4wTaKtnYtqa25BSsqe+Z8LbtH0Tv9r1K9y6m1a9ldXu1XTVdtHd2Q1At7s7aX9+r1GGwO89RqGdfoyJfgCXU4OGZhQQAfb49+Dvjj85Es12IHAg4QStqRpCChSr8dUqzylnhnMGo4tHM6toFnkiD2+7lzcOvcHi5sUc3Ju8rEMiiguKuWXqLXh0D4c6D6VsP2PEDL47/Lv4hM9whCdh/oT5nF94fmJhZLMT8KfWHt796F02eDb0TMqB+BlmR9UOHq9/nDW+NQk1kkgWhxxXDgDext7CSGoyutcNBpAsNozmNRYc1qAVi2bBErCQczBnQH1EeHbrs9gVO7qu06a2Re+7Xz+ND2PitdDT3te7fTTQRBiabcgXwu03Ep5KGaMZaXBR3kXk2HvGv3rHap5ueBoEvN/1PlvbtsYN4f/W/B9/efYvh50ZIeqHjP34VEDCWKexTvd1+9jYtJFyS7nxG5QwsXQiLpuLD56ICSrWMbS0wetKHiheIYQd2CKE+J0Q4jbSzPSTTqOdQoivARYhxAQhxIMYkRMnNEI3QptjV7dqQEXVVKw2K0UFRgbohm0Nxo9HGJE8yag+WG3kfOs6RqGd3Rg/tjSCiZ74wRPsenUXoytG86UhX6LAaRR1S1SvKWISOdV5Kg4RXytGCxl7bSKTukf1UB2oRvNrOBQHmq7RWN/I+43vgwRf68AiGCzCQqmjFLuwGybBVAQBHR5se5A1dYlrCAGMLR3LSc6TEh5zWB0E/anfyB2HdlAVqEK1WIyo5wST8sGmgxzwHWB593J8XfH3rmkaiqIYmhHxwiiamy48kcvQwNaFNs3IYuDUnAhNYFfsxkq/H6pWVdG0M85nzZenfJl5efOiwjFSwyqRryzC/j37+d2Hv6M+UN8jtPu076UZef2MLB/Jd8Z9h4nOieQrRuhl0B+kQCngtNzTjCjGMNHURApcN+o6Liu5LG4MHzV8RENXQ1rh+omICKOz887uGXNIY7ZzNsNsRjHAgD/ApuZNbPdtj+51c1ldzJ00lz279tCyrsU4MZK77sRJc3k1xpb3mzFmoZFA/IeQgHSE0S3ANIx1wJMY++bjUvucaJQUlFDhrKCc8uhrEQe/1WqluLAYBNRsrYk6yL1+b9LV1qQRk4ycWceg6mTQEzQmYZWUX3KpS/au38szv3qG4pxiZubNxGU3xpgo3U7EJzTCOgJFxn99IlkIIt+sj7s+ZknbEqpqqljftB6f5mN4wXCuHHklCPA1D0wYubvcrG1YS5Bg76qfSVi1cRVP1j3JJSWXMC0v+SbZho4GGoINSTWjYDC1MNI1w99TLaz4+ibNDCN1iVM4+Wn5Tym0xddX+u7M73JOyTnk5Bj7ZLxN/QijFBGCiRhWOAybtFFmKaOjtQNfyMfWhnjtIZal9yzloe88FPf6yLyRbPJtAoxFQtRn1E/RSW+HF2/Ai9URI7z6mPUi94gwJnVCgApfK/kai0qNdFJBv2Gma9KaetUViy6GFHDYHcbm2FiksXn9bMfZMDClPMqo0lHcOO5G5th7oqTVkEqH1kGX2/DVRza9bvBtIOgJcufJdzK3eC6nzT4Ni7Cw7g/rABhRMILxtvFpLRqPB8JRdT4pZZeU8pdSyv8Mm+1Sko4w+qqU8qdSyrnhx0+BXx7ZkI8DVHAojl7mmVDQ2HxntVvJz8/HYrFQW1ULulHMK1EoboRCZ6FhZ1ZTJ9w8Utz1btBgsnVyyi95NBtCEDo6Oqh2V6PYjK9FIp9HxEy32beZgDd+RT2uYhxnFJ4RndQjE05LWwu+cDSzTbMx1jUWlIFrRp2dnbxV+5YxvjQ0IwcOckUus/JnMcyRvET8v7f+m9fbX0/ch91BQE28yTeWSCScplvQ9CTvXzjE1yZsCTM0FNmKyLHmGGY6ER8UE3n/o2a6gUbF+Y3sBWpAxSKN6LeU1VCDGMG8fZSwnY076dQ7jc2lMtSj6fQjjPweP6jgynUlFV69NKOAn527d/LwvofxKj0pqIL+IF3BLh5qf4iWjpbouapqlLNAgc3uzbzf/n6vIA8tpKGrOjbNlrBERzrYpR0lpNDY3Rj9TiwatYjqYDWr64wSKdHPRYLu1XFZXNisNnLzchlVOYqGrQ2gQ5eni2Z/MzJwfHs+hBDbw/lFEz7S6SOdTa+XCSH8Usonwhf9E2SpqPwxpOpAFYfch7B4LNH8c2rQSJUvbAKhCApzCqltqIV8OKPkDFxBl6GYJtjE2dbWBpIjqg7r7/Dz8fKPmXl5//nIHAEHCysWMqVjSsp9PFHtJwTbPt7GikMruK70OuNYAjNTxEx3KHQIr9drpAWKYeKQiUwsmthTQiKc7y0UCOEPgKZDU0OTsUdIAV9n7wGu+d815JXkMfvK2YnHGw6QANLSjM4YcwaUQp23DqfXSQklCdt9dspnjd10iTQjq92ouxMA+nGvRIRRQU4FN5T8kJPy44NVdE3Ho3r4t/vfnNZyWq/xSF2y5uAaRvtHM8o+ikUlixjN6LjzIRw6nyITeSI2bd2EL+jDJV3kO/IZlTMKi9fS/0kRc2+AXhtwX/zoRYKaYYLqlt3kOnKZ6JiIS08+Pfi6fIaZMMeJNZhYGDltTmYWz6SupQ6/5sfd5qbOW8eL+ouUiTIWsSiqGUGf5LkxZuI93Xvo8nRxhnZGdNkdyeawwr2CvLV5nHLZwHMz19XU8fDehynxlfD94PfBBbNLZrPSsjJacDN2TO5ON5sObmK6Op0hDMFut+Pt9IIKXd1doEKoMxS3Qfo44+Ij7SAdzegy4NpwuofHAU1K+a0jvfBgJxgwfmSaqkW1CzXYY48GKMorMn5IKkyvmM7JzpOTRoftrtoNOpxadOphj2n/8v08d89ztKxu6bddnp7H7JzZdIY6Ud39h+lEV6EhmDl6JtcMvQab3WYcS7Cyj5jpIPFEGPAH8Kv+6HsUycQQ8AeR4eZV1VW8VveaYabr4zdZ/sJyXvh18sKQsQIoLZ9RANDhqdanWNOY3GdUkTeUUN5Q/Anm9i+N+hI3ld2UUsuMBB+gWMix5GHV4td6kfF/4P+Azs7eXxZd1Xn74NtU+6sBmF8+nxHqiPjzY3xGA9WMnNLJZOdkzis8DxmS2IWdYChIfyHiUwqnGKayPonLNVVjVJ4RLj8sZxhluWV8reRr0cKKifB7/NiwYXVaezSj7t7f0ZL8Er406kuMdo0moAWMzNs65NhyjMzdwPjC8YxzjIvbP6apmqHxKSTMCh7q7kktdDglTAD2Vu0FDS7LvwyCxiKirr2OAIFo3aWoqVGCp9PD+w3v0xI0frdWi5WQHjLeU83Q3i2BxAuC1r2txyzZ65EQNs8lfaTTR1LNSAgRu4T8Nkbp2LXAL4UQJanC+44n2g+0Uzy2d1b0iH9ovG18dEUYqWjpVcCBIYyQQACseVbq6+spayrDNskWd42QP4RVWo1w5sOkwFkA3dC+oZ2ys8uStnM3uNlUu4lVXau4re02Con3TUSwCms011uRq4giZxHN1mYQSQIYYs0PCSbClz94mfq6em4RtwA9mlEwYEwCChbDp6WDy+7C5+mjuvnpN4FqNGu36EkN0x9LVi6huLXYSNjajya169A+6nw21H2jGTex97FIZGCqxK6apqEIBa8WYK33PZTGiYzok2pRShmdDPv6ShSpcNecuxCfGOpZl7WLUEuIUnr2pkUmudnFs5ldMZsc68Ai4aYNnWYkmA3B/qr97OvcZ5iWAyS2d0gY7hzObm03wcYg9rKe1buu64wpGMOVi64k1xXezyPoVxv3uX04hROsJA8FDxdodNqc+D1+Qt0hhBRcWnEpQjHem3NGnMOIghFUNVf1+h6qQRWXYmTstirhekmhnnsLesOJcxVoqzu8KWz+xPmcOuJU8lrzjLDtoMbD2x42NvyGYhKlhimyFvGjmT9DDwdMTC2cysjOkaDCmcPPpOxgGZZgvDAK+UM8+O0HmXrqVK744xWHNdZjjRDCTY9B1w7YgG4pZcqJrz/NaBNGqYhNwEqgCPhczOsnBFUbq7j/6/ez/entvV6PmIM+l/O5Hs0opGLFxkYF9tVDcZ4hwJSQwiF5iL+2/JXm6uZe/USyBkc2xX3SntYiISFCGvmvWj7qXzNas24NqxpW8c3ib5KbKLlcDFZhZfHcxdwy5BZq62vZ3b27Z59MMjNdP1mwZ4+azbmF58ZpRqGwMLqh5D+NnHS6IVx93T0zl9RkT+BFEhN6dMVJeppRV1cXqlANX46WvP2qPW/zYedaAgnk1d7uvbzY9iLS379dX1M1FMVCCJV1vneobapLPH4whH2fSVjoAquwGtoV8GLbizx/6Ple70Xk/l02F4WWQqOmz0DwwwsNL/Ba/WuE/KFofrlkWp8W0NjctBl06D7Us3VB6hIpJYpQyC3NhRzoCHTw303/zc6anckv3+3HJVxgC2+SFfHfs7379/Lrrb9mbO5Ybi69GbXbsEgIi4hqcNIro4uE2Ik/GkBDWDPqU7wv5AvfsyVsOj8Mt5FVteINeNni3YL0SxRd4asTvopTcRJJ5BxdNIUjclu6YF9Ys5xaPJXTck4DFeYPmU++yMffGb+NQgto4IP9m5JXKB5sSCnzpZQFYeHjwrCsxUe/JKC/EhJjpZTj+vyNPMZljFCxRQAAIABJREFUaOxZp6G6Abqh7r3eE0dkz41Vs0b36oSCISxYCfrB2xzWjIBLSi5heOlwvlL0FYrVHg1r73t7+c1nf8PBNQeNFZOErS39Ry71x8E6I/ynqTo+zDaW2ZWz+XLhlxntGh21yydDDag0dTfhD/j58OMPeaXpFaw2K7mWXCPDQRtGbozw3sHSwlKj2qZMLKxOKj+Jmbkze5Udhx5hhFCMSVhCvjMfX8AXnRCETzAhfwLDLMOSBgtEhWGamlHAF8ButRvZw/tpL6VECEGCmALatXaqglWE2vs3l2iahlAsOCw53FLxC04tmhs/fr0n00NfYRTwBXit+jUO+ozP+ewhZ7Mwb2GvvWJzJs7h9jG30661847nHXzegQWAPL3qabZ0bcElXVHt/yTbSUm1vmB3kDafMWkHGnsaRSbbyOcLhm9tkmMSBZbki2Bftw8nhmZUnFPMnUPuZGpR73LvRXlFzCueR0VuBUW2IkJdIWzCxjPNz/Cvpn8BcO+Ke1nuXm6MJdRbM1IsVjwkMdP5jO9hubOcNn8bsn3ggQNb92zlH/X/4AX3C2huDUVXmFQ4iUpbZY8w0nosCI1tjbx68Hnq/MZCNSADdKmGr6i2vZYn2p6gpSF+gRm9r0GwIfZwCCc1eAH4TDrt0yrzJISYDkwlxn0ppVya/IzjhxHlI0CHckd5r9cj2Qj+2PpHftz6YxwjHYwuGk1+TglSh5AFZgybws8qf4Yl3wKFMDlnci+f0Sd7PoEuOPjmQUKBEBZp4cLiCw97rDPGzuBN+Saepv6rjg5VhlIgC9ga3Mq49nHk95MWu6Otg4d2PEROSw4T/ROxCisFrgLuGHIHlMBHaz7izb+8yTf+8Q2KflqEc5KTCfkTWC/XJzTTtXW2IYKCYiWsNYYnq2DYsft81xOMaSvEgoXxhePxqB5jss0Bza0RCoaMH3SSYoWRH/n1ZdcztKz/0le+Nh/dXd2U5JRwKHCoXzOdrkuEUBIKo3lD5jGvfF7/YfIyHNqtKKAIY5mXILJS6hK7Yscv/PHCyBtgfeN6KnMqGcUoxhSNgcZwP2Ezk91ix26xUx2sZqV7JdO7pw9ou4Cny8M42zjOzz2fLYEthvbv+lzSzdFOq5O7TrkL0SawaD2mpMhnH4mWBMix53BJ8SX0V4PQ7/FTqBSCAopFMfYI9dHKygvLWVSxiJaWFla7V9PZ2okVK92y24hGlXBm+ZnobTo1nppevssLxl5Ad4uTD9pB6MmFUWVuJc2tzXg+8pA/P/730ba/jWB3kCEz47Ns76jagTvoNkLP2wPoZTrVbdX4pd/Yx6XTqwhkR2cHOzu2UjrkFKQGa1rWsLZxLT8L/owntz9pBDYl8AtF/bnHUdlyIcSXYp4qGIVZ09p6n05uul8AD4Yf5wO/Ay4d+DAHJ7m2XNDBpvf280TMdKc6TkV0GzPUvDHzOLdoIVIHVQFrjpVdoV0c9B1Ed+jsC+6j5WDPCmfa2GmgQ4lSghpSKVFKcMrDTweU78xncs5kOjo6+l0t7d+7nyq9iue7nqfx/3N35uFVldf+/7x7nyHDyTyShDCPMggIgoKCM0Ur1XKVaq1aar2WXtva1uq1zm2t1VptnccqUnEWBEQREAVB5imQQEhCyHQynnOSM+69398f7xkSkiht731+etfz7AeSnLPHd7/fd631Xd/V2PTl+0xOI9ORSYpMUXRfdAUCAgiptgjF9mJWHl3JyjtW0unt5FC7cpP6AqPlO5bzbuu7CWp3VKctHKXFSyThQBgbNmbkz+B81/nxHENtZS3VnmrcIXe/1xcLU9l1+1eGqJrKmiACBekFUcr1l7eQANE33sTm2y9bA0i4c+qdnJU7B0tK1vqWc7CxtzbgFdOvYHHRYkWHDvY8WuzaYnm2DtnBkcARZGdi9X70+FE2tGzglOxTuLPwTrJT+2YH9mfBrqDK2choHZQFuqUjfX17CMIU2LCpcdGY+H1souzRHVfwlRJFg1MGMzh1sApTYrDWt5aqpqoenzFCBsFIkBbZwse+j2lpbVFUeC2qTReBsweczUiXSu51H4ejs0ZTnDqYsBeskArTdRekzXHlMK9wHoPTBwPQWd33Q33stsd46sd9qzSEAgkl+LA3jLfdy9KKpTRFmhQxwYDSolIWjVgEdMtT2XSkAaMzR3Nx+sUQUC1WkBDx9R55GqpFRqr48lD718wu6bZdiGohcenJfPFkAs7fBc4FGqWU1wET4Usy4t8w62jrAIseuQuIhuksmJs6F0dIJW1lSKrcahSMsMNb3rf4sP1DhF2wtGMpe44kwnAOzaF6nPgMjLBBc7iZfW09c1P/jNW766nx19AeaEe29f3CS0vy6uZX2RtR1P6w78spYE6bk5+d8jMWZy/GDJvYsGEKk3+0/YMDDQcYlD+IywsvJ5QcosXbQkNTAztaVaFjX2AU63YaA6Pc5Fwuy7iMLJvylK7MWESGlqGIEw6VJ4pNtpl6JhioPFd/YbroinNbcBtb2rd86bU1HmqEIBRmF34lgSEWpusLjOqD9SxpW0JL/Zfk6kwl5IkmEAjKQnuo8/TRDcUCu7CryfgEuaDYBB/Leez37GdJ2xIMb+Jz1Q3VbGzfiKZraEJTSiExM4DP+dKVdLArSFmwjBeaXlCrcQv+3PZnOpv7npS9bV5WVa/iUc+j7Ny3M3EZsTBddAoJAa2Gn3sa7uGL2i/6Pf5FRRcxI0eprQtNsKVrCw3tPYX695Xv44GDD5Cflc8dRXeQ58/Djl2FWrGwAhadgc54N+Hu/YxqW2ppM9uRApA2JBIrkHjuGUkZTM2YSlaKGo8nMvli5hAOaAWC8NFjH/G37/8t/rfu9XVhTzghMKzpiRyVBVmOLC5OuZhsW7ZaiNlsWAYUpxUzOXkyIiC4oERFSsLe3u9palIqozJGMS1zWr/38+tmUsrrum0/klL+Tkr55XmFqJ1MmC4gpbSEEIYQIh1V/ta/4uQ3zGrralWdRKCnrlyMwmxoBsIj0NF5bsNzaK0uiuVCleYQcPVZV5MdyEZogmRHsqofiFqTuwkkeNu9RHTlGezx7GE84/+lcz1Uc4iAqeo0fOU+0vN7x+a73F1YYYvclFwOdxzuc8XV3QJdAeo76imKFGGEFFtQ2AUey0MoFFIvlhGloxoRSvNLmTdgHiuPreyTwGBGTJK0pDgYuZwuJiRPYFTxeE5p/BZ4BUZQJaR3+naysmkltzTeQsqgFDJtmdw98m6opN8JdWTpSH467KesLluNJ+BhupzeZ20QQFNlE6lmKq58lwKjL2shYapEVESqxUb3BX9IhjgSOoKvzUcufbMYI8EIq4+uZnhgHFIORRM6Rh8KFp+Xfx5Xdj6RrRgD91hoszvbLEZpPmfiOcwaModdkSaOe7YxyzOTTFTukiPAy6iwXj9d42PaiF7TG29yOCtlFrZA31OBr8PHF01fqNV7R2IsnXiulUBdi4aUPcGh5wWi6vCinqau69xRcgecIGQfi0rYU+3YTreR+UEmSc4kOrVOpJR4mj08uvNRLtAv4KL0i8hLToTYl+xewsDAJDJLL0KTifunRw/a2dGJz+dDc0Rzmf3QpkuzSwk41Lu2adMm2IXKn2YrMEq1p9IV6SLsDSvBVAlTXVMZ4BwAEXA3u9lav5Uz7WdSL+uRFki7jjTBL/20hdso9BQSNpTXFBsTPW8ELBy2UPkW3xATQgxBqfYMphu+SCm/Mpp2MmC0XQiRiUpj70AFKz7/l870a2inDj2VDdaGXnH3rJQsnMLJA20PcE3NNQxlKKcWnIrf5aDLSsyVw0cm9MycdmePvjdej1eJo3YFMZKUp2WY/3o2sjuTrO1gG+mzeoORr1GpL2SnZKtQUF+DvJu53W5eOfIKNMGQ0BB0qaPpGjcW3AhZsGnXJj6p+IQSewlGxMCJk4npEylJLyHb1TtEFK+1iVrYClMfrifDn0eH4WdN++skpfpJIol8Vz7TU6ajdaqJweP2EPFEyLVy+w3TOW1O7LqTKwqvxh5jgvVTs9l4rJFCrRBS+Uo2Xax1Q0QHaYDoVn/odDo5GjrKA28+wCM/fESpI5yQ0zLCBofbD5NjKwEJQtP7ZPsdbz2OETYQmojXpMQsrnjejQ3Wqz+QBQEEB9s9lHm2M9k/KQ5G2z7fxsoNK7l+yPWUnlva69hm2IwXXRuWgREwEJbgnNRz+lUGia36r8m+hqF6greU5Eji2pHXkt2mxoAJdPk1wkb/tU/+Nj+PbHmEufa5TGayWkRo9CJP9OiJVQBzz58L9fBq46tYWPHmjOm2dMa5xtG9VnThyIV4jrmoAcanT+X8gtN61HsdKD/A6srV/GjMj5iSPAWX1XeCq9XXiifgUeUd+cOot+rVzJetRFozHBl0RboIeUPYQuo5jUoZxRD7EDCgq7OLso4yiswipWUnAZsNacIh7yGWty7nh8d/yPMHngf6BsXmpmb+se8fzMuYxzCG9XmeX0N7F9UTaQX/JFfxK8FIShnrMfSUEOIDIF1KedJtx7/ulqQlgUWvOPfEQRMpKCjgKc9ThDrU2zK1cCpNmYrXboneK2hd03uEgqaNnsYH8gPshp1vjf4Wr3z0ipoQo4oO/6zF9j3KOQp7fSLHZQQNtr64lek/nB6nrqbaVZz5qwrm4ooGUq2ak0SSOjcNCCvZlbAZxpnipNPfSUtLC5VtlUzQJ/QvlKrpNANuC7JDbbzU9hIjqsbS5InQajZzRdaFDHcOJy89j5K0EqKLfjbv2MzWyq1MNCfyHfM7fZ5vo7uRXU1HGWyexijhQDPpE4zMsEnz8WZFobXDzNyZSCH7vfeWlGhCYNjACoHWbYKr99fzuud1QhtDfHHmF6z8/UqKthTBHcTPPdmRzC0Tb6GzATZboGm2PhceC05bgLEHZFYEPafniZ8YputLSHRf5T4qWusQucORVk8mWcOxBgiDp6Xvyutgh1KOF5rAkAaRQARNanTKTpK8SXHvq7tFgsqjt9vsipwTZTLaNBuD0wbH82gWYNkF4X7qz0C1XJiaM5W8SMKTWelZSXFjMaeSUNw4sScWRWoTqwRSyjijUgqJO+ImPZROEkmYIZOBSQPRknRqAMtuwy7oQZAYWTSSjMIMCjMKFdmi9yUD0N7ZrhDWVOF2Fy7wqDB4KBjC5XBBlwrTEVL3JaSFaAo3UWAUMKRkCDcOv5FHah6hxF2iPEabjhVJPNegJxi/n301b7TrdtqCbWwIbPgmgVFQSvnYv/LFkyEwfBz7v5SyWkq5t/vvvulW11BHni2P4a4TFJtNcEqnYsx4FBh1+brwizCWFQWjExa+mtB6rL41S8OOnbA/zADnAOVdWIop9q9UVVuGRZKWxMK8hRR3JIopKzdW8tHzH1H1WlUcXJIcKlT2VX14usvrBDoDih0l4O8tf2fT8U1x1YlYzUZ9fT2rG1bzafhT2j29O5TFJHHagZo68Hiz+UHOD3BIB7XBo0hUTijPloeBwTrfOh5c8iC7du3C71USKY1GY79huuONx1nX/CGb2jewuvWDftdeRpPBlLQpDMtWL/HwtOGMSBrR7+elpfoZRXQwut0y0zK54aMbEAhun3U7Bw4c4Od//DkPvfGQik3FP4hi1EHcM4r04YmFg1CRDGHLjhbp+frFFht9heliVuuuZX/nXtC1XoXHswfNhkj/ecJYHx6XzYVhGRS7iim2F/Nw+8NUVvZdyxKjf38a/pSX6l6K86JiTQ47DFXJKQGkRsgGYX/fNzmZZC4ovICBrkSU/2DwILXenq1ATEMt2OJgFDUNTeWAogDss3w80fIEFU0VfPHiF9w35z4+OPgBraaS3qoPNfKB9wM6OxL5sKykLEYnjUZP0tW+uvo5V1uyyodZ0NTRRHOoma7GLsywiRkxSXOmqffLF47nl7cHtvNM8zPxnFGKnsLC9IUMcg6KExgssxsYeaM3UyiWX9P+JspXJ1rWZLoyOSP/DE5J7l/g92tojwoh7hJCzBBCTI5tJ/PFfsFICJEUVWHIFUJkCSGyo9tgOKGs/BtsR48fpT3cTp6tJ7V7zRdreKnppR5g9Pjmx9nQ+hFSgqmpcE5307SetSz7KvYRMSNkWBkcPH6QJqMJU5r46/088K0HOLriaJ/ntO/tfTx46YO96nhi7QVIBRL9uSjMKOSCrAvIC+fFJw+HzYGu6cpT+hLr7hkFugKKWAC4DTftwfa46oSu65jSVOckYXNwM/XNvYs6Y0WHJmAIOGY5WNe5kfv23sUV+T8mQoRlx16nvLOc27ffzrmV53Lrs7dy11130eXtokQv4T/z/rNfGvXkkZP52dDb8VgdVAaP9AsuznYnc7PnMjRbhZZaw61Klbufz1864rtMzDoTS4DRLWy0qXYTu5p2cUH6BcwbOI8zzjiD3Ud20xnuJNSW+KDP42NpxVKqg9VIQBc2IlZvz2j1njVsad3AWvcG9rh71pydGKaz29SyvbtnZJkWAg0hNCQ9wcjZ5fxSMAp6lGfksiswGps7lvlZ83uM8RPNCKrxZNkt1bQumlr1dnh56+hbHA+qgWhZYBMalg4d7X3fZKPTIBQKIbtV8dp1e7/hSk3vOT0JIbCkpajcEjLsGSzIWkBpaiktx1qwu+1k+jIxC5Rb22Z6WOVZxW+e/g2RiBpQTe4mKjsr6ZSd3NN4DzuP7qQvy0nKYahjKJjQ5lN1Vt5Gr+pBJSHdmZ4Ao2goc1LGJL6b8V1kSHLs+DHerHmTAlsBKVYqUoKw2TC6g5EvGF8IhgNhtizZwnt3vZcgQptwwYALmO6a3uc5fk1tPPAjVDfYh6PbQyfzxS/zjH6MyhGNjv4b295DtZb9P2GRUATDNGjv6rnKL0gvYHTqaNC6qShEDIRuQ1pg2vr2jLqH6Zpam7BhY1rKNFYeWInH9GBIA7PdxPSatH3YtxzJZxs+w1/mp+KZih6/j7XGfqntJZYdXhb/vS51Sh2lpMrUHvF2u27vRR8+0bqD0bcKvsWc7Dlqn5qOGTGV6oSwxQsIYyGSGzJvYFTOqD73p2uqn49uQmtmmKfcT7PPs5f1npVs7PyA31f8jt/X/p6ny55mmGMY50w8h/Lycvw+P6kyNR4i7Ms0NOw4EJqugL8fD8poNwi3hZHp6m1f27yWt1vf7vfzJWkDyXLkIQV0nxuXly/HrtkZmzyWUFeIOXPmcLj+MIFIoAcDLegPUtFRgc/oVGoz/VDJa1traArVcShyqJdHEGeoRWO/Me227l60ZVoKiKLeU/cw3Zsb3gSTfluk2007p2ScQq4zV63GOyOK8alFw019WCSkwr5ZKVmErTDhRvW5rPQsFo9dzIjUEeo8JNgRYBOE+ikuPlR2iD/s+gMtMsFKtOm2eKFo92vU0BIyTFEbkDyAgY6BCe/flsQpKaeQ6cjENEycwsmZs84kqcSFlJCbOog1nWt4/P3HeeqppwDYfnA7b7nfwul0MjttNgNsfdeqNXQ0cCSgFjtDcodQopcwwDYg7l1mJGdwfd71jE0eq8KrFhSlFjEmeQwiLPD6vJR7yzkQPkCLv1URKHQd00wsMoKdCoymp0xnUuoktLCG5tHigH+06ii/2/M7jnce7/Mcv6a2ABgqpTxbSjknup1zMl/8MgWGR6WUQ4BfnqDAMFFK+X8GjOIudn1PhaNTS09lbs5cdF1XCUiiulM2u/KMHL09I13vOQEZ4ahMfwiuH3c9w53DMSwDl3Bx67hbmZLUt2jqoNxBEIHdr+/u8XvLtNCkqvYeriXCimXlZTxX+RwdHR0JMLJFwegrVMJjxb0AubZcCpIK1LVEE/BmxFRgZLMpzyia18jQM7DJ3ilH04y2UQAcEWh3dbA7uA2Av9Xdw8HgbmzCxsvNL+OL+DjfdT7jS8dTWVmJt8NLdaSaF1pfULUZfdjR2qOsb16DpYEpzX49nU17NvH7Q79H2hUYnZV3FhdnXtzv5w+5D+IO1mPpEO52y1ZUrGDOkDmkOdII+8PMmTMHKSU1gZoeHkjsvgtNR0qVM4r0kTMyDQUmV+XfyMXZPYWOhxQN4Y5T7oiHsfrKGVlWT88olus0ggaHjx8Gi37vXV5qHgsGLKA4RQU2/rH5H7zgfkF5Rp39eEZRJZLMFKXD2FmrANim2ch15uLUVd7QkiAECE3DlH3f5KAvGFfsjplNs8WVrrvfS13ovViSZ+WfRaG9kA1bNwCqZq0yVImnyxN/N4gpBkl4+vC9VIQqGDlgJHfffTdtbW1EQhEcwoHdaWd2xmyK7X0HeUwzUXAqTanApA2ykrO4bcJtjM8cT2lyKa6IKz6H+DU/h4OHMXxGvJ/RR/6PyBSZ/LTkt8ozshKLjGCn8lTHOMeQTz6Hjx2mM9gZH6NGxCBiRljSsKTPc/ya2n6I0Tv/OTuZNHqjECINQAhxhxDi7ZONAX4TLNajaHJmz0uSETWYnDYnIX8Iy7CiXo8Ny4ba+vOMoq63GTEJmSHern2bbC2bTFsmpjQ5evQof9n3Fxrqe9ZXxGxg1kCQcLjiMJ2HEqvvWPO2GXkzmJI8Jb7Kj1HIqxuq4+Ci23SuLLqSma6ZsAdY2ff1d88Z7WneQ31Ehd5sug3TjHpG0kamM5MCW0E8RLIxsJH6tt5huvNKz2Osa6yqCTShyr0DA4OBSaXUh2qQSP485BGKncVcOeJKCuwFDC0YimmaHHcfxxIWx8LH+mUB1rnr2NbxOVJTIZv+PJ2h+UM5P/v8uLDmgNQBlDpL+wWjDypXUN65G9MOsa7X5S3lVLRWcMnIS3DoDkL+EKeffjo23UZ1oBqP2xNvgx2vuI96LD7Tw8tNz3P8eM9VbUzPzejD+xNSFZjGwlN9qVrHwnSx48TCdN46JS/zpXnCoDqmzRllf6WPYkb6DDRN6xeMYvp1MSHUcJvat8/rY3PjZjoiKmdkSYUd4ktklwLegOpl5EowV+02ey/PyDRMla/pY3a6qfombn34VpAQlmFeaX2FiuaKhCadYlkTMgK8WvkwM1Nm8uT3n6Sjo4N7772XcDCsiBo28EkfG6s3Ul5e3us4Zw85W5EkDEkgGKAmVEPlkUpEWODEic1m40D4AMeajzGscBgLixZSZyhpH7/X31OD0DBVjllTLVRii4yALwASGqwGjnccx9uh2LexMR0bU6bV/6Lra2iZwCEhxBohxPLYdjJfPBkw+q2U0ieEmAmch6LtPflvnOzXyoywQb6eT47es9hh6adLebb+WZx2J6FAKC4jgmZD2sHQe4PRufnncl7mefHJPaZHlytz2VSziaZIE4ZlEPKFCBkhyurK+jyn8SXjWTxgMZa02P/M/vjvY7pmpmaqNg3R+UMaKnOumRqD8gfxH0X/QZozjeLUYrLJ5uM3PuaRXz+ievSeYHEwEvBF8xfs9ilvLOYZxcJ00wumc132dXEw2hrcSkNHbzCdkjuFQamDMC3QJJQf24hAMK/gUmzCzuikibSEWlg1cRX3nK56NA7NVXkdt89NukPR1U9sX1G5rpL97+xP9PPR7GrS6+clHZgzkDMzzkTYFBg1BBuo8Ff0C17fH/NDJmWfhWWHWJ+zFRUrALhk5CVkJ2XjMBw4nU6G5A9hd9duJvx6ArfcckviPhL1jIAOq5XPfBs455xzqK9PgHZM6eGzzvWsa17X4xwaGhtYdXwVPksVlmQnZ/MfWf+hale6fV8IRXeUJMJ0nuOeOBiFAn0Dy+fbP+cPB/5Aakoqo5JGMd41nqmuqThsjn69qdiq3+lQHlAsj9ne3s6HdR/SGmlV52Upz2h0+mQKk0r63FdXRxcO4cCWlPCobXqUddiNzDo4dzDT03vXjy2rXcb2ru00tjbij/jjk3p1WzWRSCTe4dWy4EjLdgwZptheQlFyEYsWLeLxxx+nprEGO3ZMzeTiios5e/nZzJs3rxftXyfRL+raadcCUF9fT1NdEx/WfIjP8rHGu4ZdjbvITM5kVPKo+D0y/EaPbrW7PbtY1/6+YhzGPCOhSj6wYK1/LRvcGxiXNo64cC3dohaSbxIY3QV8B/g9iZzRwyfzxZMBo9hTmgc8I6VcCd/sLlDdLRKO4A67Oe7puYI1DRNNanEwMgIGUgLChtQBrXfOaGDqQAY6BsbvWEwCaIZzBh9Vf8QgxyAW5y1WNE4Tjrb1TWCwwhY5STmkJqfSsisRX58zdg4LchewqmUVf2v4WxyMrIialGVYkpGcwVjXWBwOB5WhSiraKyhyFDFOjPtKMDo/+3zOyjkLiFaTG0ZUqdym6NPyhOZ2JxSRSkvS6Gmky+zCjFKoD1Z9QoGtiGx7NjcNvptzMi4FC2rDtXGpoME5gwFo8bckwChk0nywGfcBVbz9yp9f4c273oyDodBsGNLsF1w6fZ20h9vjI3xb+zZWdKzo96XOduaQbHMhbQnuxOojqxmXP45BmYO4ftD1XJR2EQCTB0/GwmJE7gj+8pe/sHnz5h5hOsuSbGh+mxFJo2loaGDBggVxD8qMgsnxSC1VXVU9JuGOjg72dewjZKkHm+xMZkTSCJ7a8BT796tFSSxMp2JiiWfQUd8BEeXJh0M9gUVakt3LdpPclcypKacyOnc0C7MWIgOSgBFQnWz7AbBZY2dxx+A7cDgc8ecCvfNbUipJvjPy5lLgKKKqqqrXvnxtPtJEWo/Zw2azETEjPZ7j6KLRzMma0wuMDncejv+/wFlAZlImbUYbC99byNo9a5U3FQ3THWreDMBA20CMgMG9995LcnIyr256FTt2Hvj8ATZ6NzIuYxyVlZW8+eabPY61rmKdAqOQ6tJqEzaC3iCt7la2ubcR1sNcP/B6Lki/gOaWZiq8FdjsibBq9wiJJ+KhIXRcKZRLsNujOaOAAqPL8y5nbupcskSWCut3B6NoPvebok8npfykr+1kvnsyYFQnhHgauAJYJYRwnuT3vhEWW/lta9nW8/dRj2By9mTG2MdgBA1VV4QN3QYR0uHBAAAgAElEQVRShxNrGuuCdVQFqhIx3ygtOmKoly3NnkaaSIvLsPSleg2w7NNlPFv/LGkpafjaEuXX2SnZDHAOwGF3ELbC8TBPDIyskEV7eztHvEewhMUmzyY+bfuUDbs2qEm8o/exRpSM4IKcC8i2ZZMn8lT9BNH8l2kyOGsww53D2evdy5MtT6rVXBS8Yt5AzCzD4qk9T7HDtwPTgqDVRVXtNgbaBoOEPGcxA5OUFpdNs8UpzKn2VPJz82kJtJDmUKKVRsDg8dsf54nrnlDN1ToAj7pGITTFXJT9e0Ybdm/gufrnEhp5Qv/Sz39Rv4WGQA3SDiEB/oifz459xoXDooLDduLgP2fMHG4vvJ0n5z3JwIEDWbRoUbwZI5rGsfYyav0VzEm7gEcefITNmzfzxhtvqHsU82w0G5ET2huMGTyGW0feSm6KUnloDbcy+/Bsfr3y1/z0pz/t8f2MpHx+lXUnY3LHAOBp8iAigsK0wl7hv/qd9bz7yLusfGklF2VehHCqm7Jk/xLebX9XhaKDfYORMEScTQnEOwOfCEZWdEx4jHa+u/VM5syZ02tfvnYf6SKd7s2BbVpUzLRbVDYcChMyQ71mmYO+g6RpanxoQiPTmcmB4AFMaVJ2vCwuQ2VJOOTeTGH6cJJFCkbAoKCggDvuuIM9tXt41f0q9392PxNTJ3LPqHsYNWoUf/jDH+ILBnVB6h8zYvJZ+WcYlkHAF2BsyVj+e/h/k5OeQ2ZKJsmRZPZW7OW1+tfiTSkNfyJnhIBpadNZWHQjUqjHneJM4aKMi2jyNDE1YyolqSW82vgqq4+uxjRNIoEIUso4GEkpvzFgJITwCSG80S0ohDCFEH0sg3vbyYDKfwBrgAullB1ANvCrf+N8///bbuBPgDvR2uBE3bJYEnVa/jROdZyK0aXASBc2hB0sXcV/u9tnrZ+xumN1YiAbJu6wmz81/gksaDAbWN+5XiVyLeIsnBNt3IBxTEmdwiWll3C+8/z4ZyrrKynvKldKD1Y4XiMhTRWmM8IGZZVlLKldgiEM5pfM54rsK2htaSUSiWC19T5Ydmo2Z2ScweKcxbj9bo4HlIcYUyyYOXgmszNn47Q5ydKzEuEz0bu4UViCK0Zcwdj0sZgWHGzdimkZFNsHRZP6OhfnXa0YcTZ7YiILW4wePBrLsihJKaEmXMOcX8yhtaMV6uHQ0kMq3xFRnxVohGWYJ9r/xjvvvxM/fsgboml/U/zexzp+gqLdm1/iSX1Su5aargqwq7l8Y81GwmaY84eer/7e8QnL3cvBUOxFJNhCNh566CEOHjzIuk1qJS10nc1VbyMQlNqHcN1V1zFhwgRuvfVW9u7dq8BE07DZk/GH/T2Bw4TuihK3fXIbW7q2MKN4Bhs2bGDv3r3R3j0ChEAIDWEqYPG4Pbhwcd3Q61iYvbDHdTaVN0EXzA/OR3QJaoI1/KnpTzR2NmLTbGo8BfsO0+07so+PWz9Gt/fscRVb+cdAypJgSZMffDGNI11l1NTU0Nra2mNfvjYfafY00JXs2xdhsGkOdnftZtGNiwgElD7kii9W8EzdMz08I9MyWdOwhkuzLqUwu1AtHjUoC6pQd1VzFSXOEtDANCXlzZ8zovB0pEzILt1yyy3MGDyDjz0fY9fsLChcgGVY/OY3v2HPnj3Mnz8/nuObO2yumheCFmUN6hhBfzQ0HgHscCBwgJ2tO5k2bBrXFy0iGGM/BiM9OxJbKmcEYEhw2B0s9yzn1zt+zTr3Oh5ueJiba2/mqQNPsdyznJSxKbz11ls9usV+U8Dof6WfUbed+6WUb0spD0d/bpBSfvhvnfH/Rzv69lFanm3htedeo/7N+jjb7ETplhhF2dAMuiJdiiEjQdPsSuBT650zOn/A+SzIXtCDDROrFMdUxZyfdH6iijut6DH7EFcfXzieKa4pFGcVKy20KNVzS8UWNnZsVLFpCeEONYHE6NZmxGTCkAn8sPiH2B120pPSsZt2jKDB9s7tNBztneNpa2+jsrMSQxisbVlLTUg1/8tNylUCj0FAg1HZo7gy60pmDZzFjwb8SB33BDDSpMaYzDHkOnMxLTjQugkhBANsipAhhE5EmJjS6uEZWYbFKcNOobarFmmTvOV5iwPHDrC9ajsYUPt+rdJbM9S1akKjxl9Bo9nAD3/1Qxoa1HVtX7KdZxY9g/RJ5dlqiRbxmvhyT0pKRQfT7RCR8FHlRzh1J7MGzVLPUihmE2F1nUjFQJs/fz5FRUW89v5r3cDoLU7JOYMb8n6GLnUee+wx6urqmDhxIu8cfAOkwKv7eL/9fX5y00/YsUMJzx6pOcLrta8TtIJ4gh6WHljK5VmX89q810hOTuavf/0rC6cvZGHRDQRMPx/4V1LbrOjhnhYPGSJDNXmx6AFy7io39rCdseeNhZmQmp7KmKQxEE2mO+wO3nO/x7PPPEt7e88Shzp3HeVd5SQ7kxnkGKQKwaFXPyMLONy6nVr/EWZkKSZvLLQIKlToa/epYlFUxLi1CZYfW8VzLc/x/MvPs3TpUgAmlExgVsas+LOTUnL3hrtpDbdiSYuhRUNZ517HTs9OGiONFKYU0tDRwDTXNBBQ21aJN9jM8OIZWN3ASNd1FpyygKsLrmbp5UvJceYQCUe45pprePDBB1m7di3XXnttfCzHrvOGqTdQ6iwlEAiw9+Be3q17Fxywt3MvX3i/IE1PI81ZRIVpwzIV4aS7uvx27zY+bluOFApTPq/7nD82/pEMWwaPVT3Gn2r/RLG9GIfmYHdoNwLB2rVrv5Fhuu72z/Yz+j8TbjtZe+/F9/j0k09p62gj1BrimonXkKal9Upgxiaz1e7VPNH0BCmkMCP3LNIduQgnWBqcqHqS7cxWxbPRXdmxJ3ICFszMnMldBXchgiqwHTJCfYJRp7eToFQS+ju8O7CiRYTzJ8/nytwr4/H7OBgZVjzsl+ZMY6BjIEITVPorWdu+Vq3kTAi09G7EtrtiN8/VLeFJz7OKhRftTzOvaB7zs+bz5PonVUuI6EhJJZUBjgHKMzrBNTRCSp/NG/FiStjn/oySovE4o5JLmqbzfturgOowm+ZM44zUM8h0ZjJ4wGA6Ih1cvvNy/JafCaUT2Newj9H20Xwr8C1m2maioREJRRBo+Mx2dHQCwQCLFi3CsiyskIXZZmLWmgnPqFsriy+jgluWYrkJh7pdHx39iJmlM0mxq7be5xady+VZl0Mo4RWE/WHsdjuLFi1i43blSdUFa6lq28OskstVjtGEs88+m9raWubPn8/epp3YNTvLav/Kev86nv/H85x++un88Y9/pLWtlTJvGZZm8fKel+mKdPHrAb+m1FnK1VdfzZIlS/AH/CAEBgafBNZysEm1qfC2eUnX0tnl38WKthU99N6aaprI1/IRaQJckOvKJVVL5ZOmTxBC8OCRB3mr7S1u+PENTJo0KQ6OABeNv4ibim8i15XLdbnXMTBV0c5ji7cYGEkLKtrU934+7H4A9u1LKNQHO4IYIYO0ZAVGEcAT7uDluue4Luc6xo0ex+OPP46UkhH5Izg19dRoyM1i0fJF3P/p/ZxXcB6nJJ3ClOFTaA23suyYqrW7ftT1AHzh/QIEbKtWAjHDh5yJpKc6uhE2uKLwCi4eebEqfYhE0DSNX/3qV1xzzTXs2LEDKSUrK1aqBV7QhAgk6UkEQgGqq6o53HUYbKqwPGyGOVpzlP2d+5ChKBgFDOyaHZfuwq6pUpCmcJ0il1gmN666EZfu4tqia9GFTtAKcknaJdw46EbuzLqTmZNmsmPHjm8kGAkhLuu2fVcI8QD/U/2M/i9ZyBvC0+IhJzmHm0puYoh9CC5cpOvpvcAo5hmNyxnHua5zSRNpnJV/DunJediSVM7oRAZrtb+aPf498Qlv4aSFnOc6L7pD1RhNCKGYeSYEjSCyS3Kivbz5Zd5re4/qcDUrPCvoqlauUao9lTQ9Lc7aCbWrGScW7jMjJnVNdezx7gEdKroq2ObfFm/j7W/u3e1tyrApzMu9jlA4GnqKMpQQ6jsTciYwLHUY5Z5y/uT+E9srt7OzU1Wtn+gZdXm7eLX8VSr8R4iYJmXuzxk5/EyEptScNXRSbOnx42QkZXBB+gXkJecxYuAIipOKGZo6lMszLufmi26mK9zFys6V3L3vbl6ve503fG9w6V8u5XDXQfZ0fMqpzsn86Vd/YtWqVdx///0Egooqa/iNRCuLEz2jvl5qqSY9IQS6E5qDTexz74uH6AAVOot6HGbEJEfPYVaa8poWLVqknqsZYUuTytUOyBzBO+3L4jmhgoICvve97xEyQ+i6g0rvbmYkncHW32/l0ksv5bbbbuPwscNRD1Lw+LbHmVY8Dbtup661jvPOO49gMMjrW1/nC89mUpzprO56l2vfvpaqqirSI+nkJ+fjtbx87v2czZtUAl9akqZjTRTYC+K5moiMcH3t9Wxo2cBtlbex37uf5wY/x6cffIqUklmzZnHsmOo2G5O2iev/xfKUsd5LepTVJ+BI607S7dmMSplAVlZWDzDCB7MLZsdrqMLAIfcWJJJSeyk/+cFP2LVrF1u2bKHD20FHpAMpJL9Y8wte2P0Cd8y6g1+M+QUCwYwxMzCkwV8O/YWxyWM5o+AMhBD83f13ntn5DI989FMGZZ5CYfF4LHqC0WXDLuO0zNMARZ7ozuQbO3YsHR0dNDY2xllslmGxomwFFcEKgmaQlmMt5Oi5bE2GsHQSskLsqtjFxrb1CJtNgV+XwZRRU/jlkF+SbEuOqmqokpCVx/7BXvde7h54N4sKF/HQiIf45YhfUmAvwGE4+FX2rzht7Gns3buXtKQ0NR5iLtU3w/73+hkJIVKF4pIihBgphPi2EKIfecGvt7VUtEAE8tLy1JV74bPDn1Fn1PXrGQ3JHMLk5MlE2iJ4g50YwkJzRmsGTsCRvZ69rO1Ym1h9G9GeRgKwwG26WeFZoTTdLLCERbi1d6zeCBvYdTvjCsbxi7xfkOpTNR67qnaxr2sfDrvyjGISLtMHT1eTcMRgf+V+VrWsAqFWbgjUMlT07RmlOzModJQyL/NKICFFs75lPUubl3JmwZmMTxuPhUWX2cWe43tY174Or/Ry/frrOXDgQHxf3enNVe59+CM+Ro2cyWWZ15CsJeOwJTMla06cwGBhEZRBzLDJuaedy7qZ61g6YymzXLOYPXQ26c50lnQs4Z6me3i27VmajWbSktLY3LGeso4t5Op53HDZDVxzzTXcddddLP14qcqddRlxAkr3nFF5sJwdu3dwokkZTTYj0G2wy6f6JMVCdABbW7fyhPsJMNR15tvySQkrr2ngwIF8b+73+OuRv/J6xXMMz5mCze6gOnSkxyRy9tlnA/DskbsxpcFQ23CsBotnn32WtLQ0nnnvGZCwz7OP8tZybph8Ays9K9nv3s/IkaqR3J6aPTSG6uiM+Kg1qmnobODCCy9kTt4cZhfORuiCP7v/zOzvzGbNmjV0ubvwe/zkp+fHvcQn9z5JdbiaEmcJh7oOMdw1nKZwEzMnz+STTz7BMAx+97vfqXGwZz0ft36M1/Dyt+a/UVar8iex0LCmKTDCgoqWHWQ589nQuorx48f3CNMlG8nMzplNsUsVmYYtONi0GYFGmpbGVZdcRXp6Ovfddx/vbnuXt1ve5qOqj3h066P87PSfce+ce+P9jMYNHIcudOaXzufy7MtJEkkMyRnC++3v8+P3f8zkQefw8LxP0Z06QugJMJIwLGUYhSmqe6vdZo83wwMYM0aRQQ4ePAgWFNmKcNlclDWpaw4YAdy1bnKcefgCEPEqz8gIGejCBnabylFFmxYi4eLci3GKJDShEyLE4/t+y6TCSdxcfDPjksexeOBi5g6Yq56NAckimSkjpxAOhzEiBpflX8Z45/hvDBj9O/2MTsYz2ggkCSGKgQ+B7wMv/eun+//PmiubIQR5WXk83/I8245sY8PRDUC3iuuoxQQ/gwRpCDdQcbCCxw4+RGuoCS0pUcDW3XSh90iSr9y9kp3+nXE3u1N2ssO/gyyRhTO6TA029/ZgI6EINt1GUmoS6Vo6WrN6TDuqdrDHvyfuGcUacg3NGspc11xGpozEiBgKULSo7IhELUN11Yb7RDvWUEuF/wAh3YiDBKgOr6l6KoHOAAZGXIEhmWQWFy2mLFhGVWcVzz//fOKexbp/6jr76z4DYNSomRQ5B/Ozols5M/9bhITK0cUUiR9oeoCDdQdJT0lnZOpIStJKWJy3mKHpQ1kwcgG/KP0Fb016i4pLfOw+pZ47z7mThlAtERmmSC9BRiRPP/006enptHhaVGglZPZq8idRuajv//z7vYoyY/13hNBIdsDBzm3oQufUwoSSdFAGcUfcWEGL8fnjicgI+1sSk+0N37kBKSXVngpmll6OsHUbCyawFfJz8ylKLWFPxyacthSKHaV0VHeQnZ3NLbfcwqd7PqU+UM/7x95HExrfHvVtxTYLGwwfrhQ38lLzuKhgAce8ahFw/YTraWxsZPpr0/n5oZ9zybpLGOwYzCnDTuE73/kOK5ethDAUpBUgpeST6k94aNtDFNmL+MGAH7BwwEIeP/1x1Xk0CIMHD+ZHP/oRL7zwAkePHqW6qZraUC02h41CRyGBQICOjo6EZxQFo3AkRFX7fgpSSrGkFQejGEMt0Byg09OJdKqfwyYcdG9iVNpEbsm/hTQ9jXvuuYfVq1ez/uB6dHSWlS0j3ZnOA+c9gBBCHUtKAoEAiwcv5u9n/50rc69kfMZ4Lhx9IQErwG0zb+P3l68k05mFtEOSLRXNSEgnHXQfpN1sj49Bw0wwGseOHQtAWVkZQgqGO4Zjxx4PR4fMEEFPkBxXniIz2ZKIyAjBziCasJHkTKPSqOThDQ+z5IMlLK1byuDkweTa8tA0G1ur3qC+q5rfnfM7qiJVHPQdxB1yq7B7dI541PsoI4vUwmPHoR1MSJ3At13f/saAkRDi79GWQ7Gfs4QQL5zMd08GjISU0g9cBjwhpVwAfKWMrBDiBSGEWwixv5+/zxZCeIQQu6PbnSdzwv+ONVc1o4d1sguyabKaaGtv47+n/DdDnEMw6ZlPmJAzgdLkUiq6Kni65Wmcfifn5c8j1ZGhet1oSgi0u2maWrnF9tPh6yAsop6PCUl2JYMyOWMy89OVQGWwRYHRtte28eJ/vggkaOWGzWCjfyM1BxSpwDItNE3D6ewZpqtvqme4fTiDnYNVeJFuYARgqF5LAW9vMNp1ZBcbOz5gmedFZDcwmp4/nUszL+XhrQ+zvmM9uq6ztnMtV626ireb36bTUsoQb7zxRnxyj9faCJ2dx9ZSkDaI3LxSDocOUh+oQwIftSyLg16qPZUL0y+kMKWQtvY2DnkOYQpTAUgQbp9yO7eNvI3Lvn0Zx1Kb+Lv7RS4ftIAUTXmKd+bcj1NzkpSUxKRJk6hprlGekd9I3IfoMyrzlBGWYQ4ePcgHH3zQ4x7EJlaBIMkBR1q3MTxjXDxfBInwpek3mVUyC0MYbGvdFl/A5LhyuDD/QjShcVbJd9HsNkxpYQUtwgfD+J/zIzdIhmUqLbcxJXMoTCpGtqod/OxnPyM9JZ11bet4r+o9zhh4BnmpeaooNGzgcrkoLi6mvLEcS8Bxj2r9fu7Ac3n32XcJRAI8UfUEE7IncH329bzz4DuUlpbyw9/8kPLmcnYFdzHj+RnM/vtsOiOdXJh+ITbLxk8G/4QLhl/AhKQJcfHd22+/HV3Xufvuu+NCuSlJKZjSZPaLs7n66qsZPWg0i4csJsOZgQVUte7HtAwKUwYhpWTcuHF4vd54uG/btm08tP8hjBQ183dFDA43b2V85pnqoCH4r//6L84991xe2/oa7oibd8vf5ZKRl+C0qfEe7/RqWmTaMrHb7Yx1jSXfns/vLvodO6bs4Pfn/h6BjgYIOyzK/QXn5ChCRagzxLLyZZT7leLCuMxxTEudFqeVDxgwgPT0dMrKypBScih4iEBXANM0OTPtTK7JvgZCkJORDxakpOUqBYVjDejCRlOwltc7l7BkzxKufeBaqvxVHDOOUdZ1AE3obDzwEkWuoVw4/ELeb3+fZe5lvNzwcuI9lTDUOZQRA0aQnp7O8k3L+ePRP/ZQZfjftL7mbCHE3UKIum7z9Le+YjcToqxrAKSU7cCkkzn+SYGREGIGcBUJUZl+2pn1sJeAi77iM59KKU+NbveexD7/LWuubSZXy0VzaSTZkwh2BRGWwCEcvUQ3Lyq9iPHp43E4kpBAciiZSelTSbKnIOwQVZfvYScytq4adxVzs+cC8J3M71CYqsIDZsBkpH0kvy34LQU2pQW38r2V1KyrgeYoGOk2NKfGev96jh5RxbGWoRQY0pLSOMN1BllStU5+a/tbvON5B6/f20MWJT7IgZSkFPy+3jkjM2KiCZ1OuqKx7eijFbCuYx313npsuo3PGz9ni38LAsFvq37Lls4tjEofxfHjx/lgmZrcY55RWBrsql3L6cPmITRY1/k+LzU9S7lvNxn2XFI1FyPSRpDsSGaGawa5jlz2H67guWOv4TbaeLHtRQ7XHmZo2lByk1TNjdQ1bMLO0cYq5uYtYFreReRqefGJZMqUKZTXlWNaJkZAtXm3abY4GB31HUVHpzC3kD//+c897oG0lI60hkDokuqG7QzLmUp3ibXu7RzCgTBXZl2pJqfYqnrQWN497V3eu7qcga4RaDEqdMBk3959PLj5QZoPNnP9mP8EYNzgC/h+0Y2cI84BCenp6Vw5+0oqA5Xsbd3L/FHz48c1IuogI0eO5IvqL/iifSN1nRUIBEVJRYwtGsujUx+lYm4Ff5v1N/yWn3TSWbt2LVmpWbx2/DUu33A5x73HeWreUxxdfDQujWTTbZjJJsdCx2jboYR7i4uLufnmm3nllVeobKzErtl59/C7XFl1JaZlKqaXYZJrz0W3KcWJw40q/DnANQgZ9YwAdu9Wih4js0ZySc4l2FPtWEBF416CRhcFrqG80PwiXe1daJrGSy+9hCY0Hjz+IG2BNi4fc3n8GQjRs5+RpmtUhapo9jezdNtSjoUU8Fky2mdMV0SjWJ7LqTm5ceyNjEsfB8CYrDFMTZkaf4ZCCMaOHUtZWRlIpVzf1tGmFoG6RrPRDAHIzM5DSkhNyweU5p4ubHxao2rJXp37KqZlUuQs4qHjD/G35kf4pGUFB2vWMXfwD9CEpsaTBTZs8SJYl3BxadaluJwuJk+eTHVjNSEzxP2t9/dSJPlfspfoe85+pNs8veor9qEJIbJiP0Q7P5xME9eTAqObgduAd6SUB4QQQ4H1X/UlKeVGVKPer4011zWTp+VBsvIUfD4fKypXMNQxlIuzLo6DkbQkMixBA48zCS/QXN9Ko79RgZYd0Hs3I40ztmLjJhzN20AP4sFzZc/xju8dxVyLriFS9BQIg+Wz4vkqTdNwOV14W1TNmGmoFhKpyalckHkBhShwmz98Pscjx/mo4SNMw1QCpt08oxHJI0hJSiHQ1dszMg0LTdPVS9uNwLCqfhVzj8xlWeUyAlaAX3/2a3L1XC4quojqYDUmJreOuhVd0/n5TT/nsUceY/f+3Ugp2dGxnWCki9NHzAMNLsu5nkxbFkEriKbbsWHHpqmwX7PRTCAYoMtnEgpBV6sNgcDwGxxoPhDvl1OUMYTvZF5Dm6+NSekzuGn8o7zofRafVxUFT548mYgRoSXcghE0mFE6g0lpiQXZJ02fMD11Oj//3s/5+OOPWb48IZclzUTOqKHlKJ1dbZQOmEowIQvYo+vqI5sfYX3nesXWi6X8LEUHLskcDhYIRzSZ7TeUGoEBTS1NnF8yj6uG/oozxl9NOAlF249GaudNm4dLV0XHl46+NH7c7mBU215LU7iBOm85mVq2AtjkQr5f+H0G5Q3qkU8sKSlhz917WDV+FauuWEXFTyv48Wk/Jj1ZqVxoUqMkuQQr2eJFz4vs+TTR0uL2228nNzeXt3a/haZp3LXxLnJtudwz/R5CoRDvrX+Pza2biYgIEqho2obLmUlmUj6mtJg4cSK5ubncdNNNlJWVUWgrZErKFFBdLthdraaQopwxVAdrlBo2UFJSwrfHfZsWo4VUeyoXDU/MjZpQ/Yxizfc0TeONljfY1rKNiBFBikRzChltELm+cw2bGxWZQzM1Cp2FuOzqHodkSGnrdSu4HTNmDIcOKq9zonMi+an5WJZFq2xltVfVECZnpYIF9rRspbrgV0zRTTVvUqgXUWAvIDstm0/bP6U50gzAGvcyJJLzBl8DqBAhUoFRjB1rx65mZAOmTZvGodpDXJp9Kacnn96viv3/pP0PzdkPA58LIe4TQtwHbAYePJkvnkyd0UYp5bellH+M/nxUSvlf/9bpJmyGEGKPEGK1EKLf0J8Q4gYhxHYhxPYTRRVP1iJdETrcHeS58kAoMPL6vexw78AmbEq9NyZQGLG4Z8s9fNr+KdKZhGnB1j3b+HvNUxiEEVECQ68w3Qme0Ys7XqQ8XE6+PZ89vj1xBenhKcMpcZWwyreKmkoVgps5dKZi2LUEkZZUgxVIS07D16EmXMu0QGhIXRIkGKd2D0weyPcyv8c017QenlEMCM/NOhe/7ueh6of488N/JhhM5KmUKKWO1AWym2e0pnENYRmmLdzGTQduor6rnkvSL+HU9FNJ1pJx6S5ybDlMHTKVio4Kbv7FzVx83cW8cPgFVjWuwGlLZsLwOWgaZDpy+HHBzYzLno7P6qDdbMdrefEbfh5vfpwDDQficflkkca1udcyQB/AG4ffUIoWoPpHAZcWzOeK4hsIWQHqjbp4i4wpU5QCekOoASNgMCFvAmPSVEK6uauZnS07mZQ0iRsvvZGpU6fyve99j02bNgEKtBeNXszIjEkcOqqUOEqGnUaFL7GuiBV3GgGDs4vPRiL5qOOjOIV6Z9lOnq5+mrAw0QDdrjwGM2jiMB1gQGlaKa9XvMK5A64gNa/DX8QAACAASURBVD2bfeEDPNf4HKZbHcUu7MzPnc9PJv6E4dkqR2TXE0KiI0eOpCvchd/sos5bTpaeqxiNnag6rJSEhlxMUdxqs5iTOYe5o+bGw46apqFrOme6zqQ4pRi7w06OK4emyqb4uMjIyOC+++7jSOsR7qm5h73uvcx0zWRi1kQcDgcrNq7gw6YPMTBo6mpmfcU/mDZ4LkLXkNLC5XKxfv16LMviwgsvpKaqhvZAOzggJCVrDrzI8AFTycoeiGX1VCY/o/QMJqZO5AcTf0CyPSGqKoRISFKhxICvKriKGVkz4uPegqgShpInarfa8IbUYq6zvZNtTdvwGKoT7mctn/GY+zFCbSE+uP8DIv4IY8eOpcndRCASoFAvVPkmCZZuJd5xl0BayluPOCJsdG/k49bVHGnZzoKMH3BaxmmcMugUVrasZEP7BkY4R5Jpz2XCiLkUugYDUX062dMzGpQ8iHsb76XJ3cT8+fMJG2F2+lQpwOL7FvdUiPjXzBabR6PbDSf5vcVCiL3RMF7Wl31QSvkyKqXTFN0uk1K+cjIHORk23UghxDNCiA+FEOti28ns/CtsJzBISjkR+Cuqd3qfJqV8Rkp5mpTytJiS8T9rLYdbkGGpmHSoTqgxufZms5lD/kOJmceEOcVzGJQyCN2pwnSdvs7oZG1LhOlOGBuxBKs0JNKSHOs4hs1mY1LKJPZ07kHYFXpNTZ/KqRmnsi+0j1a3qlJ3WA4wo/Trbh5KWkoavi41KwaCFnV2jdoQPNj4IBsrNwJwoO4AmfZMBjoGKgJDjNKswyedn/DXpr/yxyN/5ID/ALf88hZmzZoVH9iGYaJpOgNShqFjoyi1CCkl7x9/n0JbIUNTh1ITqOGqMVdR6izFIRxclX8Vz418jm8XfpvXf/w6N+fdzJr/WsOdi++kIdDA+3XvcGrxuTiT1URywL+LI4EKdR9Nr6KZS3+PolczCkaWrvTF0qw0bhp7E6PTRwPg9jfyUtujVLVUIYUqLpUiIU8zcuRIHDYH9ZF6PB0e3G1uuixFiV9evhyJJCiDyIjkvffeIzs7m5kzZzJt2jSaGpvIduaSpKdQfnQbdruT4ZPGUyVhe7ROuHuYbnr+dOzCzlbf1viK1dvppSHYgBRKbVo4VIjQDJoQgjTS/h957x0nR3Wm+3/PqarOPTnPKCcklCMgARJBApGMycgEp4uxvY67GIdd+7Jer21Y24tNcFoWY4NtFoNlAQYbkACThISEck6j0eTUPR2r6vz+OFXVMxK2db3evezvns9nPiBpuru66pzznPd5n/d5STpJ2jPHyBbTYIJtSUIiRP6ARjRTmiwoW8D3zit1aBne78dX1HXmj9I+sIdKsxrXcXl67dPcf+B+iBBERoWBAspVfP+577NuaN0JPm9I6LF7sL34vr6yno7ujhFRwi233MKyMcvYNrSNcRXjmBGbgaUszjzzTLbs3cLnx3+eiBXhrpe/TsHOcsPiL2unC+80Nn36dP71X/+V1tZW7lx9J+tS60DCq62vcah3GyvmfRg3YuEqRri0K0fx5fFf5p6L7hlxyQ2xBubE5gzLTQqao81UGpVBPlWhffLwIqOLa67jgnIdXfV29fLkoSfpLmi/x6mVU7k0eSkvrn6R1371Gm99/61AUdeV6WJ9bj29vbpr7KjYKCaGJ7KoYhGOpwtavff73LH/Dl5IvcAT7T9DILi28kOUUcbk5sl0FjvpKHQwOTKVL09/gE+u+o9gizGlB0bCZFTFKG6pvoWJ8Ym4ysUpOixatIjqZDXfbP0mtxy7hfsfvZ+XXnqJ/+Sw/X3U+/nBSbzmPmACMBs4xp8xPRVCnAYcUUp9z2s11CqEWHQyF3cyNN2jwFvAl9A2QP7Pf2oopQaVUmnv/58CLCFEzX/2ff/YSGQTrKxdSUuFdhQOW2EyTgYc2JzbzJP9TwZgZGBwduPZjI6NRkZ0++70UFp70wkjAKPjWdw+aVAQOk/g2i7KVZiGyaL4Ij7f8HlikZh+r2waK2zxuebPMTeqW1es2bAGXMh0Z0ao2pLRJKlCCtJgF11cJJu6BaeXX8Dk0GSUq3h026M8l36OY+ljI1Rkz7U+x9qhtXzt0NcoqAKvnfIa//TFf+LNN98MjCz9yChkxoiLJJZl8Wrrq+xP72d+bD4rG1ZySf0l/O8z/7f34GBBYgHXNFwDDkhbUiEqyGzJcP3K67lq1FWEZJilE69HmNrP8430Wv6j52F2p99mdPk0LCwakg0jwMivWSpKxd2dd7PhyAbqQnVEDQ1otoABp4/njv6eV/qe12ahlIxCpZSMqx3HruwuFn55Iat+sYrn+54nZ+e448U7mF09m39s+EcSoQSNjY1s3LiR73znO2zYsIG7vnMXb3S+Qk++nb0HNzF+/AzqZ1o4Z8AxB4qDwxrdDRXpSfXgChdb2YElk5/PU1IbmEovMrKzNqmBFKl8SlOKHr0kLGiumsqNlTcS69ERy/kzz+cTLZ8YsSpNw/M2dEtgtDv1NrZboNrUFNJA74C2CQqVIqN8fx7ycPmoy5lZOfOE9eDgsD2znf1DOh9ZX1lPX66PwsESHySE4JxR53Db2Nt4+IqHsQwLp+iwfPlyth7YSk++h45cBz9Yfw/nTrmRUTVTdE2Z6wbCjgsvvJBwOMzGwxuDgtcHNv6AqJXgnAXXQszUtUDDIiNfyXr8mFIxhcvKLwNbN1kUhmB7ZjuH0od0H63jIiOElzPycK6Y1ffRp6+bkk3Mjs8m05OBPFg5izlzNLXbnm2n1+6lvatdzy9T8r7a97GiYQWuAFcpHtv9bRZUL+Ar9V/hjmn38PWLXiEtMhzqO8S00dOC654fX8SSuouJRGO4nsGyP59MZWKEDLbnttOjeoI5LaXk9MmnszO7k92F3UgpeeD7D4woZv7vGEqpDqWUo5RygR8CC//MS+5Dx+r+SHOSXR5OBoxspdR9Sqk3lFIb/J+TefM/NYQQDUII4f3/Qu9aev70q/7ykVyQZOEVCymr0Hx52PIqAF04v/x8bq6+uUTTFVwG84MUKaIMCyEkBbuIFCaGFEgThAHOcafNQVeSK+rJ5LfndgyHr3V8jY3pjYGr72/afsML/S9o92LPQrAp0gQuqLRiWdMymqO6HiMRSdCaa2X9uvXkC3lAMlQH462FlBXLtNWJgl35XTzT/YzOGaFzRr/a/ytqjVpeOe0VDl5xkFOsU7jkrEsAePFFHVXZtoOQkkG3nz67jyxZHt/xOKYwmR6ZTnWomn+a9k80lTUxJTpFixwweL7/ed7seZMn3tQB7cH9B2mqaOIfTv0HtlzVztkTr0NYGoxcj8vPORmkaWIrGyWVBiPP4073ajJQUupNYLCd1zteZ9DRN0gYOgfTNnSU1twBMDwabJjZ7NiasQy6g0gh2dS+iZllM7n79bs5PHCYb53xLRpCDRiu3uRqamr45Cc/yRVXXMGP/v1HPHPkN3Rkj3CodTvjxuoEt1EJhRgUc6XIKJ/O891N32VLbou2BPJaj/s9eBwveW5GwpQZFYiioLunGxzY3rrd886UyBDkTHTE4tWXBqebYfPKNPT9woZx48YhheTV3t8BUGXW4Tou6f40CZGAEDr/4LXDFinBtMQ0GpMndjP1v099tJ4+IF9RhwI6Xy+VhChX52cuqL2A01pO06ULtsOFF2pRzjf2f4NH9z9K3slz9ZzbtKzpOAPbZDLJOUvPYUfPDiJmhFeOvMITWx7h7InXU16RRERNHHFia/VASPMOwwd+BDzb9ywbezeOiIx8MBIGvDj4LKu7VoNb6s3k02JDzhBH8kdI96a147kbpqmpibGjxyK8h2DnbMIyrE1QFwNT9GPa1fE6rYO7uGHyjYwKjeL0unOYUnsaLw79jk3dmxhfPx5LWIyPjSdmxFECpAG2CcomoOFNaZJyU7yUeYnWgtfC3TtgnTZJtxtvNBu57tzrePTRR+n96X9vGl4IMXzyXI5unvcnX6KG8YkeiP3VBAy/EUJ8VAjRKISo8n/+3IuEEI8ArwJThBCtQogPCiE+IoT4iPcrVwJbhRCbgbuBa9VfgRT9o8MEKgkWui+zxoHKUKXuZ+RtBgN9A3xr07fYltqGi8A0wt4mbAY3TBgn0nQTy2exqvIjmJhBoV3EilBulrM9t4NUWDs120WbkBnisp2XUfmLSi699FLGxcZp6mFIcHbD2TRFNV323V3f5bs932XhZQv57f41SGkg6+C+nruofLKSD3zwA9pwE/h1z6/Z376flVUr2d+/nxeOvMDf1P0Np9eezrbUNu7svJNxiXFUVVUFYOQUdWTUY3fiKsiLPL/b/ztmVc8iLMJa8SNNouEo11Vfx9jIWCSSHdkdHBg6wGWTL2NefB79uX6c3Q5TE1Mpi1boTcEDIyW8Oh5pcCx3CFcpsiJbiowcF8d2EELiGAJDGrSn2nn68NOBgEEYVlA8LHRTav3aYS4Qy05ZxtUVV/PtS75Nd6abNT1r+OqLX2XlpJXMqpnF6+nXyaRHKgo/+9nPMjA4QHW4lobIGHr72xkzRp9qDQPd3ygP8XCc0dZobeWk0JX1lCyZRuQsJDSOncL7qz9FVaGK7GCeIQE5ryeWEAIZgSFZ4O6eu1m/WeepXt3xKmu6n6IwDIzObzif91a+F2y9iZ45+iwqrBomN51BrdWIchTpvrROykuPphOQT+VJHUuxv2c/RXFio8LFlYt5T/l7KA+X0wOki/UoGzreKuWN3KJL3IwTMfVa8XtcTZ8+nZbaFn7T9RueOPAEU2qmMrpyKsqAiTWzmBafO0JqetHyi+jP9/Nw28Nc8sglNJSP4sa5X0XGwEhY2lprWAPBc0afw7REKbLwx+tdr3NH+x1kchltsiu8HI7rkss79HnRKMoTMAjdV6qt0Ab2sMjIc9fendrNj3t+THeXPiz4nYuXnLaE9Z3rUUrR1dfF7XNuZ37lfL1/VOlt4tmdDxA2Y1wy6XK67C5cfzOQRkCVX1xzMde3XE+v3cuOwbeQAhwTXLvEfBjSoLKykoumX8T8cfNHzOnxteM5LX4aFycv5tol1zJUHOIb3/7GCfflrzXeac8GvimE2CKEeBtYBnz6z7zNfiHEJ4QQlvfzSWD/yXz+yYDRTWha7hVgg/fz5p98BaCUuk4p1aiUspRSLUqpHyul7ldK3e/9+/eUUqd6bcxPU0q9cjIX/NcalVEvD2dDu9POa+nXSganuVIBaNEBy4h4+SIrOLQKYyRNp4CQlSDlDnLD52+gv6cflLYAmhCdQLvdxT6zjK2ZHXyn9Ts82v4oq7tXU2fV8fLLL/PRpz7KJGMSP3/552zv2Y6tbL7xh2/wq0O/Yn50PoumL6JrqJ151cvo7N3Nvx79IvVWAz//j5/zwM4H2J3fzRO9T3Dn7+7EEAY/2vgjpJC8f8X7YTyMrRzLyrKVWGnN+fv8s+PljKZULEABWSfL5o7NnF5/uv5invxXt/EkoEOkkDiOQ0u0hYU1OnLf+rut7B3cSxZv0/XOQ44HRlIYJOK6NkOasuRr5qigNYIj9ALNFXIjTrF4J0lcQMqgiZ2fMwINEFPDU1nUsIjKcCUf3/FxhBDcu/JeOnIdPJ16msHUSDf7RYsWcdqC03j04EMcyeh+OWPHai2NlOCEoGhDY7KRD1R/gFqjFhSBGCDfryMj13YDMBIS7ISeE+5ByKYK5BX0HdKgINAeeK5p0ef2M9ijryk1lKLNGeAPOUh7bFlNtIY6sy6Qbq4YfyF/N/Vf+fINf6DcrMJQJumBNPGwrr0Khb3IaKjAvh37+Mn2n5AyS21Igu9dvYhaWUtRFCkAVqwCKU16dpXICUMZ/O3sv+X0aj0XfDASQnDWjLM4mD3IuqPruHjqe1FKW2RNrJ7JqceB0fKzlyOF5N5D9xKzYvxg1W+psmoRCTCimqYbnjOaVzOPcfFxJ1xzY7yRxfHFzKibwQVVF3giBd1dOZ936S1K8oNezsjQz0EIr0WFDZl+bVAciWhw9ek6o6ClsZbSf54zYw5duS7eLrzNBT+6gId3PzziOrZ3bGHdvkc4fcwVNJY1cdvU2xhVOVXPeWnozq6Oy5KyJSys0mtDCYU0NBgppxSZmtJESMGCxQuINukDjj+nlaNYUbaCJquJuaPnMqNiBmVW2Qn35a81/siefYNSaoZSaqYnZHvn9tSl8RHgDOAounJtEXBSQok/Gz4ppU6cFf8/GAsaFpCoTPCL4i84aB9k98BuTnN0WOwnSA1pYLswr/Ic9nY+S0aU6lbkO4BRT7aLLxy7ibf2v8aK51cEgJYmja0cBgb6eSq1Ghub7x38Hi2RFj7d+GnGfWccF1xyAR8QH6DwmwL3xu/lrlPv4gtvfIEVLStYVFiEdbrF32/9ewaKfXz/Fx/GlBafqP8Mp/7TZN5703t5JPcICZkgbaf50qEv8VDPQ1x+yuW0jNE5snqnnvpYPWThrLPO4te//jVtbW1cdMql7G8T7DU6SIQm8bsOTQGd0XAGu7p3cWr8VKqsKpRQ3NV+F0PWEBOtibrA13XZ1rqNinAFwhC8seUNBvODXNX4GRRWkDNyhUJ5C3XizJWcFjqTSF0EJTVIuY7OGQmOA6NQacOQhqVPvY52ShDGiZFR3IpTEapgVsUsJlVM4o2ON7h35b2MqRjDju7d+tl6C/33//J7yirKWPjBhZy/9Hy+uv6rvNK1BoCxY0uRkROCfJEgB+EM6df7YOS7YDhOiaaTBtgRxerBn7PgjXEUPQoqVyx4TegkwgQ7JIgaUe3iDiyfsZyOV+HNAdg4AEvGQFuulZ50D7PsWcG9khgoCTfWfoLmRI6Xjr1IIlzqQ1UXriNcDDPYNQhFSJYnT5j/+3L7eKz7MT7mfIwCtSAEMStOpndY5FhEg4o/5z0wAlhy6hIefv5hHOWw8pTLKXoAkHezDDkOqETwNlVlVXzklI+wIrmClStWsl2adPQCcZBhvaaG03QdAx0k3ARx4iOueXRyNKOTo3Vj6yReJw2B4zo6+pYGtmayUVKDkSFLNGfXoS6ibpR4hX5ff25d0XwFjb2NUK4/Z/F8XYj7ZOZJFIrvbf0eZ846k7JcGY9tf4xPP/tZYqEyrpj99yhHIJZApgCqHaRhYhecoL28IQ0iMsqkirm0S3AMDUYLaxYiWgVTy6YG3y9gCgpuMKcCrXoONl+0GWEcr0R5dw3P+ufav+S1J6OmiwkhviSE+IH350lCiIv/kg97Vw1DG0Zi6+6YCoWb9yaBb2sjNBiNL59BkzVK+0/58G2OLHp1gOcO/5K3strXbN3L6wJA257fTk4VeOnwY9jYXFV1FRfVX8SnJn0Kx3Y4Y/oZnNdyHpPMSdwy8xYODR3iw299mOayZh4+72Fub7idC+dpnv6He/6BbXtfZGnTFYSJsWjqIi4afREmJjfU3MCYijHcd+w+8naer537z6XrMxw6ih1kOjKcddZZAKxdu5a6cD1V4Tpqx85gZfMqft/+e6qj1ZxapaODpWVLqY5UI6RgWmyarqfBa27nuDy27TF25ncyqWwSc8VcPjT6Q4TDcX3/vLScDzpSGIiQQbyuAkIgpEAIgeu4zBwzn+U1V+KgAdyPjMyw6b2H3rSUR9MhT8wZ+eINO2OztHkp/zz5n1k1cxWHga1FqXvueHz8y0+/zFPf1vV7p88/HYXit60PEYnEqasbra9XgjJ1zri/0M893few/dD2kZHRwPCcUYmmk6bANhVOh8PShnNBoYUIeJGRAa4BsVCMbCobTCIl9E9nCA60wdbUVp4eeDqIjGJGXEfqXnI+nUqDQwBGAB9t+SinJU4j1ZMiShQrcaKV5GMdj4HSlJXfVitixUbQmOn+NI/seoSD2YMMAH3CIOcVX46rG0eVWcXo5GhmNmoRjpDwh9Y1PN757yMWRzFbpDZSy6TkJExpUnDBsEFFwYiFKDOqsGx9jcpV3LfpPtYPjmx2CWC7NkPOEH2pPjrznfRJyHnzcHrVbCrDDdqiy4vSNFiVIqPOI53UylrtXs4wUUpKtwbxhQ4LZi2gPFROkSJloTI29WxiX2YfE+6ewId+8yGaKsbwzUteob5qEo6jP8c1PWrQ0B2SXcdFIHTtoXds9Z+5W4T6eD0Xl1/MhPiE4PudAEZ2CYxygznahtrIOifWCr6bhhAiIoT4mBDiXk8K/m9/TTugB9CP6gzvz0eBr/6F1/quGYeyh/hV/6902B7SYbuT1ZPGztue6slEudCvBmgttOo/e+tamCMjIwdYs//fabbGsnT2Ml5+7eVAuolXI/PiwUcpl5VMjUzlrul3MbliMhknQ74rz+L6xVyZuJKbxt3EguoF9Bf7uXflvVRFq4jKKLNHzyZiRFhz9AHCoRhzmpeTcfIUB4rMrZrLHc13MDkymdtOvw2AVQs/Tjo0KXARGHAHuK/3Pvbs3sPs2bMZM2YMX/3qV9l8ZBNtucO83LuG6VureGjXQ5w/4XwqI5VMCE/ALtpBjcVFNRfx+ebPc0XdFV7UqBedKUyun3g9S82ltIRaEKaBcPVG7kdGoCMjZTDC2cAHtdp4HaOiE3RkZBi6uNij6RSAFEhPDiuExDBC1Jr1AbUCcO7EczlQOMBbR94iakQ5u/ZsBoB9BcgNSJyCjqRUQeli0wzgwuxTZ2MKk678UcaMmhpsCoaB7vyKPkXXWrWYBX0Nfv2LD0au7WoVo08RCVjedD2L7cWcUXMmhjC1KacXGUnv9B4Nx8hkNAA8tfEpnun6DaYDQy0wkIKzGs7iYzUfC8Do1ul/w/zqpQgDfj+wmuePPa/BKFQCIywgC4M9g5hGGXuHtfn2x+j4aD0/LZO8rYFtec0lLI8sDzZAO28zkBugSJFeYJQxhRp0pK1cxTX11/DIRY+A0DVqSsKUunksTC4bAUb+evKpqYKto0dhQKQszs01n+DU5KnBQrp64tVMS56YM9rcu5k7O+9kzdY1/KzjZ7QZkM5I3CJc2PIexpRNoegQ5IyE4UUqykYVFJ1HOqkL1+n7Qyky+rcd/8ZX2r7C7mM6epZIltQtISmS/N28vyPn5Pjc9s8xmB9k7U1reeKWTdTER6Ms8MseXRe9m5oGtuN4EaykQIGCW2BfamsJjBzoKfbwXOo5Bt0SbWxIrYL166h8UQxAd283P9zzQ/anTir98n9zPAQ0oB271wEtaOfuPztORuUwQSl1jRDiOgClVMZXwf1PHqFQiCnhKZxbdy57w3vxDTYtrFI7bcNAufDm4AsMuoMsqbygBEZeq3ql61A5NHCEnb1v8rn6b1I5T3H7jz9HZF6EqBVlQ2oD2wd3cbCwnxvKb0EgCJkh4jJOxs6Q69RRQKPVSI1bw/fmfo+96b1cMuUSuo90sym1iYXphSxtWs5vj6zmnNOvI2FVk3YP65bcCpJmkryb50Onfghnn8P8pTfTeQgK9RAu9yS/Qqu/TNPkvvvuY+XKlfx9/nNcmLyVZ47cS8iI8o3zbufa6dcyyh7F3Ohcvt/6fT7a+FHqqEMJhemYGJbOGeXtfCmvk9By2GNdx4iMn4V0ZSBg8NV0Qmh6aXhEubxiOY2JRo71ttGWz1ItJmgllSI4uftyXVNaKMdGCklltJ7lFbdSP4xCH18xHtu16RzoxLc22uVCtgPyUQOldNQr+rTKrLOjEwp6U2qKjeLw0IFAvAA6MsIDo3gkztVVV9NutZciI6HreQDKo+XkQ9qNwAejfBSKvQX6B7MIJVCOoj7eRNiI6To1AyJWlIGhXihC50AnvUVFPUBI36dYSP+uf2pX3mFZSEirQTr69yKroCpZ0hT9uu/XRAYipGIpTDNJ6wEYP6EUqQJMLZ/K4SOHMSyTggdGddEmqgpoR4goVMQq+MgpH4Ee2AKcVrGCUZ7IzXVdxkXGcUbzGfj6O2FAY+V46qK8Mxh5ScS8o33jQIO9K0BlvLSkK5hWOS1wJhk+hNTbzsLGhZhHTAYAXKkdU5R+n6Krc0bCBCTeIcAmfTRNLpWjLllyLw9qFj06Urp6429ra2NaxTQmpyazuG4xlrRY37eeD8z+AGePPZvt3nx0LXC8QNJVBPVvTr5IRaSCzrBDhxflFNw80tARm+3oFuovDb1EYaDAhWjWI2pFmR2dTbmp+ULXdrEMSxu0DuX0ejBOjHLfZWOiUuoqIcRlSqkHhRAPAydVIHUykVFBCBHFOy8JISbw3652/+uPxrJGrqu8jjqzLpiUPuXjFDVvIUzNxZ1SfRpXVtzEhMS0AIyk73vlLbqn92jKp8KsZuF4XeM1Nj6WKquKZ3uepaN4jPHVc1he9l5AT6p4JI5Siv6D/eDCBfELyKVzPHX0KZY3Lwegv9jPa0OvkepPsaxJ/91ly2/FjIXIq4KmGFyImBFs1+aNw2+wsnYlEStJ0YQB7+BlmJ5XmpczufDCC1m1ahXrDr5A1Iiz7fBzrBz/AW5bfBujy0eDhAazgQsrLwy6c36r7Vv84+F/ZOvQVqT0wMhbIJuGNnF/z/38+tivg/ui/KOOn3PwwWiYCnFR2SJGR0bz5r7XWNf7JK4oWe/4NJ1fyNgcGR9ERq6hF/9wm5TD3Vojnc/lg81vKK8/367y+u7kXfLteYyiQaFQgLw+5Y+KjdXPbGzJCEQIMMLeZPdzRlmNBtWRar7Y9EVmJXQu59xp53JV7TUBRSQEbMq+wT93fo17tn4bWxUJEeGGCf+LMclTEFJvnjErpqmXbMknUCqQpg6GWrOtrE2txUk7KFfxyM6fsSe9BSHh4pr38b7K93Fh+YVUjA+MkrFMC7NoMtg7SDRShq00NTR8pBx9WFUh3RDOkdDmtLMxtTHoLBz0MpKQcvT1+vPdsR2taJPBuQEhIVXsp6vQPgKMapI1XN5yObXRWu356RD0VhIWPNb/IOsP62oRp+iwr38fg/ZIoYkChoR+hnXhOiZEJ5B3QUnBYHGQf3n7DnYMbMD2L8bQqWLr1wAAIABJREFUhwlhapoukU7wmSmfYUbNjBH3CQFX1lzJV2q+wsTkxOC7xcwYZbKMVDbFxOREDGHwhTO/oP/dm4+uVWqw6UdGwjQpKJvzpp3HitpryPZ5vofSo2al/v6za2ZzXvI85lbMDa6nLFrGeyrfQ3Ncl3XMbJjJjJi+3lzaE/S8+7v3+DOtXwgxHZ2JqzuZF54MGH0Z+C0wSgjxM+A54La/5CrfVcOEnYWdPNnzJNLyuFovZ+Sf5ISpI6PyZANRGae/2BcoxIQAx9IyTYBn9z5FbbSZ1sIhxlVOoDxZzurDq/lp608puAV+cNkavvWe9WzIv6ZVdqEQ8ahOpPYe7gUHirLIYHpQb8JeTdLEyol8qf5LNMQaaIg28fW5TzBl0jysRBgHRb1Rz42jb6Q+Uo+jHNYdXMe+3D4cpTeYfs/5xzS9RPGwRmN33nknYSPMbW9fhVIuZ4+5Pvi3o0NHeaD3AerNeqIRTUn55o778/uRQlJwC4H0u7LcUye64EqBdEGE9H1aUv8ewjKKaUWCzcsfPXYPqVyKJRPOYUXdtdgCWqItQT2TNKXe11w4r+Yq6q1GLBkiZQ/w04Efsbd9b/BeT7yta57yeX1WkoaB43pCPE/269oub77yJlvat5AqpoLOrWMSeiOacsqCEdNEhv1GuQ5fb/86Lx1+KbiflmEhhjyk9el9nyISYIc1fXVmbBmWDON6YY3w6mCUhKgVI2NnUOmSohBFkJNszbayNr2WQrqAchSZYoaiKiIlpCpgQmwiixYsgpJrDisnrWQpSxnqGSIcTuIYpXnqj1d6X9FsgGWgbA3su3K7Wd23GqdPH1haj7Tyw50/pLXQQSYHq3se4pedulOvT0MhSrijJLzd9iJren42AowS4QSzymaRiCT0Ru4SUGVCotWRWX0fs+ksD+18iN3Z3SOuNw0czAuKNhztP8rB7CFyNggpMZTBgurFVETqNRhBsLMJ72DjHHUoy5QRLS/dKJ+ms3O2RhifcvOMWP22LGfWncl3Zn6HCVU6v+NH6q4Fjv8a5QGyR9Ph3dMJyZne5ZgIqQ8qjqvvyZL4Euqj9aUv6fNN3na+qHkRZ5WfxeLEYuIqPqJg9108fuBZBn0JWA1sB05Kj34yYLQB7TV0M/AIMB849Bdd5rtoZFSGn/f/nPXp9cHG7zvj+pERppbM9ckBHui9l5d6nw5O+3KYMiZn51i3//fMqj1b+2cVBFeuuJJHDj7CF7Z+gTkNc5gz4yxQUKCIcnUxazzmgVGbBqOfDv5Uq9mGS5q9J+RkHbb0bqYyXIuSYJWHcQSIAYPxkfEsqFzAe8rfo6XXUm/CSkCf9339ivbhUujGxkaumnI9aXuAMY1zaK6civIWVzQUZZQ1iiFnCFe6wXucGjmVFXWX4kpJwSkEkdGYujEsiS/BEAbKFEinlDMakzyFj9V/jppos46MhpG8P+74MS+2v0h5pIKqcB2ugEuaLmFRdJE+BRrDFr+ED1bdwtK6y8CShESYN998k9Vf1KanV0+7GkAXBysQ0kQ5mj4Spgzsg8ZGx2o5rwsqp62bGiJNfGfh75g7d9mIeSIjfm9CSc7NEXWjnN94PtWRap5NPcu2I7qv0JoNa3ii6wkNSN73tpLloGCsMYGlVZfSYo3lwb3f52hmP8LQm3fEiuK4DoWuQiCzF0pHDA4jDVolkpunfJjJ5XORBrRNBGchWl02fIyFlJFCdSrC4YSep8dbOnrPoGgJlK0lx6dWzecztZ9BDuhJNzQ4xNH0UQYNBzcHLfEpTAhP1s9iGBgFkZEBwtBFr8qGVFsK13ZJD6Q5NHAIW3rmQw4lulvAJTU3MDcytzQ/lTZxHT7ygCpIXBfWHljLUz1P4ziwuPoiLi17D0vqz6Um3oLtmz940WkokqDFamHDMxt489ibI+6VaekD2hMdT/CV7q+wsVV3MPaFAw1mA2EVpjHWyMWNJc2W4+oDhWsRNNh0la75ndtwHpeVXclTbz3FM52PY1kxHahJE2l6NJ0LnflOftL7E9rz7cH7DhYGuePYHWw4pKPEXC5H1Ixyftn5VFIJbslv8t06lFI/Ukr1eZ6m45VSdUqp75/Ma0+q6BUoKqWeVEqtAWq9v/sfPSxLh+jnJs8NTDB9mq6uvI6lNUsJh+MoBUeL+3GBSclZuMMOJq4HRusOriNTzDCnXm9kbt7lCx/6AjPKZ9Bf7OfW+bfieEneRKiSmeGZxGNxErEESSPJUOeQptqsCH6HSDOkUa8/38/jA49z9NjR0iI1wIqGUAIO72hjW+82auI1TA1P1Yl0T5KuDG3woPNaupjULozcleqjDUxMzOCiMz5DMQyuR3tVRatoCbXwaPej2FK/xjQ05dEWhtNj13FT5c1BZERUR3aOo7VDYljd9aHsbt4e2qg3wONouktrL2VO2Rz2tu9m39B2bAkYcGbsTD7Y+MGgVYdS8NveX/J4/2MARCNJzklexM4DO9n48EbohcZYIxWyglw+h1/zgaspLywNRm7epVk0syy8DCUVxb6ittIB6qItJ8wTIwQFE3AFpmESc2Isrl5MRaSC3fZujnYeBbSsPCbjQVQjBJhJzf3vyu5kfOJUmq0xJMwypCdqcSXURGqZEpmC06stpKQ08Gu0XIZ54nndQ5VCq8Q8yke9U/bWgsMTDkMWookqHKmT5sPHpVMvZULZBAqmnh9uGMxQjDKjDNHnuQ8U9GcWwiZOEU6pWcic2AJw4dJ5l3Jr061BZOSDkfZndEl1pvmX6/6FF771Anv27+GB/Q+QVukgMhoORq4Byovgg7IKY6QDQxFQXqradmwUEuVARaSeGllDppDBxgk4It/AoXbMTG4e+372vr6Xbb3bGK4Wj4QizInN8S4esnmtVPP7W63Pr+fQwCF8Vaw/bAWGR8f6kZirpy3JWDU1Zh0xGSNsxOhwdFmOQgUCBkfBwfRB9uf3s2GwZGYTNsMsTiymIaLd+O//w/2sGVhDTuXIDmVJO9AdftdHRn/xOBkw+hrahSEuhJgH/Afwvv/ay/qvH6ZpYkiDvJNHejUrftRQV17H0qqlhKIxXRcS1VLaslD1O0ZGD25+kPJIBafWLPbkxi7jG8bzh6V/4MEzHuTm2TdjoxehI1zS9hDKVNRW1PLZxs8yyh4FDrrnvYve4L08Vk7l2JzdTG+/tgERUoNRTVMzZ5VfxKHdrTza+ii9qpc9uT34tU2Ot+BTCSh4TlGGNEriDAjA7dNTv8PZ895HIQSOn4ORUPSKV31gNKTBrtwutqTexk4LLZn1eWwTXs+/Dq4+0QtvQxUCXu5czTMDq0kVejU9NWwDPSV+Ck2hJjYfWs/GwZdxBfz62GrWDK7R7T58Wk9BVbiBrdktbE9txLag3KxiXHGcpsoy8PbRt+l3+8kXdWSE1DSrsCCerOLG8luZUDmBo7uOEnbCNIebcQY9H0FFoFwaPgwDChFwcvq+ZvIZejO9ODh8fOLHtfoMWDZpGedUnq8pIY+mM8vLUQJeHXyZLruDglPg8pbraIyNRnpgNKliMtdVXkcsG9MncikRHsUZREboyCiXyfGj7fezN7U1yFke17Q2GDNPncknL/skVePGa4f54yKjudPmcsOqGyhGvSkXhn6V4sXUi3Qf0kaidl4/31zYxLYhH7LJOXntViBMQiIUREYoDwA8O6Ch7gwMwY61O5jYOJEbW24kEUnoyMgDP38dPdH3EL/tGNYTC07wpit6k1IBtm0jhETZcCS/n1dSr3DPjm9yKL0TW3gCBu8ZiJCBnG+wqmwVq+pXBfQg6DXmW1wBQc2a64VXW/Nb2dm/U68TWZobjqMdwZGlNjLK1X/Xlj/C5qHNLJ24lCU1K2jNH9DCGVXECuloasCjaYESNYe2KDu3/FyaYzpndPbosxkTHcPXO77Om20bKDqQyv4/DEZKqSeBbwO/Qzdfulwptem/+Lr+y4eQAkc6vJx6mYmVE/l47cepimhFUj6bZzA3iC118tGIaefu9vyREtftWXt0pbt5bMdjvHfmjYQ8hZWd15xxUia5ccqNug2ARx8MMMC+/D7dTsIEDGgqNHFa2WlEQ3pnEEogTf1ofPeDQqYQbJjChPioaqYnFrAgfQYfG/Ux9uT38HDfw+B6oKPAVJBPwoB2zNctrIsjPcCUqxDCwBBgW1D0wKg338va9Fp8t4TgWoDO3DG2Zjfy29RvNRj5Cp8QGoyGLTYhYEnT5bSEtI3Q8QazRwpH6Mx24rqudnWQUB2uoc/pY2tq6wiabnbVWTRbo0jbgzghOHoKjBk7BiUVqqh4cveTIKCMMq4ccyU1sQb9YRbIkElNqB6jYPDDF35Ixsrw4eoPE7Wj2sFc6QLK44eUUAx7YGSY7BzYyd277qbH6dF5mhRBvsGVXuTiqQhlJIzywHTtwG9Y1//MSPDwAAkF9PmigBJN56LpHdCRkVNw6Mi0k3ez3savD0N/bFQ2VeKGhaYn3+n3/HZMDqgwpESW59PP035AU0fpHu1qb8dimHlY2/Mrftr9Y3Bg476NvDrw6oicEbIUGUlbR3huziUZTjI+PB4zZJZyRqHS/EiRYqCgJ2kQGYl3ACPvFOPYDkoauC68nXqVF9LPe8/PoChK1yK8mi1lAheAufA48bCE3YXdgUgjACPPQf6miptYUrbkhEjNdsEQBD3NPK0NhoD96S38LvXbIIc4qnwaWn1ZjhECsxJ6PDcT0BGTPxSKIXeIQk4vwjm1c5ienM6KshXUGnUa8OT/g2AkhPiuEOJuIcTdwDloVcQBdG+Lu/+7LvC/dHjfPhwKU2PUBN5UG7Zt4Fv7vsUQBVwFVlKD0dv9rwXUk/CKDn+y/d8pOAWum39L8IYq5/LW9rf49q5vk3V16G97ORR/w5KW5tsfTz/OsdQxLqi6QFOHSkcawtSz1V8Eft8egaabRBI6zW76BweoNWqZXjWdayqv0bSU0GAUUVBMwqBHgRwfGQX8vDSImOCE4ainkxxBk8jS6/VFGHQ7HRRVkZtG3URdQotlQrGQjgzwEtPeaEpO4Mqqm0mGKk6glR7vfpyXul7C8YxSHQmnV51B0kjqzU6WwMiR8L6KDzCveqmO3EJgxD2KNesE7c9DTojp5dOJhXWk6YbAEQXezL3Orv27oAhV8SpPogVNdU18bNLnaY6NP2GKDHdhMA2TelnPexvfS1m4jI1DG3m081EYggf/8CCre54IlFxCAKZAmfp5n159AZNC07h/910cyxzUG6WE7mIfd3Xdxbat2wIBgxAlteZwms7fqBEyyDk5fyQyCp6xq3N0jgtHgE25kf9eQBegEgYrEgcJmU6tV+4+0k2CBEQjSBOkWWoeua99HzuGdpRyRv73NrzW4H4Bed6ho6ODbf3bUFIFm3egphO6Fqjg2JABJ/MnwEiUIiOELmI+s+YyrkheraMhIXVkBEEvaldq8NsroTNy4v3ZmN2I7zLheIjtR0ZxI45wNNr67Anow5YhPJrO/z5KL5NZzct4f9VHeeSNn/N056MoQ1+z6eU/wzXQb4HjuywPWw+2srmz/U7eOPoGAF2DXRRFkdOTp1OBFgiZ0Xc/GAkhzhBCXC+EuNH/OZnX/ak6o+P95/7TTt3vumEACgbdQbYNbWPawDTKKWdCwwQuqbkEGbIgC2ZS03S2skeo6ZQBD+z4EUtGL2F87TR62nT+wM27ZDNZBooDgVKv6OjNoyExhlFZEWzwtmmTzWWxbTvoRWMqM1hMhqEL4YqByaam6Qzgt5lf4XYe4+roRcyvna/7JdmlXIkpwY1Aztuwzq0+l/JYefD1nYLjyU4Noiakx8HeLhhTLH0uEFyrTx0qIVlcfSHTLa92xTvlfuqCT5E7lGObLIGREHBwaAdH0+3Us0wveu8wWARyQuK6CuVtxH6kcE3lNTgxZ0TO6MWe1bzYc4Dloz8Z1CtZvjAj72iay5MfHxg4QCTSjEsIMwxFlef5oaeZe2gi2FCIFbi/7X4uPnwxLTNaCIkwhhzRzse7/1o1WSjqyDLuxJmZnAkh6Ff9bM9sx+13SWfSxFW0lMj3wOb6WR9mKGlhddWRTzkMFdMo3ODUHg5HmRydTFm2jOpwNUaoQueEPLWm4TkT2FldYKzQc0B6Ff/qT4CRwlN5SbALOn947ChMqQLfmrEIyCKIKBhWFAS6pQLQfbSbGmooGr44wcBxNRhdNf8q3ZHMi4yE0rk5IXU3VjunQcXNu2zbt42Xjr3EP8z5h0AWLYdFRoZlUcwUee3Lr+G0ezTdO4BR0qrmtNiZHJSbUR4YRUMJojKmAUPqyOj4Z4CCtjz07oa6GSPeloZwA8fy7TiWgeO5c/ig/1L2JZzBkTkshSdg8CJTX/2ulI6irWiUmIRUJk1ehSkYGtikpe2xInEYqoBESpthj0uOK801r/zCj9B+sOEHLBhawBx3Do2yhWWVlyCiJ5NZ+b83hBAPofsfbaJEgijgJ3/utX8UjJRSDw77gBAw2fvjLqXUiTbA/xOHBSjoK/bxTOoZ6vvqKaec+vJ66pP17DX1IjOSekNwUQFNJyUcG9zLnoFdfPKMv9Gnd+H1sMk5QfLX38BtF0wBaZWmw8kGYHPV2Kt4ePPD/Pjoj6mr1hGG3zYcStFIIVcodWKV+mQ2Z/KFHOl9hrXda5kwbgKbM5t18lzqAk/T0HSPXxQ2u2L2CM7cj4yE0I3qKidAz0HYdxTG1Z0YGckg3NGg0VPsob2njVOSp2BhEYvFiE2N4WQJvp8Q8FLb48TTBVY4i0DGguioHUjbknzOd+02cQx48tiT7O/aw6fGf2pEzggp6XP62DbwJlLO91RK+oPsjI3rupydOJt6s54H9z7IlVNvRal6hAXRcIJbam6jW77F3vxeakfVUn60HCNj0NvXy7qO9dRWLCDMSEN6KT0wsnWU0pvr5VD6EC3lLSSiCRSKzJFM0MJguIBBGVBb1Yw5GfY/00pffg/K0PfR3yhDVoRLqy8FB26acRO7itAqSjlJw/Esa9LF4MTuU7V/LjLyJfHKi4wcwDY0beuDUd4F09Zg5EpJNBQlM5BBuYrutm6mRk7Vka4HNK4XGZVUC95/PNDzabq6aB3zq+fTIlroLHRiChNhCr15K50T8++vMEzyTpZnX32W5mPNEDsxZ1RwoSxUw6zouXQb+8hLiXLhQH4nB7JbUVF9fbbAE6/o1/mA7TiQFQRF6v5oiDTQncuScjMM9uqbWR4vZ3pyOlu6tmClLIiUIiOFlx/yhDae4YMncoCjmUO8PHQg8FqsaJ7MObGbicTqvMMH9JZDqKuF266+Tfc484bftsL3//MPV/d03sMS6xxOLTuL9DtEd++yMR+Y9pd0YPizMCuEWArsAe4B7gV2CyHO+j/9oHfjuP2y27n90ttpKW/h9rrbGZscC0B/fz/HcsewJUgHrKo4E5rP4MyJq4LKcSlh85FnAVgxcYU+Ani29m5ed2v0cz8uejMwDeh3ehhyM8FmTRjmROZwevx03YsGWF62vARG3mmpmC9ZyfjJ2cqWUSSNKizXojXXWsrxePYQytCRS97b/HudXnozpX4ofj2FEAbCgFAI7DHQly/VJekvq/8zITnBO5kbbBlaz/d6vstjbY+Rl6UaaIWXnxi2lxRVwaNR9Bv6++cQgCspOi6u67l2e100+51+tmS3BL+v9Qh6Y07bA0EuxqexfCcKQxiMDY3l/aPeTyJaqa83BDIiCBsxUukUlmMxqmEU11VfR6NsJJVO8fbABjL2ia4lQRsJV3/WsfwxHjj4AAVRIBHT1tzpI2kNpp5f3vBTuV9/smnwFdYPvex9+RJF4wLKUth92j/N9aIiITwwoiRg8IUWfnSsvGT9HxtBcaYHRrarP69/2FEyX/SAxttYY6EYmcEMme4M2VSWqkSN3sC9Q47tgdHabWt5ceDFEQIG7ZTtdVvNwcUtFzM7PBu7YAc9thzvd8WwyEgaJt3Zbtycq50G0tAWMTgwrLS+qKCoHNJqiKJT1JGRC/uyW9mW34qvnrT9Oes9A79QV7mQs8DNaz8zfxVszm6lQwygMCh4IDC6fjRXNl1JmVmGqUxqQjXBPPPvqTAJzJJ9GhkJndnD/CGzVq9XBMKQlI0dq90lDDBNkJXQoyBWFYMSFiGk0PZYXmNO13UDKXdXrovOYgfuSO/Yd+PYirYD+j8eJxPz/QuwXCl1tlLqLLTn0Lf/kg97t41IJEJkVATDNIgYEWRR347Xt73OA0cfwPHASEYEY+csJ9pQPxKMDj7D6Pg4JlROwAESoWpurvtbJsanYBd0TxP/NKhcvbEtXPx+VrZcF8Skrw68ygtDLzCzbCYhK6Sb2sWnj6TGBBQLxcDx2R+psgzbc2+TVVkMS+/+qxpWMbFiipbPmqU6GYDHOh/jqY6ngtc7RcejF4wS+EX17/sg6C8ygFmV2m1ACEmv3Y0Qgv/V+DGKsdKKGp4/0L8b5J2DqC4AIxdAq69cRx9ZHQOk9+I9ed3Swf996RX8CSFRht5ofPqkMKSTvi8PvcwzqWcYExqDEQ4FlJBrOrw09Hve6t9EuSxHxD2qdBDGNI7h4+O/QFNszAlzxDAACzJCg3FYeL2tTEODEZBuGwlGQWQkNBi5ePfYu0FSytK/u3BP1z08sfsJ/m3Tv/F2/3q9cXmS5+pwDZ+p/wyTyyYH9I3EOKmcURAZ4UVFSn/mwLBn5VvzSE+9FwvHGEoPkT+WZ1xkHLXJkghEGMNyRh37OJg/OIKmw4CWmkmcU34pvT29PNv6LN2D3dgFG0taQcJfDndgEJrCKroFKEKX3QUFUPFq2naUvkvBho7cYe7pu5OubBfKB35Tn0qUCwhDg78ikHb7BwIXyIegMAT7irDHe++U0LVPypBBztFXtEohmRyezMfHflwrXYffU1MD0vCckRJghPR1FfJFpND53aKXk/K/r1kNGf+aj59v0tD9vYYJOQxpsCW1hae7fzmiuPldOmqA7UKIZ4QQq/2fk3nhyXjTWUqpXf4flFK7hXj3e1L8qaHQ/HkZeo6k7TSvpF5hZs9MGmjALtqYwiyBkeVxz0WCO2bbBXYcfJ4rR79P29ijN5yEmUDaukbDN0l1ABzNqcfGj6FuCFIGJADbsOksdjKgBphYPpFUNEVXsUvLmilJSmuMGj41+R84aouAdksnUrhA1skFdGCcOIahhQRYYER0klq5cH79+RipUsjiT3hhGKUcT1i3+BZKnhAZOcIJIiMhJBYWlqxlfQ5qUjAreRJghHeiB9I2GoBcN0jeKxOE1zbdkj496r2naZQiAS8ymlZ5KpPrJ2trfY/C6rK7eLv3baL10xCuiYjoZ7g++zKVEkaFWiiEC9zdcTdn7jmTRWpRUL9z/DAMsMqgS8Cy+mUYHQbPq+cxDINEJAEC0kfTFAvFUo3QsMjIPzlLYerPUFqE4v+7ciESjpBNZwlXhzEMK1CCOSbIgkGZWQZFT/3oR8ee99rxDR6HD/8Uj04lYtsa4PzaM8dT46mwfl6u0satA6l+qvJV3NR4E2kLDrl6XkjpgZGrr8Wn0nyaDgOqyhppijcyMLCfVzpe4Y3BN5i6cOqIyEi6oLQqXEeBprZ8IgfXTrqWUalRbDZjFP3rM6DgQDJczbnxlTQ3R+jJVJPypOSBgMCj0oaXFbjCq7FS+vsO5qGQA+GJSpcvvYVUh8nefWuptGoA2LB1A8/sekb3SvK71oph99Qrm5DmMMbS+/7S0t/F9sDIFfoQYA479kvL6/jqjKQMQT9bx3YCCt0HozGRMYwtPwv17qfpvvKXvvBkIqM3hRA/EkIs9X5+yEk013s3j3ZgfRp6vT5iOSfHK0Ov0NXXBehN2sDABoR3clSG9/8evbB792vkCmnOaNB1JrYLeTvPa6nnaes/qtt/e2DkR0bC0ieqfgveyEFrF4El0Jq+NYyrGEfKSbGmb00pTyMllmGhipqUl7K0Y8aaq/TG7pQimee6n6O30Kc3DFNb4RS8YtaxibGMMkYFoUZFooJbT/k0oxNTgsVmmFC09HsioEJWBNfydPvTWsmnNbwU3ALrB14n78KBFBw+5AGvy4jcVG35OH1qlDLYQAtAMQ9KCq2+8sHI0Bs3qkTB+fut8FuNK82lu1LLymMihsprPmxZYhmzorP4VduvyFJAOFpNJ01v0ypAebgcK2yRdtNkUhnaO9t56th/MFB455bO0Qboi0E+q22B9MFCkkhoMGrb20ZuKEdlonYETRc8ezSF5H8ZaQwDI6WjkUwuw6rJq5hSPjsQMLgG5N0i69LrONJ5JKBVJVLbBck/XmfkPwZtz6QPGLa3iabjUEx7G6ujgUGaeoOMh+NknIzmsgbBLtfvocIgTCPIGQXedP7neDmjbDFNe+EoYxNjubz5ci5JXoKdt4M8qOOtKYbVGUlDA7VVtJgycwrRpjjZmJ6HbtGr5bEhHC1jdnQhM8pmUh1pxjABfz2oUq7Uz1/5ilflenSlAX22Xgt5b47HahqJV9dyXvNVzClb5M3XWuaVzSNiRNgytIUHDj0QdMv1aUYswByZM3KlvkcKKBSLej5763P4CK7rHeT2frNAv9WJNHRPpBqzlsbo2BG03rtxKKXWATvRHaeSwA7v7/7sOBkwuhXtL/QJ72c7upvf/8ihgFYXcn2Q1bV9JRNRzw7ILmqO21beyc3w8i82wSa7bfvLAMyrW6Zfq6AoCmxIv0R7qj1oPYwoLXoR1oDUG4ZCP3T2azdoAFvYFEWR+dH5nFNxzohT+hdHfZGZ8Zk8d2wN/fnu4O/DCQvb0ic/w9Kn8n1D++i3B7Slv+kVbXp1MscKxziU9xFDe7+Vm+U6kvL2SulJpt08hI0wp4RPCa5lYpn2b5PCQHj02MsDz2M5kB4LmVwJeP3iYCFgxpnXcc78j4EptEEoOl/k5vUHOq7LZZOvZX71ebjDaDqfgvNzRvjPSTc1wpXQnevh96m0U1e8AAAgAElEQVTf09fT512b1IDhApYReORJQ9fbKBcq4hUIKQhbYfJDeQYHB9mV2kr+j/SKicUhUws/P7Kadel1mOhkfCgUImSG2LVnF+Shpro5yCf4YOQxPhjCDDYtP1GtPGVhIpqgL99HMVPUOQ5RiqyKruKF1Asc6T6CKU0aos2EzehJR0a4OudlK00XGcKrPRscluswPcGECRFTe+X9cs0v+cXhX+DECOqCpGGglO775dpuAEbDI6MD3dt4tPuHZNM5ZpXPYlZkFnbOHnEwO56mK4vXoYBKWYmoEBTO0CrQogXK9twXHCgYRTqcdrb27aA73wFhj7IF5iWXEA7Fg+gzyFl6USFe7qxHaoArWBqUip4yLqgRA0bXjWZFzQrCRjgAf98xPAB4S0c4I3JGBkg/x1ssItBzToeDpefiR70nWDQxjKYbFhlJIdmb2UNbofVdT9MJIa4G3gCuAq4GXhdCXHkyrz0ZMPqIUupbSqn3ej/fRgPU/8gxYMDAkFaY+Qv5+D4ixXwRS1gajAy9UJXhnbi8TfZY214qko1Ew9rsyna0D9ZHm77M7MS8EUlbfzGoEIHnWLGo6ZJI1OulhMOOwR082v8oCSsxkjKSMJQdYk9qBzl7KPhrw4DZC6/hqsabtCWPgFV1q2hOjtGbokVQtFnMw4s9L/Jk75MBGA32D/KHjhcZLPTh1VZiGBqM7AKMiYyhzCgLrmVm9Uy+1PQVplTM0/SIAkNaGI4+cRf9he/ozQS8nEAkRPT/I+/Noyy5qjPf3zknIu6Qc2ZVZc2qSWOVpJKE0ABCAovJgDBgbDNjY/CysZ/dfthuu5vu13+4/Rre62evZb/GPLcNeMDYFohBCDEIWYBAEhSiCqk0lWqesnKe7hRxzvtjnxMReSuzVBZ4IbnPWlnDzXvjnjgRcfb+vv3tvUdXSwkYf6xFkCKTPmN/OF5FfzIkeTleCFIWPMj5eGREhvZqtanWNN9e/DZpI+WXL/llptwUX579suf1o9wL11o2/2EzzCWDlwBS56vdaEuswJF3j+0eSQJuBPqrElMKTgZIjcGZ+RlM0zA4KkUvg1eOFmMjaMlTWrYUM/LGZPeFu2lmTf7wm3/ID6e/hweeok5TMf9p43/ixlU3smZ4DW/b8l5Gq5skKVYtH3cII6ybjeTaOCt7WbsPZhsF5WSjYoN80eiL+cDqD7Dx1EY2xhtJq3IMXYFVA5t4Qf1FuJYUdW0bzbT/HmUBA5tWX8Rrht/K2ORp/u7g33G8cVyQUXgWrDdGJQHDRWtfyEi0muF4GHxhWpdCx4jhCMZo0o7x19Mf4R+OfIq9Mw8Ivag1dVXnRQO3UkmkHFMwjOW4XIjpzBov5jCQdnw1hQjuPPkJvjou8dS0ndJO2xhjuKh6Ee9a966ifqVfM2JxOmzp+GhQSbjOLjeUzju1YeQlkFZARktoOoSmm2xP8v2Zb8o5P7fHfwCudc69yzn3TuCFwAfP54PnEzN6F/AnXa+9e5nXnhfjeAztOWj2kPci6S4i2m61SUiEpjPFzaMhR0bHTzzFmtU7pN0yPpBsFKEb6WjfKJVKJTdGFogSaUng2pDWYN5CpKqgoEf3sKl/E7tqu5ixM4wwks/5rum7GO0d5X1bf4exSDZyEGVOfdelDFXBGKmBZTOLjVReCSBXg80J0ggtmAGmJqe47/Q9XLl+I31KtL5ai0eaNWDaTnO0czSfR8u1mEgXsW7Qa1vFM9WI4etQICMr8Wp5CIPqK1AnCDLKLFw5ejPbJx0/PPUw841BnNlC6jwdFTpfhgl44j1zWR4P2N6/nQ+u+aAQAj3wuH6ckGtkIy0FWxOJEUQm4cLKxayuSzyuElVoNVvSDwfQywWN/DnU1sP6oSuJzhxjv3skd+NW96xmen6aa2vXogci9BlZizxm5Dcr7ZHRttpFJKYixsHPc/OmzYwOj3J6+jStVc0lNJ1DoY3y3lPhvStDjrpXGjmFFEHb01WRBluHhi2QkysZo2S0SqLhxjM3wgVwPAgUElg7tI3dvdswFqy1zEWaRw5A39YiTtPbM8T66hAzsw/zxOwTPDH5BBubG0X4oSRupTRL8tCscUxlU4wOXMiTizDSKxt1GnkUg/zfxgoH3LzqZcTJ5cx59V6LNo1sEatqFAFKvwglZ9AmkLZkHToJtNuFgzhSW89wW3Lw7t93P/ccuIf1Zn0p0fjsNdVaqpZkKQUT4WNG6yrr6dXrinu/2xjp5R2J6wauY7g+nMu7lTHokKqh4yW1MZ+jQ/vW42FMcH6gZ2Vj5JvpvRXY2qWG6KNQRj7vxjygGpBuBOuXLKfpPDJqN9rEJKROvKaAjMqS1BMnnuLS7a/Ma1OlDqzKuGf6Tq4fuJSbLrwJRsh5cueDwCqR58UMQ2MB+tujvP6q13PJyCXU6jWOtY9hFg3b2JbP+UTnBPFizFAflBqbSifSRJQ5wz5J9Y7xO/hZ92tAHzoqVRBIfc26kCcCbF67mQ9c+kH2dVQpRiWecrsDr1r9KuKZ4gvvPX0v9419mytXvSPfTUL5Gh3LQx8eVlX24DS55xiEBwsWXAdGB7eweR5uP/xh+tNLWWe2YP2OG6iR4F3WqoM4IImqS2IuKGjONdl/Zj/zdj6nVjLfyiJsHG3aPNV4Clt/ORpNEiW5MfLKjBXvG5PAYjVjMV0UStSv11u2v0U+uwqeTMjpmmCEM8QYBWT0mlU/z2RspJq6EmMFcMs1t/CpL3+KDmlB0xlB3F+a+RKbTm2i/1g/f/vUnVw2+jNUo7VLlInLjeCwu9iX/fFxy7BB5zRe4jdWXzSVi/1PuJ7+vk9VRsN2cK2KVz8aWotQTwUZOQXzrRkONE/S25RitVh4zdbXoI6Io5Z6Wiy/NTTsPXOfdGOt9nL6aei7wjs0Sjb6DoIglU8gX21WkyVDzGtAK1KX8tFjH+KG7R+gqntFIKELZJQ5jxAr4Bb8cevQapErBa8dvZUNvqFfqNodmYgDzQP82ZE/4/07379kTQPrkBmP8AOL4lWtr1r7GmbaG3jMiPN5Fk23AjJ60dCLoAaNuMErN7yKSbOe1lGTsxDPA2P0JaXU3UiHB4CfB754jvfn41zI6H7gJCLV+79Lr88Be5/FJJ8TI7ViYIiKjaCbpms32tRMj3i0QZXj9x8XQbOxwMTESdbeuCMPUGcZaON4dHEP2xpDkF6Yb8B5ELsim5rTUNkI88dh5ihc9cKr5Hsn20xn06xhPZOQp1++Z+N7OD57nH86+fdctukVxP43xgAVQUqr/WbXsA0arp17b8EYdVKPjGyBjJRVaGcKGhLyJM9OBtuu2wYlH8cqi1OwmM15Cy0fUIhXnDp/rp7WgWWQkd9AF1OpnTeRneZ4u8M7d7+fE6c0RzT0+E6X1Ui4vrDhDg6sFzqnsja/JlOtab41cy9bj2zlswc/ywYrRSYdLt/4Ql6W0zDWPCMyRqQMVHuuXQSLu6VNpaE17Jn+OtPNR+irDPF9B1da6ERSlLXSU5EcIR+DCedtkY1U+xqDHZeCMgWN549/ydZLeNtL3s6BgU05ggw03sOLD8McXKmvpM8MYEIZEF3cw8uNXFgQIco0C1TJJckhnhXFxT1uu9pmBlRBAk9PPMy945/n/5j5bVH2KU07kZhloMZOTh9k79QdvGruBm8JYdSMoquyth1P54WhFAz1b6C/cjEbRi5nMYZWm7xzaifzNJ0DXRFktGd6D6OqD8zGPK/pJUOvxsUVcRo7FDSdp0px4CpiiEjE4WoseCez7lGoR502lfYYb1v/Nr7S/Ap7071LkZEr0G8WU9T9K9F0aSrKU+ePq7qMkTXkFfLLo0ED1VbUkhrXrb6eB6Zgt76Jr/AZjI5xz+0OEjjnfkcp9SbgRf6ljzrnPnM+n13x6XPOHXbO3eucu8E598+lnz3OLRd6e36MjvUMU8mr7O6C2m62iaJkSdHLXOms4cSJAwCsXbcjdCyWhyUy3vvL+OS3PsntY7fnAVRlQVdheAR6N0O8BdIemC6t5FRHgvBPdI7xvTOieJIJwkxrlgPzj5FmxR2sFOiaMDj91X5213fjM0Fzb1Zr8Yyb7mxkdOrUKb584k7m09n8YdFaKLZOB9G+7yjmt6YmgeZ1PduIjRgK7as36MTLh/FebJcxyqkOb8NaHZnf98fv5a7pz1GjTsVUpWpBTQxKfyw9xcP6xvUe3jn4a2zr2ylGTUMza/Fw82F0R/Pvdv07Lqlfks83xPzCeaEVw2YVui4nW4kqtNIWtu28ZHrlnV1rv67Ai0deyenT0DgDX5v4Gn90+o+YNJNyin6zXSJgcLB54DIurV3Fx0/8CYuduSXGCgQF7ti5g2igsoSmS62vKZhmrFu1jtvWvoXh6qolyGulUU7QbGt5wSXy/6z0+/weN2dX986QGI+qwqrBTdzS+yoqVETEQUwaFcgATS6vbvskbRzsPbiX453jInnuUloCrFm7g9sG3kLU20ejAo2mrFloXtchiB7kIXxq4UkOLuxHRbBz7Yt538hvsbv3OiITy3OasUTAEIxypMUxi6py7KYTA+0qcOeRv+Izp/9W7jffq6kSVaTBYynNIVfTlahN65k8Z2DNqgv4xVW/zeeP3cGDk/dIjNkjtTByR2OZi/exEx/jjpN30Gl2OL0wRtu1ubD3SrQyxDrBnk9g5Sc8nHO3O+d+2/+clyGC84sZ/ZsZ1omXpCMP3/0NppSSXCHP0966+VaiqR6O+MC81rIx4L3s3Bit30E2V9BwOpZdJLOWjX0biapRvmFoLzGOY+Bm+V7dC7Ol/S9JEv9+S7oAjTbEvXDn+J0cmHp6ycMehqlDA+nPtDHZyMPNh4t8HI+MXOyrMGhDp4SMJiYn+P7kQ1w/fC1O9aPwMaZoSTfvfIRcpg4pFw5djYr2MBdVUNobI+U9X0uulgKKSgF+A019XE1HcNXal7FjIeX+4/di0k2gtzOQrOL31/w+pq9Q0wFMtk7zxxN/zlVr30zMpVJI1N/Cru0YiAeoR6J9dUhRzrJKsCcZYK3bCF5ckcQJbdsWWTjkKrflhtZAIvGAzfUd7AXaLXjRrhcxsjjC0KYhTsESkUtAPtZBT3WQS+tXYTKNjuLCGJW+MqfcupCR1hLUJvPoRi01diuNQCkZLy5JXGGMcprOFZRTaPxWHikI1VmFgYE17K6voQL8xjX/Gz/YA4eNoG5UQKAeAbU7+eTu2H8H17hrGGWDnEOpuIdSMLMejl4ozlnagtmOnGdWhc6cBzpZgYy8Vh6loJLU0coy1j5NpteAVjlSV2lB04VajVkVGJB4ZcMWKN4qJ/FUvDFSmofnH+aBxQfo6enJJ9xN07WNIKOQaGuSiN6on+3Vi2jFa+isgIycZtlK6jeN3EQlq3B67DQf3f8X7Bx9OxU3TOoyjC+2+lwcSqlvOuderJSagzwbA7wr6pzrf6ZjnFdg6d/KyJzwtMqruoKaTilpPBfomp39O9nUuyX3moKXGm6o48el1fXaDVJ5Ic31u0j9Lmu5adNN3DB4A0Cer0SXEiYZhnlVBDJDw7/MWazyDzkSM5roTPi5dhmjmni9aSfj+43vy+YSGbRHRkrJ+c4ZOEZEI81yYxSCs9qXA4KAAIp6duUx0ZrAAWPNYz6ZL0VrUUmFPJU0k81LldR0eczIb1ip9nx5AgO11ayJ1vHQqW9wunEINBxoPsWHznyIsbZwhAFx6L4aqbLoJJEWzpq8ssHUzBT3nbyPOTuXfyb1qCDM4zUX/govHfzp3AXb1LuJbck2spb1u/a5aToVRVgHx1py/p0MBgYGuO7l16EGVa4qy/OMTIGM5rIZ5rJZXjz4CmomLM5SaXaIjQU1XVDjBWT02FOP8ZEDH2a2PVEoxc5B05XjPQFd4qniPFmTgnKy5uwNMkM2dSpS1mkiHafT6GB90N5qKZUUQGVwljrtTr4lvfOCd3LLyC1ntY/I1zaG2SF/zQzMZRJny6pyP4VirniqL0/81XC6cYQ/n/xj/vbU/5BWIp5uDkjEqSKOWdNQ7Yd4VByupp+Prspzm3lVpc0sBsOTDakAElqf5OthxYApJYa17XPylJE8q+/M38vu+jVs79uVOybLIaNQPSMFHrYwYWHXwC4urFzIcN8wb9z8Zoaqa7lz+h98rcnnbsDIOfdi/3efc66/9NN3PoYI/hczRrnR8EHcshP4gY0f4KWrXoqzjiNjR5h2c7gMMi8LxucagSjp+vtH6O8fJE2kB1Co36WVIbUZbtGRGSnqNwtLcivCMBVo1iD1dFxSSUDDBb0X4pS/yfGdVD3l0R3XiCJo1aHdzDjeOS7ceOwlzX6TMRWYqEDaNHSswzYtfBbsMVuUAyoZIxedXb0aoO1jUYvpAscbBziVnaLt2vnmmcZiQHVGjj5ymg5yY5THL2I43TjKY41HpZ8RGqchSmpkLstbr4dNPh7o53Uv/48Mbd6e03Tay6zH58a558Q9zDkxRreN/IysRem8jl5fo7Wl2AmvXXMtr+t/HSrVxCphueZ6YZSR0ZcmP4tFKC3vdBfz9IgU5FwDMjrdPMLdM//EfDonicPLIJvC6y9+n2rJNbHW0m63WUwXliKjsg/aNSzeMajkt49Uyy4hI4cYg3MhI5MKojo1d5CPT/4pZybOcPv+T/PE3D4yLUY5LJ3SXcZISVWQvqQvV1p203QYcais9fFNK8VbXUU27I5FcvyqBTIKlctPzR3MEY3RSmg6H7/qjhnFBvpfCnqHrEHDr7+ugDY+odeR99Z684Y3s7u2G+MtnEOeZZPKM5KLfbxVVwaatsEDC/cytnBaPmPEIJ6FjAx5wvI8knP40FE41pxkojlBPalz2cBO6lEvu4akaWf8PCh846t2P+Nry40Vnz6l1D6l1N5lfvYppZ6XAobUlTyzUvAYJFhuMkNnscNf7vtLfjC/N4fw4cHPjdHxp9iwYQdKeRm0jwa7yHtYzvLhez7M7TN3cXASJo9AtcNZxihs4EFVk8QJv/m63+SGF71OkIdHMCbUPPOUTXmETqSuHbO7ZzeAlPfxsQAQz89acDaSVhjTKe4ex/Tt0+SZ6zll6WMMy2xylbji523IdEaP6uW6Vbfm59JJZGM6y/AqcuSIN0ahodsT03u4Z+YunHMYJR7o0PBGfuu232L1xSLBDpsqGlQlko3AbzShxFC71QYniboAq5PRJe2tg0PRLhea9Hz+5aNX8Gub/oC+eICVhtagvTG6YfjlWC2b0BjwzUXJWQkILnjBKiAjYN3AhVxav5q/OfWnNGkWyKb0HbkxKm+kpZhRKAeEz1M6n5iRCgo65VV9oYyN8oanFDOy5uw4RmpBewOrfczMti2nZk+xkM1Jy4+s5G8EY9QpkNHXT36dA61j4uBkYnCWrG3I1wGyHnmeIr9hd5SsswZ0oghimFDc97INN3F1/Qa0NpLYXIoV5VSoy5m9/Fo6A00t60PFP7dYmV8nE8dE+Zw2/+9JYHwB+lvAaGGMgvrbaegfWMWvr/3PfHbs0zw4eQ9Exe/C6EZGDUTCPluFTxz+HJ898zkWZhc4MH2Alm0xXNsgQpPnR2O9neX/KKUi4Jrz+eC5Ykav/VFm9FwcqXdjswpneaX3zd7HcHWYS+2lvOPCd+Cmh3nSB+ID5RIg94njT3H5FTcVaMBzxvJQSxJnp93BRoasCT0XQ7q9oIzC0BraEWQlGDI0OsRxwM2BD2UUje48pVYexkAzgda8YsAMCBoI+TWem9dVMcJrhy5hV/8IrakW//X+/wonkPL4JZpOeTFCexn658WXvJixcUVt/TXE1vD2wQ/wZE3qtoX8pMKLLY4XYkXBQ8wCMqqIcW27VKSr6LyY5uD6QaFRKIxRKI4a4k+CMLxKzQfM+xNhBA61DuPcuiU10JxZivj2TO3h7tN38/6J3wRXL3bUZYbWoGIx5gPJGhaVxNUssDAudGu2oQsZmULaHSVVBqMRaElZpBTOouly9Zsq7rlU+ZhRluWFUk1wSM4jZhT6DDmD9LqqgDZCqWbBcUiK9Um7nJCOFwMoDSouhD7vvezXeOQgPKW8MxUQqM8Fc6nLjdH+6cdYrGzkssmNko/TZYxULNfUWdA9YE/5WKe/F1qpxL2Sap0be2/l4eyrKN9gUBspuaOdyanbch6T8zFKKJ6/QEWnSlCOqoMy0voCS47S98ztYV9jH6vrq3EKnrbAGWhdJ5/XHTHgbVfEjJRROJwvuqryfLDuPKOgsgNvjFIwOyG915C2Whw7cYy/ffqTXL31VzAu44W9N7OuvvUcV/snO5RSvw/8AVBTSs2Gl5HH5KPnc4wVkZFX06348yPP/icwAk2nKuQS4zD2NvZyaO4QJjNs79su7Qe8MQrZ8FkMCwuzjJ05ysaNF+W5GW3Pn+tY4H4nS6XKdpQQtcFtATVy9nxyuN6lYArzChtnubeLipZesigSbr3VgW8tfMtTU0o8Pu9IxYn8u7J2hB3VS2jNtORL2vIluoSMQDaH7k1JjhNz+ctugarBxnB/436ONQ/nAXcbQTNbuiHLAf2+pOWBxRX0CEqRuTSnXpQp4iBPAD84IZu59sgq8w92aG6m/C7Y7ggy2ty7ma3JVh5tPCprUeqbEwxdGKt6VnFV7SqePnqQL43fTst2tUEtDa3Ji2Aeaj0tNKoqcmB8uEGSP7uRkYP5bJaHF74tXnKkC5qttO7dyCigd6MNWZaR5S0kCmn4uYxRBnmeldPksZ9Q+icNgaO4uMe7r3uaUcQTgzFqZXhGC5ssNagBGd08/DJ+e/1vc2PPjRKntTET0+T5duUR7gmTghnw90Ys69BSYjRVIjT2rto1XhAg98rJuYN8d/HbWGwhNArHDejRFfdfeF1F/pn1lLLWQq9jYcfoDq7pvYZjjWNy3krTUFK5pQa4ncU9YSPyxHdloEObr899XuaIzsVS3XL2MjJaBOI20CdGMbOWrJX5Z8Kwb+47PNF4JHe0novDOfdHzrk+4MNd8aIR59zvn88xnjFmpJS6Xin1kFJqXinVVkplJct3rs/9pVJqTCn1wxV+r3xb86c8/Xf1+Uz4Rxl5aRZvjMrP3a9v+nVeu+q1NGYaPDr+KDPZvDw4Vbl5BochGYDHHn8I5xyXXnpdLptuhyTtWCivNBMvPY1i4ia44eXnk8dnuqiR4CGXjVFuLLrVdEbQWTOF1G+1mWZJUdehIUkkXOif46nWE8xPSmLoZjaLN+r74+THrC7dtLvn5hycWjzIVxtfZt/Mg6CKB7OVLUWAqsyXa3KaxYUgsNaS+xSC0iXvPLXQmBDqKBijnK70yMj5g7fbYoy00bxx4I3ctupNkjhZKjsTVGRhbB7czKv6XkW2kDHWOoE7x9auFKhqhFWwZ+ZbYoxcYYyyzG8uZTrGFNdyLptiMZN1V3FBs3XTdA4KiikYI1MYIxxE/py7HarlrpXKBAmF2orOo6A0LsQmARmhCxQRRuqNGci8nYLWfIuP7/8rnpjbh03IFX5yzjI327H0636u77keMtA6oh2BXSjuy/I6OQRpRAMiu1ZVwEhcJ1QWt1hOZydzy6IjmG6e9udqcyq9rNAPHYGDkQ9DezQWUHyOjDLYtXEXLxl8SU6Jb0w2Mq+lKknrAs4S+7QDdWhkHo8s7vHXxzdBVAXFD4UxCvd5w0LUAt0vB7VWatM5T8s3WGSqM07TLl878cc1ltuzlVLDSqmvKKWe9H8PPcNhHlRK5Xy3UmpQKfUz5/P95yNg+FPgLUgsvgb8MtJo75nGx4BXneP3rwYu9D/vA/7HeRzzRxqp98iVjxkteZA9jTF+epx/eOofONk5lUtalYLB7aBuhf2PfgeASy95Yc6zL1ryvjm/cMFv8tKBV/kM8kQ23BXI0JUUTNYfL1BlkS8cV9c9eRZ6Pm0jG0xDQU/UwzW1a8QjdgVPrTWYXTDWOMRnZv6O8bFxsLAQLQjfX+pnhF+fXGTQNYIcuK1E/H3Z8HVLjJFNi4c1H94IBQQV6KmgYnK4ZZGRtdKDJu14tKVLCjDt6SwUiUlyZeCUneJjUx9jLD0jxyxtfMqQtzwHcNrRcR129u7knet+g0p87pLIfX3DWAV10y8eMRLPcH6u1i7dCFVAco68AgOQV5bIEWOYj/8jVA8INN+7L3g37xx5J2nwenRhjJYBsPkIwg/lW6AYhy8uKsgo84gzlAMKtFj581kJYSufj9de7HBk9jAL2RyustQYDQ6s4TXDb+Xo3BG+NPUlxu04LgOtIqnCzdnIKMRwoo6kKmRVoCbPTUuDS5HCqWmTO6Y+4a+/9khbDKQodUTUkhvGUlzNwVJjlIiRC+WitI/1YkV80ck6GGOo6iqvG3kdC0qcIrX67Hm3vGjCaUGPoUWKQuWOwFkxo9K8FtpiHFUEGEPmCmSENkxmp3HAfDZ1jqv9Yxkf4+w9+98DX3POXQh8zf//XOM/O+dCyyycc9PAfz6fLz8fY4Rz7inAOOcy59xfLTPh5T5zH+cuG/R64BNOxneAQaXUuvOZz7MdqfUbmEdGZRtwz9Q9fGviW9KkzYKKkyWqsDAeffQ7bN58CX19Q/kGPKPAtEEPAJGik3bkxrUxbuWYeH4zdyOjzMdEwsZgjKFX9/HL63+HuFI56xiqIryzCB2cfL7Em4exdtV2fmHovdSzOlio9FdEkeYf7DBCsdTlMsQzv/m60NTMfzashSv1fComWfL4/WZhyh4p5C3VVVQYDOuEBu20ydFCnhvmaSXr4A82/wE3D9wMDqpJlYlsgsOtw7LxlWK+Ol4aMzrWOMYfnv5Dnj5+UF54hqy7vqEReswAA8kIWaUwRhaZs/Xrnn+f8WVfLJioOPjjW5S0G/DGtYPIjC3QiOH4Kn+OHllprVEoMp96YM4TGQVjoyJxehTktHMW+YrVPmYUpORlY5RLsf0ahsZxncVOIaTwxig4INVanS3Vi2i2mxxpH+ET058QxKojXFrVbBYAACAASURBVL9UkO8WheVJ5QriGqRVsDWJdTWNTMTWIKpUeOXgz/L6kTezue9SSTz190954y/TcSGf0LHUSdJJMW+lpSzV9uqlYOH279zO/zz5P6Xrql/heQVRE+gyRniRhULWOVCZwbkyaumcwryCErKNFCWmJ7AImsxmeeNLpQ1r+7cDMNBT+vJ/hbHCnv164OP+3x8HngnlLGdTziuf9XzetKiUSoCHlVIfQkoEnZcRe4axATha+v8x/9rJ7jcqpd6HoKe8NfezGakTD0ZVQQmrQwvYk8H+hQMMuBrDjeHCGHl5aXB2nXM8uv873HC9aDvCBrygIFmEdBV8d/JeeqbnyGpgTEI6vHKe2koKphB/6DipvdSM++iLfDUCc/YxTFXOYzabZc/iHl7pbjvLEAEkvXVGkzrzDel39IZdb+DwlmFmjrN0E9VFGwnTZYzT3FCKzPtU8wjb1caCr085q8x9iLeX64VJ3kj5l6C8gCEsh3X4KgssCUqD/7f28lgN1ucKDVYHWRWtYiKdZK1HAvlnoqWbdyWRi/vwkT0cG/smN255G2frjovhKo5FFhlBSQ4MovyyWq6h9WuTf58SYxpb8tYCqYZvXwRjDtZ5Y3IIOD0Olw/BiUF4YDv8XFYgo4emH2JxZhHrOxG7EDfscqi6R3BqcprOCa2s254eTouYUi6YKH0+VGDPhTAe3bW8MdJodFW+w/kNuZU2ebp5iOv6bmR04OXc5e7i262H0DpiKAK3FRhdOs/cGEVQr4NdDXrQH09DYoE6RJHhououhmuw34sw8n5GARkFwUB+8DI6Lb3sa0SG1y4avZoN/YCF3Zt20+prccacoe3afHri06xzbyRuLaXcQw6fc+SVN4ynMoVJ1LL2/l4NYyaBRkXuhQbi9Flfezio+qyH3EobkkqNiq6ie35kNV2klCr3ovuoc+6ZxAWjzrmwJ5/irKt31viuUuq/U7Bn7we+dz6TOx+j8g7/vl9Hii1vAt54Pgf/cQ3n3Eedcy9wzr0gis7LyC47UgcmUG9+I2gAc5PQaAgv32lI5rhL4rOQ0YkTTzMzM86ll10PkG/AriWJhLoGp1pHOdE8inTRjtGrVp5P+HwIgIaReeVYBzgDbEteytXmer4w/vfY6GxiJpQEKifmLXdlF9M5ftD4HhNTE5BBUk1QPWZpXMfPK00gWybzNcvkIWz7ImaT7TM5MiLyhrTbXyiLDvz/p3pgfkBiPA5476bfYUf/5UsMRjBGnaw4BpCX5A9tve+evpuHph8CJ6WdUiQZN4hK8mGWGqPg2IzNjHGseegZs9vn0nHadDi88AS2Ih5xJ/P8vw+Ud+eTpAYoIaOg7pp0Bc3WBprj0PFFPFsRjKfkZXtOtE5wqHWIwdow26oX51Rt6DS60sh8/k8QJwQBSXCCWv73oXZfFMNksjQZ01mwoRFeLPCqUzJGqi7nFO63hcY0d03+PSeax9FKs6t3l1wXHaMjqNwIqostyAsRe9TW/0JQF3mD4eSHuiSDP9bcx9env8JsexJMcf9cM3CT1Jz0aCWsP5TWqAv9O0Phe4RtJYNL1l7ClT1XCmPgYCRew0JLEsy7KfcghFgi2slpOjFGNnwXMBPB3WvhqX65XxYRatsOBKpU6MI8IT0yTGdjNF2TduVHrsKWhn3U/5yXyi0M5/JuUecav4Hc0p/yPy3EID3jOJ+d/Wecc3+CMAn/BUAp9Zv86C0kjiOGLYyN/rV/tZFaz+1WQBVFhXEWWtqQZpnQdBmQJKh06c336H6JF11WMkZEYEsihVdteQdR8yD/mH2cCskSjrl75EHjrtetE2801dC0Mu9F12Qmm+bxrYrtLHX+TFU8yNFkLUPJoKCXZTbW+XSS++c+z/XjF4MVdVKZ78+PZ0Ry3mmexVJK3omGTFl54FRB0zlPqZwFLvwmcGi19MeLFPzwQpjsgS0eGVVVnbZWeTA7XweFT8H3G7339pX3OJ2F453jrI/W8+atbyaKI6azaY7PT3MLbzgraB02pg5gPDJqNkVFZ3XXQnSNap9UWF1V2YDx3m2tLQakTNOFo+TVma1HFX6TssrHGbxDlCHX2jp/LAPTCkY8Mnr9xteDhdZ66Fu1k7GQOxV6/9izKVkQo1I2Pt15Nh0LSelzQ1tg8kl47BTsXO/XytN4AEm1xk29r2StWVUgI2+MQvm2vr4Rfm71r/DkwoOMdQ7Sq3p9ID5aEXTmyKi6dKczMUIFW3G4UJa7Z26nFsEVrfXUo2Hp4Ktge88u5j0qsrp02bWn6boFDJ7VCOPBI19m/OTDfMj+LtNz0+iOxtTlml0zdCP3NyFbJnSvY7/+/vjhXCTJSxUybk/nfW0NHGtD4hWrDQRVmyH5rDZGaDovYHBoxpqHqQNZzf0kqhScVkqtc86d9GGUsXO92Tm3wDPHlZYd53Nu71rmtXc/my/rGp8D3ulVddcDMyU4+K8ysuDBVAoKJJRMSSNDMxgjCy5OlsB6ay2f//xHGBhYxdYtou3MKzMA2eriRqyrHnb2XUM96l9RSVf+fLcxynwwtJNAI4PH537Ao61HeO3mX+Fb2+FglzscxVKFQTvpV5R1URJhGF9ReHG2URijFeZlY8nvWHYNFVTq0nSvv7aGIGDAeLTSLd31COA7O2CvRzidRBqdbBvdzWsHfp5vT97DVHtMPEklD3jmjZENBjN4nN4ghaTRX9r0S7xm4DUMmkHiSpxTMzN1lrhbYfN3Fh6x8PiMJCE1W2KMuuv+dY9qTw2lNEOVUaJY0KNte7RTogzz7wvxAis1y8LiWi2xkLAumZVztqn/20iMIkeJnmayHX/e/tpGFVnHlcoWp65APc4U90QwTpTygwB6+kBfAQdSaM0XFdgD0o0qFXb33sCIWuXzwgyqIpt6OHZciVmdrGOqM8np1mm+Nvu1PGa0EvLM6/B13zdeiaZTwOcCAezuuZZNPRfl5bcAptMJmUNJLJALGLTQaGXHMihZA427dngLV9avAwuffujTfGbyMzkyWtQW2xH6sHtoj97KwhOjJQVgqLJGnKZI5nW4RyjZhZoYzAzx8KM2MCKf3Tp8OTf33JojI6UNW9ddIbHdvmfPCv0I43MUNuBdwGeXe5NS6o/9359XSn2u++d8vmjFsztHP6N+zqOfkVLqk8AtwCql1DFEUREDOOc+gvS4+GngKQSt/uL5TPhHGZ2QA+PVdGEjcACxYbGZ0V4UY2SjOO9+CvCluz/Gvn3f5Hd/5y+ZrUb0lLLEnQa9Wh6ch8a/ymjT8lObX8fRiiCMlcZyiZhQeNhpDIstyHBYHJl2dLRiLINtpQc7VGE41jyObiOxkmUefJ1I0qZrOvp0H6ZizopzgBRzTauw6CcW3uLwNJ2B4Q0Xcd3lv8j8hZtlwwj8uQKbLP36IDZoa+m95LTPzzLQWx9kIGrxuZl/pD60DqXW5F0wxTMsef5hk3HFMcNaHW0c5eD4QW5cdyMAczX4wRboMTBQmoeN5NgtYGHcYHREKxQBNOdGRlZbLJa2bRP5Tdg1Ia2VclkMHKlBPSt5yW1Eiabg2sFbudfIuQd1YObpyBArtBpmo8IYfWfiAU5OnqC+d4j7Tj7Mq6/4LdoejYaW8nqZUGpmJV6Ux/NK1Sis8Uasy/4ma2BxGBqTkPXK+kZ+w3baMZlOEM03cA7mezWLfbAqKo7T6jTZt/hDzqRjbE3W05f0UaGfgdqafLe5Yz1smoJrvFI5z7erF/dNS8s6OANmEclJ9vkNNdNDpGOp5GGkRNCXx2/ntebfy/pFpeN6h0V1PRNaQycSp0sDG1dfxKa+i0S5l1liFRNH4tjcPvFPbOn8AnoZY6R8D6tytfZK3MNl8VbW1i5gKvIKPw1H6iLG6b+AXNqtkPip65U5ru7bwuUVaK09Q7JmhEmtecHLboOBV9Lcps5iKn6cY4U9+/8E/kEp9R7gMNJKfLnx1/7v/+vZfv+5TO2P1M/IOfeWZ/i94zy5xB/XCP3ulX+QrS74cdNbY2rmJO2FNkZFWK3zeEO73eTP//x3ueLym7j+Ne/i0+tg42l4RROIpC8Pa+W9Z5onSFttsrbD1c69uS2HjHID6ZFRswXbhnczf3KRL57+GzLzTqEjSiNUYdg2cCkJQp+FgpFLvs8rfa6tXcfuC3aJF7mMMYoikdLOO5gBHm7DNRbqvgV18OhXb7yA+WrBzauQXNndGll7j997qU5JtYa2genmGWznJL+26T8wP2D47AAMXwC3puS1u2wGLi7RdBTGyVm4a+IuHjjzANThRnMjaBju20imYMIVxkhr8qZmmYJGFWISWiHrODr39XJRhlOwYBekSnkkG7qtlPr+aPj2sMSAXucpI2fJW6Z3VCqlhML8KVSeqUdITsN8VMz3TOsMB5oHeGntp9lSu5jjo/C59fDqCah6YxR35UMGCjogI2so8oWCE5VxlrItUHjWFtLjII/PyPibiT/lplNXYDM4Oao5ksBrI1is4rueNvjn6S8wgKg766ZOLe1DRVLGKQOOaxjrFDVi8uvilfUWuHMtJPNwg0FaWPSAbiicgvtn7uVlnSuoRcN5Evi1wy8TY5uxREYdULJi6TORpyJIM2Yy12ExbePaPXnV7utHr+dB8yBKxxiPXrqH8cZGtcmNkfaUf4jF2kjUi0cqUJ2ApEfON5RrynO92rBg5zjZWeDinrXEPav5toZqXaHeU5NmgP+K4xx79k+dx2eDSGEEuNM59y+e7Yq8RLmfEfAY0uG1Dzj2fO1n1Cllk+dKNic3f22kn/l0nsWxFjG+zLF/CPfu/QazsxP8wlt+j++v0oy14binq6LYq5X68bkhmhPpMf6fp/4LLbe40lSKYZYmGjr/h0YqPtiW3LhT2TTj7VNYA7NdG0gUSYmj3S/4ed741reQ14Hr/ipfziZdSPP3LIeMtAZVExQzDSxOwNHjBaWpIvKHHIqHX8fyYOrlaLrgpfp1zyLxTI/PHuDLc3eQug5pBCcTmKp7dRoUZVN0Mc/xAdg76g03cKJ9gq3xVj647YMYY3j/q9/PNa9+BwCNrgTcgLoyK8bEqApYUEqKbJ6qwAPD8OCw1C4L41Ad9o3GXH/rb3D1RT8j9f48ynIhL8t73y0H8x4ZoQErjsBoZSN7Zu4TYxQ2KuedDyVCFuvXdS4Yo0gWOHMZl4xexs1Dr2a+DuMdOGGRLr7LVLW1/o+8grinXsP1xdOH3fdJWKPUFTllwYjp2PCKgZ/lsuplDEarSHuqLChZx73b4O/7yJOyg1R/Ipvg8cZjtFxbSvD4c56pkFduqFbF0YkG5f9H63BMwQnnkRHkybqBqp1vT7OYwKr1l/Crox9k/fpr+fTlMLwa4lXFuQT0eWZA7qswtJbnK9B0j5y4n78Y+zC24XJjJNUbMpQxUhx1GVgSjLcqJXu/Yv1beayxjydn91KpSHxoYjVMZ9BTF+cxGKOwJykN8zE8PPcAH5/+/xifHOdQ49BZ1RueB+N1wBNKqb9WSr3W16Y7r/GMMSOl1JuBB4E3IxDtAaXUzz7rqf6EhnO+um7JO7S6KBZZ6e/DWctOvYs3rH7zEq78oYfuJo4T1r/wFh6vwIyBjr9BRrdCfA1FCRjPYb+w72biqBsiLB1KeUVUKXBjCQ+ybB6uBU8tPsKe5oM0XQNnYKHr5qxWoWcjHFLw0DRLNpDy0LG8eO/41/nimS8WyKjrLlBKkg8XEflkauFU2JwCZaZKgeFgjBLvJS5T7iVQFVlApEaM0Za1u7lt8O388+RdPFU9Q8OKAs3562J9Z9w8OOxgYgC+U5Hvt0qSgq2Tsv/KKFavX41aXZFqAV3rkCMjZNPNjRGa6X740ih8NYY7K0INhHGsDg8bUGtGiEyE8Q3awn2S+rVxSgLVaYjV5MZIcdXgTVw98lOiZNOyLk4Vxij87TQsRIVhMBgyl5G1LRZH6r3xRiQbameZfLAQGws9rTDgSg0Pg/jDda1P/rvgDADzvVIJQWnFhT27uDi5hLdv+nV6124XmjASuvCEgulSIzqjDamS6hopmZTL8cZhvibx0IM9MFeHwZcBl8j37e2XjbtdKRBdudac+E+aB9fCI32a053jnEpPcSyCxbWgbz57PZ7YBF8pGaNaDfqHIfKMRkgx6MxLDUCjDIfmDzGTzdC0LaHhlqFCQ+xJU8SMkqTOdX23MJKMEiew6iVw9GpRL/aNeP/EMyJlB/kHw5BsvoLb+n6OBx5/gM+c/pRQ0s+L+qgynHO/iLTk/EekWMIBpdRfnM9nn9EYAf8RuNY59y7n3DuBFwIffLaT/UkNa5dmk4P30K1sKNWBfiq6Rs90DxdUti4xRt/93pfZtevFjI/0MNUBBgtUENdBXV4cU2vNSDTK9f0vJTLP7NKECsr5nECQUYhvdKAdtT3t4sj8RlUeSsHgJRDfAqeBbObsTQZ80qKC+fY8jbSRiy+WI6eiPtmAFjIJrE/VYX6m2ODyumolY5TnbqxA04UEROu90k4EJqlidMT+hR9wrGeepkcDaYgZ+TiU0sVD6xS0vDLOOkkKPtw+zF1jdxXydlW8r6Xh8V6PRIygriyTOV3YcyVVaqAU910uVZk3GFhYC9MlJ6Hh4zydCLQTdVcWF1UN0rAWkRijrGSMArU55+YYqq6VXkj+fCwFPZdRIMeGN75ZJAgjcxl3PfwF/urEfyfzwH0xkTm0ltF3B8eBSJDz6AVgLvaXwxv30IDxaA2+tLoQp4S6aQFdffUi+MSwrOOxzmHG5sfpOHEa2p6ubEdi6MdLtRONNlw8cDGDZpgoqUo1eCXXrJkIhXrPMHypdAOOV+BIJL/vJHLMQBMuqW6hNEd7YGzuDLdP/iXfOvUZSUCn/B5yJJVqSU7Pb0kNfS8AdsicxuuiyrNNK8hIaxayBQBSbI5eukdOgULuMD02/31ilTBUGc1zmc7UQDdgyBujNCooWmL596kKJANr2BpfzIs2vIg3rHurPJvPL2SEc64D3AX8PZJj9GMrB6Sdc2U538R5fu45NbKUJdnkARllVjaX0c0X8b41v8f82DxPNw6Bg6wK4+MnePrpfVx77StlI3VQqZ1dwysMbQzzdp45N597ouca5YoDUGwAJnDaCly1KDFiNSyuAHx7N0B8HSzGLOvFmYp88KU9P8Wbht8kMYsVrFFcgUYdZhegqmBxNRyfkbkFQ2cVzFdgzNMrxseMuqOsIWAeZMvW+NpoEUwsnubBhfsAGB/StEJsybvlzngEEmi6QGVF3stW5IVk98zuyc8lGPhmLBTbnf1wxvnvD4ZOwc7BG7ix58X0JiNMVKAvg40XSt5Yq7QJLGrZfDveCw4qMuPk36lHbdbTL5mPB7lgpAx8Y/pO9s89JOfvDVG4p5xH6dZ/puGNbWZEJZk5ycrXypAlHrEksjbtZYxRQNghmF/dQN5CPiS4osTYj1VlxxhvFfGkQNMpC3MJHI7ga73whelP8sUzX+Afj/0V0wsnCmTkjdFErHMDYLQhMV6xqZUYak/TpRE8VZVGenOlec9EQnFWB3yumyG/l4MgwQGNHsM00HDSDKxlm2TR0s7JuTFycj2aKzyPY1U4XTF0NKQNS5ZlaKXZObKTqq5SjwaXVadC4TQqCkr0ROsQTzT2SwFgv/6+iAg+m0DKSWm5F4mFep/SMNuZ4snOE/TbftZVNsmbn0fGSCn1aqXUx5DycW8C/oI8on7ucT5G5UtKqbuVUu9WSr0buBOxes+rkaYsQTt5XTgnfG/WI8HRe49+nfum/jmvYffd734ZgGtf8IoctUR6ZWOkjGbRLvDJUx9ZIlVtaPjsOpjsWnGdlJLyKDaRcJMbB6pm8o3NavGaV2qqNrAJem4CLltmbl7R1clSQq247hI2YUQRtOuQzkO1BqyC44olnXIz4MgIfG2rb4gW+ZDBMg+9DZSUp+k6HkWNLZ7gSOtpv1kYsprfmH30XHm6ErMUGVldUD7BGBmKCHXY1JteKNHMPMozBeqyVVhQGVfVr+HNG3+VTIEekesbKS8y8GNe+3YhsczDREgbAQfUCmSU+fprmUedgQ7TGtbVt3KmdUIa0nnqMlP4OoZeVeeRSbvqaykaaHiJcdrJUEoLjQks+Grsy9UaD8jILUPx5FWrEcciU+RF3MsldIIKrRnJ+Z7oBWskOO/QZJFisUfuh4bPNzpTV3m6gFGGpxefZiqbzKsVhJhRZuDpXukS2y7NsaNl7lVTGKMlsRpvjGb7NY0Mauu3MmhGGOndjNUw130v+/sNxBj5ikpLRkdB5mvcZY0sR0YoSEN/jBWosjxfSRVru3vNSznZPsqJhQP5PZuqAtlpvAH3dLSL4XQFmg5OTj7Kp2f/jn1P7+Pw4iH5wE9E0f2sxzuBO4CLnXPvds598Xw1Bs9ojJxzvwP8OXCF//moc+53f5TZ/iRGvgGVePMgp1UWbC/cPfNptrgtvHLNbUJfVWDvvm/Q3z/Ctm1XiCrHyYZbptbKQwp/Qqcac2hj8fpMLBr273ZfFo+MQlHSYPCUlt8ZB6puCgFAJMVDW8s8VOG8KptArz/7dybW/Ozq9/JY8zHumb2n+L5lziWKRLJsFyEbgdUXgusDOyeoIVQ/sBpm63DcSnXw/us5K7cqrLXTBTrK4oBw5KG3QKY1piavh1ieUfJeFzx5SjEnv3EFY6RL8YpQj6wZiVHJ0UowdFaM0Vdm7uQjZ/4sV/uFVKNIFcjIIXk/aSQ/NrRcMLKRqLhkjKLCEw8CjEC7xlEFYxKZf+Q35QhRgCmJIVjt/10BWwPbD8c7hraVnk1K6RwZLSRiTJbrPTUPy7ZrCCO0NrBJsVYpBWrKXIHcUiUVnrIewBiG1Wpevf5dVIbXkcZgroH5i2RtZ2rFltIX9XHB0AWScOspwbZfZxI4XfctIkrzCg5GVYnhTw1kteI+uqh3Nw6YGdQs+msiFbu15GeVjEZQswXKtpn4uHHXSDU4f+GzRZsLGI7MH6HjOsxk089ojKYH4Kue6sy09eWRdF5t3+dty2fw1y1ce49OFxW4SGMVfGX/V9iz8FBegPX5Mpxzb3HO3fFs1HTPaHOVUv/NOfd7wKeXee15M3JkVDJGubzSATHMqFmSbDV91SGsA1WFw4cfZdu2y6WqrwKseM6BXulO2tdGDEe7mvC9dVJWAor3z3j5aRjGb3DO118LNJ2O8J1jwdTlMgVk0fbJsLV/IXzXRrGqvoG58TnOMC/Z+24pFx9GFEGnKnNWI1Dpgcrrwc3Lw8u+YsPNIjisYYsCtWXpcSbjIk5kkb/TYIy090j9ublI2gKEEkBByJF6JBY4e4tHKX5zi4ysTzcyAokZtcP1Qh7sjiM3EBtW7eTYxBG+OPZJnH4LIeQR6wIZdbQvaOmpRZd4o+WlwcorImMr3rzDe/SqtJEYeHpxv8TEjKjgMifnEAdj5Io1crFsrBfeAsf2GlpPlYyRRzWNWJD1ck/9FEAL9MZlfkkhnlBRsVln+HiS/3eG/C7TUqmhbUBpw1xnjmYMp9cCsRjtthGjPNOrWQPc1PdTvGTkJuwLLTuvshydkvs5GJsokQ06KAjDCKrEWEOzX55BXWrUuKm+g4OzDzPTr+koaDTGmcmmyFpViYdGcEoL6rphwt8L/vhtb4zKzX5Brp0NyKhluXnzzdAY4kCn4eM6HXE6llnHYIwmBuEhBVsyODL5DfldqTVL2ek7CxlV4HQwlJHBKlicX2QoruZxyOfLUEq9EfhvwBrIi3g559wzNmM6H5v78mVee/W/aIbPgZGmPjZT8hSdlte0l8C+6oJ3U7FVDrYPgQWVOA4ffpQLLhDOKyCjSBc0TPeoJnVfIThmoV7QaeGBn1umYnEak2fRB5pOGZFKuxqoylKazsYwuwJNd66hFOxv/oBZO8d4knDwGMuq6UCMkav6Z6mU7Kd6vXQ7eJzIWhxbRvY6FcPt6+DxyAd5NbRqghayJKCk0pdrnbcTD8go0vLevOFcQIgG2rWiWjl4ZOQPF+JwLY+MgpfvjGyAzsqGt2b1di6vvgCUIlNFqlHZGDW80KUdy1yUlxkPDEPUU9rQEW/euiJmFCiiUBXbeSfIejQV2nY7/P8VJJm/xoizYgYr9Jg+0k6KVlruF3xF60QMZXk4YCqD6gK4FYyR9ipFlRSGukNJwEBAq3jFoqxdkyZPtZ7kG9FDzIzI9ze0UF2xg3a/9o6XRcpEaXR/JGq0kjHqNUKZhfsgjLaW5zHx1739QlDXFr8/1npaBCCxplqBjm2CgqZdlBhmJIbo6wYO+6TeLDgVETSWeW5SDc63VE8bGS8YfQEjA9s5c0JjHQwla5aNwYbrar2qMVOSDjHeOumdPJ3LvVNVOK4a8vQGl0GjB04bQYMu8UKK1BLH1byP1/NofAi4zTk3UGqwd15dAVc0RkqpX1VK7QMu9s3vws9BziPp9bk2Bvph/SXQ9vRV4MZTHzNSEXRq8NXZr/BE83F0BuONEywszC4xRtp7684sFR6EcfXWW1mbbELFCa1q8Z6wOXXLsoNiyvpckZymi2B0C0SXg6nIhypRj8Re4qWB2vMdSsH9s18WBZpKWJz2BnWZY2kt8m6lWTbZD8hrqTkNp5YxRvsGJB9mgoJ+WuiH5EZoDXmjE3lkhEdGnuPvOFkM4w1XQBgho94qaPZIvKQ3lppxITckrKNTYkACTZeapcgoMjBfbbIh3sbL1v6c5LT470l0ofxqeKclM9C+BPSt8p6hraB/hqJsjyOXe2emQGJOlWgxv17OHx/lY0bGx1MUJKlc4zl/r+zYcDXvHfnfSagIMvLGqBULMusutLsINBbA9K9M0+HFMZSRkWJJvcRQMy9TXh6uoeGk+kJrxwWyuUYi7rAOelPo9Cpeu+G9PNLYy9452SZy9qHLGNkYbH0p5Z0qoc0jI89YGfUpBfvn9/h7xUjFjzgga4n5LhhhH5oajngHIKBNqyVVoXt0PDLCPypoigAAIABJREFUI6PxuXFm0wXSyOAsbOq96KxSRWHkies+VthW5FZHoXKaLqdA8TSdIU8zWOwXRWSlAlkiyIgM4qR6VuWI58E47Zzb/2w+eC5k9HdIAtPn/N/h5xrn3NufzZf9JEelCvUdkHrlV1k1FFp071t8iLZtoyOp2H14/FEAtnhjFKTMxlMXyxkjNHRcB21ikb2WkJFFZNll8YHWHhl56i7kdhBBZRDUFaC9Mbpu/etFlZbA3LMwRlrDbRveg1NgdCIxEcfy/AMwshHijZzdmdNvoiHO4hRM94hAAEQRdbwGj9fFu8904WFnBtp95LlDaUkKbCMtVKWWdXNOjMLohaAvK32v38wbvYIOXrL6FnbWdmJUQdNlkLcGbwYEVzJ0oZfNU/M/5C+n/l8W7XyOAMCLVKICgWROaKZWzLJVp3PVVlwgoiBgAPLqFLmowQiiKef7hIoH1Y4kUs8FesbPw3YsCi2Sf4RGTWNPbZWo3ykgbUBnmbhhPmc/HxWXEC6FMbJK4qmpkXWLvSHPvBKws3ENFV/toOENbxVQNUVvZZRe07fEMQidhztKXuhTYkirFf9d/pnoaHlvxX9ftzG6bcMv8YY1v0Rc6/eKU/kSpyVpuRnBeCRG7URoJEjBKiwsc6+nGioDa7hy4CZqtsZHvvcRvjt1Py6Sclmpy1ZUxipvkDveuEtlDe1/p3MBQ6gCAR4Z+bW0VoRCmZUEeudbUJBBHNcI8vzn0fiuUupTSqm3KKXeGH7O54Mrnqbv1jeDJC79mxs5MrL4Eh4wr6WAaKosysKhE2KMAjJK/YMUeZpoOWP05MT3Ge+cIolX06p4usnHFII327aiFgrzSA1kZWQES65MUq+yPrmAKKpgvJpt9lncoFIxoiIKNJNI4m4QSywz6oPAK1Y6GHnSKRravXDYwXYN/7geZjrQbkB72HumfnOxygfq8eviPVKHeKcmGCNfR9BqqAQ0e4acpnNKhBzNHsjOSBBbl0pmB3FFW0sX3GCMggOCExpUVys44DPHP4rTHyCkhkWIYWlbT9P5Tae9zFqVk0hzAYOPRwZqThu48po3cQrHrCWv4hyQkYsK2i72NG3DACmMzR/mMzPfpDk0jdK9tL3Bc7EYylYVsiYoX4jztAXTALV15XtBG6GXgjGyjjzPqe3jWdZJDMwqqHrn4dLX/CY3HjXcraHq7+1Fr+6MvJPwZOMHvLjvp7hiYJNcC1hC02kL6xX01uFUr6CY8CgFmi4OyKhkPJSCNbXNVPx6GQVOF51enYLFGkx5p2AstIpRBSpdXMYYdRRUhka5ZmiUGvCGbW/gzMlhDqg5MuCH0w/wouq25dcx3FNGjt8pISPtHywb1sB/t8IjI3/PtHvkGtQN2FgEDFhBRnoFGv05PPoRcF7eORwlzcFK4/llc3+MI2wgHS+7VQp0tSoUBJJxffj4o/T3DzM0tAbwvK8r8maWM0aprzTnophWVTxUKKm7EljMCmOU18jyLmBARuW8hv6BEQaiYQ7PPUKcXoCOhBs/ZzObFc75B3PfxgLaxHRU4an/S4BWjlD8edWbkNXhhIZNGuZTsCmsrcLCoPcAg7etfWFYJeeY+d48t617D18YHMx773T8OuguiiJ4uA5p4dCpwp7xfexv7Ge0ZzR/cEP7iY4ukFFaPraTY5uaGKOFbD5XSoIwI2kkzkTTeJrFB52XNEViqTEKqMX69QnGCAMDV17OaSXGxnk1oNNyos4UcRrl5Ji+lx6pTlmwC+yo76DRGGR/qfJDy/jk0DbM9sCBGYjGoLcGzfUrX9dy8dSw1ikSb9m7Gi41Isjo+Hynqqe83Oqh3BjGiVzHRW+Aw3P04OTdDPECrlLeGFlyVVhHi2GKDWxYJSiu4Z8lo8T4hJgRemmuF8C3p77M1PRxOrydSMVY3wNj3apdHNLQqUCjAVEvTDa8sxQcGCOUa/dINbR1xoJt0m5W2Tm0kx9MgqFFBgxUVq9Id4YqKm1/TzYj8iosyq9+uBdCH8kyMsKKLD4DahpsxeTIKIqqlIU7z4fhKzA8q/E8Os0f7wgbSOhcqhSoHgl8NJw0Ozp8bD8XXHAZyrs0IcBrIK/e0D0u3XQtia6g4oR2UuQ1BJouNWdniZdbjwcBwxI3wUBF1TBRFePkQe6uwnC+57xvNhijRIyC37T/5QfzHicQWUEZi6Ywuv0JbN0h3H9Q03UjI6UhjYP3aHMjnFNpLDXKZXoQDY1E5OetjmVzspn3rHlPgYzC9Q3ISBXGKEX+byLQlcR71vIwBOMXkFHHG6OgcCzLqANiysv+OPLqCKEsEJ6eUUb+nWmIUwjtqnNkVFIdYuQeC7GUdWu285bh9/Hyta/misEbyHx+k41lDmkF0qa4o+ki6Kuh9TbOagS35PL5OavEI36/rg0j6GFey/3dkWpJVLyyMzNSicEpiKRwBQ1PPWsfV3rlpl/ikcW9PDonzEKo7KA8UtUZOQJVLKXpmsrnx/r3t/TSOe+duZ8T7cNkLpOq+b6fUb2+SoxlJPGXwQiavSJxz8L1ieQe7R4dBTMTB/nk0Q9z4sxxnp4+yHRnGmOqWAWrqhvOaYxGt0LjIh8zMt4YORFvhHsx5MxBIe3ODOgOdOry2VpELmBwGZi4ChrGE/jeMr2UnotDKbVRKfUZpdSY/7ldKbWCjGbp+F/eGJWLRQ6t30Fvpf//b+/dgy27r7vOz/rtvc85993vl7r1bL0s2bJlxyaJbRzsCbHBcQiv8JiBCpkwBakZChgqTKqoFFPzR4aCmZqCAsIQcBhCAiYpDAVYCRAcktiJkji2LFl2y7KkltRP9es+zzl7/+aPtdbev7PvObdvd+t2X+nepbrqe8/Zj9/+7d9vrfVdTx6769uRMvLSy1+tTXRgoa80mo37g1KKAd47+2EO7HuQYdHYvN1MF4tRYVSjrJbPKGXCa+US3+p/nbneIQToBkNGN/HMlVSaT5N16nbMN7oKRvwKYiVxTMi0G5kF0efzpNcqNHMRMujuO85HFv4gz157mmHVr4uq1lWwW8/p4e3kJoy6cHL2CX7wwA/SyTqNz6iiTq5dw4SgvbyBPXcoIJvu1gER0GivrnCsRmXQ+UCPT810P38UfsW6k46Y6exaQ5unKHDqYGOqLMw02re/o/mjfDlJ0Hlz4Bstr6tcKYkxMsg0HJxcq22UhRZLXQKtLr2JfPf5edizAHHBkFH6/mxsZaXzF0r1Z2RB596FUdbRsa5YAEduz5PlXZaqRQbWHEW7Hut9+6LIyKLxa2e+C6M1E0YZ44XRnu4h7p16FOl2KUSfHeBa/w2yaEK9goO5ovUreRO8UJs+WzQM0Fk4yAf2f4IZmePTz36ab1x9hhiEMsAwDrS53wTqLsDwXjPDB1iYUUvKVK6BNa6gpcKosgCGrILVKfWTdXKYOnwX9808psioN4WgfZCeKuD8mBqE25D+CRpncMx+/q19dl3ascIIsIB/6rDhbGaaH/zYX2bhoWOcW3qJq9feGBFGnkUdoA4Lb9Ops1/i+dUvs7BHk/1cGPmCrDpwJZl1L7Q4TISRR9M5ZUXG/uKwOjQF5nO40mFiFYaJjxsgy7U8S1HMaHSZS9gbJDGkV5lZRYzZu6BxYZoJXNsD3eMwmGns6hENn47dgkDgzOrLQNR20NKYPdptvD2AgQCr01B2VZv+tcVf49evfaFGE+60dr+dh1QTlCHGqP6SfLrbIEPX7lEZGDNFVcsBwlAR6dDNgGhF85eSEjpUTQCDtxePAS7Pw+eOaS5JFPWtOEqIouel7dZjZsLI7vXGtVf5mTf+IX/rmf+d/3juZxlk0Ct1rMtdXVPLA1iqoLMCcUL0Y0pFAd2PgczbOKUJLS9z82NG9R+F0lCkIaOBvZvMAgRW7Z11zEz35Uuf13dvk5k2HexLY+qGxGSVCKMsmDASM4uOrDshSqTKhUIaRP3qpa/SMbTYHcK+HtCDy50mcEXy0SruTn2BMLfAowvvZ7qc0bVBoJoqDOEORwIYIvDcXBJgQrOm+jnsnVNtoJeppcVrKJI8sweDBGC1p3PcLSCbn+Pb9/1BfujgD9GbXtDIRlGF4coN7vc7RAdjjP8kxji0n3/KSHLIZNqxwkhs43lUVa3tR/38qZd+GhHhg9/5qfocD8/0xTQu8311uMTFwVlWWdXIMWeOzqSL0UVclyUyTlTnGbUCGFaqJV6+9qy2ds5gaRau3mAjDxE4MHOcI53j7J05dkvCyBMjY4KMBqFBRnWLa2NuPKEmLMQ2LtAVWBpcY6Va5uNH/wxZt4t3i60fbYLPCFHHfdWFZxaf46mrT/Gbq1/lV5c1GMTrvVWZCSNznvvmjugch+lOfV1h1GcUM81jWg7asyrPGmQ0NGE8CKMouy2MEGXoq5G6D1Vu72JgpjvvQupmT1wYOcKKA84NX+fRuXdycvadDDNFV1mAazMwnIULFSz2Fb1NDOeeQEOo85xKW4/9vBFGUmneWXBkZO8on9Zx1sjIhOypq7+jwso0kjJhxKvCSA9DgSYhGo0wDMEsELIeGV3sn+XFla8xDJFCgGlFw8cOP0FhSLoTYa6nzH3ZkJErAeN8Rn3ROb44OMvy8rLVawx0D+zjY9/9Y9x95D0j9RaXcvive+BfJ2jJ/aB9Acn0xbr/2FF3ioywAAaJWvopGDIalCucGbzCXtmnttHQ1GBcfmtw64si8qdFJLOfP41md1yX3hqPtwXUNtN5dF1VwWBY8h9e+Me898mPceTIvfU5AzMhBNBFMua6q+UyEXj54pfUvu4MJUA+VL9D2o8oJAwTGgf2SLvsXJtu9as1yDSDvJyC129CU8rynGE11Oifwm9449fxEOzKzSqJmSd11lpAWM1oI40w6gRYHF7j16/9Epf651VTdEGTNYy5vmeKjET9GbEHS5b2+d2H/xBL52HtAnWOD6Z119FLkvQeyiGb6yZtCdYjozW03lkR1I8xcOXCrjHMmrWk7eupIwVd+PUtwXXZKpBn9pxuphOAonG2S8tnFKwx36MzT/DA3OPangI11y4VUOyDszkM+yBzN/4u3XflvZTKrAnU6HfVhJTn1H14BoZumFEGv5bpMxcmjBxppsLIlRM3wzk5MqpiU0TVysKRhyaII33/EagKUeG3d4H/8cSPc889H6SDjjHr6DWKYFFutlZ7LbOf0xqwuHiOf/Pq3+eli9+qE1bLHpAXhExGhNH5rgbpPD+r0YtgYfqG6DvdaWKM9EuNXqoV0XHIyIR5sDleWTrHU+d/hqeuPlUninuU5biw9G1IP4i2GjqDNmf9I2yyi/eOFkbeKTQaQ3EN7Ysv/ifOLb/Mxz/x50bOGZIII1mf+Q7Q6agpbW7fCd3U9rknzPby9cgoFWzjhFEMkUvlRV6+8gwEE0Y9zdqeRL+1F/7d/sYP4fd6efF5zg/OsMQyVQco4dQxrZZwI+TdXt3HFSQx0yXabwiNb8mpFkZA59BRPrLwSZ69+htUMWqjQowJRdZVS/ZAiBA1cm04A2Vm2fOU+m9JHdpNUNQZC0Mimb1HM9NlMzrRMRkvGDIKsBQ0sTbLVBh5gVwPh66RUabvzZGRJ45KZm0WgkZSRtGxFC4URc+TTmOm0z5LiTCy8Perq5dZLVc0PFrUbLgWoLtP69RVSzC8CUd3jYwM2ZZB82Zi1OKimQmIzBioJ6YypeP0aLEiEcyaj5eY6ew9rkkTvAAqdLx9fF341hUCGRNKL82c5QHWpuH5x+D1I7plnsjhsNVG7ISmIC0o8mhH54FZL6zKyXBtUAsjrLNxKKkLLIMKo76FZH/e0JGblQcZHNh7nO+a/yTdQgsPVWYtqFut0ChHkukacx/Z9MEjLHQP8dzKc3WgjtdgHBd8sd3ImrJ+b4zxYIzxUIzx+2KML2/m3B0tjNxeX5d5H67w137jh/nffv4Psad7kA9+Z9OGI9JETrlmM65yd6ejq7Mzs3edmU5KjZhJI+HarcfTnAynLJc6t4YcpoHQ1Uq/k+hMV2tlfa31ebczZT6pXAt9VvD0ffDUjaIsNykB2GZyZqYmGhu7NBF0ETNvmnkiFxh2hGvlFV5dfRHJRJGJrPc9QYJAJAmPLmDY04zRX7/yeWUosRGAXilDTKv3cYsVqMy6MoKM3JSSA2TakXQYVWt1AQLN+NK+RYHETJeZMAmaWzYUrSAe7eKu9btgJRFG0Qqx1sLIStU8debf8YWLn6MMTcRZKVpVvb8A5RJIq0htStfy9WvGzXN13hjKvPsFMFQB6iWSMmOgdYpDYTl36PvMTNP3tZoFHXcVm/lwhS5ZOrX/1Ste+DsvQoNE6/fvwggVjjHA6bs1xD8EONaDYxa71QlN0q4jSTc/prQmaIi4wKA/rIVRXqj1IGSjvsuzHShW4Z798PU9ipL6tl76AvGB/Rw++V7yrk52bX719+nrI9dzlqVJts5munzi2A/xFw7/SI2UBybMxgVfbDcSkU+LyJ7k770i8lObOXdHCyNcGJlG96//84/xL775j/joo3+Sv/M9v0yn0+zcOnEtJMJozHWHcaD9aFihCk3raq9rN21OVN8QIQC5akd+n7YwSplwNMY/k2sjskm0mClD+ZVWVcgT+x5hNpsn73Q0yq1S5nJl/GUmkySRf0JdydwZWu17ERUCLqQ8gEAseXi1WuLpxc9TSVUnH9dh2OOQkSGnIqofaC2guRkVvNo/red6kVVjgpWZiUqBuqFgpQmdLy7AEwsf5IF97xspGJuj51yaUhNq1rOqDKbFe/+iFBkRlcHUCb1mtlozJ/qamelCDh0xU5itJ+mO+owyaaLpQqGT4L4MNw26oO92YW3BAkkOTH5lX16Afzk7Wrk6NZ/W78+EUSxVGLnp0ks1+bjyzBJdbT6zTN97Xakky+rCvx7FWMYGfdpy0OCSxEzna78Q6o7KkJjp7F/3UQ3zZm+k5Ga60t5NJ+g7T5sRekHYykKqB0NHRhlFocEhqam4FDhTaMLv3mkNyrlYmkC3d15NwRsHYTjfnDPiR6VBRqVFe+Z2j2G1wjeXn2FQDesw/4E987jgi21I74oxXvY/YoyXgPds5sSdLYzMTFdl8Mwzn+epL/zf/KmTf4G/8vv/EfftG20IVC8ozIQj64XRGx04u/QaAFeXz9QQ28/HkvmGRcMQQoDOAbjoY0GFVmyhp2iMwLXKPR241B0fURfR2nUhg2/tgdPJd1mRM2RI4WYulHm023Nfd/6c6UDNPIdCXYPPkZHQCG4XRgPTVAuBfrVWM8MIdYO+oZm90pbLHnSCaECBt++OxqwroppKKj0uqxoh3gmNWSRGvfaZBXiuB/cceB8PH/jOEY3dzSaXuqr1Tk9Z0dbQoAlHRkjj+/GK2s58JVNhVAXq8HYpmsi81EznrzIWFlpuSCFYHyrti6QZ+i6MhmL+nD16z40i6QYB3hC4lCxcX9ceMu+h3QMPYCgaxaKuG+hIKbeISDNlhawRLvp91uTNZYlPKFW07PihrP++CA1aSk+or28+N6+Q3mZmuZhykKy3QauNRGn3jB1r/TLUNumEQN6xoJtkvG90tOxVb8o+zrW9SEnzjCRrAqjLPKXCCBv32rQhd7tH2b/Gr174LL949Zf0cYMGfcBbAxkBQURqY7GI7GOTxRXeGrJ2q8gWR+zAv/rM32LP3DH+6hM/wcWqsVu/1oNLHbh/sWEyvpja0XT/+SAszkzRA+LUlDrAAxAbp28e1JTjZYIApvbC1TlYugTVfkNGycILAR573/cxe/IwL9k9ZwOcnYHLZ2Ffy98zCKpt7R+oLf3LrzatLBZOnqR3Oq87lXp49pohiHZLjI3mrg6JToWRMWmfv4AyA+d/bqbzskplN9Sml4gxImkijVJtt/brCXXk1GoGFJkyPBNG3oohc38gxvwlYQiWE9SP8NSlzzDsdxH++/peHvF2ravvY7qnodyeCOtMzDu2OsPzxnch2P1cGHUaYZS5yS9hlJI3vo2YNYw/AmLFZJ2jRTHfZWic/wfuh84FkHZ/hIT8/bwBHLbPasRqDNXNm0MzHZeheZeZzf9QdMwhWKCHKVqpmQ6gl/eUSSfCqG169b00tDFU0qCEPFiYeVQkKQKHZu7mzOrLmq9ljN+FUbtSQWbvw8PxuyacViK4HWkg+v7Kni6UfjmoQ7trYZTsr/Nd7SW2f74JclkygYwpUV6D0JG2o09HhIIpc5nVpYtJebApHcezK89xyNa/+1jXzHS6zelvA78uIv/K/v6jwP+xmRN3jDC6BDzTSxZEAvdjDi+//CwP3vNBesVs7ds414XPHYIzy/BDZcOsfQOl9mywkv8f+hgPvnCIl+5/UDdgBgybLpoZ5gROtL2pKbiwF86/osIojDHTzb333ZSJP8Aj6s5GaLsJVjIVdtNBfUvXcupFvPfJh5m+9DDVfGPHj2ZCKm9AGHmekZe6yaWJxook2jQNMqrQe/al0VSjlXPx69QoUODCPFR74d7kvt5+3BNH13L1f4Eho9igsNzMQ8HMfZUkyKhUwVKV0DlwmGF3VLMWe4YK6PZVEw4oAxnGUf9KtM9DVJORJxIPgwr8QaWoobI6b6HQdgEXe9T16zyqMmJ+ChpBk7mZDkAUGXn4s+fo9KaBj2z8zoZ27OXkHY+0Pff3J/ocQ3su19pdGfCinyLGkIPOZ5bp+l6YPca9V2bYN72PZX0xdRPAKkEBPs+1ILT5tiWhe8UUN89hmu/u50p+eSTJduCJxi1hlKN+uhoZBR1HWrm77jxrAr8XZvnk8T/CFTlO6EHZZaR9xNVcx7Mwa2POtFJ4Ze+xKpo1+sVHIc7CEctzG9lbZqZbnbE5MYHnikcWOrUQ79vDrL4FhFGM8adF5Gng99lH3x9jfHYz57aR7duWXgf+3Rxc8JduizcK9OMqZ868yJGDD9fFUIcF/OIheKUPl7twzaC9+4yQRuMC01wE+rMFs+99L4Mp0cRGW4DezyTHNPLEVNDpQLkHzruZriWMPDE21f4KlLktjnnWZXPaZx3dgJ7fAsaMQR3mWcNU+wVju2BOpAQZRRNGg0BdYsiFkTDqZ3Dtkcr8TF7+hEbb9qKWrx2EzyU9oeqOsdKY0fqOjGh8WN6wLbfM/xCVcQ3FGKGZ6cpC52D+o59k6uOfHA0jx5BbhKKvVd8zqOvV1YmioWFEiCoamTVKHIpq1mWmQSfeuyd0YBYtA7OcUee5VZleI+SN4Csj5J2Cg8VRQ+Y6Xx5IM6lG4jjyMkhXkrWV+vLqUk2GSPqGkNIE5hiaoA2wKbM5DoaMJATtZ2RM2itMjDPT+V4a0ETT1cgIHUfaIuP00jdYLK+C2Bozn1AM65GRI5eh5XD1bB+l7Vc8OEAsgCGPBQ/PP858vkAxpVaTNJJuaIg96zRBLktmVajXh13/wgL89kqCjJL7DmdhdQ5WDzZ7FYBCbH1rREudz5hZy5CNX/G2oBjjszHGv2s/mxJEsIOEUQ9tu3DJFkTqDH3tyilijBw59HDtOF/twYUSzTWY0oSz1EznFQecBraRh246yRkRRt52OMOQSLIwRaB7WP1G5VAXe/pm3EFetZiAtyFo04pp70VH4f9yuvkzMwP1qDdyZdrljQijNJ8kRTRDMR9IgoyqbNRn5NF0mVCXzHeU6kzZUdaymWm+sgC/M9eYuoIdO8wg62qx0142raYWe4dZIowKE7xiglBsXGXQKg3+TCkVAcpKQ4JrVGvjcZ+Ra/P+vsq8ue8wQO8EvP6oRnKduw/OnlDG4+H51zp6rj93bYKDOuS5M9Xjjx368wQyJGSjgTQ3IIzcEX45MTvVPiNDPJ7TMsiatRyMUXqYfiqgXJj4+8gE7tr/Ls4PzrBYLtYBDDFvBHeerm2oeym5MCpc+KHM3es7isDycLFGHsF+PH+szc0ye8cDE+5dQy6LyXGOjIKtw2urV3nx2ov0Y59sCu56HPjA6Hy5IuVBLotWuLYQ81HZPA/MMjJOGEkGrz4Oa+/Va3Ztj8ZMW5bPZAtgSLv2R3XH5za+XWjHCKMuKNR1jT0RRqcvPQ/A0UOP6MaOViAyQqcAMiu2aUKi1uZSDcsYYJlT9+8Rd2hizmxjaGSw1mIgvXlYnIflZb32ujI4Dv8TEwZhfBKfFyydyrU1eRqFI6KCMkuEUUQ3zeommRr2/CMVA6BOiJRq1EznyMjt6JUdkweoiqbtuBcrjcaUy2CbMWrzvmfKxowUpGH40zN7yaXgrqn7Nak26M1caRBRBleZhumRTR45ttZd78sAMyOKVaemUSSGsWGs3nrd38swM2d+0Lno92Blv76LtQW4cFyRwQxAD5Z7o8jIUY/4vJmpRk1ZlSIjGmHkvqvNkDOya21hZA9X2jExNBp+mTXCIUjz3p1cKaq7mIoWLT3RuZ88z0eQUd/OLZI1G+x/pb23tG6dX/vlKe2PBfAD7/xf+b6Tf6WJfAyTfUaOjPqFjruLIuM0z6+ukzjd4X2HPgHDyM+98GkWyyvaXn4e5ODo8WJmV0fny3ltUWtSPsTmMDRV0dOmxp4kvmrrp+s+o+N72fsdH+e77v7jGiBjZb8CmoD81ihPd3O0Y3xGPYBgDm8n06hOX1RhdOTQQwwvAlEZVBWbXIaVMMp4xYWRMYK+MY5aq7copDovBeoCkG1kBGqqW5yD5SuNzTylvKc5Nf7ViJmqRcu5jr3bVdPERXO6F6aBlxlkUxArC4u1eWh3wXx5GqaHcKC1AwbGOJ0hxDzRQqv1yMg3qDNRd8YXbWQUqBMCKxNGgwKGS2YyCo0wkqD3HBgzKmNpXL2ZW4G63bf3SapNcXatMmj4cqfPOtWsMCaXTzdzHoMmwda1Bg0t+BwOgyEj0/ZXzDw4l1HnUGWZbrypjgqjmI9HRpWZuUQiP3vhH1JZnwafxxrdbSCMFg3h7Bk0NQFTZlwXtjUFqkSVldK0+mEGnUQYDZN35XPiKMWPWSqv8o7iHnqdnvogEBv8AAAgAElEQVSMItqqwpFRsmYDhiJsXYWq+d6F0a8dhrgMf2EZZP9M03oD6vyxKowXRo5+BXX9SGbC2CTzwARk1s14aN/7ObmyzIMHHuRqd49psKPkyN/ykFUYGTLKbX0NbZ34/PlaSYfnYflrhtQ7piBkudD/6AcYfE4/H5owKlD/6Lh+TG8X2jHIqIcunBQZuanplQvPc+DAXfSmZuvNOTD7fidQF8z0ni0ujMpk9twe7tpQGZIse2yjhWaDrbXG1+moHbkawxQB9j4E59/JOibQFmqgDDAbqEbfEdWoVsvmuWOAbJoaGTlCaAujX9sL/3bMWH71AHxpxhCBMVFHQH1Mc/R5pkFGwcxXVVTTWRagLBQGPHHoYyM5XCPCKKowKo2xYJpnJrrZV1ihpOJbS1+vS7IQ9Vk7Usso9clkDTP10jdrbq9vqWaFPdtUL5nzTENtazOdNEEIHrae0TBu79UzmycRhjY3cyaMqrxZT169ohZGEUIuzOTz7MsPcnju3hrZ+VxtJIx+9QB8ZlaPGYgig+WiOcefw9HJwNZHmWmCaJVBzxmlzz3UqQfrkBFatPTZld9tfEY0VoIqNkjL10cUmjp/VeNTyu2ClweKjC8P4OzD8NV3QbQxpWa6dvCNj83fd8BKKCX3d4Qbssgba2cphyXHsnvJi2IdUsbmR5Iw9lysNp+YcuXP6cI904jNccioFLVshBIyfx6zVKxkOnHeO6pjc/4WqU93U7RjkFEXE0Y5tVbkPWZOn3ueEycerp3OXpOrwpyehqhcI3VBMAzUnvm+bTRnmKWF73pBTdVwG+26HRaeZZDNwdCdSy2KmUbPpT6jGhm1muytZBD60O3oIh52taLzHNo6oNoPz52E/Eu2WbNG4Ka0Clwew+iu5XBhaMEEFgkUUKY6XFPNMa3K7GHwodJ5c3NdAMQCGEqp6sz6Kh810w0qFbqlIabaZ2LCiCLjkc5j7N3/HgZY/o7d94kMlubgGqxrBe5CeGDJqO3dkItO9PRU8yzRBK4HftQh/rZOBnHUl7FiZruO+e8qaYTSbKYIfDUkyCg0Co8ng4rAxw//SaYH2k4gRegbIaNS4HQHzi1roqeb4FanYHkIc0nLcQ9gKI2hDnNlhKFqzJTBEaAvQP8njL7vPQt3c2H4K1ShoiTUdQBXMkWNeVqb0f43xITRYD0y6qP5OGcE5o3R+1L1SuLpGOr3Z+enqKSXjVZAqdFaDv/+W3+fM6v38GT32ykOPjI2WGDg69YGUAQVRl30xyNHfa0OzVoQGR2fC6PVDMJaMyfepmM1U4VtkCCjmI8GI73daEvlrIh8j4g8LyKnRORHx3z/Z0XkvIh8yX5+aKvGkqMLYKQKcICKyMtnv8aJEw/X2rJrJCWqSZGpma6S2nxPJqPORK+sW2bmsM/VvDEIScSOJNr1mJkv9lHXo2pTak6xS2iJ/THHLgbd9FluGlXSQ6kooPwo/PJReLFH3S45FusrGg9EteNBa1euGaP1gqXkoz4jzKYOiRnGhFFwTdSeoewEHl/4DpaqayM+I+8KWwVFkX2SsRrj8Qi+rNfhkwt/lKMLJ/Hq4R6et6+AE3c3jNuFkWQNMqpLzLSE0XHgrgjTM82cuyJRI4rM1kGgbiXujvyBIaMwVIY+5cLG5mbaBNiFWUYiBX1a3WekwTIVV4aXWaNfa9mpwBpH57pwrdTq5gMLugjAsNe0I0jNnl6ux3vtuOO/9pm5MErWqM9JioQH9l/IQ83QxXLCwqC5nh/vpYjWDHW4sO7aHBwEmIczgdpH5Pevax+GWj7W5NFu6XinMn0n7mfz99jNhe888cdZjiv810u/NLG76oBRBFZIk6vUsfkZhEaxKLPEZ5ScVwsjQ0ZF3jxPFEtCj2ruj1EtNFXeVGrZKhKRb4nIV4wfP721dxulLUNGIpIBfw/479AiAL8pIp8dE+r3czHGH9mqcaTUkZYQCHBl9RxLK1e4++5H6g0Z4ygyQhRRpdqNFwZ16huTLTMz02WNnbfPKKoSGW9e685ouK+0bXiwLotbaJhxm66Gxj/UQSOI0nDWqwWsDK0skdvb89Gou4hppJaxnjqd+5gJyZm+hyKb4E2RkTObQYBsqL+7YA6A5EIpkWEcQGJOczOd94RaM4YzzBqGnbswyeHCO+DKUYiDJrAkTZithZGjGKgrRnhEXFsYzQPvPNn87Yx3jVGEMBBVPKI9f+3zCRpMElaVAd8rcCY25pqZaXj1BHxjFT4Qmud2ZOSIQQT+2Wt/h+HKIif3f5woHxiJuBvXygTg9Z4mePYLFUYlWsZmsaeJr8dpEF5dQ1ASM531Kixca0+QUUyDOrJR5ePFs1/kfiJ1ySjz7i8Z4+20kVEijDJp1vgc8Hu60LkXTguc68GDplA4NJJcf6/GICNHbWl1hqlMIxg9kdYDj/IM7trzKEvhiwyKiqrHWOrLqDDqBFiOZtKXZg34vnJhlO4JoE5YXrax1fNnPtzVAqYcGaHXJru5ppo3Qd8VY7xwW+6U0FbK2fcDp2KM34wx9oGfBT51nXO2lDphFElIBi9f+goAsycf5ZL1oic2fVyKTBeOm+nqopEThNHSHKzt0Yq+mai5bg3q+mgj5rX2+DrQnxtlok51BFPyXRbWI6OhaA8eN3W4rflactwVy91Y6zb2dslGkZGbF/uFZpyn1E82m7c8cOa5asJopHeLMUwPbDBrnX5n1zmy5xFlajbe0rTgypiU+zK8hE4Ihj4MXaxNQTT/i/vp0rly4VCb6XJDAqHxUYXrbHRHtQNpmHgtgHJGhIdHSy2Kli4KAQ4JvOuxhtlOC/B++OUPwqt5g4zcZ+T5NyIwZIgQODR3X60UpceMo9d7yih9DcYI3RKqDjy7oA3i3EyXu2C2Z4xBK3bnCRMNJD6YxI/mSNOGw8BKPBESn1GuiD2nYbz1KzIh2G4vIcCBOZifU5/bhY7en+QadV5aGEUe0CAjL58Euh/6PVgx03YdkJDD68vf5JX+t+jmMyOJrikNkmuBKSH2jF1b1Cky8koWaVCPP3cVbH2kezpX5Lpiym+dIyX6zGkk5NuNtlIY3QW8kvx92j5r0x8WkS+LyGdE5MS4C4nID4vI0yLy9HB48ynILoxKgWetAsGzZ3+FIIG1b/8Az/WaiKNBR81KXbPLuTBKWwyUyaKskVEHLr0Xlvclwig2fpIMvd4481qnA4NZaudsSl6GPl3QaX8dp+WMuso0NBFEqZ38SkeFQ98SMnMr5ZLWvvJCoGUGSy0zUJ9GGEWoa6lFUb/TuqrMNs7M/CkpMiLAN1ee4dLq6yPIyG3uHsnoGfojyMiEkwsIz2ep56TF9Gqt3sw8Xn2i9tVcxx7v724tW2+mO3w3dB9pkpvdDLMYRlFlmx6fAg7Cf5kZ4zNKhFuRd3lk6l3Mzx6qc1b8mHHCaCDwWqHPKp0mT27KfHzPz8JnpmCxaoRR7cy3d7ZWtExLdj8EzVPDKuW0kJGvC0dG0Aij9lwIbobUNdkWKE4LHU0+d2XE94h04NIBWFxYj4wCFg2bCg90j15LzHRetPfXXvuMIpx8euwehPVmulyoc706QffnIFm/lZiSF9fvizKHZVrCSGBlwXpdYdF0mDAKo/v4Jih3Pmo/PzzmmAg8JSK/NeH7LaM7HcDwb4F/EWNcE5E/D3yapoxETTHGnwR+EmBmZmaD2KGNqTBhdLoHvzgH7+7AV89+npP3v4e1hXnWbPPnBo+9L71UzeKoWyOEJtMaTFsGddQG6n4rqVYqeQsZtRBHnsO+E41zNiXP6Um1srSlgdNqBmVF3e2zwDSqHLyUyFUzHfYL3TRiEU6rGTVn8/yVdlOvyp7Vy8J4FWoAz3tqa7eImZJsQ3oAgqB/H5q5n5VysUFGGXUlZu9wGW0sjmQk6DtYsePcT1TlUNkzVC1h5KHSMdCUQkKZ08hzTKD63QV9D+6YHwp0ZmH4pDFzY6r93OZ/g+vmwN374MJMI0QzScybmD+JyKv9lzhYLVMxTZ4cM049u9CFxRKmu9rmfkX0ffYiPFnA6X1woQ+XFqkTUYc2h87A04RXf37350UTRrPAkxnM7Gvm2aMdX8m1RJYHBK3BSC+j+nj0XfRhXUSc02yAM7Nq1kqDTbIMXrtPK1wcGXNuXSuvZSm4ImqmHAbqTrb9oNUPimKa2Fm/DyNNVKyTR/zRtyri0iAjR7qpVSB9bo8U7SVzkgGrCxaYU8LQoumKAEcy6CTdZW+ChjHG913nmA/GGF8VkUPAL4rI12KMn7+lu26SthIZvQqkSOe4fVZTjPFijNE9JP8v8N4tHI822+qoyWq5gm901vj6+S/wzsc/zJXQMMCIbh53LGbjkJGMCiNHRjFrQovdp+E+I4+AcvPSOJq7B+SDzd8V6udyn9HIRnAGkpDnO9VZ81g4a8IQL1twxiC3Z0YRYNp4zBFiGVq1vKTxjdXM3oWIaenpJq4/TxCDJ6SCMuorgwssD67UIdhkDQKqpHE4e4CIKwWuXUYzhXhypb/DkZJKUFeHjgEommCVofkHs+sIo0DDbDzHLGYNMklbBeRB/YXDOJpXM44KUQ146M8fmvF6D63luMiV4SVeXTw1GsAQGmF0sQP/8i54I2hx37VK/VIxa5CRZHB0Ck4cA7pwzebTIz9rhSeYeSvxnbiiEAOEhCkem4MFq9MswKHv+ZM8evdHeb4Pr7wKMtAIvmHVhDA7pciozehT8lqMl/NRYeTCz3MC2yQ9W6d23y6jPlQPrCmCBl5oMMP0SAkgpzKdHyOP2JNSTXZi6N3Xad1GplovjEpTHNM5yVAT/8o0xDUVWJ6bdX8Xjt47fn7eLIoxvmr/ngN+AXW33BbaSmH0m8CDInKfiHSAHwA+mx4gIkeTP78XeG4Lx0MHfblXjbm/cvpp+uUq73j3h1mFushlRE0UwcxXXgTUmQA0Dl8nDxGlsFBdg/6EpKqvMaU8THY6t+nULPz0Ea1BFxl9YXUkT4IVPaovZYC9DC734KlD8FrH2lV0VDAPLfigk49GGrqZrgqjETxeLsnt4WmSJoamxvWriTR+ojRbPgic77/K69dONWY1Q5Tuk1ouaMLmTeNME0Nx4VBRVyIH/T0dh1fciJkKraExomHPGOxmkJHoPA3Fat8likWdzW/jW82V2YQN+k6BJWfm1L170vl0M51zwJiFUZ9RoM53+/ICfKOCL0Tr3FvBfFePWQmjZt7C7rloazWYoC+NqbtWH5Mq4JndLwpWQmI9BWDlAw9x6LEPUa5B1VXf2PI8ozXYkuPd9NleOylNA2VP/Z1R1O9lp+r/Jpw7OAIvPAaX7te/PbrUfaienpFnMIh9zRcqZojz6681lMb36+R+Ka86kkljpnOz8FqwAIZkz/tzDysIiTAqUKG7PAVxqEqKV0TfahKRGRFtXC8iM8B3A89s/Z2VtsxMF2McisiPAJ9D1/FPxRi/KiJ/E3g6xvhZ4H8Wke9F99wbwJ/dqvGAPuzAFqIM4ZXXFX3e994P8uVKzWjucF0tqOtt5WYKyRLtK5dRgdIPECu9yVpQTcmT4FYNTaTnTkJGbbrcgXNDeK2kdtzXz2NMO6227QgtTSzs5XChB78t8JVZKCqga8LItPGpXP1NXpl8xEyX3NOFXyVN9QbPRo/SnO/U1lzdse+HeFQR0ggPrznnDdNWEi3TfQaZUFd9iObDISqjqZWEtBeSDcZNi5UJo8LrD8p6RtmmzOZ8LbPfbaxuXkvD7z3ybJig1EmUo8x1YJFhdUKrJMIoGxVGXlHcj7mWwzd6apo7PaWmx2xRc6SqgSpIaVBHmrfijLLMdfzBGGkZ0OToZA6jMdZJwsiPiQGqIcw8DLwHVqdHEXt6vKcouPl2HE2h5y52YEqo360LZKnGn1tkcHkPDAzJjVRhKC2CryWAi3yabEzH3FTZcMrteTObt7wy60TWBAetGb8Zp6RVUf1e6XwwC8sz+scgb5TiVjrhVtBh4BdEFZ8c+JkY43/c+tsqbanPKMb474F/3/rsbyS//3Xgr2/lGFLqoAz0Wgb5EJa/+t+YfuAdxP0HlGl4FFdUYeT+oTxQV6P2Be/JaWXU49YEcqvW7JnkuTGk5QRBgDWV26QwWjLnvJcjShWkDOrCnc53fVOnJYWmAmYXgPMzsLAGU/Oqra5NAaLHX7XK3b2syZ0gt9p2BjdSIVVHtkljMqriqBnDhYA3tAuOknweXegkpheyRtDFzDLc7Z5p6ZeAChXP7cjM+15HI7YDGBxJmtlmCHQqOPcghKtw7yYilbpBQ+ALUd8iJjghMXOFZj6G5nfciGpklDeo0YW7m4LrCul5GA0TtrX57DxcGUCxB86t6bx20cRnz2sbaemNBbYUjVZfBqjKBtFXwc43EpThClBtgIzcvMqAug36ign/XrH+eMSqPZhfddIcdTItStptCyNDxeP8TYWtBw+wyFABtZgDpSpaGbbX7fxeNk3cv95nVLbm0K8Xc+oSQTm6Fl0Q1S1TWojKEd2QptxSfc1ZWOnpNYZdFUbhNgijGOM3gSe2+DYTaZMs8e1BBcrMLuUQhrD43FeZevzdvBpoSucbwlktGmhcuNaWaP0BRrLfVwQ6tuCiaem+EVaMSXlY+DhfzyRaNK1/KYwycUiEURII4Qm2RbKp7wMemIHH74e4H1YqDZW9dgBOf4c6THMUKXmCq9cga+cfuS+pCo2PLTUZtYVRjYxs7PWmT4S6Vzl24SHShLTiwgjqkO9KGp9RHUIrjRm1ynT+U7t/PT77XizqrqignIHzx6/vMwL1ra0EPTe3950iIzfj+HMPoyLTjShHkxsH7peUxARn8yGZWCRgqJOH/R6DoE0gZQlO7IPFWe3m2u02EYCr9q4cnRf2PtIK6imCjeYT7LYFtKOQDYQRovuss0LdedaF4ThhJFiAUIvRt2k2h+Wuvb/EJ4pMRkbu00lbmvSC+lAjGpxTmM9zamoPU9kce3sHqfasZ/5uum6b6WJG3UIjF2v1kFtybtYE16yzGNj77bbWx1QBS7P6nHW7ldtgprvTtOOEUZXB1QxkbZmll16i+9DDvNhtMs+HxviG+SiSiXF0wbeF0arYBjfGG1ChEzMrXErCCIR1vp5JtJg1Tvy2zyhFRk7tysegKSEPHIfZHjwwpw7cOcvZuNaj7rM0THKKvL225K2Qb0dGCSLIwnqh4+Sf+xDrduT2b5bB3nd+iPve+/1Nq3XbhB4154x02FNzz7BLXeevDI2fKBq69Y6p6wIYAlQ9WNgD+QF95wELN5aNGWE9l0HNdAMaBp62lnffYKqxdzdjpitsPhPU5/k3AAdntFdvzLMaodfHBC3dFAT2d1W4LvehmGkiAH391D5PzMxL4zPy95TZnGaVphukFDs2VxOSQt1MV4kpX2bmS8sirTtHVBhV7QXeotkMzh2FVx6GakE/cyTWTip1yjBhlAgCLwk0kCbCLwB5Z5r9nSN0OwW/cQh+Yd/oHk3r+DnVAQymlHWCFjzOn4DlA3qsK7Lj9gXVeoHfDVrB32szhrgrjN525MhoUMLq6W8A0H3HI5ztWcmOwhzn6GZyaJ8HTPowkgDowijSCCPXLgW1c0sOb3Qbjdev576ejahCgy2q0CTBjRRbtOdJ+xC5iXDS4n0wh287BvOz5muxTVw7tP060vie0mRY/9xNZgJNNQUX2i0zndicBMyXIgnCzGD4Bz6KvPtdjc/IEUxQAbGWmbDpwMvvhgv3NPfExkFsUFp9nTHRdGWAuW8DTjYRft0EpV2PPCJzFUNGicBwAe5FNAkQBusjyNqUo0Ly3N1wZV+CjKQJTnjPsY8Aiowcofuc1wmjQatGMKUCanZ6FBl5pQV/L10XRm1kZIJfZLR0D8Dlx+HlhyajSBf6MYBMNQy4Los0JpouiL7jyMbotBfUv3f1YLO+3dwlTEZGVT6ayzOdaXTsUjAzu9VWvLTyGi+tfgOZ0ojT54ewnMCjGhllo9cna9Z8Hiya7rD67dIk77bFIAY17eetOekAi3tVORwW1IVZ3+60o4RRB2PAFSy/om0j5h55mFWx0GnTTkthJCM/g7q1ciqMPPpoaOcXogvOTStdNH/hknUQTgtAthHNOFo1QVOGpmfKSLFFG1daWqhv48wnbGoBFubN9Jg1wQ/TqBP9vPs/bBNNhdGQ77qFQNYgo1pL943X8tWMFEeV9IuGCUZooorMj+TCqI5UzKw3TYIevHRNRM2rkiCjNHHRx5fm5HhwQCeYINvEhi+wWm9VYyocQUYkPjRRh3ZnE8JIAly5Cy4do/YZpdUVSlGuWFnkQmqmG4oqQ+6zmO/oGGZmG2S0NkaZ6ZqQ99yiGhkJvPx+OH1yvfA4NA1rx8YzfhgV+lUSkbbswmgMMvI59HynSTSFrtFh1Rzn73USMnJrSHrdboD+lNZrLCvqQr9TU3vUOnJQQ+HXOqPCqC6d1BJGHgoPFiKeJf7DrBFG7WdGNPChvVc7wMW7oHoXrM1T9+R6u9OWBjBsN/Js8WEFiyaMDj3yICuva1QVBXXPnJJGs86gXmxtZFTFpmJ3YUzSI8oEmC1UWBSMmkjKXOuGSdB6YSkNRDdvP6jAqgpYNa7UzognG23UNwhqDrme/8M1urJqhFHswXk7zxlrL6hz2QM1XEhFE0ZtLT0N8vB5so8bYSSJudOFkfgDMVLiJXckBnUvpPSeHtocgwoj9xm1C5/WjDsZ29DQxJEADDaJjDCT2prOTQgJMpLGL1PZTbO4XvMd9y7EUEpozacjo//26mchQtVpAhh8Tgd+ro3j0Y4WFZ0yE5kkyGOEKWdw1czPmTHUeu324Nqh9Qz+ngzuedfkZxEaBaHc18SQXAuqrI0TGEGUgYtsLIx6QLQw+bodh93U561NR4DHCphLfFwdFN1edGTU0et85/v/Ivdmq1SHtUxPmWnS7iE7r27xkYzR311axbzKYXXYrFm3Cow8s81TVq0X+AVQduGN+5vIzZ1AOwoZFQC2ia+99DwLd9/NvoVpytCUf/e2wZWMCqMYdMGP+IxsMQ/s32C2abcRA8znTUJmWxj91n74uZZdGuC5efj/DipKGVa6AT1BcxwyulLA5w5pdvqqb8zrvNmaAZrZoYdGfZ23ze6tNLqiG3fNNMQUpQyd2QfqHJx2x03X8FPHftqx1jPk07B1SZBRx95XMFOFCyO/pyeGxqDjDQVNMu44YWQMq6JBsHcHeN/jk7X9lDwk2qtppzUKPSE4T8xs+Sa0WsF6J9H4FlwY+XhPHno3c9kC3Zl9db8oP2bNw/ttHAcCPP6O5phMmijLdF10A3XVC1cAHD2dDHDgJuqg+fstAwRLhI2sr8HWPsdRx/WEUdWhjlxL7zcJGeXA/QcbwQy21wu4kFO3/BbghScLLpycY3hM91KZjRYYTt+vU4aZhhNhNMytbFCVIKPWGvB9kbMekdf1JGV9Yda3M+04ZOT+iMVvPc/+hx9mVhQR9EpltMNcf8rQ5Oo4MhJGkVEM8PkjcNSZbWE26kRLmwnq64iLzbnu63mtCy8N4OoA9iTmi6UcLlbwu4VugMzs/aHlj3Hn7KvT8PUMZoYauZdtggG6MHIG5SjujQ6wZgjL0F6/C6uVoqfUiVtJY/N35ttMWDNP4iYLmk0oyVx4t9Q64ikRUJ2g/hlnQBXUNe5qxic6Dwxt8ztj7a4fRyo4YvKeNmuTd99aWUHoGPOx71aN8Xj0JeH61Rfq67piYO/Y57M0Ifueuz/Cd7/yEZ6aolZKoh2zagh9Yli0NPOW1oZzS4GBIjwAJQic6AAPb27sKQkwsCRisUi6taBVSCbNRRALINrgGFBhFPJRxcXHLcmauh554uuFjt7XI/xefDcc+TocO6wWiTJoUrBTGrGZPu/9vv5oIiPXUGFUl79q7ccaGY3Zpz6+xcyE0Q6BDDvkMZUKsITOyJVTX2P/ww8zgzqPi9xMT6HJZUl9PB4hlVb/jQG+UsB/LEwzzS0sFuqZnQKqLiPdT12IXMjULr3SQkb9oMLgW5YoOJOPj8hxZHS5q5v9cra+8vEkcmHkdm2APTlcNX9IKTrmjpjZwcbo2iHGFKDxcQQMGSX3HxFSCZOVFjMZOc+QEaLvwCMZc5/bFspyZCSlvgPvW5QyZxeCIya1egCbpxoZWcikFxgF6yBaQq9LnSe0GdMfWL8amjmokZx9vxKXea3/MivZoEbowqgJbpJATdF6un78WUSa+UkR/M1QAC7eDW+8F6LZt5Yt/WBSUnHNkONosva647A6boGRKuHelHGz5KbWNyzHyn16i3fDVz+s/qQyKg9IW7S7ibqN3h6agocfbsbo6Ry42XiSmU7GC980MbfPrjB6W5Kgi6M89zqDpUUOPPIIe4C7O7B/Djwya2DIqJMIoxhGF/wR4IkZeOgorO6DpYE6InM3Odlx06j9NzXxOdJaGyoKW0TL/vyHA7pwPSdjRSAbQs+6PbZLiriQvNxVs8BiYY7sTWjjAWPuiWCYCbAyCxeHiZkuKMPyKDsvLOldBt0PVKPG1v2dYdY+I5vLdr6WV1UAmlwtLFdLVNDkWcNUgzTzOAz6r5jfz6+3Ls+oJYzaOVGbIU8W9eTHtGDusuWvFV1qf9b1IumcOmF0PD5v7jP6hS//XX7+wk9xrbw8ckxGU0pnknPBhbjEUYFVkJjp7IKRW2MKfu7KwWZdLXmgzISySJ4I7cmdG9FsPoqifZ5v5D06s18sdH/lSfPAYceKDZuvNu0f5ArMRvvLFc3lQF2AOI6ZVB/3uOd1//IZaxdf3OAafavSjhJGoMJi9UUNXtj/0EME4PG9cPgoWoHZfCGljJrpYmvBB+DYXji6Dx7cr22Ru6GxJ/uxU4B4Vej0ehn0S3XcLokmLT4d4bKXbhH9LvRhys6vE5horuNhu4OoFRSGbN7GXMho4MA0iuLOSBMi3gmN/Ros2bM0vw6MBCy0w7ZteGsxwgQAABimSURBVM2QTaCnwsjnwhNZwa4nzfvCxlIkPqM0gq8Meg2JjZkOm/f0fa0r3QObNu04OSOrK4dLc7+loMyt22k03+uVAnIqXKCm46URdEf336+fzy6MbNogTfWCSbX1Cn/WVmJogZqDHBnFNwEZ1Qg0ucay+U171xFGsglhtD/X5PI0gCGGG2NkBdTldWTY5D558ePVYGkX3dE233Xvow1u5grSStag+doikJAL/3GBRoIGl5yb0b5LMws38HBvYdpxwqgTYPWlUwDsf/DB+nPX7N1nJDQhl84wJ2lfDxTwbYfgwP5Gk3doXaCBATFrPstpnLyxZ4EHZiK8UunfeYRyVkODu5meHxNTn49LgkXcifYp2ogptcmTPUMqjHoaOFHaxpsK1AU1wZCRhbjXgQepYEmEipNHzKV+Hj/G/05bV+PIyK8VLCotNAIw9VMNTABJVObv+U/t0O4UaaQVtm+EMqhbLEjW1C2soiZTF4Y+cszUu1lhJKNCWmzevGfWbG+BXHLiVGcUHYshowkmH9B5qyK12cipg77bVLAj3JJZqJ7nZIzLmc7R9IS5yP1dbKLSwAMC33ZfEyLua+BGwINgJa8iZEmb81oY2frv5Fqk18l7H200P84rVlNkJOt5R8+eux1JV39vcxZWYd+YOnlvR9pxwui+DDrnXyAUBfMnRnv5iaiJZ1ig0VvtaLoJ1xRg/7xukCxhpP7dnLUraPuMsghhSjXqJdsA14JC/D19YEbt7Lmhl3FmOhGtfxa7anbwqL7NUCcow3QGNYWGIZ/vmePUzHSSaw8koK507TXlSExLjozammMmjbM9QF1bDvTvxT0aJFELKBd0NIghSMK0WhFnHtot6Fg9sqldmHKcz+hGhZFgpkubtyyYjxHrZGrztB94ZwEH92zuuh5qn1IqjJaGVxnGIathOMJ5vUr0RpFoua3HNvIo7MZpYVa4dWTUFkZLuSLGcdUXIBHAmyx7k0bG+bhv1Nw6lVG390jXb+nCCCs/5CZQTBGLbFipwysyrAY1zfs7aY+vC3x0Bo6PbSeq4ysjTA9gakLppbcb7ahoOoDpAOW5U+y97z5Ca+VnmZrp1nqMZIu7b2YzjMthuod2Azyaw9neqDAiwFylmtdy3uQ1XBONHusKvK8Dg/3WDykwNoBBgiXudaA/gLLcvGmok40KowBMF9p+oGNIpmvIaTEHhlap3MoNORNom+nazCxgzClhenX7duD1h+HKHDzp6GteKxFQjCKG2vfkYdVQR8ilLcu9UGo7xHwcMroZdaybaZCJh3BXmSoU/apBJwLcs3fz13QmNlK/LGHqr19+UQV3WKFgbuQYAz0TO8p6BfG2Vl9Hl2aNeW1SiPRmyYV+WtdtOQNZg85GZjpRxH2jZW/EbnqjSsV0pg322l1WV4M1xyy1puByoUKr4++i2lhYu+LqVVjcFD5OWE5CRdCE3c/suXFB+1alHYeMAC698AL7Tp5c97lruasd1eS82GgdebaJ2XJzR7o5FgQeOtksqg66AWesXMhyZsIoaLUGzxk51IO7jiclR1rIyE05UawYZ26FTjdrphNd8Kl5ZyZTTda7bgYUQXlzvr595kww1dK979M6YeTHBOrOmO08EW8FDiAFvPROuHrYjjNh5IhpXcRZ3viMKKhbUtCaq4wmOq2ulnCDzA/UhFIF6ppmVVBEO4ybN8u1yYVRyncyGt+LBKEKWoEiTaJ11FkxWhw3pVRBagujPWLJqJjJtbXGbpT88qnPaDGDfEL1BWgEYeDGhUptprvBMbsvNPXZTAftI7Qoar6byqDfU78NJGa66wQw4AEbUFe2uFFOO4fuy/kdYqKDHSiMYoy8ceoUex94YN13wQIYVrpNNQVoAgU2I4z82I02Rxf4UFchehHgasf8PgGudM3vkzCcHAvBZb22n4ueN5epj2RYsenclhz1GaTROlMZrHQ0lDskny3aePqiDLAWDOmzhw3MdIagjgBPFDBnyr0Lo5QJCs21vQ1HGj2XyLa6ZYczcg8ugPVMNUUadcv0m0FGhibSnkrXDKFer5HeJKoVjgnIaP++u7RSepGTJ0VKXRhJnPzefd5Ca10K8B3TpijZB7eKjMaZ6S4H9Z1M2hMuUG5GCPq5m9mbKXnia7rP5tAuq6/kioymcy3Ku2QVUlwYXQ8ZeUmw1Ed6o892HPj2o7B3/42d91amHWemWz1/nv7i4nhklFlod2d0Y7s5rNoEk3eYTtz4uLke0IPOmub25FEFzmVHRm1hlDXmqZRy0QixhQLODFSobZSrMXIu+kzps3ZF8yyWBo1tfCpvWn/30blIfUb1s5sAmYiMjHnffSA5B2oB005kDDSaZlp8NEVGbqarHEF5sMeY4ISsbaZjfbDFZqhAw35zMztWedN3qneryKgtjOz3d/2B7+fV/By/dnCKmbYwihubuHzexvFQCaoQOdOU+oSboxqt2nP0BVbYWEGqkdFNCqO0NtxmyRNLQ7J+54ByGi4uKTLqmYJ3WeAY+n43g4zqyiaJAnU9fjCOpqevf8zbiXYcMrr6wgsAY5FRZmaQMhvd2BlwD7CwCdHtG3+zM9vNNLmtrDSs+qojo4SpudAYVzAxDxoIMd1VBlk7/TdBh4ETFXQT5tZFcy3WYuNP7wXod9Qn4km1nlM04sMyptDWrFNk1KbazJL4b2rk09IsHXX6Zdz0NkiEkZiWHNkEMuLmUMA8VgTXzXSZmqLKqGH4N0PpO3bKkvEW0x2GDx9nraPm3fSYccEJKdUBOBsw+zcbGXm33RUzHU8y0UGifNzEfW9WGM2j7286UfpmgLynSei5qGJWtdIa6vtNoNy+97p0tbJ1C6bPnUI7DhldPaVh3fvGmemC9TEKjCQrCvDYDLAeTK2jcQEMG1EvwBXTpDILZphhtFPrOBOO04wAQ+1PRKFM53qdRetzgXffM/qZmy8GlXWIRbVIt50PzEyXZcrM08ecxFTqKLkx40/9BGkirG9gZ6SSNYKpHU2W9gHyag5tQQnQEzWJVktJBeabYICHgQ8d0uZ1b2BV1TPVpic56a9Huf2vHaDiTD3LYK0LWQW9RHmoC89uUBx3MwyxRk+36DNyueAI1BNeZRPC6GZQqp97o8JoFvjI/tFnDWhZrkXLY3L0dM2uPeD6c+OWAa+6UK/ZHaf23zjtuCm6+sILIMKe++5b950HA1QB5CaZSso8N0PeDXaAlf2JappJBcpGARRP5PCu+6yCtJnyNtOxdBJ10WKUZRJ51QHKDlwys5GEhgmmgmEabePdfnaf13GLzdEONPdLzTZtYdROIAwujLIGWcQwPoLpaA6XF+Cbkbr30M0wQIDe1Kjm+0YHZDA5fPl65O+4TBF5SPKMZuHau2A4NYpkA/asG/gK6zm8HjLya94iV/Bac2AJrxE6E5rx+b1v1n/XAR4ROHAT4c9FsX6v7C20tlyWWS28TE3nsPmipZ5k7A0gb0ZY7kTacVN09dQpFk6cIO+ulzZehqYMN89U3GyzWSbnxSrL0kqdBKhaPXA2EkYCzM3roncn8a0KIzEGQiKMqhzeCI0vRsYIo3tRp2uvxXiCtJJa0++grgCQ5h45c+raB3mW2N9T1CiaZ0OgrrNWHtSKGG3GcVig2gu/0018Rre4A/ag9z2da2WKjcxRG1EHRaqpiTWYucvLBF2+F8hHo+lSRDMpEm0zZroaYdykUBi5lo379R6cnlL/0dQGYcw1Er6JyEaA+2fgrrtu7tw2LQhU01baC41SvWjvdDBGwRlHXhIsbQC5Uypv3wrtOGF0bUJYNzR+kGGmTvubobqZ1w0Io5hDGFgRSMvnKTaJjJyEpmPpZqPpxlEH1QrTdgNd1B912YIYQgZxBpbmtCNoStOz6zfsOESTfudVutNoOo9InAY+3IOjRxL/UXJ+Lk2fGe/wOngAXnxsPXPuAIdm4PkFy93i1oXRPPDkfrgy1TRXvBnKgA/PwP33Np8FQ+keun3FTLDjCtFuVKk9wEgFkHHkvp52LtvNUEDzcz57CH49h7A6uRSQ3/vNEIJvBu1B/UauDC4UioyqaAnfmxFGth4JSUDTLezJnULb4PXfXro6IawbGkd7DNfvzjmJ9qOhy/s3WU/Ki1UWlWphMUOb47V8Vt6ZdSOayfTgW0FGgkURBeqq1x0b6OVOk5sTcnjhPfDaO69/TRciGwUwAOui6fz4+SmYnhn1JTllwZCRRdFBU8JvHHM+3oFrC/BCgLrD6S3S4Q586C64e73l94YoZKOIPEDdM2s5h7WKdY36akG/AZPcjJmunvNbEKj1/QSWuhqROV/CQ3c1ofwb3Xs7MOwe8Pv2wHHzpc7msDit/tLNVtB2dJuFRhG4VQG/E2hHBTAsXbnC6oULGyKjUtRJfLNmOgHu3mQJGGiQURYVjcVc799OYHwsaP7TRvRwBmdnbjyLvU3TuWrhvoE6KKO8UqiG6NUONpts6D6BcabLQBMRlpZQGufzycZ8ngv0M83H6FzVz4YwMZR2Hijn4LWrbw4KcJouYPpNTlB0RlZGrYAxrGC6bQJlfG5XSnUAwwbHmFFg1Hl0kxQEVgq974F52H/wOsdDXetvO9BIIiwwmIbzUFeevx55fUpHRlWmSfS7tDHtKGF0doOwbgDpweqMtiC/Wdv/jVKaeNoVjd7JxgQhHO0A9298rVmB2XtvfUzTGVzKGOl0W2RwYVrHFlL/zSY2Z42MJhxbhydLc3xawDW9jreuqM8NaqabvRfEkEm5AVKYQt/toiU2bgfT0CRKkdHVXINcijHCaFw4fUr+ruIGzD41jd4qGehkGGF2g8CFdffehtzIW8CcNhP1ZtImPFFbAuzD0kKmtnigbwPaxlvxzaczJozGhXWDCoCvfwdcuHu9OWSryItVhqzpIrqZTq1bST0XiglS6QYr63IN9s9cX8Ck5MdOCurwAAcnsZPamnytQbd8JmUOv7lHHeZgEX8TxiLAvHXibLdU2G4kqDBaDvA7e0DWYK6FjjdjpusBc3E0XaBNtVnzTVh3WdBAl2wA3U0wYV8fG7Ucv1M0DcQePLtHkWl3E+jNE7UJqmy+8yDs20GVFG6WtqEusnV0PWSUYcIgv33CoINFp3XMN5PfeXNFFw3lTpnDkRyurMCJe2DfAc2q32wyn5vdJmnveYsJutBpq0rjfB8BWO7Br3fgl7rwSWnCzyfRngKuCsS3AjLK4FcOwcsDOBzXl4epkdEGayYHPjQPcXbyMbWJ7k2Yj7qlSH99ZOWke1eOtrcZ9VCT+blprZayb0KV7ZRqs+h2fKBtTDtKGJ05dYreoUN0J3hTM1hXOHSrqQs8nkFvj7VFzzC4dOdoPxpVlGanP5RB9e6GeddRQptgXnUU3ATB9VBocjmgEV7rWir4/5J7eh5HeRXKY/DzAY5ZVNgkmhXVdmVp+wujYQ6nMti7BHe9ZwO0eJ01G67zrtzieqM13sZRhprpOmwumGY/cCzC/CYE1+0mQfP/VivYvwoLm6jEXldg3xVGN0Q7Sxi98ALzE4IXoDFVhNssDO6ZQZNMgIcE8jvcv2Qa+M7j6z9f1x9ok8hoP3CgD8X8+O8P53A4eS0zwHRsKkC075n6PnKUgR7qwf674Jc78MZ5mNpgXLNANaW5OdtdGAHMXIXj72x6JaVUmzTfBMZ3M2V1xpGnSEyqIt6mLvDkkVu/71bRQqEtQuYObW69e9DCbm7RjdHOEkanTrH3u75r4vdT9nOzYd1vBp1MBNN2ploj3wTzWgC+4wbCnnvA792Len8T6th9001+Ashm4Mhd+v3CLCyfg+kNGMEMioyuF4V2p+kgWvXi6AMa2j6O6vdwi2tW0DJHWXVr1/ExIYxUF38r071BgysOHt3c8S6M8psojrqTaUu3ooh8j4g8LyKnRORHx3zfFZGfs++/KCL3btVYVlZWuHj69IbIKAc+Mgf33GK+yE6g2ky3Rdpflq8PUe+iCbDHEy26A9x7uKkJd6IHg97G4+qgFQHKfHPC9E7RLPDkPRuHRnuB1c1Wat+I3j0Fjz1869dxM2vxNokgmwMePzlahmkjWgBmoyWxv8Xoejx7K2nLtqKIZMDfAz4OvAP4EyLyjtZhfw64FGM8CfxfwE9s1XhefPFFAOYnBC84ZdnGHRh3SSmNGLqdNNvVOm2T6LBAuff65pT7C5h5G2iu+4BHM9i3QVLpjdCb4ecIaI29mZus7/hWp1ngw4fhwHXyq7YbbZJnbxltpZnu/cCpGOM3AUTkZ4FPAc8mx3wK+HH7/TPA3xURiTG+6WziBYuk6z7wANfe7IvvUDoO9GbYdvP54DTEuY3HtT+H/e/afmO/GTpk5szt8iwD0KCSqe0zpttOW4CKlt/8S7ZpMzx7y2grhdFdwCvJ36eBD0w6JsY4FJErqL/7QnqQiPww8MP2ZxSRlZsakUjxuQ9/mM/d1MlbTFUVCOFNsNi/ybQ7rhuj7TouuM1jk/CbxM3da7vO2XYcV1VVP1aWQlMY/UZoSkSeTv7+yRjjTyZ/b4Znbxm9JQIYbMJ+8roHXodE5OnY77/vTRjSm04i8nQcDrfd2HbHdWO0XccF23dsu+O6MRKRp2OM225ct0pbafF/FQ12cjpun409RkRy1Pd3cQvHtEu7tEu7tEvjaTM8e8toK4XRbwIPish9ItIBfgD4bOuYzwJ/xn7/I8B/3gp/0S7t0i7t0i5dlzbDs7eMtsxMZz6gHwE+h7rzfirG+FUR+ZvA0zHGzwL/GPhnInIK7eD8A1s1HqNbNvVtIW3Xse2O68Zou44Ltu/Ydsd1Y7Ql45rEs7fiXuNIdoHILu3SLu3SLt1p2sYpf7u0S7u0S7u0U2hXGO3SLu3SLu3SHacdI4zuZJmL1jhOiMh/EZFnReSrIvK/2Oc/LiKvisiX7OcTd2Bs3xKRr9j9n7bP9onIL4rIN+zfTdQtftPH9XAyL18Skasi8pfuxJyJyE+JyDkReSb5bOwcidL/Y2vuyyLy5G0e198Ska/ZvX9BRPbY5/eKyEoyb//gNo9r4nsTkb9u8/W8iPz+rRrXBmP7uWRc3xKRL9nnt3POJvGIO77OtpRijG/7H9QZ9wLaK7UD/C7wjjs0lqPAk/b7HPB1tPTGjwN/9Q7P07eAA63P/k/gR+33HwV+Yhu8yzNoA83bPmfAh4EngWeuN0fAJ4D/gJZr+z3AF2/zuL4byO33n0jGdW963B2Yr7HvzfbB76JlCO+zPZvdzrG1vv/bwN+4A3M2iUfc8XW2lT87BRnVZS5ijH3Ay1zcdooxvh5j/G37/RrwHJr5vF3pU8Cn7fdPA993B8cC8FHghRjjS3fi5jHGz6ORnylNmqNPAT8dlb4A7BGRTdZ+vvVxxRifijF6pv4X0LyR20oT5msSfQr42RjjWozxReAUundv+9hERIA/BvyLrbr/JNqAR9zxdbaVtFOE0bgyF3dcAIhWKX8P8EX76EcMZv/UnTCHoT3RnhKR3xItwQRwOMb4uv1+Bu00cCfpBxhlEHd6zmDyHG2ndfeDqPbsdJ+I/I6I/FcR+dAdGM+497ad5utDwNkY4zeSz277nLV4xFthnd007RRhtO1IRGaBfw38pRjjVeDvAw8A7wZeR00Et5s+GGN8Eq3a+xdF5MPpl1FtAncsF0A0Ee97gX9lH22HORuhOz1H40hEfgytZfbP7aPXgbtjjO8B/jLwMyIyofXhltC2e29j6E8wqvTc9jkbwyNq2o7r7FZppwijO1rmok0iUqCL7J/HGH8eIMZ4NsZYxhgr4B+xheaJSRRjfNX+PQf8go3hrEN++/fc7R5XQh8HfjvGeBa2x5wZTZqjO77uROTPAn8Q+FPGwDAz2EX7/bdQ38xDt2tMG7y3Oz5fUJcm+37g5/yz2z1n43gE23idvRm0U4TRHS1zkZLZov8x8FyM8e8kn6c23j8EPNM+d4vHNSMic/476vx+htGSTX8G+De3c1wtGtFW7/ScJTRpjj4L/A8W7fR7gCuJmWXLSUS+B/hrwPfGGJeTzw+K9q5BRO4HHgS+eRvHNem9fRb4AdGmm/fZuH7jdo0roY8BX4sxnvYPbuecTeIRbNN19qbRnY6guF0/aMTJ11GN5sfu4Dg+iMLrLwNfsp9PAP8M+Ip9/lng6G0e1/1oJNPvAl/1OUJbevwn4BvALwH77tC8zaBFdBeSz277nKHC8HW0bc9ptEHk2DlCo5v+nq25rwDvu83jOoX6Enyd/QM79g/bO/4S8NvAJ2/zuCa+N+DHbL6eBz5+u9+lff5Pgf+pdeztnLNJPOKOr7Ot/NktB7RLu7RLu7RLd5x2iplul3Zpl3Zpl7Yx7QqjXdqlXdqlXbrjtCuMdmmXdmmXdumO064w2qVd2qVd2qU7TrvCaJd2aZd2aZfuOO0Ko13apV3apV2647QrjHZpl3Zpl3bpjtP/D4ISEcJQbIp+AAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -30396,3408 +859,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -33855,2359 +917,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 332,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(0.0, 30.086390567230666)"
+       "(0.0, 28.590199392003907)"
       ]
      },
-     "execution_count": 332,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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/Hq/SnNHg4kKVZDhILKyTMxpbfgx9dERHmu3s+x0p5W+t583XTTKSUl6WUj7s/C4BTwFj63W/dYX71vfvBXyVxI0IL11vWlt78REJamgaDCbDG3PDWBZCCajMQzC2LOg7GwsR0jUqdXPLqzh9dMdm0+wNsRkJIXYCdwD/3GH3PUKI7wkh/l4IcXOX898hhDgmhDhmmptgt9EDEB+ExFDL6+obJ2d9lcQNBOkRM2rNre0yLRBEgvrGxRlFM3DT98HoLXDwDcti7dKxIEd2Ztk/ktzyKs6OeO4kQQ64dNT5vKPbgR1o9juFEI8JIT4ohFiXYMt1Z0ZCiATwSeC/SSmLS3Y/DExIKW8D/g/wmU7XkFJ+QEp5REp5JBDYBG/0SBoGbgJblXku100GEuEt73W15bGFiIDLiu7cmd3ymQ0alo1RtyjWNnAhpIchOQp2l/kuIRMLbQlGtCbNhWsPe+h98NhfbYm5uI4wXTrqfD7Q6aAONPt9wB7gduAy8J71aNy6MiMhRBDVqY9JKT+1dL+UsiilLDu/Pw8EhRAD69mmK8bcCZh+kr5okAu5Kg+dmvdVElcDNxP6Q++D45/adCKQjYV48b4BbCm3vAo25sQWFasb2MZwQn3bW1tqLBhN/vzbZ/mTr5/uTXNh5KC2ANE+qJef80mQO9FsKeW0lNKSUtrAHwMvWI97r6c3nQD+FHhKSvnbXY4ZcY5DCPECpz3z69WmK0Z5RsUYNcokIgGOTGS4afg6VUlsFRg5KE0pItCsbDoR0DRBvWnz4W+f5ZPfvbClVbB7BhVj2NAwo/jQirvFFslMlDMaTBdrZGIhTKsHzUUsC3pE2cNCy+1hzyV0o9lCiFHPYW8GHl+P+6+nzutFwFuB40KIR51tPw+MA0gp3w/8IPAfhRAmUAV+VMotGMnnxhlJlYblevG6WhOqecUQYtmNyb8Xy4LQFRGI9G06EajUTb53MU+5bpKMBFsq2K34jF3Cv6FviqapjPV2Z5vtzoE4ZxyX881ENhYiHtbJGw1G0pHVNRfRDOy7Hy5+B/Z9/3M992Q3mv1jQojbUdrss8BPrsfN140ZSSm/wSrxeVLKPwD+YL3acM3gce3egqzy6lHNwxOfUf0U2sYUD4xm4JYfhEvHYP/rNp0IVOom+UqToKYxXayRjYe2rAr28UsFYINLSMyfUvPDrHfc7b4Xti3RNjGBazoW5PsOjXBypsyrD4/2tpiwTWUP2yri3SZhBZr9+Y24v5+brhd4mNENmYLFyCmGpOkQiC6LI7kSFIwm85U6QU3DlJJsJ+P2wE2Q3q4ko02GRMUZvfLmYZ6cLPKyA0NbUioCaFpqDm7KVOySLPjsXGXL0PLxbIx4OEAy0iN5C6r0Sgg/z99mwmdGvcB960dvJxRQMR59W3TVfEWIZZVheuECDB+6apVZwWjykYfOcnbeoFRt8vyJDIlIYLmNzW5C4YIq5e4ayDcZI+kI8+UGQX2LUNYOEAKSkQDj2djG3dRdkGV3dVTp6ppgLBPtWSoqGE1yRqPzIuVqIeBSvspYJkqqF8/IxCDkTimtwErYaFX2cww+M+oFwZjK2B0fJKhr3HdgeLNbdG0RzSgpJd4P+1971S9azmhg1C1iIZ1KvUk8EuhsgzFyUJyE1NiamNF6EDJ3vRELKXvgVoaUOIuiDWSYUgJCEeTHPw21oio66ah0LVtSrps9qekKRpNPPXKR+XKd0XSU193qLFKuEbH3qgx7Qw/jaOThofeqdgVjG6PKfo5ha791WwWJQZUKxZijER1yjNwBgvoNlGc2nFB1myLpq75UNhbCRmJLm4CmUa6p8VpmgzHm1Pca3IVdQlZv2qSiHmnrKgmZa38J6oJ79vSv+fyNhJSS+XKT+XKd/sQGZWGQNiDh1FfAmAWrCdICI4d01Ky5coOaaRELdSArnueTM0LMl+uAwLRstUgRZXjkASX2BaNXReyfmSoBYPXKjGafcTvZ/ZiF8+0MFIHINVFl+1gMnxn1itIUzJ+guO3lPHqhQDioce++wc1u1TXEtTNApGNBXrCrn2rDpFhtsi0T5fbtmQ5SjLsi7f3eOaPByZkymViIeERvE7Lv/AmE4ldMyIaTEQb3hzeneuoaGWl/IkSpZpI3mhvHjGJZyJ9Rwa9WAyo56NsOsSxemt+R/lfzcOzPlD0yGCG7+3UENI3Zcp1tfY7HmzEFhYvqmtK+KmLv2q6sXo1qmmMrCsW7H5PapjwKrYZS5z2HXcDXCzfQ0n4dMX8K5k8AYFtqFV9vbu38ZWuG5jCKa2SFDgc0JvrjDKcjjPXFOqvTWj7KvY9lNhZCE4K80WgHHZdnlbqvXmgTsjVC0wQBXUMIwdm5Cv98eoPC3dwMAE/9nfJo7CH4d+9QEk2DDc0inxiC9A4IRmDXS1VqoP2vgWgGAS1ngY7SSGlG2SMbZZA2aVnkzp1ZDo2m+P6bR9TciGUVsS9PXzWxF84ix+51Wmm6YkQrMaNoBsbvhvG7fBXdOsFnRrB6WhqPGsnueYZfZ0gMK2+iwLVZad+1S+UqEwi6h445zGg1w7EH6ViQ1xwe5XkTmbaKLj6oCFm9csWErGA0OTFdomnZSKBUMzE3ImGqkVNqokZpTYxUjes6t80L21KLB9uC8RfCoTcpOyOKke8dcgNxOzQq1q+eT2mq9Xwats1wKkIk6Egl0Qxsux0G9l81sQ84zic9e9NZppJ4VlIXm1WVLDac9hnROsFX0xUm4Rvvgb4J5bba6UXwrNytLZ4O5YoRHwDt2k2HgGtPEyus34NRRZySI2u6djyis01E29JWLAM3vQpqJdj78isiFqV6k3PzBjuyMcfxwuRfzuaIhwJM9MfXz83blQgq88qRowdG+tDpeSx7Q6OMYOZJpUYDJUl42imlxHQkoo5qumhaSRWWCftfBdEMUk4DS1RpoQSE6Pr8enVc0YQgmwj17ohSLyobWHkGUqOdj7GcbByBSG/X9LFm+MyoPK3keU1fQVfdfmHkjcqMQKU8So8pJnEVaJg25+YrjKQjCFaIh+mbUMGGa0RfNETdrLU32LYKXAxFr3jV6rZRCFVC4pun5jg7VyES1HnJTYP80PN3rA9DimaUlDF/omeJwLRcwr+B7MhdkKW2KS1CaRJGboVoH0bD4vjFAv2JUCtv3iJoATjwevWtK5KzayDBqZlye523Sl/cbPmWlOhCrJiKa3smSq1pUTctwoEeYofiA0rN2wt7T9xgnrRbCL6aLrtT6cFLK+iq3Tdmx10M9KUYSoVJx4JrcB29DtA0oFa4Jokw66bFuXmDasNi10Cc/kSXmCw9qIhwaXpN129YFiVvxmrb+X2VTDRkzCByp7EqeVKRIAOJMIOJMKWaub7Z2TMTSj3VY/CvRDKSjrB/uHMA6rpASuVJNnqbig1rVFpqbZcpjmWibbWbF0Kod0xvr33T0eCic1ebd9PFGnPlOv2x1bPlb+uLcmauwoVctbe+OXXKVoRLA7ZKZO8NCF8yimbgwOtU0NvB13demUb6IKMYVQS4dfvmZwy45ph91vlx9Qy24VQiDeoaQ6kV1BrVvFKNRPqA3lecU4X6YuO0S9Cyu9feWAda/gy7nvpDtMoeBoN9TMSOMF0SNG27s1v6tYQWhIF9PRM6KVWQqdhIwijtdvtcxuEQaPdZFKtN0tHgcmnEMuHkF5Vtb/sRAApOxvGWmk461xw62PH24YDGbKmBrlXIxIIrPo9qw0LKK5AcVzreZUbzp3xPunWCz4zKs0pnHB9UmQA6IT0GzX4oXKQczFK19I2rsrnRuAaqHzddTTCgUTctBIJQoIMQXnYkojWWdXeL30kpHYLstNmsK8Knr31a66VL2EgIxYkFBG8aj3Bg9yC1hsXhsb71TQ2UO61sEYmVM2O7kKgMA32xIKPpq5MGe4dU0tCz/9h+Xg5Tcon+2TmDWCjAtr4lbXIl18psa9OlfJVYSKfPkZDakkdntZoNHJlQ4QF37OgUJtDGsXPKCaTnOKMzX2v3sRtcJ5s1ONv4WBv8kXUnYHaPiqHohnoJpo4zPTfP9y4s8K1Tc1u+IuiV4VowI0VYQrrGsbN5np0udbmVXPy9RrRojXv+/MlFBG8tGBnfx45snECjBEIj2T/MSCpK3ZREO9lBrgLLir/Vi06JEqO3tjrS5nx5Aws7JkeVvci7cHAlI8/z6yiNdNgmkaRjwbajix5SjixOCMVS2FJly9+R7RImsOhY9d0zM3KxUsB3fEAxypXcv31cFXzJyH1RghFYONc58PDSw61VvGsnMupWy4PohoAeUCvYa5As0h2XoC5WdmBgiYrmiuG5gdmjnWApEkPK4ys11lIVRYpnCTQCWPa1y8jQ0RDv7rR7q5+0fyTpZDDYQKS2KW/T4mR7m/PcYqEAOwdinJ0zujzr5Rsbps1UocZEf5xEOODE+iSV+7dt4wRSta/gXELrQTXpMsTemZFQKt4uSWDbh2lsaGzXcww+M5K2CsY7/glAKEa0zKvJs/Kz2oRzzSuvrYxIHyCuScLSXQNxJrIxhFB2ja5OyC0KszYVWDoWRNdEO1tCIAoTL4Jz34Sm42W3xqwGc5UmBX0Xu4YPoMkmPPEZItU6Qwt1zPGjEL422TbO5ys8O13i9h0ZSnXlqtxmRmtgymKDs3abjfYNhw87am313KIhnV0DCc7OGZ3fiU6SkbNpwWgoZmTWlXQIDpNbyozUCb0kyJBSEgvp7OglkaztpDlqGsp9W+8yF0vTarHQpYSGj6uHr6ZDKhVceU4Rg06Bh141xKIA2BuIGaW2XZUDwFK4yTLFikRTKlvJQA/eTB7Ytly8QtY0iKRUnIpZdUqafwwe/nN4/NMUcrOrlhI3inlKkyeUi3hlHmwLkR5DSAu7Mrem9i1Tw3mQCgexbJhcqC4vW98jM/ry09MYdWtj6xlNPgxTx9Vv21SaBCeNTtOyWyrrzmo6R7XnBFR735vW4fWS8uaEjuPg2hyHV3KIcWDbMJyOkI334HTiSuWly+rTDU1HhRrb2nkLr2f4klEwBkM3Q/68WpnFB5Z7y0ip1FfSQnpUSjdUbSM9CLNPK1VF9Oq8Bc/MVdCFYLw/hmCFcRo8eEUqul0Dcc7MVdpxJGZDEZJ6ySEoQqlcI2mMapUvHHucZ5vDTPTHef2tneNTpFPBVJiGShg7+xTB2AJSBGmGe49dKhhNPvrPZwloGskOZTOCAY0jExkiIZ27d/WrfWNHVJHBLlVUl2JTkoBIqeaIHlJjC+p/ejszpTpPTRbZP5Ls7MYfTsLeV7aM/0LAHeN9PHJ+oT03Ftmils+JgUSYoK4R7uQIs6iZkgOjSQKaRrHW7KGEhFD2sNLl3rzpUttWud5VwMhDZQ4SA8/JLA8+M4r2qXxT2DB3orN7t7SV+mr4MBN2kGxTcLlQbRtfbwQ0q8pbao2ebZ0wXawRDeqM98eY6I8vVf+3EQjB5cfUgmAN0pFpS0o1s02UzZoqGz37NATjykPSakJlHiOe5qwRIRzVMRpm91LizmpcGPMQV/ajgAgxdPhukpmBntpVMJp87dkZzs5WOLy9r2PZDCFUEb+RdKS9PZxUc66bisgDV121ezDO7sGNrAElFTNJjSlmVLqs1Kvp7S1JZzgV6ew1KcQiD0chREtqaan1XGlID9GppEM4oNEw7VZZeOickUEIwfZMjOMXC5TmmrxwzyrPTg/A0KGVpSK4amebVVHNwzd/R2URGb31+st/94B4y4r7j8pPrXYJnxm5OuNIBhIjnSdAchgQEEkRB+KoImw3FKafUN/XxLXbbq1IVxyn0jQUL/Xs0uzi7HwF8JbddlStwbhyPihOwq6XQG2B4PgrMY+VKRsNBhLdS4k71Xra/0IJ9MQwA4O9xT8VjCafeeQiT1wuMlmssbdpdYxPctWLrWG2bTUGgwd6kkjbmSI2OPjSjTMy5lRsmNBbBn9XulmoNogG9RazaKFhwJmvKkaz9xU0TJv5St05172+w4zG74HQcltPqWZycqZMQE+SjARbBRyNhsX2TLQlgdq2pNwwsaTsTYKU0rMA60EymnlCBf5eaxg5xYji/VedtXyT8Hrnewh4IfBl5//LgW8BPjNaFYXzMPMU9I13VxlldqqVW/4sc68wHBsAACAASURBVFYCLZrqTR99XWJ1ZrRgNMhVGvTHwx2ljAWjgWVLxowo4aCGlHR2jy46uc7WyACNuhtn5DZZKsJYXVCuwcEE7HwJhOOkAxFedXiBpy4XV0whI/A4cHnaM1uqEwlqywnsEuSMBqW6yVAywo5slIOjSW7rUDbDVTO17mWbMPesYqLRvlXzr7ktcxnyroENcjWWEupleOqzioFG0jBxj+qC06inLpcYTIQ5tG1Ju93UTZZyRa82LJ64pNR6rcWKKxlpnb05L+SNVjNAjfflQo1MLLRIAm1YNt85nUMIetNcVPNw4Z/bfewGV2pdw1zNVxrkje7vySLEssoOZzevzxIVR+XbAXhAfAE4xFF52fk/Cnyol0v4zMidXH3jKkV+J9iWUvvMPMXF2ijN9DhPTtrsHowvD/C7XtGjGqJgNPm9Lz2LbSsX46UEfr5c5ztn8gwkQkwuVNmeUYlHj+xc4eW6QtVg2xalJBlGblGpag6+UakA6yUIRhlJRwjq2ooEYWJ8J5hnFgc+C8ETkwVG01H2j6xMTFwJKG80iAQ0QHS8n1uuvpU2x10AzTxFsdrk02cC1JYWDvRAAOP9Mc7PG+Qq9Y1jRtldSuK0bUgOKbXuknRAAU30ZEd1sy4kwp4ClclRxYjOfxuGb1ESggdLfYWysRCJSIBKo4kuIq3xd28f0LXeHIxatqAxZS/uhuwuNbd6dBopGE1++4vPEg5o7B6Mr7gQApQ369jzlOpz90uvN6nIix0tRqQwDYz3cqLPjNzJFYx1XZVx7ptqP2BLG10T1JpWK7jzhoCmg2VRaAhyc5WuK/Oc0aBhymUrUhez5TogGU1HqTs55DrmKwMPA7yycWx51LnXifQpSSOShsuPqgDYPa8gpGvkjQalWrO7hBOMoEi9aOe408MENK2n55yOBXn14VGemS4RCeqdE4Y62DecaOVm8/a9WCpxdj5EIhwkFtI72rc0TXDTcJJSzVyhNMc6IL1dBXwOH1ZtNi+ruCCUc0E4oHE+1yXOaMlG09GfXS7UMG2pspm4VYab1ZYE5YXL5NxLpWNBXrhngKLR4CU3DbXGyT0uqAkM0/Zk6egCVyLLTKweZ4Toea7mjAa2lESCesf3ZBnMulpQwfXMiAC+xAPiH4GPO/9/BPinXk70mZE7u93Ej6mx5elkpGynAbEtgo6O5Uby7CYUp1yP8pFH84T0AokOnmCgVqTJSIBa01rumgyMpqIcHE1Rt9T+dDTUnWhKz0JgLU0NaAwmw+0SAZE+ZSMqTTmlzKXKagBgNZAEqTftFZ/X1OwcZXOAventyt08sxPiQwQqvceT7RlKsGcowcPn863M2ksxU6pxdt7gyIRDcDxuzOmwBlJJV9l45/xrUspWPzZ0+jUq6jnd8hZlz4hkVOkOVNLTdDTIxXy1i2S0eJtry5lcUMcPJsPq3XNd6KW1TF3ZaQ41TZtoKLBojrr3H0lHSPRSz8iVTOtllYEl2MXGOXdSxSN2sGd1grcIZKua7UrQgxBOqXkr5fWbkPWofCcPiDcDL3G2fICj8tO9nOozI3eS10uqZkusH/QlXkrSbklNrmQkxA0W9JrZxXy+yuVCiUwsRDTceWWejgV50Z4B5ip17ts/3HH/a2/Z1iIkZ+crVFdKmxTpU95Da8SyOKNQvF2PyUu4pM3xiwVnc/fnZeQuU50+AQduVxv694IWIKjnWyv5XqELQaPLCtq2FRGtmzbxMIvslMkQvOH2bTx1ucTzd3bOv1Y3bb5xQhHtVHQVO8S1xPmHVPmEkcPLVu7VhoUlVezXiumAnDgjdzwDuuf40hTkzwJQNOp87vziLBVCCKIhnbFMWy2ejAQo1Ra7w7uvZDIS7C1/pLsYmHpMFQvs39P5uEbZuXBvJU/UezBKw7I62g6XQdNVOqTrnRkpPAyUOCr/iQdEjAdEkqOyS06wNnxmFM2ovHQtQtaJiDiSkdCQto2mKXXJDRVnFIozUH6MpBkmb2RWXM3VTZtkONjxBas1Lc7lKkxkVUE6LbfCOG27feU2dcmicPt4H09OFikYTdWGhqFcc5dkk3b+tBYNKz8uZ2dtQalMph6DnS9G17SecxCem69wPmeQjgZXnRunZstk41nFjPe8QtlKpMUd4xlG0tGeHGT0XtIRXCssJZDlGSXJDB/i9FyZfKXJLdvTnTMkJAZh/6tbf4dTEVLRIE9cKralVdtS76BtUjBq1M0ow8ko80adnNFg90C8la3cRTYewmgsfjbRoM7NYynCQY25cp1MLLTyOIWTkNkF+TOr9N9SarQucUadHE/u3rOGANlasR1sL22u23wED4h/D7wDyAJ7gDHg/cArVjvVZ0bxfvVxVQSdAg+lrZjRzns5aAoCwRCWLVUak25YYzqaTUejTFw3eeWBMc42Utx/cLnU40W35KENy2amWHe8pIKMZaKYllqhLnth9aCK7aoVYfvzF1+omocnPtMee0/chW1LyjWzLbE0DeWRNnIrjN6+OF5ntSSercNsBEIZ6d3nlTvN3qGbe7bNNC1Jw7QZTIa7BlsutX0ot6+Qcm/XggghVnSKcc+7eSy1gRm7obUgc1FdUPFGw4dUKjnRrlG0GoK6RlDXFktG0mFG0QzpYJLTs0VOzlS4eVuKbCxEKhrg1KzyIMw4jHq+0limnQgFNEbTUaaLNY5fLHD3nv6V39Non7JV5c+sEvQqFW0w6y0Jz0XBaPKJYxeYLtbYORDndU5g9VShhqbBULKHMJCF846KmWsS67eJ+M/ACwDlonhUnuAB0VPshs+MrGab4EHnCZnZpVZQoRhugPnN21bI8LsCId2yuPw9AGIhnbQeJBXtPjViIb2rish9j1w1mrvC75ggtHFZZdoOdFCnGDlV5jqWVTYcT9zF01NK4l+WtTsUa49zdo9Su3pe7I4Bma2GezzzWueIlQnZsktIhGBFJtESBNz71YpKqsvuhkCYxy8VyBsN9g4lFl/HWdzIQNpp2UbHGS2OxGo5+9g2tpRommDBaNC05HL1WK2g1HzShj33ka8LjKaFJjyqU9tS19x+hBRwZOIS5brZslvOl+ucnaugiTYzKteWLxwbpk2lbrYe56qqdKu5+Nmv1H+zBpOPOkHybeSMBhfzBolIkLpptdTbj19S6uH7D/XAjMyait0aPtTdker6QJ2jssEDzlx5QATo0bx5ncqC1xDzJ1U9kxYz6qCS6d8DiSFk/iyXLp6jWFslu7KRg0pOEdFOue62KCxbMleqrRrQazQsZkudE0a6RNZlRtWGRbGmJCJLSkZT0XalzsIldVKnlWAsq4jY3MllcRcuEVoU9AqqlpGTV470Dth7P0QzhAIaY5noirFCupAqLkVKvO9OqdbkYr630g4SFYxq2xKziwdezPEsbNm8GmVVz8iRyC1bUm+qWJmnp5QqkmoevvtheOh9aE9+mkCjwIW8wVOXiz2165rAu2CDRe+L7diLzucMTs6Ul5/bMNrPWNpMFWucnClz6/a+dqFKN+WWg3g4wHCqnaXCXYC0Y4U707eFaoPvnstTN60Vj2th/qQKyF0NrdIRy6+XjYUIB5XHZiennp7QNJSGJr39emdGX+UB8fNAlAfEK4FPAH/by4m+ZCRtVLbqlPLICnQgxM0a6EHs+TNcnIaR6ADPTpUIB3Ru2d5BQoploZZX9of+3ddNAJsi7pJUJLhqhH+3FWebGan/Z+YqzJXr3La9jws5g7lSg+FUmIAQTBaqpDGJd5LCohm1Aq2XukuWSyWjak4R9p0vVite24TEkCJqq6iQdu45CGJazQdPielcpcGJ6TIjqciqQZS2lAjg5GyZSwtVXr5/uXYiEw+RiXva4tq5Zp8Gs44tDlKpmxw7l+fSgiqg9/qxKkmrBtE+dCx2x2tM2pJcZQPrGQ3fvNj1uSUZWdhSPW9NiC4qzcUOJZYtCWiiHWPkXl/acO5bTgb5xfaWpXY/N1bppiWl171xRt7jusI2FWMdvX3ljPXDh5RHYQc1fjoW5C3P286xs3nuOzi0urNCJ1TmlPNC7oyKebx+GdLPAf8WOA78JPB5jso/7uVEnxm5hlnXI6sTTn8F+vdio4E01UsHNLt5WTWrsO02kAL2vWLrq+gAhIZtg61HuFyokk2EFquovDawFaAJQSSot7J2a8pbmWQkwM2jacp1k3v3DvLpRy8xUZqjT6tyZNcAHUc+lFAfz/h5iV2bmMlWH5yDFHGvFWDnvezIRvnOmRyaoHsZ9GDUIbbSc792mQrTliytpr0UqUgQ6RDmlexM41lPb72SeLOKDIGNxJaq+JwlJTmSJIUOlSmCiWHGt++glNfIV3qrf3RN0LckIFzoFGoWs9NF+uNxkpEAU8VaZ+Lv3WZbWLZE1wQzxRrVpsVEf7ztUm01wWpL3bYtlzgLqW+XOen64kVTK87I2b6qZOSqB1M9eMl5qwovwWhflDt3ia6OJ/PlOnmjyWCiQzaG0oyKZQxE4NRX4EXvUgxpgyGE2AF8GBhGdfQDUsrfE0Jkgb8EdgJngR+WUua7XOa/cFT+HtBmQA+IdznbVsS6qemEEDuEEF8RQjwphHhCCPGuDscIIcTvCyFOCiEeE0I8b73a0x0OM7ItVd++urB4t8twhIYycdtomlBurM5EX1YyoHRZEdG+7dcHIwLQAtjJbTTDGUo1k5y3iqhrAzv9IDzxGcbjdYJd7C+ZeIgX7xtoGfAFwomNkS3Viykl08Ua1YaFjaTQiRV1Kafg0qS9Q4mW7YD4EOy5z7Nyl+0UNE0ViGlacsU4o4uXLnGymlQZ3KMZ5eabGGoxvF4KKW7rUzFWSlXX+ZgLOYPjlxbocwmSK4XpIZAqSDMTCxHQBFNOmYm+7JDKcD56C/ZNr6EeTKmUahsVaSSlei88tXwKwSHec3Ynf/Yv03zr1BwBTUPXRJcxXiIZScWMZst1LuScYogLF5SHnhYA2yYc1BbFCS11PnGZ0TNTxUUMx/0ZDwW4Y7yHcvHSUurByrySfLrh4jEVRN1lkTFXqlOqNVUW+SVQWUtO8OffOsPnjk8uLy1SK6ig28EDit5U5ldu8/rBBH5aSnkIuBv4z0KIQyhp50tSyn3Al5z/3fCvO2x7Wy83X0/JyO3Yw0KIJPBdIcQXpZRPeo55NbDP+dwFvM/53ji4unAplUfW4P4lCSul55cqzqMLgSagYUkKRpO/fWySWtMkFgrw2r1R0lNPQCi6chnjrYahQ1iWBmWbQKOANTcFsXFFmI2c+iRHFJGv5LC03uIt3HpG3lfYDQhsmCb1yBDxPS9afqLVedUvUfEpy+KMtHDb5uCxQdWaJt8+r17ulbzpqvMXaCxchoO3qXunxiAYIeBUVO1mA+oEt23uqt4L20ngWambKjWQy7X0MNgmA4kwA4kw9T0DIGiXmQjFQBulKOIce3aOaEjfuOJ6tqVczwf3t2pe5Zz8g5lYiHLN5NKCoVLwdGyUMwaxftCDWHYd3V3QtZLNnVbvi6ZKtdy7r13MUDpjtnMgxu4BpUqLBHUGkmHmSnVls2KxJBTQBf3hHuKMqgXHxjursncPHeh8XKOsGGVmZ+fLNK1WVgxXxb0jG2tl0nDHqmM2hsSAymZh5NRcvsoSLlcKKeVl4LLzuySEeArlmv1G4GXOYX8OPAj8X4tOfkD8GHAU2MUD4rOePUmgJ6P5ujGjFTrmZUZvBD4slU7jISFEnxBi1Dl3Y5DcpghuK8PCEqIjl0hG0kYTtFaBOaPBTKGKjSBiljAf/hTUzqtJtff+DevGVSOaIXzqQW4OZCmc/BphKlDaruw1rjNBNQ/9e5hsxLC72Gjny3XO5QwOjaaUuk6oFbyXSKVjQe4/NETReBn37OuiY3dLcI8ujkXSNcEL9wzwL2dzBANCeZzViipo0tX5e925bRtQTGrlMCMbzW4o1+5aUbn67r2fgLaCZLTEff/xSwUqdbPlAOIlkq3bOJf53sUCL71pUJXOyO5uxblMZFTRumw8RFDX2qmU3GzfTjvCAW0DM4C0/NBbW7KBBmPVE8xaYxiNBMWqye3jfYx2cn5Jj6mPg1u3R5ASzs0bi127haYWFLaJadlU6haxsE5AEzx/IrNI/atrylFgrlRf9FwH9CqxxDyBeogZI0osHOjuEVnNqxImtgXlKUhtX2EIbLUY8/TDiwWjiWkpO15/QjHB/SNKUi8YTYK6wLRt5eCgGTA/1Q77CERg+53KPpretp6L2IAQ4pjn/weklB/odKAQYidwB8pFe9hDk6dQaryl+BaK3g8A7/FsLwGP9dS4Xg66WizpmBdjwAXP/4vOtkXMSAjxDlQgFaHQNc6WnfCUkxbacs8u92URgsjECzi8XRIMquzAsZBNNhai2rQxmhbj5IkFTOUVE0kpl/CrQSWnjPLx/vVX91XzBLAYDVSgOYstNPVyGDnlTTh6S8uZwDzTYKBLdHvdtMmVG+0K1alIy5YCakVr25KmKYmGQqSteTh9AiZeuDg+KBiD8btVWYhOzW1Y7ZQ79RLkTqnjx44sMrR7JZqV7AfSfe75c21iMP0EiZHbOLQtxYLRJKh5kq12cN+3bGVL7IuG2D0Y7+gE0va58LRF05QDTWpba74t8/yLDUDhAjIYBRrsGfSoKdcbngWZi3RI8pa9cDKUoqj3kYwGiAT17nkIPXBVWbrmkVZtJ8tJvB9pmTz4zCygivD1J8Jk4iFOzpRJRQIMpSLUmhbTJaWKbQ1lNU/08Y8R1UPY0yGO2XeTyAx0z4Bg5CCSVON+8rJyOuoG21Y58xqV7rZl2mpCKSWThRqWJRnvj3HPbkfSHdVJn/67xWEfZkMlYR06qJye1i/OyJRSHlntICFEAvgk8N+klEXvPJZSSiHE8hfpqDwHnAPuudLGrTszWtqxK7mGw70/ABCPx6/terBZA6QyYDvVXF0UjCa5co2BxB6S0QxaMITrlLU9085R9ebnj/HIuQXuGssQPfcYlHIqdUpy8QJitfIAi1DNw4O/qjyL0tvXP1Zp8mEs26aqJ7AkVAszVPuyRF2HhUXOBNMku+T9comLO3+TkSBJJ/5iMBlmRzbWMnKPmBdgwVRurba1mBlpurJRTD6qatw4Bu6mZfP4pJvexz3Y+aGH22M0fAtcOtayLURDejuXXQcIpIrd8XrToYJrH3xmZnF8VCyoCFmjrCTr2oKKAaIfgZL8uj1flwm12l64pAjc4E2QGOTbp+aJh3V2ZGIYTYsxNwBWD6oMILTLuS/DegVaexZkLQiNkXSUkbF+vjqpHD1KtSYLRpOxvuhi9WR5FuaeUYuGbXfweDFC01IxWS1FhLTV+5fdraS/2RlA2YZMy2au3ODsXIXt2ShDqQiFarNle2nZzsqzNOZO0UhsR4ukePbiOeyCxsV8tXPW7FhWqWQXzivGsJJEIm1l06qXYPfLur7L7vy3JTw1qcjdeH+M3YNxLuarNIqz6lqpbUoKN3LtxLyRNGy7o4eEresHIUQQRa8/JmWrIN60q7ESQowCM10v8IC4G/g/wEEghFJLVDgqU6vde12ZUZeOeXEJ8LrpbHe2bRymn1B2kJ0vajsysDRIM8xrMzFC8+eZWygzOL6fSFBv6YcnsnEm8zXCqTQ8/yfUBLPNRYGaM6Uaf/TgacYyESJBffWU8uU59aaG4u1YpXWWjoyGzUPzDQqhexiNP83j2ou5TybwvqIuMb2Ur7KnQ6VRl265dpNa06JSN8nGQ9y2o6+1DWBYzkHVXUouWQ3Wy8qobdYWudNatmw5V7RVPO7q2lQF+6J9qhzAvu+nWWlArsAt29MrlqAOaqAHNcATZyQl85U6c6U6E/1xivVmW98fyzrEZA76dkIsi11RNiLLljQtm5CuLbMZucHCLQJqzKlnO3hTa3wFgplSncuF6mJmJG2k40QwuVDjzFyFO8adOVHNw2N/BbmzqtzBrT/Udb6saVEEHSUjNJ2pQhUzUqJpJgg0CpQunedUKcRIeu9i9WSjpIg4UDQafOLYHOlIgKF0lNfe4tgepeXJ/9hebzZtSd20WwGk7q6OatNYP0ZTUpg6T2zsZip6iu2JSPes2dGM0oyEUxAfVt/dEO9XzEhKFowG7/3KSbKxMOmYk1A4GlQOOa3FxuL27RtOMlOqM2vHGSxPq3maGlXzyBkbAtFNdXgSSgT6U+ApKeVve3Z9FuWY8BvO99+scJk/AH4UFV90BPgJ4KZe7r+e3nTdOubFZ4GfcLzq7gYKG2ovAloVLAF23qtEZWgHaSbDiGaFXNmgmr/MzIUTNCybkzNlvvKMWiA0TJvnT2QYTjkr8/49SqRfONe6zYnpMjXTQte0dtDnSkgMKALUMK6o2NYyD79ehgKJUTcxoqMExp5HJdS/rJ3uO9Zw0vMvu0aLGanvqUKNR84vYEt4crLIw+fzrWPKtaZyl3fuvgjGnCc9SltaXZQDdemvZhUmH1b2rfI0GPOt8ufhlbIvADsP3snusdHFkpGUZOMhZssNTs+VFwc0htOq/kzfrpbUKqWyqsyW6nzjxFzHBLEDiTC7BuPYtkOw3CS8lTl49h/RGkWEUK7JpiXbY+yUF4hpTfYOJZBI8t5nY+TUNcLxtsNJB7iLrG+cnOVzxye5MG+sPk/0kKpuGvXMQaEzW65zZrZEoFEg/dRfED35dwxd+HtsY4m6y/PQ8uUqpi0Z7osikSxUnfvuuU85B8w+A6e+1DreshbbG9taPfXjJTcNtj3Y4v0Yo3eRH72X0K0/QDOUZqZUWxaI2no3ylWlDu7fA7te3HZfr+Ydz1pPP8aerzQUSGZLdYyGhUS23uW9Q+r5tOKhOgxjIhxgQcZhYB+kRuDmN1GQCS7Ml6nUTUWHKnOOtmZT8CLgrcB9QohHnc9rUEzolUKIE8D9zv/uOCpPAjpHpcVR+WfAq3q5+XpKRm7HjgshHnW2/TxOoSUp5fuBzwOvAU4CBvD2dWxPF8j2ii/QnrCxkM6pmTLVUoH91UfplwmaKJuSJgTlepPLCzUWjEarhk0m3qeC1kpTStT2rPb7okE0IZgr1Rjti64epR1OwY47VdXSibvXtGLqmHpn1RWw8mwKxdNUalEeLtpkY+XF7UwrA6+uC4dIwJIwD3RdEA8HWpKRy+eL1SaTC8qN1yUu+UqDsXSYkGC5K7flCS707PO6M7dqBrU4oOf/7DPQNEjuuIv4YIavPDPD7sFE92J0wYiSQmsLypOuOAlI+mIh7tqdJR4K8Lxxj+3BTZzpiYMacHJFuYy4k2eZlJKhZLhtVLcd9ZRjr5RW02FGak42LFsRW2eOxgKCnak4J2fKi31tYlnFNIqTygjeZfHizYRxeq7Mpx+9RCYeXHme6IHlCUKFhh4IAYIB4xR9C09RTWxHyBAY85DsnCQ0HlZedPPlOrFQgLlyjR2ZKIFWSiiB9HhSmra9qJ/u83clo8ASydMKpWgG+khnB7lnt4XQ4K6d/a1+ed+NkFXldUmTuB5qF9ar5uHYh9Rz1QNL1OPKNTTlvMu2835lY8rZZOdAvGXrWxRaZUsefHaGUtWkXGtwSyxCMpmgIBN84rsXiJem2GbmuH28Snr6X1SRyPQKzhTrBCnlN4BOCmDoIdGpA4MHRAh4lAfEb6Ls/z0JPevpTbdSx9xjJCqx3ubBm3Nr4bz63beDRDjAHTsyUC9xZDhLPBZmtiQQUlKqNfnas3NMF2uteiwBTWOqUGPErClbQiS9aHk0mAxzZCLDtkyUm4aSqzOH8ox6ISJ9axbdc05Z8NF0BKNprV7Yy0EzvZtgaIgXjoWYPn6c24eXeLrpYTRNsHsgzonpsrNqd8bOsVeMxbKMebIVuznUvGqVdmCkxNQjhKLx5RHntmel7mHq7qmHx9IMuwGsfePq5XXjRKTdkqasagEZ7lPu5Sv4Qp8+fRLbCrF31wvVomT0thYDSEWCDCwNVvQyT9sGTVPBm9BKldRJk3RypszFfJWXHxhqt1VrMxtstdhpxTdZknAAlWcP5ZDRaLQZdcuVOJqBW39YSRU77+06Z9LRIBdzBsWqiWXbRAI6o6kol4vV7vPEMpW0GU62F2zBCPltL8UqzTNy8R8IVi5jl6bQ+l+CFVnCCD3jHgtoHJnIMNoXJRkNcClXxWw2COTOKxurpoOUDCSChAIqLq1uLjfouxLI45MFbhpOKscJsw5mA+GM3T17+wlq2qKkvi4zHklFyM0XKdVN4npY2bUCIZW4d+G8KmviqsdDCTj7dWVf0pTtcem7/PD5PNGg3sr04V002VJSqpo8fqlAo27wTTHLvXsHyRkNzsxV6I8MQ3aYiZqlVOLXd6LUt6LsRO8E/jvKDPMDvZzoZ2DwSkZFR0PYt6MVpBkLBYkHAiAElhSATaHaVAkbYyGalk25MMdowCA3P8JIzGwTF8+kGkpFeOMdnd1CO8KNQh/cv+YeZWMh8pUGpZrJRH9sVSmsYDRZiB6gJtTqdLB5GRmqkxCe/HMjt0I1h7TMFnGQ1QWo59XK/tSXFNHR9EWrSdFBSkiEAhwYTTIzBWa4D7Z3qGfk2okSQ+3yHg4iQX1xWQAh2tKFallr18W8wYnpWacN3cegmTuLbdmw75BSjUb6WoXUOpbT9mZOMKsQircYg9u0jmpMFCGdd8obaKDargWgUWYHk4T1DJqunsXSKrPzlTrHL8y33MfdBCJqrIZh+wvUdxcI4NBoGk1TyX7//FtnqTUtBpLhrvOkUCxQPfk1YhN3khpqr9htKYkYk1QaFqndr6C5cJn8wBHGIkviZDRdldNOjmAG4sTDqhR307K5RBXbrCtvyFAchMrofftYsuXQYjTUPLxzZ7bFLHdko0gpOTdvtG2X0sZGIp0KtJ1shNlYiIs5g1PTZW7NmCTDAXWfyYchPqjctzVNLa6iGSVhSlsxuuQoxAexLEUbGqbdak+tYSGlel5BXSOgaewbThAJ6gghKNdNoiGdgaCOVYRSXVPOowAAIABJREFU3WzF283XbEayKTLxCBS4vpmR8qoDqAK/uJZTfWaU2dV+mzW9VfK45aLpycBQLS3QmD9PtlkkEtC5XKiR1SrsK36JhLVAoLAN9t3qEMbFqUOklNSaNgF9SU6ubjAbgLgig2Y6FuTW7X2Lsh53Q8Fo8kdfPUUiEmBf4avsOXArIV0RJdn0MCNpQ+Ei9fRuzs8bBBoFxJNfV9StOKmyTky8iFyhyOSJMxy+dTEz8uay0zRBMhLk6ZF7qWXSdDQbW021Ih1bXFoiHg7w4n0DfPPkHIWqsp9QmYfKTFu1sSTOSNdEK+9eN0hbEmgsKFuB6yk3fjcEo+iaWG4wdwlGekcrn+FDp3MtTzjozPykhECjwNNPnOV5B/YS3XGn2lG8DOcfYntiBJrnsQ6+iRfvGyDUmisuh7MA5Ua9rJJpraBUZN0KxKGk0ng4QCYeYltflOeNZzCaJq853HmeFIwmf/PwBUaKC5SqM9yfaJcWSeWOY4gQlfQ+yoRIbzvErftvX+7end2lPkBSSl6aUeqtWSeg2HalTE2HalnNpfnTlJoSO9ZPX6qfO3dlF8ULhQO6xxmkPbjDyQiZtBqz2VIdIZSdzkU6FuSQk5bqvoN9xOWg46rtRGdHM+q5p3c4AfAZZYsEFbSbHiPoSKZe50JbKrXzuXmDvUMJdE20JGXTskmEA+QCGlnNJqgLqg2LKPDyA0M0FiZ54YQkFXPaeT0yowfEcVZ6wY7KVSto+szI634ttJb6xV3V2s7EKObnmT75MLZtMf3tv+C+u3+Ec0PD7NYuYz6SQwCyXlZxQbF+6N+nPg4uF2o8OVlk50C8ZexcEVYdkGqFtkbnBctWBCceDqyqnssZDQrVBgkzR0CThHSBjusRZCmmIDQVBwEtiWVXrIbekMq+YuQUEy9P07Cj5EXbNXUgEeb2cb1lcI6HAxgNs2U/sowCTH9TBbfGPXaG4Zs715Zy0LTsNoOrLagqodk9sOMuRVzmnlHXt2xl47JXKxPvEIDcaWWvc8sFTNzD7eN9izM+QJtgJIZaKkbXEy4a0rlpONm2aXmgly6y5/jvU42NIeTjcNtbFMGrFSHSh5UeR9RL6LUcetyzEAknoVHGCmeBCmN90eXzyGooN3mXGXdw9XbHTBO0pP+V5knOaHA+VyFhWljOf/fY2zJNprQMT8deTTZVQ+/vJ5bMto1mSyElQsrWYswdU8vylP4+/VXq+UsUH/0HSolx9Owu0vceJR3NcHKmTDigsSMbY252msLsZQKNGFK674dUsU7GBeAw5+YrCCEWMSOg1edILAHBRb6iqg2uHdBdCLrP2mpAdYFYtI++2OJkwm2Xbtka56lijVrTYls6Sjwc4BUHhrCaKY43G1wy+wgfn2T3QIKJSJFUrQxivDVO1yFed7UX6MqMhOBvWYHTSckbrvbmWwL1kpJkQjFHtaZeDPeFEaE4DN9McWoGpE1sYILa/HmCjQVefuAWrEqQ2sUBjJlTFMmquJNgVIn63tu09N49TjRHQiN/psWMenXJddPn94JMLIguJMn572H3RdHAo2ZCrQoDYbXqBmyHcETCAcTs04r4BSMqU3Z8iGL0MHa9XYfHDYQs1pqMpCPsHUpQrDa5lK9yUDtH1k6qvjqMZ1Efw2E4+U+KqWcmAJVG59npkpNrbslYaoE2495xN5z5KrZUarbRdGTFMRPSVrKHtGk/I/XdKd8Y4ZTyAHM912JZp4SE6vN4f2z5OUCgeBGQ2IEo0jbh/HdURujkEKS38+z5S/QnYwxGs5ydq5COBlXyTSEgGEU6jK9jnJGbj694SaWX+ebvKg+xYAz2vBxsC7MRBfQV8sgthlIlQaXeJCr0xao8odNXu0So1o82OELj4qNMZYMM9vcvLr64cEGl2zHmKYSGmY3uYtdAQmX61kC4zKi2AMEoVmY3nP8eQqr5VlmYYaEeYbpYIxkJsCNax3jkr7FqdYaEjtx5FCKDIG2VkgdJClpu9l54A5+r5QKRqK7suy19smOrtDyeii4zKlyE+ZPYe78PIRZL+0uZUd20WnFGQ8kw4/0xhpJh8kaAC2aGVDBAQEoiQY2gsJEigNA0lYkh2HnubGm01XNXjJUko99yvt8CjAAfdf7/GDB9tTfeMph8RK06t92hVriOZBQPK7uGEAL6oiTtKHajSu3MQ4j0dlLZERVPEkoRv/UNlB/7IjOpO9njql0q8yrFyODBZYypJ6R3OHEN6q+bA69cM0lFAyuq3+rNxVkHlsa6eJGKBDky3sfIXIrBRJiz8xXu2pXllrEU2q4Xq1WiJ4uydLzcJvNV+rffSSCWVarO+RMQH8TU+tAa7eNrTVXPKBsLcfj/5+49o+S6rjvf37mpcu7qnJAzQBAgKSZRpEhJpCzLSpZFjfzezLP8xmn8bL+xZz3LYy97HGaWZznIsjxjj2XZsmTJskWJ8ijQVCApRjAARAYa6G507urK8abzPpyq6moQICFqZgnyXgtkN1Dh1q17zz57739I+1CepuSqtkjGWyXgr+vJleoOf/vMNCAYYYW7904S71hBtMPxfNbaPKNXbCClD6VFtbgEorDjfuqXiuiOx7aBVycSBnQN3VDD817vHVAcsYbtddsugFq8jIBSBw+nFc9IdoickobjYRnaK1qykcGtyLM6TaeCJKESSLOkksbuHyHvniE4Mkp/OMXF2WXGUmGVjALxNulS+QWtVloslpocHE9eue2bO6PmHJoB9QJ84z9BdhcBP4KRvIdIYPi1jedQba2Do3H6SnF27B4i3nPNTRcamNKh2WpxqWgjGg4XlouEY4mNyciuqvahEFQaNtO1Opv7omSiAe7ZOaDAA6AQbUIDuwwSDL9BC0Hej3FmoUzEr2I2y+A7GJU5vPBmgn4drb4GySxoBisVpRweR1Velyvr96qKO6tToFfUpqLTputYyER6lVl0NUvyFEF7rtCgUHM2mDX2RQMslZpXtLjXhOhaXYhWhb76BZpViT6+F10TLBdrjKTCSrSqg+r7QY1PiwrruzkLMPleSa9S8m0AIfivUtIrIfGwEBy5ytN+8KIXEda/Bwb2dv9pNBVWbapmiUQyTWL3PdQuPMuOuz9IIp3l+Zk8labLfrlM39AkA2MT66/bKitUTt924GoCkq8S0X41RG8viPm6zVKpAQh0nVdFyKUiFpuyES6u1vCuoI/WG5om+OEbhuF8msVSA+GBHkqoSqTDSO9BM0nfBXQaLQcvGsFITmxgrsuOkkE7Sg1H2T8P69gvfIbVqk1fPIqRvJua7+LYkph6YfJ1m/lik1TYImpfpLxmEe8hIsNlkNnLSa/Sh6VjiitWz4EVZTAexZOyuyO+WmKevOFNal5UnFl/v/br5io2a7XWxmTUas82hNadKUipFp6m6/HU1NoVrcGzA8NUt97JbC1EdsethPPH1Gt4Lv7MU6Blu+0hU9ewvZ524OppknqDHYN9+FJSbjiXXVc9ny2UUpug6opC++kWBBMEWy5jQUVYrrXc9jm54inpRibTx8Dw7cSTG+eXpUoVKeGFvEuiVSVfK1DJVJleq22UTurcY0LD8zyFZ+j9HjRDtVgDCdjzIzhrSyw00wR1n/zQnQwFEhj2PIMzn8cIRiHXQK+v0ofP4MROSLVb7WYIO5RFcxSqUhOv9DPqTcBBzVPnBRR6UjPWq0u9pwK0wmqzmjsP9Rxuu5Lrj6+3//aOJCg3nPVLsec9falUJHRNkGjOcXumSq7hsW/fMM9N50lKHw+hklFlWXVWgmrt/q4Jyt/veFCu7/o+LQRKf/QN1/LUa9myR4Rgc+cXIdgEV7af+YEM6VNpuYoE1/S65fpKucmjp5Yp5RaV4ZdTJxBNE86Mkkiq2UbQ1HE9yfnVthOo78LsM7Byer3sv4yRfc3ilo1iuyJQT0iHLTUkrdu4nn9l5FMPWa8vEmCyL3xt5tSdYxQaXjBBKzzAWTFBZfYozD23TqAc3I+VGFT2B7JtySBEF3WGbhEydVJarXscnfdfXZ6nNn8C4dbxfRezmWehWGe50m6LSL+LLirUWuh4JCLhropz91Db/4+HzHUbBqCz2HVei9x5mHuOQZFnJBniyak1Ti29ihqVEVi3P89sbSO52lwW/QoABruqXEKdRvezjqRCZCLWumr3Fb5rt17EDMfYMjFGONFHV3mg7ZGFlN1zZuoajrcx4UZMNTPpmMdtWGutnvZOdEAN4rfdB/verRa4VploKMCWCTWbiAQM9o8m2D306sKcu8eziGg/vrhs7yqVvlx/NsvWgRQt1+el6VWeuZC/zCpBqjwpdDzP7YrPNh2PUxdnqL/0Dwo6ffIhdY6Sm2lFBvHjQzSNOJ6UhEvnCVXn8IUOugJNtLIHXiGT5aOj0ZmLiVdUz4Ym2DUc59YtGeKmVBJSoFQ7AtH1KrwDWuiNzozL99E02Dm4cbM/0Rfp0g16kZSVptLaW60o6HkooJEKrc/phHTxO3XB0suqHcgrCcrfDYH9uogHpeRB+RDw1mt5+LUAGH4B+JYQXEBdUhMoB79/EbFaafK5U0X0oRRZrcxbxgWxiQN4UiIlHLtU4M4YgMCnbV3QrlZCbdSQ1C1sz+ZC2WJLo0zQCoMIU2u5rOYqpOJxLF09tv8qAqMbwnOVZD904a2JsMl9uwc4uVDmzm19r9wlNQpw7O/B9ym5GsVNb2fr6GtDyVuuxxOnlsksF4lP3oDjZfB8ycLiIsMzf0PDClMz0oRSg0SGDSxDYzwd5vxSWx1AaOtoJCPI5rANL/y52skHYoiJ+wFBy0phIAjV5vGSfTiBJEZTw5HtFogZJhE2uX1Ew6/kuCluEYkEoaVdVhmpm3zHQA9Xq2+r+rOhomlXNbkVCo0Yddu9LHltjDOnjmEEwmzZep8iO+pm18ZC1xTJd0P4nkpIy6faXj9Ntmx9MzgeLaGgzVcSZj2/VESuVtl163bFGO5osrGO+Osks6BbQa+uQd9mWD7Z/b5aV7O9jw/D4lH1c2wA9r1P/dwoqMQUHcTN7uHUmoZplNk5GL+62WBPlCoVLs7Mk927jWDblkFKSTPYx3D9DOGQZKHmEnJ9gppPNhag5fbw2y6rjAy9s6hL8itLjFRzkMp2eT1WJEomGiQTlAyOJclVW3ihFJqmYbYKEInTCvbhBwd4YRW29TuKbNooolcXcds2D1v7o6/oSBi6xkhSwcJtu4EVac8YO15Kvby5jkJ3Lafa+WG1CXU9v5tQQbWOnzifY2s2SjbZPj8979mpxoQQ4LXQEAoc1I5i9ibcvjZ4p2d9Wa00ObNUYddwHMfzr5kv+H2NT4t39/ymoSSBrklS4jWTkZR8VQi2AR2jj9NS0nq15/wgxUq5gScFUUtHa1apreaIje3t2dW2fxAaEq2N2G4nI2sdReVpFotljzHXIagZlJs+T0/lePLcBSYG+3j3wVHu3X11/seG6Mxo0ps3MN9HU2E0IRhJXWHAWc8rRFkoSbUVIreywNDgEIYmXnVm5PsgNYNS5gaCVgqtIdFXTpKdf4KWK5mqGhTsCoXmdm40psiO+NREHKmZG1/ECKgdfml23Z5Z+ujNApDGNeMUs4fQnSrjN76PW8NxLh05RU1YMNy2iWgUuLP2zyBbRJaXYHSv+vzWOmpME4JwQL9Ka6nnc0pJreXyuaOzVONBWo7HvbsGr34e1i7gRPtB36qSixmGiDrPulhfPLv8Jum3wS8aRNLQKuO+9Hdo4T50ITCsO5HyCnMq30dKWKnZxLEI6la3MhIIxtNBBVluFBg88zfI8gLYN3evg5VSkzPLeXYOxTofc2OkN6tKwfdVq9gMqQdZUbCrHC9o5CpN0lGLlUqTY5dK7B9L0B+7clJyPZ8L07PEiydpNUfWk1G9SHrpSaJWiweiR1gdeyte322cfLnKSrlJOmKtV++6pTYs0QFazUZ3xqVrAieQQrRKsFZWMjnhtBLX3blfHXfYYqXSwg8k6d97F6Q2QzDBluUzVIwgL1ZtnExPm1aCH1ZzlyspiLueT832OLVYpnVmkRv39ak28eoZdYyD+9QDe5W5fU9dz7FBiA3hlQW26/PN0yvctT2LLyWepzT0mo5H0NQJmTp7RxIEzXWrD00AbotE2NxwbFIz8Ttcuh5+YjKiuiFTK1U29UVeW7Xl+oh39Pzsopxh33ktT3zNZCQEYeAXgQkp+bAQbBOCHVLy5ddzpNdbWCP7qKzkEE2bpNAVCU5667taKdUiJDRcqaFr6xdLsI2yEkgM38Zwini4IHSKTZdayycVN7t9344pXOgKkN8N0XHUDKU3KPhmYwGSYRPb9V/5GuG0ajnUCzhamIqW4LGzqxyeTCkTt6uEbJN+nUCa8dpR+gN9CKHjGjGarkRvrODow3x9VqCVX4Ylm8DANiKRUdz+IYillQ6c24RoP2fzHpm6QyZUacNj01BRC3klcxDXiDIeShKwDJoT91BrrO/y7UoO8lNKkaFeUDOZbfdtON5UxOr6GVm6psRXy4sKUj+wp/2hFCKu1HRwXY2hZJALqzVKzVfXAzTsMqycUrO+cEbN+4LxHutxH70rOeSp7ybSbrW1qkzn6iRSdeVF1Crgy1dWpr7v4Uqfc+fOs2nHPoa3rqus6JpQHKWwCWt5Yha04lnqzRZhq9z2a1LXXsDQ2/Dinhdfm1Kcr+wOpQa+dEy1HDsW1prRtdTwfdndsR+7VOLe3VdJRj3Vnd1THcr6GgQTuIOTpOQaE2EbObqbnxxqUS3kyGpVYqIKpLoisAB70+vVrRDgGRFaffuI9WVh9PB6yy2UYrncZOZinrF0iPHRKOSiqloROpahYRkmeD0tMSmZ6AtDWG3Ei3WbcsPdgGwsN10eP7vKmaUKbn2MhRmNB7IOiS4vUHSfu+pU6I8FSXQALYEYBGL006TcdKnbXreDAjCdq1Go29w0mcbUtS4xOV9T150G4DmKjBtsS5ZLyTZjibhvAukNySgWVEoPdcfjgb1D139VBPCgfN2SbtfSpvsE8DzrPhXzKEXWfxHJKJEdY++WMFv6I4zrFpFSCXxvXTUfv6tBtXvHduT27V3scyRgUGu52CJJy60SaCzjWkreJdE/Tn70blZWa4xFNAq1FlMrVQbiQfaNvoZ5VgdWaleh4qkdWTuOz5ewXZ9bNl+m/RVKwbZ7oXCRZetWDCuB63iviZjyJQjfxWrmCMc8wmETx/VwrSjuxBupLixxXu4kXl8hZBrUPJdqy+XWrQPEogG1onQEJYVGxUijZw+RmZiE4RuIWQkOh11y1RarkVEGE0EKNZvVSgtDF0ph4NwjkN5Mw0hQLldJ5y9iJtIKqda7QPWElD3D6WZRLcIDe5QvkhGEtSlMTUMXSopFF4JY4FVuZt9H9+qqugQFRW6WYOubGUmGGE6GNqo+SF9VG5vuhlYJKXTko3+JVTiLFtnNpolxYtErbQKUwZppF9V308MFkqlNtIw4pi+pijjTq3WCrVWKjRh7UpuJmhZOZBiaTfqiFtnLWr6VWp1avkhooEGiM4j3PVW1piahNNedQXk9yajzu36FClqdYvU4pycZ6dEM2wYTINe6Qr7CrtHvl+hfeaQNJtE2znQ8NQMV7dazJgSGXUKabYBA+3FLpSYvnZ/lUq7EUsVhZHCQ926BUqmBzQKj41tZ9NPI6GZoeRsEc0OmDpUZkLvIVW1m1mobkpHnS6otF0MHLTFATRiq/YVQH7ORp9Zy+cyLJ5kL2OwZjvOmQQet3CRcrRN3W/RH0zh+hFMLZTx/I8Wgs4m1XZ/Vaot6y+1WQZoQMH4LLgaOHiYoBPGgRqQ4Dc2E2lD2JCMp1RoTfxVLkusuPi02AT8HTNKbXx6Ur0kFupZktEVK3i8EHwCQkroQ1zYX/0GIJFXeuClCLBbHqDXachwekYCFrgnsQBq3vw9TUyS33p1ow1Z9cSmTHJk7i2OZXIpFCXhKx+z+vUN88/QKN02mqbcVnK8JVVddVVWBZqiFpJ2MZtZqrFVt9MvVSUFdua2yktGXMeKWTtPxXoEmujx8KdG8FrHiSWqBKF7TIWIKQGDF0hzamyHLAC/VTtNwBJrwCQUMQqVpxMJFpYPW2TmuTSHlkNImy2yBUAoTSIYtXM9jq3OaydAYp+0+los19ohpfD1Lrd4i4nu0gnFqiR3IqkVk5z2KCDr1LSW1P64AOWvVFhdzNWy3t0rpQUR2kH1b7oZTj7Fr2GRwexYkr2pGJ/FBXP7v6wg8KSW266/DeVObIDGuWqp2BRkbopraQ9LII3Y+wHDqyrbsvjDbbT+pKsrnP6kWoUCMxrZ38OS8xx7RpOmHWQhuI2GmuNR/L2N+magRwBe6Uj+6jGhUqjs8cXYZs1zALT7OnbsnVPtJCDX7chrgu3i+gxLF3dji21D19YQnJaL9/dq99LVQSiWaHlKtN/VtVleXiTtNwunBdQ5WbQ2cGngO0ysFwlvvpD8eRBeCaGMW3V2ht8XqS4lcOcNbz/4Jo4Vn+ZP6n/Ht0GE2VW38sMmgGeVIc5TQmkujtb5xVJYfNkFDI+J7SnlDbqQ3+FISDRg0/CLu6gWCQ9tIh8eh2vnADpWWi+95ylK95fLV44ts8krUyie5O1tF3/bm7vG6vtxY6bV/rrbcLs9o20CUTdkIAa8CzSILjSBny3Xu3tnP/uEIKyse5ZaCozO0vyt/9V0jcK+PeAjl1vAwXSb5tcW1JCNbCEK070wh2AL/cmZGzD3LqXKSiZ0HGemoI0ufTDTAzZvSrFYi6ElFYp1ZWCFYucjA5G4IxLqtt+GIQTPncTZX5tTIDZy+6PF2M4+xep6hcJaAW8YpLmN4UXyZffXjaRRg5jvQqimyYI8cTqdl4nmyq4HVjXY15fk+1VYLz1czk8td1C8PpXqsbtDlcotaq8a+4SiHJtMwdgtV2yNTWOHWLRkajkesP8EZDOZWV9lseQQqi+soNKeOsCvovt0l7tmuz1qtRSog6AvWYfUMXixDs2VzYuYsa1GflVqRQ0kbx5Q4oQy2U1aJSGjt+cf6Kmh7PsW6Q8DUehBLPTdt8ZLq94fT5LNvQFgNdg3Gr+i62hthUyNgvRItBorw+QufPcozF/N89AMHeeP2rFp5dEPxZ1ZP4wdTeGYEGVEQ6nLTeYVIJ0B2ZBN4S1QKNqK6pKqv7A5FHq4sg59CoJSgPSmZasQQZoxoNgnVC2hyDSGC5Gs2p5fK7B9NKqmZuk25bhNo+XimQ7Fh02a2qGOsKmqg7zRACxMPGa+ojK4UfhsMMpIMkU6vz1Ecz+dkTjCSGqUv1J4jaQbzdZ1w4QwUz6qFNZxWSvZ2FWlGWKs0cZsu/XHQWkUO2S+oFu+pL3WrKC0/xZ3HP0K0Ng3A4MrjfMfaRNMvM5pwKNRt5k89jRHtY1lkOTCWVFWiEWChWCcdCRCR3gb19A69wfMlCVHjDTxO0T5Ln1wiIbZukO+KBQxKgQFqdRvLEITNEHpsDMc1FPJ2tkALVal4niRgagwnQ5SbTg/PqAdCbuoMmA049g/QrBBr+iSCu/C3vQXpeeRrNpaHSkY9NIkOkOW17E+us2jyoPzj1/PEa0lGvw58FRgTgr9FWUP8n6/nza7HaDke0EZLJfth7Gao5ZC+TyScIiJssIugp1gpVejLX4LRLRCIkQ5b6ELgXnoO326wKZ0hOpJksdygWK0SLi9geYLBuWMsFaoIF+zwO4FX0Zur5xWSa3A3XHq2q3wAGy/wuu2RCKmLtFR3KBSLZNu8kWqjxWrV4WKuzvahWLd3faUIWwZ378jCTJSp1aq6gSNtwzEjQK5Y49JiidvSEXRNkNd1sKFcs2lpPoENzqiKhyTEOsy64XicmC+zfyiI13I5t1KlOKbaF5rnY+oGjg+lRgs36OAZYQqj98DmCbWQFabXzcdY383rHSh05y+7GPIzqpKq5RiykiTaiagjOHo1XcDJm9+hEFVLx9b/sv25/v7IPF8/uUwiZPJ/fOJZ/uj9B7kh1SSlNYmlsu2HqseqpoHkhZkCQ4kQOwY3ghgG4kFIRJldW8Ezo4rkU1tV84jVk0SaQ2gi3dYXTHBhtcbuPQPEE1EonaY/XCecHMDzJfXWehtW2RgIpZQQ9UkGDaht/BykJhmTSeKRMJlogNVKq2sHckWzOtRpDaaGCaRG25YRKjxf+fpkeluRuonUA7SGDoNl97ToLoDQcFGcMbNT2dfz1K0M5Wg/8dYK4XoeKsv0f+ateAiqt/0K8vSXucU5jjEocecl9Xqd0vIMMXuF4VCQUGxi/ToIxikndpJxL9KxeoGNEHvPl5itAvEAWANDRIKGuueGDqhP2ygQCRi86+bN5Fo6k+kIn3xqmou1ADel6sQCBp7nE4sYhC0D0xAETZ3dw3FOLZbJtfX2es+m60ta5VUsu4bwGmhOi4h9nkbrTbw8nSMCeLJ9XdZy6vuK9isghKWTDP1AABc68Ud8Wvw68HV6i5YH5Quv9cRrSUbPo1QY3oC6Nn8e+P754v6vDCmptJy2Ine7f3/iIZA+KxWbM31v5uasxCyeR9/5AH5nf9W+uRNhk7fvG6Z+9iyGq3FisYo79c+EE7tJhYdpAZZdQBc19FYB3bfQm2uodupVomOFnDunFqoeJFlv1d50PBIhs8tFkLUco9U8fbveiFsXjKaClBpud2D9GicC35fYVhI3nIXEKKeXymQWZ9Fq5faNDWy6ixABRtZqVNba7RHpK3IugNCIB3TCptYGAaTRBFSbLl86usRhV/VCXE8SDxos1uGTZ/MUajF+vLHI22/Nkh+4Hc3QIdMe/hcvXeZnpKI/HlhPLB1VaFBXqO9CcZY4EO/bDmzh2FwJKSWHJ6+i86eb6+rg6S0qAdZzFGo2v/fVU+wcjPGnH7yRH/2zJ/kf3zjGe0dLjIY9Dr3hHsX2RzKcCBDWVf+r43dzebRWptAqK+wcjGJm0qr9mNkOqXHkxWeguZ7me9/YAAAgAElEQVRYg32TJOpTxMLhLv8laupEE8Huotc5IYmwyR37tnD6pRU2TyaJRUIqGcWH1jc0yQk29XCRsrEAt27OtFtbVwbVxIImh7cOsVxuUi41FRG8J3o1+4RuEqjN42cyEE7A3BElE9U+Rl8KBL7iSDUKVFbnefbsPJqRJxw02bkrTuLljyPcBi/f8efsH4ngORVGj/w5R+0yvtCImIJYSLXMC3UbPa6qyA5IKFdziLstIrUmmqY2Yc22GgZAJmphTU4QOKsTkhUw295PHfRcQ3HqdiV9ZYAH7BtRwqp3TUSJlPO4jks8aL5C1WMwHuzSB3q/+sVig3NFuE2CVVtDM5J4Iqpms05bmLnDkctf6CYjgNu3/sApMuyjbdDHeptOtn9/1biWZPQwcL+U/BOAEOxCARj2vuqzfhCiQ/bsaAaUF9QiOrAHWVpGbxR4YcZjV8AjJYS6mTQ2LI6JsEkiboIxRCqSwFh6iZt3DxIPmSxLiWMmaDR8Qq1VdGkQCrvQKFCS0Sszq0MpKpl9NBdOERy9kZi2DtHvcEyHkqpNEzR08nWbQt1BqzWo2x41X2O51MB2fQbiAcZTr85PXqu2ePn8CslcCWfgIHpkAHyfxWKdoL+EVV9G10aYzddZ0Arcun2EkVSIM1I5XSql43XPpe39EXBD3bahEIKHjy3wjdMr/NntgkJL4x/PX+Bn7xzha7kM0yWfiAZPzDT4qc2PUE29mTWvZzB/Oem1/Z2NpsLr8Nj+XV2HXtq773LTYaXcok9bJZnZomR6rtaCl5ITx54llBxk84771d81y2AP843TKzQdn/feOErQq3AosspTaxE2R5/GNvdQaLrEAV1IhoeG1awvnEYTuSsmo3PzqwTqNttuv0uRG62ogjRbYZCim8igTdoUhnqduecAaDgOdt3pFoK9vjlOdJRoIkPQ0BRgoc23oVEEwG9WsF2PhZpgqdTktq19BE193dr8atEsk1tYoGz0dZOR3zMn6YSYO8LeZ38FaUXV99Yswk0fhgM/piqjZpVAfYlAZRZOfxP/0nG0pk5l4mZWYuP0+2ES5x/FHT5EfHASjVWMbXfDc3/KG8IL5EcSNPvGiFk+W/ujhFMx1pIh8rUWT11Yo5a7RP78cyyM7yd5Ks9b9o1ycrHML/39Ub78c3cwlg4TtgzCA4NI/z7smWcQOx/ADKVUixS6ygsrS3OUm3G29kfJtmaZqM4Qsm7D9yXSk+15VJvLVrU5Nlfkpk1phiKhV3wvri9xrQRy632w8Cx2dAfe3Cye5+EEUuQG7yJuxSjVHWqlFnFTEkWpl7wwU2D/aIJM9Br4iddHvA/YzIPyNaysXxnXkox+ByUB9ACKa/TXwAe/2ze6LqPNS1AcIpQcSasMhRl8EcIJpAiXLyDtJWgU8BCqNrpc4l36YIVxqxoxy1BS8ELNNDwrSlGOMTZmKHTYyjPUV17m6/4tNI3YKxw2S3WHb07VoGLSNPu5f3eWThc5FjSIBQ1emi12XVzv3JrFdj2qLY2skeBg9Th7EhMMjwwwmAi9Jozcl+AaEYp9h9H1ADHpwvzzpHKr+Oks0vdoxYep9I9jrM5iL5WpBCfxjDBIW31211ZVhRnqSdSi+99Ti2Uk8PV5i6N5g/PlPH/gury4qPNj28CzW3xjOYLp5djmnmV44Kb1AwxnNvgZWbq27rR5Jd09Iag2HZ6cyrFabhEvBXjTiHNFnbIN31/+Ip4VBH9M7Y6tCMSHePT0812hS8oL3BGZ52sre5ipG4y7dZLhINSUoKcdGcEM96OjAJdXnD9LDzSNlXKTQNMjYYa6xGbT0JjIhIi0Z1eaW0f3bXzX7r7YQrHBXLXIvhF1VfS+x3yxgRMewY20lQHqebW4tq/X5syzHK2moH8XDUdxbVYrLQ6MJgla2hUFYXPVFnPnzxCrTpPL3rX+Mbpo0/b5rywhvv27NCKjiPgwIb1dMT//Cdh6LwSiaHNHCDULhE//AwiHQDxLs+Sx3LKIZBJkZAkWX8K8+yNs3bYT3E3q3Aid/uJR+rfdB5tHkOV5Dk2kcINRVpqS1WoLT0qCuoYuBIHkAK7QOTpX4qPfOIfjSX7vq6f52IM3KvSr6xPWw5yqRsh6UUZgHUU5fgtoJlM5m5pbayujq/PnBFLoI4fwZ118KXn01Ao7h2JYuqa8jFzldZYImSRDFgfHk4QsnZVyi/PNKlowDrEhwvEMI9XVdXFzTafScnnk9CzpQp6U6XLTmJJ68nzJpULjBykZHQeSwMp3+8RrIb3+kxCYwCOo9ty7pOTsd32I12MIjUb/DbQqgnjQgECmzVQfosQYRtUms/Q4ul6FEya6dTPCsF4pmez70CwRKrfdT9uLpzACSAS+EQKrDyen4xhpSuUii2tzDG7ZS8v1KOZXSDSaauhet1itNEj6UPV08q7VTUZDiRBNx+fYXJGBeJBiw8GVknfeMMJTU0EOjm4mlHuWqPSY7IvywmyBkWSoK9J4pVDHq+NacfbJ4wR9NccQQsNHx5c+mqaj6RZ6q0hpNc8pPQ3JndgZH5IxpedWW4Ud9/PcmRlGSg2Go2phy1VbLJSa6AK+NBvE8SX7RhK8OFeiL2px94Exzp96kbUZmC22SBprZCd6VtjY4AZoe388SH88yPH5EuWGw21b+9RCYteV+rXQKNdbOI5PJKAUyfN1m/Xx9BVPAgCa14TFF9XsKL2ZlpXm22dWeceBYTQh8IwQd2bKcBEuMcj9WyZIJNMQexMNT+eZs4vsD63SZ1oIIWg6V1BPlxLNs1k4/SzGyAESm9/U/SfL0BmOBKG9gUgPbSItqkpqcr3XhSbA1AWZqNVVMwAIrR4l5NpkhvcrzlHurBLcTW+CoRvw5k6geS0MQ6PWUvMTx/N5blqRaC9vwYECKtSbLkFXtgVCbVIRCyGU7buht7UD//HDCKeB9Z6Po0lPzTw1A/7kZnjpb+He3yDUWmXz/Ffh1AKM3UwwvYXx7DjW+ASHdwwTP/8FdYq23KPU8juts5Eb4dIzsO0+/ujrJ5hfq/BfDmv4ZgCaEAsphKLUfBIhg1BrDRGw+MN/niNk6vzo4WH+9plZ/vVteWJBk8VSg9smhihlDpKhnYB7lA/oIbaDasFKIXBFAC0aZftwg1jQYDpXVxB5TX03S+Umi8Um9+zsxzK0ngTS6r4OQCgYJJSIUNI0jFaRG5INCtYk+apNSmj4sq1e0fZrKtS+6yLj+xlJ4DSfFs+xcWb0+qHdQvBRNt6/CWAK+Fmhdn3/7nUf7vUSmoYd7MNwWurCcW3VNkmO4tWThJyzCN/FjWRA+tw6EoTMO175On1bobyI6ZTVRa3pYEUYuPHtTE3l8FenOF3SiZRsXG+avv4BKnqCQG6ZCbFCtnUewsrlMr35h7A0QaXhYVfzZGwfWPdFSrcZ6cvlVpeVLTQYjOrEwgHlqSNdNKGG/J4vX1Vs0ZegeS2sZo5g1FO7cs8FIfDRGIgGSPc5LC/NUEcgfQ901csOmpr6vGW/C1ioizCuFux6/Lw4q1pE7z08xmefu0Rf1OIjb9/F/zy+xOGJJLppMDmYgRMO39Fu5HBzCbshSQfbVY+UarHT9FdsAroXZ6O4PhcZvZlItQ4nz1Fr2YQ1NVOoNt2rQ2WlUkXQfBeqbR2+yhLPTE9RsyX37R7gzbsGoOwjtx8gc0LwjLud7FyIe8YbTPZFkL6L2cqje/PgjLJa9fjFzx7l996zn/ceGu15Kw8hBIH6Iq6/0W/MTWyipQUIdSq+XudaKSHcR1Pbiqh7xIImB8fXgTBSShzHYSgMAekojlr7s9Fe2D3vJULVBQxvKwWCOJ6Cqrcc/6poOs+XNGyXM8sVTlplXM/nRw6OkgibaiMA8Njvw8XH4O1/gDF2SFXInURy80/Akx+Ft/wW7sUn0ErzYATQKouw50eoR95EX7Tt4Hr+UQilmTK2MP/yBe6aCEJ0EHbcD4/+JstLC3zyGWi48FM3pEkmd0ClQjxosiUbJW9bvOXgKJ7MU8mM8x/mSrz3xlF+9u6t/POpZX7ryyf57XftQ9cEuhWiJGL87ldPc+N4ip+YbH/g0jx4Dpq/fq1NRBwKuVXc8iK6H2QskUa2N5yuLzHap64zw/SkxHYU6rPUcKh2BGnjQxBWqMt6aATpSzJmC6t6iXTfdlzPp1B3yMQk6bDVreQNuwRrlQ2+VNdx/PrrfeKrVUaXK3M//3rf5LoN32NTsMZwONIm/endv++LBrDlMM1LGXxNdol9V4zUJEgfwSXsYN/6MB2VEHzpUTH6KG5+H4ZhkN62i4PGKhPzX2Zz1CY097K64aRHQpb5oQNDHD/fohFsUJ+7hExOkgibnFwoU2zY3LE1S7Fuc9f2fhJhk2LdZsy+QHLNo9YmsWpCoGuCUt3hxdlCt613ufWERKK7NaKlM5T8ADKQIGpIdF1DaDqW0LCcIoHKLL7oQ7QH6cb8MwhdUyoFHUTd3BGkO4jQLTDVYvTU1BrxoMHPvnGc2YVFfmx/Ak9K3rc/w04xQzOxmWUywBIzVZ1dusel+Sp3JlOqJVqchZWTSubfCDBfbHApXycaMHqSi1xPVFaYRDrM2C3vxDj9LLdvyxILmwx4AdLe1VBJ7dfp5dloOt+4pPxmukNkz0YEYuwcTvCdqTwv5Fp87sIRHv7AMH4gRbg2i0gC0ueRkyu4vuTff/4oAUPjHQeUnI9nhhG2mqWZxXOqDdWWQyoEhjl6qchNIZdEyKS1MsVSvkZ6yCaGqmCVJNUrKy7b85G+pF4rU5l6ili8DSqRvpJnqiyjzz5FopAnYNmspN+M6/dh6ioZuZcRcDuLnu9D3XYQukaqvUBu0Eg78QX45u/A3vfA9rexcOIxzE23k425Ct6//X74zh/ROPoQYu0Ca8HN5PtvZd/F/wFmBCuq1Ao4+3U48Y+w9z34Qsey87C4CluzsOuH4dHfpHDxBWqNNBYu36ns5j6p4fmSP/vWee7a3q+IwG231BdWldDp9sEolqHxy2/dyS/9/VG+eXqFQxMp5peW+K2HX2a15vHPp1Z454fSZIOyx8eofU00CgwsP0FGltDPP4QXH6QxeS+hWFp5QvnrivBGD5epULc5Ma94RpmoxbaBqOqqGBbVhsNzF/McGEuybyjC/HkHt+WxfzRJo76Hw3uUm+5KpYlhl+if+SIUUGoflwnDXnfxoPz2633qq1lIfPL1vugPTHg2wZWXeLE2RHp4CzsGou0etVBw6MQIC8aHCLhF/NQgJ9dgtPE0yYEJhVICtWO1ayCVg2WzbzcYFrg2S2eP0Gym8D0XV7eoJbdi6IKWGSPBBVKyQCjUp5Bby8eVgkA4TSaSZUtwgMeOnedkscySP8fb948qMqCEZNjE1Ncl+ksNh1K1ipZOgVbDFCoZaUJQbNgU6w7ZWIBmr3hlO0KmkpVJNVXFZQebRJMWe4eTMLKb1cpmRP48kaDJgBVB1lUFsrC8QiasE9VNMNoDcLtKoDaPLstKIw14cirHgbEkSdPjM2/x8fwc3/E2oWkORitPND1JMBPB1GC+ZGOmBVJTHBhTp5sgSrUmecel0nSUp1PQ3EB27ELQSnOgGURDEQITh4htVnqAV9Ne6zw/FjQIBKx1/I/QeWwe3rApTdDUOb9SIWBkGetz+dHta4QDAxyaSPF7XznNf3/sHB+6Y0cbfKDRdFwePbXMA/sUCu0jDx3nzm19JMMWg5v2YVaSrF18Edksgr0OHpBuA+HZ3VmC1yhyZNHjjx57ng/flOFDm+sY9hJCy1Btubw4W2D3UJxMNEDT8QGfWssjV20Si/UAmcoLMP24mg9aCZK6YNCsUfIzWE6ZaG0VYYZh5jmVvMS6coIvJRFTQ1om/bEAeqfSbLnkHv9LJp74ZcTYLfBDfwieTSGf59ilx6h5Bj9x/21KQcMMo7/8d1huhaW+fSwO3KuSUWWRA/sT8NKn4cv/jwKhvO13kSUQHUMBKRXAI7uT2OJTfMF6HBeNb8z9PuZQlUuFEH/z9Cy2K3nProiiJdRWeX6uQsDQGE+F8SW86+AIf/XkNH/11DQ7BmP86iOnqLVc/sPbdvKfv3aGvzxa51duCdJJQrW4sm6XtTVaWhDRN4DlNahWSxy5uMYN22NdO/powGAsHe5WRm2Vn27EQ6ayH2lX8JqIEssfRw7cAL5HpeXRbHhtB9okiWSye2+arQLR6jTEhlSHoJ6/vpPR9+Bn9JpsqrYW3eeF4KQQXOj8+d6O+DoJ6VNs2Lh+G4YrhBq2pjfjtm2th6MG8b4RvGCCpbKNU1pab4GAgtxOPw7VFSYyEfYORbqv3SouYNFkcu9ttEL9aG4dPAffV8NQCUptoW+bmlW1F4C8F2TJixIOGKSjAfy210/nEPXLHCwdz0fzHVxhkeof5ebtY4Qs5eYZsQxKDYczSxV0IV4htpgMWxwYSTCeDqNpQvW148Mq2Wo6cyWbhYIa1E/0JxUEVUoKVWU4Rwfe3f7MXQCDpqkqptBgJBlirdrE832OLyg5I10oQuxcsYknDMZjsFi2MXUNT2q8PF+iWLOZLbRYrbT46svzPHF+lW+eXqHWctE0OL9Sabva9lRGhWnIX2DUnuZg//pey3Z9dbxXCjPIxK3vYXB8vR06X4MLZbhji6qGVyu20hirr7EnUuKn9vr82/0G9+/p549fkqzV1tvjT14sU7c9bhhL8Nvv2kul6fDRb5wHYDARJBNTjrrCbWwAZxjzzxEtne0SdF9c1fjV5yPMFlp89Kk1HNdm1KqyYzCGlHJDey0eVHYQlq4hPY8u27ldtdZEhJqRJByJEgtb7Nw8yUigwbbjf8jA7MNETv+jslkXOh31bFCEzeToDg7deT93bs/yQ/tVZe16PtmXPoY3dBB+/CHlv9OqcH56ml87EuT3X9Lxqrk2Z24f1topAC5Zm6nGt+HHRuDs1+DvPghf/Gm8kZvgx7/YTYCio4TbubY23clIa4rd2gz7tYsUVuaxnDLnV9S9eHq5jBtMdf3IXpivsWc4jqErIJGmCX7znXuoNFx++R+O8fhMg585IPjAzRM8sHeIT51ocSm0s5tFdo5m2TMSR0QyLNpBLq5WqTk+rhEFqdB0Y+kwmYhFKmKxYzC2noyk3DDfaNgeddtVc9WVk+jSIbeW48N/+zL/eHSRhZrGL372Jb51ZgWnmuez33qRUl0pkaeyg5iaUCoWQly9O3O9xIMyxoMy3k4+IeA9wJ9ey1Ovhdr7CeDjKAXWu1Fouk+96jOu8yjVHeVfVLfJVa7sGnp0rshLlwo051+ivjK1LgPfI5QKrC++HULg9OO0H6jEkjUgNoivWWRWn8aor+DJNtRz8o2qRbPtLUrQsr3jWVhcpFZYoeXBUqmBjuohd4zrDE3D7UGGNR0fzbMp2qjXawtjTmTC7ByKs3sozqa+CPdfRWxRSg/X96mFRvHiI5CaYMpOcnF+ESt/FsNvIhG4yU3E9ryVnUNRupsf6avkJXTwfdJhQ+mDLR7jyLRa0Lb3x5jO1biYq3V3/ZpQVuxTqzUans5kTDJf12hM3M1DRxd43589xUe++DJfPLbE0TPnqJ5/mlBzVSlL2C4tx+e3vnyKX3vouEKMdXxphAZuk2BtjlTpJCwdB2Bqtcpz7eO5YgjRtnIA4iM8sazO051b1Hdi6AIrdxzqa2jSh8oidjXHL923g5YH/3S6rODmhs5XzpSJWDq7h+LsHIzz/pvG+OunpvmNL53g9NGnsRdPkIpHCWoelQ2zaQ2Q3XP0By+bRE34/+7fyUqlxVfO20QtnUw00E1YnctWCEEgMYhhCDy/MyeKQmYr+WqTL56q8JnmrXzNv4mF4bdBKMWoWSNmaWQTUSKxqJLsKS9saEkPJoLcuGUIK5JQqh9G+30ry0Sq09jbf1jNiIBipcJHZg8hEDR9nUvLOXVwwwfVdRoZZXBolPv3DqJtuw9mn8Sb+iafjPwb9l38GWbq6h7qbgw71xdQHL6TvIzyZFQJ50bL53Cl5GsnlgA4t1xtV3WCpis5vtTgxvZMrbNvOzie4k8+eJCm43FgwOTfHlS2JT/35q14Et7y0Wf44klV+Q8bZWWMGEqRH3sL+f5bWRq+F8+MIFBdkE19EfrjwW6rLhk22TuSwDJ61UGU1t6R6UK36vQR/PHJIEcXanz8SJW/PuVzIVfjU8/M8gtfvMCvfHWBTz0zg5SS3Zsn6L/p3TC0D/a8+/quii6P/w1+RiEpeVQIhJTMAL8hBM8D//F7Oc7vV5TqDl86Ok+56dJn2ux2XGS4h6C4dBysCL5MoGuCuVyFRjjG1jagS4jLklGHAxPpZ67k4FWWmVAPRALNlsOlS7Nkw4KBRJDRoRi1tuDkYLYP/Li6+b119WqzOEXWtQlksmi+xa3tJCLbm6PhZHAj870NWpCasgVYKjXZM5zoGn2p8t+4Isx7OldjdiZHvFCmmd2JHx0Az6FYrWM0y4QrM/hWjNUqHDuzyl07sgxETXLd9/bVwpUcg+IldvRHoWiBq27AiKUzkgqBYyttvzY0Xheyvd4I/ECcyf4k31oo89R0ia8cVwvMC7NF7to0z73n/hMAuYUxPnX488SCBudWqkjgc0fmuH/fTdy9o7/N02iSoKESbD1P8n/+v7D//WjbPnx1AIPT5MWXjpAa3sJkm2f0+KPP0R812T6kbn5dgF5dgnCEsYRJoVonX3PZuiPGzQPwuZfL/PSeEL6R5pGpPDdtSndh5//+rTsp1h0+/ewsT5zw+cO7A/zFdD/fOT1H0V7jvYdf5td+aBc+SgFeIDi9VObIosO/2gFv2zfIp79zhr864XLPdhu3bnd34Z2PtFJu0mAQNzqKUV9WyMJ2LJYa1Gyf02suMeGzfLTAnpzkDcMJMprOJ6cz/MHUIHtTm/nJ7TUeuPWBjYtebQ2nWmF2TZkHhi0DY+4ZALyxdRPPF4oRKr7Fz2xd42PnM5yuWIrePaRmYpX+w/THgySCGux8AOk7vOPEPUyV1Mz2U0/P8Ktv300mEiCWjLSxWJK5Qp1/80iQC/bH+c+3b8P++rcZa5zh+Lnd7GzOYWy7i8fP5fALc+A9z3F9N45/gps3pXnTjuwGAdi37B7k0V96E7HCSWynjLRddg7GeeQnd/N/fe4cH326wDt/GJbnp8lVI+wcjBMsnMEjgm0Mq/mQJrvdCV9KZtZqzObr3LNzgMFEx1Zm4yXW9UETGp98boUzJYM3jAZ4eq7FOcJ8cLyA1r+D45cKLFQcjs+XWCg1ObVQ5o6BrQQToxD+AUhE34Of0bVURi2hGrjnhOBnheBdQPS1nnS9xvnVKsfmihRrNrWW07Ze1tYvnvoaNEuKw4JEx8dlfViu6fqVKyPdpOFIqnaHgKGsxjXfpn7hafYlHfpjQTJhE8tQ8x6tbd+AboK/now6bYVIdhJ/8k0kogpym4laDMSDxIImfRt4B5JabAtuMIU7d5TWhacQKOZ5pceIza2tO8GuP1O1DAvZW5BCR/daMPsUkcIpfKHh+2BndtEafyPByiytYw9RWrmEHch0zeCw64BQnKBOcpY+R2YKHBxPoWuKeS/ac6zBuMnm/gRYUaSmU/IClEQUz5f83lfOMJYO84Gbx1gsNhmf/zKe0FlJ3UiffYlM7QyZaIBnL+aJBw12DMT45c8f4/xylc8ducS3Ty2iP/zT1F/6AmuLFxW367m/QOBfHdrt2WjlS0i7Bm4Lv7zIkxcK3LG9H9E2RTSlje+pxUTHQ0gfF4Um/OBOjXB5im/nYjxd6adYd7htS6Z7TaUjFh//V4f4ubu3MlWCpZrHt8+uIoRgf7/BZ56d5Uf/21METYOJTBhTF/zNUzNYOrxtqIruNnj/Dp0XVuH4Yo2zy1WEgIePLfCFF5Ur6PmVKkem81SMPqqxLe1rWQmVWkLi+JARFW7Up4hoHp89Mse9f3qMr/uH+ZPpIbZlwzR8k59+OsnvfHOpu7M/v1LhxOmT6Pmp7vUCYMw9haeH8AcPdE/j8ZyPAO46qKw8zhbbSaB/N9zxC6zs/0lE/y5VyUayzEy+n5OVEA/ePM5b9wzyuSNzNGyPwUSQ8dFxGL+VhSq8/789zVLV46/fHuU9t+5iObaHQ/IEm478Jn9h/lc+dLOa3y7WJLYn+esXVQV8aCKFoWsbdAlz1RaxoEHchKlcs9vmGxGr3D0imS60cIwoM2s1FotNXN9H+B5SM2gZYZaTB5hvmlSbLkfnirw4W8TzVbJxPJ98zcZ2ffrjAW6aVMlwIB5U1a7vkWvCnz4xx13DPr99u8aOaINs0OfHRvN8YKfBH759gMP98PJ8qQuMOFu2lH2I517tCr6e4h09f94KVPhf5WeEkv8JA/8O+C1Uq+7HX9dhfp+jVHd4+Og8M2t1ZqgT25ykMXgY34gy0PGzbzP+fQm6b9NyfBYrHv0NR0mKiPAGtFzvvMSqzeN67cVYaBhWGLy21JCmY7s+lWqT/pEAxYbNCws6hycyigsi1vcFUvpoQiMQsMg11q3QOzyQpqMUBjIRNVDeGvd5fl4qhQgp0bwmQqgFaqWiNiWGXUK88DBEomox6BlQS83A0wwmG8cZqqshrhBqdiMlaNJDd8r0z3+Vlr1IbuY8jU0/wou+yVtSEcS8AlraY7fz7Mlz7HJtTOFxeqnMz9+j5jCOmaA2eAtVTyOKAcEE3sQduBfz5OsO2zIWH9zqEDbhh998kFjQ5PPPXmRn+Ts8Im/iY4Uf42Fe4NKRr7Aa3cVTUzkm+yL8l/fu590fe4Kf/9ST7Jsc5N7GFEGniFh8rAu/pTxPaPFZCK0vnBuiQ34GmH6cs6s2+brkjlFLLQC6gdOoUmvYVIlQKpcQ0u+2f+7fmeKBZz7IS187wD+Mf4SM2eKm0QjVy9xhb9mcQQLPLHoU6pJbx8I8cONm3iUEH3noOI/MhnnXrgB1z+cLL87zjr1Z7tikQVRjd0ZdA0Mx1ygAACAASURBVHMVnwmh2pxfP7HMF19aIBowmM3XmSw/x1Kij6caYzz08jf59Rsb6JE0Tnyc8d1RAsUKfY0l8tLlyak1PF/yM09G8YH/+84JHoic4Teekfz3xy5w+9Y+7tqepen4uK7X1RHtbMrM+aepZm9AN9cr9OPzJTZlI9x86BDjjzzCmU4yGj4AwwfYs+GcS55fVvfO1oEob907yD+9vMiXjs7z3kNjoJnURIQPfeI7lBsOn3lXmr2hAtRyuIM3sK38CdqlJHvcU0QDBt+YqvD3L0qeXV7kZ+8cJRW2OLdcIRMNkG4rtp9aLJOOWOzp30Wz3o/enb0KtiUVIGGmLNfVWSTgu/iaQbEpubAqqduSrxxfZDITQbRlnzQhqLc8XpgpcLAfMqJKIJwGPaXa6+3K6GNHPZqOz3+8PYQVy/L72x5jKBHGiiZ5wY1wKC3ZmxH803SDUtvrq5pfBnsBNr1RifNez/E9+BldS2U0KSVVKZmTkn8tJe8Bxl/vG34/I1+38XzJm7b//9S9d5gcV5nv/zlV1TmHyTkojLJkZVnBNg44YLBNsIAlLtG+JLPc38IFFu5dYJe8vgQTjLHRYpINxsbGOSmnUZZGk3PonEPV+f1RPTPSAkZ3F+7DfZ+nH023uqqru6rOe877fkM161qDbFtch8VdRU3wAvvlSu9DSkkuX+DMZJITk1mePzvFykY/ga7tF5mFYXGYKLgKr2Ju+BGClvU3UNvciZSwZyDBaDzHmfEkJcMUcUy5mkyrBc160UWmG5VkpGexxfsoF82EYlTk6qOZIseGTSAAuRj2M78iNPYcjp5HkKUcijTFSlVFoCoKa6rBO3PURJpptosa1FKCVk7jyAxhV8Gmmn0Lcy2j0F7lolObwjbVDVJQsgdRZQmrkee9D55k5sd/ZyKhMG/KvOan7AhzZLKElLCuLcjmzhBWqwVsXuqCfqYzBSLpwlxbwGeVNEX3sFgbZ1lIYNNUan123lHdg480x+xrqXbbGFMbeJ3zGPftHmA4lmNBtZtFNR6+fKWHk9Mlzk+lcaSHALDlZwiO/N7sZ1mceHse5vsv9vGd53v/yJUxPyChl+iu1CBXawNQzpHIlhgfGYDUGL8fs3DWvQ4pVMqoUEhh/c370DBYVz7M8NnDPGn9OMsOf4al9Rf7Vq1s8mFVJD/rMT9ve6udKxZXs3N9M0vqvHztUJmIVsOL56bJFnVuWV5ReJcG7V7zx+qlAQHEs2VTRd2u8ZnfnOTUWBK/w8Jv+iQ/PTDMj49n+eQeiTR0GmqqWb98Aa9f18qq5gCD8RJIeOuaEGUpuHahlxqvHasq+OwmKw1+B1/9/VlkBb0phEl8nr1eyCfQpk7iW7Qdt23+uj0xmmBZ5Tsvqg9wdvo/VGcM3ZRZ0k0X4EOTOi6bea43tAVZUuflq0+eY3fvDId6x/n17hP0Tmf49lsuY1m9n+lUgTNnTuBZaCpBTNReiaFYcA4/T2vYye96MhybgW9coXHXWvO4BiPZuUHdvLekaRludVbK8fMThhXyDBuVU5XVkpw75qaADZvNRjSVwVeeZknYVFRPF8tzpTpFCBQFiukoRvfPKez/EbH9D9I/PMJUsoAiYNTSwk9OG7x+bRPhru0YgXacTasINXSQ7ryJstVHUYdlFefasxMmNNwVPzX/+/2txy5xH7uE/4LnAXaJH17KppeSjP6/S3ztbz4CTgsNAQcWi6Ah4KDNb2FtMEerX6ugsphbGTUFnShWJ6OelVg8VejSZPL/QWg2EzBg9ZizJHFxX0YVFSkRqZIPLqZoC9IzmWYokkXXK14o2ShMnZmbjS2octMUcmGXWZypfooFkzNxZDjG4aHYHJ+hbJhJJRWbJKym8VslophBleU5xI+Sj+M+/1tcyR7UmdMQ6buoQS2lxFpK40qcZzqZIV8yt9U0FYvFdNS0FeMoRpmRkpvPnWmkmJhk96EjbFeOUTW9ByLnYfI42kPvZt1Tr0cIhbGBM/y99hirmvw4rRodfkFD/hx1uR5kqUg+FcE9cZDLm2201QRY3hSgKehkVUuYoWiWTL7Ee53PUrQFuWV9G29d4SDTejWLSqcRFTHLBdUeDAnXd1hp9CioimB5dj+l+rUYihVLIQ6t22DRq3H3PsqB3kn+7emeiwanyo9QUYUyz133jMRjU2hxG1DKE49OUTv1HHXFIeqmXiCbmCZau4WstwNe/ibEBohe9RVy2Pih9iWC+gyWc78laL1YfsimqSwMaiQKUO+SbLAOYi/MoCiCu65dyFC8yDf2Jvj9qUm8do31jlEGIxkmElnqXaYww1g8hxAmIAPgK69fyYa2EC/3Rvj4AQ9Pjwhe11bmzlUqPz0H/7wni5cU1UqGiYzBV45Z+fXxGbZ0hri608NPrirytg0NDCcN0jixuoP8t6s66R5J8PRpE2yjwtwK4KHDo5zY/TtAmkaGlYhUlDZqfXZGYlkWhSz0T6fN+2poH5mRkxw+N0C253mToCx1Dk2UWVbvw2MzhU//5bYVRNJFvv1cL1o5ze+Oj9EesrOlMwTVi8mrLtKFEoWOazh92efw7/weifAanIPPsrk9TJtf5Zc3atzcaQFDv8jDaDYMKVEVIDmGtRCZ1ysUgraz3+Mz2o85nwBR2cbQi3jtFpY3hdne5sEVPcnk9ASqEFhVhZFYlmTWJJkbhuR//G6A7c808+lzrUxNjhKdHkdVBW1hFz87MknJkNxxZSeHh2MUygYdDTVELDWcippD8dGEi4UrtwBwduIC1C78oQzZ32asYKeMzz3bKWPA6kvZ8E8mIyF4dUWFoUEIvnnB40eYyLr/58LvtHL7uhauWlzD0novRiGFfeYE50cmODFaYfBXtMKagk4W1PpxeENYbXYKJYOxWI7cyDHTpmA2ysU59r9V5k19r0pPpvfoC0wPme+VQkP6mtEtbrIViLF/+gDl4cMVPbz+ORCDrWE59rol+J1WFlS75/xMzFmqmGvI6oYEZ5BUJoueTWC12ZHOEFZVhQrxVclFyYydpr0uiL16gSkNcwFxzue0UO+3E3Zb0Q3TggAk7VVuVnc2MxTaRgI3wunnR8PV/EP2qywduI87Rj7GFy3fY1SGzXLY6UdQz/wGX7Qb16kHuabvS3xSewBXYYqhSBanzBHUZ9DjwyhGEdUooxTi2FUTqu6wO/A7rbhd5grVdvj7hCZeYnL5exnNWOgvBXlGuxwFg39xPoBL02kNOSu9DcmyKg1LvBdvdhDLwqtJNu4wz8+at8LSW1ALMdYqZ8gUdR48MPSH14bLjstulnKOz8CKGjtK9wNw73UEZYIMLg6IFViNHI2Jg2hGniafBofvg8a1GDXLGAxuwSZKlJs2QzFN/MTjwIXozRKbusyiwtZ606ixUDRvpSsWVbOk1sVE9xN0nP4WVyyuxlJOk8ybfU21ZjHNXpXJmQhCCM5OmLYaVR4bP3j7Wq5ZUsPGWsn/WFPgre1ZPrJK8vYu+F53kXf9+CDv/8lBrvtuN7/th1tXhPjAFR0Io0yto8yp3gGOj8R5atxK0lLFLWsaaQk5+ZcnzlDSTbCJjspPDwzzxcfP0L/nIaTFyQFj4Zzk0cmKkVyVx0o0U2SRLYIuoXcqA6UMhUKOZH6+n5hwtXIuqrOlM8z6NnNitKzBx0euXsju3ghPnE2ybwJevTg43/MRCsIwkIZOPLwGERsg27wDW+QU17VI/u2WTpYuaK/A083PmiWmmvePxKj0d4j0Ys+Mz1Mk9BJqfIg2ZYLzMZ1k0ISIS1SizlaKVi8Bp5WAw0pL0MnWziqODsU4PpqgeySG32nhyHCcSM6gzVngwfFaziUtxIWPp05N4rJp/PLgIJe3uGl0K/gi3YhsxKSAXLDgkYoFv89DY8BB38z/3WQkhPihEGJKCHHigtc+K4QYFUIcrTyu/zO7Udgl5pEWu0SQS2sHveKbxjBVGF7DxeoLKeAjl7Lzv7VI5UuUDYO2sItnzkzhMYoUknmS1jLOWTxA7XLA7Ms4yXJbp0JECaNLwUAkiyQB8gICZXYGxruhZjm1saPU2rxwMg5LX0shOY3XW0ugbSuRKYmtnELRdUq6OQMXUqcsJRbFQqZQZno6QcDnJ1XQcFk1ApY8NpvGbMnAkKCCWWagYrbnDpAKrSSfz2PvuJ4mqwIVEzRVEZQsXtKZLN5sxGyCVhxYZ6PaYwfdQS5nY6JQoY4G28Hi4tO/PoFuSN7bVuRnPQqbE4/SqM3waf1drOcEN6r7uKN4J58M7aNu8GVT68/ViOvYvcxphZ95lF7fzVTLLB5pMDCTRQQMVMVc2Y1Ec4RCLgxhqRyzBXf8NK7nP8t0/RX0tb8F4/xTLKxy0hdaR4/lI1xz4ms8E4wxGP80cqoRMhGWV7mIDO41KXaeOhwrbqbssKE1bQC9SElYud56lHLdNu59eYC3b26bd211Bmnd9DoACpGjnInBuxc4oecgZKbxpHpoq/Zii8ZZXO1mJtpD66En8CU3maZ1G96HYegUF95MmaVoK25Fv+9mskcfQiy6gV8dGWFwJkNb2MXWziq+92I/VzUJFAF5wzwGIQTv6yqw/OXv0iKmeHzhJ0BMIahwyvxNtPnP0Bcr0Vnt5qHDo9gtCiElizMV5bu3dSCHo0RSWUbjYEiDT28Q5A3BY/0lNEXwzi2tfHBDkEAgCJqNQSLoY+AuTFJjd+NK9BIrNuJVFT5x3WI+8JPD7OmNcP2SVXy3e4JnzgywqS3I6rGDJFu2kCjOA39OjJkTsvawGylhccgK5HjmzCRLWqBYlkgUEwUoDY5GVCQmyODCeO+2dn5xaIR79k4igVd3VXg1Y0dRiwkkTrTp0zgyIyjFWhrW3gQHv4Rv5DnSS3dC2G+ek8rAfaFa+2ziURUBUqfW7yJQVcFiCQWkjh2dWDzGsuYwVlXB6bCwPxPCo4PNSOMrTlAXnyHa1I7dorGs3kHZMHBYNX5/agirpvC5m5dw6wMD7GcZDBb5yb4hjg7HGUkU+fhaC0gDWyHCRKSKQiFGODDPHVJLaZiJs7zew8nxNAtq3GSnLiAA/3XjR8DdmPSdC+NrUsovX+I+vgLsYZf4eeX564H/dSkb/smVkZR0V1QYOiv/7gKOAS9JSexPbTcbfyzL/of/3yGESFyQcf/qUPGRWI7jo4m51YWul5lI5DGk8gf2Ant6I4yMDuOMncRnV7HN+tj/KTRdIWESYC32uZ6MjkCoKoYjjFStuCYPYM+MmCRVBao9NhShkCwKDg5E2Xd+nEePj3Gmp4fIzAQSiGSKJPIlyMWwJvrQisk523HdkGDoSCnI+BYymrOBK1SBWQ9RpeWwWS0kqtYwVrWF3sDlGMrFpFfdkOiGQUk3yLkaMYLtEGjlxXH48Z5Bfnmgn/5TB/jekRS32/cSq9/Gj0tXcUfpQxzZ/kP22TbxjZhZrul2Xs6p9ncgEfyg/GoKvnY4/QiKEETTeSYSsx48BgJTkbh/Jku6UEaqFkpWP4QX0HXw0xg2L6fWfZGA24GCYDqVQxWCyOo7ObP1bqoKw6x7+o1o390MD7+fpSGDy5SzpKzVFOwhbJ4Q2o6Pw9gRpMXJPpbxKvUw79/Wxngiz2d+c+IiLshsnI6rlAzYEMiYJEWA7gex+Wqg4TJsdUtoPPV9/P2Pwu8/Bf4WaFiL16rQUB1AtGwGi4ts27VUjT3DTCJFJF3AbbeQyJVojO3lt29t5upmWFzrpa1qvq+0pbyPNmUSRUi2B6NgdVN2VFFyhCGfpN0rGE4auKwafdNp6jwWXOcfgb7nEKceRnEGkS5Tuki3elGC7ezctoQvb9Z57nYPn7pxKYGqujln3pbqIDVeO267FY9NQRM6gcqk7NXLalnbEuDHewZBtXLv3hE2d4T475cZNIoZuh0bgHk60J7eCC0hJy6bhgQ6QlaubLHw5d+f4wfHixR1k8iqKWYj/+njQ1g1QYPfzr6+yJz5oaYqvHdbO0JAoxuW1lQmfrNE80o/F0wYPDXLINhBuO8hU6BVL831fcnFcKYGIW8OV6oiWNdqfmekgddpNx1iASZPzp0HkRqnqjxhCsIaOqKcI50vMZ0uUD3yOL7nP0O4MILXoVGu6Bo6rSpPnppka2eYpYsW0xx0cCwb4PjAOKpirhw9VsE17XaooEqR5opTaOZErCXkRCumUPd8k5vdpxmKZiiUdBbXeshbgxe5wP41Qkr5AvAKZLxLiJ3yx5j+d5OVxy3slPdfyqavVKb7jhAslZKSEPiAbsyMeUQIbr+Eff8IuO7PvOdFKeWqyuNzl3LA/5XIFstzDVdNUShV+kSSC3hGsQEYOVSBZZfJFg0Oj6RJ5c1yyh+QXmf/doaJuDsZzFrmejJSCsr5DCND/XhtAq/Dwqrk07Se/SF+p5Umvw2bRSNWkKQLOoWCKYWvzJzFlh5BCJWRWJbo9AR0/xTf6PP4+3+Lo5xiTUuAgNNqwtCRlC0eJJLBkVHGXtoF55/Bff4Rwvokis3DgyNhrn4Ybvplmn19kbnDPz2e5MhQjL7pDEVbyPx+mRl+dWgIVRF8QH2I7ee+wL2Wf8VXnsG6ZieLq+ws9OrY3QGursmwz7aZBy2v4c7Ybew83MXbrF/jB9Y3Y132Ghh4yezdYCLAECAwKnDvCoFSQlUwxJrsS7ifvAtftJv41s/iCdVQ43OytjVIV62b9rAbVRVEW16Ncuv3EbXLTahwIcFKX4FVSi/9lk50w9QGS6TSkE9wbjLN74qrqNUnuFx0c8fWRv59/zCfevgEPZMp9GyMA3ueZXgywjGxCICVwlRMoOMq6HkC2/RJQuPPof7mA6hWO5MrPkDWtwC2fwJUCw4NQi4ras1iqFpIruM6LKUk4dhRXDaNWLaIVRXMxBN4NB1RvwqrpqBUBiIMA+/Zn1PUTNUUV7wHMCH+hgEM7qbNXaRowJnxJL0zGRpcIPUiGWlhPJqkaPOZwqJAuWYVCXcHj/fkGI5m2NsfJZEtQXIcPZfg6dOTnMvYcfhr2Lawhh2LwqxvDeKNmXNHIQSffc1ScsUy13/jRVL5MlctrqY58hIAv8nO25kdGozxYs8Mb1rXbHowSYmiqnznGgev6qrmC/t0YnkDi0VDCEGuWOKh7gle3WHHoqmk8uWLFEUuXxDmU9e08ZkNcwYVZh/T6Yf61QhpmBxlabC3P0pkwW34pvbTGH3ZJJ3XrQBfIzz7BdZlnmXRzNOQiyGEwOe0mD5YhkG+DPHZPvDQnjk1jAY5QfeZHo6PJMjHx/BP7MZOAVBwVgAynpMPsLWzimPDCf73c+d50z17mU4VeO3qBuyUWF6l0TOZ4uRkgZtq47xueYiPrqtYugilwrmTpGvWIWvMaoyiCFzJ82jdD3Bd953cb/kC33/2FN84G2Dz/XHS//XmiCaEOHjB4z2XuN0dQohjlQXGK5OddomNwDA75d3slHcDI+wSGy7lQ14JwLBVSmanC+8AzknJcuAy4B/+3I7/Iln2Lxzpgo6z4hWjqYJSeVYy/oJkVMohszMVSHNpzmp5FuAg/oPZ29zfzhCJjtcwFt40D5vG7NkoE0fpCGg4p7tx7v4yTSe+hc+uYhgGBgK/20UsW2Q8mkIgsKsVxWZHgEzTDkqlMkyfw6/peKwKaj5K0GU1y0w2D6nAUkpWH1JCITKEmDoJVidjaYO3/TrCB3c7+d8vDNFR5SZeVHjXfQdNJB4VaT1XPdGaLQijTOD+qyk/fAdPnprkygbJe7VHiUsXm8UxShYPcXcH396S4R82u0mUFBY54tyyPIS2+Q6+dUsHrV54IVnNjmYN0XUTSJ3Gsz+qEP7AZVWxq4KA24l0+JFCReollN/dhbr3brTuByi17sCz7s2saQ5Q43PgalxKuLqedKGMXVMJuq3owU5K9eswmjYBEJjaQ4OIcFR28qvz0D1eZCpjorZ+dnCYZw2zh6o99hE+NvBePrSswE8PDHPt11/gQO8UlswE0ihzbHCGkFPDP7UP3DVw7T+DoeM78FU6T34To3opXPFJ8rWXceLKH8HqN4NQKJR1EjUbkB5TELXQsBkpFNwTe7lpZT1L6ry8akk1Vk2tcMusJISXnkhltThzFktyiNKK2001ialToFhwlSLYSnFA0lZR93qhZ5qJRJ4avxuhFzGGDpDM5MDqRXEGSPm7KAuNeGwaW3aCsNuCjjABOOPdKOkJpIShSJaZbAm3VeCyVCgIF8SygMGnL3diVQyuarXSEnJhH3qOUVsnT46ocyiyrz55lrDbyts2t1QQnAIUDavQ+cAVnZQlHJhW8bndULucx/pKpIrwpmWmnxdcDDJoDDh55/bFXL1tm8ldA5AG1cEgazvrqPXZWNnoR1VMFY/YglsAQWDoaUCYyNbMFOglhKHPVSpKusFoPGf2uaTORKrIkaE4iWyJ4sgR9NBCdM1Bmxjn4FCS6WiUQt48PxaLFUXPY89NmiuvIw/wnWdO8YvDI4RcNjRF0B52saLRR2a6j+3uYbK6SkkKNgczvH+1nXcsr0xUETT4Hdg0c4U0a8OeL+l0FipD7uUfZYt6kmvPfZbvHIgSzZZ5cv/xSx3q/lSUpZRrL3jccwnbfBvoAFYB45hluD/3/gubXenKa382XikZXQgduxp4GEBKJi5lx5cYm4QQ3UKI3wkhlv6pNwkh3jObzcvl/9z0YDpVYCSaxaisZDRFkNV8xMNrCQX8tIUrXQ6hIitSO6pRnpu5SsBhVVGsLlONeDZmZXkUFekIkHG1zvVkXKJAU/fXseanIT6EfPmbSNWOWkzQaIyxN+JgUnfj8/nwLL+BxuYOrl5Sg92ioigKKApWq42sJQCKSkAr4nfZwRlkIpEnmTetAlbXWXGKAoaUFB01Zu0kPsyufgdjWRW/Da5ZFODTNy7hUzd0kS6U52r8pg6Yhs/rJhTZj5KeIDfcTboouVN7CKsscXj91ymufgf9S+5gNF6kUMjjbFyGtXYRg+7VOCMnUHMzeFpXc+e2Jm7o0Hh7lwL1a2DxjTSfuJvO418l37SNbMtVFOwhU4G4eSOG5sCz+0swtIfoivcg7ziI5a2/xGq5AJUYbEepoP8aAw4W13qZ1mo5Y11CsfN6cAThkKnr+3CsnU/tU/jeWStCKAwnDX68Z4C1i1rIupqhlEfEB/nI6MfY/+5a/E4r9+wzfcAECqt6v82D4h8RvU9D4zqweWHJ68h23Ub/yo9Seu336C8FSORKlGVl3t60njHvKg6MlZAzPTBzHuHwkfIvQQy8hFVTqPHa8dvVuWuF1Dgp4WIwXlkVVLharubVJnVg6jTULqejys3CgHmbziaj/f3mHG9xUzViwdVkQ11E67ZhmThEwIixbtliPGN7CMeOUZXtoV+0kvJ0mrqEimYO0IAr0YMlOwPSYDiSZjo1r69HLgaH7mXr1L/z265nuPsKFaTEOn2CQt1lJHIlYtkiJ0bjvHw+wvt3dOK0alzWEmBFox8CbVC7glWNfqo8Ng7PKCxrCiK9Dew6NEmbV7CxyTEvCnvByihf0ilJzB7nLOVBGmZ/NjEy3zux+RBAyVWP0bYDee5xQEBmBhJjIASpifMkB7vBGSRb1Dk9ljSrHK1bKfvbSOZKPHRoABHtY1jUYfjbaFcmWDfwHS577m0YFVCRZrFhmTaTQWHt+yAXpXji12xfUMVHr17IV96wkmfu2sGxkTgnR2KsqDYnsQ5FZ6m/gO4IzMkVIRQ8Xh9Ouw139AQhfRqLpqAIgXf6EHgbYPOdPNt0B1fJPXyQn7HInmTjc7fD8//C/82QUk5KKXUppQF8D1j/ZzYR7LxgZrFTGvwFAAxxIbgRGAW2AO8CEAINUwDvvxqHgRYpZbqC0HiYC417LohKBr8HwOVy/R938RLZEr8+Okr/TIZ0sUxTwMWqJj/5ssHeXoVqn8tU6QZQTEM5pIFCGcViAx2q3Daagk7gP3jSe2pMzoKYLylIaZLcFjAMkRM0lcsUhx4F4MyKT9B15J/Qxg4zpm1lfBJeFSrjsltx2c3aM5g8I0p5CpNn+Vm/yqOFy7lxgYNlXetRHQEO9ozSMzLNOx0v4rNBTRKi2o2UrV5sdZswaoM8tEdlhS/J/RsiJPJDTMYly/InuF09y6HzraxpNsVaLcU4rnwCe3rA/Er5MZbap1k69QhG+w62t7sphj/M0LQDW2YMAWxu8YDFQbqsUezpY0lbCKtdw+6r4YvXqXhyI6Ao8Ib7KT/2CeoO3sNQ4dPgqqOYKJIv6XN1c/eJ+8nVb2TC0oDfMBhLldCUMj2TaRbXeQhbdZQKmXh29i6EIBFaTbm+zeR5DbyIjsp5tZ1VVQ72TWRJlgQ/PGygKgrvuryVyJ7LqQ16sbgCcPAHhJ75B96y8Vt88+kebq1SCAq4vPgSLWISctIkI0d7weHH2bCGNr0IeoZBz2q8xW70WaKyEBjlIvb0MIoWBVcIi6eRfMMmPKfvYzqawG5RCTo0RsDk7BQSOHRJplDmzESSzsGDWK1uknWb8VU/CwMv/YE+W1XTQpzW8zx71uxl7VhURVBmGbLXoFlNQz8VA7UUB6OAy2bhmqU1TNUuoMFn6rChmEhLAGGUzLJs4zocw5PkpvR58nU2CqU8RZsfr8jj0FPY85OoxSQ1nWtQzwmGoln6ZjJoiuC2NfOeTYApnIo52716SQ0PHR7l7HiShw70cmgwxuc2qQhFvQB+Pb/pwYEYAYdgqTNprozsXnAEiEwMMjl1lHDLMmLCxaKmLkTPNFJCT9VVLOp/FhLD0PcsvPx1UK14Zi0hlrwK2Wp2DVRFgNWJapGkCymMmR4sskjEUk+1UmKNchRPPoWal8QzU3TU+JhxWJjsN63ff+e4gessP+Gy3DHE8r83v6cw7VoODcRoNeLUyDw1DgeLfTrTjddSYw9AtblqRtVI1m2iPJ2hOn0OWUhR1i0Io4QcOYBs2YIiJdqWO3nwJ8e5U3uYv7PshXXpJAAAIABJREFUxlaM0W1dRWu29Ec1Jv8aIYSok1KOV56+DtPJ9ZWij13ivzG/GvoAXJqw9islo/cC3wRqgQ9fsCK6Cnj0Unb+SiGlTF7w92NCiG8JIcJSyplX2u4/E9FsEauqsKE9SCxdrNgouHCVM2yvyVG2+ckUyrhsmlnPRbCwyonTuQpNE9CX+ZPmY9g85gPmIKj5ko7DqsG5J5CqDU/ijPn69k+x37iSDuVfyfTu5eu9NYzE8yjiGO9e5WBrRwghQiyr9yC8dhLpDHc/cYK1hb38b/1mTkTyfKpVYakLfrxniP39UR6wNPLJJTNsrS3zod/1ois2vrohxO6Yl9FknDe1zTApwmj6OFUDDxM480O+YCkTf/lhaPkBhmUV1lIcJd6LFj8/97X+yfEgai6P3nGVyVcqpgAHhmozx8i+56B5I9vCKVDCoJWJ9z2NMxuAQNAscQEoCsrKN8HBe6gafIxMw+VoBTdGqowt0cf26lqUQgJdteOJn4Gz0OO5nkComnxJNyfBw3vRtABg+v0EXFZasyewFApI24q5ZFQMd/GvOzYQdFt5/Xf28KX9JfYNw4ev6mBBcwOFma0oShaW32o28Z/6LG+7VvKd5wSPDFup65hijZjgaP0bWXXV7VDKmqtcV8hsgls9SEeQslYkXrcFwzC5JUpyBOvMEJ7kEPj8pHMlnh6ZpNa6giv1IvrgPiyNW8xynqMWw+KE+HFEZIYTM4LxRA21ffvQgss5lnSytboLjj0Ifc8zlsiRE0k6KtfXXdcsYiyeoznkNC2xpxTTJK/iNlrOxpjuP4HPYcHptBN2Wgi7c4AOBM2+yGwykrrpqGqx4/RVMWqvpyQLprGsMwhCoObjCJsGxSzBWDcArsblbGxXeey4OSRs6gjNDY79M+a90ukXpjWKu4Zt7lF2lXTedu9+JpIFXtvl4a2LsyBMdJ3faZm34AYkEsUwTCmnmqVmMqpfRSGeI5eYJK6FGNGzLALMzoskUrvV3HjssGn056mDrpsYsLRRffoBnI9+DOPt6wGBKg2I9KIVXbhtGnWxvQDEXe2oNgP/8Atzx/Li7pfZsnETElikn6NgDyORnBQLWGfpQ2sP0TOZNqWAskUk4LdrpJM6d65S6ArYiFl91Pvn7eUB+qcz5Eo6dV4bqaIknS8zPLSXxaUs2a434HIGCXmS9G37DMnjo3iT53lv6SMUTvu4Vhn7A1+yv0QIIf4d2AGEhRAjmEZ5O4QQqzCLQwOYeeGV4n2YeeNTlW2eBv7+Uj7/ldB056TkOilZJSU/uuD1J6TkY5ey81cKIUStqIzeQoj1lWOJvPJW/7kIOk175kSuhEVTKm6peQZHRrDMnGZoJjGv6KzZUR0+moMOvG4Pqt3NyiY/Jd3g6HAcon0wtG9+54XUHK/IYVE5NZZg5eeeZHBoEDlygGz7dST9S4hUb8bY/CHuORDlUKmV6TMvMxLP8/51Xta3BflRd5aXeqZ4x737ebGwECXYzrv//RS3lB7hY5ZfcGdgP8ejJpT2N91j7O+PckNXkBprgU8cq+VzJ0IcnyxwajzJUN7OfcfSeKywsnCA4XNHsJ99iKZT90B1F/c2/k+mdSfy399E++DPaIruxS4KOFP9FJx1ZKSNtbndSFc1/R1vIVuWaKpKZ7Ub1eZACBOZODo2YnKupEGqoDOVSKPEelH08pxhHMCovQOp2nCM7SU7dgpr7+NkMllEMY1lxuRhlfydZPyLUGxuLIWYCVunMosVCqqgooZcSQClLKqexyjlTe0zwNG6gWtbBOucUzQFHewbzrKi0ccHrzRLSIFAANXXYCaYZbcCEOp/hFct8HJwxkJx6LC5n5qF0HCZuUpwhWHTB0m3XsNR7xUkceOJnaRJTrC62W8m5lwUNTM5Z6mUzBXMHlJ4LQYKluGXSeXLzOQM2pZvIuxxwtBexOQJlsSfplaN40+dI+pdjKWUnvs+zJylUDJI5spQuwLKBRYxwIb2EDevbOC5s9MMxbIA2CoVQB2VyWSBbFGnKBWmUwWK4yfNFQNUkpGO32lBSAOllIFoPy6bSlwJ0lOuMYEOjgC0byPt7USRRRg/xpLIU+Y+qrvY2Baiv6LEfu3SeVv4WLZILFs04dVjR8DQWezKUu0wk+k1dTk+vNGDaFgD3gZ8DgtrW4N47PMDqyExjRvhYrBQRePQKOZwpfqg/wVCbiteu4WCs56ir910i42ch+ZNsOotZGvW0bf5S5CNoD77eSaTeVK5LMycQyslcNk0NhZeIuFqZdmiRdhCJg/skLGArHCS6D/E93pcOKwqoeRp4o4mnhso8HymhXY5jFfkyRTKxLMltApKN54tgKLSEnQQtOk4rKppIT5z3rS0B9yTB7GkTF3BTNHUcbQMmuCQWM1GEIJqj42VjT76l97J+JbPIZs3sqY58KcJ+P/FkFLeLqWsk1JapJSNUsofSCnfKqVcLqVcIaV8zQWrpD8eO+UUO+Wb2Cmr2SlrMCtqOy7l8/9qQkd/IstaAKSU3wFuA94vhCgDOeBN8o9hbf8C4XNauGF5/UXW2z2TeSajWawyR8FmmjMA4K3DcNeSLenY431oTj9VniDRTNFE3tgKJkl1NqJ9Zkmj4wr8TgsPHhyhWDYY3PcbWpAUGjYR3fI5hnN2qsemGI3nOOtYyM7yI9zQkOF1XQ28s6mLa7/yFN/tLgIFeqczvGWyyJGhKPc5DoKE1+uP8u3yWib7jvH5Fwp0VLl499Y2GqaHuOlxwSOjLta2BDg2kmDv4aN8NP4D2rQo0Wwd4dSTWEtJEqveg2/RDnyxNt50PsTuwGfwP21iUZz16yHZz6B9ERNGmG3qcUqLbmQgWiBcKuNUNVrDLiIpJyIK6XwZCga90TTZks6+cQgradKFMm1FY55nBIwkdfy+hTimzlEYj7A5uY+jmREcq7eRH+kmDJQ8jYgCoKjo1gDlCtTXROAp2FXJtoVVHBqMmux6o4BWyqDEBkwo+7JbTYJrLgaxft693M2/7i3ytTeuwqIqFEs6xXwZh1VB1UumakbTRjj+Cy5f+wYeO5MgM3AAXQpqmtrny1XSALufst/FTDxGfVnHlpvEn0kSsi6Y6wFI5qtqXpuKbsDBGZ3Nni5qZ3YzykfJlwyaQ06IjIK3EUvQh3piFHV0H6osI9w1uKPHYVklkceHEf4GdFTwNZCKTZOOjDJKC9OpPF67BcNhpaPKDY3tMDIz3+OUkC3DaDyH027HOvt9apbCyV+xvClA1G/BppRg8hSi3MPM2X56GrYTTpszb69qx+MLoXgWQU077LkbnGFwBtnYAeJJQMA1S2rmzrUihGmXPatEYpTxO1V2LhIoVU2syI4TcljAXf0n71dDShTlgl4RQN9zWNJxkGCb7saZngGfn64WNygKPVMpMq1XY+3+buVALHDyl9gdy5iqv4rCqrfhPnof48ZreKbYxK3+MoGQndWWHM7JQ3DFJ/GtfjWcyADwQPlV3CT3sEk5xXt787x90RHc+XF+Ka/g1+N57upYjxj9Bcr4YcYTbUSzBcYTOZY3+PCJhfgtknIxi6Gq5Io6uaKOI9Zvovzc1WjFBMWSnYF0BrVW0BSws2zoIOP2TlLRSQj7qfZ6UXNWpqcc2D1+lkQNU0Hij/iS/U3FLqFiiqTejok3eAn4+Stuw6XJAf2n4k9k2e9UEhFSyrullEullCullBullLv/WscCZkJqC7vmlraaqiCkwVSyQElyEeckV9LZe36G9Pm9MHaEWGSKSKZQmaWrF2tESWPOjfS+3QOMxnM4LCrOgacoWv3oVYsp24MoqsoTB04jgAVrdmAVOp9eMETQZaPKY+PRrqfodfwd/Y63sjX3LN985jzvqh/CKTMMe9fQWOzjOdtHuOrpG1mXeZ43rm0CvYjf7ebD2+pZ3xrknVta+UD7FJ9OfhaPUoSWzfhkitHwFh5b/R1OL/4QBQPWN9iI4OP+0Icpr3kHRvUyrGMHsBVmeKHQSa9zBQDHfVfgTPbNJYRssUx7dYD66jBaKYkopskVdSYcC5nRanDbNZxWlVJkyLSRrjR/S7pBwrcYJT5AW+oIZWFlZf/3KQwfoTx+kpKnkeTi24jVbYGlr0W3+edWRkplZXShcKWi57FrKg1+B1YVk3+x4x/Zm29md1+USKbI37WlOHznQjrSh01LjFyBnukMhbIB5QKJbImZ9tfA9GluGP06YRLYJ4/QK5rxh+vnM0t6Cs49jiiYgA9dSmyagkQylcyZ/BihEHBaaA44weLE7fHwmlUmgk4sup5A7Bi27ARGPkGy+7fkiyVw+HFrkquW1rIpYKopGFVd5pTI1wQ2H8QHKXsbyTtqIRslmcmiKYLmoMvURiuU5ydRVheEFqC5TPBMWULO20asaj0WzURwmSf15/DIh7Des4Wa0aewqgo8/yUCD91Omy3JGneU5pHfEM0UEIFWGpduwuMNQDZCMT5GPmC2dQNOK0sbvGxqD83rOlY+RcK8aaBRxmnRWNbgY0NbiHVtYTxWIDUJxSy5os7u3pk5QV/zHMs52D+yIlpaylX+17RXn6/qVQjhBuQbt1Ru9iYItYFQsZYSKEIwufKDIFTekPspGpJUoYzdaiU0/HsAMgtuMnuc4YVw7T9z2HMFu42ldCjjqJHTOH77fsZkkJ+Wd/DxrVV84M1vMK+H4YO47BpNAfOcdFS72bCkE3uwgYKnmUKVObEYT+TmLCTM69qkiBiaA5/LSUDNEowe5bxnPYH8MBTTFMsGHqvC4loP/o71bF+/hisWVf9VSnR/kdgltrNLfBeznPcuzETUzk5526Vs/jcuAfvXC+2CIrWmqBizCSYXQwwfw5G2YxnfB/k6YudPUay9Fos7WLmY5Kw2j3kXCBXDkHz3hT5WNvpoD9lYdHY/8boNaIUk0fFBCtYqHusrs6ZWo9ywAXlIEEicZLJ8PanBY9SeuY+8tw1LKcXfay/ydOFy7qw9iZGwcXzpJ6jvvoNyVuWE0cqXrfdgtL8R1e3GGJXU+V28Z1sDLpvGbcWHiUgPR6//DTeGRkkpXvAuoUtKeieTFF21NIb9XLkgwFd6ddaofdQE1lI1dRYrJZ5N1nPZZRtJhLqIhdfhixxBOARSUdl9PkKHp0Tb0As4ownITxCz1hIM11EcM0jny4RcVvxuO8jifAIBUv4uFPlzFODF5V9g9fl/w3/uF+SkhWJoMZ3NTXQ2NwGgiGk0RVDttZmDpTDPz7HhOPFsiWo1h1VTTMKiCtReBoARnwFM+ZepVAGnp4S1YgkvhEoytBLJeZLpDN/aP4xdbuHmhtfQdvxenrD9HBtF9jqvZGHzRvO8tmw2pZ5S4xWhUANVCLrqvCTzJQ6OpVjj9OAXCk6rhtOKqeDhDFIlJXV+Oznfq+Hgv1I19jSlqtfTN52iKuSkYelrIRvF5Qzieuh94KmjZA+jZGbM66puBUT7URQFqRdh+BB+wyBXKDEzNkZISWHzVZO1VXMmmqA6kSQY7kTkkygCcqFlYAmiW0yAAUKBaL9J1G1aT1QECe29G3nud4hoLyBYMPU4jqH78WYHSS9dDlU7zH6ZuxoyM6iP/yOp1uuwV87qHVd0smPRxSucCiblgmRUwpASh9W03nZJK+gFs7dTvQRcjWQLOuULFM4XVHtwW1VIMp+MACXcjghVo0a751RIDg3MYLPZ6ax2457xmomofQe4qiE9SWNVmMa2IImsh56m17Nw6Kc0Bi/H46+maIA4+iBF3wIOjeusKB7D7w9S9rdybWOZVHILTP+EJ6yfwEgLPq5+hodu8WCvCZreQuGFeKaPoAZ2Mp40SdktQRcumYVCEoF9TrrrQj8jqEyypEKu6XK8tT5uGH0QBQOx8GqcogCRPk5PFimjcFl4IYo7zBrf32ACmo1dYgQYwgQu3MVOmWKX6GenzF7qLi7FdvxDQuAVAiEEPxCCw0JwzX/hsP8mwpQEme1LzGq/mRe+zCex5SbMH8fXhIrEUoiZF9R/QDjNroyOjyaIZoqsaw1yg28QD1nOuy5DCLj7uQHec/8hzscNblxoJ1TTQKF+A6X+l9nTO0P+lx9AFxZmgmvI+9pZUj7FE7cHcQ/8nkLn9biqWylf+0W+VvNF3lW8C2Gx437hczi8IYqNG9EtblRFYE0O0jD5LJklb+RGfz/oRTzeAG1hF0G3jUxJclZpIyG8fP7W1QhF4QtTGznb/jZ+Jq6lhMY1m9Zye1OMUvvVZvlJaGD3IIJtCAGxmXFyhQKGI2iSG4tpQsS5vM1LbV0Tl7UEcTtsF/9GQNq/GAA9tIi2FZtR170LNTGIO3meYqjronOzrjXA6mYTImy3qCa0O9jKTAV6HLDq6IZBNpumXL5glSoAYfJlxhN5ErNaaBX31LLFQ7luLZGyjXS+jK46eHn55xm+7l7Kqh23yJMOLDXhw4pirrgq5Sa14ms0i2NRhEAK1QS2KBq5MsRrN4HdFCwWwlQfT3k6INRJ1ehTph8SIBRh9mRCHQwP9cO5x2HN26gPuuZsQqhbCfEBXOlB/CUTPeey26hzlNiUfZZXlV+gdeL3xFNJxof7SU4Nm6sHzUYmvIKixUsxl8KbH0WRZXMQfObz5r4veydHNnyDnuUfMxNR0wbE8tdTEz2INzuIVK24j/2QXGKGZ08MMV60g6Kh6nnygUVzv4PNoprn54KwqApWTcxVCzAMhLcefyCA3aJAzXLwVpB3QmHWXfxCgFBT0EnAbYP2KyDQOncdhbweVrfV0hJ00FVnovXKumm93hp24XE64dYfwDWfNxPSgmsriijSXEns+O/kA4vYevwfcSV6yPfvwzJ+kJH2N2IpJjDiQ+BvpuBu5tX1Wa664lVMXfYxvmy8mXeV7mLtjpuxL9gOgRbzQBvWYhnbz43NOpd3VnHD8nrKhkFi+AQLGWBtMEdH6gBCL5reZZXvDBDSSnQd/BS25AAAzsFnkI4gi7pW4Rw/AEO78fX9lmyuwIFUgNT0EKXU9B9VDfkbiV8A9cAbgZvYJVzMy+FfUlxKme6dUpIErgECwFuBL/4fHujfXGiqIO+qJ1a1gRq/iyX1FRJHpf6vqzYz8WRmUFSVki1gqjdYnCavZfaikCYc9pkzUwhgab2Xywr7KUiNPdpaxrMKuycVVjb6+OhaK1c1qTQFnaQ7b8KVn2Rx371UJY8zWPMqIg1XkvV2osgy1fu+CNkI+eU7QUoM1c6tW1diDzUiV+5E9j7D2PQ0Hl+I7V11VHls1J25FylUcqveaR6bzTNXm88VdQ4OxtjbG+HRYyO4rRp3rVE4EHPyWF+Zf8q9gX+r/xKtchSvXWN2lJBCQWG2fyNICh8z1kakzYe0B5iuuwp77AzVapp0eAWH9A5KjnnrAzCTfCK8hvTmT6C+7ts0LliF4/L3m6UooBDsYiye4/yUWa5yWrV53Tgw4fPualRF0OYu0hTZSyE2wtSpl0gnoiagJNJbQVbNC2POqnAjJaKcIzTxErJcxOtyoAhBLFtEFQJ7TSc/bfgk/7P0ZnLhpTBx3CzFxocgX1GPUC247Rol3aBn2iwvISq6ceEF9Po3c2q6bELBR00ghN2ikCroZNqvIzC1D1upIsarzA/gjgN3Y6h2WP8ePDYLnlkkQt1K0EvUyAjLj34WRg6CaqEqfpyazBkcGrjI0XvuFCPRNN29g2ROPwW5OOvawizKd0N8mJZT34bTvzWT3+nfwuIb5pByaf9iStd/DTbdCSvegK45SNasR6z7e/O9Zx/Dlh7GEjkLj90FQDa4uHKOVMKuCw0ezeiq83JZS0W6pmkD2H3YmtewdOEC/E4ruKtM/lDlXlPEvArH7LWSKZTN8qfFbvKMZic1uSjM9FRqtRq4qubUxLPFMmWj4v1VSfS4QkQKghMjJsBovGhn7KZdCH8zvPgVXLv/hYI9zGjbGypHX1nJCwEYICXFqqWcqLuFbscG3ryx2SyHzqLi1vwd6GW8P9pOW/IAPqeFgUiG8XgWTdWwawqylEPIMoJ5gj2AfeY4/sgRavb+L0hNwfknEZ2vosqmowkJzhDCMNAyk6SSKfLjZzh4/PTFXLC/pdgpPwy0YZJidwBngSp2iTewS1ySGeulJKPZetb1wP0VVQbxCu//fyKq3DYW1gfRLS58Dgv1focJzVZMZjnCgt64ETp2kO68EdUVYHmjD7x10LxhnoxXtQjCC3ju7BRL67147BZ8I8/QrS7jmSk3D/Q6EUjaq1x0udIMziSZTuWxLn8dBgorJn7FhG8lqfAabNlxst5WDMWCZeBZqFuF4Qhhy08hpWRta4CnP7od56rbEEaJ9P4HEKlxNFXBO/wcdWfvZ7L9Vgxvk3mzOoJzfI9EroghJYuLJ/HHTxDNFnlrFzS5DH7RPY1UNK7btJq1rUFcNs3kOQFLap04ZR4yMwgBZauPZMeNNK29gbotb8YVqsWmKoQ8NlRNpWQPocwONpWbe1WT3xRR3fQxaDRLalhdJuDg/+fuzYMlS8/yzt93ttz3zLvX3erW3lVdve/dUjdooSUkhAHRHo1mwPYMGBjCAzF4iFkgcIwnBhvMgBnMhAPGpoEx2JJAYhFSSy21uqVWq9fqrr3uvt/c82SePMs3f3wnl3urSl3WhIOS34iMW5WZJ8/2nXd93ucFOoWTVOxun7tuvdrmlaUKX7qwrZR914ZOHSHA2H5TpZuiGdxokcCMKUSjp2oO7dQsdvYIgRZRPTQQ9owFgES0tskJm/ccK3HvbI6nT0+QtDROj8X42siP8tCoD40NaO0pvrIQ/RS1LB6cL5CNm+xqJYRTR3eb/dqWcBpEG9cUuCUEuJwcz3C4lOBc+nE06TFRUShMIXRVT3vptylc+TRbRz4OiQLVyBi1jIo8eqO6eUdxz3H1OchMMnXlD0kufwGau0hNp960iZgaJh4NR0G22+V1tqpNRlMWI8ufg9f+LfzV/6jSYyc+opS7DBDSVwbj6Pth9BRrT/waq8d/DO75JMgA65V/xdjyZyn8wftg5Rss3/XztAqqnjiVi6vn4Waim8roHRwG1670Z2kplGTIsxhaIz+QvHhlj/VqW00lbu4oBZ4cpVxr8PZb3+KaHOOSsQBT94Ju4fqSr13eY6/psE815WapjD3Cdsul4/r4viSaHYVPfAriefSdcywd+3ECI4oUIQvE6iuIyjXlwAQukaDN//GY4HP/4IxibylfU2sDYOYh+ImvQmoMPv1T0LURQiCDgLLtst5wqdqKBUIzTBWpZWfVeW6/A0By5Uvwyr8Gew//2NOURRpPM6G+TiA0TGmT334RT4YTxrTbWPU+IyXPyOd4Rv4DlGH6UdSU18Vb2fxWakavCMFfhz/+j4UgBQTvss1tL0IIDkU7TI7auEhqtksqqpRw1NCZmZ7GHHkQrBj6Tguv2r7xD8Vy7DQcXl+t8d88Pk+ssYS2d4nUnb/I29+oc24djqddpnJxytF5NKHh7NqUZou0xx8guvkynQ/8Ona1A43LRI4+Aqt/BhuvwcM/g9lcw+xKAqlx8aW/JHPivcxN3o2bmmJk6XPY63ezs7LM9HM/jRw5xaW7f5FRIZRH39xSxjOWo5iMYBmCZrNBSW+Qp4GpCX7saIdfejXOe6Y0To4lodyjS9JJx0w0dIQvwHPQNQvPl8hoFgoZdKfJPfEN6FqQiSGuvMCqbaIdui+cXqu8/LhlcEemQ7p5BdrhYDMZwMwjyIm7mT1+F2+t1fq9JstlW6H1CNF0uxfAaRDpjqKd+zSNzjKRygqBdQwvOwe1twBBKRWh5XhESocp+yOMWy7oJRAacUMwW4wTd7bRGlGeOnG6fwtbFUkuIvm9Hz3CyMufImwgglhGRZbmWD+aCdpVMnuvYqQtstc+x4r1EZJenPjGS+heAKX5vicfs3Qajks9d5oglkdbeZHO5CfVMMXP/iP41v9Da+pxrp38ScaByzUNIRLcA+HQxSiEcF+5cwHWX0MLumjtXZwA/rJ7lmvVLQKjw0LSIxWJUbcdnn/5WwSBZGRpkQe7TYUse+tPoHgMxu6AnfNoYTOobkbV8aQn8Cbuxlv6lrp33/NLaM/9CvNbb+IeehTz479PuWzsq7XeSJb3bOodlzvGk9DYBDNG48qLvO1NceLESdLb58FViDXCptdC0iJmXp8GZe+aGo6YLMHk3bjdt+h6G7S0Iq4vOYKyU70UnxiqyfSk6XhsVDvKuAEJywA9BR/+DbqXv8zq+DM9jRD6TrIfpZlOmejGy6TcaegsQ/qjCjaemVK1NFBpxA/9Gvze0/DCv0Bb+Alk4LPX8qgFLhNBgCa9kP0iPLaujbj2PLX8nWTKr8OX/jeYfQznyPfxrSsV7rj7ZxizHHa3BVpzAylq+OEU557xvu3lGekCfw78Oc+KWyJJuBVj9OMoXqKrUmILQQHFVfddLV0vYOnaVcb8TWraKOc3Gjx6pEhUM7FSRcbyGYgqgPKhXJzdhsPFrQZHE21F1TJ1n1Kqu5f5wreU9/zehTSnvvizSM1k/IEf5BPtFf7gzSZPz2lkkhF8PUo05MbT3BbeyY9ybvbjpErHkPVzaIaJmSyhPf5zCvV08iMkL/41ZyYiaL6KGlT+X2AvfIj0a7+L8/LvMrn0ZWQsi/bxf0uymSYRNFTqKghZjE99lEIyx88+MkrwwgViskP02udg9lE+eLZC22rw5BQMe5XpmMmRVJK1vWnmg10MobEwkuTcWr0/0pzmNgvuktogrJ8YbgMhNKX0QtlpOtDcI6KVlccczYCVVKwVd3wMCNM04e57qRtNCxuJhUIeZbrboAnqsx+kpDeoG6fQOwFBvU0i4rMwnWQh4dAuX+BiMKK69zOqPmF5bayYgsM2WjatcBAcgGFaFPM54l4V8odVw669pyKuWA7y8wSB5JuLZXKdNYT06cRGaToX2VpbZmMnypHAw9C1cDijMkYtx+PiZhM0nfLoI2SvPs+RD/yquDRdAAAgAElEQVQWCSOAN/8Uzv5dNh/6p3QqoaPTtTFxAEX/RHZG9RpFi0Q6u8jX/hCJwEtNoF/8LJ9w/pil4nt4J/8Ux0cUY/aSE6B3KpiBR7byNXwjjn73J+AbvwN3fnyQYgocqnaXVqtJSl6EzCRaLEstdZxAGGj3fJKmnmZtu8zYUz9BNhHn7BBe/+JWg1rb5b7ZwfgDUMq/YndVY+3y1yCaI2jXcMW4ur1CAyOmqKIsFUHfNT3g3uxx1Imw/jdcd+zPNXLqRJwGXHmDUvw0joiqGmBuHrKDg6xVylx45ctc9ibYa3WZyatrREtF0v4j/4hguU0+aRG0dQxd1ZFlJM3exP3Ea5fpxEbpxqZIuXUsu6wW6cG6zeyjcOpj8MKvY45/TM1NEhpSM9CFQEgfCxe2ziuqn5Wvo/kdNg99kJSsozW34CO/qSJmIIgVIBtjymjjr++w3dAV9ZS8zSOjm8kz8iae/H55V2MkJYEQbAEnQyqg/yxEItmtd2i1bUamh/LWpkV34j46e6sknWtohTlilo4QIiRYDFRnfuCplMM3/hV/9Nq9LKQiPPDWLyM2X4KP/S7d1CTfN7vKTx6TxA4/QdkzyWs2ry3t4ZJDF0B6kmp8joyAkUyM2VSaVkTncuE9zP2dDynmA11Hi2fx0YCaoskHtk58kuDyF8lc+xvquVM4H/t9OrLE3dMJ2CtDYUGlD+w9lRaJ5cjIOsSjIOJ94MXYsQf4yfQb6ns9GTsDsSzNpsdaxWbOBITGeDrG5e0mAkHT8Wg2HNxKnclcDK3rD/LZQ1BsOlUqy1exK1uMjZvo4dyYXgrv8k6TZMREMoDzageMUs8YnZybYf2CjvBsyIzR3K3z8peeI6fZpCoJHiu6ZNwWkeYGjyfaaCFpKYDnebTaLjHLZLfV4IpTY7Vic+9snsjIEQ6NHFH3cz2mokpNVzU33wPfQ9MN6m0XU88QETpuZRVd1ymMTLJXKdNyfbKmptKj4anbXb8/fG5v/HGKi39GoXEe6hsqOjj9d7AMA1PX8AOJ2Vwl0VmHo4fV9cvPwe4Frpz67zj5yv+EuPI3BLl5xOO/gP7nP42rJ5msfYuNyQ9QnLsTaufJJWI8vPlvSLWWkOhURu8nNvkIiQ8uwF3/BegmtbEUy6+uUnBcXriwxmNjPonqMnFHx0mcpItONPAwUyX08aeIWNfXhrpe0CfbHZb+/CCnSfvKC7T1NKJdRZ+aCgFAGsOThm8mw04IjnKudE8dR3Lrm6FTE2E2F6GtxVkp28jkGCQHTni1ZZNwyxRj46xUbXQhaHd9rNDARSyTu2eiJCI6kemQWHrlZWKWwX1jeRL+CZw33mZ5c41oMYUVz6shmDeqyz/1P8Pbn2b0rd/h6vH/lmjEQkoTN1Yi8Ew6nTaJ6rJybi7+FYEexU7NsnXnP2R8/jTkZhHhWhH2DthlxsfvpFM1aMUiiLDhV/9uNEa3KO9qXITgf0chJN5GcYqAuhvP33Sj21nsCrTLGNE8KiQXgyJquMh2mw6rF89z51iUSGGOdten5Xh9+nf1ZcUE/HY9xmv1BL98agvx1p/AvT8OZ34YWe8ghUYmZhHLZskArL5Dor5JtXQfupCYpsZ8Pk0xHSWqZ2BLo9FssbW8yGzyGMQzdH3JRlOQHZ0BzqMFPjXb5QvrJvHi30c7PEF65i6OainWtprMFBLqQTciysAMPfhvVgymfYOMswXRFLg2rUYVy+1iCqFSItEMpEaxux4XNvdI2BtoWUAIWo7H8bE0qajBhc0GfqBYk93sPOms6sLXBEqpr35DpYVe+i3idpx44NHJ3EcilxiC6wrWqx1KKbmPvbjnAe8zRkEAkRT14j2YIwtEpo6xuPgc65UGuxGLw77FX7+9yZjcY9qzmckLaO/B5hsweS8dTN5u5zgWCXCdBkSharv4gULa+YFEj2YRIeSaWB5WXlKAhPoaHH4vmgZBNEP7yPeTt1q8c7VLt6ozqmnMFVSXPlYSosoRjJqDlFFj8nEA2s//JpYh0KNZmH2Mad1UjbCARAxQV1LC8Q9RHXuYjdLHOPHObyDsHbTRU2i5Sfih34P1cySe/xXum4wRz4+CBWndR7aW6MQnEJ0qL47+XdJLVe667ynSltpP2TUwLZPi1HG27ICGs0ci4lFMRHlqzEJoEiIpuiN3YsgUXS8gZulc2Wni+ZJjYyH91Q0er94IicreFhdXKjiZHLl2Ey9XGRgjtwX1dUiUQDf5xrUy2bjJ0dFUPzLq9bYhAxXhBy5ChKByGfSjCJD9bXTXBhc1rRnIJlQk1Gp3KLcNZguCz765zocOuaRRHIGJiE697ZGNCzX4D4nRrZOpvgOlYzQOPUZF7DFx7EhIgHyDyAiU43DmRyice5bYkz/HhWYMEUja3SjHXv0VWrGfVI3ggQ9vf4ru2F1IzaKbnu4zbvSBut02OBvY2QUMfI6NZ2mWzuI3FK3Zf65yK5HOR4FjUnKbwjj+I6RdUflZ3UQvLGB0R5BC9BdBL19trnwVy9kDcw5QE2JBeYP7O/Nz/OHWBJYW8IOJ1yDweD33PmZtN3xABJp0FYtwooiqa5hUAR2JoWtM5RMEuvIWl/ZaLLb2yDSuoHUnIZ7BQ2Nzr4aVUXB9gUfZ7hI3BKfGErzVjdF0vL4if+HyLrPFRL+PhXi+zyK+68WIz3+UjFxVKazaKpffeotSOsJEsaBQTmYM7DJB2E2iBd2+Ejm3XsfQBXdP51QGJcS/iFgOMxJH1yAbswZosebmgNVcBmjd5kDBoPq0en0pd0wOiuG9+zHeI68VKvV1dbtGR4tB9jA1kmQTUYqJDi+4R8gaJRYiBjiCrhewXmuTLXWJe44q1ltJWpmjBNYGrqPSqka3hr9bw27VeXutxvydj1JK5QaTcOceh623wVPGRROCVNTk6IxaFzPOFh3X57GxcdKVMLLMz6kX9GHPpVSEtluimT1O7NJnFbT75Ef3cZVB2Lo2+B8kiniFe9GqDkF+Ht3eoZpawGpUiFsGsem7AVR6sVNV+33rTxFIGo/+Ip8JHmI+rRMsPke145EG8ByKziqGDLisTRGz6qQiNUDB9Fl+CQ49QI0Uf3Y1IAiqGHqNp09P0Oh4OKH3HoRkwAdFhKWXCil8dAqygicFVZKqZCKESh1vvK76uPQMnj+Iskxd48REWtHniLCFNoxk9MIsInYCc+VLCNMEJG+uVmkKj2NjKTK7L4Gb71NRZRJR7p/NEw9yZGtJ5ktJNuptanZHXQtN5+J6k616B6uzy9FEi7GREbrtBo2Na2zWoyTLb+FG7xisid4x3Uge++8Rb/wRia//C8SRn8LwfWb++sex6osEG8/BIz+tABn2Hp2zT+GZKdoTDw5IZXtOsREDB16/ukE+WuDYSJxkIkEykbjxfm8neVYcBX4emGHYvjwjn3y3TW/FGF1F0fh89xsju6wehGgaZKB6C/TokDEKF5mrkFmaEdYUQm9Eoew0aFfBaeHFS3x6b5IPzpskvCpBrMBO5gyHpCSQCiIqEKEXWAQB2ahC7ulCXU7bC7i6Uae6XWUEE0GAIOzQBuT8kwTVr2NtvML4xCESyQR+zMI0DC4k76VpBxyKGP0mwHbXV1Q6sSGlGooQ4CYnYOw47F1BNjYUjD13GObOQLelis67F9FKZwAD10wjhAORNJpoUm4qWqS+lwuYrQ1wCzgiylq1RaaLetgjKdA0jG4Fz0gpQIBuqmfZSkJyFNES/Yi0J3dMZBCC0FNFgTCiGWrVKHvj7+WObIaYZRCzTIpJgwkZ4wfOTnJ5twmOwHEDWo5DzIc4hGg6pdQcK03DLJJ11omvPo9sxzBrG0S1ea7TrVYiTCuFU357UO5QCskIjuuTTkga2yDH7iI9tLmpa3Rcn3KrCwIun/0fmHv9n5OpvAlnFJzY7npc3GoyV0ywMJrCqA6lxJIjRHcvM+qmCSbuRtt5h2V9mvHeXK6REwrksPJ1lT4avQOWXoBImsjx95M8X8bevEQKQTYeGnbPIVV+g6eLY+zFZsgmJ0jsrAHQRbBVbpEudKh0u9iVTepalmLSomx30cTAYev1fB8US9eImzr54igvJe8iZRkEuSITU/NqjRYWlMNTWeyvnx48u3fNJrNhqm364fB5U9DsTCLOnaU8dBIqgu9UkTJA14Vi1K8M1qS6YQaJiMGJVIIrjtFvTM1GdWgBQmOrrp513W1CbQ2O3Eu92WF1+VUaQRvN8ZExbXCuM49eB5LoS3GB7sIHMF59ljOnfwTxlV9FNFa4cOc/ZmH1T+H5X1WAh/QUxvS9sOP2h30C6EJw13SWBG11fF6HbnSaF3c8ZqpXyMd1osXZG+/79pF/B/xfqHET/rt8d5/cijGygdeE4AsMGSQp+Zn/mB3dFtKLEtpVSE9SK9yJZ6Y5GTU5PZXpI3p6Hj/hYD0jjDosQ1O1os/9HCApz36Ydvf7eP/JQ/D8l/AWPqDmGklJ1NDIZXNosjpYvELDDwIKSQthGVA8yjfXHboywEyM0ixM4pf3wuJt70FF1Vh0k9GTj/ZP5emjCa4s7pA5NMb8oQlWK4MaoXYjLYFq9A0ClEHuVAmEoVJDPc0SGiL1G2r/umcrqLO910+T7DYdoqaGZ6aoFu5Ga16kXhnjzyuzGH6L1Ut1PpjxSMSLMP8ku1se9ewJxo7NgzW05DKTaJfVIMOrO2oe13wpub/HCJTiiWbQ61USUZOxUFk9cmSEa2s+c+0rTJLlskwghdaHCQ9fB9FcZ3Tl8/iyjqh7lMwWHWkiOy6iXUa3Rq9PO5WvqSFtoVHPxExajsdLV/c4eyiLpWsqak6UOBe/n2hb52x1RRmGmUepdXy+sVgmYmhELZ1HshNcO/UPOXTneymUVFozkLDbcBhLRxmLWmDqYR+NDpP3kOzUOKlpkHwc5/SP4F5ZQYjeDC1TMT5c/rxiihBCGfkpxZzxwRN30758jvjkI6SLk2obR0U/SStBsttSaeX+wjHZa3XROi4Fv0ah9g6rsXuZyEbJxy1ajtdvuszGTRL+/oZXgNligtliArvrkTn1flxh8N5Thwb0NdG0qgHBoKFYU0a+anfZbThETJ2xTBRzeJYRKMh8YxOQqgfJHIO2iecHNDou8SDYjzbTVF9gOh7h6dNjfW7KVMwAefSANRUhmM5H9PyNcKS4FPpgLRnfnhNu+8jHmbr0OfjqP4MLn6V+/Ee4mLqf9Afez/infkghQ5/4BUQ8T7dzlebF56mdeIRMOhUiCyMQhCAnr43uNmjbAZuNa6y7He5+bOZ2BzF4PCNvaZjeQbkVY/SZ8PXdL7EcHPug6h859RHMNZ9a08FxA0aH+LV63p/ei4w0VS9Jxwxa114m0W3C/HsYufhH/BNjg/fID0Gnhrvwwf72pVSEwvGTcGltqMlRsN3o0KrYjM7koXAYs7pH1/EwNKGQN8gBkgjQd88Ts9fw4zmajkfE0DC7NTIX/h2ljQ3YLiJK/yVCDDzqm6E/tZ4HuvaK8jb1GAgdq74Ie6l9GwpNYHRrnKx8EYIaOE3Mke9HjbISLIwkKSYjLK91MLoaux2P6VKKQrJAu1Wn4XgkhAYnnmZ0vE15vX5DI9l7sMqtbn/3240Ob6zUyCUs7pnJqUi128RqV3Arm8i5hxGaTmr8CJPJCVpXXoLAJ5ASPzZCy53GcJtDfUYSIQP8dp2lehURSbPR8BiJdRG1HaSm4Vnp646NvXCkRkhtc+ehLOvVNm+vqz4iy9DoegFSSozWNlHNgURaRZhSjRSYyMQYz0SpOy7ZqE67JvZFrL30qusHbIkcseJZ9h9JiCgTApmaoDIywWznpfC8AigegdWXVb1P6Iqde+QkBB6ZuEUmHYXU0JC6blNFpmYMOg3l6Bx5P1SXMLwusIXn+aSsgIWJHFY6x+NHR8jETVYqgwTVTOHbp4z8QBJJZkibGpnYkJrp1FWmAAbUOALqHY/f+MIl1eyK4McemWXOUPROxHKQnqTSsFm7/AaycJh4YozDU+PIlSp2w+HrV8vcH7ikU8PGSIP5JwDIwH4+N7HfkGo9zM3yS2gV1QelSY9EVOf++ULfUaV8TdVj0xPcSDrTT9CNFLDO/zlOZp7ntIdY2q6xac3y8R/5FKmXfx3u/TGaMsMFp4a9foXX/XU+cHaeTNxku94hHjFImnFkIEnuvka8m8ADjNu9z0jJn/Gs+EngPzCcTXtGvuvU71tB0/2+EMSAaSm58P/nKP/WpbGpPMiR49T8GFtrbyL9Lp953eXRhSKTuTiWoZFJxTFTBURe0X60HMVeUCpbZJc+zREjhvjRP+b//bWf5YftP4TPfxlGTuHPvxdWnf1pJznEYFw4zJXVCNWNBguFGBlLYumSFmB5TZKNRVyR446JzCAyaikqGCeA5Zf+ktmpSYrZNHTbWJqk0u6wuLzMoSNnSEVMXl4s3zQyils6EUMDPQHtCoFmInuGsrG57wHThUZRayISebCKoEcwnQpog+mcWQuy1joEGrl4hPnqV5AVn07xIRKjR8KJppvkrTRnUzXMSg0MUylEzYTWNg/Oq8L+8HHvNlQPTP80mpuw/Q6mW0Cvr3J5u8WRsTTEshQiaQqVOGgqVWN3fYLkScrNLsKwFKJQNzEFZLN5nFaVCfcym+YEkWOPEnEXaco4fit+gxqIUPdu6LoMj8eOhCMt3HaTxN4bCsAwcW//vufjFumYQd1x0YUgkRmh3HL37ccMDabrB1wp+4xlEqSF6uti8avYbZtrtYCZlNbvUA/Sk+DvqLV16CF457Pw0E+ptOLiC4OG2V6st3tJpUytRMiAkFJd/5qmONw0DfJzaE4TXfsWnueB7iI1k/mRZF+JR01dEc1+G1mvtlmvtjkymsJq7xC3G6y//BUWIyd4+M4TCgxihyPLetQ4yQh2WZHY5uIWFbtLre0CW+p7uRkYP4PcXMILJBXyZIPo/jVCGNvcLIU2LLU15TCUjg69OdRnBIoGSwZoCBIRawDxrK2o63cTYyR0g72xRxlf+jRvnPw5Yl2D47E4W5bGbnyO1A/+3wDYuy1ycZ2RIMpOOBI+Ezd5Y7XGXClBcvwMwe5FdLeB1DLIQA7ALbe3fDL8+/ND70lg/t02vBU03YeBXwUsYE4IzgK/LCXf/x0c6N+uNLfV6p1+kPJuC6uzzVjE55XuGF+7ssf77zApJiPEMqPEjEg/oml0XBKWzkwuzvg3v4JTOI5T2eYXKh9ici7KI3edgbs/gRVojKYFEV3n2m6LzeWLPJQI+mmGmh/lpXWfQNaJO1u8L7dFJHUvoGGIgLRfpZs9hJh9SilrwDJ0zkxm6BhxtusVRNBV6UYNIm4VaeXZcBPMaoKIqVFIWtfxhfWk389RVv0d2thJJowRkvUL1z3Ehq6TLY7R3jVJmxYIjbHxSda2VOF6aa9FpVbjbEhxk45HuG8mS8PxuPvEDKlkVDEzr7+K7UVpeDrFjKbGeNu7SgmGrN6wv3jfUzD9lEt4bDHNpy60QcTjNBQ7QyhHR1PQqbG7dJ6qN4oWKUD6LnWurR1KhQIvOLM0d17EHn2Y48VxaDqYXsCYYQy8356E8Pue4nlrrcZmLawnCsFoOkoxGcEMmgM1MQRwycSj/dEl5ZbDVgCnztxHPDLYj6YJdF3g+hLh2Zh2HYKkuiBhY2pLRmmP3UHC98jsvEZw8kHIngLdgtGT8LHfGRzzR34Lrnxh/7F0m4q3zkqoKOPMD6k6UyQFsawCacSyEMvjFE+jmRm85hVEa4dU0ETFFahhfqF8a1mh484eyu67ZB3Xp2q7BIEkaq9xJO1Qbw+V/HuO2czDfQDHXDFB3NL5/NvbVMJ6ZD5hgb2/z6i3QsxuFbMDXHqFUvwobiJJpeUSlE5C+kCEu/G6ovAqDg2RtndV/bh0FLvr0fUkBcsiIiMgJX68yF50ATNwKOtZgprHZD5QteM+AIcBm8QQSEgDtie/h+bU4ziz70e79GW6XpeYW6fY2IPsHWBEKDYvUmhepoJES2j9kRBCgGhXYenznGzWiVYusJO8HzdSQNe+C4zRM3LuO930VtJ0/ytq7vmXAKTkNSHe3crdltJt9qey5uMWBpJdu4ueFiQjRt/rbUVG8CvLpDMOGBEKiYiC35Yvk2qv4Rz7Xr52tUYgBdbx98HZ94JuEtXpU6TsNDvIHhN4VrFRVys7zEUbRHMTBHaLhuNh5jVoqz6jEhG6UYNrVY+5Yph2ExqabhDk5pHrryECTy38w98D8iW2k4/hailajsdmvcOJ8fRNjVFfrCR0m+jlq4yV5kFU+qkgQM28iaQoBzrtsfcxOgrE86QjWdhSHHwdN6Dc8ji3W+P4WAodSERUwZi4FfbnKGVasV3KHZfZTFzxxQ2h6a7sNDE0EaKzwjpV6IX2eyrC9ydSBpubxsAbrq5QXr/Eyp7NsazEDCS4XbLBHk8kHDRrtn/KMvDp+gETE4eI+CucPTHDle0dZmSXnNFlMlMCv46iX2Sw366tjKZu4gyRsmpiAGyha9Duesqz7/hhmk2tpUzcJBNXtaZ6q00mIuAAPDcdNdA1gdneIdZcgZmZ/vaaEHhmCj9aIKZVubMIekyCHglzS4EyMolSCAoYDhW0G/+7dAK6bdh6Q6XNqkvqlZ9HZCYQfgNx7cvM+AaRFRcKP3gdGCYI5A3JxHpRny+lqrWg7u3Be0kkve9Yo4bOfbM5NCHYqHUGfUaBp4hrt86hJQ8DkKxdxLJmIeoynjIxtQSVVhVSExA7wGztNPqTbfsS9tjVbJe9VhcpJe/4WeZPn4Ttr5NLRHhoRKXm1qptLmw2GMslQmUZRlDtCrz+x+r3E0U49VGI5dAEVEv3YceSpKIGd545SdWRZBJxUrV3+uNnUkbAvbP50Hmb6kefQoDW3oN2haxsQe0a455JizhO8dT1F/x2k2eFCfwE8Hj4zpeA3wkZGb6t3Apo3ZWS2oH3vjvpgLotlf+/9jwZb5dHDhc5PZXn/afGlBINHY/NnR2Wrl3o9xP0hvM9KtTY5cihu3lry0YXcGeRAV3+kASSQa0o9Abz3g5z3jV8KdGFJBUxGMsojq/JsHO8VqtQXznXR/SBYKkdYVtmCTRT8YkBRJKYuQnciFISdtfn2k6Lrn/zW3N+s875zbpSrssv4V/4C+xX/givtgkIxTwwdb9iVTYstusODZKKmiaWw/F87pjMMJmLhRDe0KPPTCnl0hO/q4rq1WUANmoO5ZZD0/EHDbEh9H2v2aXc6iq251BJ91SUdiAykr6DFNoAaCAEQoITLeLqUZ47v81XL+9yaauJ7qlJslz6PDS2kNEc7zglpDAZSUdJRwXtdhev0ybYPk935RWCt/5DH7nVu/bYu/3aUU/R5hKWMhJ+wOJui9Vah71ml91Gh89frNLUc0Nn0T9U9J132D33xeuaRe+ZybMwkkRKoTYbGpvA+Bk6iSlkYwMR+FiGhr72Mlz6K5VylqFhykwpNN1wLcSIKMLVg+LUYOVFFbm+8xnlpIXne09RcjLRRM9OkJ27m5gh+lxyqxVbDTcknMZ6/S/33zM1hULcazlqPlEfxBN+o7LY3+adjTrnNmo8dqTEasVmca/FX53bVOsl5NHbl+6G/rMlZTCgA3IqQ3OPet8zlGM0LIFq0SjbXQx9MB+qbKuxJ0a3TmL3DbR2Gc3eUTXH3pn1oN12WcHpfUf9fniNJnJx7j91FGmqZyQ1dYJDh0+Sjg5ATL0LlYgYjI2Ok0kM13sFXiyPjGbodBy8SJbR4w9RGp8mP3fmBlf8tpPfBu4B/mX4uid8713lVozROSF4BpU1OSIE/yfwn3QQ3n8SqW+ofK/QlFFybZLYTFAmJ1SqpwdcCJZeolNep1Yf2OBM3KTQuqImXSZHWKp0mcqYWLroG6OO6/PchW02am3VRNmz2R31O6mYxf2zOR5dKPHk0RKJiEEmFiEXtwgQ7LW6NKplRSsf0v9gRNirVKk16ipK6nl5gU/cMjEMnXbXoxn2Qn3japlK68YjiVuOrzjfvDbECnTzx9hauUyrsqEebjOmeo3svX0ptJ6slNuc36xj6qFB6DWnRtP7CTF7D1zgKkqc7SaLu01evFah4QRc12cE3DOT6zOn95R+IRkil0IltNfoIDWzf58IU3b1/Bm8WG+ujsDxAlYrbXyJ8oplgEgWsdOHkULDNAQGAUJ6yG6TllXibXdCDb2zh+qsMw+rv+H91YQgGTW4ZyaHpin01eXtJsvlDqYhKKWi2FaOnexphfYakt48m6Vym463H/Fas12u7jRpdYNQ5Ul6npEQAsNtYGy+jtNpsVFrDyK0dlUZm/ycMiypMRUtaYZSyp3qwFEajozsskpd9UbD99BtSNWs7Ls4WoJuY3/TdMcNqNpqXcib9Bn1HIhERCeViOL4AYEctCr0j2Pn/L7tPF9SbbuYhoJ2G5pQI0DkoM/IzIxiHnkSy9CwTBVJXNpq8OZqjVOTaeKb34TqyoEDMm4cGQmdfNxCF4KNepudjTXaiwoI0tSS7Gwsc+3qO1QvvRjeh97GYWNcPK/SpK099XvhNTKFJNbZQnPt/QMCe1mSITATVgKmH9wPHAJ8K4t34gd4LfMeaiP3Q7dFKh5ldPzQddf7NpT7eEZ+kmfkF8PXfw3cdysb3kqa7qeBX0QhI54F/hr45e/4UP82pF2Bt/49VBdV2iU9oRpRr30JggDTrmFEH0OSplbeoXHpK0jf5/wX/w3Hn/okmXw4EqG2osZVd5ss7cJMSle1naHF5PsSP1Bd4boMHwKnrsYgIEhYOnPFBJR1aIAr4flLO0wmBQU9zqCQGv7m1L2IK6ukm1dJHpomaoWLurBAPTrFi19dAgmbdYeRVIRExLhpmVMT4AaoByc9Du0yUjOQyRHFgNy1FbS7sTFQxEMSSInnS+odVYSXaKquW11WnrnrQKfcN774Lg3HYyQTI2ZZuL5HrdEg1S2HBG9FFvoAACAASURBVJhjCJvrZrTMFxPMFROD1E4sC5P3YtsWVb3DoeiwglWKqgfn7s0A3W06jEo1ew8kIvAQgYsUBv7sE4hsHiet0YoUiW19jYi9AfH0fpqaA4pcH+qHAdUTo2mqFaDqWuwxc9OR0JoQGG4dq72L6FQhqtZUzXb5/RcXaXRcFqwu0WII7RY6pMYxylcYd+qYMUHXg626QyJiEDHCdKcZVaMV9i4prkQzpgALSLXmU+P0RqP3JR4Oiayvq789lnXNYK3S5upeC52jtDoO9x+7k0yvHiJ6QZsq8t8oMrIMjXSYKtN1ncCH2PhhSomwqTk9oQh8O/V916brBdTbXWKmrqI/IUjO3gsJC8pXAUhELE6NJ6GThmIadhXM2zI0xtNR2Dxwnr17GLSuP1DN6Gc8ynaXFW2XRHcDMg9RbensVq9AwlGdMmLA0sKh+9WZaxrMPgZbb8LhJ/tpzGa7TfPC17nn8N0YuXTI/L6leAaH1tI+yqwhuWs6h6VrBBo086dpZ0/y2vY6EUNnvrJG5EC69DYUn2fFYZ6RVwB4Vsxzi/1Gt2KMflRKfhFlkAAQgn8K/MJ3cKB/O2KX1UN7+En1AHqO6h/JTKs5OY1tzhR84nGLnaVNqtYoRLPEA596eXNgjKrLUDyK3HyHxepZzka3wC30dyOGHKFs3CKeSYNfHlJqYYgPigFh5AQNJ6DleFzughh7AMdbRLrb+wycJgN03WR05tjgnDSNsiOZysUYT8e4stOk6Xjh+IcbXwYF7Q4U1c2pj+KVt9hzJ8kbYZ69XVaGSB3sddv30iGNjqeobjSdVuEUuGsKHNLaVim6dz6j+klGTpLQ2/gtj43oGFGvQb76dTCFms9z6qOItlJu59ZrpCKKGkfTVApMtT8JlW5KltC9NtBR3flAbx5OYePLkLkXSKAZQ02EQyMk2H6H7M4VKqMPE4klQdMRVpxOMkcn+2HKV5eYPDa/vzYSKsGeN5uOGWzVO7x0dY8H59V9t3Sdtgva/BPcMZFmVG+R3vgKTN6j+qNCSdHE2nwBLXAxz2tw58cgllPNpBpEDJ2uR4hWk8qoTJxFX36JiUSDhuPjuxBowzxxUtVTetHcxutqbHYPelxdVUjE6Yf6pKSAOsdhho5lBRWvdxUw4VLHx6+sok+cYeeSzdOnXTJxsx8JybB14UbUNGOZKGOZKFv1DqtiAlEY4/jC9OALRqRfsxzcp3B9SfrGIR+3BlDsntL2OrD1VnhPDAUu6cTptgOqtkM6kNcjSa3kICrpAQ6SJfVeu0ImniMTNymvmuABnoMMIykdDy/8vf6vDs2iwu8qY28M+PCa7S6btQ6ZAEWxJTS1L6EpwEbPGEUz6llbfklFR6H01naP01DEczQSJnb5Cmu1K8yPnRywf9+e8vPAczwrrqIu2wy3SKx9K8boB4WgIyV/ACAEv4lqNvnukYOeYEjNg6ZDawdd18kXx8DUSefHcPQU0umSsGKk86o5kSBQKYDph6jEpmh4OjNZYzD1kSE6D4nqIo+Mw/KiCsdB7bOHxImmIZqmtWfzzaUKEUNjrdpmznJVeN9btLuX0YMubiCo2S6JiK4K57VVik4LXURVZ7km+t3cN0qf9I6v79nHcvi5BJ61ixaUleLVhxSdEHhBgK5p1OyeMhp8PJVTUGh7u6zsa49cNHtYQWedBugRUvOneO+YS9nuUux0iG8IpSjr62CXMfUCgRSqzyh85PeaDq8uV5krJThcSqqUoV0msr1ItKnj+nkF0kiNY0wYlNqv0O+TjaTpxCcU7epQnxHSR9PUYMNxfxMacUqiQdIzkclR2imBiO5HhvXrGqEzMVNI0HEDNmqDuoRlKJaFQ3KdI5FAGZE9Z6AAQ5kwbZoJk3Uvo+p+IXltPm6RjVlcqjfYcyIcnzlNrKvRmzDddHxeWSwTIFluOBRSd3C012Ehpep7Ga6TDK913VBRj2Zcr8CGGToWvhdqy5Q7cSKWQUnAekWST8b7tZRM3Ow7OYGU6r58GwmkRGomUgYEnoumG8rB6tphunyg1HvrNWbqfcAHEK6jugJnZKeptztcu3SNdmyciWyC6fEZ5GYD2jbfvFbmcSG5LiZNFNR+K4tw4a9UdqR8DWYfBivVBx5ITSibt/Q1zJa6dzoBkYjFiSPFQX9PZUk9w/k5laaDQUodRfMFcHW3Td5sMy50lSYcookC1L+7zf68rJ5s1zuYutYHIQlCvj9CaL8MuLXqyt+SPCO/wLPiCNDznC/wjLwl9p5bMkbAZ4QaVfgBoColP/4u29xectATbO1BfVUNxouXCOJFdt0YSd0jky9x5v3/FfW9TSYmDg2iota2WnTFIyw11cMymxZ9pBwMvKd+n1G7orwfp6nm4mSnw3QdCqDgd+n6GlFD446JFHLlG2CZHJqMDX6tU0MTgkY3YO/Vr3BaXMW48weguUXKbfP06Qco211ycZO263NurX7TyCge0ff1QCnKIg0NoY41Nd7/rNb2OLdWxzQEO40OT5+e6BuLXlptMhuDraXwGhcGSlDTYexOQEJ9nUyiRKa1CqKtFOfiC2qbzBRnjiqE1PMXd/rGrh7OMupnMVwb1r+lYNhuhpVym5MTJlhx4pkS8VwMN2IwV0pgahoXveNhZspQ6UMrAa1tjoylMQpxtJUliGY5YbUBg205euMLpptKkQwZKf+A991jiyh0lmBrVw2r23fwvYufx4/lELW2UsRhOjATN/nwmQleuLLDl87v8PyKx6XGJk8fTZLZeYVmrcV6tc14NoYbQMMVBOML0Foc1N50A3p1pBtFPXuXFQ3NAS68wXkakJ8nZ7uYhk5WSDpxC8O09qUdo6Gx+HYA4+1Gh6s7LUZSEXS3Sbb+NpdeaNOZfIA7F2YG9Sk5MNaJkJXjOmh9p6qen5ETyoGslZESupECbakcpz7GpT/We2jxtytw7lPqOrX2wLNVNOM0VMQUkh0Ty6EoUgEkgdAJ9AiaUEwY+9Cpze2BcelFSWa8/3HvOPZaLqLlMt6D8fve9YMGbzB/6fJ2k3TMZL6kHFhNqKdOCqG+ug/qfhvJs+JJnpFf5FnxsQOfLPCsgGfkv3+3n7ipMRKCYY73vwd8CngB+CUhyEvJu3bU3lYy7AnGcsorsfegdAQZSN44v82R0SQzBYPJ8Qkmxw80tfUKo6XjLLUswGZm4eQ+D1gTgolsjETE4PVLi+Tf+UMOiR1ljO7+hNpvr7BdWYTqEsWpJ5krJag7HuOyQX70FPLIGTAHPt7JiTQVAbvXnscwKnBOqrk7ZmyfJylsl9F0dMDpdkAOerOJiM7hucNE9irXfbfS9hjJRBhPx9iot1Vkk7JYr7YxNI31apulPZv7g5DWPp7frwRjOcX0sHc5hNMLde7HPgjXvgzR/L7UkWQ4zdkr3ocfhg+soQsCoffpmXpcen6gSGcP55PgdhBr77DEGOijii4HYO8K3UCwutfimNBVdBJ4YERIRg2OjCZVHWZYdEsdY1hTubarDMOwciqlIpxbq3HMbUFjMOWVAyp7pR1hcfQHOHvSx8yO7ksHZuImR0fTnF/e5kymxaavU211yEifVMTA0WK8pZ8grgUcap2D6AMw/j3KqNXXwshtyPm8AS/ht1Vi2+dB+mRKx7nnwaeoVXeJTlq0JibJZQv99TWajvaZSr5yaYdCItIHnfTE8yXNjkchYWG4Te4oaFzZHkqZ9pRvvzEXvCBgq95hthjf91v9ukpItttbDlZnF80fhQsvUIjNsGEUcV0NJu6CxCA1il1WBkkGyhA0QyRpalw9/1aq7xTkUnHifhKQeJEclbG7sKIB1UYDc7el6rywP9WOVGs7UezvUuuPFw/57LohndbGG6DrA3TjzkXluJkHz1mdsqVrnJ7KkImp9GggdNV3d7saI3gC+CLw4Rt8JoHv3BgBr4Q/Iob+Ph2+bqmj9raVdkUNyEurSKC3yHsorZ2GQ8TUSEeHPMlqGAFkp1lsVxDYHNIrUNf6i1HTRP/hvFLbpuJHyE8/pIbd2WWlPNoVNUkz7BYfLqKOJIpsGDqNbkAyNgwlBanr6khjefVAtSuDwjMhnUyjw3Q+/u59RqFEDJ3R0VGwU6GSCPdZOk7OSqELu08umY9b/UyPpkG3K2k5Hld2m6rZVGj7laDbGcDT+x6gUNeqF4EJweKu6ryXchBx9MFyvQMNFVjcNEDoCoYPYJex19/m4laTybRLOuGjeS6jeospaxU4PjhZGXBtr01FtjmeNCHwWdqpY5twYtJgpnCDR0EGCowR+KDp/ZpZvxnfdvnsG+tsbW1ytvoVnNEsEbetouADSkNKcLGIlsbQbjAfqJSMMJd00bfPYRXuJxczoQWJTIH5mRRucYZ7xkxSm6toIoyuehw2sXBYYft6p6Iv346ZoHJN/U2USBfHSRse+BFKpQyYN46mbkaU2nuv12ckBATIPtdh/ziMSP8a/sWbm6xVbBzPp5SMDtH2hJp55zw01hGjCpQVbW+id2cBSSFuMpdIcHGrgUiX9vdwxfMqGty7CoV5mH1cRWRT96h7OtSsOje3ACzA5S8wkYoxUioSNXUubiVZ3DtgjHr3tkecPHQxRCRFtXgvvhFD71Zh7Xl1XyorCr3YM0byILqud8YqlW7oWt/wF5MWmxWtj8i8LeUZ+b+E//plnpHX9n32rJi7foPr5aYrVErmpGT+wN/e67vbEH3zX8PKN2Dxq9Cu9PPBvXrK+c06q+UD/QphzwyZQyzXA8YTEMXpMyUMS812+epawErV4dyVRWw3hILae7D9tlqIQ02mmbjJXDFBImpR392gu35uHxR0vQVLXlFR97TLgAwZpQcL2Q8ky3s2DefmvWXLezZfvzoYoud4PuV6C7/TDOGpBVXszk6TSSr2gEcXSjx9eoJM3MTUNU5OpMnFrQHTec9AHnioWPzqIEro94mIQZ4dAEG941JuhSiqUJFcBzISPUwctDxYq9jUbLcPYHCtDHXf4CsXdzm30eDtjTqeG9ZtLvyFqodlD7GrjbBV79DsSgg8gsDH8TRcX4FIguDAjp3GIK3DoAk3l1DnULa7xCydJ6Y0WokZKqMPAJpi0tb3Vy+EgOzuK2xcfm0f83dPMnGTp06McWI8w/tPjpHu8bkVj6HlZ5nWy2RjOrqmIXYvqLH0jS16Tg35edVndFCKPcqbm+Ru9x2kptJZZgxmHtlfQ0QhFF+8skfH9fdFsvt+ItxPwjKwLIPFXRvPDwb1u95GtdX+NYxaGo8eKWEaqvdn3/HIQD0vQhv0KkG/BuYHgYK6ywDN3h3qz0MZmtM/DOOnYe4JZbSLR1TKMuydu14kht8huvUq7F1B2LsHQBFisEBH71DHt/L1/qeZRJSH7ziMZlgY7YrKBkzdoy7/EGijfz8OHIMWgmldP6Dc6uL6AUdGUywcOUbizIcVYvL2lj+9wXt/cisb3god0A07aqXkXTtqb0uxyyAMVdi0UoOc8RDS0g/k9RMVaytK6UaSLFY9ZlLh+wfy8F88v4UmBC09xe709+FSY3R6gZlYbgB57vVOHPBWu1LSbVVYaZTJHjpFJhkDzaDZbFA2DezJ9zETvAFHnwzTM4Ptew/M+Y0GI6no9czXQNcPaDqqHlOzXS5sNahsLPFEOkAPfMVIHLgqL54c3V9MRg2je3u9zkOHC4OUmmYq5XVQMw3/XyrySzhgjELIrJSSBw4PUh1dz2errqI89T0tPOYur6/bSHuHy9tNPjQriAhBM3OclJUB2hiajgesVdrMDvV51IwSX90uE8g6hXqFR6dj6Ph4QmO36XBurc7DCwU1mqEnY6dh882+oe0tiSMhLU6/T8VNMGvGSHtliERh9lEFRx8STVPjp9dqXUaDAP2g8QbSMYt0OgoxfdCoKQQRt45Vv0ijlKdRbVNKRTCbWyq6mHlUXd/qkir030xuhbNNaAqtFkmplNcB8QMVDXuBVH1GNzBwvWuUS1jopQzbWyEy7WCarr4G42f29fpcB4vXdAZj3AVGNE7i8IO0r75ExDLA0VirtFjybc6MR9HWXlT3bKiOS2pUoWaFBvPvub7nKJTXL14lUrvG8dlDlDsB3uZ5gmCZWttCjD8wdI2GztmMqoi091wDmt/Bau1iSA0SeWhqCtV4oPbYn3g7up9VQYTPQ8vx+NZShbumsxSSEcYztzlm7FlxHDgFZA7UjdJA9MYb7ZdbATD8Nmqe0b8M//+J8L2/d+tHehtJPK+QbEZEvcKcsUD0axWKvuTAdtVlBUAAlipdvncqfP8GYXY6aiAkbHWjmPkc2XzYkNlXCDc2Ri2R4sLOCgYeK29t8H1nDpHJTiPEOdKyzvTCAno3rtJAhfl9IcSw7bwJmK7fJ1K1u3zuzQ3KdpfmbpP7oj7R4hEFLlh/VUUCh58Cbb93v9vssFXvsFFrEwuVti67fcWy/0IcMEZmXBkiTVew1sBTjA/DvGUoI/naSpUAyTeXyoymowrueugB7LrErO9xbDTFdtOh2vEZC6+n54cptLCeVG27+7D2lVqV6YzBeCHNbjPGTmEUL2nTrHf7l/FGylV9MJhnBIN07iDFWiR/6pPEZX1f6ufgtUf6IYPEzfYz1BtgRFQ6t3yV8c4SEdPA7kq2Gw75hKXYvmWgHAjfU9Fft3X9OO/dS9ffj5tJT0E2d1Tkkpna//FQTU9KbgiUsQwtZKgAPUQhpjN5UqkwzRVJqRpXSMs1nKbeB+cGFb0UDsP6ayA0IobOkVISulnIxqEh+oCBUtJC7IgbG91ICCUX4qYgDi3oonf2IP0Au+0a3bCfSwpt/6UbNtK1VZVpGTJwTqvC3sWXOXv0CVLZApQ+Cpf+BuLZ/hC9/sW8Qcrtjsk0mhDYXZUZ0YTg1eUKjVqFB/MNrNLCEDr3tpJjwIeALPvrRg3g79/KD3w7AIMhJR5wn5QMc4p8UQhe/w4O9vaQg2ijUHHcPZ3D+v/ae/MgSbK7zvPz3OO+M/Ku++jqqu6qvk/dSAihAyQhhECF7YANoGVn2F0WY3aFsTbLztrYMDPL2trsMMP27MgQ2BRogJFJDAghIdGSEN3qu7v6qPvIysrKK+47wv3tH889wuPMOyOz0z9maRHpEeH+wsP9/d77vd/v+/NomKbENB0jOZvMTRg/xXyuwnKpzl0TUaDY7aYTEAl4+fiD+6g2TE5Oxtp94KAuwvhB1Rk7D5F8ACNW4J7AAhekpeQbNhCA1+thcjQJzrgSZy5Sn+dOmqrYhRq1hknU7yWDoFRrkDRNFWjRrDXTvo9sqc433phnqVAjVarxY/epdZ9G/CiIHrEsQlMjwfiBVvSRjSOhVtzOIiU8fz3FvkSQasPEkLItcCIe8kIoyQh1xiIFFgpVVSQt5EcUYWTxB2jBR4FYswOUCMd3kIylX2F/w2C5dBJd95IMB1hC0MCxRtV52tLWOqG1z5BPGaXXZjM8crgVDad+3zAwrtxEl74JE6faOvOgR7NUpfUBdqHVXvwRmDoDt1/mwIiaId6xBj5CoBbkpYSly61ZWGG+e5e2qsYgY2S7w2xjJA0VeNJpjGgZ44PJIPFgd3JvIuTjkcM+Li/kub5oIKbew7HjE8Ts99pKHw6j0DkD78Jum2lgzr6IsOWFRg4jSz4oKhfiePPkdBCZUAos86/D6Im+NYmkRBl0a1aqCdprGXWSuqZyn8CxrmiykKui1yVRUP3L5Gk1c/U4Jgi2fNbcK22STfbMvGh5MIRQyheyXiU/f53RkYM70xidlV8BvsI58Q7Oyr9fzy4GzYx+ADwMGEJwXEquAAglkrqmCn47jh7RRvbNULe03dqKdEmpoulOfIiXbmYAeOjMGdgf6tKlE6iZ1QMHe/ijnSPfzhEsyu0zHvVRLDbQNUvJN30JIQTlhsq/GQl61M2x8Lpyy0Sn2nYNvUesart6IRHyMpctU6gaBDUPkYBHLWLbWeLNb9IiVaoR8nkYCanSCQjBkbEwsbwHzB6jUaEpN4bTZeLEVGtIfo+Gz6ORKdUZjfj7u22WLhHP3OBjJx4kZQZVeQY/GPppJgovUvd7oAG610c1OEnDa/tR1XQw4hO858QkS5FxRskRy75Jo+5jOhjrXiuysde8LCMwGvGTcCR/9kQI5ersyDNKBD3sSwS4ZGj95kXqmjz8LtXZNKdrrXebmo9S5DCCtLrupAmpK2oNpB893IFdHHm3Ws/0Blszix5roVrz8pXWYKw/pr2oJAWVcomIz4Oma6qjr+a7zk9PikvKPa57QZpUcku8NZOi5k9yYEJj3/hJzKUiFAucn0nz/gD0XBtLWl6EpYswfqr7dWz3GHD7RTzlMHVrN16PzsNHHfdq9pZq/8Q97TObRhV8IYT1u70+l0f4I0zEAup3zdxoL1kRnVSzww634UK+Ys06haNdKkBC5RkNCqzfGEKIL6BmNwtSyjPWtiTwJeAIcB34jJRyQKQMv8w58SZnpeooz4kR4Hc4K//hSscfZIzsX/XXgW8LgZWOzhFWmVG7m7CTzeJBL48dSeL3OjrYpYtKz23sbl6aSePVBaenoyDMrtwBzbqoG4YKeW7ruCKTcHREjZCqeXVhOabu8cx5PjCeJx8f4eF7VdAA83k8mqBqCF66vsz7tJfQJk+pm8ITcBgjZRxuLBf7dpYBn0Yy4iPk07l3Ok6h2iCu+4n4l5XOmbNT69hHMuQjGvAQ8unommi5VNJ3ep/Q5DEVulpcVkZp6aJacxs5rCIZ09chPM5dBx7FMCXffkupgfd121hipXE/xMOtkaEejLMvHqQcCyLDERIhL9dHTqvaQqC+UzABmZtEQ36iY2FYvgO5WUaB0ekHuGX0/MrKKNSKba4fsykx1AdHCYmOF6gl76GW8/Q3ZroHdOt6yM+r3Cp/jMsLeXRNwzcmqAXGkBNTULhF0907KDihmndoz/XBF26Ntu3293Bn+Tzq+tEthQxNiK5ib5lSjddv59SapZRMLn2f23caVO7/CIcmEq0osnqpa/9d1Irqdy+rasnawiX0BtSjx2hIHUwTYYVSt9IA+pyL/JwybtVcTzdqy+EHptAwvRGEqILQWursoNxyxcWWMfLHVOCPXX+sqSGtKSksUNdfraDcjdP3t47fw1V/K12mYUiOjKrZsB3Q0MwH3Npout8H/i3wB45tnwf+Rkr520KIz1v//y8D9nF/0xABnJVpzonuBcgeDFrVHBeCXwMeBP5fVAz5t1C1zVfcuRDiC0KIBSHE+T6vCyHEvxFCXBZCvCqEeHg1Dd4qLi0UmM2U0TRBPORtD4++8m31eOx9vHQzw7374gRmvgNXvqVGRA72jwQZCfn42wuLXF/uuOF0r7rpNU3ldsy/3v56vUw4Oc3Uo59wuC0kh0fD3DUZV6NcIZqlGTov5FjAw75E/4XOiWiAhw+NYJiSsN/DZCzAkalRdZGHOpWm22/qpnL5CRVdVzdNvntpsSlb0kVkSo22516Ca99R6xA1SyOsec6sUO6OvCI7urCn68Y50m9UITND3TDx6hpHxsIkAh4Ol14lXrNcVtFJq0POOkb9ah/FaoMbmRpCCE5NR/F0yawI1RFW1L21VKiSK9cpVgeM6vsYo0ylwVuVEU4d3d935kq9oox0vUzTeSg0TDSyU08ggWj6dXWMI+9p5eqsJjhhEMtX4Np31eDInjn0mFFFA14ePjRC2Ofhby8sciPVbVBMCeWaQd0w8Xl1Tk6oTrVpgJuFJu9auV1Cs367IkSnEdJErxcIlOcRsgHXniaZt9bEvEE48FjvCLnCIrz+ZZh9USXB9giBT8ZCxOPqs6YnSH7qSYxD7yYdOsrNtvvYEU0nTbX+OXGqmT+oOWa0zZ+5UVHJx2/+eev46RvqfjDbrxM7oCce8vLgoQRBr67ULGx34RYaIynld6Arf/QTwBet518EPrnCbjRrNqQ4J5KsLjZh4Jt0IEL3sMsDDJ6jK36fbivr5CPACevvCVRQxBN93rvlCOsaqzYMlgo1RsOOInVXvgXJYzRih3jt1lv89GMHofyGulGKSxDf39zP8fFIb1cfNJM0lS++R6KGs3CXTWgUakVMTxAoK1UBuzPv6DAy5TqJQb53C/v6L1Yb3EZytFwgrHvUzAVUOHAP/Sunb38hV6FaN5nLVlo5GG3f1RqNa16VFyWN1ve1I+oEzKRKzOcq1r+rWGR3ukXrZcjN8sbtHOFgmX2BBj5NcFBL4SnOQDoMl/9GfeGltyBxpLmPYrXBdy8v8qJ5i8kpk08/fLA9grKchotfV79Zo6J09FAda1sl3y76fAfTQK8X8IlI/5lRvaRmjb5Iq8MLxKmHDAxPmAMjEfZP+xGNvOUOtBMsrYX7WlG1e61imrdfVNfy+D0QGVPBE3rvdRXokQfmwN5mmi0vAaBcdGC1s6Bm9uGxwW0VQrmy5l8Hs4YIjmJ4I+iNIsKogdCI+jX2B4Is5qttyadtVHOqQcmjbaoLTqanD8D0AbjwNY6PRzk2msSja2SMNHdyFVXPDNR1nZ1tJdNqOhSW1MArOoEWmyY9/gSm5mv9zqWUiuiL71MCsSWnXmX3+ZOoHEB/RN3f8aCX5ZJQkkobq/bqEUI87/j/KSnlUyt8ZlJKaQtW3gH6yJU0+R3g7zkn/gT1dT4N/PNVNW7Aa3NSrl+dW0r5HSHEkQFv+QTwB1INi58RQiSEENOOL76t2MlmparBm7dzPHx4RBmjRk3lzDzwM1yYz1OuGzw05YWZ51Qnaxpw36ebF7dhypYx0juutGpBuavCYz2n6AjNykV6U7kBABo1UnM3uFo6Cv6RdmMk2o3RnWwFw+wfBrpUqPLWXJ7DoyGK1QbP30jjq2c5nPsmh6cnCGRn4MSPNpOBB2HfEoY/1qYW0WT2RfWo+xwumQ5jJKFsVQaNBb3trtF+OL+zXefI42e+AtcvL/PAmKTy+t+SDHnxFJdUpN/4STVTa86MPOSrDZAQDQaoNwMvywAAIABJREFU1E1upoucCcbbOxCESgGwOjAtoIxuvLOAmxNNUwKevna1C9EoMbL4A256H2b03pO9P+tcU7TP8Mhh6tkQ3txNIKHal72lZti2MarmVSADhhp5W3prgNIBHJQMW06rUbtpquMe/4CatUSmut5arDZ4eSbTrPg6KOl1JKzy0i6+buVo2ee+mlXH0/1qFuhsa9fONHUeDz0Jo3cjYwcxnvm6eklXXoKGaVIyGmhmTQUphJLNhNomoaQKIrCTVHus10oprdLeoGPA7A9A86JVkwhvvHWurnxbXRvSgJMfU9uf/heqtEx0Cs/pT/Ku00eUvJXz+IGYMkT28W3XqT/e1g5bP7JcM8hX64yG/ZycipKNBfCFj3QVZlwjDSnlo+v9sJRSCiEGW8Oz8g84J54HPmBt+RRn5Rur2f+gb7aKYeqG2A84i4/csrYNBds3a5ciaM5qbj0H9SIc/wAv3FA39UOjhlr7mLzHMiCtme2z15Z59Va2fR82TRdO79DuVg7GbfVYTqvicPOvMXHza3hqWYTuVW46zdsVPFFrmMymO5J1HZhSUqkbzXyjyZif+5INwKQQtOSPiosO5e7+2CNe3agpN0hnh9d8gzOvqGM9wqyjCdV/P3402cw4H4jzO1v7K8VPUNeUAdaraUCy5NsPvqA6z7nbagCQPNLcR9SvAkFSZYNcucbVhWJ7MmooqUbSthELJZvrIyvmfEzf39IgtJttrZXkKoPcLI5oOtmaf/iqywTSF1kq1phJlVTARWFRDVxOfAi8YeUmGj3RGvnbVLKqk+5nkEopNSMOW+rzC28ot12fiLNyzWgWB+wVZWbPbidjAY6NhWnYqhWaw8ibphVU0NHWTuzf2heB6fvRQyOEDt6HJtTMAaGxnK+QTy9xj7gBN76nBnydBEfgvp+Euz7Q1/hduD7Da898HRKHmWtEWFy4w+KdGUpLsy23anOAMq7aXsurP6ErYyNNSF1Dy1zHpwtHCRQrgvfYDzmOb/uk27s8W21ouVjl1ZksdcPE79GZGCDztcXMCyGmVdvENLDQ813nRMx6TKJmUOesvzvWthUZNDP64dW3d2sRQnwO+ByAz9fffbARNKv0td0hNWc1l78JQqe8/1089dWXuHsywsHpSUiHWgbFMdLShGjJxnQtQThCu51lvm0CcWUMnKPzQIzK1COIbIb7Rw1E5KDq4GMd2nmr+Y623I6UJEJeaoZJ1RwhEzvFQZ+VXJi+qsoOdIT1dmJKiaeWJXLraQhI5Xpx3ui2u9EO8NA8rQ7OnjVEJqAhVhcgdOTd7fuA5nnSMZvqGXp4lELsbtWZ+yJw8qNQXoaj72kdNzRK+MzHOLMvy+KlDJOJkOU1dfwewRE48xNtKQBapVVYbq3YhRbloPUd58zIF4aRo5C5wXh1BiPoJV81yBZrSqDWXj/QdOVac6rS29djOa0UKOqVpquxqyMOJdW1ZF/L/pj6LSu59rwYR/PMAd9fFRn0o4tW8I4QKt2hebzp+3veO90nzavW7GKqJpMm4O7xMJCAaBAyAq2eY2LmOaIxUwV17H+0ZVid9NLrc6BJA72ahegUdxYahEs1IgEPUgiahiOUVAFDdtBIKa2O5Q2paNvxkyAl81de5tS9H2Ui6hhcdR6/z9riicmIUkDKK++HJgSv3sqwmCny/sQCWmK/um+2j68CPwf8tvX4lT7vO4eKxLNl5Gxsz+OKqj19jdE2CKHOAs643wPWth5tkU8BTwGEw+EtiW08vS+GQJC25Eh0IZQL7tUvwbH38f98f55b6TJf+tyTiF6ioBYC8GiCo+PhZkkH2l61GL+n21qNnVAuLXsUa7kc9GIJoXlUmYsNFNeyjdFo2M/H7o+SLanSDs2ETd0D86uaUePRBI38IhnvGKGpoy39Pbt9oaRa+B85qvKNYvtaM6LwqBJMBcRiASnhmavLHB+PMB7t1m0DmkmSbVg3dCTzJmURxPTF0UIjzB/+MbzVNJy+W63pLaO+l9CVkRUChCAZjzEZV1JE5VqPoISODsQemc6kyypktx+X/0bp703e2zpflndDikGxeI6ZUTCh/hYvWudEcNUZ6CE0tWa28KbqIHtdj/ZaRWRC/RY91kq68u6WryhjVM13GaNmuDHq+o71cFeGfB4eOJjgpZtp6oaksP/9HBoNE/J7ex+v3/VcTsOrf2JpSO5TuTjBERrzbyAQ6AiVNlC4gpAGee8Yo+ZNtV9nTtsqUWUaJFSyCMMHwv41HEmvzrb74zD7nFJZuOfjcOdlOPXjUF5muVgnUKq3G6NO7OjFzM2WSx6aYr3OyP4by0XyxQoFY4ZYKA5sjTESQvwR8EPAmBDiFvC/oYzQfxZC/AJwA/hMzw+flT9mPa795FusKsphi/gq8CtCiD9GBS5kh7VeBK1ks6WCY1Zz5VuQm6X4/v+D//CnV/nUw/t5wiqq1m+kJYTAo4ve9V6cI99eozf7Nadu1elPUpmZ4U4pQLIRZMJoKH26rFUCYw0JcFrHyLYrYdNRfXNFBFwq+PAXBekr1zlzIEnIOcoVmloXsOo2dWEobTm/R0PXBIVKo6dmW5Obz6gOyjJigNr/+Ekm8q9ihH0s1JV+XMMXp+GLW+rsjiqf9mjUqMONv8OrB5lOnKJSNynXjBX90gGvjqZBPLiK26ZjxOvTJONRP7lOZfC2N0WUhprHb63hOAykEJgShDQQ0lQGw2iodRdfRHXMvWY93oAyRINmIc5r2c7/6RHa3QyIE90K8J2YlkKDMOuUCjnMsUjLVbfCLAVoucQOPaFmIKUUpj/B+dk8hifE4QMNxhKHkKkM4dwVstUUoyGtfxDDSggrtHvxLTzVCSVeJQRS6Dx4wCHjY1riuXbCutAgcQCK85ZwrYkhBTeXS4yGfYxG+g2urHuiI1BkqVClVDWa92i+0uAH19JI0+AgszzkCRBZzflbB1LKz/Z5afVesnPiq8AfAV/hrFxF/H6LLTNGfaysF0BK+XvAXwIfBS4DJYacu3RlocByscax8TBPHEsq0c4XvwihMb6jPUrdOM/PPnFoxf1oQgUxVOoGfo/W7voJJNQCseZV+TceX/uIf9Eq+e2oEEpwBDHqp9HIc342ywcSC02Ryc7wWL8lNGkXw+vE59GYiPlJFWvczlS470C86z2rpVg1iIyMY0x/ktvLcy39veZ3jatZXr2icrTmX1frBLF9Kijkyt8AcODkR0iEfDxzZXmwYk12Ro3WndFimgbeMONRP4HxKCNmEJ+uUaw20DRVjDAeSKhZSn6uFfwgJdTL6PUypw/HubpYIF2srUoxJ19ucCtd7lCX7qBWUkmO8f2ttgYSVEZPI+t9Oif7+9hCmOnralaQOMyNVJFCVRIMpAnlr0EqrtxXU/eD198/tHu1sxAnTTXp7q5BF8oF5/eqgoJeXevScCzVGjx3PU29YTIS9hGffxbTrFPY9+l2FfyVCCXVTL1WVAY1lFQBhLqPhjeqnJ5GHU02yI49hMeowKHJLk3A1SKEaDqXTKFjesMIai0jZdOoKKULOydP6Oq+nrhHuescg8lKY8D6oD1Y6bjolgpV5nNVDo6odclMqcZ0PIC/nmN85kXq1xegPDs48GO4/A7w08Bvc048B/wx8F85KyuDP7aFxmiAlbVfl8A/3qrjr4Vsqc6fvXCLcsPgxEREFZJLX1f+9id+macvZ4kGPDxwYOULfToRZD5X4XuXlrqFNzUN7LLRd16B8ISSfLExG8pQOeRyAA6Nhqg0DGYz5fZOwhHanS3VeeVWBtOU/EX1dlNp20nI5+H+AwkuzedZLFSADmO0mt7YwlZKmKn40CNHWvp7zrbZxmPuZbXNlk7RPC1XUDmNFP2js4D2iC9E60Y0TUhfo9Yw8Xo0DkZCZEt1Xr2VJRLwkK/U1XkYOWwZo1Y0nZPxqJ+Qb0AyqsVivsrzN1SAxO1Muec5Vm39vprdFBaabTU8Qa7VEt01e5wYdeW2CY87/DRKyy4z+TiRSpqGL6rcubnbSp8wNzv4d1vrKNobViUbeujceXSNBw4mKFYbfO/SEmf2x5mKd7ui6o1WIuqxUI3biwvolSwE1jBr6WFIBaAZVfzlOypQ4vbLRCvz3PKElbzWXY93RTGulkQkSHBE3d8SQXH6HSTCksqdMrPpciu0277nDEsnWmhqUGkbJ2k21wUHXk0FK1m8IyHZjqbbl1D5ipoQJEJeQoU8lcAkvql7oNMlvpM4K58Gnuac0FERdb8EfAElmDqQYbrpdgypUg2hqZDdfKXBG7czvOOZXwdPAPnkf8d3//1F3nV8rD0Tuw/7E0GklKQKte5oo0ZVdTb2ImivaLo+SW1SWhd3WzRZyxjZGm5dmm49MKTs1t5TO1QPq0hIHChwCaqzzM85Shg49m+H95qSbLnBS9EfAl+8f55RKQWBEVUCoDNPpJzm+nKRjCfHqcMRUqUaR8ZD7efBa3kLmsao9d37FYnrRa5cx5SSM/viNKTZ+xzb7qVgsq2tWqOMp5pBFwPcqkZdhf57/DSH6YEYRnSahubn8MGDkIu3AhWCCcsYbVKUVTkNV76pVKaNBtz/Uz07vL5aftD2G3prOTy3nyVarOJ96yvwwKfW1oEOMKSatW7m9+hE/DoNXWyocx4dHYf4B+DKt3jgQAKZGEEIweXMErmKo0CBfc91Jp7n7kBuBhJHyE2qa2l1YzvR/Z+Eat0kU66TDPn42H37yKQ8jAcvETLzKwd+DJtzIogSS/1plKTcF1fzMdcYoUb5Pl1jIV9lJOTFf/kvVBTdj/4LrlQTzGbK/KP3H1/VvuqGSaVu5Rl1ptobNSVvYic19kx6NZS7zqFjtZCvMJMqqT60z8xooBS/RaVu8MzVZQxT9i7A5w3Bsff3L0/dQV+By3Iazv+ZmrnUyhCdUN/ZvnFLKYgdgJHDNBbn8VbTBGOjzXpGXYSSyuXVGYFlGRUhIF/T+MHVFI8eGek+D7NWUIa/e9SsC0Gh2iBdrDXrFPVjLOLn9L4YDWn2PceEkkrNolFRLlhbFT53m8Tyi1wLxDnab73FuaZoz4wikxihCv7UTQg+1pot1MutFIDNysKwF+bvOqmSs3uMvp++uNj83oPyjKIBD1NakVmmaIzEmKJ3sul6UW41A8M0KdUMgmSV+zoy1V3eexUYpsRoGPisLyGufQfMBqJ2FyLk8Ig0S40HVU4eqOv9hd9XM+Gp0zx+9yf4/qwxOIm7GbbePjgRQpCv1PmTF2aoNkxGrEHf4QP7YfQn1+ZyHQbnxH8GHgf+CiV68DRnVycb4RojVKf6oTNTvHg9zf6RIEee/rKadj/+Ob77jEqFeu+JAbViHLx+O8eSFZbZlWfUlkfSY2ZkX+il5bbNdl6HadJ3ZrTiTMWiWWqhV0+iaVDKg1FdMbR7IKWUusl0H2AqV4TPoRwdSqpRfTkNmkbdP8Jjlmp6TwatfQiNauwoUlcF/xLWSLLtPAQSSrzUmQxpuQl94RyZWpiXZtJ84NTg5PJVnePgCDz2i91tlQYSgSkHGQ7H9eHY5q0sEsjfYjZzhnxF59TUcbUGVyu0B3RslJBVJLEwrx57jL4bhkm9WQa8/3fZPxJkPDDNojeEZlYRWmBTRvPhyeOUl242r5VC1aDmiXIgbKjaU0eT6zJGt+7Ms3ThGR46dZzrpQDxTAZdQMPMUY863Nmax1LfFq0ZdimlBnDhJBQW0BbOE/Kd6R6MOtF96vcrp6Dcuk6EUEEL6VINn65hSNmagW9R4MIm8x+Bz3JWDtDM6o1rjCzGI34mYwE0ILr8KtzzUdA9vDyTYV88wMHkAF+/A/vyE4IuEcn2kW8PY2T7uzsMhW047jsQB39d6YfFD3SFhq8kxe+8OZpCok6MOsxaaiEbMUahpJLeMRtqpmcHadiVQx3GpVIL0kjrA3NXmp/pdSNKicesgpQI6/t1nYd6UdX7GTupohjLaRU5aBqM3fxLCpMfQgZWt/C9YrkDUMbPG27PiTINOhUzunBeH8ERlcSanSFRm8cT1smW6iwXq5yaAhBsTBmmB6sIeNCEaKqc9xrPeDTBVDyArlkVeI/9GEZhCe303ZvSkZ6YCKuBjF8pkWjVDFX/SXzBIlBd07qnE4GJbpQxQ+PcWdLQynWiQS8IrT2vLBCD4+9XybXzb6jk91BSGajsLdA0Mpks+44G+6cpgJIouvkMZGbhzvnm2uKR0TDxoJcvfO8amXKN8ai/9wx8p3JWfp1z4p2cE0dw2pezsp8sXBPXGFmMhHy8+8QYly68jreagv1KC/bSfIETk6uR4lPYhuNEL4l9Z6Lbgceb4opNopOqI+votOx9RgMe8AV659ysAvs2vWsiwpFeenJ9qmCuGWfCqD+mZlrBZHvJZNu4ZMqQzvH9K0s8eiS5togrACT+0h00/SBC76GMYGvM1Svq78HPtrL+EwfRM5fwVtPUVmmMVkXqqlr7uetHWqN0aayQYwRtM6NQUv1lbhIPeomHNNLO6qpCU7O9O6+pKMXNqnGzwuhbCDVTD/q05izbiUfXOLM/zncvLZIu1iGQ4E7FT15EOsNl1kVt6TqahirpffsltFKRkUqadOwdRKiyXpelVaABWVqGRkINJgGJ1tuLUC+riMnYtDpf938G3vpz8EfJlAMUi9Xe95hNNa9cHfF96rnlwtQ1wVjEz5PHRsmUarzv7omVBz87iXPiD4HjwMu0Sg1J+muUNnGNkYWuCXRNJ7hoRX7tfwTDlFxZLPDO431ygnoghCrC1oy+aX/VehyUZ9Q9Y7InNPO5KkeTmpJsaVThwCOrbpfaj7CP3q/1a9rfQFbpUvBb7hbTXKcg8egJRitvcMurY/RqfinVmuVp3tao31IsiIb81P0jm/rVm7kjRs1hjEwSYR8V/wCDpHutCruelu4hSsXZNO3Kn9Z77Wske8vSwtuegmvlmsELc2kmYn5uLJd6RxSi8oyKtTpPX1wkV6lTbRh937sWXltsIMw6d8fnifjCmJGjiBsXycxf5+C+6LqDOZqRlOnreOqH1fUgAATHJxxrfEZDVUO2Z7328SLjqhK0Uaeah3Sx3jfFAlDX5PT9yhA51kEzpRpLhSo+j8aBZGh3GSLFo8C9nF27TIlrjBzcWC4yWXgDqfsRE6e5lS5RbZicmFx9uKgQUKoZVOpGd5CAx6+0xEAtPgfi7Z1Ibk5N3zsCCOwovisLBY5GDJVzsw40TTCdCHB9uYiA7pHbOl0cAzFNFVW38Cbse7ArKXEs4ueBgwlemcmszyB4fMQCXu7fF6cie9y4oaSV/+EIfnC4oxKhJNNZD3PZ/pp+a2+T5Z4xamApfTNyhGIuPFj6SIhWJ7d4SeUaTZ5mIV9lLluFiGydI6di+1b8bn0IeHWElIyG/SwXq10RhYYpefriAqYJBVPi1SAZ9rWvfWwAQw8ghAdp1RDS8rNojRqeeh6Irt9N5/SgIxHCqxSX0NvddEJAaamVtOo0fvsehrmXMVEehro5YHTVxyWaKze4vlTC59EI+3Zl93wemALWLGCwK7/tVnErXWZs9kXE1H3g8XFpXsnyrFTV0slkLMBcpsLLMxmePNYx+xFCueAaNVVueOLejhGtddFP3Nv2sWTYx3jUT7lurDrSrR+n98VJXVqk1Ev+Ziu0caUBd15Vz/u4Ae2SDIPWe/uSvk6toQq9TfaSX+m3DmLN3ExTMhGtMxrZRL+8/RvZ4b8AgTh5T53IoA7GNFW0ZXjMkTwp0IQgPfYoY0I0Z5KMHldrjLdf3LzQ7lXw8KERnr22zA+uLXP3ZLRrPUPQEhNPhDxMJYIqlaBf9OEaCRZn0OsFNJ6A05/Em19kwV9iX/WSclf2SNZdDdFwAD0ZQ9dAExrlwz9EPKzTmMmzXKgRtd3H9iDAdOQZ2VhrR0Io1Y8VL+ce3gPbKD5wINE/oGdnMwa8wTnxA6BV7O2s/PhKH3SNkQO/JvEvvUb5vrMEUQX3gKZk/moYi/hJRny9pW1ME5Yu9B5VgUMhoHtE1czrXufN5qRhSjyd5S2gdSckV9Q0XD1t37H7mMsFpU6sDr8Oa1QrMp+rcPFamkfv8vcu7zDAZXhtuci1xSI/fM8m6n053XQ2pRTeeh7pW8F1mbpidXhWuQNfGCN2ELPq5+6pSFO7TDGostDW4Pdq3DsdIxb08tDBka6ZjvMnjAV7RDZuhHKaxKLS4fRYeUu+ibshdRtf44o67+ucGcWicWL3vgdu/B2PHR2FaFwFaohit1tb6Mpdh2i/vmsliE5RTgbAWN/1bH/E79V6p1/sfH5rvR/claZ3q4iVbuJplMgmTgNweaHAZKxPB9eHWsMkX2n0CeuUyvVSTquwzszNdml/+8JOXWn7VL5SZylfJV9pbNgYfffSIoYhey/K6l6464MqimuzcN6sPY5pG+2AV8ezrqkRTQ2x12eza/6sfUxbJXlT8FjlHNqknt6iPPsmr89myZbqvT/nPD+2ayiYQAZiBMp32l18hQW1dgHbOjP6+vk75CsN7p6M9jQudges64LRsG9w1d61UkpRjBwhPf640ucrpWgYJlXTisZcusRgP2h/DFPVEFKRggIufRN54WsIs95t6jVdJa6f/LDKN7KpZGHxAifHlZt2PVezff5upkrkK32uk52MUmB4C1WANQq8aW1bEdcYOQiVlOZbI3EUgMsL+d5RcQO4vlyk3jB75BhB8/KsZFRY581n2ssg251Kh2Bp2yRLCGXI8gNq1AzA3lffjr8w35Iq2Qyc56FXp2m9fP/B+PpGgoE4ZmjUKsm+9o/bgwa7BtWmoOkwdpdaEyynYfkKhewyr88XeWMux1+8dru3QepTYsRTXMBfusPlhQKX5i35mLq1xnX8h3sm824F2VKd52+keWMux99eWOhrVIWAgyMhEpsdkhxKEotGCBo5VTk2lFSuayDs97QLy66RpXSat577JpXwNK+nBel8kVJNidJmyx3f0x/rLuAHyuVeK+C/8TRxUewurrkK7Nvy5nKp+7i7gXPiM8APgJ9CKXw/yznx6dV81HXTOfAXVQWLevQAUkouLRT4zKMHV/hUO/bF1HNmZOcFFZessM79SgPMzky3L3BP+9qHvau7JiKqc8vMqCitzqqea6BnVVUpVagwrKte0or0WO9q1Vha5z5NA71RBs/gJMx+eHrKIm0CjapSm37pDwFBY/kOk4FHGTuYoNIwBi/mS6nEXQMxKCwQbqTYH6pzo9qgUrdDux2Ga5tIlWocHQsxnQiyVOgOXrDZPxLEownqhrm5BeGCI+x719n29T9r9qD7Q1i+sXXtWgiJkA3MQJI7y5KRhkFYE0ihdefAHXwM8vMw9ypM3dc6plGHm88gK3X2xeaIHTkLrO3enIoFiPg9PHs1NaxiehvlN4HHOCtVEb5zYhz4JvCnK31wV37brWKkdgdTeJgz4jx/PU2pZnByaq05PerC3JfoVw1UqI5m9C41rXfK2/gjKvy4I4/I7rADXt3SaYv3ruq5Cny6Uu7uWa103RZhBfY9rIrjBbozTeyu47lrKSr1dYxsawX0Rgmkua5+aGCW/Ea49RzMPGPpyEHQA0lPlUrDWGEx32pPeFSFCiMI+TxMx1UH3/yO9izz9ost0c4tJhnyEfDqLBWqA7/D0bEwlxcK3MmuKNS8Zkp6lErsSHMAZt8bedOvDMQ6vAXQyjOiMA+NmlVCQuUZ9bxGqrlukdpKBiSU4ndRqNTWfG+CctPZruv1uq2HjNY0RIplVmln3JmRg3rqBiXvJC/OZPn+lWU8muBHT0+taR/NGIB+OmdCqAzyh872yXTv1qyzb7iFfIWp0VaOzHoEEzXR4fbr1fjNJtpfZscZMbSuwyePEatdZH3zIpoFEDd9gqT7ldtI0wAVBffIXXdxODk+eDH/xIfUiahX1OctxYOGKTG8Eq99vpou3ey2zY5WKzllj2m6FEg2ge9fVlJZ7zs53pw5eGpZxKW/gkAFkOvyFjTXUAvzeBrRZpHMYs2kZpjtOUPzb6iE1063cygJU2coLeYx0Ch54qxOt6VFvlLn/Kxy02/ZrH1r+SvOia+jahqBEkv92mo+6BojByIzQy2yn2NjYX7321d494mx/kalD/ZF3TPPCODuH1W1aKp5FbXm7IFrRRX+3DGisq/JhVwVDkyuvUaNg7Dfw51spXdC3lYZo6XLsHxJlcbomB1FA15OTkW5cCffO6hiJYRGyOfhsYOjK0sK9SDo05mKB8httn9e96r8pkNPwsgxCCaIRiaJ+ldITrV/7MW3lKGZPEO+2uDaUpH8vkYrBL1No3D7Oq3VyCF979ISsM5Q/VXivFa81TTCrKnZZKeq+yoR1nk3bXl8ISjXTZ6/meFWtsLFO/lW0m69QwXexkojyFy4QoYYB/1r15yo1M2mh6BnxOtO56z8J5wTnwLebW15irPyy6v56K40vVuFr3CLUmg/33hznnLd4KfXuF4ENF0XtzMDkigL80pFoZdqN1jumRZ+j04k4GlpXQVHVJ7JOtaKbPfhejrudbN8ST32OWazdM969p2bpdYwMaVcU9Rj69iS6XhgHe7YFbDX/3wRKC6ogcNqAg0WLyjFbHuGLJRrLpt8EJ/HEe4bmVCVfoHtDO1eC+ubq6523wqPLqj7R/CMHVN1oNZZXiHk97E/GcHv0fB5derHPsTi1HsxpWQy5m8m7QKtXKNeg4DgCJXYURq++LqkA20DfmZ/nOBuCu0+J+7inHgXAGflf+Gs/DXOyl8DFjknVlXywDVGNvUKWnGeZ1NhvvzSbY6MhtbsogMIWXIvfafYC2+q8O5eyatCU5FyqWtdvu9eFSfWQ8OwylsMGnUlDm/8QL3ocfPmKnUuWhFi68ozqpfJVxu8cCPNUmHt4dk1w+Slm5k+ScAboF5pL+i3dLm9BHo/MjNqZG8nvXoCyJFjGJ4AZ/bHuWfaUXfJUYBvJ7KVMyP7UtGEICs6gUnKAAAZDElEQVTDXJ/6MPn971t3QE8gEGD85Dvwe3TecWyMg6NhphMR7p6IUK53rPPZ+YB6b6+JdwMzGvse8Hu0LXFzbiH/N5DrsT1rvbYirpvOJqci6V7KRflfP3YPn37kwLouBnuK3bdfzd1WroReF3LZCvnWfCrXyLqxTFNSrDYoVjcuZGqHMPcOPQfu/vDWuesG7FfXxfo6L29IlYcGLi8WmIj1UGEYgO5Yj1utMvuKlNNw8+8tt6uEoGVAiksra8gJrDUga/ThCyF0D77KMlI6IhwrWSXGCtsqB7QadE0twkfXLHq7euxOO12q8fyNNMmwl6uFIB9Lrk+Q1TAl5UqNgGniEQIufI048MmHPti9RqbpajB59D099xXxe3hrLk+x2liz8K/9S15fLq5YX2uHMclZ+VrX1rPyNUvBe0V25pBqCDz7okogfOcjD/GL7zm27hyJOSuCqK8XzO44ehmjSlaFfI8ea4uU24q+pm8UWeqq0sjbErqPaW85vS+2vpmR7kGvpPHUsusqqWDr/qWLm7hmVEopN93UGfUFq0rJo01Pri8CVe/Kei4lWm4Wf2WJV2ezXFuyZleGNTA5+MSOM0Y+j8ZUPNC7TMkG2T8SVDlFFsWqQTLs5eRUrN2VtkaK5TKXX/oOaX2Mlxca5HIZyM8RF4XupF1fWBUh7EG2VOdvLy5yfanIX5+/0z/BuQ/2WthyYX3fY4gMkr3vF1rchmuMLF574zwAP/7eJza0H3stpm//YLtUernpIuOqA7NlRuwqoWKlcPHVYxuhvmGjSxdbuUabTQ/1iKYBWo+DvZyGi9/Ac+dFJma+hl7dxMTVjRDqjHi0xGFX406zz8fIYRX+X83jlxUOh8oYhmzNjoeQZ7RaJmMB/B6t6RLeTO6ZjvEOh4p+MuRjMhZguTg43HwlrGw3ap4YmXQabeYZmHutPSndZuSIcgUuXujaT6pUI+TTeeLYKJou1mwc4yEvEzF/092/i3iec+KXuraeE78IvLCaHbhuOgs9N4OBjiexgaJyQMirTmk00O/UClXbZ/ye7peCI3DmUz0j5Sp1g/lchf2J4IakVYI+nZlUiWLVIB7q0TlaFVAppzevquShd6jOs7N+E62Z0au3snzw3rW52NTaignBJKJu4KmmUKVUhkynOGvqOsy9BMlVtM02WLa6ebWAV9eYiAbwa47aOvb7Zl9QEZo7iJGQl5duZhiP+jddhSFnJbna7q/VhpuvhH1eRWEOX9mPEZmG5ET/6LxyqudAIBnydZe9XyMNU+7GhNdfBb7MOfGztIzPo4AP+InV7MA1RkCp1iBRm6MYmiC2jpLFTsr1BvO5CuW60XveqnuVnlWPjhnoKeqZLdV59loKjw5z2fK668JkS3X+7vISuXKdumF276ecVmtWtotonYvBXQT7z+A3lHQaSsLIEXyNGnKpii+2iWKnG8X+HctpuPF3sHxFrSFFxgef02M/pB5t156VZ1Q3Teq6I7F3B8+M6obtHdh89+EPrirX9QfvbeWurar67grYVYJFJYPhOaoGjFL2js7LzUFpuWeRy40ax0rdIFWo7b6w7rNyHngn58T7gTPW1r/grPzWanfhGiPg6mKRaZGiEdmYBE62VOcbb8wzl61QaRh8+uGD3RfjgcdVNF0lp+ReVkGqVCPs0zk6HqFmrCAls8J+BJJEqE99mVJKRdIlDquaLevI1+jJnfOqBtPxD3RpegW8qhDhwFD4flgVZb2lFPtPxtDD62urz6ORKdUGF0NbL6WUWh888i7Vga32nM6/rh6n7qNhSt6cy2Puc7h/N0G9fas4bwnW7qZgsGalVwkNf4zq4Y+DXuydy2dr4PUZCGzEONrqC72q6O4KzspvA99ez0d33VxwK7i6VGSSFJ7ExoyR7S8+OhbGq2m9/cWNssq7qRVWvd9kyMeh0RA1YyUpmZX3MxUPMhb19d5PKKlGe6Wldedr9KRZDLB372RKuf5RdHCEeuIoNW9sXSG12VKdK4sFFgvV/gKmGyGUVLPhSlYZpZXO6eJFNVhx5BkB5OOnAFq5J76wqhbaJ7x4J7CuJOYh4fPqHEyGCPs9mMCtip9s8FDvgUOz1MvmGwz7lG163tsuYOcOr7aRqwt5fkSk8Y6tPcnVia3dNbCY2Pwb6nENnchm+cVX3E+/QnSbRY/OqdowuJXaWJXVct3glZkMR8fDHB9fm4J1qqRcItOxEHO58qZUI21jree0MA++UCuxTPPC+N005jROTkXbw89tN9IOZRfZInRdZ/T4oxRvvMhSvsbtcpa35nK9XeJ2VOQGC132QhOCYrXBbKZMLLBx9+NuwjVGwNz8PEFRUyraG2BVRqNsSf2scUS7GX7xVe1nQCG6jdMrtFttW4/cvo09Ar+dKa/ZGG3GgvOKrOWcOteChAa6B2FU8dTqSDndel+j1syN22n4vRrVuolvFy3CSynJlWvkSzUMYDoW7D84sWdG46c2vR123lTU7+HqYmHd68O7EdcYAfmFG+pJbHrwG1fBqo3GDnavbBk9hsr2puNj66/JY69NrMdrslmzzs1DWAEklkaalGiZm/iqfi7O51WtoGSIfiXqdwIhn07IpzdzuDaTRMjLQr666et7him5dv4ZZHiCGxmDiiwS8Oq9Bycen5IeWlXe2NooVg00AccnIpTqjc2fqe9g9rwxklJSz8yq1bPoFtTw6cdeMkamCcV5FbQRap8h2OZJrivRSLHRtYnNmnVuCsJKeh0/pWZGpuqcjgXyvALU7dwd2z23A6PpkmE/pVoDuZG1wB5kS0o6ypCSv3jt9qbOGux2Sl+Ue/eNcHI6ynSsTxqFP6p+p0q2Z1mUjTAe8XNyKkqp3ti6mfoAhBDXgTxgAA0p5aPbdezdM4/eIu7kKiQMJUtPdO1adGtG96tw352SoLnVlNOQu6XCmt/oTiC0O4FL86sP6OjHLo0/akfzKkMTHrOSZwVCqBLe4AyXth4X3xpOOwegCZjLVPqXKlknqVINQ0qmY8ENqS30ohmkmJsh7BXcPdG7rHqT4jLUSpt2fBt7pv7uu8aH6aJ7v5Tywe00RODOjHhzLsckVgcZ3bibbiB2zolRV5VANyuPZydTSqkw5MQhpUjQEdq8GeNmn65RrDYI49ma8Ozt5OBj6rGUsnLSlJZdqW5Y1WwtdnDgQrWhZmubHb+wlet7TR1Ko4ZHMwbrUjZqajA5+7yq1bXJ9/COmqlvI1t6RQshPiyEuCCEuCyE+HyP139eCLEohHjZ+vvFrWxPL569lmKflkYGk/0TUTeLUkqV8z78jnVVad2VdEnjtIc2a5pgPOon0lexYmXylQZLxSo3U8WtCc8eBndeVTqB1kzo8oKaOXYlve5Abi6rGcNmq05v9azBbq1PX2EtqJJVyeG3X+4tF7Rz8Qghnnf8fa7HeyTw10KIF/q8vnWN26odCyF04HeBHwFuAc8JIb4qpXyj461fklL+yla1YyWeu5big8E8IrYN60UrdMxvS1YR2mxKuaFRdKpUw+fRBkdA7RaWLquBil1CQgioFZCaF08tS8BrrVEIS1Zqj7GVs4bDYyHSxTqelWZc1RwER2HilDJEm5UcvvWsZg3o3VLKWSHEBPANIcRbUsrvbEfjttJN9zhwWUp5FUAI8cfAJ4BOYzQ0yjWDV29lOTiSgeihlT+wUbY6j2enskJo80YVirclPHu7KKdVtV876bWchvR1YvkGk3KByZOfBewZ/M7OM9ptJA7dR2LxAuwbJECNundj0+q3eZsNKqWUs9bjghDiy6h+fNcbo/3AjOP/W0AvSeyfFEK8F7gI/E9SypnON1jTxc8B+Hyb19G8dDNNw5SMGMsQ25ha96rZ0jye3ctGNOp2Xnj2BrCj6eyZUSkFwSQVI0zQ6JBo2qHuoUjAQ6Gy8dpb202mVMVfNwiu5AJ9mw4qhRBhQJNS5q3nHwL+2XYdf9gBDH8O/JGUsiqE+G+BLwIf6HyTlPIp4CmAcDi8aTE6z15L4RMNfJXl7Q3rdmlD1wX7N1ge4+2z6CssQ2TNjCzXrl64TQYdrxFm3H6r7t36oJv1ICFbru+6YJJbF1+h5E0ylapwaGyFIohvz0HlJPBlK2LTA5yTUv7Vdh18K43RLODU1zlgbWsipVx2/Pv/Af9qC9vTxQs30jw5YSCyclMSXl3Wh2nK3SsMudkIAAnTDypRWX8UTn+S2MgsF/M+RpxF3WolSN9QQTE7pGPMluq8Opuh1jA3PRdoqzE1D4YnyCYXoN81WEsqDwzr+FvpcH4OOCGEOCqE8AE/A3zV+QYhhNMCfBx4cwvb08XlhQKPJ/Lqn9jG6hi5rB8pWZ9q99sR3a/+wmOtEgXBERIHT9HwxZvySZTTcO1puPSNHRXRlSrVCPp0Tm2w8uowkI06weKtdQnuumycLZsZSSkbQohfAb4O6MAXpJSvCyH+GfC8lPKrwP8ghPg40ABSwM9vVXs6KVQb3MlVeGT/RbVh30PbdWgXl/5MWaVg8pZgqmWQsmUVrt5cziillLJFfH//AnBDYDcHk9hz892kqfd2YkvXjKSUfwn8Zce2f+p4/hvAb2xlG/pxbbEIwPHyeRi7G8KjK3zCZasI+z2EfLuuzPLWMveyKm89fhJQydngSCQNJWHyTEtQdYdEdL0dgkl2YZXVtwXDDmAYGleXCghMRtMvw70/Puzm7Gly5TrpUo0jo+Fd2XltKqmrquy7HU1n4dE0aqaJ32MZ7eAI3Ne7RP2w2a3BJPsTQRbyFfxe1xgNgz1rjK4sFrlLu41ezcChJ4fdnD1LtlTne5eXMKUkU6rtqgXvLaFaUBVh7Wg6i7BfKWG3nZu3Z0TX0Bg/dIrxzA3w7dlucajs2SHA1cUCPxK5pv459I7hNmYPkyrVODgS5J3HR3fdgveWIKzQ7loBsreagQlCiLeHEOwOJlssUSjv8etviOxhY1TkHd7LEBqD5LFhN2fPkgz5iAQ8pEq1XbfgvTUIVWrj5rPqz4qUy1l5O5m9bqy3kCvXrvJmdg/PyofMnpyPmqbk2lKRe0NvwtEnd7To5Nudt8OC96ZSy0PqCkQmYPSupvbZ4dEprixsvMyGS3/KDUG2Lnddsu7bhT05M7qTqxCupxit3nLXi3YA8ZCXo2Nu8ALlNFz9LuTnYOmiqgNlRcpFLVVzsemFGVxArV1em1tkee7620f5fZexJ2dG15aKPKJdUP8cdI2Ryw6hlFIpBtP3wfJlFbq970EIjpBfUqkIri3aGlKlGpMxP/GQjwvW2uWeHxxtM3tyZnR9ucij2kWkHoDpoalfuLi04ywx4os0DRHAjWVljDa5RJCLRTLks4o01t21yyGxJ2dGN5ZLfEy/APsfBo970bnsEAaoQQe9Onmj4SZkbhHxkJdHjyTJVxs8fHqPpxcMiT1pjG4vLnNaXEcc+sSwm+Li0k6f3KF4yEu5bhDwukoVW0V4/BDhchpcQzQU9uQwK7D4Kh4MN3jBZdeguXlGW0+jCoYbuDAs9pwxklKSyFniqFP3D7cxLi6rZD5XwTAklfpeLXCwDTSq4I8NuxV7lj1njBYLVY6YN6l6ohCdGnZzXFxWxXQ8sPKbXDaGpqs/l6Gw59aMbi6XOKHNUh45id9NdnXZJdgCqe4lu4VUssNuwZ5mz82Mri8VuVvcQps4NeymuLismju5MvO5SrOukYvL2409NzNavnOTEVGgceC+YTfFxWVVZEt1vv3WItlyHVNKPv7Afjf02OVtx56bGTXm3wDAM3nPkFvi4rI6UqUaU7EAjx9NgsBVNnd5W7LnjJEvZUXSTdw73Ia4uKySZMiHRxfkKq46wJai+6FabJbtcNle9pybbrR4hYKeIBIZH3ZTXFxWhatsvg2U03DlW2AaSjn99CfdwoXbzJ4yRtlyncPmTXKJ40SG3RgXlzWwW0t57xpKKQiNqnSPekn97xqjbWVPueluLhU5IW5RHz057Ka4uLjsJEJJCCaUIbLKdrhsL3tqZjQ/e5X7RJni9OlhN8XFxWUnMUCk1mV72FPGqDx7HoDEYVcGyMXFpYM+IrUu28OectOJxTcBCO4/M+SWuLi4uLg42VPGKJy9TFobcf3BLi4uLjuMPWWMJirXWAweG3YzXFxcXFw62DPGqFKrc8S8STF2YthNcXFxcdmRCCE+LIS4IIS4LIT4/HYee88Yo7kblwiLKrgCqS4uLi5dCCF04HeBjwD3Ap8VQmybVM2eMUaZG68CEDrgBi+4uLi49OBx4LKU8qqUsgb8MfCJ7Tr4rgvtLpVKUghRXufHPfzvH2psaoM2Dw+wE9vmtmtt7NR2wc5tm9uutbHedgWFEM87/n9KSvmU4//9wIzj/1vAE+s4zrrYdcZISrnu2ZwQ4nkp5aOb2Z7NYqe2zW3X2tip7YKd2za3XWtjp7Zro+wZN52Li4uLy0BmgYOO/w9Y27YF1xi5uLi4uAA8B5wQQhwVQviAnwG+ul0H33Vuug3y1MpvGRo7tW1uu9bGTm0X7Ny2ue1aG1vSLillQwjxK8DXAR34gpTy9a04Vi+ElHK7juXi4uLi4tIT103n4uLi4jJ0XGPk4uLi4jJ09owxGqbMRUc7Dgohvi2EeEMI8boQ4n+0tv+WEGJWCPGy9ffRIbTtuhDiNev4z1vbkkKIbwghLlmP266xL4Q46TgvLwshckKIXx3GORNCfEEIsSCEOO/Y1vMcCcW/sa65V4UQD29zu/61EOIt69hfFkIkrO1HhBBlx3n7vW1uV9/fTQjxG9b5uiCE+NGtateAtn3J0a7rQoiXre3bec769RFDv862FCnl2/4PtRh3BTgG+IBXgHuH1JZp4GHreRS4iJLe+C3g14d8nq4DYx3b/hXweev554F/uQN+yzvA4WGcM+C9wMPA+ZXOEfBR4GuAAJ4Ent3mdn0I8FjP/6WjXUec7xvC+er5u1n3wSuAHzhq3bP6drat4/XfAf7pEM5Zvz5i6NfZVv7tlZnRUGUunEgp56SUL1rP88CbqMznncongC9az78IfHKIbQH4YeCKlPLGMA4upfwOkOrY3O8cfQL4A6l4BkgIIaa3q11Syr+WUtqZ+s+g8ka2lT7nqx+fAP5YSlmVUl4DLqPu3W1vmxBCAJ8B/mirjt+PAX3E0K+zrWSvGKNeMhdDNwBCiCPAQ8Cz1qZfsabZXxiGOwyQwF8LIV4QQnzO2jYppZyznt8BJofQLic/Q3sHMexzBv3P0U667v4havRsc1QI8ZIQ4mkhxHuG0J5ev9tOOl/vAeallJcc27b9nHX0EbvhOls3e8UY7TiEEBHgz4BflVLmgH8PHAceBOZQLoLt5t1SyodRqr3/WAjxXueLUvkEhpYLIFQi3seBP7E27YRz1sawz1EvhBC/idIy+0/WpjngkJTyIeDXgHNCiNg2NmnH/W49+Cztg55tP2c9+ogmO/E62yh7xRgNVeaiEyGEF3WR/Scp5X8BkFLOSykNKaUJ/Ae20D3RDynlrPW4AHzZasO8PeW3Hhe2u10OPgK8KKWch51xziz6naOhX3dCiJ8Hfgz4WasDw3KDLVvPX0Ctzdy9XW0a8LsN/XwBCCE8wKeAL9nbtvuc9eoj2MHX2WawV4zRUGUunFi+6P8IvCml/L8c250+3p8Aznd+dovbFRZCRO3nqMXv86jz9HPW234O+Mp2tquDttHqsM+Zg37n6KvAP7CinZ4Esg43y5YjhPgw8D8DH5dSlhzbx4WqXYMQ4hhwAri6je3q97t9FfgZIYRfCHHUatcPtqtdDj4IvCWlvGVv2M5z1q+PYIdeZ5vGsCMotusPFXFyETWi+c0htuPdqOn1q8DL1t9HgT8EXrO2fxWY3uZ2HUNFMr0CvG6fI2AU+BvgEvBNIDmk8xYGloG4Y9u2nzOUMZwD6ijf/C/0O0eo6Kbfta6514BHt7ldl1FrCfZ19nvWe3/S+o1fBl4Efnyb29X3dwN+0zpfF4CPbPdvaW3/feCXO967neesXx8x9OtsK/9cOSAXFxcXl6GzV9x0Li4uLi47GNcYubi4uLgMHdcYubi4uLgMHdcYubi4uLgMHdcYubi4uLgMHdcYubisgBAiIYT4R9bzfUKIPx12m1xc3m64od0uLitg6YP9VynlmSE3xcXlbYtn2A1wcdkF/DZw3Kptcwm4R0p5xpLa+SQqIfcE8H+iSpT8N0AV+KiUMiWEOI5KShwHSsAvSSnf2v6v4eKyc3HddC4uK/N5VNmKB4F/0vHaGZSO2WPAPwdKUolp/j3wD6z3PAX891LKR4BfB/7dtrTaxWUX4c6MXFw2xrelqjmTF0JkgT+3tr8G3G8pL78T+BMlOQao4nEuLi4OXGPk4rIxqo7npuN/E3V/aUDGmlW5uLj0wXXTubisTB5V/nnNSFWH5poQ4qdAKTILIR7YzMa5uLwdcI2Ri8sKSFXH5u+EEOeBf72OXfws8AtCCFsRfSgl711cdjJuaLeLi4uLy9BxZ0YuLi4uLkPHNUYuLi4uLkPHNUYuLi4uLkPHNUYuLi4uLkPHNUYuLi4uLkPHNUYuLi4uLkPHNUYuLi4uLkPn/wfrxED8kQ+6xAAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -36265,4 +990,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
\ No newline at end of file
+}
diff --git a/models/v3/Trigger_Function_Explanation.ipynb b/models/v3/Trigger_Function_Explanation.ipynb
index baa66b0..800e19d 100644
--- a/models/v3/Trigger_Function_Explanation.ipynb
+++ b/models/v3/Trigger_Function_Explanation.ipynb
@@ -253,7 +253,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -262,7 +262,7 @@
        "(0.0, 119396.53320735841)"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -295,7 +295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -326,7 +326,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -335,7 +335,7 @@
        "(3391.946966118136, 217084.60583156074)"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -376,7 +376,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -385,7 +385,7 @@
        "Text(0, 0.5, 'Conviction Required to Pass as share of max achievable')"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -416,7 +416,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -425,7 +425,7 @@
        "(0.0, 1.1)"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -463,1376 +463,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1858,7 +489,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -1867,7 +498,7 @@
        "(0.031249999999999997, 2)"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1910,7 +541,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 15,
    "metadata": {
     "tags": []
    },
@@ -1931,7 +562,7 @@
        " 'lowest_affinity_to_support': [0.3]}"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1965,379380 +596,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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N8l+n8X4BgO83y80BBmAGVNVPJ7kso2+ln5HRjhdnj5U/MaMRB/tntI7CeyU6+H7R3W+ddgyTqqqfy2i9k3+cdiwA8P3ANBaA2XaPjNbI+FZGi0r+/KJdHP5rkq9mtMPJ9iT/bY9HCOxUVX0go11NfnXx+hkAME+q6tSq+kpVfXKZ8qqq11bVlqr6eI22OF+fWExjAQAAAFarqh6S0Xpab+nuH1+i/LEZrbn22Ix2nXvNsPPXmjOyAwAAAFi17v5gRgt3L+eYjBIh3d3nJTmoqv7DesQi2QEAAADsCYckGd+mfetwbc1ZoHRQtX8nB007jBmwedoBzLjvt/zgPL0fNtrvblbjnZX3xLTi2JO/l/W+16z8LidQa9jXWrysq+1jNS/97r4Wu3PPXX2eu3qPXXkuk/Y9acyT9DdJfCv1s1I8qynf2b131m6nZUtPb69NSy81U8vU37RE/U2Z7FqSVG7Z7yTtl6qzuK9J2qxUZ7zPleqOn0/az3LHq6q/fXRc4yEsdbyza0uVbR9+9gR1F/9c3Hb7WNni/oa623ckO/qWRdsXVd+x6NrC8ZXJVd19h8ypu1etyd7mO3NlckmSG8YundLdp+xCF0v967oua2tIdnzXQUmeO+0gZsCB0w5gxu077QD2sAOmHcAa2mjv7Vl9r83K6zit9+aefP7r/R6Yld/lBPaZsb5uM8X2uxv/7txzV9vsv4v1d+UtPmksk8YwyT8he69BPyvFvdI9dtb/zvreWdnO3kO3WXozr1vf5rolr++1z01LXt9vv1vW3ze3vLZfrl+y/d65cYn2t6y736I+F58nyV65aad1lopr7xXbXL9s2V6LYt9vp3VvWrJs/Hj8XuOvy743q7/0PfbaPtb/taPjW41/Eh7/uHrtop/jxzcuUXbNCnWWus/issVtr1m5v29fm1w/9PftoejqseOFV+Lbw/WFawvlL04+nzl2bdb/E+2Lkxu6+6hVdLE1yWFj54cmuXJ1US1tVr86BAAAAObLmUmOG3ZleWCSby3aaXDNGNkBAAAArFpVvSPJQ5McXFVbk7wkya2TpLtPTnJWRjuxbElyXZJnr1cskh0AAADAqnX301Yo7yS/uidikewAAACADW5zNtSKXOvOmh0AAADAXJHsAAAAAOaKZAcAAAAwVyQ7AAAAgLki2QEAAADMFbuxAAAAwAa3Kcm+0w5ihhjZAQAAAMwVyQ4AAABgrkh2AAAAAHNFsgMAAACYKxYoBQAAgA1uc5IDph3EDDGyAwAAAJgrkh0AAADAXJHsAAAAAOaKZAcAAAAwVyxQCgAAABvcpiQHTjuIGWJkBwAAADBXJDsAAACAuSLZAQAAAMwVyQ4AAABgrligFAAAADa4TUn2nXYQM8TIDgAAAGCuSHYAAAAAc0WyAwAAAJgrkh0AAADAXJHsAAAAAOaK3VgAAABgg9uc5MBpBzFDjOwAAAAA5opkBwAAADBXJDsAAACAuSLZAQAAAMwVC5QCAADABrc5yQHTDmKGGNkBAAAAzBXJDgAAAGCuSHYAAAAAc0WyAwAAAJgrFigFAACADW5TkgOnHcQMMbIDAAAAmCuSHQAAAMBckewAAAAA5opkBwAAADBXLFAKAAAAG9ymSvbde51vcsM697+GjOwAAAAA5opkBwAAALBqVXV0VV1WVVuq6gVLlN+uqt5dVR+vqo9W1Y+vVyySHQAAAMCqVNXmJCcleUySI5M8raqOXFTtRUku6u57JTkuyWvWKx7JDgAAAGC17p9kS3df3t03JTktyTGL6hyZ5P1J0t2fSnKXqrrjegQj2QEAAABM4uCqumDs8ZyxskOSXDF2vnW4Nu7iJE9Kkqq6f5I7Jzl0PQK1GwsAAABscJs3JQfuv843uSFXdfdRy5TWEtd60fkrk7ymqi5K8okk/5pk2xpG+F2SHQAAAMBqbU1y2Nj5oUmuHK/Q3d9O8uwkqapK8tnhseZMYwEAAABW6/wkR1TV4VW1V5Jjk5w5XqGqDhrKkuSXk3xwSICsOSM7AAAAgFXp7m1VdUKSc5JsTnJqd19SVccP5Scn+bEkb6mq7UkuTfJf1iseyQ4AAABg1br7rCRnLbp28tjxh5McsSdikewAAACAjW5zkvVeoPRr69z/GrJmBwAAADBXJDsAAACAuSLZAQAAAMwVyQ4AAABgrligFAAAADa6TVn/BUo3ECM7AAAAgLki2QEAAADMFckOAAAAYK5IdgAAAABzxQKlAAAAsNFVkr2nHcTsMLIDAAAAmCuSHQAAAMBckewAAAAA5opkBwAAADBXJDsAAACAuWI3FgAAANjoNiXZf9pBzA4jOwAAAIC5ItkBAAAAzBXJDgAAAGCuSHYAAAAAc8UCpQAAALDRbU5ym2kHMTuM7AAAAADmimQHAAAAMFckOwAAAIC5ItkBAAAAzBULlAIAAMBGV0n2nnYQs8PIDgAAAGCuSHYAAAAAc0WyAwAAAJgrkh0AAADAXLFAKQAAAGx0m5PsP+0gZoeRHQAAAMBckewAAAAA5opkBwAAADBXJDsAAACAuSLZAQAAAMyVDbkbS1UdneQ1Ga03+xfd/cpF5bdN8tYkd8roOf5Rd79xjwcKAAAAe8Km2I1lzIYb2VFVm5OclOQxSY5M8rSqOnJRtV9Ncml3/0SShyb546raa48GCgAAAEzFhkt2JLl/ki3dfXl335TktCTHLKrTSQ6oqkpymyRfT7Jtz4YJAAAATMNGTHYckuSKsfOtw7Vxr0vyY0muTPKJJL/R3TsWd1RVz6mqC6rqguTa9YoXAAAA2IM2YrKjlrjWi85/JslFSX44yb2TvK6qDrxFo+5Tuvuo7j7K5CYAAACYDxtxgdKtSQ4bOz80oxEc456d5JXd3Um2VNVnk/xoko/umRABAABgD7JA6c1sxJEd5yc5oqoOHxYdPTbJmYvqfCHJI5Kkqu6Y5B5JLt+jUQIAAMD3kao6uqouq6otVfWCJcpvW1XvraqLq+qSqnr2esWy4UZ2dPe2qjohyTkZbT17andfUlXHD+UnJ3l5kjdV1Scymvby/O6+ampBAwAAwBwb2zn1URnNyDi/qs7s7kvHqi3snPr4qrpDksuq6m3D5iNrasMlO5Kku89KctaiayePHV+Z5NF7Oi4AAAD4PvXdnVOTpKoWdk4dT3bssZ1TN+I0FgAAAGC2rNnOqWthQ47sAAAAAMZsSrLPut/l4Kq6YOz8lO4+ZTjelZ1TH57kbkn+vqo+1N3fXutAJTsAAACASVzV3UctUzZTO6eaxgIAAACs1kztnGpkBwAAALAqs7ZzqmQHAAAAsGqztHOqaSwAAADAXDGyAwAAADa6TUn2n3YQs8PIDgAAAGCuSHYAAAAAc0WyAwAAAJgrkh0AAADAXLFAKQAAAGx0Fii9GSM7AAAAgLki2QEAAADMFckOAAAAYK5IdgAAAABzxQKlAAAAsNFVkr2nHcTsMLIDAAAAmCuSHQAAAMBckewAAAAA5opkBwAAADBXLFAKAAAAG93mJPtPO4jZYWQHAAAAMFckOwAAAIC5ItkBAAAAzBXJDgAAAGCuSHYAAAAAc8VuLAAAALDRbUpym2kHMTuM7AAAAADmimQHAAAAMFckOwAAAIC5ItkBAAAAzBULlAIAAMBGtynJ/tMOYnYY2QEAAADMFckOAAAAYK5IdgAAAABzRbIDAAAAmCsWKAUAAICNblOSvacdxOwwsgMAAACYK5IdAAAAwFyR7AAAAADmimQHAAAAMFcsUAoAAAAb3aYk+087iNlhZAcAAAAwVyQ7AAAAgLki2QEAAADMFckOAAAAYK5IdgAAAABzxW4sAAAAsNHZjeVmjOwAAAAAVq2qjq6qy6pqS1W9YInyE6vqouHxyaraXlW3X49YJDsAAACAVamqzUlOSvKYJEcmeVpVHTlep7tf1d337u57J3lhknO7++vrEY9kBwAAALBa90+ypbsv7+6bkpyW5Jid1H9aknesVzCSHQAAAMAkDq6qC8YezxkrOyTJFWPnW4drt1BV+yU5Oslfr1egFigFAACAjW7PLFB6VXcftUxZLXGtl6n7+CT/vF5TWBIjOwAAAIDV25rksLHzQ5NcuUzdY7OOU1gSyQ4AAABg9c5PckRVHV5Ve2WU0DhzcaWqum2Sn05yxnoGYxoLAAAAsCrdva2qTkhyTpLNSU7t7kuq6vih/OSh6hOT/F13X7ue8Uh2AAAAAKvW3WclOWvRtZMXnb8pyZvWOxbJDgAAANjoNiXZZ9pBrJ2q2pzkld194u60t2YHAAAAMFO6e3uS+1bVUru8rMjIDgAAAGAW/WuSM6rqnUm+u8ZHd5++UkPJDgAAAGAW3T7J15I8fOxaJ5HsAAAAADae7n727raV7AAAAIANrjcl2/afdhRrq6runuT1Se7Y3T9eVfdK8oTufsVKbS1QCgAAAMyiNyR5YZLvJEl3fzzJsZM0lOwAAAAAZtF+3f3RRde2TdJQsgMAAACYRVdV1d0yWpQ0VfXzSb40SUNrdgAAAACz6FeTnJLkR6vqi0k+m+QXJmko2QEAAADMnO6+PMkjq2r/JJu6++pJ20p2AAAAwAa3Y3Pluv1vvc53uWmd+7+5qvqtRedJ8q0kF3b3RTtra80OAAAAYBYdleT4JIcMj+ckeWiSN1TV/9hZQyM7AAAAgFn0A0nu093XJElVvSTJu5I8JMmFSf7Xcg2N7AAAAABm0Z1y87kz30ly5+6+PsmNO2toZAcAAAAwi96e5LyqOmM4f3ySdwwLll66s4aSHQAAALDBdSo3bd5rne+yZxco7e6XV9VZSR6cpJIc390XDMXP2FlbyQ4AAABg5lTV7ZN8dngsXLt1d39npbbW7AAAAABm0ceSfDXJp5N8Zjj+bFV9rKruu7OGkh0AAADALDo7yWO7++Du/oEkj0nyf5I8N8mf7ayhZAcAAAAwi47q7nMWTrr775I8pLvPS7L3zhpaswMAAAA2uB3ZlOuy3zrf5Zp17v8Wvl5Vz09y2nD+1CTfqKrNSXbsrKGRHQAAAMAsenqSQ5O8J8kZSe40XNuc5Ck7a2hkBwAAADBzuvuqJL+2TPGWnbWV7AAAAABmRlX9aXc/r6rem6QXl3f3E1bqQ7IDAAAAmCV/Ofz8o93tQLIDAAAANrjRAqX7TjuMNdHdFw6LkP5Kd//C7vRhgVIAAABgpnT39iR3qKq9dqe9kR0AAADALPpckn+uqjOTXLtwsbtfvVJDyQ4AAABgFl05PDYlOWC4dosFS5ci2QEAAADMoku7+53jF6rqyZM03JBrdlTV0VV1WVVtqaoXLFPnoVV1UVVdUlXn7ukYAQAAgFV54YTXbmHDjewYVmQ9KcmjkmxNcn5Vndndl47VOSjJnyU5uru/UFU/OJ1oAQAAYP3tyKZcn/2mHcaaqKrHJHlskkOq6rVjRQcm2TZJHxsu2ZHk/km2dPflSVJVpyU5JsmlY3WenuT07v5CknT3V/Z4lAAAAMDuuDLJBUmekOTCsetXJ/nNSTrYiMmOQ5JcMXa+NckDFtW5e5JbV9UHMlrE5DXd/ZbFHVXVc5I8Z3R223UIFQAAANgV3X1xkour6u3d/Z3d6WMjJjtqiWuLV2O9VZL7JnlEkn2TfLiqzuvuT9+sUfcpSU5JkqpDJlrRFQAAAFh/u5voSDZmsmNrksPGzg/NaIjL4jpXdfe1Sa6tqg8m+Ykknw4AAAAw1zZisuP8JEdU1eFJvpjk2IzW6Bh3RpLXVdWtkuyV0TSXP9mjUQIAAMAe0qncmL2nHca6qKoDknR3XzNpmw2X7OjubVV1QpJzkmxOcmp3X1JVxw/lJ3f3v1XV2Uk+nmRHkr/o7k9OL2oAAABgV1TVf0zyliS3H53WV5M8c5LP9xsu2ZEk3X1WkrMWXTt50fmrkrxqT8YFAAAArJk/T/Jb3f1PSVJVD81o3c2fXKnhpvWNCwAAAGC37L+Q6EiS7v5Akv0nabghR3YAAAAAc+/yqvqdJH85nP9Cks9O0lCyAwAAADa4HdmU67PvtMNYa7+U5GVJTh/OP5jkWZM0NI0FAAAAWLWqOrqqLquqLVX1gmXqPLSqLqqqS6rq3BW6fGR3/3p332d4PC/JoyaJRbIDAAAAWJWq2pzkpDeowU4AACAASURBVCSPSXJkkqdV1ZGL6hyU5M+SPKG775nkySt0+8IJr92CaSwAAADAat0/yZbuvjxJquq0JMckuXSsztOTnN7dX0iS7v7KUh1V1WOSPDbJIVX12rGiA5NsmyQYIzsAAACA1TokyRVj51uHa+PunuR2VfWBqrqwqo5bpq8rk1yQ5IYkF449zkzyM5MEY2QHAAAAbHA7sinXZb/1vs3BVXXB2Pkp3X3KcFxL1O9F57dKct8kj0iyb5IPV9V53f3pmzXqvjjJxVX19u7+zu4EKtkBAAAATOKq7j5qmbKtSQ4bOz80oxEai+tc1d3XJrm2qj6Y5CeSfDpL2N1ER2IaCwAAALB65yc5oqoOr6q9khyb0bSTcWck+amqulVV7ZfkAUn+bT2CMbIDAAAAWJXu3lZVJyQ5J8nmJKd29yVVdfxQfnJ3/1tVnZ3k40l2JPmL7v7kesQj2QEAAACsWnefleSsRddOXnT+qiSvmqS/qrp7khOT3Dlj+YvufvhKbSU7AAAAgFn0ziQnJ3lDku270lCyAwAAADa4PbQby562rbtfvzsNLVAKAAAAzKL3VtVzq+o/VNXtFx6TNDSyAwAAAJhFzxx+njh2rZPcdaWGkh0AAADAzOnuw3e3rWQHAAAAMHOq6tZJ/luShwyXPpDkz7v7Oyu1lewAAACADa5TuSl7TTuMtfb6JLdO8mfD+S8O1355pYaSHQAAAMAsul93/8TY+T9W1cWTNLQbCwAAADCLtlfV3RZOququSbZP0tDIDgAAAGAWnZjkn6rq8iSV5M5Jnj1JQ8kOAAAAYOZ09/ur6ogk98go2fGp7r5xkraSHQAAALDB7cimXJf9ph3Gmqiqh3f3P1bVkxYV3a2q0t2nr9SHZAcAAAAwS346yT8mefwSZZ1EsgMAAADYOLr7JcPh73b3Z8fLqurwSfqwGwsAAAAwi/56iWvvmqShkR0AAADAzKiqH01yzyS3XbRux4FJ9pmkD8kOAAAA2OBGC5TuO+0w1so9kjwuyUG5+bodVyf5lUk6kOwAAAAAZkZ3n5HkjKp6UHd/eHf6sGYHAAAAMIuOr6qDFk6q6nZVdeokDSU7AAAAgFl0r+7+5sJJd38jyX+apKFkBwAAADCLNlXV7RZOqur2mXA5jqmu2VFVRyT5gyRHZmxF1e6+69SCAgAAAGbBHyf5l6pa2G72yUl+b5KG016g9I1JXpLkT5I8LMmzk9RUIwIAAIANZkc25absPe0w1lR3v6WqLkjy8IxyBU/q7ksnaTvtaSz7dvf7k1R3f767X5rRkwAAAAC+D1XVgcPP2yf5cpK3J3lbki8P11Y07ZEdN1TVpiSfqaoTknwxyQ9OOSYAAABget6e5HFJLkzSY9drOF9x6YtpJzuel2S/JL+e5OUZjep45lQjAgAAAKamux83/Dx8d/uYarKju88fDq/JaL0OAAAAgFTVGUlOS3JGd1+3K22nvRvL3ZOcmOTO47F0t3U7AAAAYEI7sinXZb9ph7HWXp3kqUleWVUfTfJXSd7X3Tes1HDa01jemeTkJG9Isn3KsQAAAAAzorvPTXJuVW3OaNmLX0lyapIDV2o77WTHtu5+/ZRjAAAAAGZQVe2b5PEZjfC4T5I3T9JuKsmOsa1i3ltVz03y7iQ3LpR399enERcAAAAwG6rqr5I8IMnZSU5K8oHu3jFJ22mN7FjYPqaG8xPHyibaRgYAAACYa29M8vTu3uVlL6aS7FjN9jEAAADAzXUq12ffaYexprr77Kr6yaq6S26+qclbVmo77d1Y9kny3CQPzmhEx4eSnDzJyqoAAADA/Kqqv0xytyQX5XubmnSS2U52ZBTg1Un+93D+tCR/meTJU4sIAAAAmAVHJTmyu3tXG0472XGP7v6JsfN/qqqLpxYNAAAAMCs+meSHknxpVxtOO9nxr1X1wO4+L0mq6gFJ/nnKMQEAAADTd3CSS6vqo7n5Dq5PWKnhtJMdD0hyXFV9YTi/U5J/q6pPJOnuvtf0QgMAAICNYUc25brsN+0w1tpLd7fhtJMdR0/5/gAAAMAM6u5zq+qOSe43XPpod39lkrZTSXZU1e2Hw6uXKu/ur+/BcAAAAIAZU1VPSfKqJB9IUkn+d1Wd2N3vWqnttEZ2XJjRdjE1nC+srFrD8V2nERQAAAAwM347yf0WRnNU1R2S/EOS2Ux2dPfhC8fDKI8jkuwzjVgAAACAmbRp0bSVryXZNEnDqa7ZUVW/nOQ3khya5KIkD0zyL0keMc24AAAAgKk7u6rOSfKO4fypSf52kobTXqD0NzJaaOS87n5YVf1okpdNOSYAAADYUHZkU27MXtMOY01194lV9aQkD85o2YtTuvvdk7SdaPjHOrqhu29Ikqrau7s/leQeU44JAAAA2EVVdXRVXVZVW6rqBUuUP7SqvlVVFw2P/7lCf4cnOau7f6u7fzOjkR53mSSWaY/s2FpVByV5T5K/r6pvJLlyyjEBAAAAu6CqNic5KcmjkmxNcn5Vndndly6q+qHuftyE3b4zyU+OnW8frt1v6erfM9VkR3c/cTh8aVX9U5LbJjl7iiEBAAAAu+7+SbZ09+VJUlWnJTkmyeJkx664VXfftHDS3TdV1URzdaY9jeW7uvvc7j5z/IkAAAAAM+Pgqrpg7PGcsbJDklwxdr51uLbYg6rq4qr626q65wr3+2pVPWHhpKqOSXLVJIFOexoLAAAAsEo7sinXZ7/1vs1V3X3UMmW1xLVedP6xJHfu7muq6rEZLWlxxE7ud3ySt1XV64bzrUl+cZJAJTsAAACA1dqa5LCx80OzaE3O7v722PFZVfVnVXVwdy85WqO7/2+SB1bVbZJUd189aTAzM40FAAAA2LDOT3JEVR0+rKtxbJIzxytU1Q9VVQ3H988oJ/G1lTru7mt2JdGRGNkBAAAArFJ3b6uqE5Kck2RzklO7+5KqOn4oPznJzyf5b1W1Lcn1SY7t7sVTXdaEZAcAAACwat19VpKzFl07eez4dUlet7jdepDsAAAAgA1uRzbluvVfoHSPqqqXJ3lZd28bzg9M8prufvZKba3ZAQAAAMyiWyX5SFXdq6oendG6IBdO2hAAAABgpnT3C6vq/Uk+kuQbSR7S3VsmaWtkBwAAADBzquohSV6T5HeTfCDJ66rqhydpa2QHAAAAMIv+KMmTu/vSJKmqJyX5xyQ/ulJDyQ4AAADY4DqVm7LXtMNYaw/q7u0LJ919elWdO0lDyQ4AAABg5nT39qr62ST3TLLPWNHvrtTWmh0AAADAzKmqk5M8NcmvJakkT05y50naSnYAAAAAs+gnu/u4JN/o7pcleVCSwyZpKNkBAAAAzKLrh5/XDbuwfCfJ4ZM0tGYHAAAAMIveV1UHJXlVko8l6SR/MUlDyQ4AAADY4HZkU67LftMOY01198uHw7+uqvcl2ae7vzVJW8kOAAAAYOZU1eYkP5vkLhnyF1WV7n71Sm0lOwAAAIBZ9N4kNyT5RJIdu9JQsgMAAACYRYd29712p6HdWAAAAIBZ9LdV9ejdaWhkBwAAAGxw87hAaZLzkry7qjZltO1sJenuPnClhpIdAAAAwCz64yQPSvKJ7u5daWgaCwAAADCLPpPkk7ua6EiM7AAAAABm05eSfKCq/jbJjQsXbT0LAAAAbFSfHR57DY+JSXYAAADABrcjm3J99p12GGuqu1+2u22t2QEAAADMFckOAAAAYK5IdgAAAAAzo6r+cPj55N3tY0MmO6rq6Kq6rKq2VNULdlLvflW1vap+fk/GBwAAAOy2x1bVrZO8cHc72HALlFbV5iQnJXlUkq1Jzq+qM7v70iXq/WGSc/Z8lAAAAMBuOjvJVUn2r6pvJ6kkvfCzuw9cqYMNl+xIcv8kW7r78iSpqtOSHJPk0kX1fi3JXye5354NDwAAAPasTuXG7D3tMNZEd5+Y5MSqOqO7j9mdPjZisuOQJFeMnW9N8oDxClV1SJInJnl4dpLsqKrnJHnO6Oy2axwmAAAAsLu6+5iqumO+97n+I9391UnabsQ1O2qJa73o/E+TPL+7t++so+4+pbuP6u6jkv3XLEAAAABgdYYFSj+a5MlJnpLko5OuybkRR3ZsTXLY2PmhSa5cVOeoJKdVVZIcnNHiJtu6+z17JkQAAABglV6c5H7d/ZUkqao7JPmHJO9aqeFGTHacn+SIqjo8yReTHJvk6eMVuvvwheOqelOS90l0AAAAwIayaSHRMfhaJpyhsuGSHd29rapOyGiXlc1JTu3uS6rq+KH85KkGCAAAAHvYjmzKddl32mGstbOr6pwk7xjOn5rkrEkabrhkR5J091lZ9ASXS3J097P2REwAAADA2unuE6vqSUkenNH6nad097snabshkx0AAADA/Ovu05OcvqvtNuJuLAAAAADLkuwAAAAA5oppLAAAALDB7cimXJ/9ph3GmquqfZPcqbsv25V2RnYAAAAAM6eqHp/koiRnD+f3rqozJ2kr2QEAAADMopcmuX+SbyZJd1+U5C6TNJTsAAAAAGbRtu7+1u40tGYHAAAAMIs+WVVPT7K5qo5I8utJ/mWShpIdAAAAsMHt2LEp1103dwuU/lqS305yY5K3JzknySsmaSjZAQAAAMyUqtqc5MzufmRGCY9dYs0OAAAAYNWq6uiquqyqtlTVC3ZS735Vtb2qfn65Ot29Pcl1VXXb3YnFyA4AAABgVYaRGCcleVSSrUnOr6ozu/vSJer9YUZTUlZyQ5JPVNXfJ7l24WJ3//pKDSU7AAAAgNW6f5It3X15klTVaUmOSXLponq/luSvk9xvgj7/ZnjsMskOAAAAYBIHV9UFY+endPcpw/EhSa4YK9ua5AHjjavqkCRPTPLwTJDs6O43726gkh0AAACwwfWOyk037LXet7mqu49apqyWuNaLzv80yfO7e3vVUtUXdTjabvYPkhyZZJ/vdtp915XaSnYAAAAAq7U1yWFj54cmuXJRnaOSnDYkOg5O8tiq2tbd71mmzzcmeUmSP0nysCTPztJJlVuwGwsAAACwWucnOaKqDq+qvZIcm+TM8QrdfXh336W775LkXUmeu5NER5Ls293vT1Ld/fnufmlGU2BWZGQHAAAAsCrdva2qTshol5XNSU7t7kuq6vih/OTd6PaGqtqU5DND319M8oOTNJTsAAAAAFatu89Kctaia0smObr7WRN0+bwk+yX59SQvz2hUxzMniUWyAwAAADa43rEpN12z37TDWFPdff5weE1G63VMTLIDAAAAmDlVdfckJya5c8byF9294rodkh0AAADALHpnkpOTvCHJ9l1pKNkBAAAAzKJt3f363Wko2QEAAADMjKq6/XD43qp6bpJ3J7lxoby7v75SH5IdAAAAsNHtqOSaufmIf2GSTlLD+YljZZ3krit1MDevBAAAALDxdffhq+1j01oEAgAAALCWqurJVXXAcPziqjq9qv7TJG0lOwAAAIBZ9DvdfXVVPTjJzyR5c0a7s6xIsgMAAACYRQvbzf5sktd39xlJ9pqkoTU7AAAAYKPbkeSGaQex5r5YVX+e5JFJ/rCq9s6EgzaM7AAAAABm0VOSnJPk6O7+ZpLb5+Y7syzLyA4AAABg5nT3dUlOHzv/UpIvTdLWyA4AAABgrkh2AAAAAHNFsgMAAACYK9bsAAAAgI1uR5Jrph3E7DCyAwAAAJgrkh0AAADAXJHsAAAAAOaKZAcAAAAwVyxQCgAAABvd9ligdIyRHQAAAMBckewAAAAA5opkBwAAADBXJDsAAACAuWKBUgAAANjodiS5etpBzA4jOwAAAIC5ItkBAAAAzBXJDgAAAGCuSHYAAAAAc8UCpQAAALDR7Uhy47SDmB1GdgAAAABzRbIDAAAAmCuSHQAAAMBckewAAAAA5opkBwAAADBX7MYCAAAAG92OJNdMO4jZYWQHAAAAMFckOwAAAIC5ItkBAAAAzBXJDgAAAGCuWKAUAAAANrrtSa6edhCzw8gOAAAAYNWq6uiquqyqtlTVC5YoP6aqPl5VF1XVBVX14PWKxcgOAAAAYFWqanOSk5I8KsnWJOdX1ZndfelYtfcnObO7u6ruleT/JPnR9YjHyA4AAABgte6fZEt3X97dNyU5Lckx4xW6+5ru7uF0/ySddSLZAQAAAKzWIUmuGDvfOly7map6YlV9KsnfJPml9QrGNBYAAADY6DrJjet+l4Or6oKx81O6+5ThuJaJ6uYXut+d5N1V9ZAkL0/yyLUPU7IDAAAAmMxV3X3UMmVbkxw2dn5okiuX66i7P1hVd6uqg7v7qrUMMjGNBQAAAFi985McUVWHV9VeSY5NcuZ4har6kaqq4fg+SfZK8rX1CMbIDgCA/5+9O4+zpKrv//96Mwgiu+IKKKi4oEGiBM3PBY2JgInBNUJUcAuSSNR8owkxRlxionGLxoVgJIAawQUj6hDEFRdEUBEERUZQGdlEkE0WZ+bz+6NOQ83ldk/PdPd0d83r+Xjcx9x7zqmqT1VX3+n61DmnJEnSjFTViiSHAicDS4CjqurcJIe0+iOAZwAHJvktcCPw7N6EpbPKZIckSZIkSZqxqloKLB0pO6L3/i3AW9ZHLCY7JEmSJEla7FYC1813EAuHc3ZIkiRJkqRBMdkhSZIkSZIGxWSHJEmSJEkaFJMdkiRJkiRpUEx2SJIkSZKkQfFpLJIkSZIkLXargBvmO4iFw54dkiRJkiRpUEx2SJIkSZKkQTHZIUmSJEmSBsVkhyRJkiRJGhQnKJUkSZIkabFbCVw/30EsHPbskCRJkiRJg2KyQ5IkSZIkDYrJDkmSJEmSNCgmOyRJkiRJ0qA4QakkSZIkSYtdATfOdxALhz07JEmSJEnSoCzKZEeSfZKcn2RZksPG1D8nydnt9c0kD5uPOCVJkiRJ0vq36JIdSZYA7wX2BXYFDkiy60izi4C9qmo34I3Akes3SkmSJEmSNF8WXbID2BNYVlUXVtUtwHHAfv0GVfXNqrq6ffwWsMN6jlGSJEmSJM2TxThB6fbAxb3Py4FHTtH+RcBJcxqRJEmSJEnzaSVww3wHsXAsxmRHxpTV2IbJE+iSHY+ZpP5g4ODu09azE50kSZIkSZpXi3EYy3Jgx97nHYBLRhsl2Q34L2C/qvrVuBVV1ZFVtUdV7QGbz0mwkiRJkiRp/VqMyY4zgF2S7JxkE2B/4MR+gyT3Bk4AnldVP56HGCVJkiRJ0jxZdMNYqmpFkkOBk4ElwFFVdW6SQ1r9EcBrgbsA70sCsKLrvSFJkiRJkoZu0SU7AKpqKbB0pOyI3vsXAy9e33FJkiRJkqT5tyiTHZIkSZIkqWcVcP18B7FwLMY5OyRJkiRJkiZlskOSJEmSJA2KyQ5JkiRJkjQoJjskSZIkSdKgOEGpJEmSJEmL3UqcoLTHnh2SJEmSJGlQTHZIkiRJkqRBMdkhSZIkSZIGxWSHJEmSJEkaFCcolSRJkiRpsSvgpvkOYuGwZ4ckSZIkSRoUkx2SJEmSJGlQTHZIkiRJkqRBMdkhSZIkSZIGxQlKJUmSJEla7FYC1893EAuHPTskSZIkSdKgmOyQJEmSJEkzlmSfJOcnWZbksDH1z0lydnt9M8nD5ioWkx2SJEmSJGlGkiwB3gvsC+wKHJBk15FmFwF7VdVuwBuBI+cqHpMdkiRJkiRppvYEllXVhVV1C3AcsF+/QVV9s6qubh+/BewwV8GY7JAkSZIkSdOxXZIze6+De3XbAxf3Pi9vZZN5EXDSXAQJPo1FkiRJkqTFbxXr42ksV1bVHpPUZUxZjW2YPIEu2fGY2QpslMkOSZIkSZI0U8uBHXufdwAuGW2UZDfgv4B9q+pXcxWMw1gkSZIkSdJMnQHskmTnJJsA+wMn9hskuTdwAvC8qvrxXAZjzw5JkiRJkjQjVbUiyaHAycAS4KiqOjfJIa3+COC1wF2A9yUBWDHFsJgZMdkhSZIkSZJmrKqWAktHyo7ovX8x8OL1EYvJDkmSJEmSFrtVwE3zHcTC4ZwdkiRJkiRpUEx2SJIkSZKkQTHZIUmSJEmSBsVkhyRJkiRJGhQnKJUkSZIkabEr4Mb5DmLhsGeHJEmSJEkaFJMdkiRJkiRpUEx2SJIkSZKkQTHZIUmSJEmSBsVkhyRJkiRJGhSTHZIkSZIkaVBMdkiSJEmSpEEx2SFJkiRJkgbFZIckSZIkSRoUkx2SJEmSJGlQNp7vACRJkiRJ0kytBK6d7yAWDHt2SJIkSZKkQTHZIUmSJEmSBsVkhyRJkiRJGhSTHZIkSZIkaVCcoFSSJEmSpEVvFXDjfAexYNizQ5IkSZIkDYrJDkmSJEmSNCgmOyRJkiRJ0qCY7JAkSZIkSYPiBKWSJEmSJC16q4Br5zuIBcOeHZIkSZIkaVBMdkiSJEmSpEEx2SFJkiRJkgbFZIckSZIkSRoUJyiVJEmSJGnRWwlcN99BLBj27JAkSZIkSYNiskOSJEmSJA2KyQ5JkiRJkjQoJjskSZIkSdKgmOyQJEmSJEmD4tNYJEmSJEla9FYC1853EAuGPTskSZIkSdKgmOyQJEmSJEmDYrJDkiRJkiQNiskOSZIkSZI0KE5QKkmSJEnSorcKuHG+g1gw7NkhSZIkSZJmLMk+Sc5PsizJYWPqH5TktCQ3J3nlXMZizw5JkiRJkjQjSZYA7wX+CFgOnJHkxKo6r9fsKuBlwFPnOh57dkiSJEmSpJnaE1hWVRdW1S3AccB+/QZVdUVVnQH8dq6DMdkhSZIkSZJmanvg4t7n5a1sXjiMRZIkSZKkRW8VcO1cb2S7JGf2Ph9ZVUe29xnTvuY6oMmY7JAkSZIkSdNxZVXtMUndcmDH3ucdgEvmPqTxHMYiSZIkSZJm6gxglyQ7J9kE2B84cb6CsWeHJEmSJEmakapakeRQ4GRgCXBUVZ2b5JBWf0SSewBnAlsBq5K8Ati1qmZ9/I3JDkmSJEmSNGNVtRRYOlJ2RO/9ZXTDW+acw1gkSZIkSdKg2LNDkiRJkqRFbyVw3XwHsWDYs0OSJEmSJA2KyQ5JkiRJkjQoJjskSZIkSdKgmOyQJEmSJEmD4gSlkiRJkiQtequAG+c7iAXDnh2SJEmSJGlQTHZIkiRJkqRBMdkhSZIkSZIGxWSHJEmSJEkaFCcolSRJkiRp0VsJXDvfQSwYi7JnR5J9kpyfZFmSw8bUJ8m7W/3ZSR4+H3FKkiRJkqT1b9ElO5IsAd4L7AvsChyQZNeRZvsCu7TXwcD712uQkiRJkiRp3iy6ZAewJ7Csqi6sqluA44D9RtrsBxxbnW8B2yS55/oOVJIkSZIkrX+LMdmxPXBx7/PyVra2bSRJkiRJ0gAtxglKM6as1qENSQ6mG+YCcDO85gczjE3q2w64cr6D0KB4Tmm2LY5z6sYFtq6rZ2Edw7U4zimtlVvWsvz62du055Nm2wPnO4C5dcnJ8Jrt5ngji+Z3cjEmO5YDO/Y+7wBcsg5tqKojgSMBkpxZVXvMbqjakHlOabZ5Tmm2eU5ptnlOaTZ5Pmm2JTlzvmOYS1W1z3zHsJAsxmEsZwC7JNk5ySbA/sCJI21OBA5sT2V5FHBNVV26vgOVJEmSJEnr36Lr2VFVK5IcCpwMLAGOqqpzkxzS6o8AlgJPBpYBvwFeMF/xSpIkSZKk9WvRJTsAqmopXUKjX3ZE730BL13L1R45C6FJfZ5Tmm2eU5ptnlOabZ5Tmk2eT5ptnlMbkHR5AUmSJEmSpGFYjHN2SJIkSZIkTWqwyY4k+yQ5P8myJIeNqU+Sd7f6s5M8fE3LJrlzklOSXND+3XZ97Y/m37qeU0l2TPLlJD9Mcm6Sl/eWeV2SXyQ5q72evD73SfNnht9RP01yTjtnzuyV+x21AZvBd9QDe99BZyW5NskrWp3fURuwaZxTD0pyWpKbk7xyOsv6PbVhW9dzyr+lNJkZfk/599TADTLZkWQJ8F5gX2BX4IAku4402xfYpb0OBt4/jWUPA75YVbsAX2yftQGYyTkFrAD+tqoeDDwKeOnIsu+sqt3ba7W5aDRMMzyfJjyhnTP9R/L5HbWBmsk5VVXnT3wHAY+gm9j7U73l/I7aAE3znLoKeBnwtrVY1u+pDdRMzin8W0pjzPCcmuDfUwM2yGQHsCewrKourKpbgOOA/Uba7AccW51vAdskuecalt0POKa9PwZ46lzviBaMdT6nqurSqvouQFVdB/wQ2H59Bq8FZybfUVPxO2rDNVvn1BOBn1TVz+Y+ZC1wazynquqKqjoD+O1aLOv31IZrnc8p/5bSJGbyPTUVv6cGYqjJju2Bi3ufl3P7L8TJ2ky17N2r6lLovnSBu81izFrYZnJO3SrJTsDvAqf3ig9tXcqPspvcBmOm51MBn0/ynSQH99r4HbXhmpXvKGB/4KMjZX5HbZimc76sy7J+T224ZnJO3cq/pdQz03PKv6cGbqjJjowpG33szGRtprOsNjwzOae6ymQL4JPAK6rq2lb8fuB+wO7ApcDbZx6qFoGZnk+PrqqH03XbfGmSx81mcFqUZuM7ahPgT4GP9+r9jtpwzeTvIf+W0jgzPi/8W0ojZnpO+ffUwA012bEc2LH3eQfgkmm2mWrZyye6/LZ/r5jFmLWwzeScIskd6P5z/khVnTDRoKour6qVVbUK+ABddzwN34zOp6qa+PcKurkVJs4bv6M2XDM6p5p9ge9W1eUTBX5HbdCmc06ty7J+T224ZnJO+beUxpnROeXfU8M31GTHGcAuSXZud6r2B04caXMicGCbnf5RwDWtm9JUy54IHNTeHwR8eq53RAvGOp9TSQJ8EPhhVb2jv8DIePmnAT+Yu13QAjKT82nzJFsCJNkceBK3nTd+R224ZvL/3oQDGBnC4nfUBm0659S6LOv31IZrnc8p/5bSJGZyTvn31AYgVcPsVZjusVP/DiwBjqqqNyU5BKCqjmhfmu8B9qGbef4FVXXmZMu28rsAHwPuDfwceFZVXbV+AUvR8wAAIABJREFU90zzZV3PqSSPAb4GnAOsaqt7dVUtTfIhum6XBfwUeMnIxYcGagbn03257UkZGwP/43eUYMb/792Jbtzzfavqmt46/Y7agE3jnLoHcCawFd3/b9cDu1bVtf4tpXHW9ZwCdsO/pTTGDM6p7fDvqcEbbLJDkiRJkiRtmIY6jEWSJEmSJG2gTHZIkiRJkqRBMdkhSZIkSZIGxWSHJEmSJEkaFJMdkiRJkiRpUEx2SJI2WEn+Mcm5Sc5OclaSR7bynybZbh7jemuL660j5c9P8ssW61lJjp2l7U17f5McneSitv3vJ3nibMSwrpJsk+Sv1mG51yV55VzEJEmS5t/G8x2AJEnzIcnvA38CPLyqbm4X+5vMwno3rqoVM1zNS4C7VtXNY+qOr6pDZ7j+mXpVVX0iyROAI4Fd5jGWbYC/At43jzFIkqQFxp4dkqQN1T2BKycSClV1ZVVd0qv/6yTfTXJOkgcBJNkzyTeTfK/9+8BW/vwkH0/yGeDzSTZPclSSM1rb/UY3ns5bk/ygbePZrfxEYHPg9ImyqSR5fJLP9j6/J8nz2/ufJnn9mP24S5LPt9j+E0gr3zzJ51qPjR9MY/unAdu3ZZe0/Tmj9ZR5SW8/35PkvLbupUme2Ytvu/Z+jyRf6cVxu+OX5CFJvt16lZydZBfgzcD9WtlbW7tX9eJ4fe/Y/GOS85N8AXjgmo6tJElavOzZIUnaUH0eeG2SHwNfoOsx8dVe/ZVV9fA2ROKVwIuBHwGPq6oVSf4Q+BfgGa397wO7VdVVSf4F+FJVvTDJNsC3k3yhqm7orf/pwO7Aw4DtgDOSnFpVf5rk+qrafZK4n53kMe39u4CL1rCf4/bjcODrVfWGJH8MHNza7gNcUlV/DJBk6zWsex/gf9v7FwHXVNXvJdkU+EaSzwO/S5dY+B3g7sB5wFFrWO8/Mub4AYcA76qqjyTZBFgCHAY8dOJ4JXkSXU+TPemSOCcmeRxwA7B/i2dj4LvAd9YQhyRJWqRMdkiSNkhVdX2SRwCPBZ4AHJ/ksKo6ujU5of37HbrEBMDWwDGtR0EBd+it8pSquqq9fxLwp705Ie4I3Bv4Ya/9Y4CPVtVK4PIkXwV+DzhxDaGvNowlyePX0H7cfjxu4n1VfS7J1a38HOBtSd4CfLaqvjbJOt+a5N+AuwGPamVPAnab6LVBd6x2adua2M9LknxpDfFOrGvc8TsN+MckOwAnVNUFScYt+yTge+3zFi2OLYFPVdVv4NYeNJIkaaBMdkiSNljtAvwrwFeSnAMcBBzdqifmy1jJbf9fvhH4clU9LclObdkJ/V4bAZ5RVedPsfnbXaWvoxWsPiz1jiP14/YDumTNaqrqxy0B9GTgX5N8vqreMGabr6JLorwMOAZ4BN3+/HVVndxvmOTJ47Y1JvZ+3JMdvx8mOR34Y+DkJC8GLhxpE+Bfq+o/R+J4xRRxSJKkgXHODknSBinJA1sPjQm7Az9bw2JbA79o758/RbuT6eb8mJgL43fHtDmVbkjKkiR3pesB8e3pxD7iZ8CuSTZtw06m83SUU4HntNj2BbZt7+8F/KaqPgy8DXj4ZCuoqlV0w2g2SrI33T7/ZZI7tHU9IMnmbVv7t/28J10vmgk/pUuUwG3DgWCS45fkvsCFVfVuuh4wuwHX0fXa6C/7wiRbtGW2T3K3FsfTkmyWZEvgKdM4TpIkaZGyZ4ckaUO1BfAfbU6IFcAybpu7YjL/RjeM5f8BUw3HeCPw78DZ7YL9p3RPfun7FN08H9+n63Hwd1V12druRFVdnORjwNnABdw2fGMqrwc+muS7wFeBn7fy36EborIK+C3wl2vYdiX5Z+DvgD8CdgK+2/b5l8BT6fbzD+iGyPy4ba8fxweTvBo4vVc+2fF7NvDcJL8FLgPe0OZI+UaSHwAnVdWrkjwYOK3lSq4HnltV301yPHAWXYJosiE6kiRpAFJlj05JkrR+JDmabj6QT8x3LJIkabgcxiJJkiRJkgbFnh2SJEmSJGlQ7NkhSZIkSZIGxWSHJEmSJEkaFJMdkiRJkiRpUEx2SJIkSZKkQTHZIUmSJEmSBsVkhyRJkiRJGhSTHZIkSZIkaVBMdkiSJEmSpEEx2SFJkiRJkgbFZIckSZIkSRoUkx2SJEmSJGlQTHZIkiRJkqRBMdkhSZIkSZIGxWSHJEmSJEkaFJMdkiRJkiRpUEx2SJIkSZKkQTHZIUmSJEmSBsVkhyRJkiRJGhSTHZIkSZIkaVBMdkiSJEmSpEEx2SFJkiRJkgbFZIckSZIkSRoUkx2SJEmSJGlQTHZIkiRJkqRBMdkhSZIkSZIGxWSHJEmSJEkaFJMdkiRJkiRpUEx2SJIkSZKkQTHZIUmSJEmSBsVkhyRJkiRJGhSTHZIkSZIkaVBMdkiSJEmSpEEx2SFJkiRJkgbFZIckSZIkSRoUkx2SJEmSJGlQTHZIkiRJkqRBMdkhSZIkSZIGxWSHJEmSJEkaFJMdkiRJkiRpUEx2SJIkSZKkQTHZIUmSJEmSBsVkhyRJkiRJGhSTHZIkSZIkaVBMdkiSJEmSpEEx2SFJkiRJkgbFZIckSZIkSRoUkx2SJEmSJGlQTHZIkiRJkqRBMdkhSZIkSZIGxWSHJEmSJEkaFJMdkiRJkiRpUEx2SNqgJXlskvPnO46FIslJSQ6a7ziGLslXkrx4vuNYKJI8P8nXZ7utJEnacJnskDQ4Sa7vvVYlubH3+Tn9tlX1tap64HzF2tcu4laOxP+eOdze65J8uF9WVftW1TFzsK2jk1SSPx0p//dW/vzZ3uY043pRkh8luS7J5Uk+l2TL+YhFC0uSJ7Zz4zdJvpzkPlO0vX7ktTLJf/TqX5xkWav7vyT36tW9IsmFSa5NckmSdybZuNXde8y6K8nf9pb/8yQ/S3JDkv9Ncude3aZJjmrrvizJ/xuJu9pyE+v+r17dQUm+05ZdnuTfJuJq9V9JclNv2fNH1j3VPm+a5Ij2O3dVks8k2X7Mcd2rxfjPI+VT7fP2ST7d1rs8ySEjyz4lyQ9aXN9MsmuvLkn+OckvklzT9vEh437mkqSFz2SHpMGpqi0mXsDPgaf0yj4y0a7/h/v6NsW2T+vHX1WHrtfA5taPgVt7jbRj8CzgJ/MRTJK9gH8BDqiqLYEHAx+bj1i0sCTZDjgB+CfgzsCZwPGTtR/5zrk7cCPw8bauifNsv7aui4CP9hb/DPDwqtoKeCjwMOBlbb0/H1n37wCrgE+2dT8E+E/geW27vwHe11v364BdgPsATwD+Lsk+I+E/rLeNfm+jOwGvALYDHgk8EXjlyLKH9pa9NWk8jX1+OfD7wG7AvYBfA//RqyfJHYB3AaePlK9pnz/ctnd34I+Bf0nyhLbsLsBHgEOAbeiO/Ym97+NnAS8EHtviPg34EJKkRclkh6QNRpLHtzt9f5/kMuC/J8p6bR6e5HvtTv/Hkxzfv6uY5O+SXNruwL643XW8f6vbNMnbkvy83bE8Islmk217LeK+Xbf9ke0eneS96XolXJfk9CT367V9SJJT2p3Oy5O8ul3wvBp4drvD+f3W9tbhFUk2SvKadgf1iiTHJtm61e3UYjio7e+VSf5xDbvyGeDRSbZtn/cBzgYu68V6vyRfSvKrts6PJNmmV//TJP+Q5LwkVyf57yR3nO6xHPF7dMml7wFU1VVVdUxVXTd6LNrn1X4Obf9flu6u/JVJ3ppko17bbyT5j3aH+EdJnjgaQDtnrkryO72yu6XrjXTXMe3vn+SrbZ1XJjm+lb8+rSdBkjuku+P9b+3zZunuwG/bPj8q3R3tXyf5fpLH99a/dZIPtnP8F+nuci+Zzj4lOSzJZyc72K3+J+0cPS/J06ZoO+mx7bV5WzsHLkqyb6/8BUl+2LZzYZKXTLadKTwdOLeqPl5VN9ElDR6W5EHTWPaZwBXA19rnpwAfr6pzq+oW4I3A4yZ+R6vqJ1X164nw6ZIZ959k3QcCp1bVT9vn5wCfqapTq+p6uuTM03Nb76QDgTdW1dVV9UPgA8Dzp7EPVNX7W8+3W6rqF3RJgkdPZ9k17TOwM3ByVV3eju9xwGgPir8FPg/8aKR80n1OsgXweOBNVfXbqvo+8Am6BAbA3sDXqurrVbUCeAuwPbBXL66vV9WFVbWSLnFya88PSdLiYrJD0obmHnR37O4DHNyvSLIJ8Cng6Nbmo8DTevX7AP8P+EO6i5G9WN1bgAcAu7f67YHXTmfbs+AA4PXAtsAy4E0t5i2BLwD/R3cH9f7AF6vq/+juvB7f7so+bMw6n99eTwDuC2wBjA6reQzwQLq7vq9N8uApYrwJOBHYv30+EDh2pE2Af22xPhjYke5Cs+85dBct96M73q+ZYptTOR3YuyUKHp1k03VYx9OAPYCH093FfmGv7pHAhXR3xg8HTkivuz1AVd1Md6H33F7xAcAXquqXY7b3RroLwG2BHbjtbvhX6S7yoEviXMZt5+fvA+dX1dXphgp8DvhnunPxlcAne4mVY4AVdOfJ7wJPAvp3+yfdp6p6c1X9ybiD1PyE7o751nTn6oeT3HOK9ms6tue3OP4N+GCStLorgD8BtgJeALwzycPh1mEhv57i9edtHQ8Bvj+xsaq6ocU/nSENBwHHVlW1z2kvep+h68VBi+vPk1wLXEnXs+M/J1n3gXQ/owmjcf4EuAV4QEtu3atf396P7sOp6Ya4nJBkpyn263HAuSNl/9qSUd/oJ81Y8z5/kC7xea8kd6L7nT7p1sbdkKEXAm8YE8ek+9zbzui2H9p7P1rXrz8OuH+SB6TrWXIQ3XenJGkRMtkhaUOzCji8qm6uqhtH6h4FbAy8u90VPAH4dq/+z4D/bncrf0N3wQZ0Y72BvwD+pvUQuI4umbB/b/mptn1rDCMXX4+a5n6dUFXfbncrP0KXcIHuou+yqnp7Vd1UVddV1emTr2Y1zwHe0e5yXg/8A7B/Vh+C8/qqurHdQf0+3YXaVI4FDkzXQ2Qv4H/7lVW1rKpOacfol8A7uH1S6T1VdXFVXUWX1Dlgmvuzmqr6Gt0d/IfTJQB+leQdEz0Zpukt7ef9c+DfR2K5Avj3di4dT3dx/sdj1nEM8Oe9ngvPY/Ku87+lS5bdq/08J3qanAbskuQudBelHwS2b3e696JLhkCXVFlaVUuralVVnUI3ROPJSe4O7Au8oqpuqKorgHey+jk83X26ndZL4pK23eOBC4A9p1hkqmP7s6r6QLv7fgxwT7phC1TV51pviaqqr9Ilhx7b6n5eVdtM8fqftv4tgGtG4rkGmHI+lyT3pjve/YTEUuDPkuyWrqfXa4GiGyYycWz+pw1jeQBwBHD5mHU/tu3jJ3rFU8W5Re/zZPuwF7AT8CDgEuCzGTPELskL6BJPb+sV/z1dEnR74EjgM72eG2va5x/TDTH8BXAtXWKzn9h4N/BP7Xtn1KT73L53vwH8U5I7tiTXM3rbPQXYK11Pu03oerdt0qu/lK5Hzvl0Q5GeBfzNmBgkSYuAyQ5JG5pftm7T49wL+EXvjizAxSP1F09Sd1e6P5i/M5GooLsj2B+KMNW2J3xr5OLrW2toP+Gy3vvfcNuFzo6s+5wY9wJ+1vv8M7pk0N2nsd2x2sX5Xel6Y3x2NOmTbgjHcW0IxbV03ci3G1lN/7j/rMV5O0nOzW2TJz52knhOqqqn0PVy2I+uJ8vaPCVlqlhGz6Wxsbbk0w10F2EPoutVceIk2/s7ujvR327798K2jhvpkhZ70SU7vgp8k27YQT/ZcR/gWf2EGl3vnHu2ujsAl/bq/hO429ru0zhJDkxyVm/dD+X2P9u+qY7treddSzxCO/eS7JvkW+mGB/0aePIatjPO9XQ9Q/q2Aq5bw3IH0g2DuKgX3xfpesF8su3HT9t6lo8uXFUX0PWeeN9oHV0vg0+OJACmivP63uex+9CGgtxS3TCal9MN41itd1aSpwJvBvatqit7y57ekqc3Vzep8TfojvV09vn9wB2BuwCb082PclLb3lPoEheTzZGypp/Nc9p+XNy285GJ7VbVj+iO43voEhvbAef14jqcrmfUji2+1wNfar1PJEmLjMkOSRuamqLuUrq74f1uzjuO1O8wSd2VdHcCH9JLVGxd3aSC09n2VG6gdxc4yT3WYtmL6YZ7jLOmeC6huwCecG+6IQ63u+u8lj5MNx5/dAgLdENYCtit3el+Lqt3O4fVj/u9W5y3U1UPqdsmT/zauDa9tqvaBdqXuK1L+2rHnW4Y0qipYhk9lyaNla4nwHPpenV8YrKkWFVdVlV/UVX3Al4CvC9t7ha6hMYf0A0/OaN93puu98Sprc3FwIdGEmqbV9WbW93NwHa9uq2qqj/sYW326VZtWMIHgEOBu1TVNsAPuP3Ptm9aP+eR7WxKd4H9NuDubTtLJ7aT8U836b8mntZ0Lr1eSkk2p/s9Gh3GMWp0mAkAVfXeqtqlqu7W4tuYbv/H2ZiR39nWO+JZY9Y9Gud9gU2BH1fV1XTfWf3eVg9bwz4UvZ9JG7r3AbpJns+ZYrnbLbuGfX4YcHTruXMz3XCsPdNNDPtEYI82tOYy4NnAK5J8ek373Lb7s6r6k6q6a1U9ki6hcmsPvar6RFU9tKruQpfcuA/d78tEXMdX1fKqWlFVR9MNGXPeDklahEx2SNJtTgNWAocm2TjJfqzezf5jwAuSPLjd6bt1Po6qWkV3UfDOJHeDWx+BuPcsxPV94CFJdk83Gefr1mLZzwL3SPd4y03TTeL3yFZ3ObBTRiZ+7Pko8DdJdm7DISbm+Fixjvsx4d3AH3HbBXjflnR3bn+dbn6JV41p89IkO6SbK+LVTPGUjKkk2S/J/km2TWdPul4QE71pzqKb+PBOLaHwojGreVVbfke6O+P9WO4GvCzdhKHPortjvnSScD5EN0fFcxmfBJqI+VlJJhJuV9NdYK5sn79Kd7F9XnWTQn6FrpfKRXXb/B8fBp6SZO8kS1pX/8cn2aGqLqUb8vH2JFulm6D2fumerLHGfUr3KOOvTBL65i3WX7a2L6A3Z8Ukpjq2k9mE7sL3l8CKdBOXPmmiskaebjLmNfG0pk8BD03yjPY791rg7NYzYKwk/x/dkI6Pj5TfMclD2zl2b7ohH+9qyYiJR7ROfGfsSjdc7Isjq38a3RNLvjxS/hG6n+djW0LmDXRD2iZ6ORwLvKYdxwfRDbU7um1r4jtlSfv9fjvdsJIftvo/aOt/RlX1h/ORZJt2Dt2xfVc+h65H0cnT2We65MKB6SbEvQPwV8AlrefIP3Hb3Ee70/Vy+gDd/Ctr3Of2/bxlkk2SPJfu5/+OXuyPaPt8V7qeS5/p/VzPoOv5dPd2/j+PrrfTMiRJi47JDklq2gXi0+kuan9Nd+H5Wbq73VTVSXQX6l+m++P3tLboze3fv2/l30o3BOMLdJN3zjSuH9P9Qf8FunkOvj71Eqstex1dYuEpdF3/L6CbcBRuuyj7VZLvjln8KLqL8FPpHuV4E/DX67ALozFdVVVfHBkOMeH1dHNoXEM3j8YJY9r8D91F+YXt9c9j2kzH1XQXfxfQzRvwYeCtvQved9JNfHg53R31j4xZx6eB79AlRj5HN1fGhNPpHvt5Jd3cIs+sql+NC6SqlgPfpUsITNUL5feA05NcT3cR+PLekIlvAptxWxLpPLqf2a1Jpaq6mG64zqvpEgIX0yWUJv4eOJAuYXAe3fH5BN0Ql+ns0450QxnG7d95dBfTp9Edz9+ZrG3PVMd2rHa+v4wuMXk18OdMPiRoqvX8km6uhze19TyS3twl6Z5odNLIYgexeqJhwh3pztnr6XoYnEZ3QT/h0cA5SW6gSxwtpfv5jK772NHfmao6l+4xqh+hm09lS7rEwYTD6Yax/YwuGfbW6iYnhm442vF05/6FdHN3/ElV/bbV/xPdZLJLez1fJvb5DnS/d7+kOxf+GnhqVZ0/zX1+Jd25eUFbx5Npk0G3oTGXTbzoeszdUN0cPdPZ573b/lzd2u1Tq0/2+y667/fz279/0at7C11y+axW9zd0yZ5fI0ladDL+b01JEkCS04Ejqup2j4pN9+SRHwCbzkJvB01Dkp8CL66qLyyAWArYpapud9c3yfPp4nzMWqzvKLq72+v6dJk5taZ9SnIW8MTJEjprua1Jj60kSdJ02LNDknqS7JXkHq1r9kHAbvQePZjkaa179LZ0dwE/Y6JDM5XukZ9PZxq9Fxaqqtp9NhIdkiRJs8FkhySt7oF03ZivoZtE85ltLoMJL6Hrdv0TurkS/nK9R6hBSfJGuh5Cb+0NSZEkSVp0khyV5IokYyfibvM5vTvJsiRnp3tM+NzE4jAWSZIkSZI0U0keRzdn07FVdbvJyJM8mW6upyfTzYn1rvb0rFlnzw5JkiRJkjRjVXUqcNUUTfajTbpdVd8CtklyzynarzOTHZIkSZIkaX3Ynu5pcBOWt7JZt/FcrHQxSjYv2Ga+w1gAlsx3AAvchpYfHNL5sNh+dgs13oVyTsxXHOvz5zLX21ooP8tpyCyuazYO60zXMZNDv67HYl22ubb7ubbbWJt9me66pxvzdNY3nfjWtJ41xTOT+qm2PdVyU9aNH96ejVZNUj6+/UZj2m/E9MoAwu3XO53lx7UZXdd0lllTm/4619S2/3m665ns/Yzar+zepx/CuPdTlY2rW9n+rWm0Hf13dNmVvbrR9bW2K1fBqrp91cqR5qtGyibeXwJXVtVdGagHJHXDHG/jEjiX7vHhE46sqiPXYhXjvl3nZG4Nkx232obVH9O+odpqvgNY4Dab7wDWsy3nO4BZtNjO7YV6ri2U4zhf5+b63P+5PgcWys9yGu64wNa1xTwuv67xr8s213aZzdey/dqc4tONZboxTOcrZNNZWM+a4l7TNqZa/1TrnqpuqnNoi/EPF7vDFr8ZW77JHW8ZW36nO92+/WbcvuxO3Dh2+U25eczyt297p5F1jn4G2IRbpmwzLq5N17jMjZPWbTIS+52mbHvL2Lr++/62+sdls9Xaj9/GJit767+he79x/0q4f7l6w8i//fc3j6m7fg1txm1ntG502evXvL5rb4Ab2/qubVXX9d5PHIlrW/lE2UT9a+BnDNgNzP0V7WvgpqraYwarWA7s2Pu8A3DJzKIab6HeOpQkSZIkScNyInBgeyrLo4BrRp58OGvs2SFJkiRJkmYsyUeBxwPbJVkOHA7cAaCqjgCW0j2JZRnwG+AFcxWLyQ5JkiRJkjRjVXXAGuoLeOn6iMVkhyRJkiRJi9wSFtWMXHPOOTskSZIkSdKgmOyQJEmSJEmDYrJDkiRJkiQNiskOSZIkSZI0KCY7JEmSJEnSoPg0FkmSJEmSFrmNgM3mO4gFxJ4dkiRJkiRpUEx2SJIkSZKkQTHZIUmSJEmSBsVkhyRJkiRJGhQnKJUkSZIkaZFbAmw530EsIPbskCRJkiRJg2KyQ5IkSZIkDYrJDkmSJEmSNCgmOyRJkiRJ0qA4QakkSZIkSYvcRsBW8x3EAmLPDkmSJEmSNCgmOyRJkiRJ0qCY7JAkSZIkSYNiskOSJEmSJA2KE5RKkiRJkrTIbQRsNt9BLCD27JAkSZIkSYNiskOSJEmSJA2KyQ5JkiRJkjQoJjskSZIkSdKgmOyQJEmSJEmD4tNYJEmSJEla5JYAW813EAuIPTskSZIkSdKgmOyQJEmSJEmDYrJDkiRJkiQNiskOSZIkSZI0KE5QKkmSJEnSIrcE2HK+g1hA7NkhSZIkSZIGxWSHJEmSJEkaFJMdkiRJkiRpUEx2SJIkSZKkQXGCUkmSJEmSFrmNgK3mO4gFxJ4dkiRJkiRpUEx2SJIkSZKkQTHZIUmSJEmSBsVkhyRJkiRJGhQnKJUkSZIkaZHbKLDZpnO8kZvmeP2zyJ4dkiRJkiRpUOYs2ZFkxyRfTvLDJOcmeXkrv3OSU5Jc0P7dtrfMPyRZluT8JHv3yh+R5JxW9+4kaeWbJjm+lZ+eZKfeMge1bVyQ5KC52k9JkiRJkgRJ9mnX88uSHDamftskn0pydpJvJ3noXMUylz07VgB/W1UPBh4FvDTJrsBhwBerahfgi+0zrW5/4CHAPsD7kixp63o/cDCwS3vt08pfBFxdVfcH3gm8pa3rzsDhwCOBPYHD+0kVSZIkSZI0e9r1+3uBfYFdgQPadX7fq4Gzqmo34EDgXXMVz5wlO6rq0qr6bnt/HfBDYHtgP+CY1uwY4Knt/X7AcVV1c1VdBCwD9kxyT2Crqjqtqgo4dmSZiXV9Anhi6/WxN3BKVV1VVVcDp3BbgkSSJEmSJM2uPYFlVXVhVd0CHEd3zd63K12nB6rqR8BOSe4+F8Gslzk72vCS3wVOB+5eVZdClxAB7taabQ9c3FtseSvbvr0fLV9tmapaAVwD3GWKdY3GdXCSM5OcCTes+w5KkiRJkjR8201cQ7fXwb266VyHfx94OkCSPYH7ADvMRaBz/jSWJFsAnwReUVXXtuk2xjYdU1ZTlK/rMrcVVB0JHNnFuf3t6iVJkiRJWgyWbARbbT7HG7mJK6tqj0lqp3Md/mbgXUnOAs4Bvkc3Bcasm9NkR5I70CU6PlJVJ7Tiy5Pcs6oubUNUrmjly4Ede4vvAFzSyncYU95fZnmSjYGtgata+eNHlvnKLO2WJEmSJEla3WTX9LeqqmuBFwC0KSguaq9ZN5dPYwnwQeCHVfWOXtWJwMTTUQ4CPt0r3789YWVnuolIv92GulyX5FFtnQeOLDOxrmcCX2rzepwMPKnN9Lot8KRWJkmSJEmSZt8ZwC5Jdk6yCd0DSE7sN0iyTasDeDFwakuAzLq57NnxaOB5wDmtiwp0M6++GfhYkhcBPweeBVBV5yb5GHAeXTeWl1bVyrbcXwJHA5sBJ7UXdMmUDyVZRtejY/+2rquSvJHuYAO8oaqumqsdlSRJkiRpQ1ZVK5IcStfRYAlwVLvOP6TVHwE8GDg2yUq6a/8XzVU8c5Ym4JPAAAAgAElEQVTsqKqvM37MDsATJ1nmTcCbxpSfCdzu+btVdRMtWTKm7ijgqOnGK0mSJEmS1l1VLQWWjpQd0Xt/Gt0ojjk35xOUSpIkSZKkObYEmOsJSn81x+ufRevl0bOSJEmSJEnri8kOSZIkSZI0KCY7JEmSJEnSoJjskCRJkiRJg+IEpZIkSZIkLXYbMfcTlC4i9uyQJEmSJEmDYrJDkiRJkiQNiskOSZIkSZI0KCY7JEmSJEnSoDhBqSRJkiRJi12ATec7iIXDnh2SJEmSJGlQTHZIkiRJkqRBMdkhSZIkSZIGxWSHJEmSJEkaFJMdkiRJkiRpUHwaiyRJkiRJi91GwObzHcTCYc8OSZIkSZI0KCY7JEmSJEnSoJjskCRJkiRJg2KyQ5IkSZIkDYoTlEqSJEmStNgtAbaY7yAWDnt2SJIkSZKkQTHZIUmSJEmSBsVkhyRJkiRJGhSTHZIkSZIkaVCcoFSSJEmSpMUuwKbzHcTCYc8OSZIkSZI0KCY7JEmSJEnSoJjskCRJkiRJg2KyQ5IkSZIkDYoTlEqSJEmStNgtATaf7yAWDnt2SJIkSZKkQTHZIUmSJEmSBsVkhyRJkiRJGhSTHZIkSZIkaVBMdkiSJEmSpEHxaSySJEmSJC12G+HTWHrs2SFJkiRJkgbFZIckSZIkSRoUkx2SJEmSJGlQTHZIkiRJkqRBcYJSSZIkSZIWOycoXY09OyRJkiRJ0owl2SfJ+UmWJTlsTP3WST6T5PtJzk3ygrmKxWSHJEmSJEmakSRLgPcC+wK7Agck2XWk2UuB86rqYcDjgbcn2WQu4jHZIUmSJEmSZmpPYFlVXVhVtwDHAfuNtClgyyQBtgCuAlbMRTBzluxIclSSK5L8oFd2fJKz2uunSc5q5TslubFXd0RvmUckOad1g3l3Oygk2bStb1mS05Ps1FvmoCQXtNdBc7WPkiRJkiQJgO2Bi3ufl7eyvvcADwYuAc4BXl5Vq+YimLmcoPRouh05dqKgqp498T7J24Freu1/UlW7j1nP+4GDgW8BS4F9gJOAFwFXV9X9k+wPvAV4dpI7A4cDe9Bljb6T5MSqunoW902SJEmSpIVjI+COc76V7ZKc2ft8ZFUd2d5nTPsa+bw3cBbwB8D9gFOSfK2qrp3tQOesZ0dVnUrXJeV2Wu+MPwM+OtU6ktwT2KqqTquqokucPLVV7wcc095/AnhiW+/ewClVdVVLcJxClyCRJEmSJEnr7sqq2qP3OrJXtxzYsfd5B7oeHH0vAE6ozjLgIuBBcxHofM3Z8Vjg8qq6oFe2c5LvJflqkse2su3pDtiEfjeYW7vIVNUKul4id2F6XWcASHJwkjO7zNQNM90nSZIkSZI2VGcAuyTZuU06uj9w4kibnwNPBEhyd+CBwIVzEcxcDmOZygGs3qvjUuDeVfWrJI8A/jfJQ5i6G8xkddPpOtMVdlmoIwGS7ce2kSRJkiRJU6uqFUkOBU4GlgBHVdW5SQ5p9UcAbwSOTnIO3bX731fVlXMRz3pPdiTZGHg68IiJsqq6Gbi5vf9Okp8AD6DrlbFDb/F+N5iJLjLL2zq3phs2s5zuETb9Zb4yB7siSZIkSZKaqlpKN9dmv+yI3vtLgCetj1jmYxjLHwI/qqpbh6ckuWt7Ji9J7gvsAlxYVZcC1yV5VJuP40Dg022xE4GJJ608E/hSm9fjZOBJSbZNsi3dgTx5feyYJEmSJEmaf3PWsyPJR+l6WGyXZDlweFV9kG7czujEpI8D3pBkBbASOKSqJiY3/Uu6J7tsRvcUlpNa+QeBDyVZRtejY3+AqroqyRvpxgsBvKG3LkmSJEmShmcjYPP5DmLhmLNkR1UdMEn588eUfRL45CTtzwQeOqb8JuBZkyxzFHDUWoQrSZIkSZIGYr6exiJJkiRJkjQnTHZIkiRJkqRBMdkhSZIkSZIGZb0/elaSJEmSJM0yJyhdjT07JEmSJEnSoJjskCRJkiRJg2KyQ5IkSZIkDYrJDkmSJEmSNChOUCpJkiRJ0mIXYNP5DmLhsGeHJEmSJEkaFJMdkiRJkiRpUEx2SJIkSZKkQTHZIUmSJEmSBsUJSiVJkiRJWuyWAJvPdxALhz07JEmSJEnSoJjskCRJkiRJg2KyQ5IkSZIkDYrJDkmSJEmSNCgmOyRJkiRJ0qD4NBZJkiRJkha7jYAt5juIhcOeHZIkSZIkaVBMdkiSJEmSpEEx2SFJkiRJkgbFZIckSZIkSRoUJyiVJEmSJGmx2wjYfL6DWDjs2SFJkiRJkgbFZIckSZIkSRoUkx2SJEmSJGlQTHZIkiRJkqRBcYJSSZIkSZIWu42ATec7iIXDnh2SJEmSJGlQTHZIkiRJkqRBMdkhSZIkSZIGxWSHJEmSJEkaFCcolSRJkiRpsdsI2Hy+g1g47NkhSZIkSZIGxWSHJEmSJEkaFJMdkiRJkiRpUEx2SJIkSZKkQTHZIUmSJEmSBsWnsUiSJEmStNj5NJbV2LNDkiRJkiTNWJJ9kpyfZFmSw8bUvyrJWe31gyQrk9x5LmIx2SFJkiRJkmYkyRLgvcC+wK7AAUl27bepqrdW1e5VtTvwD8BXq+qquYjHZIckSZIkSZqpPYFlVXVhVd0CHAfsN0X7A4CPzlUwJjskSZIkSdJ0bJfkzN7r4F7d9sDFvc/LW9ntJLkTsA/wybkK1AlKJUmSJEla7NbPBKVXVtUek9RlTFlN0vYpwDfmaggLzGHPjiRHJbkiyQ96Za9L8ovehCRP7tX9Q5vE5Pwke/fKH5HknFb37iRp5ZsmOb6Vn55kp94yByW5oL0Omqt9lCRJkiRJQNeTY8fe5x2ASyZpuz9zOIQF5nYYy9F03VJGvXNiQpKqWgrQJi3ZH3hIW+Z9bXITgPcDBwO7tNfEOl8EXF1V9wfeCbylrevOwOHAI+nGDB2eZNvZ3z1JkiRJktScAeySZOckm9Bd45842ijJ1sBewKfnMpg5S3ZU1anAdLuk7AccV1U3V9VFwLL/n707j5asLu/9//50MwhcQQYHbjcKaqsX/SkKtkP8GRVlitLqBW1NBI0JoqDXXwwJGHOdLjchjnEpkFb6CiwVEUHapJkCTrkyNQZlktAMCS0oMgSaqaH7PL8/ah8tjmeoPnWqq06d92utWmfv797Pt55ibYvi8TsAi5PsDGxbVRdXVQGnAG9sizm5OT4D2LsZ9bEvcEFV3V1V9wAXMH7RRZIkSZIkzYCqWg8cCZwHXAecXlXXJDk8yeFtt74JOL+qHuhlPv1Ys+PIJIcAq4APNQWJBcAlbfeMLmTyaHM8th3aFj+pqvVJ7gV2ZOMWRTmM1qgRYLtuPpMkSZIkSXNaM3tj5Zi2E8ecf5XWTJCe2tS7sZwAPAPYA7gd+EzTPtFCJpMtcDKdmMc2Vi2rqr1aC6z0fiUXSZIkSZJ6Yh7wuB6/NqEk85N8arrxm7TYUVW/qqoNVTUCfJnWmhow8UIma5rjse2PiUmyGa2hGXdP0pckSZIkSZoFqmoDsOfoJiUba5MWO5o1OEa9CRjdqWUFsLTZYWU3WguRXlZVtwNrk7y0+YCH8NtFTFYAozutHARc1KzrcR6wT5Ltm4VJ92naJEmSJEnS7PGvwNlJ3pHkzaOvTgJ7tmZHkm8ArwJ2SrKG1g4pr0qyB61pJbcA7wFoFi05HbgWWA8c0VRxAN5Laz7PVsA5zQvgJODUJKtpjehY2vR1d5JP0loJFuATvdy7V5IkSZIk9cQOwF3Aa9raCjhzqsCeFTuq6m3jNJ80yf3HAseO074KeN447Q8DB0/Q13JgecfJSpIkSZKkgVJV75pubD92Y5EkSZIkSTOo5sH6Idt3I8mzaG108uSqel6S5wMHVtX/mip2U+/GIkmSJEmS1IkvA8cAjwJU1c9olrCYisUOSZIkSZI0iLauqsvGtK3vJNBihyRJkiRJGkR3JnkGrUVJSXIQcHsnga7ZIUmSJEmSBtERwDLgOUl+AdwM/FEngRY7JEmSJEnSwKmqm4DXJtkGmFdVazuNtdghSZIkSdIsNzI/PLjN5j1+l0d63P9jJfmzMecA9wJXVNWVk8W6ZockSZIkSRpEewGHAwua12HAq4AvJ/mLyQId2SFJkiRJkgbRjsCLqup+gCQfBc4AXglcAfzdRIGO7JAkSZIkSYPoqTx27syjwNOq6iFg3WSBjuyQJEmSJEmD6OvAJUnObs7fAHyjWbD02skCLXZIkiRJkjTLFeGR+Vv0+F027QKlVfXJJCuBVwABDq+qVc3lP5ws1mKHJEmSJEkaOEl2AG5uXqNtm1fVo1PFumaHJEmSJEkaRD8Bfg38G3BDc3xzkp8k2XOyQIsdkiRJkiRpEJ0LHFBVO1XVjsD+wOnA+4DjJwu02CFJkiRJkgbRXlV13uhJVZ0PvLKqLgG2nCzQNTskSZIkSZrlRpjHg2zd43e5v8f9/467k/wlcFpz/lbgniTzgZHJAh3ZIUmSJEmSBtHbgYXAd4Czgac2bfOBt0wW6MgOSZIkSZI0cKrqTuD9E1xePVmsxQ5JkiRJkjQwkny+qj6Y5LtAjb1eVQdO1YfFDkmSJEmSNEhObf5+erodWOyQJEmSJGmWay1QulW/05gRVXVFswjpn1bVH02nDxcolSRJkiRJA6WqNgBPTLLFdOId2SFJkiRJkgbRLcD/TbICeGC0sao+O1WgxQ5JkiRJkjSIbmte84DHN22/s2DpeCx2SJIkSZKkQXRtVX2rvSHJwZ0EumaHJEmSJEkaRMd02PY7HNkhSZIkSdIsN8I8HmLrfqcxI5LsDxwALEjyhbZL2wLrO+nDYockSZIkSRoktwGrgAOBK9ra1wL/XycdWOyQJEmSJEkDo6p+Cvw0yder6tHp9OGaHZIkSZIkaeBMt9ABFjskSZIkSdKQcRqLJEmSJEmzXBHWsWW/0+iJJI8Hqqru7zTGkR2SJEmSJGngJPl/kvwrcDVwbZIrkjyvk1iLHZIkSZIkaRD9A/BnVfW0qnoq8CFgWSeBFjskSZIkSdIg2qaqvjd6UlXfB7bpJNA1OyRJkiRJ0iC6KclfA6c2538E3NxJoMUOSZIkSZJmuRHm8RBb9TuNmfbHwMeBM5vzHwLv7CTQYockSZIkSRpEr62qD7Q3JDkY+NZUga7ZIUmSJEmSupZkvyTXJ1md5OgJ7nlVkiuTXJPkB1N0eUyHbb9jypEdSY4EvlZV93TSoSRJkiRJmluSzAe+BLwOWANcnmRFVV3bds8TgOOB/arqP5I8aYK+9gcOABYk+ULbpW2B9Z3k08nIjqc0SZ7eVGnSSceSJEmSJGnOWAysrqqbquoR4DRgyZh73g6cWVX/AVBVd0zQ123AKuBh4Iq21wpg306SmXJkR1V9pFn9dB/gXcAXk5wOnFRVN3byJpIkSZIkqXdGmMeDbN3rt9kpyaq282VVtaw5XgDc2nZtDfCSMfHPAjZP8n3g8cDfV9UpY9+kqn4K/DTJ16vq0ekk2tECpVVVSX4J/JLWkJHtgTOSXFBVfzGdN5YkSZIkSbPKnVW11wTXxpsFUmPONwP2BPYGtgIuTnJJVf3beB1Ot9Ax+kaTSvIB4FDgTuArwFFV9WiSecANgMUOSZIkSZLmtjXALm3nC2lNRxl7z51V9QDwQJIfAi8Axi12dKOTNTt2At5cVftW1bdGKytVNQK8fqYTkiRJkiRJs87lwKIkuyXZAlhKa42NdmcD/2+SzZJsTWuay3W9SGbCYkeSHZLsAHweWDt63tZOVU2YVJLlSe5IcnVb26eS/DzJz5Kc1azESpJdkzzUbD9zZZIT22L2THJVs3XNF0YXSE2yZZJvNu2XJtm1LebQJDc0r0On/49HkiRJkiRNparWA0cC59EqYJxeVdckOTzJ4c091wHnAj8DLgO+UlVXT9Rnkmcl+XKS85NcNPrqJJ/JprFcwW/n14yde1PA06fo+6vAF4H2xUYuAI6pqvVJjqO1P+5fNtdurKo9xunnBOAw4BJgJbAfcA7wbuCeqnpmkqXAccBbm0LMR4G9mjyvaLa7cetcSZIkSZJ6pKpW0vrv9va2E8ecfwr4VIddfgs4EfgysGFjcpmw2FFVu21MR+PE/7B9tEXTdn7b6SXAQZP1kWRnYNuqurg5PwV4I61ixxLgY82tZ9DaJSa0tqG5oKrubmIuoFUg+UY3n0eSJEmSpEG1iXZj2dTWV9UJ0wnsaDeWJG8GXkFrpMSPquo703mzMf4Y+Gbb+W5J/hW4D/hIVf2I1tY1a9ruWdO0Qdu2Ns1IkXuBHRl/u5sFSJIkSZKk2eS7Sd4HnAWsG20cHdwwmU52YzkeeCa/HRlxeJLXVdUR00yWJH9FawvbrzVNtwNPraq7kuwJfCfJc5l865qJrnWy3c1oHofRmiIDbNdp+pIkSZIkqfdG1+A8qq2tk2U1OhrZ8fvA86qqAJKcDFy1sRmOahYMfT2w92ifVbWOpkpTVVckuRF4Fq1RGQvbwtu3rhnd1mZNks1oVSvubtpfNSbm++PlUlXLgGWtvBaMWxCRJEmSJEmbXjfLa3Sy9ez1wFPbznehtXLqRkuyH60FSQ+sqgfb2p+YZH5z/HRgEXBTVd1OayeYlzbrcRxCa6saaG1hM1rlOQi4qCmenAfsk2T7JNsD+zRtkiRJkiRplkiyeZIPJDmjeR2ZZPNOYjsZ2bEjcF2Sy5rzFwMXJ1kBUFUHTpDUN2iNsNgpyRpaO6QcA2wJXNDsIHtJVR0OvBL4RJL1tFZYPbxtDs57ae3sshWthUnPadpPAk5NsprWiI6lTT53J/kkrT1+AT7RyXweSZIkSZJmqyI8whb9TmOmnQBsDhzfnL+jafuTqQI7KXb8z+lkVFVvG6f5pAnu/Tbw7QmurQKeN077w8DBE8QsB5Z3nKwkSZIkSRo0L66qF7SdX5Tkp50ETlnsqKofJHkKsJjWQiCXV9Uvp5enJEmSJElSRzYkeUZV3Qi/WfZiQyeBU67ZkeRPgMuAN9NaG+OSJH/cRbKSJEmSJElTOQr4XpLvJ/kBcBHwoU4CO5nGchTwwqq6CyDJjsCPcZqIJEmSJEnqkaq6MMki4NlAgJ83u7lOqZNixxpgbdv5WuDWjc5SkiRJkiT1xAjzeJCt+53GjEjymqq6KMmbx1x6RhKq6syp+uik2PEL4NIkZ9Nas2MJcFmSPwOoqs9ubOKSJEmSJEkT+H1aU1beMM61Amak2HFj8xp1dvP38R3ESpIkSZIkdayqPtocfqKqbm6/lmS3TvroZDeWj08jN0mSJEmSpG58G3jRmLYzgD2nCpyy2JHke7SGiTxGVb2m0+wkSZIkSZI6keQ5wHOB7cas27Et8LhO+uhkGsuftx0/DvjvwPpOk5QkSZIkSb3VWqB0q36nMVOeDbweeAKPXbdjLfCnnXTQyTSWK8Y0/d9mf1tJkiRJkqQZVVVnA2cneVlVXTydPuZNdUOSHdpeOyXZF3jKdN5MkiRJkiSpQ4cnecLoSZLtkyzvJLCTaSxX0FqzI7Smr9wMvHs6WUqSJEmSJHXo+VX1n6MnVXVPkhd2EtjJNJaOtnWRJEmSJEmaQfOSbF9V90Br5gmdDdqY+KYkLwZurapfNueH0Fqc9N+Bj1XV3V2nLUmSJEmSNL7PAD9OckZzfjBwbCeBk1VE/gF4LUCSVwJ/C7wf2ANYBhw03WwlSZIkSdLMGWEej7Blv9OYUVV1SpJVwGtoLa3x5qq6tpPYyYod89tGb7wVWFZV3wa+neTKrjKWJEmSJEkaR5Jtq+q+ZtrKL4Gvt13boZOZJpMWO5JsVlXrgb2BwzqMkyRJkiRJmq6vA6/ntxumjEpz/vSpOpisaPEN4AdJ7gQeAn4EkOSZwL3TTFiSJEmSJGlCVfX65u+0N0yZsNhRVccmuRDYGTi/qkarKfNord0hSZIkSZLUE0nOBk4Dzq6qBzcmdtLpKFV1yTht/7Zx6UmSJEmSpF4aYR4PsnW/05hpn6W1hujfJrkM+Cbwj1X18FSBrr0hSZIkSZIGTlX9gNbyGvNp7cjyp8ByYNupYi12SJIkSZKkgZRkK+ANtEZ4vAg4uZO4joodSZ4GLKqqf27eaLOqWjvdZCVJkiRJkiaT5JvAS4BzgS8B36+qkU5ipyx2JPlTWtvO7gA8A1gInEhrO1pJkiRJkqRe+D/A26tqw8YGdjKy4whgMXApQFXdkORJG/tGkiRJkiSpN4rwEFv1O40ZVVXnJnl5kl1pq19U1SlTxXZS7FhXVY8kASDJZkBNHiJJkiRJkjR9SU6lNcPkSmB0dEcBM1Ls+EGSDwNbJXkd8D7gu9PMVZIkSZIkqRN7AbtX1UYPuJjXwT1HA78GrgLeA6wEPrKxbyRJkiRJkrQRrgaeMp3ATkZ2LAFOqaovT+cNJEmSJEmSpmEn4NoklwHrRhur6sCpAjspdhwIfD7JD4HTgPOqav10M5UkSZIkSTNrhHk8yNb9TmOmfWy6gVNOY6mqdwHPBL4FvB24MclXpvuGkiRJkiRJU6mqHwA/Bx7fvK5r2qbUyZodVNWjwDm0RnZcQWtqiyRJkiRJUk8keQtwGXAw8Bbg0iQHdRI75TSWJPsBS4FXA98HvtK8iSRJkiRJUq/8FfDiqroDIMkTgX8GzpgqsJM1O95Ja0THe6pq3RT3SpIkSZIkzYR5o4WOxl10OENlymJHVS2dblaSJEmSJEnTdG6S84BvNOdvpbXExpQmLHYk+ZeqekWStUC1XwKqqradbraSJEmSJGnmjDCPdWzR7zRmVFUdleTNwCto1SKWVdVZncROWOyoqlc0fx8/I1lKkiRJkqSh1az5+ffAfOArVfW3Y66/CjgbuLlpOrOqPjFJf7sBK6vqzOZ8qyS7VtUtU+Uy5VyXJKd20iZJkiRJkuamJPOBLwH7A7sDb0uy+zi3/qiq9mheExY6Gt8CRtrONzRtU+pkYY/ntp8k2QzYs5POJUmSJEnSnLAYWF1VN1XVI7Q2OlnSZZ+bNX0B0Bx3NFdnwmJHkmOa9Tqen+S+5rUW+BWtYSeSJEmSJGnu2CnJqrbXYW3XFgC3tp2vadrGelmSnyY5J8lzx7ne7tdJDhw9SbIEuLOTRCdbs+NvgL9J8jdVdUwnnUmSJEmSpE1vhHk8xNa9fps7q2qvCa5lnLYac/4T4GlVdX+SA4DvAIsmeb/Dga8l+WJzvgZ4RyeJdjKN5bIk242eJHlCkjd20rkkSZIkSZoT1gC7tJ0vBG5rv6Gq7quq+5vjlcDmSXaaqMOqurGqXkprDZDnVtXLq+rGTpLppNjx0aq6t+3N/hP4aCedS5IkSZKkOeFyYFGS3ZJsASwFVrTfkOQpSdIcL6ZVk7hrqo6r6v6qWrsxyUw4jaXNeAWRTuIkSZIkSdIcUFXrkxwJnEdr69nlVXVNksOb6ycCBwHvTbIeeAhYWlVjp7rMiE6KFquSfJbWFjIFvB+4ohfJSJIkSZKk2amZmrJyTNuJbcdfBL44Nq4XOil2vB/4a+Cbzfn5wEd6lpEkSZIkSdooI8zjwd4vULpJJfkk8PGqWt+cbwv8fVW9a6rYKdfsqKoHqupo4FVVtVdVfbiqHuggqeVJ7khydVvbDkkuSHJD83f7tmvHJFmd5Pok+7a175nkqubaF9rm92yZ5JtN+6VJdm2LObR5jxuSHDpVrpIkSZIkaeBsBlya5PlJ9qG1LkhHM02mLHYkeXmSa4Frm/MXJDm+g76/Cuw3pu1o4MKqWgRc2JyTZHdai5c8t4k5Psn8JuYE4DBa29Esauvz3cA9VfVM4HPAcU1fO9BaQPUlwGLgo+1FFUmSJEmSNPiq6hjgL4FLadUY/qCZCjOlTnZj+RywL80KqVX1U+CVHST1Q+DuMc1LgJOb45OBN7a1n1ZV66rqZmA1sDjJzsC2VXVxs2jJKWNiRvs6A9i7GfWxL3BBVd1dVfcAF/C7RRdJkiRJkjTAkrwS+HvgE8D3gS8m+a+dxHa0q0pV3drMHhm1YSNzHPXkqrq96fP2JE9q2hcAl7Tdt6Zpe7Q5Hts+GnNr09f6JPcCO7a3jxMjSZIkSZJmh08DB1fV6EyTNwMXAc+ZKrCTYsetSV4OVLNX7geA67pIdjwZp60maZ9uzGPfNDmM1hQZYLupcpQkSZIkaSAV4RG26HcaM+1lVfWbwRZVdWaSH3QS2Emx43Baw0YW0BolcT5wxHSyBH6VZOdmVMfOwB1N+xpgl7b7FgK3Ne0Lx2lvj1mTZDNa1Yq7m/ZXjYn5/njJVNUyYBlAsqAne/tKkiRJkqSNV1UbkvwBrfU9H9d26RNTxU64ZkeS45rDV1fVH1bVk6vqSVX1R1V11zRzXQGM7o5yKHB2W/vSZoeV3WgtRHpZM+VlbZKXNutxHDImZrSvg4CLmnU9zgP2SbJ9szDpPk2bJEmSJEmaJZKcCLwVeD+tWRwHA0/rJHayBUoPSLI5cMw0k/oGcDHw7CRrkrwb+FvgdUluAF7XnFNV1wCn09rx5VzgiLahKu8FvkJr0dIbgXOa9pOAHZOsBv6MZmeXqrob+CStLWkuBz7RtEmSJEmSpNnj5VV1CK2dWD8OvIzHzgqZ0GTTWM4F7gS2SXIfrSrK6JoYVVXbTtZxVb1tgkt7T3D/scCx47SvAp43TvvDtKo64/W1HFg+WX6SJEmSJGmgPdT8fbDZheUuYLdOAicb2fGRqtoO+Keq2raqHt/+t8uEJUmSJEmSJvOPSZ4AfAr4CXALcFongZON7LgYeBFwX7fZSZIkSZKk3hlhHg+ydb/TmFFV9cnm8NtJ/hF4XFXd20nsZMWOLZIcCry82ct27JueufGpSpIkSZIkTS3JfOAPgF1p6hdJqKrPThU7WbHjcOAPgScAbxhzrQCLHZIkSZIkqVe+CzwMXAWMbEzghMWOqvoX4F+SrKqqk7rLT5IkSZIkaaMsrKrnTydwwgVKk/wFQFWdlOTgMdf+93TeTDNrPS4AAB9JSURBVJIkSZIkqUPnJNlnOoGTTWNZCvxdc3wM8K22a/sBH57OG0qSJEmSpJk1jAuUApcAZyWZBzwKBKhOdoidrNiRCY7HO5ckSZIkSZpJnwFeBlxVVbUxgRNOY6G1COl4x+OdS5IkSZIkzaQbgKs3ttABk4/seEGS+2iN4tiqOaY5f9zG5yhJkiRJktSx24HvJzkHWDfa2NXWs1U1f2ZykyRJkiRJ2mg3N68tmlfHJhvZIUmSJEmSZoER5vEQW/U7jRlVVR+fbuxka3ZIkiRJkiTNOhY7JEmSJEnSULHYIUmSJEmSBkaS45q/B0+3D4sdkiRJkiRpkByQZHPgmOl24AKlkiRJkiRpkJwL3Alsk+Q+IECN/q2qbafqwGKHJEmSJEmzXBHWsWW/05gRVXUUcFSSs6tqyXT6sNghSZIkSZIGTlUtSfJk4MVN06VV9etOYl2zQ5IkSZIkDZxmgdLLgIOBtwCXJTmok1hHdkiSJEmSpEH0EeDFVXUHQJInAv8MnDFVoCM7JEmSJEnSIJo3Wuho3EWHdQxHdkiSJEmSNMuNMI8H2arfacy0c5OcB3yjOX8rsLKTQIsdkiRJkiRp4FTVUUneDLyC1razy6rqrE5iLXZIkiRJkqSBVFVnAmdubJxrdkiSJEmSpKFisUOSJEmSJA0Vp7FIkiRJkjTLjTCPh9i632nMuCRbAU+tqus3Js6RHZIkSZIkaeAkeQNwJXBuc75HkhWdxFrskCRJkiRJg+hjwGLgPwGq6kpg104CLXZIkiRJkqRBtL6q7p1OoGt2SJIkSZKkQXR1krcD85MsAj4A/LiTQIsdkiRJkiTNciMj83jwwaFboPT9wF8B64CvA+cB/6uTQIsdkiRJkiRpoCSZD6yoqtfSKnhsFNfskCRJkiRJXUuyX5Lrk6xOcvQk9704yYYkB010T1VtAB5Mst10cnFkhyRJkiRJ6kozEuNLwOuANcDlSVZU1bXj3HccrSkpU3kYuCrJBcADo41V9YGpAi12SJIkSZKkbi0GVlfVTQBJTgOWANeOue/9wLeBF3fQ5z8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-       "L 802.595444 491.271442 \n",
-       "L 802.595444 490.776765 \n",
-       "L 802.595444 490.282089 \n",
-       "L 802.595444 489.787412 \n",
-       "L 802.595444 489.292736 \n",
-       "L 802.595444 488.798059 \n",
-       "L 802.595444 488.303383 \n",
-       "L 802.595444 487.808706 \n",
-       "L 802.595444 487.31403 \n",
-       "L 802.595444 486.819354 \n",
-       "L 802.595444 486.324677 \n",
-       "L 802.595444 485.830001 \n",
-       "L 802.595444 485.335324 \n",
-       "L 802.595444 484.840648 \n",
-       "L 802.595444 484.345971 \n",
-       "L 802.595444 483.851295 \n",
-       "L 802.595444 483.356618 \n",
-       "L 802.595444 482.861942 \n",
-       "L 802.595444 482.367265 \n",
-       "L 802.595444 481.872589 \n",
-       "L 802.595444 481.377912 \n",
-       "L 802.595444 480.883236 \n",
-       "L 802.595444 480.388559 \n",
-       "L 802.595444 479.893883 \n",
-       "L 802.595444 479.399206 \n",
-       "L 802.595444 478.90453 \n",
-       "L 802.595444 478.409853 \n",
-       "L 802.595444 477.915177 \n",
-       "L 802.595444 477.4205 \n",
-       "L 802.595444 476.925824 \n",
-       "L 802.595444 476.431147 \n",
-       "L 802.595444 475.936471 \n",
-       "L 802.595444 475.441794 \n",
-       "L 802.595444 474.947118 \n",
-       "L 802.595444 474.452441 \n",
-       "L 802.595444 473.957765 \n",
-       "L 802.595444 473.463088 \n",
-       "L 802.595444 472.968412 \n",
-       "L 802.595444 472.473735 \n",
-       "L 802.595444 471.979059 \n",
-       "L 802.595444 471.484382 \n",
-       "L 802.595444 470.989706 \n",
-       "L 802.595444 470.495029 \n",
-       "L 802.595444 470.000353 \n",
-       "L 802.595444 469.505676 \n",
-       "L 802.595444 469.011 \n",
-       "L 802.595444 468.516323 \n",
-       "L 802.595444 468.021647 \n",
-       "L 802.595444 467.52697 \n",
-       "L 802.595444 467.032294 \n",
-       "L 802.595444 466.537617 \n",
-       "L 802.595444 466.042941 \n",
-       "L 802.595444 465.548264 \n",
-       "L 802.595444 465.053588 \n",
-       "L 802.595444 464.558911 \n",
-       "L 802.595444 464.064235 \n",
-       "L 802.595444 463.569558 \n",
-       "L 802.595444 463.074882 \n",
-       "L 802.595444 462.580205 \n",
-       "L 802.595444 462.085529 \n",
-       "L 802.595444 461.590852 \n",
-       "L 802.595444 461.096176 \n",
-       "L 802.595444 460.601499 \n",
-       "L 802.595444 460.106823 \n",
-       "L 802.595444 459.612146 \n",
-       "L 802.595444 459.11747 \n",
-       "L 802.595444 458.622793 \n",
-       "L 802.595444 458.128117 \n",
-       "L 802.595444 457.63344 \n",
-       "L 802.595444 457.138764 \n",
-       "L 802.595444 456.644087 \n",
-       "L 802.595444 456.149411 \n",
-       "L 802.595444 455.654734 \n",
-       "L 802.595444 455.160058 \n",
-       "L 802.595444 454.665381 \n",
-       "L 802.595444 454.170705 \n",
-       "L 802.595444 453.676028 \n",
-       "L 802.595444 453.181352 \n",
-       "L 802.595444 452.686675 \n",
-       "L 802.595444 452.191999 \n",
-       "L 802.595444 451.697322 \n",
-       "L 802.595444 451.202646 \n",
-       "L 802.595444 450.707969 \n",
-       "L 802.595444 450.213293 \n",
-       "L 802.595444 449.718616 \n",
-       "L 802.595444 449.22394 \n",
-       "L 802.595444 448.729263 \n",
-       "L 802.595444 448.234587 \n",
-       "L 802.595444 447.73991 \n",
-       "L 802.595444 447.245234 \n",
-       "L 802.595444 446.750557 \n",
-       "L 802.595444 446.255881 \n",
-       "L 802.595444 445.761204 \n",
-       "L 802.595444 445.266528 \n",
-       "L 802.595444 444.771851 \n",
-       "L 802.595444 444.277175 \n",
-       "L 802.595444 443.782498 \n",
-       "L 802.595444 443.287822 \n",
-       "L 802.595444 442.793145 \n",
-       "L 802.595444 442.298469 \n",
-       "L 802.595444 441.803792 \n",
-       "L 802.595444 441.309116 \n",
-       "L 802.595444 440.814439 \n",
-       "L 802.595444 440.319763 \n",
-       "L 802.595444 439.825087 \n",
-       "L 802.595444 439.33041 \n",
-       "L 802.595444 438.835734 \n",
-       "L 802.595444 438.341057 \n",
-       "L 802.595444 437.846381 \n",
-       "L 802.595444 437.351704 \n",
-       "L 802.595444 436.857028 \n",
-       "L 802.595444 436.362351 \n",
-       "L 802.595444 435.867675 \n",
-       "L 802.595444 435.372998 \n",
-       "L 802.595444 434.878322 \n",
-       "L 802.595444 434.383645 \n",
-       "L 802.595444 433.888969 \n",
-       "L 802.595444 433.394292 \n",
-       "L 802.595444 432.899616 \n",
-       "L 802.595444 432.404939 \n",
-       "L 802.595444 431.910263 \n",
-       "L 802.595444 431.415586 \n",
-       "L 802.595444 430.92091 \n",
-       "L 802.595444 430.426233 \n",
-       "L 802.595444 429.931557 \n",
-       "L 802.595444 429.43688 \n",
-       "L 802.595444 428.942204 \n",
-       "L 802.595444 428.447527 \n",
-       "L 802.595444 427.952851 \n",
-       "L 802.595444 427.458174 \n",
-       "L 802.595444 426.963498 \n",
-       "L 802.595444 426.468821 \n",
-       "L 802.595444 425.974145 \n",
-       "L 802.595444 425.479468 \n",
-       "L 802.595444 424.984792 \n",
-       "L 802.595444 424.490115 \n",
-       "L 802.595444 423.995439 \n",
-       "L 802.595444 423.500762 \n",
-       "L 802.595444 423.006086 \n",
-       "L 802.595444 422.511409 \n",
-       "L 802.595444 422.016733 \n",
-       "L 802.595444 421.522056 \n",
-       "L 802.595444 421.02738 \n",
-       "L 802.595444 420.532703 \n",
-       "L 802.595444 420.038027 \n",
-       "L 802.595444 419.54335 \n",
-       "L 802.595444 419.048674 \n",
-       "L 802.595444 418.553997 \n",
-       "L 802.595444 418.059321 \n",
-       "L 802.595444 417.564644 \n",
-       "L 802.595444 417.069968 \n",
-       "L 802.595444 416.575291 \n",
-       "L 802.595444 416.080615 \n",
-       "L 802.595444 415.585938 \n",
-       "L 802.595444 415.091262 \n",
-       "L 802.595444 414.596585 \n",
-       "L 802.595444 414.101909 \n",
-       "L 802.595444 413.607232 \n",
-       "L 802.595444 413.112556 \n",
-       "L 802.595444 412.617879 \n",
-       "L 802.595444 412.123203 \n",
-       "L 802.595444 411.628526 \n",
-       "L 802.595444 411.13385 \n",
-       "L 802.595444 410.639173 \n",
-       "L 802.595444 410.144497 \n",
-       "L 802.595444 409.64982 \n",
-       "L 802.595444 409.155144 \n",
-       "L 802.595444 408.660467 \n",
-       "L 802.595444 408.165791 \n",
-       "L 802.595444 407.671114 \n",
-       "L 802.595444 407.176438 \n",
-       "L 802.595444 406.681761 \n",
-       "L 802.595444 406.187085 \n",
-       "L 802.595444 405.692408 \n",
-       "L 802.595444 405.197732 \n",
-       "L 802.595444 404.703055 \n",
-       "L 802.595444 404.208379 \n",
-       "L 802.595444 403.713702 \n",
-       "L 802.595444 403.219026 \n",
-       "L 802.595444 402.724349 \n",
-       "L 802.595444 402.229673 \n",
-       "L 802.595444 401.734996 \n",
-       "L 802.595444 401.24032 \n",
-       "L 802.595444 400.745643 \n",
-       "L 802.595444 400.250967 \n",
-       "L 802.595444 399.75629 \n",
-       "L 802.595444 399.261614 \n",
-       "L 802.595444 398.766937 \n",
-       "L 802.595444 398.272261 \n",
-       "L 802.595444 397.777584 \n",
-       "L 802.595444 397.282908 \n",
-       "L 802.595444 396.788231 \n",
-       "L 802.595444 396.293555 \n",
-       "L 802.595444 395.798878 \n",
-       "L 802.595444 395.304202 \n",
-       "L 802.595444 394.809525 \n",
-       "L 802.595444 394.314849 \n",
-       "L 802.595444 393.820173 \n",
-       "L 802.595444 393.325496 \n",
-       "L 802.595444 392.83082 \n",
-       "L 802.595444 392.336143 \n",
-       "L 802.595444 391.841467 \n",
-       "L 802.595444 391.34679 \n",
-       "L 802.595444 390.852114 \n",
-       "L 802.595444 390.357437 \n",
-       "L 802.595444 389.862761 \n",
-       "L 802.595444 389.368084 \n",
-       "L 802.595444 388.873408 \n",
-       "L 802.595444 388.378731 \n",
-       "L 802.595444 387.884055 \n",
-       "L 802.595444 387.389378 \n",
-       "L 802.595444 386.894702 \n",
-       "L 802.595444 386.400025 \n",
-       "L 802.595444 385.905349 \n",
-       "L 802.595444 385.410672 \n",
-       "L 802.595444 384.915996 \n",
-       "L 802.595444 384.421319 \n",
-       "L 802.595444 383.926643 \n",
-       "L 802.595444 383.431966 \n",
-       "L 802.595444 382.93729 \n",
-       "L 802.595444 382.442613 \n",
-       "L 802.595444 381.947937 \n",
-       "L 802.595444 381.45326 \n",
-       "L 802.595444 380.958584 \n",
-       "L 802.595444 380.463907 \n",
-       "L 802.595444 379.969231 \n",
-       "L 802.595444 379.474554 \n",
-       "L 802.595444 378.979878 \n",
-       "L 802.595444 378.485201 \n",
-       "L 802.595444 377.990525 \n",
-       "L 802.595444 377.495848 \n",
-       "L 802.595444 377.001172 \n",
-       "L 802.595444 376.506495 \n",
-       "L 802.595444 376.011819 \n",
-       "L 802.595444 375.517142 \n",
-       "L 802.595444 375.022466 \n",
-       "L 802.595444 374.527789 \n",
-       "L 802.595444 374.033113 \n",
-       "L 802.595444 373.538436 \n",
-       "L 802.595444 373.04376 \n",
-       "L 802.595444 372.549083 \n",
-       "L 802.595444 372.054407 \n",
-       "L 802.595444 371.55973 \n",
-       "L 802.595444 371.065054 \n",
-       "L 802.595444 370.570377 \n",
-       "L 802.595444 370.075701 \n",
-       "L 802.595444 369.581024 \n",
-       "L 802.595444 369.086348 \n",
-       "L 802.595444 368.591671 \n",
-       "L 802.595444 368.096995 \n",
-       "L 802.595444 367.602318 \n",
-       "L 802.595444 367.107642 \n",
-       "L 802.595444 366.612965 \n",
-       "L 802.595444 366.118289 \n",
-       "L 802.595444 365.623612 \n",
-       "L 802.595444 365.128936 \n",
-       "L 802.595444 364.634259 \n",
-       "L 802.595444 364.139583 \n",
-       "L 802.595444 363.644906 \n",
-       "L 802.595444 363.15023 \n",
-       "L 802.595444 362.655553 \n",
-       "L 802.595444 362.160877 \n",
-       "L 802.595444 361.6662 \n",
-       "L 802.595444 361.171524 \n",
-       "L 802.595444 360.676847 \n",
-       "L 802.595444 360.182171 \n",
-       "L 802.595444 359.687494 \n",
-       "L 802.595444 359.192818 \n",
-       "L 802.595444 358.698141 \n",
-       "L 802.595444 358.203465 \n",
-       "L 802.595444 357.708788 \n",
-       "L 802.595444 357.214112 \n",
-       "L 802.595444 356.719435 \n",
-       "L 802.595444 356.224759 \n",
-       "L 802.595444 355.730082 \n",
-       "L 802.595444 355.235406 \n",
-       "L 802.595444 354.740729 \n",
-       "L 802.595444 354.246053 \n",
-       "L 802.595444 353.751376 \n",
-       "L 802.595444 353.2567 \n",
-       "L 802.595444 352.762023 \n",
-       "L 802.595444 352.267347 \n",
-       "L 802.595444 351.77267 \n",
-       "L 802.595444 351.277994 \n",
-       "L 802.595444 350.783317 \n",
-       "L 802.595444 350.288641 \n",
-       "L 802.595444 349.793964 \n",
-       "L 802.595444 349.299288 \n",
-       "L 802.595444 348.804611 \n",
-       "L 802.595444 348.309935 \n",
-       "L 802.595444 347.815258 \n",
-       "L 802.595444 347.320582 \n",
-       "L 802.595444 346.825906 \n",
-       "L 802.595444 346.331229 \n",
-       "L 802.595444 345.836553 \n",
-       "L 802.595444 345.341876 \n",
-       "L 802.595444 344.8472 \n",
-       "L 802.595444 344.352523 \n",
-       "L 802.595444 343.857847 \n",
-       "L 802.595444 343.36317 \n",
-       "L 802.595444 342.868494 \n",
-       "L 802.595444 342.373817 \n",
-       "L 802.595444 341.879141 \n",
-       "L 802.595444 341.384464 \n",
-       "L 802.595444 340.889788 \n",
-       "L 802.595444 340.395111 \n",
-       "L 802.595444 339.900435 \n",
-       "L 802.595444 339.405758 \n",
-       "L 802.595444 338.911082 \n",
-       "L 802.595444 338.416405 \n",
-       "L 802.595444 337.921729 \n",
-       "L 802.595444 337.427052 \n",
-       "L 802.595444 336.932376 \n",
-       "L 802.595444 336.437699 \n",
-       "L 802.595444 335.943023 \n",
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-       "L 802.595444 334.95367 \n",
-       "L 802.595444 334.458993 \n",
-       "L 802.595444 333.964317 \n",
-       "L 802.595444 333.46964 \n",
-       "L 802.595444 332.974964 \n",
-       "L 802.595444 332.480287 \n",
-       "L 802.595444 331.985611 \n",
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-       "L 802.595444 330.996258 \n",
-       "L 802.595444 330.501581 \n",
-       "L 802.595444 330.006905 \n",
-       "L 802.595444 329.512228 \n",
-       "L 802.595444 329.017552 \n",
-       "L 802.595444 328.522875 \n",
-       "L 802.595444 328.028199 \n",
-       "L 802.595444 327.533522 \n",
-       "L 802.595444 327.038846 \n",
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-       "L 802.595444 325.554816 \n",
-       "L 802.595444 325.06014 \n",
-       "L 802.595444 324.565463 \n",
-       "L 802.595444 324.070787 \n",
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-       "L 802.595444 323.081434 \n",
-       "L 802.595444 322.586757 \n",
-       "L 802.595444 322.092081 \n",
-       "L 802.595444 321.597404 \n",
-       "L 802.595444 321.102728 \n",
-       "L 802.595444 320.608051 \n",
-       "L 802.595444 320.113375 \n",
-       "L 802.595444 319.618698 \n",
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-       "L 802.595444 317.145316 \n",
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-       "L 802.595444 316.155963 \n",
-       "L 802.595444 315.661286 \n",
-       "L 802.595444 315.16661 \n",
-       "L 802.595444 314.671933 \n",
-       "L 802.595444 314.177257 \n",
-       "L 802.595444 313.68258 \n",
-       "L 802.595444 313.187904 \n",
-       "L 802.595444 312.693227 \n",
-       "L 802.595444 312.198551 \n",
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-       "L 802.595444 311.209198 \n",
-       "L 802.595444 310.714521 \n",
-       "L 802.595444 310.219845 \n",
-       "L 802.595444 309.725168 \n",
-       "L 802.595444 309.230492 \n",
-       "L 802.595444 308.735815 \n",
-       "L 802.595444 308.241139 \n",
-       "L 802.595444 307.746462 \n",
-       "L 802.595444 307.251786 \n",
-       "L 802.595444 306.757109 \n",
-       "L 802.595444 306.262433 \n",
-       "L 802.595444 305.767756 \n",
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-       "L 802.595444 303.78905 \n",
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-       "L 802.595444 302.799697 \n",
-       "L 802.595444 302.305021 \n",
-       "L 802.595444 301.810344 \n",
-       "L 802.595444 301.315668 \n",
-       "L 802.595444 300.820992 \n",
-       "L 802.595444 300.326315 \n",
-       "L 802.595444 299.831639 \n",
-       "L 802.595444 299.336962 \n",
-       "L 802.595444 298.842286 \n",
-       "L 802.595444 298.347609 \n",
-       "L 802.595444 297.852933 \n",
-       "L 802.595444 297.358256 \n",
-       "L 802.595444 296.86358 \n",
-       "L 802.595444 296.368903 \n",
-       "L 802.595444 295.874227 \n",
-       "L 802.595444 295.37955 \n",
-       "L 802.595444 294.884874 \n",
-       "L 802.595444 294.390197 \n",
-       "L 802.595444 293.895521 \n",
-       "L 802.595444 293.400844 \n",
-       "L 802.595444 292.906168 \n",
-       "L 802.595444 292.411491 \n",
-       "L 802.595444 291.916815 \n",
-       "L 802.595444 291.422138 \n",
-       "L 802.595444 290.927462 \n",
-       "L 802.595444 290.432785 \n",
-       "L 802.595444 289.938109 \n",
-       "L 802.595444 289.443432 \n",
-       "L 802.595444 288.948756 \n",
-       "L 802.595444 288.454079 \n",
-       "L 802.595444 287.959403 \n",
-       "L 802.595444 287.464726 \n",
-       "L 802.595444 286.97005 \n",
-       "L 802.595444 286.475373 \n",
-       "L 802.595444 285.980697 \n",
-       "L 802.595444 285.48602 \n",
-       "L 802.595444 284.991344 \n",
-       "L 802.595444 284.496667 \n",
-       "L 802.595444 284.001991 \n",
-       "L 802.595444 283.507314 \n",
-       "L 802.595444 283.012638 \n",
-       "L 802.595444 282.517961 \n",
-       "L 802.595444 282.023285 \n",
-       "L 802.595444 281.528608 \n",
-       "L 802.595444 281.033932 \n",
-       "L 802.595444 280.539255 \n",
-       "L 802.595444 280.044579 \n",
-       "L 802.595444 279.549902 \n",
-       "L 802.595444 279.055226 \n",
-       "L 802.595444 278.560549 \n",
-       "L 802.595444 278.065873 \n",
-       "L 802.595444 277.571196 \n",
-       "L 802.595444 277.07652 \n",
-       "L 802.595444 276.581843 \n",
-       "L 802.595444 276.087167 \n",
-       "L 802.595444 275.59249 \n",
-       "L 802.595444 275.097814 \n",
-       "L 802.595444 274.603137 \n",
-       "L 802.595444 274.108461 \n",
-       "L 802.595444 273.613784 \n",
-       "L 802.595444 273.119108 \n",
-       "L 802.595444 272.624431 \n",
-       "L 802.595444 272.129755 \n",
-       "L 802.595444 271.635078 \n",
-       "L 802.595444 271.140402 \n",
-       "L 802.595444 270.645725 \n",
-       "L 802.595444 270.151049 \n",
-       "L 802.595444 269.656372 \n",
-       "L 802.595444 269.161696 \n",
-       "L 802.595444 268.667019 \n",
-       "L 802.595444 268.172343 \n",
-       "L 802.595444 267.677666 \n",
-       "L 802.595444 267.18299 \n",
-       "L 802.595444 266.688313 \n",
-       "L 802.595444 266.193637 \n",
-       "L 802.595444 265.69896 \n",
-       "L 802.595444 265.204284 \n",
-       "L 802.595444 264.709607 \n",
-       "L 802.595444 264.214931 \n",
-       "L 802.595444 263.720254 \n",
-       "L 802.595444 263.225578 \n",
-       "L 802.595444 262.730901 \n",
-       "L 802.595444 262.236225 \n",
-       "L 802.595444 261.741548 \n",
-       "L 802.595444 261.246872 \n",
-       "L 802.595444 260.752195 \n",
-       "L 802.595444 260.257519 \n",
-       "L 802.595444 259.762842 \n",
-       "L 802.595444 259.268166 \n",
-       "L 802.595444 258.773489 \n",
-       "L 802.595444 258.278813 \n",
-       "L 802.595444 257.784136 \n",
-       "L 802.595444 257.28946 \n",
-       "L 802.595444 256.794783 \n",
-       "L 802.595444 256.300107 \n",
-       "L 802.595444 255.80543 \n",
-       "L 802.595444 255.310754 \n",
-       "L 802.595444 254.816077 \n",
-       "L 802.595444 254.321401 \n",
-       "L 802.595444 253.826725 \n",
-       "L 802.595444 253.332048 \n",
-       "L 802.595444 252.837372 \n",
-       "L 802.595444 252.342695 \n",
-       "L 802.595444 251.848019 \n",
-       "L 802.595444 251.353342 \n",
-       "L 802.595444 250.858666 \n",
-       "L 802.595444 250.363989 \n",
-       "L 802.595444 249.869313 \n",
-       "L 802.595444 249.374636 \n",
-       "L 802.595444 248.87996 \n",
-       "L 802.595444 248.385283 \n",
-       "L 802.595444 247.890607 \n",
-       "L 802.595444 247.39593 \n",
-       "L 802.595444 246.901254 \n",
-       "L 802.595444 246.406577 \n",
-       "L 802.595444 245.911901 \n",
-       "L 802.595444 245.417224 \n",
-       "L 802.595444 244.922548 \n",
-       "L 802.595444 244.427871 \n",
-       "L 802.595444 243.933195 \n",
-       "L 802.595444 243.438518 \n",
-       "L 802.595444 242.943842 \n",
-       "L 802.595444 242.449165 \n",
-       "L 802.595444 241.954489 \n",
-       "L 802.595444 241.459812 \n",
-       "L 802.595444 240.965136 \n",
-       "L 802.595444 240.470459 \n",
-       "L 802.595444 239.975783 \n",
-       "L 802.595444 239.481106 \n",
-       "L 802.595444 238.98643 \n",
-       "L 802.595444 238.491753 \n",
-       "L 802.595444 237.997077 \n",
-       "L 802.595444 237.5024 \n",
-       "L 802.595444 237.007724 \n",
-       "L 802.595444 236.513047 \n",
-       "L 802.595444 236.018371 \n",
-       "L 802.595444 235.523694 \n",
-       "L 802.595444 235.029018 \n",
-       "L 802.595444 234.534341 \n",
-       "L 802.595444 234.039665 \n",
-       "L 802.595444 233.544988 \n",
-       "L 802.595444 233.050312 \n",
-       "L 802.595444 232.555635 \n",
-       "L 802.595444 232.060959 \n",
-       "L 802.595444 231.566282 \n",
-       "L 802.595444 231.071606 \n",
-       "L 802.595444 230.576929 \n",
-       "L 802.595444 230.082253 \n",
-       "L 802.595444 229.587576 \n",
-       "L 802.595444 229.0929 \n",
-       "L 802.595444 228.598223 \n",
-       "L 802.595444 228.103547 \n",
-       "L 802.595444 227.60887 \n",
-       "L 802.595444 227.114194 \n",
-       "L 802.595444 226.619517 \n",
-       "L 802.595444 226.124841 \n",
-       "L 802.595444 225.630164 \n",
-       "L 802.595444 225.135488 \n",
-       "L 802.595444 224.640811 \n",
-       "L 802.595444 224.146135 \n",
-       "L 802.595444 223.651458 \n",
-       "L 802.595444 223.156782 \n",
-       "L 802.595444 222.662105 \n",
-       "L 802.595444 222.167429 \n",
-       "L 802.595444 221.672752 \n",
-       "L 802.595444 221.178076 \n",
-       "L 802.595444 220.683399 \n",
-       "L 802.595444 220.188723 \n",
-       "L 802.595444 219.694046 \n",
-       "L 802.595444 219.19937 \n",
-       "L 802.595444 218.704693 \n",
-       "L 802.595444 218.210017 \n",
-       "L 802.595444 217.71534 \n",
-       "L 802.595444 217.220664 \n",
-       "L 802.595444 216.725987 \n",
-       "L 802.595444 216.231311 \n",
-       "L 802.595444 215.736634 \n",
-       "L 802.595444 215.241958 \n",
-       "L 802.595444 214.747281 \n",
-       "L 802.595444 214.252605 \n",
-       "L 802.595444 213.757928 \n",
-       "L 802.595444 213.263252 \n",
-       "L 802.595444 212.768575 \n",
-       "L 802.595444 212.273899 \n",
-       "L 802.595444 211.779222 \n",
-       "L 802.595444 211.284546 \n",
-       "L 802.595444 210.789869 \n",
-       "L 802.595444 210.295193 \n",
-       "L 802.595444 209.800516 \n",
-       "L 802.595444 209.30584 \n",
-       "L 802.595444 208.811163 \n",
-       "L 802.595444 208.316487 \n",
-       "L 802.595444 207.821811 \n",
-       "L 802.595444 207.327134 \n",
-       "L 802.595444 206.832458 \n",
-       "L 802.595444 206.337781 \n",
-       "L 802.595444 205.843105 \n",
-       "L 802.595444 205.348428 \n",
-       "L 802.595444 204.853752 \n",
-       "L 802.595444 204.359075 \n",
-       "L 802.595444 203.864399 \n",
-       "L 802.595444 203.369722 \n",
-       "L 802.595444 202.875046 \n",
-       "L 802.595444 202.380369 \n",
-       "L 802.595444 201.885693 \n",
-       "L 802.595444 201.391016 \n",
-       "L 802.595444 200.89634 \n",
-       "L 802.595444 200.401663 \n",
-       "L 802.595444 199.906987 \n",
-       "L 802.595444 199.41231 \n",
-       "L 802.595444 198.917634 \n",
-       "L 802.595444 198.422957 \n",
-       "L 802.595444 197.928281 \n",
-       "L 802.595444 197.433604 \n",
-       "L 802.595444 196.938928 \n",
-       "L 802.595444 196.444251 \n",
-       "L 802.595444 195.949575 \n",
-       "L 802.595444 195.454898 \n",
-       "L 802.595444 194.960222 \n",
-       "L 802.595444 194.465545 \n",
-       "L 802.595444 193.970869 \n",
-       "L 802.595444 193.476192 \n",
-       "L 802.595444 192.981516 \n",
-       "L 802.595444 192.486839 \n",
-       "L 802.595444 191.992163 \n",
-       "L 802.595444 191.497486 \n",
-       "L 802.595444 191.00281 \n",
-       "L 802.595444 190.508133 \n",
-       "L 802.595444 190.013457 \n",
-       "L 802.595444 189.51878 \n",
-       "L 802.595444 189.024104 \n",
-       "L 802.595444 188.529427 \n",
-       "L 802.595444 188.034751 \n",
-       "L 802.595444 187.540074 \n",
-       "L 802.595444 187.045398 \n",
-       "L 802.595444 186.550721 \n",
-       "L 802.595444 186.056045 \n",
-       "L 802.595444 185.561368 \n",
-       "L 802.595444 185.066692 \n",
-       "L 802.595444 184.572015 \n",
-       "L 802.595444 184.077339 \n",
-       "L 802.595444 183.582662 \n",
-       "L 802.595444 183.087986 \n",
-       "L 802.595444 182.593309 \n",
-       "L 802.595444 182.098633 \n",
-       "L 802.595444 181.603956 \n",
-       "L 802.595444 181.10928 \n",
-       "L 802.595444 180.614603 \n",
-       "L 802.595444 180.119927 \n",
-       "L 802.595444 179.62525 \n",
-       "L 802.595444 179.130574 \n",
-       "L 802.595444 178.635897 \n",
-       "L 802.595444 178.141221 \n",
-       "L 802.595444 177.646544 \n",
-       "L 802.595444 177.151868 \n",
-       "L 802.595444 176.657191 \n",
-       "L 802.595444 176.162515 \n",
-       "L 802.595444 175.667838 \n",
-       "L 802.595444 175.173162 \n",
-       "L 802.595444 174.678485 \n",
-       "L 802.595444 174.183809 \n",
-       "L 802.595444 173.689132 \n",
-       "L 802.595444 173.194456 \n",
-       "L 802.595444 172.699779 \n",
-       "L 802.595444 172.205103 \n",
-       "L 802.595444 171.710426 \n",
-       "L 802.595444 171.21575 \n",
-       "L 802.595444 170.721073 \n",
-       "L 802.595444 170.226397 \n",
-       "L 802.595444 169.73172 \n",
-       "L 802.595444 169.237044 \n",
-       "L 802.595444 168.742367 \n",
-       "L 802.595444 168.247691 \n",
-       "L 802.595444 167.753014 \n",
-       "L 802.595444 167.258338 \n",
-       "L 802.595444 166.763661 \n",
-       "L 802.595444 166.268985 \n",
-       "L 802.595444 165.774308 \n",
-       "L 802.595444 165.279632 \n",
-       "L 802.595444 164.784955 \n",
-       "L 802.595444 164.290279 \n",
-       "L 802.595444 163.795602 \n",
-       "L 802.595444 163.300926 \n",
-       "L 802.595444 162.806249 \n",
-       "L 802.595444 162.311573 \n",
-       "L 802.595444 161.816896 \n",
-       "L 802.595444 161.32222 \n",
-       "L 802.595444 160.827544 \n",
-       "L 802.595444 160.332867 \n",
-       "L 802.595444 159.838191 \n",
-       "L 802.595444 159.343514 \n",
-       "L 802.595444 158.848838 \n",
-       "L 802.595444 158.354161 \n",
-       "L 802.595444 157.859485 \n",
-       "L 802.595444 157.364808 \n",
-       "L 802.595444 156.870132 \n",
-       "L 802.595444 156.375455 \n",
-       "L 802.595444 155.880779 \n",
-       "L 802.595444 155.386102 \n",
-       "L 802.595444 154.891426 \n",
-       "L 802.595444 154.396749 \n",
-       "L 802.595444 153.902073 \n",
-       "L 802.595444 153.407396 \n",
-       "L 802.595444 152.91272 \n",
-       "L 802.595444 152.418043 \n",
-       "L 802.595444 151.923367 \n",
-       "L 802.595444 151.42869 \n",
-       "L 802.595444 150.934014 \n",
-       "L 802.595444 150.439337 \n",
-       "L 802.595444 149.944661 \n",
-       "L 802.595444 149.449984 \n",
-       "L 802.595444 148.955308 \n",
-       "L 802.595444 148.460631 \n",
-       "L 802.595444 147.965955 \n",
-       "L 802.595444 147.471278 \n",
-       "L 802.595444 146.976602 \n",
-       "L 802.595444 146.481925 \n",
-       "L 802.595444 145.987249 \n",
-       "L 802.595444 145.492572 \n",
-       "L 802.595444 144.997896 \n",
-       "L 802.595444 144.503219 \n",
-       "L 802.595444 144.008543 \n",
-       "L 802.595444 143.513866 \n",
-       "L 802.595444 143.01919 \n",
-       "L 802.595444 142.524513 \n",
-       "L 802.595444 142.029837 \n",
-       "L 802.595444 141.53516 \n",
-       "L 802.595444 141.040484 \n",
-       "L 802.595444 140.545807 \n",
-       "L 802.595444 140.051131 \n",
-       "L 802.595444 139.556454 \n",
-       "L 802.595444 139.061778 \n",
-       "L 802.595444 138.567101 \n",
-       "L 802.595444 138.072425 \n",
-       "L 802.595444 137.577748 \n",
-       "L 802.595444 137.083072 \n",
-       "L 802.595444 136.588395 \n",
-       "L 802.595444 136.093719 \n",
-       "L 802.595444 135.599042 \n",
-       "L 802.595444 135.104366 \n",
-       "L 802.595444 134.609689 \n",
-       "L 802.595444 134.115013 \n",
-       "L 802.595444 133.620336 \n",
-       "L 802.595444 133.12566 \n",
-       "L 802.595444 132.630983 \n",
-       "L 802.595444 132.136307 \n",
-       "L 802.595444 131.64163 \n",
-       "L 802.595444 131.146954 \n",
-       "L 802.595444 130.652277 \n",
-       "L 802.595444 130.157601 \n",
-       "L 802.595444 129.662924 \n",
-       "L 802.595444 129.168248 \n",
-       "L 802.595444 128.673571 \n",
-       "L 802.595444 128.178895 \n",
-       "L 802.595444 127.684218 \n",
-       "L 802.595444 127.189542 \n",
-       "L 802.595444 126.694865 \n",
-       "L 802.595444 126.200189 \n",
-       "L 802.595444 125.705512 \n",
-       "L 802.595444 125.210836 \n",
-       "L 802.595444 124.716159 \n",
-       "L 802.595444 124.221483 \n",
-       "L 802.595444 123.726806 \n",
-       "L 802.595444 123.23213 \n",
-       "L 802.595444 122.737453 \n",
-       "L 802.595444 122.242777 \n",
-       "L 802.595444 121.7481 \n",
-       "L 802.595444 121.253424 \n",
-       "L 802.595444 120.758747 \n",
-       "L 802.595444 120.264071 \n",
-       "L 802.595444 119.769394 \n",
-       "L 802.595444 119.274718 \n",
-       "L 802.595444 118.780041 \n",
-       "L 802.595444 118.285365 \n",
-       "L 802.595444 117.790688 \n",
-       "L 802.595444 117.296012 \n",
-       "L 802.595444 116.801335 \n",
-       "L 802.595444 116.306659 \n",
-       "L 802.595444 115.811982 \n",
-       "L 802.595444 115.317306 \n",
-       "L 802.595444 114.82263 \n",
-       "L 802.595444 114.327953 \n",
-       "L 802.595444 113.833277 \n",
-       "L 802.595444 113.3386 \n",
-       "L 802.595444 112.843924 \n",
-       "L 802.595444 112.349247 \n",
-       "L 802.595444 111.854571 \n",
-       "L 802.595444 111.359894 \n",
-       "L 802.595444 110.865218 \n",
-       "L 802.595444 110.370541 \n",
-       "L 802.595444 109.875865 \n",
-       "L 802.595444 109.381188 \n",
-       "L 802.595444 108.886512 \n",
-       "L 802.595444 108.391835 \n",
-       "L 802.595444 107.897159 \n",
-       "L 802.595444 107.402482 \n",
-       "L 802.595444 106.907806 \n",
-       "L 802.595444 106.413129 \n",
-       "L 802.595444 105.918453 \n",
-       "L 802.595444 105.423776 \n",
-       "L 802.595444 104.9291 \n",
-       "L 802.595444 104.434423 \n",
-       "L 802.595444 103.939747 \n",
-       "L 802.595444 103.44507 \n",
-       "L 802.595444 102.950394 \n",
-       "L 802.595444 102.455717 \n",
-       "L 802.595444 101.961041 \n",
-       "L 802.595444 101.466364 \n",
-       "L 802.595444 100.971688 \n",
-       "L 802.595444 100.477011 \n",
-       "L 802.595444 99.982335 \n",
-       "L 802.595444 99.487658 \n",
-       "L 802.595444 98.992982 \n",
-       "L 802.595444 98.498305 \n",
-       "L 802.595444 98.003629 \n",
-       "L 802.595444 97.508952 \n",
-       "L 802.595444 97.014276 \n",
-       "L 802.595444 96.519599 \n",
-       "L 802.595444 96.024923 \n",
-       "L 802.595444 95.530246 \n",
-       "L 802.595444 95.03557 \n",
-       "L 802.595444 94.540893 \n",
-       "L 802.595444 94.046217 \n",
-       "L 802.595444 93.55154 \n",
-       "L 802.595444 93.056864 \n",
-       "L 802.595444 92.562187 \n",
-       "L 802.595444 92.067511 \n",
-       "L 802.595444 91.572834 \n",
-       "L 802.595444 91.078158 \n",
-       "L 802.595444 90.583481 \n",
-       "L 802.595444 90.088805 \n",
-       "L 802.595444 89.594128 \n",
-       "L 802.595444 89.099452 \n",
-       "L 802.595444 88.604775 \n",
-       "L 802.595444 88.110099 \n",
-       "L 802.595444 87.615422 \n",
-       "L 802.595444 87.120746 \n",
-       "L 802.595444 86.626069 \n",
-       "L 802.595444 86.131393 \n",
-       "L 802.595444 85.636716 \n",
-       "L 802.595444 85.14204 \n",
-       "L 802.595444 84.647363 \n",
-       "L 802.595444 84.152687 \n",
-       "L 802.595444 83.65801 \n",
-       "L 802.595444 83.163334 \n",
-       "L 802.595444 82.668657 \n",
-       "L 802.595444 82.173981 \n",
-       "L 802.595444 81.679304 \n",
-       "L 802.595444 81.184628 \n",
-       "L 802.595444 80.689951 \n",
-       "L 802.595444 80.195275 \n",
-       "L 802.595444 79.700598 \n",
-       "L 802.595444 79.205922 \n",
-       "L 802.595444 78.711245 \n",
-       "L 802.595444 78.216569 \n",
-       "L 802.595444 77.721892 \n",
-       "L 802.595444 77.227216 \n",
-       "L 802.595444 76.732539 \n",
-       "L 802.595444 76.237863 \n",
-       "L 802.595444 75.743186 \n",
-       "L 802.595444 75.24851 \n",
-       "L 802.595444 74.753833 \n",
-       "L 802.595444 74.259157 \n",
-       "L 802.595444 73.76448 \n",
-       "L 802.595444 73.269804 \n",
-       "L 802.595444 72.775127 \n",
-       "L 802.595444 72.280451 \n",
-       "L 802.595444 71.785774 \n",
-       "L 802.595444 71.291098 \n",
-       "L 802.595444 70.796421 \n",
-       "L 802.595444 70.301745 \n",
-       "L 802.595444 69.807068 \n",
-       "L 802.595444 69.312392 \n",
-       "L 802.595444 68.817715 \n",
-       "L 802.595444 68.323039 \n",
-       "L 802.595444 67.828363 \n",
-       "L 802.595444 67.333686 \n",
-       "L 802.595444 66.83901 \n",
-       "L 802.595444 66.344333 \n",
-       "L 802.595444 65.849657 \n",
-       "L 802.595444 65.35498 \n",
-       "L 802.595444 64.860304 \n",
-       "L 802.595444 64.365627 \n",
-       "L 802.595444 63.870951 \n",
-       "L 802.595444 63.376274 \n",
-       "L 802.595444 62.881598 \n",
-       "L 802.595444 62.386921 \n",
-       "L 802.595444 61.892245 \n",
-       "L 802.595444 61.397568 \n",
-       "L 802.595444 60.902892 \n",
-       "L 802.595444 60.408215 \n",
-       "L 802.595444 59.913539 \n",
-       "L 802.595444 59.418862 \n",
-       "L 802.595444 58.924186 \n",
-       "L 802.595444 58.429509 \n",
-       "L 802.595444 57.934833 \n",
-       "L 802.595444 57.440156 \n",
-       "L 802.595444 56.94548 \n",
-       "L 802.595444 56.450803 \n",
-       "L 802.595444 55.956127 \n",
-       "L 802.595444 55.46145 \n",
-       "L 802.595444 54.966774 \n",
-       "L 802.595444 54.472097 \n",
-       "L 802.595444 53.977421 \n",
-       "L 802.595444 53.482744 \n",
-       "L 802.595444 52.988068 \n",
-       "L 802.595444 52.493391 \n",
-       "L 802.595444 51.998715 \n",
-       "L 802.595444 51.504038 \n",
-       "L 802.595444 51.009362 \n",
-       "L 802.595444 50.514685 \n",
-       "L 802.595444 50.020009 \n",
-       "L 802.595444 49.525332 \n",
-       "L 802.595444 49.030656 \n",
-       "L 802.595444 48.535979 \n",
-       "L 802.595444 48.041303 \n",
-       "L 802.595444 47.546626 \n",
-       "L 802.595444 47.05195 \n",
-       "L 802.595444 46.557273 \n",
-       "L 802.595444 46.062597 \n",
-       "L 802.595444 45.56792 \n",
-       "L 802.595444 45.073244 \n",
-       "L 802.595444 44.578567 \n",
-       "L 802.595444 44.083891 \n",
-       "L 802.595444 43.589214 \n",
-       "L 802.595444 43.094538 \n",
-       "L 802.595444 42.599861 \n",
-       "L 802.595444 42.105185 \n",
-       "L 802.595444 41.610508 \n",
-       "L 802.595444 41.115832 \n",
-       "L 802.595444 40.621155 \n",
-       "L 802.595444 40.126479 \n",
-       "L 802.595444 39.631802 \n",
-       "L 802.595444 39.137126 \n",
-       "L 802.595444 38.642449 \n",
-       "L 802.595444 38.147773 \n",
-       "L 802.595444 37.653096 \n",
-       "L 802.595444 37.15842 \n",
-       "L 802.595444 36.663743 \n",
-       "L 802.595444 36.169067 \n",
-       "L 802.595444 35.67439 \n",
-       "L 802.595444 35.179714 \n",
-       "L 802.595444 34.685037 \n",
-       "L 802.595444 34.190361 \n",
-       "L 802.595444 33.695684 \n",
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-       "L 807.776386 46.062597 \n",
-       "L 807.776386 45.56792 \n",
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-       "L 807.776386 44.578567 \n",
-       "L 807.776386 44.083891 \n",
-       "L 807.776386 43.589214 \n",
-       "L 807.776386 43.094538 \n",
-       "L 807.776386 42.599861 \n",
-       "L 807.776386 42.105185 \n",
-       "L 807.776386 41.610508 \n",
-       "L 807.776386 41.115832 \n",
-       "L 807.776386 40.621155 \n",
-       "L 807.776386 40.126479 \n",
-       "L 807.776386 39.631802 \n",
-       "L 807.776386 39.137126 \n",
-       "L 807.776386 38.642449 \n",
-       "L 807.776386 38.147773 \n",
-       "L 807.776386 37.653096 \n",
-       "L 807.776386 37.15842 \n",
-       "L 807.776386 36.663743 \n",
-       "L 807.776386 36.169067 \n",
-       "L 807.776386 35.67439 \n",
-       "L 807.776386 35.179714 \n",
-       "L 807.776386 34.685037 \n",
-       "L 807.776386 34.190361 \n",
-       "L 807.776386 33.695684 \n",
-       "L 807.776386 33.201008 \n",
-       "L 807.776386 32.706331 \n",
-       "L 807.776386 32.211655 \n",
-       "L 807.776386 31.716978 \n",
-       "L 807.776386 31.222302 \n",
-       "L 807.776386 30.727625 \n",
-       "L 807.776386 30.232949 \n",
-       "L 807.776386 29.738272 \n",
-       "L 807.776386 29.243596 \n",
-       "L 807.776386 28.748919 \n",
-       "L 807.776386 28.254243 \n",
-       "L 807.776386 27.759566 \n",
-       "L 807.776386 27.26489 \n",
-       "L 807.776386 26.770213 \n",
-       "L 807.776386 26.275537 \n",
-       "L 807.776386 25.78086 \n",
-       "L 807.776386 25.286184 \n",
-       "L 807.776386 24.791507 \n",
-       "L 807.776386 24.296831 \n",
-       "L 807.776386 23.802154 \n",
-       "L 807.776386 23.307478 \n",
-       "L 807.776386 22.812801 \n",
-       "L 807.776386 22.318125 \n",
-       "L 804.101125 22.318125 \n",
-       "L 802.595444 22.318125 \n",
-       "L 802.595444 22.812801 \n",
-       "L 802.595444 23.307478 \n",
-       "L 802.595444 23.802154 \n",
-       "L 802.595444 24.296831 \n",
-       "L 802.595444 24.791507 \n",
-       "L 802.595444 25.286184 \n",
-       "L 802.595444 25.78086 \n",
-       "L 802.595444 26.275537 \n",
-       "L 802.595444 26.770213 \n",
-       "L 802.595444 27.26489 \n",
-       "L 802.595444 27.759566 \n",
-       "L 802.595444 28.254243 \n",
-       "L 802.595444 28.748919 \n",
-       "L 802.595444 29.243596 \n",
-       "L 802.595444 29.738272 \n",
-       "L 802.595444 30.232949 \n",
-       "L 802.595444 30.727625 \n",
-       "L 802.595444 31.222302 \n",
-       "L 802.595444 31.716978 \n",
-       "L 802.595444 32.211655 \n",
-       "L 802.595444 32.706331 \n",
-       "L 802.595444 33.201008 \n",
-       "L 802.595444 33.695684 \n",
-       "L 802.595444 34.190361 \n",
-       "L 802.595444 34.685037 \n",
-       "L 802.595444 35.179714 \n",
-       "L 802.595444 35.67439 \n",
-       "L 802.595444 36.169067 \n",
-       "L 802.595444 36.663743 \n",
-       "L 802.595444 37.15842 \n",
-       "L 802.595444 37.653096 \n",
-       "L 802.595444 38.147773 \n",
-       "L 802.595444 38.642449 \n",
-       "L 802.595444 39.137126 \n",
-       "L 802.595444 39.631802 \n",
-       "L 802.595444 40.126479 \n",
-       "L 802.595444 40.621155 \n",
-       "L 802.595444 41.115832 \n",
-       "L 802.595444 41.610508 \n",
-       "L 802.595444 42.105185 \n",
-       "L 802.595444 42.599861 \n",
-       "L 802.595444 43.094538 \n",
-       "L 802.595444 43.589214 \n",
-       "L 802.595444 44.083891 \n",
-       "L 802.595444 44.578567 \n",
-       "L 802.595444 45.073244 \n",
-       "L 802.595444 45.56792 \n",
-       "L 802.595444 46.062597 \n",
-       "L 802.595444 46.557273 \n",
-       "L 802.595444 47.05195 \n",
-       "L 802.595444 47.546626 \n",
-       "L 802.595444 48.041303 \n",
-       "L 802.595444 48.535979 \n",
-       "L 802.595444 49.030656 \n",
-       "L 802.595444 49.525332 \n",
-       "L 802.595444 50.020009 \n",
-       "L 802.595444 50.514685 \n",
-       "L 802.595444 51.009362 \n",
-       "L 802.595444 51.504038 \n",
-       "L 802.595444 51.998715 \n",
-       "L 802.595444 52.493391 \n",
-       "L 802.595444 52.988068 \n",
-       "L 802.595444 53.482744 \n",
-       "L 802.595444 53.977421 \n",
-       "L 802.595444 54.472097 \n",
-       "L 802.595444 54.966774 \n",
-       "L 802.595444 55.46145 \n",
-       "L 802.595444 55.956127 \n",
-       "L 802.595444 56.450803 \n",
-       "L 802.595444 56.94548 \n",
-       "L 802.595444 57.440156 \n",
-       "L 802.595444 57.934833 \n",
-       "L 802.595444 58.429509 \n",
-       "L 802.595444 58.924186 \n",
-       "L 802.595444 59.418862 \n",
-       "L 802.595444 59.913539 \n",
-       "L 802.595444 60.408215 \n",
-       "L 802.595444 60.902892 \n",
-       "L 802.595444 61.397568 \n",
-       "L 802.595444 61.892245 \n",
-       "L 802.595444 62.386921 \n",
-       "L 802.595444 62.881598 \n",
-       "L 802.595444 63.376274 \n",
-       "L 802.595444 63.870951 \n",
-       "L 802.595444 64.365627 \n",
-       "L 802.595444 64.860304 \n",
-       "L 802.595444 65.35498 \n",
-       "L 802.595444 65.849657 \n",
-       "L 802.595444 66.344333 \n",
-       "L 802.595444 66.83901 \n",
-       "L 802.595444 67.333686 \n",
-       "L 802.595444 67.828363 \n",
-       "L 802.595444 68.323039 \n",
-       "L 802.595444 68.817715 \n",
-       "L 802.595444 69.312392 \n",
-       "L 802.595444 69.807068 \n",
-       "L 802.595444 70.301745 \n",
-       "L 802.595444 70.796421 \n",
-       "L 802.595444 71.291098 \n",
-       "L 802.595444 71.785774 \n",
-       "L 802.595444 72.280451 \n",
-       "L 802.595444 72.775127 \n",
-       "L 802.595444 73.269804 \n",
-       "L 802.595444 73.76448 \n",
-       "L 802.595444 74.259157 \n",
-       "L 802.595444 74.753833 \n",
-       "L 802.595444 75.24851 \n",
-       "L 802.595444 75.743186 \n",
-       "L 802.595444 76.237863 \n",
-       "L 802.595444 76.732539 \n",
-       "L 802.595444 77.227216 \n",
-       "L 802.595444 77.721892 \n",
-       "L 802.595444 78.216569 \n",
-       "L 802.595444 78.711245 \n",
-       "L 802.595444 79.205922 \n",
-       "L 802.595444 79.700598 \n",
-       "L 802.595444 80.195275 \n",
-       "L 802.595444 80.689951 \n",
-       "L 802.595444 81.184628 \n",
-       "L 802.595444 81.679304 \n",
-       "L 802.595444 82.173981 \n",
-       "L 802.595444 82.668657 \n",
-       "L 802.595444 83.163334 \n",
-       "L 802.595444 83.65801 \n",
-       "L 802.595444 84.152687 \n",
-       "L 802.595444 84.647363 \n",
-       "L 802.595444 85.14204 \n",
-       "L 802.595444 85.636716 \n",
-       "L 802.595444 86.131393 \n",
-       "L 802.595444 86.626069 \n",
-       "L 802.595444 87.120746 \n",
-       "L 802.595444 87.615422 \n",
-       "L 802.595444 88.110099 \n",
-       "L 802.595444 88.604775 \n",
-       "L 802.595444 89.099452 \n",
-       "L 802.595444 89.594128 \n",
-       "L 802.595444 90.088805 \n",
-       "L 802.595444 90.583481 \n",
-       "L 802.595444 91.078158 \n",
-       "L 802.595444 91.572834 \n",
-       "L 802.595444 92.067511 \n",
-       "L 802.595444 92.562187 \n",
-       "L 802.595444 93.056864 \n",
-       "L 802.595444 93.55154 \n",
-       "L 802.595444 94.046217 \n",
-       "L 802.595444 94.540893 \n",
-       "L 802.595444 95.03557 \n",
-       "L 802.595444 95.530246 \n",
-       "L 802.595444 96.024923 \n",
-       "L 802.595444 96.519599 \n",
-       "L 802.595444 97.014276 \n",
-       "L 802.595444 97.508952 \n",
-       "L 802.595444 98.003629 \n",
-       "L 802.595444 98.498305 \n",
-       "L 802.595444 98.992982 \n",
-       "L 802.595444 99.487658 \n",
-       "L 802.595444 99.982335 \n",
-       "L 802.595444 100.477011 \n",
-       "L 802.595444 100.971688 \n",
-       "L 802.595444 101.466364 \n",
-       "L 802.595444 101.961041 \n",
-       "L 802.595444 102.455717 \n",
-       "L 802.595444 102.950394 \n",
-       "L 802.595444 103.44507 \n",
-       "L 802.595444 103.939747 \n",
-       "L 802.595444 104.434423 \n",
-       "L 802.595444 104.9291 \n",
-       "L 802.595444 105.423776 \n",
-       "L 802.595444 105.918453 \n",
-       "L 802.595444 106.413129 \n",
-       "L 802.595444 106.907806 \n",
-       "L 802.595444 107.402482 \n",
-       "L 802.595444 107.897159 \n",
-       "L 802.595444 108.391835 \n",
-       "L 802.595444 108.886512 \n",
-       "L 802.595444 109.381188 \n",
-       "L 802.595444 109.875865 \n",
-       "L 802.595444 110.370541 \n",
-       "L 802.595444 110.865218 \n",
-       "L 802.595444 111.359894 \n",
-       "L 802.595444 111.854571 \n",
-       "L 802.595444 112.349247 \n",
-       "L 802.595444 112.843924 \n",
-       "L 802.595444 113.3386 \n",
-       "L 802.595444 113.833277 \n",
-       "L 802.595444 114.327953 \n",
-       "L 802.595444 114.82263 \n",
-       "L 802.595444 115.317306 \n",
-       "L 802.595444 115.811982 \n",
-       "L 802.595444 116.306659 \n",
-       "L 802.595444 116.801335 \n",
-       "L 802.595444 117.296012 \n",
-       "L 802.595444 117.790688 \n",
-       "L 802.595444 118.285365 \n",
-       "L 802.595444 118.780041 \n",
-       "L 802.595444 119.274718 \n",
-       "L 802.595444 119.769394 \n",
-       "L 802.595444 120.264071 \n",
-       "L 802.595444 120.758747 \n",
-       "L 802.595444 121.253424 \n",
-       "L 802.595444 121.7481 \n",
-       "L 802.595444 122.242777 \n",
-       "L 802.595444 122.737453 \n",
-       "L 802.595444 123.23213 \n",
-       "L 802.595444 123.726806 \n",
-       "L 802.595444 124.221483 \n",
-       "L 802.595444 124.716159 \n",
-       "L 802.595444 125.210836 \n",
-       "L 802.595444 125.705512 \n",
-       "L 802.595444 126.200189 \n",
-       "L 802.595444 126.694865 \n",
-       "L 802.595444 127.189542 \n",
-       "L 802.595444 127.684218 \n",
-       "L 802.595444 128.178895 \n",
-       "L 802.595444 128.673571 \n",
-       "L 802.595444 129.168248 \n",
-       "L 802.595444 129.662924 \n",
-       "L 802.595444 130.157601 \n",
-       "L 802.595444 130.652277 \n",
-       "L 802.595444 131.146954 \n",
-       "L 802.595444 131.64163 \n",
-       "L 802.595444 132.136307 \n",
-       "L 802.595444 132.630983 \n",
-       "L 802.595444 133.12566 \n",
-       "L 802.595444 133.620336 \n",
-       "L 802.595444 134.115013 \n",
-       "L 802.595444 134.609689 \n",
-       "L 802.595444 135.104366 \n",
-       "L 802.595444 135.599042 \n",
-       "L 802.595444 136.093719 \n",
-       "L 802.595444 136.588395 \n",
-       "L 802.595444 137.083072 \n",
-       "L 802.595444 137.577748 \n",
-       "L 802.595444 138.072425 \n",
-       "L 802.595444 138.567101 \n",
-       "L 802.595444 139.061778 \n",
-       "L 802.595444 139.556454 \n",
-       "L 802.595444 140.051131 \n",
-       "L 802.595444 140.545807 \n",
-       "L 802.595444 141.040484 \n",
-       "L 802.595444 141.53516 \n",
-       "L 802.595444 142.029837 \n",
-       "L 802.595444 142.524513 \n",
-       "L 802.595444 143.01919 \n",
-       "L 802.595444 143.513866 \n",
-       "L 802.595444 144.008543 \n",
-       "L 802.595444 144.503219 \n",
-       "L 802.595444 144.997896 \n",
-       "L 802.595444 145.492572 \n",
-       "L 802.595444 145.987249 \n",
-       "L 802.595444 146.481925 \n",
-       "L 802.595444 146.976602 \n",
-       "L 802.595444 147.471278 \n",
-       "L 802.595444 147.965955 \n",
-       "L 802.595444 148.460631 \n",
-       "L 802.595444 148.955308 \n",
-       "L 802.595444 149.449984 \n",
-       "L 802.595444 149.944661 \n",
-       "L 802.595444 150.439337 \n",
-       "L 802.595444 150.934014 \n",
-       "L 802.595444 151.42869 \n",
-       "L 802.595444 151.923367 \n",
-       "L 802.595444 152.418043 \n",
-       "L 802.595444 152.91272 \n",
-       "L 802.595444 153.407396 \n",
-       "L 802.595444 153.902073 \n",
-       "L 802.595444 154.396749 \n",
-       "L 802.595444 154.891426 \n",
-       "L 802.595444 155.386102 \n",
-       "L 802.595444 155.880779 \n",
-       "L 802.595444 156.375455 \n",
-       "L 802.595444 156.870132 \n",
-       "L 802.595444 157.364808 \n",
-       "L 802.595444 157.859485 \n",
-       "L 802.595444 158.354161 \n",
-       "L 802.595444 158.848838 \n",
-       "L 802.595444 159.343514 \n",
-       "L 802.595444 159.838191 \n",
-       "L 802.595444 160.332867 \n",
-       "L 802.595444 160.827544 \n",
-       "L 802.595444 161.32222 \n",
-       "L 802.595444 161.816896 \n",
-       "L 802.595444 162.311573 \n",
-       "L 802.595444 162.806249 \n",
-       "L 802.595444 163.300926 \n",
-       "L 802.595444 163.795602 \n",
-       "L 802.595444 164.290279 \n",
-       "L 802.595444 164.784955 \n",
-       "L 802.595444 165.279632 \n",
-       "L 802.595444 165.774308 \n",
-       "L 802.595444 166.268985 \n",
-       "L 802.595444 166.763661 \n",
-       "L 802.595444 167.258338 \n",
-       "L 802.595444 167.753014 \n",
-       "L 802.595444 168.247691 \n",
-       "L 802.595444 168.742367 \n",
-       "L 802.595444 169.237044 \n",
-       "L 802.595444 169.73172 \n",
-       "L 802.595444 170.226397 \n",
-       "L 802.595444 170.721073 \n",
-       "L 802.595444 171.21575 \n",
-       "L 802.595444 171.710426 \n",
-       "L 802.595444 172.205103 \n",
-       "L 802.595444 172.699779 \n",
-       "L 802.595444 173.194456 \n",
-       "L 802.595444 173.689132 \n",
-       "L 802.595444 174.183809 \n",
-       "L 802.595444 174.678485 \n",
-       "L 802.595444 175.173162 \n",
-       "L 802.595444 175.667838 \n",
-       "L 802.595444 176.162515 \n",
-       "L 802.595444 176.657191 \n",
-       "L 802.595444 177.151868 \n",
-       "L 802.595444 177.646544 \n",
-       "L 802.595444 178.141221 \n",
-       "L 802.595444 178.635897 \n",
-       "L 802.595444 179.130574 \n",
-       "L 802.595444 179.62525 \n",
-       "L 802.595444 180.119927 \n",
-       "L 802.595444 180.614603 \n",
-       "L 802.595444 181.10928 \n",
-       "L 802.595444 181.603956 \n",
-       "L 802.595444 182.098633 \n",
-       "L 802.595444 182.593309 \n",
-       "L 802.595444 183.087986 \n",
-       "L 802.595444 183.582662 \n",
-       "L 802.595444 184.077339 \n",
-       "L 802.595444 184.572015 \n",
-       "L 802.595444 185.066692 \n",
-       "L 802.595444 185.561368 \n",
-       "L 802.595444 186.056045 \n",
-       "L 802.595444 186.550721 \n",
-       "L 802.595444 187.045398 \n",
-       "L 802.595444 187.540074 \n",
-       "L 802.595444 188.034751 \n",
-       "L 802.595444 188.529427 \n",
-       "L 802.595444 189.024104 \n",
-       "L 802.595444 189.51878 \n",
-       "L 802.595444 190.013457 \n",
-       "L 802.595444 190.508133 \n",
-       "L 802.595444 191.00281 \n",
-       "L 802.595444 191.497486 \n",
-       "L 802.595444 191.992163 \n",
-       "L 802.595444 192.486839 \n",
-       "L 802.595444 192.981516 \n",
-       "L 802.595444 193.476192 \n",
-       "L 802.595444 193.970869 \n",
-       "L 802.595444 194.465545 \n",
-       "L 802.595444 194.960222 \n",
-       "L 802.595444 195.454898 \n",
-       "L 802.595444 195.949575 \n",
-       "L 802.595444 196.444251 \n",
-       "L 802.595444 196.938928 \n",
-       "L 802.595444 197.433604 \n",
-       "L 802.595444 197.928281 \n",
-       "L 802.595444 198.422957 \n",
-       "L 802.595444 198.917634 \n",
-       "L 802.595444 199.41231 \n",
-       "L 802.595444 199.906987 \n",
-       "L 802.595444 200.401663 \n",
-       "L 802.595444 200.89634 \n",
-       "L 802.595444 201.391016 \n",
-       "L 802.595444 201.885693 \n",
-       "L 802.595444 202.380369 \n",
-       "L 802.595444 202.875046 \n",
-       "L 802.595444 203.369722 \n",
-       "L 802.595444 203.864399 \n",
-       "L 802.595444 204.359075 \n",
-       "L 802.595444 204.853752 \n",
-       "L 802.595444 205.348428 \n",
-       "L 802.595444 205.843105 \n",
-       "L 802.595444 206.337781 \n",
-       "L 802.595444 206.832458 \n",
-       "L 802.595444 207.327134 \n",
-       "L 802.595444 207.821811 \n",
-       "L 802.595444 208.316487 \n",
-       "L 802.595444 208.811163 \n",
-       "L 802.595444 209.30584 \n",
-       "L 802.595444 209.800516 \n",
-       "L 802.595444 210.295193 \n",
-       "L 802.595444 210.789869 \n",
-       "L 802.595444 211.284546 \n",
-       "L 802.595444 211.779222 \n",
-       "L 802.595444 212.273899 \n",
-       "L 802.595444 212.768575 \n",
-       "L 802.595444 213.263252 \n",
-       "L 802.595444 213.757928 \n",
-       "L 802.595444 214.252605 \n",
-       "L 802.595444 214.747281 \n",
-       "L 802.595444 215.241958 \n",
-       "L 802.595444 215.736634 \n",
-       "L 802.595444 216.231311 \n",
-       "L 802.595444 216.725987 \n",
-       "L 802.595444 217.220664 \n",
-       "L 802.595444 217.71534 \n",
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-       "L 802.595444 218.704693 \n",
-       "L 802.595444 219.19937 \n",
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-       "L 802.595444 220.188723 \n",
-       "L 802.595444 220.683399 \n",
-       "L 802.595444 221.178076 \n",
-       "L 802.595444 221.672752 \n",
-       "L 802.595444 222.167429 \n",
-       "L 802.595444 222.662105 \n",
-       "L 802.595444 223.156782 \n",
-       "L 802.595444 223.651458 \n",
-       "L 802.595444 224.146135 \n",
-       "L 802.595444 224.640811 \n",
-       "L 802.595444 225.135488 \n",
-       "L 802.595444 225.630164 \n",
-       "L 802.595444 226.124841 \n",
-       "L 802.595444 226.619517 \n",
-       "L 802.595444 227.114194 \n",
-       "L 802.595444 227.60887 \n",
-       "L 802.595444 228.103547 \n",
-       "L 802.595444 228.598223 \n",
-       "L 802.595444 229.0929 \n",
-       "L 802.595444 229.587576 \n",
-       "L 802.595444 230.082253 \n",
-       "L 802.595444 230.576929 \n",
-       "L 802.595444 231.071606 \n",
-       "L 802.595444 231.566282 \n",
-       "L 802.595444 232.060959 \n",
-       "L 802.595444 232.555635 \n",
-       "L 802.595444 233.050312 \n",
-       "L 802.595444 233.544988 \n",
-       "L 802.595444 234.039665 \n",
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-       "L 802.595444 235.029018 \n",
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-       "L 802.595444 236.018371 \n",
-       "L 802.595444 236.513047 \n",
-       "L 802.595444 237.007724 \n",
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-       "L 802.595444 237.997077 \n",
-       "L 802.595444 238.491753 \n",
-       "L 802.595444 238.98643 \n",
-       "L 802.595444 239.481106 \n",
-       "L 802.595444 239.975783 \n",
-       "L 802.595444 240.470459 \n",
-       "L 802.595444 240.965136 \n",
-       "L 802.595444 241.459812 \n",
-       "L 802.595444 241.954489 \n",
-       "L 802.595444 242.449165 \n",
-       "L 802.595444 242.943842 \n",
-       "L 802.595444 243.438518 \n",
-       "L 802.595444 243.933195 \n",
-       "L 802.595444 244.427871 \n",
-       "L 802.595444 244.922548 \n",
-       "L 802.595444 245.417224 \n",
-       "L 802.595444 245.911901 \n",
-       "L 802.595444 246.406577 \n",
-       "L 802.595444 246.901254 \n",
-       "L 802.595444 247.39593 \n",
-       "L 802.595444 247.890607 \n",
-       "L 802.595444 248.385283 \n",
-       "L 802.595444 248.87996 \n",
-       "L 802.595444 249.374636 \n",
-       "L 802.595444 249.869313 \n",
-       "L 802.595444 250.363989 \n",
-       "L 802.595444 250.858666 \n",
-       "L 802.595444 251.353342 \n",
-       "L 802.595444 251.848019 \n",
-       "L 802.595444 252.342695 \n",
-       "L 802.595444 252.837372 \n",
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-       "L 802.595444 253.826725 \n",
-       "L 802.595444 254.321401 \n",
-       "L 802.595444 254.816077 \n",
-       "L 802.595444 255.310754 \n",
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-       "L 802.595444 256.300107 \n",
-       "L 802.595444 256.794783 \n",
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-       "L 802.595444 258.278813 \n",
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-       "L 802.595444 259.268166 \n",
-       "L 802.595444 259.762842 \n",
-       "L 802.595444 260.257519 \n",
-       "L 802.595444 260.752195 \n",
-       "L 802.595444 261.246872 \n",
-       "L 802.595444 261.741548 \n",
-       "L 802.595444 262.236225 \n",
-       "L 802.595444 262.730901 \n",
-       "L 802.595444 263.225578 \n",
-       "L 802.595444 263.720254 \n",
-       "L 802.595444 264.214931 \n",
-       "L 802.595444 264.709607 \n",
-       "L 802.595444 265.204284 \n",
-       "L 802.595444 265.69896 \n",
-       "L 802.595444 266.193637 \n",
-       "L 802.595444 266.688313 \n",
-       "L 802.595444 267.18299 \n",
-       "L 802.595444 267.677666 \n",
-       "L 802.595444 268.172343 \n",
-       "L 802.595444 268.667019 \n",
-       "L 802.595444 269.161696 \n",
-       "L 802.595444 269.656372 \n",
-       "L 802.595444 270.151049 \n",
-       "L 802.595444 270.645725 \n",
-       "L 802.595444 271.140402 \n",
-       "L 802.595444 271.635078 \n",
-       "L 802.595444 272.129755 \n",
-       "L 802.595444 272.624431 \n",
-       "L 802.595444 273.119108 \n",
-       "L 802.595444 273.613784 \n",
-       "L 802.595444 274.108461 \n",
-       "L 802.595444 274.603137 \n",
-       "L 802.595444 275.097814 \n",
-       "L 802.595444 275.59249 \n",
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-       "L 802.595444 276.581843 \n",
-       "L 802.595444 277.07652 \n",
-       "L 802.595444 277.571196 \n",
-       "L 802.595444 278.065873 \n",
-       "L 802.595444 278.560549 \n",
-       "L 802.595444 279.055226 \n",
-       "L 802.595444 279.549902 \n",
-       "L 802.595444 280.044579 \n",
-       "L 802.595444 280.539255 \n",
-       "L 802.595444 281.033932 \n",
-       "L 802.595444 281.528608 \n",
-       "L 802.595444 282.023285 \n",
-       "L 802.595444 282.517961 \n",
-       "L 802.595444 283.012638 \n",
-       "L 802.595444 283.507314 \n",
-       "L 802.595444 284.001991 \n",
-       "L 802.595444 284.496667 \n",
-       "L 802.595444 284.991344 \n",
-       "L 802.595444 285.48602 \n",
-       "L 802.595444 285.980697 \n",
-       "L 802.595444 286.475373 \n",
-       "L 802.595444 286.97005 \n",
-       "L 802.595444 287.464726 \n",
-       "L 802.595444 287.959403 \n",
-       "L 802.595444 288.454079 \n",
-       "L 802.595444 288.948756 \n",
-       "L 802.595444 289.443432 \n",
-       "L 802.595444 289.938109 \n",
-       "L 802.595444 290.432785 \n",
-       "L 802.595444 290.927462 \n",
-       "L 802.595444 291.422138 \n",
-       "L 802.595444 291.916815 \n",
-       "L 802.595444 292.411491 \n",
-       "L 802.595444 292.906168 \n",
-       "L 802.595444 293.400844 \n",
-       "L 802.595444 293.895521 \n",
-       "L 802.595444 294.390197 \n",
-       "L 802.595444 294.884874 \n",
-       "L 802.595444 295.37955 \n",
-       "L 802.595444 295.874227 \n",
-       "L 802.595444 296.368903 \n",
-       "L 802.595444 296.86358 \n",
-       "L 802.595444 297.358256 \n",
-       "L 802.595444 297.852933 \n",
-       "L 802.595444 298.347609 \n",
-       "L 802.595444 298.842286 \n",
-       "L 802.595444 299.336962 \n",
-       "L 802.595444 299.831639 \n",
-       "L 802.595444 300.326315 \n",
-       "L 802.595444 300.820992 \n",
-       "L 802.595444 301.315668 \n",
-       "L 802.595444 301.810344 \n",
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-       "L 802.595444 302.799697 \n",
-       "L 802.595444 303.294374 \n",
-       "L 802.595444 303.78905 \n",
-       "L 802.595444 304.283727 \n",
-       "L 802.595444 304.778403 \n",
-       "L 802.595444 305.27308 \n",
-       "L 802.595444 305.767756 \n",
-       "L 802.595444 306.262433 \n",
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-       "L 802.595444 307.251786 \n",
-       "L 802.595444 307.746462 \n",
-       "L 802.595444 308.241139 \n",
-       "L 802.595444 308.735815 \n",
-       "L 802.595444 309.230492 \n",
-       "L 802.595444 309.725168 \n",
-       "L 802.595444 310.219845 \n",
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-       "L 802.595444 1021.960385 \n",
-       "L 802.595444 1021.465709 \n",
-       "L 802.595444 1020.971032 \n",
-       "L 802.595444 1020.476356 \n",
-       "L 802.595444 1019.981679 \n",
-       "L 802.595444 1019.487003 \n",
-       "L 802.595444 1018.992326 \n",
-       "L 802.595444 1018.49765 \n",
-       "L 802.595444 1018.002973 \n",
-       "L 802.595444 1017.508297 \n",
-       "L 802.595444 1017.01362 \n",
-       "L 802.595444 1016.518944 \n",
-       "L 802.595444 1016.024268 \n",
-       "L 802.595444 1015.529591 \n",
-       "L 802.595444 1015.034915 \n",
-       "L 802.595444 1014.540238 \n",
-       "L 802.595444 1014.045562 \n",
-       "L 802.595444 1013.550885 \n",
-       "L 802.595444 1013.056209 \n",
-       "L 802.595444 1012.561532 \n",
-       "L 802.595444 1012.066856 \n",
-       "L 802.595444 1011.572179 \n",
-       "L 802.595444 1011.077503 \n",
-       "L 802.595444 1010.582826 \n",
-       "L 802.595444 1010.08815 \n",
-       "L 802.595444 1009.593473 \n",
-       "L 802.595444 1009.098797 \n",
-       "L 802.595444 1008.60412 \n",
-       "L 802.595444 1008.109444 \n",
-       "L 802.595444 1007.614767 \n",
-       "L 802.595444 1007.120091 \n",
-       "L 802.595444 1006.625414 \n",
-       "L 802.595444 1006.130738 \n",
-       "L 802.595444 1005.636061 \n",
-       "L 802.595444 1005.141385 \n",
-       "L 802.595444 1004.646708 \n",
-       "L 802.595444 1004.152032 \n",
-       "L 802.595444 1003.657355 \n",
-       "L 802.595444 1003.162679 \n",
-       "L 802.595444 1002.668002 \n",
-       "L 802.595444 1002.173326 \n",
-       "L 802.595444 1001.678649 \n",
-       "L 802.595444 1001.183973 \n",
-       "L 802.595444 1000.689296 \n",
-       "L 802.595444 1000.19462 \n",
-       "L 802.595444 999.699943 \n",
-       "L 802.595444 999.205267 \n",
-       "L 802.595444 998.71059 \n",
-       "L 802.595444 998.215914 \n",
-       "L 802.595444 997.721237 \n",
-       "L 802.595444 997.226561 \n",
-       "L 802.595444 996.731884 \n",
-       "L 802.595444 996.237208 \n",
-       "L 802.595444 995.742531 \n",
-       "L 802.595444 995.247855 \n",
-       "L 802.595444 994.753178 \n",
-       "L 802.595444 994.258502 \n",
-       "L 802.595444 993.763825 \n",
-       "L 802.595444 993.269149 \n",
-       "L 802.595444 992.774472 \n",
-       "L 802.595444 992.279796 \n",
-       "L 802.595444 991.785119 \n",
-       "L 802.595444 991.290443 \n",
-       "L 802.595444 990.795766 \n",
-       "L 802.595444 990.30109 \n",
-       "L 802.595444 989.806413 \n",
-       "L 802.595444 989.311737 \n",
-       "L 802.595444 988.81706 \n",
-       "L 802.595444 988.322384 \n",
-       "L 802.595444 987.827707 \n",
-       "L 802.595444 987.333031 \n",
-       "L 802.595444 986.838354 \n",
-       "L 802.595444 986.343678 \n",
-       "L 802.595444 985.849001 \n",
-       "L 802.595444 985.354325 \n",
-       "L 802.595444 984.859648 \n",
-       "L 802.595444 984.364972 \n",
-       "L 802.595444 983.870295 \n",
-       "L 802.595444 983.375619 \n",
-       "L 802.595444 982.880942 \n",
-       "L 802.595444 982.386266 \n",
-       "L 802.595444 981.891589 \n",
-       "L 802.595444 981.396913 \n",
-       "L 802.595444 980.902236 \n",
-       "L 802.595444 980.40756 \n",
-       "L 802.595444 979.912883 \n",
-       "L 802.595444 979.418207 \n",
-       "L 802.595444 978.92353 \n",
-       "L 802.595444 978.428854 \n",
-       "L 802.595444 977.934177 \n",
-       "L 802.595444 977.439501 \n",
-       "L 802.595444 976.944824 \n",
-       "L 802.595444 976.450148 \n",
-       "L 802.595444 975.955471 \n",
-       "L 802.595444 975.460795 \n",
-       "L 802.595444 974.966118 \n",
-       "L 802.595444 974.471442 \n",
-       "L 802.595444 973.976765 \n",
-       "L 802.595444 973.482089 \n",
-       "L 802.595444 972.987412 \n",
-       "L 802.595444 972.492736 \n",
-       "L 802.595444 971.998059 \n",
-       "L 802.595444 971.503383 \n",
-       "L 802.595444 971.008706 \n",
-       "L 802.595444 970.51403 \n",
-       "L 802.595444 970.019354 \n",
-       "L 802.595444 969.524677 \n",
-       "L 802.595444 969.030001 \n",
-       "L 802.595444 968.535324 \n",
-       "L 802.595444 968.040648 \n",
-       "L 802.595444 967.545971 \n",
-       "L 802.595444 967.051295 \n",
-       "L 802.595444 966.556618 \n",
-       "L 802.595444 966.061942 \n",
-       "L 802.595444 965.567265 \n",
-       "L 802.595444 965.072589 \n",
-       "L 802.595444 964.577912 \n",
-       "L 802.595444 964.083236 \n",
-       "L 802.595444 963.588559 \n",
-       "L 802.595444 963.093883 \n",
-       "L 802.595444 962.599206 \n",
-       "L 802.595444 962.10453 \n",
-       "L 802.595444 961.609853 \n",
-       "L 802.595444 961.115177 \n",
-       "L 802.595444 960.6205 \n",
-       "L 802.595444 960.125824 \n",
-       "L 802.595444 959.631147 \n",
-       "L 802.595444 959.136471 \n",
-       "L 802.595444 958.641794 \n",
-       "L 802.595444 958.147118 \n",
-       "L 802.595444 957.652441 \n",
-       "L 802.595444 957.157765 \n",
-       "L 802.595444 956.663088 \n",
-       "L 802.595444 956.168412 \n",
-       "L 802.595444 955.673735 \n",
-       "L 802.595444 955.179059 \n",
-       "L 802.595444 954.684382 \n",
-       "L 802.595444 954.189706 \n",
-       "L 802.595444 953.695029 \n",
-       "L 802.595444 953.200353 \n",
-       "L 802.595444 952.705676 \n",
-       "L 802.595444 952.211 \n",
-       "L 802.595444 951.716323 \n",
-       "L 802.595444 951.221647 \n",
-       "L 802.595444 950.72697 \n",
-       "L 802.595444 950.232294 \n",
-       "L 802.595444 949.737617 \n",
-       "L 802.595444 949.242941 \n",
-       "L 802.595444 948.748264 \n",
-       "L 802.595444 948.253588 \n",
-       "L 802.595444 947.758911 \n",
-       "L 802.595444 947.264235 \n",
-       "L 802.595444 946.769558 \n",
-       "L 802.595444 946.274882 \n",
-       "L 802.595444 945.780205 \n",
-       "L 802.595444 945.285529 \n",
-       "L 802.595444 944.790852 \n",
-       "L 802.595444 944.296176 \n",
-       "L 802.595444 943.801499 \n",
-       "L 802.595444 943.306823 \n",
-       "L 802.595444 942.812146 \n",
-       "L 802.595444 942.31747 \n",
-       "L 802.595444 941.822793 \n",
-       "L 802.595444 941.328117 \n",
-       "L 802.595444 940.83344 \n",
-       "L 802.595444 940.338764 \n",
-       "L 802.595444 939.844087 \n",
-       "L 802.595444 939.349411 \n",
-       "L 802.595444 938.854734 \n",
-       "L 802.595444 938.360058 \n",
-       "L 802.595444 937.865381 \n",
-       "L 802.595444 937.370705 \n",
-       "L 802.595444 936.876028 \n",
-       "L 802.595444 936.381352 \n",
-       "L 802.595444 935.886675 \n",
-       "L 802.595444 935.391999 \n",
-       "L 802.595444 934.897322 \n",
-       "L 802.595444 934.402646 \n",
-       "L 802.595444 933.907969 \n",
-       "L 802.595444 933.413293 \n",
-       "L 802.595444 932.918616 \n",
-       "L 802.595444 932.42394 \n",
-       "L 802.595444 931.929263 \n",
-       "L 802.595444 931.434587 \n",
-       "L 802.595444 930.93991 \n",
-       "L 802.595444 930.445234 \n",
-       "L 802.595444 929.950557 \n",
-       "L 802.595444 929.455881 \n",
-       "L 802.595444 928.961204 \n",
-       "L 802.595444 928.466528 \n",
-       "L 802.595444 927.971851 \n",
-       "L 802.595444 927.477175 \n",
-       "L 802.595444 926.982498 \n",
-       "L 802.595444 926.487822 \n",
-       "L 802.595444 925.993145 \n",
-       "L 802.595444 925.498469 \n",
-       "L 802.595444 925.003792 \n",
-       "L 802.595444 924.509116 \n",
-       "L 802.595444 924.014439 \n",
-       "L 802.595444 923.519763 \n",
-       "L 802.595444 923.025087 \n",
-       "L 802.595444 922.53041 \n",
-       "L 802.595444 922.035734 \n",
-       "L 802.595444 921.541057 \n",
-       "L 802.595444 921.046381 \n",
-       "L 802.595444 920.551704 \n",
-       "L 802.595444 920.057028 \n",
-       "L 802.595444 919.562351 \n",
-       "L 802.595444 919.067675 \n",
-       "L 802.595444 918.572998 \n",
-       "L 802.595444 918.078322 \n",
-       "L 802.595444 917.583645 \n",
-       "L 802.595444 917.088969 \n",
-       "L 802.595444 916.594292 \n",
-       "L 802.595444 916.099616 \n",
-       "L 802.595444 915.604939 \n",
-       "L 802.595444 915.110263 \n",
-       "L 802.595444 914.615586 \n",
-       "L 802.595444 914.12091 \n",
-       "L 802.595444 913.626233 \n",
-       "L 802.595444 913.131557 \n",
-       "L 802.595444 912.63688 \n",
-       "L 802.595444 912.142204 \n",
-       "L 802.595444 911.647527 \n",
-       "L 802.595444 911.152851 \n",
-       "L 802.595444 910.658174 \n",
-       "L 802.595444 910.163498 \n",
-       "L 802.595444 909.668821 \n",
-       "L 802.595444 909.174145 \n",
-       "L 802.595444 908.679468 \n",
-       "L 802.595444 908.184792 \n",
-       "L 802.595444 907.690115 \n",
-       "L 802.595444 907.195439 \n",
-       "L 802.595444 906.700762 \n",
-       "L 802.595444 906.206086 \n",
-       "L 802.595444 905.711409 \n",
-       "L 802.595444 905.216733 \n",
-       "L 802.595444 904.722056 \n",
-       "L 802.595444 904.22738 \n",
-       "L 802.595444 903.732703 \n",
-       "L 802.595444 903.238027 \n",
-       "L 802.595444 902.74335 \n",
-       "L 802.595444 902.248674 \n",
-       "L 802.595444 901.753997 \n",
-       "L 802.595444 901.259321 \n",
-       "L 802.595444 900.764644 \n",
-       "L 802.595444 900.269968 \n",
-       "L 802.595444 899.775291 \n",
-       "L 802.595444 899.280615 \n",
-       "L 802.595444 898.785938 \n",
-       "L 802.595444 898.291262 \n",
-       "L 802.595444 897.796585 \n",
-       "L 802.595444 897.301909 \n",
-       "L 802.595444 896.807232 \n",
-       "L 802.595444 896.312556 \n",
-       "L 802.595444 895.817879 \n",
-       "L 802.595444 895.323203 \n",
-       "L 802.595444 894.828526 \n",
-       "L 802.595444 894.33385 \n",
-       "L 802.595444 893.839173 \n",
-       "L 802.595444 893.344497 \n",
-       "L 802.595444 892.84982 \n",
-       "L 802.595444 892.355144 \n",
-       "L 802.595444 891.860467 \n",
-       "L 802.595444 891.365791 \n",
-       "L 802.595444 890.871114 \n",
-       "L 802.595444 890.376438 \n",
-       "L 802.595444 889.881761 \n",
-       "L 802.595444 889.387085 \n",
-       "L 802.595444 888.892408 \n",
-       "L 802.595444 888.397732 \n",
-       "L 802.595444 887.903055 \n",
-       "L 802.595444 887.408379 \n",
-       "L 802.595444 886.913702 \n",
-       "L 802.595444 886.419026 \n",
-       "L 802.595444 885.924349 \n",
-       "L 802.595444 885.429673 \n",
-       "L 802.595444 884.934996 \n",
-       "L 802.595444 884.44032 \n",
-       "L 802.595444 883.945643 \n",
-       "L 802.595444 883.450967 \n",
-       "L 802.595444 882.95629 \n",
-       "L 802.595444 882.461614 \n",
-       "L 802.595444 881.966937 \n",
-       "L 802.595444 881.472261 \n",
-       "L 802.595444 880.977584 \n",
-       "L 802.595444 880.482908 \n",
-       "L 802.595444 879.988231 \n",
-       "L 802.595444 879.493555 \n",
-       "L 802.595444 878.998878 \n",
-       "L 802.595444 878.504202 \n",
-       "L 802.595444 878.009525 \n",
-       "L 802.595444 877.514849 \n",
-       "L 802.595444 877.020173 \n",
-       "L 802.595444 876.525496 \n",
-       "L 802.595444 876.03082 \n",
-       "L 802.595444 875.536143 \n",
-       "L 802.595444 875.041467 \n",
-       "L 802.595444 874.54679 \n",
-       "L 802.595444 874.052114 \n",
-       "L 802.595444 873.557437 \n",
-       "L 802.595444 873.062761 \n",
-       "L 802.595444 872.568084 \n",
-       "L 802.595444 872.073408 \n",
-       "L 802.595444 871.578731 \n",
-       "L 802.595444 871.084055 \n",
-       "L 802.595444 870.589378 \n",
-       "L 802.595444 870.094702 \n",
-       "L 802.595444 869.600025 \n",
-       "L 802.595444 869.105349 \n",
-       "L 802.595444 868.610672 \n",
-       "L 802.595444 868.115996 \n",
-       "L 802.595444 867.621319 \n",
-       "L 802.595444 867.126643 \n",
-       "L 802.595444 866.631966 \n",
-       "L 802.595444 866.13729 \n",
-       "L 802.595444 865.642613 \n",
-       "L 802.595444 865.147937 \n",
-       "L 802.595444 864.65326 \n",
-       "L 802.595444 864.158584 \n",
-       "L 802.595444 863.663907 \n",
-       "L 802.595444 863.169231 \n",
-       "L 802.595444 862.674554 \n",
-       "L 802.595444 862.179878 \n",
-       "L 802.595444 861.685201 \n",
-       "L 802.595444 861.190525 \n",
-       "L 802.595444 860.695848 \n",
-       "L 802.595444 860.201172 \n",
-       "L 802.595444 859.706495 \n",
-       "L 802.595444 859.211819 \n",
-       "L 802.595444 858.717142 \n",
-       "L 802.595444 858.222466 \n",
-       "L 802.595444 857.727789 \n",
-       "L 802.595444 857.233113 \n",
-       "L 802.595444 856.738436 \n",
-       "L 802.595444 856.24376 \n",
-       "L 802.595444 855.749083 \n",
-       "L 802.595444 855.254407 \n",
-       "L 802.595444 854.75973 \n",
-       "L 802.595444 854.265054 \n",
-       "L 802.595444 853.770377 \n",
-       "L 802.595444 853.275701 \n",
-       "L 802.595444 852.781024 \n",
-       "L 802.595444 852.286348 \n",
-       "L 802.595444 851.791671 \n",
-       "L 802.595444 851.296995 \n",
-       "L 802.595444 850.802318 \n",
-       "L 802.595444 850.307642 \n",
-       "L 802.595444 849.812965 \n",
-       "L 802.595444 849.318289 \n",
-       "L 802.595444 848.823612 \n",
-       "L 802.595444 848.328936 \n",
-       "L 802.595444 847.834259 \n",
-       "L 802.595444 847.339583 \n",
-       "L 802.595444 846.844906 \n",
-       "L 802.595444 846.35023 \n",
-       "L 802.595444 845.855553 \n",
-       "L 802.595444 845.360877 \n",
-       "L 802.595444 844.8662 \n",
-       "L 802.595444 844.371524 \n",
-       "L 802.595444 843.876847 \n",
-       "L 802.595444 843.382171 \n",
-       "L 802.595444 842.887494 \n",
-       "L 802.595444 842.392818 \n",
-       "L 802.595444 841.898141 \n",
-       "L 802.595444 841.403465 \n",
-       "L 802.595444 840.908788 \n",
-       "L 802.595444 840.414112 \n",
-       "L 802.595444 839.919435 \n",
-       "L 802.595444 839.424759 \n",
-       "L 802.595444 838.930082 \n",
-       "L 802.595444 838.435406 \n",
-       "L 802.595444 837.940729 \n",
-       "L 802.595444 837.446053 \n",
-       "L 802.595444 836.951376 \n",
-       "L 802.595444 836.4567 \n",
-       "L 802.595444 835.962023 \n",
-       "L 802.595444 835.467347 \n",
-       "L 802.595444 834.97267 \n",
-       "L 802.595444 834.477994 \n",
-       "L 802.595444 833.983317 \n",
-       "L 802.595444 833.488641 \n",
-       "L 802.595444 832.993964 \n",
-       "L 802.595444 832.499288 \n",
-       "L 802.595444 832.004611 \n",
-       "L 802.595444 831.509935 \n",
-       "L 802.595444 831.015258 \n",
-       "L 802.595444 830.520582 \n",
-       "L 802.595444 830.025906 \n",
-       "L 802.595444 829.531229 \n",
-       "L 802.595444 829.036553 \n",
-       "L 802.595444 828.541876 \n",
-       "L 802.595444 828.0472 \n",
-       "L 802.595444 827.552523 \n",
-       "L 802.595444 827.057847 \n",
-       "L 802.595444 826.56317 \n",
-       "L 802.595444 826.068494 \n",
-       "L 802.595444 825.573817 \n",
-       "L 802.595444 825.079141 \n",
-       "L 802.595444 824.584464 \n",
-       "L 802.595444 824.089788 \n",
-       "L 802.595444 823.595111 \n",
-       "L 802.595444 823.100435 \n",
-       "L 802.595444 822.605758 \n",
-       "L 802.595444 822.111082 \n",
-       "L 802.595444 821.616405 \n",
-       "L 802.595444 821.121729 \n",
-       "L 802.595444 820.627052 \n",
-       "L 802.595444 820.132376 \n",
-       "L 802.595444 819.637699 \n",
-       "L 802.595444 819.143023 \n",
-       "L 802.595444 818.648346 \n",
-       "L 802.595444 818.15367 \n",
-       "L 802.595444 817.658993 \n",
-       "L 802.595444 817.164317 \n",
-       "L 802.595444 816.66964 \n",
-       "L 802.595444 816.174964 \n",
-       "L 802.595444 815.680287 \n",
-       "L 802.595444 815.185611 \n",
-       "L 802.595444 814.690934 \n",
-       "L 802.595444 814.196258 \n",
-       "L 802.595444 813.701581 \n",
-       "L 802.595444 813.206905 \n",
-       "L 802.595444 812.712228 \n",
-       "L 802.595444 812.217552 \n",
-       "L 802.595444 811.722875 \n",
-       "L 802.595444 811.228199 \n",
-       "L 802.595444 810.733522 \n",
-       "L 802.595444 810.238846 \n",
-       "L 802.595444 809.744169 \n",
-       "L 802.595444 809.249493 \n",
-       "L 802.595444 808.754816 \n",
-       "L 802.595444 808.26014 \n",
-       "L 802.595444 807.765463 \n",
-       "L 802.595444 807.270787 \n",
-       "L 802.595444 806.77611 \n",
-       "L 802.595444 806.281434 \n",
-       "L 802.595444 805.786757 \n",
-       "L 802.595444 805.292081 \n",
-       "L 802.595444 804.797404 \n",
-       "L 802.595444 804.302728 \n",
-       "L 802.595444 803.808051 \n",
-       "L 802.595444 803.313375 \n",
-       "L 802.595444 802.818698 \n",
-       "L 802.595444 802.324022 \n",
-       "L 802.595444 801.829345 \n",
-       "L 802.595444 801.334669 \n",
-       "L 802.595444 800.839992 \n",
-       "L 802.595444 800.345316 \n",
-       "L 802.595444 799.850639 \n",
-       "L 802.595444 799.355963 \n",
-       "L 802.595444 798.861286 \n",
-       "L 802.595444 798.36661 \n",
-       "L 802.595444 797.871933 \n",
-       "L 802.595444 797.377257 \n",
-       "L 802.595444 796.88258 \n",
-       "L 802.595444 796.387904 \n",
-       "L 802.595444 795.893227 \n",
-       "L 802.595444 795.398551 \n",
-       "L 802.595444 794.903874 \n",
-       "L 802.595444 794.409198 \n",
-       "L 802.595444 793.914521 \n",
-       "L 802.595444 793.419845 \n",
-       "L 802.595444 792.925168 \n",
-       "L 802.595444 792.430492 \n",
-       "L 802.595444 791.935815 \n",
-       "L 802.595444 791.441139 \n",
-       "L 802.595444 790.946462 \n",
-       "L 802.595444 790.451786 \n",
-       "L 802.595444 789.957109 \n",
-       "L 802.595444 789.462433 \n",
-       "L 802.595444 788.967756 \n",
-       "L 802.595444 788.47308 \n",
-       "L 802.595444 787.978403 \n",
-       "L 802.595444 787.483727 \n",
-       "L 802.595444 786.98905 \n",
-       "L 802.595444 786.494374 \n",
-       "L 802.595444 785.999697 \n",
-       "L 802.595444 785.505021 \n",
-       "L 802.595444 785.010344 \n",
-       "L 802.595444 784.515668 \n",
-       "L 802.595444 784.020992 \n",
-       "L 802.595444 783.526315 \n",
-       "L 802.595444 783.031639 \n",
-       "L 802.595444 782.536962 \n",
-       "L 802.595444 782.042286 \n",
-       "L 802.595444 781.547609 \n",
-       "L 802.595444 781.052933 \n",
-       "L 802.595444 780.558256 \n",
-       "L 802.595444 780.06358 \n",
-       "L 802.595444 779.568903 \n",
-       "L 802.595444 779.074227 \n",
-       "L 802.595444 778.57955 \n",
-       "L 802.595444 778.084874 \n",
-       "L 802.595444 777.590197 \n",
-       "L 802.595444 777.095521 \n",
-       "L 802.595444 776.600844 \n",
-       "L 802.595444 776.106168 \n",
-       "L 802.595444 775.611491 \n",
-       "L 802.595444 775.116815 \n",
-       "L 802.595444 774.622138 \n",
-       "L 802.595444 774.127462 \n",
-       "L 802.595444 773.632785 \n",
-       "L 802.595444 773.138109 \n",
-       "L 802.595444 772.643432 \n",
-       "L 802.595444 772.148756 \n",
-       "L 802.595444 771.654079 \n",
-       "L 802.595444 771.159403 \n",
-       "L 802.595444 770.664726 \n",
-       "L 802.595444 770.17005 \n",
-       "L 802.595444 769.675373 \n",
-       "L 802.595444 769.180697 \n",
-       "L 802.595444 768.68602 \n",
-       "L 802.595444 768.191344 \n",
-       "L 802.595444 767.696667 \n",
-       "L 802.595444 767.201991 \n",
-       "L 802.595444 766.707314 \n",
-       "L 802.595444 766.212638 \n",
-       "L 802.595444 765.717961 \n",
-       "L 802.595444 765.223285 \n",
-       "L 802.595444 764.728608 \n",
-       "L 802.595444 764.233932 \n",
-       "L 802.595444 763.739255 \n",
-       "L 802.595444 763.244579 \n",
-       "L 802.595444 762.749902 \n",
-       "L 802.595444 762.255226 \n",
-       "L 802.595444 761.760549 \n",
-       "L 802.595444 761.265873 \n",
-       "L 802.595444 760.771196 \n",
-       "L 802.595444 760.27652 \n",
-       "L 802.595444 759.781843 \n",
-       "L 802.595444 759.287167 \n",
-       "L 802.595444 758.79249 \n",
-       "L 802.595444 758.297814 \n",
-       "L 802.595444 757.803137 \n",
-       "L 802.595444 757.308461 \n",
-       "L 802.595444 756.813784 \n",
-       "L 802.595444 756.319108 \n",
-       "L 802.595444 755.824431 \n",
-       "L 802.595444 755.329755 \n",
-       "L 802.595444 754.835078 \n",
-       "L 802.595444 754.340402 \n",
-       "L 802.595444 753.845725 \n",
-       "L 802.595444 753.351049 \n",
-       "L 802.595444 752.856372 \n",
-       "L 802.595444 752.361696 \n",
-       "L 802.595444 751.867019 \n",
-       "L 802.595444 751.372343 \n",
-       "L 802.595444 750.877666 \n",
-       "L 802.595444 750.38299 \n",
-       "L 802.595444 749.888313 \n",
-       "L 802.595444 749.393637 \n",
-       "L 802.595444 748.89896 \n",
-       "L 802.595444 748.404284 \n",
-       "L 802.595444 747.909607 \n",
-       "L 802.595444 747.414931 \n",
-       "L 802.595444 746.920254 \n",
-       "L 802.595444 746.425578 \n",
-       "L 802.595444 745.930901 \n",
-       "L 802.595444 745.436225 \n",
-       "L 802.595444 744.941548 \n",
-       "L 802.595444 744.446872 \n",
-       "L 802.595444 743.952195 \n",
-       "L 802.595444 743.457519 \n",
-       "L 802.595444 742.962842 \n",
-       "L 802.595444 742.468166 \n",
-       "L 802.595444 741.973489 \n",
-       "L 802.595444 741.478813 \n",
-       "L 802.595444 740.984136 \n",
-       "L 802.595444 740.48946 \n",
-       "L 802.595444 739.994783 \n",
-       "L 802.595444 739.500107 \n",
-       "L 802.595444 739.00543 \n",
-       "L 802.595444 738.510754 \n",
-       "L 802.595444 738.016077 \n",
-       "L 802.595444 737.521401 \n",
-       "L 802.595444 737.026725 \n",
-       "L 802.595444 736.532048 \n",
-       "L 802.595444 736.037372 \n",
-       "L 802.595444 735.542695 \n",
-       "L 802.595444 735.048019 \n",
-       "L 802.595444 734.553342 \n",
-       "L 802.595444 734.058666 \n",
-       "L 802.595444 733.563989 \n",
-       "L 802.595444 733.069313 \n",
-       "L 802.595444 732.574636 \n",
-       "L 802.595444 732.07996 \n",
-       "L 802.595444 731.585283 \n",
-       "L 802.595444 731.090607 \n",
-       "L 802.595444 730.59593 \n",
-       "L 802.595444 730.101254 \n",
-       "L 802.595444 729.606577 \n",
-       "L 802.595444 729.111901 \n",
-       "L 802.595444 728.617224 \n",
-       "L 802.595444 728.122548 \n",
-       "L 802.595444 727.627871 \n",
-       "L 802.595444 727.133195 \n",
-       "L 802.595444 726.638518 \n",
-       "L 802.595444 726.143842 \n",
-       "L 802.595444 725.649165 \n",
-       "L 802.595444 725.154489 \n",
-       "L 802.595444 724.659812 \n",
-       "L 802.595444 724.165136 \n",
-       "L 802.595444 723.670459 \n",
-       "L 802.595444 723.175783 \n",
-       "L 802.595444 722.681106 \n",
-       "L 802.595444 722.18643 \n",
-       "L 802.595444 721.691753 \n",
-       "L 802.595444 721.197077 \n",
-       "L 802.595444 720.7024 \n",
-       "L 802.595444 720.207724 \n",
-       "L 802.595444 719.713047 \n",
-       "L 802.595444 719.218371 \n",
-       "L 802.595444 718.723694 \n",
-       "L 802.595444 718.229018 \n",
-       "L 802.595444 717.734341 \n",
-       "L 802.595444 717.239665 \n",
-       "L 802.595444 716.744988 \n",
-       "L 802.595444 716.250312 \n",
-       "L 802.595444 715.755635 \n",
-       "L 802.595444 715.260959 \n",
-       "L 802.595444 714.766282 \n",
-       "L 802.595444 714.271606 \n",
-       "L 802.595444 713.776929 \n",
-       "L 802.595444 713.282253 \n",
-       "L 802.595444 712.787576 \n",
-       "L 802.595444 712.2929 \n",
-       "L 802.595444 711.798223 \n",
-       "L 802.595444 711.303547 \n",
-       "L 802.595444 710.80887 \n",
-       "L 802.595444 710.314194 \n",
-       "L 802.595444 709.819517 \n",
-       "L 802.595444 709.324841 \n",
-       "L 802.595444 708.830164 \n",
-       "L 802.595444 708.335488 \n",
-       "L 802.595444 707.840811 \n",
-       "L 802.595444 707.346135 \n",
-       "L 802.595444 706.851458 \n",
-       "L 802.595444 706.356782 \n",
-       "L 802.595444 705.862105 \n",
-       "L 802.595444 705.367429 \n",
-       "L 802.595444 704.872752 \n",
-       "L 802.595444 704.378076 \n",
-       "L 802.595444 703.883399 \n",
-       "L 802.595444 703.388723 \n",
-       "L 802.595444 702.894046 \n",
-       "L 802.595444 702.39937 \n",
-       "L 802.595444 701.904693 \n",
-       "L 802.595444 701.410017 \n",
-       "L 802.595444 700.91534 \n",
-       "L 802.595444 700.420664 \n",
-       "L 802.595444 699.925987 \n",
-       "L 802.595444 699.431311 \n",
-       "L 802.595444 698.936634 \n",
-       "L 802.595444 698.441958 \n",
-       "L 802.595444 697.947281 \n",
-       "L 802.595444 697.452605 \n",
-       "L 802.595444 696.957928 \n",
-       "L 802.595444 696.463252 \n",
-       "L 802.595444 695.968575 \n",
-       "L 802.595444 695.473899 \n",
-       "L 802.595444 694.979222 \n",
-       "L 802.595444 694.484546 \n",
-       "L 802.595444 693.989869 \n",
-       "L 802.595444 693.495193 \n",
-       "L 802.595444 693.000516 \n",
-       "L 802.595444 692.50584 \n",
-       "L 802.595444 692.011163 \n",
-       "L 802.595444 691.516487 \n",
-       "L 802.595444 691.021811 \n",
-       "L 802.595444 690.527134 \n",
-       "L 802.595444 690.032458 \n",
-       "L 802.595444 689.537781 \n",
-       "L 802.595444 689.043105 \n",
-       "L 802.595444 688.548428 \n",
-       "L 802.595444 688.053752 \n",
-       "L 802.595444 687.559075 \n",
-       "L 802.595444 687.064399 \n",
-       "L 802.595444 686.569722 \n",
-       "L 802.595444 686.075046 \n",
-       "L 802.595444 685.580369 \n",
-       "L 802.595444 685.085693 \n",
-       "L 802.595444 684.591016 \n",
-       "L 802.595444 684.09634 \n",
-       "L 802.595444 683.601663 \n",
-       "L 802.595444 683.106987 \n",
-       "L 802.595444 682.61231 \n",
-       "L 802.595444 682.117634 \n",
-       "L 802.595444 681.622957 \n",
-       "L 802.595444 681.128281 \n",
-       "L 802.595444 680.633604 \n",
-       "L 802.595444 680.138928 \n",
-       "L 802.595444 679.644251 \n",
-       "L 802.595444 679.149575 \n",
-       "L 802.595444 678.654898 \n",
-       "L 802.595444 678.160222 \n",
-       "L 802.595444 677.665545 \n",
-       "L 802.595444 677.170869 \n",
-       "L 802.595444 676.676192 \n",
-       "L 802.595444 676.181516 \n",
-       "L 802.595444 675.686839 \n",
-       "L 802.595444 675.192163 \n",
-       "L 802.595444 674.697486 \n",
-       "L 802.595444 674.20281 \n",
-       "L 802.595444 673.708133 \n",
-       "L 802.595444 673.213457 \n",
-       "L 802.595444 672.71878 \n",
-       "L 802.595444 672.224104 \n",
-       "L 802.595444 671.729427 \n",
-       "L 802.595444 671.234751 \n",
-       "L 802.595444 670.740074 \n",
-       "L 802.595444 670.245398 \n",
-       "L 802.595444 669.750721 \n",
-       "L 802.595444 669.256045 \n",
-       "L 802.595444 668.761368 \n",
-       "L 802.595444 668.266692 \n",
-       "L 802.595444 667.772015 \n",
-       "L 802.595444 667.277339 \n",
-       "L 802.595444 666.782662 \n",
-       "L 802.595444 666.287986 \n",
-       "L 802.595444 665.793309 \n",
-       "L 802.595444 665.298633 \n",
-       "L 802.595444 664.803956 \n",
-       "L 802.595444 664.30928 \n",
-       "L 802.595444 663.814603 \n",
-       "L 802.595444 663.319927 \n",
-       "L 802.595444 662.82525 \n",
-       "L 802.595444 662.330574 \n",
-       "L 802.595444 661.835897 \n",
-       "L 802.595444 661.341221 \n",
-       "L 802.595444 660.846544 \n",
-       "L 802.595444 660.351868 \n",
-       "L 802.595444 659.857191 \n",
-       "L 802.595444 659.362515 \n",
-       "L 802.595444 658.867838 \n",
-       "L 802.595444 658.373162 \n",
-       "L 802.595444 657.878485 \n",
-       "L 802.595444 657.383809 \n",
-       "L 802.595444 656.889132 \n",
-       "L 802.595444 656.394456 \n",
-       "L 802.595444 655.899779 \n",
-       "L 802.595444 655.405103 \n",
-       "L 802.595444 654.910426 \n",
-       "L 802.595444 654.41575 \n",
-       "L 802.595444 653.921073 \n",
-       "L 802.595444 653.426397 \n",
-       "L 802.595444 652.93172 \n",
-       "L 802.595444 652.437044 \n",
-       "L 802.595444 651.942367 \n",
-       "L 802.595444 651.447691 \n",
-       "L 802.595444 650.953014 \n",
-       "L 802.595444 650.458338 \n",
-       "L 802.595444 649.963661 \n",
-       "L 802.595444 649.468985 \n",
-       "L 802.595444 648.974308 \n",
-       "L 802.595444 648.479632 \n",
-       "L 802.595444 647.984955 \n",
-       "L 802.595444 647.490279 \n",
-       "L 802.595444 646.995602 \n",
-       "L 802.595444 646.500926 \n",
-       "L 802.595444 646.006249 \n",
-       "L 802.595444 645.511573 \n",
-       "L 802.595444 645.016896 \n",
-       "L 802.595444 644.52222 \n",
-       "L 802.595444 644.027544 \n",
-       "L 802.595444 643.532867 \n",
-       "L 802.595444 643.038191 \n",
-       "L 802.595444 642.543514 \n",
-       "L 802.595444 642.048838 \n",
-       "L 802.595444 641.554161 \n",
-       "L 802.595444 641.059485 \n",
-       "L 802.595444 640.564808 \n",
-       "L 802.595444 640.070132 \n",
-       "L 802.595444 639.575455 \n",
-       "L 802.595444 639.080779 \n",
-       "L 802.595444 638.586102 \n",
-       "L 802.595444 638.091426 \n",
-       "L 802.595444 637.596749 \n",
-       "L 802.595444 637.102073 \n",
-       "L 802.595444 636.607396 \n",
-       "L 802.595444 636.11272 \n",
-       "L 802.595444 635.618043 \n",
-       "L 802.595444 635.123367 \n",
-       "L 802.595444 634.62869 \n",
-       "L 802.595444 634.134014 \n",
-       "L 802.595444 633.639337 \n",
-       "L 802.595444 633.144661 \n",
-       "L 802.595444 632.649984 \n",
-       "L 802.595444 632.155308 \n",
-       "L 802.595444 631.660631 \n",
-       "L 802.595444 631.165955 \n",
-       "L 802.595444 630.671278 \n",
-       "L 802.595444 630.176602 \n",
-       "L 802.595444 629.681925 \n",
-       "L 802.595444 629.187249 \n",
-       "L 802.595444 628.692572 \n",
-       "L 802.595444 628.197896 \n",
-       "L 802.595444 627.703219 \n",
-       "L 802.595444 627.208543 \n",
-       "L 802.595444 626.713866 \n",
-       "L 802.595444 626.21919 \n",
-       "L 802.595444 625.724513 \n",
-       "L 802.595444 625.229837 \n",
-       "L 802.595444 624.73516 \n",
-       "L 802.595444 624.240484 \n",
-       "L 802.595444 623.745807 \n",
-       "L 802.595444 623.251131 \n",
-       "L 802.595444 622.756454 \n",
-       "L 802.595444 622.261778 \n",
-       "L 802.595444 621.767101 \n",
-       "L 802.595444 621.272425 \n",
-       "L 802.595444 620.777748 \n",
-       "L 802.595444 620.283072 \n",
-       "L 802.595444 619.788395 \n",
-       "L 802.595444 619.293719 \n",
-       "L 802.595444 618.799042 \n",
-       "L 802.595444 618.304366 \n",
-       "L 802.595444 617.809689 \n",
-       "L 802.595444 617.315013 \n",
-       "L 802.595444 616.820336 \n",
-       "L 802.595444 616.32566 \n",
-       "L 802.595444 615.830983 \n",
-       "L 802.595444 615.336307 \n",
-       "L 798.149125 615.336307 \n",
-       "L 797.231444 615.336307 \n",
-       "L 797.231444 615.830983 \n",
-       "L 797.231444 616.32566 \n",
-       "L 797.231444 616.820336 \n",
-       "L 797.231444 617.315013 \n",
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-       "L 797.231444 618.304366 \n",
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-       "L 797.231444 619.293719 \n",
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-       "L 797.231444 630.176602 \n",
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-       "L 797.231444 640.070132 \n",
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-       "L 804.101125 615.336307 \n",
-       "L 802.595444 615.336307 \n",
-       "L 802.595444 615.830983 \n",
-       "L 802.595444 616.32566 \n",
-       "L 802.595444 616.820336 \n",
-       "L 802.595444 617.315013 \n",
-       "L 802.595444 617.809689 \n",
-       "L 802.595444 618.304366 \n",
-       "L 802.595444 618.799042 \n",
-       "L 802.595444 619.293719 \n",
-       "L 802.595444 619.788395 \n",
-       "L 802.595444 620.283072 \n",
-       "L 802.595444 620.777748 \n",
-       "L 802.595444 621.272425 \n",
-       "L 802.595444 621.767101 \n",
-       "L 802.595444 622.261778 \n",
-       "L 802.595444 622.756454 \n",
-       "L 802.595444 623.251131 \n",
-       "L 802.595444 623.745807 \n",
-       "L 802.595444 624.240484 \n",
-       "L 802.595444 624.73516 \n",
-       "L 802.595444 625.229837 \n",
-       "L 802.595444 625.724513 \n",
-       "L 802.595444 626.21919 \n",
-       "L 802.595444 626.713866 \n",
-       "L 802.595444 627.208543 \n",
-       "L 802.595444 627.703219 \n",
-       "L 802.595444 628.197896 \n",
-       "L 802.595444 628.692572 \n",
-       "L 802.595444 629.187249 \n",
-       "L 802.595444 629.681925 \n",
-       "L 802.595444 630.176602 \n",
-       "L 802.595444 630.671278 \n",
-       "L 802.595444 631.165955 \n",
-       "L 802.595444 631.660631 \n",
-       "L 802.595444 632.155308 \n",
-       "L 802.595444 632.649984 \n",
-       "L 802.595444 633.144661 \n",
-       "L 802.595444 633.639337 \n",
-       "L 802.595444 634.134014 \n",
-       "L 802.595444 634.62869 \n",
-       "L 802.595444 635.123367 \n",
-       "L 802.595444 635.618043 \n",
-       "L 802.595444 636.11272 \n",
-       "L 802.595444 636.607396 \n",
-       "L 802.595444 637.102073 \n",
-       "L 802.595444 637.596749 \n",
-       "L 802.595444 638.091426 \n",
-       "L 802.595444 638.586102 \n",
-       "L 802.595444 639.080779 \n",
-       "L 802.595444 639.575455 \n",
-       "L 802.595444 640.070132 \n",
-       "L 802.595444 640.564808 \n",
-       "L 802.595444 641.059485 \n",
-       "L 802.595444 641.554161 \n",
-       "L 802.595444 642.048838 \n",
-       "L 802.595444 642.543514 \n",
-       "L 802.595444 643.038191 \n",
-       "L 802.595444 643.532867 \n",
-       "L 802.595444 644.027544 \n",
-       "L 802.595444 644.52222 \n",
-       "L 802.595444 645.016896 \n",
-       "L 802.595444 645.511573 \n",
-       "L 802.595444 646.006249 \n",
-       "L 802.595444 646.500926 \n",
-       "L 802.595444 646.995602 \n",
-       "L 802.595444 647.490279 \n",
-       "L 802.595444 647.984955 \n",
-       "L 802.595444 648.479632 \n",
-       "L 802.595444 648.974308 \n",
-       "L 802.595444 649.468985 \n",
-       "L 802.595444 649.963661 \n",
-       "L 802.595444 650.458338 \n",
-       "L 802.595444 650.953014 \n",
-       "L 802.595444 651.447691 \n",
-       "L 802.595444 651.942367 \n",
-       "L 802.595444 652.437044 \n",
-       "L 802.595444 652.93172 \n",
-       "L 802.595444 653.426397 \n",
-       "L 802.595444 653.921073 \n",
-       "L 802.595444 654.41575 \n",
-       "L 802.595444 654.910426 \n",
-       "L 802.595444 655.405103 \n",
-       "L 802.595444 655.899779 \n",
-       "L 802.595444 656.394456 \n",
-       "L 802.595444 656.889132 \n",
-       "L 802.595444 657.383809 \n",
-       "L 802.595444 657.878485 \n",
-       "L 802.595444 658.373162 \n",
-       "L 802.595444 658.867838 \n",
-       "L 802.595444 659.362515 \n",
-       "L 802.595444 659.857191 \n",
-       "L 802.595444 660.351868 \n",
-       "L 802.595444 660.846544 \n",
-       "L 802.595444 661.341221 \n",
-       "L 802.595444 661.835897 \n",
-       "L 802.595444 662.330574 \n",
-       "L 802.595444 662.82525 \n",
-       "L 802.595444 663.319927 \n",
-       "L 802.595444 663.814603 \n",
-       "L 802.595444 664.30928 \n",
-       "L 802.595444 664.803956 \n",
-       "L 802.595444 665.298633 \n",
-       "L 802.595444 665.793309 \n",
-       "L 802.595444 666.287986 \n",
-       "L 802.595444 666.782662 \n",
-       "L 802.595444 667.277339 \n",
-       "L 802.595444 667.772015 \n",
-       "L 802.595444 668.266692 \n",
-       "L 802.595444 668.761368 \n",
-       "L 802.595444 669.256045 \n",
-       "L 802.595444 669.750721 \n",
-       "L 802.595444 670.245398 \n",
-       "L 802.595444 670.740074 \n",
-       "L 802.595444 671.234751 \n",
-       "L 802.595444 671.729427 \n",
-       "L 802.595444 672.224104 \n",
-       "L 802.595444 672.71878 \n",
-       "L 802.595444 673.213457 \n",
-       "L 802.595444 673.708133 \n",
-       "L 802.595444 674.20281 \n",
-       "L 802.595444 674.697486 \n",
-       "L 802.595444 675.192163 \n",
-       "L 802.595444 675.686839 \n",
-       "L 802.595444 676.181516 \n",
-       "L 802.595444 676.676192 \n",
-       "L 802.595444 677.170869 \n",
-       "L 802.595444 677.665545 \n",
-       "L 802.595444 678.160222 \n",
-       "L 802.595444 678.654898 \n",
-       "L 802.595444 679.149575 \n",
-       "L 802.595444 679.644251 \n",
-       "L 802.595444 680.138928 \n",
-       "L 802.595444 680.633604 \n",
-       "L 802.595444 681.128281 \n",
-       "L 802.595444 681.622957 \n",
-       "L 802.595444 682.117634 \n",
-       "L 802.595444 682.61231 \n",
-       "L 802.595444 683.106987 \n",
-       "L 802.595444 683.601663 \n",
-       "L 802.595444 684.09634 \n",
-       "L 802.595444 684.591016 \n",
-       "L 802.595444 685.085693 \n",
-       "L 802.595444 685.580369 \n",
-       "L 802.595444 686.075046 \n",
-       "L 802.595444 686.569722 \n",
-       "L 802.595444 687.064399 \n",
-       "L 802.595444 687.559075 \n",
-       "L 802.595444 688.053752 \n",
-       "L 802.595444 688.548428 \n",
-       "L 802.595444 689.043105 \n",
-       "L 802.595444 689.537781 \n",
-       "L 802.595444 690.032458 \n",
-       "L 802.595444 690.527134 \n",
-       "L 802.595444 691.021811 \n",
-       "L 802.595444 691.516487 \n",
-       "L 802.595444 692.011163 \n",
-       "L 802.595444 692.50584 \n",
-       "L 802.595444 693.000516 \n",
-       "L 802.595444 693.495193 \n",
-       "L 802.595444 693.989869 \n",
-       "L 802.595444 694.484546 \n",
-       "L 802.595444 694.979222 \n",
-       "L 802.595444 695.473899 \n",
-       "L 802.595444 695.968575 \n",
-       "L 802.595444 696.463252 \n",
-       "L 802.595444 696.957928 \n",
-       "L 802.595444 697.452605 \n",
-       "L 802.595444 697.947281 \n",
-       "L 802.595444 698.441958 \n",
-       "L 802.595444 698.936634 \n",
-       "L 802.595444 699.431311 \n",
-       "L 802.595444 699.925987 \n",
-       "L 802.595444 700.420664 \n",
-       "L 802.595444 700.91534 \n",
-       "L 802.595444 701.410017 \n",
-       "L 802.595444 701.904693 \n",
-       "L 802.595444 702.39937 \n",
-       "L 802.595444 702.894046 \n",
-       "L 802.595444 703.388723 \n",
-       "L 802.595444 703.883399 \n",
-       "L 802.595444 704.378076 \n",
-       "L 802.595444 704.872752 \n",
-       "L 802.595444 705.367429 \n",
-       "L 802.595444 705.862105 \n",
-       "L 802.595444 706.356782 \n",
-       "L 802.595444 706.851458 \n",
-       "L 802.595444 707.346135 \n",
-       "L 802.595444 707.840811 \n",
-       "L 802.595444 708.335488 \n",
-       "L 802.595444 708.830164 \n",
-       "L 802.595444 709.324841 \n",
-       "L 802.595444 709.819517 \n",
-       "L 802.595444 710.314194 \n",
-       "L 802.595444 710.80887 \n",
-       "L 802.595444 711.303547 \n",
-       "L 802.595444 711.798223 \n",
-       "L 802.595444 712.2929 \n",
-       "L 802.595444 712.787576 \n",
-       "L 802.595444 713.282253 \n",
-       "L 802.595444 713.776929 \n",
-       "L 802.595444 714.271606 \n",
-       "L 802.595444 714.766282 \n",
-       "L 802.595444 715.260959 \n",
-       "L 802.595444 715.755635 \n",
-       "L 802.595444 716.250312 \n",
-       "L 802.595444 716.744988 \n",
-       "L 802.595444 717.239665 \n",
-       "L 802.595444 717.734341 \n",
-       "L 802.595444 718.229018 \n",
-       "L 802.595444 718.723694 \n",
-       "L 802.595444 719.218371 \n",
-       "L 802.595444 719.713047 \n",
-       "L 802.595444 720.207724 \n",
-       "L 802.595444 720.7024 \n",
-       "L 802.595444 721.197077 \n",
-       "L 802.595444 721.691753 \n",
-       "L 802.595444 722.18643 \n",
-       "L 802.595444 722.681106 \n",
-       "L 802.595444 723.175783 \n",
-       "L 802.595444 723.670459 \n",
-       "L 802.595444 724.165136 \n",
-       "L 802.595444 724.659812 \n",
-       "L 802.595444 725.154489 \n",
-       "L 802.595444 725.649165 \n",
-       "L 802.595444 726.143842 \n",
-       "L 802.595444 726.638518 \n",
-       "L 802.595444 727.133195 \n",
-       "L 802.595444 727.627871 \n",
-       "L 802.595444 728.122548 \n",
-       "L 802.595444 728.617224 \n",
-       "L 802.595444 729.111901 \n",
-       "L 802.595444 729.606577 \n",
-       "L 802.595444 730.101254 \n",
-       "L 802.595444 730.59593 \n",
-       "L 802.595444 731.090607 \n",
-       "L 802.595444 731.585283 \n",
-       "L 802.595444 732.07996 \n",
-       "L 802.595444 732.574636 \n",
-       "L 802.595444 733.069313 \n",
-       "L 802.595444 733.563989 \n",
-       "L 802.595444 734.058666 \n",
-       "L 802.595444 734.553342 \n",
-       "L 802.595444 735.048019 \n",
-       "L 802.595444 735.542695 \n",
-       "L 802.595444 736.037372 \n",
-       "L 802.595444 736.532048 \n",
-       "L 802.595444 737.026725 \n",
-       "L 802.595444 737.521401 \n",
-       "L 802.595444 738.016077 \n",
-       "L 802.595444 738.510754 \n",
-       "L 802.595444 739.00543 \n",
-       "L 802.595444 739.500107 \n",
-       "L 802.595444 739.994783 \n",
-       "L 802.595444 740.48946 \n",
-       "L 802.595444 740.984136 \n",
-       "L 802.595444 741.478813 \n",
-       "L 802.595444 741.973489 \n",
-       "L 802.595444 742.468166 \n",
-       "L 802.595444 742.962842 \n",
-       "L 802.595444 743.457519 \n",
-       "L 802.595444 743.952195 \n",
-       "L 802.595444 744.446872 \n",
-       "L 802.595444 744.941548 \n",
-       "L 802.595444 745.436225 \n",
-       "L 802.595444 745.930901 \n",
-       "L 802.595444 746.425578 \n",
-       "L 802.595444 746.920254 \n",
-       "L 802.595444 747.414931 \n",
-       "L 802.595444 747.909607 \n",
-       "L 802.595444 748.404284 \n",
-       "L 802.595444 748.89896 \n",
-       "L 802.595444 749.393637 \n",
-       "L 802.595444 749.888313 \n",
-       "L 802.595444 750.38299 \n",
-       "L 802.595444 750.877666 \n",
-       "L 802.595444 751.372343 \n",
-       "L 802.595444 751.867019 \n",
-       "L 802.595444 752.361696 \n",
-       "L 802.595444 752.856372 \n",
-       "L 802.595444 753.351049 \n",
-       "L 802.595444 753.845725 \n",
-       "L 802.595444 754.340402 \n",
-       "L 802.595444 754.835078 \n",
-       "L 802.595444 755.329755 \n",
-       "L 802.595444 755.824431 \n",
-       "L 802.595444 756.319108 \n",
-       "L 802.595444 756.813784 \n",
-       "L 802.595444 757.308461 \n",
-       "L 802.595444 757.803137 \n",
-       "L 802.595444 758.297814 \n",
-       "L 802.595444 758.79249 \n",
-       "L 802.595444 759.287167 \n",
-       "L 802.595444 759.781843 \n",
-       "L 802.595444 760.27652 \n",
-       "L 802.595444 760.771196 \n",
-       "L 802.595444 761.265873 \n",
-       "L 802.595444 761.760549 \n",
-       "L 802.595444 762.255226 \n",
-       "L 802.595444 762.749902 \n",
-       "L 802.595444 763.244579 \n",
-       "L 802.595444 763.739255 \n",
-       "L 802.595444 764.233932 \n",
-       "L 802.595444 764.728608 \n",
-       "L 802.595444 765.223285 \n",
-       "L 802.595444 765.717961 \n",
-       "L 802.595444 766.212638 \n",
-       "L 802.595444 766.707314 \n",
-       "L 802.595444 767.201991 \n",
-       "L 802.595444 767.696667 \n",
-       "L 802.595444 768.191344 \n",
-       "L 802.595444 768.68602 \n",
-       "L 802.595444 769.180697 \n",
-       "L 802.595444 769.675373 \n",
-       "L 802.595444 770.17005 \n",
-       "L 802.595444 770.664726 \n",
-       "L 802.595444 771.159403 \n",
-       "L 802.595444 771.654079 \n",
-       "L 802.595444 772.148756 \n",
-       "L 802.595444 772.643432 \n",
-       "L 802.595444 773.138109 \n",
-       "L 802.595444 773.632785 \n",
-       "L 802.595444 774.127462 \n",
-       "L 802.595444 774.622138 \n",
-       "L 802.595444 775.116815 \n",
-       "L 802.595444 775.611491 \n",
-       "L 802.595444 776.106168 \n",
-       "L 802.595444 776.600844 \n",
-       "L 802.595444 777.095521 \n",
-       "L 802.595444 777.590197 \n",
-       "L 802.595444 778.084874 \n",
-       "L 802.595444 778.57955 \n",
-       "L 802.595444 779.074227 \n",
-       "L 802.595444 779.568903 \n",
-       "L 802.595444 780.06358 \n",
-       "L 802.595444 780.558256 \n",
-       "L 802.595444 781.052933 \n",
-       "L 802.595444 781.547609 \n",
-       "L 802.595444 782.042286 \n",
-       "L 802.595444 782.536962 \n",
-       "L 802.595444 783.031639 \n",
-       "L 802.595444 783.526315 \n",
-       "L 802.595444 784.020992 \n",
-       "L 802.595444 784.515668 \n",
-       "L 802.595444 785.010344 \n",
-       "L 802.595444 785.505021 \n",
-       "L 802.595444 785.999697 \n",
-       "L 802.595444 786.494374 \n",
-       "L 802.595444 786.98905 \n",
-       "L 802.595444 787.483727 \n",
-       "L 802.595444 787.978403 \n",
-       "L 802.595444 788.47308 \n",
-       "L 802.595444 788.967756 \n",
-       "L 802.595444 789.462433 \n",
-       "L 802.595444 789.957109 \n",
-       "L 802.595444 790.451786 \n",
-       "L 802.595444 790.946462 \n",
-       "L 802.595444 791.441139 \n",
-       "L 802.595444 791.935815 \n",
-       "L 802.595444 792.430492 \n",
-       "L 802.595444 792.925168 \n",
-       "L 802.595444 793.419845 \n",
-       "L 802.595444 793.914521 \n",
-       "L 802.595444 794.409198 \n",
-       "L 802.595444 794.903874 \n",
-       "L 802.595444 795.398551 \n",
-       "L 802.595444 795.893227 \n",
-       "L 802.595444 796.387904 \n",
-       "L 802.595444 796.88258 \n",
-       "L 802.595444 797.377257 \n",
-       "L 802.595444 797.871933 \n",
-       "L 802.595444 798.36661 \n",
-       "L 802.595444 798.861286 \n",
-       "L 802.595444 799.355963 \n",
-       "L 802.595444 799.850639 \n",
-       "L 802.595444 800.345316 \n",
-       "L 802.595444 800.839992 \n",
-       "L 802.595444 801.334669 \n",
-       "L 802.595444 801.829345 \n",
-       "L 802.595444 802.324022 \n",
-       "L 802.595444 802.818698 \n",
-       "L 802.595444 803.313375 \n",
-       "L 802.595444 803.808051 \n",
-       "L 802.595444 804.302728 \n",
-       "L 802.595444 804.797404 \n",
-       "L 802.595444 805.292081 \n",
-       "L 802.595444 805.786757 \n",
-       "L 802.595444 806.281434 \n",
-       "L 802.595444 806.77611 \n",
-       "L 802.595444 807.270787 \n",
-       "L 802.595444 807.765463 \n",
-       "L 802.595444 808.26014 \n",
-       "L 802.595444 808.754816 \n",
-       "L 802.595444 809.249493 \n",
-       "L 802.595444 809.744169 \n",
-       "L 802.595444 810.238846 \n",
-       "L 802.595444 810.733522 \n",
-       "L 802.595444 811.228199 \n",
-       "L 802.595444 811.722875 \n",
-       "L 802.595444 812.217552 \n",
-       "L 802.595444 812.712228 \n",
-       "L 802.595444 813.206905 \n",
-       "L 802.595444 813.701581 \n",
-       "L 802.595444 814.196258 \n",
-       "L 802.595444 814.690934 \n",
-       "L 802.595444 815.185611 \n",
-       "L 802.595444 815.680287 \n",
-       "L 802.595444 816.174964 \n",
-       "L 802.595444 816.66964 \n",
-       "L 802.595444 817.164317 \n",
-       "L 802.595444 817.658993 \n",
-       "L 802.595444 818.15367 \n",
-       "L 802.595444 818.648346 \n",
-       "L 802.595444 819.143023 \n",
-       "L 802.595444 819.637699 \n",
-       "L 802.595444 820.132376 \n",
-       "L 802.595444 820.627052 \n",
-       "L 802.595444 821.121729 \n",
-       "L 802.595444 821.616405 \n",
-       "L 802.595444 822.111082 \n",
-       "L 802.595444 822.605758 \n",
-       "L 802.595444 823.100435 \n",
-       "L 802.595444 823.595111 \n",
-       "L 802.595444 824.089788 \n",
-       "L 802.595444 824.584464 \n",
-       "L 802.595444 825.079141 \n",
-       "L 802.595444 825.573817 \n",
-       "L 802.595444 826.068494 \n",
-       "L 802.595444 826.56317 \n",
-       "L 802.595444 827.057847 \n",
-       "L 802.595444 827.552523 \n",
-       "L 802.595444 828.0472 \n",
-       "L 802.595444 828.541876 \n",
-       "L 802.595444 829.036553 \n",
-       "L 802.595444 829.531229 \n",
-       "L 802.595444 830.025906 \n",
-       "L 802.595444 830.520582 \n",
-       "L 802.595444 831.015258 \n",
-       "L 802.595444 831.509935 \n",
-       "L 802.595444 832.004611 \n",
-       "L 802.595444 832.499288 \n",
-       "L 802.595444 832.993964 \n",
-       "L 802.595444 833.488641 \n",
-       "L 802.595444 833.983317 \n",
-       "L 802.595444 834.477994 \n",
-       "L 802.595444 834.97267 \n",
-       "L 802.595444 835.467347 \n",
-       "L 802.595444 835.962023 \n",
-       "L 802.595444 836.4567 \n",
-       "L 802.595444 836.951376 \n",
-       "L 802.595444 837.446053 \n",
-       "L 802.595444 837.940729 \n",
-       "L 802.595444 838.435406 \n",
-       "L 802.595444 838.930082 \n",
-       "L 802.595444 839.424759 \n",
-       "L 802.595444 839.919435 \n",
-       "L 802.595444 840.414112 \n",
-       "L 802.595444 840.908788 \n",
-       "L 802.595444 841.403465 \n",
-       "L 802.595444 841.898141 \n",
-       "L 802.595444 842.392818 \n",
-       "L 802.595444 842.887494 \n",
-       "L 802.595444 843.382171 \n",
-       "L 802.595444 843.876847 \n",
-       "L 802.595444 844.371524 \n",
-       "L 802.595444 844.8662 \n",
-       "L 802.595444 845.360877 \n",
-       "L 802.595444 845.855553 \n",
-       "L 802.595444 846.35023 \n",
-       "L 802.595444 846.844906 \n",
-       "L 802.595444 847.339583 \n",
-       "L 802.595444 847.834259 \n",
-       "L 802.595444 848.328936 \n",
-       "L 802.595444 848.823612 \n",
-       "L 802.595444 849.318289 \n",
-       "L 802.595444 849.812965 \n",
-       "L 802.595444 850.307642 \n",
-       "L 802.595444 850.802318 \n",
-       "L 802.595444 851.296995 \n",
-       "L 802.595444 851.791671 \n",
-       "L 802.595444 852.286348 \n",
-       "L 802.595444 852.781024 \n",
-       "L 802.595444 853.275701 \n",
-       "L 802.595444 853.770377 \n",
-       "L 802.595444 854.265054 \n",
-       "L 802.595444 854.75973 \n",
-       "L 802.595444 855.254407 \n",
-       "L 802.595444 855.749083 \n",
-       "L 802.595444 856.24376 \n",
-       "L 802.595444 856.738436 \n",
-       "L 802.595444 857.233113 \n",
-       "L 802.595444 857.727789 \n",
-       "L 802.595444 858.222466 \n",
-       "L 802.595444 858.717142 \n",
-       "L 802.595444 859.211819 \n",
-       "L 802.595444 859.706495 \n",
-       "L 802.595444 860.201172 \n",
-       "L 802.595444 860.695848 \n",
-       "L 802.595444 861.190525 \n",
-       "L 802.595444 861.685201 \n",
-       "L 802.595444 862.179878 \n",
-       "L 802.595444 862.674554 \n",
-       "L 802.595444 863.169231 \n",
-       "L 802.595444 863.663907 \n",
-       "L 802.595444 864.158584 \n",
-       "L 802.595444 864.65326 \n",
-       "L 802.595444 865.147937 \n",
-       "L 802.595444 865.642613 \n",
-       "L 802.595444 866.13729 \n",
-       "L 802.595444 866.631966 \n",
-       "L 802.595444 867.126643 \n",
-       "L 802.595444 867.621319 \n",
-       "L 802.595444 868.115996 \n",
-       "L 802.595444 868.610672 \n",
-       "L 802.595444 869.105349 \n",
-       "L 802.595444 869.600025 \n",
-       "L 802.595444 870.094702 \n",
-       "L 802.595444 870.589378 \n",
-       "L 802.595444 871.084055 \n",
-       "L 802.595444 871.578731 \n",
-       "L 802.595444 872.073408 \n",
-       "L 802.595444 872.568084 \n",
-       "L 802.595444 873.062761 \n",
-       "L 802.595444 873.557437 \n",
-       "L 802.595444 874.052114 \n",
-       "L 802.595444 874.54679 \n",
-       "L 802.595444 875.041467 \n",
-       "L 802.595444 875.536143 \n",
-       "L 802.595444 876.03082 \n",
-       "L 802.595444 876.525496 \n",
-       "L 802.595444 877.020173 \n",
-       "L 802.595444 877.514849 \n",
-       "L 802.595444 878.009525 \n",
-       "L 802.595444 878.504202 \n",
-       "L 802.595444 878.998878 \n",
-       "L 802.595444 879.493555 \n",
-       "L 802.595444 879.988231 \n",
-       "L 802.595444 880.482908 \n",
-       "L 802.595444 880.977584 \n",
-       "L 802.595444 881.472261 \n",
-       "L 802.595444 881.966937 \n",
-       "L 802.595444 882.461614 \n",
-       "L 802.595444 882.95629 \n",
-       "L 802.595444 883.450967 \n",
-       "L 802.595444 883.945643 \n",
-       "L 802.595444 884.44032 \n",
-       "L 802.595444 884.934996 \n",
-       "L 802.595444 885.429673 \n",
-       "L 802.595444 885.924349 \n",
-       "L 802.595444 886.419026 \n",
-       "L 802.595444 886.913702 \n",
-       "L 802.595444 887.408379 \n",
-       "L 802.595444 887.903055 \n",
-       "L 802.595444 888.397732 \n",
-       "L 802.595444 888.892408 \n",
-       "L 802.595444 889.387085 \n",
-       "L 802.595444 889.881761 \n",
-       "L 802.595444 890.376438 \n",
-       "L 802.595444 890.871114 \n",
-       "L 802.595444 891.365791 \n",
-       "L 802.595444 891.860467 \n",
-       "L 802.595444 892.355144 \n",
-       "L 802.595444 892.84982 \n",
-       "L 802.595444 893.344497 \n",
-       "L 802.595444 893.839173 \n",
-       "L 802.595444 894.33385 \n",
-       "L 802.595444 894.828526 \n",
-       "L 802.595444 895.323203 \n",
-       "L 802.595444 895.817879 \n",
-       "L 802.595444 896.312556 \n",
-       "L 802.595444 896.807232 \n",
-       "L 802.595444 897.301909 \n",
-       "L 802.595444 897.796585 \n",
-       "L 802.595444 898.291262 \n",
-       "L 802.595444 898.785938 \n",
-       "L 802.595444 899.280615 \n",
-       "L 802.595444 899.775291 \n",
-       "L 802.595444 900.269968 \n",
-       "L 802.595444 900.764644 \n",
-       "L 802.595444 901.259321 \n",
-       "L 802.595444 901.753997 \n",
-       "L 802.595444 902.248674 \n",
-       "L 802.595444 902.74335 \n",
-       "L 802.595444 903.238027 \n",
-       "L 802.595444 903.732703 \n",
-       "L 802.595444 904.22738 \n",
-       "L 802.595444 904.722056 \n",
-       "L 802.595444 905.216733 \n",
-       "L 802.595444 905.711409 \n",
-       "L 802.595444 906.206086 \n",
-       "L 802.595444 906.700762 \n",
-       "L 802.595444 907.195439 \n",
-       "L 802.595444 907.690115 \n",
-       "L 802.595444 908.184792 \n",
-       "L 802.595444 908.679468 \n",
-       "L 802.595444 909.174145 \n",
-       "L 802.595444 909.668821 \n",
-       "L 802.595444 910.163498 \n",
-       "L 802.595444 910.658174 \n",
-       "L 802.595444 911.152851 \n",
-       "L 802.595444 911.647527 \n",
-       "L 802.595444 912.142204 \n",
-       "L 802.595444 912.63688 \n",
-       "L 802.595444 913.131557 \n",
-       "L 802.595444 913.626233 \n",
-       "L 802.595444 914.12091 \n",
-       "L 802.595444 914.615586 \n",
-       "L 802.595444 915.110263 \n",
-       "L 802.595444 915.604939 \n",
-       "L 802.595444 916.099616 \n",
-       "L 802.595444 916.594292 \n",
-       "L 802.595444 917.088969 \n",
-       "L 802.595444 917.583645 \n",
-       "L 802.595444 918.078322 \n",
-       "L 802.595444 918.572998 \n",
-       "L 802.595444 919.067675 \n",
-       "L 802.595444 919.562351 \n",
-       "L 802.595444 920.057028 \n",
-       "L 802.595444 920.551704 \n",
-       "L 802.595444 921.046381 \n",
-       "L 802.595444 921.541057 \n",
-       "L 802.595444 922.035734 \n",
-       "L 802.595444 922.53041 \n",
-       "L 802.595444 923.025087 \n",
-       "L 802.595444 923.519763 \n",
-       "L 802.595444 924.014439 \n",
-       "L 802.595444 924.509116 \n",
-       "L 802.595444 925.003792 \n",
-       "L 802.595444 925.498469 \n",
-       "L 802.595444 925.993145 \n",
-       "L 802.595444 926.487822 \n",
-       "L 802.595444 926.982498 \n",
-       "L 802.595444 927.477175 \n",
-       "L 802.595444 927.971851 \n",
-       "L 802.595444 928.466528 \n",
-       "L 802.595444 928.961204 \n",
-       "L 802.595444 929.455881 \n",
-       "L 802.595444 929.950557 \n",
-       "L 802.595444 930.445234 \n",
-       "L 802.595444 930.93991 \n",
-       "L 802.595444 931.434587 \n",
-       "L 802.595444 931.929263 \n",
-       "L 802.595444 932.42394 \n",
-       "L 802.595444 932.918616 \n",
-       "L 802.595444 933.413293 \n",
-       "L 802.595444 933.907969 \n",
-       "L 802.595444 934.402646 \n",
-       "L 802.595444 934.897322 \n",
-       "L 802.595444 935.391999 \n",
-       "L 802.595444 935.886675 \n",
-       "L 802.595444 936.381352 \n",
-       "L 802.595444 936.876028 \n",
-       "L 802.595444 937.370705 \n",
-       "L 802.595444 937.865381 \n",
-       "L 802.595444 938.360058 \n",
-       "L 802.595444 938.854734 \n",
-       "L 802.595444 939.349411 \n",
-       "L 802.595444 939.844087 \n",
-       "L 802.595444 940.338764 \n",
-       "L 802.595444 940.83344 \n",
-       "L 802.595444 941.328117 \n",
-       "L 802.595444 941.822793 \n",
-       "L 802.595444 942.31747 \n",
-       "L 802.595444 942.812146 \n",
-       "L 802.595444 943.306823 \n",
-       "L 802.595444 943.801499 \n",
-       "L 802.595444 944.296176 \n",
-       "L 802.595444 944.790852 \n",
-       "L 802.595444 945.285529 \n",
-       "L 802.595444 945.780205 \n",
-       "L 802.595444 946.274882 \n",
-       "L 802.595444 946.769558 \n",
-       "L 802.595444 947.264235 \n",
-       "L 802.595444 947.758911 \n",
-       "L 802.595444 948.253588 \n",
-       "L 802.595444 948.748264 \n",
-       "L 802.595444 949.242941 \n",
-       "L 802.595444 949.737617 \n",
-       "L 802.595444 950.232294 \n",
-       "L 802.595444 950.72697 \n",
-       "L 802.595444 951.221647 \n",
-       "L 802.595444 951.716323 \n",
-       "L 802.595444 952.211 \n",
-       "L 802.595444 952.705676 \n",
-       "L 802.595444 953.200353 \n",
-       "L 802.595444 953.695029 \n",
-       "L 802.595444 954.189706 \n",
-       "L 802.595444 954.684382 \n",
-       "L 802.595444 955.179059 \n",
-       "L 802.595444 955.673735 \n",
-       "L 802.595444 956.168412 \n",
-       "L 802.595444 956.663088 \n",
-       "L 802.595444 957.157765 \n",
-       "L 802.595444 957.652441 \n",
-       "L 802.595444 958.147118 \n",
-       "L 802.595444 958.641794 \n",
-       "L 802.595444 959.136471 \n",
-       "L 802.595444 959.631147 \n",
-       "L 802.595444 960.125824 \n",
-       "L 802.595444 960.6205 \n",
-       "L 802.595444 961.115177 \n",
-       "L 802.595444 961.609853 \n",
-       "L 802.595444 962.10453 \n",
-       "L 802.595444 962.599206 \n",
-       "L 802.595444 963.093883 \n",
-       "L 802.595444 963.588559 \n",
-       "L 802.595444 964.083236 \n",
-       "L 802.595444 964.577912 \n",
-       "L 802.595444 965.072589 \n",
-       "L 802.595444 965.567265 \n",
-       "L 802.595444 966.061942 \n",
-       "L 802.595444 966.556618 \n",
-       "L 802.595444 967.051295 \n",
-       "L 802.595444 967.545971 \n",
-       "L 802.595444 968.040648 \n",
-       "L 802.595444 968.535324 \n",
-       "L 802.595444 969.030001 \n",
-       "L 802.595444 969.524677 \n",
-       "L 802.595444 970.019354 \n",
-       "L 802.595444 970.51403 \n",
-       "L 802.595444 971.008706 \n",
-       "L 802.595444 971.503383 \n",
-       "L 802.595444 971.998059 \n",
-       "L 802.595444 972.492736 \n",
-       "L 802.595444 972.987412 \n",
-       "L 802.595444 973.482089 \n",
-       "L 802.595444 973.976765 \n",
-       "L 802.595444 974.471442 \n",
-       "L 802.595444 974.966118 \n",
-       "L 802.595444 975.460795 \n",
-       "L 802.595444 975.955471 \n",
-       "L 802.595444 976.450148 \n",
-       "L 802.595444 976.944824 \n",
-       "L 802.595444 977.439501 \n",
-       "L 802.595444 977.934177 \n",
-       "L 802.595444 978.428854 \n",
-       "L 802.595444 978.92353 \n",
-       "L 802.595444 979.418207 \n",
-       "L 802.595444 979.912883 \n",
-       "L 802.595444 980.40756 \n",
-       "L 802.595444 980.902236 \n",
-       "L 802.595444 981.396913 \n",
-       "L 802.595444 981.891589 \n",
-       "L 802.595444 982.386266 \n",
-       "L 802.595444 982.880942 \n",
-       "L 802.595444 983.375619 \n",
-       "L 802.595444 983.870295 \n",
-       "L 802.595444 984.364972 \n",
-       "L 802.595444 984.859648 \n",
-       "L 802.595444 985.354325 \n",
-       "L 802.595444 985.849001 \n",
-       "L 802.595444 986.343678 \n",
-       "L 802.595444 986.838354 \n",
-       "L 802.595444 987.333031 \n",
-       "L 802.595444 987.827707 \n",
-       "L 802.595444 988.322384 \n",
-       "L 802.595444 988.81706 \n",
-       "L 802.595444 989.311737 \n",
-       "L 802.595444 989.806413 \n",
-       "L 802.595444 990.30109 \n",
-       "L 802.595444 990.795766 \n",
-       "L 802.595444 991.290443 \n",
-       "L 802.595444 991.785119 \n",
-       "L 802.595444 992.279796 \n",
-       "L 802.595444 992.774472 \n",
-       "L 802.595444 993.269149 \n",
-       "L 802.595444 993.763825 \n",
-       "L 802.595444 994.258502 \n",
-       "L 802.595444 994.753178 \n",
-       "L 802.595444 995.247855 \n",
-       "L 802.595444 995.742531 \n",
-       "L 802.595444 996.237208 \n",
-       "L 802.595444 996.731884 \n",
-       "L 802.595444 997.226561 \n",
-       "L 802.595444 997.721237 \n",
-       "L 802.595444 998.215914 \n",
-       "L 802.595444 998.71059 \n",
-       "L 802.595444 999.205267 \n",
-       "L 802.595444 999.699943 \n",
-       "L 802.595444 1000.19462 \n",
-       "L 802.595444 1000.689296 \n",
-       "L 802.595444 1001.183973 \n",
-       "L 802.595444 1001.678649 \n",
-       "L 802.595444 1002.173326 \n",
-       "L 802.595444 1002.668002 \n",
-       "L 802.595444 1003.162679 \n",
-       "L 802.595444 1003.657355 \n",
-       "L 802.595444 1004.152032 \n",
-       "L 802.595444 1004.646708 \n",
-       "L 802.595444 1005.141385 \n",
-       "L 802.595444 1005.636061 \n",
-       "L 802.595444 1006.130738 \n",
-       "L 802.595444 1006.625414 \n",
-       "L 802.595444 1007.120091 \n",
-       "L 802.595444 1007.614767 \n",
-       "L 802.595444 1008.109444 \n",
-       "L 802.595444 1008.60412 \n",
-       "L 802.595444 1009.098797 \n",
-       "L 802.595444 1009.593473 \n",
-       "L 802.595444 1010.08815 \n",
-       "L 802.595444 1010.582826 \n",
-       "L 802.595444 1011.077503 \n",
-       "L 802.595444 1011.572179 \n",
-       "L 802.595444 1012.066856 \n",
-       "L 802.595444 1012.561532 \n",
-       "L 802.595444 1013.056209 \n",
-       "L 802.595444 1013.550885 \n",
-       "L 802.595444 1014.045562 \n",
-       "L 802.595444 1014.540238 \n",
-       "L 802.595444 1015.034915 \n",
-       "L 802.595444 1015.529591 \n",
-       "L 802.595444 1016.024268 \n",
-       "L 802.595444 1016.518944 \n",
-       "L 802.595444 1017.01362 \n",
-       "L 802.595444 1017.508297 \n",
-       "L 802.595444 1018.002973 \n",
-       "L 802.595444 1018.49765 \n",
-       "L 802.595444 1018.992326 \n",
-       "L 802.595444 1019.487003 \n",
-       "L 802.595444 1019.981679 \n",
-       "L 802.595444 1020.476356 \n",
-       "L 802.595444 1020.971032 \n",
-       "L 802.595444 1021.465709 \n",
-       "L 802.595444 1021.960385 \n",
-       "L 802.595444 1022.455062 \n",
-       "L 802.595444 1022.949738 \n",
-       "L 802.595444 1023.444415 \n",
-       "L 802.595444 1023.939091 \n",
-       "L 802.595444 1024.433768 \n",
-       "L 802.595444 1024.928444 \n",
-       "L 802.595444 1025.423121 \n",
-       "L 802.595444 1025.917797 \n",
-       "L 802.595444 1026.412474 \n",
-       "L 802.595444 1026.90715 \n",
-       "L 802.595444 1027.401827 \n",
-       "L 802.595444 1027.896503 \n",
-       "L 802.595444 1028.39118 \n",
-       "L 802.595444 1028.885856 \n",
-       "L 802.595444 1029.380533 \n",
-       "L 802.595444 1029.875209 \n",
-       "L 802.595444 1030.369886 \n",
-       "L 802.595444 1030.864562 \n",
-       "L 802.595444 1031.359239 \n",
-       "L 802.595444 1031.853915 \n",
-       "L 802.595444 1032.348592 \n",
-       "L 802.595444 1032.843268 \n",
-       "L 802.595444 1033.337945 \n",
-       "L 802.595444 1033.832621 \n",
-       "L 802.595444 1034.327298 \n",
-       "L 802.595444 1034.821974 \n",
-       "L 802.595444 1035.316651 \n",
-       "L 802.595444 1035.811327 \n",
-       "L 802.595444 1036.306004 \n",
-       "L 802.595444 1036.80068 \n",
-       "L 802.595444 1037.295357 \n",
-       "L 802.595444 1037.790033 \n",
-       "L 802.595444 1038.28471 \n",
-       "L 802.595444 1038.779386 \n",
-       "L 802.595444 1039.274063 \n",
-       "L 802.595444 1039.768739 \n",
-       "L 802.595444 1040.263416 \n",
-       "L 802.595444 1040.758092 \n",
-       "L 802.595444 1041.252769 \n",
-       "L 802.595444 1041.747445 \n",
-       "L 802.595444 1042.242122 \n",
-       "L 802.595444 1042.736798 \n",
-       "L 802.595444 1043.231475 \n",
-       "L 802.595444 1043.726151 \n",
-       "L 802.595444 1044.220828 \n",
-       "L 802.595444 1044.715504 \n",
-       "L 802.595444 1045.210181 \n",
-       "L 802.595444 1045.704857 \n",
-       "L 802.595444 1046.199534 \n",
-       "L 802.595444 1046.69421 \n",
-       "L 802.595444 1047.188887 \n",
-       "L 802.595444 1047.683563 \n",
-       "L 802.595444 1048.17824 \n",
-       "L 802.595444 1048.672916 \n",
-       "L 802.595444 1049.167593 \n",
-       "L 802.595444 1049.662269 \n",
-       "L 802.595444 1050.156946 \n",
-       "L 802.595444 1050.651622 \n",
-       "L 802.595444 1051.146299 \n",
-       "L 802.595444 1051.640975 \n",
-       "L 802.595444 1052.135652 \n",
-       "L 802.595444 1052.630328 \n",
-       "L 802.595444 1053.125005 \n",
-       "L 802.595444 1053.619681 \n",
-       "L 802.595444 1054.114358 \n",
-       "L 802.595444 1054.609034 \n",
-       "L 802.595444 1055.103711 \n",
-       "L 802.595444 1055.598387 \n",
-       "L 802.595444 1056.093064 \n",
-       "L 802.595444 1056.58774 \n",
-       "L 802.595444 1057.082417 \n",
-       "L 802.595444 1057.577093 \n",
-       "L 802.595444 1058.07177 \n",
-       "L 802.595444 1058.566446 \n",
-       "L 802.595444 1059.061123 \n",
-       "L 802.595444 1059.555799 \n",
-       "L 802.595444 1060.050476 \n",
-       "L 802.595444 1060.545152 \n",
-       "L 802.595444 1061.039829 \n",
-       "L 802.595444 1061.534505 \n",
-       "L 802.595444 1062.029182 \n",
-       "L 802.595444 1062.523858 \n",
-       "L 802.595444 1063.018535 \n",
-       "L 802.595444 1063.513211 \n",
-       "L 802.595444 1064.007887 \n",
-       "L 802.595444 1064.502564 \n",
-       "L 802.595444 1064.99724 \n",
-       "L 802.595444 1065.491917 \n",
-       "L 802.595444 1065.986593 \n",
-       "L 802.595444 1066.48127 \n",
-       "L 802.595444 1066.975946 \n",
-       "L 802.595444 1067.470623 \n",
-       "L 802.595444 1067.965299 \n",
-       "L 802.595444 1068.459976 \n",
-       "L 802.595444 1068.954652 \n",
-       "L 802.595444 1069.449329 \n",
-       "L 802.595444 1069.944005 \n",
-       "L 802.595444 1070.438682 \n",
-       "L 802.595444 1070.933358 \n",
-       "L 802.595444 1071.428035 \n",
-       "L 802.595444 1071.922711 \n",
-       "L 802.595444 1072.417388 \n",
-       "L 802.595444 1072.912064 \n",
-       "L 802.595444 1073.406741 \n",
-       "L 802.595444 1073.901417 \n",
-       "L 802.595444 1074.396094 \n",
-       "L 802.595444 1074.89077 \n",
-       "L 802.595444 1075.385447 \n",
-       "L 802.595444 1075.880123 \n",
-       "L 802.595444 1076.3748 \n",
-       "L 802.595444 1076.869476 \n",
-       "L 802.595444 1077.364153 \n",
-       "L 802.595444 1077.858829 \n",
-       "L 802.595444 1078.353506 \n",
-       "L 802.595444 1078.848182 \n",
-       "L 802.595444 1079.342859 \n",
-       "L 802.595444 1079.837535 \n",
-       "L 802.595444 1080.332212 \n",
-       "L 802.595444 1080.826888 \n",
-       "L 802.595444 1081.321565 \n",
-       "L 802.595444 1081.816241 \n",
-       "L 802.595444 1082.310918 \n",
-       "L 802.595444 1082.805594 \n",
-       "L 802.595444 1083.300271 \n",
-       "L 802.595444 1083.794947 \n",
-       "L 802.595444 1084.289624 \n",
-       "L 802.595444 1084.7843 \n",
-       "L 802.595444 1085.278977 \n",
-       "L 802.595444 1085.773653 \n",
-       "L 802.595444 1086.26833 \n",
-       "L 802.595444 1086.763006 \n",
-       "L 802.595444 1087.257683 \n",
-       "L 802.595444 1087.752359 \n",
-       "L 802.595444 1088.247036 \n",
-       "L 802.595444 1088.741712 \n",
-       "L 802.595444 1089.236389 \n",
-       "L 802.595444 1089.731065 \n",
-       "L 802.595444 1090.225742 \n",
-       "L 802.595444 1090.720418 \n",
-       "L 802.595444 1091.215095 \n",
-       "L 802.595444 1091.709771 \n",
-       "L 802.595444 1092.204448 \n",
-       "L 802.595444 1092.699124 \n",
-       "L 802.595444 1093.193801 \n",
-       "L 802.595444 1093.688477 \n",
-       "L 802.595444 1094.183154 \n",
-       "L 802.595444 1094.67783 \n",
-       "L 802.595444 1095.172507 \n",
-       "L 802.595444 1095.667183 \n",
-       "L 802.595444 1096.16186 \n",
-       "L 802.595444 1096.656536 \n",
-       "L 802.595444 1097.151213 \n",
-       "L 802.595444 1097.645889 \n",
-       "L 802.595444 1098.140566 \n",
-       "L 802.595444 1098.635242 \n",
-       "L 802.595444 1099.129919 \n",
-       "L 802.595444 1099.624595 \n",
-       "L 802.595444 1100.119272 \n",
-       "L 802.595444 1100.613948 \n",
-       "L 802.595444 1101.108625 \n",
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-       "L 839.728007 1109.023449 \n",
-       "z\n",
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\n",
       "text/plain": [
        "<Figure size 1440x1440 with 4 Axes>"
       ]
diff --git a/models/v3/model/__pycache__/config.cpython-37.pyc b/models/v3/model/__pycache__/config.cpython-37.pyc
index ac10a8e85914b449f004f8d23c5ed2d23c123013..e58725d6c5be2952d594f8555d7127db7ec1d96b 100644
GIT binary patch
delta 210
zcmey#wTe^2iI<m)0SLHjZR6iDGcY^`abSQA$Z!DS;wKCfHE!{x2&M?NFhnV(Fa|Sd
z3QtaBd?Ovjo0*qcl9`wjUtE${l6s4^I5jn;xQHL9Y4UQWnQRh3Mv=s1H|A&|HIP9}
zK!Sm-ND4@5Do@_b{DV<^@){ONCo!PFE#}mUf+)Vkf`Zh%l=$TQytK^pVzAO8h%rDl
b5SAoJHHS@ZeoARhsvRScS8OoZiq#kZlrS)U

delta 407
zcmXw!%SyvQ6o%)dO^l^2HTGiK2&MIsY;<3Xh`4kiC<qY=p)-|en#M_^Z8swI1tcpU
zK_9?}$-<3WSFUs+c+$%m=HvY5I`g*to6!$*xeP&j{ob=ek&w?sEKEk{0B_KOXFaCF
zGgdqzm&ay<DXekboB(TBO}0T-P-#?A$wUCcHrW<kRSB{<WogPXa#1BF-L%psw;$((
zu2J=gnA;RiiBXLT@C9-72i4ZNbYgS67u5Am-|IS8JO0S1x9YrzFN(p7p=XNS(4&DV
z1)=Y|BXh}PgZn<ei7LX2RKqe}i{6C`WjFbQfFKfIM;dz6O#MJL($eZf1p{%44Sh3j
z`#$riHCq?N(Bb7IDf-;;2BzY8&cLx<XUwemqBuW~S$DP@vS2!$&o*P{%+rz?a=X{3
dq09CGRnSJrki{cMk7*;Dfvivv@*sgG`~yh1WO)Dp

diff --git a/models/v3/model/__pycache__/state_variables.cpython-37.pyc b/models/v3/model/__pycache__/state_variables.cpython-37.pyc
index 23f686a5abe73fe456feed929485dcd035fca643..dc9573aafb1d3214049d52371011d24f39e225cc 100644
GIT binary patch
delta 290
zcmeBRImg21#LLUY00ccXw(&a56Zs_SGl0Alh7`seh7btN7{ZXsl**jKB*_3InZYCr
zm}CW$Y?2JktUwuv7(0>-P(*?ug+m0S52!YU6AHQJa7MADa0fGJ^1NgOTBpf)i&5(q
zW8N*s+*^*UX{C87#Zhd<r3D2!mABXm5{nXZi*Iojr{<Mp<^qZISu;W4rTt5g!!<c?
zvFD|hl;;;^7qJ5QMeGxIbTG0`c4U+ni4w}p%Ph%E%*m`ujfX0loWQ8U#s^Z!H@S;3
cO-2I9<Y44r=3``I1YtHtAx1VPCPokh04cFU{{R30

delta 219
zcmX@d(!s*##LLUY00ae}tm6xrCh|$tdjNSU3@MB`3?UGj5lAzoGNmv}G5|>yFv$ug
zfg%zNDQqGjaiB;F6BM$~;f!KV;Rt5X<b25pG)|N87NgcnkTthh(@OJFif?fir{<Mp
z<^qXZY{jJo1v!=Jvu1+8OJRFW&RgtxsU_w4McG9xKs`mQ6Q6Z3vP{lrl%KqaQH6~M
fB*ruO3}c#v2$0Fa$id9S$OeQ$jBHFyj35XASidqO

diff --git a/models/v3/model/config.py b/models/v3/model/config.py
index 82ecb7b..0d2dbbe 100644
--- a/models/v3/model/config.py
+++ b/models/v3/model/config.py
@@ -34,16 +34,7 @@ exp.append_configs(
 )
 
 
-# Initialize network x
-for c in configs:
-    c.initial_state = deepcopy(c.initial_state)
-
-    print("Params (config.py) : ", c.sim_config['M'])
-
-    c.initial_state['network'] = initialize_network(initial_values['n'],initial_values['m'],
-                                            initial_values['funds'],
-                                            initial_values['supply'],c.sim_config['M'])
-
+    
 def get_configs():
     '''
     Function to extract the configuration information for display in a notebook.
diff --git a/models/v3/model/parts/__pycache__/sys_params.cpython-37.pyc b/models/v3/model/parts/__pycache__/sys_params.cpython-37.pyc
index 0fb56dd7ba08f23737c89e192095de26761aaea9..6199b025b0d7076343e337bed34f2895cacc7155 100644
GIT binary patch
delta 343
zcmZXNJxjwt7{_zDm!55s*0<u=Nhox17Se!=n~PhPa`GIPKpMj}6;#B6pCEKnvWmL+
zJsjNSHr@Iq#0zu~{r~wrFYvs4kY^ek`F`86DsRHcA*+JD+r)O@0Lq*gNf+EZ6l1_K
z0TNT7z@P;jHYAorQfSv0IyH-##0p7bp$dU#@h!ocuFXBm=9;a#6Sn}JI>YT%^ZZ0T
z+&6lQ)OBy?_4xA&A{FN0<F{Nz)nb1a8*(N~VX#il4Ha3Dh#{+<2HdbhXfd5tU!$%j
z_LQbgU^XlVXffu7=JRQBY23UpIL*sHLncV`v`j@dxe(c0&a`JYUmV?UuJo7hNF9u9
R$uUQS5ay!a_BcWR{R2VPP{RNK

delta 238
zcmZ3%dV__}iI<m)0SFR5S;uFyPUMq_@&ocx7*ZH>7@`<cm{OQiSW;M1*izW%utqVZ
zaHKP)Z~`$G5OV`D4-oT0F&~iT2Vwyz7M#N!#hk(z%%Cas5@dzn#I0(KtP?*dOq?Y%
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sm{Xcse2c9hu_!UOcqK!TDA33v(aC~L=_(39CI<@>BLs4AvM^#o0B9~aWdHyG

diff --git a/models/v3/model/parts/__pycache__/system.cpython-37.pyc b/models/v3/model/parts/__pycache__/system.cpython-37.pyc
index b2a73bdca2029dca9c0920aaa420c4169d4dd512..6b78bf9335123dc66686a6d4e2f1148ec6528e83 100644
GIT binary patch
delta 696
zcma))%WD%+6vpql^XQ$)%w$MXlA1oKEn+H)7V9Gz(SlV|Q(d?aQ9@;knA+)ZGa`i<
zEEGgnJ`RY>RP4r;kd<x(p&J+O++^!oDE<YW8z10f;VgdKJLfy+`_3>p`f}8rbzPg$
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lDZJ;M7^^9ly289dLt#NdiKS0pDUV;g5$lxLBYa^B>l;{tivR!s

delta 674
zcma)(PiPZC6vpSx?xwSw-MDQxZnU*nTa*<FYK?zFtWXWwn)Fo9p|C|v?IuiCB(kfA
zB6yO<2OcFY3f=>P;K_TBddOAq=*fcz56%msqCIpDKW65A@B7{`ucmOyS#%tWsrBP?
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z?bZB#CKdc-pBa5jT^Z^E)dRAMdrqZvOP!@ha1{dczhS8~oMNc_dz2T>iTo2)ZV!K5
znF=+C;Ij6|_}GDshss}XtmdX?p6z2yUl6zhBf7uY>c{}MbLFFDN?0N+6RLz7VFkbB
Nisn^uQn(@`%%6=thZX<;

diff --git a/models/v3/model/parts/__pycache__/utils.cpython-37.pyc b/models/v3/model/parts/__pycache__/utils.cpython-37.pyc
index 5f5bc071d64dbf21bce973bb55b3e7761a9c8a3f..616f935bdb6daa8ddf0df6b9d7290ab289bd2680 100644
GIT binary patch
delta 48
zcmdm5wzZ7giI<m)0SMfyY&UW*v|x;yyw>6_<MqwmmfnnP*MSm60+ToL3QvA-<puy~
C`44LV

delta 48
zcmdm5wzZ7giI<m)0SJojS#RWCXu)`E@>+|#j5juSTY59H-2h1lOy0;VJo&wq8vu!e
B5PARr

diff --git a/models/v3/model/parts/sys_params.py b/models/v3/model/parts/sys_params.py
index 0822509..706a5a5 100644
--- a/models/v3/model/parts/sys_params.py
+++ b/models/v3/model/parts/sys_params.py
@@ -1,23 +1,35 @@
 import numpy as np
 
+# Define parameter values
+beta = int(0.2) # maximum share of funds a proposal can take
+rho = 0.0025 # tuning param for the trigger function
+# Alpha from solidity code - uint256 _decay = 9999599; // 3 days halftime. halftime_alpha = (1/2)**(1/t)
+# Half life associated with solidity code alpha (in number of blocks on xDai). 
+# Our simulation is associated with timesteps, so our half life is based of of days.
+alpha = 2**(-1/3) # timescale set in days with 3 day halflife
+
+
+
 # Initial values
 initial_values = {
     'sentiment': 0.6,
     'n': 30, #initial participants
     'm': 7, #initial proposals
     'funds': 4867.21, # in honey, as of 8-5-2020
-    'supply': 22392.22, # Honey total supply balance as of 8-5-2020  
+    'supply': 22392.22, # Honey total supply balance as of 8-5-2020
+    'params': { 'beta': beta, 
+                'rho': rho, # tuning param for the trigger function
+                'alpha': alpha
+              },
 }
 
 
-# Alpha from solidity code - uint256 _decay = 9999599; // 3 days halftime. halftime_alpha = (1/2)**(1/t)
-# Half life associated with solidity code alpha (in number of blocks on xDai). 
-# Our simulation is associated with timesteps, so our half life is based of of days.
+
 # Parameters
 params = {
-    'beta': [0.2], # maximum share of funds a proposal can take
-    'rho': [0.0025], # tuning param for the trigger function
-    'alpha': [2**(-1/3)], # timescale set in days with 3 day halflife (see above)
+    'beta': [beta], 
+    'rho': [rho], 
+    'alpha': [alpha], 
     'gamma': [0.001], # expansion of supply per per day
     'sensitivity': [.75],
     'tmin': [1], #unit days; minimum periods passed before a proposal can pass
diff --git a/models/v3/model/state_variables.py b/models/v3/model/state_variables.py
index 49416f7..e8b8a96 100644
--- a/models/v3/model/state_variables.py
+++ b/models/v3/model/state_variables.py
@@ -2,7 +2,9 @@ from .parts.utils import *
 from .parts.sys_params import *
 
 state_variables = { 
-                'network': 0, # will initialize during config.py
+                'network': initialize_network(initial_values['n'],initial_values['m'],
+                                            initial_values['funds'],
+                                            initial_values['supply'],initial_values['params']),
                 'funds':initial_values['funds'],
                 'sentiment': initial_values['sentiment'],
                 'effective_supply': (initial_values['supply']-initial_values['funds'])*.8, 

From aa1c0f0e2e87d13649282a4941c6c976f98f33be Mon Sep 17 00:00:00 2001
From: Andrew Clark <andrewtaylorclark@gmail.com>
Date: Thu, 20 Aug 2020 10:27:14 -0400
Subject: [PATCH 2/4] error for Josh

---
 ...n_Conviction_Voting_Model-checkpoint.ipynb |  29 +++++++++---------
 .../v3/Aragon_Conviction_Voting_Model.ipynb   |  21 ++++++-------
 .../parts/__pycache__/system.cpython-37.pyc   | Bin 3876 -> 3859 bytes
 3 files changed, 24 insertions(+), 26 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 a11eeb0..88d3290 100644
--- a/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb
+++ b/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb
@@ -468,7 +468,7 @@
        " 'm': 7,\n",
        " 'funds': 4867.21,\n",
        " 'supply': 22392.22,\n",
-       " 'params': {'beta': 0.2, 'rho': 0.0025, 'alpha': 0.7937005259840998}}"
+       " 'params': {'beta': 0, 'rho': 0.0025, 'alpha': 0.7937005259840998}}"
       ]
      },
      "execution_count": 4,
@@ -497,7 +497,7 @@
     {
      "data": {
       "text/plain": [
-       "{'beta': 0.2,\n",
+       "{'beta': 0,\n",
        " 'rho': 0.0025,\n",
        " 'alpha': 0.7937005259840998,\n",
        " 'gamma': 0.001,\n",
@@ -534,7 +534,7 @@
     {
      "data": {
       "text/plain": [
-       "{'network': <networkx.classes.digraph.DiGraph at 0x7ff6fd6883d0>,\n",
+       "{'network': <networkx.classes.digraph.DiGraph at 0x7f2973335450>,\n",
        " 'funds': 4867.21,\n",
        " 'sentiment': 0.6,\n",
        " 'effective_supply': 14020.008000000002,\n",
@@ -609,8 +609,8 @@
      "data": {
       "text/plain": [
        "{'type': 'participant',\n",
-       " 'holdings': 297.2530708282204,\n",
-       " 'sentiment': 0.4683933572389808}"
+       " 'holdings': 1297.0942803905527,\n",
+       " 'sentiment': 0.5338048276625109}"
       ]
      },
      "execution_count": 8,
@@ -640,7 +640,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -688,7 +688,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -714,8 +714,8 @@
        " 'conviction': 0,\n",
        " 'status': 'candidate',\n",
        " 'age': 0,\n",
-       " 'funds_requested': 655.5955466934325,\n",
-       " 'trigger': 50460.21665124503}"
+       " 'funds_requested': 681.1084964231192,\n",
+       " 'trigger': inf}"
       ]
      },
      "execution_count": 11,
@@ -769,7 +769,7 @@
     },
     {
      "data": {
-      "image/png": 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0MDEixjbIO1nSxaQG7fnA1yPijZIXZGZmS0aXBUREHAgg6c/A5hHxeN5eDzin5OQRMQ4YV5N2TBfHfrxm+3jg+JLrmJnZklfSi2nDzsIh+yfgFmEzs36upBfT9ZKuBX6ft/cC/tK8kMzMrB2UjOY6KjdYfzQnnR4RVzQ3LDMza7WSOwgi4nK677VkZmb9SMlYTHtImibpeUlzJb0gaW5fBGdmZq1TcgdxIrBbRNzf7GDMzKx9lPRi+qcLBzOzZU/JHcRESX8ArgTmdSbmdgkzM+unSgqI1UnjL32qkha40drMrF8r6eZ6YF8EYmZm7aXbAkLS2aQ7hoVExEFNicjMzNpC0XwQlfWBwGeBx5oTjpmZtYuSKqbLqtuSfg/c3LSIzMysLZR0c601jDQEuJmZ9WMlbRAvsHAbxBPAd5sWkZmZtYVGM8otHxHzI2K1vgzIzMzaQ6Mqprem+JR0ch/EYmZmbaRRAVGdgPrDvTm5pF0kTZU0XdKRdfYfKuleSXdLulnS5jl9iKRXcvrdkk7tzfXNzKz3GrVBLPLsQ09IGgCcAuwMzAImSBobEVMqh10UEafm40cAJwG75H0PRsRWixODmZn1XqMC4l2S7iHdSWyS18nbERFbdnPubYHpETEDQNIYYCTwVgEREdVhw1dhMQslMzNbchoVEO9ezHNvADxa2Z4FbFd7kKSvA0cAKwKfqOwaKukuYC5wdETctJjxmJlZD3RZQETEw30RQEScApwiaV/gaGB/4HFgcETMkfQB4EpJW9TccSDpEOAQgMGDB/dFuGZmy4zePChXajawYWV7UE7ryhhgd4CImBcRc/L6JOBBYLPaDBFxekQMj4jhHR0dSyxwMzNrbgExARgmaaikFYG9gbHVAyQNq2zuCkzL6R25kRtJG5Oe3p7RxFjNzKxGlwWEpOvzz5/25sQRMR8YBVwL3A9cHBGTJY3OPZYARkmaLOluUjvE/jl9B+CenH4pcGhEPNObOMzMrHcaNVKvJ2l7YETugVR9LoKIuLO7k0fEOGBcTdoxlfXDu8h3GXBZvX1mZtY3GhUQxwDfJ7UdnFSzL1i4x5GZmfUzjXoxXQpcKun7EXFcH8ZkZmZtoGQ+iONym8EOOWl8RFzdKI+ZmS39uu3FJOknwOGkJ6CnAIdL+nGzAzMzs9YqmXJ0V2CriHgTQNK5wF3A95oZmJmZtVbpcxBrVtbXaEYgZmbWXkruIH4C3CXpBlJX1x2ARYbuNjOz/qWkkfr3ksYD2+Sk70bEE02NyszMWq7kDoKIeJyaYTLMzKx/a+ZYTGZmthRzAWFmZnUVVTHlkVX/pXp8RDzSrKDMzKz1ui0gJH0D+AHwT+DNnBxAd1OOmpl1a8iR17Q6hIXMPGHXVofQNkruIA4H3tk5gY+ZmS0bStogHgWeb3YgZmbWXkruIGYA4yVdA8zrTIyI2iHAzcysHym5g3gEuA5YEVitsnRL0i6SpkqaLmmRp68lHSrpXkl3S7pZ0uaVfUflfFMlfbrs5ZiZ2ZJS8iT1DwEkrZq3Xyw5ce75dAqwMzALmCBpbERMqRx2UUScmo8fQZqYaJdcUOwNbAGsD/xF0mYR8UbxKzMzs8VSMtz3eyTdBUwGJkuaJGmLgnNvC0yPiBkR8RowBhhZPSAi5lY2VyH1jiIfNyYi5kXEQ8D0fD4zM+sjJW0QpwNHRMQNAJI+DvwO2L6bfBuQGrg7zQK2qz1I0teBI0hVWJ3TmG4A3FaTd4OCWM3MbAkpaYNYpbNwAIiI8aRv+0tERJwSEZsA3wWO7kleSYdImihp4lNPPbWkQjIzM8oKiBmSvi9pSF6OJvVs6s5sYMPK9qCc1pUxwO49yRsRp0fE8IgY3tHRURCSmZmVKikgDgI6gMvz0pHTujMBGCZpqKQVSY3OC40IK2lYZXNXYFpeHwvsLWklSUOBYcAdBdc0M7MlpKQX07PAYT09cUTMlzQKuBYYAJwVEZMljQYmRsRYYJSknYDXgWeB/XPeyZIuJs2BPR/4unswmZn1rS4LCEm/jIhvSrqKBb2L3hIRI7o7eUSMA8bVpB1TWT+8Qd7jgeO7u8ayamkcv2ZpjNlsWdboDuL8/PPnfRGImZm1ly4LiIiYlFe3iohfVfdJOhy4sZmBmZlZa5U0Uu9fJ+2AJRyHmZm1mUZtEPsA+wJDJVV7H60GPNPswMzMrLUatUHcAjwOrAP8opL+AnBPM4MyM7PWa9QG8TDwsKQvAo9FxKsAklYmPbg2s08iNDOzlihpg7iYBVONArwBXNKccMzMrF2UFBDL59FYAcjrKzYvJDMzawclBcRTea4GACSNBJ5uXkhmZtYOSob7PhS4UNKvAZGG8P5yU6MyM7OWKxmL6UHggz2dUc7MzJZuJXcQSNqVNP3nQEkARMToJsZlZmYtVjLl6KnAXsA3SFVMnwc2anJcZmbWYiWN1NtHxJeBZyPih8CHgM2aG5aZmbVaSQHxav75sqT1SXM3rNe8kMzMrB2UtEFcJWlN4GfAnaS5IX7X1KjMzKzlGhYQkpYDro+I54DLJF0NDIyI5/skOjMza5mGVUwR8SZwSmV7Xk8KB0m7SJoqabqkI+vsP0LSFEn3SLpe0kaVfW9IujsvY2vzmplZc5W0QVwv6XPq7N9aSNIAUuHyr8DmwD6SNq857C5geERsCVwKnFjZ90pEbJWXbqc3NTOzJaukgPh30uB88yTNlfSCpLkF+bYFpkfEjDx+0xhgZPWAiLghIl7Om7eRRok1M7M20GUBIemDABGxWkQsFxErRsTqeXv1gnNvQBqWo9OsnNaVg4E/VbYHSpoo6TZJuxdcz8zMlqBGjdS/AbYGkHRrRHyoWUFI2g8YDnyskrxRRMyWtDHwV0n35mE/qvkOAQ4BGDx4cLPCMzNbJjWqYqq2OQzsxblnAxtWtgfltIUvIu0E/DcwIiLmdaZHxOz8cwYwHnh/bd6IOD0ihkfE8I6Ojl6EaGZmXWlUQCwnaS1Jb6+sr925FJx7AjBM0lBJKwJ7Awv1RpL0fuA0UuHwZCV9LUkr5fV1gA8DU3r20szMbHE0qmJaA5jEgjuJOyv7Ati40YkjYr6kUcC1wADgrIiYLGk0MDEixpIevlsVuCR3knok91h6N3CapDdJhdgJEeECwsysDzWak3rI4p48IsYB42rSjqms79RFvluA9y7u9c3MrPdKurmamdkyyAWEmZnV5QLCzMzqKppRDkDSulS6u0bEI02JyMzM2kLJjHIjJE0DHgJuBGay8BPPZmbWD5VUMR0HfBD4R0QMBT5JGjfJzMz6sZIC4vWImEN6WG65iLiBNCyGmZn1YyVtEM9JWhX4G3ChpCeBl5oblpmZtVrJHcRI4GXgP4H/BR4EdmtmUGZm1nrd3kFEROfdwpvAuc0Nx8zM2oWfgzAzs7pcQJiZWV09KiDyMNxbNisYMzNrHyUPyo2XtHqeA+JO4HeSTmp+aGZm1koldxBrRMRcYA/gvIjYDqg7TLeZmfUfJQXE8pLWA74AXN3keMzMrE2UFBCjSbPCTY+ICZI2BqaVnFzSLpKmSpou6cg6+4+QNEXSPZKul7RRZd/+kqblZf/SF2RmZktGyXMQlwCXVLZnAJ/rLp+kAcApwM7ALGCCpLE1U4feBQyPiJclfQ04Edgrt3f8gDSkRwCTct5ny1+amZktjm4LCEkDgYOBLVh4uO+Dusm6LemuY0Y+zxjSU9lvFRB5XKdOtwH75fVPA9dFxDM573XALsDvu4vXzMyWjJIqpvOBd5A+tG8EBgEvFOTbAHi0sj0rp3XlYBYMI97TvGZmtoSVFBCbRsT3gZci4lxgV2C7JRmEpP1I1Uk/62G+QyRNlDTxqaeeWpIhmZkt84qG+84/n5P0HmANYN2CfLOBDSvbg3LaQiTtBPw3MCIi5vUkb0ScHhHDI2J4R0dHQUhmZlaqpIA4XdJawNHAWFIbwk8L8k0AhkkaKmlFYO+c/y2S3g+cRiocnqzsuhb4VH5yey3gUznNzMz6SEkvpjPy6t+AjUtPHBHzJY0ifbAPAM6KiMmSRgMTI2IsqUppVeASSQCPRMSIiHhG0nGkQgZgdGeDtZmZ9Y0uC4jcLnBRRLzZxf5NgPUi4uauzhER44BxNWnHVNa7fCI7Is4Czuo6dDMza6ZGdxBvB+6SNAmYBDxF6ua6KfAx4GlgkYffzMysf+iygIiIX0n6NfAJ4MPAlsArwP3AlyLikb4J0czMWqFhG0REvAFclxczM1uGNGqDOJk0zEVdEXFYUyIyM7O20Kib60RS28NAYGvSAH3TgK2AFZsfmpmZtVKjNohzAfIgeh+JiPl5+1Tgpr4Jz8zMWqXkQbm1gNUr26vmNDMz68e6fVAOOIHU3fUGQMAOwLHNDMrMzFqv5EnqsyX9iQUD9H03Ip5oblhmZtZq3VYxKY2BsRPwvoj4I7CipG2bHpmZmbVUSRvEb4APAfvk7RdIM8WZmVk/VtIGsV1EbC3pLoCIeDaPzmpmZv1Y0XwQeX7pAJDUAdQdwM/MzPqPkgLi/wFXAOtKOh64GfhJU6MyM7OWK+nFdGEe0fWTpG6uu0fE/U2PzMzMWqrbAkLS+RHxJeCBOmlmZtZPlVQxbVHdyO0RH2hOOGZm1i66LCAkHSXpBWBLSXPz8gLwJPDHkpNL2kXSVEnTJS0yuZCkHSTdKWm+pD1r9r0h6e68jK3Na2ZmzdVosL6fAD+R9JOIOKqnJ853GqcAOwOzgAmSxkbElMphjwAHAN+uc4pXImKrnl7XzMyWjJIqpqslrQJpnmpJJ0naqCDftsD0iJgREa8BY4CR1QMiYmZE3IO7zZqZtZ2SAuK3wMuS3gd8C3gQOK8g3wbAo5XtWTmt1EBJEyXdJmn3HuQzM7MloKSAmB8RQfr2/+uIOAVYrblhAbBRRAwH9gV+KWmT2gMkHZILkYlPPfVUH4RkZrbsKCkgXpB0FPAl4BpJywErFOSbDWxY2R6U04pExOz8cwYwHnh/nWNOj4jhETG8o6Oj9NRmZlagpIDYC5gHHJSH+R4E/Kwg3wRgmKSheeymvYGi3kiS1pK0Ul5fB/gwMKVxLjMzW5K6LSByoXAZsFJOepo09EZ3+eYDo4BrgfuBiyNisqTRkkYASNpG0izg88Bpkibn7O8GJkr6O3ADcEJN7yczM2uykiepvwocAqwNbEJqaD6VNPRGQxExDhhXk3ZMZX0C6Y6kNt8twHu7O79Zsw058ppWh7CQmSfs2uoQbBlSUsX0dVIVz1yAiJgGrNvMoMzMrPVKCoh5+TkGACQtTx7628zM+q+SAuJGSd8DVpa0M3AJcFVzwzIzs1YrmVHuSOBg4F7g30ltCmc0M6hWaKe6Ztczm1k7KJkP4k3gd3kxM7NlREkvpoeo0+YQERs3JSIzM2sLJVVMwyvrA0nPLKzdnHDMzKxdlDwoN6eyzI6IXwKuJDcz6+dKqpi2rmwuR7qjKLnzMDOzpVjJB/0vKuvzgZnAF5oSjZmZtY2SXkw79kUgZmbWXkqqmI5otD8iTlpy4ZiZWbso7cW0DQuG6t4NuAOY1qygzMys9UoKiEHA1hHxAoCkY4FrImK/ZgZmZmatVTIW078Ar1W2X8tpZmbWj5XcQZwH3CGpc5Kg3YFzmxeSmZm1g5JeTMdL+hPw0Zx0YETc1dywzMys1UqqmADeBsyNiF8BsyQNLckkaRdJUyVNl3Rknf07SLpT0nxJe9bs21/StLzsXxinmZktISXdXH9A6sn0TuBsYAXgAtIsc43yDQBOAXYGZgETJI2tmVv6EeAA4Ns1edcGOq8bwKSc99myl2Vm1jztND0ANG+KgJI7iM8CI4CXACLiMWC1gnzbAtMjYkaekW4MMLJ6QETMjIh7gDdr8n4auC4insmFwnXALgXXNDOzJaSkgHgtIoI85LekVQrPvQHwaGV7Vk5bYnklHSJpoqSJTz31VOGpzcysREkBcbGk04A1JX0V+AttMnlQRJweEcMjYnhHR0erwzEz61catkFIEvAH4F3AXFI7xDERcV3BuWcDG1a2B+W0ErOBj9fkHV+Y18zMloCGBUREhKRxEfFeUjtAT0wAhuUeT7OBvYF9C/NeC/xY0lp5+1PAUT28vpmZLYaSKqY7JUFjtV4AAA+lSURBVG3T0xNHxHxgFOnD/n7g4oiYLGm0pBEAkraRNIs0S91pkibnvM8Ax5EKmQnA6JxmZmZ9pORJ6u2AL0p6mNSTSaSbiy27yxgR44BxNWnHVNYnkKqP6uU9CzirID4zM2uCkgLi002PwszM2k7JUBsP90UgZmbWXkqH2jAzs2WMCwgzM6ur2wJC0jcq3U3NzGwZUTph0ARJF+fRWdXsoMzMrPW6LSAi4mhgGHAmaeTVaZJ+LGmTJsdmZmYtVNQGkQfreyIv84G1gEslndjE2MzMrIVK5oM4HPgy8DRwBvBfEfG6pOWAacB3mhuimZm1QsmDcmsDe9Q+DxERb0r6THPCMjOzVitpg/gBsKGkAwEkdXROORoR9zc5PjMza5GSbq4/AL7LgtFUO6ccNTOzfqyZU46amdlSrJlTjpqZ2VJsqZ5y1MzMmqdkNNefS9qZnk85amZmS7GSbq7kAqHHhYKkXYBfAQOAMyLihJr9KwHnAR8A5gB7RcRMSUNIs9BNzYfeFhGH9vT6ZmbWeyUPyu0B/BRYlzSbXOeMcqt3k28AcAqwMzCLNJ7T2IiYUjnsYODZiNhU0t75OnvlfQ9GxFY9fUFmZrZklLRBnAiMiIg1ImL1iFitu8Ih2xaYHhEzIuI1YAwwsuaYkcC5ef1S4JMeDNDMrD2UFBD/7OUDcRsAj1a2Z+W0usdExHzgeeDted9QSXdJulHSR3txfTMzWwwlbRATJf0BuBKY15kYEZc3LSp4HBgcEXMkfQC4UtIWETG3epCkQ4BDAAYPHtzEcMzMlj0ldxCrAy8DnwJ2y0vJGEyzgQ0r24NyWt1jJC0PrAHMiYh5ETEHICImAQ8Cm9VeICJOj4jhETG8o6OjICQzMytV0s31wF6eewIwLI/bNBvYG9i35pixwP7ArcCewF8jIiR1AM9ExBuSNibNRzGjl3GYmVkvlIzFNEjSFZKezMtlkgZ1ly+3KYwCriV1Wb04IiZLGi1pRD7sTODtkqYDRwBH5vQdgHsk3U1qvD40Ip7p+cszM7PeKmmDOBu4CPh83t4vp+3cXcaIGAeMq0k7prL+auW81WMuAy4riM3MzJqkpA2iIyLOjoj5eTkHcIW/mVk/V1JAzJG0n6QBedmP9NSzmZn1YyUFxEHAF0jzUT9OakzubcO1mZktJUp6MT1Mmg/CzMyWIV0WEJJOJs8BUU9EHNaUiMzMrC00uoOYWFn/IfCDJsdiZmZtpMsCIiI6B9FD0jer22Zm1v+VNFJDg6omMzPrn0oLCDMzW8Y0aqR+gQV3Dm+T1DmSatGEQWZmtnRr1AaxWl8GYmZm7cVVTGZmVpcLCDMzq6vLAkLSSn0ZiJmZtZdGdxC3Akg6v49iMTOzNtLoSeoVJe0LbC9pj9qdTZ6T2szMWqxRAXEo8EVgTdI81FUBuIAwM+vHGnVzvRm4WdLEiDizNyeXtAvwK2AAcEZEnFCzfyXgPOADpDkm9oqImXnfUcDBwBvAYRFxbW9iMDOz3imZcvR8SYeR5okGuBE4NSJeb5RJ0gDgFNLUpLOACZLGRsSUymEHA89GxKaS9gZ+CuwlaXNgb2ALYH3gL5I2i4g3evLizMys90q6uf6G9A3/N3nZGvhtQb5tgekRMSMiXgPGACNrjhkJdA4CeCnwSUnK6WMiYl5EPARMz+czM7M+UnIHsU1EvK+y/VdJfy/ItwHwaGV7FrBdV8dExHxJzwNvz+m31eTdoOCaZma2hJQUEG9I2iQiHgSQtDGpXaDlJB0CHJI3X5Q0tZXxZOsATy/OCfTTJRRJmcWOFxxzAcfcfEtbvNAeMW/U1Y6SAuK/gBskzSAN1LcRZXNSzwY2rGwPymn1jpklaXlgDVJjdUleIuJ04PSCWPpMbtQf3uo4Si1t8YJj7itLW8xLW7zQ/jGXzEl9vaRhwDtz0tSImFdw7gnAMElDSR/uewP71hwzFtif9FDensBfIyIkjQUuknQSqZF6GHBHyQsyM7Mlo+QOglwg3NOTE+c2hVHAtaRurmdFxGRJo4GJETEWOJPUS2o68AypECEfdzEwBZgPfN09mMzM+lZRAdFbETEOGFeTdkxl/VXg813kPR44vpnxNUlbVXkVWNriBcfcV5a2mJe2eKHNY1aEZxM1M7NFdfschKTrS9LMzKx/aTTc90BJawPrSFpL0tp5GYKfSeh8f+6Q9HdJkyX9MKcPlXS7pOmS/iBpxVbH2qlBzKNyvCFpnVbHWdUg5gslTZV0n6SzJK3Q6lihYbxn5rR7JF0qadVWx9qpq5gr+/+fpBdbFV89Dd7ncyQ9JOnuvGzV6lg7NYhZko6X9A9J9+eRK9pDRNRdgMOBh4B5wIy8/hDwd2BUV/mWlYXU5XfVvL4CcDvwQeBiYO+cfirwtVbHWhDz+4EhwExgnVbHWRjzv+V9An7fLu9zg3hXrxxzEnBkq2PtLua8PRw4H3ix1XEWvs/nAHu2Or4exnwgaUy65fK+dVsda+fS5R1ERPwqIoYC346IjSNiaF7eFxG/7irfsiKSzm9VK+QlgE+Qhg2BNIzI7i0Ir66uYo6IuyIPkthuGsQ8Lu8LUhfoQS0LsqJBvHMhfVsEVib9rbSFrmLO46n9DPhOy4LrQoP/v7bVIOavAaMj4s183JMtCnER3bZBRMTJkraXtK+kL3cufRFcu5M0QNLdwJPAdcCDwHMRMT8f0nZDhNTGHBG3tzqm7jSKOVctfQn431bFV6ureCWdDTwBvAs4uYUhLqKLmEcBYyPi8dZGV1+Dv4vjc1Xe/6jNZsbsIuZNSIOUTpT0p/zcWVsoaaQ+H/g58BFgm7y07ZN/fSki3oiIrUjfXrcl/eO3tdqYJb2n1TF1p5uYfwP8LSJuak10i+oq3og4kPTg5/3AXi0McRF1Yt6B1AW9rQqyqi7e56NI/4fbAGsD321hiIvoIuaVgFcjPVH9O+CsVsZYVTKa63DgwxHxHxHxjby0TyNKG4iI54AbgA8BayoNGwJdDBHSDiox79LqWErVxizpB0AHcEQr4+pKvfc40gOfY4DPtSquRiox7whsCkyXNBN4W36gte1U3+eIeDxX5cwDzqZNR4Gu+duYxYIJ2K4AtmxVXLVKCoj7gHc0O5CljaQOSWvm9ZVJ817cT/ql75kP2x/4Y2siXFQXMT/Q2qga6ypmSV8BPg3s01l32w66iHeqpE1zmoARtNH73kXMkyLiHRExJCKGAC9HxKatjLOqwd/FejlNpPa/+1oX5cIa/P9dSSqQAT4G/KM1ES6q5EnqdYApku4g9WgCICJGNC2qpcN6wLm5IW854OKIuFrSFGCMpB8Bd5GGE2kXXcV8GKkh8h3APZLGRcRXWhloRVcxzwceBm5NnwVcHhGjWxhnp0XiBa4BbpK0Oqkny99JDZPtou573OKYutPV38VfJXWQ3ue7SVMnt4uuYr4ZuFDSfwIvAu3yv9f9k9SSPlYvPSJubEpEZmbWFjzUhpmZ1dVtFZOkF1jQv3hFUt/dlyJi9WYGZmZmrVUyH8Rqneu54Wck6ek/MzPrx3pVxSTproh4fxPiMTOzNlFSxbRHZXM50nMRrzYtIjMzawslz0HsVlk+DbxAqmYyaxlJb+TROu+TdImkt7U6pk55RNE966SPlrRTnfSPS+p1t1JJ36vZvqWy/rM8cujPJB3qYXKsJ9yLyZZKkl6MiFXz+oWkB7tOquxfvjImVl/Hdg5wdURc2t2x+fiPkwbF/Ewvr/fWe1Fn3/PA2tGLKXtb+R5aeygZi2mQpCskPZmXyyS1xciZZtlNwKb5m/hNksaSHu4cKOlsSfdKukvSjgCSDpD0R0njJU3LQ3aQ9x2R70ruk/TNnLaKpGuUxvG/T9JeOf0YSRNy2um5E0eXqncWknaR9ICkO4E9KsesojS/xR055pGVmC+X9L855hNz+gnAyvlu6sKc9mL+ORZYFZgkaS9Jx0r6dt63ST7XpPyevasS46mSbgdOXOzfjC3VSp6kPhu4iAVzR++X03ZuVlBmpZTGvfpXFozmujXwnoh4SNK3SKMsvzd/AP5Z0mb5uG2B9wAvAxMkXUPqzn0gsB3pSdzbJd0IbAw8FhG75muukc/x686nt5UGtfwMcFVBzANJg7J9ApgO/KGy+7+Bv0bEQUrDMtwh6S9531akuTvmkYbvODkijpQ0Kg8At5CIGJHvLrbK1z22svt04NCImCZpO9Kgh5/I+wYB2/fmrsP6l5I2iI6IODsi5uflHNIAaWattLLSsMkTgUdYMKTJHRHxUF7/CHABQEQ8QBqao7OAuC4i5kTEK6SB0j6Slysi4qU8bv/lwEeBe4GdJf1U0kcj4vl8jh2VZg+8l/ThukVh7O8CHoqIaXk+iwsq+z4FHJlf23hgIDA477s+Ip6PiFeBKcBGhddbiNJsdtsDl+TrnEYaBqLTJS4cDMruIOZI2o80axfAPsCc5oVkVuSV2m/NuYbnpcL8tY1vXTbGRcQ/JG1NmsXuR0pzsp9I+tY9PCIezd/OBxZeuxEBn4uIqQslpm/58ypJb1D2/1vPcqR5S7qajrP0PbR+ruQO4iDgC6SJTh4njVR6YDODMltCbgK+CJCrlgYDnR+8OyvNsb4yadTP/8vH7y7pbZJWAT5LGmRvfdJopheQZljbmgWFwdP5G/kivZYaeAAYImmTvL1PZd+1wDc62zMklTxv9Lp6MCd3pNntHpL0+XwNSXpfaX5bdpQ8Sf0waXhis6XNb4Df5iqg+cABETEvf/beAVxGqm+/ICImwls9kO7I+c+IiLskfRr4maQ3gddJ818/J+l3pOGknwAmlAYVEa9KOgS4RtLLpIKpc8SC44BfkkbVXY40D3x3vZtOz8ffGRFfLAzji6T35mjS8DljSKPMmr2lZDTXocA3SJPav1WgeLhvW1pJOoBUNTSq1bGYtbOSOswrSQ2AVwFtMzGLmZk1V8kdxO0RsV0fxWNmZm2ipIDYFxgG/JmFZ5S7s7mhmZlZK5VUMb0X+BKpn3dnFVOw4KEaMzPrh0ruIKYDm0fEa30TkpmZtYOS5yDuA9ZsdiBmZtZeSqqY1gQekDSBhdsg3M3VzKwfKykgftD9IWZm1t/0eD4ISR8B9omIrzcnJDMzawdFg33l8WD2JQ35/RBpiAIzM+vHuiwg8uBm++TladKY9YqIHfsoNjMza6Euq5jywGQ3AQdHxPScNiMiNu7D+MzMrEUadXPdgzS89w2Sfifpk6Sx6s3MbBlQ8qDcKsBIUlXTJ4DzSLNu/bn54ZmZWav0qBeTpLVIDdV7RcQnmxaVmZm1XI+7uZqZ2bKhZKgNMzNbBrmAMDOzulxAmJlZXS4gzMysLhcQZmZW1/8H7XnvpAIj2TAAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -804,7 +804,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -846,7 +846,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1440x360 with 2 Axes>"
       ]
@@ -920,8 +920,7 @@
       "SubsetIDs: [0]\n",
       "Ns       : [0]\n",
       "ExpIDs   : [0]\n",
-      "Execution Mode: single_threaded\n",
-      "[{'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"
+      "Execution Mode: single_threaded\n"
      ]
     },
     {
@@ -945,7 +944,7 @@
       "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mget_col_results\u001b[0;34m(sweep_dict, sub_step, sL, s, funcs)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(f)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mpolicy_scope_tuner\u001b[0;34m(additional_objs, f)\u001b[0m\n\u001b[1;32m     37\u001b[0m             \u001b[0;32mdef\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\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[1;32m     38\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0madditional_objs\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 39\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\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     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/parts/system.py\u001b[0m in \u001b[0;36mdriving_process\u001b[0;34m(params, step, sL, s)\u001b[0m\n\u001b[1;32m     55\u001b[0m         \u001b[0mnew_proposal_ct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmedian_affinity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 57\u001b[0;31m     \u001b[0mexpected_request\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'beta'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'funds'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     58\u001b[0m     \u001b[0mnew_proposal_requested\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mexpon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrvs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mct\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_proposal_ct\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[1;32m     59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/parts/system.py\u001b[0m in \u001b[0;36mdriving_process\u001b[0;34m(params, step, sL, s)\u001b[0m\n\u001b[1;32m     54\u001b[0m         \u001b[0mnew_proposal_ct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmedian_affinity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 56\u001b[0;31m     \u001b[0mexpected_request\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'beta'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'funds'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     57\u001b[0m     \u001b[0mnew_proposal_requested\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mexpon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrvs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mct\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_proposal_ct\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[1;32m     58\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not str"
      ]
     }
diff --git a/models/v3/Aragon_Conviction_Voting_Model.ipynb b/models/v3/Aragon_Conviction_Voting_Model.ipynb
index b653c37..88d3290 100644
--- a/models/v3/Aragon_Conviction_Voting_Model.ipynb
+++ b/models/v3/Aragon_Conviction_Voting_Model.ipynb
@@ -534,7 +534,7 @@
     {
      "data": {
       "text/plain": [
-       "{'network': <networkx.classes.digraph.DiGraph at 0x7f42ba441490>,\n",
+       "{'network': <networkx.classes.digraph.DiGraph at 0x7f2973335450>,\n",
        " 'funds': 4867.21,\n",
        " 'sentiment': 0.6,\n",
        " 'effective_supply': 14020.008000000002,\n",
@@ -609,8 +609,8 @@
      "data": {
       "text/plain": [
        "{'type': 'participant',\n",
-       " 'holdings': 933.6254065833094,\n",
-       " 'sentiment': 0.5274150705500527}"
+       " 'holdings': 1297.0942803905527,\n",
+       " 'sentiment': 0.5338048276625109}"
       ]
      },
      "execution_count": 8,
@@ -640,7 +640,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -688,7 +688,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -714,7 +714,7 @@
        " 'conviction': 0,\n",
        " 'status': 'candidate',\n",
        " 'age': 0,\n",
-       " 'funds_requested': 418.6228364308546,\n",
+       " 'funds_requested': 681.1084964231192,\n",
        " 'trigger': inf}"
       ]
      },
@@ -769,7 +769,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -846,7 +846,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1440x360 with 2 Axes>"
       ]
@@ -920,8 +920,7 @@
       "SubsetIDs: [0]\n",
       "Ns       : [0]\n",
       "ExpIDs   : [0]\n",
-      "Execution Mode: single_threaded\n",
-      "[{'beta': 0, '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"
+      "Execution Mode: single_threaded\n"
      ]
     },
     {
@@ -945,7 +944,7 @@
       "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mget_col_results\u001b[0;34m(sweep_dict, sub_step, sL, s, funcs)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(f)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mpolicy_scope_tuner\u001b[0;34m(additional_objs, f)\u001b[0m\n\u001b[1;32m     37\u001b[0m             \u001b[0;32mdef\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\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[1;32m     38\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0madditional_objs\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 39\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\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     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/parts/system.py\u001b[0m in \u001b[0;36mdriving_process\u001b[0;34m(params, step, sL, s)\u001b[0m\n\u001b[1;32m     55\u001b[0m         \u001b[0mnew_proposal_ct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmedian_affinity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 57\u001b[0;31m     \u001b[0mexpected_request\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'beta'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'funds'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     58\u001b[0m     \u001b[0mnew_proposal_requested\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mexpon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrvs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mct\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_proposal_ct\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[1;32m     59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/parts/system.py\u001b[0m in \u001b[0;36mdriving_process\u001b[0;34m(params, step, sL, s)\u001b[0m\n\u001b[1;32m     54\u001b[0m         \u001b[0mnew_proposal_ct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmedian_affinity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 56\u001b[0;31m     \u001b[0mexpected_request\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'beta'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'funds'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     57\u001b[0m     \u001b[0mnew_proposal_requested\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mexpon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrvs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mct\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_proposal_ct\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[1;32m     58\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not str"
      ]
     }
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From 159972c67855c0d17cdcdd081fcbace388e9a6cb Mon Sep 17 00:00:00 2001
From: "Joshua E. Jodesty" <joshua.jodesty@gmail.com>
Date: Thu, 20 Aug 2020 11:53:56 -0400
Subject: [PATCH 3/4] hot fix

---
 .gitignore                                    |   5 +
 .../v3/Aragon_Conviction_Voting_Model.ipynb   | 448 ++++++++++++++++--
 models/v3/debug.py                            |  12 +
 .../model/__pycache__/config.cpython-37.pyc   | Bin 1194 -> 0 bytes
 .../model/__pycache__/config.cpython-38.pyc   | Bin 1455 -> 0 bytes
 .../__pycache__/economyconfig.cpython-36.pyc  | Bin 1046 -> 0 bytes
 .../__pycache__/economyconfig.cpython-37.pyc  | Bin 1041 -> 0 bytes
 .../__pycache__/genesis_states.cpython-36.pyc | Bin 322 -> 0 bytes
 .../__pycache__/genesis_states.cpython-37.pyc | Bin 583 -> 0 bytes
 .../partial_state_update_block.cpython-36.pyc | Bin 759 -> 0 bytes
 .../partial_state_update_block.cpython-37.pyc | Bin 1161 -> 0 bytes
 .../partial_state_update_block.cpython-38.pyc | Bin 922 -> 0 bytes
 .../v3/model/__pycache__/run.cpython-36.pyc   | Bin 7637 -> 0 bytes
 .../v3/model/__pycache__/run.cpython-37.pyc   | Bin 8589 -> 0 bytes
 .../state_variables.cpython-37.pyc            | Bin 590 -> 0 bytes
 .../state_variables.cpython-38.pyc            | Bin 444 -> 0 bytes
 models/v3/model/config.py                     |   3 +-
 ...conviction_helper_functions.cpython-36.pyc | Bin 15931 -> 0 bytes
 ...conviction_helper_functions.cpython-37.pyc | Bin 14983 -> 0 bytes
 .../parts/__pycache__/designed.cpython-36.pyc | Bin 4791 -> 0 bytes
 .../parts/__pycache__/designed.cpython-37.pyc | Bin 4425 -> 0 bytes
 .../exogenousProcesses.cpython-36.pyc         | Bin 3476 -> 0 bytes
 .../exogenousProcesses.cpython-37.pyc         | Bin 2313 -> 0 bytes
 .../__pycache__/initialization.cpython-36.pyc | Bin 665 -> 0 bytes
 .../__pycache__/initialization.cpython-37.pyc | Bin 647 -> 0 bytes
 .../parts/__pycache__/kpis.cpython-36.pyc     | Bin 384 -> 0 bytes
 .../parts/__pycache__/kpis.cpython-37.pyc     | Bin 1973 -> 0 bytes
 .../parts/__pycache__/metrics.cpython-37.pyc  | Bin 2689 -> 0 bytes
 .../__pycache__/operatorentity.cpython-37.pyc | Bin 5625 -> 0 bytes
 .../__pycache__/participants.cpython-36.pyc   | Bin 4936 -> 0 bytes
 .../__pycache__/participants.cpython-37.pyc   | Bin 4895 -> 0 bytes
 .../__pycache__/participants.cpython-38.pyc   | Bin 4849 -> 0 bytes
 .../__pycache__/proposals.cpython-36.pyc      | Bin 3212 -> 0 bytes
 .../__pycache__/proposals.cpython-37.pyc      | Bin 3178 -> 0 bytes
 .../__pycache__/proposals.cpython-38.pyc      | Bin 3176 -> 0 bytes
 .../subpopulation_clusters.cpython-37.pyc     | Bin 12711 -> 0 bytes
 .../supportingFunctions.cpython-37.pyc        | Bin 13365 -> 0 bytes
 .../__pycache__/sys_params.cpython-37.pyc     | Bin 680 -> 0 bytes
 .../__pycache__/sys_params.cpython-38.pyc     | Bin 633 -> 0 bytes
 .../parts/__pycache__/system.cpython-36.pyc   | Bin 3373 -> 0 bytes
 .../parts/__pycache__/system.cpython-37.pyc   | Bin 3859 -> 0 bytes
 .../parts/__pycache__/system.cpython-38.pyc   | Bin 3900 -> 0 bytes
 .../parts/__pycache__/utils.cpython-37.pyc    | Bin 15157 -> 0 bytes
 .../parts/__pycache__/utils.cpython-38.pyc    | Bin 14803 -> 0 bytes
 44 files changed, 424 insertions(+), 44 deletions(-)
 create mode 100644 models/v3/debug.py
 delete mode 100644 models/v3/model/__pycache__/config.cpython-37.pyc
 delete mode 100644 models/v3/model/__pycache__/config.cpython-38.pyc
 delete mode 100644 models/v3/model/__pycache__/economyconfig.cpython-36.pyc
 delete mode 100644 models/v3/model/__pycache__/economyconfig.cpython-37.pyc
 delete mode 100644 models/v3/model/__pycache__/genesis_states.cpython-36.pyc
 delete mode 100644 models/v3/model/__pycache__/genesis_states.cpython-37.pyc
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diff --git a/.gitignore b/.gitignore
index 7807246..ea0aba3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,3 +2,8 @@ __pycache__
 .vscode
 .ipynb_checkpoints
 .DS_Store
+.idea
+models/__pycache__
+models/v3/__pycache__
+models/v3/model/__pycache__
+models/v3/model/parts/__pycache__
diff --git a/models/v3/Aragon_Conviction_Voting_Model.ipynb b/models/v3/Aragon_Conviction_Voting_Model.ipynb
index 88d3290..51e2dd0 100644
--- a/models/v3/Aragon_Conviction_Voting_Model.ipynb
+++ b/models/v3/Aragon_Conviction_Voting_Model.ipynb
@@ -382,14 +382,51 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "/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"
+      "\n",
+      "                  ___________    ____\n",
+      "  ________ __ ___/ / ____/   |  / __ \\\n",
+      " / ___/ __` / __  / /   / /| | / / / /\n",
+      "/ /__/ /_/ / /_/ / /___/ ___ |/ /_/ /\n",
+      "\\___/\\__,_/\\__,_/\\____/_/  |_/_____/\n",
+      "by cadCAD\n",
+      "\n",
+      "Execution Mode: local_proc\n",
+      "Configuration Count: 1\n",
+      "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (20, 11, 1, 9)\n",
+      "Execution Method: local_simulations\n",
+      "SimIDs   : [0]\n",
+      "SubsetIDs: [0]\n",
+      "Ns       : [0]\n",
+      "ExpIDs   : [0]\n",
+      "Execution Mode: single_threaded\n",
+      "Total execution time: 2.32s\n"
      ]
     }
    ],
+   "source": [
+    "# Debug Cell\n",
+    "from model import config\n",
+    "from model.parts.sys_params import initial_values\n",
+    "from model.parts.utils import *\n",
+    "\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "from model import run\n",
+    "pd.options.display.float_format = '{:.2f}'.format\n",
+    "\n",
+    "%matplotlib inline\n",
+    "\n",
+    "rdf = run.run()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from model import config\n",
     "from model.parts.sys_params import initial_values\n",
@@ -534,7 +571,7 @@
     {
      "data": {
       "text/plain": [
-       "{'network': <networkx.classes.digraph.DiGraph at 0x7f2973335450>,\n",
+       "{'network': <networkx.classes.digraph.DiGraph at 0x1176f12b0>,\n",
        " 'funds': 4867.21,\n",
        " 'sentiment': 0.6,\n",
        " 'effective_supply': 14020.008000000002,\n",
@@ -609,8 +646,8 @@
      "data": {
       "text/plain": [
        "{'type': 'participant',\n",
-       " 'holdings': 1297.0942803905527,\n",
-       " 'sentiment': 0.5338048276625109}"
+       " 'holdings': 6898.924984951563,\n",
+       " 'sentiment': 0.4474268614587007}"
       ]
      },
      "execution_count": 8,
@@ -640,7 +677,7 @@
     },
     {
      "data": {
-      "image/png": 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ZWXcpc3L3PEkzgNNJ3TF/FPg/SZMAfFMWM7PuUibxfyQ//0vD9D1IPwRu7zcz6yJlruqZ1o5AzMysPVrdbH3biLhE0oeazY+Is6oLy8zMqtJqj/+fgEuAXZrMC8CJ38ysC7W62frX8vP+7QvHzMyqVuYPXN+UNKEwPlHS1wdTqKQJkmZJuk3SrZI2H8z6zMysvDLX8e8QEU/0jETE48COgyz3e8D5EfFmYEPg1kGuz8zMSipzOedoSctGxLMAkpYHlh1ogbnDt62B/QAi4jnguYGuz8zM+qdM4j8VuFjSCXl8f+DEQZQ5DVgAnCBpQ+Aa4PMR8dQg1mlmZiX12dQTEd8CvgG8JT+OiohjB1HmGGBj4McRsRHwFDCjcSFJB0qaLWn2ggULBlGcmZkVldnjJyLOA84bojIfAB6IiCvz+CyaJP6ImAnMBJg+fXoMUdlmZrXX6x6/pD/l58WSFhUeiyUtGmiBEfEwcL+kdfOk7YBbBro+MzPrn1bX8W+Vn8dXUO5ngVMljQXuJp03MDOzNihzHf/JZab1R0RcHxHTI2KDiPhAvkTUzMzaoMx1/G8tjkgaA7yjmnDMzKxqrdr4D5e0GNig2L4PPAL8tm0RmpnZkOo18UfE0cBrgZMi4jX5MT4iVoqIw9sXopmZDaWWTT0R8SKwSZtiMTOzNijTxn+tJCd/M7MRoswfuDYF9pJ0L+lftgIiIjaoNDIzM6tEmcT/vsqjMDOztilzz917ASS9Dliu8ojMzKxSZf7AtaukO4B7gMuBuQxdvz1mZtZmZU7uHgVsBvw9IqaR+tb5W6VRmZlZZcok/ucjYiEwStKoiLgUmF5xXGZmVpEyJ3efkDQOuILUsdp80tU9ZmbWhcrs8e8KPA0cApwP3AXsUmVQZmZWnV73+CVtSroRytrATcDHI2Iwt1w0M7NhoNUe/4+AQ4GVgOOA/25LRGZmVqlWbfyjIuLCPPxrSe6YzVqaOuPcjpU995idOla2WbdplfgnSPpQb+MRcVZ1YZmZWVVaJf7LeeVJ3OJ4AE78ZmZdqNU9d30fXDOzEajM5ZxmZjaCOPGbmdVMq3vufjg/T2tfOGZmVrVWe/w9l2+e2Y5AzMysPVpd1bNQ0gXANEnnNM6MiF2rC8vMzKrSKvHvBGwMnAx8pz3hmJlZ1Vpdzvkc8DdJW0TEgtxDJxGxpG3RmZnZkCtzVc8qkq4D5gC3SLpG0voVx2VmZhUpk/hnAv8WEW+IiCnAF/I0MzPrQmUS/4r5rlsARMRlwIqVRWRmZpUqcweuuyX9B+kkL8DewN3VhWRmZlUqs8d/ADCZ1CnbmcDKeZqZmXWhPvf4I+Jx4HNtiMXMzNrAffWYmdVMxxK/pNGSrpP0+07FYGZWR30mfklblpk2AJ8Hbh2C9ZiZWT+U2eP/QclppUlag9QlxM8Gsx4zM+u/Xk/uStoc2AKYLOnfCrNeA4weZLnfBb4IjG9R/oHAgQBTpkwZZHH10smbnpvZ8Ndqj38sMI704zC+8FgE7D7QAiXtDMyPiGtaLRcRMyNiekRMnzx58kCLMzOzBq06abscuFzSLyLi3iEsc0tgV0k7AssBr5F0SkTsPYRlmJlZL8r8c3dZSTOBqcXlI2LbgRQYEYeTb/Ii6d3AoU76ZmbtUybx/xr4CelE7AvVhmNmZlUrk/iXRsSPqyg8d/h2WRXrNjOz5spczvk7SQdJWlXSpJ5H5ZGZmVklyuzx75ufDytMC2CtoQ/HzMyqVqaTtmntCMTMzNqjz8Qv6WPNpkfESUMfjpmZVa1MU88mheHlgO2AawEnfjOzLlSmqeezxXFJE4DTK4vIzMwqNZBumZ8C3O5vZtalyrTx/450FQ+kztneApxRZVBmZladMm383y4MLwXujYgHKorHzMwq1mdTT+6s7TZSz5wTgeeqDsrMzKpT5g5cHwGuAj4MfAS4UtKAu2U2M7POKtPU82Vgk4iYDyBpMnARMKvKwMzMrBplruoZ1ZP0s4UlX2dmZsNQmT3+8yX9ATgtj38UOK+6kMzMrEpl/sB1mKQPAVvlSTMj4uxqwzIzs6q0utn6G4FVIuLPEXEWcFaevpWktSPirnYFaWZmQ6dVW/13STdWb/RknmdmZl2oVeJfJSJuapyYp02tLCIzM6tUq8Q/ocW85Yc6EDMza49WiX+2pE82TpT0CeCa6kIyM7Mqtbqq52DgbEl78XKinw6MBT5YdWBmZlaNXhN/RDwCbCFpG2D9PPnciLikLZGZmVklylzHfylwaRtiMTOzNnDXC2ZmNePEb2ZWM078ZmY148RvZlYzTvxmZjXjxG9mVjNO/GZmNePEb2ZWM078ZmY10/bEL2lNSZdKukXSHEmfb3cMZmZ1Vuaeu0NtKfCFiLhW0njgGkkXRsQtHYjFzKx22r7HHxHzIuLaPLwYuBVYvd1xmJnVVUfb+CVNBTYCrmwy70BJsyXNXrBgQbtDMzMbsTqW+CWNA84EDo6IV93bNyJmRsT0iJg+efLk9gdoZjZCdSTxS1qGlPRPjYizOhGDmVlddeKqHgE/B26NiOPaXb6ZWd11Yo9/S2AfYFtJ1+fHjh2Iw8ysltp+OWdE/AlQu8s1M7PE/9w1M6sZJ34zs5px4jczqxknfjOzmnHiNzOrGSd+M7OaceI3M6sZJ34zs5px4jczqxknfjOzmnHiNzOrGSd+M7OaceI3M6sZJ34zs5px4jczq5m298dvVoWpM87tdAi1MfeYnTodQtt16vNVVV17j9/MrGac+M3MasaJ38ysZpz4zcxqxonfzKxmnPjNzGrGid/MrGac+M3MasaJ38ysZpz4zcxqxonfzKxmnPjNzGrGid/MrGac+M3MasaJ38ysZpz4zcxqxonfzKxmOpL4Jb1f0u2S7pQ0oxMxmJnVVdsTv6TRwI+AHYD1gD0lrdfuOMzM6qoTe/zvBO6MiLsj4jngdGC3DsRhZlZLnbjZ+urA/YXxB4BNGxeSdCBwYB5dIun2AZa3MvDoAF/baY69c7o5/kpj17eqWjPQ3fUOQxz/ENT1G5pN7ETiLyUiZgIzB7seSbMjYvoQhNR2jr1zujl+x9453RJ/J5p6HgTWLIyvkaeZmVkbdCLxXw2sI2mapLHAHsA5HYjDzKyW2t7UExFLJX0G+AMwGjg+IuZUWOSgm4s6yLF3TjfH79g7pyviV0R0OgYzM2sj/3PXzKxmnPjNzGpmxCb+bugWQtJcSTdJul7S7DxtkqQLJd2Rnyfm6ZL0/bw9N0rauAPxHi9pvqSbC9P6Ha+kffPyd0jat4OxHyHpwVz/10vasTDv8Bz77ZLeV5je9s+VpDUlXSrpFklzJH0+Tx/2dd8i9m6p++UkXSXphhz/kXn6NElX5lh+lS9UQdKyefzOPH9qX9vVEREx4h6kk8Z3AWsBY4EbgPU6HVeTOOcCKzdMOxaYkYdnAN/KwzsC5wECNgOu7EC8WwMbAzcPNF5gEnB3fp6Yhyd2KPYjgEObLLte/swsC0zLn6XRnfpcAasCG+fh8cDfc4zDvu5bxN4tdS9gXB5eBrgy1+kZwB55+k+AT+fhg4Cf5OE9gF+12q6q4+/tMVL3+Lu5W4jdgBPz8InABwrTT4rkb8AESau2M7CIuAJ4rGFyf+N9H3BhRDwWEY8DFwLv71DsvdkNOD0ino2Ie4A7SZ+pjnyuImJeRFybhxcDt5L+AT/s675F7L0ZbnUfEbEkjy6THwFsC8zK0xvrvuc9mQVsJ0n0vl0dMVITf7NuIVp92DolgAskXaPURQXAKhExLw8/DKySh4frNvU33uG2HZ/JzSHH9zSVMIxjz00HG5H2PLuq7htihy6pe0mjJV0PzCf9WN4FPBERS5vE8lKcef6TwEoMg89O0UhN/N1iq4jYmNRT6b9K2ro4M9IxYtdcb9tt8QI/BtYG3g7MA77T2XBakzQOOBM4OCIWFecN97pvEnvX1H1EvBARbyf1MvBO4M0dDmnQRmri74puISLiwfw8Hzib9KF6pKcJJz/Pz4sP123qb7zDZjsi4pH8pX4R+CkvH3oPu9glLUNKnKdGxFl5clfUfbPYu6nue0TEE8ClwOak5rOeP8AWY3kpzjz/tcBChkH8RSM18Q/7biEkrShpfM8wsD1wMynOnqst9gV+m4fPAT6Wr9jYDHiycJjfSf2N9w/A9pIm5sP77fO0tms4R/JBUv1Din2PfIXGNGAd4Co69LnKbcQ/B26NiOMKs4Z93fcWexfV/WRJE/Lw8sB7SecpLgV2z4s11n3Pe7I7cEk+GuttuzqjU2eVq36Qrmz4O6k97sudjqdJfGuRzvLfAMzpiZHUHngxcAdwETApTxfpBjZ3ATcB0zsQ82mkw/LnSW2UHx9IvMABpJNbdwL7dzD2k3NsN5K+mKsWlv9yjv12YIdOfq6ArUjNODcC1+fHjt1Q9y1i75a63wC4Lsd5M/DVPH0tUuK+E/g1sGyevlwevzPPX6uv7erEw102mJnVzEht6jEzs1448ZuZ1YwTv5lZzTjxm5nVjBO/mVnNOPHbsCXpA5JCUkf/KSnpYEkr9PM178q9OV6fr/8uzlvSML6fpB8ORaxmZTjx23C2J/Cn/NxJBwP9SvzAXsDREfH2iHimgpjMBsyJ34al3LfLVqQ/Wu1RmP5uSZdL+q2kuyUdI2mv3Gf6TZLWzstNlXRJ7gTsYklT8vRfSNq9sL4lhfVeJmmWpNsknZr/+fo5YDXgUkmXNolzO0nX5bKPz//M/ATwEeAoSaf2c7tbxf19SX/J213chsMkXZ1f09Nf/H9KOriwzDeU+8I3c+K34Wo34PyI+DuwUNI7CvM2BD4FvAXYB3hTRLwT+Bnw2bzMD4ATI2ID4FTg+yXK3Ii0d78e6Z+ZW0bE94GHgG0iYpviwpKWA34BfDQi3gaMIfXL/jPSv1EPi4i9mpSzvF6+Acn1wH8W5rWKe1XSj+HOwDE5hu1Jf/9/J6nDs3codfZ3PPCxvMwo0o/nKSXqwGrAid+Gqz1Jfa6Tn4vNPVdH6uf9WdJf4C/I028CpubhzYFf5uGTSQmzL1dFxAOROg67vrCu3qwL3JN/nCD1w751i+V7PJObgN4eqdfHrxbmtYr7NxHxYkTcwstdMG+fH9cB15J6jlwnIuaSfjA36pkfEQtLxGY1MKbvRczaS9Ik0o0u3iYpSHdfCkmH5UWeLSz+YmH8Rfr+TC8l7/DkPeGxhXnF9b5QYl3tVoxPheejI+J/myz/M2A/4PWkIwAzwHv8NjztDpwcEW+IiKkRsSZwD/CufqzjL7x8bmAv4I95eC7Q02y0K+mOSn1ZTLptYKPbgamS3pjH9wEu70eMzfQWd2/+AByQz4kgaXVJr8vzzibdYWsTOtQDqg1PTvw2HO1JSlpFZ9K/q3s+C+wv6UZSQu45sflT4J8k3UBqVnmqxLpmAuc3ntyNiH8A+wO/lnQT6YjjJ/2IsT9xNxURF5Cahv6aY5hF/pGKdIvCS4EzIuKFQcZlI4h75zQboXJT1rXAhyPijk7HY8OH9/jNRiBJ65H6hL/YSd8aeY/fzKxmvMdvZlYzTvxmZjXjxG9mVjNO/GZmNePEb2ZWM/8PftvUMJwowNYAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -704,7 +741,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -714,11 +751,11 @@
        " 'conviction': 0,\n",
        " 'status': 'candidate',\n",
        " 'age': 0,\n",
-       " 'funds_requested': 681.1084964231192,\n",
+       " 'funds_requested': 862.4400479725533,\n",
        " 'trigger': inf}"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -744,7 +781,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -832,7 +869,9 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "metadata": {},
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
@@ -895,8 +934,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 4,
    "metadata": {
+    "collapsed": true,
     "tags": []
    },
    "outputs": [
@@ -920,32 +960,40 @@
       "SubsetIDs: [0]\n",
       "Ns       : [0]\n",
       "ExpIDs   : [0]\n",
-      "Execution Mode: single_threaded\n"
+      "Execution Mode: single_threaded\n",
+      "[{'alpha': 0.7937005259840998,\n",
+      "  'base_completion_rate': 45,\n",
+      "  'base_engagement_rate': 0.3,\n",
+      "  'base_failure_rate': 180,\n",
+      "  'beta': 0,\n",
+      "  'gamma': 0.001,\n",
+      "  'lowest_affinity_to_support': 0.3,\n",
+      "  'min_supp': 1,\n",
+      "  'rho': 0.0025,\n",
+      "  'sensitivity': 0.75,\n",
+      "  'tmin': 1}]\n"
      ]
     },
     {
-     "ename": "TypeError",
-     "evalue": "list indices must be integers or slices, not str",
+     "ename": "NameError",
+     "evalue": "name 'exit' is not defined",
      "output_type": "error",
      "traceback": [
       "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-16-bef6047fbb7f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\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      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\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     18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     19\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---> 20\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     21\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     22\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, configured_n)\u001b[0m\n\u001b[1;32m    132\u001b[0m             return single_proc_exec(\n\u001b[1;32m    133\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--> 134\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[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    135\u001b[0m             )\n\u001b[1;32m    136\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mconfig_amt\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# and config_amt < remote_threshold:\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, configured_n)\u001b[0m\n\u001b[1;32m     34\u001b[0m     )\n\u001b[1;32m     35\u001b[0m     result = simulation_exec(\n\u001b[0;32m---> 36\u001b[0;31m         \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[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     37\u001b[0m     )\n\u001b[1;32m     38\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36msimulation\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, simulation_id, run, subset_id, subset_window, configured_N, additional_objs)\u001b[0m\n\u001b[1;32m    249\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    250\u001b[0m         pipe_run = flatten(\n\u001b[0;32m--> 251\u001b[0;31m             \u001b[0;34m[\u001b[0m\u001b[0mexecute_run\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\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[1;32m    252\u001b[0m         )\n\u001b[1;32m    253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mexecute_run\u001b[0;34m(sweep_dict, states_list, configs, env_processes, time_seq, _run)\u001b[0m\n\u001b[1;32m    242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    243\u001b[0m             first_timestep_per_run: List[Dict[str, Any]] = self.run_pipeline(\n\u001b[0;32m--> 244\u001b[0;31m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list_copy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    245\u001b[0m             )\n\u001b[1;32m    246\u001b[0m             \u001b[0;32mdel\u001b[0m \u001b[0mstates_list_copy\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/simulation.py\u001b[0m in \u001b[0;36mrun_pipeline\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, run, additional_objs)\u001b[0m\n\u001b[1;32m    198\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mtime_step\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    199\u001b[0m             pipe_run: List[Dict[str, Any]] = self.state_update_pipeline(\n\u001b[0;32m--> 200\u001b[0;31m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    201\u001b[0m             )\n\u001b[1;32m    202\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mstate_update_pipeline\u001b[0;34m(self, sweep_dict, simulation_list, configs, env_processes, time_step, run, additional_objs)\u001b[0m\n\u001b[1;32m    174\u001b[0m             states_list: List[Dict[str, Any]] = self.partial_state_update(\n\u001b[1;32m    175\u001b[0m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_step\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[0m\n\u001b[0;32m--> 176\u001b[0;31m                 \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    177\u001b[0m             )\n\u001b[1;32m    178\u001b[0m             \u001b[0msub_step\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\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/simulation.py\u001b[0m in \u001b[0;36mpartial_state_update\u001b[0;34m(self, sweep_dict, sub_step, sL, sH, state_funcs, policy_funcs, env_processes, time_step, run, additional_objs)\u001b[0m\n\u001b[1;32m    118\u001b[0m         \u001b[0mlast_in_obj\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msL\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\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[1;32m    119\u001b[0m         _input: Dict[str, Any] = self.policy_update_exception(\n\u001b[0;32m--> 120\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_policy_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msH\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlast_in_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpolicy_funcs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\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    121\u001b[0m         )\n\u001b[1;32m    122\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mget_policy_input\u001b[0;34m(self, sweep_dict, sub_step, sL, s, funcs, additional_objs)\u001b[0m\n\u001b[1;32m     53\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     54\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 55\u001b[0;31m         \u001b[0mcol_results\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_col_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     56\u001b[0m         \u001b[0mkey_set\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreduce\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\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[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcol_results\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\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[1;32m     57\u001b[0m         \u001b[0mnew_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkey_set\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/simulation.py\u001b[0m in \u001b[0;36mget_col_results\u001b[0;34m(sweep_dict, sub_step, sL, s, funcs)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(f)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mpolicy_scope_tuner\u001b[0;34m(additional_objs, f)\u001b[0m\n\u001b[1;32m     37\u001b[0m             \u001b[0;32mdef\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\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[1;32m     38\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0madditional_objs\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 39\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\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     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/parts/system.py\u001b[0m in \u001b[0;36mdriving_process\u001b[0;34m(params, step, sL, s)\u001b[0m\n\u001b[1;32m     54\u001b[0m         \u001b[0mnew_proposal_ct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmedian_affinity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 56\u001b[0;31m     \u001b[0mexpected_request\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'beta'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'funds'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     57\u001b[0m     \u001b[0mnew_proposal_requested\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mexpon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrvs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mct\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_proposal_ct\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[1;32m     58\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not str"
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-4-bef6047fbb7f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\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      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\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~/Projects/Aragon_Conviction_Voting/models/v3/model/run.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m()\u001b[0m\n\u001b[1;32m     18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     19\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---> 20\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     21\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     22\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/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/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/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/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, configured_n)\u001b[0m\n\u001b[1;32m    133\u001b[0m             return single_proc_exec(\n\u001b[1;32m    134\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[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 135\u001b[0;31m                 \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[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[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    136\u001b[0m             )\n\u001b[1;32m    137\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mconfig_amt\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# and config_amt < remote_threshold:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/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, configured_n)\u001b[0m\n\u001b[1;32m     35\u001b[0m     )\n\u001b[1;32m     36\u001b[0m     result = simulation_exec(\n\u001b[0;32m---> 37\u001b[0;31m         \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[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     38\u001b[0m     )\n\u001b[1;32m     39\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[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36msimulation\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, simulation_id, run, subset_id, subset_window, configured_N, additional_objs)\u001b[0m\n\u001b[1;32m    253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    254\u001b[0m         pipe_run = flatten(\n\u001b[0;32m--> 255\u001b[0;31m             \u001b[0;34m[\u001b[0m\u001b[0mexecute_run\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\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[1;32m    256\u001b[0m         )\n\u001b[1;32m    257\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mexecute_run\u001b[0;34m(sweep_dict, states_list, configs, env_processes, time_seq, _run)\u001b[0m\n\u001b[1;32m    246\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    247\u001b[0m             first_timestep_per_run: List[Dict[str, Any]] = self.run_pipeline(\n\u001b[0;32m--> 248\u001b[0;31m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list_copy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    249\u001b[0m             )\n\u001b[1;32m    250\u001b[0m             \u001b[0;32mdel\u001b[0m \u001b[0mstates_list_copy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mrun_pipeline\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, run, additional_objs)\u001b[0m\n\u001b[1;32m    202\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mtime_step\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    203\u001b[0m             pipe_run: List[Dict[str, Any]] = self.state_update_pipeline(\n\u001b[0;32m--> 204\u001b[0;31m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    205\u001b[0m             )\n\u001b[1;32m    206\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mstate_update_pipeline\u001b[0;34m(self, sweep_dict, simulation_list, configs, env_processes, time_step, run, additional_objs)\u001b[0m\n\u001b[1;32m    178\u001b[0m             states_list: List[Dict[str, Any]] = self.partial_state_update(\n\u001b[1;32m    179\u001b[0m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_step\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[0m\n\u001b[0;32m--> 180\u001b[0;31m                 \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    181\u001b[0m             )\n\u001b[1;32m    182\u001b[0m             \u001b[0msub_step\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mpartial_state_update\u001b[0;34m(self, sweep_dict, sub_step, sL, sH, state_funcs, policy_funcs, env_processes, time_step, run, additional_objs)\u001b[0m\n\u001b[1;32m    122\u001b[0m         \u001b[0mlast_in_obj\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msL\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\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[1;32m    123\u001b[0m         _input: Dict[str, Any] = self.policy_update_exception(\n\u001b[0;32m--> 124\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_policy_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msH\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlast_in_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpolicy_funcs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\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    125\u001b[0m         )\n\u001b[1;32m    126\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mget_policy_input\u001b[0;34m(self, sweep_dict, sub_step, sL, s, funcs, additional_objs)\u001b[0m\n\u001b[1;32m     57\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     58\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 59\u001b[0;31m         \u001b[0mcol_results\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_col_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     60\u001b[0m         \u001b[0mkey_set\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreduce\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\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[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcol_results\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\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[1;32m     61\u001b[0m         \u001b[0mnew_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkey_set\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mget_col_results\u001b[0;34m(sweep_dict, sub_step, sL, s, funcs)\u001b[0m\n\u001b[1;32m     38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     39\u001b[0m             \u001b[0mpprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 40\u001b[0;31m             \u001b[0mexit\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     41\u001b[0m             \u001b[0;32mdef\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\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[1;32m     42\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0madditional_objs\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'exit' is not defined"
      ]
     }
    ],
@@ -969,7 +1017,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -978,18 +1026,297 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>network</th>\n",
+       "      <th>funds</th>\n",
+       "      <th>sentiment</th>\n",
+       "      <th>effective_supply</th>\n",
+       "      <th>total_supply</th>\n",
+       "      <th>fractionOfSupplyForVoting</th>\n",
+       "      <th>fractionOfSupplyInPool</th>\n",
+       "      <th>fractionOfProposalStages</th>\n",
+       "      <th>fractionOfFundStages</th>\n",
+       "      <th>simulation</th>\n",
+       "      <th>...</th>\n",
+       "      <th>age_all</th>\n",
+       "      <th>conviction_all</th>\n",
+       "      <th>triggers_all</th>\n",
+       "      <th>conviction_share_of_trigger_all</th>\n",
+       "      <th>percentageOfActiveProposals</th>\n",
+       "      <th>percentageOfCompletedProposals</th>\n",
+       "      <th>percentageOfKilledProposals</th>\n",
+       "      <th>percentageOfActiveFundsRequested</th>\n",
+       "      <th>percentageOfCompletedFundsRequested</th>\n",
+       "      <th>percentageOfKilledFundsRequested</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
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+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22414.61</td>\n",
+       "      <td>0.63</td>\n",
+       "      <td>4.58</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[1, 1, 1, 1, 1, 1, 1]</td>\n",
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+       "      <td>[inf, inf, inf, inf, inf, inf, inf]</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]</td>\n",
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+       "      <td>0.00</td>\n",
+       "      <td>0.14</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4912.02</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22437.03</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>4.57</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[2, 2, 2, 2, 2, 2, 2, 1, 1]</td>\n",
+       "      <td>[2178.391649954617, 1746.2717789589933, 428.18...</td>\n",
+       "      <td>[inf, inf, inf, inf, nan, inf, inf, inf, inf]</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0]</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4934.45</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22459.46</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>4.55</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[3, 3, 3, 3, 3, 3, 3, 2, 2]</td>\n",
+       "      <td>[3001.7742910703023, 2359.5749868455773, 576.2...</td>\n",
+       "      <td>[inf, inf, inf, inf, nan, inf, inf, nan, nan]</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan]</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4956.91</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22481.92</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>4.54</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[4, 4, 4, 4, 4, 4, 4, 3, 3]</td>\n",
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+       "      <td>[inf, inf, inf, inf, nan, inf, inf, nan, nan]</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan]</td>\n",
+       "      <td>0.00</td>\n",
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+       "      <td>0.33</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4979.40</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22504.41</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>4.52</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[5, 5, 5, 5, 5, 5, 5, 4, 4, 1, 1]</td>\n",
+       "      <td>[4271.1418991733435, 3559.465322640449, 795.01...</td>\n",
+       "      <td>[inf, inf, inf, inf, nan, inf, inf, nan, nan, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, ...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.36</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.10</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 43 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              network   funds  sentiment  \\\n",
+       "6   (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4889.60       0.60   \n",
+       "12  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4912.02       0.60   \n",
+       "18  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4934.45       0.60   \n",
+       "24  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4956.91       0.60   \n",
+       "30  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4979.40       0.60   \n",
+       "\n",
+       "    effective_supply  total_supply  fractionOfSupplyForVoting  \\\n",
+       "6           14020.01      22414.61                       0.63   \n",
+       "12          14020.01      22437.03                       0.62   \n",
+       "18          14020.01      22459.46                       0.62   \n",
+       "24          14020.01      22481.92                       0.62   \n",
+       "30          14020.01      22504.41                       0.62   \n",
+       "\n",
+       "    fractionOfSupplyInPool                           fractionOfProposalStages  \\\n",
+       "6                     4.58  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "12                    4.57  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "18                    4.55  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "24                    4.54  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "30                    4.52  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "\n",
+       "                                 fractionOfFundStages  simulation  ...  \\\n",
+       "6   {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "12  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "18  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "24  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "30  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "\n",
+       "                              age_all  \\\n",
+       "6               [1, 1, 1, 1, 1, 1, 1]   \n",
+       "12        [2, 2, 2, 2, 2, 2, 2, 1, 1]   \n",
+       "18        [3, 3, 3, 3, 3, 3, 3, 2, 2]   \n",
+       "24        [4, 4, 4, 4, 4, 4, 4, 3, 3]   \n",
+       "30  [5, 5, 5, 5, 5, 5, 5, 4, 4, 1, 1]   \n",
+       "\n",
+       "                                       conviction_all  \\\n",
+       "6   [1140.99452829493, 973.5581573746348, 238.7134...   \n",
+       "12  [2178.391649954617, 1746.2717789589933, 428.18...   \n",
+       "18  [3001.7742910703023, 2359.5749868455773, 576.2...   \n",
+       "24  [3709.455194161197, 3028.521847490869, 700.333...   \n",
+       "30  [4271.1418991733435, 3559.465322640449, 795.01...   \n",
+       "\n",
+       "                                         triggers_all  \\\n",
+       "6                 [inf, inf, inf, inf, inf, inf, inf]   \n",
+       "12      [inf, inf, inf, inf, nan, inf, inf, inf, inf]   \n",
+       "18      [inf, inf, inf, inf, nan, inf, inf, nan, nan]   \n",
+       "24      [inf, inf, inf, inf, nan, inf, inf, nan, nan]   \n",
+       "30  [inf, inf, inf, inf, nan, inf, inf, nan, nan, ...   \n",
+       "\n",
+       "                      conviction_share_of_trigger_all  \\\n",
+       "6                 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]   \n",
+       "12      [0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0]   \n",
+       "18      [0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan]   \n",
+       "24      [0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan]   \n",
+       "30  [0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, ...   \n",
+       "\n",
+       "   percentageOfActiveProposals  percentageOfCompletedProposals  \\\n",
+       "6                         0.00                            0.00   \n",
+       "12                        0.00                            0.00   \n",
+       "18                        0.00                            0.00   \n",
+       "24                        0.00                            0.00   \n",
+       "30                        0.00                            0.00   \n",
+       "\n",
+       "    percentageOfKilledProposals  percentageOfActiveFundsRequested  \\\n",
+       "6                          0.14                              0.00   \n",
+       "12                         0.33                              0.00   \n",
+       "18                         0.33                              0.00   \n",
+       "24                         0.33                              0.00   \n",
+       "30                         0.36                              0.00   \n",
+       "\n",
+       "    percentageOfCompletedFundsRequested  percentageOfKilledFundsRequested  \n",
+       "6                                  0.00                              0.10  \n",
+       "12                                 0.00                              0.10  \n",
+       "18                                 0.00                              0.10  \n",
+       "24                                 0.00                              0.10  \n",
+       "30                                 0.00                              0.10  \n",
+       "\n",
+       "[5 rows x 43 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.head(5)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1231eb128>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep','sentiment')"
    ]
@@ -1003,9 +1330,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x123269cf8>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['funds', 'candidate_funds'])"
    ]
@@ -1019,9 +1369,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'affinities_plot' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m-----------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m           Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-1-4a61f53644c3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0maffinities_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m: name 'affinities_plot' is not defined"
+     ]
+    }
+   ],
    "source": [
     "affinities_plot(df)"
    ]
@@ -1218,7 +1580,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.6.8"
   }
  },
  "nbformat": 4,
diff --git a/models/v3/debug.py b/models/v3/debug.py
new file mode 100644
index 0000000..630e8b0
--- /dev/null
+++ b/models/v3/debug.py
@@ -0,0 +1,12 @@
+from model import config
+from model.parts.sys_params import initial_values
+from model.parts.utils import *
+
+import numpy as np
+import pandas as pd
+from model import run
+pd.options.display.float_format = '{:.2f}'.format
+
+# %matplotlib inline
+
+rdf = run.run()
\ No newline at end of file
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diff --git a/models/v3/model/config.py b/models/v3/model/config.py
index 0d2dbbe..d21ceae 100644
--- a/models/v3/model/config.py
+++ b/models/v3/model/config.py
@@ -15,7 +15,8 @@ from .parts.utils import *
 
 
 sim_config = config_sim({
-    'T': range(100), #day 
+    # 'T': range(100), #day
+    'T': range(20), #day
     'N': 1,
     'M': params,
 })
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Ad;kCd


From 52a4306c939fe84d265772d48f56bd5ee4ba479b Mon Sep 17 00:00:00 2001
From: Andrew Clark <andrewtaylorclark@gmail.com>
Date: Thu, 20 Aug 2020 13:16:33 -0400
Subject: [PATCH 4/4] new errors

---
 ...n_Conviction_Voting_Model-checkpoint.ipynb | 672 ++++++++++++++++--
 .../v3/Aragon_Conviction_Voting_Model.ipynb   | 672 ++++++++++++++++--
 models/v3/images/snap/0.png                   | Bin 64071 -> 69994 bytes
 3 files changed, 1212 insertions(+), 132 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 88d3290..7bf7cca 100644
--- a/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb
+++ b/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb
@@ -534,7 +534,7 @@
     {
      "data": {
       "text/plain": [
-       "{'network': <networkx.classes.digraph.DiGraph at 0x7f2973335450>,\n",
+       "{'network': <networkx.classes.digraph.DiGraph at 0x7f4187923a50>,\n",
        " 'funds': 4867.21,\n",
        " 'sentiment': 0.6,\n",
        " 'effective_supply': 14020.008000000002,\n",
@@ -609,8 +609,8 @@
      "data": {
       "text/plain": [
        "{'type': 'participant',\n",
-       " 'holdings': 1297.0942803905527,\n",
-       " 'sentiment': 0.5338048276625109}"
+       " 'holdings': 1043.924967107407,\n",
+       " 'sentiment': 0.928361782276983}"
       ]
      },
      "execution_count": 8,
@@ -640,7 +640,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -688,7 +688,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -714,7 +714,7 @@
        " 'conviction': 0,\n",
        " 'status': 'candidate',\n",
        " 'age': 0,\n",
-       " 'funds_requested': 681.1084964231192,\n",
+       " 'funds_requested': 213.56441037042015,\n",
        " 'trigger': inf}"
       ]
      },
@@ -769,7 +769,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -846,7 +846,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1440x360 with 2 Axes>"
       ]
@@ -920,32 +920,8 @@
       "SubsetIDs: [0]\n",
       "Ns       : [0]\n",
       "ExpIDs   : [0]\n",
-      "Execution Mode: single_threaded\n"
-     ]
-    },
-    {
-     "ename": "TypeError",
-     "evalue": "list indices must be integers or slices, not str",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-16-bef6047fbb7f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\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      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\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     18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     19\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---> 20\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     21\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     22\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, configured_n)\u001b[0m\n\u001b[1;32m    132\u001b[0m             return single_proc_exec(\n\u001b[1;32m    133\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--> 134\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[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    135\u001b[0m             )\n\u001b[1;32m    136\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mconfig_amt\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# and config_amt < remote_threshold:\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, configured_n)\u001b[0m\n\u001b[1;32m     34\u001b[0m     )\n\u001b[1;32m     35\u001b[0m     result = simulation_exec(\n\u001b[0;32m---> 36\u001b[0;31m         \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[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     37\u001b[0m     )\n\u001b[1;32m     38\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36msimulation\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, simulation_id, run, subset_id, subset_window, configured_N, additional_objs)\u001b[0m\n\u001b[1;32m    249\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    250\u001b[0m         pipe_run = flatten(\n\u001b[0;32m--> 251\u001b[0;31m             \u001b[0;34m[\u001b[0m\u001b[0mexecute_run\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\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[1;32m    252\u001b[0m         )\n\u001b[1;32m    253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mexecute_run\u001b[0;34m(sweep_dict, states_list, configs, env_processes, time_seq, _run)\u001b[0m\n\u001b[1;32m    242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    243\u001b[0m             first_timestep_per_run: List[Dict[str, Any]] = self.run_pipeline(\n\u001b[0;32m--> 244\u001b[0;31m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list_copy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    245\u001b[0m             )\n\u001b[1;32m    246\u001b[0m             \u001b[0;32mdel\u001b[0m \u001b[0mstates_list_copy\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/simulation.py\u001b[0m in \u001b[0;36mrun_pipeline\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, run, additional_objs)\u001b[0m\n\u001b[1;32m    198\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mtime_step\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    199\u001b[0m             pipe_run: List[Dict[str, Any]] = self.state_update_pipeline(\n\u001b[0;32m--> 200\u001b[0;31m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    201\u001b[0m             )\n\u001b[1;32m    202\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mstate_update_pipeline\u001b[0;34m(self, sweep_dict, simulation_list, configs, env_processes, time_step, run, additional_objs)\u001b[0m\n\u001b[1;32m    174\u001b[0m             states_list: List[Dict[str, Any]] = self.partial_state_update(\n\u001b[1;32m    175\u001b[0m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_step\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[0m\n\u001b[0;32m--> 176\u001b[0;31m                 \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    177\u001b[0m             )\n\u001b[1;32m    178\u001b[0m             \u001b[0msub_step\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\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/simulation.py\u001b[0m in \u001b[0;36mpartial_state_update\u001b[0;34m(self, sweep_dict, sub_step, sL, sH, state_funcs, policy_funcs, env_processes, time_step, run, additional_objs)\u001b[0m\n\u001b[1;32m    118\u001b[0m         \u001b[0mlast_in_obj\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msL\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\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[1;32m    119\u001b[0m         _input: Dict[str, Any] = self.policy_update_exception(\n\u001b[0;32m--> 120\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_policy_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msH\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlast_in_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpolicy_funcs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\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    121\u001b[0m         )\n\u001b[1;32m    122\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mget_policy_input\u001b[0;34m(self, sweep_dict, sub_step, sL, s, funcs, additional_objs)\u001b[0m\n\u001b[1;32m     53\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     54\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 55\u001b[0;31m         \u001b[0mcol_results\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_col_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     56\u001b[0m         \u001b[0mkey_set\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreduce\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\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[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcol_results\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\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[1;32m     57\u001b[0m         \u001b[0mnew_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkey_set\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/simulation.py\u001b[0m in \u001b[0;36mget_col_results\u001b[0;34m(sweep_dict, sub_step, sL, s, funcs)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(f)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mpolicy_scope_tuner\u001b[0;34m(additional_objs, f)\u001b[0m\n\u001b[1;32m     37\u001b[0m             \u001b[0;32mdef\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\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[1;32m     38\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0madditional_objs\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 39\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\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     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/parts/system.py\u001b[0m in \u001b[0;36mdriving_process\u001b[0;34m(params, step, sL, s)\u001b[0m\n\u001b[1;32m     54\u001b[0m         \u001b[0mnew_proposal_ct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmedian_affinity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 56\u001b[0;31m     \u001b[0mexpected_request\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'beta'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'funds'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     57\u001b[0m     \u001b[0mnew_proposal_requested\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mexpon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrvs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mct\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_proposal_ct\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[1;32m     58\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not str"
+      "Execution Mode: single_threaded\n",
+      "Total execution time: 93.98s\n"
      ]
     }
    ],
@@ -969,7 +945,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -978,18 +954,297 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>network</th>\n",
+       "      <th>funds</th>\n",
+       "      <th>sentiment</th>\n",
+       "      <th>effective_supply</th>\n",
+       "      <th>total_supply</th>\n",
+       "      <th>fractionOfSupplyForVoting</th>\n",
+       "      <th>fractionOfSupplyInPool</th>\n",
+       "      <th>fractionOfProposalStages</th>\n",
+       "      <th>fractionOfFundStages</th>\n",
+       "      <th>simulation</th>\n",
+       "      <th>...</th>\n",
+       "      <th>age_all</th>\n",
+       "      <th>conviction_all</th>\n",
+       "      <th>triggers_all</th>\n",
+       "      <th>conviction_share_of_trigger_all</th>\n",
+       "      <th>percentageOfActiveProposals</th>\n",
+       "      <th>percentageOfCompletedProposals</th>\n",
+       "      <th>percentageOfKilledProposals</th>\n",
+       "      <th>percentageOfActiveFundsRequested</th>\n",
+       "      <th>percentageOfCompletedFundsRequested</th>\n",
+       "      <th>percentageOfKilledFundsRequested</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4889.60</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22414.61</td>\n",
+       "      <td>0.63</td>\n",
+       "      <td>4.58</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[1, 1, 1, 1, 1, 1, 1]</td>\n",
+       "      <td>[471.78627445800566, 0.0, 40.862931359077734, ...</td>\n",
+       "      <td>[inf, inf, inf, inf, inf, inf, inf]</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.14</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4912.02</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22437.03</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>4.57</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[2, 2, 2, 2, 2, 2, 2]</td>\n",
+       "      <td>[846.2432886474037, 0.0, 73.2958614720299, 931...</td>\n",
+       "      <td>[inf, nan, inf, inf, inf, inf, inf]</td>\n",
+       "      <td>[0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0]</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.14</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4934.45</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22459.46</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>4.55</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[3, 3, 3, 3, 3, 3, 3, 1, 1]</td>\n",
+       "      <td>[1765.9604811907734, 0.0, 772.9756140868266, 3...</td>\n",
+       "      <td>[inf, nan, inf, inf, inf, inf, inf, inf, inf]</td>\n",
+       "      <td>[0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.11</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4956.91</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22481.92</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>4.54</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[4, 4, 4, 4, 4, 4, 4, 2, 2]</td>\n",
+       "      <td>[2495.940500669066, 0.0, 3400.215865169473, 47...</td>\n",
+       "      <td>[inf, nan, inf, inf, inf, inf, inf, inf, inf]</td>\n",
+       "      <td>[0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.11</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4979.40</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22504.41</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>4.52</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[5, 5, 5, 5, 5, 5, 5, 3, 3, 1, 1]</td>\n",
+       "      <td>[3015.2041608935033, 0.0, 5677.118957275306, 5...</td>\n",
+       "      <td>[inf, nan, inf, inf, inf, inf, inf, inf, inf, ...</td>\n",
+       "      <td>[0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.09</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.17</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 43 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              network   funds  sentiment  \\\n",
+       "6   (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4889.60       0.60   \n",
+       "12  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4912.02       0.60   \n",
+       "18  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4934.45       0.60   \n",
+       "24  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4956.91       0.60   \n",
+       "30  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4979.40       0.60   \n",
+       "\n",
+       "    effective_supply  total_supply  fractionOfSupplyForVoting  \\\n",
+       "6           14020.01      22414.61                       0.63   \n",
+       "12          14020.01      22437.03                       0.62   \n",
+       "18          14020.01      22459.46                       0.62   \n",
+       "24          14020.01      22481.92                       0.62   \n",
+       "30          14020.01      22504.41                       0.62   \n",
+       "\n",
+       "    fractionOfSupplyInPool                           fractionOfProposalStages  \\\n",
+       "6                     4.58  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "12                    4.57  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "18                    4.55  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "24                    4.54  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "30                    4.52  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "\n",
+       "                                 fractionOfFundStages  simulation  ...  \\\n",
+       "6   {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "12  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "18  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "24  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "30  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "\n",
+       "                              age_all  \\\n",
+       "6               [1, 1, 1, 1, 1, 1, 1]   \n",
+       "12              [2, 2, 2, 2, 2, 2, 2]   \n",
+       "18        [3, 3, 3, 3, 3, 3, 3, 1, 1]   \n",
+       "24        [4, 4, 4, 4, 4, 4, 4, 2, 2]   \n",
+       "30  [5, 5, 5, 5, 5, 5, 5, 3, 3, 1, 1]   \n",
+       "\n",
+       "                                       conviction_all  \\\n",
+       "6   [471.78627445800566, 0.0, 40.862931359077734, ...   \n",
+       "12  [846.2432886474037, 0.0, 73.2958614720299, 931...   \n",
+       "18  [1765.9604811907734, 0.0, 772.9756140868266, 3...   \n",
+       "24  [2495.940500669066, 0.0, 3400.215865169473, 47...   \n",
+       "30  [3015.2041608935033, 0.0, 5677.118957275306, 5...   \n",
+       "\n",
+       "                                         triggers_all  \\\n",
+       "6                 [inf, inf, inf, inf, inf, inf, inf]   \n",
+       "12                [inf, nan, inf, inf, inf, inf, inf]   \n",
+       "18      [inf, nan, inf, inf, inf, inf, inf, inf, inf]   \n",
+       "24      [inf, nan, inf, inf, inf, inf, inf, inf, inf]   \n",
+       "30  [inf, nan, inf, inf, inf, inf, inf, inf, inf, ...   \n",
+       "\n",
+       "                      conviction_share_of_trigger_all  \\\n",
+       "6                 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]   \n",
+       "12                [0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0]   \n",
+       "18      [0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]   \n",
+       "24      [0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]   \n",
+       "30  [0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "\n",
+       "   percentageOfActiveProposals  percentageOfCompletedProposals  \\\n",
+       "6                         0.00                            0.00   \n",
+       "12                        0.00                            0.00   \n",
+       "18                        0.00                            0.00   \n",
+       "24                        0.00                            0.00   \n",
+       "30                        0.00                            0.00   \n",
+       "\n",
+       "    percentageOfKilledProposals  percentageOfActiveFundsRequested  \\\n",
+       "6                          0.14                              0.00   \n",
+       "12                         0.14                              0.00   \n",
+       "18                         0.11                              0.00   \n",
+       "24                         0.11                              0.00   \n",
+       "30                         0.09                              0.00   \n",
+       "\n",
+       "    percentageOfCompletedFundsRequested  percentageOfKilledFundsRequested  \n",
+       "6                                  0.00                              0.17  \n",
+       "12                                 0.00                              0.17  \n",
+       "18                                 0.00                              0.17  \n",
+       "24                                 0.00                              0.17  \n",
+       "30                                 0.00                              0.17  \n",
+       "\n",
+       "[5 rows x 43 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.head(5)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4166923c50>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep','sentiment')"
    ]
@@ -1003,9 +1258,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f41668b1990>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['funds', 'candidate_funds'])"
    ]
@@ -1019,9 +1297,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 612x792 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "affinities_plot(df)"
    ]
@@ -1035,9 +1326,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f41665804d0>"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n",
     "         kind='area')\n",
@@ -1055,9 +1369,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f41665919d0>"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "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",
@@ -1074,7 +1411,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1083,9 +1420,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "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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ooYcmBpSfcMIJuOuuu3DyySdjwYIF+P73v499990XH/nIR1BXV4fjjz8er7322qDKvPfeezF58mTU1dXhtttuKxunWF1djcsvvxzNzc1oamrCT37yE/z+97/HlClTAABXXXUVbrjhBjQ0NODGG2/EOeecg0mTJmH8+PGYNm0aPvKRjyTeVymF22+/HRMmTMApp5yCbDaLRx55BL/+9a/R0tKC5uZmfO1rX7Nesrfccgu6urrQ3NyM8847D+eff/6Az3j00Udj3333xXHHHYcrrrgCJ554oj02Y8YMeJ6HQw89dFCq1TimTZuGyy+/HEcccQTGjh2LV199FTNmzOj3mmOPPRbTp0+3bZmE5uZmjBw5Ei0tLfj85z+P2267Dfvttx8A4Kc//Sm++c1vora2Ftdff/2QpBAm0lGjRuHQQw9FGIb4j//4D7S0tKCxsRH/8z//U3byj18LAL/61a+wcuVKtLS04NOf/jS+9a1v4fjjjx90fcph1KhReOihhzBnzhyMGjUKP/jBD/DQQw9F2uvss8/Geeedh+bmZvT29uLmm28GAEydOhW//OUvcckll6CpqQkPPvggHnzwQeRyOfT19eHKK69EU1MTmpubsWHDBnzve98DANx4442YN28eamtrceGFF0YWS3EMdtyk2HlQNFj9SIoUeziOPfZYnHXWWbjgggt2dlUA6BCJL3zhC1izZs3Orsoui5kzZ+ILX/jCLvPOUux6yAx8SooUKV544QUsWLAA999//86uSooUKXYgUnVoihQD4Nxzz8Xxxx+PH/3oRxEPxxQpUgx/pOrQFClSpEixxyKVBFOkSJEixR6LIdkEOT9hihQpUqRIMZywcuXKxKQGQyLByZMnY/78+TusUilSpEiRIsU/Ah/60IcSf0/VoSlSpEiRYo9FSoIpUqRIkWKPRUqCKVKkSJFij0VKgilSpEiRYo9FSoIpUqRIkWKPRUqCKVKkSJFij0VKgilSpEiRYo9FSoIpUqRIkWKPRUqCKVKkSJFij0VKgilSpEiRYo9FSoIpUqRIkWKPRUqCKVKkSJFij0VKgilSpEiRYo9FSoIpUqRIkWKPRUqCKVKkSJFij0VKgilSpEiRYo9FSoIpUqRIkWKPRUqCKVKkSJFij0VKgilSpEiRYo9FSoIpUqRIkWKPRUqCKVKkSJFij0VKgilSpEiRYo/F8CbBJ54A/v07QFAEiHZ2bVKkSJEixTBDZmdXYLtw5x3A/Q8Cs/4FyOXc70oBynOfUOZv8w/iOJ+fIkWKFCn2OAxzEpwL/GBTlAABLRVSoP+2RBgDhUJ67Ick7ff48ZQ4U6RIkWK4Y3iTYEUF0DJek1mhDyj2lZ5DBIA0aRFp8lMKUD7gezGJEe4cmM+Q3D1I/F2OGPuVPlPiTJEiRYpdCcObBBlKAblKIJMF+rqhCQsw/xniUk7yUz7g+fp4GOh/FGry8jx3XJKkRJwUI99DICwmH+e69keStjx5LEWKFClSvBfYPUiQ4flAZQ1QzAOFXsDPOoKDISLP18QSBpqsPF+fx79TCIQhEOSBQijI0RAjk6RS+u/BggnYqmHjJGnKjZMqMDBJpnbOFClSpNgm7F4kCOjJP1sB+Bkg32O+VwFBAQjCKNEx+VGoSZNCfZ2XATKVTkXKRBoGQKGoP5lQPV+QpJdsf+R6AZpABwuSkiw5AiUpdYq/JXHGSbJf6TNV16ZIkWLPxO5HggzPBypGaKkw36uJMVOhv4eBJjsoY0dUQCYH+L6RAovOvuhlNFn6GX0Og4mUCbJQ0H+zvdHzoiS5LQRTItUNkkBLVLQD2TlDLnDwKtqUOFOkSLEbYHiTYD4PtLUBY8YkH49LhUEByFUB2UpNcsWCUYdmjJTXa6TArD4HZAgxD+SN6tTLGGnRXOeLJrSEY+yMQVE77CTZG70y9sYdgW2xJQ5o5yxzHBicija1c6ZIkWIXxPAmwbvvAubPB340x/1WbvL1DNH1dhnJLgtUZI39sE9LgblqAGSkxV5Nhn7WSYBMbPmeqOrUz8TK8/R1DEskweDtjf9oorDtNoRrBmXnLA5g5+wnFEWqcO01KVKkSLHjMLxJ8LwvAh/7WPQ3aT8DYmo7o6oMCvqf/d1IfEExeq+goAkRcGSlPE2KTGxBQZMooInUzwBeNkpkVkUaU2cSDcHe6O96JPCPtnMOJRSFbbO7WpulSJFil8LwJsFcDpi0t54k+7pNaEIMRGIiNNIJAC3ykCG1SkdQQQAExk7oGzIj0vcOCsJG5rn78DmBkRTRG6sEe5KypJVgU2NVq4xn5BCO4D2wN+4spHbOFClS7EIY3iTIUAqoHKEJqK/b/GhiA3lStOQipCxA2wXDPneciVEprbYkaMkvV21+K+hrgoImyWxFqZRGRrIMjXTJE7KnYlKTmKzjNje+D9vd+DsF+l+xED0mg/49DwB/onRyH46TfGrnTJEixXuA3YMEGX4GqKp12WMyWUdCBGeDU55TRTLpUWg8RI0tj0It2ZHxFGVvUeUZlWeFPiffo+/h53R5TIiZLAB5L0OIQczrNOOjbFgFo0SFyJ/m3vwvDHV9A4rdwCwGIj/F1cQY4LtKuA679uS/zXbOJNIsY+eMJ0JI7ZwpUgwr7F4kCOhJhbPHROIEi5rULAEWjSdoDoDS34t5/Y8D6LM5QFUaCdB4eoZFTTZKOfIBBFEq4zWa1TZCJt1MLmZL7MfrND4xbsuEGbc3slOOTRjglU7WoFKildIS3zcuofZLlMOMULfLQShmx0ztnClS7PLY/UiQUS5OMMib0AhDOKy29LOaLClwzjCFPmjSMASVq9STVzGvr8tknZqUiY1VoEHB1SUSTG8+MzldJyaroKhDNDiGMe51OlQoFQ3fYMj4RibGJHujPwh7Y38S6p5EqJEyh5hFKK6ilQ5DETvnQAnfhQSa2jlTpBg0dl8SBIwUWKEJLt+jyaui2sQJ5rXkpjxNfiBNkGGoCYhCTQjZSic59nWb340ESQHQ2+lsg9kKABW6bAo12RbzbrILjT2PJUiWxjhmMFuprw2Nyq0kYH8QqtMB28TTOVGT4hu5foONb9yRhDNoQgW0SjKBUCMZc1BKALsaoe5QOyerxMvZOZNIU373En5LiTPF7o/hTYL3/gJ44QW9sS6QvBLWB/TkTdBxgqzuzBi7XrFPTxYZExMYBkDRkFXfVneuDaAPnFoUcPGHnq/PYQmOiTE0jixBXtclk3MkFPLkxV6gRl2mRMwgoOuYDwZWnW4LuK08D9aOCQhVnoxvDPTvOzq+MSXUwWFH2DlLvgcA+rFzDpRyL7VzphjGGN4k+E9HA2NHu+/sACMRn6xkrlBLImZSYTVoHDau0N5UTELKTZZhoEnTnqOcJAXo+EEOxi/0wjrZKBNcr+T9pEosjJYRhqauZNSXmWgS8B0FqyIdKL6x4BYErE7dmfGN7zmhxr+/14Qa/z7E53sv7JyI903xjENR0aZ2zhQ7GcObBCdP1v+CItDXAxcDKBCPEySesGC8Q5WQqsyADGIhEFDG8UWQpJ/VpOYpVw7fk+P6rCSlooTrZwyRhC7UwdqTzN920hT1dQ/l/gxDIMwnEDhLdqZ+kR0vxMQKRCVm+5FwTP7u+YCKdZ+4vXF3iG/cUwl1l7Bzphtbp3jvMbxJkOFngKoaPenmewAbEmA+SRALhYLwlFYFBQVzDpx6EnAOLkoZO2CFkwiJgHy3ntj9rFalsmTHDi/s7MKDPuBsMBmXkNvz4ZxtjLqU07olbdUkJ0Cp4gtDWHseq1TDwJ0aAs4jFACJSS5MIlw58cbKKkGMIPm+gCY/Za7jMJESO5WZ7GxCAU/cagAyjhzbxbGrE2rcjLCtKuChbDEWr0s5O2f8nIHsnOnG1ikGid2DBAHduTnOr9CrSYUTY0fc0sWkG4bCrleEteN5GUMU5Ox/gdkolxGE+l5MYFa9aeyKnmdyj3Jy7j59T79Cn0eBTgDOjjZ+xjjowKRiE8m8OXMNP6d7aMcFng8g60x60us0KDhil8dY6lTCrjdY+145Mh7sMZsRR0gEkfjGGNlZiX4IZJzYVtsh/Q762D8AuzOhDmZfzIHsnOnG1ikGid2HBBlK6Z0i2COUiS0oAiiI9Ggmd6gviMpKknCE5vs6rRqUcXDp08TI1wDmb7NqjQTWM8H4mswoYyS1vCbKyhGmLoGLU7Tep8bLlEM8pOQ4mEGplNjlohKRgP0w0JOOl3XeniwlFwqOlCKeoezJmkSQgoy3F3F7o41vNM/kZRCxN0YvHjoZ8+88wQMJkrG4z7ZIxjuacPsj95Ljg8BwIVSuY3+Eqjyjvc2Unmfr2F/Cdyo9nlRGWRXtIAg8xS6F3Y8EGX7G7TKf79WB79kasVegIUCQlrpARuLynH2NCCjknZTIXqV+zklXfH62UpMUS5icXi00GWtCJVaj5MjSZqDxo9lqWIqjUJMQq18BI/HmhqZ2KhewHxR12jj2Os2KPKpcDz6Xv7O9USYV31FbQzF5x7Gr2xuHQrjo75iQ2MuRcX9lRbATydhKW9uBbSZUxI4PgVA9D4Cw31u1K1wTy3Gc2jmHPXZfEgR0h4rECZr9BCtrHRnyDvMs2VlpzNc2ukyFvkbatJgY2N5FcCrYXLWWHj0THsHxgmx35GwySrljxbwbBDyYlCAZAM6hxxBzoS9KbEMZPFJCLRewzypaPwMooY61K+cEgkyKfZSktD0DfFvjGz0fEUn2vZpk3ivJeKiQpGo/yhFufxJuGPs94br+yrKQbbEjCVeQ7GDIPfJ8/UieUiIcKqFCRZPgl/Q1JkmUKZ/cPROJcvezc7788sv40pe+hKVLl2L//ffHnXfeiYMPPhgAMG/ePFx++eWoqKjA3LlzccwxxwAA3njjDZx99tl46qmn4PtD2MGmDIY1CdID/w165mmoC88HKqp0RpeKSiBXCRVpHDFg+rY66cvPAJ4JTM/nzcSZQaSzs8TGGWZ4M11LBMY2yB28r0t/56wv3Hk5JjEMgEKP7u++ycziZ53dkUMeOJ8p35ftd9K2waEehV7YARjf6FeiZKyIH6x60dTTqmhlwD63mQfAKy1HtklS7GNcatxeqY0ngsHEN5Lx1o2Eb+yA+MZdDYmEsBMwJOl3EGQcinP+YWTMZBO7Rkp6JeWQ5bJoXQZBqLL8kuvizxW7PknSfC/tnN0dJotW1TbfK5/P45RTTsHs2bPxla98BT/72c9wyimnYPny5fA8D1deeSUWLFiAF198EZdccgkWLVoEALj00ktx00037RACBIY5CaJpDDCyAbR5A9DbA+rr1aES+V5NLFUjoKqqte2tqhqo1P9UbZ2VdpTna9uYIiNNGA9N9vok83toUqLxMdmZJCkyYcnYwshEb6QwkNh6yfwOwNoV+Tog2snYfmchBkVY0P9kSGMiIiN0cCiJlRzo3rGfCEaVGgBB6Sllrx/SgC1TtgKsShlwalW5oEhc1Q9WnVem3MH9mHDadjxv4s9D1BJsa9nlnrmEfLan3CFgILVxOTJOvK6cvTjpuoSyLASplkiMqvyrYmIl5b4oUaZUx8bLi9ykn7qwpOkpAJ75lAQK/ckOfUEB6Cloh75sDq2twJe/DLz1FnDddcAnP1nmWQyefPJJFItFzJ49G0opXHrppbjxxhvx+OOP45BDDsH48eMxbtw4HH/88XjzzTcBAL/73e8wfvx4fPjDH+7/5kPAsCZBdeRRUEceZex+PfZ3IgK6u4COLaCONqCzHfTuGqBzC9C+BWHHFqCyGv7HTweFhODvj0FRCNSPgqpvBFomQ40Zp6VKLwNVUaM7S1+PiP8LXCiDn4kOYiJNxIGwLXIntVlWMloKhDLEl3fOOpmYbZK9XgczUXAS8DDGNJY8yZCChxLVZX9qSznYQuExa71bxX6IJY4ISRWNDV6WHiMStiQozw3UstIj9fs18YD0VpULGSIRVpKwkh6ooMSyE+JYE08b7OJksOUO8n60HeVub9lDQnyhNMjzyp62vcSfIFlKlGvXsvyUcH6S0Bnpi3HJsp97yWMkP82c0e8iNXZL9lUo9OC8c2vxl0c8FArA6acDy5cD48eXv83ixYtx4IEHQon2P/DAA7F48WKceOKJaG1txZo1a6795aQAACAASURBVPDSSy9h+vTp6OzsxA033IDHHntsgAoODcOaBC2YJIp9QKEPyvOAEbXAiFqocXshsqpnZwrPBwVFoK8P/mlfBNpaQW8uA7VtAp5/HGFbKwDAm3YIcPAM0Pq3QW8uA+oa4B10BNDVoddjdQ02jEHJcIaKKiDMaXK26kCjTmTSywuHG8/X9kR27y702XrqEIy+wdn/pPMLe5zGwzsiREJRmx6vTBMJ0lxTbpuoonHcidgTvcHNRUmajYh6lZN9FxKcc2IerDtCqojbG0Nh+0xKiD5cgv93VWwPAW8v+Q5UdslxinyUlkXRnxRFDpW9xl2QcBxRiTqpzkolXLYDFyFJ0q1SWuggwvLXCQWjLPJ9YN26/kmwq6sL9fX1kd/q6+vR2dkJz/Nw66234jOf+QwqKipwxx134Nprr8Ull1yChQsX4vrrr0cul8OcOXNwwAEHbNdj7R4kCOgOkK3UXpOFHj1h+TnnnQm4TyOxKA45CANg1BioUWNEnJ/vXnB3B1TzXlATpgBhCFq7EshkoUaNQfiX34FWLIKaPBXqoA9Djd8b2PgOqHUD0NsL1NYBLZM0WVIIxeSWrQA843DDTikyREI6z4SBkwwLfdrTNVPR/6SrlJNUiZykKW2YQSDKYxumB7uqtB6ZRUSksxKCVIachZNN0YSbbE+uU+nAE7f5SekxDHTYSYGdcxRKwzqG6JyzI+yNnpH0dydy7E/aKDfBD5VEdrXzExFX7Sao8ZPOl19JfA4G/dZ7G8kucq2UDEl857rq76SUXvBznYigiDD7/27G/3fNaGQywPveBxj/lrKoqalBR0dH5LeOjg7U1tYCAI477jgcd9xxAIBXXnkF8+fPxw9/+ENMnjwZTz/9NFavXo0LLrgAf//737ft2Q12HxJkeJ7eQikoaJUkxwlyUmz2tmRXe1+EBQSFqOSkPG0zzFVqu6JxVlEjajWBeD78kz8PeBmQlwE624Atm0FeBmriFKC2Hti0HuHC5xCuXgF/xsdASiFc/iq8/Q8FRo4GvfM20NUJ1NRB1Y8C6huBqqxWz4ZFJ/VIR5mCkAyzJvi+PzDpJiXzzlYA8PREnu9BiXozG1PDSpVhKD5DEVvFBOlndRnsICMJd3u3iYLS3qJxJNWvJPYxyUFnKORoiFlOShGpMSEZeoSI5XPvwYSwzefH3ru3A+5P5E6TxJBkf497mg7qN3E9l2ltfGXq1F/bR+zZZY4RuXFJQUnxIFMH6X0q7eFlxoQ2RRIUL6Q9H4ViEf/3ojrM/CSwfj1w5JF66ugP06dPx5w5c/S9TFkLFy7ERRddFHscwsUXX4wf//jH2LRpE4IgwKRJk9Dc3IyFCxf2X8ggsPuRIMPPApUZs/tCrwlOr40GpWdy+sWHRZdQm1WJQdFN1DyRskRmzzOu1EERKiho0hs52um4iYDqOvjj9waCIkh5QBjCmzAF1LYZWP0mVP1IYMLeoLdeQ/D/zwNWrwB6uoHaBqC+EWrkaGD83lDj9oJqHA3U1NoJXMlNgLNVxsY4ADwfyPkAMSHm9W73MkaQbX5JpGi9SP2oClMO/DgJydHHDkbsY2OlyoyezCIqnR00wXMZrAkIA4CKydfoC6LHbJ2GSghmqc/9qayjhJAW4wuanUEIkT+T7GD/YMm2XweWpN/CQZ6XRE5wRGD/BiISfeQ3dl4TfdFDtE9K6YrJNu7IwoQU6Xt8DaJjis0DZLQ6nlhc2XrB/eZ5gMolvsqhgvhZwhDwPJCfAYUhivkA2ZGV2G8/YL/9BnevmTNnwvd93HzzzZg1axbuuOMOAMCxxx4bOe/nP/85Dj30UBx88MEoFovo6enBkiVL8Pbbb2PKlCnb/Uy7LwkCiKpIe3X4QrZKS4pslyv06Qk+VwUttbAXKGmJSSl9LFflJniWIuOeWIVefT+OFQSESjKECotAUd9fNTYBjaOBnJbk1LQPwpt6oLZVQmmpsmOLJsuOzaDlr4LaN4M6NgNBANUwCmqf6VDvPwCoqQeCTqBYAG3eCHR2QNXUAnUjgZp6bSPtj0CUrwcVB+NLzzWW5MIigL6hvoDIR3QUcvk8uIsogY2LEnWKTMDbSAj2T7FYkZOUtY+KwGdP2B55YhmSB6lAoq2TY09peNkbkwhqR/9mESMK66hU7jfzbrxy56F0gRMnR+nUFukf4jdbN5VcJ76vvF6+c1aty/jWEkc1Q2i+B/gEqIoY8ZUh9B0EJj8iwqoFC1FRMwLjpu4LAHjntRUY/6HDh3zPXC6HP/7xj7jgggtw5ZVXYv/998cf//hH5HI5e86mTZvwn//5n3jmmWcAAJlMBrfccguOPfZYVFZWYu7cudv9bIpo0BZpfOhDH8L8+fO3u9AdhqeeAp57Brj4YjcpwX2USAhs34JyKjDbMY1LlPLsAr7U3djcnB1KgARy6Q+sAil3Tex4fBAIEAD0bAXaN4M62/TzjB4HVW1SsRXyoNVvgpYuALWuB/p6oWpHaumyvhGoa9R/1zUCDY1QFSY1HDu6MClZ71fTvtxWMmnAjtjjkKUlLpsnBHvcvIuBnHZ2NFkkEZa0j+7I2Me4vdFuwizLGaS9Ma6qjffX7fktMvkzYouVHfkb0H97xklqIBJD/FOUHSexyG9i0WQ9iFkqo9h7Y1u+ii5mIouaBLK02gexAIxIlWJOihCgeB92Abv9YPILCgUse+JvaJwwDi0fOACoqEb7mlXYsnIVJh85o3xs8i6Ecvy169e8P7z1BrDsNSO9lTknEmun9GQNQ4YcI8grResEUtQd16+A3X+QVajMkH7OTPxCBcEoFlwqNnuM3OQl03uFbIvjycZzIRJsR/MrSrxCFQBUVAMNo6P0SGSSeSuoffYH7bO/G/y93UDbZoTvrgXeWgba9A7Qvhlob9WduL7R2SXrG6FaJkONmwjU1OkSKyqhMhW6bTI5Vx4TVzn16WAIgb1OM9LrlG1rRX3c3s/omwZ02okRZn+k0V+9kpxzuI4Ru2hBZKxRUVKUgfnuBslSCEuYngdQxk24FJrNngUx6Uq6+5V7hqGq97yBzpNS9XYuPMqSFHYgiXlO3Q4VbZOIqpGzIAVIlNR5QSIldX7HGR8lhGnrzdIj1ym2UJJSIl+TJE3aNi9DgLxQ3U4w+eW7e/Dyg3/BhA/shwM+dqz2jTB+FfUTJ6N+4uTtLmtnY3hLgoB+W/me/gO548HqPIHGJw1eXesbw6Y4YkcOIhe75/lOquRUaHLC53M5mwvI5SaVKcfi+xhy/lApsRLp7xnjFToYFRyRScnWF500+X7C1Z88XzvbtG8GMSm2bwG1t+rfutqhxo6HmnYo1MR9QCuXg9a+BeTzWqqsH6WlyfpRQO1IqKzIgMPPyN6n2yIpcn2ZbANewMSkzyR7pP3btEGSFClX54N1cOjvN+43crLuF6Y9LFGL38qp/Mx8aqURiGeWxC0n6fdKpfqekJh4VvlbnMTiBF1O1RzxJI5J9UkhL0kZhWz/oFg53LfEosu+M4i+wDbp2IJNSntxrZRU18pyJIFbRMTGbYIugtC1eTMW/PFP2PeIwzB++n7ahDQMpL3+sHtKgoDuEBXVujP09TjykJ2BSAwS2fEz+jRiMsvp1WJcd8/bEUkE3PmUCW/gzXG9qAekPwLI98EaspnoclVRQuTgdi6HCYPMgLXlmC2iMhX9d0qlTCiFIaSCyZPKbWAdXBRUGACKgPqRUCObykpxFBSBji1Q4/eG2nsqQARatwq0/FXg+VUIDWlCeU6qbGoG9toH3tgJWsLMmU2KcxVQ8YVDf88Cz0ifWe2MxCpZlj7lREZwEwXbUeI2mYAlqoEgJ1ovKmHY44CVNCK/JZxHcH0wIkkG1tlA32sbbYJxEijJp5pgb9QXliEs7CASKyOJlUiZCc9jpf7AvLcEtWPErqpK1cfKLMTYm9ruhmK0ChH1ppC8w7x494LkePFkm09eU3RzTiQmV0jZcos3xE05njgm+k1Es4Ro2yN+fGhkqF9tiC1vr8X8PzyIA048FkdfcLaeZ7IDhGMNcwx/EmQoT4vqrF4MQ00ANhAcsJ2dkyorpSf/QOnfC2ZDXktgOUQkBA6hYJUf78nni90jQkOYnC1Ggld48c16vYwLd6BQJNwO3UpPCVdMtp1x+Ed/2WSUcs45cgcN46mq1cLGM1T5bhDbRNpOfau8DNDQ5NqDQqiaemDK/npC8DMglQH6unXyAZYq2zYjXLVCO/j0dEPVj4RqmQRMmQY0jQVa39Xn9nTre9c2QNU2APUNUJy83D2QIxh+Pvj6PYZFtydhXAXpyfPjE6+U/sWEGJcoiZyalVWWiWEP/YAnuZK+ISb7xNjHmNRaIt3FSMqqVX232GK71UCeqvzJGoftIbEkcD04nKSck4jcRktKtExsbKv2/Fi7xCS2EmKL7bGpYu/RZoAyz8SSG/cDe21CH7ALV34f5hnjdmvfh9u2iUO3uE3FK7SSX2JDura3EuHQCFA3T4B3lizDSw/8GYee+kl87LKv6PpUjNityY+x+5Agg19eUNSk5vmAX6k7frHgOiPIeX+ySg3K7BdYcAPHSneGDLK8z5/cSqlPSHdilcZkFxTdIOGB4Zmm5wGZZByPDFIe2Cp6PN8DoEeXn62MqkqlpMMr02wl4AlbG8dNSmnBDmhTFkug/cFIswpm8+DGJu0BW0Z6orAIdLYDmzaAikXtoNO8F1A9Atj4DsLlr4JeewVYt8rEUBq1q7Bb2t9qG1zC9Ljq1G5Xld1+xx2pbuUyJEEmSQqDcdqJS1UsyZCRNOQkHBQF0SWACStOYpFE4UJqIwh7lyQh6DIs2Xrl266cU0iiSpIdfRJsap4PZDMoVUl6peWVLFZM2EvEq1e5d8KLF04IUc4mSKHx4I6pLCXJ+uKdyWeOkCL3e0+QetHdC0q/W/JiWgC5MCPxXb5fLh9uTuFjg7Ru6VdWxJvPvYhFjzyOD595Gk6++nJdXkX1sFd9DgXD3ybYH4hMKrW8SycWmiTZQdGpLdnmxlsIKc85Y2Qr9afd4FWsTnkikXk65b6Csh5Ju7x7vj6fYOpUEGpKD9rOI1aS8n7bpPuPqaikdKzEZMOTgnXg8Y2amMuPTXhsn/PMeezQQmE0A89gwO8iKGr1q5mUaGsn0LoBWP82qK0VaG/V4SPtm4FunWzAertGHHxGQY0aDVTXQrEaakcE7MfrnGiHZPKKSbLuwuh9Il6DcSlL/hYjsSTValnnnEGoV+WkzerHuI2Py+HdRqTkHbepxYluoAWBJLfIwkP8JqXvuCSXJCEnvRvZRrJ9uH1LbMymHZIcnSwp8nhV7tm5HrZciLLIqfetelaJ+nnRusgxavvTECW/YhGLH3kCrz/1LI4850y0TJuqD2arjFPe7in97b42wf7AJBaJE6zUcXwsCRbz+m8/pzuBVHcQ9NZLnq+P230HRYfnQcGd0m5tBEQGkzKdVfbXMND3l6BQewACbnCyKlPBOdfYyRBmInTkkTgo7IqRJzGIQeeb5ym68jzPETcVEN3ZPpZGjBcQxdgGxJ7xbOzdCptBhj1f+3tnRn2rxP1VZTUwsgmYMhVxRxsKQ5McfbN25mkzn++uAdpbEbYbslQAxkyAmnog1OSpUM0TtVqqx8RHVlTruEppQ4w7viTZx+S7jqgTM9F3ZOdlca10rOD7lHPaSWwvoKx6VZIVZwqytiZ5Xuhs33y+nMTjNkTfPKNsixJ7YwLZRaQ2QWhSXRl3MLFELrYlk/eNE1VYiC1CULoAyIqQH/sOWFIVWZqk9JfxAeRiZeV1+Z54XtY28HMWg+h9yHPhRR7Es3ju3ShXtWQkSIEDkKFWTBUw/78ewMoXX8ZHLzgbB37yBH0wk3OL/T0Qw5sE33gDWL4MOP4ElHSCuFGfB1C+F0BPdIUFuH0DkxAGQMi7VLCaiQeJgrZJmeJtLGJcxSVXxRk3MIOiDlLniRbKkRAPlkxWT9BhYHKHlrMDirCFQux5iMRkHJsUeKLmulu7oXITSWQrJeUGvb2PUWWhQrQZO/yYdmBvWbaBxnffSIK0afJzMNkbu6XyfK1GranTuVsVSgiLiHSICCccaNsEWrUcFBS0/XH0OKhxk4C3lyFctQK0YZ2WMGsboOpGOqnSprYbAbWtYRdJSJQmi84miKT3Jp6zRJ1ZxrVfkpUlqoyekDk8pZwDTbnntOXxP6HtKH2hMYnUAzIZMZYSiDNiKy1G24gJOK6yzJjvvPiQbVEoIlGq83nRIrUwofMDkO2SyQLIuLoEBV1WxBHHc6EWKnQmF9939ZHxnryYVQo2nRo/QMS0Eek4ST9Gmi8o5PHUXfOwbvFrOOYr5+MjZ/0ffdDztUCwLQkfdiMMbxL8/X8BT/4P8NGjypxgJndpyPdY6gkA9jhkNR4pN8GGxagqjyddHpCAWPllSjtSEGibZHxLoyCI2hM93yW5ZnUoSEioRprq64a1STIh5aqS1YxK6XynfG6BwyQMC3JbEMHuyiDrwhsAc0q2TIUrJyjqawLzXCGvzBGdkLkePKnIBUdY1DtoAGayyDqJI0nSiqvi4t6L0rvWvnderOj7KgVgRJ2W9MZPESvwqFRBtY1QY/fS2X1832zDtQ709nLgpb8ZqbJVzznSLin+tr/VNUBtk23FPBs7TpTb/zCJnLhPqpxQS0qSGahoqVYNTYJwJuIEwrd1YkmYyzR5Y1mSjkhQoZCCPNd3yqks48Rp1dhCKowsIoKoVFsi1fF4Ve4c7u/2fOF8k8mK+xuNh5QA2RTA76lYdMd8I/2xPdfaWM14ihChOc8OVeX+jvcP2/Zw7Rx7LYW+Pjz24zuw6a1VOO6SC3HMrPPcCblqt+jZwzG8bYJEQE8PgHLebgZx9SFfmxQrqC9wHxFJzhCddSgRK0blmdACsb8gO8cUemDVHQpu6ycgameUqcOsSpIQ8TDjCZK9U7OlgfSJ7RQGxumHBx1F7WNShWNJxUweTGoZUZa9Z8F5ukrHE6vmC536uESFOACkfUaJSVY6OyRJDnYhE7hJZlviFCmMBuwDtr2oUNDeru1bTFzlZhdXaVSy2NoBVNcAdY1amqwzXq+19UBtPVRNnbZl5nJQLAEkufYneUZK8otLS3ESKee0I9X1Ec/YmP0truqVk7DVtCSoTSPxm4JEZO7L+PRj6+mLUB0v+TmlJ6ldVMqyxXOWSMnsoCPblTU6FB0HEZWnOUcG1Su4Y9xvIvZyH84BKYC1sQNuMcn1ZHMCjyGQmwe4nflZE6TtkIB8dzf+cuMtaFv3Lk68bBbG7fc+d8IeEPJQDrunTVApoLpa/x0GOk6QY+riqlG2yYVw58gBQmS2NzKJnO3A5QFhpEMepGEIIIhORMUCotu6CzWHYsL13C4Q1v6W0XYWVWlWpIZYQiEZWU82c2uelAu9emVaUZ0sFXI7sSMIr2SLeWdfZCmXBywnEbeTqSk4Yu+MgdWdtkwxEfm8qIhJX1IitVtJCYmOwujEQoD2AIxLH/K+niMTVm/xxBcJ+xhEmjflabUaSwJhYCVrRSFQWwdVWweM3yuqbjOTLYUB0L0V2NoB6uzQe1B2tgEr1wMdbXpz544t+pq4M4/9HGmkypHlpUp+drmrRsTmFrh3GQYAlUkswbYpT7kFw2DiFK30ZSb5QiF5sSMXL17W3V96aVpP0iKQL4h7iDEtJUKrSpXq4cBJsdZJiMv1AS8HZD1RZuDMABEJL6uzNZF8r/lSCZD7LxUdafvZUhL1fT3/hAFAvuun8bhC+7dUg5ZZOJpziICejg489J2bsHXzFnz8ioui5Odl9B6n/dnj91AMbxKU8HwTJ1g0dj8zkAM5kGBWYp4jOybBIIg6tNgYJDMJKmPrCgpGnRkYUgn1OayatMRpQiN4pad8LTjalZ9Rc1q7nZxkeKUdumMsBUYGBtx5vV3umTOZ6OCRqkNJIPEEANbz1WyzxCv7rJBsrapJ1EHEEtoVKnvCehm76XB5slFmYuIdPApONaVYnSZUttIRgZ/JqmGZvKUkI56fSZcXAnKBwTZQLm8wrv3WIcJ3pOpnAd/XtsqEtxsH9fZob1d24GlvBW18B1ixyDn1dLVrqVLkflX1I3WS9NqRULX1+u+KSqgIWQgJUHrDxiXBiARpvpeECiiU9FOpTeHxIsuxti6pYjVEbB2z+HYxydIXakK2sVvNCOeXlX1AqE55EWQ9k4V0F+SBQkzC87NAplLUkxNgwEmkGd+VY7MhmXeeyQp1aGCuMe3OmgmfVaFIUIOS7utS+5TcWyKfYUjoat2MB677PvI9vfjnf704Sn57YMjDULF7tQw7UVQa8iv0upRm3PmtXRDCS4snMGML45g5JopIPkgxAVrVkdIkxLGCnqfvlamIDhq7T6FRe/hZwK/SHb8YD5EQpGPjkJCwQpQw5Jsvt9IXE5l0SmEVIgCbExWCyMgTcXbC8aXQ51ShUK49WQ3EKt9iXsczcgKC/hxilBLhLGY1z/GdfJ21y4hJiFXRgCAw6OdgO5T1SiTXnklpxex79gEIb9z4Z1yitV6yvVpDHw/FKANVWQVUToAaMx6WWKQkR6EOF+ls0wTZsQXoaNdS5YZ1QMcWI1Vu1tfWjYw48VipskHEVcr6sAQIZbQg3HbmZ+tcE1M9MzFx34o7vFiiJXc/ZRYdhGRpMdoyjjTYrqZI1yPidJbQlyjUWZ1YEgZKCQ9w44sXXfIclgKlHdCX2hImvb7odRw6orh/ZgQRZpx6MwzFwpFNIWJMljSHZ38PQ0L7O+vx31//DuApfOLfLomRH5LDtVKUYPciQQZPpH7W7CfYYzwsRwhJo2CkPJOLkztzaHT2gJ6AMxVApVG5Roz7gph4IAcFoKfgJBZp9CezylNmVQqKeVzClVEUg1YZQz57xWWM+rSMY0e/eVSlmoUnIh4fPMCKfSjZMolX0CV7AHoi9tJMBLY9eYEQuAHNXrZ5GpyE6HnQ+6D50dhDfha2SXKd2H4ZkU6Eg0M2hxIbW5KjB09YrN4DYu3GkiZLmcK2ZdXfnlDrmYaOqBaVeBZhh5NOPVZqy0BlclrTMWYiVD+TGvX1RO2S7a2g1neBN5cgbDNp7bragKoarWKVtkreUaR+lCbLEbVQnsialEg2LKEJdWi5gH7bb3y3l2dEomdJsejMD0lkwKpKey0JqZ3t5yy1xojShv2YtmdbccYsVGyquV59KUuBrPWhQJgyzALb8x1RyiTvnAiDNQQhXHwyEx+raqWtL643EE0QEqF11Wr8179ei8q6Onzyqq+ieer7oif5We0Yl6o+B4XdkwQZSrnVUKFPx6tlK/RvWc4ik9e5PVka9HNu9QeI0AlJOhCqmwTwKtTWQ6yOM4JAlNL2k2Kfu6d0fmDplbPBEJksOGFyJ1fKhVJw6jjnagY7UFjCjEi3GSHhCpUkhydYYgvEJMU2HnMPrl85SNK1HqI9ok4s+Ur7mlgtx137rco641bYgHCKKUYnsrgatVyfSQzJYLuwsClmONMQXF2t/SjeP1giCeIlarCHckTKFOQTX/Akti9BZXPAqDE6B2xczWnUjAQAWzuBjjYtTXZs0dLl2reAxfOdB2xQdDuK1I9yKtjakVB1xsGH96sEufeUybrFhgy/kXUp5qOLFfcChKo5h4hjDL/TgNWa8cWeEpoUUyeruiTX3/k9SwcYflfcT3JVQr3ZJ45l9T/i8pXrf5b4AvdbkECEYeD6pPUzULo8xXUz/V4M2fXLV+DXs69G/bixOO2GrwvyE9J4f74BKRIxvElw6VJg2TLg1FPFqlx8xv/2POHcIVaJgBsMAOxA9I2bN8UGCscU+Rkx2AWIonF6PPjYzhJXrbJqJSg4YrPqPt9JeIAh6RDo6dJEmCRJeb6Weu2mwZlo/VnqsOniPGj1p1D98kTPZXueSTxQ4QiZJyIbI+Xpe8l2txKCsM9ZQjNqOE9M9vCAcmM4QgT8zCxR54Vam8lOqqNNXaXKSzp/JIHE5OLDLUysc1FMYpYSsrX/xMiM78uTIxM1lPtH0O+DJSHZl2XYT6SeVKYewrZt2k4BQFUt0NSSbKs0REV93cCWVlD7JqCtVXvDblgLrFiMsNM49XS2AVUjYs48jc6Zx5AmKiu1MxGTobRRWtu8UFVbKT8uTSohhZnxp5RYmAXJKf6kd3ckzEksiqQDXNG0seebMWfqxakYvYzWetj3qNwiWhKfnzF9r+j6G6dlZKnPSoDmXYo1KxGwdvFSzLv0SoyeMhmfu+kGNL9/X3cCI1fVv1YlRVkMbxL84vnA358DViwFxo2LHVTiQ0ycXhbWTgRe9bOBGrpfRWIFTWdnVUneOM+EIRD0RslEOgTkKrX6Ld9rVqLQ6g8/o4mEjf1x1arcRYLjB2W8FKsEPd94hhacHTLy+MoE1Wc0ibFUzNKvlwHgGVJmu2jWBLxDTCpmtR4GxvkGjlS4nYzKTqtqmcGUk9ZYsspIFVYCeDeOyAqfVYnC0SCuZvZFOxb63PNbITg2kdockXKyFO8/Ij3zMVZNcjuJSVV6NIZFAIbgPZX8vEq5vROlzVjmOo1IgeTshOxhnCgZCsLk+gAxElau3nYdQa5NuAzP196oY8ZBjZ0QU+WKEsNQO+20bQK1bTKfrcCKhUD7ZoQdWtJEUDS2SqdujXjAWqlSuQVbPMyB68raiDjZ8bnZSldXdmKTXqK2f7B0btpOmfmB41VJvlNRBpsNWAuRNep6Hld+RpOi3fLLExKgkBBZ7R0GZv3j2fdLBKx6+RXcd9G/oWXaVJxz6xw0T90XNsyKu+Yenu1lR2B4k+DNPwbmPw80NyccZKlHIbLcVYCWNowOPsgDgYqSiPSsTLLbSYkR5MiAvUulRx6vWnmLJ4KTtnyjXuGk3Cx1FosuSFnrkkofj+tARaC3s3z8j+frwNhCn85Mw5KfdJUPAoDygOrVCwKeHNhGZQlITLyeD5uhJhJnZY5LfE8LFQAAIABJREFUGx67geeL/e96YfdtrHRSJic5Z1Kzwf1C9cWeezyxWQ/eIqy0HZGCw5iAESdA/hTSJgVugRSXSLl+7ATBkgw/v1TZ8uQc8caUKku4CZjLjtufBjvhMSEGZqFj1bUyrlY8o20OQTghO6PECNDUV4WhJoGmMVBjxsVU166u1NerJUlDlGjbBNq4Fljxqnbq6WzTCdUrq0sTD9RpktQxlnVA5QhN0Kx25fa0tuu+0udhO7qou+1zdkHKpCfahlWS1vMYbq6w8wfcWGdplN9XUNSKFusMI2yCrOpnKRgKFIZ484X5uPfLl2PSBw/BBXf/BGPfv49bJPOrUr4OeUhVn9uN4U2Chx2m//FAz/egRH3CHZcN6BHvQLEqZjUZZ0eJq6/ikzJ7h4ah8aj04NRYPCCF04a1jfAk6jk1SQFws7BY5kWCYeVkJZeCBsU+M/jZHiUmV3aIgW8kPTPoeIWdMZMAS2wKgsRISHNiIol4h5oVuJUQTb2tfYZgg33zvQB63dZRSRO6lSAzRnoNhPesZyRzIzEERR13mehlyKt9M+mzCkuqKpOQZAeUNsmkxMkloRjyfjxZltmJIxLCoErrxuTF6fXsVl/sYCHed9yeKm11vg+orPue5BTE9bV2TZaihDNJUjtb1R7B9kGhzlUUAiNGQI0YAUycIhYwri5aqmwDNm8EtW00SdJbgTfXReMqCwWgfqRJQtBgtt6q1+TZ0ASMHA00jNb2UV7EBgHsgoLbnE0Q8j1Y702WzgP3fiiE0yIB1smN28sucMjdl/upIkeSFMCmRYQehxQEeP1vz+PeL1+OfY44HF/+zZ0Y+74Y+XEfz1X172GdYkgY3iTIYPWSL0IjeNKK2xXY+CztQbziDYt6orH3FbYVuRrnTh4a216QB0LPqCVz7vq4qisIAGv7CY1UlHOTfEkwPrkyWH0n47akisqqjdimFlshSpsDq370D+6ceH5QbttIYm4VVUuyd6j0mPOyxsxoygrJTQ5cJjsceb6xNWbEZC5JXKjqZKwX15FtqnF7j3VuUm7CIDLhC8qEYZRJ5p3kHENiUrSJk017c7ky9MK+n0z0XRFgA8vDMsTCBCTfl3TEStJOyPfM9uaknJwReyqXJ9pVSlTWbl1KWJFrrYoyEJ9JCzjxfAG59wMmStIS/djxUC0TnWRtx6huM+rpBto36TCRrnad2q5jC7BulfOA7WzTklL9SJHabpQmzRqTrae+0ahgzVixe4HG34chdhtepVwfkwQpw5giiyEVPS4c1sIgwOtPP4d7Lvwq3vfRGbjkD/cY8ktYTGVybgGYYodh9yBBhlIiNEI4hfg5vZJlQvSyjlgKrLLLuEmRV46cUYVXe4WiWPWJSYVXzL1dblJnt2m5fYp1FjEDiqUi3nOQyNTfDDRATDxwEz6HISQhYIkhNrlaadA2FiypZXNORQMSdjlyLuSAe3bOH8oSAGcYkXa2ksmWYp8GYVC6k4atIkvQZvJRGffdOlCEIk5LSEhicnVxbqGbXIp9LksO95m4dNdfGjLpwMLlKA8uA5AMY4nDdyMvLnUGAVxaLfms5NrELni4DUXd3I+w2ZFk34s70UQbHNZOlRGhEdIjGrGFSTwriucD2TLSJjuGWbVj4MpUHtihEyDYHLslVVRQuQpg7ESgeRIUYnWBXhCT8nS2nvZW0JaNWv3a3gpa+ZqTKttbtRahtsE48TQCDU0mXKQBqqYWGDlGS5gyA4yEXPRwfyD+LvpbDCEROtZvQNs772DKBw/Etxc9DT8jxpkNoTHvIzui/JhPsV3YvUiQwU4hHBqR79YEVxmLEyRycXcsZXCqJeXpCV3BhFlUuoHGK96SxMasCumClYCsWzZLUEo7xngedNCvWXFnKvQ1csVNoVG/wk1KhV5NGqwSicP3gcoa/Yz5XqfasWApUrj2F/qgs8RQdPUP5aRU39gu7XXcXoLAWfKx3ndmEFuvRs9JXjLVVUhOupJge2Lkt5ja0VNAaFTT/e0EEgcXxeEkSArtEAsdtuvJ74AgToj+wdoIOHKOh2dIcpYZaQAjTQlJncnVz/SvBkvyOuW+x5I0v3sl1LplVbtcNyGhJ0G2B0t5rH6MmB8I1kZrUxQKDQWrt1lCtvbFeJiEOc+SviFp7mvFvP7KtsrRzU6NbR1eNGFSGOpwkfZW0BZ27NkIrF6BsH0L0NEKdLQBFZVuv0pWwTY0AaPG6ljLETVARTVUWfLTdQsJ2Lx6Ld59fQVa9n8/Jh38ARNiUvIyo1+LefQb35pim7F7kiBDemkW+nRYAduiMhXG7pUXtkQziMIQ2gYCM8kaFakdeEI6ibih+450Cn3aaxF+dIIAzCAUE5KXdSpHNsTL3R2gREYLMxH2GWJP8gyzEnFGE6EK9fOGARCwetXUg0I9OSAE4Jn7QRC8uWeSqjTiPSnsQSSejSe3TLZ/CRYcB2lyoUpJTsEtKORCQTphSKcH3idSehjKiT0yeapoWZHJh/sE3OTJnG7ttjG1JWKX20xBZSClXV9IupJc2Q5V6AXyxvbEErrUVNhgcaGWs++F3HXlHGwsMQcokfD4GjkJR1S1coEogtylup7BJJYkkfK5VjJXbmFhtTC+ew6+Ly/G7J6YmWj/Y7umlDyJtDdqbZ3OAztxiusrVgrzQVDA1jZgyyZQZ7vOAdu+GfT268Ci552tMt+rw0HqTBxlw2ioseOBhkZQbQNaN7Zhw8q1aJ4+FfsfcxQ8f5BOLaweD0R7y/mGk2qU1Tyk6A+7FwlKxwBrF+LJPLZKt04doiNJl2yVcYON7WKRSUWVD8L2YWxlwlknoi7zHdFQCFDB2QlYncjxSayGCgWBFs0qOygCxc7y8YLK08GzQcHE+mWAylrYQHh2hiGCTTEmbaKAI3tJFHFVK6vQZIA0q/mYyMNAe7F6GSdRJpF3rkoTcSQOz5TpZYxzh+/epbUXCmlAEhK7uQOI7mNYZjXNkyY74pjitbdmjIC5v9i+J/pbGLg6WMchoVaMOC3F662cTZAduyRhWLVzP4423J5QeiFHhiwDYRaILF4kaZn6ZrPuu5W0DKRExuPLqqRz0bax7SrUvhGvWdmOTKhFYVuUErkhNrshduTB3XuVz2kXSrxzi3R2Yk2QUb/aOFLOBVrUT11VA1TVQMn3wItJUwYVClrF2tkG6mgDOloRrluJ1kceQseK1zF6VB2mZhXUi5UI6xtBjWOAcXtpabKxCWpEvc4PW6EXtra1xfrcjUNDjKHS/YDrEV8cSo1LikQMbxJ8/BFg+XLg/5wCN4iF2o3tVdaJg9V80JMtKsXKlicOiBVxUdsMrXcd7yxdhPUGDQou+zxPHnJllq0y0kAe1lOsmHcrf7ma5c7NMVDsUQY5qYvnZzLK9wCqF8hWG3siopNsaFbPQREIOsUNlFuRK1ZlAm5TYESlB0kcXEf22FQZXV85KUZUh+Tu3WdW65kKY4dNIEMOpQjyTjJku2z0ZEGogqilA5FtEzIq07xL2RZXt0rP1LjqnNWh7NVbshgw/cvPuIw+/a3MIxJUjEwsKYh3aT1IfTfBsaTEEzvbrOITYFzlyjePO3AAQvIoljkv1v5S0mNJ0j6fkLCtWtkX/QmwnqQ2tlG5+Fz21uRxYaU95cjW82FjB61Hp1jAchtzSJCQBEu9dhUiO8REQiQAm0CCba1s+6cQKpsFmsYCo8YAROjr6obyFJpOPB1NSsHPZHRTdHcA7W0mB+wW0Kb1oDeXgtjBp2Mz0NsDjJ0AjN8b3tjxmijrG/WemJWV1hSieHEi5y3rcMQdSCUs9BMWoXsohjcJ7ncAkBPBrbzqjcR3KfeVXzqTIwAbymDdzXn17ANgG0IoyMIMoEh2fc91Qp4gLYSEIo3qRGInA0TPt4QXd3aAOxYHEZAv42Bib83G+5iqyhKHUHdKjzfe+kleo8xgsrlDe82kkXFelVxfOxHGnq3QY9KsqdK6SJUlv1eb4ICl89DZvqzKTkhBEc0AO8eY8tlxiomFdxuQxBR3OJFB017G5CI1DkFWhVgwNrEELUE5yZPry5JFGAA2NlRoEOzWTzFy9TwALOWETnVdiMUDWiegBEk4DKIkw+3OBMZSHi8qpBTE79OmMzNSsCS9uEcp7z4vyVW2kX2GeIPxOcqdE/fIhbFLs6cqa21UTi/U+Fm5/8ITzl5wWhUZImFDooRKlaVb+1whiAjdbR3Y+OZKZCsrMWryRPhZt8GwUtBENqIOqmUv99xyAQJoqbKr3aW227Qe4ZtLXYq79i36GZuaocZNghrTAjSO1vbJ6lodCkXcpoBKcuqJk+NQ7Y0lznZDx8svv4wvfelLWLp0Kfbff3/ceeedOPjggwEA8+bNw+WXX46KigrMnTsXxxxzDADgjTfewNlnn42nnnoK/mBVyv1geJNgS4v+x7ak3m7YYHN2ypBqGpmeybqBw6gEpdrFdxOOVNXICYYlAx7I7OYfd3zg1W0QuHvzoOVrWNoIjYTJ3phsnwwTpB+rthWr8CAQRJYA6WhibVwc0iBIz7aN5yapTM61AYVAaKRZTntmFxXsJOMjMlkAbrAnEbv1Yow9pz0OR2wlSceNinhAp5jY/bhNEhcjfIlpWxnUrEyZeZ4Q+T0o9+6s+k86/MgJQ/ymxPuMJEeHkKbCaIiMlRa5fcPowszzTUyokcLlnoqBHyU1tg2zqhKiT3EdrN2SyyXRt9mRxag24+puip1rY3I5N6jv+ol07GHi5sUNLxB4mzJ5XEp8oTQpsHYjBCiWzILILe7ke4lLhhGPcM+9E6EKD0LCm88vwOtPPo1x+78f7/+nGahprBP9Xy4Cxadd+EXHhMrmgMYxQOMYKCnpRdaRIdDdaYixDdiwFuGKxdo+2dUBCkOojA9U1+qsP2NaoEaNAarrdN9gdarSkrXrnXFyLPV0ps0bgYosEBJUTcM2kWE+n8cpp5yC2bNn4ytf+Qp+9rOf4ZRTTsHy5cvheR6uvPJKLFiwAC+++CIuueQSLFq0CABw6aWX4qabbtohBAhgmO8sHweru/J9blDk+2D3/gPcapXVYVkjAXCYA5NaRLWCaIeQYQvx/dTYPhevl7UXcbxgnAgMJGnY1Zmvy+CQj/4yxLMKL9/rBo4cOVJ1yBMjQ9pE+bglHHIORXYVLL1Djbou4lggpRBPtBsTuFSvmgk6KUVViVTBpG/eT8bsRSidKGRSA64v1zliqxNSjVUhx96NleRYvcjkbs61JJBg24qoEhNI0C5iykiKfC5LXYlJpyWUu68sx14y6OEu6jvANXFPWVuUUIXycWl64HtL9TX3FXmeVWeG0X5gHdmECpCJT8GNdSZouzmyGdtWZeo54mWpOwyjkqGV+pRTgYJQDAhvvbAAq+a/hJZp+2Pvww5GVe0IVzfbjgO1e5wYzW9y6yg5N0TaucxcYu5JxaL2cO3Y7FSwXR26fTwPyOa0I8/YCVAjR2u7pOcl90dP75MZtm3SsZaAbouqeqhMBr29QGcnMHr0AI8L4JFHHsH555+PNWvWgHdG2WuvvXD77bfjkEMOwamnnopnn30Wvb29aGxsRHd3N373u9/hkUcewe233z5wATHsnjvLx6GUCWeoMAms81o14GWM+qsXUEE0vCDf6zwJeR87Hhi5KpfVxEp1gbPr8eqWQhdc3bsVbrICbKeWJGC3bQGsFygPAqtuEnYQFLT9g51cerpcCEiSPY3j3ji3qE2gzc415OwqLLnwBGBVgny+GHSFPrFyFgNbTuSRVbNwKpJehkmDy/cBf4RbnbPjDg/8iNONUFeCYjt9SPsqwe3mYSYvtjX2F3MlbYFMygTYlGPWqYPJS0gpHGk9GE/MiLaAVXRASUYablPPd/lX416aUuPARG9J2bQDv5eImpb7WUFoAHzXPjJRQfyaiA3SmBJI9DMmJJtUgFw7yvcXOU8uLljVyePHqRUjNll2sOEXZdOm8dgz2hdOQm/7axjb1NqUHdcoxHPZmj4RhiFQLGLyIR/APocfAi/Spyj5b16AJhIaLybkdYIQy8kr8T4fK1dlMkBjE9DYhISRp88kAnq2aoJ8522gqwMo5kFQUNXVQJ3Zm7J6BCibswSolAJ5PtDXhbXLunHQzBZ0dAA33ghcemmZwgwWL16MAw88EHJrsAMPPBCLFy/GiSeeiNbWVqxZswYvvfQSpk+fjs7OTtxwww147LHH+r/xELF7kSBDKRMaYciQN9etaYQdJHnjIZrJavUAB8MW8zr8oJjXZGLTH3nOmM/ONuRD589UcJxgBrpVO4ZavdLH6cVi3oW+7+xqNpcgorYZXnmyQ00m6zw8y8ULsqdlJicSaFfrCUhuUittlazqlZOrvZ8XW3HGBqSVupgYIGx2hsy43fsLl5DvznqxsrTIBFRuIjHkLescISpWffa5RUs5L1W7sW/gkgfYsvm9mueyjksxybNopOSk7DTWaUj8AxB15YdrOw6JiHsiR9rePGegRGhGTAvAKkuZSxNG6uLd1K1dT7SjtUmK7DvcNjajEKLl8DNb6avgwoD8jLbnc1+TpobQaG5sXCqTk0ziYNoUpo1sxiVf2GoDN47YMxiISoIZMd4odKYBu22WIWdzvBCEWPzIE1j61ycx+dCDccDHj0PtqIbo+0qSAmVftO0al9IlzH0ixwYrUcp7DA5KKS0BVtdANU8sex4VCzr3a3UtVEUlpCLx2ee0JFgoAHffPTAJdnV1ob6+PvJbfX09Ojs74Xkebr31VnzmM59BRUUF7rjjDlx77bW45JJLsHDhQlx//fXI5XKYM2cODjjggEE/ZxJ2TxJk2Ak1p507ervcBMw5KVm66ekE2OmCJSnA2PKgF2m9Xfp7JuOyt5eTKig0O0gYSSxb6QaUdbYJtLqWBxyRri+rIj3P2er0TZ2UwoOtbyv63UTT83UC7WLeJNA23oUIE7aq4YEcmp8V7E7w0t7JeVqtqtKQuVQpRkIXJKmSs8EpL2pL5eMyrIVg2qvo6gihio5LXIBwelEoye/IbVksiAxC0kuXXNlSeuY9FwHddkTCazZBapOqULl9F9u2uP7SuYpjTvk98D25TaQncsSeBPce+V72fSlXDyvhlsu1CrdQi5efGJIgrlG+WPiEQFgmcQGrkYv5fnK+QpB4GSTmYjX3LsiNoXkBFAjPYikJsuSu3EIgFO8kLAIhEISE9a+vwLvLlqOhZRw+ff3XUTmiCm4xJvo6/83PZjMYlTSGPqecmjMCEp/y/MET3Y6AymSBkaNBfb0gIm2L7NwC1TwRJ3yiApNvAt54A7j66oHvVVNTg46OjshvHR0dqK2tBQAcd9xxOO644wAAr7zyCubPn48f/vCHmDx5Mp5++mmsXr0aF1xwAf7+979v1zPtfiQoHQnYvidVdNIJgieeimqzGa0hhkKfI6TKEWaXB6mmg55M+rYaUsw6u5RNwO25DW4LvUbNZFboPIFW5KIrcmtny7sJwGZTidk3pPqId7TXD2XuaSZOaZOxUh9FV8YRm4uRNFjNy1vJ5IVaSqqY2CW+UBTHPRdioAtIHuQUlsYlSkScUuS7DWDtJITyji2JHnG2cHEeS939wC4MYOYzcpKLq7D54M8E6ZnrQ7Fr+JgKkTxhxiSLxDZNuE4BzkM6RpjS/iTrqUzd2SZlvVV5QcOqTbGo8IzUwoTDC8qIE03gCuDr4hK5tOmC9DH23I2QsZAG2abHjkMsxXPfCHjBVQHA0+MpME5oHPZkk1mbviZsfqtfeRUbl7+J0fvsjekfOxYVVZXRd8HvITLWZP9icwcQkeAj71P+KaTJEuFPxcpJgH2n6P+87UFfD1Dog1c/UiczB1Bfn4XxXRkUpk+fjjlz5oCIrEp04cKFuOiiiyLnEREuvvhi/PjHP8amTZsQBAEmTZqE5uZmLFy4cLsfZXiT4HXfBP77D8DTT2rpLAIe+Ep8N5IBdyKr0hJqrUxG/2MbTXe7U8+wKglwUgAPcN5KKTRejhyn5Qs7ipww+0uCLCczzssJIS1JN37rROM5qSfoi6q0+LnlzuWczZ7tT54PENt6xCLB2r+MswETtVX7eO5vS4xC9WufJz6Ji8m/nJqHy+a6cP0B1+a8+TFPkpGdH9i2Rc5tX7axjaXzXd3ZVZ7VkDyRRDw4/ejzJQXXW1uXiGXjtk/aNzHu2SnbgBdQ1lMyQSUq+4SMOZQYKFmAfY4inOQNY0uNaT2kx2pcarPSudE6sEocpt9YByrWGBhSkzGOVsI2i09evEn7c1gEeqU0aZ4naVFEodvqTNpx7a7xRpNhTBDFIMDyp5/DiqeewZj3vw/TTjwWtSPr3blyZxK7byMTlJSmYyQZd2yKqPbtjyiLJAKUjjQUX+i8N1B1I+O/ANXVQ7rHzJkz4fs+br75ZsyaNQt33HEHAODYY4+NnPfzn/8chx566P9j792Dbavqc8FvzDnX2nufB0cQFSIiQVB5eMIBFREFDgcRxUeSa+69SXdSnUj62kYTq02lrVRdvZWYe+uWoSrBdFmKhq7b0e7c9iYaoyYo4IOgRJCX4AMRBUSRg8J57b3XmnOO/mOO7ze+MeZca+8DmsrZnFEFZ++155pzjDHH+D2+3/f7DZxxxhmo6xrLy8u46667cN999+HEE098IsMAcKgrwaOOBp761AHrCohWL9K/U5h2v6TYf6mnEUijcJiuAiur0fNjibTxprhpnVxPq3USTrWoJI5RkOXpokC0ahXi+eSEFhJnlEGnsQYSgMoiZama0JrGMZMkYtArhetIrPKwadum6695j1T+YrVbfhmCQhHigglv9nvgnbHcXJOXTQsCy7cAhFDBTT8VQWYMxOAx5rEt9n2QWBSIJ1jqx6g4zx6wg1oTT8yl11Cg04BQyFzPTWTRAcYBCVnmMSYn8zZIsqECl3QcxhD5PohK1EWqRDUf0pi7VeyPb+K6GmqEQw12bWd7511n5Mcms02oDBrE2rtFTFkCoqKnp8h1zgOjudeooEh8G4XDrIm0FCVQLsBih3Co6xYP3vUNPPrAg3jaiSfgkj/4XYzG3Ec+PoeNBDOuhbz4hfIFHBVi7j0GlMEMvlnTlinAHsu2zb/xs2vlOIWjNx1x0LcYj8f42Mc+hssuuwzveMc7cMopp+BjH/sYxuN4Es/u3bvx53/+57jhhhsAAFVV4S/+4i9w4YUXYnFxEVddddUTHsrGSJFom07RmBAegIkSAeJFqOawknoIYnXazz4qtimPAgrkmFmMTRIDpqtdHIQEl9FC9KrMIxHvw4gMIwBtFPajWDFisBnDMvSPcIzG3ajwNA8xZytS+OcnW3CeIP20NANVOmWMabZNCm3NTAdAVASEpTWOmhddZmm8oZYn/yZGBT3/hUCkGIrripevSdm8N5EBriWFlU15QYyXrFi7naSAuM6g48w8QoP314LDRAgflFeg6xzpvFvKR7g/x6WenfbTcm01cV3GyzlkVRggGASrco2Te7TRy+fc83lGvpJ3PTeVROVA511Opw3u+dI/45vXfgFPO/kknH7JRTjiqU+BMb/16CQ+l6QfeqhAlCXm4UmfjESliI4qLx/7lnj54X8JZC3rtaccRYb8tJumSTVB7i5umr+f/5W0jZ0iUZRd7I7H6tSTGGtLCvX6KNiMUUdoKwhro8WHv6GO3zPhBqH0t4jHwzSBiSkEBypabspqlKZdUPA103jaBYk5ZKkZm3HcXUuCy2gx9TDYSAiqRqkXyvEZHCWbh4t4tIDuqClEoaXCWtl6jMOYdyo5lBa3kjlrm455S4brrLPRnIueo5UtCwIgEBXiuw+VW2y+mlgXFiLQc2IMm6ZXKPHF4El6eGXnHZnCa8J3KegAMww0FmgWf1ibGCCLUChataMyriveL7f6+bkqWn2fBtk62JFKWkM1P5RXCzvQMONUuTJdk2wt4VBJbjdIl8K/RQLP2l4La2MoJmzz54fjrmSD6lhLGhd116+yAoox4NpwXFoTFa6V+yuxOpninuu/hB/d/W0864zteNX/8TaMFyVWDshacnEM7KOFSESp8rtmpKlyK2yZGHLkS9kn3oY1U7HkMLjuYY/Yh59mG29KyXFAN+6lzT/9Z/0Lt42hBNmKIqQFLAQBNQ15VSMkdGljzxUizOmRhXgEUxvIArVYlFj8/HlUyOeBeq2nQtB7SSCtIi4qj/CshRhvmK4Ay5K/6AE4iUN437FVScYZ2jBFGXIL6648WVEFY6GJeY60OlVRqcKrRkC5KQovILJDmXdnuWNe5oZWsxfDQAgQU3q2LsJZLI2WsDJl3uhBGesT3Wc8G9As/PCfVQ8aarmg8BiutiMeLyGrogRQZeNVAe/QHSos82jei4OdbanpHoyPkRHM/hMS5LWFFHgYauq5Jgagk34QctextXHN5vuDjMvpyrCXwTlRz6Zp+zFvE/rZK1D2sBpNQAwbwEXlZWScMq6DpPB8SI+YUsGGccpRW03r8aNvfQv3ffU2bD76aLzo3/8KNm/b2n2P76llwYUqxEmRGjicb1OMsv7IllUD2OSDIkzsnrzzJGY+1OS95UZsL/b+BNuQ8ttgbWMpQTYqw9FCBz9ODiCptMLNzlhBWXXnBSo8yPUzq74nE9qHFJynYF7t7jdZjqkXFaHDVgScWPG01kcLnQIjlNo0UbBZ8ecipniMltJi1CagBZ6icARi3x3iJiX0ypgOiUNJNf4CQPiuMlYV1ivlPvDd+YYeMOgyiT+V4jW1kT3rnEDE4V96iPY89nkscxq8NAA9OFaFQq4QKNzMi9TmY2xUGbCUYGoAaByULMWewgpePD3zZhpuHYwAS7jP4eewdlcmsMOilTXZkOwU5nU0QqpcxHufJyCNMCbPp0w1QlQuZNWYCu+FJBz4SAZqa5iLyfVGyL6tZf7CuNq6M/aSFp6txQn4uSmaIp7BSeO3HGP/vgO44aq/wreu/Ty2v/ZVOPOXXoPN27btc5JgAAAgAElEQVTE+SFPwO7nzWu0a7TOLJWcEtXM4yviegFgxDNFo6j87H3LNfaZz37ne1JEQK55wgrQBWditPalG6BtjJjgWs2U0iQmp9uGaWKirDXB8o3oUMdNYjCZClJRgslzJWeNDFJat3mOnAlSlv2CwI8eBtNpUWjCupZk3yBhgWrLrdg1m8Bb+rtBMJkXybQIqz4TvCIvigmIFrzmxVE4a/+MlCFwWk95UYCUkpwtENwQkcD74EHPiQXqewOiIUFla/1U74Zz5dLr6AWTTDUYa6QXEeY3iQlmxtKa71AEb+IZKyTsxKgJsKUZTC7OCyF7lhjMY6w0EnVvJIYCJJ4mHpCNIxc/6s37eF+FUNl4LBdch3RovFHXJYC29WgmnfJf2XcAi0dsxWhhIa4pY7EGJael8HLvVJVcAoX7AH36NPasc5EYazQYMq88yR8V2aB7MYkDuhk/H2zb2MpvY8cE85Z7QfwZSOnchKjIGoOT2MgUdjB6UQLlIkBSDKE+phokpAmFRFSJBKiL+YiTlWjhJpCpCgBnrLUo7AugpJCTihncFEzhUBKC0fqRCkeOg9VACOe0ARrkEUIUbGMh5JiHWkeBoR5Uzyta6H7mKfU5gahY6N6DbztjhQxRzo3F5UQ4W2mzphsXq4nUkvOlBx6zX3yP0xBrtcokfIUuCALX9cNy+xrEOo70eJnc7vrrzWI0LdY+9V48LArKoZgghTEFJ+FzIz/x3cjzLTWhTJVx8nh6a5Poramn3rAiSy6UXexHgmjkXhoQBT0QApXRGzTjReZbY8Nay9PWQN0dy9V7Bvvh0LYt6tVV3H39l7HvJ3tw0s7z8NRjjoEdbVZUaQgAiFWKXAFjbGv1GzUYNL9QQx0GJQdDjveBzpcYtFZaLvOoZ8Ki4gWq7HlcCrCIHIInYTu0leAPfgA8/APgpJOyhROaKZTwjxE2EK3xmcnUYUHlRyNxgRO20rQCpT+b1Z3DI2HBjjaHRN0mxlvqJp6xVwRGKPPbCEORKk7vUxUkx8XYjR6vU0+A5kCklFdVFFx1SEuwqZPNZ6detF1xAPWSLXcrwKMAktQBjd1ZuSshJoyX+lChCxvSL8TYZUOYqoWdCWfXLqXKiCxcY++1aQyUkFU1ip6rwt3eR8tehRqQei6EjPW7veuReST0jjNPMoFpgzB0iLFG9d7snL1s3gjb1aGwAtdMEq8Lypil8fg9G1dYS3q9ekC+7ctYjjEX3lXmaScKlkPnHpumYyyKECrwfWKMeuaAKMk6KqTA9vzezbfivptvxUnnno3n7XwZKuYSk9qvYYCigCXVFxUsV5TKahoIZvTqjChFz41waJte5xzgCwkbIA2fFGHNti0sdcuMJ06w/is/qzzrXbOOVpTDe/BJ1g5tJfjoj4FHHgFOek66WdlMGIf/OaATMC7dTMyrYm7R0BEduecDwOjfTd15E6MBgkpOFqHss80drqcX1PquGkNbB1LOQhecdkU4BqcWxTtgJToXa4YyeZ8nWxCSan1Xrs1qkY6j5zNa7MZv/Q0dVgWZ53bROqZlbZCoeLW8joLKu0DsEcq1zXOWpgF096chYOXnwrxOV4Cpi0ZBUXaChxAsPWHth70XCs4izqnGRPm5Qt4kyVhlEhoZhMwJU49irHloXdCbTZLmG1iieg/ODobH6r54f/MEFXIMYzV4PTMOEyU80EwRIkKErAWqZeIsl5Lem/TXGKE+PssMBC/vYMAIpQ3mgR4xpmZxbHmOzJ/3Hqv79mP/Tx7Fzz3/ZDznxTtgBZpdASPJ6cHR2ZmAaCap99fdGOYB6qkpptAqoPAR5mwawDWIsewyKsO2gR2YzblWBdp1ViZiYH7igAeuX0MZHlZ+STu0leAppwHPPzWUOlvB8MsPApeWqgrb8GezYPNk4B7jy0WlYWyvIGDozVXC1jTrLwioVoQPPST1LlwBjEpgYan7fh2s55V9EkeUwtL5GYbaihJY2ByZnM4BY6Z0hHjjQsjv0ZJT7LMRcMYd6UafU0+7GAwtVYUd1QNpa3Sem5O9nFm2yckUA83Yk/I9QtXmrZWdFa2UdIvZUllmHkg5itV8tCg08xNzeJQWfxvIHfQgy8AcbNuQNlNFJdQEr0wPxLXmZQ3m1ryLxCuL5QUhrN9pJn3E0dYpvU72W8bPtJLBkn0k2OQwYzBgiEzYcWAuGhnqOc70GkMfaXgQ+QAiRG1sS2CYGANEGLC7T9M08HWNh7/zXez78aM49vTTsOnIbUIEC/PYDKy1ogz7WOB7j3gaBRUV68cSQTBOwSS9xgFWSKNtut8tFasEWifKn2hOOp4EQTBYWydS/nXZ/pjVKEMOK7+kHdpKEOgWwCjU7WSybVML4UJp4oiLVy05Vo5nDIAQVzVCQsW3mEcr98kW3xCbVC2+gtalKFXClRo3IFTDfETGsVb2B4W2GNIUivnJ82XVKcN60sGZylpTwWgFvqtuU5dBsK/sA/Y/GmC4kQh0sjQDIzEpTqybknO3/leaNCpUWtRKzCCjEPS6gnFS15ERiAzK5j1ZN1JjY+YVh9MjyBSlELL0hVFUsEBUAECqKK3YgCbJ00iAjIVGgo/z1zSx7yYUZT6sfmwJi99a7JIKLZt0jaVNPVB5GP3fztMLnrajJ9jE+/U1rt48CPLgEY7GcX69j9WTyF5lfG263P03dD9wToquAhL7QwO0KDFZmeDu66/HA7fdjueedy6e9Qun4ViDPaWeroUTxt04NMSRhERUAfm45nwwvhQdYDydh2vTi8+RA3qehioUsNzN/P0SBx1y6JTEpbFAu26GF3hY+c1th74S1MbYkAkwSSegd9PIRjf4K3gAevJB4UKVe0RlaKQACYzbvQSKo3WoVrsy5cyi99m/iArU6NVVXNvMYWzrrm9GCAkbbLypU5qanKw5d8bKC9c73ptB/qwyf1F0Xin7zWIAWgS8qmKeXylH1cBHAyJnhhoRRxRafjKFbmgaC8qeNCME3XzaSQ1s9KbK+D2OASKUtWqJQuRGYadBEu5JtrDB6OE9IcR7VVEqC9Lo80Ggk4RFhV1QsdFjKNAxa4N3y76Vo6hU+Vmx0M19M+3WhQpXPcGAfeDPkxnKhyQaDosKIycR2ckWfKYYQNNJRqzSRmXPH4u4f6ziThgzSTNmVHSdapsGvplgemAfTj7nhTh157lwFiMjWuMEPg0PSzzB8FkZ3pUVjdeusv+CcBjKIzVymcZDEgzXlpGyXIRCuUasLBwNoaDYHLp3v+42wws8rPzW1TaWEmRjkjg9rNWQJzha6LBwo9DXnRCisKhCQWxj9wWhkXh2LhXkg7G5EYBwVNNkJQpe1rFUr0q/q4wzKlEXNpAL3pR5lCqIgpBSYZvDpOZ9IgpxPw2W7CgKZgBG36f16n0nVMZL0fvhRp9Ouviib4FRG/tQjjoWK/tMr4DGST72suryCY21WUUYuRtcZH0mXoJLk/DN0EFUkPSghjz3tpl/kkXekso5Bey0DogwU8FZhXw+gzflXRN61Hlum7RCDpWgR4jL1WIoCZTZfSDeR3gXtnYzD11jnXk5M/OwEcdqUJ4objv30PXhUDPsXBy3jomElNGom0dlWev1Wc5m27TYfe99uO2T/4hyaQk7fvkXsXnbUUGh+zj2ekDZAUC5gOgJhs8UMrUEfC8KWbQivTUdZ1N3XjeNYV27rF7jis6goJIkPEq4msxw8/bVM5R90uM+OLkm/O2w8juotjGVIFtRxDiawoH0XFwJq+zRU3RFIMpoOS5RaIyfaF6V/UevxXXKrimQEDCMXDNkiSNuAIcI92k8Uxd+VQFuQTY/0wQCsYMQbAkklqJ6wJh2yFse+7S6jz7EZvYGAcV4TYh3LAbijg/9pWBd2R/zMlVQOwgpRlIlnAtFvaso1JizZULaxfeWMHwJEwYvjB5vq0JkACpab1PWJ4CEHcz7KxGLHg7jhW6xQxd0rJZuoghE0QnqIleaYZwsmuBlvMma8gLHlUgUIg2YvIYrD48mJG/jlVAAlVRvXpB5MoRD5d36Vo4hC4qGe2gylOKQC/Ql7H3kx/jcX3wAjz1wP17yP/0Kdv5vv4VqFOZvopVhqOzGXf8b8VITTzDMtc6REcHytcb+Bk/RljJDC23cIy3EwBhFqNlSKKowj4IaaJJ9otSGvEFBl/R3erSzSikebjPbxlSCyjzLqznQEgPiQlVBrLk79QTwq+kmRxHjdcnzZsVMqFTEQgck3iiCnJRs7YvS3QnzFLM8UAALEA80KIHpSlfj0sgZDnZEk8Y7XCBM2DyE+VMPgukSqk/aBnYOnlH8iziv9G4ovAmpTUMRcqY5NNNOyLdN9ABZm1QPbfV1OtXGgGziezHCTJG+czZ6jzksq/VnVXm6Mr2GsqqXYjMgwHzboRFAOpf8PffSPIZjgoR4i4UUSaDxwxMvDGoNhh33A+HEahzrpSYJ8i6bC84nB1sE5cb81IBC1NPunVj8bAie1vGK4HZlXA+E+Q3+dfDNFM3eZYxdjUt//03wcCirKnqTTPlh+gVhRIX1dW6ZtsE9l6e48JzOVuSHHklGZdbzEov4LnwLS+spCgDBgy7CMyw3kQSgIho1NCRoXBAe7TVZQyTjHVZ+j6sd2krwsceA3Q8Bxx0XN4VCMi4TRlxsCoWph6GJ5M51CtLgD4knmfUYBIsVxZZFmCvifNMksT8fn2P98VGRMC5C5mLZhnqmg7uj699iYIZOVzpiTVlFFm3bBo+LEA3nYwqsZsWKmZemycD1VOJJPhoTTC1J0hwC1McUEhOcYfxl1XnoTJ9QQcOC0uYlVbEUGBmPbRuLjus7oUJIYD2J53GeVOjzmvFSN796kkUrCpbfNcKLKCFFAobSEHI4y6DBwHC1GCNi/30LS9Kn4taYIL2rfI0m5d1kb1hM28dYJOH6eiV+TuVsyfX0CBENGyB6PgoLc5zq0ZoxCvmeEw80zk3TtPjhN+7GnVdfhyOf/Syc8ooLsTBegpFT7MK8wLbcm3FS9QQVHmZYowixPKu5yku4FqlY69TYVaIV5B3FmENqMNNYpHFG4pQrOiNCCTHzQAsaGoeV30+lHdpK8I7bgO/fDxz7jOG/U7HkkI0y8gjhUdAyN0hhK8jPFL5alotCXeEIE4SI32+BLranRJVMUFpOm4ueDwkjjGv6toMTh5SvtrICis1BmK90SmrhqKgcV/fDGKkkXNASpRCzcw4V6g1KjfGstgXalYSIaeMzqLCNv5PAxLiakXVG8ZlayJkKolcUOrRZjNyigJ2NqKxgIAo8Y4QuxOvyAtSJoSLeYJsRcRDeQ+4dWo5d8Drraads8iOgkrWIONcag+JzZ53tZ90JUJ55z3LPajGFQ72s4SpAyQrNNU3w0AK8XpZi2An8ymeVVbcPiATUU9gRSRrLNo8pzqH3LerVCR66+x60Hnj5f/hfsLRlC4xslsw3oc8qzp3BhW03x7zWjIfg5ZFoowXWud548HZLhjHSa3h/TeWgrOHzzAiSz4C41tkYPjBSDPdyhjRpoxyYte8Pt4Nqh7YSfNl5sFhd05PAiBvCRYfQhf/p75pcPakBVXo9dpuL9wDShTjTKnXR+kvO0wv3apqQk9RKjCkIH60jaLBpC6AQwTUe9gzpwZBg0zRAs7/7W1EBmxa6oTEetLwveDhUUCJQmkxg27gopF2MtVrwH1E4cJMXZQjaDyw9epijRaASEgWFqB5EzLgklatCcUodJ7Rk6S0CxfH+c3MVwzsypisEViT5gJ5gLQLLxX9YUJzvpwoGB42RBJFA9A7ouSpJY71xzSESENcqDRsqZUsn4ZrM3JGqAnwYP+F4km4M/pOx1xNgeW+8F99NUXYohiEyrmMflyPseXg3rrvifbjvpq/i5Zf9Bk696HyMx4GoNrSn6O3CwXIXbcKpHAUubhtJ4wnXFWUK2Vt1qEwx8u+cyqG1Ro97KFwQv5h9FvqaGE36zjIld1j5/Uzaoa0EAVhSOEkehK94xhfLdSVeCWOFPgobnqbtXCQfFEWkz2tMTOOG/HluE6XmNA4hMChbzuZTqCOxCGWj9TwhEQT2Ua4gG6AO0BXZqrSmyah1RVCu6KAlKiCNMRlkN2CpuxIdezLAPqyusnJg+ABiekuT5c5arxaidTxa6MZECK6sAivVx5w0eo2aDtMTPgpX5W3GvLEIuL2DMP48v03jrXoEEuNjekAyU3JyIggQFRi9EIVIGRfOEYsk7irrkaeN2LpVTyk/HcVHBaweZAJtklEq/c1JPFQGDmFPBQPTUjha67Nf2Yvp6gQLHnjt/34ZvCtRjkQxkZXMeeRaMog6f3fh/VoaQ/iM3ioPQaYnqB61kcHCXHB/c8xtpuDIEcgZpNqSEEy+5gbWYLLOws9avPxw+6m3Q18JshHWKkdBIDBPcBzzBEn9920QSEK4IFzWiMWtJdJyhiHJKZYmkcWW6GGQqs37uwwaU5q79qEJAj6Pa8KLhzqrDW0uegNqDITntaJwTSFuDgoxCK6y7sZCyAhI2YjVGJ1AkFxMZT0yHkOlRvLJwqYIkbFV484YVwFVBIjKjotyocYojZ+9UWgzkVyP8smtbS2Rl8dyLQ+zjtcb9CVzX2bxSc5vK3Od2C0D8JopHnqahNmCt+ub+Gx7fz79jAQPjdFxLFZVxqV9t4Nyqwjvk7hkZdtKWBk8evftMpA7ZoztNUFJWOxyJHmtdXwnvoVvW+z+7v341hduwNanH43nnHsOFha3dv3lEWe+7SD7/Y+KN1nEtUDYlePUObXyiHynLbrUCOs0jIlrKIt4xAoHJ7yBkHfJ94Ih5Sdw6KBynGWEzWhadzeJBR9uP422cZQgGz0b5urUqyFPsOw8i1E4DaIJi551D43uHIRPQpNGX+n4Nqz/oLx6h+a6QD4ZhY3NosVBGeSJ3bopFCpVONS8xmDtmnUrbFGSX5LNp/d30kda1OE8O++igDFiTlDYhIoY0LcE7zJ6hCY4XHqPHAayvvnhklhDzQ6tlbQCIMz7GFjcmp5CQe9rJYwtV4rGusv65lwU3vRcqLholBilXiBEMjL1LEAviodKAUU338mJG77XjZnvjx5cz4vjpeHdmncma12Vd5JwX2bhBCpaklhcen969DQoEyiX+YJh72m+ngfq6RTfvelW3P73/4BnnPI8bP+l12Hr0UeHijfTCBVzrts2rnFjPYc9MVmOpCqL+zE+qZ41FchIYpKMCWYweBKT89HoM7boUEoHn1/Evg3m88l912pF8FgZn08MeBoYmSF9uD2utvGUoDZl+tWTyGjU44AM5iT8ED6jwC2rFEJhjU2NFXgKmFmLWxYplQUZn2SQadqGEjm4wZTiPXQUDhuVVlt3AoP3TA6bZV9qmQMnhBRRYhRAIykETSXuffcMJUKUZez7ECS5phc7q1Eou0g8Aj3Ipi9wyxIYbYF5BBzbZLkTuKMxUPHUANL0q2FSTEKGUGNC46Y6sV7mr+pih0lR9iDkDb5vU+HKPpkQHIoxhZYzXtl6Z2Tq32bErhMIPrwnJZtw7VHhk+mZpHeQiRk+rxYA79GsLqOZTHDvV27BwpbNeM07/yDG/LRYgZe1wmd6n5Yy1HlmuT8fvGGm2XgxXHwLrDbRgFGiDBUJFTeVDBjrVtjYpWtBDcncGLApLdJ9vGZzsrdnvPS2BfwkxrGNaFYdZoo+jrZxlaDGrIyaHYQCF7VRpAU+Ujp8O81gFsAWsiVoyz0SNqiPmyo5Dic0niCh5Ae7b/jduTTWZSSg6fzi2VSyi1UUtM51ZdWAqJzMs1HFlFmxusHVExotdfdeCGOeLHdkCHohlWxKU+jsXxDy6o1Y2oUqGUSDRGNfjMW4GYKH0+k9gKA4FSEYBYOAiexFEYsMJMZIgMo5RxAvlLmMZBIa+YRGDAkjDdCQcCTx5Xo1PnMoJpif/JATPvKkaGN4rsYx8F2YQsvSPPJ5ZptFNJnlgQ7BoQE63P/oHnz1f3wce3/4Q5z1b16D5778JbBTHXgd80RZmJ3zz6o61k+XzjWQxfSClzqqQly2jTAnEKFMC3UEwpWGIhJFWcQUChqrlmDv4hroNb4XGk2cw3lGMtdPgd56ADLD0ct8tJGp7pej53oYOl13O7SV4EMPAd/7HnDWmaLwGtjJDobts+nmQ/yOQYtB2NLadPJ9U6p1ILgAcAFaq+Vw1pnHMDVxsaqi69HpBVK1WJrQy7mwmQBPD2aWMmTsy8guhCs1xhX6QuXEuaHnkzPm9P6uAJzvPKvFLd3n05WOtIKVGC8sx+iEQhth4iFSTL0aYpCMRfG5tKiRejGFwJyM7UyWxTLP3iF8JyBRxbHSW6RRw/cyOSDKM5zBmHh7QHraguvGSJgc8i/vNzSHECXP43o0JsjrNG2lmcaKRp4J63ynhby7XKEhrlWNxSpT1fpWIBW+MuccE5WDQvRti7ZtgXYVmzaN8LJff0MYQm5whTnP50XXJBnBTBXSudCqOEB850123BKbGgHOyXFCsj9NCco8a4ySMW5Vhh4x/cKHd5go+hlN+83fk30sfe019SwzA6qeRgPrMHS6Zju0leBv/zbwyU8CDz0AbNo0cEFmSZP1BsgCDIKR1SbIaCzUq+N3godlQkAgRj0fUIWLVt3gpk3SJBAFEBAVmg/31hwvUwr01oru7EHnUs8wUbq1CDZRgEaOEYjPFJ5apeHX/FQAZcjm7NCi6Bi7heuEMKFoMkJZQis/08zGMYq5kVahXz0C5qTV8fk9dI9KTcbJ5hErrgxV3qEgqZgCgK7PK3uDwJP48ognV5CZ6TBkyMduKVswzLmjwYbIs8g9Z3rhqpTqCYDMM7P4dBU9PPUMCXu3darw87mjclBCVTmOZ2ZafE6NAI+2rvGje+7F9Vd9BFuPOQZn/8av4SlPP1oquvi+8M+bft47SinsY6th23Z7wmLEobgDjVE7GqoVQ5dEmCbkCYa5t3QfuZel/VD5Bc/fkvALAK2ki3gkipKenRKw+LPtPcomWYfe99eQA8wYzOPTyfqQL3Kc3B806A5Dp9ac9+sP0LzwhS/ETTfd9LPsz8G1O+4Abr0F+DevX+NCFxeM4+9hcZoxRcFeRytzaGHGX6K1msN98/qxnqC4XYu4sNWy5HPX3Vw6bqP5S5BdDQQqSkuBECFZjTtBn5+kXQXSB2MoZlELDNcShqqDUg0bchxOqqDyscocOheqIQbGR4/YIGhl9vIyxroa8VAzj5TNTkiYSl9cVADsJyvicCx2pFV4P0Nn9/H+SXk2eZ9JTLDFMOQGWOFzLbht46QCc2mf1pXSM9Rmrd1O2E9WVvGdG2/G6p49eM5LzsLmo46E4wkWM8kkAGuDdnG7ZQy+Y1cB44UwhDbOewKV50Zd1lczhvg/GqU0GsO60WT5RrwpknRsnvP50N9dnGeHDiZmKTgNL3DdqEeb7HM1RvVz6UPPyDsIGeMcrJDDkwA6naW/Dm1P8AUv6P4DovCdrkZL0UMC+xnMYOWoxKJyRWftkhLeTIP1m9UbbMVDo8AqxnExA51XxJwog29ItimjN5m0sPA132sojeKgW/Aa+XPhYAcNe995oQbL5V/NnjcUE/JtP9m8ZxgUXRcYC2ybDjItpXCzvQcaAOqtt7B8LfVGebjrdAU9ZamH5Wq6AxBhU0gchacZWMUcl86HGiQLSyHPsey+M1kO62+5WxuEHFEDk6bzTqygdFhfs5SRxQSlv9pyOHO02M3DZBmRuo/4fTslQSx/wshVSB+q6+ghcqxM28hjieLJtW2LR757H753863Y9nPH4pRX7MR4YRwF/fAA448szJ60TJD7JtReFcVZCpqiqAdcHJeRvUJxAFcClSi0tom5sjQQh6B/9aTViFTyEhDjmMYVCMaI5h72QjQ0on00/jQHeTANi/MTDGL1CIdiubMaFb2uD7Kon0TQ6aGtBLUxsbsK5bwoWJWMYPBZsMJYQJrsTyOzyOLJz9gzZtlILLh8YSM8Vw5nJWuubSShWS05sV4thUE3lZM17YL1NmBBkklnTMkiCnUjl4hFy3mgx2EHqupGrNKNyLJf3GiMVdrZdaKg2qnMp0JrlcT9KFCCMjNmLiTmE6z1pgUgVmsyLz59hsK+BgMPtIQBmPwBBok7pO9BY1R83ngJcOEAZArmSbgv45xaakyVfl7izGK3jFmr4tc6pSUSBmfSXKj2QgEb5oMeK5m89TSeom7vLyhqvS8VeVHgsR/8ENf82f+JdnUV5//2r+OsX35NJLwYk1nqxSbQ6YAXxVJsJsgDzMj3oPNsbNGhMfs+U1hRCSUj8UBt9Y7t/EISaopuDjUXVMvGGbqSK/02PjtRfILKaJ89gJJGrijG5H2E9a+EO6CvJF0+v+tsefqN5noOQaeTSafoZx3ovY5266234o1vfCO+/vWv45RTTsGHPvQhnHHGGQCAj3zkI3j729+OhYUFXHXVVdi5cycA4J577sGv//qv44tf/CLKIQ7GQbZDGw5dq2kScVFGWApAwqqyHKoM0rBgclAkTEYmhTwnBehC15jPEDTD88TsGBb1hArxXmQD+zYKlrWsNKXgkyBDYch6hWQOGlw5IzaksRSFdOpp7GNvjHq9CggX34PG4yjYGBudBjKQbsIhJWZU9xCvJMvUQRR/DhllYySUCaTpERpX1PdFFqTBlj7CovTOEiIF4jsGokIz8kIVjSqH/ntQD25dsPsTaPk71uf7Ft57TA4so5nWWNiyGa5wKFjAwEg4nDeFZXn/TFHS4GlqpFBouAffPxAMCzmsuqgiS5aGQRNinTQS2xBPbuT9MJ9P4XxNdYCsm/XOt8Zrua80xGAxOyDZK6b0IHOVGQjz9royz/Ue9nswqKzaT66UD6JpCGEyAWrhI4wWDvp2k8kEJ598Mt72trfhzW9+M97//vfj8ssvx913342iKHDiiSfixhtvxM0334x3vOMd+NrXvgYAuPTSS68L6bUAACAASURBVPHOd74TZ5999kE9b2PCoWu1okxPBJiswDwXjXtxcwwxQS1PzMFODMiPUgKCoARSz8NnelUEjApNFyA8o2lzM7oInRq1PtRlrASmHWpUfJb0vQKrEuKryHqD9G2wLmQD1MJm7Y1ZIMuSJzkEL4jMSaYHOBeYrm1nQepGdC4e0zNZif2vw3vjmWxUePT6AguxD8fmP2cClu8qr1hTicDl6fMewSsaUPgmbBAtdT6Df8jP7+P7p6KnB8xjo6pRVOrm0fKe4n0Tjm1CKk/iEYfrNTm811y04knyUmIHPXvfoq2naJsGP3ngQYw2bcLWo5+Kkgcx5+xQTTnIn6dEG/NuZnjhwJycxjCm1azYAhXvVBiiOetZ05MK9fJcRIW8oCDOSQySRo6wyo1HUKVrKTGEka4VNQ6GDGXO11rNcjrnkFx8eIZvxJP0qbyioUclyc+0aQhBDRumbZEdvs72uc99DnVd421vexucc/jd3/1d/Omf/imuvfZa7NixA8985jNx7LHH4qKLLsJ3vvMdAMBHP/pRPPOZzzxoBTivbVwlqAFozRek58OgejkWa00UEa0zH6z+7oJoVbE+ZFsPU85n9UVJH4nQDM0YZZUE7UP+l0dgJoaYGpXhrONUNIZosatMMVGRGCSYKUZ+fyRHOrHvCTsUA7AxYUsfhTSF5Mq+kLCee7VBGU4RFdt4EXCbIsw93SvKIjyjGMEYvRZzY2xPhCEhRibdr+zv1zFVI8i8At5mQFhRmPRAlWBxJ2kviGuIJf5c0Y1Ry8A1ky6WSK/dWH1BcPPwYa6ZoghpKZkSHlR+6BL4RxKjnK5GY4fwXlOjbT0e/s538cW//DCKxUXs+r3fwbZjj+m+M1mOCoUTpF4sCyiQ9KIEH52r8aaYJ8gKThwDq9sQxbBawIBBlXBxXxmzs8w8SIEyHSHQutvDRRlh0SYoQz06iu/Ruaj8DAKt0z3RiKywf4YUnDYX34MqvnV7axkEmq9Dx3vNEfeUFa3KwPB8HvGlqEremhr1nsfwq2/chttuAz7yEeCFL5zf6zvvvBPbt2+PMDqA7du3484778TFF1+MRx55BA888ABuueUWnHbaadi7dy/e/e5345prrpl/44NsG0MJmtAKQsNiC0Nuv4eRQoAguOlxjVKB1aPO63OauKnbphPqroipBPCwA2IZi6RFSoWp+UgU+Ko4tIAxFzaLcHOdE8NXb2soNSIZCg2BYOmyGLPCvHW4B61wpjVUodaiMfTa4GEGoUzWY6I8zFVKhTJPbygqxNzOAfiJc1CNOkUBFz2p1eUAfYnVTnjIKn8oHDvQFzsANvPyrBWphazwriui4KDwNDibXh49VVEWyesI886+U0l6CFQflMAkeMQ0OIzAw/UqAtEjCms+h/eqVxCPGtK+dAJvZXkV37jm89j7o4dw8svOwS/98R9Gz+/AHhmDi+tG04Hg+wfrEjnIkZRekQRBTHoxecBSO3qxXFEmympOPMEWHULBdyXvM4G3G3kPEqdV2NRgz/409lqCTMxQii6/cL03zD+atY7nNFs/8zxKn41dPgdw000On/wksLwMvPvdwMc+Nv+R+/btw7Zt25LPtm3bhr1796IoCrzvfe/DG97wBiwsLODKK6/Eu971Lrz1rW/F7bffjj/6oz/CeDzG5ZdfjtNPP/3gxpq1Q1oJtn/5QbhbbwH+y58Azs1Yi2JdUekkyo2KqI5WoCrAuSHT7BoSADDrRG1guIiy3COvZdgblR9e37OSsQe/IxbjPLhpqI9D59gRMs37vt77zvJW0odkTDYaLkviYVPANx0LEA6xhmQOKw5N4pCXR4Mk9wiRWf5qzQspIlk/c9aSQ+oJDFV9qQD4xQjfeR8FeT3p+liWMZbNPtoD1haO9XSKH3zjbtx/y+142knPwSmvuAALiwvREOkpcGRwaCXXZs1DvMGiezc5PGpeC+QeLpsfP+Nv9pDwp0KMSKkaU6rXh5i3R6OVbO9Wfydz1Eciyqz5zIlgnCf+zeQPDfI5azH/09C9/6WaKkqFcoMBceqpHk9/OvD97wO/+qtr327Lli3Ys2dP8tmePXuwdetWAMCuXbuwa9cuAMBtt92Gm266Ce95z3twwgkn4Prrr8f999+Pyy67DF/+8pef0LAOaSXoXvhitKUDfvQDuKVNwOatQFEgKctke8WlL9FhwMX3ogwhDNDMOkqgQIFZjb6P6CXF3sa/s3zTINzhJT+tlWtcdj9tRYzfkOKfzhRSS5vWdhEFCAtiM9GY89BmwsM5iSeG+5IdavFNPzA/8h6U2MDyTixhpX22a71sPt5Lfh4vRai2XgWKAKmt7O/gMjs9fEg4FSnkxmozNm/SBxVYxhAOcWLmDSYGhygexgXVW67FSEgqtcg6UohPXiHGmwKiEJiM09XIOp6Ge5OFa+tOrHfm54XvT/Y8Cudb/Oiee3HkM5+B4077lZTtyXjYeDHGpycr6J3eoAbNaKlDRnol8dDNmauAkRBfiGroXGhxinqC5MBn9ZhZRCKJZ+nzuC51TYc10YR4r3mqDYAm3st+Dy0xHOkJyl5OCHL6p3y/u/RvRp7Rcch6mhk71Fu6YYP3p93UIwyw/BFHLuCee4DV1Rm1S7J22mmn4fLLL4f33tba7bffjt/5nd/JHuXxlre8Be9973uxe/duNE2DZz/72TjmmGNw++23P+GhHNpKcPt2lNu3w3uP9ptfw+S//xWab96J6ryLMHrJeXBPfwacFyvVmo8WjEGNPm4CKj3SsLXmICEfCv0xWX0DMELbxo3NjVHXgA/3NSUcFrr1o4j/GcNQNtZaBXONabkaPIUSQLB8VflTAfK5uTfJuqgJgceFGGQVq4CQnBK/KLBy5pEw/pVXaikDTDxd6YSmETYI/VKo0QIVoWQKSFpRdqQXGjaryzF2VgmhiHUr2Ra3xLmjwlKIVtnF+UkgNCrMM/L9+B3Q9YEFyVlAm/fg2BoK4SHvNIwjF7ZAVFRkENPAmYSSaCRUtTUwXcZjP34Mt/7tJ4B6gjNe+yr83CnPDQKJ0J8aMW0kl6lhk7OMDQ5d7p+5qEXH2ybEqLNrtA0iFeIN9k6/yD3F/KtUEj4qWzPuguFq4YwQ77SC9WIQsZmB5Ad+9/3r1fgdZJPzd/6i48m9cDXgw/Uc28+6FQUS6LRaBMYLKLE+BQgAF1xwAcqyxBVXXIE3velNuPLKKwEAF154YXLdBz/4QZx55pk444wzUNc1lpeXcdddd+G+++7DiSee+ISHsuFSJPyB/ai/+BlMr/47+B/vRrXrNRhd/FoUTz06i+fRg5Fcu06CwQor50nC2kyRZP/aogWMYENvKJlqxpkQrSqNRfLoljxOkRwJtNZk+Jgz6IoYMyRDLvE+gnJFiIE0E5mTdWxCxheLqg/5ksTiykh8YHm0IW/YSnI10dPpQWJI+6MKl/1VQa2Cj17SeLH7W35gMJ+vlWLy59EzLoVNm6dW2HeDgVWI15tDwLr+uDbpCVrcDf14Wt7mplPw3dfwzAktQ3+aFq6UveCy7818ZvZeNIamfeL6sdic78aq+y9JVwrNilW4aFDy72XVrem27RNqtCZoMoaBdzOvJXHWGb/nS9JuK0pJUYhEFhCZyRWiG/h+tt6tzVJ+6xjfQTfXGZdlBRx4rPvocaZIAMAtt9yCyy67DHfddZflCe7YscP+vnv3blxwwQW44YYbcMQRRwAAPvzhD+Ptb387FhcXk/zBtdos/bXhlKC25t67UX/mE5h+7h9RPud5qC5+HaqXnAc34nloQlpJcrPCJioJeTGpeBK9Q1KlhwRu3iyVQBSGb6M3x74Y80wsToUaGZegUptXPFub912ydi208QS+FUWddjyMtZDSSuLZ5ezbvGmiO5lnQHwmEOA1qc/IajlUfD1F52BkFxMmQRCPlrq/T1dhrD5La2nSvrdNjAFpTlniYWVzoEp2ME1mngKa1yhQOVfZd/NiCGvdW5WOJeE34esejz30MO749GdRLi7iBa99NbZu3QyrVDJd6ebF0IYifT7zVIFQ7DyPYcuYKCwZf5tO4hqnoLe8vWD00Rg0JTA01gGjZP6EyPVDBk2ZzqvV1gz7UL26od953x45yQ0oR3p8bXofIK4fXX9DSjD3AIe8zZ+28qvGnbJz2XNzksy/4vakVIJsfrKK+kufR331x9F+7x5UL38FqgsvQfnM46Knxf+8F8U4z+oOC4306pKxQ5cJLLH8KHxnlcya6VXKd52DHddDxTN0KgOhojz5Wzcix0FiQCGKvSH5oo1KuSg72KNw0fOxuEDw9ODl1AthuupcrKuJMaCeRo+xu9b9nMiEGR6AnUhfROWo5ao0HqtKlXPnEd4NonGUe0OAnPrQZIo+eIBsXItDR3CxMf3AIM/pALQax9g0LR598IdwDljYvBnl0mYsHnkUDAbUup18V6yfyhMrzNoX7xaIBsLMijAH0TRmnxg5ikjw/kWcA2Uyu6KbZ4cQd81i8+v2BF0K6+cwZq6gkr1OI0QM4J6xOqBYc08TyPZN/rcZHvdPoxVlLMy/AdqTL1leFIfzDUYvPgejF52N9kcPYXrdP2Llj/8A7unHYLTr1ajOOR9uYUEWYhG9HxVSFAxelJEJfRdIJaOsH4RXa2GaVYGwEaZ/uhoJBurZUQDaJuG4MiiNCazzmm1GRCOSSr71gFPFnClJPrttgMn+/r1pMDi9uYtCUS3XHmNyVgtjzgk8voGd0G7VW5zArVkVG037MHhTvYCqi+vyvTH3rW06xWBoAOFIIURYKTP2F/13w5hgEgMNnzVNqDWawa7mWQ8J6eyaoowxzOTaTqAuH1jFLR/7BPY99DBOfcVOHPv8k0OqA4DlPeg3ejRh7qoK8MxfDFAlS1VNw1yUIRXFKvuEOK4ZVg6Wt6muESu7VOPuIxKuNA5M44o5eaoofDuc5uFbdMcpcUhuhhEUFGlZdT8zZm4J8uxz01+3QwYr42R8FveTb+PaSxSqzHUr+3wesqN/SvrD/q1Xwc95QJ43u8HbxvEE6cEpxJl7ZQYnFPCtR3PrVzC95lNo7roN1Ut3YnTx61CcfCqcHaOE+B2dJiomxhbnxQ7D89K0i4F7a8zgZ9HMGuXP0pjsXo6QHPNCr4ixSaurSKubHkEhJeYIIQlUGjsRxzdURcWqpkgemCrBdsArSvIbEQ0VTRrveb+MefkOQq0yw4Un0CM8s14N+ZkuzhGQCsGel5t5siz/xdhXvZKhAXI9kMXWXIxxrdObbluP1f374ZzDeKmDiQv2e13egovrQK8tR+G0+DYyabVWLwtzjxcCgSqMg6e+8758n0P90NzGoX6xUAWVWJHPfxDk3gFtFivsJkB+n2FkGHJSSMggK40HpIZqwrp26b04VrtWZILP7sU5GILA87i3zdcT9AB5TNYGPl5pY3qCH/9b4AtfAP74P825SOCUzJCrdrwI1Y4Xov3xI6g//xms/Ok74RYWUV14CUYv3wW39QgkHkz8tlhkfm3vhouewkxjB/m9PbrNxrJleYwwUeqIBI0qKCGL60wzC9jH5+mm0s3TTBImuCm3cgEGwToH+BHQjNIz4vIC1BQeJMpo3Gu02Fc8znVMzSowRJs6CNsgfFoRcFoKTHP1DK4CEkPDZB4VVhvkZxFPf7B0gTamGvBeowVgFH5p6si6LUdy//CuSno+YV5p4Mw6ld2arlN6PdLv5LpsngUmbNsGzXSKH3z9W0BR4phTnoeiYu6eQq6j7iQM59I1o88ZOsLJ0yiQfE2e2kDl1Uy74hHNo0gJaIwzsu8cDveDzBcbiTFwQZFO4lroGSAyf0P5rLnyK8R4s1xTiUl6IDJ1eQsf17wLvAGIcWH5h4JiFIIa8FlJPE32Buc4iV8ODUUUoO3vZFLXbiyjWGWhlCdZO7SVYFFEq3ywqQAUqz0LYBfHPAvjf/9GjP7dG9HceSvqz/wd9v9//zeqF74U1cWvR3n6Dji1BvWEeKu0PqMgtLHZKAzruBk0RcIsRS/eTdknrNAjm3VSdFF0hARa39MJrCoMvVarFiNen7JTVUkyrjik5BVipbCzQz8bdMcBhc2sCdxTKp7FflDduZR4wTEzRgafKYjQ3zJUk/GQCjxBUAFRoFtMqY0ewuBxPkPNB3g09IW5lZwnrfdpz8rnTLzc7gPYIjXFK8+wmp56j6JX8/TR738f3/7cF3Dcqc/FU5/9LBy3/XQUVuVmwNtpp8BqUBwJUzX3lrI+5jlz7I962/R6uSeatlNe9QRYCR42PcaFxS7OnHiLnKd2uGIMG42Z/DPevxwHpSmwvMUvw5qfZrApiUTed8+3qkP04uSZWlfXFamSJzrUNp19ZLFFCPegiYQtJcV4Pl+MXv6t927UaFinApxXavFJ2DYGHJoTA5TMkMALhMEK2etZIDtMh9+3F9Prr0N9zafgV1cx2vlKVOe/oku1sIrsGRmmF8wO1jRLkA1BebxWLUfrVxutaCDmRFXj9WP2qoxJ0+d88Zl8XgIf54q3giVx272DkLY6m1nLg/w5AUDJNg7C6hxqwcuyUxrk+bMOndXv5kK9B5Gu8X16GAYBlzHfsJlEAhLPszQ2LYZry1IIJmPO+zUg1HTeyhF+/NDD+OY/fgaLm5Zwyq6XY7xps8CeOaS4DiGZMEsHYElXdBCyb6KB15tLeloBpWAxATW0CKHSoKSho4xsGwONQp/C63r/KY9WGlIU0ncgjs+Y10Ep5qUGh7xuKtLEOM2upWzgvHjpd1Gk/aCytL1PuTFglFosVN9Ptp9mNSvXuA42+QZtTx52KHOGWI2DwgiIC1eJB6ykYYpTvD14eBRo7/0Wpp/9FOovfR7lqdsx2vVqlDteHL3DuXi8ixuHm4Usz2oEOFYcmcQ+KTSk7FVunmbSQTRUhvMsOio8O/aI3dJNyriT9HEIYrKDYl0kMTA/kKddeB/6V0crmuWxjNyzdkwrmTuPeA9a3C54c3pqtyvT+Kx623zveSPcZtVDwqkVWrFlnmAdaooUMHl9LHmR9EB6p8rzZ5fGBAcE5NC2dYpy0EgYUuBsVahz6xtJX1ij0cvzPhR1z4wletmDYkXWmI6t5AG4kzgvSU5s+Dtj0z0SiNyfY6XhBh/i2i2SUxIYN87JLlS4RDMslIHsmbKvE6g5e5+KDlH+aBxbFaGWYmuzsRpMi/isxEiZ4fHzZJacB/AkbE8eJcjGxUUFwEohJojopU0HCByQOEZUPv7APtT/dC2mn/l7+IcfQnXBKzC64BIUP3ccbIMnCg8wfN/Lf7OINDnjzC4RpUSLkIvahIUeHtwIjElBCNnwEkcghKOWJDe7QrRzFZd4exrrVGLHkIdp3w3Q1xCxxPqD4TljKoPOxzxCDhDnt22HmXDeywkJ/M6ApU0vFgiCW2NqIsxI1vKI3mxeMWdeEwivaWqs7t+Hb1zzRdQeOPWVF2PLts0xnjXX25O/ERJzLj3HcejaHrsyvzQ3qEIjMaZthg/BVfYoU4eUkNNM0/fpATsMGK7bywtL3fOnemhv6H+uLAc9QUL4HvA1+mSdDDVSYzZfr/QoZ+5terNtdwvLNUYk3ajC5FzwWaoEEzJM9s4HGcmH28YkxsxrzsWE39FihF8my+mm5hE1oyDMCK+ZAo3xCFc6jM5/BUYXvBLNA/ehvu7TOPAf34byhJO6RPxzzofLKyeoUuJ9qXhKgSZZxSQpwUbFl1m9VOBsWu90sPl0XzpuHBehTAokjZcyb85iPawoI+xbQjHab6/9ZhdEYOTMUDYjaNRRMWvV//gi4tz0SrbNGD+QWta0tOl5MB+KNUx7eZxFKMqNFDobShnRZ5qgHcfvEbq3up5l9DxVOMvBr75tMDmwjFs+/iks71/BC3/t32Hr046O8+2oyJIXHVAQn0Ku8Osk6uiPYc0QvfC11D5t0bE1+QgX1/W8fFslNeXPdoh7dxwIPKsHungy0ZrpShfLVeJNFWB7RVNM6dDIRMiDzdABhf0ZM7Z0DXYt9M0MDhd/572GPMfcIPQtutSLMvaN3mp3kzgPydT5GT8f9voeb9u4niAgQqeOwjxh02VWlLG5+G+ZWmcaAwsJ736ygvqmG1Ff+2k0996N0XmvQHXRpSifdUJUqBZw570yj0u9xEGIJ/xrjdc+3iawWe61OYeuUHTYsCwubRAOohKZF8Mzhl0QgApJVwFWnbVZ2yYqQ42BAQMCNfSfZxMCchhukypMrVu5bkg2G5MJOFlPPUiQ95d3raXZOMbJSmSnkm1ajKAnX7RtA9+22P/IT+AdsOXoo1Gy3F5O+kmeP7SWSGBp088wsBfSgXefO0FT+P4TCFUJMjPukyMCLOTtXPfeqMiTfZrfhp6bxMlYDo/HimnFm+T57JoYGyTKWJxPPGCue675XuyTN5wxf730BXMr4+92FJUU8R6CQIdigLMMysOt1za+J8hFw8T0RgLO/Ds8AGLywQJr6RUA8SQEyKLnyQADiguAG40xOuflGJ3zcrQ/+iGmnwuJ+Ec9FaMLL0H10p1wmzbDNopH3JiMTyiU6BHGILU9NRAOxP1j6REZxZkCqpkiKf/ETZyUwnKpNZzAR24+Oy9hh0rsSmMfFp8KTNoqHFGzvC8Wc9Z3lBysKhBkG+7HmKR5gk0cb17Cy7lUSGst0LWIBHYd5N0LZFuE+JLP5iwReEH5W3wpKGJ7F22M6zbT4AnvB4oCq5MGX//cDbjvlttwyq4LcMKLz8RoVGXPGkph8OlaMOOjRgc5h8+TeqltVxggT8swmJMEpLZ/RiBcXMcJHOri2GjUKDpgHvkMZq6iNWTL8np9B4paFGVIpwCMvTutYxm4ahzhaHqIiScoiIZD9GLNw3MxHm2ErEyZ5UZazyDI15wXVCXMidPx502MkSdRQvvPsh3anuAddwB33QG89tLZ1/SUYGatGfHCpdeYNxisNFtstGSbuNFoVQZauG89mltuxPTqj6O546uoXnIeRhe+CsVJz+2+3fMwETZCG70LZcclm3AUa12utQGSNIkyKhxCvY1sYhUAKqQ5ZoOKpN+MbySsupkvIjOC17HsjA03EEdMCBYz3m0O0Q55rayFmXhoAXIrKsRKJ3z0gOeXpLkMjHnuFnPx+96jbVocePRRTPftw5Yjj0A1Hne1bnlUlo5vtAA78aAmGWw925n3yb0S/Zt+JAYDmY8+vPe17jHEMJ3bp+y5ZNg2sh6tPy5di7Z3iuy9S+yfhrL33T4qx1lMfCDOR3KX7hdAyHR5PHvI417nXPNzJfgAqcF0iNTq/NfWNqYneOfXgBu/PF8JGiwFGETHjZMrOGXVNdNAdOBJAQDshIkmQi7Vpp5CcgVQvehcVC86F+2Pd6O+9lNY+Yv/CldVqHa9CqNzL4QLFdF7AsNgv7BhGRchrbyZREvRrbEZXBES0xe6ONeqnOnGklUWFwxxy2SzOmHKBeipCgnidcYO1eog9MZNiXGYs2CyWe+OVjHfE6KiaT0A8S7tPMVGjnhqumuGiDFFORxHLcrurL6pnpWXCdp8jsk0VJKHev7zBwl4j+m0xve/9g189ys34+gTfx4nnXcuRosLsXbnajjVoii7HEHNE2Q+4dDDVAn1oLmhzvm+cLeYsEBvvg0nfQwdZSTCfyjFIjciCGNPV7Pv+iyBX55jeblCNlElZ/0Ji280RowVhmvqsMdrKbhejaRMHr00hUgz5TpoULToQgrZvPbarMWh68x383PY6/uZtUPbEwRgEMyUsB0FNwBCZkC02C13TWMFGZRlMboZFmyS/0YPxw3fI2wQ7xzab3wN02s+hforX0J15tmoXvl6lC84qzvzkIK7FzcRqEeFHo86UsbrzHkZygkMfVZyhnouhIK8/Der6ZwqRR9DAklamSlPxgG1qv9Qekn6cA54qGPp5znlXMer5/sN5jyqIp7h9ZonDaTn8CEaJEUZUwFciWY6wXRlFd+7+VZsefrT8IznPgcVa3vmrEzCkmSb8r2V4vHObbknGYpwGzlr0u9zLwVg6Lb5vMp4eYpEojDXih0WgJa9Y3qJ5qTmRSQ4X4ROGf+lBznEyNYUmoTF66NRqFVlnJO9lhtEbvjzoZjgmuiAfBcIxvDh2N8TbRvTEwTiwl9YAvyiQH1yIKYe1UMsn+kDlpIg8TZa1VaZJWyoWu5bFDACCYvfAvE+Gi8D4OBRPv90lM8/DX7fXtTXX4fJh/4cfv8+jHZeguqCi1Ec/XRYPAIOVo4JSC1dtRInKwCWEU/gDv3M40WqsJ0omfzQ0txYGJprZbqphWyQokBlueI1zy1T3K4EFjanhJsqlMtq8vGoMPfdfapFKYElidiJ0HFI5aB4aoNlttQgCYJMFTILprMaylA1Fbt2FGG3YhE/eWg36sd+gmY6hXcOJ593DgpDJBhbpYdJo84BZRDKfhwFdR0MIq1apO/QlIUMnnVMve+n09jciPJTD06NlF4sEPGZekBz0iQ2iaBYChcT6hNI0vcLxCu7Wk9UIRt1mqVjOCeKMdyTKSVGBkPXh4Iel4+og0e3pqaTjqHKcoD0GoFsX4pH3DMe1kAHZhGr2ibMp4sw7uGKLz+Vduh7grOaWXOSJ1gK1GGbX6u5ZNacc0itVvQXtVGz5yxKxqMslSEoWFei+e63Mf3MJ1B/8bMon/8CjC66FOVZL4UrhR2nXuU8D3VeUyJM8nsYE5mY3NRM6WAKiSoto6hLSSp7jsuEgY8C2hWxBNvQ8U9sSuyxeyLey+Klfthr4/gQvtNb4kPeowtpCXIChd3H9Y2KNRs9YvFoAOzdsw/f+acv4ynPOBrHveBUuLKaU94sG0vupY2XYprNdLUT0Cw1R5IXmb2KMqzp1Ylnp6kVyuqld5fAlfO88hlzRCNmFguU3q5vY0pGEr/Pry+ikoSL+y4/rNfGKmtakZfkM+kvU1dY4o1kM0NUikie6cX/1pibhAGNKKd69l25gwAAIABJREFUzNAw/7MMysNtsD35kuW1UeEp5GjCOSvRpIxDoL9RNACfbCAfGWhafYQbRTe09ivcz68cQH3D5zG99tPwP3wQ1fkXYbTzVV0ivi7wBGaVVojH2k6jElc2nnpm/JsJuwG4yJpusMzCNhi47XseJDWQicc5N6/Cx3iH950A7+WuifBQyG898UUeAuwg3ml2byoSfZfMHSwrYQEOTUsZTisA0NLzJJTnEPWax8wKLzZG+TsNK3rqeStHaYqJphbQ41XPyFIGpGINALgKqIouvmpFoQfgu7XmeRYcyrllOsjM8nCDN5VrHNKTIzgPFWLZMw8jMeXxUSPLlLGfds7ggLef9KGIY8hhYWVXUxly3n3oH40QJ8/Re9Pj1tzGtarF9OK8h+HS9bQnpxKkh0NLEAB6B3aGpkpKN8yQAtRY2byDT5NGC1OgKo0tEj71QHv/vZ13+Pmr4Z75rC7V4iXnwY0X4rhcYHtqtRRtVptxGmFdKlDmOebjL6uOfcoYZZ5/ZvNCyBZpnCYZrijIQW9sHc08cb4DWt3hPMEmwF5UpEzun+gZfckNEY2fsqvpSuKRevFt05GIcuVXkKHZzrh/6LOn4vBo2xbT5RV8/brrMVmd4rRXvxKbNy9EQbdWrJUe8LobFQZgQt63AWIOnv1oqQsf8DxLGomTFSRQ5JAHymcg9Oug+xgEP68nEcm5tP7vulml7I/cTz1B30ie8ABJxxQNvawQUwRSY5jPsbQYKlBRZHodjWAa1U0oSEFvuqDB2kbDEIiyZK4SVGSEhq4oPp4McZhFmrQnhxLMYcd88QBR2elCSvLaMsJMRnBJlRfi3w3DL8JG0bgZ4veTRHx0AlM9UMIcRQk/rdHc9E+YfvaTaL79DYxedmF3qsVJp6zf2iOMRA+LHkZbw+juFtfMNrIJ1BCX0vhqM431JhOho540N+fjUIBqoeu7Wjfd3iZAPh7wWEwxlgAKwK8B79k9ghHVg/K6+zVNg3u/chuWjtiMTdu2YeGpR2PTUU+Nl7F60ZrjEA945tg5x2tBbi4K5GYaobsiM/iceBMJHCq1ar3vl1tbU3GtZy2o4dl2/RuN0Rk9IYc0mW9RqnNhVYEp2zZ6goOQqPTFDsqlEp2h+HIPepAQ4yIiUU9jZSRNgdFnqLGexwqdXNv9oT+/JM4dZpYC2KjEmJUVYPcPgaOP7kMgvRYWiG+7kknKOixKdOXAfFRIalEmh7aSTJIl4RKW0Wasu1C8Wo/d6cFcYWELucU5j+ol56F62S60j+xGfc0nsfJf/hBu21Mwuvh1qM67GG7zljUmiRsqxIWU9u+bbi4YOzIYzkcGnqUkNLNPsOecGIOuihBSLw0hvIch+MZigXX0cNU4AMIclTCyAu+p70rfkT6TFnrmrXVjGCK1qACDrA9EVia9qHBtPZ3i/tvvgoPHCWe+AK6qUFaEBA90BJ4h2HdQ0bFvvi/EylGstAJ0fVg9AORCsCAhpE1jTdUoCmQ7IZ75p0jtCI6/Xo0xx7zvuQLkqQXlCHZI8ZCCLMQb9U14rgjztgZWc5QheFG+7Yw0R7hSiiFYPp2PnmCTkZ9U2RrsKpwByxEVqB8+Pofr0IsRTUWmykzDAlTItr59JPOQ0FaF8mdGiJL30HV4zs/SiABMV1I5dVghJu3Q9gS/fAPwg+8Dr7x4jQvlpefMRyd/z2N8VhpLIR83EADPvgsITCib06xDpPFDKkU7eVsWtW4cV3Qy946vYvqZv0dz21dQnX0eRhe/DsWpvxBjTLnyHSJ6WCzCpf0yWMjFvuSxHvWM1cO1+1JABehU42pFGanzs5qWTeNLMkaiCLo8bkXSgsUeXXyXiYBg3E5aFWJs9aq883lj5qO7+Zssr+DRBx/E1qOOxHjzZriyiGzPea3H4EQn5GlEDBF/jJkY8ldXD8gac3HOe/Et8R6SUy06owur+yMcWY3S9JW5XiiyZ80crBifQfhbAfegRBNmswu1QKXGLk+SWE9M2B6r8XgXn2PVo0R5DcUTbR86gKdMKHoE9N+f455A/DvRFrsP371P55iKkUn+cKEuqBRMyNfNLC94qD1Jk+43pif4kpfCTgInCQBILTKI8LIDT+kdUTAgWmoAwMot/NVnQg8+5BQ1cTOakpzTdKPkqQnst0Kt5rlwGA2c96hOewGqU09H+9ijqL9wDVbe+ycAgNHOV6E6bxeKbU/JHyw/hvspC5DjqEI1Gu86ck0dCDYszaabhmfntcELYuKwCn6mDLgyxt3osZRlPPlC+0YFmMRifIxnFUHwJx6il+fpOIt4f7JduwvjfI+X0j5Uo25Mk5UomHuwU2z79x7Al/7b/4Of3PcAdvzipTjq+ONRktk71HKPie9DGw9rnaVE2xqYzCqYHr6jVVDoqXr5O98tqPgDgWZxU0QAGFulAlnYFEqtKRy6Gsc6BIcmsSz0x9TWfUWvIYl6CqBO9yf3XFHGVAE9kBdAL/Y/C33hXqYQ0JPmyRo3Ty4Yc8lJ81xLNIzpvfm4Tr0ov96ZnJkCdGVno5UhNj9ajIqZVW+aqeTYcn5lPGs1PV/U4NIBXsGTpB3anmDedLEz0ZX1NR1SEotaZkBq8QFh42d1OVmxJYH4XITGtCBv3nJlbVCVbDj9vsad1JsZ8Gy892i/eRem134a9VduQPmCMzG68BKU23fA0frtrjzICaWxIPObxD3Eo85jbBQo1sk2joffNQiq7AtCuybrN+ElxioJwyr0xjqVQ+Ohl1hUnaInw1NJIkNHC9lp7x5Ai2Y6DbZEN34PoCAkTjhZW7UYqpbQ88prneYCTN7ZvFibriH1MixmNcNLn9cSkoaP46m5p4RAxr7mHmMyr14qtMi8cG8yod5OUwn3nPkOkc1V1veZXnsBOwuxCbVU1UPsHaqbPceMZu6DIniqOYIka13DLrkBYPMrMiiBXQf+xs+MjRogbRqxjzdd4kmQbvHkIMZos407jTlwVhKplAD1RJRSETfREDQCxAVNAUC4cchbMsVXRyXHfCKzFsNG6CXCA7ZxqKCBgWsQD0ctS/j9+1B/4WpMr/47+Md+gtGuV6O64JUojn5aCsdYHAdIYhoUEkNpFhS4SYzUZ8ID8VqNpfHadTP+kkkXeZaN3SCuTjnFuVEhJsqvB5G67N953Siw77F9uOmv/wZf+eu/xamXXIQL3vK/YvOWpdnHEum7JgQ5FCNTr3zGs9OYW9V5sZrTVk8HDrqV95Tcx4XDhIPHwaLtOn88t0+NRiuxFzzVPEF/rWZGmax9g/bknXDdMAfXFcEAlT4WVfTSFAmKg8fa71b+NoulqWQye67IiURZCcrUC65m+0ANRyXo8NpcCWrT5/EdNSH0Ysa9W3+dYW0b9DzCJ58S1GYeYubFkRlnBYGbqIxM4KtnplZe5kmu2QTLV8vQYFnZODxzLi/cbEIyCLAyU7pZa+75JurPfALTL1yN8uRTMbr4dShfeC5c6dJ4oVMBlPWZHilz0zQHkuxQwpTcuLNytfgu9PNi1I2F3hHhNw+YUsu/O6Qw9F0BUbAnfdC5OjiF7Jmj5hx828IVRYzBzmo5ujD7QvSUNY8rGiwGEJ7rXGf8NDXszEUqD4W7ubb5XTUGOY9WnCAzXPgc72GVmWhETle7OKIVpJZ6nsn96a20iLl67Yy5mbces/EPrlcd/8Aa0TM8+VlSpDvsL1Nyc/ZFwhSXd6KX2/fVS/TZd3LkSJ6rxosq7J6hk3vOLjVQlRRFb289Co5nrW6A6jSz9NehP7J5jdDWZDnENwbgj3o1/K2OcY+lI7oSXqz1CMDiAQmst277Acb8ZPUVYvEWs5p2/VjdFyA+xjuyRP7RArC0Ne3bjFY+53lYeNPvY/NVf4fq/Isx+cRf48AbX4/Vv7wC7YP3x3gKvUMu+PGikFdc7N/KPuDAY8DynuDJBAHTNFEQugJ2TE8p1Gyds6Ls5nfpiC4GxaTixS3df/RWylAequcxiFA3QYJozLAgcq84QZO+Q3s3RexPFY7iCUzZ6bRGPZngoW9/Bz/6zn2BTFt2CpCxzvFSVLAmrCBCdI11YbJIBBzjdL2AIa8LArVeCQowfE4BS2PEjCkHMOeSJJjlPd37XNknClBCCDaOMMG+6eK5y3u744+aSffeFjYBS1uClxtyLBnXZaF2Jo17ibUxJrt0RPffeFNcjzQYq3G3JsabYnqOzpUTw8dB+pwpfpvXLHboW1jZOzN+XYQbixC7Hi91/42WurVtuamVeLeIJDAzZKcRDUoYozRSyuE1AAysHe4BpIrTy3tXUp1DSMFY6IyXhaVoXE1Xu6Lsk9Wg/Ges02bavesDe7o4uV63sr/7fP1+VK/deuutOOuss7Bp0yacddZZuPXWW+1vH/nIR3DsscfihBNOwHXXXWef33PPPXjpS1+KRmOzT6BtLE+QlhYhUDLJgLgAbfGJlT6USAvM8doyIUPLV6GhBI6dyufs5wB0o7EbCi6FWZXxuZ4KEZwLbnBXoH3wAUyv+zTqz30G7tjjMHrFa1Cdu7NLxFdoJ1E8kIU+ZIW7dF44l2TP0iPjvdaqit+rMIJ4P8aiknjIjNiRxVhdfFfJJWUgxmTGhG+xvPthFGjx1Y99Ek9/7sn4+bN+oStvNpjKoH3MYnTa99FiiCu23QnptomHtqAKsxmEk2oEoAyKkNdR4QWhqMUUjNSRvzukQlQ9bvWI5sbo5LGEDkkeowem78PW08DYc+Rl6O/G2Ax7ZlZhAxqvQIzz+6bvCbLIPD9T5qx6ZPnvPW828wqT+ZnleXkkZBr1BIfum3w1n59ZXvKsR/toMBjMHOZkZp8durSUSbxm07b1PU/aZDLBySefjLe97W1485vfjPe///24/PLLcffdd6MoCpx44om48cYbcfPNN+Md73gHvva1rwEALr30Urzzne/E2WeffVDP25hwqPchx6kdjksBw1BBDkHmm45eDT0ULoicdMNSVEMemcGCTVaxBlEoMNbRNlLwmf1DKgSouBM6dxBoyRE3vs/a4zxI7MVPJ2hu+WdMr/0HNN+8C9W5OzF6xaVdIj6lWaJwR0hSQhJ2KJsKTYFDc6iSMJ9StWfGtIYgRRfjVVQ2PJUdrRBOBmAsBFivqmItSnq9zuHhe76DG//bR7Bp62ac8z//Cha3bgleX4ifsgrLmkJGFBF8OECYdTd9qLspcUQeYDsz3zXch1BkNYpHbHnfeV615IDmkGKyD1yANeV9svSaHxpfEcc9WgzKF5Es04sfu3S9NNNuvNNVGOJgB0tX8o4lDmdzwfFAjLJsbDZFLiqRJ9zEsOPzBxWaKh1BJbx+5uMl1jcv3ZynVLP+zGqPK9Y+6140MIN8IRlKYXjv058fhyK8+uqr8Zu/+Zt44IEHLLRw/PHH4wMf+AB27NiBX/zFX8SXvvQlrKys4KijjsKBAwfw0Y9+FFdffTU+8IEPHPSwNmaKxEf+CrjtNuA//cfZ1+QeTMLkWsOdHqRVIwpzq0yTL+whL0kULXykKWszZSp9NbYbgoJmLEWeM3SvfqfjnnQF3MISqpecj+ol56N95GHU1/0DVt7zLrjNW7pTLV62E27LtghB1VPAT6KgsrGJUtaEbC07p9ambvI1+y1zx/HS0KHBYNCdD9VEqEQGBIbOZy2VRyYH4L3H5MAynnLUVrz6998cY35DpA0qo0LjS7rOxJPiXM0dKz0ZEqCCl6dpHc51n3P8VgVoSCGLou8Rl8L101XASVkvbYYu+MiiZB/aGpgKUmBxZb5vHw2/7mbdP9U4XQvTkI85CocaFyyuwHs7eb/Bq2sYx/axnwUVsqZIuQDFF2n5P0Kzigrkn/F5rDzFnE0lpwEDe17eQ6vvo+3LhNwLXq/iVmQmX+MJee4JGgEuGJmKkChipvFmXu89/N7H8If/eRtuuw244grgpJPmP+bOO+/E9u3bk9j69u3bceedd+Liiy/GI488ggceeAC33HILTjvtNOzduxfvfve7cc011zyx8WXt0FaCr34NsH17t1A1wTaB8ER45ZAmBYv+ToiNGD4rbjhEz86EO+KmBiLcU2SLhE09Q6C7L6n+OYRoiiUoDf3vcVm6maUqUE1x1NEY//KvYfT6f4vmrttRX/sPWP1//y9ULzoHo12vRvG8U4Mh7DKhgCgIc8vQlABSOb3ursscs89m7KpAaTpvBIibUyuF5PfMjfMwp957jDcthSGolR/nKa4lxHdpMDaikuc8JPMxb5y8NQcYYoIGx+vf8jnIDC4OMMm/k/t0g4blcOZ9ATLUQtaiGWEDLfcgGX9Lbs99VgrxpwlxpbDXSLLilA/lEbL1anvK+IYq2/gGmDbzP8ufN+sZc9scj23oEvUyZ3mBbMnfZ60rt8bfH0dzrp/Tm/Xn+hsKXHEFsLwM/N7vAZ/85Pxb7tu3D9u2pd7jtm3bsHfvXhRFgfe97314wxvegIWFBVx55ZV417vehbe+9a24/fbb8Ud/9EcYj8e4/PLLcfrppz+hoR3aSvDII7v/2HopCSEOwTzBPN7VNoCvByCoINhKSSJtucnRZ5xVCyEHbIBnRAuzDt5CUu4qwA60nn2Tbl5V2NayhV2OA9U9s9p4SGrbxjJmtDiNCavjdnDVCNX2s1C94Ez4x36C6RevxeoH/gy+aTC6+PWodr0axZFHhPsHOJTsUJ6mYPEFEZg2L5kCL0NVEpYfs+OZhHHqwzttVfgmWqz7txp392rr6GUY6YgeaHhv3qFtGhx49DH883//GMqlTXjRr/1bbNqyLeYZAsE70ST7rDnXeSJDhxYPGSujhe59tU0XE1TCxqx75yQe+3vZETSKMkKhjDf24oeZYUIDg7mVQFZhCPEaGmJJzDt4HURCkmT88AzCocom1qOHgMBS3RQKNPgOMp0sd6QdKkSStOBCyEA8+ELWXSOEF1dEmL1eFdQgkFyIxLSE0YMRXU9hBDYgGndKpOPfCdmyDZFYvPy83ut6MfiBe/xraG0r6wNAUeL4Z3s4BywtATt2rH2LLVu2YM+ePclne/bswdatWwEAu3btwq5duwAAt912G2666Sa85z3vwQknnIDrr78e999/Py677DJ8+ctffkJDObRjgvMaBTWVImMRWqLJ6kv6CKsZdFeLMANSd0ZgMlWuDLIXrlMAhG6G8tMUUkjIOi4wyuq+suV3D+bYFJ5CX4uAaJuu30UI/hsVn15NFM6+bdHe/XVMr/sH1Ddej/LUX8Bo1yUof+EsOCpejflZzNL3T6JgGy/NT8pNKPuIc0MvXMkVQ3CefkfZtW2NejrF8k8eg/ct7rv96zjxvJdj01OyCjttO1zf047taTHonVg/AzQc/9CNmbE070OtyJX+d2cpPe0D2bzjpahkJssC3TOGF56dG3h5TqvFkHm5hxWOJgTNubSKKkRMBFYsXDQu6fERXTGYmmvERyMsieUJImPJ8+Gdl2Uax5xJ1PlpKoyB+TNvXyD/tfZhgkBk3pzPL5Tr5hGIrEsDz+4951+gjTfjvgcr3H8/8NKXrj0lV199NX7rt34L999/v6Evz372s/H+978fl1xyiV3nvcd5552H9773vTj22GOxY8cOPPjgg1hdXcWRRx6JAwdmHd6cto0ZE5zXnJMyYMHLqCfAqpw6TS8R6IT1dDnsU0lqzwvOGgU6bGz1pki3HnQcXLeJleBCQU6B0gYviLBqWXVQn1aw1zJHa60yzkNRAo7U9KBIaT0zBjKSY5o4xiCfyueegvK5p8D/xn9A/aUvYPI/Pgx/5RWoLrgYowteieLpzwgytwFqUfJFAfgqeuVkijKWVVb9MQwRbmiMEObM6zayMZ3CSrlFaKttWzx87324+wtfwpHHH4eTzn8ZTr/4wqhwmRpRT4OXJu/NINAa8GX0AIpQuqoVBq7BgvL9ouiU1HQlsnzzRoFunklmRCjD04f3t7Jv6IUDejqCV0HKOZ6mpJykH+EerUe3kHVtt8N959/bDLbzuaHgOkWpXfXo948xKYeY1+fbcGL8JCriougMucLFNZHvbYv1hd/p3RNdKDNv1bfRkCU5ZNBAKWyPxIEMKExCnabonSwPMaST2CIA5wEvRnY+jwqh6pwDWR9+Fm3A0FjcChQFjj8eOP749d3lggsuQFmWuOKKK/CmN70JV155JQDgwgsvTK774Ac/iDPPPBNnnHEG6rrG8vIy7rrrLtx333048cQTn/hoNqwnCGTe4FQEM/rxGzuFoIyCw6BTKgb14hwSb8QHb5IwEDdfU4NklOgliEfIxvhkYk0Li5QLr6YAG7DotTGZORd2qjwHDx8tUwYqLfHsSJbm3rtR/+PHu0T8nz8J1YWXoHrxy0OqhU/n156rzw7CXOdrKI6j3/ci4ADYcVAVc9raQMuPwree1vjG52/A/bfegVMvugDPfMGpqEbyjtdqCuXmDFV+/oTanPtYTJBeE6+f5xUoizVcX9E4GEgFIrRHww4+rgGPaBDRaKlGsFMc7HQGklVC3xg31mOXkkOt5dmaK0u4U6Fvy8ND3Mue77kJZcuyOLySmAyyW4eH6FxQPHzXLr5/jfsDKXJCGdArmehlnVHJicxJGJ+5QSvfSWTFkALM7h0HtPaY19uGqsgceKz7d+mI9RnkA+2WW27BZZddhrvuugunnHIKPvShD2GHYKm7d+/GBRdcgBtuuAFHHHEEAODDH/4w3v72t2NxcRFXXXUVdu7cua5nbcwUiaHGFAcrhxYWGyEkPRTWI1V02oYqxuiGVksyTx+wvvhUGVq6g0OsS1pEyDJJkQgdVOKNfS4WoipLFPOJBHoPg1+RCkgXFAS9CU2YpxdmytPB1zXqr/wT6s9+Cu1996J6+YWodr4S5fEnxvnoBdEfz8acpSyyz8P4VvYfwIN3fgMOHsedfgqqhYUA3wbh5tuBew09VtYPfzcSUBkMA8hhsFVQGkP3LkIMK6TEaMm3HDZ2rrsXY5kUyrwvCxI4FwstuCJdL72xFOlaWtgkcHF4t4wL5mkqik6ogWTxUGGUWo6pkKc470ku7DrfQT4vOmdNE5EUGoWjBRhZzghuYuRqEYGyikrdiG/Sx3WnHsg6ZFjE5oN/ylAjJZOx4Lfey5SnKEEhtCXX6PwMKsSDbIyrUkZtgLYx4VBCiUBQelr7cMb1BvEUslhFuaANuU+S/1QUHTxEWJIwaSXxL9Y0VCpxnuOnSqeZ9L20xKPLNoh6p71xtetLkbA5QDfOwXtlwthIJTKWMs6Zq0YYnbsTo3POQ/vQDzH93Gew8id/CPf0YzDadSmqc86HW1qcL/BomPg6vBrZdMn3giBNCCC+m6NqEajGeOjb9+Dq//pn+PF3v4edb/ltnLrrfFQVoSxNN5C+jBajl2vxwGn3nIbxPTFKdK5y6JQQXt0giQuON8WYINDBqKxUxO9qEWrvkR7wGxpzIdsp0Ajhybv03bkizmszSd8h0N1/ZV8cV/4uDHoOQpaG3ww0NJ2bGQpEbUQrQxf6yYOok2R+F490ApBUdgEiyYypKtNw3uH+R8M6HUXj0DfAdMA4bBoAYnzmJfssjzEY1waNquGSzSH3N5V+QnAjomFWeBhPSJHRtdlz5H7GCvBguAYbqB3anuBbfgf4m78BvvG1cNZW3oa8h7UgAsHsh6bGPLEMJkustQFvSz1Pg6WcWOdeYpAFbIOEUws6JTxPkRRAudAJE8JOSlRRr9KgHoGOlPVmxA8ZDyvMW7WWJpbG4kGkwZr20ymaW0Mi/tfvQHXO+RhdeAmKE0+O6QdFFdmNbOaNBKaf5f/VAkPlMbI2fNXDty2mqxOMFrqNXCiRog2KQ4VEUUZyiba2Tc/oA2CQG+PL622sqdq2EVI2BusQ+lABVdm976GYIOfpZxL3odAOiAmQrlcqFn0XlkIg/SnKzlPlCSyz4FBFMJSMtqYnNmMP54am5VIi5iOWY1jFGMbf8xQoAInH33s2EBW4i4Y4leWs7+lRbmwadrExZFCn1K1Nnu9lf3LMB9Ny2HqDt43pCe66qPPakrJX2QLSpvRw+28gVsWDPcuq2zRa3zOHi4w1N4rEF20KidbTbrExOZjC0VIWhlIkKJR00btopQ5VeycZSOOhjL+wRJTVSgw5WWTj9eYwjGG60j9eyP4eYkauAEYjuNECqrPPR/Wic9Hu/hHqL34WK3/+n+EWFlFd9BqMdl0Kd8Tm/n2Yi6TsQDZCV6TEh/lq2xY/uvte3H/HnThu+2l4xsnPCdwLlwo1G5ePcaa26bwhFgeHy5SfCFvfdMLIjBpJRmf6SzqY8J7+f/bePV63qjwPfcac8/vW3hvwgpqIGi94QbwgKCpRRGADchEvUZNqkppE29Pan0l6bJM0aZvapqlJ62mPnjZHzeUkv5i0PdZTEYRsrgoCIigqXrkpEBQEBTbsdfnmnOP8McfzjmeMOb5vrQ1Y2Wuv8fvBXutb85tzzDHnGO/7PO/zvkNSAubtzK73iC4Kq0yur9RhbgDcnM/55/B+amwPPqJfIKpD+Z4zdYiNqQUcN1V8GhqX1AnfDwjZ3hdFK7JgFxmMzEjwOy46WYnSO6nmRPYGwzxjeoUP6H75Plj9YEsb6uPYKjOUIz+qqFX45Hu5NaXY+eyzOK46cDavAYCMEs8v65Gf81zzjxIDuMDR1zjsfoT2FrV9GwlqM2MjwXPy/VYHUEQpSi8Wa4fyBc1oMBOwhMlsZbuaNAWj7wY1Gxdy26ZJ6K5EKcpzhrjeaBcJeqYu7DK9oPZmaWwo+VdxiQX0JV5CSrjvYzxlroepky1D3ZrWAA9fTdB946toL/gk2qsvR3P0K9Cc8nrULzgKjmPZtcPiOSqXpecdFsAffvdOnP/+/wtX/fXHcOKv/UOc8O7/DdsPOiB4/1kdyDwtpRRreShN88iSsZF+67H2/Ov5/SBNmFThQXx+WqDc96EMmzgxySIs51SRSVUHp6JPcwSJEID0fV2ENFRYsI70AAAgAElEQVTokcSxw+f6DHheQMqwuYAWV+W9D9S3ovCFc1bufbhIGGeXCWxCGbd2FhXkI2cjOyeRmCFkidOWxlrHPDeG+rdExcu5Jk462SMdOx0/fZ/nXcP2GcxR5v7V9h9hDBsFMvyPKMNQgOQQ0oAxmM4dnOnhWuFkpRW5kM6jP6QpPWpFhKuUWmSCv6VIiGKOE1AVqFq1Ze4Y+BDHoWijMCHzSZiLh4immIye0KFZKoMiLN2mic8DAJyDv383ZpddjPaCc+BXVzE58TVojjsZ1cGPG4+bOiM+bGbrHNq1VThXDYKX0byeszAx3kPkOzI84mgkdNg6C0w7y8Y3u37dhAIJNACBUrWq/HRMmsVOhy7CrL1aT0NCeBasq5q0vuoI5W/kna3ifRhaquN5GRcblV0TsZiJybL3EJCxQjqHkvd0Tr9UsGYiGRHBVMGJMHV3wWjSwHCNIEvDGKTSsx5IYryAGHjOmyqGL8Ydl4tmzqMK4RSV5iruXGhkyDtniGpBe5uf5txo25x06KJm6qZpXLS5rZLGhJggP1sZPq7rWKkiNxAmeAkvYZLsKy91UkRaGvOOip5/mAzMi2pXUy/OJOthwq4tCw0rBYmBIdifL4ycUFxgHADUcQHyveSo9TG5vm6AaaDNutlQYiqPaQJxYc/jZaOFx8MdcCCmrzkTk1Nei/7Gb2F20bnY80/+PurDX4DJiaehPvKlcEQiwQDuuW83vnnJZbjx8ivxjGNehiNe+xpM7JYFHQNx1/ZKULku1koxuSotCq0L9vABikiAC6TuDk90r8IN54axXFuW7a98yP8cj42lIHifxQRlweX35tYjdbF/pC+ZM2fOSKBz4QJF6+Kzz4VdRIz6nnGcWjlfJchlbRnzG8c0/OwRUQ+fC3P6lLbjNfs2Vo6xOYo4B/s2tUN0OKuQX0uD2XeRHuQzaWfDVlAOUW2qKk/bk5Lz28e+zaVD5b5KY2F1Y8PaYTHWeahNzkWnLd8jcqttuG1eJAhgFBfjZCiVlmKAXKtZjOIFwbvkS6bl2YxycOn1LUVClasuGjBej9s/USCjXt5IeONk4SgY1FFz2cQQI7Dw+zScMqFpCIzepfHrooeu6RZOF+4CCmmmwGQb/Moy2ssuxGzXJ+Dv/B6aE0/HZOcZuM87XH/JpVi5914cftKr8bifeko2xxcgG1dH5N13BWFMiDHmNRFHCfNIUR7fIReQAzdstrGusvt+kM2MLqnWAk1XN3HRJNKdd92qAeoKtn/cdHv4fj84gYnTJOkZc0UieV/FQKoB5fdz9G2IRQQ0JrZpy/NUv5sY0j6iIBWYqcErjkklBtTL93wMIeRxRDqORq/n/cyQHvu4kaZOFEVtIyTYx/VDlNpbbXHbf5DgyPAFD9r+jjCBOMl7EVBQlODiSz8VLp2iGXrOzTSoC3Xyh3N2szRxu8oMbFLZX5CpquKMcpVjeB39d/1BCf+6OB5K71pccxKRcbeWxmYm2xaoQ5sUcRvl5TOqzMdrT7dBcyvd9h2YnHwmJiefie47N+He//bn6N/1Nty14vHEN7wFT/r5X0C9bVuk+Xp9bqVxcLA8sk4+o7Fggv7qnuGemhAbG4l/HNJFzUeDDw+s5SWbguHgLghzRQou/U5uaBgT9D3gg0DDOxjEmW6PyJcIaW0ljT3n6kXfh2LR4TqrDxT6xS5pOkC2wOdl6yxmGAa6qofNZ2ncSJ0zDYDzwPuAGAsOhylH3fhaZFN4rzpnyPhgrXA+5rz1Yhh96BMGKjOh9+ths2DvophsthLpVgqj+F7TORqrVuLYJX8rvBs61r1HUmHHDPGCkoNbba/b5jCCRs2sZYsukBpACSZb7KsZH6P06ayg5tOaiyY2mbPQmZcmlEq8GOIiG1pdA0yc9T0sPzFRB/K7vEwdhBJN7DudAKIF9Zx9H2OiACwIb9/R/ofvmDp03sStotxa4yw5NcTC5KXiAgC+941v4aL/87/ggEcdgFf/h4/gmbfcgPbiv8HyP/p5TI7diebE16B+2jNT2keLSbMAdkk4YMgqGHk6F31XMGZy/yU7RlTYBJrQQYRZBdSmuYikOmeriDmofSpWytGFxZ0CEllbGYRXTQ10NEDidOTxI/t5XsvRi7IPssAr7UwE3AXUP6JDC5QoH7nF9Mhp04jRuWkBT4MZjqEozdHRzGN04XxWhcbF8EHfxd1G8u9Ab136xPeY/Z4uAW5HXBtWlgPNGgxsr+NHh4WfVSi8ROP+5H/3PsztLcP3o2r7Nh36zW8Af3sLcMy8HYYXURFhcUuoQvlZqdBcKKFUIBcreq4lXj4x0n1QpMmGuvPoH1XzKcJiP2yj1jmTY6SYDZQKYxBNE1Gp0bNhcSJSTSrElMZ3zuujCwkXppyekuTcO751A2667LN46hGH44mHPQtV3cTbqmr0d94xFPG+6Fy4gx8/iGlecQLcAQfGhXehl+3CIp0v8NKYQ2b5Y1VEFxu5dz4vUsS6wE+2pbQfN7HN+8hkZfjByCVbhPF086asIH2OB9GPipXgowDEuRhj5j2M8iAXPGc7pECHWsqLzJVe5ouKWxxg+XC+HyfNcxxpkG2HGBX/tHEeJU5iQK9WlhDCxBTGVeOTGv4olQLUuQ3A0kncormxEXpZ0Lz3MT2oVCJxq22obU516Ne+CtxyM3Dcq+TD9Qyf/KeLBr/TBRGFy6gHRTd5ZY6S8VNE1q7B4lNAMJxdNEqkSjnhuvC95Dph4szLDZzXciVnLuIxlOhFuNOLEfDRSE4EbY6Sn+VcXIws7SP0I49tAhi/fm4c8xMk7bsW3Zeuxuyiv0H31WvRvPxYTE44FdVzXwDXTIcx7NtYrNrigV16TqWg84R5jleuqGSxdcsTJUpc4AjkCr/xQRyJwp8cRtv6sGky+ixUHzK6zxfuGRJrRjSItThCel0zpAta/i5prNXiVWJA6DB2mfAmHw/uZG6xvfAOMG2HBiz/vtKoGsKw48fvWnzuvhx7s3sLx1jc1QP5TiFALCXH8MJE6v4mx5b6UkWq3SHEnYNinXORIqUtAcxet81pBLXpZrgWh2viZFLjxH81xmBeoaC+Is2pxwADNQM5ds6iptJu5j4p6rR6pF2Me5E24wRR1aFtProABRqdm1GnJdGGGnMgrdqSCBfa6CgkyLk0VsicjDAuftjE1vceKw88gG6txY6DH4u64vhW6djMOXd/zw/RXnohZheeO+yFuPM0TF55PNyjuFGni7UPGaelhw9Ew56/H8m2RLJg0ShpoXXugThCCHshiCkZHYsJ0ilpIiXpuwFtaK5o14UcS0GOxjZQdLXIQeS98n6Dw8Vtofi+TwOtS/RoVLPm8s15ZkSLTLMwNKiOo7xf8/ZGtO8xzo44j7VGr95Xsl0ZMsSoRkljluE+EuUq577S7WoswzGmZO0i61GLQQdS+tuMazf+nIbRy3OgKGsr6X3DbfMbQW2a0pAbRSvT1MpGt9NYPaJ0fL6HmcYuKAjYcLxlzmdOFn+jjOq44OYIk96todCwSHZdyD8rlfbiYpAh4KT6xwb6z8WHyjqiY1uow8TXPofFp29b7L7rLlz+5/8N25/wEzjm774V28ImmlHUFIqJa95c3QSKDGHngMr67bsW/devw+yic9FecyWaI49Gc8JpqF/wIlgifuLNM3/Kx2ftGowVmC5dYBYpFa0Ydj9GbTymWRqMsiHNNgiROF4hZWUe/WqUY4ZaFhlcE7HwvDToRBRV2hf4ckxzI+gwYTWq+D4bCyCGLUddQGo4NZ9W36PEaQ3jMvxx3AcaLs7V3OCZY0rGYwG6RDZ+NiZiMOMfUkPpPSy2381C7HxJkB+fUTecng4vf1YjmMdunYvpK1vGcGHbf9ShAKKMvy7kCUocxoWgOwUurDXJElpAfHFt8onAw/KHwmRm+S1VsynCyz1KboPk5Tp9oDwq2eew5aLqUyQDiBBj3UGR6xfGy4djRpRfGIp6Ka0xSHUoiw24aRxjVwmN14V/Otxy7Vdw1r/6AzznpBNxwnt+LRo/7UcTFKi9FpfGYACJjrs2LBDD78451Eccjfolr4S//z60F5+LtY9+BP6B+zHZeTqa409B9diDZUELXroORqlYtfbLVQDqdKGs6mFcnI/UNykrLVBeTwLirOL3Jkuw3UOsD/3w3Kcs5u1Tla73Y+emhHrYZzM2gBl/ForwMgcm2wAsx74QZXkxHvNYkWQMe8BXGDV7d7N/83AESwNqv51Pz6PGLKcEiZI7D9vb0JBqlTqz5sRqTqEThwYRVdo8cADqFJGb9LiKY273KH0kyp2Ene27oEx21SC4QXi3rSINHZzCeKvjQ0Xz2sreV5LaagA2KxJkGyELCaKPuH8XfzfPTuITSt3oVkrNRMQMpWuL4lLzuOz6OmEq2Is+omMdTMhj3ym1gqebfFw6t5xfjbQtUmE8RrESfrWORQY0ptn3eGD3/bjsT/4S9373ezjxH70Tj/upJ8NpqSqdsF0wrIbOSugjLCxcnGzBHgt4upuux+yi89Be/mnUhz0Pk5NOR33UMXB1AT3R+bGcPxdjbER3Spmvh5p10bVKQAEpJwnucyhKvmsWlxXj6+oh1kSHhYpYFyjQ3mPYoLkQsypda1H/zWHAcP7pjoDK27h902QpGOzVOEbzqHGXz6eM+jb2hkYm9EnfTVN2C32rBtJQKOJ8MxQl92+Mhhh8fYfsOqR5M6SYKEsFpelaQQeXiE+dyD7Qm0y98n1UOefzLf85QYX6L4Z3g1T4VrO2/9ChivosTxDRs1KKhgICAEZFJcq2iYgresk9JE2pog+heeYtkOr1luIISgHxGM2FM6OQGUdWPEm8YlGFWpxRhCvcz04XeS58taDThVTpnMUOwGxthu9943rc9e1b8PhDn45Dnn84muk0LkomwAmS/xKanUeV5WNKJ0JTNJjaUjdDIv5nL8LsovPgv3c7mlefjMkJr0F1yJOHZ8zqQHotLfMFxAWMBtoo6DrdvJgLJ5/fQocF8ZkmysoQF7Ldy8M4kTplzcvJUlyg8/6ybzrWxesz1iQouZRmZP3r4rHsq56LSBMu5AqqGIxhhD7eVz42aijzuJ8ZSJkTIwMpBhBI52Mlc9b64NNrVw1ifmZBUJVXg8qNkxa6sJ3pgSRmqnmO7DydBzI/XUCNzEVUh7BIjWbPCz4tdbjV9gMjaKXCsniGpRT4OMFMli1GSRESJ+e8hbeI2oQioyExLzcs1NynjsnZSruUFG95vEJRCKnXjUim7dpSQFu9Vu6AYfFGeq4SowTGOWJ5seNmgju/fRuu+H/+Eru/dwde+nfejGe+4mVomjod34VIRMaYyFfpZToLeXyGcb6E5nTRWQlCof7224bY4WcugPupZ2ByyuuGVIulbTJWc/I/bZEUY1GM32m/5XlWzeCw9G1Eg1qKTMd+4TnZp3XYAFfF4tQ59aopEr4fF+DWnUg29LzkHpX+0/qhSnMybqdOnyK6ec6XhTqq9FlY6CH0N3E4ffqZzlWGTRK0L+PIea5oUq/pHBJEa05eoOw5h42elrifonz4OJd9H2KIYQzbmSB/n74DGxFh7c1asYnb5jSCX/kK8OUvAm98/ZwDSlSTSw1g8nP4u00I8cBzubWdrpIag0LtAHERYSpBoirssgVBBAVqFPPWLC3ODdTG66ytRA/eJvIcmtHyuvoQ33OR7uX5bIeLOG5DYWvAOTfMz6pCZRU9wjNQZ0GvO90BVA623RT8EBur60gVATL5uWDQOM4zGnNaVcN3PbprrsDsgnPQXf8NTI49MSTiHzrunxrV3CCwiLVDHJsc1dbTKEJhG6E38d6NRtWxXq/RwUMZYQGpQSIacVV5/HJKj4IOombuZs9qQRa/lFzEYjfVCc2oUKV9EzQo8XetFDRPxGL97lNDnrAspDczh9kKb3cxVzGnXTXRP6dy+x6G/BJKVh3L7H4ogrPPwtyqMiPZ98GJboBJoMITp2idVioTuB+1zSmMufwy4NJLFxjBOfSZ/t17JAnUijZYYDhHaQlF08di1Ux/8FW6ICg1w5fbcn2qSLVyOxulLk1oUkdElx+TG0SiGU2PsGNc/L2Wsltm4DVfLPQtL4ZMw19VuOe7d+Cqv/oYvnXJZXjRG8/Ey37+TViaNpmoIEcwQHFTXSooSWfadYlsakGsbTTsPF+zNBzKcm7sK2kmocJdBTRHH4Pm6GOGPQ8v3oWVP/xduEc9GpMTT0XzyhPgdhwQxk+eod1C6JNu3Ko7jhCtu2Dc17po4Hwf88mSmA5iyS8uyEQrKlTKPXu+g214B1EDvo2shL2/XdjxXp7DPAfC94PAhM4ZVa3LuyUPr05j3ty2jIs4S+PxXbSKOX1833Jmwn6GGMVgxCxUEcalXooOQ9cBfXAYSns2GptAw+fjfHUNgE6QpBjyPI6ZK1U7oWbNmeU7TSPXpajQKNA+3o+el/3VvvPdYl6n7o5jYpgFzgcwjPeq5Pxu5RoCwD6OBNm4KLJWJz0ufSnzl4TUHHMLKbLQhSVRooWXN1kM56GbQkuoVzf22C0Ij3RyWDI7Yv+VtrR4UT0Y8zbLC7TrZQhV1Xk53WgoUcZLqrvAOfztdV/Dp/7NH+LOb12PM3/3N/G8k49HU7k4jvSC2wI9zcLNpUajO9qbT8apDhQfd9pg2bJuDnpmqypxeOSZ1Q3QbBsAz5c+j9mus9BdexWalx+Hyclnonr2c+G6NQBVGOdejGzBE8+Rw6JmTITEljiG3FsSPsYg4eN9T0REkST3c8wwHG+OgIg+qgzVsbhAsw2JWKOfpeO/XiNCJ6IpXdtV8V0qpf9Y3K+NxxtL47Nxdel5lSZ1iCItM55VPM8iJGjGSt4XjflrHNXWBplHCfWrjAjSaycinmAY4bN+yrzkO8Lzce0izdoIvb5eo6hpP0mv2Jx06LxmXppMJo80SZ2TrapD/AMpEsq3crGYRpf+lxuNyXSg8tTbVRpEN0lNduoWz1gD+DrpaXihP2+k0XgLCuRneRkrncQJghs83ft/eC9uuvLzmEwnOPSlL8b0gB1wTC1J1LNM8q+jx2qxlz4YHlGI9n22qzu7nlGqizY9JfJxROIBfSUOjbQF1HL/w7vQXngOZuefDTiHyc7T0Bx7IqrHPi7NHe3acUEC61bu3deR4u076W/BuSk9w408bxodBAdLcw8p6OI1RjHejM404xzeCQotDN2uRDES2YxRybVF/XfZGNExC86GCmPosHLeqjI4F7uM3pHc2RMkyHDH0ImxoaOjqnqCkYH0heNJ+dZy64IMObaODnGGdKGfC4NUdFYR5xALDXifpjQtfmn2i/SK/csI5i1XjFpTb7mOm9VaXFCMXa7+opfZtyOUlFw3X1z4Yo+MoqBN8zyVGsnRRWFBabYNBZVJq9rCR4TrZLKEY/IKMioLlwnetcNmtgOVOPRzw/MliZWqN78egpbFS5WS5shIKkUdhANdoAW54HGhg0+pZT4PbuVju9t30L0Yvffor//6kGrxuctQH/ESTE48FfULj4QjQtfYFWN9Rl0GmjZHvoy5ztZSD18LH2wkJkglI6/Fcy0U2CwYbzhYvl7uBJL2bUIpMCssIUa+quNzmmwf5hTjhzTCrZYEDM5RxfcbmVEpoGybOzJXDEFJgQumo1g/XYY8ezEqEMOVxyz1RffrG8mEeRHjpk6zKlg94rk4juoYlZAg+5v87uJ4mVPfA+hhMfb12t5oDvaxtn8aQVNXaZ4g4uJg4gp5Adks7tDEn4F0I1Nu2strkQJK9i8rebuFZrw/Pdsw2QzFYDwJgMUvrdK99J7NOAiSqaroNXI7mbCIrq2s4usXXYov/s9P4WnHvAyv+OVfwNKOHWkMk32rJxi2nQllxKrJ2MtdF83oIpTRS/z7RhGwKoPpZIxoqcKzL/WncvAPPID2sxdjdsHZ8Pfdi8nOM9Cc9FpUT/iJuB8kdxQg6m3XYCiqnkZvPlHXFu7JqLkqLmhJTFCS7xORTbhfVYYaTay0oaRQMDZptUeBuFN7WOA3yjzYbhJejHB2fzSG7LexJzp3fCxeoQ6GHcN4oosG1AOGgJM+iYHKjZsK49Q583P+5fiNzoPsHJkht+PUIcT4HcyZj5IRBMqGb17T+KXGLhcZulLq0D7eNqcwZl4j6mtnqRMHDA+1rqKnbMaHcmvy+UK7AINxQJ++xNxfLG88JxEGJwD7RRWgetT0+HW7F524nAic+BvZXoWGyVUxZmBjRGQaXnJW0gnxxe/f+l2c9bvvwzcv+jRO/qe/hrd+6APB+LXDzts9ETXjGX2aBE5P1hYIX56s0x3jXd2psKRKjx48aVQt+qxGRKm6BL1PB1avl0VpkUNiCw77PnzXbVvCZOepmOw8Fd3NN6C9+Dzs+ce/hPpZhw3o8CU/DTeZiFBG0O9stbwtlyENec7sN/exAwaRVrVt6HO7BqzeH9JsmsHpoKrW0FR4HkRGk6Xhc3MIXcwt9Usx4R4IDp+MDd+5RunTYHSbyWDcDbW2gAJQLtJ8l2nIWjlotgqAYxPGPskNnKXGgE6blhsjK+Mg8cbAAOjzNlRW+Eyvb/9VGLavcunz0vfHKFRlcPj9QIeSWcnZnITxUQPps3/nNB++lzhyudMhDjbHQqtT1QWD2M2AZSpRt20MRe6jbfMgQdI19LzZFA0k3qDSLwGh+OylLDV7sdXb9XEPs7wKCpWA3Ig335VCBTn0eLt2MDJJxQ9E777eANfPvjE9gi1Hw0p7uhr333Mvvn7+JfjhbbfheafsxJMOfw4qCl50DBiPAWJfdWueHHnQS+eYlxL82fouxAcL96+CIRpC5lxyj0Qvi038MtKtlOagaXteRLN1XOBqVlAJrEI9gW87tFd8GrPzz4K/9dtojj8FkxNPQ/WknyrHIa1fLj5vW/eUNsu/w6+uM12T9zp77xU5qpNgKE/GzShmUUi3q8MzZ+yIsV/2iYaHRolxJt+HYtvhehqzsyIAwWjb3owSxx2lI6yD4BXlKYJy+WeC4Ih2dYyVvfD6n3yWXK9KrxUfmpwvN348vop90eOT62RzPjHc/NqGl/N4jk5EOiWDyGvngjYV/uwDbXPSoTfcAHztK8BJO7HQq8/ViYmXl73AikYY9GcdzHaGdMd1BIOg6QpVXCBs+yLh7nPVqiXMCwLi+VS8wwLfKqqw2EemsGMMpjQWikxlMen7Hsv33od2dRUHHHww6ukETg1kVSPZvqfvoiJRF0og9omxRx1/pkGUqt97P97BgYtSHv+Y1+xZVBjiiL3k7mXviG50m/ejD4g3N6SNUJqGAIZFpP/u7Zhd/DdoP70L7olPGlItjjkO7sBHRYrUzi8xaq2zas+1Fmq9JDYJ713TRCahbkLOoqCJXB1p0z0bC41l5Yv83jSdR3ONVBUXU0uvyIxj3QwUaVXHd6C0KwPDFUBqvBK0VTJC/BflY4H1jalH9u54+SdHmvI773f4Qc4r3837m3xHL5k5pzoOe9v4XvY9LD1H2RB2crptSJ/pAnOw7aAHbQivvfZavOMd78DXv/51HH744fiTP/kTHHnkkQCAv/qrv8J73vMeLC0t4c/+7M9wwgknAABuvPFG/OIv/iIuvfRS1HuBUDenEXzbW4GzPgnc/p2Q07fRVvB0AMSFwaULybyJoQvKIi9MYwjJ5SSgr0Y5UWw2IeaRdZOecHE7mDn3nHvCVYUf/u13cdVffQw3X3UNjv65n8GLXn86JpUYNKWzOClGhk0WI1usshhsNYm5ZkRrXMRQhd3gu6y/vF8vhltiJ+oJq9TbarYGVWrdDN1lGT0aGO8DshYD1c6GLYn02enzsnumslDiVaG6h29n6K69BrOLzkX3ja+gedVJmJzyetTPem78Piu4jChSIrEqjYUtyhNk32aBCaHMnzFqUxyG4/JyWn0XiqF3IT4nuYyaJlRPwjyrogEv0aF2K244VvfnJJImtZk7GTYE6y1LguLsWg/T5zmTkFPnD8WY0nC6/N711znnyeOCdnjubMja9WCb99HBs/cJKBpa54Adjx6fY522traGZz/72fj1X/91vOtd78KHPvQhvP/978f111+Pqqpw6KGH4nOf+xyuueYa/NZv/Rauu+46AMAZZ5yBf/kv/yVe/vJ5m6mX2+Y0gnfdBdx2G/DCF0QPsVRxIk905cvBXCjWA1WUY1RlE71zNqWtSvRV7g1rYF6pnGSh62Own9dkX0cxjWxSzmtFemb46vLu3bjrxpuxfN9uPOHQp+ExT3qiuAbZZNuIivOhTLiF5+XpN4j09XOL8YZFrdJ3IBjURYgliQ/pM/WpcTBqj5J9Z33v77oT7SXnYXbBOXAHHBQS8Y+HO+BAuYyisC6+A0B8t2iAeg/bH9BYAMASqEvI1ZCxEwTaRgfA4nRtdERcFSshwcVkfNYs9QixyAIdCh+ODZVyvB8cC9vT0EdRDmk2OGBtz3AfrpJ+uKgyBeY7nj/qz5N3AvZ8rY/z/mafexgVn7QMPVofFl2/5MTnBvNhbIZkNdWL3aGTPBjC++8H7r0XeNKT5nRT2q5du/DLv/zLuO222+DCwU996lPx4Q9/GEcddRTe8IY34IorrsDKygoOPvhg7NmzBx/72Mewa9cufPjDH97r29icwpjHP374DxgbKTOKIZZhxiU8QObTNNNhkpmww0dlFBciFcpYgnqdvgzzShJZRZlWxCRO1HldjBdqjUFW9sjVZBa70ebSGBt5/qQQwIC67rjxZnzin/9b3PDZK/Hm//Bv8JI3noGaixLz9vrsuzTSdQiSOxeK/NLzJ3Khpz+LBn69+A0Qjp0ACAu5g4xPeC5ENuwH+8kSZXo9GiiKakgRJmq/RYbdRTooQe/5Qllo3ieii+oxj8H09T+LyZlvRnfdtWgvOg+rf/2naI7+aUx2noHq8BfCEen7cG34DFFVw+9rrJwSPs8r/ACZp+6D8SoIcgqUxMgAACAASURBVIBU6Ty6jz77bujX6DvyblrZsPBZ8dq66If3auX+7JAuOgbwg3Fsc0c2uenij+kHmYHK2ZV55+Ov9swVIcr9pDcw/ltiAOcZPmQ/Lzq3dpPOIsU32fkeajPkKsxBQeX6qY8/gDf/wgHwHjjpJOATn1jMkn71q1/FEUccYQYQAI444gh89atfxSmnnIK7774bt912G774xS/i+c9/Pnbv3o3f+73fw4UXXvjw3Rv2dSM4r5ECqxsAQRXHGF0+6W3ndi7wwQu1mF6XokpNDO7agT5a2pEulqSG6FkbHdrEBXpUoiz8r6oHg+ARKbCk8oa83FU9eNFKiwHDsU0FgN5zj7tuvAl3fO3r+MlnPR3v+NP/hKpp4OAGpaxrAARj0y9HA1TVQBcM/uSAiFTWNN9SaLYuV4ciTh5LzwBsopbSO2ikZqup8taHOBBq2FY7dTOMvcVV2+jIKCVkiftuWIwSKqdKqVQaUSsH5qQijeSF2rj7GLfrOpg00oVrBTGQm25H8/JXoznmBPh778HskvOw+scfgO9aTE4+E81xJ6E66MDw7LZJTFDzBMP70cjzAcK7FhAZVccW3xZqWBErKWDnBhq1C6IU2+y1l7zaYFCJDqvgBPVdRJOae8rxtVhx6L8qS5O4Oh0cH2vw6lZlzkXBm6ZxxJej+GPZYQytX2Qk5p2v+EH4eIPnG/36YIyVT/4ZGdf/Fc250T2/69e3YTlEEi65BPjMZ4Djj59/ivvvvx+PfnRKoz760Y/G7t27UVUV/uiP/ghvfvObsbS0hI985CP43d/9Xbz73e/Gl7/8Zfzrf/2vMZ1O8f73vx8veMELHtKtbE4jyGZxGskT5OJiwXk/LPR9C6xJoWamOEx3RCFEuxY2wqSRDVXdZ6uJQMIar6EUgkOkspiHo7l8eYoEArVmcTHE7+bGr9BuvfbLOPf3348dB+3Aqf/03XjcU58cBC9EjC2ANva1nooSsIp02eoDgp4EKTFG6F2WotAiMQh8HsA6OUh+ULSag+CiJ25Gic8xIB3dLod9VsGE5TRmMnKq3dQI89mS2uzWUjREtDlbQUJpU+VoQpSwAFdNjLOF67hHPwbT1/0cJqf/DPqvXYvZhZ/Cnl/9u6iffyQmO09DfcRRcES7zAkE0u3B+OwdKc8JLPdwtgJDLHyu023hWa0Nfax6wIUUnqXtQDcZ3uNVQWW6STSNEPMg62lAheJY0pHkXGGs1nvpF2C1K4nkmyCC8V0s3zbdNszL2crwvCfb41zm/RZbbiBGv4SP5qCs/Ee3we+6wnfHkC3M4+SL6bGj7z4CGxXsidIemEzjfPY+1vie1w488EDcd999yWf33XcfDgqbbe/cuRM7d+4EAHzpS1/C1VdfjX//7/89nv70p+Oyyy7Drbfeine+85248sorH9rt7NMxwXlN0xIICqhw1Fwljb/RKyYCIwqbNzx6POk1ethagQSICKVr4wLNGGDXpfQfy4xZ1RGhUTROM5caGtqt134Zn/uLv8KTnvssvPQtr0O9tIRKUwyU6mNx5WIQPqA/xpe4KPZhgUrUjW00CBSo9G3qNZqxzdJJRspQxON5zKIKKPU0LPSIz58ohkn7rCSjpcPozNgGtQFVWXUPpH3n+e1ZU0SyFp0b0sqkhlsRAjkXqXhpfnUV7eWfxuzCT8H/4C40O88Y6NKffGI4gAf6EBNUxMkDfOpY8FkzpYdiDKLdUQpKOBepYxNzyffWFWEo7fdwt+zcxTlQokYL82TDtOoi2lRbWGjsXYE8F2Bs3Hz6WZEanTeODgsNqf34vxIZNrjsmgNwxhnAAw8Av/RLwEc+snCJwq5du/Arv/IruPXWW40SfdrTnoYPfehDOPXUU+047z2OO+44fPCDH8QhhxyCo446CrfffjtWV1fx2Mc+Fnv27NlQFzdnTFAbqZ9kjzv+TRZaFxBVNYneuu3v5mXiQ+Y1qSdZPCzPLiyGeZ0+9oeIgZVguLsEF9/J9mgwupB8z9QMxiCZmkDkxhw6E+1Ew/O3X7kOd33zmzj0ZS/GG9/7G6jqOjCt2eLYA6h8XEj6cIztxLCGUX6hc0E9uYrhC9JqUsUiybcSdAjGM8RA+z7kL5IinTNZE8GBG0rCAbD8QN6XD5TnstKxjK9C6FCKQwQ1dowrllJK8n7IwkUjmtnsGLsrtNzAsw8A3LbtmOw8DZOdp6H7zk1oLzwXe/7JO1A/49lodp6O5qWvGBLxc2GULbqBbk/eQURni8ckoionBk9ZC45bXgvURceF6lqi3FHt0OA0KXVK2tl7oA07fUy2xfjubDmiSfiY5jPdHp2kqh7o4r6NO1Mo/Zs8Jx2jBYZGnQh+3hfGuBTrs3GU8cw/K7bckGV/28i1kjbv+IepsfwiafRlQXBLBwJ1jWOPBX74Q2A2A5aW1j/l8ccfj7qu8YEPfAD/4B/8A3zkIx8BAJx44onJcX/8x3+MF7/4xTjyyCPRti2Wl5fxta99DbfccgsOPfTQh35r+zwS7AKFMq9wb4JCnEB4gfLJxG8jvcMJzriPCkUs56uPiFFpxsRjDfQqt9mhx6gKU1JtzolKVKTJeWNqRPDMR4/RuUztWTjHwzppFLFmY84izLzowuuGMaoKXr4aP9u8VR0SQWp6PttHb4Ewxijr4OgQldeNPIN+WNBNQBWUlzTCJhiAGFoX341G3idSm6Sg6wwV+x5+ZQ/aKz6N9oKz0d9yM5pXnYTmpNeifsazMiTfR8EKN2zW2LbmXcKPUyxIX1qlmyqOKd9JloSbCA2fb9fFVBn+zblY3o01WX0fij1QFCYxeb77HH9T8NJZ4jvmkbxvxXeI94uxMzX6bMGxpC/1kokjQYScG9zMqI4MZfZum5+lyDFH3nMM4Fy1+INE5UbFi1OUtz27h3NvP6j89w22L37xi3jnO9+Jr33ta5YneNRRR9nf77rrLhx//PG4/PLL8ahHPQoA8NGPfhTvec97sG3btiR/cL22OVMkbvsOsOd+4ClPeZhP7OT9yeiXkkHZkMw+Q2I8fkRLCsJDuL7XiZZStD58PltexdrqKrYf/FjUJjF3EYFqmggT3bkgES1wg1RNEzFUHYxyw0WN6lCh5apgEFggQBWZdv8+6f8Q39wej6WzYdRqDUNzrgq5hlSRuijMICLUGFWyCLggjEFcNAxFjJVuo1xDPjelTrlRKlFRfs+8v3llpxjnJP2qeZUczzAG/R3fxeyCs9FeeA7cTxyCySmvQ3PsTrjtO8J3eqFeC2kO+o5pkj4VuOqMccXnriu8d8a9R22ji60gagDJDgsUkFUN4DysikkulJlMAVRRUT1ZGr47Wxv+1ojQqmSY5hmpRX8DouHSf9WYZbdmNHpiIPv0vPk5rRX6pMdryw1gLj5b1OjM54U+NmnbnEZwz57BCD7qIIziHFqMWh+wTpC+HSZPH1IlmiYKG6wqxSR66byG7l2YxImyNAkuLq3EGAFE6iksQBRS2B5iNJIufTEZywTQtR1my8u4+uNno96+Ay/5uTdjun17HBtFmnlBb3hYRRfnYgxT63EySb8VBGAbeobdD5KWI1ERA1mdUofE+FN0VGoac0zO61JDpKkwZnhqQX+QGK/8PTcOya34SOsSqXBR0/vTBcQM2iyenzFB2zpqGo/N01AUeQABIdZIULT38F2L7gufw+z8s9F9/ctojjkOkxNfg+qZhw2Cp8QA7A0KCNfnmBGFUJCVIBrGlhFRHR0nKy4vVYGIGDXFxvYwlM9mK8P4aUHtNe5zOImIl8IgVU57YETR260tMGCKDOcaGaQGzMvYJEaqKp87ngxGUQORzSkaw3DePjv/qG/yt0XPnFtO7ScGr9Q2Z0xwx47hP218MYt5giKMIYKZSN3JldUoEyfNxWoaWq7M5Ol+eJGb6TBxc7Q3W4vxsarGkIoQ/pananACVDXgwgLK/vcwY9F3PW688mp8+iN/gUNf9Uoc+863p8ZPz+ekr2vLiKIHuX+iJ7h4784Nx7c+pgfMVgeFKBs3LwXCQo4Qu+kjkkvQsXjASzvmq/vU+NkCVckkF+oPXDTC+E63RaGKbWHVSUpDRm0vr0RDVk8Q1aaF3DvdQ45xTduJXI2riIR0QdId2Oc2PV5oTKvWATjv0Rz5EjRHvgT9D3+A9jMXYOUDfwC3bRuak87E5PjXwB30qDh2vQ+KULm2indokKj+tD0PW6DjohocpzoIo/KdMLpZrBPKWPZsZfgbkfZ022DgVnYjFhUIscCV3UgW/6SgNmKcVSlrIlmqmZ0H6qXhbzSkumtHggbFgGk4IzFqYixVIJQYjxLSJGIWh1eZIAeYY5P0rR8+T+ySOl8ufqZolddIfhfnjA7Kfmbw9qbt20hwb5pN2IBKAMRFR6gfh0DF9NFwqvfUd9GomlRbXv68eDQQUQMNECm2SdgFgEYxV+wJylxdXsEVH/0YLv4vf4rj/9HfwyvnGT9tLKCtYgWdeBbb9ONr8/iECmwGOrSuU2OlDgPjCUDMXSM9y8lKhabF3AK9urqM6M1nC4Du+O2BoWi35ppxrMJiQCcgmfxeUI4v3G/eMqTAzzheeVNqO4k9uug0KO3L+FxOyfL50HDmlHO2d6Xve3TXfRHtrk+gvfpyNC/5aTQ7T0f93OfDEfWb8jhQvDRYRFTqNHA8m0mcEyZ8IW2pIqMNjCUNmIlqRGELF8/NftH5dC5UlEEUUzFlxFIusiINw6CUn2WuB8gNm4qHEoNJ46bvlxo4NTSC4Pg9+LFBtGMLRtP+7OM7lHxORqVJn++WwZvbNicdul7jwtyuhtyoKr5UnHzzDIDSXZykrGai1UsSL00Miy5UJjyQKvy8LukwLYYtKRJrK6t44O4f4ICDH4vVB/Zgx+Mfj3q6tJjS6ILSbl45t5xy1XGxPszSiZnX+VS0pInX7Dsne5KT6dJFZV0jlLfwvPizGujRoVU0nE68Z1Y1SWijYFzqQMGREiZCrJrh0ra7BGI5MkDimOL80IjM2/GDY8Ci7JDF0XfDadRRsOtIEjnfMdLY7Qz+vh9gdunFaC86D35tBZOTXovmhFNRPfZx8bp83zc6/mrAON72XCcx7EA61PfZtkttNFik1b0PTlQb6c++CwKjPh6j72mJ6svTfqwmbJhjigrZ9xEClH/z+80NpqKwZHNdNYy5IeMzDdfIDaehUHFAMpGUUcCJwZsTSthqxbZ/GUEzOkQi4bNccVZ6oXwf87hGiyXkJQ9/ooCjFGMi1ThbjQuyil8UYRINBmR157dvxf/4zffi25//Ak79rX+MY9/5dkymE6F5xZu2vcL6+SWyck+Yn1HcMRJ1yARdN7akyDr7Hg3IiG7Kvq+IdBSwd1Icuo55frqJLceesV4Wf9aFvqowVIwJoqHJ0oK4YB9Kw2XoiMW4zRAgOg5WRLxPDZblIkpsmf0sqTeJ+Oo6jq3PFt+cbcjG0wPob/oWZheci/bKT6M+/IghEf/Il8KxtikdBTMcwWhTxEM0yiLfeWWd0t8ACSH08RkSESkrMZpbDkYJ9ow5BjTKeqlNuA4pXDojrO6kqUSlaxhaUiNXxevnBlINnTESJUOXIUYi8JJBM8OWrSWqhN0yeA972z+M4DwxhYpBciOlL56+3DSEtXjc+W7qbPkL24d4oM+qvyhlQQNEgU2YYPfd9QN8+6prsLp7N5764iPxhGc+AxV3mmefldZbr9HjtIXPySIeaFnm73kfERFpYSbSszXBcOTqUFLKugOGGUJRGKrAgnGknP6hkR+VDBNkyXQDh9QxyMvcIdBv/Sxem8KZeUUHfB9K7EkFodx4E+0nsc3M0HOcSxR5fECFz9WpwBiFkWI2IxaeJe+JhipQmP7+3Wgvvwizi86Dv+tONCeejskpr0N1iKiqieIo7LH0ILkHPg8bW2RGQm8ho6e1iALFYHAiuAqG0/uYhkEESUdHRWR0NnTMeG6qTOmoTAIKnK1FilepykSIVjJ0Ovb8jiiCebxR+EjRdslo8u/6rhJRbxm8H0nbvEaQqE/zlbSpsi2nOCweEI5l3ENRIqkMjcskcR9ecwNoSTc1VeqlqnHvHXfimxdfiru/fQue+aqfxqHHvAzNRCkhn36v1Cbbw04DXTRg7LfGPGeisKPClQpRLftVi5Jxuj0mOjO+SgqohO64KFBVp2pULnzzYhdmhCh+4fPjtTLkqSIAW5zbWDVGc/GAKNyhs1QRwYVxy+O5OR2msaHRY85QRSK157vj5R2bY4ytPm0WE1SnLBkzZT8U/TYRLTmH7js3oj3/LMwu/hvUT3smmpPPQPOyY+EmQtEnzko2DrwWF/B6AttOiupNxvYoFmNKjsUis+o87Oc8mpxjyetp/M8S61dgFDQNNpW4pTljFL7ENxMj1wuTEOauIjs6OCZgC+zCCP3JuUYGL49Zb7UfZducRvDWbwP33gMc+oy9+FLw1riQKgUCIIovfPTeSYOpOk0RSyJmacLkd/HlV2PEa4b99W750nW46i//K/xshpf/wlvwlBc+fwBtuQep/VHDUNXRqJSaiixGjoIY5jzGwwo2/J1oIzHeAYlxJ4fJNhitm6NBIFLA85JwfT8sZorkVUyR01f54qII3tSxGSLh615a6LUp0lokqwckJpgzBFRhFuK3KnyxuraVoAgfx0rL0PE7ajwtDaZN+2fvpY7z8P74dob26ivQXnguupuvx+RVJ6M5+QzUT3+WvHO9OBJifEdx7ioqqgFYYjxDBU7esRF6k2fpIIn0/Tjhfm01vpOuirHbHE3z2dFI1RIfpCPXq4gmvBv2Him6k/dMEeAojOKRGM4tg/eIa5vTCN59N3DPXcAhT0SKGGQB40KYv4SjSTyFqQ67dowejBJqI3qqAo3Y94Hay3ZESHLqfBIf69bWwppeoW87VJMGzvaHCxOYFT/MEEiM0tVD4eMcEeSt74d0B63hqXTQKJ6H1DjoQpBQgD4aLOYPMq5U1RFRMj+Oi7jl9EEWfl9OH0gMh/Rzbmwx/25OQ/m4mCWLZh0LktOgaOk3jd8C6YKnxi93oMyQSTyQzZyogFhV/EEHoyZCERYgcYYK96wKQR/GzbdRGGZq1NiX/nu3D4n4F3wS7nFPGBLxX3Uy3I4D4rPnThNE3nQGTUmdoa18rBg314oy3J+wkSLdlq4jBnWUoB/Gibm2dDIn08EJZelEq9Fb+D7nLilZdTQ5pxNjJkYxR4pbBm+faJvTCJaaqt96eZkVWVGJxXwaGrhKYk3wQpsFZGELYZiwvosqOJ1E9NaNugv/VhXuu+tuXPs/P4VvfeYKPP+0k3H0z70pCF5mcUFhUySlKjjufrBwHHJUJQbOPFiHogAoR3BEiM1k+IibqbLRUNCJUHQ2dAZ7lZqgHnmCwMJ9ANHBYB6gFa2GxK8kQZ7n5T27KhV6zBtDOj62b6GL/eeiPk+p23XRqeKYANnYCs06byqqwtXo7Uk0Ar6LsWodixHyDOi+a8dj5j18O0P3xSuHRPzrvhgS8U9F9azDBEuKQ8GcQi1LR+SYpGBkDqcqha1YgN4vnTUX1bmMWTLhnon0dC4pNNJnrZQtqe5mGp3LXG3MNJZK1wlhczRMMorxb7VHetucyfKlRmOVN9sfsE0XwzYsKqTNZmuAX4Z5o0y0hoMV7bV9zoIBXd0TaZKhEwE1xVjVt6/+As557/tw25euw2v+2f+Ot//5/41JE8Q2a3siyqrquJBozM1oSDcWKOTok8gvHxdO+L4HKjf85xg38aLuY6J3NRxD1ek85WknsTQuOhbc5+IeYi2j55WhMDodujGvoiiryqIOS+gzJfeKPJQuVCq3uC8du1xCeh5J3qEhDB8NpH63ZNRyKrCqY6xWn6OIWszQE9XltCQAILw7NEKzVaBfTqln0JmqgQrDOVdT9O1chebIo9Ec9TL09/wQ7ad3YeU//yFcM0Fz8uswOeE0OO7/ltQr7SIdOm2AfjLMo5X7o5E3OlpCA3xGll4RmINJqH1Kw8ndOeomGPLdsdMs4edc3AtxRmOr24KF9982sG4i+m6mkcKnE6sGT/u0ZfA2Xdt8SFAbkRnl01TSOQwxucqJOhPxJbeFrBRfCY2IkEIJIFI7khd281VX45z3vg8/vOVWvOkP34vnHn8sqrDRapIbyBgI4y9VLYW8GfMj/cQ4o6jahk7OGYg8JlT4uyEcF+kfYBzPrKYDTUfPOxEMSbzICl2HcSL6ZqunwHRpfUNk9TAlvsVyYkSxLlxHE4c5nlQ7UjUJiKFtIyqkQEqFMYkyMEPGHFYvf8vjlTkNmMd3jXb18e8cO40J6ua0ukFuUmOW1xQDnj/jJDwgaEc3ECbdHZ6/9x79V6/FbNdZaK+6FM2LjxmKeL/wqGFkSnFxe0aKXl1Eh3wGWr+WzyzfcJfPgcIYoldDnOF3vYec1aia4KT2w/zkOJaO9X3oZzqPt9q+3/YfOhSIE3tGBWP4zJSDYVImeXqCVuYlzwPlz3UPwWA0b77qalzz1/8vHnvIT+ClP/dGHPSEx8GRflU1nS1qyPrn00VzEV02r2mAn/mEFntZi8aunQ19qmWB4iJBUYru12djm4lfVD04dGD4XI10szQuMZc3Pj9SfEQ9WlljFD9rYl9tA1g1EhJTW5eSJTWmitMwFjkSkET1lI5zQpfOUcKa0nZtTOVpTNAofd5DCVFn/VUVNBf9djaMw7wqNRw7ReFG1fbwu+9De9lFmF10LvwDD2By0uloTjgN1ROeKEiLMfU6GJIw/rrNWZUbSLkHdQZYNH3CDYFnUSwzipGzvz6qUDV/0IQyoRkS9HFrpj4g2i44n9MNxNy32j7T9g8j6APdQSEKgGQBtliYR1LWSEU0RkWtwQpiG6VGb7MS0UKfLKp916ObzVBPmsHuNjXGy18hFkF61vu4qJsApC8bAG3NUtzwFohogEZ9pGKtoqEYJZ8H5MEFp1kae+nOIRWMuHiMbY9TpyIOfqckIMhjVonQSYQJhr760dinQyzINJf2Gx1XUG+yH1rcmonrTKUw2jZDbBYb8+kxfScGORglz3gl++eG51yajqRLax0zuS9FiFase05ckLSj1SWlIRQngePHOK7RloyXOXQ3fGNAh5degPq5L8TklNehPvoVcHUdjWmuZmYYQlNErHSgjzuAkAnhszAGgY5IFZ0jK6EmBlYdBb4H/L1ZGsZ5thbTO1jIu65DYYtwn7O1ci7rVtsn2+Y2gn2X1ciUNsoTFLEFJ7qlM4RFZBENWkIE3qObraFvO/zgb2/H0o4D8KhDfnJIcufCkiBJF8teecQyZGZMRIY9SgeQxQkYFoH1JmnfDXU5qYYzoU1G8anXTmTns3/rkCyvdKkuqpZiERZlbm+TiAzazKgvarLw6XMzejD0tZkKxS3GR52FEjW5XrPcN6F+ATGgNDSCMHsxzkVqkvcVHI5K38sCOstpU8aqS/2nGIcUcsImIHwmRtQDRgmbIjqjWK1cnEey92HfwS/vQXv5xZhdcA78925H8+qTMdl5GqonPTW+u3zmI7FMcFgd4vuYOGouGl8eD6RK7gRJ1hgcCaRxRdKgDsHghRgq0XuzLToSkyXp71J8r7dQ4T7fNqcR/MQngAt2AX/w+xs7PvGg1ZPu04UAiOgpL1icpUqsPLCMaz95Hq75H2fjha87DT/9S7+ACbdVTmKSTHWokHiqsXORnqTnmmwwCjGCYdGntHte834QyahCVKuusASYiTvyV0EMpsaKegplSK9RHSpqv7lUbgHF2ueI11NRQh5L0w1pmyks5SNPWVA6VFV+iZy9Gcd+SHFaSTMXKewEhZYcpCqiQVUlm+Gq4ngn+yYKqp73TJU+1/dJ49gW11XUJcirkCKRqJopOtKUkEVsAhGUq9Dffitm55+N9uJPwT3l6UOqxStOgJsuBcqYKB/pOTivPAbHYrI09F1TJhg+0O2SqvDewQcEGShY+BgK4blYjLuR/Qc5r2eSaK+1YWdBUFM3W6hwE7TNqQ79/h3And/PPgzGzbxrCgEKKkou5M0EqDhRRXlIIYVuGQMAVYM7bv4OPvEvfh83X/UFnPbb78Hf//hHo/HLjYROdJ0/lUxaIpdWFwlBPPSqq2aIza0XU5sV1Jy8Ng0xk7SHL8GKeyfVVILXPluJRZDzpurQqh7QYr4wW3FgBPRdx+ohxfy5Lo3vmUENi9J0x3Cidgb0y3FsdM+6eXE4Gkv7rhPbXKIjEY05KV2iNkCozyBa6uhkMA2hgCBIBWp/1paRxDKVjTCEKZS4Q/zc1MxzqvGoAGZ5JY5VXUfDDkQnp1+N12HqwFRiuUzL6NYADAiyevLTsPRL78L0re9A9/lLMTv/bKx++P/A5JXHD7taHHqYCGMCVa9GmVT6MrdWUmq2Gz6ql2Kawywkz0+WgG0HDt9f3SNpFD4aP1aWmS0P97K0I1SaWotMxdpKdPT4s0PcsJfjt4UKN1Xbt5Fg3hI6qh//zIWLFCXpRu4OUU/ji28edycLRoObrroG57z3ffju176JU3/7Pfjpt78Nk0kTF0GlZFWxSGqGirZa8pU0FqfKNyAaz1Js0/4VVeLaSgzs582oNi6gmTAhHijIt4BoBo19NFT2HS6QgjxU8UhEOa9odf4sc6FGLoawNANJBUj6nP+bfVa6bx1jRWhFo9KKw+AieiLFaDFDPY/Q2xulTg0Vk4Ye0/ELaVNej4xHKcHdyfun71OpSo3lFnapylb7G3II+7u/j/bCczG74Gy4Rz9GEvF3FJS/cq8c36oOQqrAjsxWkeTnkmnhZyyuzU18mTpiNGhwdllHlOIZokY+Ux7H/UIZ566b4ectVLjPtc1Jh+5NYzFeU4pJPMyaeJ+2uA4L9k1XXoUr/uwv0UwavOLtb8WTX3A4KheopgSlTELxYdJwPtY25QTvc+MaKrBQtcnFbrYG29WdC4PGLg0FrPMIVS3IBZQiF1KinPgN18hDrQAAIABJREFUt7QpVM7hhGcumu0RSBFCJnzQ61NBOw+hsfk+7hgBxLF1gBU34DWtKMKcMTBHIRj+xNC4uAiOBCQ9Yu1VSXRXetB3aYwxSVXQ+KAYiWSqSayTVCsdGovX+YjYNTdUU2sS0Y+Phsni2+owVKmRY5k2Q3XijKk4RWnmXM2plDVcjEcCUaEJwM/W0F17FWYXnIPuy9egeekrMDnptaie9yI4rRrE+F0zGc6nO1Uwpkhj2LUxLckH9qXrYhEEVmuiMaTB5O80wlTKtiuRYtXEfm6BxrQlzhFgCxXuQ23/NILFPEGJCXHxJ2ox5BIX2L7rDB90XYd6MoVTNaQPhoRycF2USElqwnC+wFARyT6Q/jQ1XRZPE7BSXPh1BwFFcHlemC7oTdjzzgoPNzGvzkRDslBS8WeqSBH0EMXSQEC+n9ddNOGPUGF53lZ8mNHRUAGJohbra45SQ1NjvJEcsJGaMlyf/6piVdXGdIwsZpeh9V4MrEccw/UEO0ppWnECF98FXlMZAh1/Ray6B6TeK52fHCUaUqSCuhtXqWFsVistqcI3vC/9ffeiveQ8zHadBQADOjzhNFSPORiWMqL1SjknaeRo+IAYdmBCOxANJPcRzI0hr0EnyIp+05jO4rtPp9Qhhk76Ls7ldraFCveRtn8ZQdJvrO5C6k8FJroQK40aFs7l++/HNy/5LG684vN41quPxfNPPRlNHVSPo2osVbp4lQQERZFI9n0aLS5QTMQn8jCEkAkyFtUR5b21BSMzfBm2gFaTocqNpTu043vJE4lJWZqggguiUKO851xgMU8dWqJ6VR1aaqW0BMs7c4OR0r0TE3FMFn+jsZctriLCFZRr3wn/M2RUqBU6r6kIRwsMaOEBpU6VDre/C92cF90ujZEausSIclwqAKSf27Lx5LPXOqtsCY1cxVi7GcyBKfEA+q9/eUi1uPLTqI982ZBq8aKw56FuYkx0Z6kUKoyqoqFjrBWIQhxS8N0sM4aCBKs6VZ8mtGh4r1iBxvuhLyzjxnvfQoWP6LZ/GEEfhBLtSoqehj+mMaoEJUXxzHe+8GV84p//G9xz+/dw+m+/B0e+8bVoKLu33Qmy2Nd6TWNxdt1guJyLNT6TFAnI4uwzz1+86/WKaPt+SI/QzUyJiBlT43HJvQglhxAv4S7pNBTclaKaIM2bzGNvarwyJ8BVMFm+KjhZhSdPWk+cjT4u0lrfdb0EdTPwNPJzpkBuhOdtqMrx65WKFCNMo6BGnOOqxRmsdmzBSaqbMM5z1KPF3EQZLxpQKoyrGgCZhl6o1kIKSWlbJ74jRs+SxSB120c2QZXVebpFEA75B+5H+5nzMdt1Fvy9P8Tk5Nei2flaVE/4SURlKVEg6cs1yWUNJfTo/FIJSgNJFFfT+IkxVGNptGgdDR1Q/pm5vH0XY5FbqPAR2za3EaQKTIs6s6nRMKNSRdsYvr/nnnuw5+4fYHrAdhx48MFwdQWXKNSquDjwmlxMtSrKdJvQiGGR69aiYGFEcVpHEcta1WkcKUkADtdZ2h5FD3PHRBWiGu+MeV4JFayf08CpkGNe09hbjoi5yLvQBzoe6xavlhiXnsfGQGO3BYozR1BqmEsxxDw/LxmXggFer5WMEsIYkJlg/4vIN4sJEnU5RJQ1Ss5njDQTLOlzrwPaz4VJRJNGeSN1ghQ9a2EE0oJ5cr6mXJSq1OSiJ2EQupu+Nex5+OldqJ/9vAEdvuxVQyK+VTuqYgii74b33PdR1U2FNtOJSHuWjKGVXmNB9qBgpaEjStS4oKVStdEAVluo8JHcNqcR/PKXgS99AXjTG+ccIAsAkFJqIRZ117dvwdX//eO4/avfxJFveh2OOP0UNBXCy91EDxMQgQJpsjoiCe7soN4zJdz5omZiEhe9xlIeVtL/8PNG6hq2s6EodzIUQnslC3o4b2mH8LzfgDgCPlCMgqjZTG6vxtZHL36ji0OR4qRBQqQ4NW0ASMfMjLPcB1GaxT1LyE4MiyLGuRVvMoNrlK+X9y5Q3GqgjTrUGOmcRkeguENGOL8hT4lBJgIbzU3MmBH22eKJiPdDKrTODGiOEumQcC4oHW9bMUnqSGJ8Z4kQy6+tor3iErS7zkJ/681oTjgdk5PPRPWUp0UDZoYv7Bk4W43xRKagmGCGxrBNkaDGCKsmPS/vjxsB04iy3/UEVsDbVfHaXbuFCh9hbXMawd//PeD884Fzzko/d+JVJ7Uz48t4w2evxDnv/Xe48/qbcNpvvwfHvO1Ng/EzQxO8QZOItxF1kIrxXShuLfmEXQv0s7hA5Qhythq9WKo0LeYS6C5OSkVhZpB0Yc2QQ9ehnB6RGQdblMXI2ca46l0zcXgSqVCggFCYziH0bV7XUeu0Zs8iaVaLk2W3XLagC6pLFK9VRFhEkKRic9S4kRSNYt/aYQHV/eaSYVbqtsKobFveuJDmFKrF5eR5JwYqi9tRMZxv+ZWnZJgRJTLNaelJfAeTfvaFeRCV03PjqWY4lRnp0nde3y0Kf9q1EZ3af/dWzHZ9Eu1Fn4I75CmDmOaVO+Gmk4jwmCyvOYdkHZh8T0VpPR3mqcUIg+GikXN1EKz5kCMYxqyZwvJBaeyAKJKpAyVLhwfYQoWPkLY5jSAwTJa8QgdpyCQ2NSxYq8sruP2r38CdN9yMnzzsOfipFz1/CGdVdZyMijzo1ZL/N0+TxxYQXK4WtfSMPkq8iSZtnz4uAGEiuRroQloFJ7Z67CXklrSw+KoToHEpGj4mwFNtp6kTitrWo+V04eF9miilTw2HGreS4ETvYRSTc/H3ebl7WpS8LqAdxsScGqwM9Y76nIlSaIQqob3NkLn5iDHvL+N0fR/FKiXjynFeJLgx50RyXIvnyehdRYlENfOuZ4abghnEOaJ06MhwUnHcxOcxqlIjtDbDCJZuMRgu3/foPv9ZzHadhe4bX0Hzqp2YnPJ61M88LFKlgNCiwaFKaNEsJkg6lU4Sla8sJjALcUfSnmQ12Dc1gHxX6mYLFT7C2uY1ghtsN3z2Slzw/g+iXd6Dne/++zjsuGOG2p7FmJfG58Ii17aAlmyiYVFRAfP5NC6yJnVB+374m23r41LUY3vjlUQwWbyrlB4x2R4NakLJCU03ikk1sIXY1SHHMXyWGD0VQTRCl6k6tE6NX2JQpB+lGq/a9gZRmUKRNF8TEUiJMk5ozhIFDSTGl4t2KUm91BJHRf5z8q45wJLkASTinxwpq3G1gt4SwzUjrPejlDep63CexKAW6NeEOt1IbmJmdEu0qaV2MAUni+PmlKi+R0wZyveRrCchEf9szHZ9Eu7AgwZ0+OpT4LbvkMIUUvlJUyySvQbrOG/0d+5rqXFBBBo9T54nRd8JRVqHOU8mxmELFf4Y235rBG+47Aqc/d734fs33IjTf+vXcczfeQPqpe0pijPqKFAYiUKxNDxCsRmNJIsOjZ9Wv1el54hKcyma5YKTi2/miVSm2yN9O695H5P2gYgA8vtJbpMLZqZK5LkYO9GxUySuJeP4PRrikpiC96YiGCIyUsBGE/roLORxKL3n5Dwa93JicAQF5opNo9UFOa5HcSpaZ0yRYw4OtYhNlCpeTyhEg+8z4+0qQeakSwvn4Lut9UcXocwE+TE9IBPm6LMzRDmL96a0aY7WDQE2MUZYqlKThBzWorFpJvCo0H3lGrS7zkL7hSvRvOxVmJzyOlTPOwJOaVHWme2EPq25GbEgSEBUpzSGgd61IhZhjOn8kfEh+gRgubd1E9Fw322hwh9T25y1Qxe0Gy67Amf/q9/H92+8Gaf/xq/imLe9CfXSNqEiOfEnQvWtykIL2AI7DfuZtWuBPvSDYSCiKiV6W+OCGeJTHnFx5W7c3EKmqgHXwKqVUMbOOCEQ0QOA0fZJpcb+ra0M/aXx47VMvZnHToMx6Lqo8Cs2B/QeqANyrZis7yOCse19Cgvn6HQVUIeF2e6hjyiha+OYclhZHaVdjQaGBkINHROqN6ryzFEd1YNARIpwgPMYiYS4SDZToNo2vmZukLg/oxlbIm2lkCEoUPL1FLXPlocxYKm2KjPcNGBat5RsxNqeOE5Kb9ZihDSvcW0lPSeLzTfTlO5c3YPorDTRAVIDu/JAypLU2wFsj8ZwbRkmmtG6sbNVON+jed4L0RzxEvjduzG75Dys/pc/hO/aAR2eeDqqgx4VGJeVoX9LBwzXtnBAMErm2AUlK51G7i7BLZgcIgXKYg+kQ+ko0AD2PazsG6+xCWuQtm2LP/iDP8A3v/lN/M7v/A4OO+ywH3eXNtQ2HRK8/tLLcc57/x3uuvFmnPYb78YxP/9m1E1YUFXezRdSa3u6aojD0btT9VoyTOvEs0iLarI7K9PMbULB1lUUS/DzrotGt2rCBFpgTBLkp5SqS5GQev85dUnxCc/HMUxEKoLuDFB6WUyzyiQbaSWaTRfzJObLa0usk32jYrISQ6gU+Eb7onG7EYXK+xKkSkO/ntpT71UFK0XBTRMN2yIkCqQUqrIdqkQt9aukxuX3SrmXxeObaOhKqR4ac9Y9CkuimbwknW60bArTRpykNWNmfN2g/9bXMdv1CbSXX4L6iBcPscMXvRTOt0Lfi+qz72LJQ+Yl1iEHtpVYIOO3I2Pow3ea1FlSNGioMFClmwgVfvCDH8Rv/uZvYmVlBU9+8pNx6623/ri7lLRNjwSv/8xncfa/+n3cffN3BuP3tjehngQaJqGNwsKI8NL6HmhzailMOiKgqpF6oGGy2q7nVaTqmCbBlkvSXYNRDUkVAvQd0K8BiZ7BA11YiD1gdRVpEEv01bycSSCgQYnD9F00DDRctGaFKh9JrIpS/Y6oqwZqBzO0VLkWBS5ZnM3iRhnaY2PyPL/HUm/zUJ0KolR0oqKcxDCKACiJ6YXr8ngVDOUGQb83m8l3NbZZOJbxVi7KuaPB49rZgGQAWEqFxhLZqgqopmnfEsTXRrSaU7GGFLPvzVaBfk9qSNXg8Xi+76sPhL7oMYG5UNp0bSU6Ds1kcCAn3N+vHRCgUt5LKQpEvxyfSROpTTdbQf2MZ6B+12/Av+PX0F52Idb+65/A/+f3odn5WkxOfi2qxz1e0iGWhjnO89aTYT73LbAW6o2yYhQVo30/aAVY+7frBraD8d4RGgzzTpOUNxEqvOOOOzCbzeC9xw9+8IMfd3c23PZtJHjPPfjOx/8/fPwv/jvuvuVWnP4bv4qXv/VnBuMHQKBJRD76LxdrUpGkcVg814LqYXKbUQgxMKrjJrJ9DTdhVXrUKLk6GJ52eOn5u1XQmMSJ067FRZMetnrVSvexzUOaSSpF9nMej9NSVbrjgy5weWwozx3TpnG2jSpbE2FMjb1Gb4tant5BIUmSLiAIkvGsjdQaza9jKKkbOz80xBpb28g9MjaY5zBuVJG6aAyqOqVR5+VOarWdSoxhUTSTOYL5sQkCDLFvhinoUJIVUDSmcXPLU+zT3E8TncXPu1tuRnv+JzG75G9QP/MwNKe8Ds3LjoVDH9WcVIgasgw7vjCOWDUxLstSbl07GED+zHMAYzTIyjZMRdokqPCuu+7CmWeeiZtvvhkf+MAH8LM/+7M/7i4lbVMKY3a/852476N/je/8x/8oxs9Fz3o91DGjsZtEqoZJtuT58yRgcvqsK0iFKCe7VufgZIUL1VtkhwhOWnqxcBKwlwA84yeAGJINGJG84PSoBqcsur6LOVR50eL1qK55LRGjBHFLcTd5F+i5DIkZHVtAj/NSJEZ98OPrl/LtLAYnVLkZaxXlyDuVC2rmKUITY54t/Pl3zPjW42ts6D43eP15z0vzFTdCoe6tUTQl7wyJAEyVvHpM8s6RMdG/9/FvjMeVqtR4IN3dYgLfebSfu3RIxP/OjWiOfw0mr3kDqicekolkwrz0Xua/7DDB+H2TGUO+a1SKanikqgtGsIvPehOgwkdi25RGEPffD9xxB/CMZ8CoTa//Zj8nuwBA6AkvnqVQZ6o6hB/X+OxDnI6LZ1VHuhKIxnZtOUV1et6+izvP63m1r0WFpTY30ERKxfJYQ2GCIHURtlOQJtYYp9BjpRJnJSPD3zWnzqrLBCqS8vf1YoXzUiw0ppsYRBH0aJ3MB2NYiv1QIxOukTwGiZ8tyudb7177gBwVoWn6xEZirPNijfNyBUvfVyTLd50oseQImdBFjOnc9ApxHOflJiapFTwmV5KqoypxRlKmWqWG8yNLt+jvvAOzC85Ge+E5cD9xSEjEPwGudjHGRxSnKlHLE5zAtrAyNNjFzzVvsAohEdZtTcZcKNN9HBU+EtvmNIIbbZzQa8vRq/eyQNIwjBSQFHvkNFZYPLhY1SGWoZRZO4vxDEAWnCouTmqEKukHxSQWt+uDsWV8U865N14jPVXmJVrich9R7MjghnExI6PjEQy15rlxzJKFMPPmH0pLqMBcpAKkTo5QqSVG4MFeK0mtqMIl1YD18d1KihXsxbXn9YHvzt6mbiy6nxFaLBjGeUZV44OlOKkyCfOMYkk4kx8HpLSp0fHipGrIwjYAzowlq9RUVIVHBsQ7h+6Ln8fs/E+iu+5aNMeeiMlpb0T1U0+D04R+hg34uyFbQYPaJ6VGSdMWKdEurEdbqPBH0Ta9MGZuY1UU3wPcEb1ygJsgKX9ku2X3cbJRjEJExJif7sgAxIlp62/Br/B+uDYAU5uy5mE3ixUrmG/EiWGLbAe4YJCqZkjb2OjksDilpICQkqWBYn5UgraISMO9mgIT0TnQhTUvUUZkvJEFujReSkvS4SAyomHhQqfGZRSHFHSv+YtqoPIaqiPatC4LYub23SOhYEnfAWPDuKgYgIpV5o1Nt5aOTY4ced555+Lz62ZhrngU44s6DgASCpUbVicGlUZKmBFLr1geG9FmKqkbepyP/W6WgmCliw7d2p74Hk/DziyaWlHVQehywPCMu9kg3LGtv4b0B9fN0LzwSDRHvRT9vfeiveRvsPK+34Hbtg3NKa/H5ITXDDPehxgj06aAGDckcgTiz3xezCHUkmqj5x3+xPVq5YEtVPgjbpsXCfZdqNYSPDDSc0RVFCOU9pljPJCemKtge5g5IEk1mBeXMy8XcRLkBiVHn1UNuCbY6rBws1QYPUrW9lyvWdxzLaJexghzWkrjb6NY6pxFXz33LqgNR7G9jIIdiZOExqTRUKq2FLfbWyqz1EzZWkKSgKHb5PoPw7XVOBuqk7hjMvYP4n4VjZaQqyLHRU6JUr+kQgEsVKTy/lSww7SeeRSqGlGrhiPxRL57mpuo1CmRIpC9i0J/krGx5PtanN5+XKXGBQo00Ki+atB94zq0538S7dWXozn6FWhe+xbUz3gmnCX7B6q0D4aOCFCd2rqG5bQyaZ7Kch0/HRuyNJwvW6jwIbX9Bwma8WsLfwyLGxdBz8m5FF9WBsFJo1DqDQj1FBZuSw8I7lvVhD0CKThhTHAl0mO62ANxsWPf+1UkKRJEWFqfk7EuqFEJk4cSb68ncYn9Hf4N362m43OUWkkEQS9/Kve86PteFlVSWkUK2kWFX0nUszdtPQqQTsVI5CKxx1kbf1YDvrfGis8sLwag/TQmYk2umV1rHmXpqvG583gmN5oG4rlyGtTOM4mpDzqOs9X4DuaI0ZDmUnptojYauqoeDIMKv9QorsmxGpcGopG1tI3w98nSEJagg5agyBCyoMrT9hycAM0Bca5alZqhqILrZmie/Rw0h/0m/PIyZpddhLX//D741VVMTnsjmhNORbUU3mGtAUwnm7Qp1wvGK614hlCgXJtKzgV6YOX+4R62UOHD2jaPEey6oVpG32V/EIrOkrhFEJNXeqHHzAWICjOKWFR9RtRYZV4aq5cwR44vvGO8DEFAw/qFIuOm/LpbixSRI+rkYtSmKGtes8V6ncVzXmN8I/Gwm3GN1NL3RurHbOEltZgrCHMEaQZT7lUNohpIIP1eLizZSMUYFdKU7ksXdt8D/RowY9+y/uxNHJJjW7ymUp9trC6jcccS/TnvfhK6tsvOmRnGKhtrTAr96kJeZFf4fg00JQq1i0YsEeuQ1nSpUVzdEwya0KxW9D04Znlu4uSAYepZYfc2/q1ZAkiNru0Znk89CZVkeqCfxdjeZDsAD7d9O6Y7T8Xk5DPQf/smzC44G3v+4VtRP/9FmLzhraif9Rw4Ood0WOlUmEgrIM1KKFFbooS2zn1D/t6GAv5bqPBha/s2Her9kMjaLShZNsoTlMUJiIs89+hrZ8PiYMm3iJPI+xiDmoVranUYy2UKi7UG7olQnYMV79XaiFWdVrefbBNk0qXxLVOPZi1X1pVUsolBzulJ+R7jpeqJ55MuX6BzReNG415787wBuWYriC0bD7snXj+jYB9uT7oUh1RFaykO+VD6M1eZS+agGj+D9Qxx0Xnh4i1GcW/FM4sUqXtDoRLhKZOgSfuc7/NyExNqVGjTqg7OqaQ5kTK1a4ZwRF0PIZSQI+zXZmg/dxlmF3wS/o7voTn9ZzA5+QxU20OpRQreaBw5P+o6GMMqAMNgGBORTBWdq+Fq4d9wn1uocK/a5qRDP/gB4NLPAH/+p/JhmOh5bCuftO1qrAM42Rby5BDosW3Di7+6ByZvZsC9XRtoFosfhAocbFU91DZU6mZtOQTJw8vdrg7fn24bjllbSQP46AevVuk3E25kSLcOYoKNqi65WOeSfNJveeNCxsIAPIcaVKumMgUmD1PcLr9WQmd2w6W5wI1KlNEYKaIMv5tBUqMoRpIGc29VnEp1zr0PQZCKbhmPzdHjIgo4QXiT7DqZ42TVa9ZxTkpoVMffUzyjdU4LyC8Rz8izy2uk5se7RRQqjVk9zNdpFiukk0qjyHq/CTXaxziiIcE2ioG0GpB+3kyAZgdMFcpcv7qBqxpMjj0ek+NORP/d2zG78Fws/+rbUT392Zi85RdRP+e5cFR8m0CmSecPSIluFI+E42ZbqPDhaPs2ErzpJuBb3wB27owoxhb4OT8nTahKvkRcmFTdBkQagtfhQkVhDZVtGg9cWxmMC7+jqQ+algBkHnuFuJDTGw9ok32bLGFUy3GjzUQtbRTf5ChyLg1pQcXx+I7ilIJy9DOg3O+SwaPRzxfNh4LmEnQshigvQjCPdtX7eThaKQ45Lx/yoYiE9LyK3lUUtdHz63NS5GgOaIFOLX2X8eV5ilR7H7P8w5xCTY4LyM0jHkPjzvc6z01k6oIiSMal6QTSIeYcJhOhKLNv4XuP9prPob3gHHQ3fhPTM9+C5uQzUO04IIxzoEQ5Lryeoj4VxiT1abnOZW0LFa7btvIE1bMjtUJP1hSCjHtwgS/QbHmhaBqQRAzTIhWm8KsZ5Vg1UZihtIupLZt4PgviTwXx7MX9cyInhZEbWKqDxe18SlvlcbuF1wjXUaSZ07FmYILB1O/n+X22KD6MBmejLTGSmYG0+yDrUDKQDxPtWopDqjF7KHFIvUauVuX5NyrK0TFLCo1ncdl579TeKFKLRhQY7ZyRG0UgpUaBSI9yTrAkotKqZix1ngZ6k3QmU6rUoPY9+rvvwuySXWgvPAfuiU/C9O/8MurnHD68+awpyvHR9Albp3T9yT+TcE9Jm7DVkrb/GsEkTzAYP1ITlCkToeVxCY7MdBtMwWV0Th57K1CJScu8OaYSaIWTqsaQIuHSOMRG89O0cQGgBBwQIywUXCKAeBjidvP6kixybRwvi8/K+CQGFQUkmaPLhxmZbfSe2NeSgbQxzo2iGqsHQbuW+vCjikOW4o4W5yMdq7FHPsv8PJlhTFI3+P0C+isZu5IilX0tbj7cSOqOMBwjo1gDEIaE9Kg6yiyerfHxPPZI4wnEY/oWvu/RfeVLmF34KXRf+QImr/tZTE46A+7AA+DsuDwemC/NpE/XWbInS0HduoUKtW3OmOCilqRKhBeHXlvfiWfXDUbS6JUQYOeu1C7EB7rl9Py+h9GW+rI20yhqAYbJv7YMU6Y5xFgGFyPmEPkeoxSJUUqEK/8MDNRsH47XiZIIGx4klbbRlhu8nCar6pjovxFEuwhRJipZoZWLFGzBcD6UZs8A8z3vEe0q/Z6xz36+gVwUE9Q+/KjikAvjjmJsrRBBSZRTxXMsSt3I92pUI1c3gNs2/k5JkcoYPxAdWkvpqOL5GLM0ejTst0l2xmjQFuhWBQ0S+Ynxa5aQVEmyMfNGy7pmiuaol6I54kj0996H9rILsfwvfg3uUY/B9OffgfrZz4VL5oMDkFGhypwsMoaz1WF3i6UtVLiRtvmQoO9jjc+80VPLJ07C+xdoTLiwISyr03cwCbUpurIcQTXCPD8NLZEnAEuR6Aqob26MU2M7weMvNjGU6xnR/OcNjfU8g5ctYg/nLhCL+gLMN5g2fiWDWUKUD6PBXK/fRdo1YxjmGsgH2ccfRRyyRN3mNLsi0mK8UL4zQo3yPik1qkKaeYpUVY4SWSqFavE5ZYNctkbINbTsG7+jJRV5rKtShMhz+h6+a4c9Dy86D+3Vl2P6+p9Dc+KpcAceNKBDziWOS05/rocIgS1UKG3zI0Hv5+yjx5clvASkU4zzn6VGiqqxdg2jmF27FpNfFcksHRDjd9wtgouX7qZtBrJP8wibsFt26UVNhAyyoOh9aUFunmOROMh7AP2AHEvHAJkx0H7ldKUsFM1S2of/lY3XdBvwfEcGUwynoktD+epMrIc09/LejRpfgCZLtGufo7qsP7moJ3+OCcorXHNkzDaYD8n5tW4xgBA3V1pe6dEmf5dzBEg6XYyiCtMWKVKZL+oBE57lKtTJZAhLmAI1GEUrJg9YOUIAI/RnhpIOthjVMBauqlE/7wjUz30B/AO70V7+Gaz83j8DplMs/cLfQ/Xs56avkznGe2EMZ6HS1dKOLVQ4p+37SLDvB+NXQn7aSrERIBS5xjAp+FJzkpAWtf3+QtI8kRsnncULZGLmCeUUuHRhx+pGUF8yySX+QsOs3qDvhwnHfdMeakHqvKkxYK6gGl6lAXkgiWpTAAAQL0lEQVS8UsJ7izgfalzsR91yJ6FkOBVpLopXjpDmw3TP82hXRZcl2pUGcj3atTQeD1cccr13Pz+PsiTeRyNW3CZLkCNcNIzzFKl0hq2yUZuei/F0incUKcLH7zDGSUOp5wGKMUM9vvv2jQM6vPIzmJ75FkxOeA1w4IEDXcr7GyHDDbT9HBVuTmHMP/514H98HPjyNcBUdtKeR7lw8fF9yLFp427UXRsMi2ygqcIUV8EKDJNe4csNDOfI44FANKzc0qUR2fVo4grtpKIAJu+anPthfIkT8cE8+qlODfqicy1Enwt+5nN7MIbzkTKpc8p6keFc12BW5Xt9KH3LDWSeSwksNpAbMZQjBClGciNxyNF5xDCWRDn2ngZDB2RUrMSk87g4kBo1Tcfh/onOxWsrherEGPeZwXTV8HxVoGMIVUQ31lfE/lCsBwe//ADaqz6L2YXnAVWFpbf9CqpDnw1X1wVEuMHmqv0WFW5OOvTw5wFHfCvuxpCjE3txuTgBo5emXYUtMrarelgAuKnmTAtxh8ZFwfexBBoXLe/DuaQUFY0vd4xn4V2jcISeXVtNaZuHS8Qyz+CpoXswStRkTB7E99Y1loG6nZf3+UhBnwlKXmeRye8vMU4FgzmKU86jZVG+L6NdF/QHGBvInHY1KjRDlInxXESzZoZxQ3VZCzT/RnbosPJooakIZ0YkKBRpspm0iHVI8RJFkUbVdCPmFOq646qQZxyMFREgq9toegTXh+FhAd7DLW3D5LhTMDnuZPS3fQezS85H+4H3YXLq6zE5/hRgx46w5O2FMfR9qEG6f6NCbfs2Etxo8z6iOFeFBbWPifD6cjL+l5cnM6MHWLxoVM6o1GTh1fgRv2deMydkk3qavPaDuef1DF4l3u6+2vYH9JnEYNdBmuxbEqecYzj39j4SKlSM9oh2VaMo116UFlKKQ6rBXC8fcjhJihjtPD5jhgQ5KmLkzxqbRLiOz9BlQvUWEKHRn8rouGFu63V5LX5fz2cONOxnP1tDd83nMLv4PHjnsPSzb0f1tGfAPZiwyH6GCjcnEtxIK+YJNkAf/laHEkukXWgoXfCu6lDezALsXeq50YMlynT1EFRPvG5ZfA2dFugnBGNtexmqcSXC0AVEf5ZrGHqQhcIQpRi9fdn4se0P6NO+v4GFrmgYeT9t+nc7tyLJ3HBmPy9KyRhdX/7baBF058aVT0pxyEX7QxKBKdJJRDlzduhQ8Zo5wqGWcIIaJV2EVCrPZYgQ8Xrei+GVz5N4v75XANT5lnXANRM0L38lmmNehf7730P76fOx+uH/hObEUzE57iRgurTxV2wLFQLYzEYwEczIos/FgWrOnvk+TF1owjYrCLs8dMDyfeGkDiNpdNcHwzctKyO5bVMn1+GuFBvxwGwCeCRqNhrtLl/MqkHVpt+hSs7Ot45xHS3Ypb/N+dx+foS35D72sq2LMklp/hjQ514bzDmI8qHkYFrpv/WuKwjSaFcaaFc2kK6KytGEIs0QIIVqpTjkpIn9NqTWZykWLhquipQm4vnz2DkpW4+0L4moxo81AIkzLX2ymF/h+YbnUT3+JzB9089j8jNvRfelL2Dlj94PVBWmP/M2VE96ClBVG3u9qSCd7ghIdf9qm88Ieh8e6qp+iLjgVcOEQ6Adq23xJaRSFA7wLm6ZpDE/21GiH1DitoNShSZfdBo+GtxmCtRz0iDm3YdSmvkODVUN1NleeHs7Thwbotg8dmpxIkEOfekY+d3aXhjOjRhb++wR0DYL+uRCv6F+o2wwk5h7yWAWDCdjm/NEXnrfifo0M54J7cqfycSIU7Y3cUhug8R+MPZHw0ZalnE9xgF9n4lrgvE0JBqc1nmo0J5v/rwXPZPheOdqNEcejebIo9Hfew/az1yI1b/4ECaveDWaV54ANA3ceu+r74HV+4e1brJ/ocLNYwS9H4zTbCX9nJ5TsiC44YWcsXBteImJBLmx7nQbbDsVokqKVXQCk+5Jag1OYh2/dV/AzOD1Oplo8KbApH7wC3DeEsPz0E9nLTGuYkTnGVeipvW+k/R7jhHdMErdS3T1cLV9FX3azz+GHMyqAlB470e0qyDYhdV4/v/2zi60iuyA4/8zcz9SY3p3a/ZBwmJwETa9kkbZYD980ER9qC1pu5b2xSdDKWJCwJe8CdaFgooYQq1ViS1UKEgJlO1L6wdExWX9ysUorSgu2lraCG2ixtzcO6cPM2fumbkz9yO5yeZm/j+QG2fmfM2cmf/8z9fozZ4+dyctwMoG90OqliL9npfSGTzjlMfT1w4tT3rTq+mNQw3o0UebVjTIxSmbe7wtiEbqXSS+/zHi3/sRrL89wOz5XwGmiUTPTyDe+RpgmqWrX875NF2iMTKucGWIoPq8URAecyK04dGGXfFzbwsio0Z0KpHLzzkf6pTO9IemQie2tJx1OdViurHCkk2lOqkrETx9hGa9vZEttrjqDwm/U/IIpyaupcJ48lqhKw0T28UU1wW5T2gubYncZ8VN/Vq6JZtjwwRT71eMefMS1Oyaz3m3A/A4QbfPT4ujaMCNrx8y5jvedbDK+emuV7k93QEqAfRds7LXuyB+3m2AEALmh2mYH6Yh37xG7vpV5P/+EOY3v4PYNzptMQyLX0rbFarxEPX2DKqS+hbBsTHg85vAz3/m3a6/9XlGpQFQLjDrfKk6FneELFvoHM7P2aKquznAvjGzs4WJ+Wa89CeN9L4K/5wlJXhxZ33SWk96X2kshriENgkD4cIpQ5qEfWHszBYLZTVNwKFOtgqqcXF+ltJ9uqMpQ8roScPXLBs0pSRsgI++RJpOpavx6CKp1w9Pk6tyoKbTP+9cU48oa07Tv1+dO6Vx+jlQedHT8blBP2JVI+I7dyO+czfyTx8j+4fzQCKJ+Hd/CPGVVeF9h/ksMDPnrIi1cl1hfYvgi38CT7+w/9ZvOAD2w8oZDJLTH3a+SqIvszanuUkh7PCzOXgqlqqEqkM7NwdArVajv9UGPAz8fQ56c4w+wKWQmPbjq6Yr/O1sSViSJmH1W0I4l2t/63J3nyLA/an0/f2URf2K2jFueM1dus2WSqDgi1Nzl3qzq1qA3y9een+m3jyrroHnuYHiOOyIULTRFUJL218shAqz9QOYrR9AZmeR++w6rC+ewNyyFeb6DbYYFl3vle8KozVPMPvWFiLLqYhmvDBlQf+ArhrYAlkYDarm96j43JtKm4sU9Pbpr5Se0x3wgPPvd3/CLpN+s2gV1C+mJY8JEdtKBLmqdMiC8Iir36WGba8gjKLIcVYhtqFh5lHGku6zxN8AqnKf+v0MPb6QEbOqTP4RsZ6yOufVL74qb570VRB/Gj6n6t+nh9PPu/p/GSH0Y734B+Y+G4NIvYv41u3OqlYi+L0wubpuXWF05wlaeWB2BgVBkfZFVKuzxBKOGDrzCZU46pNI3SbNnNakqfUfVLqsWK0IFFIAZcU27BhdbK3CfqtG6XjwORBgkcS2FuksMxbbuS7H/la3m6CMuC6W+3SdXYBD0l881MjtIMEU2rJpRXnWhBYoFsCgMO55MHxhhfd6VIixtgXJH/wUMpdD/t7nsP79ArHOrUDze060Wn5mX9nnJFnFSPdlzsoVQWlpn1RyLpZaFR6Gbe+V8KlV79UXJNSq8kHraMbjSyt4QYQKwjKkqKEhQCgrcb+hYluFaC+Vy56PqFdyzGK57BXf3yq8fW/+MHodmFffp+YO1QAdieL7UvrT0ASsyKHq9RPaNu14N//6OavOBeqIWAyxj74FALBe/ge5v/4ZomUdzA+/7uZLCNjPzZkpINEImX1t58RM2J+Sq0NWnghKGTBVQtVI55+VtwVRNX9Ky5n799YreAtZR5PYFJ27ehLtagWZLjswHdfV1eDCf5n9rYbh3V6cucKPCBD5su4TxfEKWXy53fi18G5TqK6+8xNDADDWvAdj525Iy0L+QQbyzWuYHR/ZA/mcvIvsa0BKO8V8FrCSVQ/wu3fvHvbt24eHDx+ira0N586dQ0dHBwDgwoULOHjwIJLJJEZGRrB9+3YAwOPHj7F3716MjY3BrEHT7MoSwZwzqjPo4rtvhGahz4+CR/yEPsyXIVF02Z5jyoi6p7+yTDplz4ffleouLsCx+svu5sURU+ls041fkImTzkbPPqlpnSqfNvl+AeLnRxgGYhttUZJT/0Nu/DaMDW0wUu8UPKkQkFJCvJ0GVqUqjjubzaKnpwcDAwPYv38/Tp8+jZ6eHjx69AiGYWBwcBB37tzB7du30dfXh/v37wMA+vv7ceLEiZoIILBSRNDKA7NvtLchHVWJRGEekNGAea2yQshyot5d9nzd73J22YZAyYugC56bnvA5voAXCk9gvQxaZLrzrny8Y8WIr6YQ7/w2pJSwnjyCsX5DYZ8SwjevgVWNFcV39epV5HI5DAwMQAiB/v5+HDt2DJcvX8amTZvQ0tKCtWvXYseOHXjy5AkA4OLFi2hpacGWLVtqVq76FsHxceDebeDHH/t2CG31BiNY8KRVyxcmQkgtWC793UEuW/sJF9Rqj3X2lz1WFJpAy6W3yM81IQSM91sLqTv5EULgL5fzuHwd+OST8i2jExMTaG9v9wy8aW9vx8TEBHbt2oWXL1/i+fPnuHv3LtLpNKanp3HkyBFcunSppuWpbxH83W+BTz/VRFDvLHbm3uVDQxNCSB2hN/P6qInzqyKO3Bysqf/CXijdckP/+jfv449/Ag4eBJqbS0fx6tUrpFLe5tNUKoXp6WkYhoFTp05hz549SCaTOHPmDA4dOoS+vj5kMhkcPnwYiUQCx48fx8aNG6sqpZ/6FsGjx4DDv6jYfhNCCFk4wkjC9D93E404//sYfvmv8gIIAKtXr8bU1JRn29TUFJqamgAA3d3d6O7uBgCMj4/j1q1bOHr0KFpbW3Ht2jU8e/YMvb29uHnz5oLKUt9rdRkG0EgBJISQJaWhQfu7yR4QE4uhqQnYsCE8mE46nUYmk4G+Xksmk0E6nfYcJ6XEgQMHMDQ0hMnJSeTzeaxbtw6dnZ3IZDILLkp9iyAhhJAvh1Up+9881z3etm0bTNPE0NAQZmdnMTw8DADo6uryHHf27Fls3rwZHR0dWLNmDWZmZvDgwQNcuXIF69evX3Ax6rs5lBBCSF2SSCQwOjqK3t5eDA4Ooq2tDaOjo0gkEu4xk5OTOHnyJG7cuAEAiMViGB4eRldXFxoaGjAyMrLgfERj7VBCCCGRJky/2BxKCCEkslAECSGERBaKICGEkMhCESSEEBJZKIKEEEIiC0WQEEJIZKEIEkIIiSwUQUIIIZGFIkgIISSyUAQJIYREFoogIYSQyEIRJIQQElkogoQQQiILRZAQQkhkoQgSQgiJLBRBQgghkYUiSAghJLJQBAkhhEQWiiAhhJDIIqSUstKDm5ub0drauojZIYQQQmrP06dPMTk5WbS9KhEkhBBCVhJsDiWEEBJZKIKEEEIiC0WQEEJIZKEIEkIIiSwUQUIIIZGFIkgIISSyUAQJIYREFoogIYSQyEIRJIQQEln+D6H/3fHcD9HgAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "K = 0\n",
     "N = 1\n",
@@ -1106,27 +1474,84 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "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": 27,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f416628d550>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['total_supply','funds'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f416549b190>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['effective_supply'])"
    ]
@@ -1140,9 +1565,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f41655902d0>"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['participant_count'])"
    ]
@@ -1158,36 +1606,128 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4165502250>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['fractionOfSupplyForVoting'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4165435ad0>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['fractionOfSupplyInPool'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f416559cd90>"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['percentageOfActiveProposals','percentageOfCompletedProposals','percentageOfKilledProposals'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f416537d2d0>"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['percentageOfActiveFundsRequested','percentageOfCompletedFundsRequested','percentageOfKilledFundsRequested'])"
    ]
diff --git a/models/v3/Aragon_Conviction_Voting_Model.ipynb b/models/v3/Aragon_Conviction_Voting_Model.ipynb
index 88d3290..f220654 100644
--- a/models/v3/Aragon_Conviction_Voting_Model.ipynb
+++ b/models/v3/Aragon_Conviction_Voting_Model.ipynb
@@ -534,7 +534,7 @@
     {
      "data": {
       "text/plain": [
-       "{'network': <networkx.classes.digraph.DiGraph at 0x7f2973335450>,\n",
+       "{'network': <networkx.classes.digraph.DiGraph at 0x7ff3182bc090>,\n",
        " 'funds': 4867.21,\n",
        " 'sentiment': 0.6,\n",
        " 'effective_supply': 14020.008000000002,\n",
@@ -609,8 +609,8 @@
      "data": {
       "text/plain": [
        "{'type': 'participant',\n",
-       " 'holdings': 1297.0942803905527,\n",
-       " 'sentiment': 0.5338048276625109}"
+       " 'holdings': 234.3841073015196,\n",
+       " 'sentiment': 0.6109858547634346}"
       ]
      },
      "execution_count": 8,
@@ -640,7 +640,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -688,7 +688,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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MT08vUq1aUvWqqampCI6CILwzIvBVQQ8fPsSUtm2x6vp1aMhkZT4+E4AngLMSCbS1tSGTyaCtrY0nT54oPa9vk5WVVaTkWFKATE9Ph5WV1VvbHEVwFARBGUQbXxVz5swZdOrUCYMHD0Y1Y+PSz9X5j2xVVYyVyXAGAEi8ePECANC7d+/KyfBbaGlpwcnJCU5OTq/dpzA4vhwMr1y5ggMHDii2paWlFWtzfDVAiuBYArGUlSAUI0p8VUh4eDhGjBiBVatWoXPnzgUby7g6AxcsgNWcOXj06FGRt+vVq4cNGzagUaNGlXgFlSc7O7tYh5xXS5BpaWmwsrJ6banRxsYGZmZmH0ZwFEtZCcJricBXBcjlcoSEhGDjxo3YsWMH3Nzciu4QH1/wENuzpyDAvTyHZ+FDzN+/4CHWuDGOHz8OLy8vxSwtdnZ2GDduHL766iv07NkTc+fOha6u7ju8wncjOzv7rR1ynj9//tZq1X99cBRLWQnCG4nA9569ePECvXv3RlJSEiIjI2FmZvb6nZOTgQ0bcHTJEmjl5KCZry9Qvz7Qt2+RaiuSsLa2xsOHDyGRSKClpQV9fX1s2LABmzdvxtGjR7F06VJ07Nix8i+wiikMjq8rNd6/f18RHN9UrVplg2NZlrIqpK0tgp/wQRGB7z26d+8ePv30UzRo0AArVqyAhobGW495/vw5TE1NQRJ3796FlZVVifvt27cP0dHRaNmyJbp164b8/Hyoq6vj22+/Rc2aNTFkyBC4ublh8eLFr03jQ/VycCwpQBYGx8Lesq+rVjU3N3+3wVEsZSUIpSIC33sSHR2Nrl27Yvz48RgzZkypZ0n56quvMGfOHMhkMvTu3Rvr169/6zExMTHw9/dHfn4+tLW10a5dO3z//ff4/vvvsWrVKsyePRuDBg2CqqpqRS/rg5GdnY3ExMQ39lZNTU0tEhxLCpBKDY5dugDbt7+5evN1JBKgc+eCiRME4T9OBL734Oeff8aECROwYcMG+Pv7l/q4rKwsWFpa4vk/c3lqamri0qVLqFGjxluPvXr1Ktq0aQOS0NHRgba2NiIjI5GTk4NBgwYhPz9fMZm1oByvBseSSo+FwfFt1apv/VIilrIShFITwxneIZlMhsmTJ+N///sfjh49ChcXlzIdf/DgQaSlpUFNTQ1yuRzZ2dnYsmULJk+e/NZj69Spg5iYGLRt2xYymQzZ2dlo3rw51q5di2PHjmHNmjVo06YN+vfvj5kzZ0JbW7u8lyn8Q1NTE46OjnB0dHztPjk5OcXaHG/cuIEjR44otj179qzEatWXf7bYuLHiS60ULmU1YUJFUxKEKk2U+N6RtLQ0BAYGIjs7GxERETAxMSlzGiTx6NEj/Prrrzh//jxWrlwJTU3NMk0m/eTJE/j7+yMrKwvPnj2DTCZDv379MGfOHDx+/BijR49GfHw8VqxYAR8fnzLnUVC+l4Pj77//jnPnzsHGxgapqamK4LgoORlByviv3KsXsHFjxdMRhCqsCnZL+++5desWmjdvDjs7O+zbt69cQQ8AJBIJLC0tYWxsrOitWdYVFExMTHD48GFYWVnBxMQEeXl52Lt3Lz755BOoqakhPDwcS5YswcCBAxEUFITHjx+XK69l8vgxEBoKBAcDHTsW/BsaWtCLVYCGhgYcHR3h6ekJbW1tHD16FL/99huSkpIwatQo3L59Gz38/JRzsmfPlJOOIFRhoqqzkh05cgSBgYGYOXMmhg4dqpQ01dXVkZubW+7jdXV1sXPnTvTt2xdyuRz379+HhYUFGjdujC1btsDf3x+XL1/GrFmzUK9ePXz77bfo16+f8pcpetMg68hIYNasD3aQdX5+PpKSkvDw4UMkJiYqXn/88QdIIicnB6dPn8bp06cRHh6OXUZGyjmxstIRhCpMVHVWolWrVmHmzJnYvHkz2rRpo7R0IyIisGXLFmzZsqVC6cjlcowePRoHDhxAXl4e6tWrh1OnTmHOnDkYNGgQJBIJzp07h4EDB0JHRwerVq1C7dq1lXMRH+gga5lMhuTk5GIB7dVXSkoKpFIprKysirySkpKwbt065OXlQUNDA/Pnz8ewYcOgsmBBwReFCi5lhdmzRRuf8J8nAl8lyM/Px5gxY3Do0CH8/vvvb5ynsjy2b9+ODRs2YPv27RVOiyTmzZuHNWvWwNLSElpaWkhKSkLjxo2xYsUKxSTXS5cuxdy5czFixAhMnjy5VGMOX+s/OMiaJJ48efLGYJaYmIjHjx/D0NCwWEArfFlaWsLKygrm5uZQUyteIRMeHo4ePXoohkBoa2tDU1MTV6OiIG3USPTqFIRSEIFPyZ49e4bu3btDTU0Nv/32m9KXAgKA3bt3Y9myZdizZ4/S0ly9ejVCQkLw0Ucf4caNG6hZsyZu3bqFyMhIxXCJ+/fvY/jw4fjzzz+xatUqeHp6lv1E/7JB1iSRmpr61oD26NEj6OrqvjagFb7Mzc1RrVq1cucnLy8PxsbGyMjIAACoqKigcePGOHXqFFS6dhXj+AShFEQbnxJdu3YNAQEB6NixI0JDQ8s/IPwtM+qrq6sjLy9PqXkfOHAgTExMMHjwYHTr1g3bt29HUFCQYshDx44dYWtri+3btyve8/X1RWhoKIyNjUt/om++KTrXaFlkZRUcr4SHM0mkp6e/NaA9fPgQmpqasLS0hKWlJaytrWFlZYWaNWvCy8tLEdAsLCygqalZ4Xy9Lq8JCQkICwvDr7/+Cl1dXWRlZUFdXR1eXl7YtWtXQQlwyhRg//7yfanQ0io4XhA+AKLEpyT79u1D7969MX/+fPTr1698iZRyRv0zPj4Y99tvOHr0aIXz/ao//vgDPXr0QP/+/bF27VqMHDkSq1atQp8+fTB79mxFME9LS8O0adOwdetWLFiwAD179nx755d3NMg6IyPjrW1oiYmJkEgkikD2pqrH9zWm8f79+/jll18QFhaGjIwMBAcHIzg4GCoqKqhduzY8PDxw8ODBotXO/8FqZEFQNhH4KogkfvzxR8yfPx9btmzBxx9/XL6EytDZQ1atGhZaWWHi7dvlO9dbnDlzBh06dMDAgQOxYcMGBAYGIjY2Fmpqati8eTOkUqli35iYGAwcOBAWFhZYvnz5m2eRCQ2tcAcMuaYm7vbrhzhv79eW0PLy8t4azKysrKCnp1fufFSW58+fY+vWrQgLC8OFCxfQtWtXBAcHo2XLlkWmNtu8eTM6depUclAu5WeJEgkk/6GOQ4JQWiLwVUBubi6GDh2KuLg47Ny5E3Z2duVLqBzf0rNUVKC1dGmlPbBu3LgBHx8f9OjRA4cPH4aTkxOsra0VPUqbNm2q2DcvLw/ff/89QkNDMX78eIwbNw7q6urFEw0OBn75pcJ52yuVYp23d7FAVvgyMDBQ/tCLSpSbm4v9+/dj06ZN2L9/P9q0aYPg4GD4+/uXq/qUJI4tWgSv6OjXLmWVl5uLa46OqL95s5iYWvjgiMBXTsnJyfjss89gYmKCTZs2lX99uyrc2SMxMRG+vr7w8vJCUlISEhMTMWDAAEycOLHIkIdCt2/fxpAhQ3D//n3MnDkTVlZWSE5OxuPHj5GcnIzO69ej/l9/VTxjHToAv/9e8XTeI5KIiYlBWFgYwsPD4ezsjODgYHTr1q1sbaavePbsGXx8fBAfH1+wHuM/S1nh4sWCwelGRkD9+njo64u63t64fPkyLC0tlXdhgvAvIAJfOVy8eBEBAQEICgrCnDlzKja7vpJn1H/+/DkSEhLg5eVV/jy9JCUlBe3bt4epqSkMDQ1x8OBBdO3aFVu3boWxsTFcXFzw9OlTJCcnIzk5GU+fPoWGhgZevHgBNTU12NnZwcnJCS4uLhh4/Dic4+Mrnql/8bRaN2/eVLTbqaiooFevXujZs+cb5/MsrZiYGAQEBCA5ORkk8bb/2mPGjIFMJsPixYsrfG5B+DcRga+MduzYgQEDBuCHH35Az549K5aYEjt7UCpFWFgYRowYAZKKFRxeJZPJ8OTJE0WgerlEVtLvz549g76+PnJyclCtWjU4ODjgypUr6NixI+7cuYPk5GTMnTsXbm5uMDMzg4mJCdTV1VGnTh1cu3YNQEGXe7lcjtOffYZmu3dX6HplGhr4e8AAnGzRAnfu3MGFCxdw9epVjB49uvydiipZSkoKIiIisGnTpoLpxXr0QHBwMBo3bqy0Ktlt27bh888/h0wmU2x723/tpKQkuLi4ICEhAba2tkrJhyD8G4jhDKVEEt9++y2WLVuG3bt3o4kyptDasKHiaUgkuDdnDvyPHMGtW7eQnZ0NiUSCmTNnIiUlpVggS01NhYGBAUxNTWFmZgZTU1PFq06dOvD09FT8XhjI1NTUkJeXhwEDBuDPP/9EZGQkvvjiC0ydOhUqKioYP348fvrpJ6iqqiIyMhJRUVG4d++eIotyuRzVq1eH5eTJwO7dFbrcvJwcfLRyJR4uXarYpqGhUSnjJSsiKysLu3btQlhYGI4ePQp/f3/MmDED7dq1K7n9s4Lq1KmDJk2aIDY2FnK5vFQB1dzcHAMGDMDXX3+NlStXKj1PglBViRJfKWRnZ+PLL7/E9evXsX37dlhbWysnYSV19vhVTQ098/MVv6uqqmLMmDGwt7cvEtjMzMxgbGxc4owgpUESEydOxJ49exRDHKysrKCiooITJ05AT08Pn376KVq1agUVFRUMHDgQKioq+PHHH/Hw4UMsXrwYp62sUOPSJUjKWbXLTp2wo3dv9OrVSzGIGwD69OmDoKAgtGrVqtzXV1FyuRzHjh1DWFgYIiMj0bBhQ/Tq1QudO3eGvr5+pZ//1KlT6Ny5M+zt7XHu3Dnk5OS89ZgnT56gVq1aiIuLU0p1qyD8K1B4o8TERDZt2pSff/45X7x4odzEO3QgC1r3KvTK9/dnREQEGzZsSHV1dUokEh4/flypWc3Pz2d8fDwXLlxIFxcXqqiosHr16rS2tmb9+vUZFRXFVq1asV27dkxOTmZ6erpie6Fr165xUMOGzFRRKd+1amuTcXEkyadPn9LJyYkSiYS6uro0MjKitbU1jY2NOWDAAB48eJB5eXlKvQevc+nSJU6ePJm2trZ0dXVlaGgoHzx48E7O/TJfX1+uWrWKZMH9Ka0ZM2awb9++lZUtQahyROB7g/j4eNra2nLu3LmUy+XKP0FQkFIC32EbG1pZWbFatWrU1tYmAF67dq1CWcvLy2NMTAznz59Pf39/GhgYsE6dOhw8eDB//fVXLly4kBYWFoyOjubw4cPp4uLC69evc9KkSaxevTpjYmJKTFcul/Nkr158UZ6gt3x5kbSePHnCxo0bc//+/Txz5gyHDh1KQ0ND1qpVizVq1KBUKuWgQYN46NAhpQfBxMRELly4kA0aNKC1tTUnTJjA8+fPK/UcZXHq1ClWr16dOTk5ZT722bNnlEqlvH79eiXkTBCqHhH4XiM8PJxSqZSRkZGVd5L580lNzQoFvUyAk1RVCaDIa8qUKYyIiOCff/5JmUz21qzk5OTw5MmTnDdvHn19famnp8d69epx2LBh3LJlC5OSkoods2PHDpqamvLAgQNcsmQJLSwseOLECf7vf/+jqakpV6xY8dovDGmhocxWVWX+W65PJpGUGPReJzMzk5s2baK3tzdNTEz48ccfs27dujQzM+PgwYP5xx9/MD8/v1RpvSo9PZ0bN26kj48PDQ0N2bdvXx46dKjc6SnTJ598wpUrV5b7+K+++oo9e/ZUYo4EoeoSge8VMpmMM2fOpJ2dHc+dO1e5J0tKqnDgy5ZIKH0l6KmoqLBv374MCAignZ0d9fT02LJlSw4bNoxr1qxhfHw8U1NTGRUVxTlz5rBNmzbU1dWlu7s7R40axcjISCYnJ5fqEo4dO0YzMzOGh4dz7969NDU15aZNm3j9+nXWq1ePffr0eX0VcVwcH7VsySyJhNmqqsUCer66Og/o61MeG1uu23vz5k1OnTqVVlZWdHNzY5cuXeju7k5zc3MOGTKER44ceWvQysvL4759+xgUFEQDAwO2b9+ev/76q/KrvSvg9OnTtLW1LVdpr1BaWhrNzMx48eJFJeZMEKomEfhekpGRwc8++4wtWrTgo0eP3s1JO3cmJZJyBT25RMIbrq40NQ5n/8IAACAASURBVDWlRCJRBL5q1arRxsaGurq6DAgI4Hfffcd169Zx6NChdHNzo46ODgFQS0uLderUYb9+/bh9+3ampKSU6xLOnz9Pa2trLlu2jJcuXaKDgwOnTZvGtLQ09uzZk25ubrx582aJx969e5f2Ojrc+tFHDNfQ4J369SkLCuIcPT3eOn2abm5u3LVrV0XuMPPy8rhr1y527tyZhoaG/Oyzzzho0CA2aNCAFhYWHDp0KI8ePaoIgnK5nGfOnOHo0aNpbm7OJk2acPHixSWWeqsCPz8/rlixosLphIaG8rPPPlNCjgShahO9Ov9x7949fPrpp3B3d8fKlSsrtt5cWVRg5hZqa0MSFQV5w4YYNWoUli9fDrlcjnbt2kFfXx8HDhyAiooK8vPz8eLFC2hoaMDFxQXt27dHv379FIPdExIScO7cOZw/fx4GBgZwd3dHgwYN4O7uDnd3d9jb27+1e/ydO3fg4+ODoKAgDB06FJ07d4a1tTXWr1+P9evXY86cOVi3bh06dOigOCY5ORmurq549OgRdu7cCXt7e8VsMAYGBujevTs0NTWxbNkyHD9+vMz3pyRJSUnYtGkT1q5dC5IICAiAmpoa9u3bhwcPHqBGjRp4+PAhVFRUEBwcjKCgIOUtvlsJYmJi0K1bN9y4caPCn9nMzEw4OTlhz549cHd3V1IOBaEKes+Bt0qIjo6mpaUlFyxYUDmdWN5m+fKCdqwylPYyAGb/8IMiiefPn3P48OG0tbWlpaUlAdDIyIje3t709/enVCqls7Mz/fz82KJFC+rq6tLDw4Nz585lbGws8/PzKZPJeOvWLW7bto3Tp09nhw4daGNjQwMDA3p6enLUqFFcv349z507V2K12qNHj9igQQMOHTqUGRkZDA4OZpMmTZiYmMjo6Gja2Nhw2rRpzM/P5/Pnz+ns7EwVFRVKJBLOnTuXZEFV8/Lly6mjo0NXV1empaXR0dFR6b1U5XI5T548yaCgIGppadHExIQ6Ojps0qQJnZycaGFhwREjRvD48eOlaiN9X/z8/Li8lO2fpfHjjz+yY8eOSktPEKqiD77Et3HjRowfPx4bNmyAv7//+8tIGWbUh5YWxshkaLZ+Pc6cOYOoqChcvXoVjRs3hpeXF7y8vODq6oqdO3diyZIlyMjIwJAhQ1CrVi3s3bsXkZGRMDU1RYMGDSCRSBAbG4vHjx+jbdu28PX1hY+PT5GxiikpKTh//jzOnTunKCHevn0btWrVKlIydHNzg4qKCjp16gRTU1P8/PPPWLhwIVatWoWdO3fC0tISPXr0gLq6OnJycnDy5EnFTCN+fn5FFtb9448/EBAQAEtLS7Rv3x43b97Erl27lHKrc3NzsXfvXmzatAkHDx6Et7c3bG1tER8fj3v37qFPnz5o1aoV4uLiEBERgZSUFHTt2hXdu3dH8+bNKzZFnRLFxsaia9euSintFcrOzkbNmjWxdetWNGvWTClpCkKV874j7/uSn5/PCRMmsEaNGrx8+fL7zk6BuDiyS5eCDi9aWkXb8zQ1ma+uzoP6+myqokIA9PDw4Jw5cxgVFcWsrKwSkyws2QQGBtLQ0JCDBg3iuXPnGBUVxREjRtDKyor16tXj2LFjOXfuXHbv3p3GxsasW7cux44dy/379zMzM7NYupmZmYyNjeXq1as5dOhQRSnS3t6eAQEBrFOnDt3c3Hj58mWGh4fT1NSUO3bsYF5eHidOnEhTU1O2aNGCAKipqUkbGxtF2jk5OTxx4gS1tLRYs2ZNqqioUFNTk0eOHCn3rS28D0OGDKGJiQk9PDy4evXqYuPdLl++zLFjx9LU1JSenp7cuHEjz549yzlz5rB+/fq0trbmqFGjePLkyfdeEvT391dqaa/QihUr6OPjo/R0BaGq+CAD3/Pnz9m+fXu2atWq3B06KtXjx0ybOZN/eXrygr09dxgaclq1auzm7c2AgABFJ5auXbvyyZMnpU42MTGRs2fPppWVFb28vLhlyxZmZ2fzxIkTHDVqFK2treni4sIZM2bwl19+YUhICFu2bEldXV36+Phw4cKFvHjx4murg2UyGa9fv87w8HBOmjSJtra2VFdXp5GRERs3bkxdXV0GBgby/PnzjIiIoL6+PuvVq8fjx49zy5YtinT69u2rGIhfGBhbtmxJDQ0Nrl+/vkzV0X/++SdnzpxJR0dHOjs78+uvv+adO3feelxOTg63bt1KPz8/GhkZcfDgwYyLi+Ply5c5e/Zs1qtXjzY2NhwzZgyjo6PfeRCMiYmhjY0Ns7OzlZ52Tk4O7e3tlV69LAhVxQcX+G7dukUXFxcOHjyYubm57zs7ComJifz11185ePBg1qlThwYGBvT39+f8+fN5+vRpRV737t2rGKSurq5OPT09XrlypUznys3NZXh4OD08PGhtbc05c+bw4cOHlMlkjI6O5tixY1m9enU6Oztz+vTpPH78OLdt28ZBgwbR3t6e1tbW7NevH3/99dc3fnGQy+WcPn06HR0d+fPPP3Py5Mk0NDSkgYEBNTU1aWBgQC0tLTZt2pSHDx9mWloaSfKvv/6ioaGhIsC3aNGCqampNDAwYN26ddmqVas3DrZ+/PgxlyxZwmbNmtHc3JyjRo1ifHx8udtv79+/z7lz59LBwYGurq788ccfmZKSwsuXLzMkJIQuLi60tbXl2LFjefr06XfSTty+fXsuW7as0tJft24dvby83k+btyBUsg8q8B05coTm5uaV+sAorfv37zMsLIwDBgxgzZo1aWRkxICAAC5cuJDx8fGvHV+WkJBAfX19AqCamhq7d+/O9PT0cucjISGBAwYMoKGhIXv27Mno6GjK5XLK5XKePn2a48ePp52dHWvWrMmpU6fyzJkzvH79OpcsWcIOHTpQT0+PTZo04bRp03js2LESv0z8+OOPtLGx4aVLl5iens6OHTvSw8ODBgYGnDVrFmvUqEFtbW1qamrSycmJXbt25eDBg6murk4ADAkJIUlOnjyZQ4YM4aJFi2hiYsI5c+YoSjyZmZn87bff2KFDBxoYGLBnz57cs2ePUmdskclkPHz4MHv27EkDAwN+/vnnPHDgAGUyGS9dusRZs2bR2dmZ1atX57hx4xgTE1MpgSM2NrbSSnuF8vLyWLNmTR46dKjSziEI78sHE/hWrVpFMzOz9/Yf+c6dO9ywYQP79etHR0dHmpiYsHPnzvzhhx947ty5Us/+8fjxYwKgqqoqdXV1eenSJaXk7+nTp1y4cCEdHR3ZsGFDrlu3TtG2J5fLGRcXx4kTJ9LR0ZE1atTgpEmTGB8fz+zsbB45coSTJ09mgwYNaGBgwE8//ZTLly/nrVu3FOmHhYXRzMyMJ0+eZH5+PgMDA1mtWjVev36dcrmcixcvppmZGZcvX87NmzdzwoQJrFu3LgFQX1+f7dq149ChQ6mtrc1jx47x9u3bbN++PatXr05/f38aGhqyXbt2/PnnnxUlx8r09OlTLl26lA0aNKCdnR1DQkJ49+5dyuVyXrx4kTNmzGDt2rVpZ2fH8ePHMzY2VmlBsH379ly6dKlS0nqTX375hc2bNxelPuE/5z8Z+HJzcxUlj7y8PI4YMYLOzs78888/38n55XI5b9y4wZ9++om9evVi9erVaWZmxm7dunHp0qW8ePFiuduE5HI5IyMjWa9ePU6ZMoUtWrRQavuSTCbj7t276efnR6lUyokTJxZpEysc3D1lyhQ6OTnRwcGBEyZMUJRukpKSGBYWxt69e9PCwoI1atTg0KFDuWPHDm7bto2mpqbcs2cPp02bxk8++YRmZmb8448/SJInT56kjY0Np0+frvgi8PN33/Hp5Mm87+3N67Vr8386OpyuoUELVVVFVa+mpiZ9fHx4//59pd2Hsjh79iyHDRtGY2Nj+vj4MDw8nNnZ2ZTL5bxw4QKnT5/OWrVq0d7enhMnTmRcXFy5g0lcXBytra1f25lJmfLz8+ni4sI9e/ZU+rkE4V36Twa+/v37093dnQ8fPmTbtm3p6+vLZ8+eVdr55HI5r127xlWrVrFnz560tramlZUVAwMDuXLlSl69elXp35obN27M06dPs3nz5hWao/FNbty4wTFjxtDY2JgBAQE8cOBAkeuQy+VMSEjgtGnTWKtWLVavXp1jx47lqVOnFNWlCQkJDA0NLTItmq6uLi0sLHj06FEePnyYZmZm/Omnn0gWjAX09vbm8GbNmO3vX9DD9ZVp3V4AzFVV5V+NGjF8/Hj26tWLpqamBEBLS0t+/vnn/Pbbb7lv3753NwMPC6pbw8LC2KpVK0qlUo4ePVoxBZhcLuf58+c5bdo01qxZkw4ODpw0aRLPnDlTps9Ghw4d3klpr9CWLVvYqFEjUeoT/lP+c4HvyZMn1NTUpIaGBnV1dTl69Gilz8wvl8t56dIlLlu2jN27d6eFhQVtbW0ZHBzMNWvW8MaNG5X+oGjevDlPnDjBixcvUiqVMjExsdLOlZGRwVWrVrF+/fqsXbs2Fy9ezOfPnxfZp7B0M2PGDDo7O9PW1pajR48u0u0/IyODe/bsYZcuXQiA2traDAwM5DfffEMHBweOHz+e+fn5zF+6lDlqam+dwJqvTGB97NgxOjk50dXVlf3792fr1q1pZGRES0tL+vn5ccqUKQwPD+f169crvRfmzZs3OW3aNFpbW7Np06ZctWqV4p7J5XKeO3eOU6dOpZOTEx0dHTl58mSePXv2jZ+b+Pj4d1baKySTyejm5sb//e9/7+ycglDZ/j2BLympYDWDoKCCdeyCggp+f/y4yG5fffUVq1Wrppizcv78+RU+tUwmY0JCAn/88Ud26dKFUqmUDg4O7Nu3L9evX8/bt2+/82/Enp6einFtU6dOZbdu3Sr9nHK5nFFRUezevTuNjIw4dOjQ146BvHTpEkNCQli3bl1aW1tz5MiRPHbsGGUyGVevXs2AgADWqFGDfn5+7Nq1Kw0NDamjo8PpJibMUVcv95JFubm5nDdvHk1MTBgaGsqcnBzevXuXO3bs4OzZs9m5c2fa29tTV1eXLVq04NChQ7l69WrGxsaWOF6xovLz87l792526dKFBgYG7NOnD48dO6b4vMjlcp49e5aTJ0+mo6MjnZycOGXKFJ47d67YZ6pjx45csmSJ0vP4Njt37mT9+vXf+7hFQVCWqh/4YmMLJnIuocqLWloF2zp3JmNjmZOTQy0tLUXQ09bWppGRUZmXjcnPz+eZM2e4aNEifvrppzQ2NqaTkxO//PJLbtq0iffu3aukiy29Nm3a8MCBAyQLqticnJz4+++/v7PzP3jwgDNnzqSFhQVbt27NyMjI15asr1y5ohgAbmlpSQcHB06dOpWPHj1ikyZN+MUXX/DEiROc1Lo1M8q7UsVLi9SSBSWudu3a0c3NrcS1AZ89e8ajR4/yhx9+YN++fenm5kYtLS3WrVuXQUFB/O6773jo0KFSr1JRGklJSVywYAHr1KnDWrVq8dtvv+XDhw8V7xe2n06aNIkODg6sWbMmp02bxoSEhHfatvcquVzOpk2bMjw8/J2fWxAqQ9UOfIVzWL5t9YJ/qrwujxhBdXV1enp68vvvv2dcXFypxuoVLroaGhrK9u3b08DAgM7Ozhw0aBA3b97Mv//++x1cbNn4+fkVWbXg0KFDrF69eoWGNpRHTk4ON2/ezBYtWtDW1pbz5s3j41dK4S87f/48NTQ0WK9ePUqlUjZq1IiamprU1tbmpVq1KC/nShWUSApmvXmJXC5nWFiYYt7NV6tnX5Wdnc1z585x/fr1HDlyJD09Pamvr08bGxt26NCB06dP57Zt23jr1q0KlfDlcjmjo6PZv39/GhoaMiAgQDGrzcv7xMfHc+LEibS3t6eOjg59fX15/vz599Letm/fPjo7O1eJtQcFoaKqbuArx8TNpV2wNDc3l9HR0SUuuhoREfFOO0SUV0BAQLF2l969e3PMmDHvKUfkmTNn+MUXX9DQ0JC9e/dmbAnr6G3ZsoU1atSgh4cHDQ0N2axZM9aqVYvW6urMKm9pr/ClqVms6pskU1JS+MUXX9DGxqbMbVVyuZy3b9/mtm3bOGPGDHbs2JG2trbU19enh4cHR44cyXXr1vHs2bPlGleXlpbGn376ic2bN6elpSUnTZpUrPdxfHw8pVIpx4wZQzs7O9auXZszZsx44yw6yiaXy9myZUtu3LjxnZxPECpT1Qx8sbFlD3qvqfIiC77JHzt2jHPnzmXbtm2pq6tLNzc3jhw5ktu2bVNqdda78tlnnzEiIqLItuTkZJqZmTE+Pv495apASkoKQ0NDaW9vz6ZNm3Lt2rUMDw9nly5dWK1aNdatW5c7duwossJD8oQJzCpvae+fV666OlMmT35tvo4ePcratWuzU6dOFR76kJKSwkOHDnHBggUMDg5mvXr1qKWlRVdXV/bp04fff/89jxw5Umwu0De5cuUKx40bRzMzM3p6evLnn3/mixcvGBAQwMWLF5MsCEAxMTEcN26cYnadmTNnKm0855scOXKENWrUqFIzHglCeVTNwFeBxVkpkTAvIIB//PEHZ82aRW9vb+ro6LBRo0YcO3Ysd+zYUaaHUVUVGBjIsLCwYtt//vlnNmjQQOk9WcuqsCOMr68v1dXVqa6uTj8/P9rY2DAhIaH4AUFBFSvt/fMK19RkzZo1OWzYMO7cubNY1W92djZnzZpFqVTKxYsXK7XqLjMzk3FxcVyzZg2HDRummOfU3t6enTp1YkhICLdv386//vrrjSW1nJwcbtu2jf7+/tTX16e2tjaPHz9e7JjC2XXGjh1LW1tburi4cNasWZU66Xrr1q0VQ08E4d+q6i1L9PgxYGcHZGeXO4lsAJ0aNoRb27ZwcnLC9u3bcf78eTx48EB5+XyPSKJ3797w8PBAYGAg8vLykJ+fj7y8POTm5iI4OBgff/wxgoKCFNtf3qekbWV5/037Pnv2DPfv30diYiIkEgmkUikMDQ2Rm5uLR48e4fnz59DS0oKurq5ikdz8/HxsTk+Hv1xe8XvToQPOz52L/fv348CBA4iNjUWjRo3g6+sLX19fuLu7Q0VFBdeuXcOgQYOQlZWF1atXV9rCq3K5HLdu3Sqy4G9CQgKys7MVyzkVvurUqQN1dfUix/v6+kJdXR1Xr16Fjo4O+vfvj+DgYJiYmBQ7T0xMDLZs2YItW7YoFvLt1q0b6tSpo7TriY6ORs+ePXH9+vV3t1izIChZ1Qt8oaHArFkVCnzU1ETq2LEY/tdfiIyMRG5uLtTV1XHv3r1SP9ArGgAq+2eJRAJVVVVoaGhAXV0d6urqUFNTg7q6OkgiMTERNWrUgI6OjmL7y/u87uey7Fv4c2ZmJuLi4nD8+HE8efIE3t7e8PHxUTzIC1+//PILbt26hQYNGmDTpk2QSCT48ssvERgYCIvx46EWHl7xz0+vXsDGjcjJycHFixcRHx8PExMTnDhxAvv378fTp0/Rrl07+Pr6ok2bNti3bx+mTJmCPn36ICQkBDo6OhXPQykkJSUVW+Pw7t27qFOnjiIQamtrY9q0abhz5w40NDQQFRWFtWvXYteuXfD19UX//v3Rtm3bYusDyuVynD59GhEREdi6dSuMjIwUQdDZ2bnCeffz80PHjh0xdOjQCqclCO9D1Qt8wcHAL79UOJlNAHq/sk0qlRZ5EFd2QKisn9XU1DB8+HDUq1fvtQ+fefPm4eTJk9i1axckEkmF7+erMjMzsXPnTmzatAknT55Ex44dERwcjDZt2kBNTa3EY1q3bo3Ro0cjICAAJHH06FEsXboUR44cwfo6ddDxzBmo5OSUO085qqpYYW6OUBLJycnQ0tJCeno6rl27htq1awMA7t69iwMHDmD//v04fPgwqlevjo8//hjXrl3DzZs3sXLlSvj5+ZU7DxXx4sULXLx4UREIIyIi8OLFC9ja2hYpGTo4OODo0aNYt24dUlJS0K9fP/Tr1w92dnbF0pTL5Th16pQiCJqYmKB79+7o3r07atWqVa58xsfHo1OnTrhx4wa0tLQKNj5+DGzYAFy4ADx/DhgYAK6uQL9+gKlpBe6KIFSC91bJ+jodOiilreewtjbV1NQIQPF63+1eyjRy5Eh+//33r30/JyeHdevWVerYq/z8fB46dIh9+vShoaEhfXx8uGnTplINoUhNTaWuri4zMjKKvXf37l1+PWpUhXt15qio0OqfFR0KX1paWoyLiytx8HVeXh6jo6M5a9YsfvTRR9TW1qaWlhbd3d0ZFRVVvh6TpZxo4W3Onj1LS0tLpqen88qVK9y8eTMnTpxIHx8fmpqaUiqVsm3btuzduzd9fHxoYGDAdu3aKeYJLYlMJuPx48c5YsQIWlpa0s3NjV999VW55rD99NNPCz5/ZRhnKwhVRdULfErq5PDzSw+/wpeJiQnr16/PTp06cebMmdyzZ887H/emLOPGjWNoaOgb9zl58iQtLS0r3Jnn/PnznDBhAq2trdmgQQMuWrSozFOkbdmyhb6+vm/cJz8ggLJydmrKB/iHkREXLFigmLIOAJ2cnOjs7EwTExN2796dP/30E+/evVvi+Z8+fcqwsDC6urpSRUWFRkZG/OKLLxgREfH2e6jkANCpU6fXfrGRy+X8+++/uXv3bn799dfs1q0bHR0dWa1aNcWk3a1atXrjl5L8/HxGRUVx+PDhtLCwoLu7O+fNm8cbN26UKn/nz5/nRD09yrW0Sj3OtjRDjQThXah6gW/+/OIPjjK+slVUOK6EwPfFF1+wU6dOrF+/PqVSqaJEqKamRmNjY9atW5cBAQGcPn06d+3axdTU1Pd9N15rypQp/Prrr9+635AhQzhw4MAyp//gwQOGhobS1dWVtra2nDx5coW6zPft21fRJf+1KjCMJV9Dg81UVeng4MB58+ZRT0+PALhp0yaS5L1797hu3ToGBgbS1NSUtWrV4rBhw7h9+/YSB7YnJCTQ1dWVDg4O9PT0pJ6eHps1a8aZM2fy5MmTRWsPyjjRwtsCwLlz52hpaVnmKdTS0tJ44sQJhoSE0N3dXbGKvZmZGTt37sxvvvmGe/fuLTJbDFkQBI8ePcqhQ4fS3NycDRo04DfffMObN2++/mTLlzNbVbVsfycR/IQqouq18SmhV2cWgOoAUkp4TyKRwNLSEp988gkGDBiA+vXr49SpU4iOjsaFCxdw8+ZNJCYmIjU1FXl5eVBVVYWBgQEsLCzg6OgIV1dXNGvWDJ6enjA0NCx3Hitq1qxZkEgkCAkJeeN+z58/R926dfHbb7/h448/fuO+aWlpiIyMRFhYGM6ePYsuXbqgV69e8PDwKNaBoizkcjmsrKwQHR0NR0fHN++8YgUwfjyQmVnq9DMlEjyfMQMLMjJw+/Zt3LhxA/r6+khJSYGdnR1+++23Ir0g5XI5zp8/j4MHD+LgwYM4ffo0XF1d0a5dO/j4+KBp06ZQU1ODTCbDypUrERISgi+//BKenp44evQo9u/fj7t37xa0WWpqomVkJFTK8nnV1gYWLACGDCnx7S5dusDT0xOjR48ufZolkMlk2LNnD5YsWYKTJ0/C3t4eGhoais4y7u7uaNCggaLt0MnJCQBw/PhxREREYNu2bbCxsVF0jFH87eLiAG/vMv2NFLS1gagooHHjCl2bIFTI+468JarAOD6ZRMIYGxtKJJIipb3Jkyfz9OnTDAoKolQqVbyvoqJCW1tbDho0iKdPny7SFpSZmcnDhw/zq6++Yrdu3eju7k4zMzPFyuCqqqo0NDSks7Mz27dvz0mTJjEyMpIpKSmVfovmzp3LqVOnlmrfrVu3sk6dOiW2/eTm5nLXrl3s0aMH9fX1GRAQwIiICKXOCRkbG0tnZ+fSH1DKEpT8nxJUdO/etLS05P79+2lkZMRHjx5x9erVtLCwoIuLC21sbBj3yqQGL8vMzOSBAwc4YcIEurm5KRbTXbp0Ka9fv8779++zS5curFmzpmLtwIcPH3J3SEjZSz0vl35KyFNCQgItLCyUPmH248ePuXDhQrq4uLBmzZqcNGkS169fr5i428HBgTo6OmzevDmHDBnCVatWMTo6mnv27OHgwYNpamrKxo0bc/78+czw8anQONtXp5YThHetaga+ClR5ZamqshGgCE6FL01NTX7yySfct28fZTIZX7x4wR07drB9+/bU19cvEggdHBw4ZMgQxsTEvHZG+qysLEZFRXHevHn8/PPP2bBhQ5qbmytWhigMirVr16afnx8nTJjALVu2vHEey7KYP38+J0yYUKp95XI5O3bsyDlz5ih+j42N5YgRI2hmZsbmzZtz2bJllTaDzaxZszhu3LhS7SuTyThmzBiGjR5d8IDU1CxoI3v5y42GBrMkEm6TSDjOy4vHjh1jeHg4zczMGBAQwJCQEJIFVX8zZsygrq4utbS0+OOPP5aqw0pSUhJ/+eUX9u3bl9bW1qxevTr79+/P8ePH08rKin379i34clPBiRZKCgBdunThokWLynaDy0Aul/PUqVP88ssvaWhoyI4dOyrmCX114m53d3dqaWnRxcWFPXr04IABA9izbdtKm1pOEN6Vqhn4yHLP1Zn1/ffU19cvEvT69+/PwMBA6ujo0NTUlPb29ly4cGGRDgsPHz7k2rVr6eHhQQ0NDaqoqCgCWOFMIG8KhC/Lycnh8ePHOX/+fAYGBrJRo0a0sLBQdLhQUVGhgYEBa9WqRV9fX44dO5a//fZbsbaXN1m0aBFHjRpV6v3v3r1LIyMjjhw5krVq1aKTkxNDQkJK3ZmhIho3bqwoKb3JzZs32bBhQwLgl19+WbDx8WMyNJR/t2nDaBMTslcvMjSUskePOGzYMFpaWtLR0ZGurq4cPnw4DQ0NaWhoWKT36IMHD9i5c2eqqqqyefPmTEtLK3Xe5XI5r1y5wh9//JEdOnSgvr4+zczMaKelxdzylvZeEwAKS3svXrwo/c2tgPT0dK5du5YtWrRQzBN6C59wegAAIABJREFU/fr1Ivvk5OQoJu4eNWoUlzs4MLOigU9Li3xLxyxBqExVN/CRZaryygC4u2NHZmdnc/369dTR0aGqqirV1dW5bNkyymQy3r17lyNHjqSenh4dHR2pp6fHL774gmfOnCly2sKFZr/99lu6ublRVVVV0RFGVVWVtWvX5vDhwxkTE1PmKa8KJ8hesGABg4KC2LhxY1paWhYJivr6+qxZsybbtWvH0aNHc/PmzXzw4EGRdJYsWcKhQ4e+9XxPnjzhypUr2bJlS+ro6NDa2prR0dHvbHLjhw8f0tDQ8I3zO8rlcn733XfU0tKiRCKhiopKsY4wx44dY8uWLYsdN3/+fNrZ2XHdunUMCAigvr4+VVRUGBgYWOw8J0+epLm5OTU0NLhmzZpy3YOcnBxGRUUxvHHjCgeA/GrVmDdvniLtLl26cOHChWXOkzJcuXKF48ePp7m5OT08PLhhw4YSh54oq9c1e/V69xcpCP+o2oGPLGgHeU2Vl6KbeJcubKaqShUVFUqlUq5atYrOzs40MDDgyZMn2axZM7Zu3Zq3b98mWTDB8Jw5cyiVSlmnTh2am5uzWbNm3LhxY4ltW9nZ2Txy5AjHjh1LBwcHRUCVSCRUVVWls7MzR4wYwdOnT1do7se8vDzGxsZy0aJF7NWrF5s2bUorKytqamoqgqKenh5r1KhBZ2dn1q1bt8T1AbOzs7lt2zZ27tyZ+vr67N69O3fu3MnMzEw2btyY69atK3cey2rdunXs2rXrG/dJTk6mrq6u4suFtrZ2sVUA4uLi2KhRoxKPX7t2LS0sLBgXF8fbt2/T19eXANiwYUPu2bOnSCldJpNx0KBBVFVVpaura7EvPa9KS0vjoUOHikyoTVJpAWCzmhr9/f05ceJESqXSkoPNO5Sbm8vIyEi2b9+eRkZGHDhwIGNiYv7/S4KSxtmyQ4f3ep3Ch63qB75C/1R5sVevgv80/1R5FVYVubq6Kqo21dXV2bRpU8VDLT8/n6GhoZRKpYrSH0m+ePGCy5Yto4ODA11cXOju7k6pVMpJkyYpgmRJnjx5wi1btrB37940MTFhtWr/x951hkV1dd0ztIGhDNNgAOm9CQhILypNKRYEFRSMBgtWFBWx19gCNiCigjWoKHY0VprdiL0FGwZRgwYVpM3M+n4Q7ivSS/J+r2E9zzzK3HPPvefOzFln77P32lKQkpICjUaDhIQEjIyMMGXKFFy6dKnTkuaFQiGuX7+OtWvXIjw8HDo6OmAwGBQp0mg0yMjIQF5eHhISElBTU8OoUaNw69atev3cuHEDSkpKePPmTafcV0sIDAxEampqi+1KSkqgqakJCQkJSElJ4ciRI/WO37lzB6ampk2ef+jQIfB4PJw5cwZArXtVWloaWlpa0NXVbeDazsrKoqq+h4aGNllc+OzZs6DRaGAwGAgNDcXZs2drFzedRABV3t7Yt28ftLS0wGQyoaGhgYiICKSnp//XxdR///13LFu2DLq6ujAzM0N8fDwqBg/usvi68D+P/x3iawHfffcdRXwsFgsXL15s0ObBgwewt7eHu7s7njx5Qr1fU1ODPXv2wMrKCnp6evD29gabzYafn18Di6ExFBQUICkpCb6+vpCRkYGcnBy1TyghIQFjY2NMnToVFy9e7DQi3LlzJ0JCQvDgwQPMnj0bqqqq4PP5sLa2Ro8ePdCtWzeqGj2NRqOqBLi7u8PS0hL29vbN52l1AqqqqsBkMltV3/DcuXPQ0tLC1atX4efn1+DefvvtN+jo6DTbR3Z2Nng8Hvbt24czZ85AW1sbysrKmDNnDkJCQqCoqIiIiAhqMVBcXAxnZ2fo6OhAUVERsbGx1P5fVVUVfvvtN6SmplIBS3UvNpvdqS6/27dvg8/no6ysDPfv30d8fDx8fHwgJycHe3t7LFiwoFO/O22FUCjE+fPnMXz4cMyj01EpJtaxMXft8XXhv4xvhvg2btxIubd0dHSaDGAQCARYs2YNuFwuNmzYUI/URCIRTp06BQ8PD6ipqSE4OBgWFhbQ0dHB6tWr8e7duxbvo6amBpcuXcLixYthZ2cHOp0OFovVKBFeuHChXbXNXr9+jfDwcLBYLKioqGDatGnIz89vdM9KKBTizp07SEhIwOjRo+Hk5AQ1NTUqipVGo0FWVhaamppwdXXF2LFjsXnzZjx69KhVgTzN4ezZs7C1tW2xXU1NDczMzHDgwIEm27x8+RKqqqot9nXz5k2oqqoiISEBNjY22LhxI7p164aEhAQUFxdj8eLFUFVVhYuLCzZt2oTz589Tkb3dunWDlJQU2Gw2pKSkqIVC3bOi0+nQ1NSsXVR1gtBCOSFYrawMXV1dhIWFNYiqraiowOnTpxEdHY3u3buDxWIhMDAQycnJeP78ecsfwN+A0sePUSMh0THi64rq7MJ/Gd8M8RUXF2P//v0QiUQYNWoUwsPDm23/8OFDODo6wtXVtVHL5/r16xgyZAg4HA7Cw8MxePBgKCoqYuTIkc3mhH2Njx8/4ujRo5g8eTL09PTAYDDA4/EgLS1NBc2YmJggKioKeXl5DfeS/kJ5eTl2796Nvn37gslkws3NDQ4ODu3eU8zMzISOjg6uX7+OTZs2ISIiAs7OztDQ0ACDwaCsGwaDAQ0NDTg7OyMiIgKbNm3CvXv3WkWK06ZNo1ILmsPGjRvRq1evZoNN/vjjj1pLqxV48uQJdHV1ERgYCDMzMyQnJ4PNZsPZ2Rn+/v4wNTWFlJQUJCQkICkpCVNTU/j4+EBeXh6hoaGwt7eHkZERjh07BpFIBC6XCykpKcybN+8/C5U3bzpMfCJpaWRs2gQ5OTl4eXlBQUEB3bt3x5QpU3Dw4MEGrs5Xr15h27ZtCAkJAY/Hg6GhISZPnoxjx479s3uDf0MaRxe68E/imyG+L1FWVgZDQ8NGC7V+CYFAgLi4OHA4HKxbt67RybygoADjx4+HoqIiwsLCEB0dDU1NTfTs2RPbtm1rc6L3y5cvkZqaipCQEHA4HHC5XCqARVJSkrIIp02bhqysLBw7dgxhYWFgMpnw8fHBrl27UFZWhqNHj6Jfv35tuvbXGDp0KGbNmtXoMaFQiEePHmHz5s0YN24cXF1doampCVlZWcoCYjAYUFdXh5OTE0aPHo2EhATcuXOHeo6GhoYtLhJKSkrA4/Fw+/btZtuVlZWBwWDUe08gEODFixc4f/48UlJSMHfuXISEhMDBwQE8Ho+KEO3ZsyfCw8PB4/EQHByM/Px8Sqbs1q1bGDNmDBQVFeHn5wdtbW1899132L9/P4yMjNCnTx8sWrQI+fn5De7plb09BO0lPhoNf/bujX79+mHJkiUQiUSorq7G5cuX8cMPP8DLywvy8vKwsrJCVFQUjhw5Uk9Cr27Pd/ny5XBzc4OcnBx69+6NlStXNmn9dxo6kGcraiJxvwtd+CfxTRIfUBvEweVyW7WP9fjxYzg5OcHFxaXJvLY3b95g7ty54HK5CAwMRFxcHHx8fMDlcjFjxox6e4athVAoxM2bN7Fq1Sp4eHiAwWBAU1MTfD4f4uLilNWlrKyMsWPHIjs7m1JfOXnyJDw9Pdt8zS/x+vVr8Hi8BgEwrUFBQQFSUlIQGRkJd3d3aGtrQ05Orp5bUExMDA4ODvjuu++wYcMG5OfnN1hcTJgwARMmTGjyOu/fv8f169exZ88e0Gg0jBkzBl5eXtDT04OUlBTU1NTg7OyMsLAwLFy4ENu3b0dubi6Kiorw/v17GBgYgM/no6qqCq9fv4a5uTmio6MbEMP79+8RFxcHbW1tsFgsaGho4Pbt20hMTISysjJGjhxJpZSUlJQgNDQUA9TUIKDT20d8DAbs/vqMJSQkIC4uDiaTicOHD1P3VFVVhQsXLmDp0qXo06cP5OTkYGNjg+joaBw/fryeO//jx484cuQIJkyYAD09PSgrK2PEiBHYuXNnq/ZY24x25NlWiIsj3tCwUW3ULnThn8Q3S3wAsHbtWtja2jbpPvwSAoEAa9euBYfDQXx8fJMuxE+fPiE+Ph7q6uro1asXUlJSMG3aNHA4HPTr1w/Hjx9vl/vx5cuXWLp0KbS0tKgkaRkZGRgbG0NbWxt0Oh10Op2yCOv2HzsqLbZ582b07NmzQ2kYX+Pp06cICQmBsbExevfuDR0dnXqkKC0tDTU1NXTv3h10Oh1RUVHYsGEDNm7ciOjoaAQGBsLKygqKioqQl5eHhYUFBg4cCBqNhrVr1yIzMxMPHz5s1dhLS0shLS0NOzs7fPr0Ce/evYONjQ0iIyMbtfCFQiEyMzNhYmICGo2GwMBA3Lp1C7NnzwabzUZgYCCUlZURFRVV615sBwFUSUigIi4OdnZ29RY4MjIyzVa9qKysRE5ODhYtWgR3d3fIysrCzs4Os2bNwsmTJ+tVYnjy5AmSkpIwYMAAMJlMWFpaYtasWTh37lyrfg+tQivzbAWEoFJcHA+mTMHYsWNhaWnZJrGGLnShs/FNE59IJIKvry9mzpzZ6nN+++03uLi4wMnJqYGKxZeorq7Gjh07YGZmBgsLC6SkpGDz5s2wtraGtrY2Vq1a1aJm54cPH5CSkoJevXqBzWYjIiIC2dnZ1IT89u1bpKWlYdSoUejWrRuUlZVhbW0NPT09Ko+wjgijo6Nx9uzZNms8CoVCuLi4YMOGDW06ryV4enriwIEDEIlEKC4uxoULF7Bz505MmzYNLi4uUFVVrRdgUzf5S0hIgMViwdTUFEFBQfjxxx9x9epV1NTUQE5Orl3WwqpVq6CtrQ1bW1v88ccfKC0thbOzM0aOHNks4e/du5eSO/P09ISNjQ3k5eXB4XCQnJz8nyjLNlRnEMnIYJudHfh8PphMJry8vCiLT1FRERkZGa12U1ZUVOD8+fOYP38+XF1dKa3N2NhYnD59mlKAqa6uRm5uLubOnYuePXtCXl4evr6+WL9+PR49etQxt2gzebYVNBoqxcRQ6euL3VFRMDU1pYQZ1NXVm/19daELfye+aeIDaslDTU0Nv/zyS6vPEQqFWL9+PTgcDn788cdmJ0eRSITjx4/D1dUVWlpaWL9+PbKzsxEWFgZFRUWEh4fjypUrVPvq6mocPXoUwcHBUFBQQP/+/bF///4WrReRSISHDx9iw4YNCAgIoHL4nJ2dYWhoCCkpKTD+Kr5rbGyM6dOn15v8msP9+/fB4XDw8uXLVj+jL1H29CleRUWh0M0NT0xMcFlPDzNpNNjr6kJGRgY8Hg92dnYYNmwYYmNjsWXLFixcuBCGhob1xv3y5Uv8/PPPmDp1Kjw9PaGvr08psXzp9rWxsUFoaCjWrFnTqjD/jx8/gsvlYty4cTAyMsKLFy9QVlYGDw8PBAcHNxtZ++rVKxgYGEBcXBxcLhf6+vqIjo6Gk5MTTE1NkZmZWUscrRRacJCURJ8+feDg4AAul4t+/fpBRkYGGhoaOHXqFExMTODl5YWHDx+2+XMoLy/HmTNnMGfOHEqpx9nZGfPmzcO5c+eoRVFJSQn27NmDUaNGQU1NDZqamhgzZgwOHDiAP//8s83XBdAgz7Z66FAsYDBgwGJRBCcSiXD58mVERESAwWCATqdj1apV7Yps7kIXOoJvnvgA4MyZM1BVVW1z0nZBQQEVPdmaiejSpUsYOHAgeDweFi5ciIcPH1KSWnWBEjweD46OjkhKSupQFYcrV65AV1cX8+fPh4ODA2RlZdGzZ094enrCyMgIUlJSkJWVrUeEp06dajL6b8GCBRgwYECjx2pqavDs2TOcO3cOW7ZsQWxsLIYNG4aRpqY4JiWFir9W919O9p9pNAilpFDj79+g+Ornz5+hpaXVKv3OOrx69QocDgfff/89vL29YWBgACaTSZEinU6n8hiHDRuGlStXIjc3l3LrzZs3D2PGjKHc1Pfu3UNFRQX8/Pzg7+/f6MKjsLAQffv2Rffu3TFixAhoaWlhy5YtCA4OhqKiIvr27QstLS14eHjg5s2btSe1ILSgrKxMkXh0dDRiYmKgoKCAWbNmQSAQoLq6GvHx8eByuZg5c2abdEW/RllZGX755RfExMTA3t4esrKycHNzw8KFC6n94jp5vri4OHh7e0NOTg6Ojo5YuHAhLl261CEX+MqVKykxh6/x6dMnTJ48mbLwZ86c2S6y70IX2oN/BfEBtYVbfXx82pybJhQKsXHjRnA4HKxevbpVE8HDhw/x/fffg8lkws7ODlpaWlBVVYW+vj5YLBaio6M7nDx+584dmJiYUH+Xlpbi4MGDiIyMhL6+Png8Hjw8PODv7w8TExNISkpCTk4OkpKSVNRo3b5QXUVvTU1NTJ8+HT/88APGjBkDDw8PqrK3uro63NzcMHLkSCxevBiXR46EgE6vLQ3UUvj6VwVIlyxZgsDAwDaPWV9fv1H32Js3b5Ceno4ZM2agb9++MDQ0hKKiIrV/JiUlBS6XC3FxcQQEBCA4OBgsFgtZWVmorq5GUFAQPD09qUWBSCTCpk2bwOVysWTJEsoiSU9PB5fLxebNm/H7779j/vz54PP5MDAwgIKCAsLDw1FUVNTsGDw9Peu5dS0sLHDv3j04OzvDzs6uXnJ9eHg41NTU8PPPP3dKlObHjx+RmZmJmTNnwtbWlooEXbJkCZVKU1eiafr06TAzMwObzUZQUBA2b97cpLpNUygrKwOPxwOTyWxywXXp0iVwOBz07dsXysrKcHZ2Rmpq6n9duq0L3zb+NcRXXV0Ne3t7JC1aVJt8HBpauyIPDa39u4WE2idPnsDd3R329vZ48OBBk+1KSkqQmJgIR0dHsNls9OjRAwoKCggJCcHNmzdRUFCAGTNmgMvlwsfHB0ePHm3Xqvrhw4fQ19dv8vjz58+xefNmBAcHg8PhUHsrzs7OUFFRoZLp6zRA6yIkpaWlMXnyZERFRcHBwQE3btxoWMevnZUzkJiIly9fgs1mNysJ1xTMzc3/Y1m1EiUlJcjIyMCsWbOgpaUFNpsNRUVFylKUkJAAj8cDi8UCh8PBhAkTYGlpCWtra9y5c6dBfw8ePICxsTFGjRqFz58/o6qqCj///DPs7e0hLy8PGRkZTJ8+vV6gyZcYPnw4RXxcLpdSGBIKhUhOTgaPx8OsWbMoF3VeXh4sLS3h6uraYspHW1FaWoqjR49i+vTp6NGjB+Tk5ODp6Ynly5fj4sWLqK6uRlFREVJTUzF06FBwOBzKgsvMzGyVG33t2rXg8/nYuHEj9u/f36hb+sGDB9DU1MTixYuRkZEBPz8/sFgsRERE4PLly/+YoHoX/j341xAfrl5FmZcXKkhtPbdG92AGDmzglvsSQqEQiYmJ4HK5WLlyJUVYFRUVSE9PR//+/aGgoIAhQ4bg6NGjlKVQWlqKlStXQkVFBd7e3jh37hzKy8uRmpoKW1tbaGlpYcWKFW2qh/f06VNoaWnVu7eioiLk5uZi+/btWLhwIcLCwuDi4gI1NTVISUmBw+GAxWJBQkICGhoacHNzg4+PDwwMDCApKQkmkwkajQZFRUWYmZlRtQnr7f11IIcLDAbmeHtj7ty5bfzwamFra4vLly+361ygdjHAZrOpfayTJ0+CyWQiICCA2mv7MthGUlISPB4PFhYWCAwMxKJFi3D69Gm8efMGQ4YMgZWVVT0Cv3HjBoKDgyElJQUZGRnExsY2WNRYW1uDEEK5Sb8myOLiYgwdOhQ6OjrUvrRAIEBiYiJ4PB4mT57c/n24FvD+/XscOnQIU6dOhYWFBRQUFODj44OVK1fiypUrqKqqwrVr17B06VK4urpCTk4Offr0wapVq3Dr1q1GCerjx4+QlZWlFhqNLSYAoKioCN27d8eECRMgEAhQVFSE5cuXQ1dXF6ampoiPj//b6kV24d+HfwfxtSHq7mu3XGN4+vQpevfuDWNjYwQGBoLFYqF3795ISUlpNuqwsrISW7ZsgaGhIWxtbZGeng6BQICrV69i5MiRYDKZGDFiRJOr3A8fPuDmzZvIyMjAvHnzwGAw0K9fPxgZGUFaWhrKyspwcHBAaGgo5s6di5SUFGRlZeHFixf1JuDy8nKcOHEC06ZNg7m5OZW8PWHCBISEhNQLsa+zCENCQnDkyBFU+fq2W7VDRKPhuLR0u91Yrq6uyMrKate5dRgxYgSWLVtG/X337l3w+Xxoa2vDxcUFo0aNQvfu3fH48WMcO3YMc+fORUBAAExNTcFms+uVp6rbQ3VwcMCCBQtw4sQJfPr0CSUlJZg8eTLodDpkZGQQHR2NiooK3Lt3r56VFxYW1mQOY2ZmJrS0tBASEkLtTf/xxx8YM2YM+Hw+UlJSOiwp1xLqrOVJkybBzMwMTCYTvr6+WL16Na5fv04RZWRkJHR1dcHn8xEWFobdu3fjzZs3uHfvHvh8PlUUmsFgNJszWlpaCnd3dwQGBlJ7riKRCFlZWRgxYgSYTCaCgoJw8uTJTk2/6cK/D98+8XXALdcY7t+/j9mzZ0NdXR2qqqqQlZXFrFmz2iQgLBQKcfDgQdjb20NfXx+bNm1CRUUFiouLERMTAxUVFWhoaKBfv34YPHgwbG1tweFwwGAwYGZmhoCAAEREREBWVhZHjx7F3bt3O7QnUlxcjJ07dyIsLAwqKirgcDj1iK/OChro5NTh6tsCScl26zR6eXnh5MmT7R4nUEt0ysrK+Pz5M2pqavDDDz+AxWJBSUkJsbGxEAqFWLBgAQwNDRvUQKxD3V7Z/Pnz4eLiAgkJCcjIyFALBgkJCXA4HJiYmMDAwAASEhKQkJCAlpYWYmJiqH7ev38PNTU1nD17ttHrlJWVYcaMGeDxeNiyZQu1GLp+/Trs7OxgZ2fXJvm8juLt27dIT09HZGQkjI2NoaioiICAAMTFxSE/Px+PHz9GYmIi5fno3r07JfdWt1i4ceNGs9eorKxEcHAwXF1dG1i2paWlSEpKgrW1NdTV1TF//nw8e/bsbxxxF75VfNvE10G3XJ20UnFxMeLj49GjRw+oqqoiOjoaN2/ehEgkwvPnz+Hh4QFbW1vcvXu32dsRiUR4+/Ytrly5grS0NCxduhS+vr7gcDgQFxeHuLg4lRjv5eUFAwMDyMnJYejQoQ2swPfv34PJZHb6IxOJRNi5cydoNBrodDokJSWhr6+PyZMno2DMGIg6qk/ZAWX+gIAAHDx4sMNjDAgIQGxsLKytreHp6Ylnz57h7du3sLGxQUREBAQCAVauXAkdHZ1W7UUWFxfD1dUVPj4+eP78OX755RcsWrQIgwYNoib/L1MyJCUloampCT8/PwQHB4PH4zUbOJKfnw9bW1u4urpS+8tCoRCpqang8/kYM2bMf8UNWFxcjD179mDs2LEwMDAAm83GwIEDsW7dOvz666/IyspCTExMvUjWyMhIPH78uNl9O6FQiMmTJ8PMzKzJFJubN29i0qRJ4HA48PDwQFpaWofFHLrw78G3TXwdENMV0Wh4YWMDHx8fKh/v9OnTjbpYRCIRkpOTweVysXDhQty+fRvHjh3D+vXrERUVhf79+6N79+6Qk5MDm82GjY0NgoKCMGvWLGzatAmnTp3C8ePHMXz4cLDZbEyfPp36wT99+hQzZ84Ej8eDt7c3Dh8+DIFAgE+fPjXQruxMPHnyBBwOB/fu3cP58+cRGxuLTA6nQ6RHvdpZiy04OBhpaWkdGldVVRVGjRoFMTExJCcn15uAP378CA8PDwwaNAgVFRXYuHFjqxOtq6urMX36dGhpaeH69esNjg8bNgwxMTEYOHAgJCUlISUlBTqdXk/RRlxcHCwWC8bGxvD19UVMTAwOHjyId+/eQSAQULmlCxYsoCb5P//8E1OmTAGPx0NiYuJ/1QVYVFSE3bt34/vvv4euri4l77dx40asXr0ahBDo6+vDXFkZyxUVcVlPD6+srVEVHNwgwEwkEmHlypXQ0NDAvXv3mrxmRUUF0tLS4OHhAQ6Hg0mTJrU5AKoL/z58u8TXCer5VWJiOPDTT/XciEKhEC9fvkR2djZSU1Mxf/58DB8+HE5OTlBSUoKYmBjodDqcnJwQGRmJ1atX48CBA8jPz68nMtwUXrx4galTp4LFYmHkyJHUj76iogLbt2+HnZ0dNDQ0sHjxYkhISPxtjw+oVTzx9PT8f1N9Ozw8vFVFbZvC1atXYWZmBn9/f9jZ2WH37t0N2tS52tzd3SllHVVV1VZHVH6Z8lCH+/fvg8fjUTl5z549oyp/WFtbUwVxZ8yYgeXLlyM4OBhWVlZQUlKq5yZUVFSErq4ulJWVwWKxsGjRIsrSu3XrFlxdXWFpaYkLFy60+xl1JgoLC7Fjxw5899130NbWRh8FBRwSE0ONhARqpKTqfScqaDRUS0jgnZsbBJcuUX3s2LEDSkpKyMvLa/F6z549w/z586Gurg5ra2skJib+bYFAXfjfxrdLfJ1QL61GSgrnfX0xfvx4KvqRTqdDVVUVTk5OGDFiBObPn49t27YhJycHL1++hEAgwObNmxvkgLUV7969w5IlS6CkpAR/f/96P/zr169j5MiRIIQgNDQUFy9e/FtCvqurq2FhYfGfKhedVHz1MJOJyMhI7N27t00CymPHjkVSUlKbx/H582fMmDEDysrKVE5cZmYmzM3NG31uAoEAkZGRsLKywuvXr5GWlgZlZeVW76d9nfIwbNgwLF++vEG7y5cvw8nJCUZGRnB3d4eYmBh69epFWfV1qKqqQm5uLlasWIGhQ4dSZPll8BGTyYSBgQHlWfg70h86hMRECKWlW6xmISC1dQqTe/TA1q1b8fLlS5w8eRI8Hg+HDh1q1aUEAgFOnjyJoKAgKmAsKyurKy2iCxS+XeLrpEn6qpERNmzYgOPHj+P+/fut1sIsLCyEt7c3rKys2lX9oA6fP39GYmIidHR04OjoiMOHD1PRfGJiYli5ciV0dXVhZWWFzZs3tyq3qi24evUqlJWVa1VmOmExIZKRQeGkSVizZg38/PygqKgIIyMjjBs3Dmlpac2KNE/2c9g1AAAgAElEQVSZMgXx8fFtuv/c3FwYGBggODi4nnKPSCSChYUFjh071uh5IpEICxcuhJ6eHp48eYJDhw6Bx+O1yvIAapVJhgwZAhMTE7DZ7CYVWEQiEQ4cOAA9PT1069YN1tbWsLOzg6amJlauXNmsus+HDx8QGRkJFouFoUOHIiQkBDY2NlBWVqYCbWg0GhQUFKCvrw8vLy9ERUUhLS2txUT7TkU7AsyqJSWx2dqaChIaNmwYWCwW1q9f36ZLv337FnFxcTA1NYWenh6WL1/+z469C/8vQQMA8i3C35+QY8c63M1xMTESIidHpKSkiKSkZL1/G3vvy2MSEhLkxYsX5Pr168TCwoI4ODgQaWnpdvVFo9HIhQsXyI4dO0h1dTWJiIgg8+fPJw8fPiTy8vIkNzeXbNmyhVy6dImEh4eT8ePHEwMDg054kIRMmTKFfPr0iaSsWEGIpiYhlZXt7qtaTIzsW7OGuAwaRDQ1NYlQKCS3bt0i2dnZJCsri+Tk5BAlJSXi7u5O3NzciJubG1FTUyOEEBITE0OYTCaZPXt2i9cpKysjsbGx5MCBA2Tjxo1k4MCBDdrs2bOHJCQkkNzc3Cb7SUxMJMuXLyeZmZnk9evXJDQ0lOzZs4f06dOnxXsAQGxsbMijR49Ieno66du3b9PPpbqaxMfHk9jYWOLp6UmmTp1K9uzZQw4fPkwGDhxIJk6cSHr06NHouVevXiVjxowhSkpKJCkpiejq6hJCCLl37x4ZNWoUefHiBTE3NycfPnwgv//+O3n//j2pqqoiYmJiRE5OjigpKREtLS1iampKbG1tiZubG+nWrVuL4/sSHz9+JAwGg0hISNQ/cO0aIe7uhHz+3Kb+CCHkM41GVvbtS4iNDSkvLyfZ2dnk119/Jdra2mTcuHHEx8eHmJmZERqN1mJfAMjVq1fJ1q1byf79+4mTkxMZPXo08fX1JZKSkm2+ty78b+PbJb7hwwnZvbvD3dQMG0bKExNJTU0Nqa6upv798v8tHXvz5g3ZtWsX+fDhAxk0aBDhcrnt7quqqop8+PCBlJSUkMrKSiIrK0skJCSIQCCg2oiJiRGRSEQkJCQIg8EgcnJyrSbYxt4DQLZv30769+9PYq9fJwYPHxKxdnxtRISQYxISZIGZGSksLCSKioqkT58+xNPTk3h6ehJFRUUiFArJnTt3SFZWFsnOziY5OTmEw+EQNzc38u7dO6KpqUni4+Obvc6ZM2dIREQEcXNzI3FxcYTNZjfaTiAQEENDQ7J9+3bi7OzcZH/79u0jEydOJAcOHCAAyODBg0lqairx9fVt9j4ePnxIXF1dya5du8ioUaPI999/T+bPn0/ExMSaPOfw4cNk+PDhREpKikydOpWEhYWRtLQ0kpSURNTU1MjEiRPJ4MGDiZSUVL3zampqyNq1a8nKlStJdHQ0mT59OpGUlCQAyOHDh0lUVBTp2bMnWbNmDVFXVycCgYDcvHmT5OXlkfz8fPLo0SPy8uVL8v79e1JZWUloNBqRk5MjPB6PaGlpERMTE4oUNTU1G9x37969SXFxMcnIyCDGxsb/OTBoECGHDtXacW0EaDTy1MKCxBoYkKysLCIrK0usra1JdnY2YTKZRCgUksrKSuLl5UW8vb2Jh4cH4fF4LfZbXl5O0tPTydatW8lvv/1GwsLCyOjRo4mhoWGb77EL/5v4dolv1SpCFizokHUCGRlCW7SIkBkzCCGEVFZWEqFQSGRlZdve11/kMXPmTDJhwgQye/bsBpNXW6GoqEh69+5NcnJyyJgxY8jkyZOJsrIyEQgE5OPHj2T//v1k8+bNpLi4mAwbNowMHDiQMJnMVhHs18du375NMjMzyUJfXzI2LY1ICQRtvt/PhBBXQsivhBAajUbExcWJSCQiqHW5ExqNRiQkJAidTicyMjIU+QIgVVVVpLS0lFRVVRE6nU5YLBbhcrlEWVmZKCgoUO3y8/PJq1evSO/evYmBgUGL5J6Tk0Nu3bpF5s+f3+xi4OrVq2Tq1KkkPj6eqKqqkpCQELJ+/XoyZMiQJi2O4cOHExMTExIbG0tev35NhgwZQhgMBtm9e3eTZEwIIRMnTiSvXr0iUlJSJC8vjyxdupQMGzaMnDhxgmzcuJHcvXuXjBkzhowdO5ayhuvw7NkzEhkZSYqKikhycjKxt7evffafP5NVq1aRjRs3kunTp5Np06YROp3e6PVFIhG5ffs2yc3NJTdu3CCPHj0ihYWF5P3796SiooLQaDQiKytLeDwe0dTUJMbGxiQlJYVUVVURBoNBFi9eTKKioohYSUmHPQREWpqQwkICLpfcv3+fnD9/npw5c4ZkZmYSKSkp4uPjQ+Tl5cmrV6/I5cuXib6+PvH29ibe3t7E3t6+xd/Yo0ePSEpKCtmxYwfR1dUlo0ePJsHBwe36jXfhfwffLvG9fdvhH10lIcRYVpZ8pNNJeXk5qaqqIlZWVuTGjRvt7rOoqIiMHTuW/P7772Tbtm3E0tKy3X2pqKiQX3/9lVRWVpK4uDjy888/k6CgIBIdHU309fWpdjdu3CCJiYnkwIEDpF+/fiQyMpI4Ojq2ykX0JQIDA4mpqSlZrKJCSHR0m9xX5YSQ22FhpPe+faTyi89ERkaGXLx4kRgYGJDs7Gxy6tQpcubMGfLixQtib29PHB0diZ2dHVFTUyM7duwghYWFxNfXl1y/fp3k5+eT27dvExkZGcLj8cjz58+JqakpCQ4OJuLi4q0i98rKSnLkyBFiZ2dHZGRkmm1fXl5O3r17R+h0OgFAjUNSUrIBUdJoNFJcXEwMDQ0JnU6nXN+FhYWkpKSE2NjYECUlpUbJFgDZsWMH6du3L1FQUCAnT54kAoGABAYGEnNzc1JSUkLOnz9PLl68SCwsLEhAQACxtrYmdDqdupezZ8+S1atXE29vbxIbG0u4XC6RlJQkRUVFJCYmhjx48IBs2LChWfdrYxCJROTu3bskLy+P3Lhxgzx48IA8e/aMFBcX12vHYDDIQUdH0js7m0jU1LTpGvUgI0PIF4vPOlRWVpLAwEBy//59YmJiQi5dukR4PB4xMjIiYmJi5OnTp+T58+fE3d2deHt7Ey8vL6Knp9fkZWpqakhmZibZunUrycvLI4MHDyajR48mPXv2bPPvpAv///HtEh8hHXazHKbRyECRqN77zs7Oze4JtapvgOzcuZNER0eT8ePHkzlz5rTL+tPQ0CC5ubmU6+mPP/4gGzZsIElJScTNzY3MmjWL2NraUu3//PNPsm3bNpKYmEhkZWVJZGQkCQ0NbfXqtqioiFhaWpLs7Gxikp1NSHQ0EX3+TJp23BFCaDQCGRkyubqabBQICIfDIR8+fCACgYDQaDQyduxYcvDgQeLt7U2WLl1K1NXVCSGEvH37lpw9e5acPn2anD59mtBoNKKurk6kpaXJ3r17CZfLJYQQUlJSQkaOHEmuXLlCTE1NyYMHD4iMjAy1R+ju7k60tLSanbxWrFhB7t27R3bu3NniM3j06BHx9vYmkZGRxN/fn3h6epLZs2eT8PDwekQ5adIkoqWlRUaPHt2ARM+fP08SEhLIsGHDiIuLS6OE/PjxY7J3714yevRoIi4uTh48eEDy8vIIk8kkVlZWhMFgkPLycvLs2TPy7NkzQqPRCJ/PJ0wmk4hEIlJdXU2qqqrImzdvyOfPn4mcnBwhhFD9C4VCQggh4uLiRE5OjiLn9rjE379/TzIyMuo9J1VVVXKczSaWd++2+ExbxIgRhOzY0eBtkUhEYmJiyNGjR8nx48fJhw8fSFZWFjl//jzJzc0lSkpKRFNTk1RXV5OHDx8SWVlZyi3au3dvoqCg0OjlXr16RXbs2EG2bt1K6HQ6GT16NBkxYgT1nevCN4B/MJDmn0cHlFsqxcVxb/t2Spux7kWj0WBpaYn9+/d3+PaKiorg5+cHc3Nz/Prrr20+X1dXF48fP27w/qdPn7B27VpoaGjA3d0dJ06cqBfKLRQK8csvvyAgIABsNhtTpkxpdS20hIQEODk5QSgU4s/Tp3FYUhIiOr1B8VWRtDRVfBXXriE5ObnecySEwMrKClwuF0lJSZg9ezbYbDZiYmIa5DuKRCI8ePAAoaGh6NatGxQUFNCjRw/0798fbDYbkyZNqldS6P79+0hKSsKQIUPA5/Ohrq6OESNGYMuWLSgoKGgQ1l5aWtqmihG///47TE1NER0djcePH0NLSwtxcXHU8YcPH4LL5Tar2/p1ykNjmDJlCkJCQqi/KysrERcXBx6Ph7Fjx1KpICKRCKdPn6aex9SpU+t9L3JycmBsbAx/f3+8ePECQO134MOHD1iwYAFYLBamTZuGR48eoaCgAA8ePMCtW7dw7do1XLx4EVlZWTh9+jSOHz+OgwcPYt++fdi1axdSU1OxadMmTJ8+vV4SvqSkZG1tx07M+xQIBMjLy8PkyZOhoqKC+fPnU+OLj49Ht27d6qVvCAQCXL9+HatXr0a/fv0gLy8PfX19ODk5oXv37pCVlYWLiwuWLFmCq1evNilMUVdUmslkYvDgwThx4kSXTug3gG+b+IB2hVKLGAwsUFLCrl27sGvXLiqJWEJCAqqqqtDV1YW4uDgYDAaGDBnSIb3AOokwHo+HuXPnNiwB1AyMjIyaVbWorq7Gzp07YW5uju7du2PXrl0NNEWfP3+O2bNnQ0lJCR4eHsjIyGhWd1QoFMLe3h6bNm3CmjVrMHz4cKr4qmj4cOQqKuI3B4d6xVcB4PXr15RYMSEE8vLy+PjxI27evAlzc3MMGDAA+fn5GDlyJJSUlLB+/XqqiGwd9u7di6CgIBQWFsLNzQ1cLhempqaQk5ODl5cXVq9eTUnJffl8Hz58iJ9++gnDhg2DiooK1NTUEBoaiuTkZEo+a9asWU0KRjeGd+/ewcHBAeHh4Xjy5An09fWxZMkSiEQiDB8+HEuXLm2xj0+fPiE4OBg9evRolHTLy8uhr6+PAwcONLh2VFQUOBwOli5dWi+F5dmzZ5g1axZV9urYsWMQCoWorKzE4sWLweFwEBcXV+8zLiwsxJAhQ6CpqYmMjIw257sVFBRQaROLFi36T9J4J6UUXdDVhaSkJOh0OlVO6+u0lrS0NPB4vCZFzGtqanDlyhWsWLGCKriro6MDKysrqKurg81mY8iQIUhJSWlUo7VOJ9TGxgbq6uqYN29eu0prdeH/B7594gPaVZ0hPz8fXC4XBQUFmDhxIggh2LVrF/Ly8tC/f3/weDz06dMHqqqqIIRQeVdtEav+Eq9evUJAQADMzMxanSjd2vp0dQnbbm5u0NTUxPr16xuIWldWVmLXrl1wcHBAt27dsGTJkiaTy2/fvg0ejwctLS2q0gBQq7Jha2vbZNUAY2NjiIuLQ0xMDNLS0tQEWVlZiVmzZoHP5+PgwYO4desWvL29oaenh/T0dGoiPnToECwtLSlB6S9luzIyMjB+/Hjo6elBSUkJISEhSE1NbTCJiUQiPH78GMnJyQgJCYGamhpUVVUxYMAAMBgMXLhwodUTf3l5Ofr16wc/Pz88u3IFa5SVcUlPDyclJRuV4WoMIpEI8fHxUFJSQmZmZoPjFy5cAJ/Px9tG+ikoKMDgwYOhrq6O7du313vunz9/RmpqKnr06AEdHR2sWbMG79+/x6NHj9CrVy/06NGjgZfh3LlzMDExgZeXV5uqoQsEAtja2mLQoEFYunQp9u7di7y8PAiWL+9w3idkZHAnLAzy8vKU3imNRoO8vDycnZ0RERGB+Ph4/PLLL9izZw94PB727dvX4j1XV1fj4sWLWLZsGTw8PMBgMKChoQEDAwPIy8tTxZp/+eWXBhb5rVu3MHnyZHC5XPTp06dLJ/R/EP8O4gNqBacHDar9IX7llqPq8f3llqvDunXrYGtri/Ly8gZVAe7fv49Ro0aBxWIhLCwMPj4+kJaWhri4ONzd3Vud6PwlRCIRdu/eTU3sLVl/1tbWuNpM/cDGcPnyZQwaNAg8Hg8LFixoVNz4xo0b+P7776GoqIihQ4ciNze3ARkMGTIETCaTev/jx49QVVWtR4RfY9OmTYiIiMDvv/8OSUlJyMrK1qtHl5eXB11dXYSHh6O0tBSnTp2ChYUFHBwckJGRgZ49e0JOTq5Ft/CzZ8+QnJyMoKAgsNlsGBsbY8qUKTh27FiD+ncikQgFBQXYsmULVUmdz+djyJAhSEpKwv3795slwpqLF3FNXR2VNFq76zwCtYn2ampqWLBgQYOFQ3R0NIKDg5s898KFC7C3t4eVlRXOnTvXYHyXLl1CaGgoFBUVERERgfz8fKSmpkJJSQlRUVH1nkl1dTXi4+PB5XIxc+bMJhPvv4a+vj4IqVWRqUue/2nx4o4Tn7Q08PYtSktLqcUJnU7HzZs3cf78eSQkJGDixIno3bs3+Hw+GAwGJCUlYWdnh1WrVuHYsWN4+vRpiyWcKisrkZubi8WLF8Pd3R3S0tJQU1ODmpoaZGRk0KdPH/z444+4c+cO9X2oqKjAnj174Onp2bk6oW/etKtYdhdaj38P8dXhL7ccRoyo/VKNGNHALVcHkUgEX19fzJw5s8nuioqKMHPmTLDZbISEhOCHH36Aubk5aDQa2Gw2Jk6ciPfv37fpFouLizFgwACYmJg0S2z29vbt1mV8+PAhIiIiwGKxMHHixEbdtX/++SfWrl1LSWH99NNP1CTp7+8PHo9HKZ/Mnj271u3ZSjx58oQSZf6S4D99+oRx48ZBU1MT586dQ01NDUaOHAkxMTFoaWnBysqqTeMUCAS4du0ali9fDnd3d0rOa8mSJbh8+XK9/ZqCggJwOBzcunULKSkpCAsLg4aGBpSUlBAUFISEhATcu3fvP0T4lydB1El1Hl+9egUXFxf4+Pjg3bt31PufP3+GkZER9u7d2+S5IpEIe/fuhba2Nvz8/HD//v0GbV6/fo0lS5ZATU0Nzs7OSE5ORmhoKDQ0NHD06NF6bYuLixEeHg41NTVK5q0xlJWVYc+ePTAxMaHc2FJSUoiOjq59/gEBELaX9Gi02sXoF2NMTU2FpaVlk/fz7t07pKenQ1lZGba2tvDy8oK6ujoYDAZ69OiB4cOHY9myZTh48CAePXrUpIemoqICWVlZWLBgARwdHUGn06GkpAQmkwkOh4Phw4cjLS2NUtZ5/vw5FixYAA0NjSZ1QmtqavDbb7818QmidnE0cGAt2X+9YGjDIqoLLePfR3xtxNu3b6GmpkZVw24KX1dZP3z4MCZPngwOhwMajQYzMzPs2rWr1cVDRSIR0tLSoKSkhJiYmEZdKS4uLh0uzPrq1SvMmjULbDYbw4YNQ35+foM2QqEQp0+fxoABAyjxbCaTiaNHj0JTUxO3bt0Ch8NpsxRUfn4+aDQa+Hx+A03TzMxMKCsrUzJe165dw/jx4yEhIYFJkya1uwxPWVkZMjMzERUVBTMzM7BYLAwaNAhJSUkoKCjA0KFDsXr16nrnPHv2DNu2bcPIkSOhra0NHo+HTVZWqJaUbNtE3gryq66uxrRp06ClpVXPsr18+TKUlZVb1DatrKzEmjVrwOVyMX78+HoybV9eY//+/XB3d4eKigrCwsKgqamJwYMHN5CMy8vLg6WlZT3tz/LycqSnpyMoKAgKCgrw9vbGqlWrQKfTwWAwMHv2bADAo0ePEGpggApx8fYR3xelwdqKP/74A3Z2dggPD0d1dTU+fPiAK1euIDU1FTNmzICvry+0tbUhLS0Nc3NzBAcHY+HChdi3bx/u3r3bYH/58+fPOHv2LObMmQNra2tISUmBxWKBTqfD0NAQM2fORE5ODioqKvDLL78gODgYioqKGD58OM6fPw+RSISEhARISko27g3q5GLZXWgeXcTXCpw9exYqKiqtElT+ssq6jY0N9u3bh5ycHPTq1QsSEhKQlpbGwIEDG43GbAyvX7/GoEGDYGxsjMuXL9c71qdPH5w+fbpdY/oaHz58wKpVq6CqqgovLy+cPXu20VX1ixcv4OTkBBkZGfTu3Rtubm7Q0dFpVIS5NcjOzgaNRoOWlhZlfQkEAqxduxZsNhsWFhYwNDTEtWvXcPv2bRgZGWHixIngcDj44YcfWq2d2hRevXqFHTt2YMSIEeDz+VBVVQWDwUBaWlqTlnrxkSMNqgt09mS+b98+cLlcbNmyhXqvrqxRa/YgS0pKMHXqVHA4HCxfvrzJ53Tnzh2MGzcOioqKMDExAZPJREJCQr0FmkAgwLp166CgoEC5gz08PJCcnFxvAWJnZ4eYmBgIhUKkpKSAy+UiISEBok4uBt1alJWVwdfXF3379m3g4q5DeXk5bty4gV27diE2NhYDBgygxOiNjIwwcOBAzJkzB7t370Z+fj71HMvKynDq1CnMnDkTJiYmkJSUhJycHFWZZd26dbh69SrWrl0LMzMzaGtr48vArjt37vznJv5Lz+ffjC7iayViY2Ph4+PTaotNKBTi0KFDcHBwgK6uLhITE/Hx40esWbMGWlpaIIRQQSRfry6/Rp0bS1lZGTNnzqSsPx8fHxw/frzDY/sSlZWV2Lp1az3i/rpSAJ/Px40bN/Dzzz/D0NAQhBB8//33zQpMN4cjR46AEAITExPcu3cPjo6OcHFxoerg1Vm+EydOhJ6eHoBaa2LQoEFQV1fHtm3bWv25NAeRSIQ7d+7AyMgIpqamkJeXR8+ePTFnzhxkZWX953PqQJ3Hr913zeH+/fswNjbG6NGjUVFRgcrKSpiamjZaTqkp/PbbbwgMDISGhgZ27tzZ5HOqc2trampCVlYWOjo6yMvLw5EjRxAaGgomkwlHR0c4OztDSUkJKSkpDfoSiUQoLS3F0KFDYWpqWr86xH/JoqmpqcGoUaNga2vbaIBQU6isrMTt27exZ88eLFiwAEFBQTA1NYW0tDR0dXXh7++PWbNmYdu2bbh69SqKi4tx4sQJTJgwATo6OpCQkICUlBTYbDYGDBgAb29vfJnKIysrW+v27KRi2V1oG7qIr5Worq6Gvb09fvzxxzafm5ubC39/fygrK2PJkiV49+4dnj9/jmHDhkFWVhbi4uJwcnLC2bNnm+3nzZs3GDx4MIyMjHDp0iX4+/u3ulRLW/E1cSclJeHz58/Yu3cv3NzcANQ+kzrlfC6XCyaTiSFDhiA7O7vNIfHbtm1DXR7Yhg0bGkyqRUVFcHNzg6SkZL39q7y8PDg4OMDCwgKnTp3q8LgBICsrC3p6eigvL8e5c+cwe/Zs2NjYQF5eHsP69EGNhET7Jqq/XqK/AjZag48fPyIoKAg9evTAs2fPcP36dSgpKbV5kZGbm4uePXvC2tq6Wfd4RUUFFi1aRJU9kpeXx5w5c1BcXEy1uX79Ouzs7GBnZ1cvAvnixYvQ0tLCuHHjGq8S0kyAWbWEBKrExRsEmHUGRCIR5s6dC319fTx58qRDfVVXV+PBgwc4cOAAli5dipCQEFhaWkJGRgYaGhrw8fHBtGnTsGHDBqxatQpDhw6Fmpoavs5hJaS2KO8/tYjqQn10EV8b8PTpU/B4vEYrbLcG9+7dw8iRI8FisTB16lQqmXj//v3o0aMHaDQamEwmxowZ0+zqdN++feDz+dDX1/9Prby/CSKRCDk5OfDz8wOfz4e2tjblflu3bh08PDwgFArRu3dvLFu2DOvWrYOhoSHMzMwoK7cl3Lp1C9bW1pT16O7u3ihxvnnzBrKysuByuYiPj6fIUSQSIT09Hbq6uvD29u5QGai6/hwcHBqExZeUlOBmaGjtBN0B4isnBFuNjbFmzRpcu3atxRQYkUiEuLg4KCkp4cSJE5g3bx78/f3bvLio2zfW0tJCQEAAlbJQXV2NkydPYtSoUWCz2XB0dMTatWtx+PBhGBoaQkxMDPb29jh58iT1zIVCIVJTU8Hn8xEREUHlgmZkZLR8I18FmN0wM0PegAHQVVCoF9TT2UhISICqqmq7xCJagkAgQEFBAY4cOYIVK1YgLCwMtra2kJOTg4qKCpWK8eVrWJ8+nRb12oW2oYv42og9e/ZAT0+v1WHejeHly5eYPn06WCwWhg8fTk3Unz59wowZM6CkpAQajQYjIyNs2bKlUffU27dvoa6uDhUVlX+s4vahQ4cgLS0NFouFcePGgcViUQn0jx8/BofDwfPnzyESiXDmzBkMGjQILBYLEyZMaDTRvqqqCgsWLACPx8OWLVuoGniEEAQEBDRo/+nTJ8pF5OjoCHd3dzx//rxef+vWrYOSkhK+++67RhORW4vDhw+jR48eDcmlk5Kyn7m4YPz48dS+mq+vL1atWoWrV682SYQ5OTlQVVXFvHnzYG5uju3bt7drbBUVFVixYgWYTCZVL9DOzg4//vgjCgsLG7Q/cOAA2Gw2WCwWdHR0sHbtWkpd5+7du1BTU4OkpCSWLVvWLlUTRUVF0Ol0BAYGYs2aNe0aU2tx4MAB8Hi8TvMOtAShUIgXL15AUlISYmJikJeXh5KSEmRkZDBfRgYV7bX26l4yMrWLiC60CV3E1w6MHj0aYWFhHe7nzz//xA8//AA+n4++fftS0V8AcO3aNXh5eUFSUhJSUlLw8/OrvyEOYMSIEZgwYQL4fD6mTZvW6UVov8akSZMwd+5cFBYWwtzcHHQ6HeHh4RSpLV26FL6+vvXI4uXLl5g3bx74fD7c3d2Rnp6O6upqXLt2DWZmZvD3929AUFOmTAEhpEF6RE1NDcTFxQHUrrBXrFgBLpeL1NTUetcsLS1FTEwM2Gw25syZ06x0WFMQCoXQ09NrWKi2k2S4Pnt4UF2+efMG6enpmDBhAszMzKCgoIC+fftixYoVuHz5cr2I17qUBycnJ3A4nDaRu0AgwPnz5zF+/HgoKSnBwsICTk5OYLFYWLFiRbNJ2GVlZZg2bRoUFRXRs2dPKCoqwsfHB2w2G0uWLMGNGzfg6uoKS0vLNi3ECgsLISkpCRqNBlNTU2hra3fKfm1zyMnJgdJfykz/FMrLyxsoCpdHbewAACAASURBVJUPGtQp3yWMGPGPjeNbQRfxtQNlZWUwNDTEzp07O6W/iooKJCcnQ19fH7a2tti/fz+1chYKhdiwYQP09PRACIGKigrmzp2LiooKjB49Gps3b8Yff/yBoUOHQl9fH7m5uZ1yT1/j06dPYLFYKCwsRH5+PpSUlPD06VMsXboUysrK8PPzw7lz52BqatqockZVVRXS0tLg6OgIOTk5yMrK1kb8NeGuCwsLAyGkgYyYuLh4PYvo1q1b6N69O/r3798gdP/FixcICwuDsrIyEhISGqRMNAeRSARxcXHQaDRYW1tj/vz5OHLkCESdZPFlyMnVs1a/xNu3b3HgwAFMmjQJ5ubmkJeXh7e3N5YvX46LFy+ivLwc06ZNA4vFgqOjY7MuT6FQiJycHEycOBF8Ph+Wlpb44YcfUFBQQLV59OgRBg4cCE1NTezevbtZ4rlx4wasrKygrKwMeXl5cDgcuLu7Y//+/aiursbPP/8MNTU1hIWF1dsXbAqJiYmQlpYGIQQMBgMqKiqdHrDVGO7cuQN1dfW/xcKsqqrCq1evcPv2bZw/fx7p6en46aefsHTpUkRFRWHEiBHo168fchQVO4f4/Pw6fQzfOv4dxPc3KCF8KWnWWRAIBMjIyICdnR309PTw008/1VuFFxUVITw8nJJvUlJSQmRkJHU8IyMDKioqmDp1aqdbf8nJyejfvz9EIhFcXV2RlJREHfv8+TOSkpKgq6sLMzMzsNnsRvdqcnNzYWBgAC8vL4SHh0NRURFBQUHIyspqdPL29/cHIYTKCwMAWVnZBm7myspKxMTEUJJnX+PGjRvw8PCAgYEBDh482Kq9serqair69svXw1GjOrwvUyEmhvP9+kFDQ6NVaS0lJSXIyMjAlClTYGFhATk5OXh6eiI4OBji4uIY8dWKXygU4uLFi5gyZQpUVVVhbm6OJUuWUFGyTSE7Oxs2NjawtbVFdnZ2o23u3LkDU1NTWFpags1mY968edi5cyecnZ3RrVs3LF26FE+ePMHMmTPB5XIRFxfX7ILD1dWVEriWlpaGrKws+vbt2+Iz6QwUFhbCxMQE06ZNa5LsKyoq8PLlS9y8eRNnzpzB3r17kZCQgMWLF2Py5MkIDQ2Ft7c3bGxsoKWlBXl5eUhISEBZWRmmpqZwdXXFoEGDqH3QNWvWIDU1FUePHsVbb+8ui++/hG+b+P5mJYQ6SbOW0hHaijpVeF9fX/D5fCxbtqxBTtnx48epvUB5eXmMHDkSRUVFKCkpQUhICPT09JCTk9Np92NpaYmTJ09i7969sLCwaHQvRyAQUPlnioqK2Lp1KyorK/Hp0ydMmjQJqqqq9YIfSktLsWHDBip9YOPGjQ3cki4uLiCEYOXKlQAADofTZODP15JnX4/hxIkTMDMzg7Ozc4OcyD/++ANHjhzB7Nmz4ebmBjk5ObBYLIrwGAwG9u/fj7KnTztMfFXi4vCyskJcXBxUVVVx9+7dNn0e7969w6FDhxAVFUXlhykrK2P06NEIDg5Gt27dYGxsjIULFzaq4NIchEIhdu/eDQ0NDQwYMIAiS5FIhMTERHC5XGzduhUikQiFhYUICAiAkZERcnJykJ+fT0ndDR8+HHv37oWnpydMTEyajFhesmQJ5syZAz09PaSlpeHTp0+dvqCsu/+ysjK8ePECv/76K06dOoWff/4ZK1asgIaGBvT19REUFARPT09YWVlBQ0MDDAYDUlJS1OKhV69eGDx4MMaNG4c5c+YgPj4eO3bsQGZmJq5cuYInT56gtLS09UFHK1d2ipZp1x5f2/HtEt8/kDckEong5+eHGTNm/A0DqMXt27cRFhZGlY75Mvhg+vTpWLZsGWJjY8Hn80Gj0aCvr4+EhARkZGRAVVUVkydPbiBI3VpcunQJq1atwsmTJ/+Pve+Oiupqvz5Dr8MwnQ5DRxCkG+kkFDsoKipgAUWsETSiIFYsWLDHAvaIFVEUjIk1arBhRKKxgB1LFEE6M7O/Pwz3daQNgkm+/Nhr3bWUuefcc++dOc85T9kbxsbGeP/+PfT19Vtli3n79i1YLBacnJzAZrMpVpjmMvbEYjF+/vlnDBgwAJqamoiJiZEwBra2tqDRaFi/fj10dXWbTMBoQAPlmb6+fpOTrVAoxObNm8HlcuHg4IDg4GCqKPubb77B7NmzkZubi9LSUkyZMoUyfA1xKFlZWYj7928XDZc4KAgzZsyAhYUFVq1aBR6P91mZhmKxGFevXoWTkxM1Ng6HA2VlZXh7e2Pu3Lk4c+bMZxEoNyTAsFgsREVFITAwEHZ2do3Iq8ViMQ4ePAgdHR1ERkbi7du3ePPmDZYtWwaBQABHR0dMnDgR+vr6GDRoULPvLjIyEuv/+g3GxcUhNja2xfsuKytDUVERLl++jJycHOzatQupqalITEzEuHHjMGjQIPj4+MDW1hY6OjpQUlKCkpISdHV1YWdnB19fXwwePBgxMTGIj49H165d0aVLFxw8eBBXr15FcXEx3r9/3+bM2Tbh5UuIPpcIoeHozOr8LPw3Dd/fyITw+vVrqSjN2ovHjx/j22+/pUixCwoKMGPGDCxcuJA65+bNm+jVqxcUFBQgLy8Pb29v9OzZE8bGxp9FbbZ06VLIyspCVlYWNjY2GD16NEJCQqRqu337djAYDHC5XHh6eoLFYmHGjBmtxn2ePHmC2bNnQ0tLC56enti7dy9qampgYmICGo0GHo8nlXvw+PHj0NHRweTJk1FSUoITJ05gzpw58PPzg4aGBgQCAezs7KCqqorhw4c3Se315MkTCT1GeXl5bN26FU8OHULlZ05UIiUlqk5t+fLl0NPTw+rVq8Hlclsk+G6AWCxGfn4+4uPjYWxsDGNjY8yYMQNWVlYYOHAguFwuDhw4gOzsbMTFxcHJyQmqqqrw8vJCUlISTp8+3SZDePjwYaiqqkJZWRnJycnNtn337h2VaNXA7SkUCpGdnY2AgACw2Wz06NEDDAYDycnJFD+rWCxGaWkpEhMTERQUhOzsbKSkpEBFRQXTpk3DmDFjMGDAAHh6esLa2hp8Pp9iSTEwMIC9vT38/PwQGhqKiRMnYs6cOVi7di327NmDkydP4vr163j8+HGrrn+hUIjo6GjY2dlJFZtsL4qKijBkyBAcU1SEqLOO72/Hf8/w/QNMCG2hNGsv3r59i4ULF4LH48HU1BQjRoxotCoViUTYvHkzLCwsqNpANTU1jB07tlnqpqaQlpYGZWVlNEjBEEKa5PL8FNnZ2dDR0YGBgQESEhIAfPihT5gwAZqamoiKimo13lRbW4u9e/fCw8ODSujh8XgghCA1NbXZdg2yQ9u2bUNERAQ0NDRAo9HQrVs3fPfdd8jKypIwci9evMC4cePAZrOxdOlSamI/d+4cAgICqJgNIYTK5B01ahSO9OzZ5u9ZnYICpqmrN5Jy4vF4WLlyJTgcTiN1hYZ7KigoQEJCAszMzGBoaIjp06fj2rVr1LsvLCwEm81GRkYGtLW1MWfOHCpuVVZWhuPHj2P69OlwcXGBqqoqPDw8kJiYiJ9//rlJo1BfX4+EhATw+XwcP34cd+7cQb9+/WBoaIg9e/Y0uRMSiUTIzc2FmZkZXFxcsGnTJqSnpyMlJQVRUVGwtraGvLw85OXlISsrCzqdDjk5OdDpdGhpaUFNTQ2BgYEYPnw4jIyM0L9/f2zYsAH79u3DqVOn8Ntvv+HZs2dt0qxsC8RiMebPnw8jI6NWv5+fizdv3mDq1KlgMpmYO3cuKs+c6WRu+Qfw3zN8/xATQlspzdqL6upq9O3bF5qamnB1dcWhQ4eavPbLly8RFRUFdXV1NDDnz507V6prZGZmQlFREQ0ivK2pL/z5558YPnw4BAIBTp06hUePHoHFYklMIq9evcLs2bPBZrMRHByMvLy8VsdRUFCAcePGgU6nU0a4gaO0srISZ86cwaJFi9CnTx+w2Wzo6elh8ODBFF/izp07weVykZSU1Gyixe3bt9GvXz9wuVyYm5vDyMgImzZtwosXL6CkpAQul4vJkyfjwYMHYLFYH2Kun+FOP3bsGNhsNrKysqhrZ2dng81mY8mSJeBwOJQu3++//445c+bA0tISenp6iI2NxeXLl5t1vy1duhTe3t54+vQp3N3dERgY2KR7uby8HLm5uZgxYwZcXV2hoqICNzc3zJo1CydPnkRhYSFcXV3h6emJs2fP4vz588jMzMSWLVsQFRUFHo9H7eC++uormJubg8ViUWobxsbG0NPTg7y8POzt7TF58mQkJydj48aN2LVrF6ZOnQptbW3Iy8vD2toav/32G/7880/Q6XTq3o4fP45u3bp9WVdjM9iyZQv4fL5U301pUV1djZSUFLDZbERHR0vuKju5Ov92/LcM38uX/xgTQnsozT4XixcvRmxsLA4cOAAnJyeYmZlh8+bNzbqjfvrpJ1hYWFCGLCQkhGKPaQpnzpwBIQRqamrg8XgSO4MXL17gyZMn1P/3799PZZR+HFNcuXIlvL29G01gFRUVWLVqFfT19eHl5YXjx4+3Osm9e/cOenp6lOuRw+FARUUFLi4umDJlCvbt2ycxpo/x7NkzBAYGwsHBoVHCh0gkwqFDh+Do6AgDAwMYGxtLaNudPn0a+fn50NTUxNChQzF79mxUVFSgf//+CNbXB4KDUUOjNSaubkbnMS8vD3w+H5s2baL+9ssvv4DL5WLSpElQVVWFvr4+dHR0MGXKFFy8eFGqBZVQKISrqyvWrl2Luro6KvklLy8PJSUlKCgowJkzZ3DgwAFs3LgRCxcuxNSpUxEaGgpnZ2fKGDU834aYmIuLC/r27YuRI0di2rRpSE5OxujRo8Fms+Hp6YmcnBy8evWqUeH9gwcP4Ofnh65duzZKJhKLxfjxxx9hbW0NGo0GJycncDgcSh5LJBLB2NhYKvfvl8DRo0fBZrPbXVohEomwa9cuGBgYoG/fvs0nG3WqM/yt+G8Zvn84S6q4uLhdlGZtxfLlyzFlyhQAHyaS06dPIzAwEFpaWli0aFEjPbAGvHjxAnZ2dpRgqJGREdbPmQPhokUSJR8vYmNhzePB0tISGRkZVHuxWAx7e3sYGRnh0aNHGDBgACwsLJosXBYKhXB0dMTWrVubHEtdXR127doFGxsbdO3aFbt27aJ2ZTU1Nbh06RJWrFiBgQMHUhOzo6MjNXYVFRVER0c3Ku5vCmKxGN9//z1YLBZWrlyJ2tpa7Nq1C126dIGDgwO1a24gBRcIBOjVqxeVaBMSEgJlZWXs3bsXHA4HhBB06dIFr169gpGaGuqSk6XSeQQ+MN0IBAIkJSXh3r17SE5OpujB7O3twWQysWPHjkbtqqur8fTpU/z222/4+eefsW/fPqxfvx7z58/H5MmT0bdvX8jLy6Nr164wMjKiXNUNquLu7u4ICgpCZGQkZsyYgZSUFGzduhVZmzcj3cICh1RV8cLJCc98fJDr44Pef7lGXV1dMWPGDOTk5FDlJFVVVUhOTgaLxcLkyZMpbbpPn/nu3bvB5/Mxfvz4JskE8vLyKD0/Q0NDZGZmQigUYtmyZRg2bFir7/VL4dKlS+DxeM1+d1vDqVOnYG9vD2dn52bLQyTwGWLZnfg8/LcMXwcVF7enLqYjKM2kxerVqxsVeAMfirqHDx8OJpOJuLi4Ztk9jh07Bn8WC7kqKqgmpHHChrIy6uXkcJbFgvgjt09GRgZUVVWhoKBA6a+1lDBx/fp1cLncFvlHGybIBuaShknb1tYW48aNw86dO/HgwQP06dMHWVlZKCoqouJFMTEx0NLSgru7OzIyMlotLyksLISxsTGUlJTg5OSE3NzcJnebNTU1VOwtMjISPXv2hKysLGVMCCEICQlBeno6gtvoIi8uLsZ3330HZWVlKCgooFevXkhMTERSUhKYTCasra2hrKwMKysr2NvbU6oJ8vLy0NLSgrW1Nby8vDBgwACMHTsWM2fOxIoVK7B9+3ZERkbC1tYWd+/eRWlpKQoLC2FhYYHIyMjG7+nyZZR6e6OGRmvMQfrXZFvfty8ur1uHxMREeHh4QFVVFc7Ozpg+fTqOHz+O+/fvIyYmBmw2G8uWLWsyBvfmzRuMHj0aOjo6zfJ5hoSEQF1dHRoaGtDW1sbs2bNBp9ObTDz6u3D79m0YGhoiOTlZarfrrVu3KL2/jIyMNrtrr+bkYK6aGsTDh0u1iOpE2/HfMnwdRCfVXiaEjqI0aw3ff/89oqKimv384cOHmDJlCiUe24gvc/16iJWVW03NF3/kXqmsrJSob1NUVJSKFDouLk4iRlhfX4/r169j3bp1GDZsGIyMjKCpqYnAwECMHTsW7u7uYLPZmD17toTBDAkJoXafBQUFkJWVhZKSEgoLC7F//354eXmBz+cjMTGxkduzoqICK1euhI6ODvz9/TF27NgmKc8+xdu3bzFmzBjQaDRoampSu01CCL799lv069cPGzduRHFxMa5cuYLc3Fzs2rULq1atQmJiImJiYjBo0CD06NED2traUFBQQIMSBYvFgpqaGlgsFoKDgzFu3DhMnToVenp6cHV1BZfLxdSpU1FUVITy8nKpJlGhUAg3NzeJJKAGlQcHB4f/uRPXrUOdvDyErf0ePnGvVVVV4fTp00hKSoKXlxdUVVXh5OSEkSNHwtnZGQYGBti7d2+TYz179izMzc3Rr1+/RqUNu3btwoABA7By5UpoaGjA2toaCgoK6Natm4QKxN+NZ8+ewdbWFuPHj2+Ri/TZs2eIjIwEh8PBypUrPysJp6ysDGw2G4QQSVmnTnQo/luG71+w4wM6ntKsOaSlpWHEiBGtnvfmzRvMnz8fXC4Xffr0+UBr9pkB9U329pTBa8jKa8n4NuDx48fg8XgIDQ2Fj48P5XobPXo0tmzZgt9//71RHOuPP/7AmDFjKKLroqIihIWFYdu2bdQ5Fy9ehIyMDFRVVSkKsMLCQowfP55SV8/KysKCBQvA5XIRHBws4Yr+lPKsQVPu/v37yMvLw7Fjx7Bjxw64uLjAwcGBijE2sO2rqalRLld9fX3Y29vjm2++QWhoKCZMmIDY2FgMGDAApqamUFdXR79+/bBz506UlpZShqGurg7h4eFwcXGhhF3Ly8vh6+uLgIAAGBsbS5StSIN79+41SiwSi8VYvnw5uFwuLo8ahWoZmTa//6ZiS9XV1Th79izmzp0LHx8fKCkpQVlZGVpaWliyZEkjl3tNTQ3mzJkDFouFVatWUcakQWgYAEpKShAREQE2mw1lZWUYGBjAxcUFO3fu/GJZnS3h3bt38Pb2xoABAxrtmsvLy5GYmAgmk4np06c3G2JoDWKxGP7+/lQJ0Zcm7P6/jP+W4fsXMSF8CUqzT7Fjx442xUCqqqqwfv169NPWRlVbJ72/jioaDQv698eBAwcoAc5PDZZIJEJhYSG2bNmCUaNGwcLCAurq6rC1tQWDwcChQ4faJD9TUlJCkU4bGxtj5syZEp/n5uZSZRsfu3UfPHgAHx8fyMjIQEVFBSEhIVi3bh2WLVuGGTNmICoqCkFBQXBzcwOLxYKMjAzFoG9kZARHR0cEBASgX79+UFRURHx8PKKjoyEnJwc9PT1wuVyEh4fD3d290XjXrl0Ld3d3ard9/PjxFl2wYrEY8fHxMDMzQ1FREYAPBmLgwIHo0aMHLCwsMHPmzDa5zVavXo3u3bs32qXsnDQJFZ/7+5Aihb6mpgZnzpxBcHAwFBUVIScnBysrK3z77bc4fPgw9e5v374NT09PODk5IT8/H7W1tVBSUpJQi//ll1+goqICS0tLrFq1Ct988w14PB5mzZrVbCLTl0JNTQ0GDRoEDw8PlJaWoq6uDuvXrwefz0dYWFiz3KvSYsGCBVQWNSEEPXr06KCRd+JT/LcM3z+Y1dkUVq9eDUdHxw6nNGtARkaG1AXlH0PUr99nF80KCcEBQqCnp4fk5GTU1tbi7du3OHr0KObNm4fAwEBKvmb48OFYt24d8vPzqYy/IUOGYMaMGW0es1AoxIMHD2Bvbw9VVVXY2dkhNjYWixcvxrRp0+Dt7Y2GbFVDQ0MqDqegoAB9fX1YWVlBS0sL8vLysLGxwcSJE/H999/jwIEDOH36NAoKCpCVlQWBQIDw8HAJyrPIyEjMmjULlZWVMDQ0xJIlS2BhYYEjR46AwWDA2NgYJ06cwIYNG+Dl5UVRdh09erTNu5M1a9ZAW1sb169fp+47OjoaNjY2sLa2xuTJk6U2fiKRCF5eXkhJSQHwoTYyLi4Ox5WU/rai6crKSsyZMwfq6uro0aMHvLy8qEXQ5MmTcfDgQUpKKi4uDtbW1o2Sw3bu3Alzc3NwOBxMmjQJeXl5mDhxIjQ1NTFgwAAJVZMvDZFIhEmTJkFfXx8CgQC+vr7Uu2ovkpKSKI9CQ+y3LcTqnZAe/y3DB7Srjk/cwUwIX5rS7ODBg+jfv3/bGnXA4kCooAB/e3sJVhM1NTVMmzYNmZmZLRbyv3jxgirUvnXrFs6ePYuDBw9i06ZNSE5ORmxsLCIiItC7d2+4urrC1NSUiquxWCxoampCT08Ptra20NDQAI/Hw9ChQ7Fx40YMGzaMGk9ERESTK/Dnz59j7ty50NbWhpubG3744QeJhcn79+8xbtw46Ovr46effkJxcTGYTCb+/PNPzJo1C4MGDYJYLIaDgwO2bdsGNTU1GBsbg0ajwcDAABs3bvwsirCPceDAAQnNOLFYjKSkJAgEAnTr1g1RUVFS694VFRWBzWbj+PHjcHBwwHA/P4gVFf/2xeGLFy8wduxYcDgcpKSkULWX/v7+lNvb3NwcioqKGDNmjETbmpoa8Hg8XLx4EWPGjAGfz0d6ejrevXuHdevWwdLSEl26dMGGDRvaRNDwOfj111/h5uYGHo8HLpfbZp7V1vDy5UtoaGjg3Llz2L59+z9Sx/h/Af89w9cO5pZKQpA9Z06Hftm+JKXZkSNH0KtXr7Y16gB3cBUhSLe0RNeuXSUSPdTU1ODn54eUlBQsWLAAU6ZMQVhYGAIDA+Hs7AyBQAANDQ3IyMhATk4OFhYWcHNzQ//+/TF69Gh89913WLp0KdLT05GVlYULFy7gzp07+PPPP6mJfvbs2UhKSgLwYfWdlZUFOzs7SurIw8MDDWnxnxJVf4y6ujocOHAAPj4+4PP5lM5gA3JycqCjowNra2tMnz4df/zxB1gsFm7duoW0tDTY2tpCRkYGdDodBw4cwKtXrzBnzhwwmUzExsY2IhVvK5rSjFuzZg20tLTg5OSEYcOGtarcDnwwmuHh4ZCTk0NqairE/3A4oLCwED179oRAIMD+/fshFotRV1eHX3/9FYsXL4auri4IIaDT6Rg5ciT279+Ply9fYtasWZg4cSIA4OrVq3BxcYGLiwuuXLlCcb0GBQWByWRi8uTJ7Wde+UTRpbxfP+y0sYENn4+0tDQIhULs2LEDXC4Xv/zyS/uu9RGOHTsGX1/fDuuvE03jv2f4gM9O3Hg8cyasrKwQGhra4qTZVnwpSrPc3Fz4+fm1rVEHJQBtJ5JyPYQQ6OrqUhmLbDYbgwcPRnp6OrKzs3Hp0iXcu3cPb9++RX19Pdzd3bF27do23/OiRYvw3XffAfgwAQYHB4PL5WLMmDEICAgAj8ejjJ+FhYVUBN2///475ToLCgrCyZMnKU5MBQUFGBsbQyAQwMLCAnQ6HcHBwdizZw8YDEYjSaDnz59jzJgx4HA4WL58ebsSMW7dugV9fX0sXbqUWozt2bMHHA4HLi4uCA4ObtGNXlZWhqFDh8LS0hIuLi5Y1FCn2QHvvyEBrEFJZMSIEW3KQjx58iRsbW3x1Vdf4dKlS9Tfc3Jy4OnpiYiICKioqMDGxgYaGhowNTWFoqIitm3bhhcvXkAkEmHr1q3g8/kYM2YMlRT06NEjxMfHg8PhwN/fH0ePHpXYHQuFQonrNUILii51cnIfdssfKbrk5uaCw+Hg8OHDUt97S5g7dy71/e7El8N/0/ABn82EUFVVhZiYGBgaGnboSu5LUJr9/PPP8PLyalujDir5yGrC8FlZWaFbt26wsbGBpqYmaDQaZGRkoK+vj6FDhyI+Ph7JyclYs2YNFi1aBDqdjn379iE/Px8PHz5EWVlZq89n5cqVGDhwIPz9/aGjo4PU1FQJRplbt25hxIgRVJKAtbW11K7H9+/f4/vvv4eNjQ1MTExgYmICgUBAKTP079+fSswQi8Xgcrno3r17k30VFhaid+/eMDIyapbbUho8efKEiu01PJsTJ06AzWbD1dUVgYGBEskgDfj1119hZGSEsWPHorKyEg8fPgSbzUaZp2eHvP/33t6UKoiamhrk5eUpqjVpIRQKsXXrVujo6GDQoEEoKirCs2fPwGazIRaLcfPmTbi6uuKrr77C3r17YWNjAxsbGzAYDFhYWGDs2LHYsmULVUKwbt06yshVV1dj+/btcHR0hJGREVJSUvDmzRtkZGSAENK0+vpnzhlXrlyBlpYWNm7c2LaX2wT69OmDAwcOtLufTrSM/67hA9rFhJCVlQUej4ekpCSpXEqtoa6uDt27d+9QSrNz5861PfOrg1b8u2VlIScnR5FXE0IwePBg9OnTB76+vvjqq6/QrVs38Pl8KhYoIyMDZWVlqKmpQUVFBTIyMpRx/NSINsjsyMvLUwKlqqqqVBsWiwUzMzPY2trCxcUFnp6eCAwMxIABAxAWFoawsDCq3lBNTQ2zZ8/G/v378eOPP+Ly5cu4e/cuXr9+LfFu379/jz179qB///5QVlYGjUaDsrIyVFRUsHz5coryrLCwEIWFhdDV1ZVIRGkKp0+fhoODQ4virq2htLQUHh4eCAkJoYx4Xl4euFwuXF1d4e3tTcW2hEIhkpOTweFwcPDgQYl+Nm/ejGNMZoe8/4N/lXE0HLKysggMDERcXBxWrFiBjIwMnDt3Dvfv329VGaGyshLz588Hi8WiCJwbuCxFIhHWQBHy3QAAIABJREFUrVsHNpuNYcOGwdLSEvX19bh27RpWrFhB8dUaGBhAS0sLBgYGjcSI8/LyEBYWBgaDASaTiYbyE4mFbTv5Mu/duwdjY2MkJSW1K1SipaXV7uzQTrQOGgCQ/zpevyZk2zZCCgoIKS0lRFOTEBsbQkaMIITDabZZSUkJiYiIIJWVlWTXrl3EyMioXcN4+PAhcXZ2Jjk5OcTBwaFdfRFCSF5eHpk0aRLJy8uTvtHSpYQkJRFSU/PZ160mhCQSQpZ/9DcFBQVSW1vbbJvHjx+ThIQEkpmZSaqqqoiLiwuZOXMmiYuLI4sXLyb9+/cnhBBSV1dHSktLJY6ff/6ZHDhwgNTU1BBdXV1SXV1N3N3dSWVlJamsrCTV1dWkqqqK1NTUkJqaGlJbW0tqa2tJXV0defXqFRGJRIQQQmg0GpGRkSFisZgQQkhTX30ajUZkZWUJACInJ0doNBoRCoUEAJGXlyfKysqkvLyc0Ol0oqqqSjQ0NMj79++Jv78/UVNTI2pqakRdXZ3Q6XRCp9OJhoYGUVdXJ5cuXSJr1qwhdnZ2JCUlhVhYWLTpmdfU1JDw8HDy6tUrcvjwYcJgMMidO3eIn58f0dLSIrKysiQtLY1MmDCB1NfXk127dhF9fX2JPgCQNAsLElFUROSFwjZdXwLKykQ4ezaZV1VFUlJSSG1tLZGTkyOpqamkoqKCPH/+vNGhrKxMtLW1WzxoNBpZuHAh2bp1Kxk9ejRZtWoVUVBQIIQQ8vz5czJp0iRy5MgRsmTJEvLtt99SwxGJRKSgoICcOXOG7N69m1y7do2oqamRPn36kMDAQOLl5UV0dXXJ6dOnib+/P6mvr//rNpTJtWvXiGVFBSFeXoRUVbX9WaioEHL2LCGOjuTly5ekV69exN7enqxfv57Iycm1qatnz54ROzs78urVK0Kj0do+lk5Ijf8bhq8dEIvFJDU1lSxevJikpqaSoUOHtqu/vXv3koSEBHL9+nWirq7err6uX79ORo8eTfLz86Vv9OoVIQYG7TJ8NYQQMyUl8uSjPmRkZEiXLl2Iq6sr6d69O+nevTsxMzMjMjIyjdofOXKEzJ8/n1y/fp0oKSkRGo1G8vPziampKXWOUCgkGRkZZNGiRURZWZnMmjWL9OvXj+zbt49kZmaSvXv3Sj1eV1dXcvnyZdK1a1dSWVlJWCwW8fLyIsXFxSQnJ4fY29sTf39/4uzsTAgh5N69eyQuLo6MGjWKpKWlkZEjRxKRSETu3LlDCgsLybt374hQKCSKiopEX1+fPHjwgGhpaREApK6ujtTX1xOhUEiEQiERiURELBYTsVjcpKGVlZWlDjk5OSInJ0fk5eWJgoICUVBQIEpKSkRRUZEoKysTRUVFUlxcTEpLS0lAQADhcrlELBaTffv2EbFYTEpLS0m/fv3I+PHjCYvFIpqamkRTU5OoqalR7+H5jRuE2a0bUZL66TUBJSVCHj8mhMMhf/zxBxk2bBi5efMmqampafJ9AyClpaVNGsRnz55R/3758iVhMBikvr6e1NfXE1lZWeLn50d8fHyIjo4O0dbWJqmpqeTQoUMkJCSELF++nLDZ7EbXKysrI1OmTCH79+8nAoGAPHv2jDAYDKKgoEDu3btHlJWViVAoJDU1NcTY2JhcMzAg6qdOkcYjlwI0GiFBQYQcPEgIIeT9+/dk4MCBRElJiezZs4eoqKhI3VVWVhb5/vvvSU5OzueMpBNtQKfhkxL5+fkkNDSUODk5kXXr1hE6nf7ZfUVGRpL6+nqyffv2do2poKCAhIaGklu3brWtYXAwIYcPf3DYtBU0GhH26UMODRtGkpOTyW+//UYIIURRUZG4uroSf39/cvPmTXLp0iVSXl4uYQidnZ0lnltVVRWZP38+SU1NJTU1NcTMzIxMnDiRyMnJkZSUFKKjo0NmzZpF/Pz8qBVwVlYWSU9PJ1lZWVIPWSwWky5dupC7d+8SPT098vr1ayIrK0tUVVXJjBkzSHR0NFFUVKTOj46OJpqamuTixYtk0KBBZPz48RL9nTt3jhqTWCwm9vb2xMbGhmzatKnVsQAgT58+JfPmzSMHDhwgwcHBxN/fn9TV1ZHy8nJSXl5O3r9/TyoqKkhFRQWprKwkVVVVpKqqilRXV5Oamhry9OlT8vbtW8JmsymjUldXRz0jGRkZAoDa2f7v1X3Y8e4XiUhfQois1E/wo2dJCPnD0pLkRkVRO1o6nU4qKiqIjY0N0dTUJAwGo827HUI+vKfXr1+T9evXk/PnzxNbW1uyZ88eQqPRiImJCamsrKQMpIqKCqmrqyPW1tbE2dmZMowfH2/evCFTpkwhT58+JVOnTiU7duwg7969I48fPyZqamrE3t6eiEpKyIErVzpsIUDIB6/F6NGjSVFRETl69ChhMplSdZOYmEhoNBqZN29ee0bTCWnw93tX//9FRUUFxowZA4FA0HJmmBT9WFhYtJvS7M6dOzAzM2t7ww4U683Pz4e5uTm0tLSoWE90dDRqamrw/PlzHDp0CNOmTYObmxtUVVVhbW2NqKgopKen4/bt2xCJRHjz5g1YLBYMDAyo+J6Li0uTHKBtyWStra1FdnY2wsPDoaGhAUVFRcjIyCA8PBwikQinTp2Cv78/tLW1sXTpUrx79w6PHj0Ck8nE+vXrYW9v32S93IYNGxAaGoqKigokJiZSiTTTpk1rUxlDgwq3trY2Nm/eLHVtHvChqJvFYkEgECAkJARPnjyBv78/zM3NYWxsLCE3VVNTg5KSEvz++++4ePEiLqSmouoza10rCYGvhgY0NDSgqqoKRUVFyMvLU7FX8kmctqF0RVFRESoqKqDT6WCxWODz+dDX14epqSmsra3h4OAANzc3+Pn5wcPDgxIsnjx5Mnr37g06nQ4HBwekpqYiMDAQISEhWLhwIfT09GBqaoqYmBiMGjUKAQEB6Nq1K9hsNuTl5aGrqwtTU1OoqKhQcWMzMzO4u7tDSUkJS1gsVLU35tlEeYdIJML06dNhYWEhdcwuICBAQqexE18OnYbvM3Do0CFwuVzMnz+/TZPVx7hx40a7Kc0ePHgAQ0PDz2v8BcQvGwRMGyY9f39/nDx5knpGtbW1uHz5MlatWoXQ0FAYGhqCwWDAzMyMmhh//PFHfP/99zAzMwONRgOPx0N8fDyVIHHmzJlGFGEfo66uDrm5uRg5ciSYTCbc3NywevVqPHv2DNXV1eDxeJCXl0dsbCyVhJCfn4+hQ4eCyWTCzs4OUVFR4PP5jTTkGhAQEIC9e/dS/6+uroa5uTlkZWWhoqKCyMjINrF55OXlwcPDA126dMGxY8daTY5okFei0+lQV1ensgBra2sxdOhQGBkZQU9PD/fu3Wu2j9JFixqrcbRyiKXUgRMKhXjz5g3u37+PK1eu4KeffsKBAweQnp6OlStXYt68eZg+fTpiYmIQHh6OgQMHomfPnvDy8oKrqyu6du0KGo0GQ0ND6OjogMPhgMFgUKUyDclQnxrahr/JyspCQUGBSopSV1enhJg/PmRlZbH7M6n7Gh3N8PuuXLkSurq6rZZ6iMVisFgsPHv2rNXn24n2o9PwfSaePn0Kb29vuLu7tyjm2hLaS2n2+PFj6OjofFZbAF9M/PLly5dwdXUFjUaDkpISGAwGxo8fjwsXLlAp+a9evcLMmTPBYDDg4eGBESNGgMFgUKrcUVFRWLFiBYKDg0Gn0yEjIwNHR0ekpKTAyclJ4nr19fU4efIkoqKiqDT/lStXNsnlWFpaSk2ic+bMkfjs/PnzUFRUhIKCAszNzXHnzp1G7cvLy6Gurt5IV+7hw4eg0+nQ09ODnZ0ddHR04OrqKjWpslgsRlZWFiwsLODj44Nr1641ed6bN28QHBwMW1tb/P7777h27Rq0tbWpmsgGSi0dHR1oaWk1VuT4CL+OGIEqGu0DY1FLBo9GQ5WMDI716dPqfXQUzMzMmmRFef78OUaPHg15eXmMGDECdXV1EIlEuHXrFnx8fCAQCLBmzRpkZWVh586dWLt2LZKTk9G/f/9Gho/D4eCqtnbHGL4WFF0aai/PnDnT7DnFxcXQ0tLqkGfXidbRafjaAaFQiMWLF4PD4UjsAKRFeynNXrx4AS6X2+Z2r169gqenJ2xtbb+o+OXp06fB4/Eo95a2tja0tbXh4OAAdXV1REVF4cGDB9T5RUVFYLFYyMzMxOrVq6ldoaamJhwdHaGrqwsajQYajYZhw4Zh7969iI6OBofDgZOTE1JSUqRyK5WUlFBuuiVLllB/j46OphQBpk2bBg6Hg6CgIImd3759++Dv799kv2FhYUhKSqIoz+bOnYtvvvkGXC4XM2bMkGps9fX12LBhA/h8PoYPHy6xqDp79iz09PQwefJkidrEBw8ewNTUFPHx8RCLxRCLxVi4cCE4HA44HA7y8/ObvJZYLEaspycKzM1bff+vc3Kgq6vbrJZeR2PgwIH44Ycfmv182bJlYDAYMDU1RWZmJnXfP/zwA7hcLvr27Yv09HRMnjwZ2tra0NDQoHaLDSUy8vLy2Kug8EV3fA34+eefweFwsH///iY/379/P/r8jQuL/+voNHwdgMuXL8PU1BQjR45sM1dgeyjN3rx5AwaDIfX5dXV1WLZsGVRUVEAIkaRGevXqQ5xCSgVxaVFZWYkpU6aAwWCAwWCAkA8E1zo6OjA3N0dSUpLEzmrp0qXw8/OTcPeVlJTg0KFDiIuLg6mpqcSqXVVVFePGjWtzrWVRUREUFRWhpKSEdevW4fHjx2AymbC3t8eWLVsAfIjFrl69GgYGBvD09MSxY8cQGhqKDRs2NNlnQUEBeDweqqqqkJubCx0dHUyaNAk3btzAlClTwGQy0adPH+Tm5rZaqP+x1E1cXBymT58OPp+P7OzsJs9//fo1XFxcEBERQREbb9q0iapda85t++LFC/B4PFw/caLV93/lyhWw2Wyp9Bfbi7lz50qQmYtEIrx69Qr5+fnIzs7Ghg0bKOLrBro6TU1NKq7XoLahpKSEgQMHYtu2bfD29saQIUOwbNkynDhxAr///jt+8vf/IjG+ppCfnw8dHR2sWbOm0Wffffcd5s2b16HPsBPNo9PwdRDev3+PUaNGwcTEBJf/ojOSFqdOnfosSrPy8nKoqqpKdW5VVRWlat5gNBITE9t0vc/BrVu3MHz4cNDpdDCZTHh6eqJv375gMpmIiIhAVFQUtLS0YGdnhyVLluDevXuwtbXF7t27AXyY8C5cuIBJkyZBW1sblpaW0NDQwMGDBxEfHw8dHR3qflgsFqKiovDjjz82ckU2hYKCAmr17+3tjYCAAHTv3r2RUaqrq8Pu3bthY2MDGRkZrFq1qlnW/D59+mD9Xy7hN2/eIDQ0FObm5sjLy0NFRQU2b94MOzs7mJiYYPny5a0mwzQUqisoKGDevHktusUrKirQu3dv+Pv7UwuwgwcPgk6ng8FgNOtqy8jIgKWlpVQMNxkZGTA0NOxQVfSKigr88ccfOH36NHbt2oUlS5agd+/e4PP56N69OwwMDKCgoAAWiwUbGxsEBARg1KhR8PT0hJubGzIzM5GQkAAul4ugoCCEhYWBxWIhOjoaXbp0QWBgIIqLi/HVV1+BkA+KHfLy8iCEYFpExN9K2l1cXAwzMzNqd94AHx+fNjPfdOLz0Wn4Ohj79u0Dh8PBokWL2pT4MmvWrDZTmlVXV0NBQUGqc8ViMRISEqgEARUVFaSlpUl9rbbi6tWrCAoKApfLRXJyMt69e4eqqirExsaCz+dj9erVGDduHBgMBiIjI7Fjxw5ERUVRk5uqqioiIiKgp6eHLl26YN68ebh9+zZevnwJNpstcS2RSITU1FSK4FhOTo4iwY6KikJaWlqTQrfA/4RsCSFQV1dv1i0IfOCXNDMzg7e3N/T19ZGamtpoh3/hwgUYGRlJ7ED37t0LLpeL2bNno66uDmKxGBcvXsSwYcPAYDAwatSoJmN6Dd+lJUuW4MaNGwgMDISxsTH27dvXbAJMfX09Ro8eDQcHB2ohderUKWhoaIBOpyM3N7dRG7FYjIEDB2L69OnN3vvHSEhIgJubW6ux6fr6ejx58gR5eXk4dOgQ1q5di/j4eISHh+Prr7+GpaUl6HQ6lJSUYGxsDA8PDwwZMgSxsbGYOXMmWCwWzp8/jwcPHjRplEtKSsBgMFBaWorKykokJiZCWVkZSkpKmDhxIt69e4fa2losWLAAdDodJiYm1CJJXl4evr6+H95TOxRd2irTBDTenYtEImhoaHToYqITLaPT8H0BPHr0CB4eHvDy8pJaLPNzKM2EQiEIIVJTJL19+xYcDgf6+vqg0Wg4efKk1NeSFufOnYO/vz90dXUb8Wg24OLFizA3N0dISAhu3bqFxMREsNls+Pj4IDQ0FBwOBwoKCpCRkYGrqyu2bNlC7YzKysqgpqbW7PVfv36N6OhoMBgM0Gg06OjooEePHlSsMCAgAHPnzpXYFfbu3ZsymC3FsCZMmIAFCxYA+ODeHjhwINhsNhITEyUmLXd3d2rH2oBnz54hMDAQ9vb2EgknL1++RHJyMvT19eHi4oIdO3bgzz//RGRkJIyNjZGXlyfRz08//QQ7Ozu4uro2yyXbIGNkbGxMZXZev34dLBYL6urqjSi9gA9xXz6fj4sXLzZ7/w0QCoXo3bs3goKCkJOTg/T0dMyfPx/R0dHo27cvHBwcKO1DLS0tODo6om/fvhg3bhzmz5+P9PR0nDhxAgUFBXj79m2T31+RSAQ1NbVWd8SDBw/GkCFDoKOjg5CQENy7dw9Pnz7FyJEjoampCW9vb+jq6sLMzAwGBgag0WhQVFRE7969/7c46cDyHmlRUVGBXr16ITAwEDdu3IC+vn6b++jE56PT8H0hCIVCLFy4EFwuV2rS2eLi4g+ZZp8IcbYEGRkZqeNbI0eOxPjx41FfX49t27ZJpVwgDcRiMXJycuDm5gaBQIBNmza1mslYVVWFuLg4sFgs9OvXDwYGBmCz2aDT6XB0dMT+/fuhq6uLOXPmUJmdffr0wY4dOyArKyvVuE6fPg13d3fIysrCQFkZW62s8IezMwqNjXGCw8FMeXm4GhtT7k4ajQYVFRXk5OQ0eY96enqNMg3v3r2LMWPGgMFgICYmBg8ePMDx48dhY2PTaEIXi8XYuHEj2Gw2VqxYIbEDFQqFyMrKQvfu3SErK4suXbo0mwIvEomwY8cO6OvrIygoqFkJno0bN4LP51Ou93v37kFbWxtqamqNDDPwQQfQxMQEt27dwvnz55GRkYHly5cjNjYWQ4YMgbu7O4yNjaGsrAw6nQ5FRUWYmZkhIiIC8fHxWLt2LTIzM5GXl4enT5+2m+O2e/fuzfKbNnznBAIBlJSUcOHCBYjFYuTl5SE2NpYSihUIBDA0NERWVhZEIhGsrKygoKCACRMmoLy8nOrvfUpK22sb25Dp3BTq6+sxatQoCAQC9G4hK7QTHY9Ow/eF8euvv0IgECAyMlIqQ5ORkQETExOJH2VLUFRUbJKd/1Pk5OTAwMBA6n6lgUgkwsGDB+Hg4IAuXbpg9+7drU52Daz7s2bNgqmpKbS0tMBiseDr64uSkhLU1dVh586dsLGxgYGBAfh8PsrLy1FWVobt27cjICAAhBCEhITg8OHDrZcKXL4MYd++qJeTa5TEIFZSQq2MDLJkZTHKxgYsFgsN9V0jRozAjz/+SMlTXb9+HcbGxs3urktKShAfHw8Wi4XBgwfDxMQEx44da/Lc+/fvo0ePHvD09ERxcTH1XFatWgU2m42UlBRMnToVLBYLvXv3xvHjx5t001ZVVWHx4sVgsViIiYlp0lWWlZUFDoeD7OxslJSUIDc3F9ra2lBQUEDv3r0xatQo+Pv7w8bGBkwmk9IY/OqrrzBw4EBMnjwZS5cuxe7du3H69GncvXuX+h4/fPgQfD6/SfdpR2DMmDFNJoJcv34dvr6+MDMzw8GDB2FiYoKQkBAYGhrCzMwMiYmJKCgooDI9jx8/DisrK3h5eeHSpUt4/fo1Ro4cCV1dXWRmZqKyshKurq44+M03X6S8pyWIxWK4uLiAxWJJZDh34sui0/D9DSgrK0N4eDjMzMyarc/6GKNHj0Z4eLhUfaurq7eqHVhWVgZ9fX1K0bu9qK+vx86dO2FlZQVHR0dkZma2GpssLCxEUlISLCwsoK+vj7i4OEpEtLq6Gt999x24XC4l4dOwoudwOKDT6Vi5ciUVT1NRUUFqaio8PT2hqamJESNG4MSJE42NrpR1ikLyv+LsxMREKgZka2sLVVVVdOnSBd26dYOfn1+zscIGlJWVYdmyZWAymWAwGJS236cQCoVYsmQJ2Gw2UlNT0atXLzg5OUkQGlRWViItLQ329vYQCASUtM6nKCoqQlhYGOh0OgYMGIC5c+diwoQJCA4OhouLC7hcLhXDtLOzg5+fH8VsEhISgmPHjuHGjRt49eoVXr9+DS0tLZw7d67F99mA8+fPg8Ph4Pbt21Kd3xasXbtWQo390aNHCAsLo0gNpk2bBoFAAC6XC1NTU/z2228txj4bdsDDhw/H48ePcfr0aZiamoLP5yM4OPjDe22hvKeKENTJyqK2d+/Pcm82B3d3d0ycOBHa2tpSzQ+daD86Dd/fiB9++AEcDgdLly5tcfJsC6UZk8mkRDibQ3R0NCIjI9s83k9RU1ODjRs3QiAQwMPDAydOnGgxvnjnzh3MmzcP1tbW0NXVxbfffotff/212TZ5eXmwsrJCUFAQJUvz9OlTMBgMarJOSEiApqYmdc9Pnz7FihUr4OTkBC6Xi5iYGJw/fx6idevaHLepkZNDRUoK4uPjQaPRoKGhgV9//RVXrlyBjo4Ovv76axgZGUnECk+cONHkwqOyshJsNhuGhoawt7dHRkZGk7vhjRs3Qk5ODiYmJhIK8MAHJpaHDx/iwoULWLhwIRwdHaGoqAiBQABHR0eYmZlRqfxmZmZwdnaGvr4+1NXVERoaioyMDFy8eBEPHz7EzZs3YWhoiAULFkAsFqOqqgq+vr5QVlZulEZ/+PBhGBsbS+0KT0tLg6mpabtV5z/FuXPn4OrqitLSUkybNg10Oh09evSgXJjx8fHIz8/H+/fvwWKxpKqTLC8vR0JCAphMJmbMmIHhw4dDIBCAyWRi9erV/0tIa6K8pyIpCbHh4eDxeEhLS+sQbU2hUEjFMg8ePAgOh/NFYu+dkESn4fubUVxcjB49esDX17dFeiJpKc14PB6eP3/e7OenTp2Crq5uuxTlKyoqsHLlSujo6CAwMBDnz59v9tx79+5h4cKFsLW1hZaWFiZNmoRffvlF6kmiuroa8fHx4HK52L17N8RiMdatWwc3NzfcuXMHY8eOBY1Gw/DhwxtRct2/fx8LFizAYIEAlZ+ZpVdBCAYZG8PHxwc0Gg2amprIyckBm82mJsWSkhJkZmZi+vTpcHd3p3aFkZGREhmk69evR+/evZGVlUVN2OvWrUNlZSWePXuGESNGgMlkYtKkSXB3d4eysjIcHBxgZ2cHLpdL1aQ5OzsjKCgIEyZMwKxZsxASEgIulwsbGxts2LChkav74sWL+Oqrr9C1a1eJ+tDnz5/D1tYW48aNg1AoRH19PUJCQqCkpCRB4QZ8KMafOHGiVO8MAL799lt8/fXXHaJd2YAXL15AXl4eysrK0NDQgJ6eHqZPn46rV682WjxNmTJFou6vNTx58gR2dnaQk5PDihUrcPPmTbi7u8PZ2Rk3btxose3Vq1fh4uICZ2dnXGnnzq+wsBAmJibU/8+dO0d99zvx5dBp+P4B1NfXY86cOeDxeDh8+HCz50lDaaanp9fsSreiogICgQBHjx79rHGWlpZiwYIF4HK5GDBgQLNumKKiIixevBj29vbg8XgYP348zp49264V8eXLl9GlSxf069cPT58+haurKzZt2gQAMDQ0xLhx48BisRASEtJ48gkKapWGq7lDTKPhLIcDOTk5qsxBQUEBCgoK+Omnn5oca11dHa5evYo1a9Zg0KBB0NXVpYyhgoICfH190b9/f1hbW1N1lDQaDWpqavD29sbIkSORkJCAadOmQUtLCz179sTt27dbLIcRCoU4evQoAgICKKaZoqIi6nOxWIxDhw7B1NQUfn5+1GReVlZGjaeqqgpisRgxMTFQVFREVFQUZVDevn0LHR0dnD59Wqr3VV9fD39//zYZy+Zw69YtDBgwgKq1GzBgAC5fvtyid+Hu3bvgcDhS1SICH4r7BQIBfvzxR/j4+MDCwgJZWVnYtGkTOBwOpk+f3qKArkgkwtatW8Hn8xEVFdWq16U5bNu2DUOGDJH4W0FBAfT09LBs2bLP6rMTraPT8P2DuHDhAgwNDREdHd3kj0waSjOBQNAsGfGUKVMwbNiwNo+rgUeTxWIhLCwMv//+e6NzHj16hGXLlsHJyQkcDgdjx47FqVOnPpu0uynU1NRg1qxZ4HA4lKp4SUkJunTpgoKCApSXl2PFihXQ1dWFt7c3cnNzIX7x4kN8pp0FyfXPn2POnDkS6vA9evTA+fPnkZmZibVr12LmzJmIiIjA119/DSsrK2hoaEBJSQkCgQCurq5wc3ODjo4O1NTUoKioCENDQzg7O0NZWRk2NjbQ1NTElClTJGjJKioqKMqz5gztp7h37x5iY2PBYrHQs2dPHDt2jFp01NXVYe3ateDxeIiIiMCTJ08oMusePXpQMcM5c+ZAQUEBgwcPptoeOXIERkZGUrMRlZaWwtzcHBs3bmzLawYA3L59G3PnzoWRkREUFBTA5XKxZs0a9OzZU2qaND8/P2zfvr3V844cOQI+n4+7d+8C+PA7y87OhqWlJby9vXHy5EmEhobCyMio1cSd0tJSTJ48GRwOB+vWrWvz93/ChAlNGrjHjx/DysoKU6dO7RCXaick0Wn4/mG8e/cOQ4cOhaWlZZPF069fv4aurm6zlGbm5uZNGqYLFy5AS0uvVJigAAAgAElEQVQLf/75p9RjefLkCaZMmQJNTU2MHTu2UZbZ06dPsXLlSnTv3h0sFguRkZE4efJkh7q3msLVq1dhbW0NExMTqk7sY3acuro67NixA9bW1ljO56NeXr59hk9ZGXkhIRJG7+NDU1MTvXv3xrx585CWloacnBzcvHkTb968abQreffuHZhMJq5fv47AwEDweDwEBgbCyMgIdDodhoaGUFJSgq+vr0QNXW5uLnR1dTFp0qQWdx4fo6qqCunp6XBwcICRkRGWLl1Kvf+ysjLMnDkTTCYT8fHxKC0tRVxcHCwtLSnDu379esjLyyMwMBA///wzFBUV4ePjg3Hjxkn9ru7evQsul9siIXMD/vjjDyxYsABdu3YFl8uFQCAAj8fDjh07qMk+Pj6+EZl4czhy5AicnZ1bPOfSpUtgs9mN6iMBSZ7U8PBw7NixA0ZGRggNDW2VVenmzZvw9PSEnZ1ds/WVTcHV1bXZZ/XmzRu4ubkhNDT0s4nsO9E0Og3fvwQ7d+5ssr4LaIbS7OVLYMkSHNXQwDsPD2DYMGDJEuDVK1RVVcHc3Fzq+sH79+8jKioKmpqamDp1Kp4+fUp99vz5c6xevRpubm5gMpkYOXIkcnJymqXs+lKora3FjBkzICMjA21t7Sbru8RiMZ54ebXP6P11vOnVC76+vpTWXAPBMZ/Ph42NDZX8EhUV1SrjRnh4OOh0OqKioiQSRl68eIHDhw9j8uTJMDQ0pNyfPXv2xObNm3Hx4kUJyrO2IC8vDxEREWAwGIiIiKDaP3nyBCNGjACPx8OaNWuwbNky6OrqUvyb+/fvh6ysLGXkra2toaen16aEix9//BE8Hk/C9dqAe/fuITk5GXZ2duDz+Rg1ahT69u0LFouFlJSURq7KPXv2YMCAAVJdVygUwsDAoNm42507d8Dj8ZotM2nAx4uE6dOnUzu6zZs3t7j7EovF2LNnD3R0dBAWFtZi7B34sGBTUVFpscSoqqoKQUFB+Prrr6Wi4euEdOg0fP8iPHjwAC4uLvD396eyGhtAUZr9+usHiiUlpcYuvb/Y9AtMTTHjYwLqZnDr1i0MGzYMLBYLCQkJVJzixYsXWL9+PTw9PcFgMBAWFobs7Ox/xapz/fr1oNFocHR0lDDQFHr37hDD96RbN5SXl6N///6IiYmBm5sb1NXVoaKiAktLSxQXF2PatGngcrmg0WiwsLBoNDGKRCIsXrwYTCYTqqqqrRrI8vJyzJw5ExwOBywWCzweDxoaGlRZxdChQ/GqjaThr1+/xpIlS2BoaAhHR0ekp6ejqqoKN27cgJ+fH0xNTTF16lSw2WycOnUKV65ckdjp0mg0HDp0CAYGBv+beP9adGHYsA/P+6NFVwNWr14Na2trlJeX48GDB0hOTqZ2dDExMcjJycHs2bPBZDLx7bffNuuZKCwshKmpqdT3u3jxYowYMaLR358/fw5DQ0Okp6dL3dfjx48RHh4OPp+PhIQEODk5wd3dvUkPy8d4//49vvvuO7BYLCxfvrzZRWJ+fj4sLS1bHYdQKER0dDTs7OwazQud+Dx0Gr5/Gerq6pCQkNCIib+urg5LjIxQJy8vXV2asnKzBbYNPJo8Ho/i0Xz9+jU2btwIHx8faGhoYOjQocjKypI6WeDvRIOyA4fDwdatWyXdi8OGdYjh+0lbG+rq6pCTk8PWrVtRXV2N6upq8Pl8qKuro1u3bigtLQUAXLt2Df7+/pCXl4eCggJ69eqFU6dO4euvv4abmxsePXqEsWPHIiEhQar7EwqFOHDgAJycnGBsbIzx48cjOjqaKjA3NjbG6NGjsWXLFhQWFkoVAxIKhcjOzkbPnj3BZrMRFxeH+/fv48SJE+jatSusra0lFDQ+PubOnYsxY8ZgQb9+rS66EBQEXL6M4uJiuLi4gMFggM1mw97eHoQQZGdnY9OmTdDS0sKQIUOa3BV+jPr6eigrK0tdWvH69WswGAwJQ1pWVgZbW1vMnz9fqj4+xbVr1+Dl5QUrKyvqPSQmJrb627hz5w78/PxgaWnZZLx28+bNCGtFzqgBYrEY8+fPh5GRUbNMPZ2QHp2G71+Kc+fOQV9fHxMmTPiQrr5+PURtTdr4hF3iYx7NVatW4cmTJ9iyZQv8/PygoaGBwYMH4+DBg1IxwfyT6NOnDzQ0NPDDDz/A1tYWgYGB/+NEXbKk/cktf8nM7NmzByYmJvD29oampiYiIiKwf/9+ykC4uLhIuKlEIhHWrVsHLS0tEEKgpqaGmTNnorq6Gvfu3QOLxWqTu0osFuPUqVMICAiAlpYWFi1ahBUrVoDBYCAoKAhDhw6FQCCAhoYG/Pz8kJSUhNzcXMogN4f79+9j2rRpYLPZCAwMxOHDh5GWlkYx1xBCoKSkRLk8lZWVUb1iBSppNIhaWXSJ/hKtjVVVxahRo2BjY4OwsDAqm1VeXh4eHh5tUjDp1q1bm1y94eHhlM5ibW0tfH19ER0dLTWnbVMQi8U4cuQIzM3N4ebmBm9vb5iZmeHUqVOttsvMzIShoSFCQkIkajXHjh2LVatWtWkcmzdvBp/Pb7PruxOS6DR8/2K8ffsWgwYNwmCBoO1G769DrKKCC6tWwc3NDcbGxli1ahU2bdqEwMBA0Ol0DBw4EPv27ZM6geLfgOHDhyMqKgoODg6oqqrC3LlzwWazkZaW1mFZnXj1ClFRUUhJSQHwgWQ6NTWVopeSk5MDnU6Hh4cH9eyqq6sxadIk6Ovr49ChQ4iIiIC6ujpkZGTg7OwMd3d3qr+24saNGxg6dCiYTCbGjBkDJycnivKsIVY4Y8YMeHp6Qk1NDVZWVhg9ejQ2b96MW7duNUt5tm3bNjg5OcHQ0BAGBgYSLs7Ro0fjzJkzKIiJaTMZQAMTzuPHjyVihkpKSti6dWub7j08PBybN2+W+vzLly/D0NAQdXV1CA0Nxf9j7zzDmsi6OH4SWkINkITepEiVImBBQBDLKgqoq6tiRVFU7L13FOu6dmxrWXvXtaxtV0XExloQEUWwASJY6IT5vx+QvEZqAMvu5vc8+ZDM5M7MzWTOPfee8z+BgYH1Fm1cVFSENWvWQEdHB76+vtDT00O/fv2qDSLLy8vDzJkzoa2tjfnz56OgoACNGzeukSj45xw7dgwCgUBWxqgOyAzfdw7DMHjq4gJRLR/iIiKcVlNDWFgY2rdvD3V1dQQGBmLXrl1SF839Xhg4cCDWrVsHX19fLF++HECpYXB2dkbbtm2R27ZtncvMlJSUSIS8f8qTJ08wbtw4sFgssNlsmJiYYMeOHWjUqBG6dOlSTsHkxIkTcHd3F1ePDw4OrlK8oCqSk5MRHh4OTU1NuLm5gcfjlRr8T7yZ4uJi3Lx5E6tWrUKvXr1gbm5erVf4+++/g8VioUyrtMxQxdZCAefTGYfxPj7itpSUlCAvL49mzZpJdc1LlizBiBEjpPqOm5sbAgMD4eHh8UVmMN6+fYvJkydDU1MT7u7uEAgE4mjUPXv2VGpoHz9+jICAALiZmGASm43i7t0rXSetiqtXr0JHR0fqQYSMUmSG73snPb3OHkw+EXq1aYMdO3b8KyLDwsPD8fPPPyMxMRF8Pl8cjl9UVIS5c+fCT0MDRYqKtesrNhu9bWwwd+5cNGzYsMrzuHv3LuTl5aGkpAQiAp/Px5QpU8pVcCgjNzdXPDXJYrFgYWGBVatW1SpP6/Xr15g1axY0NTWhrq6OFi1aVBlyn56ejiNHjkh4hTY2NhgwYIDYK8zNzUViYiKmTp0KAwMDqKio4Iyqaq3FAMBiIbddO1y9elWcJnD37l2pI4LPnDmDli1bSvWdHj16QEVFpUJt0/okJSUFwcHB4PP5MDIygr29PYhIXL6qHLGxQFAQiuXlkft5f322TlodDx48gKmpKRYsWFCnadz/IjLD971TD2tWDIdTqjv4L2H8+PHiNZx58+ahQ4cOEn/8O3fuYL6REfLZbOm8Yw4Hoz+pUF+m2lJZOH1WVhZ8Pno0Ojo6aN26NUaPHg0DAwM4ODhg/vz55XIhL168CEtLS8TFxcHf319cDbxt27a1Eiguk5PT0NCAgoICpkyZUqOHYJlXuHr1agQHB0t4hTNmzMCJEyewNTIS+XW470AkUZ08IiICjRs3lnpaPS0tDVpaWjV+uJelFGhpaVXosX8Jrl+/Dg8PD3FErLy8fPnfs4ai6dJUf3jx4gUaNWqE4cOH16t4xL8dmeH73qmnKEXUMHrsn8D06dMxe/ZsAKXBC3Z2dti7d6/EPkVFRfi9UyfkEtUoIKPsQZORkYHPoxormpq7dOkSjI2NER4ejqNHj4LNZsPY2Bj9+vVDcXEx/vrrL4SFhUEgEMDd3R3Lly/HixcvwDAMmjZtin379gEoDYiJioqCtbU1WCwWhEIhxo8fL/U0dJkMnqKiIng8HtauXSu1Z5Weno5t27ahXbt24PF4GEdUrpST1K+PgUJA6bR9r1690L17d6k9FKFQWHH6ymecO3cOAoEAd+7cwYQJEzB69GipjlMXli1bJvb+y4yfODm9zOhJ03c1NH5v376Fj48Punbt+l1GYX+PyAzf90495aXhX1Tocv78+RKCxFeuXIG+vn6F0YyPdu/GOR4PBWx2+QAhLhciBQWc09QE88nUkpubm4ThU1FRQY8ePXDr1i0JndWjR4+Kv7Nv3z6wWCwYGxtj6NCh4gd7cXExTp06hX79+kFTUxMtW7ZEWFgYHB0dyz3809PTMWjQIPFUqIuLS43lusr48OED/P39oaSkBIFAgGXLllVrRDMzMxEVFYXWrVtDXV1dHN1b1L17vQ+68vLy4O7uLnVqQatWraoN5oiLi4NAIBDriyYnJ0NbW/urBW41atQIcnJy4HK5UFRURFkwT0TnzqXpRbXpuxpWeC8oKEC3bt3g5eVVbVSvDJnh+/6pJ48vwd0dly9frlOVhu+FZcuWYdSoURKfDRkyBEOGDKlw/+LiYqyYOhUzlJXxsEkTMB/LzCAyEqJXr2BpaSmhBDN27FiUBXk4OztDXl4eHTt2hFAoBI/Hg7Ozc4XeR1RUlNj4fV7tACiN+jx06BB+/CiH5ubmhm3btlW47nr27Fnx1FmZ4a1J2Z0yTp8+DaFQCAsLC2hra2Pq1KkSCfRZWVnYvHkz2rZtKxHdK5Ev9wUGXQzD4I8//oCOjo5URn306NHi6e2KSE5OhoGBAfbs2SPxeceOHaWKCK0LIpEI7969w4sXL5CYmIjLly8jPj4et0xNax2cxnwMtqoJJSUlGDFiBOzt7WvkHf+XkRm+7516WOMrkpfHHjc3uLu7Q0VFBUZGRmjfvj0mTJiA7du3Iy4urvpK5t8Ra9asKWfksrOzoa+vX6VO4v379+Hm5gZfX19x5XMAWLduHfw/eTg3b94cQUFBuHjxIhiGwfDhw8Fms6GoqIigoCA0bNiw0hp7kZGRYLFYMDIywowZMyo9l3Xr1sHOzg7+/v7iArL79+8vF4FYWFiIuXPnwtDQEEQEMzMzLF26tEb6qFlZWejZsydMTU0RFBQEdXV1+Pj4oGXLllBXV0fnzp2xe/fuyj3Cehp05XbpgjVr1qBz585QV1eHvLw8PD09wefzqy0BVMaWLVsqFVzPzMxEw4YNK8yJO3XqFJycnL5d8Ec9BKeJFBTAVKP6UwbDMFi0aBFMTEyqVZj5LyMzfN879fDH+TTAoKSkBElJSTh8+DDmzp2Lbt26wdbWFhwOBzY2NujWrRvmzp2LQ4cOISkp6btUht+8eXOFslT79u2Dra1tldJqxcXF4srna9asQUlJCfLy8qCjo4P79+8jLS0NGhoa4oFAbm4uQkNDIRAIoKCgAAsLCzx79gxHjhxB8+bNJWrslTF58mSw2WwYGhoiIiKiwvMoKiqCsbExrl27hjdv3iAqKgqtWrUSS8SdOHGi3BpdQkICgoKCwOFwIC8vD19f32rzwN6+fYthw4aJSytZWlpCVVUVQUFBuHHjRpXfrS8xgF0fVVvKXmw2G3369MGGDRtgYmJSrZQbUKqe4uDgUO7z3NxcNGvWDBMmTKjweyUlJbCwsJBKOLpeqYc+zGOxsNrUVKynWhO2bdsGHR0dXLly5Qte3D8XmeH7JxAUVOu8tJpOlRQUFCAuLg7bt2/HxIkT0b59exgZGUFFRQVubm4YMGAAli9fjrNnz1arVP+l+e2338rVMAP+X8apJutH8fHxaNKkCXx8fPDkyRPMmTMHAwYMwMaNG/Hjjz8CKF0zsrGxQa9evfDu3Tv8/fff0NTUhIqKingd6fLly+jUqROEQiHmzJkjTmQeMmSIWFC7MnWOn3/+GZ0/+21evXqFlStXolmzZuDz+QgNDcWFCxckIvZKSkqwfft22Nvbg8ViQVtbGyNGjBCv7bx//x47d+5EQEAA1NTU0LFjR/zyyy9o3bo1XFxccO3aNSxduhSGhoZo1aoVzpw5U7FHVE+DLiY9HStXrgSHw0FZpKyjoyM0NDSgrq4OLS0tcSRpZfdWfn4+OByOxKCmuLgYHTt2RHBwcJUDtGXLlqFHjx6Vbv+i1ONShUAgQHh4eI3X8E6dOgWBQFBlzc//KjLD908gNrbWScR5bDZenzxZ60O/ffsWly9fxtq1azFs2DB4eXlBU1MTAoEAvr6+GDFiBKKiohATE/PVEuIPHjyIgICACrelpKSAz+fXSM9QJBJh8eLF0NbWxsKFC6GhoQE/Pz/s2LEDK1euBJ/Px7Zt2yS+k5mZCScnJygqKkrkT8XHx6N///7g8XgYMWIEnj59iu7du0NOTg66urriIrqfkpOTA4FAgAcPHlR4fsnJyVi4cCGcnJygr6+PUaNG4dq1axJG6s2bNxg+fDg0NTVBRFBXVweXy0WHDh3w66+/SjwkGYbBhg0bwOfzsXTpUuTn52Pr1q2wtbWFs7Mzdu3aVX4KtQ6DrhIWCyWBgeKmrl27Bj6fDxaLhczMTDAMg8TERLi5ucHBwQG+vr7Q1NSEgYEBOnXqhFmzZuHYsWPiKgfW1tZir4dhGAwaNAht2rSpVjw9KysLPB7v2wzY6nGdNDMzE4MHD4aOjg42bdpUo9mY69evQ09Pr1Y1Ev/NyAzfP4VahEMXKSgg/KO01qcRiHWFYRg8f/4cp06dwuLFi9GnTx+4uLiAy+XCzMwMnTp1wpQpU7Br1y7cu3ev3ksYnTx5Em3btq10+/Lly+Hj41PjdZ0HDx6gWbNm0NPTE+fUubq6Vlrgt6ioCH379oWSkhL8/f0lAkKeP3+O8ePHQ0tLC7169ULz5s2hqKgIHR0dbN++vVxbs2fPxoABA6o9x/j4eMycORNWVlZo0KABpkyZgpiYGOzZswddunSBuro6mjRpgoYNG4LNZoPL5aJr164VXsPjx4/RokULseRZSUkJjh49ihYtWsDMzAyrVq36/9RtHQZd+Ww2elpZSdSZfP36NVavXi1xPh8+fECjRo2wbNkyMAyDJ0+eYN++fZg0aRJat24NLS0t6OnpQU9PD0FBQThy5AjGjBkD548VNGrCoEGDai1SXSe+QDrSjRs30LRpU7i7u1dagulTHj16BHNzc8yaNUuW6P4RmeH7J1GLBNj4+HhYWFiAy+UiJCTkiwpQi0QiJCQkYP/+/Zg5cyY6d+4MS0tLcDgcODg4oGfPnoiIiMCxY8fw9OnTWv8JL1y4AG9v7yrPo3HjxlLJOYlEIrRo0QJEhJYtW9YoH2r16tXiyupJSUkS27Kzs7Fw4ULo6elBQ0MDioqKEAgE4vy9MjIzM6Gpqfl/ke1qyMnJQWRkJBo2bAgWiwUVFRUEBgZKiD6XrWOWaW8aGRlhwYIFEp6RSCRCZGTk/zVOP/4WV65cEU/dzp49u3TqtpY5aMyaNdiyZQsEAgGmTZtWZQDV06dPoauri5MVzE4wDIPk5GT06NEDTZs2hZ2dHdhsNgQCAdq3b4/p06fj8OHDSE1NrfSeiouLg6Gh4RcvmlyOehRN/5SSkhJs2bIFurq6GDRokLikWGWkpaWhcePGGDRo0Nfvg+8QmeH7p3H9eumaHYdT+of4/A/C4ZRu/2QkWFBQgKFDh4LL5cLExESqRfL6IDc3Fzdu3MCWLVswduxYtGnTBnp6elBXV0ezZs0QGhqKX375BRcvXqxRxfirV6+iSZMmVe5z69YtCIXCGtWvKyoqwqRJk8DlcmFoaAhTU1N4enpW6vF9yqVLl6Curg4VFRWJMlJlFBQUYMOGDVBUVASbzYaamhqOHDkisc/o0aOrTLTOy8vDwYMH8dNPP0FDQwOtWrXChg0bkJ6ejsuXL2PYsGEQCoVwdXXF0qVLJYzokydP0L17dygrK0NOTg6enp7i9UmgVOXG0dERHTt2lJgKLJu61dTUxMiRI5E5b16NBl0iKlXA+TTx+uXLlwgICICtrS1iYmKq7Muqpn6PHj0KFxcX6Orq4uHDh0hJScHBgwcxbdo0/PDDDxAKhRAIBGjXrh2mTp2KgwcPSgywPDw8alycud6o5+C0z8nOzhYXyl29enWV6i3v379HmzZt0KlTp3+UKP2XQGb4/qlkZJSOAnv3Ll1H+JiXVpXI7cmTJ8Hj8cDlcrF06dJvPu2RmZmJixcv4pdffkFoaCiaN28OdXV16OnpoU2bNhgzZgy2bNmCGzduSPxRb9++DUdHx2rbHzt2bLX1zpKSkuDu7o527dpBS0sLR48ehZGRkXjtb8WKFdWupaSkpMDKygpcLhdTp06tcP/CwkIIhULIycmBxWJhxIgRYu/72bNn0NTUxNWrVzFkyBAkJCQgPz8fR44cQa9evaChoQEfHx+sXbu20gjI4uJinDlzRmysvLy8sOajEk0Ze/bsgZOTE1gsFng8HoYMGYLXr1+jsLAQU6ZMgY6OTjnD8Pz5c4wbN660Bt0PP+Btq1ZVDrqeN2kCPx4PZ86ckWiHYRjs3r0bOjo6GDduXKUzD5s2bYKlpWWFGpsHDx4Em82utCQPwzB49uwZDh8+jBkzZqBDhw7Q1dUFn89HmzZtEBAQADs7OyQnJ3/de78O66SoYXDanTt34O3tDScnpyojWAsLC8VT8F9ax/R7Rmb4/mOkp6fDx8cHKioq8PLy+uYRmp/DMAyePn2K48ePIyIiAj179oSDgwM4HA4sLS3RuXNnDB06FHp6ekhISKhyhJuTkwMTE5NyD+EyduzYAT6fjxUrVuDChQtwdnYGAHh5eWHnzp1ITExEixYt0KJFi2o1H3NzcxEYGAhVVVW0atWqwsi7skK2PB4PCgoK0NTUxLx58/DHH3/AwMAAcnJykJOTg4+PD3g8Hry9vbF69Wqpq24XFBTgyJEjYg+xXbt22Lp1q1i84N27dxgzZgwEAgFYLBZsbGywdetWXL58GRYWFujdu3e588/OzkZERAR0dXXR3dcXSYMHgwkOrnDQdenSJQiFwgrXNDMyMvDTTz/B0tISf/31V4XnP3r0aPj5+UlMySUkJEAoFEJZWbnaab3PefHiBY4ePYpp06ZBSUkJQqEQWlpa8PPzw8SJE7F37148fvz4yxnDOqyT1lS5BSj975TplPbu3VscFPQ5JSUlGD9+PGxsbMQC7/81ZIbvPwjDMPj555+hrKwMDQ2NCqfovjeKiopw79497Nq1C8OHDxcH0nC5XDg7O6NPnz5YvHgxTp48iefPn4sfYidOnIC5ubmEx/j+/Xv06dMHDRs2xK1btwAAo0aNwqxZswCU1jtzdnYGwzAoKSnBihUroK2tjWXLllVpaMuqZKuoqMDQ0BB37twpt092djY0NTVhaGgIHo8nLlpb9pKTk0NYWFilDy1pycnJwa5du9CpUyeoq6sjKChIov5ibGws/Pz8xFUmOnTogB49esDIyAh//PFHufby8/OxYcMGWFpawt3dHQcOHKiwT+7fvw9jY2MsWrSoQoNy6NAh6OvrY9iwYeWigYuLi9G2bVuEh4cDKJ0qNTU1xebNm+Hh4VFt8deqmD59OoYNG4ZXr17h+PHjmD17NgICAsS/h6+vL8aPH4/du3fj0aNH9WcM16yRXrashlqdn/PhwwdMnDgR2traWLp0aaXBZcuXL6/0Pv23IzN8/2Hu3r0LMzMzKCsrIzQ09B8jcJuWlgahUAig1IjFxMQgKioKI0aMgK+vLwQCgXi6b+jQoWjcuDGCg4Px9u1bXL9+HRYWFggJCRFHYzIMAzMzM7GKSElJCWxsbHD27FnxMR89egRPT080b94cCQkJVZ7f0aNHoa6uDlVVVfz222/ltqempkJJSUlc947D4YhV/dlsNjZt2lRfXSVBVlYWNm3ahNatW0NDQwO9evXCsWPHUFhYCJFIhJ9//hkNGjQAEUFbWxvq6uoICwurcD1IJBLhwIEDcHd3h5WVFTZs2FDu/nn27Bns7e0xYsSICqd/s7Ky0K9fP5iampbzyrOzs9GwYUOsWLECjo6O4ojMsLAwqauWf8rz58+hqalZoUxcWloafv/9d8ydOxeBgYEwNjaGhoYGWrZsibFjx+K3337Dw4cPay3qEB8eXloxpB6rM1RFQkIC2rRpU+5e/pRdu3ZBIBD8X0z7P4LM8P3HycvLQ2hoKJSVldGgQQPcvXv3W59Stbx9+xbq6upV7pOWloY//vgDy5cvx08//QR5eXnIy8uDzWbD2dlZQq7txo0bMDExkRjdb9q0qVzKRElJCVauXAltbW0sWbKkSu/v/v37MDIygoaGhng978yZMxg4cCC0tbWhoqIi9vJYLBb27NkDDQ0NEBE0NTXRvn17sWTalyAtLQ2rVq2Ch4cHtLS0MHDgQJw7dw4ikQjPnj1D7969xefI4XAqNTYMw+DChQv44YcfoKenh4iICIlp0uzsbHh7e+PHH3+sdGB16tQpGBsbIyQkROK79+7dg4KCAjp27Cjuh7Vr1yIkJKRO196lSxesWrWqRvtmZGTg1KlTmD9/Pjp37gxTU1Ooq6vDy50X71IAACAASURBVMsLo0ePxo4dO/DgwYMaGcMFCxZgWc+eUgen1QWGYXDo0CGYmprixx9/rHBqs6yixecRx/9mZIZPBgDg+PHj0NDQAJfLxYoVK7554EtVFBQUQFFRscb7v3z5EjY2NlBVVcW5c+dw6NAhzJkzB926dYONjQ3k5OSgqakpIdd2//596OnpVRgBm5SUBG9vbzRt2rTSCESgdD3V0dFRXHncyckJixcvxsKFC8XTmmVeHp/Px7Vr12Bra4sbN27g18WLsUhbG79ra+Nl48Yo6dlTqgrd0pCSkoLIyEg4OztDV1cXI0aMwNWrV8EwDI4cOQJzc3OUVVDv169fpWuOf//9N3r16gVNTU2MGzdOLJScn5+PH3/8Ed7e3pWqjrx79w5hYWEwMDDA0aNHUVJSgh49eqB58+bQ0dER1zW8cuUK3Nzc6nS9Fy5cgI2NTa3v8czMTJw5cwYRERHo2rUrzMzMoKamBk9PT4wcORLbtm3D/fv3yw2MOnfu/P8ZgFoEp9WFvLw8zJw5E1paWpg/f3651JLbt2/DwMAAv/zyyxc5/veGzPDJEPPq1St4enpCRUUFPj4+NUoF+BYwDAMWi1WjwpsnTpyArq4upk+fDg8PjwpH+i4uLoiKisL27dsxYcIEsVybgoICtLW1xXJtf/zxhzgYqKSkBKtWrYK2tjYiIyPF5yISiXDhwgWEhYVBKBTCxcUFLVq0gIaGBnR0dBAdHQ2GYXD79m0MGzZM7FUZGBjAxMQEr44eLY0C5HBKCwh/4hEUKyiAUVKqcYXu2pCQkIBZs2ahYcOGMDU1xaRJkxAXFydOgpaXlwcRwcrKCuvWravQ03n69ClGjBgBTU1NDBgwAPHx8RKVA6rKWbxw4QLMzc1hbW0Nd3d35OXlYeXKlbCzs8O7d+/w7t07KCsr16noKsMwsLOzq9Na4edkZWXh7NmzWLRoEbp16wZzc3OoqqrCw8MD4eHh2Lp1K3R1dascKH0NHj9+jICAAFhYWODEiRMS25KTk2FlZYXJkydLlNX6NyIzfDIkKCkpwZIlS8DlcsHj8SpMKP4e4HK5VeYiFRQUYNSoUTAyMhKXHIqPjwefz5co2fLs2TNoaWlV+AdPTk6GmpoaFixYgKFDh8LT0xM8Hk9Crm3BggVwcXFBw4YN0bNnT+jq6sLZ2RkRERESSe1btmwRa1OuWbNG4sEyf/58qKurY2uTJshjsUr1VatYAyphsUoDJeq4BlQVZcZ54sSJMDExgY2NDWbNmoW5c+eCx+PB2toaCgoKUFRUxA8//FBhlYXMzEzMnj0bAoEAAQEBuHz5MiIjI2FsbIx79+5VeuyFCxdCS0sLQqEQe/fuBcMwCA0NRceOHSESiWBqalojSbqqWL16Nbp06VKnNqojOzsb58+fx+LFixEYGCguMdWsWTMMHz4cW7Zswd9///1NjMvJkydhaWmJjh07Stynr1+/RpMmTdC3b1+kpqZCX1+/wnXqfzoywyejQuLi4mBiYgIul4uhQ4d+d2WLNDU1K81DevDgAZycnBAUFFRunxkzZkgIQ69evRrBwcGVHmfUqFEYN26c+H2ZXNuJEycwdOhQWFtbi70gFosFc3NzTJo0qUK5tujoaAiFQujo6KBv374SuWzPpk5FrpSh7oXy8siaP1/qvpMWhmEQHR2N8PBw6OjowM7ODqampnBzc8O8efNgZWUFFosFHR0dTJo0qdyAJDc3F6tWrYKpqSlatGghTqWoKJ1h165dMDQ0REpKCqKjo2FtbY3OnTsjJSUFXl5emDRpEjp16lTnRPT3799LpZhTV06cOIFWrVrh7du3uHjxIpYuXYqePXuiYcOGUFZWRpMmTTB06FBs2rQJcXFx9S7zVxEFBQWIiIiAtrY2pk+fLv7dcnJy0Lp1aygrK4PNZtcoZ/afhszwyaiU3NxcDBgwAMrKyrCwsMD9+/e/9SmJ0dPTw4sXLyQ+YxgGGzduBJ/Px7p16ypcw8nPz4eVlZVYsb5169ZVLuo/ffoUWlpaePv2LUpKShAdHY1Ro0bBwMAA9vb2mDNnDh48eIDi4mKcPXsW9vb20NfXh5+fX4VybVu3boW9vT2MjY3h5ORUWhewDnleuUSY2aFDlR5UfSISiXD27FmEhIRAWVkZ8vLy6NmzJ+7cuYOQkBCoq6uDzWbD1dW1nEJNcXExdu3aBScnJ5iYmEBNTQ27d+8Wby8Lsvg0vD4/Px9TpkyBUCjE6tWrYWZmhoCAgCprHdaUYcOGYdq0aXVupybMnj0bEydOrHDb+/fv8eeff2LZsmUIDg6GjY0NlJWV4ebmhiFDhiAqKgq3bt2qVoy7tjx79gzdu3eHiYkJDhw4gIKCAjRp0kQcaczhcCqeok1PL1137tWrdJ2yV68vtg5d38gMn4xqOXz4sFj1f9WqVd9F4IuZmZk44AEonVb68ccf4eDgUK0RuHjxIoyMjJCamgo1NbUqhY4ZhkGbNm3g6ekJIyMj8ZRfZYMAhmGwbt06aGtrY8GCBXj37h2uX7+OLVu2YMyYMWjdujV0dXUhLy8PRUVFKCkp4baZWbXTm5W9GBYLD2xtoaOjA39/f/z1119f7fcpLCzEqlWroKmpCXl5eXh5eWHz5s3Yv38/mjVrBjabDVVVVfTu3VvCs2IYBqdPn4a7uzvYbDaCgoJw5coVCAQCCTm1T7l58yYaNWoET09PqKqqwsvLq87nHx8fD11d3S9mUD6lY8eOUnmpHz58wKVLl7BixQr07t0bdnZ2UFZWhqurK0JDQ7F+/XrcuHGjXmdizp8/Dzs7O7i5uUFOTg5qamriyOM+ffr8f8fYWPE6dDk5trLI1C+4Dl0fyAyfjBrx4sULNG/eHCoqKvDz85NaPaO+sbW1FRu4K1euwMTEBMOGDauxCPeAAQPQtm1btG/fvtw2hmFw/fp1jB8/HiYmJjA1NYWamppElYHqePr0Kfz8/ODq6lphikhGRgYGDx4MU2Vl5NdG0ePTF4eDvJQUrF27Fubm5mjatCkOHjz41YoIFxYWYsKECdDQ0IC7uzvU1dUREBCAbdu2YcqUKdDX1wcRoUGDBuUk4A4fPgwVFRWwWCwEBgZWqSRUWFiIOXPmQEVFBWw2G6mpqXU+d19f3y++hsUwDHR1dfH06dM6tZOTk4MrV65g5cqV6Nu3L+zt7cHlcuHi4oJBgwZh7dq1iI2NrVM+blFREZYvXw5tbW106dIFISEh4PF44HA4pTvUQij/e0Rm+GTUmJKSEixcuBBcLheampoVKnt8LcoKqs6ZMwc6OjrlptWq482bN+BwOJg0aRKA0ofTzZs3MXHiRJiZmcHCwgJTp07F33//DYZh0KpVK2zdulWqY3xa/27evHkVrtvE9++PvLoavk/U+0UiEfbt2wdXV1dYWVkhKirqq63PRkdHw9LSEt26dcPq1avRtm1baGhooEePHli1ahX8/f3FqR1+fn6IjY1FZmYmLCwsoK+vDysrK/B4PAwePLhKgfC4uDiwWCyoqqrWeYr3wIED8PDwqFMb1fH8+XPw+fwv4onn5ubi6tWrWLVqFfr3749GjRqBy+XCyckJISEhWLNmDWJiYqSuypKWloZ+/frBwMAAO3fuLPWKa1ml43s0fjLDJ0Nqbt26BSMjI3C5XISHh3+VqaLPady4MRwdHeHj4yMRpVlTCgsLweVyYW5ujokTJ8LCwgINGjTA5MmTcfv27XIPqVOnTsHe3r5WD6+UlBS0adMGLi4u5eWh6qle2z0XFwm5NoZhcP78ebRr1w56enpYuHChWKvzS5KTk4Nhw4aJJc/S09OxZs0aeHp6QktLC/369RPrRLJYLMjLy8PV1RUvX76Ev78/WrZsifHjx0NbWxs//vhjpfXmnJ2dYWVlBUVFxRoJiVdGcXExDA0NpfLmpeXw4cNo167dF2v/c/Ly8hATE4M1a9YgJCQETk5O4HK5aNSoEfr3749Vq1bh6tWrNarQEB0dXepROjmhpLZVJqTQG/1ayAyfjFqRk5ODPn36QFlZGVZWVl81P+ngwYNQUFDAgAEDpM7nYhgGd+7cQc+ePaGkpAQOh4OWLVvi5s2bVRo1hmHQqFGjWqd3fBp4M2fOnP97f/VUofuuqSl8fHzA5/Ml5NrWrl2LLVu2oFu3btDS0sL48eNrNVCQltOnT8PQ0BDDhw8XP2BTU1OxZMkSNG7cGEKhEMbGxmKNTBaLBUdHR/j6+qJx48ZISkrCsmXLYGhoCF9fX5w+fVri9yl7gDdq1AjGxsbw8PCoVkquMubOnYuBAwfWy3VXxLRp0zB9+vQv1n5NyM/PR2xsLNauXYtBgwaJC0fb29ujb9++WLlyJa5cuSJRVLkMkUiEJ05OENX2/qxhhYmviczwyagTBw4cgJqaGpSVlbFu3TpkZWUhPDy83sKxc3JyxNUCcnNzMXjwYJiZmaF58+ZSiWvfu3cPM2bMgLW1tTiicujQoUhKSoK2trZEoExlbNu2Db6+vnW5HKSmpqJdu3ZwdnYuzX2rJ49vv7IyWrdujfDwcERERCAyMhKzZs1C//794ebmBhUVFejp6cHU1BQcDgdeXl44ePDgF50GzcrKQq9evWBlZSVRh49hGHTv3h3m5uawsbGBsbExfvrpJzg7O0NOTg4KCgpQUVHB+fPnUVhYiF9//RV2dnZwcnLCb7/9huLiYixfvhzDhg3Dy5cvYWhoiJCQEGhra2PhwoVS58WlpaVBXV0dQ4cOhb6+vtTVMKqjbdu2Uk/Ffw0KCgpw48YNrF+/HqGhoXB1dQWXy4WtrS169+6NFStW4NKlS8h58uSL1hT8FsgMn4w68/z5czRp0gTKysoQCARgs9lYU9W8vhRh0HPmzAGbzYa3tzdsbGzQo0cPvH37Fl26dKlWW/DBgweYPXs27OzsYGhoiDFjxiAmJgYlJSUwMDAQe6mLFi1CmzZtqp3GLCoqgqGhIW7evFl9p1QBwzDYvHkzBAIBzvj5lVNokfbFcLnInDQJv//+O5YtW4bQ0FB4eXlBKBRCTU0Nbm5uCA4OxpgxYzBhwgQMGjRILNXGZrNhYmIiIdeWlJRUr4Exe/fuhVAoxLRp01BYWIhZs2bBxcUF79+/F3vgkydPhpmZGaysrODr6yvWLdXV1cWiRYtQWFiIY8eOwdPTE6ampggPD0fz5s0BADdu3ACfz8fx48fRqlUrNG7cuMYVBxISEtCqVSuw2Wyx0a2vyhhA6W+tra1dLvXme6WwsBC3bt1CVFQUhgwZAjc3N0yRl0d+besJlr0qqCL/LZEZPhn1gkgkQlBQEMrCn1VVVcsvqEsZBp2dnS0h5ty/f3+xcerVq1eF9d4ePnyIuXPnwsHBAfr6+hg5ciSio6MlHuTXr1+HlZWV+H1RUREcHR2xc+fOaq9z8eLF+Omnn2rTReV49uwZerRqhYK6PlSqGE2/efMG0dHR2Lx5MyZMmIBOnTrB0tISSkpKsLCwgL29PVRVVSEUCuHl5YVWrVrByMgIKioqcHd3F8u1nT17tk61G1++fIkOHTrAyMgIhoaGFXpVDMMgJiYGI0eOhJ6eHgwNDcXGSE5ODt7e3rh06RKio6PRrl07sFgszJw5E5mZmdi9ezdMTEyQlpaGqKgo8Pl8zJo1q9r153PnzokFCMp0U+uzSklycjL09PTqrb0vDcMwKCgowNu3b5GWloaUlBRk19N0PKopCv01YQEAyZBRR1JSUsjKyoqKiorEn3l4eND58+dJUVGRaO1aonHjiPI/Bu9XBotFxOUSLVlCIx48oNWrVxPDMEREpKCgQImJiWRqakoDBw6kpk2b0sCBAykpKYn27t1Le/fupYyMDOratSt169aNmjdvTmw2u9whpk+fToWFhRQZGSn+LDY2lgICAuj+/fukpaVV6em9f/+ezMzM6ObNm2Rqaip9R30GAEp1dSXDW7dIrjYNsFhEQUFEBw5I9bXCwkJ6/PgxJSQkUHx8PJ05c4Zu3rxJBQUFpKKiQnZ2diQQCEhRUZEKCgooPT2dHj16RIqKiuTg4ED29vbk4OBADg4OZGdnR6qqqtUe89ixY9S7d29is9k0depUGjVqFMnJVXzVJSUl9Ndff9HPP/9MR48eJaFQSHJycvTq1SvS1NSkHj160K5du8jPz4/OnDlDvXv3JiKiW7du0blz5+j169c0ZMgQSk1Npc2bN5Orq2ul5xUdHU0//PADvX//nuTk5EgkEknVl1Wxf/9+2r59Ox05cqTafQFQUVERFRQUUGFhIRUUFIhfn7+vyT61eV9YWEgKCgqkpKREHA6HOBwObX3zhnzz8ureGf7+RMeO1b2dekBm+GTUC6mpqTRx4kS6c+cOJScnU0FBAQEgFxcX+r1jR9JZvJhIij8PlJVpaF4erSMiPp9P1tbW5OrqSpMnTyahUEi9e/em9+/f0/Pnz+nFixdiY+fh4VHpw7QMBwcHWrduHXl4eEh8PmLECMrNzaVNmzZV+f0JEyZQUVERrVixosbXUyXXrxPj7U3s/Hypv1qkoECK0dFEVTzYawoAOnfuHM2dO5fu379Pnp6eJBQKKTk5mRISEigzM5NMTU3FBrGwsJAyMjIoJSWF9PT0xIawzChaWVmRgoICERHFxMRQx44d6fjx4yQQCKhfv37EYrFo69atZGZmVuV53b17l1q3bk26urr05MkT4vF4lJWVRbm5uWRsbExjx46lZ8+e0caNG0lVVZUaN25Mhw4dIiKi3377jcaMGUP9+/enWbNmkZKSEk2aNIlCQ0PJ3NxcfIykpCRyc3OjnJwcevHiRZ0MyKefxcbGEhGRiYlJjYyOvLy82OBwOBwJA1TZZ/X5XklJqfxgMTiYaOfOOt9f1Ls30bZtdW+nHpAZPhn1DgDKyMig27dv04fz56nD4sWkXIt2SjgcKjpzhrienkRE9PTpU9q3bx/t3buX7t+/T46OjhQREUGenp7VGrsynjx5Qs2aNaOXL1+W+86HDx/Izs6Otm/fTt7e3pW28eLFC3JwcKDHjx+TpqZmLa6sAtauJYwbRywpBgcMl0uzVFWJN2kSjRkzpn7O4yNxcXEUGRlJp0+fpoEDB9KoUaNITU2NEhMTKSEhQeL16NEj0tLSIoFAQEpKSlRUVESvX7+mzMxMsrS0JFNTU7p48SKNHTuW+vfvT8bGxsQwDC1fvpwWLVpEERERFBwcLH74V2QgXrx4QVOmTKEGDRqQtbU1Xb16lW7fvk3y8vIkEomIzWaTsbExqamp0d27d0lNTY2cnZ1JXV2dPnz4QPfu3aOcnBxSU1Oj169fk5KSEvF4vHJGh8VikbmaGvUSiciupIR4RJSnqEhP1dXpnJERFaqrS2WUIiMjqXPnzuTh4VE7o/M9EBlJNHMmUUFB7dvgcolmzyYaP77+zqsOyAyfjC9L586Ew4eJVZvbjMWivLZtaa2fH+3du5eePHlCnTt3pm7dutH58+eJw+HQ9OnTpWpy+fLldP/+fdq4cWOF248cOUITJ06kuLg44nA4lbbTr18/srKyoilTpkh1/Cr5OB2M/Pwq+4shogIiejZqFCmPGUNeXl40YcIECgsLk/qQ1U2vPXnyhHbt2kVnz56lJk2aUNu2bUlLS0ti/7y8PMrIyKD09HSxwXv79i29f/+eRCIRMQxDCgoKxGKxSCQSEQCxkWEYhkQiEbFYLFJRUSEul1upgZCXl6dbt26RkpIS+fr6UkpKCj18+JC4XC6lpqYSm82m4uJiUlVVpYKCAlJTUyM+n0/du3cnHx8f2rZtG/36669ERMThcCgqKoo6dOjwf6Nz8yZRRATRyZOlnfPpg57LLZ2i/+EHosmTidzcqu1bhmFIS0uLHj16RAKBQOrf5rshI4PIxKRuho/DIUpNJfpO+kFm+GR8OerhD1NARJN79aL2fftSy5YtKTExkd68eUOXLl2ivLw8mj9/vlTteXt707hx46hjx46V7tO5c2dycHCg2bNnV7rP3bt3qU2bNpScnFylgayKiowOrl8n3tq1pHbpEpUwDCl8st4kUlAgAHRaTo626evTifR0at68OZmYmNCePXuocePGZGxsLPWaTnXTa2WeyPPnz+nJkyeko6NDrq6uZGpqWqUXwzAMTZ48mezt7cnR0ZGeP39Oqamp9PjxY3r16hXxeDzicrlUXFxMr1+/JoZhyNbWltq2bSueNrW1tSUulyvug6KiIurfvz89ffqUIiIiKCwsjO7fv0+ZmZl04MAB2rJlC926dYsYhqGSkhLxOZaUlFBSUhJ9+rjj8/n04sWLWq9BUzUDjUePHlHr1q3p6dOntbo/vicyvbxI89Klr7oO/SWR/9YnIONfzNatdW5Cicul5Y6O9Mzamvr06UP79u0jZ2dn+umnnygrK0uqtjIzMykuLo78/PwkjM7nRmHAgAEUHBxMxsbGJBQKKzUaKioqFBgYSJaWlrUOJKjM6Oja2FDgu3dknptLrHfvKIthKLdBA7rXuDHlcLl04/x54vF4dPfuXcrIyKAhQ4ZQVFQU2dnZib2YWq/pVEFeXh5t2bKFlixZQhkZGTRx4kRq3759uTaKioqoffv29MMPP9CaNWuIxWJJbP80uKbsdfXqVYqPj6eHDx8Sj8cjhmHo/fv3JBQKycHBgdzd3alRo0Y0bdo02rhxIw0aNIhSUlKosLCQ+Hw+DR48mAYPHkwvXrygvXv30sKFC8VGR+HjoOHz+2HmzJkUYWxcavRqMs0MlO43blzp+yqM3/Xr16sMqvknUFJSQgsWLKAr9+/TcSUlosJC6Rvhcku95O8Imccn48tRT4viZ/X1qf3r11RSUkIMw5COjg45OztTWloatWjRosbBBtnZ2ZSfn09sNpuKiorKRa99ahSysrIoKyuLmjdvLp5++9xovHz5kk6cOEFTp06tcoqurkYHAO3evZtGjRpFISEhNHPmTJKXl6dp06bRrl27yMnJiZKSkmjBggUUGhpK69evp4CAgDr3e1WIRCLav38/RUZGUmFhIY0fP5569uxJioqKxDAMBQcHU35+Pu3fv7/G669ERDk5ORQeHk4nTpyg7t27EwC6desWJSYm0rt370hZWZlKSkqosLCQ1NTU6O3bt9S9e3fq168f2dvbk76+voSRDQkJoQsXLlBycnK5YzVt2pQuLl5MSm3bShV4JUZZmejPPysNLBozZgwJhUKaNGmS9G1/B7x8+ZJ69epFREQ7duwgg6NHaz5AKENZuUbe8Vfna+VNyPgPUk/5P7/Ly4trgxER5OTkEBgYCFdXV/z8889Yv349fv31V+zevRuHDx/GqVOncPHiRcTExOD27dt48OABkpOT0a5dO6xevRp5eXnVJmiLRCI0bdoUGzZsqHQfhmHg4uKCo0eP1nfPVUhaWhqCgoJga2uLa9euAQB+++038Pl8hIaGQiAQYMmSJRAIBDh16tRXOSeGYXDmzBn4+fnBwMAAS5YswfDhw+Hh4SG1MPKnVCR59uHDB9y8eRM7d+7ExIkT0apVKygoKICIoKCgAAUFBXF+YkBAABYuXIiLFy/Cz89PfO98+lJQUECivX2tS0JVJ8Xl6en5TYXc68Lx48eho6ODuXPnSsoCyqozyJBRDfUox1WmMkJEkJeXx86dO9GjR48an0peXh7U1dWRmZlZ4+/cuXMHAoGgSgmrXbt2wdPTs8Zt1hWGYbB7927o6Ohg4sSJyM/Px40bN2BkZISQkBAYGBigb9++EAgEuHjx4lc7L6C0Zl6Z7NjIkSPrLP1VmeTZp0RERKBr167Q0tLCxIkTMWvWLLRv3x4NGjQAh8OBnJxchUavadOmOLZpEwrl5L6IeIBIJIKqqiqysrLq1Adfm8LCQowZMwZGRkb466+/Kt7p+vVSg8/hlApPfNofZUIUnTt/d8LUn/Idxs7K+NfQqFFpNFcdYDgcuv9xOrAskR0AzZs3j6Kjo2np0qV0/PhxevToUZWJx2fPniVnZ2fS1tau8bEdHBwoJCSERo0aVek+Xbt2pdTUVLp27VqN260LLBaLunfvTnfu3KGkpCRydnam4uJiio2NpQcPHpCjoyM9fvyYTE1NqWvXrhQTE/NVzouIKDExkV6/fk0XL14kkUhEtra2FBoaSomJibVqT1NTk3bs2EHz58+nTp060fTp0yUEEoiIGjVqRO/evaMLFy7Qzp07SUNDg06cOEGPHz+m/Px8Sk9Pp20V5I7FxMSQf2YmKX7MM6w1LFaFa9kJCQmkq6tbf+kuX4GkpCRq3rw5PX78mG7fvk2eH9OIyuHqWhqokppamqLQu3dpcnrv3qXvU1NLt3/P65vf2vLK+BeTnl5ncdsCNhsN1NQkRu6NGzfGggULYGtri5EjR6Jt27Zi8WUbGxsEBgZi0qRJ2LJlC6Kjo/HmzRuEhIRg2bJlUl9CXl4ezM3N8fvvv1e6z4oVK9C1a9e69FSt2bt3L3R0dDB+/HhkZ2djwIABsLe3R0hICHR0dKClpVVnbdGacO7cOQgEAgmNzIyMDMyYMQMCgQCdO3eu1GurCWWSZ87OzhI1+FJTU6GjowOgtPyTjY0Nxo4dKzGVvXHjRolp8qlTp+L9+/f1NiNRkRTX1q1b603a7muwc+dO8Pl8/PLLL1+kbuD3hszwyfiyBAVVvx5QyYthsfDQ3h4sFktimmrBggU4d+4cfHx8JA6Vl5eHO3fuYO/evZg7dy6Cg4Ph6uoKNTU1sFgsuLq6YuDAgVi8eDGOHj2KxMTEGin5//HHHzA1Na2wZAtQuvbE5/ORlJRUL10mLRkZGejWrRsaNmwortCto6ODadOmQU1NDRoaGrh37x727NmD7t271/vx4+LiIBAIcOHChQq35+TkYOXKlTAxMYG3tzdOnDhRq4crwzBiHc4lS5ZAJBKBYRjweDykp6cDKNUm9fDwQM+ePcU6nWlpaRgzZgzi4uKwcuVK2NnZ4d27d/W2POLoEwAAIABJREFUBg1//3LnOnz4cCxZskTqa/za5OTkoH///rCysvqiNQm/N2SGT8aXJTZW+qrNH185RFjWsyeWLFkCDocDIoKSkhLU1NTg5+cHa2vrGhmuS5cuwdraGufPn8fatWsxcuRItGvXDmZmZlBSUoK1tTUCAwMxceJEbN68GVeuXMGbN28k2ggODsbYsWMrPcaUKVMwdOjQOndXXdi3bx90dXUxduxYnDhxAkKhEFOnToVQKISioiKUlJSgqKhYr2V3kpOTYWBggD179lS7b3FxMXbu3AlHR0fY29vj119/rVX5qsePH8PT0xNeXl548uQJvLy8cPbsWfH2vLw8BAUFoVWrVnj37h0SEhLAYrGgoqICNTU16OnpwczMDCU9enwxj69p06b4888/pb62r0lcXBysra3Rt29ffPjw4VufzldFZvhkfHnKIsGkeJiUcLkYQv9XzC+b6gwJCcHr168xceJEKCsrQ0dHByNHjsSNGzcq9SLGjx+PadOmVbitzEvct28f5s2bh+DgYLi5uUFdXR18Ph8eHh4ICQnBjBkzoKGhgYMHD1b4sH716hV4PB5ev35dr10nLRkZGfjpp59gZWWFPXv2wM7ODk2bNhV7yxwOB+vXr6+XY2VmZqJhw4ZYsWKFVN9jGAanT5+Gr68vjIyMsGzZstKpRykQiURYvHgx+Hw+fH19sXTp0nLbhw4dCgcHB+zZs0cc/fnplOcxL6+615mroNxOUVERlJWVpb6mrwXDMFi9ejX4fD62bdv2rU/nmyAzfDK+DrUIg969e7fE2p6ioqJ4fSc+Ph7W1tZITEzEjBkz0KBBA9jY2GD+/Pl4+vSp+LAMw8DS0hLXpYwwYxgGL1++xIULF7Bu3TqMGjUKDg4OUFRUhKKiIqytrREQEIAJEyaIvcRevXph9uzZ9dptteXAgQPQ09NDWFgY5D9LB7GxsZHcWYr6iGXk5uaiWbNmmDBhQp3O8/r16+jWrRv4fD6mTp0qdemju3fviksdvXz5Eo8ePcK2bdsQFhYGR0dHcYoDn88HEYHL5cLf3x9Pnz6Fm4kJRAoKdTN8FUR13r59u3wffydkZWUhKCgIzs7OePjw4bc+nW+GzPDJ+HpIGQbNMAysra0lRurDhg1DcXExnjx5AlNTU3HTDMPg8uXLGDJkCLS1teHt7Y2NGzfi2rVrMDAwqJcFe4Zh4OPjg8jISNy9exf79+/HvHnz0Lt3b7i7u0NVVRUsFgvNmjXDgAEDsGjRIhw5cgQJCQn1VpFeGl6/fo2ePXvC3Nwc3t7e4uliIkJkZCSYa9ekqo9YRnFxMTp16oTg4OB6K1j76NEjhIWFgcfjYfDgwXj06FG13/nw4QPOnz+PQYMGQUlJCSwWC9ra2vjxxx+xbNkyXL16FQUFBdiyZYu4ruPs2bPF98K9e/dwXFGx3vP4oqKi0Ps7qj1XxuXLl2FiYoKRI0eioKDgW5/ON0Vm+GR8fTIySqeHevcu9TB69y59X4GHcfbsWRARgoOD0ahRIxARjI2NERsbC11d3QqbLygowMGDBxEUFAQlJSWYm5vj6NGj9WJ8EhMTwefzkZKSUm4bwzBo3bo1Ro8ejXXr1mH06NHinDIlJSU0bNgQnTp1wvjx47Fp0yZcvnz5q0yNHjp0CHp6emjfvj20tLTg7++POXp6KJCTq/6h/1kiMsMwCA0NRZs2baot8lob0tPTMX36dPD5fHTt2hWxH40uwzBITEzEr7/+irCwMDg5OUFZWRnNmjXD8OHDoaioiIMHD8LS0hLBwcHIzs6WaHfHjh3g8Xg4cuSIxOd/Ll2K3Np6e8rKFeaqDR48GCtXrqz3vqktIpEI8+fPh1AoLHf9/1Vkhk/Gd8/mzZvF6h2LFi0Ci8WCnJwcOBxOtd9t3LgxwsPD4eHhAYFAgOHDh+PatWt18gDnzp0Lf3//Ctv466+/YGFhIal2gVJjfO/ePezfvx/z589Hnz594O7uDg0NDWhra6N58+bo378/Fi1ahMOHD+PBgwf16iVmZmYiODgYhoaGGKeqikJ5eekf8mvWYPbs2XBxcfni61evXr3CsGHDxP2jrq4OIyOjct5cGebm5njw4AFycnIwbNgwGBkZ4cyZMxJtxsbGQk9Pr9wa56mAAOSx2bXqj4pwcXFBdHR0/XdKLXj58iV8fX3h6emJZ8+efevT+W6QGT4Z/ziSkpIgEAhARPD29q70Ifzy5UvweDyxZ/L48WPMnj0bFhYWsLKywpw5c/DkyROpj19YWAhbW1vs27ev3DaGYdCkSRMcPHiwRm0xDIO0tDT8+eefWL9+PcaMGYMOHTrA3NwcSkpKsLKyQseOHTFu3Dhs3LgRly5dQkZGRq0N959LltTawylSVESAgUG9RoWW9UGZNzdkyBA4OjqKvblRo0YhPDwc1tbWcHBwwPbt2yscEAQFBUlElp45cwZGRkYYNmyYRBrKo0ePYG5ujhkzZoj7kGEYbHZ3r5UH/Dn5+fngcrnigdq35OTJk9DV1cXMmTNrFP38X0Jm+GT8IxGJROL1KmVlZVy+fLncPuvXr68wiZhhGFy9ehVDhw4Fn89HixYtsH79eqnkpS5fvgx9ff1yU2pAaVpBs2bNpLugCigoKMD9+/dx4MABLFiwAH379kWTJk3A4/GgpaWFZs2aoV+/fli4cCEOHTqE+Pj46qcfg4JqvaYlIsKHNm3qfF0fPnzAuXPnMH/+fPj7+4PP58PIyAjdunXD8uXLERMTU24NimEYnDx5Ej4+PjA2NsaKFSskQvBnzpyJqVOnSnwnKysLwcHBsLS0xNWrV8Wfp6enw9XVFSEhIWKDkJ+fj752doi3sal0DVqkoABRQECVUlyxsbFo1KhRnfuoLhQWFmLcuHEwNDSsNLfyv47M8Mn4x6KkpISTJ0+Cw+GAxWIhLCxMYoqxffv22LVrV5VtFBYW4siRI+jatSvU1dXRpUsXHDp0qEbrV0OGDMGQIUPKfS4SiWBubl6hMa4PGIZBeno6/vzzT2zYsAFjx45Fhw4dYGFhASUlJVhaWsLf3x9jx45FVFQU/vrrL6Snp4NJS6t7+H4l2pRVnWtl3tyYMWOwb98+PH/+XKrrv3btGrp27Qo+n4/p06cjPT0d+/fvR8eOHSvcf9++fRAKhZg2bZr4d/3w4QPatWuHDh06iD3Cly9fwsjICMc2b65wDVqHzYa9vX2lQgYAsGbNGoSEhEh1PfXJ48eP4ebmBn9//2+eWvM9IzN8Mv6x8Hg8ZGdnIz8/H82aNQMRwdDQECkpKXj//j3U1NTw9u3bGreXnZ2NDRs2wNPTE9ra2ggLC0N0dHSl04rZ2dnQ19ev0MCtXr0aAQEBtb622lJYWIj4+HgcPHgQERER6NevH5o2bQpNTU3M4HCQX9sIxk88n8/z1j6lzJubN28eOnToAG1t7Wq9udqSmJiIwYMHg8fjoUePHjAwMKh031evXsHf3x/Ozs64e/cugNJ8uzIvOuOjMb9x4wb4fH45FZPCwkKwWCyw2Ww0atSonMBBGf3798fatWvr5fqkZffu3eDz+VixYsV/QnasLsgMn4x/LLq6unj58qX4/dq1a8XJ7oMGDUKbOkzLJScnY968eWjYsCEsLCwwa9asCiXJ9u7dC1tb23IeYm5uLoRCIRISEmp9DvUJwzDI79Klbkav7PUxVJ9hGDx8+BBbt26V8OaaN2+OsWPHYv/+/VJ7c7UhLS0NkydPBhEhMDAQN27cqLQPNm7cCD6fj8WLF4slz6ZMmQJLS0vxeu+ePXtgYmIilkEDSnVAlZWVQVRazsjU1LTCnEMHBwepc0brSm5uLgYOHAgLC4tKr12GJDLDJ+Mfi6mpabnglBcvXsDIyAhEhAYNGtRZiolhGMTGxiI8PBwCgQDNmjXDmjVrxOWNGIaBv78/5s2bV+67M2fORGhoaJ2OX6/UkzblQysrsTdnbGyM7t2717s3VxvKIniNjIzQqlUrnD59ukLP58mTJ/D09ISnp6f4/lm9ejX09fXFgt7Tp0+Hh4eH+HpiYmLEuYBKSkrQ1dUtJ/6dm5sLLpf7Vfvgzp07sLW1Ra9evb5bpZjvEZnhk/GPxdraGvHx8eU+LyoqgpKSEsqUOiqtKyYlRUVFOH78OLp37w51dXUEBgbiwIED4ty+xMREif0zMjKgqakptRrJF6OeqhFsZ7HQoEEDdO3aFYsXL8apU6fw/Pnzbz69NnDgQKxZswZFRUXYtm0b7O3t4eTkhN9++61cVKNIJMKSJUvA5/MRFRUFhmFw8OBBCAQCnDlzBiUlJejcuTP69++PmJgYGBsbQ1FREd7e3jAzMyuXrgIAV65cgaur61e5VoZhsG7dOvD5fGzduvWb9/0/DZnhk/GPxdnZGbdu3Sr3+blz5+Dq6orY2FjxKH3QoEEVPqxqy9u3b7Fp0ya0bNkSWlpaaNq0KVxcXMopmQwZMqRSndCvzqJF9aJNWTB3LmJiYhAVFYWRI0fC19cXAoEAmpqa8PLywtChQ7F27VpcunSpwqjXL8XKlSslgo0YhsGJEyfg7e0NU1NTrFy5slxgyt27d+Hk5AR/f3+8evXqf+3deViUZfcH8DOsA6SswyKCiOKCIpDIknaJEhRqriiY4KsWqL1Gl6WI26so5ZKipvQmmukPlCRQel1CTAVNEVBTENdUkEozNwhZhJnv74+JSQJkhpkRkPO5Lv6Zmed+noeMM/f9nPscnDhxAubm5oiPj0dZWRkMDQ2hpaUFHR0dJCQkQCwWo2vXrg0uKa5fv77BZCdVe/ToEcaNGwdnZ2dcvnxZ7ed7GXHgY22Wl5dXgxuFw8PDsXz5cgDS8lo+Pj4gIlhZWTVYcUVZRUVFiI6OhlAolGUa1tZBrJ0NPi8T8IVRQX/Eai0tSJ559lV3+N/xww8/YN26dXj33Xfh7u4OAwMD2NjYwN/fHxEREYiPj8dPP/2kluXAY8eO4bXXXmvwvdOnT2Ps2LEQiURYsmRJnYzHqqoqLFq0CBYWFvj2229RUFAAW1tbdO/eHc+Wy6tdto6KimqwE0dwcDC2bt2q8vt6VlZWFuzs7DBr1ixUVFSo9VwvMw58rM0aMmQIjhw5Uuc1iUQCW1vbOg1RASAxMRGamprQ0NBAbGysWq7nzJkzMDExQVhYGCwsLODu7o6NGzdi+PDh2Lhxo1rOKY/S0lL88MMPWL58OU5aWKCmmUFPIhAgvUMHTJs2Te4/umKxGDdu3EBqaiqio6MRGBgIR0dHWdPg8ePHY9myZdizZw+uX7+uVO3P+/fvo2PHjs9d9rt69SpCQ0NhbGyMf//733WeEWdlZcHBwQGTJk3C+vXr6wS92lJ5AFBYWAgTExOUFxbWKe79XceO+PXDDxXa7iEvsViMlStXwtzcHHv37lX5+O0NBz7WZvn7++PAgQN1Xvvpp59gb2/f4B+/Bw8eyL7Fe3h4qGUW9vHHHyMkJATV1dX4/vvv8c477+CVV16Bvr4+EhMT1f4tXSKR4MqVK9i+fTumT5+Ofv36wcDAAAMHDsScOXNwdNUqiP+5OVveH319PMnMxPjx4+Hm5qbU7LmyshIXLlxAQkICIiMjMXz4cHTp0gUGBgZwc3PD1KlTERMTg/T0dNy5c0fuZ1jW1ta4detWk5+7c+cO5s+fD1NTUwQFBcmWzMvKyjB58uR6Qa+2u0VJSQmQk4MTIpG0s8M/ZtCS5xT3bq67d+/C19cXAwcOVMuKRXvEgY+1WWPGjEFKSkqd15YuXYrZs2c/97iFCxfKsvNUlfhSq6ysDHZ2djh8+LDstdLSUjg4OKBv374wNjbGu+++i4yMDJV0Nnh2NldbhLpLly4IDAzE+vXrkZ2dXX8z/hdf4KmOjsJB79lC1WvWrIGFhUWd+1SFkpISnDx5El9++SVmzZqFwYMHw8TEBGZmZvD29sYHH3yAuLg4nDp1qsEsRn9/f4UKMZeWlmLNmjWwtraGr68vDh8+jOrqakRGRkIoFEJHR0dWGzYqKgo1mzYB+voQK1naTF6HDh2ClZUVFi5cyGXHVIgDH2tzTp8+jSVLlqB379544403MHXqVERFReHkyZNwcXFBRkZGk2NcunQJhoaGICJMmTJFZe11AODAgQPo1q0bysvLZa+lpqbCzc0Nt2/fxurVq+Hk5IQuXbpgwYIFcico1M7mvv76a4SFhdWbzaWkpODXX39tcpzTp09jziuvQCwUKlWb8siRI7C0tMTKlSvVmlVY2xvx0KFDWLt2LaZMmYL+/ftDX18fdnZ2GDFiBObPn49du3Zh2rRpWLJkicLnqKqqwvbt2+Ho6AhXV1ckJibi3r17mDRpEmxsbDBp0iRImtFQubnB7+nTp5g3bx46depUbzmfKY8DH2tz1q1bV6dBrUAggI6ODvT09EBECAoKqlObsTFisRijRo0CEcHc3By3b99W2TUGBgZi/vz5dc7Vs2fPOkH5/Pnz+Pjjj2FlZYX+/ftj/fr1dTZNNzabCwoKwoYNGxqezTXh999/h42NDVJTU/Hrd9/hgFAoXbKToz9iQ27fvg13d3eMGzfuhe8jq6mpwbVr15CSkoKoqCgEBATAysoKGn+VFgsKCsInn3yC//3vf7h586ZcX25OnDiB5ORkvP766+jatSs2bdqEhIQEvGlionhHi2eDnwKb2m/evAlPT0/4+/vX+ffAVIcDH2tzKioqZN0ZiAi+vr51GtZqamoqVC9x//790NbWhkAgwPr161VyjXfu3IFIJKqTZBMXF4fhw4fX+2xNTQ3S0tIwatQo6OnpwcbGBjY2NtDT06szm3u2Sk1zVFdXw9vbGwsWLMD9+/fRs2dPbNiwQaH+iA2prKxEWFgYevXq1eLp9Xl5eejRowfOnTuHHTt2YO7cuXjrrbdgbW2NDh06wNPTE++99x42bNiAI0eOyEqVAdIvJ7X9Gy9fvoxTp05h9OjRMDc3R1737hA3Nxu2kYa1DUlKSoJIJMKaNWtUugrB6uLAx9qkHTt2QFtbG9ra2jh16hQmTJgAIoKOjg58fHwU7mX3559/om/fviAivPrqqyppK7N582Z4enrK/oBVVFTAwsICBQUFKCkpweHDh+vN5saNG4fg4GBZF4YpU6bgyJEjKvkjOGfOHPj5+aG0tBReXl6IiIhQesxnbdmyBWZmZnK3ZFKHqqoqCIXCOsvMtR4+fIjjx48jNjYWM2fOxKBBg2BoaAgLCwv4+PhgypQpsmd6+vr6+Oqrr6RFtn/8EVWamkptA2mquHd5eTmmT58Oe3t7WfNdpj4c+FibVFNTAyMjI1kX9qioKBARPD09lcqcrG10q6Ojo/SzFbFYjEGDBmHTpk2yZ3Nubm4wNjaGvr5+k7O53377DWvXroWLiws6d+6MefPm4eLFi826lqSkJFl9yZEjRyI4OFgtM4qcnBzY2toiMjJSpQUDFNGvXz+5a1ZKJBIUFxfj4MGDmDx5MrS1tetkcw4bNkxlG/8bK+598eJF2dJsSUmJKn8VrBEc+FibdfDgQaSlpQGQ7tOztbVVyUytsLAQZmZmICK88847CgeI2tncsmXL8Prrr0MgEMDa2hpBQUH49NNP0aFDBxQWFio0Zn5+PiIiImBtbQ0XFxesXbtW7oawBQUFMDMzw5kzZxAWFgY/Pz+Fnw0q4t69exg6dCh8fX1bpDVOcHAwtm3bpvBxS5cuhZaWFnR1dWFvb4+wsDBp1q+KSr3VFveuJZFIZLPkrVu3ctmxF0gAAMRYW3LvHtH27UR5eUQlJUSGhkT9+hFNnUokEqnsNCEhIZSQkECmpqZ09uxZ6tKlS73PAKCrV6/S6dOnKSsri7KysujmzZvk6upKXl5e5OnpST/++CMVFRVRSkoKERGFh4eTgYEBrVixQuFrEovFlJGRQQkJCZSamkoeHh4UEhJCo0ePJgMDg3qfLy0tpQEDBlBkZCQVFxfTd999RxkZGdShQwfFfyEKqKmpoQULFtC3335LKSkp9Oqrr6r1fM9avXo13blzh9atW6fQcRkZGXT+/HkKCAigzp07//3G228T7d+v/IWNGEG0bx8REZWUlND06dPp0qVL9M0335Cjo6Py4zP5tXDgZUx+OTnSjcFCYf2lJzVsHAaAjIwM6OrqQiAQ4LPPPqszm/P396+XaZmTk1NvNlVRUYEePXogNTUVgDRrz9TUVOksyCdPnmDXrl3w9/eHoaEhQkJCkJ6eLltiFIvFGD16NKZPn44tW7bA3t5e7lmiqiQlJcHMzAxff/31Czvn999/j6FDhyp8XHR0NDQ1NeHk5ISFCxciMzNTumyu4hlfdnY27O3tMXPmzAafRTL148DH2obaPVQvaOMwIA0cly9fRlxcnCyLVCAQ4LXXXsPcuXMVyrQ8duwYbGxsZMFuwoQJiImJUfoaa929exfr1q1D//790alTJ8yZMwfh4eHw8PDAnj17YGlpWa97xItSUFCAHj16YObMmWpdYq3166+/wszMTOGlw8TERNmWGIFAACJCt27dVPaMT7xqFVavXg2RSITk5GQ13T2TBwc+1vq9oI3D/5zNGRsb15nNzZs3DwKBANra2khPT1f4NqZNm4bw8HAAQG5uLmxsbBTOPpVHQUEBgoKCoKGhATs7OxgYGGD//v0qP48iHj9+jFGjRsHT01PtzWklEglMTU2fO7utqalBfn4+vvrqK0yfPh0uLi4QCoWygKejowNXV1fpdgcVFPeW6OoicOhQeHl5yVVSjakXBz7WuuXkKB70ng1+jWwcrp3Nbdu2DaGhoXBycoKBgQEGDRqEuXPnYs+ePQ3O5u7evQsrKysQEQICAhSaVTx48ACWlpbIzs4GAHh7e2Pnzp3N+708R2FhISwsLLB9+3YYGxvD19cXxsbGeOONN7Bjxw6lm/M2l1gsxieffAIrKyu5qusoY8iQITh06BAAaSC8ffs2kpOTERERAW9vb3To0AEODg4IDg7G559/Lmuia2RkBF1dXXz44Yd1S4SNGdP0akMjP2KBAAeEQsyfP18tX3SY4jjwsdZNiT84z24cbmg2Z2dnh4kTJzb6bO55ZsyYASKCsbFxvS7wz5OQkABnZ2c8ffoUBw4cgIuLi0qz+SoqKtC/f3/85z//QdeuXWXZjeXl5di9ezdGjBgBQ0NDTJo0CWlpaS1S/zEtLQ3m5uaIiYlRSybj48ePMWbMGLz11lsYNWoUrKysIBKJMGLECCxfvhyHDh3CgwcPGjx26dKlSExMrP+GEl/AnhDh9KZNKr9P1nwc+FjrpYIlpipNTbzeq5dcszlFnTlzBnp6ehAIBIiOjpbrGIlEAj8/P6xevRoSiQSOjo4qK/QskUgwbdo0jBkzBs7OzrKehP907949fP755xgwYAAsLS0xe/ZsnDt37oWm09+6dQuurq4ICgpSqktGVVUVcnNzERsbi8mTJ6PXX/+tHRwc4OjoiN27d6OwsFA199aMJfcKDQ2UrFyp/LmZSnHgY62XCpIKnmpro+iDD9SWVCEWizF48GAQEXr16iXXPsIbN27A1NQUN2/exLZt2+Dn56eSa9m8eTN69+6NwYMHY8aMGXL9sb9y5QoWLVoEOzs79OnTBytXrkRxcbFKrqcp5eXl+Ne//oW+ffvi+vXrTX5eIpHg2rVrSEhIkCXu6Ovro1+/fnjvvfcQFxeH8+fPo7q6Gjk5OXBxcVH9RcuZZFXz1789sZp6PzLlcOBjrZeaNg6rQ3x8PDQ0NKClpSVXIsmqVavw5ptvoqKiAp06dcKFCxeUOn92djZEIhGGDx+O0aNHK1w1RSwW4/jx4wgNDYWJiQmGDh2Kbdu2qb2SiEQiwRdffAGRSIR9+/bVee/333/Hvn37sHjxYrz55pswNjaGra0tAgIC8NlnnyEzM7PR55VPnjyBnp6eep6p5eZKl9CFwnrFvas0NVEhEOCBt7dChanZi8Ub2FnrpYaNw+pUUlJCLi4uVFhYSCNHjqTU1FQSCAQNfra6uprc3NwoMjKSioqK6OjRo1RVVUVCoZAOHTqk0Hnv3btHbm5u5OrqSg8ePKDDhw+Tnp5es++jsrKSDhw4QPHx8ZSRkUH+/v4UEhJCfn5+pKWl1exxn+fo0aMUGBhIrq6uZGRkRLm5ufT48WMaMGAAubu7k4eHBw0YMIAsLS3lHrNnz560Z88e6tOnj1qumf74Q1pIIT+f/iwupozz5+mxrS2NTEkhw+7d1XNOphotHXkZa1QbmvE9KyIiAkSEjh074urVq41+Ljs7G8bGxrC3tweRtDakvMtzOTk5mD17Nu7fv48hQ4bAx8cHvXv3bjRpo7nu37+P2NhYeHp6wtzcHOHh4cjNzVXqmVlNTQ3y8vKwdetWhIWFwdnZGfr6+nB1dYWVlRWcnZ2Rk5OjdC3RgIAA7Nq1S6kxmiKRSLBt2zaYmZkhLi6Oy461ERotHHcZa1y/fkRCoXJj6OkROTmp5nrktGrVKrp06RJJJBLq2bMnLV68uMHPubu7k7m5Od26dUv2mr6+vlznSEhIoHXr1pGFhQUVFxfTlStXKC0tjUxMTFRyD7VMTU3p/fffp6ysLDp58iQZGxtTYGAgOTo60qeffkpFRUXPPR4AFRcXU3JyMkVERJC3tzcZGRlRQEAAZWZmkpOTE8XFxdHDhw/p3LlzVFRURN7e3jRx4kS6ePGiUtfu5OREeXl5So3xPKWlpRQcHExr166ljIwMCg0NbXSGz1qZlo68jDVKBVmdTbWDUSexWAx/f38QEezt7WXZi3/88Qfy8/MBAI8ePULHjh2ho6MDIoK3t7dcYzs7O8tmiUSE1Y1U/lcHiUSCkydPYsaMGTA1NcXgwYOxZcsWPH78GI8ePcLhw4cRHR2NkSNHwtLSEubm5nj77bcRHR2N9PR0PHz4sMlz7Ny5E2ZmZkrtc9y7d2+D/Q9VITc3F926dUNYWJhKCqOzF4sDH2vdVLRXDW8qAAAIC0lEQVSPryXt3bsXmpqa0NTUxO7du2FiYgItLS1Z4kVqaiqsra0hEAjQt2/fJscTi8X12udoaWnJlRmpSpWVlfjxxx8RGhoKW1tbWXJPnz598NFHHyEpKUmprQQXLlyAvb09wsPDm5WkcuPGDdjY2DTr3I2RSCSIiYmBSCRCUlKSSsdmLw4nt7DWLTeXyNubqLxc8WP19YkyM4nc3FR+WYqqqKggFxcXunbtmuy1GTNm0H//+18iIho7diwZGRmRr68vTfTxeW73ibNnz5LbX/ekoaFB2traNGHCBIqJiSEzMzO1XD8Aun79OuXk5Mh+8vPzqXv37uTh4UHu7u7Uq1cvysvLo8TERLp69SoFBgZScHAwubu7N3sJ8NGjRxQcHEx//vknJSUlKZTcIpFIyNDQkG7fvk3GxsbNOv+z/vjjD5o6dSrdv3+fEhMTqWvXrkqPyVpICwdexpr2gmp1qtvBgwfrzNKISFa0+pdffsEbhoYo8fFpsvtEwfbt0NbWliVUqKME2d27d7Fv3z4sWrQIfn5+srql48ePx5o1a3D8+PHnbjy/ceMGli1bBgcHB/To0QPLli1TqMLNs8RiMZYsWQJra2ucPHlSoWO9vLyQmZnZrPM+69ixY7JmwFx2rO3jwMfahhbozqBqTk5O9QJfz549pW9+8QWeamujRp7lW319iFVYAqusrAzHjx/HmjVrMH78eHTp0gVGRkbw8/PDokWLsG/fPty9e7dZY0skEpw+fRqzZs2CSCTCoEGDsHnzZrme8/3Tvn37IBKJEBsbK/fyaVhYGDZu3KjwuWpVV1dj8eLFsLKyktX+ZG0fL3WytuPMGaIVK4gOHiQSCIgqKv5+T09PGhqGDSOaP79VLG/+U01NDZ09e5aOHTtGubm5lJ6eThUVFfSdvz8NO3qUBIos5+rrE61ZQzRzpsLXcOnSJdlyZXZ2Nv3888/k5ORE7u7ush8HBweVZyhWV1dTWloaxcfHU3p6Ovn4+FBISAgNGzaMdHR05Brj559/prFjx5Krqyt9+eWXTe5XjI2Npby8PNq8ebNc42dnZ5O1tTV17tyZiouLadKkSaSrq0vx8fEKLbOy1o0DH2t7ntk4TI8eERkbS7csTJmi0g7sL8Lv+/eT4ahRJJRIFD+4iWeY+GsrQXZ2tizQnTt3jqytrWXP5dzd3alfv36kq6ur5J0o5vHjx5ScnEwJCQlUUFBA48ePp5CQEPL09Gwy4D558oRCQ0PpypUrlJKS8txnbSdOnKCIiAjKyspq8prKy8upU6dOZGVlRdHR0fT+++/T7NmzKSIigjQ0eOfXy4QDH2MtaexYQmoqCZrzv6FAQDRmDFFKChFJg0lubq5sJpeTk0NEJAtyHh4e5ObmRkZGRqq8A6UVFRXRzp07KT4+nqqrqyk4OJiCg4Op+3OqnwCgDRs20IoVKyg+Pp78/Pwa/FzJ9ev0Wd++tHz8eBI0kCj0rFWrVlFUVBRVV1eTUCik9PR08vLyUum9staBAx9jLeXePaIuXYgqK5s9RI2WFn04Zgz9cOEC/fbbb9S/f/86S5Y2NjZtZlM1ADp79izFx8fTN998Q926daOQkBCaMGECmZqaNnhMZmYmTZw4kWbNmkWRkZF/z8xyc6XL4t9/TxWVlVRnQbR2WdzfX7osPmAAlZWVkZWVFZWVlRERka6uLiUnJ9OIESPUe9OsZbTQs0XGmAq6T1RpaiI7IAB5eXkKF6ZuzWr7FQYFBcHQ0BCjRo1CcnIyKisr6332l19+gaenJ0aPHi0tqt2MRKiQkBAQEYRCIXR0dGBkZIRly5a1wJ2zF4FnfIy1lOBgop07lR8nJITo//5P+XFaqdLSUkpJSaH4+Hi6cOECBQQEUEhICA0cOFA2m62qqqLZs2eTKCWFlpSWkoYis2h9fTr81lt03NGR/Pz8qE+fPiov/cZaFw58jLWUNtZ9ojUoLi6mXbt2UXx8PD158oSCg4MpJCSEevToQZSbSzWDBpHW06eKD9yKih0w9eNUJcZaiqGhasZRQVWStsLGxobmzZtH+fn5tGfPHnry5AkNHjyYPDw86MZ775FmdXXzBq6okD4TZO0CBz7GWkob7T7RGggEAnJ1daWYmBgqLi6mlR99RDYXLzYvO5ZI+tTv4EHpVhn20uPAx1hLmTJF+TEA1YzThmlpadGQoiK5N8E3SiCQ7g9lLz0OfIy1FHNzaUp9c7cbCATSSjVtbNO+WuTlKbUthIiky535+aq5HtaqceBjrCXNny9drmwOPT3p8UzaxUIVHj1SzTisVePAx1hLGjBAWnNTzs7rMrW1OjkLUYoThZgCOPAx1tJmzvw7+DW17CkQNLtA9UuNE4WYAngfH2OtRRvvPtGiVFD+jYRCotu3+ZlpO8CBj7HW5iXqPvFCjR1LlJoq/YKgqH8U/GYvNw58jLGXQ24ukbc3kSJ9DWtx5ZZ2hZ/xMcZeDpwoxOSk1dIXwBhjKlOb8DNnjvQZ6fMWtAQC6bNTThRqd3ipkzH28uFEIfYcHPgYYy8vThRiDeDAxxhjrF3h5BbGGGPtCgc+xhhj7QoHPsYYY+0KBz7GGGPtCgc+xhhj7QoHPsYYY+0KBz7GGGPtCgc+xhhj7QoHPsYYY+0KBz7GGGPtCgc+xhhj7QoHPsYYY+0KBz7GGGPtCgc+xhhj7QoHPsYYY+0KBz7GGGPtCgc+xhhj7QoHPsYYY+0KBz7GGGPtCgc+xhhj7QoHPsYYY+3K/wOjrkOLUBSDQgAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -714,7 +714,7 @@
        " 'conviction': 0,\n",
        " 'status': 'candidate',\n",
        " 'age': 0,\n",
-       " 'funds_requested': 681.1084964231192,\n",
+       " 'funds_requested': 2147.7938983247623,\n",
        " 'trigger': inf}"
       ]
      },
@@ -769,7 +769,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -846,7 +846,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1440x360 with 2 Axes>"
       ]
@@ -920,32 +920,8 @@
       "SubsetIDs: [0]\n",
       "Ns       : [0]\n",
       "ExpIDs   : [0]\n",
-      "Execution Mode: single_threaded\n"
-     ]
-    },
-    {
-     "ename": "TypeError",
-     "evalue": "list indices must be integers or slices, not str",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-16-bef6047fbb7f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\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      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\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     18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     19\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---> 20\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     21\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     22\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, configured_n)\u001b[0m\n\u001b[1;32m    132\u001b[0m             return single_proc_exec(\n\u001b[1;32m    133\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--> 134\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[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    135\u001b[0m             )\n\u001b[1;32m    136\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mconfig_amt\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# and config_amt < remote_threshold:\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, configured_n)\u001b[0m\n\u001b[1;32m     34\u001b[0m     )\n\u001b[1;32m     35\u001b[0m     result = simulation_exec(\n\u001b[0;32m---> 36\u001b[0;31m         \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[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     37\u001b[0m     )\n\u001b[1;32m     38\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36msimulation\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, simulation_id, run, subset_id, subset_window, configured_N, additional_objs)\u001b[0m\n\u001b[1;32m    249\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    250\u001b[0m         pipe_run = flatten(\n\u001b[0;32m--> 251\u001b[0;31m             \u001b[0;34m[\u001b[0m\u001b[0mexecute_run\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\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[1;32m    252\u001b[0m         )\n\u001b[1;32m    253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mexecute_run\u001b[0;34m(sweep_dict, states_list, configs, env_processes, time_seq, _run)\u001b[0m\n\u001b[1;32m    242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    243\u001b[0m             first_timestep_per_run: List[Dict[str, Any]] = self.run_pipeline(\n\u001b[0;32m--> 244\u001b[0;31m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list_copy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    245\u001b[0m             )\n\u001b[1;32m    246\u001b[0m             \u001b[0;32mdel\u001b[0m \u001b[0mstates_list_copy\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/simulation.py\u001b[0m in \u001b[0;36mrun_pipeline\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, run, additional_objs)\u001b[0m\n\u001b[1;32m    198\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mtime_step\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    199\u001b[0m             pipe_run: List[Dict[str, Any]] = self.state_update_pipeline(\n\u001b[0;32m--> 200\u001b[0;31m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    201\u001b[0m             )\n\u001b[1;32m    202\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mstate_update_pipeline\u001b[0;34m(self, sweep_dict, simulation_list, configs, env_processes, time_step, run, additional_objs)\u001b[0m\n\u001b[1;32m    174\u001b[0m             states_list: List[Dict[str, Any]] = self.partial_state_update(\n\u001b[1;32m    175\u001b[0m                 \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msimulation_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_step\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[0m\n\u001b[0;32m--> 176\u001b[0;31m                 \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    177\u001b[0m             )\n\u001b[1;32m    178\u001b[0m             \u001b[0msub_step\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\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/simulation.py\u001b[0m in \u001b[0;36mpartial_state_update\u001b[0;34m(self, sweep_dict, sub_step, sL, sH, state_funcs, policy_funcs, env_processes, time_step, run, additional_objs)\u001b[0m\n\u001b[1;32m    118\u001b[0m         \u001b[0mlast_in_obj\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msL\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\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[1;32m    119\u001b[0m         _input: Dict[str, Any] = self.policy_update_exception(\n\u001b[0;32m--> 120\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_policy_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msH\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlast_in_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpolicy_funcs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\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    121\u001b[0m         )\n\u001b[1;32m    122\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mget_policy_input\u001b[0;34m(self, sweep_dict, sub_step, sL, s, funcs, additional_objs)\u001b[0m\n\u001b[1;32m     53\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     54\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 55\u001b[0;31m         \u001b[0mcol_results\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_col_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     56\u001b[0m         \u001b[0mkey_set\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreduce\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\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[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcol_results\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\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[1;32m     57\u001b[0m         \u001b[0mnew_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkey_set\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/simulation.py\u001b[0m in \u001b[0;36mget_col_results\u001b[0;34m(sweep_dict, sub_step, sL, s, funcs)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(f)\u001b[0m\n\u001b[1;32m     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 42\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfuncs\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     43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mcompose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minit_reduction_funct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunct_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_list\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[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mpolicy_scope_tuner\u001b[0;34m(additional_objs, f)\u001b[0m\n\u001b[1;32m     37\u001b[0m             \u001b[0;32mdef\u001b[0m \u001b[0mpolicy_scope_tuner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madditional_objs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\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[1;32m     38\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0madditional_objs\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 39\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\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     40\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     41\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/parts/system.py\u001b[0m in \u001b[0;36mdriving_process\u001b[0;34m(params, step, sL, s)\u001b[0m\n\u001b[1;32m     54\u001b[0m         \u001b[0mnew_proposal_ct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmedian_affinity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 56\u001b[0;31m     \u001b[0mexpected_request\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'beta'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'funds'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     57\u001b[0m     \u001b[0mnew_proposal_requested\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mexpon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrvs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mct\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_proposal_ct\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[1;32m     58\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not str"
+      "Execution Mode: single_threaded\n",
+      "Total execution time: 159.91s\n"
      ]
     }
    ],
@@ -969,7 +945,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -978,18 +954,297 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>network</th>\n",
+       "      <th>funds</th>\n",
+       "      <th>sentiment</th>\n",
+       "      <th>effective_supply</th>\n",
+       "      <th>total_supply</th>\n",
+       "      <th>fractionOfSupplyForVoting</th>\n",
+       "      <th>fractionOfSupplyInPool</th>\n",
+       "      <th>fractionOfProposalStages</th>\n",
+       "      <th>fractionOfFundStages</th>\n",
+       "      <th>simulation</th>\n",
+       "      <th>...</th>\n",
+       "      <th>age_all</th>\n",
+       "      <th>conviction_all</th>\n",
+       "      <th>triggers_all</th>\n",
+       "      <th>conviction_share_of_trigger_all</th>\n",
+       "      <th>percentageOfActiveProposals</th>\n",
+       "      <th>percentageOfCompletedProposals</th>\n",
+       "      <th>percentageOfKilledProposals</th>\n",
+       "      <th>percentageOfActiveFundsRequested</th>\n",
+       "      <th>percentageOfCompletedFundsRequested</th>\n",
+       "      <th>percentageOfKilledFundsRequested</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4889.60</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22414.61</td>\n",
+       "      <td>0.63</td>\n",
+       "      <td>4.58</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[1, 1, 1, 1, 1, 1, 1]</td>\n",
+       "      <td>[127.28769625755204, 251.62005074526414, 267.8...</td>\n",
+       "      <td>[inf, inf, inf, inf, inf, inf, inf]</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.14</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4912.02</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22437.03</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>4.57</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[2, 2, 2, 2, 2, 2, 2, 1]</td>\n",
+       "      <td>[255.16782502065337, 1727.5799200074293, 696.3...</td>\n",
+       "      <td>[inf, inf, inf, inf, inf, nan, inf, inf]</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0]</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.25</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4934.45</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22459.46</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>4.55</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[3, 3, 3, 3, 3, 3, 3, 2, 1]</td>\n",
+       "      <td>[515.2498845075063, 2899.0500445722328, 1036.3...</td>\n",
+       "      <td>[inf, inf, inf, inf, inf, nan, inf, nan, inf]</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0]</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.22</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4956.91</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22481.92</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>4.54</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[4, 4, 4, 4, 4, 4, 4, 3, 2]</td>\n",
+       "      <td>[721.6771519212494, 3828.8464986139766, 1306.3...</td>\n",
+       "      <td>[inf, inf, inf, inf, inf, nan, inf, nan, inf]</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0]</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.22</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
+       "      <td>4979.40</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>14020.01</td>\n",
+       "      <td>22504.41</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>4.52</td>\n",
+       "      <td>{'percentageOfActive': 0.0, 'percentageOfCompl...</td>\n",
+       "      <td>{'percentageOfActiveFundsRequested': 0.0, 'per...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[5, 5, 5, 5, 5, 5, 5, 4, 3, 1, 1]</td>\n",
+       "      <td>[1044.718620106594, 4750.256628320954, 1562.01...</td>\n",
+       "      <td>[inf, inf, inf, inf, inf, nan, inf, nan, inf, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, ...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.18</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.34</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 43 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              network   funds  sentiment  \\\n",
+       "6   (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4889.60       0.60   \n",
+       "12  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4912.02       0.60   \n",
+       "18  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4934.45       0.60   \n",
+       "24  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4956.91       0.60   \n",
+       "30  (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 4979.40       0.60   \n",
+       "\n",
+       "    effective_supply  total_supply  fractionOfSupplyForVoting  \\\n",
+       "6           14020.01      22414.61                       0.63   \n",
+       "12          14020.01      22437.03                       0.62   \n",
+       "18          14020.01      22459.46                       0.62   \n",
+       "24          14020.01      22481.92                       0.62   \n",
+       "30          14020.01      22504.41                       0.62   \n",
+       "\n",
+       "    fractionOfSupplyInPool                           fractionOfProposalStages  \\\n",
+       "6                     4.58  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "12                    4.57  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "18                    4.55  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "24                    4.54  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "30                    4.52  {'percentageOfActive': 0.0, 'percentageOfCompl...   \n",
+       "\n",
+       "                                 fractionOfFundStages  simulation  ...  \\\n",
+       "6   {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "12  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "18  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "24  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "30  {'percentageOfActiveFundsRequested': 0.0, 'per...           0  ...   \n",
+       "\n",
+       "                              age_all  \\\n",
+       "6               [1, 1, 1, 1, 1, 1, 1]   \n",
+       "12           [2, 2, 2, 2, 2, 2, 2, 1]   \n",
+       "18        [3, 3, 3, 3, 3, 3, 3, 2, 1]   \n",
+       "24        [4, 4, 4, 4, 4, 4, 4, 3, 2]   \n",
+       "30  [5, 5, 5, 5, 5, 5, 5, 4, 3, 1, 1]   \n",
+       "\n",
+       "                                       conviction_all  \\\n",
+       "6   [127.28769625755204, 251.62005074526414, 267.8...   \n",
+       "12  [255.16782502065337, 1727.5799200074293, 696.3...   \n",
+       "18  [515.2498845075063, 2899.0500445722328, 1036.3...   \n",
+       "24  [721.6771519212494, 3828.8464986139766, 1306.3...   \n",
+       "30  [1044.718620106594, 4750.256628320954, 1562.01...   \n",
+       "\n",
+       "                                         triggers_all  \\\n",
+       "6                 [inf, inf, inf, inf, inf, inf, inf]   \n",
+       "12           [inf, inf, inf, inf, inf, nan, inf, inf]   \n",
+       "18      [inf, inf, inf, inf, inf, nan, inf, nan, inf]   \n",
+       "24      [inf, inf, inf, inf, inf, nan, inf, nan, inf]   \n",
+       "30  [inf, inf, inf, inf, inf, nan, inf, nan, inf, ...   \n",
+       "\n",
+       "                      conviction_share_of_trigger_all  \\\n",
+       "6                 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]   \n",
+       "12           [0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0]   \n",
+       "18      [0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0]   \n",
+       "24      [0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0]   \n",
+       "30  [0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, ...   \n",
+       "\n",
+       "   percentageOfActiveProposals  percentageOfCompletedProposals  \\\n",
+       "6                         0.00                            0.00   \n",
+       "12                        0.00                            0.00   \n",
+       "18                        0.00                            0.00   \n",
+       "24                        0.00                            0.00   \n",
+       "30                        0.00                            0.00   \n",
+       "\n",
+       "    percentageOfKilledProposals  percentageOfActiveFundsRequested  \\\n",
+       "6                          0.14                              0.00   \n",
+       "12                         0.25                              0.00   \n",
+       "18                         0.22                              0.00   \n",
+       "24                         0.22                              0.00   \n",
+       "30                         0.18                              0.00   \n",
+       "\n",
+       "    percentageOfCompletedFundsRequested  percentageOfKilledFundsRequested  \n",
+       "6                                  0.00                              0.34  \n",
+       "12                                 0.00                              0.34  \n",
+       "18                                 0.00                              0.34  \n",
+       "24                                 0.00                              0.34  \n",
+       "30                                 0.00                              0.34  \n",
+       "\n",
+       "[5 rows x 43 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.head(5)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2d3134c50>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep','sentiment')"
    ]
@@ -1003,9 +1258,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2d30460d0>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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/WrWRGfPS+CJnO+2aN+K3E0/m0iFddPdsBKrsHr0ReD64cicDmAb82cz6E+reyQKuBXD3lWb2MqETtCXA9e5eCmBmNwDvEbpkc5a7r6zCtojIESguLePN5d/x6Px00jbtpOuJTfn9+X24cFCMHjQewcy99nabJycne0pKSrirIRJR9hSV8nLKOmYuyCB32x5O6tCcn43qxtl9OupB4xHCzFLdPflA8/S3m0iU2L6nmOeWZDNrUejZs8ldW3Hveb0Z3bOdbqiKIgp9kQi3qaCQWYuyeG5JNjv3ljCqZ1t+PkrPno1WCn2RCLU2P3RD1SupoRuqJvbpyM9GdaN3pxbhrpqEkUJfJMKs3rCDGfPSeSt4HKFuqJKKFPoiESIlawsz5qXz4epNNGtYj6uHJ3DV6fF6HKF8j0JfpA5zd+Z9k8eMuekszdpCq6YNuPnMHlw+tCstm+qGKvkhhb5IHVRSWsY7X61nxrx0Vm8ooFOLxtz1o15MOaUzTRvq11oOTv87ROqQwuJSXk3NYeaCDNZu2U33dsfrCVVyRBT6InXAjsJinl+ylicXZbJ55176dW7JbyaezLhe7fWEKjkiCn2RWiyvYC+zF2fy7CfZFOwtYXhiG342qj9DE07UDVVyVBT6IrVQxYeWFJeWMTGpI9eN7EafWF1jL8dGoS9Si3y9fgePzk/n7S/XU8+MCwbGMH1EAgltjw931SRCKPRFwszdWZa1lRnz0pi7Jo9mDetx1enxusZeqoVCXyRMysqcD1dv4tH56aRmb+XEZg351fie/HRIV1o0bRDu6kmEUuiL1LDi0jLmBOPYf7tpJ7GtmnDPpN5MHtSZJg01jr1UL4W+SA3ZXVTCS8vW8cTCTHK37aFn++Y8OKUfP+rbSePYS41R6ItUs627injmk2ye+jiTrbuLOSWuFb87L4lRPdvqskupcQp9kWry3bY9PLEwkxeXrWV3USlnnNyO60Z2IzlO49hL+Cj0RarYtxsLeHR+Bm8uzwXg3H6duHZkN3p2aB7mmoko9EWqTGp2aGjjD77eRJMG9bhsaFeuHp5ATMsm4a6aSDmFvsgxKCtz5q4JXXa5LGsrrZo24D/OSGTq0DhaNdPQxlL7VCr0zawl8ASQBDhwJbAGeAmIA7KAi919q4XOTD0ETAR2A1e4+2fBdqYC/y/Y7O/c/ekqa4lIDSouLeOtL77jsfkZrNlYQEzLJhraWOqEyv7vfAh4190vMrOGQFPgN8CH7n6/md0G3AbcCkwAEoPXEGAGMMTMWgN3AcmEvjhSzWyOu2+t0haJVKP9L7vs0f54/nRxP37UT0MbS91w2NA3sxbACOAKAHcvAorMbBIwKljsaWAeodCfBDzj7g4sMbOWZtYxWPZ9d98SbPd94Czghaprjkj12LKriKc/zuKZT7LKL7u897zejO7ZTpddSp1SmSP9eCAPmG1m/YBU4BdAe3dfHyyzAWgfvI8B1lVYPycoO1j595jZdGA6QJcuXSrdEJHqkLN1N08szOSlZevYU1zKGSe357qRCbrsUuqsyoR+fWAgcKO7f2pmDxHqyinn7m5mXhUVcveZwEyA5OTkKtmmyJFavWEHj85L560v12PApP4xXDcygcT2uuxS6rbKhH4OkOPunwbTrxIK/Y1m1tHd1wfdN5uC+blA5wrrxwZlufy7O2hf+byjr7pI1XJ3Ps3cwqPz05m3Jo+mDesxbVgcVw2Pp2MLXXYpkeGwoe/uG8xsnZn1dPc1wFhgVfCaCtwf/HwzWGUOcIOZvUjoRO724IvhPeD3ZtYqWG4ccHvVNkfkyJWWOe+v2sCj8zNYvm4bJzZryC3jevDTU7vSsqkuu5TIUtmrd24Eng+u3MkApgHHAS+b2VVANnBxsOw/CF2umUboks1pAO6+xczuBZYFy92z76SuSDjsLSnljc9ymbkgg4zNu+jSuin3npfE5EGxNG6g0S4lMlnoIpvaKTk52VNSUsJdDYkw+x4yPmtxJnkFe0mKOYHrRnZjQlJH6ukh4xIBzCzV3ZMPNE93kUjU2LijkFmLMnn+07XsDB4y/uDF/Tmtux4yLtFDoS8RL23TTmYuSOeNz3MpLXPO7tuJa0ckkBSjh4xL9FHoS8RKzd7Co/MzeH/VRho3OI5LB3fhmuEJdG7dNNxVEwkbhb5ElH3PnX1sfjop2Vtp2bQBvxibyOVDu3Li8Y3CXT2RsFPoS0QoKinj78tDV+KkbdpJTMsm3P2jXlysAdBEvke/DVKnFRQW88LStTy5KJONO/ZycscT+L8p/Tm7b0cNgCZyAAp9qZM27Shk1uIsnl+STcHeEk7rfiJ/uKgfwxPb6EockUNQ6EudkrZpJ48vyOCNz3MpKStjYp+OXDuiG31idSWOSGUo9KVOSMnawmMLQlfiNKp/HBefEss1wxPoemKzcFdNpE5R6EutVVbmfPD1Rh5bkEFqcCXOTWMTmaorcUSOmkJfap3C4lL+/nkuMxdmkJG3i9hWuhJHpKroN0hqje17inn+02xmL84ir2AvvTudwEOX9OfsPh2prytxRKqEQl/C7rtte3hyUSYvLl3LrqJSjYkjUo0U+hI2X6/fwcwFGbz1xXc48KO+HblmRAK9O+lKHJHqotCXGuXufJyez2MLMljwTejpVJcPjePK0+OIbaUxcUSqm0JfakRJaRn/WLGBmQvSWZG7gzbHN+JX43vy0yFdadG0QbirJxI1FPpSrXYXlfDSsnU8uSiTnK17SGjTjPsv6MN5A2L0dCqRMFDoS7XIK9jLM59k8cwn2WzfU0xy11bceU4vzji5Pcfp6VQiYaPQlyqVkbeTxxdm8tpnORSXlnHmye25dmQCg7q2DnfVRASFvlSR1OytPDY/nfe/3kiDesdx4cBYrhkeT0Lb48NdNRGpQKEvR62szHn/643MrDBMwg2ju3P50DjaNtcwCSK1kUJfjlhhcSmvf5bLEwszyNisYRJE6pJK/YaaWRZQAJQCJe6ebGZ3A9cAecFiv3H3fwTL3w5cFSx/k7u/F5SfBTwE1AOecPf7q64pUt227iri2SXZPP1xFvm7iugb24K//ngAZ/XuoGESROqIIzksG+3um/cre9DdH6hYYGa9gEuA3kAn4AMz6xHMfhg4E8gBlpnZHHdfdXRVl5qyNn83TyzK4OWUdRQWlzG6Z1umj+jGqQmtNUyCSB1THX+LTwJedPe9QKaZpQGDg3lp7p4BYGYvBssq9Gup5eu2MXNBOu+u2EC944zz+sdwzYgEerRvHu6qichRqmzoO/AvM3PgMXefGZTfYGaXAynAf7r7ViAGWFJh3ZygDGDdfuVD9v8gM5sOTAfo0qVLZdshVaSszPlo9SZmLsxgaeYWmjeuz/QR3Zh2WhztT2gc7uqJyDGqbOif7u65ZtYOeN/MVgMzgHsJfSHcC/wRuPJYKxR8ocwESE5O9mPdnlTOvjHsH1+YQXreLmJaNuGOc3ox5ZTOHN9IJ2dFIkWlfpvdPTf4ucnM3gAGu/uCffPN7HHg7WAyF+hcYfXYoIxDlEuYbN1VxHNLsnn6kyw27ywqH8N+Yp+ONNDJWZGIc9jQN7NmwHHuXhC8HwfcY2Yd3X19sNj5wIrg/Rzgb2b2J0InchOBpYABiWYWTyjsLwF+XKWtkUpbm7+bJxdl8HJKDnuKSxnVsy3XDE9gWDeNYS8SySpzpN8eeCMIgvrA39z9XTN71sz6E+reyQKuBXD3lWb2MqETtCXA9e5eCmBmNwDvEbpkc5a7r6zi9shhfL52K48vzCg/OTupfwzXDE+gZwednBWJBuZee7vNk5OTPSUlJdzVqPPKypwPV2/i8QUZLM0KnZz96alduWKYTs6KRCIzS3X35APN0xm6CLb/nbMxLZtw5zmhO2d1clYkOuk3PwLl79zLs0uyefaT7PI7Z/986QAmJunOWZFop9CPIBl5O3lyUSavpuawt6SMMSe1Y/qIBIbE685ZgeLiYnJycigsLAx3VaSKNG7cmNjYWBo0qPzT5xT6dZy7k5K9lZkLMvigfFjjGK46PZ7u7XRyVv4tJyeH5s2bExcXp4OACODu5Ofnk5OTQ3x8fKXXU+jXUSWlZby3ciOPL8xg+bpttGzagBtHd+cyDWssB1FYWKjAjyBmxoknnkheXt7hF65AoV/H7Npbwssp65i1OJN1W/bQ9cSm3DOpNxcNitWwxnJYCvzIcjT7UylRR2zcUchTH2fx/JJsdhSWMKhrK347sRdn9mpPPT1zVkQqSaFfy329fgePL8zgrS++o7TMOSupA1cPT2Bgl1bhrprIEfvzn//MjBkzGDhwIM8///xRbycrK4tzzjmHFStWHH5h+R6Ffi3k7iz4djNPLMxg4bebadKgHj8Z0pVpp8XR9cRm4a6eyFF75JFH+OCDD4iNjQ13VaKWQr8W2VtSypzl3/HkokxWbyigbfNG/Gp8T34ypAstmzYMd/UkgvzXWytZ9d2OKt1mr04ncNePeh90/nXXXUdGRgYTJkxg7dq13HHHHdxyyy0AJCUl8fbboTEbJ0yYwOmnn87HH39MTEwMb775Jk2aNCE1NZUrrwwN5Dtu3Ljy7a5cuZJp06ZRVFREWVkZr732GomJiVXatkiiO3VqgW27i3h4bhrD/2cuv3r1SwD+cFFfFt06mutHd1fgS0R49NFH6dSpE3PnzuWXv/zlQZf79ttvuf7661m5ciUtW7bktddeA2DatGn85S9/4YsvvvjBdn/xi1+wfPlyUlJS9FfEYehIP4yy83cxa1Fm+UiXwxPb8MDkfgxPbKOrLKRaHeqIPNzi4+Pp378/AIMGDSIrK4tt27axbds2RowYAcBll13GP//5TwCGDh3KfffdR05ODhdccIGO8g9DoV/D3J3U7NBIl/9atZH6wUiXVw+P56QOJ4S7eiI1on79+pSVlZVPV7xLuFGjf99nUq9ePfbs2XPIbf34xz9myJAhvPPOO0ycOJHHHnuMMWPGVH2lI4RCv4bsfzNViyYN+PmobkwdGkc7jXQpUSYuLq68D/+zzz4jMzPzkMu3bNmSli1bsmjRIk4//fTvXfmTkZFBQkICN910E2vXruXLL79U6B+CQr+a7dxbwkvL1jF7cSY5W3UzlQjAhRdeyDPPPEPv3r0ZMmQIPXr0OOw6s2fP5sorr8TMvnci9+WXX+bZZ5+lQYMGdOjQgd/85jfVWfU6T+PpV5P12/fw1OIs/rZ0LQWFJSR3bcXVwxN0M5WEzddff83JJ58c7mpIFTvQftV4+jVoRe52nliYwdtfrqfMnQlJHbl6eDwDdDOViNQCCv0qUFbmzF2ziccXZrAkYwvNGtZj6rA4rhgWR+fWTcNdPRGRcgr9Y7CnqJTXPsth1qJMMjbvolOLxvx24slMGdyZExpXfnxrEZGaotA/CpsKCnnuk2yeXZLN1t3F9I1twUOX9Gdin4400JOpRKQWU+gfgdUbdvDkwkzeXP4dxWVlnHFye64ZnsApca10M5WI1AmVCn0zywIKgFKgxN2Tzaw18BIQB2QBF7v7Vgul30PARGA3cIW7fxZsZyrw/4LN/s7dn666plQPd2f+N3k8uSizfPCzSwZ3Ztpp8cS30eBnIlK3HMmR/mh331xh+jbgQ3e/38xuC6ZvBSYAicFrCDADGBJ8SdwFJAMOpJrZHHffWgXtqHKFxaW8uTyXJxZm8u2mnbQLBj/78eAutGqmsXBEpG46lg7oScC+I/WngfMqlD/jIUuAlmbWERgPvO/uW4Kgfx846xg+v1ps3rmX//vgG067/yNufe0rGtQ7jj9O7seiW8dw/ejuCnyRWuTuu+/mgQceAODOO+/kgw8++MEy8+bN45xzzjnkdpYvX84//vGPo67HpZdeSt++fXnwwQePehv7PPXUU9xwww3HvJ2DqeyRvgP/MjMHHnP3mUB7d18fzN8AtA/exwDrKqybE5QdrPx7zGw6MB2gS5culazesftmYwGzFmXy+ue5FJWUMeakdlw9PJ6hCSeqv14izz9vgw1fVe02O/SBCfdX7TaPwD333HPU6+4boXPixIlHvO6GDRtYtmwZaWlpR/35NamyR/qnu/tAQl0315vZiIozPXRbb5Xc2uvuM9092d2T27ZtWxWbPKdpGk0AAAzTSURBVNRnseCbPC6ftZRxDy7g78tzmTwolg//cySzrjiFYd002qVIVXrmmWfo27cv/fr147LLLuOtt95iyJAhDBgwgDPOOIONGzcCoSP4K6+8klGjRpGQkMCf//zn8m3cd9999OjRg9NPP501a9aUl19xxRW8+uqrALz77rucdNJJDBw4kNdff718maVLlzJ06FAGDBjAsGHDWLNmDUVFRdx555289NJL9O/fn5deeoldu3Zx5ZVXMnjwYAYMGMCbb7550DaNGzeO3Nxc+vfvz8KFCxk1ahT7RhLYvHkzcXFxQOgI/oILLuCss84iMTGRX//61+XbmD17Nj169GDw4MEsXry4vPyVV14hKSmJfv36lY8weszc/YhewN3ALcAaoGNQ1hFYE7x/DLi0wvJrgvmXEvorgQMtd6DXoEGDvDrsKSrxl5au9XF/mu9db33bk3/3vv/lw288f+feavk8kdpg1apVYf38FStWeGJioufl5bm7e35+vm/ZssXLysrc3f3xxx/3m2++2d3d77rrLh86dKgXFhZ6Xl6et27d2ouKijwlJcWTkpJ8165dvn37du/WrZv/4Q9/cHf3qVOn+iuvvOJ79uzx2NhY/+abb7ysrMwnT57sZ599tru7b9++3YuLi93d/f333/cLLrjA3d1nz57t119/fXldb7/9dn/22Wfd3X3r1q2emJjoO3fuPGC7MjMzvXfv3uXTI0eO9GXLlrm7e15ennft2rX8M+Lj433btm2+Z88e79Kli69du9a/++4779y5s2/atMn37t3rw4YNK69LUlKS5+TklNfjQA60X4EUP0iuHrZ7x8yaAce5e0HwfhxwDzAHmArcH/zc91U4B7jBzF4kdCJ3u7uvN7P3gN+b2b7xCMYBtx/tl9XR2LxzL88tyea5Jdls3lnESR2a84eL+nJu/040ql+vJqsiEnU++ugjJk+eTJs2bQBo3bo1X331FVOmTGH9+vUUFRURHx9fvvzZZ59No0aNaNSoEe3atWPjxo0sXLiQ888/n6ZNQ3e6n3vuuT/4nNWrVxMfH18+rv5Pf/pTZs6cCcD27duZOnUq3377LWZGcXHxAev6r3/9izlz5pSfLygsLGTt2rXHPHbR2LFjadGiBQC9evUiOzubzZs3M2rUKPb1bEyZMoVvvvkGgNNOO40rrriCiy++mAsuuOCYPnufyvTptwfeCLo56gN/c/d3zWwZ8LKZXQVkAxcHy/+D0OWaaYQu2ZwG4O5bzOxeYFmw3D3uvqVKWnEY+/fXj+7ZlmuGJzC0m/rrRcLpxhtv5Oabb+bcc89l3rx53H333eXz9h9Xv6Sk5Jg/74477mD06NG88cYbZGVlMWrUqAMu5+689tpr9OzZ84g/o+KzAio+JwCOvE2PPvoon376Ke+88w6DBg0iNTWVE0888YjrVNFh+/TdPcPd+wWv3u5+X1Ce7+5j3T3R3c/YF+DBXxfXu3s3d+/j7ikVtjXL3bsHr9nHVPPD15v5B+iv/+DmkcyeNphh3dVfL1KTxowZwyuvvEJ+fj4AW7ZsYfv27cTEhK7nePrpw9+2M2LECP7+97+zZ88eCgoKeOutt36wzEknnURWVhbp6ekAvPDCC+XzKn7eU089VV7evHlzCgoKyqfHjx/PX/7yl31d0Xz++eeVbmdcXBypqakA5ecYDmXIkCHMnz+f/Px8iouLeeWVV8rnpaenM2TIEO655x7atm3LunXrDrGlyonIMQPWbdnN+P9bwNRZS/l6/Q5uGdeDj28by33n96F7u+PDXT2RqNS7d29++9vfMnLkSPr168fNN9/M3XffzeTJkxk0aFB5t8+hDBw4kClTptCvXz8mTJjAKaec8oNlGjduzMyZMzn77LMZOHAg7dq1K5/361//mttvv50BAwZ87yh79OjRrFq1qvxE7h133EFxcTF9+/ald+/e3HHHHZVu5y233MKMGTMYMGAAmzdvPuzyHTt25O6772bo0KGcdtpp3+tC+tWvfkWfPn1ISkpi2LBh9OvXr9L1OJiIHE+/pLSM6c+mcnafjpzTr6P660XQePqRSuPpA/XrHcesK354BCAiEu0iMvRFRKrae++9x6233vq9svj4eN54440w1ejoKPRFooi76wKGozR+/HjGjx8f7mp8z9F0z0fkiVwR+aHGjRuTn59/VEEhtY+7k5+fT+PGjY9oPR3pi0SJ2NhYcnJyyMvLC3dVpIo0btyY2NjYI1pHoS8SJRo0aPC9O14lOql7R0Qkiij0RUSiiEJfRCSK1Oo7cs0sj9BgbkeiDXD4e58jSzS2GaKz3dHYZojOdh9Lm7u6+wEfSFKrQ/9omFnKwW4/jlTR2GaIznZHY5shOttdXW1W946ISBRR6IuIRJFIDP2Z4a5AGERjmyE62x2NbYbobHe1tDni+vRFROTgIvFIX0REDkKhLyISRSIm9M3sLDNbY2ZpZnZbuOtTXcyss5nNNbNVZrbSzH4RlLc2s/fN7NvgZ6tw17WqmVk9M/vczN4OpuPN7NNgn79kZg3DXceqZGYtzexVM1ttZl+b2dAo2c+/DP5vrzCzF8yscSTuazObZWabzGxFhbID7l8L+XPQ/i/NbODRfm5EhL6Z1QMeBiYAvYBLzaxXeGtVbUqA/3T3XsCpwPVBW28DPnT3RODDYDrS/AL4usL0/wAPunt3YCtwVVhqVX0eAt5195OAfoTaHtH72cxigJuAZHdPAuoBlxCZ+/op4Kz9yg62fycAicFrOjDjaD80IkIfGAykuXuGuxcBLwKTwlynauHu6939s+B9AaEgiCHU3qeDxZ4GzgtPDauHmcUCZwNPBNMGjAFeDRaJqDabWQtgBPAkgLsXufs2Inw/B+oDTcysPtAUWE8E7mt3XwBs2a/4YPt3EvCMhywBWppZx6P53EgJ/RhgXYXpnKAsoplZHDAA+BRo7+7rg1kbgPZhqlZ1+T/g10BZMH0isM3dS4LpSNvn8UAeMDvo0nrCzJoR4fvZ3XOBB4C1hMJ+O5BKZO/rig62f6ss4yIl9KOOmR0PvAb8h7vvqDjPQ9fhRsy1uGZ2DrDJ3VPDXZcaVB8YCMxw9wHALvbryom0/QwQ9GFPIvSl1wloxg+7QKJCde3fSAn9XKBzhenYoCwimVkDQoH/vLu/HhRv3PfnXvBzU7jqVw1OA841syxCXXdjCPV3twy6ACDy9nkOkOPunwbTrxL6Eojk/QxwBpDp7nnuXgy8Tmj/R/K+ruhg+7fKMi5SQn8ZkBic4W9I6MTPnDDXqVoEfdlPAl+7+58qzJoDTA3eTwXerOm6VRd3v93dY909jtC+/cjdfwLMBS4KFou0Nm8A1plZz6BoLLCKCN7PgbXAqWbWNPi/vq/dEbuv93Ow/TsHuDy4iudUYHuFbqAj4+4R8QImAt8A6cBvw12famzn6YT+5PsSWB68JhLq4/4Q+Bb4AGgd7rpWU/tHAW8H7xOApUAa8ArQKNz1q+K29gdSgn39d6BVNOxn4L+A1cAK4FmgUSTua+AFQuctign9ZXfVwfYvYISuUEwHviJ0ddNRfa6GYRARiSKR0r0jIiKVoNAXEYkiCn0RkSii0BcRiSIKfRGRKKLQl4gXjFb58+B9JzN79XDrHMNn9TezidW1fZFjpdCXaNAS+DmAu3/n7hcdZvlj0Z/QfRMitZKu05eIZ2b7Rl1dQ+iml5PdPcnMriA0imEzQkPWPgA0BC4D9gIT3X2LmXUjdGNMW2A3cI27rzazycBdQCmhgcHOIHTzUBNCt8j/N/A28BcgCWgA3O3ubwaffT7QgtDAWc+5+39V8z+FCPUPv4hInXcbkOTu/YORSd+uMC+J0EiljQkF9q3uPsDMHgQuJzS650zgOnf/1syGAI8QGv/nTmC8u+eaWUt3LzKzOwndLXkDgJn9ntCwEVeaWUtgqZl9EHz24ODzdwPLzOwdd0+pzn8IEYW+RLu5HnouQYGZbQfeCsq/AvoGo5kOA14JDQUDhIYFAFgMPGVmLxMaGOxAxhEaLO6WYLox0CV4/7675wOY2euEhthQ6Eu1UuhLtNtb4X1ZhekyQr8fxxEay73//iu6+3XBkf/ZQKqZDTrA9g240N3XfK8wtN7+favqa5VqpxO5Eg0KgOZHs6KHnlWQGfTf73tWab/gfTd3/9Td7yT0wJPOB/is94AbgxEjMbMBFeadGTwTtQmhcwuLj6aOIkdCoS8RL+hCWRw8gPoPR7GJnwBXmdkXwEr+/SjOP5jZV8F2Pwa+IDQEcC8zW25mU4B7CZ3A/dLMVgbT+ywl9FyEL4HX1J8vNUFX74iEQXD1TvkJX5GaoiN9EZEooiN9EZEooiN9EZEootAXEYkiCn0RkSii0BcRiSIKfRGRKPL/AURKXZW2njdDAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['funds', 'candidate_funds'])"
    ]
@@ -1019,9 +1297,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 612x792 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "affinities_plot(df)"
    ]
@@ -1035,9 +1326,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7ff2efd65d90>"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n",
     "         kind='area')\n",
@@ -1055,9 +1369,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7ff2d2e83d50>"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "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",
@@ -1074,7 +1411,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1083,9 +1420,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "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": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "K = 0\n",
     "N = 1\n",
@@ -1106,27 +1474,84 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "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": 27,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2d13dd110>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['total_supply','funds'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2d1420090>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['effective_supply'])"
    ]
@@ -1140,9 +1565,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2d141ba50>"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['participant_count'])"
    ]
@@ -1158,36 +1606,128 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2d14dd4d0>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['fractionOfSupplyForVoting'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2d2da5150>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['fractionOfSupplyInPool'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2d3048cd0>"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['percentageOfActiveProposals','percentageOfCompletedProposals','percentageOfKilledProposals'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2d2c6e650>"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df.plot('timestep',['percentageOfActiveFundsRequested','percentageOfCompletedFundsRequested','percentageOfKilledFundsRequested'])"
    ]
diff --git a/models/v3/images/snap/0.png b/models/v3/images/snap/0.png
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