From 047eaaa71522d06ca065b4d83defb43b664cc521 Mon Sep 17 00:00:00 2001 From: ilkilic Date: Tue, 9 Jul 2024 15:54:32 +0200 Subject: [PATCH 1/6] fix distribution json path --- bluepyemodel/access_point/forge_access_point.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/bluepyemodel/access_point/forge_access_point.py b/bluepyemodel/access_point/forge_access_point.py index f0e5875b..6ca6965e 100644 --- a/bluepyemodel/access_point/forge_access_point.py +++ b/bluepyemodel/access_point/forge_access_point.py @@ -628,8 +628,9 @@ def dump_json_and_get_distributions(object_, class_name, metadata_str, seed=None path_json = f"{CLASS_TO_RESOURCE_NAME[class_name]}__{metadata_str}" if seed is not None: path_json += f"__{seed}" + iteration = metadata_str.split('__iteration=')[1].split('__')[0] path_json = str( - (pathlib.Path("./nexus_temp") / metadata_str / f"{path_json}.json").resolve() + (pathlib.Path("./nexus_temp") / iteration / f"{path_json}.json").resolve() ) distributions = [path_json] From 58bbf56cd76c0d2f4044bc5d40aaafc40d9f558c Mon Sep 17 00:00:00 2001 From: ilkilic Date: Tue, 9 Jul 2024 15:55:00 +0200 Subject: [PATCH 2/6] update examples --- examples/run_emodel/run_emodel.ipynb | 132 ++++++++++++++++++--------- examples/run_emodel/run_emodel.py | 45 ++++----- 2 files changed, 106 insertions(+), 71 deletions(-) diff --git a/examples/run_emodel/run_emodel.ipynb b/examples/run_emodel/run_emodel.ipynb index 7d14fa61..9795a5e8 100644 --- a/examples/run_emodel/run_emodel.ipynb +++ b/examples/run_emodel/run_emodel.ipynb @@ -32,7 +32,7 @@ "from bluepyemodel.access_point.nexus import NexusAccessPoint\n", "import os\n", "import shutil\n", - "from pathlib import Path\n" + "from pathlib import Path" ] }, { @@ -184,6 +184,8 @@ ")\n", "\n", "print(\"Downloading data...\")\n", + "if os.path.exists(\"./nexus_temp/\"):\n", + " shutil.rmtree(\"./nexus_temp/\")\n", "model_configuration = nap.get_model_configuration()\n", "nap.get_hoc()\n", "nap.get_emodel()" @@ -232,7 +234,7 @@ " destination_folder = \"./x86_64/\"\n", " shutil.copytree(source_folder, destination_folder)\n", "\n", - "folder_id = nap.get_emodel().emodel_metadata.as_string()\n", + "folder_id = nap.get_emodel().emodel_metadata.iteration\n", "directory_path = f\"./nexus_temp/{folder_id}\"\n", "load_mechanism(directory_path)" ] @@ -257,26 +259,17 @@ "metadata": {}, "outputs": [], "source": [ - "def getHoldingThreshCurrent(directory_path):\n", - " pattern = os.path.join(directory_path, 'EM_*' + 'json')\n", - " final = glob.glob(pattern)\n", - " if final:\n", - " file_name = final[0]\n", - " with open(file_name, 'r') as file:\n", - " data = json.load(file)\n", - " else:\n", - " raise FileNotFoundError(f\"No EModel resource found in {directory_path}.\")\n", - "\n", - " holding_current = 0\n", - " threshold_current = 0\n", - "\n", - " for feature in data['features']:\n", - " if 'bpo_holding_current' in feature['name']:\n", - " holding_current = feature['value']\n", - " print(feature)\n", - " elif 'bpo_threshold_current' in feature['name']:\n", - " threshold_current = feature['value']\n", - " print(feature)\n", + "def getHoldingThreshCurrent(forge, res_em):\n", + " from kgforge.specializations.resources import Dataset\n", + " emw_id = res_em.generation.activity.followedWorkflow.id\n", + " res_emw = forge.retrieve(emw_id)\n", + " for resource_gen in res_emw.generates:\n", + " if resource_gen.type == \"EModelScript\":\n", + " res_ems = forge.retrieve(resource_gen.id)\n", + " dataset = Dataset.from_resource(forge, res_ems, store_metadata=True)\n", + " holding_current = dataset.holding_current\n", + " threshold_current = dataset.threshold_current\n", + " break\n", "\n", " return (holding_current, threshold_current)" ] @@ -296,14 +289,33 @@ "source": [ "hoc_file = Path(directory_path) / \"model.hoc\"\n", "morph_file = nap.download_morphology(model_configuration.morphology.name, model_configuration.morphology.format, model_configuration.morphology.id)\n", - "holding_current, threshold_current = getHoldingThreshCurrent(directory_path)" + "holding_current, threshold_current = getHoldingThreshCurrent(forge, r)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning: no DISPLAY environment variable.\n", + "--No graphics will be displayed.\n" + ] + }, + { + "data": { + "text/plain": [ + "EmodelProperties(threshold_current=0.178125, holding_current=0.0, AIS_scaler=1.0, soma_scaler=1.0)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from bluecellulab import Cell, Simulation\n", "from bluecellulab.stimulus.circuit_stimulus_definitions import OrnsteinUhlenbeck, ShotNoise\n", @@ -314,7 +326,8 @@ "NeuronGlobals.get_instance().v_init = -70\n", "\n", "emodel_properties = EmodelProperties(threshold_current=threshold_current,\n", - " holding_current=holding_current)" + " holding_current=holding_current)\n", + "emodel_properties" ] }, { @@ -326,14 +339,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Define stimulus parameters\n", - "start_time = 15.0 # Start time of the stimulus\n", - "stop_time = 25.0 # Stop time of the stimulus\n", - "level = 1.0 # Current level of the stimulus\n", + "start_time = 100.0 # Start time of the stimulus\n", + "stop_time = 250.0 # Stop time of the stimulus\n", + "level = threshold_current # Current level of the stimulus\n", "\n", "cell = Cell(hoc_file, morph_file, template_format=\"v6\", emodel_properties=emodel_properties)\n", "icneurodamusobj = cell.add_step(start_time=start_time, stop_time=stop_time, level=level)" @@ -341,9 +354,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Vector[28948]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import neuron\n", "iclamp_current = neuron.h.Vector()\n", @@ -357,7 +381,7 @@ "outputs": [], "source": [ "# Run the simulation\n", - "max_time = 100\n", + "max_time = 300\n", "sim = Simulation()\n", "sim.add_cell(cell)\n", "sim.run(max_time, cvode=False)\n", @@ -371,7 +395,7 @@ "outputs": [ { "data": { - "image/png": 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lxVtdu3bV0qVLc21LTExU165dTeoRAAAAcGmlNpCfPn1aGzZs0IYNGyTlLGu4YcMG7d+/X1LOVJMRI0a4j7/nnnu0e/du/f3vf9e2bdv02muv6eOPP9bEiRPN6D4AAADgkVIbyH/99Ve1b99e7du3lyQlJCSoffv2mjx5siTp8OHD7nAuSQ0aNNDXX3+txMREtW3bVi+++KLefvttljwEAABAqVZq55D36NFDhmEUuD+/p3D26NFD69evL8FeAQAAAL5VaivkAAAAQHlAIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExU6gP5rFmzVL9+fYWFhalLly5avXp1oce//PLLatq0qSpUqKC4uDhNnDhRZ8+e9VNvAQAAAO+U6kA+b948JSQkaMqUKVq3bp3atm2r+Ph4paSk5Hv8hx9+qEcffVRTpkzR77//rnfeeUfz5s3TY4895ueeAwAAAJ4p1YF85syZGjt2rEaPHq0WLVpo9uzZCg8P15w5c/I9/ueff1a3bt10++23q379+urTp49uu+22S1bVAQAAALOEmN2BgmRlZWnt2rWaNGmSe1tQUJB69eqllStX5nvOlVdeqf/85z9avXq1OnfurN27d2vhwoUaPnx4ge1kZmYqMzPT/To1NVWSZLfbZbfbffRuLs3Vlj/bLG/s2dnur51OpxwOh9/adrXlzzYlyTj3d7Yjm++tEsTnN7AxvoGPMQ5sZo2vN+2V2kB+9OhRORwOxcTE5NoeExOjbdu25XvO7bffrqNHj6p79+4yDEPZ2dm65557Cp2yMm3aNE2dOjXP9sWLFys8PLx4b6IIEhMT/d5meXEqS8r5lje0e/duU/rg73YNI1iSRatWrdIOm1+bLpf4/AY2xjfwMcaBzd/jm5GR4fGxpTaQF8Xy5cv13HPP6bXXXlOXLl20c+dOPfjgg/q///s/Pfnkk/meM2nSJCUkJLhfp6amKi4uTn369FFUVJS/ui673a7ExET17t1bVqvVb+2WJylpmZq89ntJFjVs2FDBwcF+a9vhcGj37t1+b9eyeq8kQ1dccYUa16zit3bLGz6/gY3xDXyMcWAza3xdsy48UWoDebVq1RQcHKzk5ORc25OTkxUbG5vvOU8++aSGDx+uO++8U5LUunVrpaen66677tLjjz+uoKC8U+ZtNptstrylQ6vVasqH0qx2ywNryPnpIkFBQX4Nxi7BwcH+DeTn/g4JDuH7yg/4/AY2xjfwMcaBzd/j601bpfamztDQUHXo0EFLly51b3M6nVq6dKm6du2a7zkZGRl5Qrcr/BiGkd8pAAAAgKlKbYVckhISEjRy5Eh17NhRnTt31ssvv6z09HSNHj1akjRixAjVrl1b06ZNkyQNHDhQM2fOVPv27d1TVp588kkNHDjQlGooAAAAcCmlOpDfcsstOnLkiCZPnqykpCS1a9dOixYtct/ouX///lwV8SeeeEIWi0VPPPGEDh48qOrVq2vgwIF69tlnzXoLAAAAQKFKdSCXpPHjx2v8+PH57lu+fHmu1yEhIZoyZYqmTJnih54BAAAAxVdq55ADAAAA5QGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwEYEcAAAAMBGBHAAAADARgRwAAAAwUYivL7hnzx79+OOP2rdvnzIyMlS9enW1b99eXbt2VVhYmK+bAwAAAMo0n1XIP/jgA3Xu3FmNGjXSI488oi+++EI//vij3n77bfXt21cxMTG67777tG/fPq+uO2vWLNWvX19hYWHq0qWLVq9eXejxJ0+e1Lhx41SzZk3ZbDZddtllWrhwYXHeGgAAAFBifFIhb9++vUJDQzVq1Ch9+umniouLy7U/MzNTK1eu1EcffaSOHTvqtdde09ChQy953Xnz5ikhIUGzZ89Wly5d9PLLLys+Pl7bt29XjRo18hyflZWl3r17q0aNGvrkk09Uu3Zt7du3T5UqVfLF2wQAAAB8zieB/B//+Ifi4+ML3G+z2dSjRw/16NFDzz77rPbu3evRdWfOnKmxY8dq9OjRkqTZs2fr66+/1pw5c/Too4/mOX7OnDk6fvy4fv75Z1mtVklS/fr1vX4/AAAAgL/4JJAXFsYvdPz4cVWtWlVVq1a95LFZWVlau3atJk2a5N4WFBSkXr16aeXKlfmes2DBAnXt2lXjxo3T//73P1WvXl233367HnnkEQUHB+d7TmZmpjIzM92vU1NTJUl2u112u92j9+ULrrb82WZ5Y8/Odn/tdDrlcDj81rarLX+2KUnGub+zHdl8b5UgPr+BjfENfIxxYDNrfL1pz+c3deZn8eLFevvtt/Xll1/qzJkzHp1z9OhRORwOxcTE5NoeExOjbdu25XvO7t279d133+mOO+7QwoULtXPnTt13332y2+2aMmVKvudMmzZNU6dOzbfP4eHhHvXVlxITE/3eZnlxKkvK+ZY3tHv3blP64O92DSNYkkWrVq3SDptfmy6X+PwGNsY38DHGgc3f45uRkeHxsSUWyPft26c5c+bovffe04kTJ9SvXz/9+9//LqnmJOVUPWvUqKE333xTwcHB6tChgw4ePKjnn3++wEA+adIkJSQkuF+npqYqLi5Offr0UVRUVIn290J2u12JiYnq3bu3e7oNfCslLVOT134vyaKGDRsW+FuTkuBwOLR7926/t2tZvVeSoSuuuEKNa1bxW7vlDZ/fwMb4Bj7GOLCZNb6uWRee8Gkgz8rK0meffaa3335bP/30k3r16qU///xT69evV+vWrb26VrVq1RQcHKzk5ORc25OTkxUbG5vvOTVr1pTVas0VeJo3b66kpCRlZWUpNDQ0zzk2m002W97SodVqNeVDaVa75YE15Px0kaCgIL8GY5fg4GD/BvJzf4cEh/B95Qd8fgMb4xv4GOPA5u/x9aYtny17eP/996tWrVp65ZVXdOONN+rPP//Ul19+KYvFUqQAEhoaqg4dOmjp0qXubU6nU0uXLlXXrl3zPadbt27auXOnnE6ne9uOHTtUs2bNfMM4AAAAYDafBfLXX39dd999txYvXqxx48Z5dOPmpSQkJOitt97Se++9p99//1333nuv0tPT3auujBgxItdNn/fee6+OHz+uBx98UDt27NDXX3+t5557TuPGjSt2XwAAAICS4LMpK++//77mzJmjmjVrasCAARo+fLj69etXrGvecsstOnLkiCZPnqykpCS1a9dOixYtct/ouX//fgUFnf+ZIi4uTt9++60mTpyoNm3aqHbt2nrwwQf1yCOPFKsfAAAAQEnxWSC/7bbbdNttt2nPnj2aO3euxo0bp4yMDDmdTm3dulUtWrQo0nXHjx+v8ePH57tv+fLlebZ17dpVq1atKlJbAAAAgL/5bMqKS4MGDTR16lTt3btX//nPfzR48GANGzZMderU0QMPPODr5gAAAIAyrcSWPbRYLIqPj1d8fLyOHTum999/X++++25JNQcAAACUST6vkOenatWqmjBhgjZu3OiP5gAAAIAyw+cVcofDoblz52rp0qVKSUnJtQShxWLJtYwhAAAAUN75PJA/+OCDmjt3rgYMGKBWrVrJYrFc+iQAAACgnPJ5IP/oo4/08ccfq3///r6+NAAAABBwfD6HPDQ0VI0bN/b1ZQEAAICA5PNA/tBDD+mVV16RYRi+vjQAAAAQcHw+ZWXFihVatmyZvvnmG7Vs2VJWqzXX/s8++8zXTQIAAABlls8DeaVKlXTjjTf6+rIAAABAQPJ5IOfhPwAAAIDn/PJgIAAAAAD580kg79u3r1atWnXJ49LS0jR9+nTNmjXLF80CAAAAZZ5PpqwMHTpUgwcPVnR0tAYOHKiOHTuqVq1aCgsL04kTJ7R161atWLFCCxcu1IABA/T888/7olkAAACgzPNJIB8zZoyGDRum+fPna968eXrzzTd16tQpSZLFYlGLFi0UHx+vNWvWqHnz5r5oEgAAAAgIPrup02azadiwYRo2bJgk6dSpUzpz5oyqVq2aZ+lDAAAAADl8vsqKS3R0tKKjo0vq8gAAAEBAYJUVAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQ+D+QNGzbUsWPH8mw/efKkGjZs6OvmAAAAgDLN54F87969cjgcebZnZmbq4MGDvm4OAAAAKNN8tuzhggUL3F9/++23uZY8dDgcWrp0qerXr++r5gAAAICA4LNAPmjQIEk5T+YcOXJkrn1Wq1X169fXiy++6KvmAAAAgIDgs0DudDolSQ0aNNCaNWtUrVo1X10aAAAACFg+f1Lnnj17fH1JAAAAIGD5PJBL0tKlS7V06VKlpKS4K+cuc+bMKYkmAQAAgDLJ54F86tSpevrpp9WxY0fVrFlTFovF100AAAAAAcPngXz27NmaO3euhg8f7utLAwAAAAHH5+uQZ2Vl6corr/T1ZQEAAICA5PNAfuedd+rDDz/09WUBAACAgOTzKStnz57Vm2++qSVLlqhNmzayWq259s+cOdPXTQIAAABlls8D+aZNm9SuXTtJ0pYtW3Lt4wZPAAAAIDefB/Jly5b5+pIAAABAwPL5HHKXnTt36ttvv9WZM2ckSYZhlFRTAAAAQJnl80B+7NgxXXfddbrsssvUv39/HT58WJI0ZswYPfTQQ75uDgAAACjTfB7IJ06cKKvVqv379ys8PNy9/ZZbbtGiRYt83RwAAABQpvl8DvnixYv17bffqk6dOrm2N2nSRPv27fN1cwAAAECZ5vMKeXp6eq7KuMvx48dls9l83RwAAABQpvk8kF911VX697//7X5tsVjkdDo1Y8YM9ezZ09fNAQAAAGWaz6eszJgxQ9ddd51+/fVXZWVl6e9//7t+++03HT9+XD/99JOvmwMAAADKNJ9XyFu1aqUdO3aoe/fu+stf/qL09HTddNNNWr9+vRo1auTr5gAAAIAyzacVcrvdrr59+2r27Nl6/PHHfXlpAAAAICD5tEJutVq1adMmX14SAAAACGg+n7IybNgwvfPOO76+LAAAABCQfH5TZ3Z2tubMmaMlS5aoQ4cOioiIyLV/5syZvm4SAAAAKLN8Hsi3bNmiyy+/XJK0Y8eOXPssFouvmwMAAADKNJ8GcofDoalTp6p169aqXLmyLy8NAAAABCSfziEPDg5Wnz59dPLkSV9eFgAAAAhYJbIO+e7du319WQAAACAg+TyQP/PMM3r44Yf11Vdf6fDhw0pNTc31BwAAAMB5Pr+ps3///pKkG264IddNnIZhyGKxyOFw+LpJAAAAoMzyeSBftmyZry8JAAAABCyfB/JrrrnG15cEAAAAApbPA/kPP/xQ6P6rr77a100CAAAAZZbPA3mPHj3ybLtwLjlzyAEAAIDzfL7KyokTJ3L9SUlJ0aJFi9SpUyctXrzY180BAAAAZZrPK+TR0dF5tvXu3VuhoaFKSEjQ2rVrfd0kAAAAUGb5vEJekJiYGG3fvt1fzQEAAABlgs8D+aZNm3L92bhxoxYtWqR77rlH7dq18/p6s2bNUv369RUWFqYuXbpo9erVHp330UcfyWKxaNCgQV63CQAAAPiLz6estGvXThaLRYZh5Np+xRVXaM6cOV5da968eUpISNDs2bPVpUsXvfzyy4qPj9f27dtVo0aNAs/bu3evHn74YV111VVFeg8AAACAv/g8kO/ZsyfX66CgIFWvXl1hYWFeX2vmzJkaO3asRo8eLUmaPXu2vv76a82ZM0ePPvpovuc4HA7dcccdmjp1qn788UedPHnS63YBAAAAf/F5IK9Xr55PrpOVlaW1a9dq0qRJ7m1BQUHq1auXVq5cWeB5Tz/9tGrUqKExY8boxx9/9ElfAAAAgJLis0D+3Xffafz48Vq1apWioqJy7Tt16pSuvPJKzZ492+NpJEePHpXD4VBMTEyu7TExMdq2bVu+56xYsULvvPOONmzY4HG/MzMzlZmZ6X6dmpoqSbLb7bLb7R5fp7hcbfmzzfLGnp3t/trpdPp1TXxXW/5eh981cSzbkc33Vgni8xvYGN/AxxgHNrPG15v2fBbIX375ZY0dOzZPGJdylkK8++67NXPmzBKb152Wlqbhw4frrbfeUrVq1Tw+b9q0aZo6dWqe7YsXL1Z4eLgvu+iRxMREv7dZXpzKknK+5Q3t3r3blD74u13DCJZk0apVq7TD5temyyU+v4GN8Q18jHFg8/f4ZmRkeHyszwL5xo0bNX369AL39+nTRy+88ILH16tWrZqCg4OVnJyca3tycrJiY2PzHL9r1y7t3btXAwcOdG9zOp2SpJCQEG3fvl2NGjXKc96kSZOUkJDgfp2amqq4uDj16dMn3x8uSordbldiYqJ69+4tq9Xqt3bLk5S0TE1e+70kixo2bKjg4GC/te1wOLR7926/t2tZvVeSoSuuuEKNa1bxW7vlDZ/fwMb4Bj7GOLCZNb6uWRee8FkgT05OLvRNhoSE6MiRIx5fLzQ0VB06dNDSpUvdSxc6nU4tXbpU48ePz3N8s2bNtHnz5lzbnnjiCaWlpemVV15RXFxcvu3YbDbZbHlLh1ar1ZQPpVntlgfWkPPTRYKCgvwajF2Cg4P9G8jP/R0SHML3lR/w+Q1sjG/gY4wDm7/H15u2fBbIa9eurS1btqhx48b57t+0aZNq1qzp1TUTEhI0cuRIdezYUZ07d9bLL7+s9PR096orI0aMUO3atTVt2jSFhYWpVatWuc6vVKmSJOXZDgAAAJQWPgvk/fv315NPPqm+ffvmWeLwzJkzmjJliq6//nqvrnnLLbfoyJEjmjx5spKSktSuXTstWrTIfaPn/v37FRTkt4eNAgAAAD7ns0D+xBNP6LPPPtNll12m8ePHq2nTppKkbdu2adasWXI4HHr88ce9vu748ePznaIiScuXLy/03Llz53rdHgAAAOBPPgvkMTEx+vnnn3Xvvfdq0qRJ7id1WiwWxcfHa9asWXmWMAQAAADKO58+GKhevXpauHChTpw4oZ07d8owDDVp0kSVK1f2ZTMAAABAwPD5kzolqXLlyurUqVNJXBoAAAAIKNwRCQAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJiIQA4AAACYiEAOAAAAmIhADgAAAJio1AfyWbNmqX79+goLC1OXLl20evXqAo996623dNVVV6ly5cqqXLmyevXqVejxAAAAgNlKdSCfN2+eEhISNGXKFK1bt05t27ZVfHy8UlJS8j1++fLluu2227Rs2TKtXLlScXFx6tOnjw4ePOjnngMAAACeKdWBfObMmRo7dqxGjx6tFi1aaPbs2QoPD9ecOXPyPf6DDz7Qfffdp3bt2qlZs2Z6++235XQ6tXTpUj/3HAAAAPBMqQ3kWVlZWrt2rXr16uXeFhQUpF69emnlypUeXSMjI0N2u11VqlQpqW4CAAAAxRJidgcKcvToUTkcDsXExOTaHhMTo23btnl0jUceeUS1atXKFeovlpmZqczMTPfr1NRUSZLdbpfdbi9Cz4vG1ZY/2yxv7NnZ7q+dTqccDoff2na15c82Jck493e2I5vvrRLE5zewMb6BjzEObGaNrzftldpAXlz/+Mc/9NFHH2n58uUKCwsr8Lhp06Zp6tSpebYvXrxY4eHhJdnFfCUmJvq9zfLiVJaU8y1vaPfu3ab0wd/tGkawJItWrVqlHTa/Nl0u8fkNbIxv4GOMA5u/xzcjI8PjY0ttIK9WrZqCg4OVnJyca3tycrJiY2MLPfeFF17QP/7xDy1ZskRt2rQp9NhJkyYpISHB/To1NdV9M2hUVFTR34CX7Ha7EhMT1bt3b1mtVr+1W56kpGVq8trvJVnUsGFDBQcH+61th8Oh3bt3+71dy+q9kgxdccUValyTqVslhc9vYGN8Ax9jHNjMGl/XrAtPlNpAHhoaqg4dOmjp0qUaNGiQJLlv0Bw/fnyB582YMUPPPvusvv32W3Xs2PGS7dhsNtlseUuHVqvVlA+lWe2WB9aQ89NFgoKC/BqMXYKDg/0byM/9HRIcwveVH/D5DWyMb+BjjAObv8fXm7ZKbSCXpISEBI0cOVIdO3ZU586d9fLLLys9PV2jR4+WJI0YMUK1a9fWtGnTJEnTp0/X5MmT9eGHH6p+/fpKSkqSJEVGRioyMtK09wEAAAAUpFQH8ltuuUVHjhzR5MmTlZSUpHbt2mnRokXuGz3379+voKDzC8W8/vrrysrK0pAhQ3JdZ8qUKXrqqaf82XUAAADAI6U6kEvS+PHjC5yisnz58lyv9+7dW/IdAgAAAHyo1K5DDgAAAJQHBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEpT6Qz5o1S/Xr11dYWJi6dOmi1atXF3r8/Pnz1axZM4WFhal169ZauHChn3oKAAAAeK9UB/J58+YpISFBU6ZM0bp169S2bVvFx8crJSUl3+N//vln3XbbbRozZozWr1+vQYMGadCgQdqyZYufew4AAAB4plQH8pkzZ2rs2LEaPXq0WrRoodmzZys8PFxz5szJ9/hXXnlFffv21d/+9jc1b95c//d//6fLL79c//rXv/zccwAAAMAzIWZ3oCBZWVlau3atJk2a5N4WFBSkXr16aeXKlfmes3LlSiUkJOTaFh8fry+++KIku1ps+49laNvhk/rthEUVth9RSEiw2V0KSCcz7GZ3wTS/7D2hA2nZZncjYGVnO/j8BjDGN/AxxoHNNb79ze5IIUptID969KgcDodiYmJybY+JidG2bdvyPScpKSnf45OSkgpsJzMzU5mZme7XqampkiS73S673T8B7pvNBzVt0Q5JwXpz23q/tFmeBVlyxjkkxH/f/k6nU5KUlpamoCD//WLKYjEkSU98ud1vbZZffH4DG+Mb+BjjQBZsCdKDWVl+bdObHFlqA7m/TJs2TVOnTs2zffHixQoPD/dLH/48YlFcRKmePRRQ2lRxFngfQkkr7IfDktCnlkXrj/G9BQAo34It0pIlS/zaZkZGhsfHltpAXq1aNQUHBys5OTnX9uTkZMXGxuZ7TmxsrFfHS9KkSZNyTXNJTU1VXFyc+vTpo6ioqGK8A8/1lzTJbldiYqJ69+4tq9Xql3bhP3aTxrc0/3oukJg1vvAPxjfwMcaBzazxdc268ESpDeShoaHq0KGDli5dqkGDBknK+bX/0qVLNX78+HzP6dq1q5YuXaoJEya4tyUmJqpr164FtmOz2WSz2fJst1qtpnwozWoX/sH4BjbGN7AxvoGPMQ5s/h5fb9oqtYFckhISEjRy5Eh17NhRnTt31ssvv6z09HSNHj1akjRixAjVrl1b06ZNkyQ9+OCDuuaaa/Tiiy9qwIAB+uijj/Trr7/qzTffNPNtAAAAAAUq1YH8lltu0ZEjRzR58mQlJSWpXbt2WrRokfvGzf379+e6Qe7KK6/Uhx9+qCeeeEKPPfaYmjRpoi+++EKtWrUy6y0AAAAAhSrVgVySxo8fX+AUleXLl+fZNnToUA0dOrSEewUAAAD4BssvAAAAACYikAMAAAAmIpADAAAAJiKQAwAAACYikAMAAAAmIpADAAAAJiKQAwAAACYikAMAAAAmIpADAAAAJiKQAwAAACYikAMAAAAmCjG7A6WNYRiSpNTUVL+2a7fblZGRodTUVFmtVr+2jZLH+AY2xjewMb6BjzEObGaNrytLurJlYQjkF0lLS5MkxcXFmdwTAAAAlHVpaWmKjo4u9BiL4UlsL0ecTqcOHTqkihUrymKx+K3d1NRUxcXF6cCBA4qKivJbu/APxjewMb6BjfENfIxxYDNrfA3DUFpammrVqqWgoMJniVMhv0hQUJDq1KljWvtRUVH8xyCAMb6BjfENbIxv4GOMA5sZ43upyrgLN3UCAAAAJiKQAwAAACYikJcSNptNU6ZMkc1mM7srKAGMb2BjfAMb4xv4GOPAVhbGl5s6AQAAABNRIQcAAABMRCAHAAAATEQgBwAAAExEIC8FZs2apfr16yssLExdunTR6tWrze4SimDatGnq1KmTKlasqBo1amjQoEHavn17rmPOnj2rcePGqWrVqoqMjNTgwYOVnJxsUo9RHP/4xz9ksVg0YcIE9zbGt+w7ePCghg0bpqpVq6pChQpq3bq1fv31V/d+wzA0efJk1axZUxUqVFCvXr30xx9/mNhjeMrhcOjJJ59UgwYNVKFCBTVq1Ej/93//l+ux5oxv2fHDDz9o4MCBqlWrliwWi7744otc+z0Zy+PHj+uOO+5QVFSUKlWqpDFjxuj06dN+fBfnEchNNm/ePCUkJGjKlClat26d2rZtq/j4eKWkpJjdNXjp+++/17hx47Rq1SolJibKbrerT58+Sk9Pdx8zceJEffnll5o/f76+//57HTp0SDfddJOJvUZRrFmzRm+88YbatGmTazvjW7adOHFC3bp1k9Vq1TfffKOtW7fqxRdfVOXKld3HzJgxQ//85z81e/Zs/fLLL4qIiFB8fLzOnj1rYs/hienTp+v111/Xv/71L/3++++aPn26ZsyYoVdffdV9DONbdqSnp6tt27aaNWtWvvs9Gcs77rhDv/32mxITE/XVV1/phx9+0F133eWvt5CbAVN17tzZGDdunPu1w+EwatWqZUybNs3EXsEXUlJSDEnG999/bxiGYZw8edKwWq3G/Pnz3cf8/vvvhiRj5cqVZnUTXkpLSzOaNGliJCYmGtdcc43x4IMPGobB+AaCRx55xOjevXuB+51OpxEbG2s8//zz7m0nT540bDab8d///tcfXUQxDBgwwPjrX/+aa9tNN91k3HHHHYZhML5lmSTj888/d7/2ZCy3bt1qSDLWrFnjPuabb74xLBaLcfDgQb/13YUKuYmysrK0du1a9erVy70tKChIvXr10sqVK03sGXzh1KlTkqQqVapIktauXSu73Z5rvJs1a6a6desy3mXIuHHjNGDAgFzjKDG+gWDBggXq2LGjhg4dqho1aqh9+/Z666233Pv37NmjpKSkXGMcHR2tLl26MMZlwJVXXqmlS5dqx44dkqSNGzdqxYoV6tevnyTGN5B4MpYrV65UpUqV1LFjR/cxvXr1UlBQkH755Re/9znE7y3C7ejRo3I4HIqJicm1PSYmRtu2bTOpV/AFp9OpCRMmqFu3bmrVqpUkKSkpSaGhoapUqVKuY2NiYpSUlGRCL+Gtjz76SOvWrdOaNWvy7GN8y77du3fr9ddfV0JCgh577DGtWbNGDzzwgEJDQzVy5Ej3OOb332zGuPR79NFHlZqaqmbNmik4OFgOh0PPPvus7rjjDklifAOIJ2OZlJSkGjVq5NofEhKiKlWqmDLeBHKgBIwbN05btmzRihUrzO4KfOTAgQN68MEHlZiYqLCwMLO7gxLgdDrVsWNHPffcc5Kk9u3ba8uWLZo9e7ZGjhxpcu9QXB9//LE++OADffjhh2rZsqU2bNigCRMmqFatWowvTMeUFRNVq1ZNwcHBeVZhSE5OVmxsrEm9QnGNHz9eX331lZYtW6Y6deq4t8fGxiorK0snT57MdTzjXTasXbtWKSkpuvzyyxUSEqKQkBB9//33+uc//6mQkBDFxMQwvmVczZo11aJFi1zbmjdvrv3790uSexz5b3bZ9Le//U2PPvqobr31VrVu3VrDhw/XxIkTNW3aNEmMbyDxZCxjY2PzLKCRnZ2t48ePmzLeBHIThYaGqkOHDlq6dKl7m9Pp1NKlS9W1a1cTe4aiMAxD48eP1+eff67vvvtODRo0yLW/Q4cOslqtucZ7+/bt2r9/P+NdBlx33XXavHmzNmzY4P7TsWNH3XHHHe6vGd+yrVu3bnmWKt2xY4fq1asnSWrQoIFiY2NzjXFqaqp++eUXxrgMyMjIUFBQ7tgTHBwsp9MpifENJJ6MZdeuXXXy5EmtXbvWfcx3330np9OpLl26+L3PrLJiso8++siw2WzG3Llzja1btxp33XWXUalSJSMpKcnsrsFL9957rxEdHW0sX77cOHz4sPtPRkaG+5h77rnHqFu3rvHdd98Zv/76q9G1a1eja9euJvYaxXHhKiuGwfiWdatXrzZCQkKMZ5991vjjjz+MDz74wAgPDzf+85//uI/5xz/+YVSqVMn43//+Z2zatMn4y1/+YjRo0MA4c+aMiT2HJ0aOHGnUrl3b+Oqrr4w9e/YYn332mVGtWjXj73//u/sYxrfsSEtLM9avX2+sX7/ekGTMnDnTWL9+vbFv3z7DMDwby759+xrt27c3fvnlF2PFihVGkyZNjNtuu82U90MgLwVeffVVo27dukZoaKjRuXNnY9WqVWZ3CUUgKd8/7777rvuYM2fOGPfdd59RuXJlIzw83LjxxhuNw4cPm9dpFMvFgZzxLfu+/PJLo1WrVobNZjOaNWtmvPnmm7n2O51O48knnzRiYmIMm81mXHfddcb27dtN6i28kZqaajz44ING3bp1jbCwMKNhw4bG448/bmRmZrqPYXzLjmXLluX7/9yRI0cahuHZWB47dsy47bbbjMjISCMqKsoYPXq0kZaWZsK7MQyLYVzwiCoAAAAAfsUccgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAAAMBEBHIAAADARARyAAAAwEQEcgAIIKNGjdKgQYNMa3/48OF67rnnSuz6W7duVZ06dZSenl5ibQCAv1kMwzDM7gQA4NIsFkuh+6dMmaKJEyfKMAxVqlTJP526wMaNG3Xttddq3759ioyMLLF2hgwZorZt2+rJJ58ssTYAwJ8I5ABQRiQlJbm/njdvniZPnqzt27e7t0VGRpZoEL6UO++8UyEhIZo9e3aJtvP1119r7Nix2r9/v0JCQkq0LQDwB6asAEAZERsb6/4THR0ti8WSa1tkZGSeKSs9evTQ/fffrwkTJqhy5cqKiYnRW2+9pfT0dI0ePVoVK1ZU48aN9c033+Rqa8uWLerXr58iIyMVExOj4cOH6+jRowX2zeFw6JNPPtHAgQNzba9fv76eeeYZjRgxQpGRkapXr54WLFigI0eO6C9/+YsiIyPVpk0b/frrr+5z9u3bp4EDB6py5cqKiIhQy5YttXDhQvf+3r176/jx4/r++++L+S8KAKUDgRwAAtx7772natWqafXq1br//vt17733aujQobryyiu1bt069enTR8OHD1dGRoYk6eTJk7r22mvVvn17/frrr1q0aJGSk5N18803F9jGpk2bdOrUKXXs2DHPvpdeekndunXT+vXrNWDAAA0fPlwjRozQsGHDtG7dOjVq1EgjRoyQ6xe248aNU2Zmpn744Qdt3rxZ06dPz1X5Dw0NVbt27fTjjz/6+F8KAMxBIAeAANe2bVs98cQTatKkiSZNmqSwsDBVq1ZNY8eOVZMmTTR58mQdO3ZMmzZtkiT961//Uvv27fXcc8+pWbNmat++vebMmaNly5Zpx44d+baxb98+BQcHq0aNGnn29e/fX3fffbe7rdTUVHXq1ElDhw7VZZddpkceeUS///67kpOTJUn79+9Xt27d1Lp1azVs2FDXX3+9rr766lzXrFWrlvbt2+fjfykAMAeBHAACXJs2bdxfBwcHq2rVqmrdurV7W0xMjCQpJSVFUs7NmcuWLXPPSY+MjFSzZs0kSbt27cq3jTNnzshms+V74+mF7bvaKqz9Bx54QM8884y6deumKVOmuH9QuFCFChXcFX0AKOsI5AAQ4KxWa67XFosl1zZXiHY6nZKk06dPa+DAgdqwYUOuP3/88UeeSrVLtWrVlJGRoaysrELbd7VVWPt33nmndu/ereHDh2vz5s3q2LGjXn311VzXPH78uKpXr+7ZPwAAlHIEcgBALpdffrl+++031a9fX40bN871JyIiIt9z2rVrJylnnXBfiIuL0z333KPPPvtMDz30kN56661c+7ds2aL27dv7pC0AMBuBHACQy7hx43T8+HHddtttWrNmjXbt2qVvv/1Wo0ePlsPhyPec6tWr6/LLL9eKFSuK3f6ECRP07bffas+ePVq3bp2WLVum5s2bu/fv3btXBw8eVK9evYrdFgCUBgRyAEAutWrV0k8//SSHw6E+ffqodevWmjBhgipVqqSgoIL/t3HnnXfqgw8+KHb7DodD48aNU/PmzdW3b19ddtlleu2119z7//vf/6pPnz6qV69esdsCgNKABwMBAHzizJkzatq0qebNm6euXbuWSBtZWVlq0qSJPvzwQ3Xr1q1E2gAAf6NCDgDwiQoVKujf//53oQ8QKq79+/frscceI4wDCChUyAEAAAATUSEHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHgFJs7ty5slgs7j8hISGqXbu2Ro0apYMHD5rdPQCAD4SY3QEAwKU9/fTTatCggc6ePatVq1Zp7ty5WrFihbZs2aKwsDCzuwcAKAYCOQCUAf369VPHjh0lSXfeeaeqVaum6dOna8GCBbr55ptN7h0AoDiYsgIAZdBVV10lSdq1a5d727Zt2zRkyBBVqVJFYWFh6tixoxYsWJDrPLvdrqlTp6pJkyYKCwtT1apV1b17dyUmJrqPGTVqlCIjI7V7927Fx8crIiJCtWrV0tNPPy3DMHJdLz09XQ899JDi4uJks9nUtGlTvfDCC3mOs1gsGj9+vL744gu1atVKNptNLVu21KJFi3Idl5aWpgkTJqh+/fqy2WyqUaOGevfurXXr1uU67pdfflHfvn0VHR2t8PBwXXPNNfrpp5+K/g8KACYikANAGbR3715JUuXKlSVJv/32m6644gr9/vvvevTRR/Xiiy8qIiJCgwYN0ueff+4+76mnntLUqVPVs2dP/etf/9Ljjz+uunXr5gm8DodDffv2VUxMjGbMmKEOHTpoypQpmjJlivsYwzB0ww036KWXXlLfvn01c+ZMNW3aVH/729+UkJCQp88rVqzQfffdp1tvvVUzZszQ2bNnNXjwYB07dsx9zD333KPXX39dgwcP1muvvaaHH35YFSpU0O+//+4+5rvvvtPVV1+t1NRUTZkyRc8995xOnjypa6+9VqtXr/bJvy8A+JUBACi13n33XUOSsWTJEuPIkSPGgQMHjE8++cSoXr26YbPZjAMHDhiGYRjXXXed0bp1a+Ps2bPuc51Op3HllVcaTZo0cW9r27atMWDAgELbHDlypCHJuP/++3Nda8CAAUZoaKhx5MgRwzAM44svvjAkGc8880yu84cMGWJYLBZj586d7m2SjNDQ0FzbNm7caEgyXn31Vfe26OhoY9y4cQX2zel0Gk2aNDHi4+MNp9Pp3p6RkWE0aNDA6N27d6HvDQBKIyrkAFAG9OrVS9WrV1dcXJyGDBmiiIgILViwQHXq1NHx48f13Xff6eabb1ZaWpqOHj2qo0eP6tixY4qPj9cff/zhXpGlUqVK+u233/THH39css3x48e7v3ZNOcnKytKSJUskSQsXLlRwcLAeeOCBXOc99NBDMgxD33zzTZ730KhRI/frNm3aKCoqSrt373Zvq1Spkn755RcdOnQo3z5t2LBBf/zxh26//XYdO3bM/V7T09N13XXX6YcffpDT6bzkewOA0oSbOgGgDJg1a5Yuu+wynTp1SnPmzNEPP/wgm80mSdq5c6cMw9CTTz6pJ598Mt/zU1JSVLt2bT399NP6y1/+ossuu0ytWrVS3759NXz4cLVp0ybX8UFBQWrYsGGubZdddpmk89Nl9u3bp1q1aqlixYq5jmvevLl7/4Xq1q2bp1+VK1fWiRMn3K9nzJihkSNHKi4uTh06dFD//v01YsQId19cP0iMHDmywH+rU6dOuafyAEBZQCAHgDKgc+fO7lVWBg0apO7du+v222/X9u3b3RXhhx9+WPHx8fme37hxY0nS1VdfrV27dul///ufFi9erLffflsvvfSSZs+erTvvvLNE30NwcHC+240LbgC9+eabddVVV+nzzz/X4sWL9fzzz2v69On67LPP1K9fP/d7ff7559WuXbt8rxcZGenzvgNASSKQA0AZExwcrGnTprlvzPzrX/8qSbJarerVq9clz69SpYpGjx6t0aNH6/Tp07r66qv11FNP5QrkTqdTu3fvdlfFJWnHjh2SpPr160uS6tWrpyVLligtLS1XlXzbtm3u/UVRs2ZN3XfffbrvvvuUkpKiyy+/XM8++6z69evnnvISFRXl0XsFgLKAOeQAUAb16NFDnTt31ssvv6yoqCj16NFDb7zxhg4fPpzn2CNHjri/vnBFEymnmty4cWNlZmbmOe9f//qX+2vDMPSvf/1LVqtV1113nSSpf//+cjgcuY6TpJdeekkWi0X9+vXz6j05HA6dOnUq17YaNWqoVq1a7v516NBBjRo10gsvvKDTp08X+l4BoKygQg4AZdTf/vY3DR06VHPnztWsWbPUvXt3tW7dWmPHjlXDhg2VnJyslStX6s8//9TGjRslSS1atFCPHj3UoUMHValSRb/++qs++eSTXDdwSlJYWJgWLVqkkSNHqkuXLvrmm2/09ddf67HHHlP16tUlSQMHDlTPnj31+OOPa+/evWrbtq0WL16s//3vf5owYUKuGzg9kZaWpjp16mjIkCFq27atIiMjtWTJEq1Zs0YvvviipJy57W+//bb69eunli1bavTo0apdu7YOHjyoZcuWKSoqSl9++aUP/nUBwI/MXeQFAFAY17KHa9asybPP4XAYjRo1Mho1amRkZ2cbu3btMkaMGGHExsYaVqvVqF27tnH99dcbn3zyifucZ555xujcubNRqVIlo0KFCkazZs2MZ5991sjKynIfM3LkSCMiIsLYtWuX0adPHyM8PNyIiYkxpkyZYjgcjlx9SEtLMyZOnGjUqlXLsFqtRpMmTYznn38+15KEhpGz7GF+yxnWq1fPGDlypGEYhpGZmWn87W9/M9q2bWtUrFjRiIiIMNq2bWu89tprec5bv369cdNNNxlVq1Y1bDabUa9ePePmm282li5d6tW/LwCUBhbDuOhxagCAcm3UqFH65JNP8p0SAgDwPeaQAwAAACYikAMAAAAmIpADAAAAJmIOOQAAAGCiMlsh/8c//iGLxaIJEya4t509e1bjxo1T1apVFRkZqcGDBys5Odm8TgIAAACXUCYD+Zo1a/TGG2+oTZs2ubZPnDhRX375pebPn6/vv/9ehw4d0k033WRSLwEAAIBLK3MPBjp9+rTuuOMOvfXWW3rmmWfc20+dOqV33nlHH374oa699lpJ0rvvvqvmzZtr1apVuuKKKzy6vtPp1KFDh1SxYkVZLJYSeQ8AAAAIbIZhKC0tTbVq1VJQUOE18DIXyMeNG6cBAwaoV69euQL52rVrZbfb1atXL/e2Zs2aqW7dulq5cqXHgfzQoUOKi4vzeb8BAABQ/hw4cEB16tQp9JgyFcg/+ugjrVu3TmvWrMmzLykpSaGhoapUqVKu7TExMUpKSirwmpmZmcrMzHS/dt3jumfPHlWsWNE3HfeA3W7XsmXL1LNnT1mtVr+1C/9gfAMb4xvYGN/AxxgHNrPGNy0tTQ0aNPAoT5aZQH7gwAE9+OCDSkxMVFhYmM+uO23aNE2dOjXP9pUrVyo8PNxn7XgiPDxcv/zyi1/bhP8wvoGN8Q1sjG/gY4wDmxnjm5GRIUkeTYEuM8sefvHFF7rxxhsVHBzs3uZwOGSxWBQUFKRvv/1WvXr10okTJ3JVyevVq6cJEyZo4sSJ+V734gp5amqq4uLidPToUUVFRZXY+7mY3W5XYmKievfuzU/nAYjxDWyMb2BjfAMfYxzYzBrf1NRUVatWTadOnbpkpiwzFfLrrrtOmzdvzrVt9OjRatasmR555BHFxcXJarVq6dKlGjx4sCRp+/bt2r9/v7p27VrgdW02m2w2W57tVqvVlA+lWe3CPxjfwMb4BjbGN/AxxoHN3+PrTVtlJpBXrFhRrVq1yrUtIiJCVatWdW8fM2aMEhISVKVKFUVFRen+++9X165dPb6hEwAAAPC3MhPIPfHSSy8pKChIgwcPVmZmpuLj4/Xaa6+Z3S0AAACgQGU6kC9fvjzX67CwMM2aNUuzZs0yp0MAAACAl8rkkzoBAACAQEEgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHAAAATEQgBwAAAExEIAcAAABMRCAHvLDnaLoS5m3QnycyzO4KAAAIECFmdwAoS4a/84v+PHFGe46l6/P7upndHQAAEACokANe+PPEGUnS+v0nze0IAAAIGARyAAAAwEQEcgAAAMBEBHIAAADARARywAshQRb314ZhmNgTAAAQKAjkgBcs5/O4MrOd5nUEAAAEDAI5UEQZWQ6zuwAAAAIAgRzwkNNpyO44P00lPTPbxN4AAIBAQSAHPJTtzD1n/IydCjkAACg+AjngIedFN3FSIQcAAL5AIAc85Li4Qs4ccgAA4AMEcsBDjosq5NzUCQAAfIFADnjIeVGFPD2LKSsAAKD4COSAh5iyAgAASgKBHPAQU1YAAEBJIJADHroojyuDKSsAAMAHCOSAhy6eskKFHAAA+AKBHPAQgRwAAJQEAjngoYsfDHSWJ3UCAAAfIJADHrq4Qp6Z7TSpJwAAIJAQyAEPUSEHAAAlgUAOeMhxUUGcQA4AAHyBQA546OIpK2ftTFkBAADFRyAHPJRnyko2FXIAAFB8BHLAQ1TIAQBASSCQAx5yGBevskKFHAAAFB+BHPCQ8+JlD6mQAwAAHyCQAx7KO2WFCjkAACg+AjngIVcetwZbJBHIAQCAbxDIAQ+5VlkJDw2RJJ3lSZ0AAMAHCOSAh1xTViJCg92v7Rc/LQgAAMBLBHLAQ65VVsJtIe5tTFsBAADFRSAHPORaZaWCNdi9LZNpKwAAoJgI5ICHXFNWgoMssoXkfHSokAMAgOIikAMecq2yEmSRws5VyXlaJwAAKC4COeAh49wc8iALFXIAAOA7BHLAQ67HAlkuqJBnZhPIAQBA8RDIAQ+dK5DLIovCrK4KOVNWAABA8RDIAQ8ZcidyKuQAAMBnCOSAh4wLb+oM4aZOAADgGyGXPgSAdMEccllks1okcVMnAAAoPirkgIdcq6xYLJKNCjkAAPARAjngIfdNnRZdcFMnFXIAAFA8ZSaQT5s2TZ06dVLFihVVo0YNDRo0SNu3b891zNmzZzVu3DhVrVpVkZGRGjx4sJKTk03qMQKN66bOnFVWzlXIuakTAAAUU5kJ5N9//73GjRunVatWKTExUXa7XX369FF6err7mIkTJ+rLL7/U/Pnz9f333+vQoUO66aabTOw1Akl+FfJMpqwAAIBiKjM3dS5atCjX67lz56pGjRpau3atrr76ap06dUrvvPOOPvzwQ1177bWSpHfffVfNmzfXqlWrdMUVV5jRbQSQ84Hccn6VFSrkAACgmMpMIL/YqVOnJElVqlSRJK1du1Z2u129evVyH9OsWTPVrVtXK1euLDCQZ2ZmKjMz0/06NTVVkmS322W320uq+3m42vJnm/COPTs75wvDqXMzVpSRme3RmDG+gY3xDWyMb+BjjAObWePrTXtlMpA7nU5NmDBB3bp1U6tWrSRJSUlJCg0NVaVKlXIdGxMTo6SkpAKvNW3aNE2dOjXP9sWLFys8PNyn/fZEYmKi39uEZzamWCQF68iRI9p3NkVSsHbu3quFC3d7fA3GN7AxvoGN8Q18jHFg8/f4ZmRkeHxsmQzk48aN05YtW7RixYpiX2vSpElKSEhwv05NTVVcXJz69OmjqKioYl/fU3a7XYmJierdu7esVqvf2oXn0tce1H93/aYaNWqoTcMqWnhgh6rH1lb//q0veS7jG9gY38DG+AY+xjiwmTW+rlkXnihzgXz8+PH66quv9MMPP6hOnTru7bGxscrKytLJkydzVcmTk5MVGxtb4PVsNptsNlue7Var1ZQPpVnt4tKCg3Nu5AwJClKELWeMshyGV+PF+AY2xjewMb6BjzEObP4eX2/aKjOrrBiGofHjx+vzzz/Xd999pwYNGuTa36FDB1mtVi1dutS9bfv27dq/f7+6du3q7+4iAF24yort3CTyTG7qBAAAxVRmKuTjxo3Thx9+qP/973+qWLGie154dHS0KlSooOjoaI0ZM0YJCQmqUqWKoqKidP/996tr166ssAKfcBqury5Yh5xlDwEAQDGVmUD++uuvS5J69OiRa/u7776rUaNGSZJeeuklBQUFafDgwcrMzFR8fLxee+01P/cUgcr9YCCLFBZy7kmdVMgBAEAxlZlAbhjGJY8JCwvTrFmzNGvWLD/0COWNe8qKLpiyQoUcAAAUU5mZQw6YzfUjYZDFQoUcAAD4DIEc8JRxfsoKFXIAAOArBHLAQ84LVlkJs+Z8dFhlBQAAFBeBHPCQ6z4GiyyyhVAhBwAAvkEgBzx0waqH7go5c8gBAEBxEcgBD7lWWQmynK+Q2x2GHM5LrwAEAABQEAI54CFX7LbofIVcYh45AAAoHgI54CHjwlVWzlXIJeaRAwCA4iGQAx668MFAwUEWWYMtkphHDgAAiodADnjIkKtCnhPEWWkFAAD4AoEc8JBxwTrkEiutAAAA3yCQAx46f1MnFXIAAOA7BHLAQxdXyG0h5yrkdirkAACg6AjkgIec7id15rBZz1XIs6mQAwCAoiOQA16iQg4AAHyJQA54yLUOedC5RO66qZMKOQAAKA4COeChvHPImbICAACKj0AOeMhwf5W7Qs6UFQAAUBwEcsBD7ps6qZADAAAfIpADHnJPWTn3mgo5AADwBQI54CHXlBXXTZ1UyAEAgC8QyAFPXTRlxb3KChVyAABQDARywEOuCrn7wUBUyAEAgA8QyAEPnb+pk1VWAACA7xDIAQ8ZRu7XVMgBAIAvEMgBD118UycVcgAA4AsEcsBDPKkTAACUBAI54CHjXI3cfVMnFXIAAOADBHLAU1TIAQBACSCQAx66eJUVKuQAAMAXCOSAhy6eQx5GhRwAAPgAgRzw0PkHA1EhBwAAvkMgBzxEhRwAAJQEAjngoYJWWcmkQg4AAIqBQA54KE+F3JpTIT9LhRwAABQDgRzwkHEukbue1GkLyfn4ZGU73fsAAAC8RSAHPHT+ps4crgq5xDxyAABQdARywEPuIvhFFXJJyrQTyAEAQNEQyAEPXXxTpzU4SMFBOa/OZnNjJwAAKBoCOeAh50U3dUrnq+RUyAEAQFERyAEPuaasBF2QyM+vtEKFHAAAFA2BHPBY7ikrEhVyAABQfARywEMXr0MuUSEHAADFRyAHPHQ+kJ9P5FTIAQBAcRHIAQ8583n4j81VIbdTIQcAAEVDIAc85IrjQflVyHkwEAAAKCICOeCh/OaQuwI5FXIAAFBUBHLAQxc/GEg6f1MnFXIAAFBUBHLAU1TIAQBACSCQAx5yzSG3KO+DgaiQAwCAoiKQAx5yrbKSX4U8k3XIAQBAERHIAQ/ltw65+8FArEMOAACKiEAOeOj8lJXzqJADAIDiCshAPmvWLNWvX19hYWHq0qWLVq9ebXaXEACMfKasUCEHAADFFXCBfN68eUpISNCUKVO0bt06tW3bVvHx8UpJSTG7ayjjqJADAICSEHCBfObMmRo7dqxGjx6tFi1aaPbs2QoPD9ecOXPM7hrKOFeFPCgon1VWqJADAIAiCqhAnpWVpbVr16pXr17ubUFBQerVq5dWrlxpYs8QCNw3dV6wjQo5AAAorhCzO+BLR48elcPhUExMTK7tMTEx2rZtW77nZGZmKjMz0/06NTVVkmS322W320uusxdxteXPNuEdh9Pp/ts1TufyuDKysgsdO8Y3sDG+gY3xDXyMcWAza3y9aS+gAnlRTJs2TVOnTs2zffHixQoPD/d7fxITE/3eJjyTlBQkKUi/bdmihUc3S5J+O2aRFKyklGNauHDhJa/B+AY2xjewMb6BjzEObP4e34yMDI+PDahAXq1aNQUHBys5OTnX9uTkZMXGxuZ7zqRJk5SQkOB+nZqaqri4OPXp00dRUVEl2t8L2e12JSYmqnfv3rJarX5rF5776uQG6XiKWrdupf6d4iRJ4TuO6N0d6xVeMVr9+19R4LmMb2BjfAMb4xv4GOPAZtb4umZdeCKgAnloaKg6dOigpUuXatCgQZIkp9OppUuXavz48fmeY7PZZLPZ8my3Wq2mfCjNaheXZpybPW4NCXGPUYQtVJKU5XB6NG6Mb2BjfAMb4xv4GOPA5u/x9aatgArkkpSQkKCRI0eqY8eO6ty5s15++WWlp6dr9OjRZncNZd65dcgv2GJjHXIAAFBMARfIb7nlFh05ckSTJ09WUlKS2rVrp0WLFuW50RPwlnuVlQsSOausAACA4gq4QC5J48ePL3CKClBU5x8MdOE65DmBnAo5AAAoqoBahxwoSUY+C5HbQs49GIgKOQAAKCICOeAh57k8HnTBnBXbBRVyd2AHAADwAoEc8ND5KSvnhZ27qVPKWWkFAADAWwRywEOuCnh+N3VKUmY2gRwAAHiPQA546cJAHhoc5H591s48cgAA4D0COeCh8/d0nk/kFovl/NKHrLQCAACKgEAOeMiZz5QV6fw8clZaAQAARUEgBzx0/sFAuRO5q0LOWuQAAKAoCOSAh4xz66xcVCCnQg4AAIqFQA546HyFPPd25pADAIDiIJADHjq/DnnuRO6qkJ+lQg4AAIqAQA54yv2kztybqZADAIDiIJADHrrUKitUyAEAQFEQyAEPGe6v8l9lhQo5AAAoCgI54CHjXIU8z5QVV4WcJ3UCAIAiIJADHnJeYh3yzGwq5AAAwHsEcsBD51dZyc0W4qqQE8gBAID3Qopy0v79+7Vv3z5lZGSoevXqatmypWw2m6/7BpQurikrF/0YG2Z1VciZsgIAALzncSDfu3evXn/9dX300Uf6888/3fNpJSk0NFRXXXWV7rrrLg0ePFhBFycWIAC4p6zkuamTCjkAACg6j5LzAw88oLZt22rPnj165plntHXrVp06dUpZWVlKSkrSwoUL1b17d02ePFlt2rTRmjVrSrrfgN8ZKmjZQyrkAACg6DyqkEdERGj37t2qWrVqnn01atTQtddeq2uvvVZTpkzRokWLdODAAXXq1MnnnQXM5DxXAM97U2dOhZybOgEAQFF4FMinTZvm8QX79u1b5M4ApVlBN3W6KuQsewgAAIrC48neHTt21OzZs5WamlqS/QFKrfPrkFMhBwAAvuNxIG/btq3+/ve/q2bNmho+fLiWL19egt0CSh/DvQ557u1UyAEAQHF4HMjfeecdJSUladasWTpw4ICuu+46NW7cWM8995wOHjxYkn0ESoWCbuqkQg4AAIrDq/UJw8PDNWrUKC1fvlw7duzQrbfeqjfeeEP169fXgAED9Nlnn5VUPwHTFbTsoXuVFSrkAACgCIq8YHijRo30zDPPaO/evfrvf/+rVatWaejQob7sG1CquOaQUyEHAAC+VKQndbosX75c7777rj799FOFhIRo7NixvuoXUOq4Vlm5+KZO5pADAIDi8DqQ//nnn5o7d67mzp2r3bt366qrrtJrr72moUOHqkKFCiXRR6BUKOimTirkAACgODwO5B9//LHmzJmjpUuXqkaNGho5cqT++te/qnHjxiXZP6DUOL/sYe7tVMgBAEBxeBzIhw0bpgEDBujzzz9X//79FRRU5OnnQJnkuqnz4kcDUSEHAADF4XEg//PPP1WjRo2S7AtQqhW07OGFFXLDMGS5+AAAAIBCeBzILwzjhw4d0ooVK5SSkiKnM3dV8IEHHvBd74BSxDWHvKAndToNKdtpyBpMIAcAAJ7z+qbOuXPn6u6771ZoaKiqVq2aqxposVgI5AhY7ps6L9pus56fvnXW7pA1mOlcAADAc14H8ieffFKTJ0/WpEmTmEeOcuX8TZ0XV8jPfw4ys52q6NdeAQCAss7rRJ2RkaFbb72VMI5yx1nAsocWi0WhIay0AgAAisbrVD1mzBjNnz+/JPoClGqG+9FAeYWdC+SstAIAALzl9ZSVadOm6frrr9eiRYvUunVrWa3WXPtnzpzps84BpUlBN3VKks0aLJ3NVqadQA4AALxTpED+7bffqmnTppKU56ZOIFAVNGVFumDpw2ymrAAAAO94HchffPFFzZkzR6NGjSqB7gClWf43dUoXPByICjkAAPCS13PIbTabunXrVhJ9AUo1KuQAAKAkeB3IH3zwQb366qsl0RegVHMte5jfxCwq5AAAoKi8nrKyevVqfffdd/rqq6/UsmXLPDd1fvbZZz7rHFCauNZYye9eCVeFPJMKOQAA8JLXgbxSpUq66aabSqIvQKnmPDdnJb8pK1TIAQBAUXkdyN99992S6AdQ6rkr5PnsYw45AAAoKh63CXio0HXIqZADAIAi8iiQ9+3bV6tWrbrkcWlpaZo+fbpmzZpV7I4BpY37ps7CVlmxUyEHAADe8WjKytChQzV48GBFR0dr4MCB6tixo2rVqqWwsDCdOHFCW7du1YoVK7Rw4UINGDBAzz//fEn3G/A715SVQivk2VTIAQCAdzwK5GPGjNGwYcM0f/58zZs3T2+++aZOnTolKWfFiRYtWig+Pl5r1qxR8+bNS7TDgFmcrjkr+bBRIQcAAEXk8U2dNptNw4YN07BhwyRJp06d0pkzZ1S1atU8Sx8Cgcgo5MFAVMgBAEBReb3Kikt0dLSio6N92RegVCt8ygoVcgAAUDSssgJ4qPCbOqmQAwCAoiGQAx4qfNlDKuQAAKBoykQg37t3r8aMGaMGDRqoQoUKatSokaZMmaKsrKxcx23atElXXXWVwsLCFBcXpxkzZpjUYwQi102d+T8YiAo5AAAomiLPIfenbdu2yel06o033lDjxo21ZcsWjR07Vunp6XrhhRckSampqerTp4969eql2bNna/PmzfrrX/+qSpUq6a677jL5HSAQuNdYyfemzpyfbTN5UicAAPBSkQL5yZMn9cknn2jXrl3629/+pipVqmjdunWKiYlR7dq1fd1H9e3bV3379nW/btiwobZv367XX3/dHcg/+OADZWVlac6cOQoNDVXLli21YcMGzZw5k0AOnyhsyoqrQn6WJ3UCAAAveT1lZdOmTbrssss0ffp0vfDCCzp58qQk6bPPPtOkSZN83b8CnTp1SlWqVHG/Xrlypa6++mqFhoa6t8XHx2v79u06ceKE3/qFwGRcsAZ5flNWzlfICeQAAMA7XlfIExISNGrUKM2YMUMVK1Z0b+/fv79uv/12n3auIDt37tSrr77qro5LUlJSkho0aJDruJiYGPe+ypUr53utzMxMZWZmul+npqZKkux2u+x2u6+7XiBXW/5sE55zOs8HcocjW3Z77p9lQyw5+89mZec7hoxvYGN8AxvjG/gY48Bm1vh6057XgXzNmjV644038myvXbu2kpKSvLrWo48+qunTpxd6zO+//65mzZq5Xx88eFB9+/bV0KFDNXbsWK/ay8+0adM0derUPNsXL16s8PDwYl/fW4mJiX5vE5fmMCTXx2VJ4hJFXPQsrH2nc/afTEvXwoULC7wO4xvYGN/AxvgGPsY4sPl7fDMyMjw+1utAbrPZ3FXkC+3YsUPVq1f36loPPfSQRo0aVegxDRs2dH996NAh9ezZU1deeaXefPPNXMfFxsYqOTk51zbX69jY2AKvP2nSJCUkJLhfp6amKi4uTn369FFUVJSnb6XY7Ha7EhMT1bt3b558WgrZHU4lrFoiSerTp7eiK+Qeox3JaZq5eaUs1lD1798z7/mMb0BjfAMb4xv4GOPAZtb45peXC+J1IL/hhhv09NNP6+OPP5YkWSwW7d+/X4888ogGDx7s1bWqV6/ucYg/ePCgevbsqQ4dOujdd99VUFDuKQNdu3bV448/Lrvd7v7HTkxMVNOmTQucriLl/IBhs9nybLdaraZ8KM1qF4UzLOfnhoeG5h2jiLCc76GsbKPQ8WN8AxvjG9gY38DHGAc2f4+vN215fVPniy++qNOnT6tGjRo6c+aMrrnmGjVu3FgVK1bUs88+6+3lPHLw4EH16NFDdevW1QsvvKAjR44oKSkp1xSZ22+/XaGhoRozZox+++03zZs3T6+88kqu6jdQVM5L3NR5fpUVlj0EAADe8bpCHh0drcTERK1YsUKbNm3S6dOndfnll6tXr14l0T9JOZXunTt3aufOnapTp06ufa7VL6Kjo7V48WKNGzdOHTp0ULVq1TR58mSWPITPFfakzmynoWyHUyHBZeKZWwAAoBQo8oOBunfvru7du/uyLwUaNWrUJeeaS1KbNm30448/lnyHUO7kqpDnUyJ3VcilnKUPCeQAAMBTXgfyf/7zn/lut1gsCgsLU+PGjXX11VcrODg43+OAsuiCPC5LPpNWXBVyKSeQR+S9LQEAACBfXgfyl156SUeOHFFGRob7ZskTJ04oPDxckZGRSklJUcOGDbVs2TLFxcX5vMOAGS7I4/lWyIOCLAoNDlKWw8k8cgAA4BWvf6/+3HPPqVOnTvrjjz907NgxHTt2TDt27FCXLl30yiuvaP/+/YqNjdXEiRNLor+AKS41ZUWSbNacjxOBHAAAeMPrCvkTTzyhTz/9VI0aNXJva9y4sV544QUNHjxYu3fv1owZM7xeAhEozS41ZUWSKliDlXY2W2cI5AAAwAteV8gPHz6s7OzsPNuzs7PdyxDWqlVLaWlpxe8dUEoYFyTy4KACAnlozn0TZ7II5AAAwHNeB/KePXvq7rvv1vr1693b1q9fr3vvvVfXXnutJGnz5s1q0KCB73oJmMzhPB/IC8jjqnBupRUq5AAAwBteB/J33nlHVapUUYcOHdxPuezYsaOqVKmid955R5IUGRmpF1980eedBcziOFcht1hyVhTKj6tCnkGFHAAAeMHrOeSxsbFKTEzUtm3btGPHDklS06ZN1bRpU/cxPXv29F0PgVLANWMluKA7OiWFh/K0TgAA4L0iPxioWbNmatasmS/7ApRarikr+T2l08U1ZYUKOQAA8EaRAvmff/6pBQsWaP/+/crKysq1b+bMmT7pGFCauAN5IZO8KoTmfJy4qRMAAHjD60C+dOlS3XDDDWrYsKG2bdumVq1aae/evTIMQ5dffnlJ9BEwnSdTViqcW4ecmzoBAIA3vL6pc9KkSXr44Ye1efNmhYWF6dNPP9WBAwd0zTXXaOjQoSXRR8B0rps6C5uyEk6FHAAAFIHXgfz333/XiBEjJEkhISE6c+aMIiMj9fTTT2v69Ok+7yBQGpyfslJwIA9jDjkAACgCrwN5RESEe954zZo1tWvXLve+o0eP+q5nQCliuCvkBR/jWmWFKSsAAMAbXs8hv+KKK7RixQo1b95c/fv310MPPaTNmzfrs88+0xVXXFESfQRM55qyUtBTOqULHgyUlfdJtgAAAAXxOpDPnDlTp0+fliRNnTpVp0+f1rx589SkSRNWWEHA8mjZQyrkAACgCLwO5A0bNnR/HRERodmzZ/u0Q0Bp5FplhXXIAQCAr3k9h7xhw4Y6duxYnu0nT57MFdaBQOKqkBc2ZYUndQIAgKLwOpDv3btXDkfewJGZmamDBw/6pFNAaeM0Lv1goDCmrAAAgCLweMrKggUL3F9/++23io6Odr92OBxaunSp6tev79POAaWF05N1yJmyAgAAisDjQD5o0CBJksVi0ciRI3Pts1qtql+/vl588UWfdg4oLRzOnL8LfVKna8oKgRwAAHjB40DudOYkkgYNGmjNmjWqVq1aiXUKKG3OT1m59BzyDKasAAAAL3i9ysqePXtKoh9AqeZ0XvrBQGHudcgJ5AAAwHMeBfJ//vOfHl/wgQceKHJngNLK4ckc8tCcj1NmtlMOp1HoiiwAAAAuHgXyl156yaOLWSwWAjkC0rkCuUdP6pRylj6MsHn9CygAAFAOeZQYmKaC8s7pwZM6bSHn10TMyCKQAwAAz3i9DvmFDMOQ4XqEIRDAXA8GKuymzqAgi7tKzsOBAACAp4oUyP/973+rdevWqlChgipUqKA2bdro/fff93XfgFLDtcpK8CWmhbuWPmQtcgAA4Cmvf6c+c+ZMPfnkkxo/fry6desmSVqxYoXuueceHT16VBMnTvR5JwGzefJgIOn8PHKe1gkAADzldSB/9dVX9frrr2vEiBHubTfccINatmypp556ikCOgOR6MFBhU1akCyvk2SXdJQAAECC8nrJy+PBhXXnllXm2X3nllTp8+LBPOgWUNuenrBQeyF0PB2IOOQAA8JTXgbxx48b6+OOP82yfN2+emjRp4pNOAaXN+Sd1Fn6c6+FAzCEHAACe8nrKytSpU3XLLbfohx9+cM8h/+mnn7R06dJ8gzoQCBweLHsona+Q87ROAADgKY8r5Fu2bJEkDR48WL/88ouqVaumL774Ql988YWqVaum1atX68YbbyyxjgJmyj4XyEMuNYecmzoBAICXPK6Qt2nTRp06ddKdd96pW2+9Vf/5z39Ksl9AqeKqkAdfYs5KBSrkAADASx5XyL///nu1bNlSDz30kGrWrKlRo0bpxx9/LMm+AaVG9rllVqyXWIi8AnPIAQCAlzwO5FdddZXmzJmjw4cP69VXX9WePXt0zTXX6LLLLtP06dOVlJRUkv0ETGV3nJuyElz4R4ZVVgAAgLe8XmUlIiJCo0eP1vfff68dO3Zo6NChmjVrlurWrasbbrihJPoImC7bea5C7uEccirkAADAU14H8gs1btxYjz32mJ544glVrFhRX3/9ta/6BZQq5yvkl3owUM5tGdzUCQAAPOX1socuP/zwg+bMmaNPP/1UQUFBuvnmmzVmzBhf9g0oNbI9nLJSwZqzn5s6AQCAp7wK5IcOHdLcuXM1d+5c7dy5U1deeaX++c9/6uabb1ZERERJ9REwnePclJVLLXsYToUcAAB4yeNA3q9fPy1ZskTVqlXTiBEj9Ne//lVNmzYtyb4BpYbdvQ554RXysFDXHPLsEu8TAAAIDB4HcqvVqk8++UTXX3+9goODS7JPQKnj6bKH4VbWIQcAAN7xOJAvWLCgJPsBlGqe3tQZbmOVFQAA4J1irbIClBfZ7jnkhX9kIs7NIU/PZMoKAADwDIEc8IBrlZVLTVmJsJ0L5FTIAQCAhwjkgAdcU1aCL1UhPzdlJT0zW4ZhlHi/AABA2UcgBzzgWvbQ0wp5ttNQZrazxPsFAADKPgI54IHzyx56tsqKxI2dAADAMwRywANZ56rdoSGFL/kZEhyksHNP6+TGTgAA4AkCOeCBs+eevOkK24Vxr7TCw4EAAIAHCOSAB1zzwW2XqJBLF6y0QoUcAAB4gEAOeCDTiwp5eKhrpRXmkAMAgEsjkAMe8KZCHkmFHAAAeKHMBfLMzEy1a9dOFotFGzZsyLVv06ZNuuqqqxQWFqa4uDjNmDHDnE4i4Hg1h5yHAwEAAC+UuUD+97//XbVq1cqzPTU1VX369FG9evW0du1aPf/883rqqaf05ptvmtBLBBrv5pCffzgQAADApYSY3QFvfPPNN1q8eLE+/fRTffPNN7n2ffDBB8rKytKcOXMUGhqqli1basOGDZo5c6buuusuk3qMQFGUVVZOE8gBAIAHykwgT05O1tixY/XFF18oPDw8z/6VK1fq6quvVmhoqHtbfHy8pk+frhMnTqhy5cr5XjczM1OZmZnu16mpqZIku90uu93u43dRMFdb/mwTnnNVyIPkvOQYuUL76TNZecaV8Q1MjG9gY3wDH2Mc2MwaX2/aKxOB3DAMjRo1Svfcc486duyovXv35jkmKSlJDRo0yLUtJibGva+gQD5t2jRNnTo1z/bFixfnG/xLWmJiot/bROEMQzqTFSzJop9+WK4toYUfn3QgSFKQftuxSwvtf+Tax/gGNsY3sDG+gY8xDmz+Ht+MjAyPjzU1kD/66KOaPn16ocf8/vvvWrx4sdLS0jRp0iSf92HSpElKSEhwv05NTVVcXJz69OmjqKgon7dXELvdrsTERPXu3VtWq9Vv7eLS7A6njFVLJEn943srukLh47P/+91KPLhT1WvVUf/+rXKuwfgGNMY3sDG+gY8xDmxmja9r1oUnTA3kDz30kEaNGlXoMQ0bNtR3332nlStXymaz5drXsWNH3XHHHXrvvfcUGxur5OTkXPtdr2NjYwu8vs1my3NdSbJaraZ8KM1qFwU76zj/K6fICjZZrYXf2BkVnvP9dMbuzDOWjG9gY3wDG+Mb+BjjwObv8fWmLVMDefXq1VW9evVLHvfPf/5TzzzzjPv1oUOHFB8fr3nz5qlLly6SpK5du+rxxx+X3W53/wMkJiaqadOmBU5XATzhmj8uSbYQHgwEAAB8q0zMIa9bt26u15GRkZKkRo0aqU6dOpKk22+/XVOnTtWYMWP0yCOPaMuWLXrllVf00ksv+b2/CCxnzq0nbgsJksViueTxPBgIAAB4o0wEck9ER0dr8eLFGjdunDp06KBq1app8uTJLHmIYnMtX1gxzLOPSzgPBgIAAF4ok4G8fv36Mgwjz/Y2bdroxx9/NKFHCGSuQO6qfF+K67i0syyfBQAALq3MPakT8LfTZ10Vcs9uznCtwnLqDIEcAABcGoEcuIQ0LyvkrkB+OjNbTmfe3+QAAABciEAOXIKrQh7p4RzyqAo5xxmGlHaWGzsBAEDhCOTAJbjmglf0sEJuCwlWmDXno8W0FQAAcCkEcuASvF1lRWIeOQAA8ByBHLiENC+nrEjnA3kqK60AAIBLIJADl3A8PUuSVDk81ONzqJADAABPEciBS3AF8ioRBHIAAOB7BHLgEo4VIZBHEcgBAICHCOTAJRxPz5QkVY2weXwOFXIAAOApAjlQCMMwdCI9J1RXifR+ykoqgRwAAFwCgRwoxKkzdmU5nJKkqt5MWQmjQg4AADxDIAcKcfjUWUk588fDrMEen8eUFQAA4CkCOVCIw6fOSJJqRod5dZ5reotrhRYAAICCEMiBQrgq5N4G8uqROTeAHknL9HmfAABAYCGQA4U4fNIVyCt4dV6NijmB/Fh6lhxOw+f9AgAAgYNADhTi4MmcKSux3k5ZiQiVxSI5nIZOZDBtBQAAFIxADhRiz9F0SVKDahFenRcSHORelYVpKwAAoDAEcqAAhmFo95HTkqSG1b0L5JJUjXnkAADAAwRyoAAnMuxKPZstSapf1ftAXr0igRwAAFwagRwogKs6XrtSBa/WIHdxrbSSQiAHAACFIJADBdh1LpB7O3/cpWalnBtBD57M8FmfAABA4CGQAwX47VCqJKl5zYpFOr9elZwgv+8YgRwAABSMQA4UwBXIW9WOLtL5dauGS5L2HyeQAwCAghHIgXw4nIa2ngvkLWtFFekadavkBPKDJ84o2+H0Wd8AAEBgIZAD+dhzNF1n7A5VsAarQbXIIl0jNipMoSFBynYaOpx61sc9BAAAgYJADuTjt0OnJOXMHw8OshTpGkFBFtU7VyXffSTdZ33z1Fm7Q499vllvfL/L720DAADPEciBfKzff1KS1KZOpWJdxzXdZcuhtGL2yDsOp6EJH23Qh7/s14uLd8gwDL+2DwAAPEcgB/Kxes9xSVKn+lWKdZ3W5wL9loOnitsljxmGoalf/qZFvyVJkrIcTmUxhx0AgFKLQA5cJPWsXduScm7o7Fi/crGu1aZOzgotmw+mFrtfnsgJ41v175X7cm0/k+XwS/sAAMB7BHLgIuv3n5TTyFklJSYqrFjXalkrStZgi5LTMpVyxkcdLIDTaejJ/23R3J/3SpKevbGVQkNyPuLpBHIAAEotAjlwkV/3+ma6iiSFh4aoc4Oc6/x2omg3h3riTJZD4/+7Tv9ZtV8WizRjcBvd0aWewkODz+3PLrG2AQBA8RDIgYucnz9evOkqLj2b1pAkbT5eMh+3lLSzuvWtVVq4OUnWYItevqWdbu4UJ0mKCA2RJKVnUiEHAKC0IpADFzhrd2jDgZOSpI4+qJBL0oA2NRUcZNGuNIv+SDntk2u6/LTzqAb8c4U2HjipSuFW/WdMF/2lXW33/grnKuTpVMgBACi1COTABdbvP6nMbKeqV7SpUfUIn1yzZnQFXdu0uiTpjR/2+OSaWdlOvfDtdg175xcdSctUkxqR+vy+burSsGqu4yLcU1aokAMAUFoRyIELrNx9TJLUtWFVWSy+m/N93zUNJUn/23hYa/cdL9a1ft17XNe/+qP+tWynDEO6rXOcFozvrgbV8v4Acb5CTiAHAKC0IpADF1i566gkqWujqpc40jutakepS/WctcDHf7heyalnvb7GgeMZSvh4g4bMXqkdyadVNSJU/7q9vabd1MYdvC/mmkPOTZ0AAJReIWZ3ACgtMrKy3fPHr/RxIJekm+o7leKM1J5jGbr5jZWaPayDmteMuuR5O5LTNPfnvZr/6wHZHTlP3Ly5Yx1N6tdclSNCCz03wpbzEU87SyAHAKC0IpAD5/y694TsDkO1osNUt0q4z68fFiK9M/JyjZq7TvuOZeiGf63QrZ3qakiHOmpVO1rBQTlTZDKzHfoj+bR+2nlUi7cma+2+E+5rdG9cTQ/HN1W7uEoetVkp3CpJOplh9/n7AQAAvkEgB85xzx9vVM2n88cvFFc5XJ/ee6Ue+3yzErcm6/1V+/T+qn0KDQ5StchQ2Z2GTqRnKdtpuM8JDrKoT4sYjbqyfp6bNi+lcnhOBf14RpZP3wcAAPAdAjlwzs+7XIHc99NVLlS9ok1vDu+glbuP6d8/79NPO48qLTNbh06dn1ceFRaidnUrq3fzGurdIlax0UV7Ymhld4WcQA4AQGlFIAckpZ61a/OfJyWVfCCXJIvFoisbVdOVjaop2+FUUupZHT2dpdDgIFWOsCo2KswnVXrXHPMT6UxZAQCgtCKQA5LW7DkupyHVqxqu2pUq+LXtkOAg1akcrjqVfT9vvdK5KSsnqJADAFBqsewhIGnluekqJbG6ipkqc1MnAAClHoEckLRqT04gv8LLmyZLu8pUyAEAKPUI5Cj30jOz9fvhNElS5wZVTO6Nb1WNzAnkmdlOnc5kLXIAAEojAjnKvY0HTsrhzFl/vGa0f+ePl7Tw0BBVPPdwoKI8HRQAAJQ8AjnKPdeDdzrUD6zquEuNKJskKfkUgRwAgNKIQI5y71dXIK9bydyOlBDXGuZJVMgBACiVCOQo15xOQ+v25wTyjgFaIY+JIpADAFCaEchRru08clppZ7NVwRqsZrEVze5OiYg9F8iZsgIAQOlEIEe5tuHASUlSmzrRCgkOzI8DU1YAACjdAjOBAB7aeihVktSqdrTJPSk5rgr5oZMEcgAASqMyFci//vprdenSRRUqVFDlypU1aNCgXPv379+vAQMGKDw8XDVq1NDf/vY3ZWez9jIK9tuhU5KklrWiTO5JyalXNUKStPdYugzDMLk3AADgYiFmd8BTn376qcaOHavnnntO1157rbKzs7Vlyxb3fofDoQEDBig2NlY///yzDh8+rBEjRshqteq5554zsecorZxOw10hb1krcCvk9aqGS5LSzmbrRIZdVSJCTe4RAAC4UJkI5NnZ2XrwwQf1/PPPa8yYMe7tLVq0cH+9ePFibd26VUuWLFFMTIzatWun//u//9Mjjzyip556SqGhhBDktvdYutKzHLKFBKlR9Qizu1NiwqzBqhkdpsOnzmrvsXQCOQAApUyZCOTr1q3TwYMHFRQUpPbt2yspKUnt2rXT888/r1atWkmSVq5cqdatWysmJsZ9Xnx8vO6991799ttvat++fb7XzszMVGZmpvt1ampOxdRut8tut5fgu8rN1ZY/2yzvNh3IWe6waUykDKdDdqejxNoye3zrVamgw6fOaldyqlrXjDSlD4HM7PFFyWJ8Ax9jHNjMGl9v2isTgXz37t2SpKeeekozZ85U/fr19eKLL6pHjx7asWOHqlSpoqSkpFxhXJL7dVJSUoHXnjZtmqZOnZpn++LFixUeHu7Dd+GZxMREv7dZXn29P0hSkCLsJ7Vw4UK/tGnW+FrSc95r4qpNCj20wZQ+lAd8fgMb4xv4GOPA5u/xzcjI8PhYUwP5o48+qunTpxd6zO+//y6n0ylJevzxxzV48GBJ0rvvvqs6depo/vz5uvvuu4vch0mTJikhIcH9OjU1VXFxcerTp4+iovx3o5/dbldiYqJ69+4tq9Xqt3bLs6//u0E6mKJrOzZX/671SrQts8f3yMp9Wrlwu7IjY9S/f/6/LULRmT2+KFmMb+BjjAObWePrmnXhCVMD+UMPPaRRo0YVekzDhg11+PBhSbnnjNtsNjVs2FD79++XJMXGxmr16tW5zk1OTnbvK4jNZpPNZsuz3Wq1mvKhNKvd8mjP0ZyfXC+Ljfbbv7lZ49smLucppL8npfH9VYL4/AY2xjfwMcaBzd/j601bpgby6tWrq3r16pc8rkOHDrLZbNq+fbu6d+8uKeennb1796pevZzKZteuXfXss88qJSVFNWrUkJTzq4moqKhcQR6QpGyHU3uPpUtSQN/Q6dK8Zs5TSA+fOqvj6Vnc2AkAQClSJtYhj4qK0j333KMpU6Zo8eLF2r59u+69915J0tChQyVJffr0UYsWLTR8+HBt3LhR3377rZ544gmNGzcu3wo4yrcDJ87I7jAUZg1SregKZnenxFUMs6r+ueUPXWuvAwCA0qFM3NQpSc8//7xCQkI0fPhwnTlzRl26dNF3332nypUrS5KCg4P11Vdf6d5771XXrl0VERGhkSNH6umnnza55yiNdqWcliQ1rBapoCCLyb3xj5a1o7X3WIY2Hjipq5pc+jdTAADAP8pMILdarXrhhRf0wgsvFHhMvXr1/LZaBsq2XUdyAnmjGuVnCcDO9avo602H9cue4xpvdmcAAIBbmZiyAvja3mM5N3Q2qOr/pS3N0rVRVUnSr3tPKCvbaXJvAACAC4Ec5dKfJ3ICeZ3K5SeQN6kRqaoRoTpjd2jjnyfN7g4AADiHQI5y6eDJM5Kk2pUD/4ZOF4vFom6Nq0mSErcmm9wbAADgQiBHuWMYhg6eyAnkdcpRIJekfq1y1uRfuPmwDMMwuTcAAEAikKMcOno6S5nZTlksUs1ysOThhXo0raEK1mD9eeKMNh9k+UMAAEoDAjnKHdd0lZiKYQoNKV8fgQqhwbq2Wc6Ds+b/+qfJvQEAABKBHOWQ64bO8jR//EK3d6krSfps3Z9KO2s3uTcAAIBAjnLnkOuGzkrlM5Bf2aiqGlWPUHqWQ/PWHDC7OwAAlHsEcpQ7R9IyJUkxUTaTe2IOi8WisVc1lCS9vnyX0jOzTe4RAADlG4Ec5Y4rkFevWD4DuSQN7lBH9auG61h6lt76cbfZ3QEAoFwjkKPcOXKaQG4NDtLD8U0lSa8t26WdKadN7hEAAOUXgRzljrtCHhlmck/MNaB1TfVoWl1ZDqce+XSTsh1Os7sEAEC5RCBHucOUlRwWi0XP3thakbYQrd13Qv/4ZpvZXQIAoFwikKNcsTucOpGRs9RftchQk3tjvtqVKuiFoW0kSW+v2KNP1rI2OQAA/kYgR7ly7HSWJCk4yKLK4QRySerbqqbu69FIkvT3TzZq0ZbDJvcIAIDyhUCOcuXouRs6q0aEKijIYnJvSo+H+zTV0A515DSk+/+7Xl9tOmR2lwAAKDcI5ChXTp6brkJ1PLegIIv+MbiNBratJbvD0P3/Xa85K/aY3S0AAMoFAjnKlZNncqasRFewmtyT0ic4yKKXb2mnEV3ryTCkp7/aqofnb9SZLIfZXQMAIKARyFGunDqTUyGPDieQ5yc4yKKpN7TUpH7NFGSRPln7pwbN+kl/JKeZ3TUAAAIWgRzlijuQUyEvkMVi0d3XNNJ/7uyiapE2bU9O04B/rtCsZTtZqxwAgBJAIEe5ciqDQO6pKxtV08IHu7sfHvT8t9s16LWftH7/CbO7BgBAQCGQo1xxVcgrEcg9UqNimN4d1Ukzb26r6ApWbTmYqhtf+1kT523Q4VNnzO4eAAABgUCOcoU55N6zWCy66fI6Sky4WkM71JHFIn2+/qCufeF7/eObbTqenmV2FwEAKNMI5ChXmENedDUqhun5oW21YFx3daxXWWfsDs3+fpe6T/9O0xcRzAEAKCoCeSlw7HSm7vtwgw6lm92TwJd6NieQRxHIi6x1nWjNv6er3h7RUa1qRykjy6HXl+cE8yn/26K9R/lGBgDAGwTyUuC5hduU+HuK3tkRrH3HMszuTkDLOLemdrg12OSelG0Wi0W9WsToy/Hd9daIjmpZKyeYv7dyn3q+uFxj//2rVu0+JsMwzO4qAAClXojZHYD0+IDm+nnXUR0+dVb9Xv1Jt3aqq6Ed66h17WhZLDze3ZdcD7kJD+Vb3xcsFot6t4hRr+Y19NPOY3pnxW4t235EiVuTlbg1WY1rROrWTnG6sX1tVY20md1dAABKJVJJKVAlIlTzxnbWnW8t145TQXp/1T69v2qfalS06YqGVdW+biU1i41Ss9iKqhzBI9+Lw1UhrxBKhdyXLBaLujeppu5Nqmlnymm9+9MefbbuoHamnNYzX/+u6Yu2qU+LWN3SKU7dGldTcBA/aAIA4EIgLyVqRofpvuZOVW7WSZ+sP6zErUlKScvUgo2HtGDjIfdxNSraVL9qhOKqhKtulXDVrVpBdauEq3alcFWvaCPoXMIZAnmJa1wjUs/e2FqP9mumBRsPad6aA9r05yl9vfmwvt58WNUr2jSgdU3d0K6W2sdV4rdAAIByj0Beilgs0pWNquqaZrE6a3dow4GTWrX7mLYcTNX25FQdOH5GKWmZSknL1Oq9x/OcHxxkUfVIm2KjwxQbFZbz94VfR4WpWsX/b+/Oo6Mqzz+Af++dO2smG1kJEBYJqxACERpjl4MYVOBgbe0pBwO1LtXGBe2xUqtwWhfEnrbnuFt76vJzo/ZoRUQxArIoIiTsQUgxJBjIvswks8+8vz9m5mYGAgZJcpPh+zlnzr33ve/M+w6PwpM37/teI+IMuosyCfL5A/CEnjTJOeR9L96kx+JZI7F41kgcOtmONbtO4P29J9Fod+OVL47jlS+OY8QQMxZMzcL8qVmYODT+ovzvkoiIiAn5AGXS6/CDMSn4wZgUtazD7cP/GjpQ0+LAiRYHapodqGkJvupsLvgDAnU2F+psru/4bBmpVqP6Sos3INVqREqcAanxEeVWIxLMSswkSU6vXz3nCHn/mpyViD8vTMRD8yZhW2Uj1u47idKKepxoceK5z47huc+OYXiyGVdNysBVkzIwc9QQKDquOScioosDE/JBxGpUMG1EEqaNSDrjnj8g0NThxql2F+raXai3uXBKPTpRb3Ojrt0Fp9cPlzeAb1ud+Lb1u5+0qNdJSLIYkGzRq8dki+G0cz2S47rqJJn1AzKZCk9XkSTAqAy8/l0MDIqMKydm4MqJGXB4fNh4uAFr953E1qON+LbViZc/P46XPz+OJIses8enY86kDBSOTeW+8UREFNOYkMcInSwhI8GEjAQTMOLs9RweH5rsHjR2uNEUftk96nlzR/C8scMNu8sHr1+g0e5Go919Xv2JNylIthiQaNYj3qQgwRQ6mvVR5+F7CebQ0aSH1aT0yVz4yC0PY2XUfzCzGBQsyM3CgtwsODw+bKtsQmlFPTYerkerw4t399Ti3T210MkSpo1Iwo9y0vDDcanIHZ7EtRJERBRTmJBfZCwGBdkpCrJTLN9Z1+X1o6XTg1aHB20OL1odHrQ6vGjrDB0dHrQ4us5bOz2wuXwAALvLB3vo/PuwGhXEm4KvOKOCOIOCOKMOcQYFFqMuokxBnEEHi1GB1aiDxaDAalRgMeiCR6MCi14HWZbUKStmbnk44FgMCuZOzsTcyZnw+QMoq25FaUU9Nh1pwDeNnSirbkVZdSv+/ulRJJr1KBybgh/mpGHW6CEYnRrHH7CIiGhQY2ZCZ2XS65CVZEZWkrnH7/H5A2h3etUk3e7ywebywubyweb0wubyBsucwTK7yxt17vIGF112uH3ocPtwqr13votZr4OiCyZtZgOnqwxkik7GrDEpmDUmBQ/Nn4RvWx3YVtmEbZWN2F7ZhHanF+sP1GH9gToAQFq8ETNHD8EPRg/BrDEpGJtmhcwRdCIiGkSYkFOvUnQyUqzG7/0QGI8vEEzSQ0m73eVDp8cHh8eHTrcfnW4fOj3BY3RZ6NzjgyOiLBB6UKTT6we8wfPxGfG99G2pPwxPtmDRzGwsmpkNnz+A/bXt2Hq0EV8ca8beE21otLvx4f5T+HD/KQBAskWPmaOHIH/kEORlJ+HSYYkwcVcdIiIawJiQ04BiUC4soY8khIDLG1CTdKfXD7fPjwmZCb3QU9KCopMxPTsZ07OTsWxOcFrVvhNt2FnVgp1VzSirbkWrw4sNh+qx4VB98D2yhIlDEzBtRBLysoOLojnNhYgoNgQCAh5/AC6vH25f98dOlwf7miVcq3Vnz4EJOcUsSZJgNuiCWxxate4N9QWTXqdObwFy4PEFcKC2HTurmrGnpg17atrQ1OHGgdp2HKhtx/99WQ0ASLLoMWVYIiZnJWJyVgImZSVgdEocp7oQEfWCQEDA5fPD6fHD5QsEj97gK7zbm9Prh8vjV+uFy13e8Pu63u9S74cH17oSbo8v0KM+KZKMP/Tx974QTMiJKGYYFBkzRiZjxshkAMHfktS2ObH3RDA533uiDQdq29Hm8IbmpTep77UYdJiQGR+VpI/LiOd0FyKKOV5/AA6PX5366fD4zrjuDP1m2XlaMuwKJ9SeyOuuJNvp9fc4Se5tOlmCSZFh1OvUo1GRYVAkOGztEEJo0q+eYEJORDFLkiQMT7ZgeLIF86dmAQiuUzh8yoaDJ9tx6KQNFSdt+LrOBofHj/KaNpTXtEW8H8geYkFOuhU5GfHBY3o8xqZb+XApIupzgYCAw+uHI2L9lNMbXkcVeX3u5Dp43bXOKvzU6v5gUGSY9TqY9OFj8GXWB3+DbdLL0WX6rjKzQQeTEjya9ToYw3WVYJ3IxNukyGd9BorX68X69esH9FRFJuREdFExKDJyRyQhN+IBWz5/AMebO9UE/dBJGw6dbEerw4vqZgeqmx349HCDWl+SgOHJZoxLj8eYtDiMSDahrl1CbpsT2SkKp74QXWROX7Pk8J4+0uw7S9LclVyHy9TNCTw+deexvqLIEuJCWwVbDLqI864yi0EJJcxdCbVZr4PJEEyCw8mymlRHlBsVHZ8b0UNMyInooqfoZIxNj8fY9HgsnDYMQPAf2OZOD47W2/G/hg5U1neo582dHpxoceJEixMbvw5/ig7PVWyDQZGRPcSCUSkWjEqJw8jUOIxKCY7SD000cQoMkYaECC4ADCbNXSPPNocLB1ok+PefgtuPiCT5tGkcHj+cZ1wHk+e+nA0hS1CT5HDSHGdQYDboEBd6BkecQQezoevZHOGjRa8LPr8j9DwPtY5BgYFPrR4wmJATEXVDkiSkWo1ItRpx+SWpUfeaO9yobOhAZb0dVU0OfNNoR0VNI1q9Mjy+AP7X0IH/NXR0+7lp8UZkJZkxPMmMYclmZCWaMCzZgmFJZgxLMiPBrAzoX6sS9RefPxCV8IZHjU+/7j5pjpjWER61DtX1Bc6WOeuAIwcuuN9mfVeSfPrIc/jhdmpyrV6Hk2pFTZ4j32tUZP69EOOYkBMRnafw1pw/GJMCoGt+4tyri9DY6cPx5k4cb3bgeFMnqkPnta1OOL1+NNrdaLS7se9EW7efbdbrkJ5gREa8CWkJRqTHG5Eeb0JGQvCYHipLNOv5DzQNCF51xDk0PcNz5rxlZ8QxanpGRBLtiJi60enp+4WBBkVWR4rNehleZwey0lMQZ9SHEuqukWdLxFSOyBFoc0RSHWdQYA49GZrofDEhJyLqJTpZwoghFowYYsEPc6LvCSHQ6vDiZJsT37Y6UdvmxMk2J2ojzps7PXB6/eq89XMxKDJS4gxIthgwJK7rFbzWY0icEclx+mC5xYBEix5GhdNlLlY+fyBqW7nwyHJ4JDlyYWAweQ5NzYgcoY44j3yf19+3O1foZAlxoZFiNQGOug4lyt2MPKvTOiJHno06WPS6qAWA4R+qr702H3q9vk+/D1F3mJATEfUDSZLUpPnSYYnd1nF6/Ki3udBgd6PB7kKDzY16uwuNNrdaVm9zo93phccXwKl2F061u3rcB4MiI8GkIMGkR7xJQYI5eIw36pFgVhBv0iPBFDyGkx1LaMFWeHQwvICLc0+/v/CDTMJ7KHv8oaMvALcvODJ8tr2a1bLTtqFzhhLtyHKnJwB36Pzs0zR6jyJLXQsCI0aYIxcHnl4WNZXjLHOfDTpO16DYx4SciGiAMBt0GJUah1Gpcees5wpNfWl1eNDS6UGrw4PmDk/o2ouWTjdaO71ocXjQGrofEMEtH5s6PGjq8FxwXxVZUhP28C4MRkWGQSfDoMjQ6yQYFBkGRQe9ToJRkaHXRd7vqidLEnRy8CVJEnSSBJ0M9VyWodaRpa76EgCB4G8fgkcAEBAC6rWIug4mpeHyQADwBwS8gQD8AQGfX3Rd+wV8geC12+tD5XEZZR9+DQEJvoCAzx96T0CcmVSr5361XE2+fYF+SY7PxaSXo0aOwwsDzfrwyHPwPLgAsKtO1ELCbsr4QxrR98eEnIhokDHpderUmJ4IBAQ6PD7YnF7YXT7YXaFztxc2pw92V7Dc5vLCFroXnp7g9HbN93VGLIjzBYT6WYC7D7/tQCEDp2r65JMNigxj6AcUgyLDqETvy2zSy6H9mk8r059epoPZIAf3aD5t/+bwvs5cHEg0MDEhJyKKcbIsIcGkR4LpwufGekKPwXZ4uxboBZP24FQLr//MaRjhMq8/OHrs9Ql4/OH6AgERHIkWIjhi7RcCIlTmF1DPAyI0qi1C5wKQENwXPniUIq6DhZHXknT6uQR9aGRer5OhkyUooWtFJ6vnMgSqj1dhXM4lMChKsFwnQS/LkGUJhtBvA4xKcJTYEJFch6+NSmTC3VVPr5OYIBMRE3IiIuq5cFKZiItn4Vtwwd8xXDsnhwv+iKhPcMIXEREREZGGmJATEREREWmICTkRERERkYYGTUJ+9OhRLFy4EKmpqUhISMAVV1yBzZs3R9WpqanBvHnzYLFYkJ6ejvvvvx8+n0+jHhMRERERfbdBk5DPnz8fPp8PmzZtQllZGXJzczF//nzU1dUBAPx+P+bNmwePx4MvvvgCr776Kl555RWsWLFC454TEREREZ3doEjIm5qaUFlZieXLl2Pq1KnIycnBE088AYfDgYMHDwIAPvnkE1RUVOD111/HtGnTcM011+CRRx7Bs88+C4/nwh+CQURERETUFwZFQp6SkoLx48fjtddeQ2dnJ3w+H1588UWkp6djxowZAIAdO3ZgypQpyMjIUN83d+5c2Gw2HDp0SKuuExERERGd06DYh1ySJHz66ae47rrrEB8fD1mWkZ6ejo8//hjJyckAgLq6uqhkHIB6HZ7W0h232w23u+spczabDUBw31mv19vbX+Wswm31Z5vUfxjf2Mb4xjbGN/YxxrFNq/ieT3uaJuTLly/H6tWrz1nn8OHDGD9+PEpKSpCeno5t27bBbDbjn//8JxYsWIBdu3Zh6NCh37sPq1atwp/+9Kczyj/55BNYLD17LHVvKi0t7fc2qf8wvrGN8Y1tjG/sY4xjW3/H1+Fw9LiuJIQQfdiXc2psbERzc/M564wZMwbbtm1DUVERWltbkZCQoN7LycnBzTffjOXLl2PFihVYu3Yt9u7dq96vqqrCmDFjUF5ejry8vG4/v7sR8hEjRqCpqSmqrb7m9XpRWlqKq666ik+Ci0GMb2xjfGMb4xv7GOPYplV8bTYbUlNT0d7e/p05paYj5GlpaUhLS/vOeuGfMGQ5esq7LMsIBAIAgIKCAjz22GNoaGhAeno6gOBPQgkJCZg0adJZP9toNMJoNJ5RrtfrNfmfUqt2qX8wvrGN8Y1tjG/sY4xjW3/H93zaGhSLOgsKCpCcnIylS5di3759OHr0KO6//35UVVVh3rx5AICioiJMmjQJxcXF2LdvHzZs2ICHHnoIJSUl3SbcREREREQDwaBIyFNTU/Hxxx+jo6MDs2fPRn5+PrZv3473338fubm5AACdTod169ZBp9OhoKAAN954I5YsWYI///nPGveeiIiIiOjsBsUuKwCQn5+PDRs2nLPOyJEjsX79+n7qERERERHRhRsUI+RERERERLFq0IyQ95fwpjPh/cj7i9frhcPhgM1m44KSGMT4xjbGN7YxvrGPMY5tWsU3nEv2ZENDJuSnsdvtAIARI0Zo3BMiIiIiGuzsdjsSExPPWUfTfcgHokAggJMnTyI+Ph6SJPVbu+H9z0+cONGv+59T/2B8YxvjG9sY39jHGMc2reIrhIDdbkdWVtYZW3efjiPkp5FlGcOHD9es/YSEBP5lEMMY39jG+MY2xjf2McaxTYv4ftfIeBgXdRIRERERaYgJORERERGRhpiQDxBGoxErV67kU0VjFOMb2xjf2Mb4xj7GOLYNhvhyUScRERERkYY4Qk5EREREpCEm5EREREREGmJCTkRERESkISbkA8Czzz6LUaNGwWQyYdasWfjqq6+07hJ9D6tWrcJll12G+Ph4pKen47rrrsORI0ei6rhcLpSUlCAlJQVWqxU/+9nPUF9fr1GP6UI88cQTkCQJy5YtU8sY38GvtrYWN954I1JSUmA2mzFlyhTs3r1bvS+EwIoVKzB06FCYzWbMmTMHlZWVGvaYesrv9+Phhx/G6NGjYTabcckll+CRRx6Jeqw54zt4bN26FQsWLEBWVhYkScJ///vfqPs9iWVLSwsWL16MhIQEJCUl4eabb0ZHR0c/fosuTMg1tmbNGtx3331YuXIlysvLkZubi7lz56KhoUHrrtF52rJlC0pKSvDll1+itLQUXq8XRUVF6OzsVOvce++9+OCDD/DOO+9gy5YtOHnyJK6//noNe03fx65du/Diiy9i6tSpUeWM7+DW2tqKwsJC6PV6fPTRR6ioqMBf//pXJCcnq3WefPJJPPXUU3jhhRewc+dOxMXFYe7cuXC5XBr2nHpi9erVeP755/HMM8/g8OHDWL16NZ588kk8/fTTah3Gd/Do7OxEbm4unn322W7v9ySWixcvxqFDh1BaWop169Zh69atuO222/rrK0QTpKmZM2eKkpIS9drv94usrCyxatUqDXtFvaGhoUEAEFu2bBFCCNHW1ib0er1455131DqHDx8WAMSOHTu06iadJ7vdLnJyckRpaan48Y9/LO655x4hBOMbCx544AFxxRVXnPV+IBAQmZmZ4i9/+Yta1tbWJoxGo3jrrbf6o4t0AebNmyd+/etfR5Vdf/31YvHixUIIxncwAyDee+899bonsayoqBAAxK5du9Q6H330kZAkSdTW1vZb38M4Qq4hj8eDsrIyzJkzRy2TZRlz5szBjh07NOwZ9Yb29nYAwJAhQwAAZWVl8Hq9UfGeMGECsrOzGe9BpKSkBPPmzYuKI8D4xoK1a9ciPz8fN9xwA9LT05GXl4eXXnpJvV9VVYW6urqoGCcmJmLWrFmM8SBw+eWXY+PGjTh69CgAYN++fdi+fTuuueYaAIxvLOlJLHfs2IGkpCTk5+erdebMmQNZlrFz585+77PS7y2SqqmpCX6/HxkZGVHlGRkZ+PrrrzXqFfWGQCCAZcuWobCwEJdeeikAoK6uDgaDAUlJSVF1MzIyUFdXp0Ev6Xy9/fbbKC8vx65du864x/gOft988w2ef/553HfffXjwwQexa9cu3H333TAYDFi6dKkax+7+zmaMB77ly5fDZrNhwoQJ0Ol08Pv9eOyxx7B48WIAYHxjSE9iWVdXh/T09Kj7iqJgyJAhmsSbCTlRHygpKcHBgwexfft2rbtCveTEiRO45557UFpaCpPJpHV3qA8EAgHk5+fj8ccfBwDk5eXh4MGDeOGFF7B06VKNe0cX6t///jfeeOMNvPnmm5g8eTL27t2LZcuWISsri/ElzXHKioZSU1Oh0+nO2IWhvr4emZmZGvWKLtSdd96JdevWYfPmzRg+fLhanpmZCY/Hg7a2tqj6jPfgUFZWhoaGBkyfPh2KokBRFGzZsgVPPfUUFEVBRkYG4zvIDR06FJMmTYoqmzhxImpqagBAjSP/zh6c7r//fixfvhy//OUvMWXKFBQXF+Pee+/FqlWrADC+saQnsczMzDxjAw2fz4eWlhZN4s2EXEMGgwEzZszAxo0b1bJAIICNGzeioKBAw57R9yGEwJ133on33nsPmzZtwujRo6Puz5gxA3q9PireR44cQU1NDeM9CFx55ZU4cOAA9u7dq77y8/OxePFi9ZzxHdwKCwvP2Kr06NGjGDlyJABg9OjRyMzMjIqxzWbDzp07GeNBwOFwQJaj0x6dTodAIACA8Y0lPYllQUEB2traUFZWptbZtGkTAoEAZs2a1e995i4rGnv77beF0WgUr7zyiqioqBC33XabSEpKEnV1dVp3jc7THXfcIRITE8Vnn30mTp06pb4cDoda5/bbbxfZ2dli06ZNYvfu3aKgoEAUFBRo2Gu6EJG7rAjB+A52X331lVAURTz22GOisrJSvPHGG8JisYjXX39drfPEE0+IpKQk8f7774v9+/eLhQsXitGjRwun06lhz6knli5dKoYNGybWrVsnqqqqxLvvvitSU1PF73//e7UO4zt42O12sWfPHrFnzx4BQPztb38Te/bsEdXV1UKInsXy6quvFnl5eWLnzp1i+/btIicnRyxatEiT78OEfAB4+umnRXZ2tjAYDGLmzJniyy+/1LpL9D0A6Pb18ssvq3WcTqf47W9/K5KTk4XFYhE//elPxalTp7TrNF2Q0xNyxnfw++CDD8Sll14qjEajmDBhgvjHP/4RdT8QCIiHH35YZGRkCKPRKK688kpx5MgRjXpL58Nms4l77rlHZGdnC5PJJMaMGSP++Mc/CrfbrdZhfAePzZs3d/tv7tKlS4UQPYtlc3OzWLRokbBarSIhIUHcdNNNwm63a/BthJCEiHhEFRERERER9SvOISciIiIi0hATciIiIiIiDTEhJyIiIiLSEBNyIiIiIiINMSEnIiIiItIQE3IiIiIiIg0xISciIiIi0hATciIiIiIiDTEhJyIiIiLSEBNyIqIY8qtf/QrXXXedZu0XFxfj8ccf77PPr6iowPDhw9HZ2dlnbRAR9TdJCCG07gQREX03SZLOeX/lypW49957IYRAUlJS/3Qqwr59+zB79mxUV1fDarX2WTs///nPkZubi4cffrjP2iAi6k9MyImIBom6ujr1fM2aNVixYgWOHDmillmt1j5NhL/LLbfcAkVR8MILL/RpOx9++CFuvfVW1NTUQFGUPm2LiKg/cMoKEdEgkZmZqb4SExMhSVJUmdVqPWPKyk9+8hPcddddWLZsGZKTk5GRkYGXXnoJnZ2duOmmmxAfH4+xY8fio48+imrr4MGDuOaaa2C1WpGRkYHi4mI0NTWdtW9+vx//+c9/sGDBgqjyUaNG4dFHH8WSJUtgtVoxcuRIrF27Fo2NjVi4cCGsViumTp2K3bt3q++prq7GggULkJycjLi4OEyePBnr169X71911VVoaWnBli1bLvBPlIhoYGBCTkQU41599VWkpqbiq6++wl133YU77rgDN9xwAy6//HKUl5ejqKgIxcXFcDgcAIC2tjbMnj0beXl52L17Nz7++GPU19fjF7/4xVnb2L9/P9rb25Gfn3/Gvb///e8oLCzEnj17MG/ePBQXF2PJkiW48cYbUV5ejksuuQRLlixB+Be2JSUlcLvd2Lp1Kw4cOIDVq1dHjfwbDAZMmzYN27Zt6+U/KSIibTAhJyKKcbm5uXjooYeQk5ODP/zhDzCZTEhNTcWtt96KnJwcrFixAs3Nzdi/fz8A4JlnnkFeXh4ef/xxTJgwAXl5efjXv/6FzZs34+jRo922UV1dDZ1Oh/T09DPuXXvttfjNb36jtmWz2XDZZZfhhhtuwLhx4/DAAw/g8OHDqK+vBwDU1NSgsLAQU6ZMwZgxYzB//nz86Ec/ivrMrKwsVFdX9/KfFBGRNpiQExHFuKlTp6rnOp0OKSkpmDJlilqWkZEBAGhoaAAQXJy5efNmdU661WrFhAkTAADHjh3rtg2n0wmj0djtwtPI9sNtnav9u+++G48++igKCwuxcuVK9QeFSGazWR3RJyIa7JiQExHFOL1eH3UtSVJUWTiJDgQCAICOjg4sWLAAe/fujXpVVlaeMVIdlpqaCofDAY/Hc872w22dq/1bbrkF33zzDYqLi3HgwAHk5+fj6aefjvrMlpYWpKWl9ewPgIhogGNCTkREUaZPn45Dhw5h1KhRGDt2bNQrLi6u2/dMmzYNQHCf8N4wYsQI3H777Xj33Xfxu9/9Di+99FLU/YMHDyIvL69X2iIi0hoTciIiilJSUoKWlhYsWrQIu3btwrFjx7BhwwbcdNNN8Pv93b4nLS0N06dPx/bt2y+4/WXLlmHDhg2oqqpCeXk5Nm/ejIkTJ6r3jx8/jtraWsyZM+eC2yIiGgiYkBMRUZSsrCx8/vnn8Pv9KCoqwpQpU7Bs2TIkJSVBls/+z8Ytt9yCN95444Lb9/v9KCkpwcSJE3H11Vdj3LhxeO6559T7b731FoqKijBy5MgLbouIaCDgg4GIiKhXOJ1OjB8/HmvWrEFBQUGftOHxeJCTk4M333wThYWFfdIGEVF/4wg5ERH1CrPZjNdee+2cDxC6UDU1NXjwwQeZjBNRTOEIORERERGRhjhCTkRERESkISbkREREREQaYkJORERERKQhJuRERERERBpiQk5EREREpCEm5EREREREGmJCTkRERESkISbkREREREQaYkJORERERKSh/we/qk38tKpjWgAAAABJRU5ErkJggg==", + "image/png": 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", "text/plain": [ "
" ] @@ -411,13 +435,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Vector[57897]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Define ramp stimulus parameters\n", - "start_time = 50.0 # Start time of the ramp\n", - "stop_time = 125.0 # Stop time of the ramp\n", + "start_time = 100.0 # Start time of the ramp\n", + "stop_time = 175.0 # Stop time of the ramp\n", "start_level = 0.0 # Start level of the ramp\n", "stop_level = 2.0 # Stop level of the ramp\n", "\n", @@ -454,7 +489,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -499,7 +534,7 @@ "outputs": [], "source": [ "shotnoise_stimulus = ShotNoise(\n", - " target=\"single-cell\", delay=25, duration=20,\n", + " target=\"single-cell\", delay=100, duration=20,\n", " rise_time=0.4, decay_time=4, rate=2E3, amp_mean=40E-3, amp_var=16E-4,\n", " seed=3899663\n", ")" @@ -507,7 +542,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -527,7 +562,7 @@ "outputs": [], "source": [ "# Run the simulation\n", - "max_time = 60\n", + "max_time = 200\n", "sim = Simulation()\n", "sim.add_cell(cell)\n", "sim.run(max_time, cvode=False)\n", @@ -560,9 +595,9 @@ "outputs": [ { "data": { - "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -571,7 +606,7 @@ ], "source": [ "# Plot the simulation\n", - "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 5))\n", + "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(20, 10))\n", "\n", "ax1.plot(new_time_vec, new_stim_vec, '-o')\n", "# ax1.plot(time_vec, stim_vec, '-o')\n", @@ -590,6 +625,13 @@ "plt.tight_layout()\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/examples/run_emodel/run_emodel.py b/examples/run_emodel/run_emodel.py index 926f9957..c0264485 100644 --- a/examples/run_emodel/run_emodel.py +++ b/examples/run_emodel/run_emodel.py @@ -41,8 +41,8 @@ V_INIT = -70 # mV # Nexus configuration -ORG = "" # "bbp" or "public -PROJECT = "" # Nexus project name where the emodel is stored +ORG = "bbp" # e.g. "bbp" +PROJECT = "mmb-point-neuron-framework-model" # Nexus project name where the emodel is stored bucket = f"{ORG}/{PROJECT}" endpoint = "https://bbp.epfl.ch/nexus/v1" access_token = getpass.getpass("Enter your Nexus token: ") @@ -52,26 +52,17 @@ ) ###################################################### -def getHoldingThreshCurrent(directory_path): - pattern = os.path.join(directory_path, 'EM_*' + 'json') - final = glob.glob(pattern) - if final: - file_name = final[0] - with open(file_name, 'r') as file: - data = json.load(file) - else: - raise FileNotFoundError(f"No EModel resource found in {directory_path}.") - - holding_current = 0 - threshold_current = 0 - - for feature in data['features']: - if 'soma.v.bpo_holding_current' in feature['name']: - holding_current = feature['value'] - print(feature) - elif 'soma.v.bpo_threshold_current' in feature['name']: - threshold_current = feature['value'] - print(feature) +def getHoldingThreshCurrent(forge, res_em): + from kgforge.specializations.resources import Dataset + emw_id = res_em.generation.activity.followedWorkflow.id + res_emw = forge.retrieve(emw_id) + for resource_gen in res_emw.generates: + if resource_gen.type == "EModelScript": + res_ems = forge.retrieve(resource_gen.id) + dataset = Dataset.from_resource(forge, res_ems, store_metadata=True) + holding_current = dataset.holding_current + threshold_current = dataset.threshold_current + break return (holding_current, threshold_current) @@ -148,18 +139,20 @@ def connect_forge(bucket, endpoint, access_token, forge_path=None): ) # Download data from Nexus + if os.path.exists("./nexus_temp/"): + shutil.rmtree("./nexus_temp/") print("Downloading data...") model_configuration = nap.get_model_configuration() nap.get_hoc() nap.get_emodel() # Load the data and mechanism for simulation - folder_id = nap.get_emodel().emodel_metadata.as_string() + folder_id = nap.get_emodel().emodel_metadata.iteration directory_path = f"./nexus_temp/{folder_id}" load_mechanism(directory_path=directory_path) hoc_file = Path(directory_path) / "model.hoc" morph_file = nap.download_morphology(model_configuration.morphology.name, model_configuration.morphology.format, model_configuration.morphology.id) - holding_current, threshold_current = getHoldingThreshCurrent(directory_path) + holding_current, threshold_current = getHoldingThreshCurrent(forge, r) # Run the simulation from bluecellulab import Cell @@ -170,8 +163,8 @@ def connect_forge(bucket, endpoint, access_token, forge_path=None): emodel_properties = EmodelProperties(threshold_current=threshold_current, holding_current=holding_current) - if threshold_current != 0: - print("The emodel uses threshold based amplitudes") + if any(x > 1 for x in amplitudes): + print("Threshold based amplitudes detected. Converting to absolute amplitudes.") amplitudes = [x * threshold_current / 100 for x in amplitudes] fig, axes = plt.subplots(nrows=len(amplitudes), ncols=1, figsize=(10, 2*len(amplitudes))) From 2ec03ba4ceae969712bcbfbe918c4f3114f6956e Mon Sep 17 00:00:00 2001 From: ilkilic Date: Tue, 9 Jul 2024 15:59:55 +0200 Subject: [PATCH 3/6] will move this commit to a new branch --- bluepyemodel/access_point/forge_access_point.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/bluepyemodel/access_point/forge_access_point.py b/bluepyemodel/access_point/forge_access_point.py index dcc03842..486e1f6e 100644 --- a/bluepyemodel/access_point/forge_access_point.py +++ b/bluepyemodel/access_point/forge_access_point.py @@ -630,7 +630,7 @@ def dump_json_and_get_distributions(object_, class_name, metadata_str, seed=None path_json += f"__{seed}" iteration = metadata_str.split('__iteration=')[1].split('__')[0] path_json = str( - (pathlib.Path("./nexus_temp") / iteration / f"{path_json}.json").resolve() + (pathlib.Path("./nexus_temp") / metadata_str / f"{path_json}.json").resolve() ) distributions = [path_json] From 563e701a698579f746735b2ff82cfb26d13d6862 Mon Sep 17 00:00:00 2001 From: ilkilic Date: Tue, 9 Jul 2024 16:01:54 +0200 Subject: [PATCH 4/6] will move this commit to a new branch --- bluepyemodel/access_point/forge_access_point.py | 1 - 1 file changed, 1 deletion(-) diff --git a/bluepyemodel/access_point/forge_access_point.py b/bluepyemodel/access_point/forge_access_point.py index 486e1f6e..ff26f790 100644 --- a/bluepyemodel/access_point/forge_access_point.py +++ b/bluepyemodel/access_point/forge_access_point.py @@ -628,7 +628,6 @@ def dump_json_and_get_distributions(object_, class_name, metadata_str, seed=None path_json = f"{CLASS_TO_RESOURCE_NAME[class_name]}__{metadata_str}" if seed is not None: path_json += f"__{seed}" - iteration = metadata_str.split('__iteration=')[1].split('__')[0] path_json = str( (pathlib.Path("./nexus_temp") / metadata_str / f"{path_json}.json").resolve() ) From 94d8850425ff0472f548ef0bc43acc5819c1addf Mon Sep 17 00:00:00 2001 From: ilkilic <10600022+ilkilic@users.noreply.github.com> Date: Thu, 11 Jul 2024 10:44:08 +0200 Subject: [PATCH 5/6] remove conf data --- examples/run_emodel/run_emodel.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/run_emodel/run_emodel.py b/examples/run_emodel/run_emodel.py index c0264485..7ea6f338 100644 --- a/examples/run_emodel/run_emodel.py +++ b/examples/run_emodel/run_emodel.py @@ -41,8 +41,8 @@ V_INIT = -70 # mV # Nexus configuration -ORG = "bbp" # e.g. "bbp" -PROJECT = "mmb-point-neuron-framework-model" # Nexus project name where the emodel is stored +ORG = "" # e.g. "bbp" +PROJECT = "" # Nexus project name where the emodel is stored bucket = f"{ORG}/{PROJECT}" endpoint = "https://bbp.epfl.ch/nexus/v1" access_token = getpass.getpass("Enter your Nexus token: ") From 30aefc769e2c7d4066d883ab7d35868a82f3b9d9 Mon Sep 17 00:00:00 2001 From: ilkilic Date: Fri, 12 Jul 2024 12:21:31 +0200 Subject: [PATCH 6/6] minor fixes --- examples/run_emodel/run_emodel.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/examples/run_emodel/run_emodel.py b/examples/run_emodel/run_emodel.py index 7ea6f338..fd5d662b 100644 --- a/examples/run_emodel/run_emodel.py +++ b/examples/run_emodel/run_emodel.py @@ -18,14 +18,14 @@ import argparse import getpass -import glob -import json import os import shutil from pathlib import Path import matplotlib.pyplot as plt + from kgforge.core import KnowledgeGraphForge +from kgforge.specializations.resources import Dataset from bluepyemodel.access_point.nexus import NexusAccessPoint @@ -53,7 +53,8 @@ ###################################################### def getHoldingThreshCurrent(forge, res_em): - from kgforge.specializations.resources import Dataset + holding_current = None + threshold_current = None emw_id = res_em.generation.activity.followedWorkflow.id res_emw = forge.retrieve(emw_id) for resource_gen in res_emw.generates: @@ -155,8 +156,7 @@ def connect_forge(bucket, endpoint, access_token, forge_path=None): holding_current, threshold_current = getHoldingThreshCurrent(forge, r) # Run the simulation - from bluecellulab import Cell - from bluecellulab import Simulation + from bluecellulab import Cell, Simulation from bluecellulab.circuit.circuit_access import EmodelProperties from bluecellulab.simulation.neuron_globals import NeuronGlobals