diff --git a/README.md b/README.md index 554a615..131b1c4 100644 --- a/README.md +++ b/README.md @@ -24,9 +24,9 @@ checkpoints will be saved at `./training_results/` ## Results -| Average loss, training. | Average total rewards per episode, validation. | Average total rewards per episode, test. | -| :------------------------------------------------------: | :-------------------------------------------------------------: | :--------------------------------------------------------------: | -| ![](./figures/des_size%3Dl-capacity%3D32-train_loss.svg) | ![](./figures/des_size=l-capacity=32-val_total_reward_mean.svg) | ![](./figures/des_size=l-capacity=32-test_total_reward_mean.svg) | +| Average loss, training. | Average total rewards per episode, validation. | Average total rewards per episode, test. | Average total rewards, varying capacities, test. | +| :-----------------------------------------------------: | :----------------------------------------------------------------: | :-----------------------------------------------------------------: | :------------------------------------------------------------------: | +| ![](./figures/des_size=l-capacity=32-train_loss-v1.svg) | ![](./figures/des_size=l-capacity=32-val_total_reward_mean-v1.svg) | ![](./figures/des_size=l-capacity=32-test_total_reward_mean-v1.svg) | ![](./figures/des_size=l-capacity=all-test_total_reward_mean-v1.svg) | Also check out [`./models/`](./models) to see the saved training results. The `test_debug` results might especially be interesting to you. diff --git a/explicit-memory-v1.ipynb b/explicit-memory-v1.ipynb index 0a16d07..52d8804 100644 --- a/explicit-memory-v1.ipynb +++ b/explicit-memory-v1.ipynb @@ -2,9 +2,29 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['./data/v1/test_total_reward_mean',\n", + " './data/v1/val_total_reward_mean',\n", + " './data/v1/train_episode_average_loss',\n", + " './data/v1/train_loss',\n", + " './data/v1/train_total_reward',\n", + " './data/v1/test_total_reward_mean',\n", + " './data/v1/val_total_reward_mean',\n", + " './data/v1/train_episode_average_loss',\n", + " './data/v1/train_loss',\n", + " './data/v1/train_total_reward']" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from glob import glob\n", "\n", @@ -12,72 +32,6 @@ "dirs" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from glob import glob\n", - "import numpy as np\n", - "from utils import read_yaml\n", - "from pprint import pprint\n", - "\n", - "\n", - "paths = glob(\"./training_results/*/*/*test_debug*\")\n", - "results = {\n", - " \"v1\": {2: [], 4: [], 8: [], 16: [], 32: [], 64: []},\n", - " \"v1_pretrained\": {2: [], 4: [], 8: [], 16: [], 32: [], 64: []},\n", - " \"v2\": {2: [], 4: [], 8: [], 16: [], 32: [], 64: []},\n", - " \"v2_pretrained\": {2: [], 4: [], 8: [], 16: [], 32: [], 64: []},\n", - "}\n", - "for path in paths:\n", - " if \"/v1/\" in path:\n", - " version = \"v1\"\n", - " elif \"/v2/\" in path:\n", - " version = \"v2\"\n", - " else:\n", - " raise ValueError\n", - "\n", - " mean_ = float(path.split(\"test_debug-mean=\")[1].split(\"-std\")[0])\n", - " capacity = int(path.split(\"_capacity=\")[1].split(\"_seed=\")[0])\n", - " pretrained = path.split(\"pretrain_semantic=\")[1].split(\"_varying_rewards\")[0]\n", - " if pretrained == \"False\":\n", - " pretrained = False\n", - " elif pretrained == \"True\":\n", - " pretrained = True\n", - " else:\n", - " raise ValueError\n", - "\n", - " if pretrained:\n", - " version += \"_pretrained\"\n", - "\n", - " results[version][capacity].append(mean_)\n", - "\n", - "for key, val in results.items():\n", - " for key_, val_ in val.items():\n", - " assert len(val_) == 5\n", - "\n", - "results = {\n", - " key: {\n", - " key_: {\n", - " \"mean\": round(np.mean(val_).item(), 4),\n", - " \"std\": round(np.std(val_).item(), 4),\n", - " }\n", - " for key_, val_ in val.items()\n", - " }\n", - " for key, val in results.items()\n", - "}\n", - "pprint(results)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, @@ -126,19 +80,77 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/gym/utils/passive_env_checker.py:174: UserWarning: \u001b[33mWARN: Future gym versions will require that `Env.reset` can be passed a `seed` instead of using `Env.seed` for resetting the environment random number generator.\u001b[0m\n", + " logger.warn(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/gym/utils/passive_env_checker.py:187: UserWarning: \u001b[33mWARN: Future gym versions will require that `Env.reset` can be passed `options` to allow the environment initialisation to be passed additional information.\u001b[0m\n", + " logger.warn(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/gym/utils/passive_env_checker.py:133: UserWarning: \u001b[33mWARN: The obs returned by the `reset()` method should be an int or np.int64, actual type: \u001b[0m\n", + " logger.warn(f\"{pre} should be an int or np.int64, actual type: {type(obs)}\")\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/gym/utils/passive_env_checker.py:165: UserWarning: \u001b[33mWARN: The obs returned by the `reset()` method is not within the observation space.\u001b[0m\n", + " logger.warn(f\"{pre} is not within the observation space.\")\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/gym/utils/passive_env_checker.py:219: DeprecationWarning: \u001b[33mWARN: Core environment is written in old step API which returns one bool instead of two. It is recommended to rewrite the environment with new step API. \u001b[0m\n", + " logger.deprecation(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/gym/utils/passive_env_checker.py:133: UserWarning: \u001b[33mWARN: The obs returned by the `step()` method should be an int or np.int64, actual type: \u001b[0m\n", + " logger.warn(f\"{pre} should be an int or np.int64, actual type: {type(obs)}\")\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/gym/utils/passive_env_checker.py:165: UserWarning: \u001b[33mWARN: The obs returned by the `step()` method is not within the observation space.\u001b[0m\n", + " logger.warn(f\"{pre} is not within the observation space.\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "capacity=2, strategy=episodic,\tpre_sem=False,\trewards_mean=-9.3, rewards_std=3.288\n", + "capacity=2, strategy=semantic,\tpre_sem=False,\trewards_mean=-7.3, rewards_std=2.83\n", + "capacity=2, strategy=random,\tpre_sem=False,\trewards_mean=-9.9, rewards_std=3.534\n", + "capacity=2, strategy=pre_sem,\tpre_sem=True,\trewards_mean=-9.3, rewards_std=4.196\n", + "\n", + "capacity=4, strategy=episodic,\tpre_sem=False,\trewards_mean=-7.1, rewards_std=2.773\n", + "capacity=4, strategy=semantic,\tpre_sem=False,\trewards_mean=-3.3, rewards_std=2.83\n", + "capacity=4, strategy=random,\tpre_sem=False,\trewards_mean=-6.5, rewards_std=3.722\n", + "capacity=4, strategy=pre_sem,\tpre_sem=True,\trewards_mean=-7.3, rewards_std=3.288\n", + "\n", + "capacity=8, strategy=episodic,\tpre_sem=False,\trewards_mean=-5.1, rewards_std=2.914\n", + "capacity=8, strategy=semantic,\tpre_sem=False,\trewards_mean=1.1, rewards_std=1.3\n", + "capacity=8, strategy=random,\tpre_sem=False,\trewards_mean=-3.5, rewards_std=3.263\n", + "capacity=8, strategy=pre_sem,\tpre_sem=True,\trewards_mean=-2.5, rewards_std=2.5\n", + "\n", + "capacity=16, strategy=episodic,\tpre_sem=False,\trewards_mean=-1.5, rewards_std=4.631\n", + "capacity=16, strategy=semantic,\tpre_sem=False,\trewards_mean=7.3, rewards_std=4.383\n", + "capacity=16, strategy=random,\tpre_sem=False,\trewards_mean=-1.3, rewards_std=3.466\n", + "capacity=16, strategy=pre_sem,\tpre_sem=True,\trewards_mean=1.5, rewards_std=3.074\n", + "\n", + "capacity=32, strategy=episodic,\tpre_sem=False,\trewards_mean=5.1, rewards_std=4.482\n", + "capacity=32, strategy=semantic,\tpre_sem=False,\trewards_mean=8.7, rewards_std=3.348\n", + "capacity=32, strategy=random,\tpre_sem=False,\trewards_mean=4.9, rewards_std=2.914\n", + "capacity=32, strategy=pre_sem,\tpre_sem=True,\trewards_mean=9.3, rewards_std=4.291\n", + "\n", + "capacity=64, strategy=episodic,\tpre_sem=False,\trewards_mean=13.1, rewards_std=4.482\n", + "capacity=64, strategy=semantic,\tpre_sem=False,\trewards_mean=8.9, rewards_std=3.646\n", + "capacity=64, strategy=random,\tpre_sem=False,\trewards_mean=6.7, rewards_std=4.649\n", + "capacity=64, strategy=pre_sem,\tpre_sem=True,\trewards_mean=11.5, rewards_std=4.588\n", + "\n" + ] + } + ], "source": [ "import logging\n", "\n", "logger = logging.getLogger()\n", "logger.disabled = True\n", "\n", - "from room_env.utils import print_handcrafted\n", + "from pprint import pprint\n", + "from room_env.utils import get_handcrafted\n", "\n", "\n", - "print_handcrafted(\n", + "results = get_handcrafted(\n", " env=\"RoomEnv-v2\",\n", " des_size=\"l\",\n", " seeds=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", @@ -154,7 +166,8 @@ " varying_rewards=False,\n", " check_resources=True,\n", " version=\"v2\",\n", - ")" + ")\n", + "pprint(results)" ] }, { @@ -168,10 +181,11 @@ "logger = logging.getLogger()\n", "logger.disabled = True\n", "\n", - "from room_env.utils import print_handcrafted\n", + "from pprint import pprint\n", + "from room_env.utils import get_handcrafted\n", "\n", "\n", - "print_handcrafted(\n", + "results = get_handcrafted(\n", " env=\"RoomEnv-v2\",\n", " des_size=\"l\",\n", " seeds=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", @@ -187,7 +201,8 @@ " varying_rewards=False,\n", " check_resources=True,\n", " version=\"v1\",\n", - ")" + ")\n", + "pprint(results)" ] }, { @@ -284,6 +299,8 @@ "metadata": {}, "outputs": [], "source": [ + "from pprint import pprint\n", + "\n", "for allow_random_human in [True, False]:\n", " for allow_random_question in [True, False]:\n", "\n", @@ -291,7 +308,7 @@ " f\"allow_random_human: {allow_random_human}, allow_random_question: {allow_random_question}\"\n", " )\n", "\n", - " utils.print_handcrafted(\n", + " results = utils.get_handcrafted(\n", " env=\"RoomEnv-v2\",\n", " des_size=\"l\",\n", " seeds=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", @@ -305,7 +322,8 @@ " allow_random_human=allow_random_human,\n", " allow_random_question=allow_random_question,\n", " varying_rewards=False,\n", - " )" + " )\n", + " pprint(results)" ] }, { @@ -396,9 +414,10 @@ "logger = logging.getLogger()\n", "logger.disabled = True\n", "\n", - "from room_env.utils import print_handcrafted\n", + "from pprint import pprint\n", + "from room_env.utils import get_handcrafted\n", "\n", - "print_handcrafted(\n", + "results = get_handcrafted(\n", " env=\"RoomEnv-v2\",\n", " des_size=\"l\",\n", " seeds=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", @@ -409,32 +428,8 @@ " \"encoding\": \"argmax\",\n", " },\n", " capacities=[2, 4, 8, 16, 32, 64],\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "path" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "hparams[\"allow_random_human\"]" + ")\n", + "pprint(results)" ] }, { @@ -466,177 +461,6 @@ ")\n", "state, info = env.reset()" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Plotting\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Average sum of rewards per episode, validation (5 random runs)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from plotting import plot_training_validation_results\n", - "\n", - "plot_training_validation_results(\n", - " data_dir=\"./data/\",\n", - " kind=\"val_total_reward_mean\",\n", - " capacity=32,\n", - " save_dir=\"./figures/\",\n", - " ymin=64,\n", - " ymax=128,\n", - " ylog=False,\n", - " xlabel=\"Step\",\n", - " figsize=(10, 10),\n", - " legend_loc=\"lower right\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Average training loss (5 random runs)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "plot_training_validation_results(\n", - " data_dir=\"./data/\",\n", - " kind=\"train_loss\",\n", - " capacity=32,\n", - " save_dir=\"./figures/\",\n", - " ymin=None,\n", - " ymax=None,\n", - " ylog=True,\n", - " xlabel=\"Step\",\n", - " figsize=(10, 10),\n", - " legend_loc=\"upper right\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Average sum of rewards per episode, test (5 random runs), capacity=32\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from plotting import plot_test_results\n", - "\n", - "plot_test_results()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Average sum of rewards per episode, test (5 random runs), capacity=32, all sizes\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from plotting import plot_test_results_all_capacities\n", - "import matplotlib.pyplot as plt\n", - "\n", - "plot_test_results_all_capacities()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load the q values\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from utils import read_json\n", - "\n", - "test_debug_scratch_path = \"./models/des_size=l-capacity=32-pretrain=False-gpus=0-seed=1/test_debug-mean=115.0-std=3.225.json\"\n", - "\n", - "test_debug_scratch = read_json(test_debug_scratch_path)[\"0\"]\n", - "\n", - "test_debug_pretrained_path = \"./models/des_size=l-capacity=32-pretrain=True-gpus=0-seed=2/test_debug-mean=117.5-std=2.54.json\"\n", - "test_debug_pretrained = read_json(test_debug_pretrained_path)[\"0\"]\n", - "\n", - "for step in [86]:\n", - " print(f\"STEP: {step}\")\n", - " print()\n", - " print(f\"SCRATCH: {test_debug_scratch[step]}\")\n", - " print()\n", - " print(f\"PRETRAINED: {test_debug_pretrained[step]}\")\n", - " print()\n", - " print(\n", - " \"----------------------------------------------------------------------------\"\n", - " )" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load the trained models and visualize the t-SNE-reduced embeddings.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from plotting import UnderstandModel\n", - "\n", - "um = UnderstandModel()\n", - "\n", - "um.compute_reduction(\n", - " tsne_params={\n", - " \"n_components\": 2,\n", - " \"perplexity\": 5,\n", - " \"init\": \"pca\",\n", - " \"learning_rate\": \"auto\",\n", - " }\n", - ")\n", - "\n", - "print(\n", - " len(um.indices[\"humans\"]),\n", - " len(um.indices[\"objects\"]),\n", - " len(um.indices[\"object_locations\"]),\n", - ")\n", - "\n", - "for semantic in [\"scratch\", \"pretrained\"]:\n", - " for interest in [\"humans\", \"objects\", \"object_locations\"]:\n", - " um.plot_embeddings(semantic=semantic, interest=interest)" - ] } ], "metadata": { diff --git a/figures/des_size=l-capacity=16-val_total_reward_mean.svg b/figures/des_size=l-capacity=16-val_total_reward_mean.svg new file mode 100644 index 0000000..da5e5f7 --- /dev/null +++ b/figures/des_size=l-capacity=16-val_total_reward_mean.svg @@ -0,0 +1,458 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/des_size=l-capacity=32-test_total_reward_mean-v1.pdf b/figures/des_size=l-capacity=32-test_total_reward_mean-v1.pdf new file mode 100644 index 0000000..cf3aa30 Binary files /dev/null and b/figures/des_size=l-capacity=32-test_total_reward_mean-v1.pdf differ diff --git a/figures/des_size=l-capacity=32-test_total_reward_mean-v1.svg b/figures/des_size=l-capacity=32-test_total_reward_mean-v1.svg new file mode 100644 index 0000000..5cc9aff --- /dev/null +++ b/figures/des_size=l-capacity=32-test_total_reward_mean-v1.svg @@ -0,0 +1,512 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/des_size=l-capacity=32-test_total_reward_mean-v2.pdf b/figures/des_size=l-capacity=32-test_total_reward_mean-v2.pdf new file mode 100644 index 0000000..f8b15fa Binary files /dev/null and b/figures/des_size=l-capacity=32-test_total_reward_mean-v2.pdf differ diff --git a/figures/des_size=l-capacity=32-test_total_reward_mean-v2.svg b/figures/des_size=l-capacity=32-test_total_reward_mean-v2.svg new file mode 100644 index 0000000..42a6a93 --- /dev/null +++ b/figures/des_size=l-capacity=32-test_total_reward_mean-v2.svg @@ -0,0 +1,511 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/des_size=l-capacity=32-train_loss-v1.pdf b/figures/des_size=l-capacity=32-train_loss-v1.pdf index 448138c..5805890 100644 Binary files a/figures/des_size=l-capacity=32-train_loss-v1.pdf and b/figures/des_size=l-capacity=32-train_loss-v1.pdf differ diff --git a/figures/des_size=l-capacity=32-train_loss-v1.svg b/figures/des_size=l-capacity=32-train_loss-v1.svg new file mode 100644 index 0000000..59c03b3 --- /dev/null +++ b/figures/des_size=l-capacity=32-train_loss-v1.svg @@ -0,0 +1,399 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/des_size=l-capacity=32-train_loss-v2.pdf b/figures/des_size=l-capacity=32-train_loss-v2.pdf index bdf9f91..a277a9c 100644 Binary files a/figures/des_size=l-capacity=32-train_loss-v2.pdf and b/figures/des_size=l-capacity=32-train_loss-v2.pdf differ diff --git a/figures/des_size=l-capacity=32-train_loss-v2.svg b/figures/des_size=l-capacity=32-train_loss-v2.svg new file mode 100644 index 0000000..9dc74fc --- /dev/null +++ b/figures/des_size=l-capacity=32-train_loss-v2.svg @@ -0,0 +1,399 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/des_size=l-capacity=32-val_total_reward_mean-v1.pdf b/figures/des_size=l-capacity=32-val_total_reward_mean-v1.pdf index 6412243..8d26f4f 100644 Binary files a/figures/des_size=l-capacity=32-val_total_reward_mean-v1.pdf and b/figures/des_size=l-capacity=32-val_total_reward_mean-v1.pdf differ diff --git a/figures/des_size=l-capacity=32-val_total_reward_mean-v1.svg b/figures/des_size=l-capacity=32-val_total_reward_mean-v1.svg new file mode 100644 index 0000000..cc5e4e4 --- /dev/null +++ b/figures/des_size=l-capacity=32-val_total_reward_mean-v1.svg @@ -0,0 +1,445 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/des_size=l-capacity=32-val_total_reward_mean-v2.pdf b/figures/des_size=l-capacity=32-val_total_reward_mean-v2.pdf index b3ca52f..7132c89 100644 Binary files a/figures/des_size=l-capacity=32-val_total_reward_mean-v2.pdf and b/figures/des_size=l-capacity=32-val_total_reward_mean-v2.pdf differ diff --git a/figures/des_size=l-capacity=32-val_total_reward_mean-v2.svg b/figures/des_size=l-capacity=32-val_total_reward_mean-v2.svg new file mode 100644 index 0000000..ad7973a --- /dev/null +++ b/figures/des_size=l-capacity=32-val_total_reward_mean-v2.svg @@ -0,0 +1,435 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/des_size=l-capacity=4-val_total_reward_mean.svg b/figures/des_size=l-capacity=4-val_total_reward_mean.svg new file mode 100644 index 0000000..1a180f1 --- /dev/null +++ b/figures/des_size=l-capacity=4-val_total_reward_mean.svg @@ -0,0 +1,480 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/des_size=l-capacity=64-test_total_reward_mean-v2.pdf b/figures/des_size=l-capacity=64-test_total_reward_mean-v2.pdf new file mode 100644 index 0000000..311fa33 Binary files /dev/null and b/figures/des_size=l-capacity=64-test_total_reward_mean-v2.pdf differ diff --git a/figures/des_size=l-capacity=64-test_total_reward_mean-v2.svg b/figures/des_size=l-capacity=64-test_total_reward_mean-v2.svg new file mode 100644 index 0000000..07682d3 --- /dev/null +++ b/figures/des_size=l-capacity=64-test_total_reward_mean-v2.svg @@ -0,0 +1,511 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/des_size=l-capacity=64-val_total_reward_mean.svg b/figures/des_size=l-capacity=64-val_total_reward_mean.svg new file mode 100644 index 0000000..915fe8a --- /dev/null +++ b/figures/des_size=l-capacity=64-val_total_reward_mean.svg @@ -0,0 +1,458 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/des_size=l-capacity=8-val_total_reward_mean.svg b/figures/des_size=l-capacity=8-val_total_reward_mean.svg new file mode 100644 index 0000000..9c5dbe8 --- /dev/null +++ b/figures/des_size=l-capacity=8-val_total_reward_mean.svg @@ -0,0 +1,469 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/des_size=l-capacity=all-test_total_reward_mean-v1.pdf b/figures/des_size=l-capacity=all-test_total_reward_mean-v1.pdf new file mode 100644 index 0000000..29d4440 Binary files /dev/null and b/figures/des_size=l-capacity=all-test_total_reward_mean-v1.pdf differ diff --git a/figures/des_size=l-capacity=all-test_total_reward_mean-v1.svg b/figures/des_size=l-capacity=all-test_total_reward_mean-v1.svg new file mode 100644 index 0000000..8d453e5 --- /dev/null +++ b/figures/des_size=l-capacity=all-test_total_reward_mean-v1.svg @@ -0,0 +1,686 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/des_size=l-capacity=all-test_total_reward_mean-v2.pdf b/figures/des_size=l-capacity=all-test_total_reward_mean-v2.pdf new file mode 100644 index 0000000..e961cfe Binary files /dev/null and b/figures/des_size=l-capacity=all-test_total_reward_mean-v2.pdf differ diff --git a/figures/des_size=l-capacity=all-test_total_reward_mean-v2.svg b/figures/des_size=l-capacity=all-test_total_reward_mean-v2.svg new file mode 100644 index 0000000..43a7d5e --- /dev/null +++ b/figures/des_size=l-capacity=all-test_total_reward_mean-v2.svg @@ -0,0 +1,762 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/t-SNE-pretrained-humans.pdf b/figures/t-SNE-pretrained-humans.pdf index 8fefb5e..cc64651 100644 Binary files a/figures/t-SNE-pretrained-humans.pdf and b/figures/t-SNE-pretrained-humans.pdf differ diff --git a/figures/t-SNE-pretrained-humans.svg b/figures/t-SNE-pretrained-humans.svg index 4f5d9e9..24f5e6a 100644 --- a/figures/t-SNE-pretrained-humans.svg +++ b/figures/t-SNE-pretrained-humans.svg @@ -3,7 +3,7 @@ - + @@ -12,9 +12,6 @@ - - - @@ -156,95 +153,101 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + + - - + + - - + + - - + + - + - + - - + + - + - - + + @@ -264,48 +267,36 @@ - - - - - - - - - - - - - + - - + + - - + + - - + + - - + + - + - + - - + + - + - - + + - + - - + + diff --git a/figures/t-SNE-pretrained-object_locations.pdf b/figures/t-SNE-pretrained-object_locations.pdf index 057c508..f871572 100644 Binary files a/figures/t-SNE-pretrained-object_locations.pdf and b/figures/t-SNE-pretrained-object_locations.pdf differ diff --git a/figures/t-SNE-pretrained-object_locations.svg b/figures/t-SNE-pretrained-object_locations.svg index f827de4..4807540 100644 --- a/figures/t-SNE-pretrained-object_locations.svg +++ b/figures/t-SNE-pretrained-object_locations.svg @@ -3,7 +3,7 @@ - + @@ -14,9 +14,6 @@ - - - @@ -162,70 +159,60 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + + - - + + - + + - + + - - + - + - - + + - + - - + + @@ -245,31 +232,31 @@ - + - - + + - - + + - - + + - - + + - + - + - - + + - + - - + + diff --git a/figures/t-SNE-pretrained-objects.pdf b/figures/t-SNE-pretrained-objects.pdf index d0cbdc6..dbbe049 100644 Binary files a/figures/t-SNE-pretrained-objects.pdf and b/figures/t-SNE-pretrained-objects.pdf differ diff --git a/figures/t-SNE-pretrained-objects.svg b/figures/t-SNE-pretrained-objects.svg index e52860e..140a0de 100644 --- a/figures/t-SNE-pretrained-objects.svg +++ b/figures/t-SNE-pretrained-objects.svg @@ -3,13 +3,16 @@ - + - + + + + @@ -149,161 +152,168 @@ - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - - + - - + - - + + - - + - + + - - - + + + + + + + + + + + + + + + + - + - - - + + + + - - - - - - - - - - - - - - - - + + - + + - - - + + - - + + - - + - - + - + + - + - - + + - + - - - + + - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + - + - - + + - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + - - - - - - - - - - - + + + + + + + + + + + - - - - - - - - + + + + + + + + diff --git a/figures/t-SNE-scratch-humans.pdf b/figures/t-SNE-scratch-humans.pdf index f1eec48..8e3cf2c 100644 Binary files a/figures/t-SNE-scratch-humans.pdf and b/figures/t-SNE-scratch-humans.pdf differ diff --git a/figures/t-SNE-scratch-humans.svg b/figures/t-SNE-scratch-humans.svg index 197191c..74fc608 100644 --- a/figures/t-SNE-scratch-humans.svg +++ b/figures/t-SNE-scratch-humans.svg @@ -3,16 +3,16 @@ - + - + - + @@ -149,146 +149,162 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + - - + - - + + - - + - + + - + - - + + - - - + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - + + - + + - - + + - - + + - - + + - - + + - - + - - + - + + - + - - + + - + - - + + @@ -309,45 +325,45 @@ - - - + + + - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + diff --git a/figures/t-SNE-scratch-object_locations.pdf b/figures/t-SNE-scratch-object_locations.pdf index 3cb0653..2c6361d 100644 Binary files a/figures/t-SNE-scratch-object_locations.pdf and b/figures/t-SNE-scratch-object_locations.pdf differ diff --git a/figures/t-SNE-scratch-object_locations.svg b/figures/t-SNE-scratch-object_locations.svg index eab9858..3f2aaa5 100644 --- a/figures/t-SNE-scratch-object_locations.svg +++ b/figures/t-SNE-scratch-object_locations.svg @@ -3,16 +3,19 @@ - + - + - + - + + + + @@ -158,172 +161,213 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + + + - - - - + + + + + + + + + + + + + + + + - - + - + + + - + + - - + + - + + - - + + - + + - - + + + + - - - - - - - - - - - - - - - - + - + - - + + - - + - + + - + - - + + - + - - + + + - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + - + - - + + - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + diff --git a/figures/t-SNE-scratch-objects.pdf b/figures/t-SNE-scratch-objects.pdf index 5eded87..9dd2653 100644 Binary files a/figures/t-SNE-scratch-objects.pdf and b/figures/t-SNE-scratch-objects.pdf differ diff --git a/figures/t-SNE-scratch-objects.svg b/figures/t-SNE-scratch-objects.svg index d2e8862..dc6c170 100644 --- a/figures/t-SNE-scratch-objects.svg +++ b/figures/t-SNE-scratch-objects.svg @@ -155,120 +155,119 @@ - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - + - + - - + + - + - - + + - + - - + + + - - - - - - - - - - - - - - - - + + - - - + + + + + + + + + + + + + + + + - - + - - + + - - + + - - + + - - + + - + - + - - + + - + - - + + - + - - + + @@ -289,46 +288,46 @@ - - - + + + - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + diff --git a/foo.txt b/foo.txt deleted file mode 100644 index 509f38b..0000000 --- a/foo.txt +++ /dev/null @@ -1,61 +0,0 @@ -capacity=2, strategy=episodic, pre_sem=False, rewards_mean=-11.0, rewards_std=4.266 -capacity=2, strategy=semantic, pre_sem=False, rewards_mean=-9.6, rewards_std=3.262 -capacity=2, strategy=random, pre_sem=False, rewards_mean=-10.0, rewards_std=3.521 -capacity=2, strategy=pre_sem, pre_sem=True, rewards_mean=-10.0, rewards_std=3.347 - -capacity=4, strategy=episodic, pre_sem=False, rewards_mean=-9.8, rewards_std=3.894 -capacity=4, strategy=semantic, pre_sem=False, rewards_mean=-7.6, rewards_std=3.441 -capacity=4, strategy=random, pre_sem=False, rewards_mean=-9.2, rewards_std=3.187 -capacity=4, strategy=pre_sem, pre_sem=True, rewards_mean=-9.2, rewards_std=4.118 - -capacity=8, strategy=episodic, pre_sem=False, rewards_mean=-8.8, rewards_std=3.816 -capacity=8, strategy=semantic, pre_sem=False, rewards_mean=-2.8, rewards_std=3.816 -capacity=8, strategy=random, pre_sem=False, rewards_mean=-6.2, rewards_std=4.238 -capacity=8, strategy=pre_sem, pre_sem=True, rewards_mean=-7.0, rewards_std=4.494 - -capacity=16, strategy=episodic, pre_sem=False, rewards_mean=-6.4, rewards_std=3.499 -capacity=16, strategy=semantic, pre_sem=False, rewards_mean=0.4, rewards_std=4.224 -capacity=16, strategy=random, pre_sem=False, rewards_mean=-4.0, rewards_std=2.757 -capacity=16, strategy=pre_sem, pre_sem=True, rewards_mean=-3.0, rewards_std=5.196 - -capacity=32, strategy=episodic, pre_sem=False, rewards_mean=-3.2, rewards_std=4.445 -capacity=32, strategy=semantic, pre_sem=False, rewards_mean=3.4, rewards_std=4.104 -capacity=32, strategy=random, pre_sem=False, rewards_mean=-2.0, rewards_std=4.382 -capacity=32, strategy=pre_sem, pre_sem=True, rewards_mean=7.2, rewards_std=3.919 - -capacity=64, strategy=episodic, pre_sem=False, rewards_mean=-1.2, rewards_std=4.578 -capacity=64, strategy=semantic, pre_sem=False, rewards_mean=3.0, rewards_std=4.45 -capacity=64, strategy=random, pre_sem=False, rewards_mean=-1.2, rewards_std=4.874 -capacity=64, strategy=pre_sem, pre_sem=True, rewards_mean=6.8, rewards_std=3.763 - - - -capacity=2, strategy=episodic, pre_sem=False, rewards_mean=-97.2, rewards_std=7.111 -capacity=2, strategy=semantic, pre_sem=False, rewards_mean=-83.8, rewards_std=9.228 -capacity=2, strategy=random, pre_sem=False, rewards_mean=-97.8, rewards_std=5.618 -capacity=2, strategy=pre_sem, pre_sem=True, rewards_mean=-88.8, rewards_std=8.01 - -capacity=4, strategy=episodic, pre_sem=False, rewards_mean=-84.2, rewards_std=7.718 -capacity=4, strategy=semantic, pre_sem=False, rewards_mean=-57.8, rewards_std=11.223 -capacity=4, strategy=random, pre_sem=False, rewards_mean=-77.2, rewards_std=9.558 -capacity=4, strategy=pre_sem, pre_sem=True, rewards_mean=-75.0, rewards_std=7.169 - -capacity=8, strategy=episodic, pre_sem=False, rewards_mean=-62.0, rewards_std=8.944 -capacity=8, strategy=semantic, pre_sem=False, rewards_mean=-3.6, rewards_std=14.472 -capacity=8, strategy=random, pre_sem=False, rewards_mean=-47.4, rewards_std=10.883 -capacity=8, strategy=pre_sem, pre_sem=True, rewards_mean=-47.2, rewards_std=8.256 - -capacity=16, strategy=episodic, pre_sem=False, rewards_mean=-19.8, rewards_std=11.294 -capacity=16, strategy=semantic, pre_sem=False, rewards_mean=42.4, rewards_std=13.559 -capacity=16, strategy=random, pre_sem=False, rewards_mean=-5.0, rewards_std=9.391 -capacity=16, strategy=pre_sem, pre_sem=True, rewards_mean=-5.2, rewards_std=9.558 - -capacity=32, strategy=episodic, pre_sem=False, rewards_mean=50.4, rewards_std=8.429 -capacity=32, strategy=semantic, pre_sem=False, rewards_mean=58.0, rewards_std=12.198 -capacity=32, strategy=random, pre_sem=False, rewards_mean=32.4, rewards_std=14.881 -capacity=32, strategy=pre_sem, pre_sem=True, rewards_mean=87.6, rewards_std=7.736 - -capacity=64, strategy=episodic, pre_sem=False, rewards_mean=128.0, rewards_std=0.0 -capacity=64, strategy=semantic, pre_sem=False, rewards_mean=59.8, rewards_std=6.896 -capacity=64, strategy=random, pre_sem=False, rewards_mean=54.0, rewards_std=14.029 -capacity=64, strategy=pre_sem, pre_sem=True, rewards_mean=107.0, rewards_std=5.459 diff --git a/plot.ipynb b/plot.ipynb index 559791b..f1521ee 100644 --- a/plot.ipynb +++ b/plot.ipynb @@ -11,29 +11,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Average sum of rewards per episode, validation (5 random runs)\n" + "## Below is the original implementation (i.e., +1 reward for a correct answer, and 0 for a wrong answer.)\n", + "\n", + "\"drawing\"\n", + "\"drawing\"\n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "val_total_reward_mean pretrain=False [ 77.18000031 72.91999893 79.40000076 77.83999939 88.29999847\n", - " 87.81999969 99.25999908 97.96000061 104.68000031 96.47999878\n", - " 104. 102.5 100.32000122 99.71999969 95.61999969\n", - " 109.31999817] [13.37167192 17.49027045 17.70050732 15.28955128 17.00152966 15.15063146\n", - " 5.96610483 20.23033326 7.98132911 15.30129516 10.35663966 1.76068073\n", - " 9.33260887 11.70288708 4.93534203 3.90865623] [ 127 255 383 511 639 767 895 1023 1151 1279 1407 1535 1663 1791\n", - " 1919 2047]\n", - "val_total_reward_mean pretrain=False means: [ 98.90000153 101.11999969 100.63999939 104.67999878 108.78000183\n", - " 111.74000092 110.48000031 112.65999908 111.88000183 112.40000153\n", - " 114.85999908 108.71999969 113.24000092 115.07999878 113.1\n", - " 114.26000061]\n" + "STEP: 86\n", + "\n", + "SCRATCH: {'state': [\"[{'human': 'Gloria', 'object': 'sheep', 'object_location': 'lap', 'timestamp': 23}, {'human': 'James', 'object': 'bicycle', 'object_location': 'nursery', 'timestamp': 28}, {'human': 'Jean', 'object': 'sandwich', 'object_location': 'lunchbox', 'timestamp': 29}, {'human': 'Jose', 'object': 'dog', 'object_location': 'kennel', 'timestamp': 33}, {'human': 'Judith', 'object': 'bird', 'object_location': 'kitchen', 'timestamp': 34}, {'human': 'Keith', 'object': 'sheep', 'object_location': 'cupboard', 'timestamp': 38}, {'human': 'Lauren', 'object': 'bird', 'object_location': 'countryside', 'timestamp': 41}, {'human': 'Lisa', 'object': 'car', 'object_location': 'lunchbox', 'timestamp': 43}, {'human': 'Matthew', 'object': 'car', 'object_location': 'apartment', 'timestamp': 47}, {'human': 'Roger', 'object': 'train', 'object_location': 'farm', 'timestamp': 57}, {'human': 'Alexander', 'object': 'keyboard', 'object_location': 'desk', 'timestamp': 64}, {'human': 'Anthony', 'object': 'sheep', 'object_location': 'farm', 'timestamp': 67}, {'human': 'Arthur', 'object': 'donut', 'object_location': 'bakery', 'timestamp': 68}, {'human': 'Barbara', 'object': 'donut', 'object_location': 'lap', 'timestamp': 69}, {'human': 'Brenda', 'object': 'bird', 'object_location': 'sky', 'timestamp': 72}, {'human': 'Donald', 'object': 'car', 'object_location': 'home', 'timestamp': 81}]\", \"[{'object': 'train', 'object_location': 'kitchen', 'num_generalized': 1}, {'object': 'airplane', 'object_location': 'sky', 'num_generalized': 1}, {'object': 'bird', 'object_location': 'tree', 'num_generalized': 1}, {'object': 'boat', 'object_location': 'bathroom', 'num_generalized': 1}, {'object': 'airplane', 'object_location': 'cupboard', 'num_generalized': 1}, {'object': 'boat', 'object_location': 'store', 'num_generalized': 1}, {'object': 'boat', 'object_location': 'lunchbox', 'num_generalized': 1}, {'object': 'sandwich', 'object_location': 'lunchbox', 'num_generalized': 2}, {'object': 'elephant', 'object_location': 'circus', 'num_generalized': 2}, {'object': 'keyboard', 'object_location': 'desk', 'num_generalized': 3}, {'object': 'oven', 'object_location': 'home', 'num_generalized': 3}, {'object': 'bowl', 'object_location': 'cupboard', 'num_generalized': 4}, {'object': 'handbag', 'object_location': 'store', 'num_generalized': 4}, {'object': 'car', 'object_location': 'city', 'num_generalized': 4}, {'object': 'kite', 'object_location': 'air', 'num_generalized': 4}, {'object': 'train', 'object_location': 'zoo', 'num_generalized': 6}]\", \"[{'human': 'Frank', 'object': 'train', 'object_location': 'circus', 'timestamp': 86}]\"], 'q_values': [[2.264272689819336, 2.227465867996216, 2.2614409923553467]], 'step': 86}\n", + "\n", + "PRETRAINED: {'state': [\"[{'human': 'Keith', 'object': 'sheep', 'object_location': 'cupboard', 'timestamp': 38}, {'human': 'Larry', 'object': 'airplane', 'object_location': 'cupboard', 'timestamp': 39}, {'human': 'Lauren', 'object': 'bird', 'object_location': 'countryside', 'timestamp': 41}, {'human': 'Lisa', 'object': 'car', 'object_location': 'lunchbox', 'timestamp': 43}, {'human': 'Martha', 'object': 'elephant', 'object_location': 'circus', 'timestamp': 46}, {'human': 'Matthew', 'object': 'car', 'object_location': 'apartment', 'timestamp': 47}, {'human': 'Raymond', 'object': 'handbag', 'object_location': 'movie', 'timestamp': 55}, {'human': 'Rebecca', 'object': 'keyboard', 'object_location': 'lunchbox', 'timestamp': 56}, {'human': 'Roger', 'object': 'train', 'object_location': 'farm', 'timestamp': 57}, {'human': 'Ann', 'object': 'boat', 'object_location': 'bathroom', 'timestamp': 66}, {'human': 'Arthur', 'object': 'donut', 'object_location': 'bakery', 'timestamp': 68}, {'human': 'Barbara', 'object': 'donut', 'object_location': 'lap', 'timestamp': 69}, {'human': 'Catherine', 'object': 'bicycle', 'object_location': 'home', 'timestamp': 76}, {'human': 'David', 'object': 'boat', 'object_location': 'water', 'timestamp': 79}, {'human': 'Donald', 'object': 'car', 'object_location': 'home', 'timestamp': 81}, {'human': 'Evelyn', 'object': 'donut', 'object_location': 'sky', 'timestamp': 85}]\", \"[{'object': 'bowl', 'object_location': 'cupboard', 'num_generalized': 1}, {'object': 'boat', 'object_location': 'water', 'num_generalized': 1}, {'object': 'airplane', 'object_location': 'sky', 'num_generalized': 1}, {'object': 'sandwich', 'object_location': 'lunchbox', 'num_generalized': 1}, {'object': 'bicycle', 'object_location': 'garage', 'num_generalized': 1}, {'object': 'elephant', 'object_location': 'circus', 'num_generalized': 1}, {'object': 'train', 'object_location': 'zoo', 'num_generalized': 1}, {'object': 'dog', 'object_location': 'kennel', 'num_generalized': 1}, {'object': 'bird', 'object_location': 'tree', 'num_generalized': 1}, {'object': 'oven', 'object_location': 'home', 'num_generalized': 1}, {'object': 'donut', 'object_location': 'bakery', 'num_generalized': 1}, {'object': 'sheep', 'object_location': 'farm', 'num_generalized': 1}, {'object': 'kite', 'object_location': 'air', 'num_generalized': 1}, {'object': 'keyboard', 'object_location': 'desk', 'num_generalized': 1}, {'object': 'car', 'object_location': 'city', 'num_generalized': 1}, {'object': 'handbag', 'object_location': 'store', 'num_generalized': 1}]\", \"[{'human': 'Frank', 'object': 'train', 'object_location': 'circus', 'timestamp': 86}]\"], 'q_values': [[2.6036458015441895, 2.4551939964294434, 2.509805679321289]], 'step': 86}\n", + "\n", + "----------------------------------------------------------------------------\n" ] }, { @@ -47,10 +46,32 @@ "needs_background": "light" }, "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ + "import warnings\n", + "\n", + "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n", + "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", + "\n", + "import logging\n", + "\n", + "logging.disable()\n", + "\n", "from plotting import plot_training_validation_results\n", + "from utils import read_json\n", "\n", "plot_training_validation_results(\n", " data_dir=\"./data/\",\n", @@ -63,28 +84,89 @@ " xlabel=\"Step\",\n", " figsize=(10, 10),\n", " legend_loc=\"lower right\",\n", - ")" + ")\n", + "\n", + "plot_training_validation_results(\n", + " data_dir=\"./data/\",\n", + " kind=\"train_loss\",\n", + " capacity=32,\n", + " save_dir=\"./figures/\",\n", + " ymin=None,\n", + " ymax=None,\n", + " ylog=True,\n", + " xlabel=\"Step\",\n", + " figsize=(10, 10),\n", + " legend_loc=\"upper right\",\n", + ")\n", + "\n", + "\n", + "test_debug_scratch_path = \"./models/des_size=l-capacity=32-pretrain=False-gpus=0-seed=1/test_debug-mean=115.0-std=3.225.json\"\n", + "test_debug_scratch = read_json(test_debug_scratch_path)[\"0\"]\n", + "test_debug_pretrained_path = \"./models/des_size=l-capacity=32-pretrain=True-gpus=0-seed=2/test_debug-mean=117.5-std=2.54.json\"\n", + "test_debug_pretrained = read_json(test_debug_pretrained_path)[\"0\"]\n", + "\n", + "for step in [86]:\n", + " print(f\"STEP: {step}\")\n", + " print()\n", + " print(f\"SCRATCH: {test_debug_scratch[step]}\")\n", + " print()\n", + " print(f\"PRETRAINED: {test_debug_pretrained[step]}\")\n", + " print()\n", + " print(\n", + " \"----------------------------------------------------------------------------\"\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Below results include some modifications to the original implementation\n", + "\n", + "1. +1 reward for a correct answer, and -1 for a wrong answer.\n" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "val_total_reward_mean pretrain=False [33.24000053 -4.96000023 51.20000076 46.60000069 61.91999969 65.23999939\n", - " 39.19999969 74.36000061 85.96000214 68.47999878 61.43999939 81.35999908\n", - " 75.87999878 63.95999985 84.2 68.71999893] [ 6.1232675 19.69015974 17.63405873 30.38736657 20.84057599 20.95037878\n", - " 22.2156695 12.84205638 12.66705891 10.54938704 10.3161224 10.8579193\n", - " 8.1177339 6.67221066 4.56070344 18.73418173] [ 127 255 383 511 639 767 895 1023 1151 1279 1407 1535 1663 1791\n", - " 1919 2047]\n", - "val_total_reward_mean pretrain=False means: [ 73.23999939 72.80000076 81.03999939 82.91999969 85.68000031\n", - " 90.20000153 97.31999969 101. 100.83999939 102.\n", - " 102.92000122 101.92000122 99.88000031 100.08000031 98.23999939\n", - " 100.87999878]\n" + "STEP: 86\n", + "\n", + "SCRATCH: {'state': [\"[{'human': 'Gloria', 'object': 'sheep', 'object_location': 'lap', 'timestamp': 23}, {'human': 'Isabella', 'object': 'train', 'object_location': 'kitchen', 'timestamp': 25}, {'human': 'James', 'object': 'bicycle', 'object_location': 'nursery', 'timestamp': 28}, {'human': 'Julie', 'object': 'car', 'object_location': 'city', 'timestamp': 35}, {'human': 'Keith', 'object': 'sheep', 'object_location': 'cupboard', 'timestamp': 38}, {'human': 'Lauren', 'object': 'bird', 'object_location': 'countryside', 'timestamp': 41}, {'human': 'Lisa', 'object': 'car', 'object_location': 'lunchbox', 'timestamp': 43}, {'human': 'Martha', 'object': 'elephant', 'object_location': 'circus', 'timestamp': 46}, {'human': 'Matthew', 'object': 'car', 'object_location': 'apartment', 'timestamp': 47}, {'human': 'Teresa', 'object': 'keyboard', 'object_location': 'desk', 'timestamp': 62}, {'human': 'Alexander', 'object': 'keyboard', 'object_location': 'desk', 'timestamp': 64}, {'human': 'Ann', 'object': 'boat', 'object_location': 'bathroom', 'timestamp': 66}, {'human': 'Anthony', 'object': 'sheep', 'object_location': 'farm', 'timestamp': 67}, {'human': 'Arthur', 'object': 'donut', 'object_location': 'bakery', 'timestamp': 68}, {'human': 'Barbara', 'object': 'donut', 'object_location': 'lap', 'timestamp': 69}, {'human': 'Christopher', 'object': 'sheep', 'object_location': 'farm', 'timestamp': 78}]\", \"[{'object': 'dog', 'object_location': 'kennel', 'num_generalized': 1}, {'object': 'airplane', 'object_location': 'circus', 'num_generalized': 1}, {'object': 'car', 'object_location': 'city', 'num_generalized': 1}, {'object': 'keyboard', 'object_location': 'desk', 'num_generalized': 1}, {'object': 'airplane', 'object_location': 'cupboard', 'num_generalized': 1}, {'object': 'bicycle', 'object_location': 'home', 'num_generalized': 1}, {'object': 'bird', 'object_location': 'kitchen', 'num_generalized': 1}, {'object': 'boat', 'object_location': 'lunchbox', 'num_generalized': 1}, {'object': 'elephant', 'object_location': 'circus', 'num_generalized': 2}, {'object': 'sandwich', 'object_location': 'lunchbox', 'num_generalized': 2}, {'object': 'handbag', 'object_location': 'store', 'num_generalized': 2}, {'object': 'oven', 'object_location': 'home', 'num_generalized': 2}, {'object': 'bowl', 'object_location': 'cupboard', 'num_generalized': 2}, {'object': 'kite', 'object_location': 'air', 'num_generalized': 3}, {'object': 'train', 'object_location': 'zoo', 'num_generalized': 4}]\", \"[{'human': 'Frank', 'object': 'train', 'object_location': 'circus', 'timestamp': 86}]\"], 'q_values': [[2.0908992290496826, 2.0165340900421143, 2.167640209197998]], 'step': 86}\n", + "\n", + "PRETRAINED: {'state': [\"[{'human': 'Frank', 'object': 'train', 'object_location': 'circus', 'timestamp': 22}, {'human': 'Gloria', 'object': 'sheep', 'object_location': 'lap', 'timestamp': 23}, {'human': 'Isabella', 'object': 'train', 'object_location': 'kitchen', 'timestamp': 25}, {'human': 'James', 'object': 'bicycle', 'object_location': 'nursery', 'timestamp': 28}, {'human': 'Judith', 'object': 'bird', 'object_location': 'kitchen', 'timestamp': 34}, {'human': 'Larry', 'object': 'airplane', 'object_location': 'cupboard', 'timestamp': 39}, {'human': 'Lauren', 'object': 'bird', 'object_location': 'countryside', 'timestamp': 41}, {'human': 'Lisa', 'object': 'car', 'object_location': 'lunchbox', 'timestamp': 43}, {'human': 'Scott', 'object': 'boat', 'object_location': 'store', 'timestamp': 58}, {'human': 'Stephanie', 'object': 'donut', 'object_location': 'tree', 'timestamp': 59}, {'human': 'Ann', 'object': 'boat', 'object_location': 'bathroom', 'timestamp': 66}, {'human': 'Barbara', 'object': 'donut', 'object_location': 'lap', 'timestamp': 69}, {'human': 'Billy', 'object': 'boat', 'object_location': 'farm', 'timestamp': 71}, {'human': 'Brenda', 'object': 'bird', 'object_location': 'sky', 'timestamp': 72}, {'human': 'Catherine', 'object': 'bicycle', 'object_location': 'home', 'timestamp': 76}, {'human': 'Diana', 'object': 'oven', 'object_location': 'home', 'timestamp': 80}]\", \"[{'object': 'elephant', 'object_location': 'circus', 'num_generalized': 1}, {'object': 'boat', 'object_location': 'water', 'num_generalized': 1}, {'object': 'donut', 'object_location': 'bakery', 'num_generalized': 1}, {'object': 'car', 'object_location': 'city', 'num_generalized': 1}, {'object': 'sandwich', 'object_location': 'lunchbox', 'num_generalized': 1}, {'object': 'oven', 'object_location': 'home', 'num_generalized': 1}, {'object': 'handbag', 'object_location': 'store', 'num_generalized': 1}, {'object': 'bowl', 'object_location': 'cupboard', 'num_generalized': 1}, {'object': 'bicycle', 'object_location': 'garage', 'num_generalized': 1}, {'object': 'bird', 'object_location': 'tree', 'num_generalized': 1}, {'object': 'sheep', 'object_location': 'farm', 'num_generalized': 1}, {'object': 'train', 'object_location': 'zoo', 'num_generalized': 1}, {'object': 'dog', 'object_location': 'kennel', 'num_generalized': 1}, {'object': 'keyboard', 'object_location': 'desk', 'num_generalized': 1}, {'object': 'kite', 'object_location': 'air', 'num_generalized': 1}, {'object': 'airplane', 'object_location': 'sky', 'num_generalized': 1}]\", \"[{'human': 'Frank', 'object': 'train', 'object_location': 'circus', 'timestamp': 86}]\"], 'q_values': [[2.238034963607788, 2.0826947689056396, 2.0481104850769043]], 'step': 86}\n", + "\n", + "----------------------------------------------------------------------------\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "64 16 28\n" ] }, { @@ -98,48 +180,106 @@ "needs_background": "light" }, "output_type": "display_data" - } - ], - "source": [ - "from plotting import plot_training_validation_results\n", - "\n", - "plot_training_validation_results(\n", - " data_dir=\"./data/v1\",\n", - " kind=\"val_total_reward_mean\",\n", - " capacity=32,\n", - " save_dir=\"./figures/\",\n", - " ymin=-16,\n", - " ymax=128,\n", - " ylog=False,\n", - " xlabel=\"Step\",\n", - " figsize=(10, 10),\n", - " legend_loc=\"lower right\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "val_total_reward_mean pretrain=False [-0.88000001 -1.05999997 -0.97999998 -0.33999999 0.94 -1.44000001\n", - " 2.15999997 0.42 1.34 0.66000002 0.44000001 0.69999999\n", - " 2.11999999 0.68 1.8 1.79999998] [3.35046265 3.78238014 1.5829087 1.48674136 1.72116241 3.37733622\n", - " 1.11642284 1.67020956 1.01705458 0.39799499 1.21424872 0.75894662\n", - " 1.23838605 0.81584312 0.9859006 0.33466396] [ 127 255 383 511 639 767 895 1023 1151 1279 1407 1535 1663 1791\n", - " 1919 2047]\n", - "val_total_reward_mean pretrain=False means: [3.71999998 4.82 4.30000005 5.27999997 5.72000008 3.78\n", - " 3.86000001 3.79999994 4.12000003 4.2 5.28000002 6.4000001\n", - " 4.54000006 3.48 5.40000005 2.87999998]\n" - ] + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAKPCAYAAABw9jyiAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydd5gjWXW336vYOc/05JmdvDmygU2zu2T4ALMGAwZ2CQaMwQaTTA42OYMBAzYs0SaZnNbAZmBznI2zk2NP56Ss+/1xqqarNVIrVUkl9X2fR09L6lLVVanq3nPPPed3lNYag8FgMBgMBoPBIATq3QCDwWAwGAwGg8FPGAPZYDAYDAaDwWBwYAxkg8FgMBgMBoPBgTGQDQaDwWAwGAwGB8ZANhgMBoPBYDAYHBgD2WAwGAwGg8FgcGAMZIPBUFOUUuuUUtrxeH+922RoHpRS78+5vtbVu02G+ZTbB+Rse41Hbbo65zjbvDhOLTB9rDsYA7kJUEr9PudmyCilVte7XQaDwWAwGAyNiDGQGxzLEL4s5+0A8JI6NGdRoJS6xjkhqXd7cmkmT4jBYDAsRpRSux19+PX1bs9ixBjIjc9Lyf87XlXrhhgMBoPBYDA0A8ZAbnwKGcJblFLn1bQlBoPBYDAYDE1AqN4NMFSOUup8YLPjrd8AT3e8vgq4taaNMhgMBoPBRbTWqt5taCS01rsBc86qxHiQG5tc7/HbgO2O1y9USkVq2B6DwWAwGAyGhscYyA2KUioK/I3jrXu11g8A33a81wv8v5o2zGAwGAwGg6HBMSEWjcuzEQPY5jvW3+8BH2FueeUq4Mc1bFfJKKVOBM4GVgAxYD9wu9Z6f10bVgeUUl3AxcBKoB+YAo4At2qt99a5bSuBk4H1QI/19iiwF/iz1nqiTk2rCKVUB3ARcq6XArPAb7TWjxb53CBwAbAM6AMmgEPATVrro5422mOUUu3AKcAWYABoRb7fUeAOrfXjHhzzFOAkYDnQDuzWWn9vge2DyD2yCblHjgJ7kPOfcKE9EeA05Frvt9oUQ87DHuAhrfW+ao/TiDRyH6CUUsB5yLW2FGn3PuS6mXbpGD3I/bMZ6RsiwDhzfXjDjWlKqSXAhcj92Yt8n8PAzVrrIZePtRw4H1gNtCD39m1a6+0LftBrtNbm0YAP4JeAth4ZYIXjf9c5/pcCli6wn2sc22rg9Ara8q85+3hWke2fDtyX8xnnd/k1cKq17bqc/7+/Tud7W4H2FntcXWS/5yCx48kF9nEf8GJAFdlXJe27Js9+AsClwJeBx4t8PgP8H3BZGefS098UuDpn/9us91ciE8mZPN/jjQX2pZCVmtuB7ALn4Ebg4iLtUsCI43PfL+G7fDfnWI+X8Jk35Xxmc4Ht1gJvB24ucv1pYDfwRqC1jN9ht+Pz1zvefznwQJ5jjBfYTwgJHztSoG3DwCeATmv79+f8f12Rdi4BPp/z2xR67AP+A9jiVV9TpK3X5LTn9Ar2UbS/xmd9QM6215RxnFfmXIfOxxTwVWDQ2vbqnP9vK7LvE4EPAndY52Chc7Tduu5DRfaZe+2W+liXs5+yzm/OZ5+E9AmFvlMW+DPwtEqvW8f7W4CfIXZKvmM9BDyzHvea1pq6HNQ8qvzRYDDngvp9zv9fkXORvXGBfV2Ws+2nymyLyumADi/UCQCfK/GGn0EMk4pvdJfP+bYKO66rFzhvH6ew0ZXvcT3Qu0AbK2nfNXn2k3v9lPr4FBAs4Vx6+puSZ6BDOv3hBdp+3D2CeIr/VOY5+AwLTGSAHzm2HVpoW2v7Q3mOsbbIZ5yT530FtgmWee3Zj3uKHd9xjN05124U+MEC+x7Ps48eZDAupW0PIx6o9+e8v26BNp5HaYZx0eulRv1QTfprfNYH5Gx7TQn7jyCGVyltPoSsHFyd8/62Bfa/vsLz8wegb4H95l67pT7WVXN+HefsO2Ue9wdAtIR9X+P8nPXeXyOTlFKO86Z63G8mxKIx+Vvmh8d8J+f/PwK+iCxVgIRZfLbAvq5Hlg/X2vtWSr1da50usS3bHJ8F+G6hzyqlPgn8Y87bKURpYz/QiXRUq4E24FuI57QZ+Rri3XCSBP4CHEQMg3OQ5W6bS4EblVKXaK3HPGxbbm5CDPGAHAImkeX3Nchv5UwC/Wfk9/wXD9tWCZuATwJd1usRxOszingPz8z9gFJqAzKYrc351yHESByz9nc2sgRp80bkOn5Vgbb8EbjSer4EOBVZITgOpdTJiJGeyxXA1wt8JgRcknO8vJsyP8tdA7uAx5ClVI1ce2cw/xo8Hfg/pdRZuvzl6c8Cz3cc727mjLX1wAk536UF+C1ixDoZQTz640h41vnIdbgFmRz8ppTGKKWWWtv25vzrMeARJLQigtyLW5F+qd5cT23664btA6yQiu8jYYhOppHJ1jASanE+EkazDFm1/FwZh8k9PxnkutmJXDdBxJF1BtDt2O5y4GdKqW1a60wZx/MUq9/4OfDUnH/NIOfsKNIPnI/0bzbPBwaUUk/VWqfKON424L+Zs2MeQ7zFM8h1dR7zbZxPKaXu0FrfVOoxXKEeVrl5VPcA7mVuZjWLtbSYs833mT8DO3WB/X0wZ9uSlzSAb5RyHKRjyJ0Vfomc2TQyaD+duYEz1+v3/jqd8xZkVr6O+V5A7Xg/36Mjz76uyvl8FjEeenK2CyFG9ETO9v9doI32Md+Ss/0LF2jfQJ79vArxLH0EibnN6xFCDIe3Mz9kIQucV+RcrvPyN+V4T5DtpTgIvCD3+yAD/HLH6yhiBDv3cRNwYYHjPRuZ4Dm3f3GBbbfkbFfQMwK8IWdb+/HdBT5zQc62LyuwXQgxZH5onZPuAtsFkEHz/pz9frGE32F3nt9AI4nEq/JdFzmvP5pzzEng1UA4Z7te4AuO7UZzPreuQPs+kbPdb4CtC3yfQWSZ/Gbgn9y8Zsu8vmvRX/uqD8jZ9poi2742Z/sk8E5ywoMQJ8x7mVuNzb1uti1wjI3IpOHrwLNy9+3YLmzdX3ty9v3WBc7nOuvh7FP+wsLjTChnP+We3/flbJ8A3gW05WzXav3eiZztP1Jk/9fkbG+P6zcCZ+XZfjUyuXd+5taa32u1PqB5VPmDyYzUedHkjWNE1Cuc231ygX1uyNn2ByW2pZ35A99dC2ybG3P43iL7Xo0kgOQaB+/3wW8w72Yv87MdzHnoihpJ1mfO4/i42ScvsP3VOdtuK7ONyyhh2cyx/QVAvNg16di+rM67gt8n9/trxDg+ocTPfyTns9+gyLIxEt/sHNAOkGPIObZ1bvfLBfb5U8d2v3U8P7TAZ96d0/bjDFFrOwWsKeOctjM/1GGWBZaKrc/szvM7LDiQOj67kflhZDGKx3i/I8/xNIUN5Icc2zxU6Pcq8NkWN6/ZMq/vWvTXvuoDcra9ZoHtupnfv2aBFxTZ94sLXDfbFvhMG3mcCwtsvxTxktr73k/xeGTn/XN9mddIyecXWblx3msZ4Moi+38OkM75zEKTy2vynN+fLHTPIcZ4bvz7SW7cQ6U+jMxb43FVzuvc8Aqb3yKzNJu/tbLAj0NLhvrNjreerZTKXXbMx/MQg8/mmnwbKaUuQTKgbW5FEkUKoiVb/O9LaEOjcRXzl9x+q7X+zEIf0Frfing6nPyT2w1zHO+wLkMVQGv9ZySkx+a5lgyhn3i91npXsY0sNZHXOd66H/g7XWQ5VGt9AHiN460VzIUT5OIMe7jEWt7MbUcQCamx+TAySQJYZoVf5OMKx/NHdYHseS2UrI6itZ5h/vdr5fgl7GLcgxjwpfAa5i+xfkwXWV7VWn+E+f1YMdY4nv9Sl7FErLWOl3EcV/G6v7aO0ah9wEuY379+S2v9g4U+oEU55bvlHERrPau1Hi6+5bHth5DwE5uViJKOH3gd8++1r2qtF1S+0lr/DEngtAkAry/jmENIfk7Be05rHQM+lvP2pfm29QpjIDcQ1kDqjMkdRgzh47AuvO873lrG8fFFTr7peJ6rsVyIlzmepxCJuXzkGgqf0NYUcSG01r9ifuGTZuBvc16/r8TPfR6JA7N5hlKqz50mucLPHM8jyEqHX9iJeCtK4SXMxSoDfECXGN9pXa87HW89q8CmTgO5Ezg3zzZnMSenNQncgoR52FyR+wGlVCviyct3nKrRWt+HxCnblFvK/rPFJhoOnP1cDEn+KoUFJ94LsKTCz9ULL/vrSvFDH5Dbv5Z6PXzQ7Ybk4bdIaIJNufePVzjPWYbSz8UHkOvo2H6s+O9S+IouTRrw1zmvTy9x/65gDOTG4hnIUo3ND4p4PXK9y7neZyc/QAaiUrZFKbUKiSu2+dUCM+rzHc+TSCJNqfhSw7kSLI/K2Y63dmqtbyvls9bv/EPn7ph/Xj1HCZ1KqRVKqXXOB8eXNd1ay7YV4ZelTMgsLnM8jwO/KvNYTiP2wgLb/CHn9eV5tnEawDdYhqXzc/k+cyFiLBU6TkkopVqUUkuVUmvz/M4jjk3L/Y1/UeLx1yIeeJvfaK2nSjzGH5jfxoV4xPH8+UqpfBMVv+Jlf73QfnzbB1g61mc53rpLl6jfrUUD/R6X2tGmlBrMvX8Qr/GYY9O695FWu5xJxjdorQ+V8lnr+vk/x1s9iPRdKeR17OU5xn7mVs6gxhNZo2LRWJQaXgGA1vovSqkdSDwfyFJcd76Zm9Z6Uin1E+Y8N+crpTbrwsUTXsr8CdY3C2wHkulss72cpTvgrjK29TunMD/j+9YyP/8X5i//n83xM2zXsJb5n4SsADwB6dBLLV1eypJvrbinjG2dRu0eJJyhnGM5jZbVSqmA1jrr3EBrvS/nvrwC+Lec/TiNGdvQdXqEtymlgjkeWednNKKHXhSl1Cbkvr8MUdUodWWinN94r9Z6tMRtz8p5fXupB9FaZ5RSdwFPLmHz/2FOwaQNuFkp9T3Es3pDmf1UTfG4vz5Gg/UBJzN/gljydePY/oxyD6qUOh35HS5C7p/OhT9xDD/0kWfnvK5kTHpGzv4eLOFzD5VxjAkkfh7mr+55jjGQGwRrOd25ZPu4FfdVjO8g2oogSgx/g4ij5+Ma5i9tvozCMYPO5bphCnjarKplzg613EpUzVS5Knf2+1iZn38k57Vns2ml1AXAV5AOvxJq2pEVoaQqd5Yx4JRV28L8kIJyUcggmM+j+QfmDOQLlFKtVsydvdLgjE/8vfX3HiTTvg+JszwbcK5AOL3O92qtF/SkWtW/Polo3pY1C7Ao5zcup9LgYM7rcqv47aA0A/kLiMKAbSSEESfEVUBcKXUrEtpyI1I9bCbvXurHNbjcXztpwD7AjeumZCyv/BeA55Z5HBs/9JH1GpPKqbzoXCUPl/G5qjEhFo3Di5hvaJaaVFBOmMUfkOxam5fmiymyliKdy0PfWyDUozvndalLpTaTZW7vZ3pyXpf73XI7FU88EEqppyHex0oHRvBX31KqXm8vlRmKC9FR4H1n+EOuQXwBkgQHcFhb5VYtT7TTK3zMIFZK2QazzYLxx1ZS1x8RGcFKv3M5v3E5msk9Oa+rvU/yYk1ILmeuWqGTFiQh6J3IcvCQUuq/lVLnlNkWL/Giv7Y/04h9QE/Oa0+uGzgWmnAzlRvH4I8+sifndU3GpNxVNb/ihx/IUBq5hu17lVK62IPjZ8VPtJZUj8O6aL/teGsN82MyC7VloeW6ZM7rcmeAflNDaGqslYrvMP+870aSXZ6OeFV7EJkrZT/IKfLQoHjhnShkfF7HfKPM6f11hkrkGrpOw9r5mUuR4gT5tsvHp5lfICWOFOZ5qfX+ILKsGcz5nW8ost+GQms9qbV+CRIG9mmkGl8+2hA98duVUl9WStXUk5UPj/rrxd4HlMrXmV9wZRJRdXg+ci0NINdMIOcc7al5Sw0VY0IsGgCl1IlI/JdbvAx4T4H/fRPRE7W5CscgbSVCvNDx//u11gvFCY/lvC7X6+mHOC23GM95Xe4SW643PvfcusHrgH7H6/8BrtJa5050cik17s7P5MbI3qa19iTTXGs9rJS6j7msbKex63yea+g6X1+olGqxJMecn0khYQF5UUqtZr7RdBC4XGudu1yaj1r8zuM5r6u9T4qitX4AeDPwZqXUIPBEpCLhk5DcASevRSY+ry33OB7gdn8NjdsHjOe89uS6UUpdxPyJyAPAU0pMbqv3OcplPOe1H8ekumE8yI3BghnKFfCSQnIs1iDpDNS/0oojtnkW85N4FvRGWBJZzo6jkH5rIcrd3s/kxmFuzLtVYTYX2Z8bPNPxfAJ4VQkDI+QvidxQWElZziXGgULbuoTTO3yWUqrHutecagq/d37ASsKyl9VbEEMO5hvIt+uFy0A/g/me7beVaBxDbX7nIzmvN5T5+XLvq3lorY9orX+itX6T1vpUJDzhGzmbvVopdVI1x3EDt/tri0btA2p13Twz5/VrSzGOlZRO7ymzTV7TCGNS3TAGss9RSgUQbVabGeSiPKHMh7NjXMfCgtvXOJ63A1c6XjuN9TRFlDQsnIlEK5RS5dyEl5Sxba0oVTIslweYH3JSrqxUrqzbnQW2q7R9ML+DLCcxqaaScx7yF8fzE5RSXsoKOb3BAWAbcr3bK3s7ChTzcBrWl1seT+dEslh4Re7997viTT3meV5RdMPqyfVwlrx6ZiVa5qpgVIXW+hGt9SuA/3QeisI617XmGsdzN/rrRu0DtjNfZ7jcVddSt3een2mt9S1l7L8cm6uafrxUcseQclfMSh2TGhJjIPufJyH6iTa/0lo/prXeXc4DiS90spBX+n+Y39G8DEApNYDEoNn8TmudO2vPR67c1MtL+IydSPTcUratMfPkn6xlzKJYHkpnB7JRKZUrs5MXq0iMs+CKprAkT648VamyTDB/yaykhA1rNeLFRTdsDJweW0XhanhucCNitNhcwcLhFfnev4LjNZGLFQjJXRYtNTEntwiDJ2it9yBhHzZPV0qVujR9BfPDA9wk1/u6zqPjlIvb/XVD9gGWl9s5uTqrVGeMUmozpUu8Oc9POUnn5d4/zt+0nD68ZCzbwOn93mZNuIuilOoHnuJ4a5zy5Nt8jzGQ/U+uIfv9vFsV5wbmL0H9tVKqPd+GWutx5ldFukwptQbpAJ3JKdeUeOzvMP9mf6NSan0Jn/sokujgN3Izd8tZWsytXpVbQroQr2d+kZjfLCDjVU37xh3Pc5fPCvFSfCB67xLfYr6W8TuURxULreIXTq3WXGO3FAP5CcyfRMaAYvKP4zmvi/7Olif9TcW2cxHnfdKKxAeXQqHcCjfINRZLCTvwHA/663HH80brA3LVnUotbV5qPwzzz89SSy5xQZRSW5gvtVcKzn7cy/AV570WRJRbSuE9zL++vldGQaaGwBjIPkYp1QX8leOtaSosDGEVFHBWpesAnrfAR5zeEoV0gM4bfJQSK2NZhpxTe7kN+K0llXMcVrWmdwKvLmX/OZ+9JkfJ4/3l7qMEcuM182WOF+KbzO/4nq2Uel2hjQGUUk/g+JKpn1/gI9W0737H87OVUguF4tgSUl8oY/++xvKw/YfjrVXAT8o1kpVSl1heqWI4vb0nMpe0pyngCdZaHwDsghBB5nu5bymhwMX9Oa//eaGNlVJtiJdy6ULbucxXmO9df7uVHFUQpdQ7mC+Xt9C2A0qpV1qa06WS6wEsGLetlLo+px+6uozjVIJr/TWN3Qd8h/n968uUUguuAimlXkx53l3n+QkC/1hk/0uQKqitC22XB+f1ZVfj84IvISWmbf5BKfX/FvqA9f/XO97KAv/uQdvKwu3x3xjI/ub5zL+pfmFlrFfKD3JeLzSj/R1w2PH6jczXWf2fMitNvQtwxlNuAh5QSn1SKXW5UmqLUuospdQrEHH+D1nb/TB3Rz7gppzXn1ZK/aNS6myl1Ho1vwTrPB1cy2uYa5B8QSn1CSVatsdQSoWUUi9Hynk69/MDrXXBuFGt9U7m66O+zNr/xUqpjTnty01E+1HO6x8rpZ6dewylVKtS6k2IN7MLKT7QLLyb+dX3LgHuUUr9nWUs5kUptVkp9Val1J3Iik0pqyS5XmI7ee6eIoU+nJ9TBd4vxG+AWcfrlyulPp0vjEEpdTFyP16OGO2llnGuCq31DuBTjrdagF9bv8E8iTWlVK9S6vPAh623xks4RAcSU7xHKfVZpdRFuft17L9bKfUh4C2Ot+PMdzjUGzf764btA6wqsf/ieEsB31VKvVMpNc9AVVIS+j3MedbHSzzM/zI/Pvh9Sqm35U62lFIB67z9BdGTjlOeHrhTiUYBP1NKvVgpdUpOH75OSQheRVjjxYcdbwWBHyql3p7nnLUopd6KjMtOWclPaq2bKrwCAK21efj0gdwg2vF4TpX7CyCxffb+MsCqBbb/RM7xnY9zKzj+ycDQAvvMffwJMaSd772vyDGuydn+/R79Nr8p8TtcXWI7NdKBXocsef0ayQjO3WY70FdC+95eYvuuyflcFPFO5m63GxkYvod4Nmcc/5sF/rrU847Ebnr2GwFX5+x/WwX7WItUlco9D0kk6fQniAbtTxEDcjzPtk8r4ThRJCwi97OfKPK5Kwv8niXdl8AH83x2CpmMfQf4OaLZOq9NwPXOa6LIMXY7tr2+gt+gBTEucts5bN0f37Pak3D8734kNMu5/boSrkH7/rvD+u7fRhwKt1q/ee62/1Sk7dfnbJ+3H3D5unelv8aHfUDOttcU2VYh92Vu+yeRicT3gGut693+30HgrTnbF+w3kFCs3P2PWtfld5BKhYdz/v8PlHFPIJJwpY6X66o8vyHk3s/XJ1xrnbPfWecwd5sbgEiR/V/j/EyZ13U55+wayvjeRY/t9U1rHhX+MOJ9yjp+6Akg6sJ+P59zAb1jgW1PLnAzPljF8bciMZLFbvhvI6EYJ+a8/+Yi+3f1BlngOCuQwbjY97i6wOcVUpggW8I+7MdNlGAcW/sPIgN8sX1eU+A3Olhim6aAp1FGh1zOthX+Nlfn7H9bhfvpQWI7S/19nI8UcFGJx/l9ns8vaFwj0l2ZnM+MI4U9Sr0+fljG9/kKMsG+3vHe7iLH2O3Y9voqfoN8RnK+x2PIxOb9Oe+vK+EaLOd3fWsJ7c5t83PdvMYLHNO1/hqf9QE5215TQvujyESnlPYfQRL0rs55v2C/gYxNN5dx3by7knsCUbYZKWH/63I+V9b5dZyz/ynzfvgxUjCm2L6vcX6uzGux5HOWe5xSvvdCDxNiUQZKqTOUUl9QSt2tlBpXSqWtv/cppb5aLEauTF7G/KXTn+vyQhoKkZvkd1WhDbWUuM0n21KKlmahfT4MXIh4G34I7EI8aGOIwflV4Hyt9Uu11rMcrxtZTg13z9BaHwTOQc7fj5HBeRIxeEv5vNZa/zMik3Mt8+Mtc9mOXA+XaK1zi1kU2n9Ga/0C4MlI1ad7kXO8YIlZ67MPI1JZ31mgXdOIF+U0rfVvS2lTo6G1HtdaPwcJsfgl85P38pFEDMi3Aqu11jeXeKjcsIgUx4fx5LZtlPlhIAA3aMk1KIq13QuAf2L+0nwufwau1Fq/RtehPKyWBLSLkGXzoQKbjQGfBc7RooBRCvuQDPx/RzLvdZHtZ5AEsNO11p9YaENrqf10x1s7kevHU9zsrxu9D9BaJ7TWzwZexfzQPieziL71GVrre8rc/yyS2/FBCo9JGcQre5nW+t/K2b/jONcjTqK3IePEfqvdxa7XSo6V0Fq/EFE+sZ1YeTdFVtGepbW+UlcX9ulrlGV1GxZAiRbxZ4A3ULh0rM3/AC9v5oumllgxuF93vPVsrXWpySYNgxV/fAki6deHDD5HgFu1SPHUq139VrvWIvHwR4ADwE3WILFosAyf8xHvzAASAjCNhMI8DDyktS5mRPsOK/b2XKREbi8y0TsE3KW13lXPtjmx4iwvRpQV+pDzvge4sVrngZWEeTKycmeXCZ5Fls0fAu4t9bdVSl3C/JLcr9Ja/1c17asnjd4HKKUUct+ehCSajiKG5o1ackKq3X8rUrDnREQCbhTxvt+qtV5o8ulrlFJLkcnpMsRRNYFMpm9p5O9VDsZALgGl1GcRT4vNLxBP0UHkhrsASaizg9Z/aHnvDFWilPov4BWOt1ZrrfcX2t5gMBjqiVLq3cypzuwBNmmti67cGAwGf2EM5CJY0iqPI/F3GeAZWutr82x3FuI1sNUGzix32cYwHyUydweYO6eHtNa1qORlMBgMFaGU+j+kwBNIGeKv1LM9BoOhMkwMcnGexNx5+t98xjGA1vouJJHF5mKvG7YI+DTz5c1yi2wYDAaDb7DCVZ5ovdyHxLgaDIYGxBjIxXGK4z9WZNtHHc/zVqlbzCilXmHpRS54bpRSUSus5ZWOt9PMn4AYDAaD3ziHueqfH9NS/thgMDQgFYtLLyKc5Zk3FdnW+f/mE82unj7gY8B7lFI/QUJSHkCSGqLAcsTz/nKkgpmTf9NaF5ugGAwGQ93QWv+Z4oncBoOhATAxyEVQSq1ApMgiSAzy07XW/5dnu7OQxL1OxNN8sknMmI9S6i2ImH25fA+4Smu9kBSawWAwGAwGgysYD3IRtNYHlVJvR2TegsC1SqlfIBXPbBWLJzKnYvEgIgpvjOPjGUM0FEv1sIwCHwE+pc1MzmAwGAwGQ40wHuQSUUq9EAkPWFNgk6PAu4DvNoI2ZL1QSq0EnoHoK56EnM8uZLI2gZSRvQspZfp9N3QqDQaDwWAwGMrBGMglYmUnPxv4HFLMIR87gA9rrRfMXFZKvRp4NUB7e/vZW7dudbOpBoPBYDAYDIYSuPPOO4e11kty3zcGcgkopTYgdd1PQuKR34eUkBwB+pFyvh8ATrA+8lGt9TtK2fc555yj77jjDtfbbDAYDAaDwWBYGKXUnVrrc3LfNzJvRbCS9P6CGMc7gHO01t/WWh/WWqesv99G5H0etz72L0qpZ9apyQaDwWAwGAyGKjAGcnHeDQzYz7XWo/k2st5/t+OtN3jdMIPBYDAYDAaD+xgDuThOT/Dvi2zr/P+5HrTFYDAYDAaDweAxxkAuzgrH88ki2044nptKegaDwWAwGAwNiDGQi+M0ilcX2Xat4/mIB20xGAwGg8FgMHiMMZCL84Dj+QuLbOv8v5GmMBgMBoPBYGhAjIFcnP92PH+PUuqKfBtZ77/L8da3PW2VwWAwGAwGg8ETTKnp4vwX8ArgCUALUmr6p8C1zOkgPwV4LnMTjt8CP6p1Qw0Gg8FgqClaw2NjsKIDOiL1bo3B4BrGQC6C1jqllHo68F3gqYgR/DzrkY8fAq/QpgKLwWAwGJqd/VPw6BgkM3DKccXIDIaGxYRYlIDWekRr/TSkYt43gAeR5L2M9fcB4GvARVrrF2itp+vWWIPBYDAYasFkAh4ZheXtcHgGppP1bpHB4BrGg1wGWuvfU1wL2WAwGAyG5iaVgQeGoSMMoQBEgrBnEk4eKP5Zg6EBMB5kg8FgMBgM5fHYGMQz0BqW110RODRtvMiGpsEYyAaDwWAwGErn8DQcmIa+6Nx7SokXeW+xeloGQ2NgDGSDwWAwGAylMZOC7SPQGxWj2ElXBA5OyzYGQ4NjDGSDwWAwGAzFyWRh+zC0BCEcPP7/SkE4AHsnat82g8FljIFsMBgMBoOhODsnRLliIb3j7igcnDFeZEPDYwxkg8FgMBgMCzM8C7snoL914e2UgpAysciGhscYyAaDwWAwGAoTT0toRU8UAqr49l1RSeKbNV5kQ+NiDGSDwWAwGAz5yWp4aGROpaIUApYXed+Ut20zGDzEGMgGg8FgMBjys3cShmMSW1wO3VEpQ228yIYGxRjIBoPBYDAYjmciATvGoL+l/M8GFASNF9nQuBgD2WAwGAwGw3ySGbhvSBQrghWaCrYXOZZ2t20GQw0wBrLBYDAYDIY5tIZHRiGdhdZQ5fuxvcj7jRfZ0HgYA9lgMBgMBsMch2bg8Az0FZF0K4XuqMQxGy+yocEwBrLBYDAYDAZhOimqFX0VxB3nI6DE0jBeZEODYQxkg8FgMBgMElLxwLCEVYRcNA96WsSLHDdeZEPjYAxkg8FgMBgMsGNcZNnaw+7u13iRDQ2IMZANBoPBYFjsDM3Avkn3Qity6Y7CHuNFNjQOxkA2GAwGg2ExM5uC7SNSSlqVUEq6EoIBUMBB40U2NAbGQDYYDAaDYbFil5IOlVFKulJ6orB7EhIZb49jMLiAMZANBoPBYFis7B6HsTh0lVlKuhKCAfFQH5j0/lgGQ5UYA9lgMBgMhsXIWBwen4B+F/SOS6U7AnumjBfZ4HuMgWwwGAwGw2IjkYH7jkJXRFQmakUwABoTi2zwPcZANhgMBoNhMaE1PDwif1uqKCVdKT0RiUVOGi+ywb8YA9lgMBgMhsXE/ikYmoVejyTdihEMSHLggen6HN9gKAFjIBsMBoPBsFiYSsKjY9BfJ+PYpjcKeyaMF9ngW4yBbDAYDAbDYiCVgfuPQltIvLj1JBiAjIaDxots8CfGQDYYDAaDYTGwYwziGWhzuZR0pfRGYde48SIbfIkxkA0Gg8FgaHYOT8P+aeirgd5xqdiKFoeNF9ngP4yBbDAYDAZDMzOTggdHxGPrVSnpSumOws5xCf8wGHyEMZAN9UNrGJqBe47AeLzerTEYDIbmI5OFB4chGoSwx6WkKyEUgCxwyHiRDf7CGMiG2qM1jMTgtkMiVD+VhNsPw+4Jkf4xGAwGgzvsnIDJJHRE6t2SwnRHpZ3Gi2zwEXVQCDcsasbi8PgYjCegIwxL2uT99qwkkIzH4cQB8XYYDAaDoXKGZ8XxMFDDUtKVELIULQ7PwOquerfGYACMB9lQKyYScPcRuOMwJLNiGLc6MqmDAXlvIgF/OSiGtMFgMBgqI56G7SPQE61tKelK6YnC4+PGi2zwDcZANnjLdBLuHYLbD8FsCpa2QfsCEkM9LdASFEPahFwYDAZD+WQ1PDQCCog0yGqc04tsMPgAE2Jh8IaZlBi4B6fF4LVDKUqhJQThADw2Jp7kE/vlPYPBYDAUZ++k5HmU0+/6ge6IKFos7xCD2WCoI+YKNLjLbEo8F38+YHXQrdBVge5mMCDe5qkk3HrIhFwYDAZDKUwkJJ+jr86lpCshHIS0hiPGi2yoP8YtZ3CHeBr2TYnnIqgkKcQNvc3uKCTSEnKxsRfWdjVGPJ3BYDDUmqRVSrojUv9S0pXSHYEd4zDYbrzIhrpiDGRDdSQycGASdk3KekRfi/sGbDQEA0FL/cKEXBgMBsNxaA2PjkE6C50+lnQrRjgIqSQMzcKKjnq3xrCIMVaGoTJSGTgwbSXSIRWavPRYBNScysWth+DUAejzuXRRs6K1xJhPJ2UwXtnpv+pcBsNi49CMFNtY2mBxx/noiUiYyNI240U21A1jIBvKI52VTnjnhFRo6vHYMM7FDrm48zBs6IF1PSbkohbE0mIQD8fEs5PKyHlPa1lFWN9jjGSDoV5MJyX3ox5xxzvH5djPWO9eH2C8yAYfYAxkQ2lksnBkVmb1KcswrtfM3g652DkBYwk4aQBazaXsKsmMJEiOxWWQiqVBI4oknWEIWomXWS3apQEFJ/TUscEGwyIlnYXtw9IH1rpPfmQU3naDrCj1tcIFK9zbd5flRR5sa9x4akNDY6wKw8JkNQzNSNJEPC0e3G4f6Go6Qy5uOwgnD8BAEywt1ot0VrxQYwk4OiPGMUrk9lpD0F4gnMX+HXaMi/doXXctW20wGB4fFwO1v8YhZ4+OwttvkHjnvhb44t1w1lJxYLhBJCj9+9CsyL4ZDDXGGMiG/GgNR2fF8JlNiWHsx8SP7qh4O+8egvXdYqAZb0NxsloM4smkTIDGE+IhDipoC5U32Qgo6G+Bx0bl86ZUrMFQG4ZmRDloSY2N48fG4O03ilrGp7ZJ/PNbrofvPwIvO9m943RH52KRTb9uqDHGQK4ApdSFwIuAbcAKoBUYAvYBNwK/1lrfXLcGVoPWMBqXTmkqKUax38XmI0GRlds1KYaeCbk4Hmdi3ZFZGI1JcqVCDOK+luriB4MB8WA9PCrPTdygweAtsTQ8aJWSrmX8/44xCatoDcEnt4kc22A7bFsN//MwPHmtex5f24t8dBaWmT7FUFuMFVEGSqkB4MvAX+f59xrrcSHwDOCM2rXMJcbilpRaAjrC/jeMnQSUeFEmE3CrFXLRSO33glhaJjnDs3A0JrHjChnYejyQ4wsGxJO8/ahI/pkBzWDwhqyGB4dlxaaWpaQfH4e33iAym5/aBsva5/73mtPhL4fgS/fAv17k3jG7o7KSucR4kV0nlYF9k7Cm26iF5MEYyCWilBoE/gDY60cPAT8FHgWmgX7gFODp9WhfVUwmpOMbjkF7gxnGuXRZIRf3DEm4xfpFFHKRyIiHeCQuccSxtHiWonZiXQ3OQzAgyTr3DYsBvrS9+GcMBkN57JkUh0Yt++qd4/DW6yVR91PbjvcSL2mDl54EX7tPpDjPW+7OcSNBGaOMF9ldMll4YBgOTkNSw9a+erfIdxgDuQSUUgr4AWIcZ4A3Al/SWmcLbL+6dq2rgumkGMZHZ8Wr2Az6mTAXcrF3UgqLnDwAbeF6t8p90lnxEI9bShPTKUCLRFJbSOID60EoAH1RuPconKEae8JlMPiNMSsEbqCGcce7JsRzHAnCpy4rHEL1vE3w212SsHfmUve8212WF3lpu5H1dAOtRYFkJAYrO2DfhGhPmwnIPBaJa61qXgNcYj1/i9b63wsZxwBa6321aVaFzKREFujPB2VmvqStfsaUVwSscteJjHgzhmbq3aLqyWr5vfZNig70DfvgriPiTVLI9x1okyXJcJ2VRsJBiY28d0jinQ0GQ/VMJ2V1rCtSO0Nx94R4jkMB8RwvlF8QDsLrzxSv5A8eca8NkaCoKB2ddW+fi5md43BgSsYMpaC3ReLZp5P1bpmvMB7kIlje4zdbLx8HPl/H5lTPrnHxGkeCErPb7MUdOiMScnHvUVibkOIijRJykcrAbFqM4pE4jDkT68IS7+vn3y8SFGP97iE4e1Ding0GQ2XMpODOI9AalBjgWrBnQtQpgkqM45WdxT9z9jK4eBX890OSsDfoUphVV0TGriVtxotcDfsnxUAeaJsbP8JBCcV7YBjOWWbikS3MWSjOxcBG6/n3FvIcNwRHZiwt4xpnPtcTezKwb0o8rjOpercoP/G0LHntHBNt5xv3i6d4xxjEU2JgDrSKWkRrqDF+v4gV/3zXEclGNxgM5TObgrsOW7rkNQoX2zMJb7lBjNFPboNVJRjHNq89XSbyX77HvfZEQ5JXYbzIlXN0Fh4alTEkd5LREZGx8bHR+rTNhxgDuTiXOJ7fppQKKKVerpS6QSk1rJSKK6X2KKX+Wyn1lLq10rAwyhlycVAmCvXEll0bmpUyrTfvh1sOwD1HxJCHOWO4r1UGxUb1mkRDkvx51xGrAInBYCiZeFrCKgJK7qNasHdSPMcgxnG52uaD7fDiE+HmA3DHYffa1RkWL3JWu7fPxcJEAu47KqFvhVZR+1tg/zQcmq5t23yKCbEozjmO59PADUCuho0t8fZCpdSPgKu01maa60fskIv7hkTaZkNPbZaTMlkxiKeSohYyFoeM1clHg1YJ5yaLA3fSEpJJwZ2HZQmv2WLeDQYvSFiKPOmsrPrVgn2Wcay1JOStqbDwz19vgd/thn+/G776FHcS9qIhmJwV6UqjkFM6MylxvnSEF/4dlBJN/AdHZDxa5P20MZCLs8zx/CvAZmAc+E/gbiCMeJlfaj3/ayACPKemrTSUTiQocWz7p0QB4pQl7ntmkhnplCYSYhA7wwtaQxJP1yix0G7RGpZqfXcekZjkRd75GgwLYk/kE+naxe/vnxLjOKsl5nhtFVUxI0H4hzPhnTfBjx+FF53oThs7I6JoMWBikUsinpZk6VCgtNj1UEDGqPuOwhOW1T/hu44YA7k4PY7nm4EdwGVa6/2O97+plPoK8H9AF/BspdTfaK2/n2+HSqlXA68GWLNmjSeNNhTBDrmYTsJfDsIpA5Unk2gtsXEzKRhLwMisJNehxQhuCfk/oa5WtIVBpyTc4pxlzSm/ZzBUSzoL9x+VPqW3RsbxgSl48/WysvWJbbC2u/p9nrscLlwJ330QrljrjpRoS0hiaY0XuTipjFxH5a5AtIclMfyxMTixf9GOXYvMhVURuefo6hzjGACt9W3Auxxv/VOhHWqtv6q1Pkdrfc6SJUtcaqahIjoi0B0RT83Do9KRFCOrxbA+PC1Zvzfuhz8dlBn34WmZgduSa70tjZNQVyvaw5IVf/eQTCwMBsMcGcs4nkjWzjg+OC2e43QWPn4pnOCCcWzz92eI+s5/3OPePjsjJha5GFktoRJTqcrCc/qisqJwqAkkUivEGMjFmXI8f1BrfcsC234DsCUSzlVKGdXtRiBshVwcnJIY2VwtyFRGQjH2TUo84A17JdFv+whMxCVxZEmrGMXd0dqWfm1UOiLieb/7iCwBGgwGMY63D0uOQn8NjeM3Xy/xzp+4FNb3uLv/Ze3woq2WKs8Rd/bZEhLv+mjcnf01G1rDo2NwNFb5daSUJIk/NLJok6uNgVycccfzOxfaUGs9A9jq6EFgnTdNMriO3Rmks3DbIZk5O+XW7jqSI7fWJgZxxyKMJXaLzoic73uGZHA2GBYzWau62VBM+qJacMjyHMfTElbhtnFs8zdbYXk7fPEucTi4QUdE+mRtvMjHsXtSlEgGqpxkhQJSlfX+o+79bg2EGdmL4ywHNFHC9s5tXFynMtSEjogk0D082nxya36kOypJSPcOSVKSwbAYsT1+B6erN2pK5fCMGMextHiON/R4dyw7YW/vFPzkMXf22RoSz+aI8SLP49C0TBzcKgTWFhYHxiOLbzJiDOTi3Od4XorB69ymFIPa4DfCVmGRnhaRFTJ4S0+LFEK4b3F6KQyLHK1FlWHfxFzpX685YhnHMymJOd7Y6/0xz18B5y+Hbz8oyj5u0BmBxxef4VaQkZjkxfS1uOvI6Y2K4X1wcekjGwO5OL9xPD97oQ2VUu3AFutlCtjlVaMMhqait0Viv+2Ma4NhsbB7Qh7O0r9ecmRGYo6nk2Icb6qBcWzzujPl/v7Kve7sz/Yim1hkOQ/3DkkhELe1/ZWSWOaHR2Fy8VRENQZyEbTWe4A/Wy9PUkpduMDmL0e0kAFutmKSDQZDKfS2wLgxkg2LiL0TlqZvntK/XjA0K57jqSR89FLY3Of9MZ2s6IAXboXr9krugRt0hI0XedaSzmwLeZckHgxAewjuH1404XDGQC6NdzueX6OUWpm7gVLqCcCHHG99wvNWGQzNRn+LZPA/OCwZ/QZDs7J/UuI6+11eDi/EUcs4nkjCxy6BrTU2jm1euFWULf79Lncmwq1h+U5ji9SLnLSqLYaUnAsvaQ1DMi3JpItgQmIM5BLQWv8R+LL1ciPwgFLq40qpFymlXqaU+k/gFqRICMDXtNa/ybcvg6HhOTID1zwAL/0VfP9h9/ff3yryRA+NGp1Tr8hkjZe+nhyeFvms/pbaqOAMW8bxeNwyjvu9P2YhoiHRRt49CT91KWGvMyy6yIvAaJuHXVAmmaldZdK+Vknw3D9VfNsGx2Qglc7rgQzwD0h1vbcW2O4LwJtq1CaDoTaks/Dng/DrnXDHYXmvvxW+uR22ra68CmEhBqxOOIAM5kY5pHq0hsmknNdD0/J6RafIb3VGTDGbWjE0I8vUfa01Mo5jEnM8FoePXiKV0erNE1dIGeNvbYfL1lQva9caFg/5WFzO62IgqyUmeCJRO1lAm/4W8SJ3R6GrgiIkDYLxIJeI1jqrtX4D8ETgP5GS07PW4zHrvbO11v+otV4cATqG5ufgNPznffCiX8IH/iTJRC85Cb7zTPj8FaCAr91XdDcVMdAix390kccXVst0EnZNwM37ZXJzZEakDLuj8vy2QzL5OTht9Ki9ZnhW1Fp6PUikysdIDN56vSSxfeQSOGnA+2OWglIi+5bKutd/tC8iL7LWIuV2eLr2xjHIxK4j0vTynMaDXCZa678Af6l3OwwGz0hm4JYD4i2+e0i8t+cth2euF6+P0+v1gi0i2/ScjXCqy2XTlRJP8r4Jmcpv6jVezlKJpWE0Jlre00kxxjrC0JWTwGOXoE2kZckfYLANVnbK/4zn3j3G43DvUTmv4RpU2xy1jOOjMfEcn+wT49hmVSc8fwt87yHpW6rtP9rCkoQ4nqhdie56sW9SnBVL2+rXhtaQFJh5eER+uybsm42BbDAYhH2TYhRfu0eW7Qbb4OpT4GnrRIIqH3+zFX67C758D/z7k9w3qJSSMuB7JiGopNJXE3bErpDMiFF0YFqMBLDKoJcwiEZD8tBaPnt4BqJBWN0lg3Cbx8k/zc5kQsosd4ZrU4p+LA5vuUGq8n3kYjjFZ8axzYtOhP/bA1+4C7785OpDTtotRYuzlzVvP3FkRpI7a6WZvRC9LTIp2TcJa5qvLpoxkA2GxUwiDTdZ3uL7jooR+sSV8Iz1cPZgcYO3JQSvOg0+civ832546gnut9H2JD8+Lu05ocf9YzQq6axMZg5MSwymBjpCcr4qQSmJR+6MSNGWneNy3vtaxFjujZrS6uUynRQJrvZwbQoPjcUlIW9oBj58ifsrO27SaiXsffBP8PPH4a82Vbe/9ib3Io/FJSnPT/dhX4sY7N0tcytSTYIxkA2GxciuCTGKf79HNFFXdsCrThUDt9yB5fI18NMd8F/3wyWrvJEaClie5B3j8nxt83krSiarxSN5eEZiEDNAS1ASZ9z0KIWDEt+oNcxa5cCDSpbGl7XXLmu+kZlJiec4GhRj0GvG4xJWcXgGPnQxnOZj49jm4pUyGb/mAUn4rdawbQ/LxO7sZa40zzdMJ0XOrStSmxCdUgkGZEJ97xCct0Ku9SbBGMgGw2IhloYb9sGvdkq8aTgAF1ne4tOXVh4eoRS87gx4wx/gvx+GV5zqarOPEbCqOT06Ks9XdxX/TLOgtRhbQzOwb1q8u5GgZJB77UlSSoyO9rDIw+2fkvjHrgis6RIj2k8Dtl+YTcFdh+U+q0WIyngc3noDHJqBf7sIzljq/THdQCl4/Znwd9dKQvBbz61uf8e8yHEpY98MxNJw9xGZCNdiFaJccuORmyR3wYdn2mAwuMpjY+It/sNeGbTXdMJrT4cnr3NvSezEfnjSWvjhI/D0E2B5hzv7zSUYEIPs4VF5vsKj4/iF2ZQoEeybEi9uyAqBCNVpKTMYmPPwxdLwwIgkUC7vkN+iy8jFAWIs3DM0N7nwmokEvO0GCbX5t4vgzEHvj+kmq7vgyk3w/UckYa9atY22EOycgDOjjX89JjNwn1V10M+5AL0tEua1dxLWNccKnzGQDYZmZDYFf9wrhvGjY+JtvGSVDD6nDHgzaLzyVJES+9p98N4nur9/m2BAPMnbj4pxtqzJjOREBsYso3giAYGAlWznM33X1pA8sloGxgPTYpistbzKLYt0eElYlc3S2drEZNrG8f5p+NeL4KwGM45tXnKSTOI/fxd88UnVrYx0ROSa/PNBMdYGWmuTHOk2mSxsH5bJaCPEVPe1iEOmJ9oU3vtF2oMZDE2I1iLe/qudcN0+8WKd0C16o09aK55HL1nSJqoW39wuCX9exj8GA1IQ4P5hWc5b6nKhklqTzkpi0YEpKewA0B4qTYGi3gTUnCGYzIh3H6TtqzpkoGySJdeipCxvXyJdGwNh0jKO906KcXx2gxrHILkLrzkdPvQX+OVOkY6shiVtc/KFCpEuXNHhfT/oFnZ/PhqvPOm2GIdn5Ny4VegpGJBVpHuPwvmNH49sDGSDodGZTsIf9ohhvHNC4tS2rZHY4hP7arvE+Pwt8Otd8KW7q/cCFSMUkGzue4/CmaqwFJ1fyWrx/tnJdlktXle3k+1qSSQog7nWMJWAu2YkPnmNJRdXi3CDemGX/Z1O1qaam9M4/uBFcE4TJKVtWy2rXt+4Hy5dVf0kw5YvzGqRR9s3Bd2O2PlaFGuplJ3jMmH2apIcT8ObrpPx4r+e5t4ktsWKR35wuLrcFh9gDGSDoRHRGraPyGBywz5Z1t3YA/90Fly+tn6GSEsI/u40+PBf4Nrd8PT13h4vHJTlvHuPwplL/V9mVmuYTsHRnGS7bh/JNrmBUrLM3RERw3H3uOjT9rXC6k5ZLvazcVIumSw8cBTGk7WpbDaVhH+5UfTBP3ChFPBpBuyEvVdfK6o4b36CO/t1rnLE0jKRCQUkH2Oww38Tt/2T4uwYaPNusvz9hyUMBeD2w1IMyi16LH3kPZOyitmgGAPZYGgkJhIizfbrndL5tIXgyWvFW7y5r96tEy5bDT99DL7+AFy62vvEkkhQlvXuHpIlZj/Fvmkt2sTxtJQZ3j8NsdScNFK9ku1qSSgwN3GZTUkIQlDByi6Ri2uUJe9C2HGiIx4uhTuZtozjXRPw/gvhXBcNGz+wthuetwl+9KjkTGztd3f/dux8Jgt7p8QQ7W8Vr3KvD8KBjs7CQ6OykuRVW47MSELkxavgwRH48aPuGsgg7bfjkRshfjoPxkA2GBqBh0fhfx+Fm/ZDKgtb++DN58iSpBe6w9WgFLzuTHj976WM7KtO8/6YkaAkst11BE5ZImoPGuuh5/9Fy5KrRv5m870GdFb+ZvXcZ3O313k+q4Gs9Vl7fMtqOS9dEWhvsFAQN2kLyyOThYNTMsnrCMO6LjGiGy2RKmvFiQ7FapNEaRvHj4/D+5/ovlHjF156siQZf/4u+MIV3qyuOBVZZlJwz5G5cKDB9troVucykZD8jR6PV5S+ep/0Ta89XRIjv36/hHSs73HvGMEA9ETk+5y3vCGTdhuvxQbDYuPa3fCp26WDecZ68aq42ZF5wdY+8Wz/+FFpcy3k2KIhMU7vP2q9oZmzUJn/nrL+ZS9f5ntuf1Q5ts/9rFLiDc27fePG3nlOMDDn6Y+nJVxIIZ68/lYxmtvD/tZX1loUYg5O18ZzPJkQ43jnBLz3AkmCalbawvDq06VC5292wbM2eHs8W+c7lZHz+/i4xP6u7hRjtRb3sm2kd3hcjvy+oxKW97KTZSLwrPXw3Qfhfx+Dt7gU0mITDUE8I4mSDRiPbAxkg8GvaA3ffUgqTJ25FN73xMaqXvbK08Tj/bX7pO21oCXUkJ6KRY39m2W1hGCMxua8/+1hMZh7WyScqDXkj4mH1lLVcd+EGFJet2nCkZD3/ic2t3Fsc/kaSTz+r/slFKAWknnhIPQH5fedTMCdM2Ksr+2S39krw9XWzQ4FvO2/Mln44t3yXV6wRd7rioom/u92iVSn2+EQ3VEJG9kzASf0uLtvj2miLAmDoYnIZOEzd4px/KS18OGLG8s4BvGqvfBEMZLvHap3awx+J6DEGOmzvMgDreKdPzQt18+fDsKN+2WF4NC0JKplsvVp6+4J2DXubRKVzVgc3nydKDB88KLFYRzDXMLeTEpULWp97M6IGJLhgIS43bxfPKGTCTGg3SKVkWs6k/W+j//tLvGOv/q0+Yb4lZskdO8Xj3tz3P5W2DEmk98GwhjIBoPfiKXgPbdIIt6LT4S3n+vvpeaFeP5mkff60j31M2YMjYut8DHQKjG+nWExUB4cgdsPwfX74I7DkrA2GhNPnNfsnRDv8ZI275eMh2fhn68TKcAPXdQ8ahWlsr4HnrtRPMmPjNanDbZ0oV0p7vZDcNshkWZMV9mnZbVcy9Mp7z3k00n4xgNw6oDkrjhZ3SXJnj/fIVrmbmOriNx/VFREGgRjIBsMfmIsDm++Xgb9N54NrzjVH0vKlRK1ZN8eH4ff7a53awyNTjAgXrYBy8vc3yITrz0TomJyy4E5T9+RGTEKsi56+w5MwSNj3ioM2ByZgX++XgrHfOSSxisf7RYvO1ni1b9wl7u/ZbnYRp6tt759BG7eJ57R6WT5+7Nj2I/GpAKd13znQQnVed2Z+ceUKzdLsaLr9npz/KgVHvXgcH1/xzIwBrLB4Bf2TcIb/mAJ/1/ofWJKrdi2Gk4ekEzpmVS9W2NoJpSSpeLeFjGaB1ql8MFIDB4YhlsPwQ17Jb5z7wSMx2VJuxIOT8vg3t/ivWb1oWmZKE8k4GOXwqkeVqX0Ox0RmWQ/PCpxsn6gJSTXWlcU9k/BXw7CnYdlMlPqStnuSenzB2pgHO+bhJ88Jrr0m3rzb3PWUinL/eNH3Q0hcdIdFSfQrnFv9u8yxkA2GPzA9mH4xz/KEvEntzVXnKFS8LozxDvxvQfr3RpDsxMOSvyobTD3tEA8JasYdx2ROOY/HxCN1qOzkhhYzCAYmpGy5n2t3hvH+6ckrGImBZ+4FE5yWQe4EXnyWplk/+f9EnvuF2ypuCVtEppw75CsYOyakOuqEIemxfM80FqbFcIv3yse3JefUngbpSQWeeeETCi9or9Vzs/wrHfHcAljIBsM9eam/fDWG0Qj9/NXuC+M7we29MFT14mU0MHperfGsJgIKNEKdyb/hQJW8t9R+PNBkb26b0iuzcnE/NjSkZhIY/VGva/+t2dSEvKSWZko+6X4z0KkszLRSHgYW6oU/ONZYhxf84B3x6mGtrBcWx0R8ZD++aAYzKOx+SEF9upGX42KktxqxUy/7KTiChVXrBVZux8/6l177FCVB4Z9H49sDGSDoZ785DH44J9gQ48Yx7XQC64XrzhVPC5fvbfeLTEsduzkvyWWwdwVkUSph0Yk/v/GfZKMtWNMvGndUe8TZXeOi3GcBT61TfoEvzORkMf6bpjwWFVkQw/8vw2itLBjzLvjVEsoMBcfP52UVYs/HZAwh9GYGM09NZhsgYQTffkeWNUJz9lYfPtIUM7xXw7JSoZXRIKiULN92NfJ28ZANhjqQVbDV+4RTconrpSl1FrofNaT/lZ48Va4+YC3S3gGQ7kEA6K5bCf/9bXIPXpgSoxnryv8PTYGb7le2vHpbRIL6mdSGRialXNz/gpY3yuxraNxb4979SlyzHon7JWCUuJNXtIG0aD8xncdET3vWlWM/NkOMXT//ozSJ3jP3ijSdj95zNOm0RWVsLudE94epwqMgWww1JpkBj70F/jhozKrf+8FjVfcQmvxHI2UqWv511tgsA2+dLevPQeGRY6d/NfT4r0x8/AIvPV6Od5nLhPJLb+itSRZzaRELuz0pRJaAFKieaBV/u8VnREpZrF9BH6/x7vjuE0kKBOvJW0S7lMLxuLwrQfh3GXllSTvbZEiLb/b5X28d3+LaIof9Wc8sjGQDYZaMpWUcrE37JPM7Nef6X3Sj9tMJUWaqL9VBvVydDMjQSkhu3NCSsgaDIuZB4alQl5nRIxjP4dYJTNiyAy0wXkrYFnH/ASzgIITB+Svl3rUTz1BStl/9d7K5NUWC994QOLCX3tG+Z993mYpEf3rna43ax4BJeEmDwwvnNRYJxpsZDYYGpgjM/BPfxRh+HeeD3+ztbE0jmdSMkB2hGVZ9eQBWQqeLHOQumSVeJ+uecAMcIbFyz1DMlnua4VPXwaD7fVuUX60ltCJWBrOGIRTBgqveEWDcNoSb6scBqyEvYkEfHO7N8dodB4bg9/shOduEs9+uWzogTOWwk8fq74YSjEiQQnp8GE8sjGQDYZasGMM/vEPEpLw0UtkCatRiKXFMI4E4JxlMkh2WiVRB1pBUV48oFIiVj+RgO8+5EmTDQZfc+cReNdNEm70qW2y9O5HYmnR9l3eIZPiUtrZ0wKbe8sPvyqHzX3wzA0SY7tz3LvjNCJaSwhbdxReelLl+7lys6wU3rTfvbYVojMijpbHx70/VhkYA9lQX7La/8kW1XLHYXjTdRAIwGcvl5l5I5BIz8WGnTkIZy+Twc9JJCiDZ7mxapt6Zan0J495my1tMPiNWw/Bu2+ClR0i5dbfWu8WHU9Wi4Gb0XLfb+0rLxZ7dRcsbfc2HvkVp8hq1hfu8q6wRSNyw37R7H75KZIkWCnnLZdr1EvJNyf9LSJzODRTm+OVgDGQDfVjNiWZ2y/8BXz/4eassva7XeIpWt4OX7gcTvB5djrMxRoms1LB69zlMogXCgdZ2VFZdbJXnCJLa0b2zbBYuOUAvO8WCU36xLbiurT1YDYlXuO1XWIkVdJGpUTPPai807rtikrC3v3D8EePyiM3GvG09KcbeuBpJ1S3r4CC522SCoYPDrvSvAVRjnhkn9gCxkA21IeZlMTfbR8WD+TX7oMX/xL+6z5vvQ61Qmv4znb4xO2S6f2ZyyW5xc+kszIwzqbhpAG4YIXERRYTs++MQHuk/MScvlZ48Ynwp4Mif2QwNDM37BPN8409/pR1zGRlSV0pMYw39Fan1RsNwmlLvY1Hfvp6KUL0lXt9Y1TVlR8+IvJ7/+BS8vdT1omX/kc18iJHgvJ4dLQ2xyuCMZANtWfaUnJ4ZBTefQF87nL44pPg7EH4n4fFUP7cnY1bcS2ThU/fAddshyethQ9dJBqrfiWThZG4DGSbeuDClZJNX2oHqxSs64KpCgaoKzfDsnb40j2+S9AwGFzj93tE2vHEfvjYpdUtfXvBdBJGE2K8P2GZeGfdoDsq4RkjHjk9AgrecKY4Vb69yBP2hmZl/Lx0tSRKukFrGJ6xXrTrj9Qo9KE15JvJjjGQDbXFNo4fG4P3PhEuXiXvb+mT1994uhiVv9kFV/9GBhWfBe4vSCwF77lF2v/iE+Ht53pfgatSspam6VgC1nVKwZI13ZV5jfpbIUj5Rq4t+7Z7wntJIYOhHvxmJ3zsVjFaPnKJvybLdpnoSBDOXy6hH27LTq7qlGREr1YGt/ZLOMH/Pib9yGLla/eCBl59mrv7fe4m+ftTjwuH+BBjIBtqx1RSND93jEtxjAtXHr/Nqk548xPgO88Q7+JfDsJrroV33CglOv2cjDEWhzdfL0l5bzxbSiv7UcbtWJGPuIS3XLhSKmFVUxAhHISVXZUJy1+8UoyHa7Yb2TdDc/GLHfCpO+CsQfi3i8Q75hcmElLJbGufJOJ55dW245FDAXEgeMGrTpOJx2JN2Lv/KFy3D/5mi/tygUvbRJrzV7t8qVXsJZ4byEqpLqXUO5VSNyilHlZK/Ukp9WGl1Aqvj23wEZMJMY53TcD7nyjeyoUYaIPXnA7fe5Ykcz02JsbnP/5REl38pnyxbxLe8AfYOwkfvBCetaHeLcqPs8jHBSvEc+9WFb8V7ZCqIExCKSmFOpmA7zzoTlsMhnrzk0fhc3dJPO+/XuSfapl2mejOiPQBq7qK5xlUS8TSR55OeRNK1R0V1YZ7j8L1+9zfv5/JZOGLd8OSVnjBVm+OceVmMY5/t9ub/fuUigxkpVSvUuoBpdSDluGb9+5SSq0B7gL+FbgI2AScB7wd2K6U2lZRqw2NxYRlHO+egPdfKHqapdIZgRefBN99JrzhLPHSvu8WeNXvRCGiEvUEt3lgWAz3eFpkm8r5frUiX5EPt5d6OyIyUFXiJdrUK8ukRvbN0Ax8/2H44j1w0UpxCHhdrrpUxuJipJ46IHKTbTUM9+iy4pGHPQq1eOZ66Uf+497F5em8dresyv7d6d6tUJzYDyf1S/+8iHJFKvUg/z/gJGALcJPWBdc0vgOsR0oJ5D66gZ8ppVZX2AZDI2Abx3sm4QMXllcT3kk0BM/ZCN98ulShCylRiHjZr0Wn0aulu2LcuB/eej10ReDzV8hSop+IpcVblK/Ihxes7ao8weIVp0rm+1eM7JuhgfnOdlHluWy1JCH7IQchaXmN+1tlgpxbJrpWrOwUyUsv4pGDAUnYG4nBdxfJStR0Ev7rfnF4XOaxKXXlZkmc/8shb4/jIyo1kC9yPP9Rvg2UUk+xtrON5+uANwHvA2xNpw7ggxW2weB3xuNiPO6bkiXGcys0jp0EA1KF7itPgQ9fLDG0X74HXvwr+OYDYpDXip88Cv/6J9jYK8bxio7aHbsYziIfZxUo8uEFfa3yG1XiZehtgb89Cf58EO487H7bDAYv0Rq+cf+ces2/nFedTJpbbRqLi3TjGUtF17yeoR5KSVhXOOiNU+OkAXjqOpEl2zvp/v79xncfkjHvH87wfsJz0UqJR65V4RAfUOnda6dJzmqt7ymwzdWO5z/WWl+htf6c1toOt5hGPMnPV0r5XCDWUDZjcXjLDbB/Wozjc5a5u3+lxOD+9GUiE3fKAHz7QfjbX0qZTS8labIavnKPLKE+caW/NE3LLfLhNqEArOmUsqGV8FebxMP05XsW1VKeocHRWrzG330Inn4CvPUJ7qtBlEs8LfkGg20Sa+yXctbH4pHT3tzjrzpNJgGfvVP6w2Zl/5SEPDztBCm97TXBADx3I9x3VHKCFgGV3sHrEM9w3qmEFZP8VMdb/+b8v9b6ceCb1stW4JwK22HwI2OW5/jQtGRunz3o7fFOHhAj/L+eCpeshp/tkNCLj93qvuxPMiPScz98VEI+3nuBP5JvKi3y4QWDHdKeSogEJTlz9yT80si+GRoArUXH+wePwLM3wJvOqa9xbJeJTmWl7z1xwD8x0DadETjR0kd2W3WitwVef6YYcu+52btKfvXmP+6R0LlXnFrdfso5P89YL+PdIvEiV3oXd1l/C00jzgB6ESN6l9Y6X1DhjY7nHqVeGmrOaEzUJg7PwIculuX9WrG2G952LnzrGWK83rRfkvnec7M7pTInE6LhfMM++LvTpBOut5eo2iIfXtAeFq91pbHIF66U5eBvPlCZbJzBUCuyWooa/eQxidF8w1n1mZTa2GWiV1tlovta69eWYqzokMeYB2FxT14nY8HdQyIR6pPCE65x2yGJBX7JSdWVK4+lZTJVqqe9IwJPWydKISOxyo/bIFQ6ihZzmTljlP9YYBtnpHdvhe0w+ImRGLzlehiyjOMzltanHYPt8Loz4bvPgpedPKcy8c/Xwa2HKvNYHJmBN14HD45IkuDfbK2vxrGbRT68YHVX5ZnktuzbdMpUxzL4l0wWPnW7rHS8cCu89vT69QkZawUJJKxqU68/kgMXQinY3CuJuV6oTjxlHbzrfHhoRFY0J2uYn+Il6ax4j1d2SEhaNcwkZZJSzgTieZvlevv5juqO3QBUOpra0e+F3IPbHM9vKLCN8+71YTUFQ1kMW57joZhUizq9Tsaxk+6oGMjfexa87gw4NAPvukkKj/xhT+nxb4+NicbxSAw+eokkCdYLL4p8eEFvVAboSkMtNvRILOfPdiyOZBtDY5HJwsdvE13Yl54Er6xjUaDppEyU1/eIceyXfIhSCAclV2I2XXlfsRCXrhb1pF0TMj55Vc2vlvxsB+ydEidCNZOgdFYcKuu6IVOG02hFh4Tw/XKnJIM3MZUayDsRo3aLUqrb+Q+lVCvwZMdbhQzkAcdzMwI2MsOz8ObrxID8yMXS4fmJ1pDMer/1dFl2y2j4yK1w1W+ks1noJr/jsHiegwH47OX184qDt0U+3CYYEMm3alRFrj5F5P2M7JvBT6Szkofwh70S/3nVKfUxjjOOMtHnLYcTPCgTXQs6I6KzOxLzpgre+StkRfPQNLzpOpG7a1TG4/Ct7ZL0Xqlkqs1EUsISu6NiKJeTMPm8zdK3/35PdW3wOZXeTX+2/gaBt+T877WIfJsGHtZa7y+wD2dk+d4K22GoN0dn52bmH73Ef8axk3BQlt2+9lSpdtfbIqVJ//ZXopuZG+/6u13icV7eDl+4XAagejGZkKVIr4p8eMFgu/QClQ56vS3wkhMlLOZ2I/tm8AHJDHzwT6J//trT4cUn1qcdkwnxGm/xuEx0rVjeDqs6YdSjMIizBuGjl8JoHN70R9HzbUSueUDihv/+jOomZVrLY5mVyL28Q0LaSuX0JbLK97+PNXVp70oN5G86nr9TKfVNpdSrlVJfBD7u+N81C+zjQsfzhypsh6GeDNnGcUI6n5MHin3CHwSUxOx+/nKRidvcC994AF78S/FWDs+K2P8nbpdQkc9cLqWv60UmK7JtJw14W+TDbVpDMFBFsh7AczfJkp6RfTPUm2QG3v8n+NNBSdD96y21b0NWWxUxIzJZXl2DMtG1QCmJm24JepdQd8oAfPJSCed403VSvKqR2DEGv9opUmtru4pvvxCTSZmU2CuQS1rLq0qrlCSl7pmEO44U375BqchA1lrfhRi/9p35EuDLiPfY3uc+4Iv5Pq+UWoLEKWvgqCX7ZmgkjsxI6MF4Aj52iZShbDSUEj3OD18ihUcuWCHyNS/+1ZzY/4cuqr+3diwuRny921EJqzshXoUWqS37tncSfmG6CUOdiKfh3TfD7YfgjWfLxK3WZLIyeT+hW0K9GrE/WIiwpY8c8ygeGUQv+NOXidfzzdeJ0dkI2FKCnRF46cnV7y+ZEY+9TVdEJlrZMrzBl62Gvhb43+aVfKsmYOk1wHfJX0Z6P/BsrXWhYJ9XMpek9/sq2uALlFK/U0ppx+PqerfJUw7PiOd4Kgkfv1TixxqdDT2iTnHN00Ui7pWnwtvPrX8m+HQSuqJSorUR6WmR0JBqBPufuALOXArf3N48meiGxiGWgnfeBPcMwVvPhWdtqH0bUhlJzD2xHzb01ldBx0s6IuJsGfVAH9nmhG4xksNBUV16cMSb47jJTftF1/kVp1a/ihhLS9xxlyOZMxiQVdJy1ETCQXj2Rgl/azRvfIlUbCBrrVNa65cCZwPvBb4KfB54GbBZa33fAh8/HUneuxH4dqVt8ANKqauAp9S7HTXj0LTMvKct43hrDSr41JIVHfAPZ8KLTqz/IJTJQiwjg2KjLqMGlCwHVlpZD+Zk32ZSUi3RYKgV00nRPn9gWEpHP2Vd7dsQT8N4UuI+V1W5tN4ILO+AVR0yIfCKVZ3w2cvESHz7DTL58SuJtIT+re8WZZ9qmUnmD9FY1l5+UZX/t0FW+ZrUi1x1CrzW+m7g7jI/86Jqj+sHlFJLgU9bL2eA9jo2x3sOTsuMO5aGT2yTmDGDd4wmYGNP4yfgLGmDR8fEI1TppGN9j1Rx+tkO8eBVG4NnMDhJZmRFbDJp/U3I31/ulGX4d18Al6yqfbtmUtK2cwZlNWaxsKlPVBamk971f4Pt8JnL4G03yArB+58oMnl+44ePwpFZ+OS26lVKbGm3/jwFZLqj0j+X0093RyUU8f/2iHe7kSQGS8CnGlENwxeAPmSCsB2JxW5ODlqe43hGPMfGOPaWmRR0hiWGt9FpCcFgm8RSd1XRgV59Mly3F75yj8SNGwy5pDKSjT+ZcBi7OUav8337ebyA56wlCO97oiT11ho7nOicJlCpKJdQQJLqbj0E0Yx3oW79rRJu8fYb4L23wLvPh4vqMBEqxNFZ+J+HZHLmhsToRBI2FpADjAQlpjiWhrYy4tuftwl+vRN++Tj87UnVt9FHGAO5QpRSzwZeAGSBVwOvr2+LPGT/lHiOkxmZxW7oqXODmpysFgP5vOWNqWuaj1Wd4gWphp4WKcrwH/dKqVU/ensM7pDJiuF6nEHrMHzzGb+zCywRB5XEb3ZFoDMKS9tkhebYe9b79vOuCPRERYu71ozGxEg5bamowSxGOiJwcj/cPywqC16FvHVHZVx7503wwT+LVv6T1npzrHL52n2i2//q06vfV1aDzsLSBRa6l7dLTHY5BvK6bjh7UCrrvWBL/fN2XGSR3nnVoZTqAr5kvfx3rfUdqt7xql6xf0oS8tJZ6UTW99S3PYuB0Ths6K7O2+o3uqMy0Ccz1VX9e85GUbP4j3tE29QvpbUNlZHOSnzv7YfgvmEphDCZXFjqK2AZurYR29cC67rmG79dDqO3Kyp/20L1zysohtYSe9vXIrKZfquQWWuWdUj89cGp/GEBbtERETWm99wCH7tVVhTqkYzp5IFh+ONe+NsTJT64WqaSEt+9UHGp7pbylCxsrtwsE4wb9vtncuECBc+UUqpma5ha6xtrdSyX+DiwElHreHed2+Ideyelhn1Gi3Fcz0IZi4VYSgzJNU12rpUST8NDI6KNXCnhILz2DHjPzfCLHfBXm11roqFGDMfEIL7tMNx5RDLnQwFRLzh5YL7x6zRwbaO3Ldy4SasLkdVSTW55hyQ/N8vqUbVs7IGJuLfxyACtYZH1/MCf4bN3ipFcD61rkGvhS3dLX/lCl4rR5Eq75aM1JPdaIl3eyskTlsGaLpFJvWKN/yeiJbLQGbge0Sn2Gl2kHb7Cmji82nr5eq31VD3b4xl7LOM4axnH65rMYPMjWQ1TKelsmtEzOtAqIpBZXZ2Bc/5yWdL71oNw+dqmSwxpOjJZWba9/bDElD4+Lu8vaRUt1XOXi4xfOcu6zUYmK57jdd0SwtaME4BKCQVk4uR1PDKIUfiBJ8JHbpVQrnhGPLi1Nviu3S2Jze84z50Qm1jqeGm3Qixvhx3j5RnISkks8mfvlJCY03xcUbcMSjkD5k61UEq1AF9DzslPtNY/q3OTvGHPBLzlBnn+qcuMYkCtGLUGyGbNVo8ExTt2dLY6o1Yp8SK/5lr41nZ4w1muNdHgEmNxMYhvOwR3HJbEuYCSxKtXnSpG8QndTeNpqopURgoubeltvpUjt+iIyLVz35Co4nh53YSD8K7zIXr7XGnnV51au2t1JgX/db+sqFy+xp19TqekKmwp9LVCdrz8Yzx5LXz9fvEiLwIDeS+leZD7mZM3s6+gFDABJIBOwGlh2fs8AFRRPaAuvA/YDEwBb6hzW7xh14R4joNKpNzWGOO4JsTTUlBjXZOf75UdEk9YLSd0w7PWSzzy/9tgVjjqTSYLj4xJ6MSth8T7BRJLe+FKSTg9a3DxqTEUI5GWmOtTl4jsmKEwg+2wutv7eGSQ8Ja3nite1O8/LP3zP5xZG8/+9x6UCea/XuSOUZ6yvO59JTpe2sOi3pIq01sfDUnc9n8/JKpXKzoqa6+PKGgga63XFfuwUuo1wGcQw/gx4CvAb4BHtNZZx3Z9wLnAi4EXIQVKdgMv1lrvr7z5tUMpdQbwFuvlu7TWB6rY16uxwjTWrHFphugGO8fhrTfIktanthWPVzK4g9YySJ492FQZwHnpjEB7RAachZJFSuGqUySJ5cv3wEcvMd7IWjOREO/wbYfEWzyZFAPixD54+SniJTbhAoWZTYl38uxl0Nukq0Zus7FHFEu8jkcGuW7/6SxoDYoWcTwN/3yOt7Hh+6fgx4/BU9e5V4RrIgmbekpvt1Kwoh32TkFvmePRszfCDx6BnzwmE4oGp+IRSin1T8wVyfgY8B6tdV6NHa31KPBb4LdKqY8DPwUuBG5USp2ttfZ1QXSlVBD4L+R83Q58sZr9aa2/ilQe5JxzzqlFnHdxHh8Xz3EkKDHHxjiuHWMJWN0lS1vNjlLiJX9gpHoDuTsKLz1ZDORbD8H5K1xpoqEAWS1FM247BLcehodHZD2wJyrG8HlWbHgzqa94xVRSzue5y41XvRyOxSMfhEiVijiloJRIrLWGJZwrkZGKil7liHzlXggH4JWnurM/W5FisExvbn8b7KqgfPRAK2xbDb/dBVed3PDXdkUjlFLqJOAT1ssvaK3fUepntdYPKKWuAO4F1gJfBl5YSTtqyJuBs4A08HdO73hTsGNMPMctlnG80hjHNSORlnCW9YsoRKC/FYLIsny13phnb7Bk3+6VggrNmNxYT6aSojRx2yF5jCdkvXBLn0xOzl0Om3uNl7gcxuISTnX2ssWrcVwN7WGJR773qLf6yDZKwctOlvHxq/eJkfyeC9w3zu84DH8+CH93mnvOkqmkhDpEy2xrZwRCqrI++srN8Ps9YiTXSwXEJSq9O19tfTaBxOWWhdZ6j1LqP4C3AX+llFqqtfZlMXSl1Ebg/dbLz2it761jc9znsTEptdkSkrCKJogbahi0lmXqMwYXl95pOAgru+DQVPUJieEgvPZ0ePfNUob6Sh/JvmW1LAVPp+T3bQvJfeZnY1Jr2DkhHvnbDon6RFbLgHnOMvESL7ayx24yEhOP+ylLFtc97zZL22FtAvZNVScbWQ4v2Cr37+fvkv7mAxe6N8FJZ+FL98j4+1eb3NknlCbtlo+Akpjvo7Plrwht6pUkvZ88Jt+lgeUKK/11n4Qsrt2vtZ6ocB83IgZyCLgE+FGF+/GavwVake+bVkoV0j0+zfH8/yml7HqV12qtb/OygRXz6KgYx+1h8RwvN8ZxTRlPwIpOycpebKxoh72Vdh052Ev7394uIvVuy75pq7JhSaWLHe9NJ49Pc1bIcm17SGTNWkNy/7WFxYC2n+d7v9X6TLv1nlvx6jMpuMv2Eh8WIw5koHvRVvESG13e6tBa9J+XWRrHZqWjejb0iINhKikTuFrw7I1iJH/ydviXG0U32Y0wgl/skLoDH7zQvYlTLCWTsUrPzdI2ODBd2Wev3AzvuwVuOQCXrK5sHz6gUgPZNv5mqji287M+Kn5+HMrxt9RQkudZD4BpwH8G8sOj8C83yM39yW3uVOoxlE4yI1fUxt56t6Q+dETEkI2lxGCsBqXgdWfA310L33wA/vHs/NtpLUlRTgN3MplTujiP0WvHixaiLTy/ctvy9vkFLjrCkMpKUtZsWv7OWAlaM9Z7wzHr/bSck1IyE8KBOQPaaTg7DfA263mr43lbWM7ZvUNiFD8wLMWA2sMy0ThvuWhxL4aY+FqQycrvu65b7nc/ryA0EkGHPnK1FTrL4SnrJGThw38RB9NHLqluUj6RgG9ul3vvAhfzKGbSpUu75aMrWrlu/fnLpR/88aOL0kBW1mNjFcd2riOYHqOWPDwqlcg6IxJWYeSFas94Qpahyo0NaybWdMEDR6s3kAHWdovc2y8el4FzNjXf+LUN38wClqddRco2dAesct/5yhbbrzsj7nsDs1pi02csY9ppOM/aRnWB94djMDs1Z4wniyhpru+G528RL/FJ/caz6TbprOibb+4TPXmjtOIubXY88pDkNtRq8nHpaum7P/AnePP18PFLKp9QXvOA3Kt/f4Z710cqIxPo3ioM91BAzmkliiHBgIRXfOkeSebd2l95O+pIpQbyXuBkYIVS6qla699VsI9X5OzPl2it389cDHJBlFLXAFdZL1+utb7Gs0ZVw8OjsvTRHRXPsTGOa894HAbbZAlrMdPfKh2pG8l6IIk0txyA3+x0lCuOimFyzMB1vO98ryPin5jQgJJJQ2sYie6qglRmzmvt/JvIiBzbYgzvqRVJqwDIqQMSWmHwhiVtMkHeO1m7eGQQ1ZwPXwzvuQXedJ3UDSi3T985Dr/aKcnGbmq5lyvtVojlHXDfUajk8n3aCXDNdpGte9fiMpB/hRjICviaUmqb1npnqR9WSn0ION96mQT+r8J2GMrhtkPw3lskLunTl5nBsR6kMpAFNvUZb1IoAGs6Lb1NF5K+uqPw388y59VJOAjdQVOOu9bYXv2zB02oSi1Y3y2Oh8lEbWUGzxyEj10C77gJ3vRHMZJLTXTXWjys7WGZ3LtFpdJu+ei2wiy0Lr9fbQvDM06QZL1Xn9aQ9kal04svIbG1Gokfvk0p9Tql1II9gVLqFKXUz4F/sd7SwH9qrSsQ3DOUzXcelCWXj13akBdrUzCakCQdI+8kDHbIMrRbGOPYUG+mk5DIwhOWG+O4VtjxyBldPKzIbU4ekFDFWFqM5D0lJh/ffADuGYKrT3HXqK9U2i0f0aA41OJ5S1wU57mbxMr76Y7q21IHKjKQtdZ7gX+0XwJ9wBeAIaXUr5VSH1dKvV0p9Sal1HuVUt9QSm1HtI+f6djVg8wZywav+dQ2MY5ruQxlmGMiIbqdJiFyjvawGBEzqXq3xGConvG4TNKesKx2ygoGoS0sxup4YuGkWi/Y1Curshr45+tFPnUhkhkpCnJCNzxrvbttqVTarRDLOyTXoRKWtcNFK+HXO2UC0WBUHKBixdi+EtFCtmkHnooU1vgw8ElEJ/llwFbmK0L8Bdimta5GCcNQDmFrNmioPemsKBlsMaEVx7GmS2JjDYZGZiQuZdTPXibGmqH2LGmTcIuReO2Pva4bPnOZeF3fcj08OFx42x89AodnRH3HTfnE2Sql3fLRE5UQi0p53mbxal+727Um1YqqfhnLSD4V+BkSWQlzChf5HgAHgX8CLtJaj1RzfD+htb5aa62sxzX1bo/BZ4zFJbTCDJzH0xuVyZuboRYGQ63QWgoqDLTAGUsXtzKNH1jXLX3KRKL4tm6zslOM5J4ovO1GCaHIZXgWvveweFbPHHT3+DMpWNfj7j5tCclKQ1dO7hfH0P8+WnvPfpVUPXXRWj+utf4rpGz064BrgJuB7cAO4C7gN4hH+WnAWq31F5quXLPBUIippCShmUIs+QkGRGmiHgOawVANWQ1DMVjVJdXxjExe/QkG4KQBmbjUOh4ZRBnq05eJUtE7bxKdZif/eb8o97z6dHePm8rI5KzPgyqXyzsktr4SlJLCIQemRSiggXDtbtZaH9Ra/4fW+hVa60u01qdqrTdrrc/RWj9Ta/1urfW1xjA2LCoyWZHU2tJnCgQsxGC7xO9Vs5RnMNQSuwDIpl7YYgqA+IrWEJzYL/HI9ehT+lvFSF7bJbKqN+6X9x8cht/vEe3xUtUuSmUyKd5zL67D/tbqvL+XrJL8mx8/6l6bakBFBrJS6i7H4wS3G2UwNA2jcdGjdKMcaTPTGpLkUZOsZ2gEkhmJcz15QBKtTF6B/1jaLp7P8TqtTHVH4ROXyuTp3/4sMbhfvAf6W6SEu5vYxutSjxLAO8LVhcGFAvCcjXD3kGg/NwiVepDPAE4HurXWu9xrjsHQREwnRb5nVVe9W9IYrO6EeB2WRA2GcrDLlZ+51H0voMFdNvXK5KUeoRYgjpGPXgKnL4GP3waPjMKrTnOneqgTN6Xd8qGU7L/SMAuAZ6yHlmBDeZErNZBHrb973GqIwdBUZLIykJ7Yb5ZeS6WnRTr4eg1mBkMxppNSBvwJy2DAaMn7nmhQKkaOx+sXvtUahg9dLOWpz1sOV6x1/xhuS7vlY6C1ukTqrig8eR38ca8krTcAlRrIB62/pocwGPIxloANvUYLtRwCSmL2JqvwUhgMXjGREE/aOctrW63NUB1L22FFZ/1CLUDK2L/nAjGU3XaY2NJuXofxdUYkATJThZH8vE0id/rzxigcUqmB/EdEtu1kpZSxAAwGJ7MpaAtJGWVDeSxpA7RJ1jP4i9G4xMmfNSiSV4bGYmOdQy28ZNYDabd8BAOwtE1KqFfK6i7xov/i8Yb4LSo1kL+J5Jy3AS93rzkGQ4OT1TCdEpkhNwXgFwstIVG0mDJeZIMP0FqUKvosjeMWUyK+IfFDqIUXJDPinfZC2i0fg+0SYlQNV24Wb/4f97rTJg+ptNT03cCnES/yJ5RSF7raKoOhURmLS1Z7t1mCrZhVnZA0apCGOpLJijE1HIMV7XDKgGTxGxqHeAKyjn7ED6EWbjPlobRbProigKpuknHmUql2+ONHfT9ZqcbF9S/AvwMdwHVKqc8ppU5xp1kGQwMSS4uHaV13vVvS2HRHZTm7AZbgDE2E1pKENxyTOPjlnXDuctjab1aDGo1UGqZmIZZjDDdTqIUt7TbokbRbPsJBSdarJsxCKSk/vWtCZN98TEXrRUqpPzpeTgGdwOuB1yulJoBd1vuluIG01vqKStphMPgGrWEqIQk8pppWdSglk4yHRqQzNhi8JJGWsCiNXG9bOqVUsTGKGxOtYSYmxlw8AdEIhCzvfzQIJ/XDPUck36GR9asnE1LaOlLjlY3BNtg+Ul0s/uVr4D/vEy/yWS6X23aRSgOqtiHdiY39XAE9iE5yKaic/RgMjcloAtZ0S0lpQ/UMtErvkNWNL5OXSEE6A23Rxh6Qm4lMVrzEaS1FELb2SxyniTFufBJJyGQgEhbrYjYGne1z996SNgm1ODrb2P11Kgsr66DD3ePCOYsE4f9tgG8/CPsmJXnPh1QzRVZ5Hgv9b6HtDYbGJZGGsJK4KoM7RIJSBavRk/XSGYjFIZWS5V6fx9w1NVrL9XR0Vv6u6YTzl8P5K6QIgjGOG59sFmbjELZ+y1BQwi2SORU6Gz3UYiYFfa31qdDaEpJY5FiVyXrP3gjhAPzkMXfa5QGV9ghGucJgABl0J5KyTGSSeNxlZQccnKp3Kyonk5WlXnt5N5mSQbklYjzJtSSWFoNCITJVK/rFC9boKxOG47Fjjp33Vyg4ZzQHLJ9go4dazKZgS1/9jr+iAx4Zk1yRSultkVCLa3fD1af4Ulu8om+ntf6m2w0xGBqSsTis6oB+EyvrOp0RaI9APN143j3bk6XU3OAbCsryrwJa/DcYNBWpjHiJM0B3BE7uF49breM1DbUjnZGY43BOXxEIQDot/2tz9NONGmqRzEh/WM8297TMVwiplCs3w+92w693wgtPrH5/LmOyEAyGSklmpPNd31vvljQnSsG6LphKFd/WT2gtnqysnp/opZQYyfGkPAzuktWSuDQ8K17jE3rgghXwhOWwrMMYx82M1hJrHAzk9waHgxBLihHtpBFDLaaSIiVazxWQ9jC0has/b+t7RPbtpzuqK2PtEcZANhgqZTwh4vNRM/B6Rn8rBKmuvGmtSSQl7jGfmskxIzkh2xmqZzYlXsCxOAy0wdnL4MJVooRiqt4tDpIpueeCBfpipcSgnI3NzwOwQy0apYCILe22pK2+7QDJEZlxwXlx5WaRVrxxf/X7chljIBsMlTAWh2XtIj5v8I5wEFZ2NU6yXiIl3uHQApMm20iOJY5PHjKURjIDI3ExjCNBOHUJXLwKTjTxxYsOrSWcaaF7Dgon7NmhFo1QQKRe0m756G+BjAuTinOXS3EoHxYOMQaywVAu9rLSJhNaURNWtIukkd9JZ8ToDQWLJ/3YRvJsXAZtQ3EyWZhIiLcpmYGN3fDEleIxHmw3SbKLlZjl/Q2UYM7Y91xu/GyjhFrUS9otH50RWSWrdnUvoOCvNsEjo/DgiDttcwnXMl+UUgo4BVgJdAMlZ6Forb/lVjsMBs8ZT8CpA42XONaodESkul4sBa0+XTI/plhRIAYyH8eM5Bi0txX3gC1GtJaqXbEUBJVUt1vWLjJTjaY8YHCfjJWYFyqxLw4EIJMnYa8RVC3qKe2WD6UkzOLwtPTP1fCUdXDNA+JFfuf5rjTPDaoe4ZVS5wL/DDwTqCQwRgPGQDY0BhMJkYqqZXlPA6zpggeO+tNAzmbFi+VUrCgVpSRucjoGHa3GSLZJpOeSMwdaYXMf9ERNlUrDfHKVYkohZCXsRSPzY5btUIuhGTFE/Ua9pd3ysaRVCn1US2sInrEefvgIHJ6p3uB2iap6G6XUh4A/Ac8H2ileFMQUDDE0LumsPDb3+dPD0Mz0t0qGut+S9WzFinS28tLESslnZ2L++361JJOV2P6js1LhbmsfXLgSTl8qRrIxjg1O7HjiUr3HNoUS9kBCLQIB/4Va+EHaLR9dEUmizroQO/zcjfL35zuq35dLVNzjKKXeAbzD2ocC4sAdwJi1iQZuAO4ChpgzhLX1uNX6/42VtsFgqCljcSlJW404uqEyQgGpfDbps2Q9W7Gi2vjXgDVoL1YjOZ2FkZgkIJ23QuTZVnaaMCZDfrSWe6WQakUxQkFI5knY86uqxaQPpN3yEQzAQLt4t6tlSRtcugp+u0tCqnxARQayUmol8D7rpQY+DyzRWp8L3GZvp7W+TGt9jtZ6GbAR+DAQs/4dBV6ptb6s0sYbmgCtJelmOCYZusmMvzomm8kE9LXAchNaUTcGO/yllZksQbGiHOwko9mYOyL8jUIqA6NxUaLY1CvJP2aFxrAQiaTEH1e6agNzCXu5440dajEWr66NbpHJinvRD9Ju+VjWLsWc3ODKzZJz8Ie97uyvSiq9uv4OiCDG8Xe11m/UWs8s9AGt9U6t9buB04Fd1t8/KKV6KmyDoRkYjUtW7sn9IpmW1SLfNDwrRvNEQm4+N5ZwKiWThWQWtvSbgbuetIclNtAN7c1qSWck7rgUxYpyCAYs71ieTPtmJJmBsQScvkSKeRgMxbCrVOZWzCuXgHWvxfIYwpt8FGoxmYRVXf6QdstHVwRQ7ji2tvaLB3+PC3HNLlDpFbbN8fwD5XxQa/24UuppwH3AGuBzwFUVtsPQyMRSsoS6sVeW0JdZ72eyUgkrlhbP7VhClCOyVnROMCBLYdFgdR6EUhmNS3KEKTpQf9Z0SaZ5PX+LjDVAB1w2jm2CQTHAZ+PQ1lKafFUjkszARFIqaQ341Dtm8B+2QevGvWcX7clN2IvYqhZDkohWT8dIWovUpV+JBGV1NZaW6nrV8uGLxfXqAyo1kDdZf/dqrR8vtJFSKqS1Ps73rrXeoZT6JvAa4PlKqTdorf0xZTDUhqyWLPVzlx+ffBMMiJRNR2RuWSmrxZMcS0vRiAnLaE5n56LbbaPZTT3U6aRk1K7sdG+fhsrpjcrvm87WJ2nL6XHyMh4wFJzzUrfVeYD2Alul4qyl/lQMMPiTdFrCmqr1HtsoBSogk9GOHHm3JW2yunmkjqoWMykYaPGPtFshlrfD9hF3DOSWkIzzPqDSq6wPsfH35PmfM4umFZgqsI9rEQM5ClwK/KLCthgakdE4bOguXc4loOTmawuLogGIsZLIiOE8kxJP80RcvFIKuUIjAbnhwmXo09pkshDLSBa935IjFivBAKztgp3jc9dBrdAaZq1JWS2KUoRyPMnNYiTHrPv17EGpemcwlMKxxLwK+vKFCAXnSlVHcgy8jb1w1CpMU48Qh1ha1Fy8QmvxoEfClSc8AnQ3531cqYFsB8flCwZ0GsQrgEcK7OOo4/mqCtthaERmUtARhrXd1e1HKTF+W0Iy0Npe3lRGOpbZlBjL43GJa7YJB6SziwYXNnxHE7Cxx/+z98XGYDs8Pi6dey2NxkQKUin3vFelYJfHjSegJdr4RnIsJZPOc5b5RuvU0CAkUzJhzDVi3SAUFOM7HJp/j9Uz1CKZkTHKq0mkPeGIJ2WlqrWl8j6mNQSdYXFWNZHyTKXfZIS5inm5HHQ8P4nCBnK/43mVlpKhYbDji89bLl7eVFqykaMuZq6HrTCLrmjlcc0zKbnhV5vQCt/RGhJd3Olk7SYvyZRVsasOXqRQUIxzFLQ0sMLDbEoG/XOWiVKFwVAqdmKeV/efs8Jea45BWq9Qi8kknNjv3eplLC5qIBHLDIwlxFhua5FJSLn9zPIOeGzMGMiI0bsK2JDnf/c6nj8D+EmBfTzD8Xy0wnYYGgWtxRg9MgPrOiAdh/EsoOR9pcRI9op8cc1azxnN00kxmO24ZoAnLKtNEqChfFZ3wt1DUAvhg3TWG8WKUrFLUieS1qpJAxqXMylIZeHsZWZFxlA+ccuZ4eUENRSU+zxfuIEdapFIQ7QGBuAxaTePDPJ4Ugxip8c8HJKJyPSsPG8rs7Jnb8tcbEGTUOkvfTtwBdCjlFqvtd7p+N/vgDRSX+UlSqmva63/7PywUurJwMsdb91aYTsMfiWblQ4tk5GQh0xGkutaQ7C0RRIj7DhOu1RvJbPWalA5cc1rrffjachoo1pRDK2tIhmh2huOPS3i7fc6NjCbFV1irxQrSsU2kuMJed1IRvJ0Uu6nsweNcWwon0xGrnuvQ5vsktWzcejMUY2YF2pRg75gMgmru7zJdUilYWY2f78dCEjeTjoDE9PSz7RGS1PSaQ9DS1DG+1rkaNSASt1jv3c8f6bzH1rrYeBHyPwnClynlPq6Uurvrcd3gV8hxrkG7tFaO73OhkZDa5nx2rGSU7MwOSMz0XgCdNaqn6jg5AFZ0nEuGwWsEsK5VY3qRUvIGMelMBuDyWmYmpFBrJYElCTreVlZT2sZLNH+SNJ0GskJn9wrxZhKyr1/jvEcGypkNi4OlVpMUEOhuVyDXJa0waqO2hQQSWe9KUqVyUh/XWw1LGSFKSaSMD4lHudiOsdKiRzddIP0TSVQqYF8AxKHrIBX5vn/PyPlpTVSUOQq4N+txwuZ81wnECULQyOhtdzAiaQYSVOz8piJiZGrkNlpOCQdTiAgyXKbegrLwBSqamTwJ4kkxJLi9c9kYWJKluxq+fstaQO0N8fUWr5PJltddrfb2EZyLO6fCWUhJhIysTh7mTvyT4bFRyolBmstY//DVsJevn5lg1VAJOGhDNl0UnIs3J5QZrPiuAqo0jzCSskYHgyKx3liWpxgC9HfJqtFTUJFBrLWOgP8NfBS4BNKqdac/x9Giolst95SOQ+AQ8DTtdZ3VNIGQw3JZmXJJZ4Ur/DkjNwwsaQYEAFlJcZZN1PuzHQyCf1FyjQHAnKchIceQYM7ZDIw7cj4DgVlImR7lNM18ia3hETRYsqDayaREgPUjzHo9jmfTRQfsOrFeFyWpc8alLAqg6FcbJWFWi/XBwKW7n6efiUSlKqvEyV4VCsllpaCSG6itXiO0eVP+APKUg7R0r9Pz8q4n4/OCIRU4f83GBX3XFrrG4r8/2Gl1BnAs4CnIFXzwohhfD3wA621T4qdG45hJ9NlsxJLlE7P7wiCgfJ0KFNZmVFu7i3+mVBIvMiRcPNWD2t0tJYOMqDmhx0oqxPNWLFrrRHJBvd6WXRVJxyZdXefTsUKvypGKCWFUmZj0N5WH3WNQozFxWN8+lKJEzcYKiFhOWC8kHUrRigo91YkdLxBOWCFWhz2QNUimZF7p9dFaTetxaGRyVYXxx0MWuW3La9+W8vxqjoBJU6LodmmkHH0dGqvtc4CP7ceBj+SL5lOY/n6LSNIVWGsTiTg5L7SpF8CCjLIzdfa+DdXUxKLL9zRBoMQsLwvyTR0tMrExyu6o+KhdCtZr96KFeWglLX8aRvJPphUjsUlfv/0pfUprGBoDmxZt1pqjjuxx758CXsgoRZDHqha2NJubvY9s3FIJt2ZaNhhF3ZF0UQC2q0+3m7z0jY4UKg+XGPhgx7VUFOyFEims5aMgpa6RChYfcWiiQQMts3JqpWCHV+ZbY4lmqYilZK43GLeSrsTBfEmz8S8+z2VgnXd7iTrHVOsqFFCkBsoK55wZoFlz1oxEoeuCJxhjGNDldjl3Ot5HwYdFfZy8SLUIpMVi8xNabd4Yk7OzU3sPl6pORvCTtTuisrkItv4scjGQF5szMbkcVwynVVVzq0OKZmR/W/oKW+fSokH25azMviDbFYmVOV4VoMBubYSydISPCploFWutWo65HmKFQ3WLdrhLjOx+hnJIzHojcJpS5tG4slQJ9JpcdjUO2zIuUKTzwi2Qy3GXRqr3JZ2S6ak7REPZTgDAfFMpzOidjEbE6uyv1UKAzU4FY0ESqkPK6WeopQqwzVo8AeW2Hq+ZDrXDqHlZt/SV1kMYjgos17jRfYHWouHUlG+8Wh7GgJKEjxmZt3/XSNBqeJUabKe1jIh85tiRTnYv8tsHVZfjs7KgHjqEn+EeRgaFzsxr9rVS7cIBiwd5gJ9y4Ze6duqVbWwlaGWu1T5KF2inJtbhKwk/ZjlDOmPSrJhg1Npb/YvwG+AMaXUn4zBbJjHRFL0EAcqXCqyBdtjxovsC+x44mpiiQO2NzklHajbaiUrO2TVohISVtKJG4oVGQ2JjFSOG0/AaFweI3F530uCAdEcr5WRrLVUF1vWAacMGOPYUD3JlBiKfpqohq3k8XyrM3YBkWpDLWZSEorohv5+JivGcTBQ29UwpeZqHATS4k32q8pOiVQbmBIGzrMebwfSSqk7EZWK64GbtdYup5gbfE0iDUEFJ3RXt59QUBIAWiL+6iwXG2mro3Mjhs32JtvlTFNpyYR2oxPvtMqIx9OlJYTa2PH4pXpaMpanJ50VhZbcsI5gANqC0BOFtpAkEEaCcl/snoSRJLSG5X9eEAyK92g2LskzXq4SDcdgRQds7a++kEo2a3nwazyoG/xDNiveY79NtJSS1bPZOHTm8QEeU7WYhb4K1SdiaThpoKpmAlbfasu51SnBMRCAjhbojsDwFPS0QjTSkPd1pWfw64jO8XrmdI3BGMyLm6yGqRSc6UKSjrIks+MJydA31B477tjtcJxAAMJKvEXJlBhy1ZYZVwrWdcEDI6UbyOkszOQoVuQzgG1VF8hjAIelNGs4INd8wcE9KgPpeAJ2T4hHORqEDg8krEJWudfZuExA3DaSbeN4ZaeEUVViHGezlnJOWlYn7ASfYBC62htyMDVUSTwh95off/tQUJQgUpH8zoINvbKaUomqhS3t1lOlcpMdnpLOiie33qzohIdH5f5OpsXZVW0/X2MqOota61cBKKVWIYbyZdbfE2hSg1kp1Q08FfmuZwEbgS5gGtgL3AJ8Q2t9e90aWW8mErCms/ob3SYUlOX9lqjxItcau7PV2ptkmVxvciQMba3VhTn0t0KQOU9kPjKW8ZtIw8Ts8XHHFRvAJRBQ4mHqjUqM/t4pGI5DRIkH3M2BI2x7khPQFnVv31nLOF7bBZtK0Da3yTgM4lRqvuc9GJiToEqlJU69o72hBlJDlWQyEr/q1wRPZ8Jed8fx12YkCCcPwF1HYEmZDgU3pN3sJONkqj660fnojgJWUSO7MmkyLRKu9U7ALJGqphla6/3Ad6wHSqnVzBnL24B1FDeY79BaX1hNO7xGKfU24INAPsuvx3qcBvy9Uuo7wGsaxfB3jVgaWoIycLpFMS1Kg3ckkrXpbAMBMUDTaSlX3dYK0Qq9DOEgrOyCfZNyLdpFahTimQIxcFuD0KKgswO6WtwzgEtFKRk8To3CdAr2T8ERqwRsZ1RClNwgFBRjNI5MMqs1OG3j+ITuhdVptJ4LmbBlsrIaUQhREAjKCkI+wiHZfjYm14Ixkpsf27hzU0XJC4J2kQzLaZNLf2v5oRZuSbslkuKBr5dudD5aQxJTbWvUh0PSD0zPyvOWqD8rlTpw9WxqrfcB37IeKKXWMmcsbwPWcrzBfL6bbfCIzcwZxzuB3wP3AMNAL3AFcCXiv3oJsFQp9XSrUErzk9GSZHD2UvcNDFuLMl1lkpihdNIZ9+KOSyVkdZ4zs5AMSdhFJasGK9phOikGcltYHhFL2zsaFONzNiZJeX4YTDrCsLVPJpaHpmHftPSQnRF37qVQUL4r6viqV+WQyUpYyIZuOKFn/n60tjzzaXmk7OqblsETDEj52XLaHE+KIW0KBjU/6bS/PJ8LYSfsFar2Wm6ohRvSbomkVZLbQzm3SlneBrsm5kIuAwpUUFYMpmcgGq3cIVIDvK6ktwf4JvBNpVQvcBXwNmDQ2sSfZ+V4NPAr4BMFSmx/VSl1MfBroAMprX0V8I3aNbGOTCSkWEOXB4OZXQhhNgFdPjBomp1jpaTrILMUUHOamse8yWUadR0ROGuw8P/jCTG+/GAcO2kNwfoeiesdmoU9kzLx7AhXF8+vrCXORFKet0TK30cmKzrHG/vEe6y1ZQxnZMk0nZ7z0AdV9THrdvjNbEyuiWgFbTY0BnYZ5AZZcj92Xc/GoSNPbkw5oRZuSLulrZAkv1b+7GmBzMT89+xwFa3nVipbIr408D0bJZRSXcClzHmPT2e+QeyvM7Ewb9Najy20gdb6JqXUO4AvWG9dzWIwkGdSsoyyxiX9xnyEHBWN/GbYNBuzVrGJeiZ5hIKgA+IVSSRlIHIjBj2Vrr2nRWs4eBT6e0ozTqNBWN0Jy9vFE7V7UhJf20PlqXM4sY3keEJ63XIMzkxWdI439cCyFtGyTmc4ZhEHAt4MzkrJqsLMrOWBNvd9U2JXcA00iIEMcxPOaIGEvVJDLaqVdstYSdSBoD8TG0H6rUhAJgK5K2J2v2SH2ISC0FKhCohHuNbrKKU6gUuYi0E+nfk6y84edAy4CUnUu86tNnhFMePYwQ+ZM5BP9ag5/iGTFVmtc5Z5H0sUDEAsBqE8CRIGd0gkJVHGDxnQyuFNHre8yVWFCNRYON9mahaOjMixt6wr/dihgBjJg23ivd09JX9bQxI2Ui72YBRLzJ3bQmQt9Y54EoZmYGMXdFsl4L0yiPMRUKCDUsq2u8Mk6jYbGUuz24vEvExGlFwqWTEpRrGEPSgt1KIaabespXUM/o7jVQqWtcHBGStpr8A24ZBcD9OWalLWH9+p4pHQMogvZk7F4gwKG8TjiEF8HWIU36u1WwXMfcWU47mLBdV9ylhCPEteSFXl4oxFDjdArFqjkcnIUqfflrlsb/Ksw5tc7nKsLVcXULX3tExYXcJsHI6OwdK+8j4fUOJlGmiVYgS7JyVRzpaIK7eMeyholdRmzkjOZOUcpTPyyGYgpSV06uR+kWuqF8GAeJimZo38W7MRi4uV4HZ/k83Co3tkgrdlnUgduk2xhL1ioRaJdOXSbrbCUFb7V/XDSX+r5FYUIxiAgIZ4SvofH1CRgayUug0xiO1fJ/cKnwBuZE7O7Z4mNYhzOcXxfE/dWlELppNyc6/wMLQil2BQdGu7fWbENTrH4o5V9QUfvMD2eGas2OTWKLSWqO9rl8nOZmsfnqO1tLe7wwq1GIKezsqSkZSS++2MJZLYs38KhmIS89sVKf13O2YkJxwGsVNhImCFtyTgjKVinNebUNDIvzUbqbQYl27fk1rD3sOyUhIMws79sPUEb2KciyXsLRRqMZWSyWe517LW4ixolKRGkITjoJKcimIKPUrJ6plPKvBVOh0/BzGulfWYAH4JvMX6X5/W+jla689ore9eJMYxwKsdz39Vt1Z4TToLySxs6a2tQRUMiJGUTNXumIsBu4yq3xNlgpZUUDwp5apL6URn45JIVo/YdVv3s7sTVi+T9/Yeqq4kLYhBfFI/nDsIy9ql+Mh4In8p3HzYg1A6I/dv2DqvwaDc25NJOKXfH8axTTgk53I2Vv35M9QX2wMa9CAReHgMRidg+QBsWCVjxZ6D3lwzdttj8cLbbOgVozDh6Ktsabf+ChaZ40l/JhkvRECJjN1s443b1axXWW4HZpHY2+8C39Va37WIDOJjKKWeCLzcehkHPlPH5njLeAI291YWC1ktISsWcvFdYt6QSs2VWm4E7Hg1kISxmZh4h/MRT9RXG9QOr+jukISe5UsknnZs0p39t4UlxOn8ZZLYN5mE0bjoPxfDll9zGijJjOzjVJ8Zxzb25CierHdLDNWQSImjw+2Y8ulZ2H9EQnGWDUg41qpBmUwfGXH3WDa2JGG6wGTdDrWYTM6NWZNJkXUsNzwikZyT32y0VZQlbeJUazCqMZBt73Er8Erge8BBpdSDSqkvKqX+WinlQnFx/6OUWgb8gLnz+R6riEqh7V+tlLpDKXXH0aNHa9JG15hMSDzksjoNoIGAzMATjTcb9R12bK5fJYIWIhhY2JtcD8WKXManRM/ZNtCX9kk85P4jhQfUSoiGpMz2BStEpziWljjlRKb0fSTSUrTkjKWVebZqgVP+LWGM5IYkm5Xfz21VklQadh2Q/JR1K+fu+SW9EtZ08OhcUpub2BPN6QVWNvpbRb5xLDEn7TZYZmjiMTm3BjSOwaoUSsM5tio1kE8F/hH4X2CEOWNZAVuA1wLfB44ope5XSn1eKfU8pVSZGSr+RynVDvwMWGm99SvgUwt9Rmv9Va31OVrrc5YsWeJ1E90jlYEs4rWq501qvMjVY8fmKho38UkpUdwIKMubbMUa10uxwkkyJSEW3Y4EN6VgzXIJbdg/5P4xwwFY1Ske5ZP75FyMxGC2iDEeT8NMWuKb3SoT7xVO+Tc3JxmG2hBLyF83Q/O0FuM4nYH1q+avhikFa5fLCs6uA96E5wWtwhcLTdo29EioxWi8fGm3TEZWngJBf+aIlEI4IHHYsca6ZysaGbXW27XW/661/mut9VKkzHIhg/kk4B+QMIwhpdQ9SqnPKqWeo5TqceNL1AulVAvwc+Bc661bgL9p2hCTiSRs7a1cj9UtAgEZ/I0XqXLiSYnpbAZ92YDlTU6kxZs8NTtXYKZejFvhFT05nqK2FhjslzjJSQ88WiAeraXtIr942hIp6zwSFw9xLrE0xDJw5tLCMkx+wy5XPTVbety1of6kM9LvuB3OdWBIwivWLMuvWBEMiuGczYqR7MXwHLIS9gqFe0WCcMqAJKqt6Sp9v/Yqn+2pbmSWtUG8jFUtH+DKGddaP1CiwRyw/vcG63/DSqk73WhDrVFKRZDvcLn11m3AM7TWHo16dWY8IRf4gE+WX4t1SIbCpNK1LyXtNcpKNgsoGQDrHVM9MS1eq3wSUMsHpLzqvkPeXr8BJV6bM5fCmUtEFm44LmFSWotnOZmR/3U1WLU621iYmjF9QCNgqy8ElLurOmOTMDQKA71SjKcQrVFZvZmJiUHtNrZnd6GEvb5WOHuw9FUapwJPvfszN+iKMldyszHwZEpSxGAeZb7BfIYXbfASpVQY8Yg/3XrrbuBpWmuXsm98RjIjv9T6Hv/EP9kdkolFLo+sQ4zdL7+lm9iFLOpJ2grx6CmgHxwIyGCdSMGhYe/bo5R4h08dgCcMSkzkWFzaecZSiQ9sREJBkaibMcoWvseuhOrmvRlLwJ5DEue/aoHy8jZ93RKTPDTqXqKsk2IJeyBGcqnylLMxCWtsFkdGNCh9Tbxxwiw899krpaLAALAEWAp0MKeA0XAopULAfwPPtt66H3hyGdX2GgttFQzY0icXuJ+wY5GNB6k0tMOYaPTlOj8zaYnidy+QiNPZDv3dkl0/u4DXyW06wrC1D85bDucM1qbIj5eErQJCsyYnwbc4Swm7RSYjGscBBSesLD02d+WghGHsOSQKN25ih0G4MWGLJ7wJR6k3y9obKg7Z9amJFXpwPnMlp88D8q0pNJz7SikVBL4DXGm99SDwJK21RxoyPmAiCSs7/BNa4UQpmWbFE1KK2LAwiWRjCcw3KhPTMrC1F7kmV1oSVHsOwdZ1tfXo1zuPwE3CIekDgoH8IS2G+hK3JM4CLhl7Wss9k0jCpjXl9WcBJfHID+2CnQek0p6bzoJgUHI7EqnKy1wnklYJ7hooVhwdlRjnWpHOQjQB6YUmJ1p02n1A1b2k5VE9n7mS0xcw3yDO9wsfAG5AquxdV20baoFSKgB8Hfgb661HgCu01h4ENPmERFoyb9f31LslhQkHZamtJdq4agy1IJ1pvrhjP5LVYvT2dhYf3EJBKSCy64As+w7216aNzYYt/zYTk+fRBg0ZaUYyWff7naFRSYJduVRWYsolEoYTVsCOfZIHsHaFu4ZoKCjfORIqf0xKpUUyrhZyboeOSohXoUqAXhHKSj+54Nfzh/+00lLTT2S+Qex0leT7ZgcRg/g64Hqt9Y5KjlsvlFIK+ArwMuutHcDlWuvD9WuVx2Q1TKbgrKUi0eJXlJX0EUsU99gtVo6VkvagcpVhPtNW0lh3gfjjXHo6JRTj4FF5boy7yrBLaM9Y8fXNtjTdqMzG5vpoN5iakSS7nk7RFa+Urg5Jlj00DO1tEpvsFgEFGcofk47JUwa8l3M7NCyPvm6RwavluLB3EvZMFU5WTGV8I+FY6bTuZuZiiPOd2UOId/h6xCB+rMLj+IUPAa+ynqeAzwHnquIX1bVa6xquX7jIRALWdvpfFxVkMEwkZEnL7epMzcBsTDw5EeM99pzxaRncukr0bCklXuQHd8Lew7BxtZnEVEogIKPS1IwYQCbOvr6k0hLS5Zb3OJmS1ZZoxB2jbtmArDrsPyJxyW46WEJBCfuJRkqbrGWzct0GaiBPeXhYvMf1MI4BeltgV2PoGVRz5TrP6mHmG8SPVrFfP/JEx/Mw8IUSP3cCsNv11njNbBpaglIOsxFQlihKPCHeAMMciSTEksY4rgVaS3npzvbyBrlIGFYugX1HYHRSkvcMlREMSDjR9Ez5v4PBPeyEYLfUcrJWMZCshk2r3HGEKAXrVsDDu2HXfth6gnu68McS9mZlsrbQObBX+LLa+xC4w8OyWtXbVR/jGCQxOBSQeGSfxBoXotLWHUEq5f09cKLWeoXW+sVWhbhmM44XFxkNsynY2u/7i3cexyR2GkuI3FMyGYlnq2e55cVELC5es0Lybgsx0CserP1Hji+bbSiPUFBWTJpV/k1r/3+vRFL6H7e8+PuPyO+5drloGrtFKCQqGKkM7D7o7nkNBmU8Wqh6nz2RSNdAzu3wyJxxvM7luOtyUAoG28TO8DkV/SJa6+VuN8TPaK231bsNNWMiAeu7G69wgFKyPBWLV5a40WwciztWjVuetNEYL0HerRB2GeqHd4oxcMLK4p8xFCYcmpN/a5bcBK2tEuaWpJ0dax2yksFqsTxfCtmsJevmksE3Mg7DYxJz3OvBqqato7zvsHhYly9xb9+hoBjA4QIJe7G4TCa8No6PjMDBofobxzYDrbB/ur5tKAGz7mqYYyYlyx+rKhjg/UDQ0kRNN0kJ5WqYjYsXzahW1I6JKehorfzaa43C4IAM0n3dlRnahjmaRf5Na/Ewzli5BKGAGFtZLcZVPDm3XSAgyj7B0Nx2tU7OjVkSXm5MzGfjEpvf0SaqFV4x0CPn99CwGMxdLt17ASuUIF/CXjwp73u9wndkZC6x0Q/GMUBnWBSystrXDhwfTDcNviCTFVm3LX2Nm9yiLA9KLQsv+JFUSgwDk8lfOxLWYFeqekUhlvVLYs++w3JPGirHln+bji28zO1n0mlJ3rKLz9jSYXaMaygk3zEcklh2OwY7FofJGZm0jU2KLNp0TPqFVFq8vF6EaaQz7vU9aasYSCgoKypeGnZKwZplMpHaddDd6yWcJ/wvlZb4ZK+N46HROePY63NYDsEALGn1fZiFa+4lpVQHksx2FlI1rxtQWutXunUMg4eMJWBTT+NX1goF58qaLkbvaTYrwu+hJi0l7Vcm7PCKKg3kQEDiLB/dI5nmpZTQNRRGKTFQpmegq7NxJo2ZjEz0kykxJkothqGUrKQ5v6Yds5xKQSLLsfz6AO6Gadjlkd3wWGstMcGpFGxaW5u+PBCA9SslaW/nfti81p2QFTv8bzYm4X+2YoXXffTQqIRr+c04tlnSBodnpLayT3GjUMhK4L3AS4AW578Q0Z3jDGSl1B+AE63/b2sCGbjGZiopcm4rfHyllkMwIJ1RsezhZkNr8Uoo/BGLuJgYnxKZwUqrZznpaJMl36FRiRlslhjaetFI8m9Zazk+nhQD1g0Po61DHIB5lrPWhcM0bKM5GJBHKUav7Zhwo1Ln4WHxmq8elPuhVrREZYK664B4Xlcvc2e/tuMmnhQPu9fx4kct47jbp8YxSJ6TUnLN+bF9VBlioZR6FnAfohHcigzN9mMhvgMssx5XVdMGQ5Wks5DKwtY+X8cClYWdPewTsfGaEU9KmdPFHn9da9IZSYis1nvsZOVSMY72HvK/YkEjYBvFdiEXv5G1Ks6NTVpJW0Hvq6ktFKaRscI0pmZk8ncsTGN2Lkwj4wjT0NpKzHPBQz8xPVfEYsDFAh6l0tslCYFHx2B0wr392gl7aG/1+o+OimRkd4d/jWOQAmS9UYj5V3mqYgNZKXUF8COgBzGIU8AfgM8Cjxf5+PeBmPX8OZW2weACYwnY3AutTWZUBYMwE188xkUqbUpJ1ws7vKISebdCBK0y1LGEJNkYqicUFIeAn+TftBaDc3xK9MptQ7WeRo0dpmEbzJGwFQ7AXD/jNJwnp2XiYXufqyGRhN0HJGF1zbL6nYeVS2XlZu+huaTDagkEJIbcSwfG0TGHcbzK/06vZW0Qz3Fk+WgCW9HVrJRqAb4B2OuJ1wIbtdZP1lr/M1KKuSBWdbnfI7fcSUopD9NTDQWZSkig/LImLK4RDIiHo1GTc8ohmxXPjlui/IbymJgSY6Ktpfi25dDTKY9Dw3NL4IbqiDjk3+qJtkIbxqfEYA8FpW1+vX/tBOhQEMJhy3gOyWutraIPVXpFs1mJ/QVYv6q+YWJKifc1EJA2ZVzycnr5+w6PSXJvl+U59rtxDNAdnavJrLVMwIJBaHW5L62QSq/AlwOrkK92PfAMrfW+Mvdxq+P5qRW2w1ApqYzUi9/U499OuVpCgTnN0GbFFprX2t+xlc1KNitqAd0exbuvHpSBzoRauIct/xZ3yTNYDnay3MT0nE55JNy4fbDTcK7mO2gtcm6xhEiRRX2gwx8Ji6GZSMIen99/w2Ny/rraJdGwUXJQoiHoCMFMUs5vR6s4GnwyllXaimc7nr9ea12JT/whx/MNFbbDUAkaGE/C1l5oaeIl+YDlRU40sRc5kRSPmAmtqA9Ts2Ikuxl/7CQcluXe6VkYcTEe0m9ks+JNrcXyqi3/NlNj+bd0GqamZUIFYoA1iiHjNcPjEu+7bMC7e6kSOtthxVK5No+O1bs1+RkedxjHdfa8l4PtMR5ogbSSZEyv4+7LpNIzeYr1d4fW+qEFtyyM82rrrnAfhkqYSMLyNqlm0+yEgs3rRU5nTNxxvZmYEi9gp4dhSv09MngcaNIy1Kk0PLZXlrIf3DkX0+0lSknfMDXrfXn6dEZidiemRTXCToQzCDMx2G8ZeMsH6t2a4xnskxWi/UdkouonRsZldamzwYzjTGZO8WTtQP3j7gtQ6dkcQPyQ5YZVOHG6ChrkV20SIgFY3+PLC9J1AgHxSiWaLIbzWCnpGlfJMsyhtRg9XR3eDkx2EYOslhjDZmI2Dg/vkr8rlsh3fXyfGMtee3cDAanmNeWRskUmK7KLE1NiJEfC3qoXNCKptPzW4TCs86niglKwdgVEwyL/5pdJ6si4hH50tsOGBjGOs1a5dJT0mx1t0BkRkYCk/9QsKj2j9jSqGhekMzHPpGnXitYwnNgH0UXUUYdCMgD7KDu2amatsrNmwK0fs3EZLGuxJNwSleXn8Sl5NANjk/Dobnm+ZZ18vxPXi6E8MQ0PPi4KHl6u/gSDgBYj2a3j2JJtE5MS3hUONU6BklqitShWpDPi/fTzOQoFRRUinZE213tFcmSisYxjO5wikxF1kO6OuZVPpaQGw4z/QiErPauHEQWKLVUc+3zH871V7MdQDlt6oc8fGaI1w87mbZZY5ETSkoTy8YCyGLAN1e4aFdgZ7BdDed9h97Lq64HWUiVw1wHJVt96wpwCSECJoXzSeuhol2IND+3ydmk7FBIVhunZ6gwfrSXJzJZss/WF/egV9QMHj0qIy5pl7ivAeEFbi7R1albaXi9GJ2DPQQnragTjOG2FU0QjosrTEj3+nuhvhYz/wiArPbN/sv72KqUuL/fDSqkI8CLrZRq4ucJ2GMol5PObySvsWORG9yJnMjAdMwOvH5iYthJLajRRCSip8pVK13eAroZsVkoI24UgNq3JH0Mfjcjgv36VXPOP7hGjwKviP7b8W6wC+TetRYZvfEo+73fJNj8wNimrAwM9EmPfKPT3yOPISH1WckYn5P7paIMNq/1tHGezc6XSuzvFc1yovR0RCClZFfURlZ7dnzmef1wpVW5tyQ8Cy5E45mstXWSDwTuUkqutHtJObnEs7lg1hsZlM5OwSsa6WRykFNpbYUmvZNT7LWGoGMmUGLpjk6IMsHb5wgO8UnJ+T9og3vORCdi+U7L2vVjiDodgtgz5N1vLeGJKYo0DykxcSyGekPCAthZYNVjv1pTP6kEpZLLnYG1zW0YnG8M4tsMpstqKMW4v7kQIKBhsh2l/rfJWdIa11r8E7rBengn8XCnVX+xzSqmgUurfgLc63v7XStpgMJRNOChLoD6bpZbMbFza7udYvcVCrcMrnKxYMleGulFWRGZi8Mhu8bSuXwXL+ks3JIMBkbo78QRojcj3fnSP+8U+lBLP70yseCJWKm1VkJu1Pmck20oiYxUDCajGUl1wEghI20G+Sy3uwbFJiX3uaBXj2K8qKOm0PFqjMrmNRkq/z5e2SX0GH1HNWX41YAk68hTgMaXU55RSz8Yh26aUeoJS6llKqQ8hJajfgcQva+BzWuvbqmiDwVA6SsmjkbzI9mx8clrabYxjfzAxLbF09ShoEAxKLGQ82RhlqEcnxKBVCrasrdzr3toCm9aK5zmRFPWL/Ufcjce25d8mZ/LLv9mSbZPTcm8aw7h0tBavazwpihWRcheefUQ0IgVNYgkp7ewlY5MSr9/eChvW+NM4tqvWhkISTtHaUv5KSldUJk5Z/8QiVyygqrW+Ryn1POBHQBfQA7zeetgo4C85H7XP2g+AN1d6fIOhIkJBMTRbIv5WgNBaBuNYTGbVwUBjDyjNRDotnsNlRRfNvKO7E3q74PAI9HSJx8ZvaC2x0kdGZKn1hJXVa3YrJTGg3Z1wcAiGRsWAWDUohrcb4Q2BAAQtZYtuS8IvkxFjKJGU1+ZeLJ+hUVl5WbFENI8bne5OCf05MiKeXS9iqZ3G8UYfeo6d5aG7Oqq7v0MBGGiDsbhvQgirOtta698DZwE3WG8p5gxgbT1UzmMKeKvW+kVa11srxbDosL3IMZ96ke1StJPT8jhWWMDHxvxiwy5kUe+KX6sGxVjzYxlqeyn9yIgYDhsLJONVSigIa5aLPFwoKEbE4/vciwl1yr/NxCTOOGkk2ypmalYUSWyjsllYsUTUJPYedj/kZ3wqxzj20XVnG8bpPLJt1bCsHWI+0ZnGhQIdWuudWuvLgHOBfwfuRYqAOI3lWeCPwNuAtVrrT1V7XIOhYkJBGUi9rqBVDtoSUJ+wStFqjGHsV8anZTAoVZoqm/WmuEA4BKuWigE3PO7+/islkRJ944lpMeLXLPPOI9TeKjJxqwZF3eXBnSIh50ZcaCgk0lOJhJFsq4ZkCnbtt8ISljfXOVRKwkVCQfmObo0p41MywfSjcWxXwYuGC8u2VUp31DfeY6gixCIXrfUdzCXuoZTqBtqBCa31TMEPGgy1RinxvMXikmFbT2zDOJaQjicYNMu3fiabhalpkSgrdVBIZ8RVkNXud/593RLje2BIvDj1vnamZ2Vg11oG9q4aJDEqBUv7ZLA+MCQScqOTsHpZ9Uv54SDgI+Ok0chq8YJmsxI/7idDzy3CIQkfsqUI16+qzmAcnxJju63FX8ZxNit64aGA9DUhF1eEbCJB6G+BWX94kSvyICul/tfxWJdvG631hNb6oDGODb4kGBDD1Ctd1WI4JaKmY2JARcL+izFbCK39t7TvNVMzMuiXm2gWiXhT3EMpCTXQVhnqev4eI+Pw2B4Z0Lesq41x7CQSFkNl42pAw469Ypx5XbLaUJgDR2SFY+0Kf8bJu0VHm6xiTEzDkdHK9zNhGcetLRKW5AfjWGtI2rJtrXJfe2Ec26zo8I0XudJv+VxkEfig1nq3a60xGGqF7UWejdd2ILc9xnbp61BQZs2NRiIpHpP+btG0XSyMT8t109FW+mcUYhwkU/L7u73EHI3A8iWStDY+Jcl7tURr8dwOjcqKzAkr6xun29UhJauPjEgS48S0xIou6W2u5X2/Mzohet1L+2p/TdaDJb2ygnJwCNpbyl+dnJiGnQfmjGM/xLqnM2IYt0YklKIWii3dLdDhD433Sr/thPX3cbcaYjDUnFBQYqm8iA/NxVltyy720agSUekM7Ngn521otH5e+FqjtXh4utpL/920BhUQT1Bri3dx74N9YoTvO1zb2PpMRpLjhkbFQNi42h8DeyAgk4YT14vXa/8RkYWbidW7ZYuD2bgUA+loEw3rxYCyKl1GI7JykSpj5WJiWkKTWqL+MI7tKnihIPR0QNsCVfDcpjUEJ/ojkbPSb3zI+muCJQ2NTTAAszHvlqa1Flm5cUe1rUY1jEE6zp37pPNcs0y8C0Nj9W5VbZiJifFZTnhFNmvFsSJJLeDNtWYPzumMeHNrQTwpxT8mZyTed/Uy/3loWyJSWOGElXJuHtktqh9+StBtNtIZCRMIBeW81+uayGRqH3IUDEoMcjYr3uBSjj9pG8cRKb1eT+PYWQWvq10mOPUI8wj7YJJN5Qbyn5CFw61KqQYd6Q0G5OZPZ9z3gs4zjGONbxiDJfR/SGKm1y6HgV5J1jg61rjVCcvBlncrJyQnqyFoRbIFAuLl9apaVFurLGePjEustJdMzYixmcrIoL6k19vjVYNSssR/0no5P8Pj8ODjcp4WWwy919jFQBIpd3SvK22DvSqYStf+N26NSl7ATKz4ZHVyGh73gXFsn7NURla6ejohHPbfhLfGVDpaf8v62wNc6U5TDIY6EQzCTNydjjSbFcN4bFKWGe2iAo1sGNscPCrfa8USUU8A0TTNZMTYaHbGp0TztNxBzLm9XXnPq0F7+RK53vYe9q4E7tExeGyveHm2rqu/EkypBIOSSLX1BPkd9hyS7+FXTfRGxI75XjVYXpy+W9iGXjQsmsvtrfUxkvu6ZdJoF7LJx+RMjnFch8kEzMm2RSzZtlYXZdsanIpGba31jcB3ES/y55VSm1xtlcFQS4KBuVKZlZLNykA7PiWGcSgo3hOfZONWzfCYJD0N9MwX+u9okxjPIyPN7Y2LW1XUyi0Oopk/OQoEJOHFqyX+YEBCXxJJODzs7r5tpYx9h2X5dcu6+pTarpa2Fti8Vs5TLAEP7RRP32JYBfGSyWnRoO7tqs+Kgq033tYqD6UkprejzQobqPHvu3KpXGt7Dkn/4WRqRmL3o3U2jlMZQMmqWEdbY6ko1YBqzsZrgZ8Dg8DtSqk3KaV8vM5mMCxAyFK0KNfIy2ZFT3l8Sv7ahnEzzcAnp8Uj2dWeP850cEAGoNGJ/J9vBiqpnqe1uBByJ0ktUW8l8ro6xIN1eESuSTdIZ0Q2zVYl2OAjfdZKUEpChE5aL0osR0bgocflPjaUTyIJuw7Ktb2mDsVAMlnxhHa0He8BjUZklSOTqa2RHAjMaSLvPDA3AZuakSTnehrHtppSOCj9ej1CYRqAis6KUurr1tMxpHR0F/BJ4KNKqYcQdYsppKJeMbTW+pWVtMNgcI1AANIpiZ1rKcErZodSxJPiJQwHm8sotpmNW9JD0cIJN13tMjAeGS2vgEYjMT4l5yBaRl5yVsuEKfd8BAJyvhJJ7wamVUtlYrPnkHh6q/lN4gnxdiXTEnve3+NWK+tPOCQavf09MgncuV/i6lcNNqZ3vB5ks6LagBaDsNZeSHs1ZiF93khY/j85I8ZhrSZ3kTCcsEIM4n2HZTL2+D7pRza5XH69VOwwlJbInKfdkJdKf52rEbPARiO+kjBwqvUoB2MgG+pPKCget+gCyQm2YRxLyhWfzwBqFpIp6cyDgYU9hkpJ2MWeg+JpLbeIht9JpSXhZtlAeZ/LZqVASD5aIlLC2AtdZBBDYdUg7D445/WthIlp2H1A2rhpTX3iSmtBRxuceILEjB46KiWrlw/A0v7mCZNyi0xW7oeZWUnYnZmVyeD6VaU5F9wkmZbVv4724oZ5KCRG8tSMGNW1Sojr6pBr6dAwjE1YnuO19TGOs1n57m2t8ls169jlEtX8QoXObLlnvIkDFw0NRSAAmbR49lpyqj5lbI9xQjqVZvUY29j6tpmsxGsWK2Hc1yWGxZGR5jOQ7fCKcr+X1oU9WsGgDJSJlHcDZW+XhL0cHJLQkHK831qLYb3/iHjO168u7/ONiD3R6+2S733wqCSfdrZLLGlbq1UsoYnv+3yk0qLdPj0rhvGsI2ynNSre9+6O2hdcshPL2svQ6A1ZIQVTs6JcVKvwhmUDMJuAZFJ0juthHGeykLXCUMzqSElU+it9wNVWGAx+IRSUAcBWnshkJIwikQBU88UX50NrWTKNJcRz3NZS/DNKiZdy/xEZSJvJ0zgxBZFQBaVy1cJerZYoxD2qrgeyz9XLJAlt3yH5LUs5TlbL9iMTYlivW7G4knciYfGGTkzLhG90UqThQM5fa9QymK1HrSqM1QKtxUEw7fAOJ6zkZaXEGF3WL/d3e2t94tDt0sdtUZEkK/feCdpG8owY2bUwVpWC9SvnnteaUsJQDMdR0ZnSWhsD2dCc2J1XPAk6K4MFSjqVZjeMYU6pYHJGsvy7y/AKDfSIcsLhEdjYJAZyNivnYqCnvN//WILeAoZTMChe2VTKu0ErGpFS4PuPiNyULc9XiFRaijxMx8QQWr5kcVz3+ejukIfWYiTOxqWoUCwu5/KY0YwYyW2tc0Zza4MYzVkt38f2EE/HxCkA4ixob5Nkxo42+V71vhbsEIGO1uNX+cohEJCVgZnZ2hrJ9SCVlgluKWEohnmYqYTBkIsdi6wWkWFsc2RUBv7BfhkYyyEQEHmnQ8Ny/lpL8Dz7HTupp2x5Ny3no9i1YyfreeVFBvlNRifESO5qL2yMx+Kiy5pKi9e4mDG9WFBK4jVbIhJKBHMqALPxucf41Hw98Hme5lZ/GM3pjIRJ2OESM44qotGIlBVut6Qboz6LUc1krApvHe4YtAHLaJyOSehDs60OVhqGYjiGMZANhlyUKh5z24yMTUq8am+XFAOphCW9six9ZFSMrEZnYkq8Lp1lesSzurRrKBSU7bxMGlJKpLce3gX7h/L/LuNTktAXDEjMeXurN21pFpQSAzIakfsFjjeaY3EJ0xhxyB+25IRntLZ469VLpuaHSziLorS1yP3a3ioeYj9LfaXSEvvd3eFuWIdSMhmYRVYNm8VIPqZUEfWH579B8fEdYTAYasb0rBhI7a0i5VVphxoKied5aFSW5xs5sUtrMXC6Oso/H1ldusHR2iKGOB7Gc7a1yKrAkRHxDHdZ1e+0lvcOHpVt1q9anJNDNyhkNKfSc+EZs3GR33NqhrdE5rzMdnhGJUagXd5+2vYQz0qsLoj3sL0Vlnda4RKtjbHcrvXc5LGjzRsvqFJzcmezCck3aGSDMpuVAiDVhqEYjIFsMCx64klZWo+EYcOq6gehpX1iIA+NSJJYozITk8G53PAKAKVLVzuohRcZRGpqfBL2HpICGSA6yWOTYtCtXW6WYd3GXo2yy/hCjtFsPaZmJRnQJhqZ72luazneaM5mYSZuya1ZIRN2MYpwSAzipW35i2c0ArXU67WN5EBAzmOoQaug2koVnUapwg2MgWwwLGbSaXh8ryQabVjtTrJYJCxeypFxMcoaNWt6fErOS3d7+Z/NLTFdjNaoJSfnoYEcCEioxWN7Yd8RCQGYjYunf1l/4xlQjUo+oxkkWdNpNE/PyuTFxjaawyFLbi02J5LaEpVJjh0/HFlAy70RyGrpm2qt19tiTSSmZ2Wy2kgTxmNKFZ2103huchp05DIYDFWTzYrnOJmWIhBuivwP9ssy8tBY5fHM9WZi2sr8LnOwyWpZvi5ncA2FxPDJZLyVzupsl2peI+PiIVu/Enq6vDueoXTCYegOz1+xyPU0z8zK8nlbixQx6WgVo7iZDKJ66/XayYnTM/K6EYzkcgqmGErGGMgGw2JEa4k5nolJCWm3dYtbo5JQc3RMjOVG67TjCVGXWFqmkgfIxCNcgcHS2iLxqV5ry64clEG/v6c0jWtD/QiH5uTmbLxUPKk3ftHrrVdp6nIxShWeYs6mwbAYOXhUQghWLp1LKHKbwX7xiDqlrxqF8Sn5W0n8sc5WNriHgvKwdWi9IhSU2HBjHDcmzWoc20oV9TaObULW5EQzZ7j7CadShVcJjIscc0YNhsXG0TFRLhjolYQ6r+iw4iGPjMxprTYKE9NiQFai6KBVZR4nO1HITrQyGBYDtjxeOCQhQH5abQoG51RsUul6t2aObFba094qj2adNNUZH12JBoPBcyampVJeVwesHvS+Yx0ckI7cKWvld1JpCT0pp4pgLpUO8qGgDMqL0UhOZSRRLZkWgymVlofzeTot3rxMRoyEbFYMrEabgBmERvCCBgMiixgM+MNIzmTkHuhsNzJuHuODdYzGQSmlgBcALwXOAJYAo8CDwH8D12itfXAHGQx5mI1LGeHWqMQd18Lr0GV14kdGRdmiETwdE9WEV1jybpUO9EqJ53pqxl+eNK/JZMVd09lpKTNo+Wsbvtms9TorSZBo+ZvV8j8sI1krUR7Bfq4BZe3H8VpR+G8jXKPNgF02ur0B9HrrUZo6H+k0oKRvaqbETJ9iDOQSUUr1Aj8CLs/51zLrcTnw90qpv9Ja7611+wyGBUmm4PF94p3csLp2xpdSIiG2+6B4r3sqMDprzfi0hFa0VjBoZ7PVJ/SEQ7KPbNafHjW30Vq8YtVWSbONaa0dRraeb3A7DW2nwa313POsw5i2DW4/V5lrRNwuG10L6l2a2laq6GxfHP2CD2iQK7O+KKUiwM+Ai6239gFfBXYAq4BXACcCZwG/UUpdoLWezLcvg6HmZDKwY5946basrX2ltN4uSQo8MuJ/AzmTFe/tQE9lg19WQ7TKblUpMc5nYotjIExZerfVJmbZv1e1Rss8Q1vL75BMS4U1Q/V4VTa6FhwrTa1E6aYWRrJTqaKjzaxw1JBF0Pu6wt8zZxzfBZyutf43rfX/aK0/iRjGv7P+fxLwnjq00WA4Hq1h5wHpzNevEimxWqOUJAPOWCVw/czUtJyzSg15rcXLUy2RsBgR2SaPRU5nxMhwU4O7WpSSRyAgBlxnuxjHfog/bWRsQy9kJb41mnFsY4dBtbXIxMnL+Het5Rh2jLYxjmuKMZCLoJQKAe+yXmrgZVrrMec2Wus48DLAUhbnDUqp/tq10mDIg9ZSVnhqRsoId1VQEc4tBnpkYDw8Ur82lML4tISfVKoLrXDH66uUTGb8KC/lFnY4g9+z8JWS6yEcllCl/9/efcdJUd+PH399dvf2KscdXUGqxiA2FEtsIGCPsUtUVEwUa4wtaGIJGk0sseRrolgQDRKjMZHYNfb2U8ESRUGNAkqXcscBV3ffvz8+M3tzd7t7e1tud+/ez8djH7c7M5/Zz8zOzbznM5+iDQI7zlsK2hWqCLj/n2XFdrvCGTgm3J4qyrSnimzJ86O0U4zHNsYDeFlEPou2kIisAf7ufCwEjuqEvCkV2+p1sK4aBvSxg0Jkk88HfSvtQBi1ddnNSywitp60261TMulJoYFea8ECu66uWorc5Fz886Ek0X20XhS0QYsGyYkLO8FxSVHXC/Tckt2mUHr/T0MhaArbc1GuN2DswmKeyY0xoU565fpzq4M9759vZ1nv/EMzkBelErO+2tb77VUOW/XJdm6svpW22sDq9dnOSXSbau2FKaXqFf70BQBuXeSuWIrc2ATBYOfXh0+F2091UaEGyYkKhSHUZIPI4qKuFRy7CoP26VwolJ7uGZua7LPqnnnUgLGLilfUYTx/M/3KZTt63n/QzrLzY6RTqvPUbIGlK+1FafBWuXNRCgTs4CTrq6G+Mdu5aau6xu6rZKuihMPp73qpMOiUInehYCwctvu5NA8Dpkj90+LM1z/Nd00hu3/Ky+xx3JUVBOx2hsOpjYTZ2GT/33uWaTduOaC9Z4F5dvbKiB943i9pZ9llgPvfsZ3Tb7JSnaeuHr75zpbMDR+Ue3X93JH71uRYXWQRGyD3KEn+kb+Q/iFy3VLkTA8/3VlEbOCUq4NCJML9Tdz6pxokt9XY1HyzmQvDRneGVIamjowmWGAD7Xz93+hi4h25wzotF7mtwvN+bbwFRaTJGLMRqMTu21JgU+ayppRHY5Ptzs0Y2Hab3CyBCBbYAUPWVdmqH7ly8axrsKXa/VJoWytk5sIWLLCDvIjkX4lra00hG1x2hUfHRYX299i0xf6vaVDTsjFeaXH32yfu0NQ1mxMfUMTtqaKksOtWQ8lTMX89EVnamRnJYd7xZhNpXVSLDZABehAlQDbGTAWmAgwePDjV/CllH+19/Z09Kf9gSG4/0uzf21azWLMBtu7b/vKdITJ6XgrDSxsyMwCLz2cvnLV1+R1YhkLN29JVFAZtQFOz2V5Nu1tA6OUdNrqkGwd67tDUNZvb7z/bHU2wLA9GE+yGuvF/c/aIyL0iMkZExvTtmyMBgspfIrB4hS1lHDbQltzksuJCG4h+vyE9jVrSoarGXtSTbTTmjnqXqaCg0MlXvj7OF2dI6K7Yl2vQeSzeFM6d47mzuV2SlWqXZEDz0NRu/9nR/m/dRn3aU0XO0gC5fd4S4ESKPrzRSU2a86JUW8vX2BLQQf1zf6Q6V//e9gKxrirbObF1/7bUQc8U9l1YMltdxOezNxaNeVoXOTJaXg5W+0mHggD0LE29kVa+cUuNNdBry+f0px4saBska08VeUED5PZVed7H7S/LGVSk3PnYSPPAIUplxpr19tW3srkBXD4oK7GPFVevy36paLVzD1yRQvWKsGQ++CsM2moc2d5fHdXk1EnN5Wo/6ZBKI6185JYaBwvsjbkGem0ZY0vUvV0DNjaBz5+fQ213Mxogt+9Lz/uh7Sw7CHCP+P+J5NuVTOWVqhpYttqeaAf1z3ZuOq5/H3uxWF+d3XxU19iLfEqlX2kaYjoen88OVNGU613He4TDNmDsLo/d/X5b/9SY/PqdOsJtVBYWu6353CNJZ2gxNLXbU0UXGE2wG0jbLZ8xpj+wJzAQ6IkdTS4hInJduvKRAQuAQ5z3uwOvxVl2TKt0SmXG5lpYstyedIcOzM/go7zUBqWr19ueLbKxDaGQ7Te6b2Vq35+uIabbU1QItfX50aNFV+jSLRlukLyxAz0Z5IuQU4WkqNBW+elOv2sq3KGpCwL2+Mj1/10FpCFANsYcD1wG7JHCanI5QH4BuNR5fwhwa5xlvaPntTfqnlLJqW+0PVYEAjBim8z0nNAZjIEBvWHJClvNIRv1pzdutoFcKr1XiIDxdU6w4PPZ4KS+IfcDr8aQLfHu6lUrovE5PRls2tJ+Twb5wL3Z8flsXeNcP/ZyVa50a6kSkvQZ3RjjN8bMAR7FBseJjpaXT6PoAbwKfO+8n2iMGRVtIWNMP+Cnzsc64N+dkDfV3TSF4Otv7QVrxDb5f6GqLLfVG1ZnaeCQ6hpbolNWkvw6wmEo6MS6hEWFgOR2XeRQGPyma3Xp1lGtezLIV6FQ882ONipT3UgqRR63ASfRHOh+CzwOrHDmC/AQ8C/gfaDBWU6c1zPO/L+mkIeME5Em4AbnowH+aoyp9C5jjCnCbos7Ru2fRSTHhgpTeS8ssHiZLT0cPsg+4sx3xtjGhZtrbWlbZxKxJdc9y1J75JnpHixa8/ugsDB3G4KJ2KCqu1WtiMYYux8KCmz901y+qWnNHd3NGPs/UtJN6pEr5UjqrG6M2R443/kYBi4TkTucec8BWwOIyBmeNMXAKcC1wFbALsDxIvJ+spnvRHcDxwH7A7sB/zXG3AP8D9sw7+fASGfZz4Hrs5FJ1YWJwLcrbX3ZIVvbkqmuok8FrFoLq9bBtimU5HbUpi22pDOV6hWuzm6NXhS0o//lYl3kSJduWtIIOEFyMWzB/mYFgdz7zVprCoGEbeNKdzAUpbqZZG/vf+akFeD/3OA4HhGpFZH7gR2BedjA8hljzMAk89BpRKQBOAp4xZm0DTYI/jvwR5qD4w+Bw0Qky83yVZcSFtvX8fpqOzxz757ZzlF6+Xy2kdzGTXa0uM5SVWMv/OUpBsiZGmI6Hr/fDh6Sa33uNoVsAFjUDesdx2OMvWkoLow9cEQuCDulxgGf7RfcHU5bqW4o2bP6Ac5fwQaICRORDcBPgGqgF3BXknnoVE6+J2LrGT+DrUrSAKzGBs5Tgb1E5NusZVJ1PdWbYOE3tq/j3hUwIG5X3Pmrby/wGdujRWdwq1f0KE2tkaOIPYv6shBEFBfagCZXgq2w2Fd36dKto9yeDEqKcy9Ijgz44VSNKSvVPnpVt5fsM7Ch2OD4axFZEWshY0yBiDS2ni4iq40x92N7hzjMGNNPRNYkmZdO4/Rr/KjzUipzauth+Wrby0JhEEYMsiWdXTXwCPihT6W9Ediqb/PQyplSW29Lygb0Tm09YQF/lh6Z+/22gWNTKPsj1InYfn/LSjSwiscYe2NjsPXuc6G6RThsG+EVFtibm+5eb1wpR7L/Ce6QXcujzKv3vI9XofAN568f2C/JfCjVtTSF4LtVttR4Uy0M7Acjh9vHndm+kGaaOxLgmk5o31rtjAKfyvDS0Pk9WLRWXGTzkG1NIQgGbcCu2ldUaG8mGpuy9/u5pcZhgR4l9mmKBsdKRSRbgtzopI32jGij5/1AbFWKaLzPUrdOMh9KdQ0isLYKVnxvH3P2qbAlqd2pS6VggR0wZF2VrWudyUZe1ZtsaVmq+1ckuyWmgRwoRQ6HnSF1i7r+TVw6uY3fNm22nzszOI0M+BG0N1kaGCvVRrL/FW51iIoo87x1cHeJs46tPO+7UJN8pTqoZjMsXGxLjosL4YfDYPBW3Ss4dvXvbUu01mzI3Hc0NMKWuvT0XmHI/kAtxYXZLYXsjqPlpUuwAHqUQVPYBq2Z5pYaI7bKVqn+bkrFkux/xiLspWG7KPM+9rw/Os46jvO8z/n6x0qlXX0DfL0MvvrWBjjDBsJ2g+3w0d1VcaENXL/fkLmAIV3VK0QAk/0AIxCwN1PZ6NGiKWR/s+54M5cuBQF7zIfDmf0NQyEbHBcF7bGvv5lScSV7Zn/X+VtqjNmh1bwXgFrn/bHGmONazccYcwYwyTPp7STzoVT+CYVst22ffwM1m2DrvrDDcDuqnD6itqXIoZCtapEJVZvs4+1UuyITsaXHufCbFRd1TgmkV8gZerg7j5aXLgG/DZKF9A8A02LAjx464IdSCUr2FvI/wHTn/ZHYwTEAEJEaY8ws4DxsAP6YMeZ1bN/HYBvk7e0uDrwuIl8mmQ+l8oeI7ct4+Rp7EezV0wbH2rCppbISO7DC6nW2f+R0XsxDIVvns2+v1NcbDttAOxcE/LaxYCjUOXWiRez2l3eDxqOdxe+H8lI7GFBTU3rq4LsDfpQU2xtC/a2USlhSJcgi8v+wPVgY4Kwoi/wG+NKZDzAWuMx57e1ZbkOM9Ep1LZu2wBdLYOlKG1RtPxSGbq3BcSz9+9jHwevTPOZO9WZ7W16RYvUKsOvJldHijIHi4s4rRY6MlqdduqWVGyT7fE5d4SS5A374nQE/inXAD6U6KpWz+0SgD4AxplBEIt27ichGY8xYYBZwaIz0HwGniMjXKeRBqdzW0GhLjDdstHX+hm6tVSkSUV5qu8Javd6WtKdrf1XX2KCutDg968t2/WOvgN8GWKFwZhsONjbZG7tcKT3vanw+2+Xapi3Q0ATBDl6m3cC6tMT2baznGqWSknSALCJfAF/Emb8aONwYszNwMDAYKABWAq+JyBux0iqV98JhW0VgldOn74DetlQ02z0e5Atj7D5bssJ2yZaWEl+xw1lXpKlagJBbv6fb1drGzZnLl9tbho6Wl1neILmxKbEGdeGw0x+1DvihVDpk/PmgiHwCfJLp71EqJ4jAhho7Cl5jkw3GBvbT0rZkVJbbfqFXr0tPgFyzxZauptp7BTgj6JncCxIDAVuKHA6nP0DSLt06lzF2X2+qhYaG2KPuidhu4gx2+aCWGiuVDjlSgU6pLmBLLXy32g4hW1wIQwfaEapUcoyxo+stW21L0spS3JfVNXad5Wnodj0czs1ustyhjDfVQjDNQWyjM7CE3ux1HmNsg9UtQF2UINktNdYBP5RKu6TO8MaY05y3y0Xk5STXMQ5b7QIR+Wsy61AqJzQ2wYo1sK7a1gMdPAB6V2gpTjr0qYBVa21VlW1TCJBFoKqmuQFUqsLh3G2gFiwAf116S5FDYVtirl26dT5jmrtmq61vvjFrCjk3fGW5ebOmVJ5L9r/qQWwNvBeApAJk4JfAT5z1aICs8k84bEd8W7XWdqXUr5cdIjmbQw93NpHM3gj4fLart5VrobYu+QCttt7eyKSjeoUrV39n4wSym7akpxRZxHYf17NMSyizJRIk++yTKrBPCop1eG+lMiXbt536n63yj4htOLZ8NdQ32sBhYP/UB57IN41NndMXcN9eth7y6vW2F5BkVLmj56VheGmwQUkuNdBrLVhgg9l0lCJHunTL9uVCUVwIPufY099DqYzS/zClOqK2DpatgZrNNiDedhv7iLM7EWnu6isUzkyDMK+AH/pUwpr1sFVf23VVR1XX2Jb96XgU7Zaa53JpqluKvDnFUuSmkN1n3e3mL5dpHXClOkU2A2T3WWldFvPQvaxaa+vJFjsNOooKc7ceZa5parKP+b/fYEtvBvVP/yhv+cANjouCtlSxts42Hsp0sNivlw2Q16yDbQZ0LG19o61iMbBfevISDudu9QqvwgKo9dkeN3xJHKdhsa9y7dJNKdX9ZDNAHun83ZDFPHQvm2thXZUNclwBvw2UiwqdltDO30CMLoW6GxEbFK/83paW9q209Yy74+PNSHBcCCVO3ceCAqhtyPx3BwvsgCHrqjq+/6vTXL0iLFCYB7+/26PFljrwdTC/IvamsKwkP24GlFIqzTr9LG+M6YFtoDcY20BvQWfnodsasY0NMhob7QhNdfXOqwE2VLccptbvaw6avQF0d+pjc+Mm28VYXYPttH9QfxtwdEducNy6YVDAb1sSZLqxHkD/3nbo6TUbYOu+iaerrrGPpYvS+Nvly5OXwqANkDv6+zSFIBjUodCVUt1WuwGyMeabOLPHtjO/xaqAYuzw1N4z9ZMJplfpYIy9aBYXtSxRcwOguoaWgXP1Jlstw+UzUFhoq2l4A+fCYH4Hzm5/oqGQ7e/1+/V22wsLYPggu6/yeftS4R4bJcVtbxCMsaW5YacbsEwqLrS/w/cbbLCcSCO5ppAdIKR/7/TlQ5KsspANxtjS/i11ide/DoebR+Xrrse8UqrbS+SMORRb0tuawdYjHtKB72t9tl0AzOxAepUpxtjSomBB24EUmryBc4Otz1mzBdZvbJm+MNi2xLko2LmNmcJOl1RusNvU6n2saeFWh7jPZ+us9q3M7cZYmeYGx6XFsUtggwHYXNc5vTr07w3VS21Vi3692l9+4yb7N13VK/KhgV5rwYLES5Hd0fLKtUs3pVT3lmgVi1hn1WSLF9YAfwOmi0h9kutQnSUQgLJA25HMQqGWgXNdvW205Xap5SosaBU0O+/jBVTuhTpaQBst4A2F7HCr4XDsdYJ9NB7w23qVwQJbku6d5r4vLuye9Yy93FL1spL4LecDAaLfQ2dAWYl9rV6XWCPJqhr7e5YWp+f7w+JUK8mjklWfzx7nW+rszUw8TSF77OvAE0qpbi6Rs+CBrT4b4BXsFXEecHmC3xUGNgOrRGRFwjlUucvvBB6tg49w2AmYW1XX2LipZRxVELAXY7+/bQCcSKDrBrQFnkDX3zrY9YE/YP/6fPkV2GRTosEx2Bsdn69z6iGDLUX++jtbH7l3RezlwmHYuBkqy9OXLwlDIA+72SossDev8X6jUKg5mFZKqW6u3QBZRF5vPc00n2DXR5uvujmfz9Z7LGl1oRWB+laBc22D7YbLLbl1S5Zbl+p6S3c10M2sUBjCocSHsDXGLtfY1DmN18pL7XGyer1tdBrrWNi0xQbJFWnsp1rIzycLPp99elPXEP03FbH7qryH/m8ppRTJ92LxV+yl4tM05kV1dcY0V68gjUP+qvRx62OXl3UsEAwW2JsfOiFANgYG9IYlK2xDyooYx1JVjW1M16M0+vxkCLk9gl48RYX2hjRaKbJbzzxfeudQSqkMSypAFpEpac6HUirbQiEbAJaXdTxQcrt76yyV5bDie1sXOVqA7A4H3iONjc1E7Dbma+M1n8/2PtO6FNkdFVFHaFNKqYg8PdMrpdKqyQ2OS5MrRfT5wOdvv+54uhhje7HYXGurUrS2pc4GfmmtXiH5X72nsBCQ5sGC3N+rVEfLU0opr7RWpjO2cvIoYFugEigEqoDvgQ9FREfNUyrXNDWB8dmqCKlUHygM2oZgnVXC2qfCDp++ah1s26qHlXSPnge26km+D5zh99kgub7B3gi5DTHztVRcKaUyJC0BsjFmL+AXwJFAzCuSMeZz4D5glojUxFpOKdVJGpts0NSjNPUgqcAPWzqpuzew+e1bCSvX2sDc2/tC1SYb+KWzQZ3bxVu+KwraBrKNoeZBfpRSSrWQ0hXRGFNqjLkfeAc4Cdvyyn1OZ6K8dgBuBz43xhyUyncrpVLU4PQ6kY7gGGxPI8Y0P77vDH172YZ4q9c3T6t3eklJZ+kxgJH8baDn5ffbwNjvs6MjKqWUaiPps70xpgR4ATiD5gDYFQLWAisAb0mxu8xA4FljzAnJfr9SKgWNTRD0p/fxunfY6c4S8EOfStsncn2jnVbtjJ4Xq3eLZAldpypCcRH0KNF6x0opFUMqZ/u7gX08n5cCvwZ2AopFpJ+IDBKRnkA/bPWLx7CXGcH2BzXbGPPDFPKglOoIEWhotL0YlKWp5NgrWAChTixBhuYhp9ess3+ramyXZumsOuA20OsqAbLPZ0uSlVJKRZXU2d4YszswmeZx0f4C/FBEbhKRz0Qk5F1eRNaKyDMi8lPgR9iSZQGCwE1J514plTgRW3JcFLQlx5koPSzw26oInSlYYAcMWVdlq1Zs2pL+6hXhsN02pZRS3UKyxSGn0Fxd4iER+YWI1CeSUETmAROBOmfS4caYyiTzoZRKRCQ4LrT1TjP1aN3nsz1idGY9ZLDDT4cFvlluP6e7ekU4nJ8j6CmllEpKsgHyeOdvCLi8o4lF5Avgfk8exiWZD6VUe9zguLjQDv+dyXqnxjjVLELtL5tOxYW21Liu3lYfaT3MearEaJUEpZTqRpINkAfiDDUtIt8nuY6XWq1PKZVubnBcUpzZkmOvYMCW5na2/r3t355lmdnOrtCDhVJKqYQk+8zQfX5ZncJ3e9OmucKgUioSHJcW26oVnSVbJa1lJTB0a/s3nURsUYL2+KCUUt1GskUia7F1kIek8N2DPe/XpbAepVRr4bANjstKOjc4BlsPuaATh5326tUz/aPdhQX8AQ2QlVKqG0k2QP6f83eoMWZMkuuYFGV9SqlUhcPNQwhna5S0giCEshAgZ0I4bOs1K6WU6jaSDZCf9by/xxjToSbjxpiTgSOcjzXAm0nmQynlFQ7bBnLlZdkdQrgrdYkmAgGtf6yUUt1Jsmf9B2keIW9X4A1jzG7tJTLGBI0xVwMPOZMEuEdEmpLMh1LKFQrbV3lZ9ks83XrInd3dWyYYus4AIUoppRKS1FVURNYYY64C/oQNcncB5hlj3gGeAT7F1ituwDboGw7sDRwD9Ka5D+WlwPWpbIBSCltqHBYbHAdyoPTWGNubRVMov7tHEwGMBshKKdXNJF3MJCJ3GmMGAtOwQbLBDj29T5xkhubR91YCB4lITZzllVLtaXL6HO5ZllvBaEEBNDTZQeXzlYi94dAGekop1a2kVCwiIlcAxwOrnEmG5tJhE+Wz6zFgZxH5OpXvV6rba2qywVt5jgXHYAPLfK9hEQ7nRom8UkqpTpVyRUUR+Zcx5kngOGwVir1o2/1bHfAR8AYwS0S+SvV7O4sxphg7NPZ4YA/gB0AFdpuWA+8CD4vIy9nKo+qmGpvs4BU9SnOzCoDfD35jq3748rQEVtAhppVSqhtKy5nfaWT3qPPCGOPHBpGFQLWIbE7H93Q2Y8wpwAyiD2RSAPzQeU0xxjwPnJbCyIJKJa6hyfYUUVaSm8GxK1gA9Q3gy9MgU8jt/auUUiojMnLVEpEQXWPwj2E0B8crgf8A84A1QCmwP3ASUAQcCrxkjPmRiGzJQl5Vd9HYBEE/lOZ4cAy2HnJdQ7ZzkRodYloppbqdpAJkY4w7Cl5tsiWmxpg+QAmAiHybzDo6ydvAjcBzTuDvNcsY80fgJWArYGfgcuC3nZtF1S24Q0cHC2zJcT40HPP7bCmsSH7k1ysctvnPt3wrpZRKWbJFI0uAxdj+kJN1n7OOb1JYR6b9RUT2E5GnowTHAIjI58BUz6QpnZIz1b24wXFRMH+CY/AMO52HrfXCovWPlVKqm0r12WGqV2lvLxc5R0Q2JLjoc4Bbz3qwMaY8Q1lS3VEobIPj4kIoKc6f4NgVLLD9NOebcFhH0FNKqW5Kz/5p4JQue+sdF2crL6oLcUuNwfZxnI/BMTilsHmYb9Au3pRSqpvK5vND97vzfphpY0w/oK/zcQugPVmo1IRCtuS4uBCKi/IzMHb5fbabt3yrh6xDTCulVLeVzQB5G+fvxizmIV28dZCfF5Fw1nKi8puIHRnP57Olxl2hDqwxth5yYyh/SmRFwPg0QFZKqW4qK1dfY8w4bI8PAnyZjTykizFmOPBr56Nge7xQquO6Uqlxa8Eg1G8mb8adDodtUK+UUqpbajdANsY8EGf2Tu3Mb7EqbN3cbYFdPdPzdgQ6Y0wp8AROd3XAXSIyL4F0U3FKnQcPHtzO0qrL64qlxq0F/ORVPWTtwUIppbo1IxK/+yVjTBhbMtpisvM3lb6bDLAB2FFEVia9EmPOBAalkI8IEZnege/1A/8CfuJM+hDYV0TqOvKdY8aMkfnz53ckSWqqarRuZS4JhSAkUFIIRYVdq9S4tXw69hqb7BDeBRokK6VUV2aM+UBExrSenujZP9ZVO5Wr+cfAWakEx44zgb1SXIdreiILGWN82D6g3eD4C+CwjgbHqhtze6jw+6Fnaf7UzU1FMGBH1cuHAFmHmFZKqW4tkQD52ijTfou9hHwNzEnwu8LYvoJXAR+KyKIE0+UUY4wB7gEmO5O+BiaIyJrs5UrllUipcbEd+KMrlxp7FRRAbX22c9E+EdsBpq+b/C5KKaXaaDdAFpE2AbIxxh1K+X/R5ncmEdm7k7/yz9hSa4ClwHgRWd7JeVD5qDuWGnsF/PZmINe7ewuL/Y1yOY9KKaUyKtkKdt9iS5BXpzEvOc8YcwdwnvNxGTY4/jZ7OVJ5o7uWGnsZYxu+hUM2AM1V4bDtdUMppVS3lVSALCJD05yPnGeMuQX4pfNxJTY4/iaLWVL5wC01DnTTUuPWggHY3JTbvb2J9mChlFLdnV4FEmCMuR64zPm4Ghscf5XFLKl80BSypZHdudS4tYIAqXV+0xmMHf1PKaVUt6UBcjuMMVcBVzofv8c2yMvLBoaqk3hLjct75HZ1gs7mc0any9V6yCL50xWdUkqpjNEAOQ5nQI/feSb9GdjOGLNdO0nfEpG1mcuZyllNIRAtNY7JGNubRWNjblY3EbHBsf5uSinVrWmAHN8+rT4n2mPHgcBr6c2KymneUuMyLTWOKxiA+npysiJyWCBYkO1cKKWUyjINkJVKlVtqXFoMhVpq3K6AP3dHnQ6Ljp6nlFJKA+R4RGQKMCXL2VC5yi01LghAaamWGifK5wOf3zZgzLW6vlr/WCmlFBogK5UcLTVOTWEQautyLxgV0RH0lFJKaYCsVIdoqXF6FPihNse6ewuL7d4t14J2pZRSnU4DZKUS5fZrrKXGqfP7gRwbdjoc1vrHSimlAA2QlWqfCDSGbKlnuZYap4UxNhgN5dCw0xLOza7nlFJKdToNkJWKR0uNM6egwFZXyZWYVEzuBOtKKaWySgNkpaLx1jXWUuPMKPCTU8NOG3SIaaWUUoAGyEq15QbHWmqcWT4fmBwZdtrNgzbQU0opBejVQKnWGkPOUNGF2Q/cujJj7Kh1oVC2c2Kr0ehTAqWUUo6slCAbYw7wfhaRN7KRD6XaELGP2gt1uOFOEQxAfUO2c2G7eCvUB2pKKaWsbF0RXqO58qFkMR9KtdQYguKgPmrvLH6/vSnJdjULEQjob66UUsrK9hXBOC+lsk+ce7aiwuzmozvx+WxjPclyYz0dYloppZRHNq8IGhir3NKkpcdZURDMbj1kEUAb6CmllGqWraoNZ2Tpe5WKzn3Mr6XHna/AD1uyXb3Crw0ylVJKRWQlQBaRh7LxvUrF1BSywbGWInY+v98+T8pWPeRw2Hbnp5RSSjk0GlBKBNDS46wxxvZmEQpn5/sFCGg7YaWUUs00QFaqKQSFhTqKWjYFg9lrqCfokwOllFIt6FVBdW8iNkAq0kfsWeX3Z2fUabffa705Ukop5aFXBdW9NYWgqEBHUcs2vw/8xtYH7kwizpDX2kBPKaVUMw2QVfcVKT3Wusc5IVjQ+fWQw6L1j5VSSrWR1JXBGPNKGr67AagG1gIfA++IyGdpWK9SiQmF7JDSWnqcGwoKoLaTh50OO128KaWUUh7JFp2MIwM1Bo0xHwDXisgz6V63Ui2I2OBIS49zh1sPuDO7ezM6xLRSSqm2UrkymFavWNMTnW+AMcCTxpg7UsiXUu0Lhe0jfS09zB3usNPhTm6tpz1YKKWUaiXZEmR3JLwewDVAb2yAuxR4DViIrT4RBiqBH2JLnYc66b4Hfgc0Av2APYGDgQJnPb8wxqwUkZuSzJ9S8YXDUFya7Vyo1oIFsLm2c3qVEAHj0wBZKaVUG0kFyCLykDFmCPASNjj+GviliDwXL50x5lDgDuAHwIXAwSKyxJk3CJgFTMAGyVcbY2aJyJpk8qhUTE0hLT3OVYEALR84ZVA4bEuslVJKqVaSKjoxxgSBfwIjgM+AvdsLjgFE5HngR8ACYFvgn866EJFlwOHAfGfxYppLqpVKn3AYirXucU7y+8BnOmfQEO3BQimlVAzJPlucBOyGbah3loisTzShiGwAznI+7gqc5JnXCFzhWXx8kvlTKrpQyPaWoIFRbjIGCjpx2GntwUQppVQUyQbIpzp/l4jIex1N7KRZ4nw8pdXsV7H1lw227rJS6RMSLT3OdcGCzhkwRNAR9JRSSkWV7NVhe+zlZUkK372EKEGwiAiwyPnYO4X1K9VSKGTrnBZo6XFOC/jJeD1kEXv20xH0lFJKRZFsgNzP+dsjhe8uc/72jTKvxvlbkML6lWopFIbiomznQrXH57Mlu5ksRQ4L+AMaICullIoq2QB5PbaIZydjTHlHEztpdsaWQkerv+z2v7U5yfwp1VIoZEsmteeK/BDMcD1k7cFCKaVUHMkGyJ84f4PAVUmkv9JJC/BplPnDsMHziiTWrVRboTCUFGuJYb4oKMhsTxYi2kBPKaVUTMkGyH/3vL/UGHOlMe1HHsb6NfArz+RHWi0zCBjgfPw8yfwp1SwUtsGQlh7nj4Df3sxkKkg2aAM9pZRSMSV7hZgNfOi8N8B1wCfGmF8aY3YyxkRaQRljAsaYHY0xvwA+Bq53ZgnwEfDXVus+yvP+zSTzp1SzUAhKirT0OJ8YY7viy0Q9ZBHA6Ah6SimlYkp2JL2wMeZ44BWah4/eAbjNXcYYU+u8LY6xmm+B45xeK7zO9bx/Ipn8KRURdkqPteeK/BMMwOYmSHfBv4gtPdYbJqWUUjEkXYTiDBG9D/A0thTZvdq470ucV7R5zwL7isjSKKveBdt7RYEzup5SyWtyRs3TYCj/FATAZKCKRTisN0xKKaXiSukZo4isEpGfAAcB/wA2xVl8M3Z46oNF5MciErUBnoiEnFcnDaWluqxwGPzGDjyh8o/PB8aX/nrIgo6kqJRSKq60XCVE5GXgZaeh3g+BwUCFM7saW51iYZTqFEplTlMIykq09DhfGefmpqEx/Q0stf6xUkqpONJajOIEwAudl1LZEw7bIEhLj/NbQQDq6klrRWQdYloppVQ79CqhuqYm7bmiSwj40zvqdDisDfSUUkq1K6kA2RhzlTFmaJrzolR6aOlx1+Hzgc+fvu7ewqL9YSullGpXsiXI1wFfG2PeMsacbYypTGemlEpJU0h7ruhKCoPpG3Y6HNYAWSmlVLtSrWLxI+AuYKUx5t/GmBOMMYVpyJdSyQmLLXUsDLa/rMoPBX5sxeE00SGmlVJKtSPZAHkhzX0aGyAI/Bg7BPUqY8z9xpgD05NFpTogpKXHXY7fD6Rp2GljtIGeUkqpdiV1pRCRUcBu2JHz3P6M3WC5J3AG8JIx5jtjzE3GmJ3TkVml4nIDKC097lqMsb1ZpFoPWcSuS7t4U0op1Y5URtL7WEQuA7YBJgKzgI3ObDdYHghcBnxkjPnEGPMrY8ygFPOcM4wx9xpjxPOanu08dWvac0XXVVBgq8+kQusfK6WUSlDKRSlivSIiPwf6AycC/wYanEXcYHkUcCOwxBjzqjHmZ8aY8lS/P1uMMeOAM7OcDeVyS4+154quqcCfehWLsOgIekoppRKS1meNIlIvIo+LyDHAAOBc4E1sCxs3UPYBBwD3YesrP5bOPHQGY0wxNv8GO4S2yrbGEBQX6ePzrsrns69US5G1BFkppVQCMhZNiEiViNwjImOBocCVwGfObDdYLgKOy1QeMmg6sC2wHLg3u1lRtm4pUKilx12WMfb3DYeSX4eI3kAppZRKSKdcLUTkOxH5g4jshG3c915nfG8mGGN2Ay51Pl5Ic71rlS2NTs8VGvx0bQUFyff2Fmmgp/XTlVJKta/TIgpjzM7GmJuAJ4E9SWvHpp3DGBMA7gf8wJMi8q8sZ0lpzxXdh99nf+9k6iK7I+hpA06llFIJyGiLFWPMNsDJwCnYRnpgH4a7dZIBqjKZhzS7DBgNbAIuyHJeFEBTk5Yedxc+n9Pdm4C/g4FuOAxBvYlSSimVmLQHyMaYCuAEbFC8H82BsPeK1gA8CzwMPJPuPGSCMWY74LfOx6tE5Lts5kfhlCYCRTp4Y7cRLIAttckN9qE9WCillEpQWq4YxpggcCQwGTgMcFtLeYNiwfZo8TDwuIhUpeO7O4MxxmCrVhQB84E/ZzdHCrD9Hhdp6XG3EgiAJFFNQtAR9JRSSiUspQDZGU56MnAs4PZp3Prq9Tk2KJ6Tx6WuU7Fd04WAqSKSQlN6lRYigGjpcXfj9zmVtCTx+sRuLyd6I6WUUipBSQXIxphbgJ8CW7uTWi2yAngEeFhE/pt89rLPGDMQuNn5+CcR+SgN65yKDboZPHhwqqvrnppCUFiopYLdjTEQDNieSxLt09jt3k0b6CmllEpQsiXIl9KyoR1ADfAvbGnxKyKpDnuVGGPMmUBahq8WkelRJt+FLR1fClyTpu+5F6f/5DFjxuRdbx5Z5/ZkUKSNrrqlYBAatiS+fFh0hEWllFIdkkoVCwM0Ai9gg+InRaQuLbnqmDOBvdK0runeD8aYE4GfOB/PFxEdNS8XNIVscOzXUdG6Jb+/Y51Eul28KaWUUglKNkD+f8Ac4FERWZfslxtjtgJOFZGb2124kxljegF3Oh//ISJ50dtGl6c9Vyi/z77C4cTqFRvRqjhKKaU6JKkAWUT2TfYLnR4vjgamAAdhBytJOkAWkb2TTduOI4F+zvvvjTFXxVjuAO97z3Lvich/MpS37isUskMOa+lx9xYMQF1DYgGyoA30lFJKdUindQxqjNkTGxRPAircyeTuiHre+tXnJZjmQOcF8CdAA+R0ErGPy7X0WBUUQG1D+8uFndJjDZCVUkp1QKZH0tsKOA04HdjenUzLBn65GiCrXBMK28ZWWp9UBfyJdfcmYT1elFJKdVjai1WMMUFjzCRjzHPAt8DvgR9iL2feK9k7wMXAkHTnIR1E5EERMe29gGs9ya71zLsoS1lvX77ekoTDUFyU7VyoXGCMHTQk3M7BHA7rCHpKKaU6LG1XDmPM3tgqFCcCPd3JnkUEGxT/A/iniCxP13erDiguhM21TuDgz5++YZtCWnqsWgoGYHNd/AZ4YrS+ulJKqQ5LdSS9rWmuQvEDd7JnEbcqhQDbiMiKVL5PpUFhEAoCUN8AW+qckrg8CJTDYSguyXYuVC5JtGRYe7BQSinVQR0OkI0xhcAx2NLiCTRX0/BGWCuBvwHnAiUAGhznEJ/PVlUIBqGurrk3gFwtnW0K2UZZ+qhcefl94DOx6yGL2LNTrt/8KaWUyjkJRxzGmB/RXIWi3J3sWWQzzSPpvSwiYWeUO5Wr/D4oLbFDNtfWQUOjfRydayVu4TCUaemxasUY+zSksSn6zV04DP6ABshKKaU6LG6AbIwZSHMViu3cyZ5FQsBLwGxgroh0YPzXrsEZnnp6lrORmoAfepTaQGNzLTQ0QSBHusYKhWwQVKClxyqKYIGtLkS0AFmgUI8bpZRSHdfe1WMpbXufAPgIGxQ/IiKrM5ExlQUFAehZZkuSt9RBqCn79ZNDYVvKrVQ0bndv0YjYGz2llFKqg9oLkH3YBnYCfIcdXnqOiHye6YypLDHGNuQLFti6ybV1dno2AuVQyH5vrtaNVtnn84HPH33YaUNuPAVRSimVdzpy9dgIbACqMpMVlVOMsV3CVfSwAXNjCJqabKlcZwmFoaRY65Cq+AoL7LHiJU4HOhogK6WUSkIiVw83OhkF3AQsNcb8xxhzmjGmNHNZUznB54PSYqgos71INDbZkt1MC4Vtg0EtPVbtCQTa3riJZL96kFJKqbzVXoC8E3AbsJrmush+YDwwC1htjJljjDnUGKNFNV2Z32nI17PMBh0NjfaxdqaEQlBapAGOap8bCHuD5LAOMa2UUip5cYNaEflMRC4DtgGOBP4JNNAcLJcAPwWeAZYbY24zxuye2SyrrAoEoLzMdrsm4gTKaa52ESk91h4IVAIiw057btgEPX6UUkolLaFSXxEJicgzInICsBXwC2C+M9sNlvsDvwTeN8Z8Zoz5NWkcylrlELchX88etvpFKGS7hktX/eRQ2NZ/1tJjlahgAEKe40/Q+sdKKaWS1uEriIhsEJG/iMiewI7ArcAqZ7YbLP8QuB5nFD0AY0yv1LOrcooxUOQ05CsO2kZ8jSkGyuGwHagkWJC+fKquryAAptVxl2sD3iillMobKV1BRORzEfkVMAj4MfAPoJ6WfSc7zclZZYx50Rgz1RjTJ5XvVTnG57O9TfTsYQPbxiY7PHQymkJaeqw6zucD47M3Z+5Nlh5DSimlkpSWIhYRCYvIsyIyCVsF4wJgHs2BsmCrW0wA7gZWGGNeNsacY4zpl448qBzg99u6yT172AClobFt91vxuH3Zaumx6ihj7HETCtk68Vr/WCmlVArS/gxSRKpE5C4R2QvbNdwfaVkFA2ywPA74C7As3XlQWeYOXV1eZj8n2uNFUwhKtOcKlaRgwAbH4bCOoKeUUiolGb2KiMhCEZmG7QXjcOAxbC8Y0LLbONXVGNM8dHVpiQ1c4tVP1tJjlSq/51SiXbwppZRKQacUszhVMJ4XkZ8CA4Dzgfc747tVlhkDRUGnIV+RHZEvWqCsdY9Vqny+5sBYe7BQSimVgk6/iohItYjcLSJ7Y6tg3NzZeVBZ4A5dXekdutppyBcWG9AUBrObR5X/gkF7LGmArJRSKgVZbckiIguBX2czD6qTuUNXFwVhS52tnyxAWbGWHqvUFUQZdloppZTqIG3qrbLDHbq6sQnqG7T0WKVHwK/1j5VSSqVMA2SVXQUB+1JKKaWUyhFaUU8ppZRSSikPDZCVUkoppZTy0ABZKaWUUkopDw2QlVJKKaWU8tAAWSmllFJKKQ8NkJVSSimllPLQAFkppZRSSikPDZCVUkoppZTy0ABZKaWUUkopDw2QlVJKKaWU8tAxfpVKgYhQU1PDxo0b2bJlC6FQKNtZUkoppboFv99PSUkJ5eXl9OjRA2NM2tatAbJSSRIR1qxZw+bNm+nVqxcDBgzA7/en9R9UKaWUUm2JCKFQiE2bNrF27Vpqa2vp169f2q7BGiArlaSamho2b97MkCFD8Pv92c6OUkop1W0YYwgEAlRUVNCjRw+WLl1KTU0N5eXlaVm/1kFWKkkbN26kV69eGhwrpZRSWeT3++nVqxcbN25M2zo1QFYqSVu2bKGsrCzb2VBKKaW6vbKyMrZs2ZK29WmArFSSQqGQlh4rpZRSOcDv96e1obwGyEqlQBvkKaWUUtmX7uuxBshKKaWUUkp5aICslFJKKaWUhwbISimllFJKeWiArJRS3diSJUswxmCMYcmSJdnOjsoj69ev58ILL2TEiBEUFhZGjqOqqqpsZ03lqClTpmCMYcqUKdnOSrt0oBClVNaJCI8//jh/+9vf+PDDD1mzZg1+v5/+/fuz1VZbseeee7L//vszYcKEtHUC3x1Mnz4dsBeloUOHZjUvqmsJhUJMmDCBjz/+GLBdbFVWVgLg82nZW76qqqrijjvuAOCiiy6ioqIiq/nJJg2QlVJZVVVVxdFHH83rr78emRYIBCgpKeHbb7/lm2++4e233+b2229n1qxZeVHykCuuvfZaAMaNGxczQC4oKGD77bePvFcqEf/5z3/4+OOPKSgo4JVXXmG//fbLdpZUGlRVVUXOG1OmTNEAWSmlsuW0007j9ddfx+/3c9FFF3H22WczYsQIfD4fTU1NfP755zz//PP87W9/y3ZWu6SBAweyaNGibGdD5ZlPP/0UgJ133lmDY9UlaYCslMqar776iqeeegqA66+/niuuuKLF/EAgwM4778zOO+/MtGnTqK2tzUY2lVKtuCOW6WiiqqvSikJKqaxx6y8CHHXUUe0uX1xcHHPeggULmDp1Kttttx0lJSWUlZWx8847c+WVV7J27dqoaaZPn44xhnHjxgHw5JNPMmHCBHr37k15eTn77LMPc+fObZFm9uzZ7LvvvlRWVlJWVsYBBxzAyy+/HDdf06dPZ/z48YwYMYLi4mLKy8sZPXo0V111Vcy8AQwdOhRjDA8++CANDQ3ccsst7LLLLpSWltKzZ0/Gjx/P888/3yad2xDGdeCBB0YaUBljWlS3SKSRXjgc5rHHHuPoo49m4MCBFBYW0rdvX3bffXcuv/xyFixYEHMboumM/e565plnOO644yL5rqys5IADDuDuu++moaEhappx48ZhjGH69Ok0NTVx++23M3r0aMrKyujXrx9HH300//3vfyPLb9myheuvv54dd9yR0tJSevfuzaRJk/j666/j5m3VqlX86le/YtSoUZSWllJaWsqoUaOYNm0aq1evjpqm9e/19ddfM3XqVIYNG0ZhYSFDhw5lw4YNlJSUYIzhsccei5uHq6++GmMMw4cPR0Ta2ZvNx5Zbv/31119vcWy50xPJp1d1dTXXXXcdu+22G+Xl5RQXF7Pddttx7rnn8s0338TMj/sdr732GuvWreOSSy6J/J8NGTKECy64gO+//z6y/NKlSzn33HMZNmwYRUVFDB48mEsvvZSampp2tz2WF154gWOPPZZBgwYRDAYpLy9n+PDhHHzwwfzxj39k/fr1UdNt3ryZ2267jbFjx9KnTx+CwSCDBg1i7Nix3HrrrW2OAe9x2djYyK233sqYMWOoqKiI7AOw/68vv/wyF154IXvvvXckX71792bs2LHMmDGDxsbGNvkZN24cw4YNi3weNmxYi9/W/X/1amho4P777+fQQw+lf//+FBYWstVWW/GjH/2I6667jsWLF8fdd48//jjjxo2jV69elJSUsOuuu/KnP/2JcDjczl7vBCKirw68gJ2Bm4GPgO+BemAZ8B5wG3BYR9a3++67i8pPn3/+ebazkPcee+wxAQSQF198Men13HTTTeLz+SLrKikpkWAwGPm81VZbyYcfftgm3W9/+1sBZOzYsXLNNdcIID6fT3r27BlJC8iMGTMkHA7L6aefLoAEAgHp0aNHZL7f75enn346at6GDBkSWa6oqEh69eolxpjItIEDB8qiRYvipr3zzjtlr732EkAKCgqkrKwskt4YIzNnzmyR7sILL5T+/ftHlqmsrJT+/ftHXmPGjIksu3jx4shyixcvbpOH77//Xg444IAW+6OioqJFHo466qjEf6xO2u9btmyR448/vsX6ysvLW+z7vffeW9avX98m7dixYwWQ3/zmNzJhwgQBJBgMSmlpaSRtWVmZzJs3T9auXSujR4+O/L7FxcWRZfr16ydLly6Nmr/XXntNKioqIsuWlpa2WH9lZaW8+eabbdJ5f685c+ZEfoeSkhIpLS2VIUOGiIhE9tmECRNi/g5NTU0ycOBAAeSGG25I4JdrPrbcvBYUFLQ4tm655ZYO5VNEZMGCBTJo0KAW/yfe37mwsFAef/zxqPlxl3nooYci6ygtLW3x/z9y5EjZsGGDvP/++9K7d+/IsRAIBCLL7LvvvtLU1JTQPvC69tprWxxjJSUlLf43AHn11VfbpPvggw9km222iSzj8/mkV69eUlhYGJl2++23t0jjHpeXX3657LPPPpH/icrKSjHGRL7Hu+/dY7X1/9b+++8vW7ZsabH+Y445Rvr06RNZpk+fPi1+22OOOabF8t98843suOOOLc5FlZWVUlJSEpn2y1/+skUa97g8/fTT5fzzz49su/d/AZDTTjutw7+FSHLXZWC+RIv3ok3UV9TAuASYAYS8P2KUV1VH1qsBcv7SADl1ixcvjgQsO+20k3zxxRcdXsf9998fuQjccMMNsnLlShGxF//58+fL+PHjBZBBgwZJTU1Ni7RuoNazZ0/x+/1yww03SFVVlYiILFu2TA455BABpEePHnLNNddIcXGxzJgxQzZv3iwiIl9++aWMGTNGABk8eLCEQqE2+TvttNPkwQcfbBEo1dfXy0svvSR77rmnALLbbrtF3TY3QK6srJSBAwfK3LlzpaGhQUREFi1aJHvvvXdk2918e8W7QLviBciNjY2y7777RoKUm266SdasWROZv3z5crnnnnvk17/+dcz1R9MZ+33y5MkCyPDhw2XOnDlSXV0tIiK1tbXy73//W4YPHy6AHH300W3SuoFIRUWF9O7dW/7xj39IQ0ODhMNhef/99yNp99lnHznmmGNk6NCh8sILL0goFJJQKCQvvfSS9O3bVwA55ZRT2qz/22+/jQQEO+ywg7z11luReW+88YZsv/32AkivXr1k2bJlLdJ6f6+ysjLZa6+9ZN68eZH57v/Qu+++Gwlavv7666i/w5NPPhkJstz/m0R5b3KiSTSfGzdulGHDhgnOzeIzzzwT+T0//vjjyDFeWFgoH3/8cZvv8d607brrrvLuu++KiEhDQ4M88sgjkWDtggsukCFDhsj48eNlwYIFImKPhTvvvFP8fr8Act9993VoHyxZsiRyY37JJZfI8uXLI/OqqqrkzTfflPPOO0/mz5/fIt23334bCUS32WYb+fvf/x45tsPhsHz22Wcyffp0efjhh1ukc4/LsrIyKSsrk1mzZkWC3LVr18q6detEROS7776TU045RZ588snINBGRmpoamTVrlmy99dYCyMUXX9xmm9q7YXZVV1fLdtttFzk/3XvvvS3OQV9//bXceuutctttt7VI5wbIlZWVEgwG5bbbbov8b65du1bOPPPMyPe//PLLMb8/Fg2QOz84LgNe8wTBS7GlxT8Djgd+DtwCfAps6Mi6NUDOXxogp8dZZ53VogRi9OjRct5558nMmTPl008/lXA4HDPtxo0bI4HG888/H3WZxsZG2X333aOWyLgXeUCuv/76Nmmrq6tblOq1vmCJiPzvf/+LzI9W4hdPTU1NpKQ3Wlo3QC4sLJSFCxe2mb9mzRopKiqKmbdUA2T35sMYI88880yHti2eTO/3N954Q8CW4H777bdR8/Ddd99FvuOjjz5qMc8NRGL9Li+//HJkfnFxsXz11Vdtlpk5c2ZkvntT4zrnnHMiQUK0wPS7776T8vJyAeT8889vMc/7ew0ZMqTNTZ/XrrvuKoBcccUVUef/+Mc/FkCOPfbYmOuIpSMBcrx83njjjQK2JPrTTz9tM3/jxo0ydOhQAeSII45oM9/9jv79+8vatWvbzL/66qsjy4waNUrq6uraLHPqqacKxC9tj+bRRx8VQH7wgx90KJ1789a7d++Yx2c03uPyySef7NB3es2bN0/AlrTX1ta2mJdogHzVVVdFzk3Rns7F4gbIgMyaNSvqMu75+swzz0x4vS4NkDs/QH7YExzfAATjLLtNR9atAXL+Sugf8aulIh8t7Bqvr6I/Kk5VY2OjXH311S0CIu+rX79+cvHFF8uqVavapJ01a5YAMnr06Ljf8cc//lEAOfTQQ1tMdy/yRUVFsmnTpqhpJ06cGCmpjBWsb7vttgLIX/7ylwS3utmJJ54ogPzhD39oM88NkKOVQroOPPBAAWTatGlt5qUaILuPcaMFJqnI9H53L8LRSsi83ADxxhtvbDHdDUT222+/qOmampoij8JPPfXUqMssW7Yssl8/++yzyPRwOCy9evUSIG7J+7Rp0yJBlJf393KrM8Ryzz33CCADBgxoE6QvW7YsUnL6wgsvxF1PNB0JkOPl062ectJJJ8Vc5q677hKwj+JbPylxv+Oqq66Kmvatt96KLNO6KpLr4YcfFkD69u0bMw/RvPDCCwK2Cles47i1TZs2SUFBQUK/X2vucTlq1KgOpYumX79+Asj/+3//r8X0RANktxS69Q1ce9z/zW222Sbm/7VbbWXPPffs0LpF0hsgayO9dhhjDgVOcT7+SUSuFJHoLTsAEfmuc3KmVNcQCAS47rrrWL58ObNnz+bMM89kl112IRgMArBmzRpuv/12dtxxR95///0Wad9++20AFi5cyIABA2K+rrvuOsA20Ilmhx12oLS0NOq8/v37AzBmzJgWDd+iLbNhw4ao859++mkmTZrE8OHDKS0tbdHwxW1EtWzZspj7aK+99oo5b+uttwaI2RAoWU1NTcybNw+AI488Mq3rdmVqv7vHxcyZM+MeFy+99BIQ+7jYc889o073+/306dMHgD322CNu3lrnb/HixZHfauLEiVHTAhx00EEArFu3LmZDp3333TdmeoCTTz6ZHj16sGrVqkhvMa4HHniAUCjEsGHDIt+VKbHy2dDQwCeffAIkti/C4TAffvhh1GVi/Vbe36G93yrW/28se+65J3369GHlypXstdde/PnPf2bRokVuYVlU8+fPjzSQS/b/qr3fHey+nTFjBgcffDBbb711i5EOjTGsWbMGiH/eiWXp0qWsWLECSH4b9thjj5j/15k6p3WUdvPWvl85f2uAq7KZEZWHth2c7RzkjZ49ezJ58mQmT54MQF1dHW+99Rb/93//x1NPPcXatWs57rjj+OqrrygqKgKInKTr6uqoq6tr9zvcrqla69GjR8w0gUAg4WVatwwPh8NMnjyZRx55pMWylZWVkRuA6upq6urq2Lx5c8z1J/PdqVq3bl1knUOGDEnrul2Z2u/ucbFx40Y2btzYbj4ycVy481vnzw1MwPZBHcugQYNapPH2LuDq169fzPRgu2CbPHkyd999N/feey/HHnssYI/LmTNnAnDWWWfFDFTSJVY+169fTygUAjq2L6JJ5Hdob5mmpqaYeYimoqKCRx55hJNPPpnPPvuMX/ziF4A9lx1wwAGceOKJTJo0qcUAPKtWrYq8T/b/qr3ffc2aNUycODHSVzVAUVERffr0we/3A/D9998TDofjnndiScc2ZOOc1lFaghyHMWYIcKDzca6IbMpmfpTqToqKipg4cSJPPvkkp59+OmBLO7zdmrkX10mTJiVUpSlWN2aZMnPmTB555BH8fj/XXHMNX331FfX19axfv55Vq1axatUqjj/+eIC4pU7ZkOmgKZPc4+Luu+9O6Lh48MEHs5vhJLnBTjznnnsuYEe+c4//F198kaVLlxIIBDjjjDMymUUgsXzmq4kTJ7J48WL++te/cvrpp7PddttRXV3NU089xamnnsro0aNZvnx5ZPl0/F+1tz8vvvhiPv30U3r37s0DDzzAypUrqa2t5fvvv4+cd9xS2mTOO/l8bugIDZDj2x9wj4T3AYwxxxpjnjPGrDLG1Bljlhtj5hpjTjTd5ahRqpNNnTo18v6LL76IvB8wYAAQ+xF5tv39738H4Mwzz+Taa69l2223xedredr1lsbkkl69ekVKvnJ1/8aSy8eFt/Qv3uNt77z2Sgzj2Wmnndhnn31alBrfd999gO173N1X2dCrV69IsNcZ+yJTSktLOfXUU3nwwQf58ssvWbZsGTfddBNFRUUtSpaBFvs7E8dnY2Mj//rXvwD485//zBlnnNHmNw6FQnH7X29PprchV2iAHN8Yz/s1xph/Av8EDgX6A4XA1sBRwKPA68aYPp2eS6W6OO9oXYWFhZH3bl28Dz74gJUrV3Z6vtrz3Xe2ScLo0aOjzt+0aRPvvfdexr7fvWdPppQoEAhE6nW2rr+a69zj4umnn85yTtoaNmwYvXr1Aog70IlbP7p3795Rq1d0hFuK/MADD7B8+fLI7+m98cyGYDDIzjvvDCS2L3w+H7vttlun5C0VAwcOZNq0aVx66aWALb13jRkzJlK9KhP/V99//32kulms885bb70Vs0qa9wY+1nlj8ODBkSox+XZu6AgNkOPz3nb9DjgWqAPuBk4DJgN/AtxKPPsDzxljgp2ZSaXy1eLFi/nyyy/bXe6hhx6KvPdeIE844QQqKipobGzkkksuiRsIhsNhqqqqUspvR/Xs2ROgxahrXr/73e9SGsGrPeXl5QBJb/fPf/5zAJ599lmeffbZdGUr49zAb8GCBdx9991xl928eXPMEfUywRjDpEmTALjnnnuiPkFYsWIF99xzDwAnnXRSyt95wgkn0Lt3b1asWMHJJ59MY2NjpzTOS8RPf/pTwI6oFm1Exk2bNnHzzTcDcPjhh0f+p3JBfX193PnuyJ/eoLOkpCSyzTfeeGPkJjpdysvLIzfG0c47TU1NXHnllXHTu+KdN9xzw/33389HH32UZG5zmwbI8VV43v8AWAvsISLnichsEZkjIhcBuwJuJaMxwMXxVmqMmWqMmW+Mme8dAlOp7uazzz5j5MiRHHHEEfz1r39tUUe4sbGRjz76iDPOOIPbbrsNsK3G99tvv8gyFRUV3HHHHYCtznDEEUfw3nvvRYYpDYfDLFy4kFtvvZVRo0Z1eonioYceCthH2vfee28kEFu1ahUXX3wxN998M717987Y9++4444AzJkzJ2ZDtHhOPfVU9ttvP0SE4447jltuuaXFo9kVK1Zw++23c/nll6ctz+kwduzYSN3a888/n4svvrjFcMX19fW8++67TJs2jSFDhsRs+JUpv/nNb6ioqGD9+vVMnDiRd955JzLv7bffZuLEiVRVVdGrVy+uuOKKlL+vsLCQKVOmAPDGG28AndM4LxHusM+NjY0cdthhPPfcc5H/308//ZRDDjmExYsXU1hYyPXXX5/l3LZ00003cdhhhzF79uwW1UDq6+t57LHHuOWWWwA44ogjWqS74YYb6NOnD+vWrWPfffflscceo7a2FrCltgsWLOBXv/oVs2fP7nCeysrKIk9QLrnkEl555ZXI/lywYAGHH3448+fPj9l7TEVFRaR0eNasWTEbLl522WVst9121NfXM2HCBO67774WDWK//vprrrvuOv74xz92eBtyRd73YmGMORMY1O6CCRCR6a0mtb6BuEhE2tziisj/jDHnAO6zhguBm+J8z73AvQDOaFBKdUsFBQWEw+EWJZTBYJCysjI2bNjQokR4t91244knnmhTh/f000+ntraWX/7ylzz33HM899xzFBYWUlZWxsaNG1u0hO7sgODSSy/l8ccfZ9GiRZx99tmce+65lJeXU11djYhw9tlnU1dX16KEPJ3OOecc3n77bf75z3/y5JNP0q9fPwKBAIMGDeKtt95qN30gEOCJJ57g2GOP5c0332TatGlcfvnl9OzZk6amJjZtsu2WjzrqqIzkPxUzZszA7/dz//33c8cdd3DHHXdQVlZGQUEB1dXVkaABOv+4GDRoEHPnzuWoo47is88+Y999940ELG6vAhUVFcydOzdu7w4dcc4553DbbbchIp3WOC8RPXr04Mknn+TQQw9l2bJlHH744RQVFREMBiMBV2FhIQ8//DC77LJLlnPbUjgc5vnnn480HC4uLqa4uLjFuWvkyJGRG3zXoEGDeOGFF/jJT37Cd999x6RJk/D7/VRUVLB58+ZI9Yfbb789qXzdcccdjB07luXLlzNhwgQKCwsJBoPU1NQQCAR44IEHuPrqq2P2YHHOOedw9dVXc+edd3LvvffSr18/fD4fe++9d6RdRY8ePXj++ec58sgj+fzzz5k6dSrnnHMOFRUV1NXVRW7If/nLXya1Dbkg7wNk4EwgdiehHTO91Wfvs89qbD3jWJ4BVmDrJG9tjBkpIgvTlC+luqRDDjmEr776imeffZa33nqLBQsWsGzZMqqqqigpKWHrrbdm9OjRHHvssZxwwgltgmPXOeecw6GHHspf/vIX/vOf/7B48WKqqqooLy9nxIgR/OhHP+InP/kJ48eP79Ttq6io4J133uG6665j7ty5LF++nEAgwLhx45g6dSo//elPIyV7meB2mXfPPffw6aefsnLlyhaBYSL69OnDa6+9xiOPPMKcOXP44IMP2LBhA5WVlWy//fYcdNBBnHrqqZnIfkqCwSD33XcfP/vZz7j33nt58803WbFiBfX19fTr148f/vCHHHDAARx//PFpC0I7YuzYsZGnG88++yxLlizBGBN5onLppZemtQHdtttuy6677spHH32U9cZ5re2444589tln3HHHHcydO5f//e9/1NfXM2LECA466CAuu+wyRowYke1stjF16lQGDhzIq6++Gvn/qq6uprKyklGjRnHcccdx9tlnR7ql9Nptt91YuHAhd911F3PnzmXRokXU1NTQv39/RowYwU9+8hNOPvnkpPK1++678/7773PttdfyyiuvUF1dTY8ePTjssMO47LLL2GOPPbj66qtjpv/Nb35DeXk5s2fPZtGiRSxbtgwRYejQoS2WGz58OB999BEzZ87kscce49NPP2Xjxo307duXXXbZhcMPPzwnzw2JMrnWtVBHGWPeJU0Bsoi0KEYwxszEDicN8KaIHNBOXp4Cfux8PFJE2n2eO2bMGJk/f34y2VVZtnDhQkaOHJntbCilVLtWrVrFNttsQ1NTEy+88AIHH3xwtrOkVNolc102xnwgImNaT8/7EmQR2TuDq//C8746geW9y+ROSwKllFLd2owZM2hqamLbbbfNicZ5SuU6baQX3yee94kEvN5lEgmolVJKqYyaP38+t956K2AbbuVC4zylcl3elyBn2BvYLtxKgZ2NMQERidqk0xkkxNvpYPt9VymllFIZMnToUOrr6yNdyY0ePZozzzwzy7lSKj9oCXIcIrIFeNL52BOYFGfxIwC3pcdiEdEAWSmlVNYsXbqUVatWMWDAAKZMmcJzzz0XGR1RKRWfliC371rgBOy+usMY87GIfOZdwBgzAjt4iOuWTsyfUkop1Ua+N8JXKps0QG6HiHxhjLkS269xH2C+MeYB4P8BYWBP4OeAOxbuC8A92cirUkoppZRKnQbICRCRm40xAWw/yUXAec6rtX8AU0SkYx2NKqWUUkqpnKF1kBMkIr/HDin9J2AhdhCROmAJMAeYICInOvWWlVJKKaVUntIS5A4Qkc+Bi7KdD6WUUkoplTlagqyUUkoppZSHBshKKaWUUkp5aICslFJKKaWUhwbISimllFJKeWiArJRSSimllIcGyEoppZRSSnlogKyUUkoppZSHBshKKdWNLVmyBGMMxhiWLFmS7ewolVZbtmzh6quvZuTIkRQXF0eO9Y8//hiAoUOHYozhwQcfbJM22XmZNn36dIwxjBs3rtO/uzvRgUKUUlknIjz++OP87W9/48MPP2TNmjX4/X769+/PVlttxZ577sn+++/PhAkTKC8vz3Z288b06dMBmDJlCkOHDs1qXpTKhkmTJvH0008DUFxcTP/+/QEoKCjIZrZUHtAAWSmVVVVVVRx99NG8/vrrkWmBQICSkhK+/fZbvvnmG95++21uv/12Zs2axZQpU7KX2Txz7bXXAjBu3LiYAXJBQQHbb7995L1SXcWiRYsiwfGjjz7KiSee2GaZESNGUFRURM+ePTs7eyrHaYCslMqq0047jddffx2/389FF13E2WefzYgRI/D5fDQ1NfH555/z/PPP87e//S3bWe2SBg4cyKJFi7KdDaXS7tNPPwWgd+/eUYNjgJdffrkzs6TyiAbISqms+eqrr3jqqacAuP7667niiitazA8EAuy8887svPPOTJs2jdra2mxkUymVh7Zs2QJAWVlZlnOi8pE20lNKZY3bUAbgqKOOanf54uLimPMWLFjA1KlT2W677SgpKaGsrIydd96ZK6+8krVr10ZN07qxy5NPPsmECRPo3bs35eXl7LPPPsydO7dFmtmzZ7PvvvtSWVlJWVkZBxxwQNxSqAULFjB9+nTGjx/PiBEjKC4upry8nNGjR3PVVVfFzBu0bAjU0NDALbfcwi677EJpaSk9e/Zk/PjxPP/8823STZkyBWNM5POBBx4YaZxkjGlR3SKRRnrhcJjHHnuMo48+moEDB1JYWEjfvn3Zfffdufzyy1mwYEHMbYimM/a765lnnuG4446L5LuyspIDDjiAu+++m4aGhqhpxo0bhzGG6dOn09TUxO23387o0aMpKyujX79+HH300fz3v/+NLL9lyxauv/56dtxxR0pLS+nduzeTJk3i66+/jpu3VatW8atf/YpRo0ZRWlpKaWkpo0aNYtq0aaxevTpqmta/19dff83UqVMZNmwYhYWFDB06lA0bNlBSUoIxhsceeyxuHq6++mqMMQwfPhwRaWdvNnPz8Nprr7Fq1SouuOAChg0bRlFREQMGDOCUU06J+WQikW3wCofDzJkzh8MPP5z+/fsTDAbp27cvBx98MI888kibfLvHl1sda+nSpS2Of281rUw2tnv77beZPHkyQ4YMiVTj2HPPPbnpppvYtGlT3LTPPfccBx10EBUVFZSVlbHLLrtw880309jYmPZ8qhhERF9ZfO2+++6i8tPnn3+e7Szkvccee0wAAeTFF19Mej033XST+Hy+yLpKSkokGAxGPm+11Vby4Ycftkn329/+VgAZO3asXHPNNQKIz+eTnj17RtICMmPGDAmHw3L66acLIIFAQHr06BGZ7/f75emnn46atyFDhkSWKyoqkl69eokxJjJt4MCBsmjRorhp77zzTtlrr70EkIKCAikrK4ukN8bIzJkzW6S78MILpX///pFlKisrpX///pHXmDFjIssuXrw4stzixYvb5OH777+XAw44oMX+qKioaJGHo446KvEfq5P2+5YtW+T4449vsb7y8vIW+37vvfeW9evXt0k7duxYAeQ3v/mNTJgwQQAJBoNSWloaSVtWVibz5s2TtWvXyujRoyO/b3FxcWSZfv36ydKlS6Pm77XXXpOKiorIsqWlpS3WX1lZKW+++WabdN7fa86cOZHfoaSkREpLS2XIkCEiIpF9NmHChJi/Q1NTkwwcOFAAueGGGxL45Zq5eXjggQdkwIABAkhxcXGL46KoqEiee+65pLdBRGTdunVtjr/Wx8lPfvITqa+vj6S55ZZbpH///lJeXh45trzH/4UXXhhZ1v0fmzVrVpt8JjsvFArJhRde2CKPZWVl4vf7I5+33357WbJkSdR96/5/eP/fAoGAAHLAAQfIr3/968j/j2opmesyMF+ixGdZDxC7+0sD5PylAXLqFi9eHAlYdtppJ/niiy86vI77778/cgG64YYbZOXKlSJiL/7z58+X8ePHCyCDBg2SmpqaFmndC1HPnj3F7/fLDTfcIFVVVSIismzZMjnkkEMEkB49esg111wjxcXFMmPGDNm8ebOIiHz55ZcyZswYAWTw4MESCoXa5O+0006TBx98sEWgVF9fLy+99JLsueeeAshuu+0Wddvci3BlZaUMHDhQ5s6dKw0NDSIismjRItl7770j2+7m28u9wL766qsx91+8ALmxsVH23XdfAaSwsFBuuukmWbNmTWT+8uXL5Z577pFf//rXMdcfTWfs98mTJwsgw4cPlzlz5kh1dbWIiNTW1sq///1vGT58uABy9NFHt0nrBsgVFRXSu3dv+cc//iENDQ0SDofl/fffj6TdZ5995JhjjpGhQ4fKCy+8IKFQSEKhkLz00kvSt29fAeSUU05ps/5vv/02EhzvsMMO8tZbb0XmvfHGG7L99tsLIL169ZJly5a1SOv9vcrKymSvvfaSefPmRea7/0Pvvvtu5Abq66+/jvo7PPnkk5EbD/f/JlHeYHXw4MHy4osvSjgcFhGR9957T3baaafITcl3332X1DY0NTVFfotdd91VnnrqqcgxsGnTJnnooYekX79+AshFF13UJo+zZs0SoEXA3VomAuSrrroqcoP0l7/8RdatWyciIg0NDfLqq69Gbqh22223Nsfuv//978i+OeGEE+TbxT0I8wAAJ6lJREFUb78VEXvD95e//EWCwWDk2NEAuS0NkLvQSwPk/KUBcnqcddZZLUpDR48eLeedd57MnDlTPv3008hFN5qNGzdGLhbPP/981GUaGxtl9913F0Buv/32FvO8JTXXX399m7TV1dUtSvUefvjhNsv873//i8yPVuIXT01NTaSkN1pa9yJcWFgoCxcubDN/zZo1UlRUFDNvqQbI7s2HMUaeeeaZDm1bPJne72+88UYkQHEDjNa+++67yHd89NFHLea5QVms3+Xll1+OzC8uLpavvvqqzTIzZ86MzHdvalznnHNO5MYnWmD63XffRUo/zz///BbzvL/XkCFD2tz0ee26664CyBVXXBF1/o9//GMB5Nhjj425jljcPASDwajnwtWrV0uvXr0EkPPOOy+pbfjrX/8qgPzwhz+MegMoIjJ//nwxxkgwGJTVq1e3mJeNAHnx4sXi9/uluLhYPv7446jfuXHjRhk0aJAA8sQTT7SYt8MOO0SC32g3fjNmzIjsOw2Q20pngKx1kJVSWXXXXXdx9dVXU1paiojw0Ucfcdddd/Hzn/+cnXbaiQEDBnDJJZdErZP5z3/+k6qqKkaPHs0hhxwSdf2BQICTTjoJgBdeeCHqMkVFRVx00UVtppeXl/OjH/0IgMGDB3PyySe3WWbEiBFsu+22AHzyyScJbbOrrKyMsWPHAvDWW2/FXO7444/nhz/8YZvpffv2jeSvo9+diAceeACAww8/nMMPPzzt68/Ufp85cyYAp5xyCttss03U7x40aBAHHnggEPu42G+//dhvv/3aTB87diyFhYWA/W3cfHi5x2NtbS1fffVVZLqIROoFn3POOQwYMCBq3s455xwA/v73v0fNG8AFF1wQtwHaueeeC8CDDz7Ypu7q8uXLee655wA4++yzY66jPSeccAIjR45sM71fv36RbXj00Udjpo+3De7veO6558bshm333Xdn1KhRNDQ08Oqrr3Y0+2n34IMPEgqFOPTQQ9lll12iLtOjRw+OPvpooOWx98knn/D5558DcNVVV+HztQ3RzjrrLAYOHJj+jKs2tBcLpTLpyjdhwffZzkV67NgXbtg/7asNBAJcd911XHrppTz11FO8/vrrzJs3j4ULF9LQ0MCaNWu4/fbbmT17Ns888wx77rlnJO3bb78NwMKFC6MGGi6394ulS5dGnb/DDjtQWloadZ47sMCYMWNaNHxrvcz//vc/NmzYEHX+008/zezZs5k3bx6rV6+OtK73WrZsWcz877XXXjHnbb311gCsX78+5jLJaGpqYt68eQAceeSRaV23K1P73T0uZs6cGbd7wOrqaiD2ceE91rz8fj99+vRh+fLl7LHHHnHzD7TI3+LFiyO/1cSJE2Pm7aCDDuLmm29m3bp1LF68mGHDhrVZZt99942ZHuDkk0/msssuY9WqVTz11FMce+yxkXkPPPAAoVCIYcOGcdBBB8VdTzzjx4+PO+/3v/99UtsQCoV49913Advo7ve//33M73H3Z6zfsTO5x96LL74Y95zkNtLz5nn+/PmAPSfuv3/0c63P52PcuHHMmTMnXVlWMWiArJTKCT179mTy5MlMnjwZgLq6Ot566y3+7//+j6eeeoq1a9dy3HHH8dVXX1FUVATAihUrIsvW1dW1+x3RAlOwJTqxBAKBhJdpXUoXDoeZPHkyjzzySItlKysrCQaDgA3S6urq2Lx5c8z1J/PdqVq3bl1knUOGDEnrul2Z2u/ucbFx40Y2btzYbj4ycVy481vnb82aNZH38UoCBw0a1CJNtOCyX79+MdODfUIxefJk7r77bu69995IgBwOhyOls2eddVbMG5BExNsG77yObsP69eupr68HiHnj2Vqs37Ezucfe5s2b4/5Pu7x5do+NPn36RJ5QROM9NlTmaICsVCZloMS1uygqKmLixIlMnDiRKVOm8NBDD7Fs2TKef/75yOPJUCgE2OFk4z2KzpaZM2fyyCOP4Pf7ufLKKzn11FMZPnx4i0enp556Kg8//LBtFJJDUgmass09Lu6+++7IY/6uyO/3t7vMueeey913381//vMflixZwtChQ3nxxRdZunQpgUCAM844oxNyGlusbXB/Q7Bdnh166KGdlaWUuPm+/PLLufHGG7OcG5UKrYOslMp5U6dOjbz/4osvIu/dR5i58Gg1GjdoP/PMM7n22mvZdttt29QrXLVqVTay1q5evXpFhp7O1f0bSy4fF94S03jVarzz2ispjmennXZin332aVFqfN999wG27/F41QASsXz58oTmdXQbevfuHSmFz8XfMZZUjj13H61duzZmH90Qf5+r9NEAWSmV87yNeLyPHt36ix988AErV67s9Hy157vvvgNg9OjRUedv2rSJ9957L2Pf75YCJ1M6HQgEInVw3dEO84V7XDz99NNZzklbw4YNo1evXkD8YY5feuklwAaK0aomdITbWO+BBx5g+fLlkd/Te+OZrHgN49x5vXr16vA2FBQU5OXx5x57L730UkLVvrzGjBkD2Pr/b775ZtRlwuEwr732Wkp5VInRAFkplTWLFy/myy+/bHe5hx56KPJ+t912i7w/4YQTqKiooLGxkUsuuSRuIBgOh6mqqkopvx3ltrz3jrrm9bvf/Y6ampqMfX95eTlA0tv985//HIBnn32WZ599Nl3Zyjg38FuwYAF333133GU3b94ct7Qu3YwxTJo0CYB77rkn6hOEFStWcM899wBEemBJxQknnEDv3r1ZsWIFJ598Mo2NjSk3znP94x//aPFUx7V27drINrjb21Hu75jI8ZfuRqrJ+tnPfkYgEGDt2rX89re/jbtsQ0NDixH1dt5550iPIDfccAPhcLhNmgceeCDukweVPhogK6Wy5rPPPmPkyJEcccQR/PWvf20x1HFjYyMfffQRZ5xxBrfddhtgexXwdrtVUVHBHXfcAdjqDEcccQTvvfde5MISDodZuHAht956K6NGjer0EkW33uR9993HvffeGwnEVq1axcUXX8zNN99M7969M/b9O+64IwBz5sxJqgHTqaeeyn777YeIcNxxx3HLLbe0GBp7xYoV3H777Vx++eVpy3M6jB07NlK39vzzz+fiiy/mm2++icyvr6/n3XffZdq0aQwZMqRFw7nO8Jvf/IaKigrWr1/PxIkTeeeddyLz3n77bSZOnEhVVRW9evXiiiuuSPn7CgsLI8Mrv/HGG0DqjfNcRUVFHHroobz00kuRG9R58+YxceJE1q5dS48ePZLehsmTJzNx4kREhGOOOYbrr78+0ggO7M3Nq6++yvnnn8/w4cNT3pZ0GDFiBFdffTUAN998M6eddlqLodibmpr4+OOPue6669h22235+OOPW6S/4YYbAFv6fvLJJ0eC4bq6OmbMmMEFF1xARUVFp2xLd6eN9JRSWVNQUEA4HG5RQhQMBikrK2PDhg0tSoR32203nnjiiTZ1eE8//XRqa2v55S9/yXPPPcdzzz1HYWEhZWVlbNy4sUUPAp3d8OzSSy/l8ccfZ9GiRZx99tmce+65lJeXU11djYhw9tlnU1dX16KEPJ3OOecc3n77bf75z3/y5JNP0q9fPwKBAIMGDYrb77IrEAjwxBNPcOyxx/Lmm28ybdo0Lr/8cnr27ElTU1Ok9Ouoo47KSP5TMWPGDPx+P/fffz933HEHd9xxB2VlZRQUFFBdXd2idK6zj4tBgwYxd+5cjjrqKD777DP23XffSHd3bs8HFRUVzJ07N2193p5zzjncdtttiEhaG+fdfvvt/OY3v+Gggw6ipKQEn88XOS4KCwt55JFHGDx4cFLr9vv9/POf/+SUU07h6aef5uqrr+bqq6+mvLwcn88X+T+Clr2GZNvVV19NU1MT119/PbNnz2b27NkUFxdTUlJCVVVViwaIrY+9Y445hiuvvJIbbriBRx99lEcffZTKykpqampoampi//33Z7/99uMPf/hDZ29Wt6MlyEqprDnkkEP46quv+NOf/hQZcKCwsJCqqipKSkrYbrvtOPHEE/n73//OvHnzIn3+tnbOOefwxRdfcNlll7HLLrtE1lFWVsaYMWP4xS9+wX/+85+0PK7uiIqKCt555x0uuugihg4dit/vJxAIMG7cOB555BFmzJiR0e+fPHkys2fPZr/99qOkpISVK1eydOnSDj2i7dOnD6+99hoPP/wwhx12GH379mXz5s2UlJSw++67c8UVV8TtozZbgsEg9913H++88w5TpkxhxIgRhEIhNm3aRL9+/Rg3bhzXXHMNn3zySVYGXhg7diwLFy7k0ksvZeTIkYTDYUSEkSNHctlll7Fw4cKYfeEmY9ttt2XXXXcF0tM4zzVs2DA++ugjzj//fPr27UtDQwP9+vXjpJNO4qOPPuKII45Iaf3l5eU89dRTPPvss0yaNInBgwdTX1/Pli1bGDhwIAcffDB/+MMfolbzyBZjDNdddx2ffPIJ5513HiNHjsTv91NdXU1lZSX77LMPv/rVr3jnnXei9gN9/fXX8/TTTzN+/HjKy8upr69n5MiR3Hjjjbz88suRLiJVZplc61qouxkzZoy4nYOr/LJw4cKoI0gppVSuWbVqFdtssw1NTU288MILHHzwwSmtzy35fPXVVxk3blwacqhU6pK5LhtjPhCRMa2nawmyUkop1cXNmDGDpqYmtt1227Q0zlOqq9MAWSmllOrC5s+fz6233grAJZdckteDwCjVWXKnVrtSSiml0mbo0KHU19dHupIbPXo0Z555ZpZzpVR+0ABZKaWU6oLc0dwGDBjAoYceyo033hgZHVEpFZ8GyEoppVQXlMlG+NrAX3V1WgdZKaWUUkopDw2QlVJKKaWU8tAAWSmllFJKKQ8NkJVSSimllPLQAFmpFGhDFaWUUir70n091gBZqST5/X5CoVC2s6GUUkp1e6FQCL/fn7b1aYCsVJJKSkrYtGlTtrOhlFJKdXubNm2ipKQkbevTAFmpJJWXl7N+/XotRVZKKaWyKBQKsX79esrLy9O2Th0oRKkk9ejRg9raWpYuXUqvXr0oKyvD7/djjMl21pRSSqkuTUQIhUJs2rSJ9evXU1paSo8ePdK2fg2QlUqSMYZ+/fpRU1PDxo0bWbNmjZYmK6WUUp3E7/dTUlJCnz596NGjR1oLqDRAVioFxhjKy8vT+lhHKaWUUtmldZA7wBizrTHmJmPMe8aY9caYRmPMRmPMImPMbGPM4dnOo1JKKaWUSo2WICfIGHMFcB1Q0GpWD2B75zXZGPMKcIKIrO/kLCqllFJKqTTQADkBxpiLgD94Jr0BPAN8B1QCo4FTgUJgPPCMMWY/EdEKqUoppZRSeUYD5HYYY0qA33km/VxEHoiy3O+BN4GBwN7AkcDczsijUkoppZRKH62D3L59gDLn/bxowTGAiCwGbvRM2j/TGVNKKaWUUumnAXL7+nnef9XOsl963pdmIC9KKaWUUirDNEBu32rP++3aWdY7f2EG8qKUUkoppTJMA+T2vQ2sdd7vYYw5I9pCxpihwK+dj+uAhzOfNaWUUkoplW7aSK8dIlJnjDkXeAS7vx4wxkwBnqa5F4vdaO7FYjlwrIisy06OlVJKKaVUKjRAToCIPG6M2QDcCYwEDnBeXpuBK4FZ2geyUkoppVT+0ioWiXsV+CXweYz5pcAlwJkmnYOBK6WUUkqpTmVEJNt5SJkx5kxgUDrWJSLTo6y/H/A4tuu274Hp2CoWK4Ge2NLka4BdnCRzgNNEJBwjv1OBqc7H7YEv0pH3PNWH5jreqi3dP/Hp/olP9098un/i0/0Tn+6f+PJl/wwRkb6tJ3aVAPldYK90rEtEWpT+GmNKgQ+BH2Ab3+3h9HncOg9FwCvAj5xJF4jIX9KRp67MGDNfRMZkOx+5SvdPfLp/4tP9E5/un/h0/8Sn+ye+fN8/WsWifedjg2OAW6IFx2Ab82GrWLh+kemMKaWUUkqp9OsSjfREZO8Mrv4Iz/uX2ln2PWATduS97Y0x5SKyMWM5U0oppZRSaaclyO3b2vM+brArtr6KdxkdTa9992Y7AzlO9098un/i0/0Tn+6f+HT/xKf7J7683j9dog5yJhljPsD2cwwwQUReibNsMVANFDiTikSkPsNZVEoppZRSaaQlyO1b4Hn/03aWPY7m4PhTDY6VUkoppfKPBsjte8Tz/ufGmMnRFjLG7Azc4Zk0O5OZUkoppZRSmaEBcjtE5HlgrvPRB8w2xrxgjPmFMeZ4Y8zPjDEPAe8DvZ3l/gv8ufNzm1nGmN7GmDOMMQ8bYz43xmw2xtQbY5YZY+YaY46Jk3aKMUYSeE1sJw8jjDH3GGMWG2PqjDHfO7/Hcenf4o5Jxzamun3GmN2c32eZ89usNMY8YYwZn74t7bgE94v7ejVK+ukJpt22nXxkbf8YY0qMMYcZY64yxvzLGLPUk+/pCa6jvzHmVmPMF8aYWmPMemPMm8aYhAYoyuXjK5X9Y4wZaIw5zxjzD2PM/5x9U+ts5yPt5S8fjq8U909ObJ8x5kBn+ZWm+drxsDFmt/ZTt7vupPaPMWZogvvGfc2Kso4HE0wbt2OEDO+fpK/fnnX0cI6lT40xm4wx1caYecaYS40xwQTSZ/X81WEioq92XkAxtkRYEni9AvTPdp4ztB8aW21rLbbXDu+0Z4GSKGmnOPNDwKo4r/3jfP/h2CG93e+qdtbnfn4Ap159lvZPStuY6vYBZ7b6jaqAsOfz9Czum3j7YxW2j3E3nzdHST/dmdfQznqG5ur+AcbFOW+0+93A7thO9900Na2253kgmKn/n0zvv2T3D7BNq3yIs51bWk2bCfhjrCPnj69Ujp9c2D5PHsRJV+X53AicmcXjp73zkzev50VZx4M0XxPjrSfq8ddJ+yfp67eTfgiw2LPsZqDO8/lDoDLO92f1/JXUPkvnyrr6C9gT+AvwEbABaHJ+5C+AvwKHpfsHyqWXcxC+B5wLDPdMHwrc7zlQZ0dJO8WZtyTJ7x7m+Wd+C/iBM70MuNbz3dOyuH+S3sZUtw87QE2Ts8wTwCBnem9ghif9idk+jmLk/1JPHrePMn+6M++1JNef9f2DvYCvx3YXeTO2TcNKEgsuenqWXQiMcaYHsX21Nzjz7srX4yvZ/YM9/4iT7jRga2e6D9gB+wTQzd/vYqwj54+vFI+frG4fcKJnmRlAb2f6IGd94qz/R9nYPwms+05nPVuAiijzH3TmP5jk+jtj/6Ry/Q4AnzjzVwATPf9jk7C9dwnwTIzvzur5K+l9ls6V6atrv4AD25nvPVFu02reFFILkN0S/JUxTlD30HxXGfMuNsP7J+ltTHX7gDed+Z8ABVHmP+/MX0ycUowsHlufO/l7M8b86aR2gc/6/om2XmAJiQU4v6P5Aj0syvxf03wR/UE+Hl/J7h/sxXe3OPMN8BzNpVZF+Xh8pXj8ZG37AL8nn89FSRsEPo33/5/p/dPOeouwgXfU4NFZ5kGSDJA7cf+kcv3+uWdemyAdOMkzf0KU+Vk9fyX70jrIKmEi8mo7i8z0vE/b8JLGDvft1jG6W0Sqoiz2B+dvOXB0ur67M6S6fcaY4cB+zsc/ikhjnPRDgQNSyG7aGWP2AUY6H+/PwPpzYv+ISCiF5Kc5f/8u0UfzvBNbwuIHTvHOyJfjK9n9IyLVIvJhnPmCffwKtsRpZKxlk5Hr+ydVadi+sdjH897lIkSkAfij83E/Y8ywZPKZwf1zLFDpvE/7+YnO2z+pXL9Pd/6+KiL/L0rav2NvjqD5XOWVtfNXKjRAVulU53nvT+N698PWAwdbEtSGiCzBProBODiN390ZUt2+gzzvn4/xHW9hS8+ipc+2nzt/q4F/ZGD9eb1/jDHbA4Odj7GOj03YUj5om//ufnxB5s5N0DX2Tzypbp+bvgZ4O0Z673GZa/vHPT99JSKvZ2D9ubJ/ov6PGGNKgH2j5CPCuQl1j40W+cuB81fSNEBW6TTO8/7TGMv0NcZ84LSArTXGfOO0qh0XY3mAHT3vF8RcqnneqHZzmlkd3cZUt89Nv0ZE1kRL6JSuLIqRPmuMMWXY+ncAj4jIlnaSjDLGLDDGbHH27xfGmPuMMaPjpMnb/ePo6PGxQ4rpu8zx5THO+dsAfBlnua5+fGVj+9z0C2OV8jrr/T5G+qxxSs8PdD7OjLesY4Ix5kunh4WNTm8PdxhjtouTJlf2zzjPe+/1eyTNsWIi548BxphenunZPn8lTQNklRbGmApsPSKw9aS+iLFoCXZkwgbs8TcM+0jlVWPMAzG6wXGH+94gIrVxsrG81fLZ0tFtTHX7tm41v6Pps+mn2MfekNjjyz7YE3YtUAj8ANu6/gNjzPUx0uTz/oGW+Ym3De68cufGo3X67nh84TySPsf5+KiIbIyzeFc/vrKxffm0f1r7GbYOexPwUALLDwKGY+valmCDu18CC4wx58ZIk/X90871u6Pnn9Zpsn3+SpoGyCplxhgfthL9VtjHNBdEWWwFtrXpLthGMr2wJ5B9sa2OAc4Abo+Stofzt73SRXd+j7hLZU6y25jq9uXL/onmTOfvf0XkgzjLfQVMA7bH7tveQClwCPAB9iJ2pTHm0ihp83n/QMv8xNsG77weUd53u+PLGFOMrbZTgu1i6ooYi3b14yub25cP+6cNY4wf2/AabO8Mq+Is/iH2ujcUKHTO/eXYurNfYxva3RWjv96s7p8Ert/pOv+kmr7T948GyCod/gT82Hl/voh80noBEXlRRKaLyCfiDMEtIiEReQd7kv63s+h57TyOylndYRvTyRgzCtjL+Ri39FhE5ojILSLypdtISEQaRORFbB21ec6i040xPTOWaZU3nCc1f8P2v9oInCIiK6It29WPr66+fRlyKDDQed/e+en/ROQvIrLUrSYhIltE5F/Yc5zbMO3WRAbE6GTtXr+7Kw2QVUqMMX+k+Y7zYhF5IN7y0YhIGLjM+egDjmy1iNv4o6SdVbnza+IulQXtbGOq25ev+8ctPa4DHk52JSJSB/zG+VgGTGi1SL7uH5c3P/G2wTuvJsr7bnN8OaV/c7At2puAk51gsMO6+vHVCduXr/vHPT8tJ0bjsESIyDrg987HIUDr+t5Z2z8JXr/Tdf5JNX2n7x8NkFXSjDE3Ywd4ALhMRO5Idl0i8j/sI1Cwdbi83FKfSueRaSzu3X7UUqJsi7ONqW7filbzO5q+0znDkk52Pv4zRtc9HeHteijW8ZM3+6cVb37ibYM7b6PTKrx1+m5xfDnB8cPYxp8hYLKIPJ7iarvy8QWZ3b682z/GmP40l6o+mIYu5HLu+OnA9buj55/WabJ9/kqaBsgqKcaYW4BfOR+nicitGfw6b8vVHWMu1TzvswzmJRNS3T43fT9jTN9oCZ2g4Ycx0mfDUdgGQ5CZvkW98nH/eHX0+Pg8xfR5e3x5So5/SnNw/GiGvzZv9k+SUt0+N/1IZ7lo6fsB7rpzYf+chh09ztuHdqZ0+v7p4PV7IXboa0js/LFKRNZ7pmf7/JU0DZBVhzmPZdzqAtNE5JY0rHMEzQFT647E38K2ugZbLyxa+iE0DwCQ1KPUTIuzjalu338876OmxzYUdBsv5ML+cR9f/g9IR9+ie3vetz5+8nH/eH0JfOu8j3V8lAL7Ox9b579bHF9OcPE37NC3bnD89zStvisfX5DZ7XPT9wD2iZHeu95c2D9u38evisg3aVhfIvu3U/ZPR6/fTtebbv/Msc4fBtvOJlr+sn3+Sp6kaUg+fXWPF3ZEH3dIyUsTTGPamw/8y1lnCNg+yjLuUJMrgJ5R5t/lzN9IFoaaTnUbU90+moeC/ZjoQ8E+68xfQpaHmsZ2Gh9y8vPrNOzbQuBdZ32biD4UaU7uHzo+1PRmYGiU+dNIbKjWvDq+OrB//NjRvATbIG9SB74jb4+vRPZPtrePlkMpPxMlbQHwX1IcSjmV46dVmv1ovsadlIbjpxe2JwvBBoq+bO0fkrh+O+ncoabDwF5R5p/oWW+8oaazcv5Ken+l82DUV9d+ATd7/gku7kC6ocD7wNnY+lfGme7D3lk/71nvXTHWMcw5eQvwBrCdM70UuMb5xxXsHXE29k1K25jq9mFLHpqcZf4JDHSm9/KcPAQ4MQeOo+k0BzJbJbD8WGw3eacCgzzTC7ANit73bF9O7x/skLV9PK9vne+9udX0slbpegIrnWU/A3Z3pgeBc4H6TP7/dNb+S2b/YAOMRzzH1Akd/M68Ob6S3D9Z3z5aBlB3Ab2c6QOd9bnB0Y+y8f/Vah0POmnWYbtsa+87T8UWfhwH9PNML8Y2Ev3Cs+1Rb9w6Y/+Q5PXbSRsAPnHSLsMJgrHXtxOwo6AK8GyM9Fk9fyW9z9K5Mn113Re21M/95woBq9p5XeZJO9STVrC9Fnzv/PVOfwAIxMnD4dg7UHf5KppP2m76uHfzGdw/KW9jqtuHrbbQ6Fl+g+fEIXSgFCWD+8kHLHXy8+8E04xrtQ+3OPu2odUxeUM768n6/qG5pKi914NR0u6ObeTpLrOx1T54gTgX9Hw4vpLZP8ABnukNtH9umtTqO/Pm+Epy/+TE9tF8YyxOug2ez43Amdn8/3LSl9P8P/KnBL9zSqt1b8L+n3r/t+qA87K1f0jh+u1Zx1Bs9RB3PZuxVR/czx8Sp/SWLJ+/ktpv6VyZvrrui7YBYHuv6Z60xdiuZOZg7x7XOP/wNdgGADOBfRPMxwjgXucf1Q1CXwSOy/L+Scs2prp92BH85mDv8uudk90TwPhsH0NO/g72HCNHJpimN7a19ePY0ph1zr6txj7yvRPYKR/2D6lfwPsDt2Hr9dViL6JvYoMXXwLfn9PHVzL7h7YBYHuvKfl6fCW5f3Jm+4DxzvKrnPTLnPXtniP/X1M9yyS6T4Zgu8l7CtumYoOzf9djS+dvBIZlc/+QwvW71Xp6YAfD+hR7I7ARmO8cX8EE8pHV81dHX+5jYKWUUkoppRTai4VSSimllFItaICslFJKKaWUhwbISimllFJKeWiArJRSSimllIcGyEoppZRSSnlogKyUUkoppZSHBshKKaWUUkp5aICslFJKKaWUhwbISimllFJKeQSynQGllFIdZ4wZApwG7AuMAiqBQmAzdqjzb4BPgHnAqyKyNktZVUqpvKNDTSulVB4xxvQAbgHOIvGngGFghoicH2V9U4BZzsfXRWRcGrKplFJ5TUuQlVIqTxhjKoFXgF1bzdoAfAlsAsqAgcAgz3wfMKQTsqiUUl2CBshKKZU/ZtIyOH4OuFZE3mu9oDGmH3AQcBzw407JnVJKdREaICulVB4wxuwBHOOZdJ+ITI21vIisAeYAc4wxWwF7ZjiLSinVZWiArJRS+cEbHNcClyaaUERWAv9Oe46UUqqL0m7elFIqP2zveb9ARGpSWZkx5jVjjNDcQA9grDFGYrzGtbO+ccaYO40xnxhjvjfG1BtjVjjfM82pP91ensZ5vm+JZ/ooY8yfjDGfGWOqjTEbjTGfGmP+YIwZnOQuUEqpmLQEWSml8kMPz/ucKdwwxgwD7sHWd25tK+c1FrjcGPMLEflbB9d/CXATba9XOzqvC4wxF4jIQx3OvFJKxaABslJK5Yd1nvc7GWP6OfWMk/U+UIft8WJHZ9oGZ3o061tPMMbsCjwP9PdM3gx8DtQAA4CRgAF6AQ8bY3qKyN2JZNAYcy5wq/OxAfjUWf922MAbbK8ds4wxaJCslEoX7QdZKaXygDHml8AdnkmvAJNSHQAk2X6QnSoT/wW2cSYtAX4FzBWRJs9yQ4A/Asc7kxqBvUXkwyjrHAe86nzchC3EKQL+hO2tY4OznAGOAO6lOVCuA3YUka8Tyb9SSsWTM4/plFJKxfU3bOmpazywxBgzyxhzQhbq4t5Gc3D8CbCbiDzuDY4BRGSpiJwAPOBMKsBWmWhPGTY4vkFELnKDY2edIiJPY/dBtTO5CBuIK6VUyjRAVkqpPCAi3wPntZpcCkwBHgOWGmNWGWOedBrFjclUXowxA4FTnI9NwEneADaGC2muJjLRGPODBL7qC2B6rJkisqjV/COdvCmlVEo0QFZKqTwhIn8FjgVi1T3uDxyJLaGdZ4z5whgz1RjjT3NWfootCQZ4QUQ+by+BiGwG5nomjU/ge2a0LpGOYia22zsAP/CTBNarlFJxaYCslFJ5RESeAIZjS2TnAfEakvwA28PEm8aYAWnMxv6e9y91IN2nnve7JbD88+0t4HR395Zn0h4dyI9SSkWlvVgopVSecUpj7wTuNMb0BvbFBoZjgB8BPVsl+RHwnDFmHxGpJXU7ed5PMcYcmmA6b/WHvu0s2wB8leB6F9Dczdx2CaZRSqmYNEBWSqk8JiLrgCedF8YYH7aE92LgKM+iuwKXADek4Wt7e97v4rw6qnUQ31qViIQSXJe3C7yKJPKilFItaBULpZTqQkQkLCKvi8jRtG3Ud3aavqY0Deto7/rT0IF11XveFyaRF6WUakEDZKWU6qKcATle8UzaJk3dwVV73p8kIiaJ17h2vqNHO/NjLbuxA+mUUioqDZCVUqpre67V562iLtUxqz3v+6VhfdH0dAYjScRwz/tURhdUSilAA2SllOrqalp9bmz1Oex5bxJc57ue9z/qcI4St2cSy7UZoU8ppTpKA2SllOraWg/IsaLVZ+/ofMUJrtPb/dqRTk8amTCpvQWMMbvRchvfzFBelFLdiAbISimVB4wxhxlj+nQwTSXNI94BLBSRVa0W834eboxJpBT5CWCJ874U2+VcJpxqjBnZzjK/97xfRsf6ZVZKqag0QFZKqfxwCrDYGHOrMWZUewsbY7YBnsWOrue6N8qin2KHiwbbfdtp7a3bGd1ummfSScaYvxpj4jasM8YEjTHHGWPeNcYUtfc92K5I/+1sS+t1+YwxNwOHeCbf3IGu4ZRSKiYjEm8QJqWUUrnAGPMwLUuDP8VWJ5iPLQXeCJRgG6yNA44GvEHo/wMOiDZ0szHmCWd515fA17Tsau0qEVnQKt3NwK88k6qAR7Aj263E1m+uwFaB2AMbzJY7yxaLSF2r9Y0DXnU+LgOWYgdBqcaOCPgGtkrID4CfAXu12r79RMRbp1oppZKiAbJSSuUBY8xDJFC6G8PzwCQRidoFmjFmKDbYHhRnHQeKyGtR0k4D/kDHn0i2FyAvBQ5w8tVe13SfAeNEZG0H86CUUlFpFQullMoPZwFHYKtJfJnA8iFsfdzjROSwWMExgIgswY6G92tsKe0aEhyoQ0Ruxg49/QhQ187ii7H1lfdoHRzHWPe3wO7A4zRXA/GqB/4C7K3BsVIqnbQEWSml8pAxpi+wAzACqMT2QLEFWx3hS+C/8YLiDOWpCNgHW82jN7YQphrboG+BE/DGSz8OTwmyiAz1zBuALVEehO2ObinwkohUpXETlFIK0ABZKaVUjogXICulVGfSKhZKKaWUUkp5aICslFJKKaWUhwbISimllFJKeWiArJRSSimllIcGyEoppZRSSnloLxZKKaWUUkp5aAmyUkoppZRSHhogK6WUUkop5aEBslJKKaWUUh4aICullFJKKeWhAbJSSimllFIeGiArpZRSSinl8f8BaMuVaVkBP14AAAAASUVORK5CYII=", + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAKPCAYAAABw9jyiAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAC13ElEQVR4nOzdfZyVdZ3/8ddHoIy7NFMgzCaK5MYKaCT5FQxaOVPLtqLC4rbAsKDBDLsiKLm76FbGrgHekQzYIgzIqtGG7i67HtzSmclUdJSxWEgrm6jUtFtBNAk/vz+uc+Sawzkz53bO3fv5eJzHnJvre13fc+bcfK7v9b0+H3N3REREREQkcEKhOyAiIiIiUkwUIIuIiIiIhChAFhEREREJUYAsIiIiIhKiAFlEREREJEQBsoiIiIhIiAJkkQTMrN7MPHSZWug+iUhyZtYS+rx2Fro/hRD3ndWcp218MW47VblYVqTYKEAWEREREQlRgCwiIiIiEqIAWUREREQkRAGyiIiIiEiIAmQRERHJOXf/ortb6NJZ6D6JpEoBsoiIiIhIiAJkEREREZGQvoXugEgpMrP+wBTgDOAU4DfAfuARd/9TIfuWLjMbAXwEOB14C9AJPOjuL/bQ7nTg48C7AQOej7b7RRZ9GQ6MBUYAJ0Xv/i1wgOC1/UOm606yvX4E/8cq4DTg98CPge+6+2sZrnMwMAH4AMFzeAtwGPg18FPgB+7+++x6nlZ/+gBnAyOBUwm+918Efgg85u5v5HBbRfNeSrCNDxK8t04HjgC/AFrc/Tc5WHdeX+Po5+LjwHDACfq+x91/nM1647bRB5hM8BxOAV4CfkbwWfhjrraTKTM7mWPvkcEEn6cO4Al39yzWG/sOeB/wDnL8vM3sLcCHCN57pwADgFeBP0S3s9/df57tdiQP3F0XXXSJuwD1BD9EscvU6P2DgVsJvtw8weU3wBVAnxS2MTWubX0a/ftiXNuqbpZtDi8bur8GeBB4I8HzeB1oAgYmWN8Y4H+StHsD+BYwPMXncUK0H+uBnyR5TWOXo8D/Auem8TolfI0JgrfrCIKYRNs6FH38bWls60PADuCPPTyPN4AfRNf/9jy+h4cDG6LvyWR9eQn4CjAoxXUW83upJdS2M3T/XwJPJnn+rwPfBE4vltc4bv1jo+/5RK+PA63AJ0PLhx9rTnEbfYHlwK+SbOPXwOpY/0nvuyfrZYFhwB0EQWWi/v0cmJPBa3ti9P/y2yTr/U30eb8t3ecSXf5UYG0P743wc9gAnJmv7wNd0r8UvAO66FKMFxIEyMBZBKOLPX3ZefRHt28P25ga16Y+jf6l88PTHF42et/fkfxHN3x5nFBgA1xIMBraU7tO4N0pPI+/SfH1jL/cQIY7IQQjiI+nuJ3vkkJgAywE/pTB8xiXp/fvwhT/T+Ef6A+msN5ifi+1hNtE71uX4vN/GfhUMbzGofXPoeedrdjlC9E24fuaU9jGScAjKW7jhwSjt1+Mu7+7756sliXY8UoWuMdfbk7jtR1OcMQvlfXuyeB5f5TUAuP4y5J8fB/oktlFUyxEUjOUYBTj9Ojtl4AnCEYfTgH+HzAotPzFwFMEIxRFxcxmArdEbzrBYcqfEBzaHkdwqDGmGvgaMM/MzgW+wbGpWT+MXl4HRgMfDLV7D7AVOLeH7sSfB/Eq8H8Eh9hfBt5GMI3lQwSjvjFLCQ6TX93D+uMNAHYCH47efhl4jOD/OQg4B3hnaPmPAzcBC5Kt0Mw+RTACHnYU+D5BcPcK0J9gRGkswWHcvDGzrwD/GHf3EYIf+p8TBPLvIfjfxv6XpwPfNbOPu/veNLZVTO+l+L79I9AQuuv/gKejfRsV3U7MIOBeM/uUuz+cwrrz+hqb2UXAZrp+PpxgJPxZ4K0Er9F7o49db2ZpHaY3sxOBCEEwF/Ybgp2Z3wPvIvhMvAU4k+Czc18628nCGOAugqN2EEwr6SD4zA4DJhGMAsdcbmbt7r6tu5Wa2TsIjnaMjHvoRYLv9D8QfN+fE13/OGA78J1UOm1mpxG8RifHPfQjgvffHwhez5MI3ofvTmW9UgCFjtB10aUYLxw/gvzr6N+fAdOBE+KW708QKITbvAqc3M02psYtX59G/75I6qMZzXHL/i76dyfwvgTLz6Tr4cw3CH6MnovefpgEI5/R5xM/avKZHp7HAuAF4F+i20g4KkzwY/IFgmAz3K+P9rD++Nc49n/8DcHodd+45fsSBN3xI6JjutlG/Gj0DcAp3Sw/KvpcfpLodczyfTsrri+Hgb8nwVQOYAhwe9zy3wdOLNH3Ukto2UMEwbYTBD3jEyw/Mfp8w9v4MT1Mq+mF13ho6HWNXf43yev7KYKA2Tl+qkBzD8/j+rjlXwYuA/rFLXcywY6NJ9lOd989X8xi2dhn9fskmFZFsKP5jbg2v6SHI0sEO1vx2/mr+HbAQIJpUH+K60+3z4VgWkZ4ufuAUd30ZwgwD3gIuDyX3we6ZHcpeAd00aUYLxwfIMd+PIf10O7OuDYN3Sw7NW7Z+jT6l84PT3OC5/JvxAX5cW0WxS0f+8H+NvDWbtpNi2v3jR6ex9Du1pdg+UnAa2msP/41doLAK+kPVrTdP8e1WZVkuSFxy21M47mcALwlh+/ZU+k6N/73wIQM3kuNJfpeaknQt93AgG7avJ3gSE+4zT8V+DXeHLfsf9BN0EcwyvvTBM+9uZs27ycY8Y4t+yowuYfn8PcJttHTd0/8805nWSeY/pF0ilP0M/RQXJukO1IEJ1KGl/09PUx7Aeam87zpOnVjP3E7HD1sK+mOky69f1GaN5HUzXb353tY5ktxt2vy1ZksPAd83rs/s/52gkAg5iSCkbLZ3s2Z3e6+k+AwYszU7jri7i90t74Eyz9CMK805gIze2uq7aMWu/sPe1jmqwSBeEyy/+MZcbfvSbUT7v6Gu7+e6vIpWMyxw9EAl7n7kym0+xLBKHjM5Wlss2jeSwm8Ht3GK91s4w8Ec32Phu6+zMySTT/M62scPfx/Seiu3wLz3P1oouUB3P054NIU+hD2ebpmsfqqu3+3uwbu/i8EwWhv+SNwibsfTLZA9H335bi7u/vOXRR3+x/c/QfddcLdtwD/3t0yccLfCTvd/UiqDT3DzDmSHwqQRVLz3Whw1i13f5rg0HnMh/PXpYx93d0PdbdANHD7Xtzdd6ewgwDwQOj6aWY2NN0O9uA/QtffQjBHMFWdBIdluxUNnMLP/0NmZims/9Q0+pIz0b59PnTXD9x9eypt3d0JDqHHjDSzD6S46WJ+L21392d6WsjdnwL+M3TXu0gw37mXXuOLCeYXxzS5+29TWP+3CUZbU/VXoeuvEkwLSsV1aWwjW9s9tcp7DxAE0zEJv3PN7ATgotBdvwX+NcW+fDXF5eIV5PtAckMBskhqImksGx6dLMYvyPtTXO4ncbf/N8V28blZ034NLDDIzN5lZlXhC8FJVmGj0lj1//Yw2hkW/j+eSDAnMd6PCebVxlxtZqek0Z9cGUMw3SPmW2m2jx89/FiK7Yr5vZRS8BoVv9M0KcEyvfEax283m+eQkJm9h2AnIOa+7kZp43yHYIpSb0jpO9eDvPPh90my98houo7+/1eqo7vu3k6Qiz0V4aMeM8xsYortpMgoi4VIavansWz4cPLgpEsVTk/TC2Jejrv9dMKlem7X42sQLVLwSWAGwTzBUXTNWtGd+LPFu5Pp/xGC59ElkHD335nZLuDT0bvOBH5oZhsJDss+GR09zLf4YOtX0Z2JVMVPU0m1bdG9l0Ie73mRpMt+JMEyvfEaTwhdP0yQeSNVqT7fCXG3U36d3P2omT1JcHJgvuX6O/dDcbdTmRoTv3z8lKpE7gbGR6/3Bx4yszsJzk9pTWdKmRSWAmSR1KRTwS08KlGMn7FUn0t8RcBM2/XrbmEzmwTcRtfUXulIJ2jK9P8IyZ/HEoKRv5Oit99JkAnjauC3ZvY9grmbrUB7d/NJs3B63O34tHPpSjUVXVG9l0IOu/sLKS4LwUlub3DsqOppCZbpjdc4PELdmcbRDjh+tD2ZIXG340f3U9lObwTImX5Wk71H4o/spFu9LtXlv0aQvSW2k9WP4ES/ucBrZrabYMpRG/BQd3PkpbA0xUIkNTkrx1toaf7ohuX8NTCzOoKcpJkGx5De91jOn0N0nuskgnzK8d4B/DnBHMZHgV+a2Y3R0sG5lOvcyommkxynmN5LceJHnrsVHeUPtzkpwWK98RqHt5vWcyD1gPKkuNv52k62cv0eeXvc7VSnlcSk9Dq5+6vAeQTZXeKPHp1IcBLhPxBMIXnRzO4ys+o0+yK9QAGyiBRE9Iz9bXQ99NxJcCLQpwmmK5xEkPrIYheOFUcoGu7+Q3f/KHA+QUGZZCegDSEoRf4jM0tafCQDqY6spiqVExIrjV7j0hafMSbd/2fK2XLc/WV3/2uCaR03knwqUn+CvNqPm9l6M8v1e0yyUIyHf0WkZ+Wwc9tA18OedwNzU0h9NqiHxwvG3f+X6AloZjaSoMJiDVBL1xOj3gb8q5m94u535WDT8ZkOPuPuvVXxrBilNfc/mqEi3Ob3CRbrjdf49xybApHu+QvxI6TdbSMsX9spNr+Lu53OuQuZLI8HFROXAcvMbAjB98EUgvMtzopbfCHBTtPCdLcj+VEOP7IipSp+fmU6O6wn5bAfhfJnoet/ABakmBc412nj8sLdf+TuW9z9bwjmr57L8enO1kRPUMzWi3G335lwqcrRP82UcO+l6+9h/OuZ6L58vMa/Cl2viqYmS9X7M9gGdC0HnsvtFJv4LBRj02yf7vJduPuv3P0ed7/C3T9IcCLy5rjFLjOzMdlsR3JHAbJI4cTPaTspjbbl8CUa/qFN52SVc/LRmXzyQAvByU3hwgTvInHGhHQ9Gnf7ozlYZ6k7O4tln0iwTG+8xuHMCv1JLyhL9fnGZ29I+XWK7szFZ8EoFbGS8DEpF3Eys0Gkl2+9R+7+dHTneWN4UwQVJKUIKEAWKZyX4m6nlM/XzAaTOE9rqQkfqk3pBJjoofC/6nHBIhU9gSc+t21VDlb9OF1fw78ws1TT5JWrmWks+5dxtxMV3eiN1zh+u9k8h4Tc/WcEFRBjPh0NAFPxCY7PBlES3P13BGXFY/5fGgVxLiE4wS4ftsTdrsrTdiRNCpBFCiRaSSx82LY2xWptf0swulTqfh+6nuoP1WzSKwxSjOJ3BrIuNx0tlnB76K7TSa9kdDmamUoAZGYfBj4buus5gswqXfTSa/zvdK0K1xA9mbVbZvZJ0ttpvjN0/W0E82RTcU0a2yhG8aO1N/f0nWtmJxOUCs+XnH8fSG4oQBYprJbQ9dOBed0tbGY1wLX57FAvCk81+Ej0uSUVrUj1te6W6W1mdo6ZnZ/G8icQnLUelmrRjJ6sIiguEfMvZpbSqGKMmZ1kZhf1vGRJeAtwh5kNSLaAmb0d2AqE54F/PRoMJ5LX1zhaVvru0F3vADZ3N0/dzIaResnkmNvoeg7EF8zs4901MLO/B7pdpgRsJW70HLjVzBKe/2Fm7wT+hxTPezCzd5rZfDNLOeMF8Lm427n6PpAsKUAWKaxNcbebzGxO/KiGmb3NzK4CdhH88P++l/qXT/8ed/tbZvbZ+IWiz/0KgjK3g4Ff90bnUjQK2GVme83sH8xsdLIRKTMbAeyg60jfk+6eTsWwpKKFMS4N3dUHuNvMtplZfBWxcL8GmNk0M9sE/AK4Khf9KbBXCIpHTARazWx8/ALRHa42ulZYe5YgCE6ol17jq+n6+f4s8D9mdtzJdNGR44cIDsv/Pv7xZNz9x8ANobtOjG7j0vhUY2Z2spmtBf45elfK2yk20ZLai+LubgD2mFmjmVWb2QfMbLKZfYmgmt85BKO6/5nCJgYSjFL/zMxuNrOPJ0vdZmZvN7OVwJWhu18j/RLmkidK8yZSQO6+y8zuJ8ifC0GuzS3ASjNrB14FhhGcEPS26DKPEIw8/33v9jbnNhHkBB4ZvX0K8B9m9jOCE4leIxi5+SjHppS8SvAD983e7WqPxgIro5c/mNkPCOaYv0Lwo/kBjj+x8nVynNLJ3e80s/cS5JKOBeqfAz5nZs8D3ydIV9aHYA74ewlOliy3wZJfE0yH+DLBSZBPmtlegtE5A0ZHL2GHgdnReeJJ5fs1dvcXzOxS4BuhNucT5M5+giCIfytBcZ0RoaZ/S5CDO1VfBKZy7GTDQcDXCUbFHyMIhN9FsEMXm2u9F/hv4AtpbKeouPt/mtkXCIr3xJwF3NpNs2UEWUvCO/DdlZAfQjD95nLgj9H33nME2XreCryHoBx1fPB8tbsnyqAiBaAAWaTw5gLfpusZ66dzfGlbCILjacDf9UK/8srd/xgdMX6AYCcg5j3RS7xDwAySJ90vFm+n50PRvwVmuvvjud64u680sx8SjGSdFHpoGF1f52Ti88WWqq8QfIYui94+i+Nzz8YcBC5y94dTWXG+X2N3/3cz+xuCgDUWnBpQHb3EW+Hu28ws5QDZ3V+LVrKM0DUjxykEUw/i/Zjgu6fbaWClwN1XmdlLBKPo3eU3fgW41N3vMrOvxj12KMXNvZVgJ627bDV/Av7B3W9JcZ3SC8pt1ECk5EQP204mGMFIdoLGLwnKk9ZE5ymWBXf/IUHaqG0cnxc65hDB3MEPuXukt/qWom8RZNW4k65zG5N5HlgNjHT37+SrU+7+LYKdjGsIRhx7coBgxPV8uuanLlnR1HqfB/6aYFQ3kSMEU33GRou8pLP+vL7G7r6F4LPxHZKPVj4CfNrdV6bS5wTb+D3BztzVJM79DEEwfzNQHc2AURbcfTPBFKnlBPnJf0Xw/ftL4OHo/e8LFfI5KW4ViUpu/5zg/3srwfSM7kaZIQjA/w34sLuvTv9ZSD5ZUIJeRIqBmQ0kOOz5XoJD8y8APwG+5+5HC9i1vDOzUwiqTL2HYDrJrwh+rL7r7oe7a1sszOwMgh/dKoIf1LcQBPi/IjgpcZ+7v1GAfr2HIN/tqQQjZkcIzp7vjPbp573dp94WzVYxFhhO8Px/ATzo7r/J0frz9hqb2ekEO9HvIgi6fgHscfcfZdnt8Db6RrfxAYKTA18Cfga0ufsfu2tbCcysleD7CeC37t5jurtoBpKxBFNh3kkwVewwwRGk/cBTPU3pkcJRgCwiIiKShJm9jWCEfWD0ru+4+ycL2CXpBZpiISIiIpLcJRwLjgEeK1RHpPdoBFlEREQkgWgu5B/QNRfyB919b4G6JL1EI8giIiJSMcxss5l9KoXl3kdQVTEcHLcqOK4MGkEWERGRihHNSzwW+BFBFpPdBCckHiJI0/gBglR3s+iaq/hVYEI0+46UOQXIIiIiUjFCAXI6XgM+5+478tAlKUKaYiEiIiKVJN3Ufu3AVAXHlUUjyCIiIlIxzMwIqgd+Mvr3/QQVEAcQFCz6LUEO9oeA/3H3bxeoq1JACpBFREREREI0xUJEREREJEQBsoiIiIhIiAJkEREREZEQBcgiIiIiIiEKkEVEREREQhQgi4iIiIiEKEAWEalgZjbVzDx0qS90n0TCzKwq7j36xUL3ScqfAmQRERERkRAFyCIiJS5udK250P2R0mVmLaH3Umeh+yNSKAqQRURERERCFCCLiIiIiIT0LXQHRESkcNy9BbBC90NEpJhoBFlEREREJEQBsoiIiIhIiKZYiJQwMzsTGAcMBQYCfwIOAT8HfgT80N09g/UOAD4GnA6cCvwReBFod/dnctL5Y9uqBkYB7yLo/36gxd1f7aHdB4GzgSHAa0An8G13P5hhPww4ExhN8LwHETzv3wLPAI+7++uZrLubbZ4MfBx4NzAY+DXQATyRyf+tUKKv3YeAMcA7CZ7LKwTvwx/k+j3TTT/6E3weRgMnAycCrwK/I3h/7HX3F7NY/2nAOQTvuXcSvF9/TfCe7XD317LoPmZ2FsFrOAwYAHS6+53dLD8AOIvgfftO4G3AH4CXCD6rP8mmP7lkZh8g+N+cCpwEHAaeB/YC+9z9jSzWfQIwCXg/wWt3iOD/3Zrp94EI7q6LLrqU0AXoBywDfgx4D5ffA98CPpXius8GdhIEnMnW+QxQD5yQ4jo7Q21bovcZsIAgsEi0jd8Cf5tkfdOAHyRp9xrwL8CJKfbtbcBMYDtBoNPda3kY2ASMTON/9cW4dVRF7x8G3EEQvCXa1s+BOT2suzmF//9xlwTrmRq3TH0az28YsBb4VQ/b/UV0uVF5+kxUAVsIAqOeXoMfATcA70px3X2BvyHYcXmjh/fHfwMXApbqZyF6/zyCQPG4z2+CdbwH+ALwEPB6D8+1E1gCvK2H51ifyXsJmNrDek8CrgMO9LCelwg+W2d38/8NL//F0PfIFcDPkqz3dWAd8I58vO90Ke9LwTugiy66pH4hGH15MoMfsnt7WG8/4OtprrMFOCmFPnfGtekL3J3iNtbHreurKba7D3hLCn3bmsFreRi4JMX/1xfj2lYBNfQcUMYuN3ez7uYM+u4J1jM1bpn6FJ9bQ/S1yNn7MMPPxGcz6IcDF6Sw7tEk34nr7pLwc8Hxn4W3EuycJVvP7+Pa96H7ID3ZpQN4TzfPsz6T9xLdBMjAdIKR+7T6mWRdVXHLfRF4OxBJcb37SHGHSBddYhdNsRApEdHD2DuA8XEP/YpgRPXXBD+ebwfeR3C4scfPuJmdCPwX8Mm4hw4C7dH1v5VgGsTo0OM1QKuZTXL3w2k8lVuAv4xe/yOwG3iOYIrIJOCU0LILzexRd99iZiuA5dH7j0b79jOC4H4iMDzUrg74B4If0u7En4fxW+D/CF7LwwTTLM4EPsCxTA9vA/7NzH7v7vf19GTjjAHuIpiCAMHIagfwMsFo7CSCaQExl5tZu7tvS3M7eWVmNxKM3MXrBH5I8DoOJAhsxhIEdvnoxxjgm8BbQnfHAqKfELyuJwLvIHjth6ax7skEn4u3xz30Csc+FwacRjB1IH65VNwMzAj1ew/HgugRwHvju0XXjCMO/JRgVPz30dvvjPbnnaHlPgz8r5lNcPdDGfQzLWa2BLiR47OjvAB8n+Dz1Z9gKtMHCb5f0tEH+AZQG739KsH3yAsEn89qun4fjCY4wvCpNLcjlazQEbouuuiS2gX4M7qOivwI+ATJD+cOAP6CYLT2m92sd0Pceg8AlwB9Eyz7IYJDu+Hlv95DvztDy8ZGlN4AVgFvj1v2LQRTJMLr/wXBPN2j0dubgKFx7Qy4nK6ja6/Sw6FVYBvBD/ZSupk6QRCo/Gtcv14EBvSw/i/GtYlN4/g+cG6C5d9B8MMfbvNLoE+CZd9JEIBWxS3/76H7j7skWM/UuPb1PTynS+OWd+Ae4INJlh8IzAL+F7gnx5+Jb8b1YytwejfLvwdoBJ6imxFkguDqxbh1Pxt9HscdmYi+/84hmEZyiNRGkA+Grt+RqN/x/y+CHd4j0ec9k7jPT2i5EwiCx/ipSOu6+R/F3iOPhpb/RXfvJRJMZYpu92jcdluB/0eC7yqC4PjPCaaCPZGkf1Vx64t9jl4FriRuCkn0/zGPYAc83O7TuXz/6VLel4J3QBdddEntAqwPfdEfAd6bRtuEc3KjP2bhH5AOeg4q3wLsimt3VjfLd8Yt68DCHrYRHyTGAuuv9NBuTVy7RT0sf0aa/4Olaa7/iwme+yPAoG7anMDxOyGf6WE74WWb03xOU+Pa13ez7OkcP296eRrbGpLDz8MJBKO5sX58O832SeepE8zDDz/H7wEnp7jeU0iwc9nNZ+Ff0uizpfOeJdhJfiS0rcMpfL5bQst3pvma9uf46UO3kvr5CgnfHxwfIDvB+QYf72F9l8W12Z6r958u5X9RmjeR0nFG6HqHu/801Yae/Oz6fwhdf5VgVO23PazrdWA2wY9tzN+l2hfgv9x9Qw/L3Bh3+yTgCeDaFNp56PbU7hZ29wM9rC9++RsJ5oDH/GWyZZP4I8H85aRn1ntwNv+X4+6uSXM7+bKMrlNAtrj7qlQbu/uvctiXUwgCsph70mmc7DNhZh8mOFoT8yIw3d1/l+J6f+Puf0qxGx3AihSXxQMpv2fd/RXg86G73kYwZztfLiWYchLzIMHJtillqEjz/fEld3+oh2U2EhyBiZmSxvqlwilAFilNp2a7guj8zfAPxu3u3plKWw9SZd0duuvPki2bwA0pLPMYwehg2C09/dC6+3MEc2BjPpxGv1L1H6Hr1WaWzvza7Sm+xg8QBNMx+XgeaYk+z78J3fVHjs0JLwZZfyaiLo27vdKzSA3Xg5vd/Wie1g2Au3+fYJ5yzEfzuLn41+4Kd/eES2bnFYLsFN2Kfl9EQncNMbOU56FLZVOALFI6ng5df4+ZNWa5vnPjbv97mu2/G7r+LjOLP6EokVcIDld3K/qj+mzc3f+bYr9+HLqeUdBkZn3M7GQze7eZVYUvdA1cBxBMO0hVpOdFIDoCmfXzyLEJHDu5EOA/8xg4puLXwG9Ctxea2YgcrDf8ufgTwcld+fJfuVqRmZ1oZqeZ2XsSvGfDr9OoXG0zbvunEpyQGfO4uz+Vj20BD7v7yyku+8O428XwWZISoCwWIqXjbrpmDrjVzC4ANgP3pXoIOORjcbf/EP0xTVX8yFAVXUeqEvlJGoefwz+AL7v7Cxm0G5x0qRAzG0iQluoCgtHaERx/Bn4yJxNk00jF/hSXg6DgQ0xKzyPP4kcev5twqTSZ2emk9lt0yN1/Hbvh7m5m24FF0buGAE+ZWTNB6rRH0nivxfoymK6ZWr7v7n9ItnyWDvQ0nak7ZjYS+CuCgP6DBCd4puLkTLfZg7y8P5LI9HMExfFZkhKgAFmkRLj7Y2bWRJB/NuaT0csbZvYDgtHZNuDBFEb34kc+92TZxVR+oNMJNsLBTabtUklzVw+spmtarHSk84ObzvM4ErreL412+RJ/aDqdIKU7DxFkl+jJFoJ8vWH/BHwm1H4gsDh6OWhmjxB8JloJAuaeKiGeRtcdo1w9x0ReyqSRmZ1EcDLq35D6TlxYvgLEfL0/Esn0cwTF8VmSEqApFiKlZTHwj3Q9QQ6Cz/KHCYLnu4HnzexBM7s4mj85kVRHnFI1MIVlMi0nm3EZ2u6Y2ZcIRuAzDY4hve/RvDyPXnJK3O3fF6ITYe7+EkHu6ERTVwYB5wNfIsjM8Csz+9doyeNkevM5pp2POFqa/AFgPpkFx5C/3/3efO1K+XMkJUIBskgJiZ7F/s8EUwC+QJDCKdFh5BMIMjh8k6CYx7AEy+R6JCXTH+yCMLMajs+K8ShBKrcpBLmPBxHkvbXYhSC/qhw/xaYg3P15d/80QaC8gSCVWiInEZQ332dmPWVDeXP1WXcwt26ka6Gg1whyP8+O3j+EYF58n7j3bGuv97T4XjuRtGiKhUgJiqZDWgWsis6fnQhMJpiP+DG6frYnAxEzm+ju4RPM4uc/9nf3V/PY7WJzTdztv3P3r6XQblA+OlMC4t8vJ+Vipe5elaP1PEqwg4OZvZvgczCFINd3+OS9PsCXzOx1d78+bjV5eY65EH1Oc0N3PQec5+5PJ2kS1hvv2aJ97UQyoRFkkRLn7ofc/QF3/5K7TyUoWbyCIK9xzIfomqILgvyuYdlMMygp0Z2KcIq7b6cYHEMa5YrLTPxJkqMTLlUE3P3n7n63uze4+/uAszk+Y8Q1ZhY/LSBW5CKmmJ7jZ+h6lGZ5isEx9M57tmTeHyKpUIAsUmbc/dfuvpLjc5L+edztR+Nu5zM/arF5D12nmOxKo+05Oe5LqXgk7vbkgvQiA+7eTpCh5P7Q3f0JSrWHl3sZ2Be660PRzBbF4P1xt1N6z0ZHnt+VxnYynRoR/31SMu8PkUQUIIuUr2/QNWdvVdzj3467PTOvvSkub4+7nVJO1WhKsmKsxhX+P78lT9vYQ9cTr/7CzErmqEO0aMQdcXdXJVj0wdD1fnSd1lBIGb1ngc+luZ2M3kvREyb3hu6aaGYfTHPbIkVDAbJImYrmgA1Xo3s97vHH6Vo2+SIzq5RR5N/H3e4us0HYlynOczfCaa/ycjg9WvFtU+iutwJfzce28ig+qEyU9u3rcbf/sUh2BH4fd7vH92y0eMcVPS0XJ/xeemealSLjX7sbu8miI1LUFCCLlAgzWxT9wUt1+U/TNZVbovmKXwpdPwG4J91RHzN7v5lNTadNEfgJXVPlzUkwH7ULM1tI8WawCP9vz47Osc6Hm+g6t/1vzGxpqo3NbEiuOmJmZ5rZjDQDuPjR1OM+E+7+A2Bn6K4hwA4zix/BTdavU8wsHztRP4i73e3rbmb9CVI+npbmdsKvST/g42m0vZ1gHnfMJ4GbUg2Sc/n+EMmWAmSR0vEF4ICZ/ZuZXWBmCc9MN7O+ZjYHuCvuoW3xy7r7f9J11GcYsNvMvpwkNVxsG6eZWb2Z7ST4Qa1L98kUUjSbRzgIOhX4XzM7K35ZMxtiZuuB9dG7fh2/TBFoC10fCPy3mU03s9EJyg5nzN1/Afxd3N03mNm/J3rtAMxsgJn9pZn9L0EatlwZRlAx78dmttLMJiQLls1sqJl9na7TiH7F8dOMYj5P10Iek4EnzGymmR2XHtECHzWztQRVFfOxg3IfXXfq5pnZjYm+B8xsMkGBlPMI5hT/Jn6ZbrTF3d5iZvPNbJyZvTfu/XRieEF3PwzMoWue4suB75jZpEQbM7O3mtk0M/sW8D9p9FMkr4rxUKGIJHciQXnZvwLczJ4hKO8cKzM9jCAfavxo173uHn8Wf8zfEpzEMy16+20EKdCuMbMfAj8mOOx6IkGZ2lGkd9JPsfoS8FmC5wXB6/YDM+sgCPpPIDiZr5pjgwk/Bm4Fbu7NjqZgI7CMY89lCsnnSmd1yNvdN5rZWGBJ6O6LCKbo/JSggtrvCILEKmAsx35r/iObbSdRBfxD9HLYzL5PEPweJHgvv48gi0t4QMiBhe4eX2UteND9OTO7mCDzRewkvfcRzOs/ZGbt0W0YwQjzOI7/zOWUu//azG6ga3rCK4BLzezRaH8GExQMOiO0zA0EWTxqUtzUdwhOVBwTvf0egvdXIucSFGEJ9/N+M7syul0LLfewmT0PfJ8gYH8bQTXPDxFM1wF4KsU+iuSdAmSR0mXAmdFLd75BNycaufvrZvYXBPNrv0DX74VR0UtPfp/CMkXF3fdFR9q30fVkpHHRS7xnCEbKUw00eo27d0ZLZm8mCDzyvb0rzKyTYA7yW0MPvTd6KZT+9Jxl5DBwmbvf291C7t5mZh8D7qFrBomBBEV4CuFLBOnTLg7dN5BgKkMiXyf4TD+Q6gbc3c3sL4H/pmugnTJ3v8nMfkkQWIdHuIdFLyJFT1MsRErHXxD8QD4KJBz5CnmDYCToz9x9VlyBkOO4+xvuvoIg2P46PR+SdYKRoFXABxMUXCgJ7v5NgjmW3+1mseeAfwY+4u4/7ZWOZcDdv0EQPMVKKz9P1/nCud7eLQQniv0rx45gJPMzghHFK3PYhUcIUrfdTnAUpSe/A24DRrn7v6WyAXffSzCSuphgZLw7rwD3EhyJ+UP3i2YmeqLkTIJpC/F5h8MeAS5y989Hs3eku529wAeBRoKpSJ0EpbFTTgHn7tsJCrSsoeu85ER+RfC9UywZQ0Qwd1WDFCk10bl/ZxGMbA0lGEU6QvDD/GPgSXePr2yVzvqN4FDtGIICIoMJRt5+B/wI2JfN+ouRmY0gqL4WywLxPPAs8GgmQUYlic79PZsgYD6VYKrHQeAA8AN3/0kv9GEowfv1vQQnp76V4D37a4L0Yz9INqUijW28h6Bq5WkEleJeI5ir/EOgw90TZcXIi+hc6IkEUxROJsjQ8TzBZ7+oduRC3ydjCd4fAwkC7l8C/wfsdwUjUmQUIIuIiIiIhGiKhYiIiIhIiAJkEREREZEQBcgiIiIiIiEKkEVEREREQhQgi4iIiIiEKEAWEREREQlRJb0S8M53vtOrqqoK3Q0RERGRsvLEE0/82t1Pjb9fAXIJqKqqor29vdDdEBERESkrZvazRPdrioWIiIiISIgCZBERERGREAXIIiIiIiIhCpBFREREREIUIIuIiIiIhChAFhEREREJUYAsIiIiIhKiAFlEREREJEQBsoiIiIhIiAJkEREREZEQBcgiIiIiIiEKkEVEREREQhQgi4iIlDF3p6WlhVkzZjJq5EiGDxvGqJEjmTVjJq2trbh7obsoUnT6FroDIiIikh+RSISlly/Bjh6lYdp0rp12MYP7D+Dlw6/w4J52GuYvgL59ufGWm6mtrS10d0WKhgJkERGRMrSluZmrly+n+aprOP/sczCzLo+PqRpBwwUzuP/xR6mfPZvrV61ibn19YTorUmQUIIuIiJSZSCTC1cuX03JDE2eeUZV0OTOjduIkWm5oYuqyBoYMHUpdXV3vdVSkSGkOsoiISBlxd5ZevoTmq67pNjgOO/OMKjZfuYJlS67QnGQRFCCLiIiUldbWVuzoUc4/+5y02tVOnIQfOUJbW1ueeiZSOhQgi4iIlJEN65pomDb9uDnHPTEzGqZdyIZ16/LUM5HSoQBZRESkjHR07OHc8dUZtT1vQjUdHR257ZBICVKALCIiUkYOHjrE4P4DMmo7qH9/Dh46lOMeiZQeBcgiIiJlZNDAgbx8+JWM2h48fJhBAwfmuEcipUcBsoiISBkZN248D+5pz6jtA0+2M27cuNx2SKQEKUAWEREpIwsbG2jaeU/a6drcnaadO1jY2JinnomUDgXIIiIiZaSmpgbv04f7H380rXa7HnsE69ePKVOm5KlnIqVDAbKIiEgZMTNuWnsL9auv4+kDnSm1efpAJ/PWfIUbb7k57fRwIuVIAbKIiEiZqa2t5fpVq5i6rIHI7oeTTrdwdyK7H6Zm6SK+uno1tbW1vdxTkeLUt9AdEBERkdybW1/PkKFDWbbkCpbetpaGaRdy3oTqIJXb4cM88GQ7TTt3YP36sWXbNgXHIiGmmuvFr7q62tvbMzsjWUREKpu709bWxvpb1/HUUx0cPHSIQQMHMm7cOBYtXszkyZM1rUIqlpk94e7HVdbRCLKIiEgZMzNqamqoqakpdFdESobmIIuIiIiIhChAFhEREREJUYAsIiIiIhKiAFlERKREuDstLS3MmjGTUSNHMnzYMEaNHMmsGTNpbW1Nu3qeiCSmk/RERERKQCQSYenlS7CjR2mYNp1rp13M4P4DePnwKzy4p52G+Qugb19uvOVmpWwTyZIC5ATMbALw58BHgA8ApwKDgZeBHwL/A6x39992s44hwHJgGnAG8Crwf8AW4HbXbr6IiKRoS3MzVy9fTvNV13D+2eccl5ZtTNUIGi6Ywf2PP0r97Nlcv2oVc+vrC9NZkTKgPMgJmNmtQGPorteAI8Cg0H2/Bj7r7o8kaP8RYBdwSvSuQ8CJHNsh2RVt+3oq/VEeZBGRyhWJRJg3Zw4tNzRx5hlVPS7/9IFOpi5rYPPWrdTV1eW/gyIlLFkeZM1BTuwx4CpgEnCyu7/N3QcTBMhzgZeAdwL3mtnbww2jt3cSBMc/BM5290HAAGAxQaBdC9zcO09FRERKlbuz9PIlNF91TUrBMcCZZ1Sx+coVLFtyheYki2RIAXIC7r7V3de4+6Pu/vvQ/YfcfSvw19G7TiOYQhF2JTCUYErFZ9y9Pdr2dXdfB/xTdLnLzOwD+XweIoWmE4pEstPa2oodPcr5Z5+TVrvaiZPwI0doa2vLU89EypsC5Mw8Grp+etxjc6J/73b3nyZo+zWCKRd9gM/loW8iRSESiTB21GgaF1zK5OFV7Fixkt1rN7JjxUomD6+iYf4Czho9hl27dhW6qyJFa8O6JhqmTU+7FLSZ0TDtQjasW5ennomUNwXImZkcuv6T2BUzO5PghDyA+xI1dPdDwHejN8/PS+9ECmxLczPz5szhpgWN7N14J43TZzKmagSnnzaEMVUjaJw+k70b7+TG+Q3Uz57NlubmQndZpCh1dOzh3PHHTY9MyXkTquno6Mhth0QqhLJYpMjM3goMI5hS8eXo3T8G/iu02Fmh63u7Wd1e4NPAmFz2UaQYRCIRrl6+vMcTisyM2omTaLmhianLGhgydKhOKBKJc/DQIQb3H5BR20H9+3Pw0KEc90ikMmgEuQdm9pqZOUEmi58STJE4Gfge8Al3/2No8XeFrv+ym9XGHhtsZgNz2V+RQtIJRSK5NWjgQF4+/EpGbQ8ePsyggfqJEcmEAuSevQD8Cgh/Qz0ILHH3A3HLhtPAHe5mneHHBiVawMwuM7N2M2t/6aWX0umvSMHohCKR3Bo3bjwP7skszecDT7Yzbty43HZIpEIoQO6Bu1e5+1B3HwgMIchSMQ54zMy+3G3j7Lb7dXevdvfqU089NV+bEckpnVAkklsLGxto2nlP2kdX3J2mnTtY2NjY88IichwFyGlw9xfd/QagDnDgGjMLp3k7GLrev5tVhR87mHQpkRKTzxOKlDJOKlFNTQ3epw/3P/5ozwuH7HrsEaxfP6ZMmZKnnomUNwXIGXD3x4CHojcvCz30XOj68G5WEXvs5WhWC5GykK8TipQyTopRb+y0mRk3rb2F+tXX8fSBzpTaPH2gk3lrvsKNt9yc9tEcEQkoi0XmYifavT90XzhzxVnA/iRtY9ku9uW6UyKFlI8TirY0N3P18uU0X3UN5599znE/+GOqRtBwwQzuf/xR6mfP5vpVq5hbX59RH0RSFYlEWHr5EuzoURqmTefaaRczuP8AXj78Cg/uaadh/gLo25cbb7mZ2trarLZVW1vL9atWBeWjr1xB7cRJCQNfd2fXY49Qv/o6Vq1Zk/V2RSqZAuTMjYj+DU+ReAY4QJALuQ74ZnwjMxvAsTzK9+ezgyK9LXZC0ZiqET0vHCfRCUVKGSfFqBA7bXPr6xkydCjLllzB0tvW0jDtQs6bUB0ceTl8mAeebKdp5w6sXz+2bNum4FgkS6Z5e12ZWR/gDe/mhTGzTwD/Cxiwyt2/EHrsOmAFQaaKse7eGdd2OfBV4Cgwxt2f6alP1dXV3t6e2VnMIr2ppaWFxgWXsnfjnWkd2nV3xs6/hPWbbqempubYfaNGc9OCRmonTkp5XZHdD7Ns03r27t+nw8uSc5FIhHlz5vS40xbz9IHOYOR369ac7LS5O21tbay/dR1PPdXBwUOHGDRwIOPGjWPR4sVMnjxZ73uRNJjZE+5+3MkzmoN8vHcDe8zs82Y2wkLfNGb2bjO7GvgPguD4t8BNce3XEKSG6w/8t5l9JNr2LWa2CLguutzXUwmORUpJLk8oUso4KTbFkOfbzKipqeHub25n/zPP8IvnnmP/M89w1/btTJkyRcGxSI4oQE7sw8AGgjLSr5nZS2Z2iGD6xL8AAwiKhnzS3V8IN3T3PxBU2/sNQaW8djN7GTgENAFvIZhacUUvPReRXpPLE4qUMk6KjXbaRCqHAuTjPQfMANYB7cCvgcEEr9UBgtLSCwimT+xJtAJ3fwIYSzC6/COgH0GhkYeAS4FPx1XgEykb4ROKIrsfTjpq5u5Edj9MzdJFfHX16uPmTOYzZZxIJrTTJlI5dJJeHHd/Hfj36CWb9fwKWBq9iFSUXJxQlK+UcSKZ6ujYw7XTLs6o7XkTqlm38t7cdkhE8kYBsojkRV1dHbX7a988oWjdffd2OaFow+ZN3Z5QlI+UcSLZ0E6bSOVQgCwieRM7oSiWmSIduU4ZJ5It7bSJVA7NQRaRorSwsYGmnfekfea/u9O0cwcLGxvz1DOpVLGdtkxop02ktChAFpGilMuUcSK5oJ02kcqhAFlEilIuU8aJ5IJ22kQqhwJkESlauUoZJ5IL2mkTqRwqNV0CVGpaKl0kEgkqkR050m3KuBtvuVnBseTdluZmrl6+nM1XrqB24qSEga+7s+uxR6hffR2r1qxhzty5BeipiPQkWalpBcglQAGySBBwxFLGPfVUR5eUcYsWL+42ZZxIrmmnTaQ8KEAuYQqQRUSKj3baREpfsgBZeZBFREQykE2ebxEpbjpJT0REREQkRAGyiIiIiEiIAmQRERERkRAFyCIiIiIiIQqQRURERERCFCCLiIiIiIQoQBYRERERCVGALCIiIiISogBZRERERCREAbKIiIiISIgCZBERERGREAXIIiIVxt1paWlh1oyZjBo5kuHDhjFq5EhmzZhJa2sr7l7oLoqIFFTfQndARER6TyQSYenlS7CjR2mYNp1rp13M4P4DePnwKzy4p52G+Qugb19uvOVmamtrC91dKXPuTmtrKxvWNdHRsYeDhw4xaOBAxo0bz6LFjUyZMgUzK3Q3pQKZRgqKX3V1tbe3txe6GyJS4rY0N3P18uU0X3UN5599TsLAw925//FHqV99HdevWsXc+vre76hUhPidtXPHV3fZWWvaeY921iTvzOwJd68+7n4FyMVPAbKIZCsSiTBvzhxabmjizDOqelz+6QOdTF3WwOatW6mrq8t/B6WiaGdNioUC5BKmAFlEsuHujB01mpsWNFI7cVLK7SK7H2bZpvXs3b9Ph7klZ7SzJsUkWYCsk/RERMpca2srdvQo5599TlrtaidOwo8coa2tLU89k0rj7iy9fAnNV12TUnAMcOYZVWy+cgXLllyhE0il1yhAFhEpcxvWNdEwbXrao8BmRsO0C9mwbl2eeiaVRjtrUioUIIuIlLmOjj2cO/64I4gpOW9CNR0dHbntkFQs7axJqVCALCJS5g4eOsTg/gMyajuof38OHjqU4x5JpdLOmpQKBcgiImVu0MCBvHz4lYzaHjx8mEEDB+a4R1KptLMmpUIBsohImRs3bjwP7sksE84DT7Yzbty43HZIKpZ21qRUKEAWESlzCxsbaNp5T9oZANydpp07WNjYmKeeSaXRzpqUCgXIIiJlrqamBu/Th/sffzStdrseewTr148pU6bkqWdSabSzJqVCAbKISJkzM25aewv1q6/j6QOdKbV5+kAn89Z8hRtvuVlFQiRntLMmpUIBsohIBaitreX6VauYuqyByO6Hk47guTuR3Q9Ts3QRX129mtra2l7uqZQz7axJqShoqWkzOwy8FXB371uwjhQ5lZoWkVyJRCJBRbIjR2iYdiHnTagOsgMcPswDT7bTtHMH1q8fN95ys4JjyZstzc1cvXw5m69cQe3ESQkDX3dn12OPUL/6OlatWcOcuXML0FMpd8lKTRc6QH6VYwFyn4J1pMgpQBaRXHJ32traWH/rOp56qoODhw4xaOBAxo0bx6LFi5k8ebJG6iTvtLMmxUABcglTgCwiIuVIO2tSaMkCZE1rEBERkYIwM2pqaqipqSl0V9Li7rS2trJhXRMdHXtCgf14Fi1uZMqUKQrsS5wCZBEREZEURSIRll6+BDt6lIZp07l22sUM7j+Alw+/woN72mmYvwD69tXUkBLXY4BsZvnMqVKUWTTM7BTgs8AngAnAewheq5eAdmCLu9/TwzoGAcuAi4D3AkeBZ4C7ga+5++t5ewIiIiKSc7GTC5uvuobzzz7nuFHiMVUjaLhgBvc//ij1s2dz/apVzK2vL0xnJSs9zkE2szeAfE5UNopsDrKZHaHrzsNrBAFuuID8fcDF7n44Qfv3AC1AVfSuw0AfgvnWAHuAT7j771Lpj+Ygi4iIFFYkEmHenDm03NDEmWdU9bj80wc6mbqsgc1bt1JXV5f/DkpGks1BTmcE1/JwKVZ9gceABuB97v42dx9IMBJ8e3SZTwO3xTc0s77AfxEEx88Dn3L3AUB/YBZwEBgPbMvzcxAREZEccHeWXr6E5quuSSk4BjjzjCo2X7kiyNRRwIQIkpl0AuRK+u+e5+4fdff17v5s7E5373T3BRwLjP/azN4d13Yu8MHo9Yvc/dvRtm+4+zeAz0cf+4yZfSKPz0FERERyoLW1FTt6lPPPPietdrUTJ+FHjtDW1pannkm+pBIg/5Zjo73zCEZRc3EZARzJ0fPIKXd/sIdFbg9djx+Wj2Uyf9DdH0nQ9m7gp9HrczLonoiIiPSiDeuaaJg2Pe3MFGZGw7QL2bBuXZ56JvmSSoAcnvw63N1/lqNLJ6U7Kv1a6Pqbc6fNrD/wsejN+xI19OA4SyR68/y89E5ERCTH3J2WlhZmzZjJqJEjGT5sGKNGjmTWjJm0traW9TSCjo49nDv+uGmqKTlvQjUdHR257ZDkXSpp3h7nWCCX2buj/EwNXf9B6Ppoju107O2mfeyxoWb2Dnf/bQ77JiIiklOVntrs4KFDDO4/oOcFExjUvz8HDx3KcY8k31IJkGMjyAacnce+lAQzOwn4++jN77r706GH3xW6/stuVhN+7F0E01hERESKjlKbwaCBA3n58CsZtT14+DCDBg7McY8k31KZYvF49K8D7zKz0/LYn6JmZicAdwDDCKZZLI5bZFDo+nHp35I8NijpUiIiIgUUiUS4evlyWm5oonbipKRzcM2M2omTaLmhiauXLycSiSRcrlSNGzeeB/dklm71gSfbGTduXG47JHnXY4Ds7s8Bv+JYarZcjiJ/F2gFSuX0zluAadHrje7+/XxtyMwuM7N2M2t/6aWX8rUZERGRhJTa7JiFjQ007bwn7efk7jTt3MHCxsac9aWS54L3plTTvH0aODd62ZOrjbv7+e5+rrufm6t15ouZreHYiPEV7r4pwWIHQ9f7d7O68GMHEy3g7l9392p3rz711FPT66yISAnQD31xU2qzY2pqavA+fbj/8UfTarfrsUewfv2YMiU3RYkjkQhjR42mccGlTB5exY4VK9m9diM7Vqxk8vAqGuYv4KzRY9i1a1dOtlfJUpmDjLt35LkfRc3MVhGUjQa40t1vTrLoc6Hrw4FkI8zDk7QREakIlX7SVynIRWqzmpqaPPWud5kZN629hfrZs9OqpDdvzVdovuOOtF/DRDQXvHelUyikIpnZauCq6M3l7n5DN4vvB96IXj+rm+Vij72gDBYiUmm2NDczb84cblrQyN6Nd9I4fSZjqkZw+mlDGFM1gsbpM9m78U5unN9A/ezZbGluLnSXC64Qo+1KbdZVbW0t169axdRlDUR2P5z0NXd3IrsfpmbpIr66enVOdvA0F7z3mQ5hJRedVhEbOV7u7qtTaNMGTAYecPfjKuVZ8K7+MUGhlK3uPjd+mXjV1dXe3p7ZyQEiIsUkEokwb86ctEbhpi5rYPPWrdTV1eW/g0UofrT93PHVXUbbm3bek5fR9uHDhrF77UZOP21I2m1//uILTLr8Mn7xXPkdJI1EIsEc6yNHaJh2IedNqA5SuR0+zANPttO0cwfWr1/O/h/uzthRo7lpQSO1Eyel3s/dD7Ns03r27t+XkxHscmVmT7j7cXuCKU2xqERxwfGVPYwch20hCJDPNbOPuvvuuMdnEATHAFuz76mISGnI9qSv2v21FfdDX8jD6kptllhdXR21+2tpa2tj/a3rWHffvRw8dIhBAwcybtw4NmzexOTJk3P2Xs1mLvjS29bS1tZWNlNdepOmWCQQN+d4aRrBMQQB8g8IMn58y8w+EV3nCWY2A/jX6HL3uft3ctVnEZFip5O+0lPow+pKbZacmVFTU8Pd39zO/mee4RfPPcf+Z57hru3bmTJlSk535FTmujAUIMcxszM4Nuf4DeALZvZCN5crw+3d/U/AZ4FOgpPxvm1mrwCvANuBwQSZQD7XS09JRKQo6Ic+dcWQYq2YUptVMs0FL4ycBMhm1t/M5pjZbWbWZmY/MLOfmNmzKV5+kot+5MgJcdeH9HA57hiSu3cCHwK+TFBW2oEjwBPAlcA57v67vD0DEZEipB/61BXDaHuxpDardCpzXRhZz0E2s0ZgJZlXhDOCALIoRIPbrI+NuPtB4J+iFxGRbrk7ra2tbFjXREfHntCcxvEsWtyY88O2haAf+tQVQ4q1YkhtJpoLXihZjSCb2VeBtQTTBizDi4hIRauU5P/6oU9dsYy2FzK1mQQ0F7wwMh5BNrOPEczVjX1aXgX+HXgI+AVwOOveiYiUuUpK/h/7oR9TNaLnheNU2g99MY22z62vZ8jQoSxbcgVLb1vbbWqzLdu2KTjOsYWNDTQuuJSGC2akNSofmwu+ftPteexd+cpmisWi0PX/A/7M3Q9k2R8RkYoRzlLQ3eHrcJaCqcsaGDJ0aEnmBNYPfeqKbbS9t1ObyTHhueDp5EHWXPDsZBMgfzx0/S8VHIuIpK4ScwLrhz51xTjaHkttppy6vUtzwQsjmznIQwimV+x393056o+ISEUohiwFve3NH/rV1/H0gc6U2sR+6G+85eaK+qFXijUJ01zw3pdNgHww+veFXHRERKSSlFpOYHenpaWFWTNmMmrkSIYPG8aokSOZNWMmra2tKQdy+qFPjVKsSby59fVs3rqVZZvWM3b+Jdy6Yzv7Op/l5y++wL7OZ7l1x3bGzr+EZZvWs2XbNubMnVvoLpc0yzSZuJk9BlQDHe4+Iae9ki6qq6u9vT2zM1hFpDiNGjmSHStWZnQIfV/ns1y0cgX7n3kmDz07XiQSYenlS7CjR2mYNp1zx1czuP8AXj78Cg/uaadp5z3Qty833nJzyoFsJBIJClocOdLtSV/prLPc7Nq1K+3D6lOXNdB8xx0V+5pVAnd/cy74U091dJkLvmjxYs0FT5OZPeHux6WMySZAvhr4Z+BPwBAVvsgfBcgi5Wf4sGHsXruR008bknbbn7/4ApMuv4xfPPdcHnrWVU9ZNiD4wb7/8UepX31dWlk29EPfs9jrv/nKFUnLTbs7ux57hPrV17FqzRqNHIqkIVmAnM1JehuBpcApwN8Dy7NYl4hIRSm2LAWJ5DvLhk766plSrIkURsYjyABmdj7w3wQFPxa7+4ZcdUyO0QiySPmZNWMmk4dX0Th9Ztptb92xne8938ld27fnoWcBd2fsqNHctKAxrYwTkd0Ps2zTevbu31fxo7+5pNF2kfxINoKcVSU9d78f+BTwO2CdmX3bzGaa2elmlnUZaxGRclXsWQoqMctGMYuNtt/9ze3sf+YZfvHcc+x/5hnu2r69LMqQixSbjANkMztqZkeB7wDvIBhFPhe4C/gZ8MfYMilc/pSTZyMiUiKKPUtBqWXZEBHJpWxGkC3ur8c9lu5FRKRiFHtO4I6OPZw7/rijjik5b0I1HR0due2QiEgvymqKBV2DZAW7IiJpKOacwAcPHWJw/wEZtR3Uvz8HDx3KcY9ERHpPNvOE35uzXoiIVKhizVJQClk2RETyJeMA2d1/lsuOiIhUqrq6Omr3176ZpWDdffd2yVKwYfOmXs9SMG7ceB7c055RIZMHnmxn3Lhxue+UiEgvUaYJkTLl7rS2trJhXRMdHXtCAdd4Fi1u1JnvRabYcgIvbGygccGlNFwwI633SSzLxvpNt+exdyIi+aUAWaQMxZcGvnbaxV1KAzfMX5B2aWCpLOEsG+nkQe6tLBsiIvmkAFmkzPRUGnhM1QgaLpgRlAaePTut0sBSOd7MsjF7do+V9GJiWTaa77hDRydEpKRlm8WiCzN7u5nNMLM1ZnavmbWa2aNmFjGzO8zsCjP7SC63KSLHhEsD106clDRICZcGvnr5ciKRSE627+60tLQwa8ZMRo0cyfBhwxg1ciSzZsyktbU17aIYUljFnGVDRCSfsio1/eZKzN4BrAT+GuifQpPvA9e5+46sN14BVGpaUlHo0sDx0zrOHV/dZVpH0857NK2jREUiEZYtuQI/cqTbLBv634pIqUlWajrrANnMpgB3A0MIciA7qeVCduBOYJ67q5JeNxQgSypaWlpoXHApezfemfZJVWPnX8L6TbdnfIJYT9M6Ytu5//FHqV99naZ1lCB3fzPLxlNPdXTJsrFo8eJez7Ih6dFJuyKJ5SVANrOzCUpND+RYYPwGsAf4AfBr4HVgEPA+oBo4LbQKB/7d3f8y405UAAXIkopZM2YyeXgVjdNnpt321h3b+d7zndy1fXvabSORCPPmzElrnurUZQ1s3rqVurq6tLcnIunR0R2R5HIeIJtZH4KpEqMJAt0jwM3AWnd/LkmbE4DzgX8GxkXvdmC2u9+ZUUcqgAJkScWokSPZsWJlRnlr93U+y0UrV7D/mWfSalfoaR0i0j0d3RHpXrIAOZuT9GZxLDh+GTjP3a9OFhwDuPsb7h4BziaYXgHBqPOXsuiHiFCY0sCtra3Y0aOcf/Y5abWrnTgJP3KEtra2tLcpIqkp9Em7IqUsmwD5L0LXL3f3h1Nt6O5Hgb8Bno7eNcLMxmbRF5GKV4jSwBvWNdEwbXrao8BmRsO0C9mwbl3a2xSRnrk7Sy9fQvNV16Q09QngzDOq2HzliuCETGWckQqXTYAcS9f2W+Df0m3s7q8Dt4XumpBFX0QqXqw0cCYyLQ3c0bGHc8cfd2QqJedNqKajoyOjtiLSPR3dEclONgHyEILpFfujI8KZ+H7o+mlJlxKRHi1sbKBp5z1pj/zESgMvbGxMe5uFmNYhIj3T0R2R7GQTIL8R/dsni3Vk01ZEQsKlgdORTWngQkzrEJGe6eiOSHayCZB/RXCC3Rgz65fhOsbHrU9EMvRmaeDV1/H0gc6U2sRKA994y80ZZZMoxLQOEemZju6IZCebAPnx6N/BBCfcpcXM3gZclmB9IpKh3i4NXIhpHSLSMx3dEclO3yza3kOQ6g1gjZn9yN0fSKVhdMT5DmAEwTzmp9396e5biUgq5tbXM2ToUJYtuYKlt63ttjTwlm3bsioMEJ7WkU4e5GymdUjhqSpb8Ysd3ckkL7qO7ohkVyjECCrmfZBgqsWfgPUEhUJ+kqRNP+CzwJeBURwrTf2X7v7vGXWkAqhQiGSit0oD79q1i/rZs9OupNd8xx2q2lWCVJWtNBSy9LxIKclXqekPAy0E0yxiwS7AjwhKTf+GY6WmRxBUzwsftzFgq7vXZ9yJCqAAWYpdrFrX5itXJC1I4O7seuwR6ldfx6o1a5gzd24BeirZUFW20qEqlyKpyUuAHF3xOcB24HSCADkcKB+3eGgZgH8FGrJIE1cRFCBLKYhEIkGBgSNHup3WoZHF0hSJRJg3Z07aRwo2b91KXV1d/jsox9HRHZGe5S1Ajq58MHAtMA84OYUmDwNfiZadlh4oQJZS0VvTOqR3aTSydOnojkj38hoghzZyIjAV+CjwfuAk4K3AH4CXgCeBNnd/JmcbrQAKkEWkkDSftbTp6I5Icr0SIEt+KEAWkUKaNWMmk4dX0Th9Ztptb92xne8938ld27fnoWeSKh3dEUksWYCcTZo3ERGpAB0de7h22sUZtT1vQjXrVt6b2w5J2syMmpoajeSLpCibQiEiIlIBVJVNRCqNAmQREemWqrKJSKXpdoqFmZ0Rvu3uB5I9lq3wugvNzPoDNcBHgAnRv7Hn+yV3/2IK6xgCLAemRdu+CvwfsAW43TX5W0RKhKqyiUil6WkOcifHchp73PLhx7IVv+5Cmwj8T6aNzewjwC7glOhdhwiKpXw8ernYzD7r7q9n21ERkXxb2NhA44JLabhgRtpZLJp27mD9ptvz2DsRkdxLdYqFcay4R7LHMrn0tO5C+h3wHWA1cAnwQiqNzOztwE6C4PiHwNnuPggYACwGjgC1wM2577KISO7V1NTgffpw/+OPptVu12OPYP36MWXKlDz1TEQkP1IJkLsLXrMNbIsxMAb4rru/w90/6e7L3f1u4I8ptr0SGEowpeIz7t4O4O6vu/s64J+iy11mZh/Iec9FRHLMzLhp7S3Ur76Opw90ptTm6QOdzFvzFW685WalDxORktNtgOzuJ4Qufbp5LNtLn2R9KIQsS1/Pif69291/muDxrxFMuegDfC6L7YiI9Jra2lquX7WKqcsaiOx+mGSnUbg7kd0PU7N0EV9dvVqFJ0SkJBXTvN+SZ2ZncuxkvvsSLePuh8zsu8CngfM5NqIsIlLU5tbXM2ToUJYtuYKlt63ttirblm3bFByLSMlSgJxbZ4Wu7+1mub0EAfKY/HZHRCS36urqqN1f+2ZVtnX33dulKtuGzZtUlU1ESp4C5Nx6V+j6L7tZLvbYYDMb6O7Koi8iJaO3qrK5O62trWxY10RHx55QID6eRYsbmTJligJxEckLBci5NSh0/XA3y4UfG0QwJ1lERKIikQhLL1+CHT1Kw7TpXDvtYgb3H8DLh1/hwT3tNMxfAH37cuMtN2sqh4jkXK8EyNGiIisI0psNAX4LtABfdfeneqMPpcbMLgMuAzjjjJzWZBERKWpbmpu5evlymq+6hvPPPue4UeIxVSNouGAG9z/+KPWzZ3P9qlXMra8vTGdFpCxlXGrazIaa2SEzO2xmP7Qkx7nM7IPAk8B84N3AWwjSoP0l8JiZzcq0D0XoYOh6/26WCz92MNEC7v51d6929+pTTz01J50TESl2kUiEq5cvp+WGJmonTko6hcLMqJ04iZYbmrh6+XIikUgv91REylnGATLwWYJA761Ac6LSydGg+U7gHQnaG9AP2GJm5XKy2nOh68O7WS722MuafywiqXB3WlpamDVjJqNGjmT4sGGMGjmSWTNm0tramjTtWilxd5ZevoTmq67hzDOqUmpz5hlVbL5yBcuWXFEWr4GIFIdsAuSPha7fk2SZC4GxHCtJvQWYDswF9kfv6wt8JYt+FJNw5oqzki517LF9eeyLiJSJSCTC2FGjaVxwKZOHV7FjxUp2r93IjhUrmTy8iob5Czhr9Bh27dpV6K5mpbW1FTt6lPPPPietdrUTJ+FHjtDW1pannomUh0rY0c6VbOYgj43+/YO7P51kmdmh619390WxG2YWIQgQTwH+zMze7u5/yKI/xeAZ4ABBLuQ64JvxC5jZAGBy9Ob9vdc1ESlFlTQfd8O6JhqmTU87M4WZ0TDtQjasW5f3zBoipUonvqYnmxHkMwhGhn+c6EEz6wt8InTXDeHH3f0l4Pbozb7A2Vn0pShEp5lsjd6cZWZVCRZrBAYCR4F/66WuiUgJqrT5uB0dezh3fHVGbc+bUE1HR0duOyRSJrY0NzNvzhxuWtDI3o130jh9JmOqRnD6aUMYUzWCxukz2bvxTm6c30D97NlsaW4udJcLLpsAOZbSLNmobzUwgCCI3ufuiQLpR0PXR2bRl5wzs5PN7J2xC8deq/7h+81sYFzTNcALBPOz/9vMPhJd31vMbBFwXXS5r7v7M73xXESk9FTifNyDhw4xuP+AjNoO6t+fg4d0SodIvErb0c6VbALkWNs+SR7/eOj6g0mWeSl0/e1Z9CUf9hD0L3Z5d/T+q+LuvzXcKDpNZBrwG4JKee1m9jJBruMmgiwe9wNX5P8piEipqsT5uIMGDuTlw69k1Pbg4cMMGhg/XiFS2SpxRztXsgmQYyPH70ry+Hmh68m+qd8Sul42/wV3f4JgjvZNwI8IsnW8AjwEXAp82t3/WLgeikixy8V83FIzbtx4HtzTnlHbB55sZ9y4cbntkEiJq8Qd7VzJJkB+hiBV2/vNbGj4ATN7O3Bu6K6WJOs4LXS9qE7Qc/cqd7cULvVJ2v/K3Ze6+wfc/W3ufrK7T3b3je7+Ri8/HREpMZU4H3dhYwNNO+9Je9TK3WnauYOFjY156plIaarEHe1cySZA/m70rwFfinvsHwjyIzvwpLv/Osk6Phy63plFX0REykolzsetqanB+/Th/scf7XnhkF2PPYL168eUKVPy1DOR0lSJO9q5kk2AvJkgEwPAAjNrM7N/NrP/Bq4MLbexm3WE8/HsTbqUiEiFqcT5uGbGTWtvoX71dTx9oDOlNk8f6GTemq9w4y03pz1KJlLuKnFHO1cyDpCjGRhWE4wgQ1A45AsE+X9j9nIslVsXZvZu4ByCUeZfuPsvMu2LiEi5qdT5uLW1tVy/ahVTlzUQ2f1w0ukW7k5k98PULF3EV1evVt5WkQQqcUc7V7IpFIK7/4OZHQWWE5yIFtYOXOTuf0rSvIEguHagtMs/iYjk2MLGBhoXXErDBTPSGhmNzcddvynh2ERJmFtfz5ChQ1m25AqW3raWhmkXct6E6mBE6/BhHniynaadO7B+/diybZuCY5EkYjvaY6pGpN22lHe0cyGrABnA3a8xs68B5wOnA68B7e7+UA9N30ZQehqSjDKLiFSq8Hzc2omTUm5XLvNx6+rqqN1fS1tbG+tvXce6++7l4KFDDBo4kHHjxrFh8yYmT56saRUi3ajkHe1sZR0gA7j7i8C2NNssycW2RUTK0ZvzcWfPpuWGppRymMbm4zbfcUdZBI5mRk1NjcpHS1bcndbWVjasa6KjY09oR2s8ixY3MmXKlLL4vCRS6Tva2cjmJD0REckjzccVyU4kEmHsqNE0LriUycOr2LFiJbvXbmTHipVMHl5Fw/wFnDV6DLt2ledMT534mjmr5CoppaK6utrb2zM7WUdESl8kEgmqWh050u183BtvuVnBsRSlQozibmlu5urly2m+6hrOP/uchOt3d+5//FHqV1/H9atWMbe+Pqd9KBax12LzlSuSlpt2d3Y99gj1q69j1Zo1zJk7twA97X1m9oS7H5cLTwFyCVCALCLu/uZ83Kee6ugyH3fR4sWajytFKxKJsPTyJdjRozRMm86546sZ3H8ALx9+hQf3tNO08x7o2zenO3iRSIR5c+akNT1p6rIGNm/dSl1dXY/LlyLtaCeW9wDZzE4ExgOjgZOB/hxLAdcjd/9yTjpShhQgi4hIKSrEKK67M3bUaG5a0JjWvNvI7odZtmk9e/fvK9udTe1oHy9vAbKZDQO+AswkCIoz4u59supIGVOALCIipaZQo7gtLS00LriUvRvvTDtzw9j5l7B+0+06MbSCJAuQszpJz8w+BuwD6oEBBCPGmVxERESkTLg7Sy9fQvNV16QUHAOceUYVm69cEUwDyGLwbsO6JhqmTU97JNTMaJh2IRvWrct421I+Mk7zZmanAP8FvJ2g2AfAq0AH8AvgcLadExERkdLT2tqKHT3K+Wefk1a72omTWHrbWtra2jIexe3o2MO10y7OqO15E6pZt/LejNpKeckmD/IVwEkEwfGfgH8E1rt7ZjUNRUREKly55OzNxShupgHywUOHGNx/QEZtB/Xvz8FDhzJqK+UlmykWnwldX+TuaxQci4iIZKaccvZ2dOzh3PHHTetMyXkTquno6Mh424MGDuTlw5mFIwcPH2bQwIEZb1vKRzYjyO+N/n3J3TflojMiIiKVqKdsD2OqRtBwwYwg28Ps2UWfs7eQo7jjxo3nwT3tjKkakXbbB55sZ9y4cRlvW8pHNiPI/QimV+zPUV9EepW709LSwqwZMxk1ciTDhw1j1MiRzJoxk9bW1qxOEhERSVUkEuHq5ctpuaEpaREHCKYf1E6cRMsNTVy9fDmRSKSXe5q6Qo7iLmxsoGnnPWl/h7s7TTt3sLCxMeNtS/nIJkD+RfRvv1x0RKQ3ldOhTBEpXYXM9pBPsVHcTGQ7iltTU4P36cP9jz+aVrtdjz2C9evHlClTMt62lI9sAuSHCFK0jbJSOGNAJGpLczPz5szhpgWN7N14J43TZzKmagSnnzaEMVUjaJw+k70b7+TG+Q3Uz57NlubmQndZRMpUNtke/MgR2tra8tSz7BRyFNfMuGntLdSvvo6nD3Sm1ObpA53MW/MVbrzl5pI4CVLyL5sA+bbo35OB6Tnoi0jeleOhTBEpXeWas7fQo7i1tbVcv2oVU5c1ENn9cNJA3d2J7H6YmqWL+Orq1RVVYlm6l3GA7O6PAzcRjCKvNbN356xXInlQrocyRXJF8/J7XyGzPeRTMYzizq2vZ/PWrSzbtJ6x8y/h1h3b2df5LD9/8QX2dT7LrTu2M3b+JSzbtJ4t27YxZ+7crLcp5SOrSnrAF4DbgXcB7Wb212aWTWYMkbwp10OZIrmgefmFUc45e4thFLeuro69+/exftPtPPRcJxetXMGkyy/jopUr+N7znWzYvIm9+/dp5FiOk00lvXBqt98ApwJbgFvNrB14AXg9xdW5u8/PtC8iqShk4nqRYlZuKcZKSbnn7J1bX8+QoUNZtuQKlt62loZpF3LehOoguD98mAeebKdp5w6sXz+2bNuWl0DVzKipqdH3t6Qlm9Heeo6VmCZ63YDBwLkZrE8BsuSVyo+KHC88L7+7qUfheflTlzUwZOhQ6urqeq+jZaoScvbW1dVRu7+WtrY21t+6jnX33RuqEDiODZs3MXnyZJ0cVybKpRpkttMhkj3DdJ+5JrZJ3pXzoUyRTGQ7L792f21J/NAVs4WNDTQuuJSGC2ak9VrGsj2s33R7HnuXOxrFrQyRSISlly/Bjh6lYdp0rp12MYP7D+Dlw6/w4J52GuYvgL59ufGWm4t+Wks2AfKXctYLkV5Q7ocyRdKVzbz8pbetpa2tTQFPlsLZHmonTkq5nXL2SrEpt6laGQfI7q4AWUpKJRzKFEmH5uUX3pvZHmbP7nGaS0ws20PzHXdoBF+KQjlO1co2i4VIyVD5UZGuyjXFWKGlmy6vGLI9iGSqXFOoKiWbVAwdyhTpSvPycy/TOZjFkO1BJBPlOlVLAbJUDB3KFOlK8/JzK9s5mMr2IKWoXKdq5TxANrMPABMI8iK/HTjB3b+c6+2IZCJ8KHPzlSuSlpt2d3Y99gj1q69j1Zo1Gq2RsqR5+bmTqzmYyvYgvSkXKdnKNYWq5WLuh5kNBP4WaCCoqteFu/dJ0OZu4AyCFG8z3f2XWXekTFVXV3t7e3uhu1FWIpFIMPfpyJFuD2WWQioakUy1tLTQuOBS9m68M+0UY2PnX8L6TbcrkCP6eowazU0LGtOavhXZ/TDLNq1n7/59GhWWXhc/Hejc8dVdpgM17bwnpZRsw4cNY/fajZx+2pC0+/DzF19g0uWX8YvnnsvmqWTFzJ5w9+NOxsh6BNnMqoG7gffG7opbJFkE/ggwM/r4bOD6bPsikiodyhTRvPxcKdc5mFK+cpmSrVynamUVIJvZh4FvA4M4Fhj/BPgBMJEEo8khW4HVQB/gIhQgSy/ToUypdJqXnxvlOgdTylOuU7KV61StjNO8mVkf4C6C0tIQBMWT3H2ku18YvZ2Uu/8OeJAgsB5vZidl2hcREcmMUoxlT+nypFTkIyVbuaZQzSYP8l8BowimSDwF/D93353mOh6J/jXgQ1n0RUREMjS3vp7NW7eybNN6xs6/hFt3bGdf57P8/MUX2Nf5LLfu2M7Y+ZewbNN6tmzbxpy5cwvd5aKidHlSKrKZDuRHjtDW1nbcY+GpWuko9qla2UyxuCB0fZG7ZzIB5f9C10cCx7/yIiKSd5qXn7lynYMp5Scf04HKdapWNgHyR6J/f57ByHHMb0LXT8qiLyIikiXNy89Muc7BlPKTr5Rs5ZhCNZsA+TSC6RXPZrGO10PX+2WxHhERkYJY2NhA44JLabhgRtrp8pp27mD9ptvz2DvpTbnIK5xP+ZwOVG7VILMJkF8H3kp2ge07Q9d/l8V6RERECkLp8gQyLzPem/I9HaicpmplEyD/iiCDxfuyWEf4tF8VChERkZJTrnMwJXW5zCucT70xHahcpmplk8UiVtptiJmdnW5jMzsB+MvozTeAh7Loi4iISMEoXV7lCucVTjb3FrrmFb56+XIikUgv97R8U7LlQzYjyP8FXBK9/s/Ap9Js/3cEo88OfM/df59FX4qSmQ0ClhEUQnkvcBR4hqDy4Nfc/fVumouISAkptzmY0rNs8wrX7q/t1SMImg6UumxGkL8J/Ch6/Twzu93MUpqPbGYLgFWhu/45i34UJTN7D/B94J+AswhyPb+VYFrJGuBRMzu5cD0UEZFcq6urY+/+fazfdDsPPdfJRStXMOnyy7ho5Qq+93wnGzZvYu/+fQqOy0Q+8grn05vTgVZfx9MHOlNqE5sOdOMtN1fUdCBLd5i9S2Oz84AIQblogJ8C64DvADcB5xKMEA8FhgCTgHnARwkCRge+4e5/lXEnipCZ9QWeBD4IPA/McfdvR6eVzAD+laA89/+4+5/1tL7q6mpvb2/vaTERERHpRbNmzGTy8Coap89Mu+2tO7bzvec7uWv79jz0rHuxOdPppGQr1wJBZvaEux9XCjOrADm64tnA7RwLkrs8HP0bv5HY/Q8B57v7a1l1osiY2XxgY/Tm/3P3R+IevwS4M3rzk+7+ne7WpwC5cIo9ZY+IiBTOqJEj2bFiZUYnve3rfJaLVq5g/zPP5KFnPYtEIkH56CNHup0OVMisG70hWYCczRxkANz9DjP7MbCVrhktnGOBcXwE8QawHljq7key7UMRiu1mPRgfHEfdDawkmJc8h2DEXYpMKaTsERGRwinlMuPllJItH7IOkAHc/REzOxO4GPhr4GNAovm1zxJMybjF3X+U4PGSZ2b9CZ4/wH2JlnF3N7MIsAg4v7f6JqkrlZQ9IqVOR2mklJV6mfFyScmWDzkJkAHc/Q1ge/SCmZ0OnAIMAP4A/Mrdf52r7RWx0Rw7+XFvN8vFHhtqZu9w99/mt1uSqnDKnu7OSg6n7Jm6rIEhQ4dSV1fXex0VKXE6SiOlTmXGy1fWc5ClKzP7c+A/ozc/7O7fT7LcXwD3Rm9+0N2TBtOag9x73J2xo0Zz04LGtFLgRHY/zLJN69m7f59Gu0RS0NNRGgg+j/c//ij1q6/TURopSi0tLTQuuJS9G+9Mu8z42PmXsH7T7Rq9LbBkc5CzSfMmiQ0KXT/czXLhxwbFP2hml5lZu5m1v/TSSznrnHSv1FL2iJSiUiqsINKdcF7hdFRiXuFSowC5SLn719292t2rTz311EJ3p2JsWNdEw7TpaY8CmxkN0y5kw7p1eeqZSHnItrCCjnpKMVFe4fKlADn3Doau9+9mufBjB5MuJb2qo2MP544/7khLSs6bUE1HR0duOyRSZnSURsqNyoyXp5ycpGdmA4ELgY8TnKR2EkEAmOqukbv7+3perCQ8F7o+nKCaXiLDk7SRAirllD0ipSAXR2k0Z1OKjcqMl5+sA2QzuxK4liBbRUar4PhCIqVsP0Ge5xMISkwnTPUWfQzgBWWwKB6lnrJHpNh1dOzh2mkXZ9T2vAnVrFt5b247JJIjyitcXrIKkM3s68B8Uh8pLnvuftjMvgdMBuqA1fHLWPDpiO0+3t+L3ZMeKGWPSH7pKI2UM+UVLh8ZB8jRNGULODb6+3vgm8Bu4Hm6z+BQ7rYQBMjnmtlH3X133OMzgFgEtrVXeybdWtjYQOOCS2m4YEbaKXuadu5g/abb89g7kdKnozQiElasxYKyGUH+fOh6G3Chpgq8aQtwOfBB4FtmNtfdv2NmJwAXAf8aXe4+d1eZ6SISTtmTTh5kpewRSY2O0ohITDEXC8omi8VHon//BMxScHyMu/8J+CzQSXAy3rfN7BXgFYJKg4OBPcDnCtVHSUwpe0Tya2FjA00770k7XVvsKM3CxsY89ayyuDstLS3MmjGTUSNHMnzYMEaNHMmsGTNpbW1VOj3Juy3NzcybM4ebFjSyd+OdNE6fyZiqEZx+2hDGVI2gcfpM9m68kxvnN1A/ezZbmpt7tX/ZBMgnEUyv2OPuL+SmO+XD3TuBDwFfJigr7cAR4AngSuAcd/9dwTooSSllj0j+qLBC4UUiEcaOGk3jgkuZPLyKHStWsnvtRnasWMnk4VU0zF/AWaPHsGvXrkJ3VcpUKRQLyrjUtJk9D5wGtLr7eTntlXShUtOFEYlEgsIER450m7KnEId+RErZrl27qJ89m5YbmlIqFvL0gU6mLmug+Y479FnLkkp8S6G5O2NHjeamBY1pTWWM7H6YZZvWs3f/vpwerc1Hqel2guwVVVmsQ6Ro1dXVsXf/PtZvup2HnuvkopUrmHT5ZVy0cgXfe76TDZs3sXf/Pv1gi6RJR2kKoxRG7aT8lUqxoGxGkGcA3yCYOvBRd9cQZ55oBFlEypGO0vSeYhu1k8o1a8ZMJg+vonH6zLTb3rpjO997vpO7tm/PWX9yPoLs7t8EWghGkdebWaaFQkREpAIVy1GaSjhhrVRG7aT8dXTs4dzxx8WjKTlvQjUdHR257VAS2VbSuxj4X4KMFg+Z2efd/bHsuyUiIpWg0IUVijnNVC6pxLcUi1IpFpRVgOzuvzWzjwFrgIXAI2a2D3gU+BXwehrr+nI2fRHpbcWa3FxEUtPTCWtjqkbQcMGM4IS12bNL+oQ1lfiWYlEqxYKyHUEGGAqcCLwRXd9YYEwG61GALCWjUkadJDe0M1V8wiesdZdJI3zC2tRlDQwZOpS6urre62iOlMqonZS/UikWlFWAbGYfB3YCg6J3OcGc5HS/6Ut/gpdUjEoadZLsaWeq+Lg7Sy9fQvNV16SUZg7gzDOq2HzlCpYtuYLa/bUlt0NTKqN2Uv4WNjbQuOBSGi6YkdbnKFYsaP2m2/PYu2MyDpDN7L3AfUB4l/Qg8BTwPHA4u66JFJ9KG3WS7Ghnqjhlc8La0tvW0tbWVnLzcUtl1E7KX7hYUDoZVXq7WFA2ad42AJcRjP4eAv4OuMvdU553LKlRmrfioDRJko5IJMK8OXPSLoaxeetW7UzlWbGlmeoNLS0tNC64lL0b70x71G7s/EtYv+n2ktspkOJVTMWC8lEo5PzQ9RnuvkXBsZQzpUmSVGV7CL8c0ooVs1JJM5VLKvEtxaQUigVlEyC/i2D0+Kfufn+O+iNStHKRJkkqg3amilslnrBmZty09hbqV1/H0wc6U2rz9IFO5q35CjfecrOOfknOza2vZ/PWrSzbtJ6x8y/h1h3b2df5LD9/8QX2dT7LrTu2M3b+JSzbtJ4t27YxZ+7cXu1fNgHyH6J/O3PQD5GiV4mjTpIZ7UwVt0o9Ya0URu2kshRLsaBEssli0QmcCpyUk56IFLlKHHWSzCjnbHGr5BPW5tbXM2ToUJYtuYKlt63ttsT3lm3bFBxL3hW6WFAy2QTI3wLOBj5oZie7++9y1CeRolSpo06SPu1MFbdSSTOVL3V1ddTur6WtrY31t65j3X33hnJzj2PD5k1MnjxZ0yqkomUTIN8OXAGcBvwTsCQXHRIpVpU86iTp0c5UcSuVNFP5VKyjdiLFIuM5yO7+G2AW8Efgb81shWl3U8rYwsYGmnbek3aGgdio08LGxjz1TIpNbGcqE9qZyj+dsCYiPck4QDazM4CfEgTJvwW+BPzAzJaZ2cfM7P1mdkaqlxw9H5G8UZokSZV2poqfTlgTke5ke5Je+BvFgDHAqgzW5Vn2RSTv3hx1SjO5+bw1X6H5jjs06lRBdAi/NOiENSlV7k5raysb1jXR0bEnNId8PIsWNzJlyhT95mQpm0p6bxAEtkbXQPnNRVJYzZvt3b1PRh2pAKqkV1xi5YM3X7mC2omTEn4JuTu7HnuE+tXXsWrNmrznb9SXZfEppkpR0j13f/OEtaee6uhywtqixYt1wpoUlUgkwtLLl2BHj9IwbTrnjq9mcP8BvHz4FR7c007Tznugb19uvOVmfZekIFklvWwD5FxRgNwNBcjFJxKJBBXPjhzpdtSpN76g9GVZvIpxZ0pESlfsO6X5qms4/+xzkn6n3P/4o9Svvo7rV61ibn1973e0hOQ8QJbeowC5OBXDqJO+LItfMe1MiUjpikQizJszJ+2jUpu3bqWuri7/HSxRCpBLmAJkSURflqWjGHamRKR0uTtjR43mpgWNaZ3XENn9MMs2rWfv/n36jklCAXIJU4As8fRlKSJSOVpaWmhccCl7N96ZdnGbsfMvYf2m25XzOolkAXLGad5EpHBaW1uxo0c5/+xz0mpXO3ESfuQIbW1teeqZiIjk2oZ1TTRMm572wIaZ0TDtQjasW5ennpUvBcgiJUhfliIilaOjYw/njj9ukDMl502opqOjI7cdqgAKkCucu9PS0sKsGTMZNXIkw4cNY9TIkcyaMZPW1ta0Cx1I79CXpaRCn2+R8nDw0CEG9x+QUdtB/ftz8NChHPeo/HVbnMPMNoVuurvPT/JYtrqsW3pHfHqwa6dd3CU9WMP8BUoPVqT0ZSk90edbpHwMGjiQlw+/klHbg4cPM2jgwBz3qPz1VL2unq5FQOZ381i2FCD3op7Sg42pGkHDBTOC9GCzZys9WJHRl6V0R59vkfIybtx4HtzTzpiqEWm3feDJdsaNG5f7TpW5VKZYGMmr4lmOLtKLIpEIVy9fTssNTUmLF0AwX7V24iRabmji6uXLiUQivdxTSSb2ZZkJfVmWN32+RcrPwsYGmnbek/a0KHenaecOFjY25qln5aunEeQvZfiYFCl3Z+nlS2i+6pqUcucCnHlGFZuvXMGyJVdQu79W6cGKwMLGBhoXXErDBTPSTvnTtHMH6zfdnsfeSaHo8y1SnmpqavA+fbj/8UfTSu2567FHsH79mDJlSh57V566DZDdPWkQ3N1jUryySQ+29La1tLW1KZdiEdCXpSSiz7dIeTIzblp7C/WzZ6dVHGremq/QfMcd2vHNgLJYVBilBysPb35Zrr6Opw90ptQm9mV54y0368uyTOnzLVK+amtruX7VKqYuayCy++Gk0y3cncjuh6lZuoivrl6tk3AzpAC5wig9WPnQl6XE0+dbpLzNra9n89atLNu0nrHzL+HWHdvZ1/ksP3/xBfZ1PsutO7Yzdv4lLNu0ni3btjFn7txCd7lk9TQHWcqM0oOVl7n19QwZOpRlS65g6W1raZh2IedNqA7+V4cP88CT7TTt3IH168eWbdsUHJc5fb5Fyl9dXR21+2tpa2tj/a3rWHffvRw8dIhBAwcybtw4NmzexOTJk3WkMEsKkCtMb6cHc3daW1vZsK6Jjo49oQ/xeBYtbmTKlCn6EGdJX5YSo/R/IpXBzKipqdE5A3nUU6GQM3qrI+5+oLe2Vcl6M5eiChX0Hn1ZCihXqohIrvQ0gtxJbouBJONoNLtX9FZ6MBUqEOl9Sv8nIpIbqZ6kl6uCICoWUmDh9GDpSCc9mAoViBRGb3y+RUQqQaqV9FLhpD7anM6ykkP5Tg+WbaGCdKsEicgxSv8nIpIb3QbI7n5CTxfgM8CvCQLp3wO3An8GvAcYCPQD3gFUAw3AdzkWdN8FDHb3Pnl4bpJEPtODZVOowI8coa2tLa12ItKV0v+JiGTPshmxM7OZwJ0EAe83gEZ3/10K7eqAOwgC5w7gY+7+WsYdKXPV1dXe3t6e8/VGIpFg1PbIkW7Tg6VzEt2sGTOZPLyKxukz0+7PrTu2873nO7lr+/a024pIV/n4fIuIlBsze8Ldj0sgn3GAbGbvAfYC/YFvuvusNNt/GHgUeAtwm7s3ZNSRHDOz/kAN8BFgQvRvLJvHl9z9iymuZwiwHJgWbf8q8H/AFuB2T+OFz1eADMEoUiw92FNPdXRJD7Zo8eK004ONGjmSHStWZnQW/b7OZ7lo5Qr2P/NM2m1F5HipfL4BpWIUkYqVLEDOJnPEAmAAcBRYkm5jd3/KzG4nmHYx18yudveXs+hPrkwE/iebFZjZR4BdwCnRuw4Bg4CPRy8Xm9ln3f31bLaTC7lOD6ZCBSLFo6fPt1Ixiogklk2p6WnRvz9w9xcyXMf90b8nAudm0Zdc+x3wHWA1cAmQ8vMzs7cDOwmC4x8CZ7v7IIKdicXAEaAWuDm3XS4OKlQgUhq2NDczb84cblrQyN6Nd9I4fSZjqkZw+mlDGFM1gsbpM9m78U5unN9A/ezZbGluLnSXRUR6TTYjyO8myETR45zjbvw+bn3F4Lvu/o7wHWZ2fRrtrwSGEkyp+Iy7/xQgOlq8zswGA/8MXGZmN7t7Wc0nUKECkeIXTsXYXbaZcCrGqcsaGDJ0KHV1db3XURGRAslmBPnE6N+qLNbxngTrKyh3P5rlKuZE/94dC47jfI1gykUf4HNZbqvoLGxsoGnnPWmna4sVKljY2JinnokIKBWjiEgqsgmQf0GQvaLKzD6a4Tr+Km59Jc3MzuTYCX33JVrG3Q8RpLoDOL83+tWbVKhApLgpFaOISM+yCZDvD13faGbvSLpkAmb2eYK5uBCc6PdAFn0pFmeFru/tZrnYY2Py2JeCUKECkeK2YV0TDdOmp/1ZMzMapl3IhnXr8tQzEZHikU2AvIHghDMIAr3HzOwzPTUys3eY2VqgKXqXE6SJezGLvhSLd4Wu/7Kb5WKPDTazsjsrTYUKRIpXR8cezh1/XEajlJw3oZqOjo7cdkhEpAhlfJKeu+8zsy8CKwmC3BHAf5lZJ0GKs73Ab4DXCVKcvZcghdonCKrrxYYvngMuz7QfRWZQ6PrhbpYLPzaIYE5yF2Z2GXAZwBlnnBH/cNGbW1/PkKFDWbbkCpbetrbbQgVbtm1TcCzSS5SKUUSkZ9lkscDd/8XM3gJcSxAkG0Eg/Plumll0WYCfAp9y919n2gczqwc2Z9oe+LS7R7Jonxfu/nXg6xAUCilwdzJSV1dH7f7aNwsVrLvv3i6FCjZs3pR2IRIRyY5SMRY/d1fxFpECyypABnD3L5nZA8Ba4MPRu8OfXI+7DfBHYD1wrbtn9k1dnA6GrvcHkhU+6Z+kTdnJdSESEcmOUjEWNxVvESkOWQfIAO7+XWB8NJvFdIKpFO8HTgbeShAo/grYA7QB33D3P+Ri28BdBIU5MpWrfkAwXSRmOMkD5OHRvy9Hs1qIiPSKhY0NNC64lIYLZqQ1ChlLxbh+0+157F1l29LczNXLl9N81TWcf/Y5x/1/xlSNoOGCGdz/+KPUz57N9atWMbe+vjCdFSlzOQmQY9x9N7A7l+tMYZt/JBiRLgbhzBVnAfuTLBfLdrEvv90REekqnIqxduKklNspFWN+qXiLSHHJJouFHO8Z4ED0esJvLDMbAEyO3rw/0TIiIvmiVIzFR8VbRIqPAuQc8uBbamv05iwzq0qwWCMwkCD387/1UtdERN6kVIzFRcVbRIpPTqdYlAszO5mgFHRMbEeiv5m9M3T/awnmEK8BFgBDgf82sznu/kQ028d84Lrocl9392fy0H0RkR4pFWPxyEXxFp0ILZJbpkMzx4vmcn5PCotucff6BO0/QpAL+pToXQeBEwnyP0MwteKz0fnTPaqurvb29vZUFhURSYu7v5mK8amnOrqkYly0eLFSMfaCUSNHsmPFyowyi+zrfJaLVq5g/zMabxHJhJk94e7HVU/SCHIeREeMxwJfAKYB7wZeITiJbwuwyd3fKGAXRUQApWIsBireIlJ8FCAn4O5VOVjHr4Cl0YuIiEhCKt4iUnx0kp6IiEgBxYq3ZELFW0TyQwGyFBV3p6WlhVkzZjJq5EiGDxvGqJEjmTVjJq2trUpnJCJlZ2FjA00770n7+y1WvGVhY2OeeiZSuRQgS9GIRCKMHTWaxgWXMnl4FTtWrGT32o3sWLGSycOraJi/gLNGj2HXrl2F7qqISM6Ei7eko9yLt2jARApJWSxKQCVkseipxCoEX5b3P/4o9auvU4lVESkru3bton727B4r6cU8faCTqcsaaL7jjrJMwReJRFh6+RLs6FEapk3n3PHVDO4/gJcPv8KDe9pp2nkP9O3LjbfcXJbPX3pPsiwWCpBLQLkHyJFIhHlz5qT9w7B561aVWBWRshEbKNh85QpqJ05KOlCw67FHqF99HavWrGHO3LkF6Gl+acBEepMC5BJWzgGyuzN21GhuWtBI7cRJKbeL7H6YZZvWs3f/PuVoFZGCcHdaW1vZsK6Jjo49oRzS41m0uJEpU6ak/f0UiUSC8tFHjnRbvKVcR041YCK9TQFyCSvnALmlpYXGBZeyd+Odaf2QuDtj51/C+k23K3+riPS6fE4BqNTiLRowkUJQgFzCyjlAnjVjJpOHV9E4fWbabW/dsZ3vPd/JXdu356FnIiKJaQpAfmjARAohWYDcYxYLM7s2evmrPHTqVjN70syeyPW6pTR0dOzh3PHHvS9Tct6Eajo6OnLbIRGRbkQiEa5evpyWG5qSzhOGoEJh7cRJtNzQxNXLlxOJRHq5p6Vnw7omGqZNT3sU2MxomHYhG9aty1PPpBKlkubti8A/AX/d04JmdjR6+e8Ut/8+YFz0IhVIJVZFpFS4O0svX0LzVdekND8W4Mwzqth85YpgXrGO2HZLAyZSTHKdB9ni/op0SyVWRaRUtLa2YkePcv7Z56TVrnbiJPzIEdra2vLUs/KgARMpJioUIgWlEqsiUio0BSC/NGAixUQBshSUSqyKSKnQFID80oCJFBMFyFJQKrFaWVQ6VkqZpgDklwZMpJgoQJaCMjNuWnsL9auv4+kDnSm1efpAJ/PWfIUbb7lZOS9LSCQSYeyo0TQuuJTJw6vYsWIlu9duZMeKlUweXkXD/AWcNXoMu3btKnRXRRLSFID80oCJFBMFyFJwtbW1XL9qFVOXNRDZ/XDS0QN3J7L7YWqWLuKrq1eXZRWpcrWluZl5c+Zw04JG9m68k8bpMxlTNYLTTxvCmKoRNE6fyd6Nd3Lj/AbqZ89mS3NzQfqpEW7pjqYA5JcGTKSY9FgoxMzeABzY5e6fydWy0eXvA2oBd/c+Kfe6wpRzoZCwSi+xWq5KpXRsPiujSXlQIYveESvEsvnKFUlzTbs7ux57hPrV17FqzRrmzJ2b0bbyUS5cSkvGlfQUIBdepQTIULklVstVqZSOVWU0SUWpvJ/LQW8MmGinWEABckmrpABZykspjLiVygi3FIddu3ZRP3t22u+X5jvuUJCVpnwOmGinWGIUIJcwBchSqmbNmMnk4VU0Tp+Zdttbd2zne893ctf27XnoWUAjgpKJ3pwCILmnnWIJSxYg6yQ9EcmbYs8bq8pokom59fVs3rqVZZvWM3b+Jdy6Yzv7Op/l5y++wL7OZ7l1x3bGzr+EZZvWs2XbNgXHRUTlwiVVfdNYtsbMns3xskPS2L6IlJhizxubi8poOumqMtXV1VG7v/bNKQDr7ru3yxSADZs36ZyJIpTNTvHS29bS1tamz3yFSCdAPhGo6mGZ2K5VKsuGlxeRMlTseWM7OvZw7bSLM2p73oRq1q28N7cdkpJiZtTU1ChgKiHaKZZUpTrFwqKXVJdL9Z2nXWuRMlbseWOLfYRbRHKr2Kd9SfFIZQR5S957ISJlaWFjA40LLqXhghlpZ7Fo2rmD9Ztuz2Pvin+EW/JPeXAri3aKJVU9BsjuPq83OiIi5SdcOjadLBG9VTo2NsI9pmpE2m1VGa30xefBvXbaxV3y4DbMX6A8uGVGO8WSKmWxEJG8KfbSsQsbG2jaeU/aZ6bHRrgXNjbmqWeSb6VS/lxyq9infUnxUIAsInlVW1vL9atWMXVZA5HdDycNRt2dyO6HqVm6iK+uXt0rI3bhEe509NYIt+RHJBLh6uXLabmhKWkeYwh28GonTqLlhiauXr6cSCTSyz2VXNNOsaSqx0IhUngqFCLloDdKx2ZCldEqi4rDVDb9/yWeCoWISEHV1dWxd/8+1m+6nYee6+SilSuYdPllXLRyBd97vpMNmzexd/++Xg86i3mEW3JPxWEqW7FP+5LioRHkEqARZJH8K9YRbsmtYi9/Lr1D5cIlJtkIco8BspndmLdehbj70t7YTilSgCzSO9z9zcpoTz3V0aUy2qLFi1UZrQyMGjmSHStWZpS5ZF/ns1y0cgX7n3kmDz2T3qadYoHkAXIqeZCX0DsV7xQgi0hBqTJa+VMeXIlRuXDpTjqlpvP5DtE8DxGRClKoAh2lkAdXxUt6j3aKJZlUAuQ2ch/Avgeoiq5Xn3IRkQpSyAIdxV4cRsVLyo92eEpTr56kZ2bDgGuBv+FYcG6Au3ufXutIidEcZBEpF7GTo5qvuobzzz4n6clR9z/+KPWrr+P6VauYW1+fs+23tLTQuOBS9m68M+3y52PnX8L6TbfnbbSx0K+N5F78Ds+546u77PA07bxHOzwFls0c5Fxs/GTg74FG4MTwQ8B+4Jre6IeIiBROuEBHdzmnwwU6pi5rYMjQodTV1eWkD8Va/rwYXhvJrZ52eMZUjaDhghnBDs/s2drhKTJ5HUE2s4HAMuAKYBBdp1N0Al8E7nDlmuuWRpBFpNQVU4GGYisOU0yvjeRGJBJh3pw5ab/HNm/dqh2eXtarhULM7K1mtgx4lmBKxeDQwy8Ai4Ez3X2rgmMRkfJXTAU6iq04TDG9NpI9d2fp5UtovuqalIJjgDPPqGLzlSuCtHMKi4pCTgNkM+tjZp8HfgysAt4Zevh3wNXA+9y9yd2P5HLbIiJSvDasa6Jh2vS0RzrNjIZpF7Jh3bqc9mdufT2bt25l2ab1jJ1/Cbfu2M6+zmf5+YsvsK/zWW7dsZ2x8y9h2ab1bNm2La9FIorttZHsaIenPOQsQDazzwE/BJqA4aGHXgGuA0a4+yp3fzVX2xQRkdLQ0bGHc8cfdxQzJedNqKajoyO3HaJ4yp8X42sjmdMOT3nI+iQ9M/sLggB4bNxDfwTWA//i7r/Odju9xcxOAT4LfAKYQJCSri/wEtAObHH3e1JYzyCC+dcXAe8FjgLPAHcDX3P31/PyBEREilCxFugohjy4xfraSGY6OvZw7bSLM2p73oRq1q28N7cdkoxkHCCb2SeBlUB4t9eAPwGbgS+7+y+z615BvEDX1+U14AjBqPhw4C/M7D7gYnc/nGgFZvYeoIUg1zPAYeCtBK9VNfA5M/uEu/8uH09ARKTYlEKBjkLRa1NetMNTHtKeYmFm55jZd4BdHAuOY8cR7gJGu/vnSzQ4hiA4fgxoIJgv/TZ3H0gwCnx7dJlPA7clamxmfYH/IgiOnwc+5e4DgP7ALOAgMB7YlsfnICKSNnenpaWFWTNmMmrkSIYPG8aokSOZNWMmra2tWZ08FCvQkYneKNBRSHptyot2eMpDygGymX3QzP4T+B4wlSAojl3+Cxjn7p9z95/ko6O96Dx3/6i7r3f3Z2N3ununuy/gWGD812b27gTt5wIfjF6/yN2/HW3/hrt/A/h89LHPmNkn8vQcRETSEolEGDtqNI0LLmXy8Cp2rFjJ7rUb2bFiJZOHV9EwfwFnjR7Drl27Mlr/wsYGmnbek3aQ7e407dzBwsbGjLZbCvTalBft8JSHHgNkM3u/md0J7AH+jGNBMcADwDnu/hfu/oP8dbP3uPuDPSxye+h6orMqYqc6P+jujyR4/G7gp9Hrc9LsnohIzm1pbmbenDnctKCRvRvvpHH6TMZUjeD004YwpmoEjdNnsnfjndw4v4H62bPZ0tyc9jbCBTrSke8CHcVAr0150Q5PeUhlBHk/8JfRZWOB8aPAJ9z9k+7+WL46V6ReC13vUh7bzPoDH4vevC9R42je50j05vk5752ISBrCFdxqJ05KeuZ9uILb1cuXE4lEEi6XjJlx09pbqF99HU8f6EypzdMHOpm35ivceMvNZV0IQ69NedEOT3lI5SS9PoBHLwA/IgiQ/9zM/jxXHXH3pblaV55NDV2PHzUfzbGdjr3drCP22FAze4e7/zZHfRMRSVm2BQ1q99emFZyFC3RsvnJF0oDc3dn12CPUr76OVWvW5D3NWjHQa1M+3tzhSbNa47w1X6H5jju0w1Mkeiw1bWZvcCw4zht379PzUoVlZicB+4BhwHfdfUrc438O/Gf05ofd/ftJ1vMXwL3Rmx909+6CaZWaFpG8aGlpoXHBpezdeGdaP8ruztj5l7B+0+0ZpUeLRCJBxbAjR2iYdiHnTagOzt4/fJgHnmynaecOrF8/brzl5ooLAPXalI8tzc1cvXx5Wjs8+SxII4klKzWdToCcz10aL/YA2cxOAP4DmEYwzeKj8QGwmf0V8G/RmyPd/cdJ1vUp4P7ozf+XaK6ymV0GXAZwxhlnfORnP/tZTp6HiEjMrBkzmTy8isbpM9Nue+uO7Xzv+U7u2r49o227O21tbay/dR1PPdXBwUOHGDRwIOPGjWPR4sVMnjy5YkfS9NqUD+3wFL9sAuQWemcE+dxM2plZPUHe5Ux92t17nExnZl8DFkdvznf3TQmWyVmAHKYRZBHJh1EjR7JjxUrGVI1Iu+2+zme5aOUK9j/zTB56JlI+tMNT3JIFyD3OQXb3qXnpUQkxszUcC46vSBQcRx0MXe/fzSrDjx1MupSISB6poIFI/hVDtUZJX9alpovAXcDOLNr/obsHzWwVQclogCvd/eZuFn8udH04kHAOcvSxRG1ERHqNChqIiCRW8gGyu/8R+GM+1m1mq4ErozeXu/sNPTTZD7xBkMniLJKkeos+BvCCMliISKHEChpkMsVCBQ1EpJylXWq6UkSnVYSD49U9tXH3wwSVBgHqkqzXgNhM/PsTLSMi0htU0EBEJDEFyAlEg+PwtIoeg+OQLdG/55rZRxM8PgOIDddszbCLIiJZU0EDEZHE8hogm9kZZvZFM/u2mf2fmXWY2f+Y2ZVmNiyf285U3JzjpSlMq4i3haCAiAHfMrNPRNd7gpnNAP41utx97v6dXPRZRMqbu9PS0sKsGTMZNXIkw4cNY9TIkcyaMZPW1ta0R4BjVMFNRCSxHtO8AZhZDXBK9OYP3X1fCm2uBr4I9IvdRdd0ca8QTF3YkE6H88nMzgBiCYffAF7qockad1+TYD1VwINAVfSuwwQ7IydGb+8hKNX9u1T6pTRvIpUrEomw9PIl2NGjNEybzrnjqxncfwAvH36FB/e007TzHujbN6s8qipoICKVKps8yH2B3wCx05Vr3P2hHtpcC/wTx4qLxDZiCa7/rbs3pfIk8i0a2P40jSZfcvcvJlnXIII5zBcC7yUIuJ8hyLrxNXd/PdWNKEAWqUyxwLX5qms4/+xzkgau9z/+KPWrr+P6VauYW1+f0bZU0EBEKlE2AfJkoDV68yl3H9/D8uOBcDRnBMHhfoKcv+8DTuVYdb7XgLPc/dnUnkrlUYAsUnkikQjz5syh5YYmzjyjqsflnz7QydRlDWzeupW6uoTnCPdIBQ1EpNJkEyBfBXyVIKD9R3e/vofl/5OgHHNsxQ8Cf+PuB6KPG3AJcBvHCmZscHedDp2EAmSRyuLujB01mpsWNFI7cVLK7SK7H2bZpvXs3b9PgayISAqSBcipnKT3kdD1/+xhI0OAT3NsdPhZ4M9jwTGAB+4E5kSXMWCm6dtcRASA1tZW7OhRzj/7nLTa1U6chB85QltbW556JiJSGVIJkEdG/x5K4eS8WqAPx+YX/4u7v5poQXe/B3gsevMdwKgU+iIiUvY2rGuiYdr0tEeBzYyGaReyYd26PPVMRKQypBIgv5sg2P1xCstODl0/Cnyzh+X/I3T9gymsX0Sk7HV07OHc8ccd8UvJeROq6ejoyG2HREQqTCoB8qDo31RKIseOBzrQ4e4He1h+b+j6qSmsX0Sk7B08dIjB/Qdk1HZQ//4cPHQoxz0SEaksqQTIsWN8/bpdyGwAMJpjJ+c91s3iMeE8wIOSLiUiUkEGDRzIy4dfyajtwcOHGTRwYM8LiohIUqkEyH+I/h3ew3LVcet7IoV1h4PuN1JYXkSk7I0bN54H92SWueaBJ9sZN25cbjskIlJhUgmQf0YwivxeMzutm+XOjf6NjTg/nMK63xm6/nIKy4uIlL2FjQ007bwn7RLS7k7Tzh0sbFTWTBGRbKQSID8e/WvApd0sN4tj0ytecPenU1j36ND1n6ewvIhI2aupqcH79OH+xx9Nq92uxx7B+vVjypQpeeqZiEhlSCVA/lbo+j+Y2cfjFzCzJcAHojednrNXxIQz4KcSUIuIlD0z46a1t1C/+jqePtCZUpunD3Qyb81XuPGWm1UkREQkSz0GyO7+APD96M23AQ+Y2VYzW2hmDWb2LeAGjhUHeQNY39N6zeztQE305u/cPZU0ciIiFaG2tpbrV61i6rIGIrsfTjrdwt2J7H6YmqWL+Orq1dTW1vZyT0VEyk/fFJebDzwEvCXa5nPRS0ysMIgDt6U4vWImcGK0zUOpdlhEpFLMra9nyNChLFtyBUtvW0vDtAs5b0J1kMrt8GEeeLKdpp07sH792LJtm4JjEZEcsVRPAjGzOmA7MJBjc43ffDj6937gs+7+eg/rMoIcyLHqeYvc/eupdrrSVFdXe3t7Zme0i0jpc3fa2tpYf+s6nnqqg4OHDjFo4EDGjRvHosWLmTx5sqZViIhkwMyecPfjKjOlHCBHV/Iu4B+BC4Bh0bsdeAr4OvCv7n40hfXMAu6M3nwDeJe7v5hyRyqMAmQRERGR3EsWIKdykt6b3P05d2909+HAYILcyP3dfYK7b0glOI76BkEO5H7AWxQci4hIttydlpYWZs2YyaiRIxk+bBijRo5k1oyZtLa2pp02T0QqV6pzkI/j7oeAjOqZevAtlWowLSIi0q1IJMLSy5dgR4/SMG061067mMH9B/Dy4Vd4cE87DfMXQN++3HjLzZqrLSI9yjhAFhERKQZbmpu5evlymq+6hvPPPue4+dhjqkbQcMEM7n/8Uepnz+b6VauYW19fmM6KSElQgCwiIiUrEolw9fLltNzQxJlnVCVdzsyonTiJlhuamLqsgSFDh1JXV9d7HRWRkpLWHOR0mVmzmT1rZj/J53ZERKTyuDtLL19C81XXdBsch515RhWbr1zBsiVXaE6yiCSV1wAZGAJURS8iIiI509raih09yvlnn5NWu9qJk/AjR2hra8tTz0Sk1OU7QBYREcmLDeuaaJg2Pe0c0GZGw7QL2bBuXZ56JiKlTgGyiIiUpI6OPZw7/rj0pSk5b0I1HR0due1QkVC6O5Hs6SQ9EREpSQcPHWJw/wEZtR3Uvz8HD2WUqbSoKd2dSG4oQBYRkZI0aOBAXj78SkZtDx4+zKCBA3Pco8JSujuR3NEUCxGRAtBh8OyNGzeeB/e0Z9T2gSfbGTduXG47VEDhdHe1EyclnZcdTnd39fLlRCKRXu6pSGlQgCwi0ssikQhjR42mccGlTB5exY4VK9m9diM7Vqxk8vAqGuYv4KzRY9i1a1ehu1rUFjY20LTznrR3Jtydpp07WNjYmKee9S6luxPJPQXIIiK9aEtzM/PmzOGmBY3s3XgnjdNnMqZqBKefNoQxVSNonD6TvRvv5Mb5DdTPns2W5uZCd7lo1dTU4H36cP/jj6bVbtdjj2D9+jFlypQ89ax3FTrdnY6GSDnK9xzkG4C787wNEZGSoKpvuWVm3LT2Fupnz+7xNY15+kAn89Z8heY77kg7PVyxykW6u5qamoy2rZMCpVyZ9uyKX3V1tbe3ZzbPTkSKg7szdtRoblrQSO3ESSm3i+x+mGWb1rN3/76yCehyLXZy2uYrVySdf+vu7HrsEepXX8eqNWuYM3duAXqaH6NGjmTHipWMqRqRdtt9nc9y0coV7H/mmbTb9nRSIASv+/2PP0r96ut0UqAUJTN7wt2PyxepLBYiIr0gm8PgS29bS1tbW8ajfOVubn09Q4YOZdmSK1h621oapl3IeROqg1Ruhw/zwJPtNO3cgfXrx5Zt28puJLMQ6e50NETKXcYBspkdjV6NuPufZbiOe4DPAu7uCtZFpGwV8jB4Jairq6N2fy1tbW2sv3Ud6+67l4OHDjFo4EDGjRvHhs2bmDx5clmOwvd2urtsTwqs3V9blv8HKS/ZnKRncX+zWY8+KSJS1lT1Lf/MjJqaGu7+5nb2P/MMv3juOfY/8wx3bd/OlClTyjYo6+10d4U+KVCkNyiLhYhIL1DVN8mX3k53l4ujISLFrtABcp/o36PdLiUiUuJU9U3ypbfT3eloiFSCQgfIQ6N/Dxa0FyIieaaqb5Ivb6a7W30dTx/oTKlNLN3djbfcnPZIsI6GSCUoWIBsZqOB8YADzxaqHyIivUFV3ySfamtruX7VKqYuayCy++Gk7zN3J7L7YWqWLuKrq1dnlNFDR0OkEqSUOcLMru3m4ff38HiXVQFvA94PnE8wxcIBzdgXkbIWPgyeTh7kcqv6JvnTW+nuYkdDMsm7rKMhUipSKhRiZm8QBLJd7o7+zabSiAGvAh929x9nsZ6ypkIhIuVh165daVd9m7qsgeY77ii73L2SP+7+Zrq7p57q6JLubtHixVmnu2tpaaFxwaXs3XhnWutxd8bOv4T1m25XykIpGrkoFJLsU5BN3pwXgfkKjkWkEoQPg6dT9U3BsaQjlu4uX0GojoZIJUg1QN6S4L65BKPHzwHfTnE9bwCvAC8ATwLfcfcjKbYVESl5lV71rbe5O62trWxY10RHx57QaOp4Fi1uLOv8yPny5kmBaR4NmbfmKzTfcYdebykJKU2xSNjw2LSLXe7+mZz2SrrQFAuR8pPvw+ASlENeevkS7OhRGqZN59zx1QzuP4CXD7/Cg3vaadp5D/Tty4233KwdkQxsaW7m6uXL0zoaMmfu3AL0VCS5ZFMssg2QISg1XTYBsplNAP4c+AjwAeBUYDDwMvBD4H+A9e7+2x7WMwRYDkwDziCYa/1/BKPxt3saL7wCZBGR9MSCt+arruH8s89JGrzd//ij1K++jutXrWJufX3vd7TERSIRli25Aj9ypNujIdoJkWKV8wC5XJnZrUA4n9JrwBFgUOi+XwOfdfdHkqzjI8Au4JToXYeAEzk2pWVXtP3rqfRJAbKISOoikQjz5sxJ+2TIzVu3UldXl/8OlhkdDZFSpgA5RWY2BzgNeAj4obv/Pnr/QOBCYA3BqPKLwAfc/Q9x7d9OMNI8NPp3tru3m9lbgEuBm4B+BKPQDan0SQGyiEhq3J2xo0Zz04LGtE4gi+x+mGWb1rN3/z4FcyIVJFmAXOhKekXH3be6+xp3fzQWHEfvP+TuW4G/jt51GsH0iXhXEgTHrwKfcff2aPvX3X0d8E/R5S4zsw/k63mIiFSi1tZW7OhRzj/7nLTa1U6chB85Qlub0vKXMnenpaWFWTNmMmrkSIYPG8aokSOZNWMmra2taRfqkcqlADl94WL3pyd4fE70793u/tMEj3+NYMpFH+BzOe6biEhF27CuiYZp09MeBTYzGqZdyIZ16/LUM8m3SCTC2FGjaVxwKZOHV7FjxUp2r93IjhUrmTy8iob5Czhr9Bh27dpV6K5KCVCAnL7Joes/CT9gZmcSnJAHcF+ixu5+CPhu9Ob5Oe+diEgF6+jYw7njjztampLzJlTT0dGR2w5Jr9jS3My8OXO4aUEjezfeSeP0mYypGsHppw1hTNUIGqfPZO/GO7lxfgP1s2ezpbm50F2WIpdOoZCKZWZvBYYRTKn4cvTuHwP/FbfoWaHre7tZ5V7g08CYXPVRRETg4KFDDO4/IKO2g/r35+ChQznukeRbJBLh6uXLezwp08yonTiJlhuamLqsgSFDh+qkTElKI8jdMLPXzMwJMln8lGB6xMnA94BPuPsf45q8K3T9l92sOvbY4OjJfyLy/9u79zg5qjrv459fLoDJBETgSQTFgdVFLisTHBF0k+GyZuKaZxd0YXEVEpf7JC4hARZ3QbOgK5sIBjAJoEK4KLg8i77WrIyskIvKdSBBWK4KIY8iEkDIZbiE8Ns/TjVzptOX6tv0dPf3/XrVa6qrTlWdOn2m+9dVp84RqYJxbW1s6N9c1rYb+/sZ16aP5Ebi7sw5YzZLzz4/VY8lAPvs2c41Z50XuqdTm2TJQwFyYc8BfyCM/pexHJjt7utypI+7gusvsN943bi8qUREpCQdHRNZvrq8Xn/ueKCPjo6O6mZIakoPZUqtNHyAbGYzzMwrmPLeX3H3dnef4O5twHhCDxUdwL1mdkG+7ap0XqeYWZ+Z9a1fv76WhxIRaRqnzexh8bIflnxl0N1ZvOwWTps5s3hiGTb0UKbUSsMHyEPF3Z9394uBqYQhts83s+xu3jZG82MK7C5etzFXAne/yt073b1zt912KyvPIiKtpqurCx85ktvuu7t44shP770LGz2ayZMn1yhnUgt6KFNqpRkC5BsJA3eUO91eysHc/V7CICIAp2Stfjaa36PAbjLrNiS9WoiISBWYGd+87FJmLLiQx9etTbXN4+vW8oVvfJVLLl2oQUIajB7KlFpp+ADZ3V939xcqmLaUcdjMQ3bvz1oe91xxAPll1j1SxrFFRKSA7u5uLpo/n8Pm9tB7z515m1u4O7333EnXnNP5twUL6O7uHuKcSqX0UKbUirp5K8/eyd/s5hFPAOsIfSFPBW7O3tDMxjLQl/JttcqgiEgrmz5jBuMnTGDu7DOZc+Vl9Ez7NEcc1BmuGvb3c8cDfSxedgs2ejTX3nCDguMGlXkoc7/2vYsnzqKHMqUQBcgRMxsJvOUFnu4wsyOBg5OXK+J17u5mdh1wHnCcmV3o7muzdjETaAO2At+rUtZFRCTL1KlT6X60m1WrVrHkW4tYdOuP2LhpE+Pa2ujo6OCKa65m0qRJalbRwE6b2cPMk06m56hjSnofMw9lLrn6uzXMnTQyBciDvRf4kZktAf4beDoTLJvZewlDQ58HGPAS8M0c+/gGcBIwAfgvMzvB3e83s+2AE4ELk3RXufsTNT0bEZEWZ2Z0dXXR1dVV76xIDcQPZXYffGjq7fRQphSjAHlbBwJXJPNvmNkG4B1A/BTA08Bn3P257I3d/ZWkd4ufEkbK6zOzjcAOwOgk2W3AmTXKv4iISEt4+6HM448vOpJeRuahzKXXX6+7B5JXwz+kV2XPAscAi4A+4AVgR0I5rSMMLX0SsL+7r863E3e/H9ifcIX5SUJgvJnQ+8XJwCdzjMInIiIiJdJDmVILpmEWh7/Ozk7v6ytvZCgREZFW0NvbG4aP3rKl4EOZl1y6UMGxvM3M7nf3bTrTVoDcABQgi0ircndWrlzJFYsWs2bN6ughu4mcPmsmkydP1m1yeZu7v/1Q5oMPrhn0UObps2bpoUzZhgLkBqYAWURaUW9vL3POmI1t3UrPtKM5fGInO44Zy4b+zSxf3cfiZT+EUaN0RVBEypYvQNZDeiIiMuxcu3Qp555zDkvPPp8pHzlkm6t++7XvTc9Rx3DbfXcz4/jjuWj+fKbPmFGfzIpI01GALCIiw0pvby/nnnNO0V4JzIzugw9lxcWLOWxuD+MnTGDq1KlDl1ERaVrqxUJERIYNd2fOGbNZevb5qbrsAthnz3auOeu88ICWmg2KSBUoQBYRkWFj5cqV2NatTPnIISVt133wofiWLaxatapGORORVqIAWUREho0rFi2mZ9rRJfc0YGb0TPs0VyxaVKOciUgrUYAsIiLDxpo1qzl84jYPlKdyxEGdrFmzproZEpGWpABZRESGjY2bNrHjmLFlbTtuzBg2btpU5RyJSCtSgCwiIsPGuLY2NvRvLmvbjf39jGtrq3KORKQVKUAWEZFho6NjIstXlzcw0h0P9NHR0VHdDIlIS1KALCIiw8ZpM3tYvOyHJXfX5u4sXnYLp82cWaOciUgrUYAsIiLDRldXFz5yJLfdd3dJ2/303ruw0aOZPHlyjXImIq1EAbKIiAwbZsY3L7uUGQsu5PF1a1Nt8/i6tXzhG1/lkksXltw9nIhILgqQRURkWOnu7uai+fM5bG4Pvffcmbe5hbvTe8+ddM05nX9bsIDu7u4hzqmINKtR9c6AiIhItukzZjB+wgTmzj6TOVdeRs+0T3PEQZ2hK7f+fu54oI/Fy27BRo/m2htuUHAsIlVlGrd++Ovs7PS+vvKe6hYRaWTuzqpVq1jyrUU8+OAaNm7axLi2Njo6Ojh91iwmTZqkZhUiUjYzu9/dtxmdSFeQRURk2DIzurq66OrqqndWRKSFqA2yiIiIiEhEAbKIiIiISEQBsoiIiIhIRAGyiIiIiEhEAbKIiIiISEQBsoiIiIhIRAGyiIiIiEhEAbKIiIiISEQBsoiIiIhIRAGyiIiIiEhEAbKIiIiISEQBsoiIiIhIRAGyiIiIiEhEAbKIiIiISEQBsoiIiIhIRAGyiIiIiEhEAbKIiIiISEQBsoiIiIhIRAGyiIiIiEhEAbKIiIiISEQBsoiIiIhIRAGyiIgMa+7OihUrOO6YY/ngBz7AHu9+Nx/8wAc47phjWblyJe5e7yyKSJMZVe8MiIiI5NPb28ucM2ZjW7fSM+1ovjztb9hxzFg29G9m+eo+ek48CUaN4pJLF9Ld3V3v7IpIk1CAnJKZnQt8PfPa3a1I+nHAXOAzwF7AVuAJ4Cbgcnd/o3a5FRFpfNcuXcq555zD0rPPZ8pHDsFs8Mfufu1703PUMdx2393MOP54Lpo/n+kzZtQnsyLSVEy3poozs32ANcAOmWWFAmQzex+wAmhPFvUDI4Htk9ergSPd/Y9pjt/Z2el9fX2lZltEpGH19vbyhRNOYMXFi9lnz/ai6R9ft5bD5vZwzXXXMXXq1NpnUESagpnd7+6d2cvVBrkIMxsBXE0Iju9KkX4U8GNCcPx74BPuPhYYAxwHbAQmAjfUKMsiIg3N3ZlzxmyWnn1+quAYYJ8927nmrPOYO/tMtUkWkYopQC7ui8DHgO8Bt6VIPx34s2T+M+7+MwB3f8vdfwCcmqz7SzM7stqZFRFpdCtXrsS2bmXKRw4pabvugw/Ft2xh1apVNcqZiLQKBcgFmNlewNeAF4EzU242Pfm73N1zXXG+CXg6mT+hshyKiDSfKxYtpmfa0du0OS7GzOiZ9mmuWLSoRjkTkVahALmwbwNjgTnuvr5YYjMbA3w8eXlrrjQe7v31Ji+nVCOTIiLNZM2a1Rw+cZsmgakccVAna9asqW6GRKTlKEDOw8xOBo4Efubu16XcbF8GyvThAuky6yaY2bvKzKKISFPauGkTO44ZW9a248aMYeOmTVXOkYi0GgXIOZjZHsAC4FUG2gynsXs0/7sC6eJ1u+dNJSLSgsa1tbGhf3NZ227s72dcW1uVcyQirUYBcm5XAjsB89z9qRK2GxfN9xdIF68blzeViEgL6uiYyPLV5XVteccDfXR0dFQ3QyLScho+QDazGWbmFUxTs/b3eeBThH6PL6nHOSX5OMXM+sysb/36os2fRUSaxmkze1i87Icld9fm7ixedgunzZxZo5yJSKto+AC5msxsPLCQMOrdye7+Zom72BjNjymQLl63MVcCd7/K3TvdvXO33XYrMRsiIo2rq6sLHzmS2+67u6TtfnrvXdjo0UyePLlGORORVtEMQ03fCCyrYPtXovmLgF2AJcBjZpbdkG27zEy07o1o2Ohno7R7AL/Kc8w9ovln86QREWlJZsY3L7uUGccfX9JIel/4xldZev31JXcPJyKSreGvILv76+7+QgXTlmh3eyV/Tydc2c2evhSlzSybHy17FHgrmT+gQLYz655z95fKO3MRkebV3d3NRfPnc9jcHnrvuTNvcwt3p/eeO+maczr/tmAB3d3dQ5xTEWlGzXAFedhw934z+yUwCZhK6AljEAuXNjKf4GlG5hMRaUnTZ8xg/IQJzJ19JnOuvIyeaZ/miIM6Q1du/f3c8UAfi5fdgo0ezbU33KDgWESqxjRmfXpmNg/4CoC757yHZ2YnAt8BHDjU3e/JWn8s8IPk5V+4++3FjtvZ2el9feU90S0i0ujcnVWrVrHkW4t48ME1bNy0iXFtbXR0dHD6rFlMmjRJzSpEpCxmdr+7bzMyka4gV9+1wBnAnwH/YWbT3f12MxsBfIYwOh/ArWmCYxGRVmdmdHV10dXVVe+siEiLUIBcZe7+ppn9FbAcaAd+Zmb9hPbeOyTJVgOfq08ORURERKSQhn9Ibzhy97XAh4ALCMNKO7AFuB84CzjE3f9YtwyKiIiISF5qg9wA1AZZREREpPrytUHWFWQRERERkYgCZBERERGRiAJkEREREZGIAmQRERERkYgCZBERERGRiAJkEREREZGIAmQRERERkYgCZBERERGRiAJkEREREZGIRtJrAGa2Hnim3vko067AC/XOxDCnMipOZVScyigdlVNxKqPiVEbFNUoZvc/dd8teqABZasrM+nIN4SgDVEbFqYyKUxmlo3IqTmVUnMqouEYvIzWxEBERERGJKEAWEREREYkoQJZau6reGWgAKqPiVEbFqYzSUTkVpzIqTmVUXEOXkdogi4iIiIhEdAVZRERERCSiAFlEREREJKIAWYaEmZ1rZp6ZUqQfZ2bzzOwhM9tkZq+Y2X1mNtfMthuKPNeSmR1kZl8xs/80s8fM7EUz25L8/aWZ/bOZvSvFfsab2cVm9riZvWpmL5nZz83sJDOzoTiXWjGzXczsC2Z2g5k9Ymabzex1M/utmf3IzI5OuZ+mrUtmNsbMPmlm55nZLWb2TPR/Nq+E/TRzPWra9z+NatSRZq4fUJ3PmmavZ9X4zmq4euTumjTVdAL2AV4FPDMVSf8+4Oko/Wbgtej1A8DO9T6vCsvkW3F5JOWzIWvZeuDQAvv4MKET9kz6jcCW6HUvsF29z7WCMtqSo4w2ZS37CTCmVesScFhWecTTvJT7aNp61Ozv/1DUkWauH9E5VvRZ0wr1rNLvrEasR7qCLDVlZiOAq4EdgLtSpB8F/BhoB34PfMLdxwJjgOMI/1QTgRtqlOWhci9wNnAo4YPzHe6+IzAOmE74oNkV+JGZ7ZS9cbJsGbAL8BjwEXcfB4wFZhE+eLqBhbU/lZoZRSinHuBPkjJqA/YCvpuk+SRwZa6NW6gu/RG4HVgAfBZ4Lu2GzVyPWuj9T6OsOtLM9SNL2Z81LVTPyv7Oath6VO8IXVNzT8AZhF+HNwDzKHIFGTiRgV+U2/wSJXy4Z9YfWe/zq2G5TYnO83M51l+YrOsH9sqx/kvJ+jeBP633+ZRZBocXWX9FVEbvbcW6BIzMsWwt6a8ONm09aoX3v9Z1pJnrR9Z5lP1Zo3r29nnm/c5q1HqkK8hSM2a2F/A14EXgzJSbTU/+Lnf3XFecbyLcygI4obIcDmt3R/PvybE+c+43ufvTOdZfTrhFOBL4XJXzNiTcfXmRJN+N5nMNZ9r0dcndt1a4i2auR03//qdRYR1p5vrxtgo/a1TPgkLfWQ1ZjxQgSy19m3ALZY67ry+W2MzGAB9PXt6aK42Hn5u9ycsp1cjkMDUpmv9NvMLM9gH2TF7mK6dNwM+Tl81aTq9F8yPjFapLxTVzPdL7X7lmrh9lyPlZo3o2SM7vrEauRwqQpSbM7GTgSOBn7n5dys32ZaBOPlwgXWbdhGJPzTYSM9vezNrNbBZwfbL414T2bbEDovk05bRflbI43BwWzT+Uta6l61JKzVyP9P5XrpnrR6kOi+bjz5qWrmcpv7Math6NqncGpPmY2R6Eh0FeBU4tYdPdo/nfFUgXr9sdeKmEYww7ZvYasH2OVb8E/s7dX89aXmo57Whmbcmv9KZgZu8ktFsD+Lm7P56VpCXrUomauR7p/a9cM9eP1Ip81rRkPSvxO6th65GuIEstXAnsRHgA5KkSthsXzfcXSBevG5c3VeN4DvgDoWugjOXAbHdflyN9q5YT8HbPKNcD7ybc+pyVI1lLl1FKzVxGzXxuQ6XlyzDFZ02rllEp31kNW0YKkFucmc2IOo0vZ5qatb/PA58C1gCX1OOcaqHa5RRz93Z3n+ChW6HxwFlAB3CvmV0wRKdYsVqWUZZLgWnJ/Ex3/1WNTqnqhrCMRKRyDftZU0vN8p1VjAJkqRozG0/ox3ArcLK7v1niLjZG82MKpIvXbcybqgG5+/PufjEwldDtzflmNi0rWcuWk5l9g4GrOGe6+9V5krZsGZWgmcuomc9tqLR0Gab8rGnpMoJU31kNW0Zqgyw3EjrwLtcr0fxFhI7AlwCPmVlbVtq3h9uM1r3h7m8k889GafcA8v1a3yOafzZPmmqrZjkV5e73mtkvgMnAKVnHzi6nDXl2kymnDUPUnqumZWRm84G5ycuz3H1hgeTDtS4NaT0qYrjWo2oYru9/I2nm+lFQCZ81qmeJAt9ZDVuPFCC3uKQxffZDYOXaK/l7ejIVkvmFeCkwO5l/FHiLcGfjAPJ0CcPAU7HPufuQPOxQ5XJKK/PQwvuzlsdPAh9AKLdcMuX0SDUzlU8ty8jMFhBu4wGck1yxKGRY1qU61aN8hmU9qpJh+f43mGauH3mV+FmjejZYru+shq1HamIhw4a79xOegoVwu2YbZmaEISkBbhuKfNXR3snf7NtNTwCZByHyldNYBvqlbOhySm51xl9YC4pto7qUStPWI73/VdG09SOfUj9rVM+2kes7q2HrkQJkqRp3P8zdLd8E/EuUNrN8dtZurk3+Hm5mH81xmGMY+CdM27/ysGJmI5MPzUJpjgQOTl6uiNclHc9nzv04M2vPsYuZQBuhPfj3KslvPSVfWPGtzqLBcaTp61IlWqAe6f2vQAvUj0Eq+Kxp+npWyXdWQ9ejoRrTWpMmYB7JWO0F0owitONy4LckY9cTfswdQ2iD6cBP6n0+FZRDO6GXj1MJH5wWrXsvcC5h2E0nDNM9Icc+dgJ+n6T5H+DDyfLtCM1bXk/WLa73+VZQTvMz9YXwkEyp2zd9XUrOZ2dg12hal5zX/Kzlba1Uj1rl/a9lHWnm+pF1nmV/1rRCPav0O6tR61HdM6CpdSZSBMhJunbC2PWZD6zNhEFHMq8fAHau9/lUUA7t0bl48uGwPvqAyUxPARML7OfDwAtR+g3AG9HrnwLb1/t8yyyjPaPz2Erod7PQdFYr1qXkHNdm1Zt809IWrEdN//7Xuo40c/1Izq/iz5pmr2dU4TurEeuRmljIsOPua4EPARcQGvg7sAW4n9A+7BB3/2PdMli5ZwlXFhYBfYQPjR0JVxzWEYbpPAnY391X59uJu98P7A98E3gSGE34YP4FcDLwSd92FL5GMSJrfnyRKbvHFKAl6lLFmrke6f2vXDPXj0TFnzUtUM8q/s5qxHpkSWQvIiIiIiLoIT0RERERkUEUIIuIiIiIRBQgi4iIiIhEFCCLiIiIiEQUIIuIiIiIRBQgi4iIiIhEFCCLiIiIiEQUIIuIiIiIRBQgi4g0GTPzaGrPk2ZelGbp0OZQ0krzXopI9SlAFpGas+BIM1tsZveZ2fNm9rqZvWZm683sATP7gZmdY2aTzWx0kf2tyAoc3jSzPy0hP/H2CwukW5p1nFKneelLSaQ1mdlfmNm1ZvaYmW00s5fN7GEzW2RmB9c7f9KaRtU7AyIytJKrhdOTl//i7vNqfLwPA98FDsyTZHtgV2AicGyybKOZ/bW7L095mJHABcBxleRVRIaOme0CfBs4OsfqnYD9gR4zuwKY4+6vDmX+pLUpQBaRmjGzqcCPCEFwhgNPA78DtgDvAt4PtEVpxgG7lHi4Y83s6+7+YNkZLuw1YGWJ2/y6FhkRaXRmNga4DTgoWrwB+B9gO2A/4B3J8tOA9yQ/mt8a0oxKy1KALCI1YWZ7ADczEBy/BnwduMrdn8tKO4LwhfhXwN8CHyrnkMDXgGnl5rmIP7j71Brte8gldw7m1TkbUoS7W73zUCNXMDg4vhC4yN374e2ryxcBJyXrpwFfSSaRmlMbZBGplX9i4KrwVmCqu1+QHRwDuPtb7v6wu/+rux8IdAGPpTzOk9H8p8zsYxXlWkRqysw6gM9Hiy509y9ngmMAd3/R3U8GbojSnWVmE4Yom9LiFCCLSK3E7QpvcvfUzRPcfZW7P5wy+U+Ae6LXX0t7HBGpi3MJd3wA1gFfLZD2DCATOI8B/qGG+RJ5mwJkkRaR6VmBgQf0AL6SrweGCo81Dnh3tOjOSvaXwj9H84eZ2ZQaH68uzGx/M7vczB43s81m9qKZrTGzr5baBVjabt5ydTNmZrsmPY7cG/VI8rSZXWlme+fYh5nZMWa2zMyeM7M3ku1uNbOjSisFMLNRZvZZM/u+mT1hZq+Y2atm9oyZ3WJmJ5hZ0SaE+crAzA42s+9G5fyyma02s6+Z2a4l5HMfM7vIzH5pobeWN2yg55b7zew6MzvVzN5dYB8ldfNmZiPM7Fgzu9HMfp30CrHZzJ4ys5vN7PMpy6Y91+eBme1mZuda6I1mfXI+z5jZ98zsz1Psd3vgU9Giq939jXzp3f0l4P9Fiz5d7BgiVeHumjRpaoGJ8HBc6qnCY+2etb9ZVT6XFdG+FybLbo+W3Vfq9nnSLY3Sra3z+/cl4I0C79km4Lgc73V7nv3Ni9IsTVlv2gnNX35fJB+Tou13Ae4oUt++A1jKcjgCeDxFHX4U6Ciyr0FlAIwGLi6y3z8Cf15kvwb8K/Bmyv+3/rTlX+S4BwJrUhzvEeDgIvtqj7dJlk0Bni+y7wVF9jslK/1HU7znx2Vt84F6/i9qao1JD+mJtI6fJn//jBDAAvyG2vS08BLhiyxzG/VI4Fs1OE7sn4C7k/lOMzva3X9Y42MOCTP7Cts+ULc2mXYmvKdjge+b2Ss1zMqBwI2E3gXeBB4CXiYEU3slacYC/5W0M/09g3sqeCbJ8xhCt36Z76ATgSeA+YUObmbHA1cz+AHzPxDq8RZgb+C9yfIPAivN7BPufm/K81uS5AVCIPxYst99gd2S5e9Mzm8/d/9dnv1cQPhBk+GE/7NnCe3xdyL03LJTsr7iu7lmdgjQG+0TQq8QjyTH3JfQYwzJ/O1m9n/dfUXK/R8O/Beh7LcCDxP+zyck+8s4y8zWufvleXZ1YDT/OvBAisPflWMfT+ZKKFI19Y7QNWnSNLQTg6+KzqvhcVYz+KrPmaS8Sphi3yui/S6Mlv9ntPxhYEQp2xcpq7V1er8mAW9F+XgE+FhWmt2Bf0/Wr88q9/Y8+50XpVla4Pjxvl5I/l4O7JKVbiohIMuk/S6wKJl/gKwrhUmeV0XpNwE7FsjHoYRgNZP+DuCQPOnWROmeyrffrDLInNuzwDHAyCjdCEJvCvEV/Gvy7HN8VrrvALvnSbsv4YfdEynLP997uROhLW8m3WagB9g+SjMamAG8EqV7Dtg1zz7bc7z3bxGusGe/9wcQumfLpN0AtOXZ79VRuidT/g+MIATTme3Or8f/oqbWmtQGWURq5aqs15cAj5nZv5jZYWbWlmujCp1H+AKFMMjA52pwjKF2GQNX4p8Gutx9UJtud3+W0D3eTYRBV2plF8KPqi+6+4tZeehl8ANUJxD6r30oyfM9WemfJTzI+XKyaCx52pea2UjgOgauHF8L/IW7352d1t3vAv48OS6EK9tfTHluLxB+fNzs7lujfb7l7t9hcFv3Yy305ZttCiEYBfilu5+UnOs23P1Rd/9XBl+BLcf5DFw53woc5e6L3f316Fhb3H0p8JeEAB5CMJ/2odZdgC+6+9wc7/3DyX4zA3mMA/4mz37ao/l1aQ7soe/j+Gp9e56kIlWjAFlEauXbwH9nLftT4MvAcuAVC8PJfsfMplsVum9y918RgsSMeVZk2OoSvC/7QcZiU6UHTG6bd0SLznD39bnSursDMwlNA2rlUQr3OHAjsDGZH0X4jjnV3TfmSpwEWjdHi/I95PUZQpMECD8STvUCA0a4+ybglGhRj5ml6U/4LHdfW2D9EgaCwEwzkWzvieZ/keKYxMF4qczsHcDfR4uucPfs/7v4WL8EFkaLPm9mO6c41Ap3X1Rgv88w+GG6j+dJumM0X0pzoA3R/LgSthMpiwJkEakJd3+TMPDHEsKt2WwjCFd5TyQ0Zfitmf3YzA7KkbYUXya0j4XQJvWkAmmHu7irvLXu/uNCiT088f+9GubnmkLBXHLFMh7J8JHkim4h8ZXlfFdSj4/mB10ZLZCXuwltkyE059inyCYbCQF+oX1uIjTfyMiV39ei+QNzrK+2wwjt0DMuTbHNZQz8T44hXPUu5soUaeIfBPney7HR/Gt50uQSDzNdi7tPIoMoQBaRmnH319y9h9BG8XJCm8d8RhJGy+pLHkor95i/Bq6JFp2XXGWr1GuEBx1LmSp1cDSfdn+3VuG4+WzTpCGH31eQ/p3ZK5Mrv/HVyJ+l2GfGQ9F8sR9efV6gu7HIb6P5XFde+6L5qWY238zemWK/5fpoNP+kuxd9eM3Dw4Wr8+wjnzRdNRYrGxhofgIDP2TTiNNuV8J2ImVRLxYiUnPu/iihfeo/mNm+wMeADxMCwA5CcJxhhKYRW5L2meW4gHDVcQfC1cNZwIIy95VRj6Gm3x/Npx04JW26cvwhRZr+aL7U9Lna9L6HwcHWJWaWJpCF0LtHxm55UwWFfrzFiuX3F4QguTN5fTah3i8nPFj4C0IwviXl8YqJ68hDeVNt6yHC/2D2PvJJUz7FyiY7zQ4p9pkr7aYSthMpiwJkESnIzD4BzC2S7A/uPj3N/pJg+VFCLweY2U6EXgO+RGgSkTHPzL5fpE1ovmP81syWEHrOAPhHM7vS3TcU2m4YigPDF/OmGixtunKkDUzLTZ+rnfAuWa8PL3GfGTsVWV9qXiFHft3dzewzhC7RDkgWb0/o5SPzA2uzmd0OXA/cUqg9dQrvjOZLee9fiOaLtkFOeXU9lq/NdxzclnJnJw64FSBLzamJhYgUswfQXWTqKnfn7v5K0kPAhwhX2DJGM/jho1J9nYEv0l0oHuQPR9tH82kDlKLtcxvM2OJJUhmy7zt3X0e4OttD7n5+xxLa598M/MrMPlTB4cqpI9lpt8+bqvriwDzvCII5xA/x1vJHoAigAFlEhgl330wIiOOraUWHri2wv/XAN6NFZ5pZ9tXI4a6cJ/eb7Qn/7J4O3u3uVsY0bygz7e5vuPsSd/8woTu1vyX0C/1IVtL9gRVphpHOIy6fUt77OO3LZR67HI9H83um2cDMxjIwyAmEAVxEakoBsogU5O5LUwQf7VU61jOE5hcZpVxhyuViwmhfEAKCLxVIOxzFbXj3yptqsL2LJ2ko2e2Y/09dclEBd3/e3f/d3We5+/6EHjXifsJ3JvThXY64279S3vs/ybOPWot/IOxmZmn+xzuyXj+aK5FINSlAFmk98RXaNH3DDrW4z9yKHmRy91cYPHzxTDPbPV/6YSjuaeDgvKkGS5uuISR3Ap6KFh1ar7xUi7s/4e6nEgY8yeguc3dxE44OMyvaXCIZeKUzWpRmuOdqWZX1elKKbeI0rwH3VS87IrkpQBZpPZuj+Wp0f1Y1ZjaCwVe2co5AVqK4e7kdCP0kN4o4mDjSzNKMkvfZWmWmjnqj+S/ULRfV96NofnyZ+4jrSBuhbXMxn2DwlfjsoLVm3P03hGGpM9KMdvl30fx/J82xRGpKAbJI64m7a0rTvVPJzGyEmX02CXhLcRyDu+O6I1/CtNy9n8Gjv/098L5K9ztEfsDAYAqjgXmFEpvZVNJdkWs0lzJw5+OjZnZKocT1lHLEvox4VLmX8qYqwN0fZ3AfxRcUuopsZqOAuPvEX7n7UF+Rjfsp/5SZ5RqREAAz+ysGd9d3Tb60ItWkAFmk9cS3U6eY2X41OMYI4PvAw2Z2SpqBEszsaAa3y9xM9UaF+zawNpkfDbRXab815e4vE0YizJhpZqflSmtmBwI3DEW+hpq7P8HgclhkZmcmTQXyMrN3mdkZZvaD2uZwkIVmdpGZFXwAzcx2A86NFq2s4JjxD8APAjea2Tb9ECeB81IGD5FdaOjwWlnMwN2hkcD3crVFTvpMj0fwu9/dfzgE+RNRP8giLeh24HnCLdaxhG6mVhOuLL89jLC7H1WFY2W+4C41s5XAXYQHbF4gtC/emdBX7F+zbdvZf0xG/KqYu79hZvMIwUG5xptZb/Fkg/zG3WdWcEwITUKOYuAhvSVmdhThB8gzhH5wpxCG7N4euIlwJb7ZzCE8rPVxwnfXJYQfDD8gDMzxAmGEtV0IPUMcSugzeRSDh7OutZ0Ig+KcY2Z3EwLfBwn/c28Q7pAcQni/Mr2qvAlcVO4B3f1WM/s2cHKy6GjgITO7itCOfSuhG8VTGTzk9o3ufnO5xy2Xu79qZicD/0kIkPcFVpvZ5YT2xaOBycBpDFxl38zA+YnUnAJkkRaTBIsnEvpg3YHwBdVZeKvSD0O4JZ65S7UDA30mF/M6cLa7L6pynq4H/pHwZVyOzDmU4sEyj/U2d9+UDNayijAqIOQvywcJQVDTBchJvZ0CXE3oMg1Ce/V/ql+uCjJCkF7socI3gRnuvrpIumJ6CHX0+OT13hQOuv8DmFHhMcvm7j8xsx5C13ejCG2w813N3gwcV4UyEklNTSxEWpC7LwMOBBYSmly8THT1uAr730oYYOR04MfAH1Ns9hLhavMB7n55tfIS5ekt4Pxq73coJA82TSRcHc71Pr1GaJ7ysQYcLTA1d+939+OATwI/Z3CPLNskJ9Tt8wgjNQ6VKwmjRP62SLo3CVdQJ7p7xU2J3P1Ndz+B8OPh8QJJnwJOAI4pY3S8qnL3qwjDzt+ZJ8lbhAc0JyafWSJDxty93nkQkSaXPLj0AcLt3fcSbpuOIHTpth54CHgsCaylADObABwBvIcQGP9/YHnSXrmlmNm7CIPJ7EForrOF8GPvScLDZ2U9+FYtSTvkAwht3nciXFV+hZC/+9w9zQ/Hco+9L/ARBnrHeB54wN0fqtUxK2FmfwJ8lHCXZCvwO+AX7l6NnmxESqYAWUREREQkoiYWIiIiIiIRBcgiIiIiIhEFyCIiIiIiEQXIIiIiIiIRBcgiIiIiIhEFyCIiIiIiEQXIIiIiIiIRBcgiIiIiIhEFyCIiIiIiEQXIIiIiIiIRBcgiIiIiIhEFyCIiIiIikf8FDnaS2Fkdpv0AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAKPCAYAAABw9jyiAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACcLklEQVR4nOzde5yWdZ3/8ddnGHAER0EzRE2RQsBTIFPRAQY1GbL9UUkmagpspTgBuwFb1vYza7ffWim2cVCsFihLrM1tV3cdTGVmOmFyMl2EqKTymCXoOCOHcT6/P77XyDU39/kw9xzez8fjesx1X9f3e12f+5r7nvnc3/t7fb/m7oiIiIiISFBR7gBERERERHoSJcgiIiIiIjFKkEVEREREYpQgi4iIiIjEKEEWEREREYlRgiwiIiIiEqMEWaSHMrPdZubR0liic0yNncPNbE4pziNSKDNrjL1Od5c7nnJIeK+uKdE5bkg4z8hilBXpbZQgi4iIiIjEKEEWkT5PLV0iIpILJcgiIiIiIjFKkEVEREREYirLHYCIlI+7NwJW7jhEpPdx9xuAG8ochkhJqAVZRERERCRGCbKIiIiISIy6WIgUkZmNBiYCw4Ejgb8AfwJ+6u5tRT7X24HTgROBVuCPwAZ3f6WY58kijgHA24DRwPGEvyt/BnYAv3L3jiKcYzDwLuDk6BwDgL3ALmCru79Y6DlyiOVo4FzCtR8KDALaCL/rJ4HH3H1vN8ZT8usfO9cowuv7ZMLz3k14zf05Q72TgfcAbyJ06Xk2qvdUEWM7Gzgziu0g8BTQ6O5/LcKxS3qNzewkwvU5CXBC7Fvd/beFHDfhHAOAyYTncBzwAvAHwt+m/cU6T77MbBiHXiNHE95P24DN7u4FHHcgMAV4M3AsRX7eZjYIOIfw2jsOGAK8CrwUnecJd/9ToeeRMnB3LVq0FLAQkrV5hGTNUyyvAj8CxuVw3N2x+o3RtgrgWuA3Kc7TBtwODMvyHFMT6s/JIb6TgNuAv6Z53i8A/wxU53ltzwPuB/anOcdrwMPAfOCoWN2RaeqkW25IEcs5wN0ZYnGgA3gM+CfgmBK+7op+/YE18fqx7bXAhui5JZ7jALAyfu1j9c4A/idFvY7oPXFSlrE1xurujm2/FNiS4vkfAH4InNxTrnHC8c8EfpLi+jjQBLw3Vj6+b02W56gEPg08n+IcfwG+1hk/oU9xfP/INMcuuCwwAvgu4W9ksvj+BFyVx7Wtin4vL6Y47l+j531krs8lKn888I0Mr434c7gNGFOqvwdair+UPQAtWnrzQmi93ZrFH8jO5SDwD1kee3esXiOhxe7HWZ7nWeCtWZxjakK9OVnGNo+QjGf7vP8EnJ3DdT0G+K8cjt+5fDB2jJF51HeSJMjR823P41jjS/S6K8n1J0mCDCwkdQIXXx6h6weUi7OMcTfwpixia4zXibatyPL5vwxc2BOucez4V5H5w1bn8pmoTnzbmizOMRT4ZZbn2EFovb0hYfvINMcvqCzhg1eqxD1x+XoO1/Yk4Iksj7s1j+f9DrJLjBOXvy/F3wMtpVnUxUIkT9HXxj8DTk3Y9Szhj24L4Q/vOwitzBBac75qZse4++dzPOUK4APRuhNazX4PHEFo3RwZK3sC8BMze7e778rxPGmZ2T8D/5iw+SDhOf+JkEieCtRwqBvXycBPzew97v54huOfADxIaH2Me43wnJ8mtDYdB5xF+JBSMmZ2IXBrklh+TUjuWoHBhBalMwlf45YynpJe/4RzfQT41+ihE77y/h2hm8R4wtfWnWqAZcBcMzsPuCt2/h3RcgAYB5wdq3cq8B3CtwVZM7N/BOpjm/4X2BnFNjY6T6dq4MdmdqG7/yKLY5f6NT4TWE3X+4AS39NnA6dF+240s5y+pjezKqCB8Pcn7q+EDzN7Ce+dSYQP32OAe4H7cjlPAc4A7iR0p4DQrWQb4cPMCOCdhFbgTn9nZpvc/Y50BzWzYwnfdoxO2PVnYDOh68MJhOddRXgd/4DwNycjM3sj4RoNS9i1i/D6e4lwPYcSXodvyua40gOVO0PXoqU3LoR/wg/StXXgOeDDQEVC2eGEBCCxNWF6hnPsjpXdE1v/CfDmJOXrEuo48HPA0pxjakL5ORlimpVQvg34LEm6EkTP+9sJ5X8NVKU5/gDC18rxOi8DnwOGpqjz5iiGP9G1BbmS8KFhJPD1hGO+J7YvcRmacPxHEureDByX5jmMBT5DSCTHF/l1V+rrvyahfOfr7t4Ur7mP0PWr8Q5CYvNM9PgXya5B9LpLbIG7KMNzb4yVfYWQbDsh6ZmQpPzbo+cbP8dvib5SL+M1PoGu7+d07+kLCQmzc3hXgTUZnseNCeVfBq4GBiaUG0b4YOMpzjMyzTluKKDsX2LX67wk5Y8lfMiK13kaGJDheSf+rf0LcHliPeAoQjeo9oR40j4XQreMeLn7gLFp4hkOzCU0pvxdMf8eaCntUvYAtGjpjQvw0YQ/kn8GTs9Q56aEOn8AKtOU351Q3oH/TPcPgtBa8aeEOrPTlJ+aUHZOmrLHE1pHOsvuBc7N4lol/mP8ZJqySxLKZtVVJKo7kBR9r3P5R55Qb3hCvW/l8BqpAAYV8TXXHdd/TZLX3PdI+NCXUOfahPKdyd8DwBFp6v1NQr27MjyPxiSxPQwMSVPnGODRhDpfKPM1Xp1QNtN7+kTCzZ+Jz31NmjpvIbR4d5Z9FZic4Tl8Nsk5ck16cynrhO4fKftuR++hnyXUSflBinAjZbzsXjJ0ewFm5/K86dp14wkSPnBkOFfKD05aet6iYd5E8rMw4fECd/9NhjqfIXyF2OkU4IM5nPNFYK67v5aqgIe7pa9N2PzJHM6RznwOfR0KcLW7b8mi3hcJrbCd/i5ZITM7Algc2+TAFe7+aDbBuftBd9+TTdkcnJLw+D+yrejuHe5+oIixlPT6p/AMcI2nH6Xh24SkstNQQqvrlZ5mlAB3v5fwlXSnqTnEBaEF+Up3b01zjpcIfX3j75mrzSxV98JSv8aPBS6LbcrmPf0M8IksYoi7hq6jVH3F3X+aroK7/wshGe0u+4HL3L0lVYHodfelhM21aY6Z+Lfvc+7+WLog3H0t8O/pyiSI/024190PZlvR3fflcB4pMyXIIjkys9MJLRWdtrv7XZnqRf8Eb0jY/NEcTr3SsxjOLEo8tsY2vS0afi5vZmaEf7qdHnP3H2RT192d8BVup9HRNUz0fwhfP3f6sbs/lHOwpXV8OU7aTdc/mds9w7CB0YeAnydsXufuz2Zx/Pjv941R//Ns/SCLD6VEH7D+K7bpRJL0d+6ma/xhQv/iTtm+px8gtLZm6/LY+quEbkHZ+KcczlGoH7j77izKPURIpju9NVkhM6sAZsY2vQh8M8tYvpJluURl+Xsg3UMJskju3pXweF0Odf+H8LVfqmOlk9U/60hiwv7OHOomcwahu0GnH+VYP7H16t1JyiQmLd/K8Ryl8FtCv9pO15nZcWWIozuufzL3Z1nudwmPf5JlvcRxfnNJOIr9fuiOa5x43kKeQ1Jmdipdb1y9L10rbYIHCX3Du0NDNoXcvZ2ur5NUr5FxdG39vyfb1l1330QYRz4b8W89LonGo5c+SKNYiORuYsLjh7Ot6O4HzWwLcH606Xgze5NnHki+jXCXfrYeSXg8kXDzSr4S/9k/b2Yjc6h/RMLjZHXjd9s7h7dKdjt332Nm64H3RZvGADvM7FuEr2W3RK2HpdYd1z+ZHVmWeznh8c6kpTLXOzppqeQSX+O5lE18D0P3XONzY+uFvqdTOTfhcdbXyd1fi/4+XZh1VPl7Ioey8S48qV4j5yQ8zqZrTGL5xC5VyawDJkTrg4Gfmdn3ge8DTem6FUnvogRZJHeJLRi5DqO2k0MJcufxMiXIuzP0A02U2DL3xhzqJnNywuPEYc9ylWwotPjX689E/Ud7gr8ntPwNjR6/AbguWl40s58T+m42AZvS9SctQHdc/2Sy/R20F6newCzrtbn7c1mWhXCTWweHvjVN9n7ojmscb6Eu9D2dyvCEx4mt+9mcpzsS5Fze3/GW4FSvkcRvdnKdvS7b8ssIo7d0fsgaSLjRbzawz8weJny4bwZ+lq6PvPRs6mIhkruhCY8TW8EySfzHkDieZjKFnmNojvUTFXts36OSbIv/g9tb5PPlLern+k7gV0l2H0voO/0VYCPwtJktjaYOLqbuuP6HyTGBiyva9NYp5PR+iFr543WGJinWHdc4ft5C39OpDE14XKrzFKrYr5FjEh5n262kU1bXyd1fJTRwfI/wTVdcFeEmws8RupD82czuNLOaHGORHkAJsohkI9uWvWxZhv3d0W0ha+6+w93fAUwjTIub6ga04cCngF1m9vEihtDd178/0jXu3RJHjMn195nYRSYld3/Z3T9K6NaxlNRdkQYTxtV+xMxuNbNiv8akhNTFQiR3exMeH01uN7YktnRkMzRZLn0zk51jb471EyXeaX+Ruxd7xq0XOXRz0dAiH7so3P0nRDegRSODvIvQYlRH1xujjgS+aWat7n5nEU7dHde/N8np/RCNUBGvszdJse64xns51AWi0Pd0unPEleo8PU3i39FsvpkrpDweZkxcDCw2s+GEvwdTgPcSZvmMm0f40DQv1/NIeagFWSR3LyQ8fkuO9ROHf0o8XjIjo2GMspUY059zqJtMYv03FHi8ZOJ9Sk80s1z/sXcrd9/l7mvd/W8J/VfP4/AbC28yswGH185Zd1z/3mRwjkPCnUbX/3fJ3g/dcY2fj60X+p7O5hzQdTrwYp6np0kcheLMHOvnWr4Ld3/e3f/D3T/l7mcTZtRcnVDsajM7o5DzSPdRgiySu80Jj9+RtFQS0QQF8TvoX8hiBAsIX9Xl8gf8bQmPE2PO1caEx1k/5xzEx3mtIPuhyLJR0i4bHjQSbm6KT0xwIslHTMhVd1z/3ibxNZ5L2WTvh+64xvGRFQp9T2dzjlzqEX2YSxwFo7fonBK+U7oJRbows2pgfDGDcfed0Yfn+HCVRphBUnoBJcgiuftFwuNLc6h7EV27D+Qy+P9HciibGFMu50nmEbrexPIBMxtU4DETbUh4XMw+vIlDLxU7duD1G3gSx7YdWYRDd8f1722K/X7ojmuceN5CnkNS7v4HwgyInd4XJYDZuIDDR4PoFaJZNOOzbr4rhwlxLiPcYFcKaxMejyzReaTIlCCL5Cga1SDeAnWWmX0oU73o69QvJGy+I4dT10dT1WY6z99waJxOgEfcPdeh6LqIBuv/dmzTyeQ2ZXE27qHrzW8fNLMpRTp24p35uXw9n6vEu+ELnm66m65/b/ORbBIgM3srMCO26RkO/zDWXdf43+n6YS3b9/R7yW2yn+/H1o+k6xTu6fzfHM7REyW21n496n+ekpkNI0wVXipF/3sg3UMJskh+vpHweKWZjcpQ51/o+vXln4D/yOGcxwKr0/VpNbOTOXz81hU5nCOdrxImN+j0L2aWS+s5ZjbUzGYm2xdNWRyfErcCWGdmiTe7pDr2wOifXTKJE1ccNtVwimNOMrNp2ZSNylcQ7lpPd+58lfT690KDgO+a2ZBUBczsGMIEOfH3zO1RMpxMqV/jL9J15s1s3tMjyH7K5E6r6DrG9GfM7D3pKpjZZ4G0ZXqB75DQeg4sj7q2HcbM3kCY3TSrD8xm9gYz+5iZZT3iBXBFwuNi/T2QUnN3LVq05LgQkrdGQp+3zuVp4EOAJZR9I+FmDU9YLspwjt2xsnti6+uBNycpPy2hTudsdJbmHFMTys/JENPlSZ7HHcA5aeoMIfS7+zfgFWBjmrIDCBNuxI//EvAZ4JgUdUYBnyXcpPPBFGWqCYlP5zHbgH8EJhFuYhoZW4bG6s2Jyj9OGNt0XKrrGcXx44TYNxf5dVfq678mfuwc4rohIaaRWdabk1BvapqyjbFyrxBa4hzYBExIUv7thK/c48f/HXBkma/xCXR9P6d7T783ijnxb4ADazI8jxsTyr8MfAIYmFBuGOEDf7K/NWl/l7n83vN9jST53e/OUHZGkt/fY8AngRrCTdKTCa3GL0T79wP/mSk+wt8HJ9xQ/HXCB4qBKeI4Bvgy8FrsmK8Cbyzkb4CW7ls0zJtIHty9w8yuIsyg9qZo84nA3YTJIrYS/lG+iXCzT+J77Svu/j85nPJRwj/KvyUkwrvMbDPwe8L4necQ7tSPe4GQ8HoO50nL3b9vZqcB/8ShcV6vAK4ws2eBXxOGyxpA+AdxGuGu+Ky+rfIw1e0s4EFCMgphmKobgX+OpsF9ivAP7VjCUEoZJ+Vw9xYzW8uhIZaOBP45WhJ9kfDPPO5Mwj+7LwMvmdljhOvbSpgQ4nQg8e70AxR5SKdSX/9e5C+E7hBfItwEucXMHie0zhnhtTMuoU4bcKWHfuIpdcNr/Dkz+wRwV6xOsvf02YQPXZ0WEMbgztYNhA/AnTcbVgO3E1rFf0UYDu5EQteNzr7WjwP/TfhA2iu5+3+Z2WcIk/d0OgtYnqbaYsKoJfGuOOn+bg4ndL/5O2B/9Np7hvBh/gjgVEI3t8Rxj69z90JHFJLuUu4MXYuW3rwQEuBfc3iLRaqlHfhslsfeHavXSPjDe0+W53kOeGsW55iaUG9OlrHN5PCWpmyX+7I4/lDgvjyO/cE0xzyKw1unky03xOrMyfM5/hW4oISvu5Jcf3pPC/JuQvK6Ksvn/DJwYU+4xrHjzyZ80MvmeP8Y1YlvW5Pl+2hjlufYRUjssv5dlqpspt99lnXmEj7IpHvOrwCXReW/krDvuCTHHJnn6+Eg8A+l+nugpTRLX2tVEOlWHoZoOxeYT2jhTWU/4ev3t7r7v+R5rv3ABwitFqnO9SrhRpUz3P3RFGUK5u4/Ivwz/b+EFq9M/kho8ZsGvD+L4+919/cRRv1oJnxNmcprhK4kVwP3pznmK4S+xxcTbmLaTmjxSdUfFeBHhK/cv0/Xvo2pPAt8DRjt7g9mUT4vpb7+vYEH1wAfJXxITeYg4ca4Mz1M8pLL8Uv9Gl9L+NvxICGJSuaXwPvc/cvZxJzkHHsJ3QCuI/VY6HsI3QVqPIyA0Se4+2rCWMSfJvx9eJ7wrc7ThJGIPk3o1tI5kc/QhEMkm3L7T4Tf73LgCVL/3jq1Eqakfqu7fy33ZyHlZO6Zfr8iki0zG0P4pzec8DX+Xwn/OH/q7q1FPI8R+lieTviatA34A/BQlAhme5ypdL2jf070jzvXeE4ljLd6PKFP40FCq91uYLtnN9ZzuuMPJfyjP5EwDNVrhK+IdwFbo0Sg5MzsFMI/3ZGEf6iDCK1QzxP6OW53947uiCUhrpJe/94gGq3iTEKXm4OErjgb3D2XWS7THb9k1zi6uXYy4fXthNi3eoGjzyScozI6x+mE7kkvEP5mNEcfvvs1M2sizIIH8KK7ZxzuLhqB5ExCV5g3EMa2biO0XD8BPOoZuvRIz6UEWaQfi0ZoWB/bNMvd7ypXPCIi3c3MjiS0sB8VbXrQ3d9bxpCkB1AXC5H+LXE655ayRCEiUj6XcSg5BvhVuQKRnkMJskj/NjrhcTZ9LUVE+oRoLOTEPt7fT1ZW+hclyCL9VNSPOT4D4CuEPr0iIr2Wma02swuzKPdmwj0Y8YlCmtz98ZIFJ72GxkEW6UfM7ATCV4kjCQPnvy22+z/cPd1oESIivcHbgDlmtoswisnDhBsSXyGMXX06YZa9WXQdq/hVijx2ufReuklPpB8xs0agNsmu/cB4d9/RvRGJiBRXNHHHmTlW2wdc4e53lyAk6YXUxUJE9gMfVXIsIn1ErkP7bSJMUqPkWF6nLhYi/U/nzGJ/IExS8K99aYIAEen3phKm2H5v9PMtwAhgCGFioBcJE4b8DPgfd3+gPGFKT6YuFiIiIiIiMepiISIiIiISowRZRERERCRGCbKIiIiISIwSZBERERGRGCXIIiIiIiIxSpBFRMrMzKaamceWOeWOSSSRmY1MeJ3eUO6YejIzuyHheo0sd0ySPSXIIiIiIiIxSpBFRIogoaVoTbnjke5nZrtjr4HGcscjIvlTgiwiIiIiEqMEWUREREQkprLcAYiI9Hfu3ghYueMQScfdd6PXqfQTakEWEREREYlRgiwiIiIiEqMuFiIFMrMxwHjgBOAooB14BfgTsAvY4e6ex3GHAO8GTgaOB/YDfwY2uftvihL8oXPVAGOBEwnxPwE0uvurGeqdDbwNGA7sA3YDD7h7S55xGDAGGEd43tWE5/0i8BvgEXc/kM+x05xzGPAe4E3A0cBfgG3A5nx+b+USXbtzgDOANxCeSyvhdfhYsV8zOcZ2NnAm4Xd6EHiK8Pr6axHPcQSHfo8nAAeic2zJUG8o4X12IuG6tQLPAb909z8VK75C5fP8zOwkwnUfBQyNNr8I/JHw/F4qZczpmFkF8E7gLcAIwt/M3UBTvn8/Eo4/PDr+CcCxwEvAs8BP3f2FAo89AJgMjAaOA14A/hAde38hx5YexN21aNGS4wIMBBYDvwU8w7IX+BFwYZbHfhtwLyHhTHXM3wBzgIosj7k7Vrcx2mbAxwnJcLJzvAgsSHG8vwEeS1FvH/AvQFWWsR0JfAT4ASE5TXct24B/A0bn8Lu6IeEYI6PtI4DvAq+mONefgKsyHHtNFr//w5Ykx5maUGZODs9vBPAN4PkM530qKje2BO+Hxth5dse2XwpsSRHPAeCHwMlZniPpNSIkfiuBPUnO8fU0x5sWxd2e5pptBWbk+PrKdhlZ7OdH+Fa4FrgV+F2G878G/AQ4L4ff88iEY9yQa1nC351PERLKVK+LFcCxebwOLXrNPQJ0pHnezcDkPI5fCXya1O+1vwBfA6rT/e3R0juWsgegRUtvWwituan+6adbfpzhuAOB23M8ZiMwNIuYdyfUqQTWZXmOWxOO9ZUs690HDMoitu/kcS3bgMuy/H0d9k+KkERkSiiTJiEJx16TR+ye5DhTE8rMyfK51UfXomivwzzfE42x4++Otq3IMp6XyeLDY7JrRPjmZncuvzvCtxL/meM1+wFwRJavr2yXkcV+fsDf5hnLzcCALH4HIxPq3ZBLWeAYoCHLmLYDJ+bwGjwB+EWOz/sWwLI8/lDgl1kedwehpT/xtTEy2+ejpfyLuliI5CD6GvtuYELCrucJLap/IbRcHAO8mfD1Ycb3mZlVAfcA703Y1QJsio5/BKEbxLjY/lqgycze6e5tOTyVfyW0tEDowvAw8Ayhi8g7CV8bdppnZhvdfa2ZfZ7QggKhJWYToSVoIPB24KRYvenA5wj/JNJJvBfiReB/CdeyjZDQjAFO59Ad9EcC3zOzve5+X6Ynm+AM4E5CFwQILavbCInaCMLzr4qV/zsz2+Tud+R4npIys6WElrhEuwn/oF8k/D5HEr5mH9CNsf0jIXnv9L/ATsLvL/E1XA382MwudPdf5HCaNwD/RUhEILxXfkX4unsYcHaSuN5AaDUdn7Drr4QPvX8BhkR1T4vtvwQ4xsze5+4dOcRYiJyfH4e/l14lXPtnCa/vI4FTCF1xBsXKLSJ0fbmuSLEnMwC4C6iLxfYwoTvLkUANXf9+jAPWAhdmOrCZvRl4EDg1YdezhPf2HsL7fSLhPd7p7wmvv49nOH4VIbF/R8KuvxJaq/cSuuhMIlzXMYRvAXP92yQ9SbkzdC1aetMCvJ+uLQK7gAtI0QpB+Gf7AUJr7Q/THPe2hOP+EbgMqExS9hzgZwnlb88Q9+5Y2T3Rzw7gq8AxCWUHEbpIxI//FKH/42vR438DTkioZ8Df0fWrzVfJ8FUpcAfwa8I/6ZRdJwgJyzcT4vozMCTD8W9IqNPZjePXJPl6mdBf8a6EOk+TpIWNkMSM5PDWsn+PbT9sSXKcqQn152R4Tp9IKO/AfwBnpyh/FDCLkBz+RwneF42xOF4hfE3uwGZgQpLyb4+ufzz+3wJHpjlH4jVqiX6+BMwj4dsKQkL2poTX530Jx3gMuIgk719gCiG5jJf/XJJyQ2O/26diZTemew2Q8N4u9PlF2z5OSDj/hfBBL2mrcBTzZwj9rTvP1wG8I8PveWRCjDfkULbzffcqsCTxdx39fuYSPrDH670vQ0xHEJLgeJ2fAu9OUX5Gwu/JgcsznOPGhPIvA1cDAxPKDQOWxcq9mFDvsPe+lp67lD0ALVp600Lo29f5x+4gcFoOdZP2ySW0qMT/iG4jc1I5CFifUO+sNOV3J5R1YF6GcyQmiZ2J9T9nqHdTQr1rM5Q/JcffwaIcj39Dkuf+S6J+ginqVHD4h5CLMpwnXnZNjs9pakL9OWnKnszh/aY/ncO5hpfgfdGY5Bo/TJoPL4RvWR5NqPOFHK6RE5LxiVnGeE1C3fWkSchTxPgq8IY05ePvs8YCXwM5Pb/oGCeQoitIivLvpOu9DndlKD8yIb4bcijr0bnek+EcVyfU+UGG8okf5leTobsIoaU6niQ/TUKyGyv7FsLf+vhrIG3/ZeCzSZ67EuRetmiYN5HcnBJb3+buT2Zb0d33pdj1udj6q8AH3f3FDMc6AFxJ6ILQaWG2sQD3uPttGcosTXg8lNAieH0W9Tz2eGq6wu7+xwzHSyy/lPB1eKdLU5VNYT+h/3LKO+U9fI3+pYTNtTmep1QW07ULyFp3/2q2ld39+eKHdJgDwJXu3pomjpeAqwjfSnS62sxy6fp3vbtvzlQoGnXg07FNzwOXeIZRWqIYP8qh13MVIYHrLlk9v07u/pznMIqCu/+S0Fe80wej0TJK5Yvu/rMMZb5FSFg7TUlV0MyOpmtXnseAT7j7aymqAODuTxM+MHU6kdCNJplr6NpN7ivu/tMMx/8Xwgds6cWUIIvk7/hCD2BmZ9D1H8C3PcxWlZG7/5nQdaPT+3M49c1ZlPkV4SvYuH/1DH0w3f0ZQh/YTm/NIa5s/WdsvSZKgLL1gyyv8UOEZLpTKZ5HTqLn+bexTfvpmvj1FD/wLIaVc/dHCf1sO50InJflOV4BVmVZto4w1Fmnr7n7y9lUdPfHgA2xTX+T5TkLlcvzK0T8vTSIw/tnF0srXZPxpKK/Lw2xTcPN7IQUxT/KoXsJICTg7dkE4+7/Dfw+tinV7/Xy2PqrZPe3E+CfsiwnPZQSZJHc7Iytn2pmnyzweInJwL/nWD/eknGimZ2WsuQhrcDPMxVyd6frPxAIfViz8dvYel4fJMxsgJkNM7M3mdnI+ELXxHUIodtBthoyF4HoH23Bz6PIzqVrQvBf0QelnuYHOZS9K+HxO7Os91C6FuoExXyfTSxxK2unXJ5fWhZUm9mJSd5LiVNHjy3GOZP4RbYfSuj6ARtSv/fiv9d9wH/nGFP89/ruxJ1mdirhQ1un+9J985TgQcJNfNJLaRQLkdyso+vIAcvN7IOEfm/3ufueHI+X+Ef5peifVrY84fFIIFO3j99l28pCuBnl9XV3fy6PekenLBVjZkcBHwI+SGitHcXh/7xTGUYYTSMbT2RZDsINUp2yeh4llngXfdqverNlZieT3f+DV9z9L1mUeySH0yeWnZhlvW05nCP+PnuFkDOOzKH+wdj6IELSlHX3qjxty7di9E3DewndBt5GSHoHpa10yLB8z5tBvu87SP3ei/9e/wCcEAYaylq8i82bzKwi4RuycxPKZ/26dvfXzGwLWYzCIT2TEmSRHLj7r8xsJV37vb03WjrM7DFC62wzsCGL1r3Els+tBYZ4bBZlcpk9K55I51svm2Hu5hAG2H9DDueIyyV5zeV5xBOjgTnUK5XEr5pzSTrS+RmHD5GVzFrC+LzptOXwQQpCotnBoW8035hlvVxmQ4u/z46i8OT22CIcI5O8Znszs3cSumYkGwYuG6X6IJjv+w6SvPeiDwHx98MYCvudGOHDQbzVd3hCmd/leMzfogS511IXC5HczQf+ka43yEF4P72VkDyvA541sw1m9mFL3ayRTUKbi6OyKJPvOK4lGf/VzL5IaIHPNzmG3P6Wddc4tqVwXMLjveUIIoNsv0YHXu/KE68zNMuqr+RwmnK8zwqVy/MDwMymE/pL55scQ+nygmK/74aR/TdM2Ur8vQ5NeJzTa5vcPhRID6MEWSRHHvw/QheAzxCGDEvWZaGCMILDDwmTeYxIUqbYrZLF/odRUmZWy+GjYmwkDOU2hTD2cTVhDFjrXAjjpcrhXWwkuT7/PjOzYwljisf7R+8m3Cz2PkIL61DCcJPx91I29y30RKX4RqfH/V6lfNTFQiRP0XBZXwW+GvWffTswmXDjyLvp+v6aDDSY2dsThmFKHM5tcKahp/qY/5vweKG7L8uiXnUpgukFEl8vQ4txUHcfWYzjRHL6ij76diVeZ28RY+n0Ioe+jv+zuyd+dd4X1NP1G4Z1wOxoSMh0eut7KfG98Ct3T+yjX6i9CY9z7X5yTJHikDJQC7JIEbj7K+7+kLt/0d2nEqYz/TxdbwI5h65DdEGYCS6ukG4GvUr0oSI+xN0DWSbHcHhf3P4isW/vuKSlymtwmmG5kjmNrv+LSjEqR/yYx5pZX/zfFx/m8SXg41kkx9BL30tRQ0O8y0Mp/nYmjhn+5hzrv6VYgUj364t/JETKzt3/4u5fJkwJHPd/Eh5vTHhc7BaQnuxUun5Nuj6HupOKHEtv8cuEx5PLEkVmbyugbNYTY+Qg/j6r5PDRCYqlnF1e4snYz3IYIq43v5fiv9fTzKzYQzFuSXic9es6uomwVK8z6QZKkEVK6y66jtk7MmH/AwmPP1LSaHqWxK8fs7oBJhqSLOXsWmUU/z1nO6RWrrbS9WvfD5hZT/zWIZfXceJMiIkfAoqhu95n3fEaSCX+fsr2vWR0nQijt4n/Xo3Us+Hlxd3/ADwT2/Q+M8u2S8oFHH5TrfQiSpBFSigabzjeknMgYf8jdG2lmGlm/aUVeW/C49OzrPcleub9E/E71kvytXU0he6/xTYdAXylFOcq0EfMLOPv08zeCsyIbXqGrrPWFcs9wLOxx/VZTqqTq5K/BtLYG1vP9r10JaWbGKQ7fIeu3dg+G92sWEzfj60fSZjqPRuJ91dIL6MEWSQHZnZtLl/jmdn76DrE1M4kxb4YW68A/sPMchqmyczeYmZTc6nTA/yOrkPlXWVmaVtczGwePXcEi/jv9m1RH+tSuIWuScHfmtmibCubWXfcoDYI+K6ZDUkTxzGEBCc+TfjtOUxikzV33wfcGNs0BLjXzE7J5ThmNt7MatIUib8GOmeq6y6PxdYnRiPEpGRmbwey7fPfI0U3St8W23Qy4e9nTkmymU1J84FuFV1HKfqMmb0nw/E+C6QtIz2fEmSR3HwG+KOZfc/MPpjq6zYzqzSzq4A7E3bdkVjW3f8LuD22aQTwsJl9KcXQcJ3neKOZzTGzewn/mKfn+mTKKbrJ5t7YpuOBn5jZWYllzWy4md0K3BptymY2t+7WHFs/CvhvM/uQmY1LMr1v3tz9KWBhwuabzezfk107ADMbYmaXmtlP6JpQlEIrYaKHtxOGN5yQJJ63E67XObHNvyeMClMqy4H7Yo/PALaa2WIzSzl7nJmdYmafNLMmQheXdAly/DVgwH+a2eVmdlbia8DMiv0tSOL02T8ysxmJhczsSDP7FGEq5KPpme+lXHyerrMOTgG2mdknzGxwqkpmdrqZ/YOZbQaaCMN2HsbdfwvcHNtUBfxPdPwuQ82Z2TAz+wbw/6JNe3N9MtJz9MSvKUV6uipCv73LATez3xBmcOqcZnoEMIHD+9j+2N3vSXHMBYTpa/8menwk4Su6/2tmOwgzMr0UnXsY4WvRE4vybMrri4Sv2KuixxOAx8xsGyHpryDczFfDoQ/0vyUkO1/vzkCz8C3C16+dz2UKqftKFzTeqrt/y8zOBP4+tnkmoYvOk4QZ9vYQEvWRwJkc+nv/n4WcOwt/Ab5N6AozEdhiZo8Tfp9GGHkjcfSNNuDKUg5x6O4dZnY54WbQt0ebjwVuIgzV+BhhuuKXCS3MxxGS6Fz6eN9FSI46v2U6B/heirKnEcYpLpZ/Az4FjI4eH0dI0P9A6Ma1j9Dt4x1AZ+L4KnAtYaz2Xsnd28zsg4T+yJ03Kr6J0OiwIvpb8jRh4pVqwu/mTHIbgu0Gwpj2nd3fqqPj/4uZ/YqQCJ8IvJNDfc8fB/6b0KgivZASZJHCGGEA/jEZyt0FzE61090PmNkHCEnFZ+j63hxLdv0E92ZRpkdx9+1RS/sddL2paXy0JPoNoaU87dfH5eDuu6Mps1cTPuCU+nyfMrPdhD7I8ckhTqP8kz/8M+Hr7qujx2dFSzItwEx3/0Wpg3L3vWY2hfAB62Mc+qDSOQvmWzMdgjSzo7l7i5l9BPgRxZ+9Ly133x+1GD9E+JDe6VSSTyP+CuGmth3dEF5JufsfzOxthKnQ463mAwkjT2QafaKdNDMXuvu+aJbCBrqONHQcYRKWRL8lNHb01O5gkgV1sRDJzQcIrZ4bCV8jp9NB+Brz/e4+K2GCkMO4e4e7f56QbN8O/DXD8R34NeFr6bPd/cYM5Xskd/8hob/eT9MUe4bQMjfR3Z/slsDy4O53EVpHvwg0Em4MK2Wr6L8Sbsj6Joe+wUjlD4SvipeUKp5YXO7u1wAfJbxGkzlI6BZwprv/pNQxxWLb7+6fIHwAu5PMIz68BjwMfAF4s7sndptKPH4j4TXwaeB+4ClCC3nJh4Bz9x2EocXuIPnsnhASwe8A57h7Q6lj6i7uvtfdP0D41uZeMr/vDhDeo/8AvMndf5bp+IS/U9eReqzuPYRvtmqiETCkFzN3zVQqkg8zqyK0ir2F8NXlUYR/+i8RWhC2uHvibE+5HN8ILVqdX/MeTfhHuwfYBWwv5Pg9kZmNIsxC2DkCwLOEvqkb3b2jbIH1AtG4q28jJMzHE7p6tAB/BB5z99+V8NyNHGrV/0PizHzRaBVnAicR3iNPARvcPdOHwJKL+gLXELomHEfoXtFKmKltJ+F91lK+CPMT3fA6hdB6fCRh0oungZ+6e1u6un2BmR1BGON5JOHvZxXhw8ELhFbzJ/Lt0hO9ZiYT3mvHRsf8A9CcqSFEeg8lyCIiUpBMCbKISG+jLhYiIiIiIjFKkEVEREREYpQgi4iIiIjEKEEWEREREYnpkwmymQ02s/eZ2efN7G4z+4OZebTckOUxhpvZzWa208xeNbMXzeynZvbxaHSBTPXfbGarzOxJM9tnZi+Y2Xozm1nwExQRERGRkumrE4W8HfiffCub2UTCbEvHRZs6Z+B5T7R82MxmuPuBFPUvIsxM1Dlb0cuEoWCmAdPMbDXwMdcQIiIiIiI9Tp9sQY7sIUzS8DXgMuC5bCqZ2TGEQcaPI4yV+DZ3ryaMjTmfMIZnHSmmuTWz04AfEJLjnwNj3P0YwrSWX4qKzSUMTi4iIiIiPUyfHAfZzAa4+2sJ23YTBkz/orvfkKbuPwGfJ8zCc2birF1m9lnCjF6vAWe4+28S9n+XMHvUc8C4aPad+P5VhOlXXwZGunum2a94wxve4CNHjsxUTERERERysHnz5r+4+/GJ2/tkF4vE5DhHV0U/16WY0nYZ8DnCrGlXEKYfBcDMhgCdfYxvTUyOI/9CSJCPBj4IrM4U0MiRI9m0aVOW4YuIiIhINsws6bTgfbmLRc7MbAxwSvTwvmRl3P0V4KfRw2kJu99DmNIzXf3dwBMp6ouIiIhImSlB7uqs2Prjacp17jujwPpnZhmXiIiIiHQTJchdnRhbfzpNuc59R5vZUUnq73H3V7Oof2KaMiIiIiJSBkqQu6qOrbelKRffV51kPV3d+P7qVAXM7Goz22Rmm1544YUMhxMRERGRYlGC3EO5++3uXuPuNccff9jNlSIiIiJSIkqQu2qJrQ9OWarrvpYk6+nqxve3pC0lIiIiIt1OCXJXz8TWT0pTrnPfy9GoFon1h5nZkaTWWf+ZNGVEREREpAyUIHcVH3nirJSlDu3bXmD9/80yLhERERHpJkqQu/oN8MdofXqyAtFkIJOjh/cn7P4ZYQa+dPVPBcalqC8iIiIiZaYEOcbDvNvfiR7OMrORSYp9kjCL3mvA9xLqtwI/ih5ea2bHJKn/mehnC/DjAkMWERERkSLrswmymQ0zszd0Lhx6roPj2xPGMQa4CXiOcCPdf5vZxOh4g8zsWuCfonK3u/tvkpz6eqAVGAHcY2ajo/pDzOx6YF5U7p/dfU+xnq+IiIiIFIeFRtO+x8x2A6dmUXStu89JqDsRWA8cF21qAaqAgdHj+4EZ7r4/xbkvAn7IodEqXiK0Og+IHq8GPuZZXvyamhrftGlTNkVFREREJEtmttndaxK399kW5EK4+2bCNNC3ALsIiXEroY/xJ4D3pUqOo/r/A5wDfBPYTUiu9wA/AT7s7n+bbXIsIiL5cXcaGxuZNWMmY08exUnHDmfsyaOYNWMmTU1N6M+wiKTSZ1uQ+xK1IIuI5KahoYFF1yzA9u6nvmMS51WO5mir4mXfx4b2Xays2AjDqli6ahl1dXXlDldEyiRVC3JlOYIREREplbWrV3Pd/CWsqZzFtIFjMbMu+8+oHEG9T+b+PTuYc/Hl3Lj8JmbPnVumaEWkJ1KCLCIifUZDQwPXzV9C46B6xlQOT1nOzKgbNI7Ginqmzl/C8BEjmD496eicItIPqQ+yiIj0Ce7OomsWsKZyVtrkOG5M5XBWV17K4nkL1SdZRF6nBFlERPqEpqYmbO9+pg0cm1O9uoHj8D37aG5uLlFkItLbKEEWEZE+4baly6jvmHRYn+NMzIz6jknctnRZiSITkd5GCbKIiPQJ27Zs5bzK0XnVPb9yNNs2by1yRCLSWylBFhGRPqGlrZWjrSqvutVWRUtba5EjEpHeSgmyiIj0CdWDh/Cy78urbovvo3rwkCJHJCK9lRJkERHpE8afO4EN7bvyqvtQ+y7GT5xQ5IhEpLdSgiwiIn3CvEULWFmxMefh2tydlRUbmbdoQYkiE5HeRgmyiIj0CbW1tfjQI7j/4I6c6q0/+AQ2rIopU6aUKDIR6W2UIIuISJ9gZtxy+3LmtK9jZ/vzWdXZ2f48c9vvYumqZTkPDycifZcSZBER6TPq6uq4cflNTD2wkoYD21N2t3B3Gg5sp/bACr6y4mbq6uq6OVIR6ckqyx2AiIhIMc2eO5fhI0aweN5CFu25l/qOSZxfOToM5eb7eKh9FysrNmLDqli76k4lxyJyGNPc8z1fTU2Nb9q0qdxhiIj0Ku5Oc3Mzt978DR7dso2WtlaqBw9h/MQJXLt4IZMnT1a3CpF+zsw2u3tN4na1IIuISJ9kZtTW1lJbW1vuUESkl1EfZBERERGRGCXIIiIiIiIxSpBFRERERGKUIIuIiIiIxChBFhERERGJUYIsIiIiIhKjBFlEREREJEYJsoiIiIhIjBJkEREREZEYJcgiIiIiIjFKkEVEREREYpQgi4iIiIjEKEEWEREREYlRgiwiIiIiEqMEWUREREQkRgmyiIiIiEiMEmQRERERkRglyCIiIiIiMUqQRURERERilCCnYWYXmtkPzOwPZrbPzF41s9+b2ffMrDZD3Wozu8HMHjOzV8zsJTN7xMwWm9mg7noOIiIiIpKbynIH0BOZmQG3AtfENr8a/TwtWi43s1vcfVGS+qcCjcDIaFMbcARQEy1XmNkF7r6nJE9ARERERPKmFuTk5nAoOf534HR3H+zug4GxwH9G+z5lZh+KVzSzSuAeQnL8LHChuw8BBgOzgBZgAnBHiZ+DiIiIiORBCXJyV0U/fwtc5u67One4+07gEuD30aaPJNSdDZwdrc909weieh3ufheHEu+LzOyCUgQvIiIiIvlTgpzciOjno+7enrjT3Q8C26KHRyXsnh393ODuv0xy7HXAk9H6VUn2i4iIiEgZKUFOrrN1+K1Rl4kuzGwgMD56uCm2fTDw7ujhfckO7O4ONEQPpxUjWBEREREpHiXIyd0a/XwLcKeZvaVzh5mNAX4AjAJ+B9wSqzeOQ9f08TTH79x3gpkdW5SIRURERKQolCAn4e73AJ8CDgAfBnaZWZuZtQE7gKmEJPrt7v5yrOqJsfWn05wivu/ElKVEREREpNspQU7B3b8OXAz8Odp0ZLQADCL0PT4moVp1bL0tzeHj+6pTlhIRERGRbqcEOQkzG2xmdwH3An8k9BU+PlqmAduBK4Ffmdk5JYrhajPbZGabXnjhhVKcQkRERESSUIKc3NcIw7ftBCa7+0/c/S/R8hNgCvAb4A3Aili9ltj64DTHj+9rSVbA3W939xp3rzn++OPzehIiIiIikjslyAnMrBq4Onq4wt33JZZx91eB5dHD95jZG6P1Z2LFTkpzmvi+Z1KWEhEREZFupwT5cKdzaAru36Uptyu2flr08wmgI1o/K03dzn3PufuLOUcoIiIiIiWjBPlwHbH1U9OUGx5bbwFw9zbg59G26ckqmZkBddHD+/OMUURERERKRAny4XYAr0brH08xUcgADnXD2EPoq9xpbfTzPDN7R5LjX0IYQxngO4WHKyIiIiLFpAQ5QdS/+FvRw3OBe8zsbDOriJZzgP8B3hWV+bq7vxY7xFrgMcCAH5nZBQBR3UuAb0bl7nP3B0v9fEREREQkN4e1jgoAnwFGE7pJdC77o31HxMrdCXw5XtHd281sBrABGAk8EE0wUgFURcW2AleUKngRERERyZ9akJOIWpEvInSH+E/gKUKLMMCfgB8Bf+Pulye0HnfW3w2cA3yJMK20AweBzcASYJK77ynx0xARERGRPJi7lzsGyaCmpsY3bdpU7jBERERE+hQz2+zuNYnb1YIsIiIiIhKjBFlEREREJEYJsoiIiIhIjBJkEREREZEYJcgiIiJZcHcaGxuZNWMmY08exUnHDmfsyaOYNWMmTU1N6KZ3kb5D4yCLiIhk0NDQwKJrFmB791PfMYnrKy/jaKvi5dZ9bNiwi/qmK2FYFUtXLaOurq7c4YpIgZQgi4iIpLF29Wqum7+ENZWzmDZwLGbWZf8ZlSOo98ncv2cHcy6+nBuX38TsuXPLFK2IFIMSZBERkRQaGhq4bv4SGgfVM6ZyeMpyZkbdoHE0VtQzdf4Sho8YwfTp07sxUhEpJvVBFhERScLdWXTNAtZUzkqbHMeNqRzO6spLWTxvofoki/RiSpBFRESSaGpqwvbuZ9rAsTnVqxs4Dt+zj+bm5hJFJiKlpgRZREQkiduWLqO+Y9JhfY4zMTPqOyZx29JlJYpMREpNCbKIiEgS27Zs5bzK0XnVPb9yNNs2by1yRCLSXZQgi4iIJNHS1srRVpVX3WqroqWttcgRiUh3UYIsIiKSRPXgIbzs+/Kq2+L7qB48pMgRiUh3UYIsIiKSxPhzJ7ChfVdedR9q38X4iROKHJGIdBclyCIiIknMW7SAlRUbcx6uzd1ZWbGReYsWlCgyESk1JcgiIiJJ1NbW4kOP4P6DO3Kqt/7gE9iwKqZMmVKiyESk1JQgi4iIJGFm3HL7cua0r2Nn+/NZ1dnZ/jxz2+9i6aplOQ8PJyI9hxJkERGRFOrq6rhx+U1MPbCShgPbU3a3cHcaDmyn9sAKvrLiZurq6ro5UhEppspyByAiItKTzZ47l+EjRrB43kIW7bmX+o5JnF85Ogzl5vt4qH0XKys2YsOqWLvqTiXHIn2Aaa74nq+mpsY3bdpU7jBERPo1d6e5uZlbb/4Gj27ZRktbK9WDhzB+4gSuXbyQyZMnq1uFSC9jZpvdvSZxu1qQRUREsmBm1NbWUltbW+5QRKTEytoH2czazOw1M2svZxwiIiIiIp3K3YJs0SIiIiIi0iNoFAsRERERkRglyCIiIiIiMUqQRURERERiMvZBNrNSzpWpBF1EREREepRsbtJrBDRYsoiIiIj0C7mMYlGK0SaUeIuIiIhIj5JLFwclsyIiIiLS52XTgvwicCwhQZ5L6HJRDAbsAAYV6XgiIiIiIgXLJkHeBEyL1k9y9z8U6+RmplZpEREREelRsuli8UhsvaZUgYiIiIiI9ATZJMibop8GvK2EsYiIiIiIlF0uLcgOnGhmbyxhPCIiIiIiZZUxQXb3Z4DnCS3IxW5F/inQBDQX8ZhFZWZHm9lnzOwXZvaCme03s6fMbIOZ3WBmQ1PUq472P2Zmr5jZS2b2iJktNjPdmCgiIiLSQ2U7DvL7gGOi9V3FOrm7T8tcqnzM7DzgTmB4tOkA0AacFC1TgR8D2xLqnUoY7WNktKkNOILQh7sGuMLMLnD3PSUMX0RERETykNU4yO6+zd2bouWZUgfVE5jZu4H/JiTHdxNazqvcfRgwBHg78GXgpYR6lcA9hOT4WeBCdx8CDAZmAS3ABOCObnkiIiIiIpKTXGbS6zfMbDDwHeBIYJm7L4zvd/c2Qt/sR5JUnw2cHa3PdPdfRnU6gLvMrAL4PnBR1Ir8YImehoiIiIjkIZeZ9PqTK4FRwHPAp3OsOzv6uaEzOU6wDngyWr8qv/BEREREpFSUICfXmbj+0N33ZVspanl+d/TwvmRl3N2Bhuhhj+6DLSIiItIfKUFOYGadN9MBbDazU8zsdjP7k5kdMLPnzeweM3t/kurjOHRNH09zms59J5jZsUUKvaTcncbGRmbNmMnYk0dx0rHDGXvyKGbNmElTUxMh7xcRERHp/ZQgH24k0DkM2yhCMvsJ4I1Aa/Tzb4B7zeybZmaxuifG1p9Oc474vhNTluohGhoaOHPk6XzyA1cxecMA7m69jIeZz92tlzF5wwDqZ1zJWaeNYf369eUOVURERKRgRblJL+pa8GFC94JxwDDCqA2Wrl6Mu/ubixFLEQyLrX8e2AtcAvynux80s1OAm6JtHweeAJZG5atjddvSnCO+rzpZATO7Grga4JRTTskh/OJau3o1181fwprKWUwbOJaunwfgjMoR1Ptk7t+zgzkXX86Ny29i9ty5ZYpWREREpHAFJ8hm9knCcGdJE71sDkGYpa+nqEhY/5i7/7hzg7v/0cxmAacDbwU+Z2bfcPf2Ygbh7rcDtwPU1NSU5fo0NDRw3fwlNA6qZ0zl8JTlzIy6QeNorKhn6vwlDB8xgunTp3djpCIiIiLFU1AXCzP7CvAN4GgOzbSX69LTtMTWd8WT407RkG03RQ+PAyYmqTs4zTni+1pSliojd2fRNQtYUzkrbXIcN6ZyOKsrL2XxvIXqkywiIiK9Vt4tyNFEGv/AodbfV4F/B34GPEX6LgY9Wbx/8I405bbH1k8FHgbik6icBPw6Rd2TYus9cuKVpqYmbO9+pg0cm1O9uoHjWLTnXpqbm6mtrS1RdCIiIiKlU0gXi2tj6/8LvN/d/1hgPGXn7i+a2dN0TWKTibd+d35IeALoILTMn0WKod6ifQDPufuL+cZaSrctXUZ9x6TD+hxnYmbUd0zitqXLlCCLiIhIr1RIF4v3xNYv7QvJccz90c9xacqcEVt/El6fYe/n0baknXCjUS/qEs7T42zbspXzKkfnVff8ytFs27y1yBGJiIiIdI9CEuThhJbTJ9x9e6bCvczq6OdbzOyDiTuj6aKXRA+fBrbEdq+Nfp5nZu9IcuxLCMPHQZjOukdqaWvlaKvKq261VdHS1lrkiERERES6RyEJcufNZc8VI5CexN1/SuhPDfAtM5tpZpUA0TBvdwLnRPv/Mbppr9Na4DFCF4wfmdkFUb0KM7sE+GZU7j53f7DETyVv1YOH8HL2kwh20eL7qB48pMgRiYiIiHSPQvog7wbeAPSKmeDyMIcwKcgUQrK838za6DpO8hfdfW28kru3m9kMYANh0pEHonoVQGeT7FbgipJGX6Dx505gw4ZdnFE5Iue6D7XvYvzECSWISkRERKT0CmlBvjv6eZaZDUtbshdy91bgPMIses2EWfSOInSpWAe8291vSFF3N6GF+UuEmfgcOAhsJnTNmOTue0r7DAozb9ECVlZszHm4NndnZcVG5i1aUKLIRERERErL8h2v1szeQBjq7DjgZnf/dDEDk0Nqamp806ZN3XpOd+fMkadzy95p1A1Kd69iVw0HtrN42AM8/uTOnEfAEBEREelOZrbZ3WsSt+fdguzufwE+ShjWbJGZzSsgPulhzIxbbl/OnPZ17Gx/Pqs6O9ufZ277XSxdtUzJsYiIiPRaBc2k5+73AxcCe4AVZvaAmX3EzE7uvKlNeq+6ujpuXH4TUw+spOHA9pTdLdydhgPbqT2wgq+suJm6urqk5URERER6g0Jm0nstcROhz+55sTLZHs7dXQl1DzR77lyGjxjB4nkLWbTnXuo7JnF+5egwlJvv46H2Xays2IgNq2LtqjuVHIuIiEivV0gf5A7CzWfGoZnkXt+d4+Hc3QfkFUg/UI4+yIncnebmZm69+Rs8umUbLW2tVA8ewviJE7h28UImT56sbhUiIiLSq6Tqg1xoq60l/JQ+ysyora3V9NEiIiLS5xWSIJ9WtChERERERHqIvBNkd/9DMQMREREREekJChrFQkRERESkr1GCLCIiIiISowRZRERERCSmqGMPm9kxwDTgHcBbgGHAEcBe4AVgC9Ds7puLeV4RERERkWIpSoJsZscCXyZMPT04TdHLo/K/Bv7J3e8uxvlFRERERIql4C4WZjYFeBy4GhjSuTnD8lbgh2b2XU1JLSIiIiI9SUHJqZm9DbgXOIpDs+k5oSvFY8BfgANANfBmoAZ4Y2d1QovyIODSQuIQERERESmWvBNkMxsArOFQcnwQ+DrwDXd/JkWdCkIf5f8HjCckyR82s8vd/fv5xiIiIiIiUiyFdLGYBYwjJMcvA+e7+3WpkmMAd+9w9wbgbUBnQmzAFwuIQ0TKwN1pbGxk1oyZjD15FCcdO5yxJ49i1oyZNDU14e6ZDyIiItIDFZIgfyC2/nfu/otsK7r7a8DfAjujTaPM7MwCYhGRbtTQ0MCZI0/nkx+4iskbBnB362U8zHzubr2MyRsGUD/jSs46bQzr168vd6giIiI5K6QP8sTo54vA93Kt7O4HzGwVsDTadC7wvwXEIyLdYO3q1Vw3fwlrKmcxbeBYzKzL/jMqR1Dvk7l/zw7mXHw5Ny6/idlz55YpWhERkdwVkiAPJ3SveCJqEc7Hr2Prb0xZSkR6hIaGBq6bv4TGQfWMqRyespyZUTdoHI0V9Uydv4ThI0Ywffr0boxUREQkf4V0seiIfg4o4BiF1BWRbuTuLLpmAWsqZ6VNjuPGVA5ndeWlLJ63UH2SRUSk1ygkQX6ecIPdGWY2MM9jTEg4noj0UE1NTdje/UwbODanenUDx+F79tHc3FyiyERERIqrkAT5kejn0YQb7nJiZkcSJhdJPJ6I9EC3LV1Gfcekw/ocZ2Jm1HdM4raly0oUmYiISHEVkiD/R2z9JjM7P9uKUYvzd4FRhH7MO919Z/paIlJO27Zs5bzK0XnVPb9yNNs2by1yRCIiIqVRSIL87xy6yW4I0GBm/2pmb05VwcwGmtlMYBvwodiu6wuIQ0S6QUtbK0dbVV51q62KlrbWIkckIiJSGnmPYuHubmazgUZCN4tKYD4w38x2Eaaa/iuHppoeRZg976iEQ33X3f893zhEpHtUDx7Cy6378qrb4vuoHjKkyBGJiIiURiHDvOHuj5rZ+4AfACdHmw0YHS2JjNClorMT4zeB+kJiEJHuMf7cCWzYsIszKkfkXPeh9l2Mnzghc0EREZEeoJAuFgC4+0bgLMKEH3ujzZZi6dz3C+Aid7+mgDGURaQbzVu0gJUVG3Mers3dWVmxkXmLFpQoMhERkeIqqAW5k7u/DCwxs88DU4F3AG8BhgJHAC8BLwBbgGZ3/00xzisi3ae2thYfegT3791B3aBxWddbf/AJbFgVU6ZMKWF0IiIixVOUBLmTu+8DGqJFRPoQM+OW25cz5+LLaaxIP5Nep53tzzO3/S7WrPp+zsPDiYiIlEvBXSxEpP+oq6vjxuU3MfXAShoObE/Z3cLdaTiwndoDK/jKipupq6vr5khFRETyV9QWZBHp+2bPncvwESNYPG8hi/bcS33HJM6vHB2GcvN9PNS+i5UVG7FhVaxddaeSYxER6XUs1xtupPvV1NT4pk2byh2GSBfuTnNzM7fe/A0e3bKNlrZWqgcPYfzECVy7eCGTJ09WtwoREenRzGyzu9ckbk/bgmxmp8Qfu/sfU+0rVPzYItLzmRm1tbXU1taWOxQREZGiytTFYjdh3GKin5Up9hUq8dgiIiIiImWRbVKa7nvSQr5DjU8aIiIiIiJSdtmMYlGq5LgY9UVEREREiiptguzuFbFlQJp9hS4DUsXQU5jZdWbmnUuGstVmdoOZPWZmr5jZS2b2iJktNrNB3RWziIiIiORO/X6zYGZjgC9kWfZUoBEYGW1qI8wmWBMtV5jZBe6+p/iRioiIiEihNFFIBmZWAfwbUAX8MkPZSuAeQnL8LHChuw8BBgOzgBZgAnBHCUMWERERkQIoQc5sAfAu4HvA/RnKzgbOjtZnuvsDAO7e4e53AddE+y4yswtKEayIiIiIFEYJchpmdhrwZeCvwKeyqDI7+rnB3ZO1Nq8DnozWryo8QhEREREptm5JkM3sFDO73cz+YGb7zOwZM/u+mb21O85fgG8CQ4BF7v5CuoJmNhh4d/TwvmRlPExb2BA9nFasIEVERESkePJOkM3shGiEhjYz22Ep5pQ1s7OBLcDHgDcBg4ATgEuBX5nZrHxjKCUz+wRwAfCAu38niyrjOHQ9H09TrnPfCWZ2bAEhioiIiEgJFNKCPINw89kRwJqodbSLKGn+PpAsETRgILDWzM4oII6iM7OTgK8Br3Ko33AmJ8bWn05TLr7vxJSlRERERKQsCkmQ3x1b/48UZS4GzuTQlNRrgQ8R+uo+EW2rBP65gDhKYRVwDHCDu/8+yzrVsfW2NOXi+6pTFTKzq81sk5lteuGFtL07RERERKSIChkH+czo50vuvjNFmStj67e7+7WdD8ysAdgOHAe838yOcfeXCoinKMzso8D7gW3A0nLF4e63A7cD1NTUpJ2YRERERESKp5AW5FMILcO/TbYzGhM4PpTZzfH90U1v344eVgJvKyCWojCz4cDXgdeAT7h7ew7VW2Lrg9OUi+9rSVlKRERERMqikAS5s3tAqlbfGsIIEA5sd/dkifTG2ProAmIplhsJLdq3AzvM7Kj4QrjBEIDY9s5tz8SOc1Kac8T3PZOylIiIiIiURSEJcmfdASn2vye2viFFmXjn2mMKiKVYTot+Xkto3U1cPhsr27ntq9HjJ4COaP2sNOfo3Pecu79YhJhFREREpIgKSZA7W45TjcRwfmy9OUWZQbH1Xt3P1t3bgJ9HD6cnKxON6lEXPcw0K5+IiIiIlEEhCfJvCEO1vcXMTojvMLNjgPNimxpTHOONsfWy36Dn7lPd3VItwBdjZTu3/33sEGujn+eZ2TuSnOISYFS0ns3YyiIiIiLSzQpJkH8a/eySOEY+Rxgf2YEt7v6XFMeIz6S3u4BYeoq1wGOEa/IjM7sAwMwqzOwSwsx8APe5+4NlilFERERE0ihkmLfVwBJCkv1xMxsH/IyQ9Ma7GHwrzTFqY+vpZp/rFdy93cxmEPpcjwQeMLM2wjWqioptBa4oT4QiIiIikkneLcju/hvCbHOdU0y/G/gMXZPjxzk0lFsXZvYmYBKhlfkpd38q31h6EnffDZwDfInw/B04CGwmfKCY5O57yhagiIiIiKRVSAsy7v45M3sN+DRh2ui4TcDMNGMJ1xOSawfWFxJHd3H3G4AbsijXAnwhWkRERESkFykoQQZw9/9rZsuAacDJwD5gk7v/LEPVIzl0U1vSVmYRERERke5WcIIM4O5/Bu7Isc7fF+PcIiIiIiLFVMgoFiIiIiIifY4SZBERERGRGCXIIiIiIiIxRemDDGBmVcAEYBwwDBjMoSHgMnL3LxUrFhERERGRfBWcIJvZCOCfgY8QkuJ8KUEWERERkbIrKEE2s3cD9wJHk0NrcRJeSBwiIiIiIsWSd4JsZscB9wDHcCjBfRXYBjwFtBUanIiISH/k7jQ1NXHb0mVs27KVlrZWqgcPYfy5E7h28UKmTJmCWSHtUiKSTiEtyJ8ChhKS43bgH4Fb3b21CHGJiIj0Sw0NDSy6ZgG2dz/1HZO4vvIyjrYqXm7dx4YNu6hvuhKGVbF01TLq6urKHa5In1RIgnxRbP1ad/+3QoMRERHpz9auXs1185ewpnIW0waOPayV+IzKEdT7ZO7fs4M5F1/OjctvYvbcuWWKVqTvKiRBPi36+YKSYxERkcI0NDRw3fwlNA6qZ0zl8JTlzIy6QeNorKhn6vwlDB8xgunTp3djpCJ9XyHjIA8kdK94okixiIiI9EvuzqJrFrCmclba5DhuTOVwVldeyuJ5C3HXve4ixVRIgvxU9HNgMQIRERHpr5qamrC9+5k2cGxO9eoGjsP37KO5ublEkYn0T4UkyD8jDO021nQrrYiISN5uW7qM+o5JOY9MYWbUd0zitqXLShSZSP9USIK8Kvo5DPhQEWIRERHpl7Zt2cp5laPzqnt+5Wi2bd5a5IhEuoe709jYyKwZMxl78ihOOnY4Y08exawZM2lqaipb96G8E2R3fwS4hdCK/A0ze1PRohIREelHWtpaOdqq8qpbbVW0tGmEVel9GhoaOHPk6XzyA1cxecMA7m69jIeZz92tlzF5wwDqZ1zJWaeNYf369d0eW6FTTX+GMIvex4BNZrYYWOfu7QVHJiIi0k9UDx7Cy6378qrb4vuoHjKkyBGJlFZPH9KwkJn04kO7/RU4HlgLLDezTcBzwIEsD+fu/rF8YxEREenNxp87gQ0bdnFG5Yic6z7UvovxEyeUICqR0ugNQxpavn07zKyDQ1NMv745+pnzQd19QF6B9AM1NTW+adOmcochIiIl0tjYyCc/cBWPD/yHnG7Uc3fOPPg1bv2v71JbW1vCCEWKw905c+Tp3LJ3GnWDxmVdr+HAdhYPe4DHn9xZ1GnWzWyzu9ckbi/kJj0ICXF8SbU90yIiItJv1dbW4kOP4P6DO3Kqt/7gE9iwKqZMmVKiyESKq7cMaVhIH+QvFi0KERGRfszMuOX25cy5+HIaK9J/7dxpZ/vzzG2/izWrvl/UFjWRUirGkIbd8W1J3gmyuytBFhERKZK6ujpuXH4TU+cvYXXHpdQNHJc0iXB31h98gjnt6/jqiqXU1dWVIVqR/GzbspXrKy/Lq+75laNZsXldkSNKrtBRLERERKRIZs+dy/ARI1g8byGL9txLfcckzq8cHYZy83081L6LlRUbsWFVrF11p5Jj6XV6y5CGSpBFRER6kOnTp1P35E6am5u59eZvsGLLOlraWqkeMoTxEydw2+I7mDx5srpVSK/UW4Y0VIIsIiLSw5gZtbW1GplC+pzeMqRhoaNYHMbMTjezWWa2wMw+b2bXF/scIiIiItL7zFu0gJUVG3OeQtrdWVmxkXmLFpQosq6K0oJsZkcBC4B64MQkRb6UpM464BTCmMkfcfenixGLiIiIiPRMrw9puHdHTuMgd/eQhgW3IJtZDbAN+GdCcpztGMe/BCZFy5WFxiH5cXcaGxuZNWMmY08exUnHDmfsyaOYNWMmTU1NOX/CExEREUnl9SEN29exs/35rOp0Dmm4dNWybut7X1CCbGZvBR4ATuNQQvw74MfAMxmqfwdoj9ZnFhKH5KehoYEzR57OJz9wFZM3DODu1st4mPnc3XoZkzcMoH7GlZx12hjWr19f7lBFikofDEVEyuf1IQ0PrKThwPaUf3PdnYYD26k9sIKvrLi5W0dtKWSq6QHAY8BYQjeJx4Gr3f3haP99QB3gqaaRNrP1wIVAB/AGd9+bVzB9XCmmml67ejXXzV/CmspZTBs4NuVYm/cf3MGc9nXcuPwmZs+dW9QYRMqhoaGBRdcswPbup75jEudVjuZoq+Jl38eGaAgthlWxdNUyDaElIlJCDQ0NLJ63EN+zL+2QhqX8e5xqqulCEuQrgbWE5PhRYLK7t8b2Z5Mg3wBcHx3jPHfvnvkDe5liJ8gNDQ3MnXkFjYOyn61p6oGVrP7R95g+fXrR4hDpbvpgKCLSs7j760MaPrplWxjScHAY0vDaxQtLPqRhKRLkHwEfIiS37+psOY7tzyZBvgS4KzrG1e7+7byC6eOKmSC7O2eOPJ1b9k7LqXN8w4HtLB72AI8/uVNjb0qvpA+GIiKSKFWCXEgf5InRzz8lJsc5+GtsfWgBsUiWmpqasL37mTZwbE716gaOw/fso7lZjfzS+7g7i65ZwJrKWVklxwBjKoezuvLS8PWf+iSLiPQrhSTIbyS0/P6+gGMciK0PLOA4kqXbli6jvmNSzq3AZkZ9xyRuW7qsRJGJlI4+GIqISC4KSZA7k9tCEts3xNb3FHCcojKz48xsrpndYWbbzazVzPab2VNm9mMz+1AWx6g2sxvM7DEze8XMXjKzR8xssZkN6o7nkcy2LVs5r3J0XnXPrxzNts1bixyRSOnpg6GIiOSikIlCngeOBt5cwDHifT560kQhz9H12uwDDgInRcsHoj7WH3b3tsTKZnYq0AiMjDa1AUcQnm8NcIWZXeDu3f6hoKWtlaOtKq+61VZFS1tr5oIiPcy2LVu5vvKyvOqeXzmaFZvXFTkiERHpyQppQe68a2y4mb0t18pmVgFcGj3sAH5WQCzFVgn8ijAz4Jvd/Uh3P4ow3nPnjYTvA1YlVjSzSuAeQnL8LHChuw8BBgOzgBZgAnBHiZ9DUtWDh/Cy78urbovvo3rwkCJHJFJ6+mAoIiK5KCRBvie2/v/yqL+Q0PrswM972BjI57v7O9z9Vnd/vY+1u+92949zKDH+qJm9KaHubODsaH2muz8Q1e1w97uAa6J9F5nZBSV8DkmNP3cCG9p35VX3ofZdjJ84ocgRiZSePhiKiEguCkmQfwh0Zlrnm9m3zSyr/shm9nHgq7FN+STYJePuGzIUiQ9Hlzg0yOzo5wZ3/2WSuuuAJ6P1q/IIryDzFi1gZcXGnO/Kd3dWVmxk3qIFJYpMpHT0wVBERHKRd4Ls7q8B1wKvRZvmAE+Y2afM7Bzg9RvRzOx4MzvLzD5hZr8gtMBWElqP73L3+/ONo0ziTVGvj/FsZoOBd0cP70tW0UNm2hA9nFaS6NKora3Fhx7B/Qd35FRv/cEnsGFVTJkypUSRiZSOPhiKiEguCmlBxt0fAj7GoST5NOAmYCswNdpmhJveHgVuA94RbQP4OfC3hcRQJlNj64/F1sdx6Jo+nqZ+574TzOzYIsaVkZlxy+3LmdO+jp3tz2dVZ2f788xtv4ulq5ZpkhDplfTBUEREclFQggzg7t8FagnjIVtsgdBC7AnbjXBT3grgAvc8OwaWiZkNBT4bPfypu++M7T4xtp5uVI74vhNTliqRuro6blx+E1MPrKThwPaUrWruTsOB7dQeWMFXVtxcsnnQRUpNHwxFRCQXhQzz9jp3/6WZjQE+DHyU0M1gWJKivyd0L/hXd8+vQ2AZRSNvfBcYQehmMT+hSHVs/bDh31Lsq05WwMyuBq4GOOWUU3KONZPZc+cyfMQIFs9byKI991LfMYnzK0eHO/Z9Hw+172JlxUZsWBVrV92p5Fh6vdc/GM5fwuqOS6kbOC5p4uvurD/4BHPa1/HVFUv12hcR6YesVFOomtnJwHHAEOAl4Hl3/0tJTtZNzGwZh5Lij7n7vyXsvxz4XvRwtLv/NsVxLgQ6+12/K8XNfK+rqanxTZs2pSuSN3enubmZW2/+Bo9u2UZLWyvVg4cwfuIErl28kMmTJ6v1TPqUhoaGMH30nn1pPxguXbVMybGISB9nZpvdPXHAheK0ICfj7k8BT5Xq+N3NzG7iUHL8qcTkONISWx+c5nDxfS0pS3UDM6O2tpba2tpyhiHSbaZPn07dkztf/2C4Ysu68MFwSPhgeNviO/TBUESknytZgtyXmNlXgcXRwyXu/vUURZ+JrZ8E/DpFuZNS1BGRbqAPhiIikk7BN+n1dWb2NeAfooefdveb0xR/gnADIsBZacp17nvO3V8sMEQRERERKSIlyGlE3SqWRA8/7e5fS1fe3dsIQ9cBTE9xTAM6Ozb2tvGfRURERPq8onSxMLOjgIuB9xDGAh5K6GebbSc+d/c3FyOWYomS43i3inQtx3FrgcnAeWb2Dnd/OGH/JcCoaP07hUcqIiIiIsVUcIJsZkuA6wmjVeR1CMJYyT1GQp/jRe5+Sw7V1wJ/B5wN/MjMZrv7g9EQcTOBb0bl7nP3B4sWtIiIiIgURUHDvJnZ7YSZ9Aq93dvdfUDmYqVnZqcAf4gedgAvZKhyk7vflHCMkcAGYGS0qY3QnaUqeryVMEnKnmxiKuUwbyIiIiL9VdGHeTOzDwAf51Dr717gh8DDwLOknyijJ6tIWB+eofxRiRvcfbeZnUPov3wxYQrug8D/AncCy9z9QHHCFREREZFiKqSLxTWx9Wbg4r4wIoO776bwFnHcvQX4QrSIiIiISC9RyCgWE6Of7cCsvpAci4iIiIgUkiAPJXSv2OruzxUnHBERERGR8iokQe5sMe6tfY1FRERERA5TSIK8idBXd2RxQhERERERKb9CEuTOSS5ONbPDhscQEREREemN8k6Q3f2HQCOhFflWM8t3ohARERERkR6jkBZkgA8TJr2YCPzMzN5eeEgiIiIiIuVT0FTT7v6imb0buAmYB/zSzLYDG4Hngawnw3D3LxUSi0h/5O40NTVx29JlbNuylZa2VqoHD2H8uRO4dvFCpkyZglnBw3qLiIj0KwUlyJETCFMod0THOxM4I4/jKEEWyUFDQwOLrlmA7d1Pfcckrq+8jKOtipdb97Fhwy7qm66EYVUsXbWMurq6cocrIiLSaxSUIJvZe4B7gepokxP6JOfaZOWZi4hIp7WrV3Pd/CWsqZzFtIFjD2slPqNyBPU+mfv37GDOxZdz4/KbmD13bpmiFRER6V3yTpDN7DTgPiB+c14L8CjwLBofWaQkGhoauG7+EhoH1TOmcnjKcmZG3aBxNFbUM3X+EoaPGMH06dO7MVIREZHeqZAW5M8QkmMHXgEWAne6e9b9jkUkN+7OomsWsKZyVtrkOG5M5XBWd1zK4nkLqXtyp/oki4iIZFDIKBbTYuuXuPtaJccipdXU1ITt3c+0gWNzqlc3cBy+Zx/Nzc0likxERKTvKCRBPpHQevyku99fpHhEJI3bli6jvmNSzq3AZkZ9xyRuW7qsRJGJiIj0HYUkyC9FP3cXIQ4RycK2LVs5r3J0XnXPrxzNts1bixyRiIhI31NIgrybMFrF0KJEIiIZtbS1crRV5VW32qpoaWstckQiIiJ9TyEJ8o+in2eb2bBiBCMi6VUPHsLLvi+vui2+j+rBmhFeREQkk0IS5G8TZsurBL5QnHBEJJ3x505gQ/uuvOo+1L6L8RMnFDkiERGRvifvBNnd/wrMAvYDC8zs86bxo0RKat6iBays2Ih7bnPruDsrKzYyb9GCEkUmIiLSdxQyUcgpwJOEJPnbwBeBWWa2GthIaF3Oetg3d/9jvrGI9Be1tbX40CO4f+8O6gaNy7re+oNPYMOqmDJlSgmjExER6RsKmShkN12niDbgDOCreRzLC4xFpF8wM265fTlzLr6cxor0M+l12tn+PHPb72LNqu9rkhAREZEsFNIHuVPnf1zn8IQ500LCuohkUFdXx43Lb2LqgZU0HNiesruFu9NwYDu1B1bwlRU3U1dX182RioiI9E6Fttpaws9864tIDmbPncvwESNYPG8hi/bcS33HJM6vHB2GcvN9PNS+i5UVG7FhVaxddaeSYxERkRxYrjf7SPerqanxTZs2lTsM6YHcnebmZm69+Rs8umUbLW2tVA8ewviJE7h28UImT56sbhUiIiIpmNlmd69J3K5+vyK9mJlRW1tLbW1tuUMRERHpM4rRB1lEREREpM9QgiwiIiIiEqMEWUREREQkRgmyiIiIiEhM2pv0zOzfYg/d3T+WYl+huhxbRERERKRcMo1iMYeuk398LM2+QilBFhEREZGyy2aYt/hMean2FUqDMYuIiIhIj5ApQf5invtERERERHqltAmyu6dMgtPtExERERHprTSKhYiIiIhIjBJkEREREZEYJcglZGbVZnaDmT1mZq+Y2Utm9oiZLTazQeWOT0REREQOl80oFpIHMzsVaARGRpvagCOAmmi5wswucPc9ZQlQRERERJLKNFHIKd0ViLv/sbvOVWpmVgncQ0iOnwWucvcHzKwCuAT4JjABuAN4f7niFBEREZHDZWpB3k33jFHs9K3W7NnA2dH6THf/JYC7dwB3RYny94GLolbkB8sUp4iIiIgkyLYPsnXD0pfMjn5u6EyOE6wDnozWr+qekEREREQkG9kkyNkmr072rc25lO1VzGww8O7o4X3Jyri7Aw3Rw2ndEZeIiEicu9PY2MisGTMZe/IoTjp2OGNPHsWsGTNpamoi/KsS6Z/SJsjuXpFpAS4C/kJIpPcCywn9ak8FjgIGAscSbkyrB37KoaT7TuBodx9QgudWLuM4dF0fT1Ouc98JZnZsaUMSERE5pKGhgTNHns4nP3AVkzcM4O7Wy3iY+dzdehmTNwygfsaVnHXaGNavX1/uUEXKoqBh3szsI8C9wHGEbgNvcfeF7n6fu//J3dvc/TV33+vuW9z9NnevJSTVLwKzgCYzqyr0ifQgJ8bWn05TLr7vxJSlRERQa58Uz9rVq5k78wpu2TuNxwf+A5+smsIZlSM4ecAwzqgcwSerpvD4wH9g6Z4LmXPx5axdvbrcIYt0u7wT5GgYs28TWoN/6O6XZztkmbs3AO8FDgDjgaX5xtEDVcfW29KUi++rTtxpZleb2SYz2/TCCy8ULTgR6X3U2ifF0tDQwHXzl9A4qJ66QeMwS96L0syoGzSOxkH1XDd/CQ0NDUnLifRVlm+rg5n9E/CPwGvAm9z9uTyOsZzQ7eJVYIS7v5xXMD2ImV0OfC96ONrdf5ui3IXA/dHDd6W4mQ+Ampoa37RpU3EDFZFeYe3q1Vw3fwlrKmcxbeDYpAmNu3P/wR3MaV/HjctvYvbcuWWIVHo6d+fMkadzy95p1A0al3W9hgPbWTzsAR5/cmfKhFqktzKzze5ek7i9kC4WfxP9fCyf5DjSmSBWAecVEEtP0hJbH5ymXHxfS8pSItJvqbVPiqmpqQnbu59pA8fmVK9u4Dh8zz6am5tLFJlIz1NIgvwmwkgUhcwEtzfheH3BM7H1k9KUi+97JmUpEemX3J1F1yxgTeUsxlQOz6rOmMrhrK68lMXzFqpPshzmtqXLqO+YlHMrsJlR3zGJ25YuK1FkIj1PIQly5411Iws4xqlJjtfbPQF0ROtnpSnXue85d3+xtCGJSG+j1j4ptm1btnJe5ei86p5fOZptm7cWOSKRnquQBPkpwg16I83sHXke4/KE4/V67t4G/Dx6OD1ZGQsf3+uih/cnKyMi/Zta+6TYWtpaOTrPQaOqrYqWttYiRyTScxWSIMcTu2/lOpavmV3DoSTxNeChAmLpadZGP89L8eHhEmBUtP6d7glJRHoTtfZJsVUPHsLLvi+vui2+j+rBQ4ockUjPVUiCfBtwMFo/A/iVmV2UqZKZHWtm3wBWRpucMEzcnwuIpadZCzxGaGH/kZldAGBmFWZ2CfDNqNx97v5gmWIUkR5MrX1SbOPPncCG9l151X2ofRfjJ04ockQiPVdlvhXdfbuZ3QB8mZDkjgLuMbPdwHrCTHF/JYx1XA2cBrwduIAwu17n94bPAH+Xbxw9kbu3m9kMYAOhj/YDZtZG+EDS+R9vK3BFeSIUkZ6uevAQXm4toLVviFr7pKt5ixbwyaarqPfJOXXdcXdWVmzk1kXfLWF0Ij1L3gkygLv/i5kNAq4nJMlGSISvSVPNorIATwIXuvtfComjJ3L33WZ2DrAEuJhwXQ4C/0uYYnuZux8oY4gi0oONP3cCGzbs4ozKETnXVWufJFNbW4sPPYL79+7IaRzk9QefwIZVMWXKlBJGJ9KzFDTVNIC7fxGYCvw6ttliS7LH+4FbgHPc/feFxtBTuXuLu3/B3c9296Pc/Wh3r3H3m5Uci0g68xYtYGXFxpyHa+ts7Zu3aEGJIpPeysy45fblzGlfx87257Oqs7P9eea238XSVcs0SYj0KwUnyADu/lN3nwC8E/gq0EgYlaKVcAPei4Thz74PzCPMmrfY3dVJTkQkiddb+w7uyKmeWvsknbq6Om5cfhNTD6yk4cD2lB/A3J2GA9upPbCCr6y4mbq6uqTlRPqqgrpYJHL3h4GHi3lMEZH+6PXWvosvp7GiPqvJQjpb+9as+r5a+ySl2XPnMnzECBbPW8iiPfdS3zGJ8ytHh5s7fR8Pte9iZcVGbFgVa1fdqeRY+iXTbEs9X01NjW/atKncYYhIGaxdvZrr5i9hdeWl1A1MPt20u7P+4BPMaV/HV1cs5ao5c7o/UOl13J3m5mZuvfkbPLplGy1trVQPHsL4iRO4dvFCJk/O7WY+kd7IzDa7e81h25Ug93xKkEX6t4aGhjB99J59aVv7lq5aptY+EZEcKEHuxZQgi4ha+0REii9VglzUPsgiIlIaZkZtbS21tbXlDkVEpM8ryigWIiIiIiJ9hRJkEREREZEYJcgiIiIiIjFKkEVEREREYpQgi4iIiIjEKEEWEREREYlRgiwiIiIiEqMEWUREREQkRgmyiIiIiEiMEmQRERERkZiMU02b2fXR6m/d/fvFPLmZLQfeBbi7TyzmsUVERERE8pExQQZuABxYD6RNkM3stWi1wd3fn8Wx3wyMj44vIiIiIlJ2xe5iYQk/RURERER6FfVBFhERERGJUYIsIiIiIhKjBFlEREREJEYJsoiIiIhIjBJkEREREZEYJcgiIiIiIjFKkEVEREREYpQgi4iIiIjEKEEWEREREYlRgiwiIiIiElOZQ9laM/t9kcsOz+H8IiIiIiIll0uCXAWMzFDGcygbLy8iIiIi0iNkmyBbkcvlW15EREREpKSySZDXljwKEREREZEeImOC7O5zuyMQEREREZGeQKNYiIiIiIjEKEFOYGbHmdlcM7vDzLabWauZ7Tezp8zsx2b2oSyPU21mN5jZY2b2ipm9ZGaPmNliMxtU6uchIiIiIvnJZRSL/uI5ul6XfcBB4KRo+YCZ3Qd82N3bkh3AzE4FGjk0kkcbcARQEy1XmNkF7r6nFE9ARERERPKnFuTDVQK/AuqBN7v7ke5+FHAa8O2ozPuAVckqm1klcA8hOX4WuNDdhwCDgVlACzABuKOEz0FERERE8qQE+XDnu/s73P1Wd399shN33+3uH+dQYvxRM3tTkvqzgbOj9Znu/kBUv8Pd7wKuifZdZGYXlOg5iIiIiEieMnaxMLOl3RGIuy/qjvNk4u4bMhT5NoeS3BrgTwn7Z0c/N7j7L5PUXwd8mdAifRXwYJ6hioiIiEgJZNMH+e/pnhnvekSCnIV9sfUB8R1mNhh4d/TwvmSV3d3NrAG4FphWkghFREREJG+5dLGwEi69ydTY+mMJ+8Zx6Jo+nuYYnftOMLNjixSXiIiIiBRBNi3IzRS/BflUwk1sTi9KkM1sKPDZ6OFP3X1nQpETY+tPpzlUfN+JwIuFRyciIiIixZDNTHpTi3UyMxsBXA+8i+7ptlE0ZlYBfBcYQehmMT9JserYetIh4JLsq05ZSkRERES6XbeMYmFmw8zsq8Bvgas5lJgb8ARwSQHHnmNmXsAyPctT/SvwN9H6J9391/nGnA0zu9rMNpnZphdeeKGUpxIRERGRmJImyGZ2lJl9AXgSWAwcyaF+x38A5gBnufvdpYyjUGZ2E4dajD/l7v+WomhLbH1wmkPG97UkK+Dut7t7jbvXHH/88dkHKyIiIiIFKclMemZ2BCGh/AxwHCEh7uxS8Rzwz8A33f1gEU53J3BvAfVfSrczavleHD1c4u5fT1P8mdj6SUCqVuaTUtQRERERkTIraoJsZgOAjwOfJ9x8Fk+M9wBfBZa5+6vFOqe77wf2F+t4cWb2NWBJ9PDT7n5zhipPAB2ElvmzSDHUW7QP4Dl31w16IiIiIj1I0bpYmNkVwA5gJV1bSFuBfwJGuftXi5kcl1LUrSKeHH8tUx13bwN+Hj1M2rfZzAyoix7eX2iccoi709jYyKwZMxl78ihOOnY4Y08exawZM2lqasK9V90XKiIiImVScIJsZh8ws18D3wFGxXbtB24hJMZfcPeXCz1Xd4mS43i3iozJccza6Od5ZvaOJPsv4dB1+k6eIUqChoYGzhx5Op/8wFVM3jCAu1sv42Hmc3frZUzeMID6GVdy1mljWL9+fblDFRERkR7O8m1VM7P3EqZMrolvBtqB1cCX3D3dWMA9UtTn+B+ih4vc/ZYc61cCW4CzCeMdz3b3B6Nh4mYC3wKOBu5z94uyOWZNTY1v2rQplzD6lbWrV3Pd/CWsqZzFtIFjCY30Xbk79x/cwZz2ddy4/CZmz51bhkhFRESkJzGzze5ec9j2XBNkM5tESIynxjcT+hqvA65399/lH2r5mNkphNE1IPQlzjS+2k3uflOS44wENhAmQ4Ew7nEFUBU93gpc4O57solLCXJqDQ0NzJ15BY2D6hlTOTxj+Z3tzzP1wEpW/+h7TJ+e7Qh/IiIi0helSpCz7mJhZmeb2X8R+thOpetU0fcA4939it6aHEcqEtaHZ1iOSnYQd98NnAN8iTCttAMHgc2Efs2Tsk2OJTV3Z9E1C1hTOSur5BhgTOVwVldeyuJ5C9UnWURERJLKmCCb2VvM7PuEVs/3cygpBniIkOx9wN0fK12Y3cPdd7u75bDckOZYLVHf67Pd/Sh3Pzoa1/hmdz/QjU+rz2pqasL27mfawLE51asbOA7fs4/m5uYSRSYiIiK9WTYtyE8Al0ZlOxPjjYQuAu9191+VKjiRdG5buoz6jklJ+xynY2bUd0zitqXLShSZiIiI9GbZjIM8gNBFoPP76F2EBPn/mNn/KVYg7r6oWMeS/mHblq1cX3lZXnXPrxzNis3rihyRiIiI9AX5TBQyGvi7YgcCKEGWnLS0tXK0VWUumES1VdHS1lrkiERERKQvyCVBzu177NzobinJWfXgIbzcui+vui2+j+ohQ4ockYiIiPQF2STIzSiBlR5o/LkT2LBhF2dUjsi57kPtuxg/cUIJohIREZHeLmOC7O5TuyEOkZzNW7SATzZdRb1PzulGPXdnZcVGbl303RJGJyIiIr1VwVNNi5RLbW0tPvQI7j+4I6d66w8+gQ2rYsqUKSWKTERERHozJcjSa5kZt9y+nDnt69jZ/nxWdXa2P8/c9rtYumpZzsPDiYiISP+gBFl6tbq6Om5cfhNTD6yk4cD2lLPjuTsNB7ZTe2AFX1lxM3V1dd0cqYiIiPQW+QzzJtKjzJ47l+EjRrB43kIW7bmX+o5JnF85Ogzl5vt4qH0XKys2YsOqWLvqTiXHIiIikpalanErysHNTgH+FngPMAI4CDxDmKL6e+7+bMlO3ofU1NT4pk2byh1Gj+fuNDc3c+vN3+DRLdtoaWulevAQxk+cwLWLFzJ5cm4384mIiEjfZmab3b3msO3ZJMhmVgscFz3c4e7bs6hzHXADMLBzE12Hi2sFPu3ut2UMoJ9TgiwiIiJSfKkS5IxdLMysEvgv4KhoU20Wda4HvsChyUU6p6qOJ8lHASvMrMLdV2Z8BiIiIiIi3SCbm/TeCVQTkttfu/vP0hU2swmE5BgOJcMObAc2An/hUKJswE1mNir30EVEREREii+bBHlS9NOBu7Io/0W6Tkv9EDDK3c9293cBJwAfBdqiYx4BLM46YhERERGREsomQZ4YW/+vdAXNbDjwPg61Dv8e+D/u/sfOMh58H7gqKmPAR0x3T4mISD/n7jQ2NjJrxkzGnjyKk44dztiTRzFrxkyamppSDmUpIsWVTYI8Ovr5ShY359UBAzjUheJf3P3VZAXd/T+AX0UPjwXGZhGLiIhIn9TQ0MCZI0/nkx+4iskbBnB362U8zHzubr2MyRsGUD/jSs46bQzr168vd6gifV424yC/iZDs/jaLspNj668BP8xQ/j+Bt0frZwNPZHEOERGRPmXt6tVcN38JaypnMW3g2MOGpDyjcgT1Ppn79+xgzsWXc+Pym5g9d26ZohXp+7JJkKujny9mUTbeX3mbu7dkKP94bP34LI4vIiLSpzQ0NHDd/CU0DqpnTOXwlOXMjLpB42isqGfq/CUMHzGC6dOnd2OkIv1HNl0sOj/GDkxbyGwIMI5DI1f8Kk3xTnti69UpS4mIiPRB7s6iaxawpnJW2uQ4bkzlcFZXXsrieQvVJ1mkRLJJkF+Kfp6UoVxNwvE2Z3HseNLdkUV5ERGRPqOpqQnbu59pA3O7Dadu4Dh8zz6am5tLFJlI/5ZNgvwHQivyaWb2xjTlzot+drY4/yKLY78htv5yFuVFRET6jNuWLqO+Y9JhfY4zMTPqOyZx29JlJYpMpH/LJkF+JPppwCfSlJvFoe4Vz7n7ziyOPS62/qcsyouIiPQZ27Zs5bzK0ZkLJnF+5Wi2bd5a5IhEBLJLkH8UW/+cmb0nsYCZ/T1wevTQyTx6Rad3xtazSahFRET6jJa2Vo62qrzqVlsVLW2tRY5IRCCLUSzc/SEz+zVhGLYjgYfMbB2hC0UFcAHwQQ5NDvIacGum45rZMUBt9HCPu2czjJyIiEifUT14CC+37surbovvo3rIkCJHJCKQ3TBvAB8DfgYMiupcES2dOicGcWBVlt0rPgJURXV+lm3AIiIifcX4cyewYcMuzqgckXPdh9p3MX7ihBJEJSLZdLHA3TcDHwLSfZdjwE+ARZmOF00r/fcc6rP8P9nEISIi0pfMW7SAlRUbcx6uzd1ZWbGReYsWlCgykf4tqwQZwN0bCNNB3wo8R0iIO2+73QbUA+939wNZHO5Swg16nS3PP846YhERkT6itrYWH3oE9x/ckVO99QefwIZVMWXKlBJFJtK/ZZ0gA7j7M+7+SXc/CTiaMDbyYHc/191vc/fXsjzUXYQxkAcCg9z9zzlFLSIi0geYGbfcvpw57evY2f58VnV2tj/P3Pa7WLpqWc7Dw4lIdnJKkOPc/RV3f9bd9+dR1939tWjRBCEiItJv1dXVcePym5h6YCUNB7an7G7h7jQc2E7tgRV8ZcXN1NXVdXOkIv1HtjfpiYiISInMnjuX4SNGsHjeQhbtuZf6jkmcXzk6DOXm+3iofRcrKzZiw6pYu+pOJcciJWaax73nq6mp8U2bNpU7DBERKTF3p7m5mVtv/gaPbtlGS1sr1YOHMH7iBK5dvJDJkyerW4VIEZnZZnevSdxe0hZkM1sDTCH0qnhzKc8lIiLS25kZtbW11NbWZi4sIiVT6i4Ww4GRHBrOTURERESkR8v7Jj0RERERkb5ICbKIiIiISIwS5CyZ2XVm5p1LFuWrzewGM3vMzF4xs5fM7BEzW2xmg7ojZhERERHJnYZ5y4KZjQG+kEP5U4FGQv9rgDbgCKAmWq4wswvcfU9xIxURERGRQqkFOQMzqwD+DagCfplF+UrgHkJy/CxwobsPAQYDs4AWYAJwR4lCFhEREZECKEHObAHwLuB7wP1ZlJ8NnB2tz3T3BwDcvcPd7wKuifZdZGYXFDtYERERESmMEuQ0zOw04MvAX4FPZVltdvRzg7sna3FeBzwZrV9VWIQiIiIiUmyl7oN8MyEh7K2+CQwB6t39hUyzF5nZYODd0cP7kpVxdzezBuBaYFoRYxURERGRIihpgtzZvaA3MrNPABcAD7j7d7KsNo5DrfKPpynXue8EMzvW3V/MM0wRERERKTJ1sUjCzE4Cvga8yqE+w9k4Mbb+dJpy8X0npiwlIiIiIt0u7wTZzF6Llv8u4Bj/ER2jPd9jlMgq4BjgBnf/fQ71qmPrbWnKxfdVJytgZleb2SYz2/TCCy/kEIKIiIiIFKKQFmRL+FnIcfI+hpnNiU/gkccyPeF4HwXeD2wDlhb0zArg7re7e4271xx//PHlCkNERESk31EXixgzGw58HXgN+IS759qy3RJbH5ymXHxfS8pSIiIiItLtyj2T3oDo52sFHONO4N4C6r8UW78ROA64FdhhZkcllH19iujYvgPufiBafyZW9iTg1ynOeVJs/ZkUZURERESkDMqdIJ8Q/cy7FdXd9wP7ixMOp0U/r42WdDpj/lfg76P1J4AOQsv8WaQY6i3aB/CcRrAQERER6VnK1sXCzMYRplx2IJcb4Xosd28Dfh49nJ6sjIXBlOuih9nMzCciIiIi3SirFmQzuz7N7rdk2N/lUMCRwFsIk2QMICTIzVnWLyl3n5puv5ndAHwhKpvqxsK1wGTgPDN7h7s/nLD/EmBUtJ7t+MoiIiIi0k2y7WJxAyGRTWTAm4mSxjztI/T57SvWAn8HnA38yMxmu/uDZlYBzCTMzgdwn7s/WK4gRURERCS5XPogp2oxLWSYtz8DH3P33xZwjB7F3dvNbAawARgJPGBmbYTuLFVRsa3AFeWJUERERETSyTZBXptk22xCq/IzQLZTSncArcBzwBbgQXc/mGXdXsPdd5vZOcAS4GLCzX8Hgf8ljLqxLDbyhYiIiIj0IOaerOdEFhXNOggJ8np3v6ioUUkXNTU1vmnTpnKHISIiItKnmNlmd69J3F7oKBaFzqInIiIiItKj5D0OsrtrFj4RERER6XOU5IqIiIiIxChBFhERERGJUYIsIiIiIhKjBFlEREREJEYJsohIP+PuNDY2MmvGTMaePIqTjh3O2JNHMWvGTJqamsh3+E8Rkb4i71EsRESk92loaGDRNQuwvfup75jE9ZWXcbRV8XLrPjZs2EV905UwrIqlq5ZRV1dX7nBFRMpCCbKISD+xdvVqrpu/hDWVs5g2cCxmXYeyP6NyBPU+mfv37GDOxZdz4/KbmD13bpmiFREpHyXIIiL9QENDA9fNX0LjoHrGVA5PWc7MqBs0jsaKeqbOX8LwESOYPn16N0YqIlJ+6oMsItLHuTuLrlnAmspZaZPjuDGVw1ldeSmL5y1Un2QR6XeUIIuI9HFNTU3Y3v1MGzg2p3p1A8fhe/bR3NxcoshERHomJcgiIn3cbUuXUd8x6bA+x5mYGfUdk7ht6bISRSYi0jMpQRYR6eO2bdnKeZWj86p7fuVotm3eWuSIRER6NiXIIiJ9XEtbK0dbVV51q62KlrbWIkckItKzKUEWEenjqgcP4WXfl1fdFt9H9eAhRY5IRKRnU4IsItLHjT93Ahvad+VV96H2XYyfOKHIEYmI9GxKkEVE+rh5ixawsmJjzsO1uTsrKzYyb9GCEkUmItIzKUEWEenjamtr8aFHcP/BHTnVW3/wCWxYFVOmTClRZCIiPZMSZBGRPs7MuOX25cxpX8fO9uezqrOz/Xnmtt/F0lXLch4eTkSkt1OCLCLSD9TV1XHj8puYemAlDQe2p+xu4e40HNhO7YEVfGXFzdTV1XVzpCIi5VdZ7gBERKR7zJ47l+EjRrB43kIW7bmX+o5JnF85Ogzl5vt4qH0XKys2YsOqWLvqTiXHItJvWa43bUj3q6mp8U2bNpU7DBHpI9yd5uZmbr35Gzy6ZRstba1UDx7C+IkTuHbxQiZPnqxuFSLSL5jZZnevSdyuFmQRkX7GzKitraW2trbcoYiI9EjqgywiIiIiEqMEWUREREQkRgmyiIiIiEiMEmQRERERkRglyCIiIiIiMUqQRURERERilCCLiIhIj+XuNDY2MmvGTMaePIqTjh3O2JNHMWvGTJqamlLOCilSCI2DLCIiIj1SQ0MDi65ZgO3dT33HJK6vvIyjrYqXW/exYcMu6puuhGFVLF21TDM/SlEpQRYREZEeZ+3q1Vw3fwlrKmcxbeDYw2Z3PKNyBPU+mfv37GDOxZdz4/KbmD13bpmilb5GCbKIiIj0KA0NDVw3fwmNg+oZUzk8ZTkzo27QOBor6pk6fwnDR4xg+vTp3Rip9FXqgywiIiI9hruz6JoFrKmclTY5jhtTOZzVlZeyeN5C9UmWolCCnIaZHW1mnzGzX5jZC2a238yeMrMNZnaDmQ1NU7c6KvOYmb1iZi+Z2SNmttjMBnXj0xAREek1mpqasL37mTZwbE716gaOw/fso7m5uUSRSX+iBDkFMzsP+A1wI/BO4GigDTgJmAp8ARiZou6pwK+jMmcBBhwB1AA3ARvNbFhJn4CIiEgvdNvSZdR3TDqsz3EmZkZ9xyRuW7qsRJFJf6IEOQkzezfw38Bw4G7gbUCVuw8DhgBvB74MvJSkbiVwDyF5fha40N2HAIOBWUALMAG4o+RPREREpJfZtmUr51WOzqvu+ZWj2bZ5a5Ejkv5IN+klMLPBwHeAI4Fl7r4wvt/d24BHoiWZ2cDZ0fpMd/9lVK8DuMvMKoDvAxeZ2QXu/mAJnoaIiEiv1NLWytFWlVfdaquipa21yBFJf6QW5MNdCYwCngM+nUf92dHPDZ3JcYJ1wJPR+lV5HF9ERKTPqh48hJd9X151W3wf1YOHFDki6Y+UIB+uM2n9oXtu79Co9fnd0cP7kpXxcHttQ/RwWl4RioiI9FHjz53AhvZdedV9qH0X4ydOKHJE0h8pQY4xs84b6QA2m9kpZna7mf3JzA6Y2fNmdo+ZvT/FIcZx6Jo+nuZUnftOMLNjixC6iIhInzBv0QJWVmzMebg2d2dlxUbmLVpQosikP1GC3NVIoHMItlGERPYTwBuB1ujn3wD3mtk37fBbbE+MrT+d5jzxfSemLCUiItLP1NbW4kOP4P6DO3Kqt/7gE9iwKqZMmVKiyKQ/UYLcVXzotc8DB4FLgKOiESxOBX4Y7f848KmE+tWx9bY054nvq05ZSkREpJ8xM265fTlz2texs/35rOrsbH+eue13sXTVspyHhxNJptcnyGY2x8y8gCU+J2VFwvrH3P3f3f0ggLv/kTBU26NRmc9Fw7qV4nldbWabzGzTCy+8UIpTiIiI9Eh1dXXcuPwmph5YScOB7Sm7W7g7DQe2U3tgBV9ZcTN1dXXdHKn0VRrmrauW2Poud/9xYgF37zCzm4DvAscBE4GHk9QfnOY88X0tyQq4++3A7QA1NTWaN1NERPqV2XPnMnzECBbPW8iiPfdS3zGJ8ytHh6HcfB8Pte9iZcVGbFgVa1fdqeRYiqovJMh3AvcWUD8+2Ue8b3C6zk/bY+uncihBfia2/STCbHrJnBRbfyZFGRERkX5t+vTp1D25k+bmZm69+Rus2LKOlrZWqocMYfzECdy2+A4mT56sbhVSdL0+QXb3/cD+Ih3rRTN7mq4JbDLxd2K8dfcJoIPQPeMsUgz1Fu0DeM7dX8wnVhERkf7AzKitraW2trbcoUg/0uv7IJfA/dHPcWnKnBFb75z0o3OWvZ9HD6eTRDTyRef3QPcnKyMiIiIi5aME+XCro59vMbMPJu6MpopeEj18GtiSUGRt9PM8M3tHkuNfQhhCDsKU1iIiIiLSgyhBTuDuPwX+PXr4LTOb2TlShZmdQujzfE60/x/dvSPhEGuBxwjdMH5kZhdEdSvM7BLgm1G5+9z9wRI+FRERERHJQ6/vg1wicwiTgkwhJMv7zayNruMkf9Hd1yZWdPd2M5sBbCBMPPJAVLcCqIqKbQWuKFn0IiIiIpI3tSAn4e6twHmEWfSaCbPoHUXoUrEOeLe735Cm/m5CK/OXCLPxOWHSkc2E7hmT3H1P6Z6BiIiIiOTLcp3rXLpfTU2Nb9q0qdxhiIiIiPQpZrbZ3WsSt6sFWUREREQkRgmyiIiIiEiMEmQRERERkRglyCIiIiIiMUqQRUQK4O40NjYya8ZMxp48ipOOHc7Yk0cxa8ZMmpqa0I3QIiK9j8ZBFhHJU0NDA4uuWYDt3U99xySur7yMo62Kl1v3sWHDLuqbroRhVSxdtYy6urrMBxQRkR5BCbKISB7Wrl7NdfOXsKZyFtMGjsXMuuw/o3IE9T6Z+/fsYM7Fl3Pj8puYPXdumaIVEZFcKEEWEclRQ0MD181fQuOgesZUDk9ZzsyoGzSOxop6ps5fwvARI5g+fXo3RioiIvlQH2QRkRy4O4uuWcCayllpk+O4MZXDWV15KYvnLVSfZBGRXkAJsohIDpqamrC9+5k2cGxO9eoGjsP37KO5ublEkYmISLEoQRYRycFtS5dR3zHpsD7HmZgZ9R2TuG3pshJFJiIixaIEWUQkB9u2bOW8ytF51T2/cjTbNm8tckQiIlJsSpBFRHLQ0tbK0VaVV91qq6KlrbXIEYmISLEpQRYRyUH14CG87Pvyqtvi+6gePKTIEYmISLEpQRYRycH4cyewoX1XXnUfat/F+IkTihyRiIgUmxJkEZEczFu0gJUVG3Mers3dWVmxkXmLFpQoMhERKRYlyCIiOaitrcWHHsH9B3fkVG/9wSewYVVMmTKlRJGJiEixKEEWEcmBmXHL7cuZ076One3PZ1VnZ/vzzG2/i6WrluU8PJyIiHQ/JcgiIjmqq6vjxuU3MfXAShoObE/Z3cLdaTiwndoDK/jKipupq6vr5khFRCQfleUOQESkN5o9dy7DR4xg8byFLNpzL/Udkzi/cnQYys338VD7LlZWbMSGVbF21Z1KjkVEehHL9UYT6X41NTW+adOmcochIkm4O83Nzdx68zd4dMs2WtpaqR48hPETJ3Dt4oVMnjxZ3SpERHooM9vs7jWJ29WCLCJSADOjtraW2tracociIiJFoj7IIiIiIiIxSpBFRERERGKUIIuIiIiIxChBFhERERGJUYIsIiIiIhKjBFlEREREJEYJsoiIiIhIjBJkEREREZEYJcgiIiIiIjFKkEVEREREYpQgi4iIiIjEKEEWEREREYkxdy93DJKBmb0A/KHccZTYG4C/lDuIXk7XsHC6hoXTNSycrmHhdA0L05+u36nufnziRiXI0iOY2SZ3ryl3HL2ZrmHhdA0Lp2tYOF3DwukaFkbXT10sRERERES6UIIsIiIiIhKjBFl6itvLHUAfoGtYOF3DwukaFk7XsHC6hoXp99dPfZBFRERERGLUgiwiIiIiEqMEWUREREQkRgmylI2ZeQ7LhiT1b8iy7lvK8fy6g5nNyfIavDfDcd5sZqvM7Ekz22dmL5jZejOb2V3PpRzM7Dgzm2tmd5jZdjNrNbP9ZvaUmf3YzD6UoX5Rrn9vZ/b/2zvzeDmKao9/fxdiIIsBAo9VuaCCESSgPHYFBSIPF0AFUdkUBGXRD4IgqBhRhA+4oDyI7FGUgDzUjwvwVGQRBEVASCRsQuABAmFJyEL28/6oGm7NZLqnZ7/3zvl+PvWZ6u7TVWdqarpPV586pbHx/zhd0nxJcyXdJekESa/rtn7dpJk+5v0r0Ip26NVrHPi9tlFW7bYCTk/zXI3jI4C1Yv6uHLmlwEs5x5fVo9QQZQUwO+f44qwDkvYGrgFGxV2vENp9EjBJ0uXA4TY8Jyw8S/l1cBGhP20Y0z6Srgc+amYLc8ppuP2HOpI2Bm4G+uOuhcBIYNuYPilpdzN7uSsKdp9W9LGe7V8VNNQOPX6NA7/XNoaZefI0KBNwAmAxbV7l+OR47OZu69rFNjostsGsBs/fBJgfy7gN2CzuHwN8I2n/k7r9XdvUfgb8FfgcsGmyvx+4JPn+V7Sj/Yd6Ihh+98c2eAbYI+7vAz5GMEQM+F23de1iGzXcx3q9f7WiHXr9GlewjfxeWyW5i4UzmDk8ft5mZg91VZPhy+nAaMIo1wfM7GEAM5tvZl9nINTPVySt2SUd28l7zWx7M5tiZo+VdprZLDM7Argw7jpI0hu6o+Kg5lDg7TH/ETP7I4CZrTCzq4Gj4rG9Je3eDQUHAd7HukuvX+OK4PfaKriB7AxKJO0ETIibl3RTl+GKpNFAyf9uipnNqSJ2Zvx8PbBvB9TqKGa2kr9dBZcm+Z5edjWDQ+PnTWZ2R5XjVwGPx/whnVFpcOF9rHv4Na42fq/Nxg1kZ7BSeqKdS/Adc1rPLsDqMX99NQEzmwXMjJuTOqDTYGNRkl+la1oMQiSNAnaOm1n9x4Ab4mYv9p8ieB9rH36Nq43fazNwA9kZdEgaAxwQN6dZ/uQogC0kzZC0MM6gf0jSxZK2abOqg4l1JN0dv/+rkh6Ls+Z3yzlnyyQ/I0eudGyLZpUcguyW5KfnyDXS/kOdCQzcQ4r0n/UkrZUj16vsluSz+lgv9q9q1NsOfo3Lwe+1+biB7AxGDiRMoIBir3zWJtysXyXMnt8MOAK4W9K32qLh4GMU8A5gCeF/vQnwSeAmSZdJqhaxZoP4+bKZvZpT9tMV8j2BpDWAU+Lmn2v45jXS/kOdtD88nSlVfqyn+lAt6uhjvdi/qlFvO/g1Lh+/1+bgBrIzGDkift5nZnfnyD0CnARsDqxmZuMJkzHeB9wNiDDx4oR2KttlniHMxJ5IaIO1CDeRnYE/RplPAd+vcu7Y+Flr1KB0fGyu1DBCUh9wBbA+4RX4sRmizbT/UCftD3l9KD3WM32oFgX7WC/3r5RG28Gvcfn4vTaPbofR8DR0EgOhdhpNexWoY4tE/tgmdF0N+FssZx4wrtvt16k2TOrqA34Vz1sOvKXi+EXx2FM1yjkjyi3ulfYDzkvO+XSDuua2/1BPwCeSNnpzjtyeidyO3dZ7sKRm+9hw71+taIeheI3rYLsN63ttK5KPIDuDjdIT7SLgp40WYmaLgFPj5hig50JMmdkK4MS42Qd8sEJkXvwcRT6l4/NypYYJkr7DwGje8WZ2WSPlFGj/oU7aH/L6UHqsJ/pQLVrRx3qgfxWiRjv4NS4bv9fWoFf8lpzWMA34bRPnz807qLAk7UFx81qrHpKnHtKwU5s2WVaraGsbVmJmj0p6geA7VtkGz8TPNSWtbtk+ehtWyHeTdvfBswlB8wFONLNzm6irVvsPddL+sCFhwZBqbJjkB0Mf6iqt7GPDvH8VJqcdhuI1ru30yL22adxAdgpjZotp75Km+xAucDBM4zF2oA3rIZ3VvSXZS4yWZoL/s73q1Kad7SfpHAZGok4ys++2o55hxEzC0r99hD5SNYwWA/3nWTPLW6Z22ON9rOMMuWtchxj299pW4C4WzmCi9MrnUeCWFpS3Q5J/PFNqGCPpTQxcCCvb4DbCbGSAvTLO35iBIPK/b7mCg4T4yjs1XM5pUbl57T+ksRAS6va4mdV/RJjIA8O4/xShHX1sOPeveshpB7/GVcfvtQVwA9kZFEh6I7BH3LzMovd/jrxqHB9JmHgBsAC4sWklBxkF2kBA6Sa8ggrXBDNbAFwbNz8naVyVYk6On/MIE2GGHdFwSV95FzJcmm3/YcKP4+d7JG1f5fj+DLxy/UlnVBp8NNLHvH8FmmkHv8atjN9r66DbswQ9eTIzgMmEWbBLgfULyO9KCO9zMLBRsn8EYZJAaVatEUZruv4d29Bm/fF7HkUwQhT39xGe6G9I2uCCjDI2AeZHmVuJM8AJIXxOI9xwhnMbnp200fGdbv+hnghuevfH7/gUsHvSBvsTfL4NuK7bug61Pub9qzXt0OvXuCrt4ffagqnU0Ryna8R4oI8DbwR+bWb7FDhnN+CmZNerhKfXcYQ/LoQL31lm9pVW6jtYkNRP+eusxYRRkLGEIO4lLgeONLNlGeXsTVhitDSTey5hNnJp2dvLgcNtmF0s4kjKE3FzBTC7xinfMbPvJOf304L2H+rEdriJYMhAiCnbRwj/BHAvwXB+uePKdZlm+pj3r0Ar2qFXr3GV+L22PnySnjMY2IPwh4XiEwamE/z5dgTeTvA/W4Nwc34A+DNwkZnlLQ881HkOOI7QBlsD6wBrEsL2PA78hfAK7fasAgDM7DpJWxFeNe5JWLjgZYJhc6GZXZt3/hCmryK/bg35MRXbLWn/oY6ZzYr950Tgw4QRu6WECU/TgPPMbEkXVewmzfQx71+Bptuhh69xlfi9tg58BNlxHMdxHMdxEnySnuM4juM4juMkuIHsOI7jOI7jOAluIDuO4ziO4zhOghvIjuM4juM4jpPgBrLjOI7jOI7jJLiB7DiO4ziO4zgJbiA7juM4juM4ToIbyI7jOI7jOI6T4Aay4zjOMEOSJak/Q2ZyIjO1sxo6RSnyWzqO03rcQHYcp+0osLukCyTdJel5SYslLZI0W9I9kq6WdJKkd0saUaO8mysMh2WSNqtDn/T8c3PkplbUU2+aXLyVHKc3kbSHpB9LelDSPElzJM2QdL6k7bqtn9ObrNptBRzH6SxxtPDQuPkNM5vc5vreCVwKTMwQGQmsDWwDHBD3zZO0j5ndVLCaVYDTgQOb0dVxnM4haTxwMbBflcPjgC2AoyX9CPiimb3aSf2c3sYNZMdx2oakvYBfEYzgEgY8DjwNLAXWAt4MjElkxgLj66zuAElnmtl9DSuczyLgljrPebQdijjOUEfSKOD3wDuS3a8A/wReB7wNWD3u/yywUXxoXtFRRZ2exQ1kx3HagqQNgWsYMI4XAWcCF5nZsxWyfYQb4oeAjwFbNVIlcAbwgUZ1rsFzZrZXm8ruOPHNweQuq+HUwMzUbR3axI8oN46/CZxlZgvhtdHls4Aj4vEPAF+PyXHajvsgO47TLk5lYFR4ObCXmZ1eaRwDmNkKM5thZt82s4nArsCDBet5JMm/X9JOTWntOE5bkbQ1cFCy65tmdlrJOAYwsxfN7DPATxO5EyWt1yE1nR7HDWTHcdpF6ld4lZkVdk8ws1vNbEZB8euAvybbZxStx3GcrvBlwhsfgCeBb+XIfgEoGc6jgM+3US/HeQ03kB2nRyhFVmBggh7A17MiMDRZ11hg/WTXX5oprwBfSfK7SZrU5vq6gqQtJJ0n6SFJCyS9KOkfkr5VbwiwomHeqoUZk7R2jDjytyQiyeOSLpS0aZUyJGl/Sb+V9KykJfG86yXtW18rgKRVJX1c0pWSHpY0V9Krkp6Q9AtJh0iq6UKY1QaStpN0adLOcyTdK+kMSWvXoefmks6SdLtCtJYlGojccrekn0g6StL6OWXUFeZNUp+kAyRNk/RojAqxQNJjkq6RdFDBtumvdj2QtI6kLytEo5kdv88Tkn4maZcC5Y4E3p/suszMlmTJm9lLwP8kuz5cqw7HaQlm5smTpx5IhMlxhVOTdW1QUd6xLf4uNydlnxv33Zjsu6ve8zPkpiZys7r8+50CLMn5zeYDB1b5rfszypucyEwt2G/6Ce4v/66hx7uS88cDf6rR3y4BVLAd3gs8VKAPzwS2rlFWWRsAI4Dv1ij3ZWCXGuUK+DawrOD/bWHR9q9R70TgHwXqewDYrkZZ/ek5cd8k4PkaZZ9To9xJFfLbF/jND6w45y3d/C966o3kk/Qcp3f43/j5doIBC/Av2hNp4SXCjaz0GnV34L/bUE/KqcCdMb+tpP3M7JdtrrMjSPo6K0+omxXTmoTfdDRwpaS5bVRlIjCNEF1gGTAdmEMwpjaJMqOB30U/039THqngiajzKEJYv9I96HDgYeDsvMolHQxcRvkE8+cI/XgpsCnwhrj/rcAtkvY0s78V/H5Toi4QDOEHY7kTgHXi/jXi93ubmT2dUc7phAeaEkb4nz1D8McfR4jcMi4eb/ptrqQdgBuSMiFEhXgg1jmBEDGGmL9R0gfN7OaC5b8H+B2h7ZcDMwj/8/VieSVOlPSkmZ2XUdTEJL8YuKdA9XdUKeORaoKO0zK6baF78uSps4nyUdHJbaznXspHfY6n4ChhgbJvTso9N9n/62T/DKCvnvNrtNWsLv1e7wJWJHo8AOxUIbMB8PN4fHZFu/dnlDs5kZmaU39a1gvx8zxgfIXcXgSDrCR7KXB+zN9DxUhh1PnWRH4+8PocPXYkGKsl+T8BO2TI/SOReyyr3Io2KH23Z4D9gVUSuT5CNIV0BP/yjDLXrZC7BNggQ3YC4cHu4YLtn/VbjiP48pbkFgBHAyMTmRHAYcDcRO5ZYO2MMvur/PYrCCPslb/9loTwbCXZV4AxGeVelsg9UvA/0Ecwpkvnfa0b/0VPvZXcB9lxnHZxUcX294AHJX1D0m6SxlQ7qUm+SriBQlhk4JNtqKPT/JCBkfjHgV3NrMyn28yeIYTHu4qw6Eq7GE94qDrOzF6s0OEGyidQHUKIXzs96vzXCvlnCBM558Rdo8nwL5W0CvATBkaOfwzsYWZ3Vsqa2R3ALrFeCCPbxxX8bi8QHj6uMbPlSZkrzOwSyn3dD1CI5VvJJIIxCnC7mR0Rv+tKmNlMM/s25SOwjfA1BkbOlwP7mtkFZrY4qWupmU0F9iYY8BCM+aKTWscDx5nZCVV++xmx3NJCHmOBj2aU05/knyxSsYXYx+lofX+GqOO0DDeQHcdpFxcDf6jYtxlwGnATMFdhOdlLJB2qFoRvMrP7CUZiicmqsWx1HWxcOZGxVmq2wvjafOtk1xfMbHY1WTMz4BiCa0C7mEl+xIFpwLyYX5VwjznKzOZVE46G1jXJrqxJXh8huCRAeEg4ynIWjDCz+cCRya6jJRWJJ3yimc3KOT6FASOw5CZSyUZJ/rYCdZIa4/UiaXXg08muH5lZ5f8uret24Nxk10GS1ixQ1c1mdn5OuU9QPplu5wzR1yf5etyBXknyY+s4z3Eawg1kx3HagpktIyz8MYXwaraSPsIo7+EEV4anJP1G0juqyNbDaQT/WAg+qUfkyA520lB5s8zsN3nCFmb8/6yN+lyeZ8zFEct0JcMH4ohuHunIctZI6sFJvmxkNEeXOwm+yRDcOTavcco8goGfV+Z8gvtGiWr6LkryE6scbzW7EfzQS/ygwDk/ZOA/OYow6l2LCwvIpA8EWb/l6CS/KEOmGuky0+14++Q4ZbiB7DhO2zCzRWZ2NMFH8TyCz2MWqxBWy/p7nJTWaJ2PApcnu74aR9maZRFhomM9qVm2S/JFy7u+BfVmsZJLQxX+3YT8GpUH48hvOhr5xwJllpie5Gs9eP3dcsKNJTyV5KuNvP49ye8l6WxJaxQot1G2T/KPmFnNyWsWJhfem1FGFkVCNdZqGxhwP4GBB9kipLKvq+M8x2kIj2LhOE7bMbOZBP/Uz0uaAOwEvJNgAG5NMI5LiOAasTT6ZzbC6YRRx9UIo4fHAuc0WFaJbiw1/eYkX3ThlKJyjfBcAZmFSb5e+Wo+vRtRbmx9T1IRQxZCdI8S62RKBfIe3lJq6XsbwUjeNm5/idDvbyJMLLyNYIwvLVhfLdI+Mj1TamWmE/6DlWVkUaR9arVNpcxqBcqsJju/jvMcpyHcQHYcJxdJewIn1BB7zswOLVJeNJZnEqIcIGkcIWrAKQSXiBKTJV1Zwyc0q46nJE0hRM4AOFnShWb2St55g5DUMHwxU6qconKNUNQwbVS+mp/w+Irt99RZZolxNY7XqytU0dfMTNJHCCHRtoy7RxKifJQesBZIuhG4AvhFnj91AdZI8vX89i8k+Zo+yAVH11OyfL5T47aeNzupwe0GstN23MXCcZxabAi8r0batdHCzWxujBCwFWGErcQIyicf1cuZDNxIx1PbyB+MjEzyRQ2Umv65Q4zRtUUK0bH7nZk9SRidPZrqcX5HE/zzrwHul7RVE9U10kcqZUdmSrWe1DDPXEGwCukk3nY+BDoO4Aay4ziDBDNbQDCI09G0mkvX5pQ3G/h+sut4SZWjkYOdRmbuD7cZ/pWRDtY3MzWQJndSaTNbYmZTzOydhHBqHyPEhX6gQnQL4OYiy0hnkLZPPb99Kjunwbob4aEk/8YiJ0gazcAiJxAWcHGctuIGsuM4uZjZ1ALGR3+L6nqC4H5Rop4Rpmp8l7DaFwSD4JQc2cFI6sO7SaZUOZvWFhlSVPox/0dXtGgCM3vezH5uZsea2RaEiBppnPA1CTG8GyEN+1fPb/+mjDLaTfqAsI6kIv/xrSu2Z1YTcpxW4gay4/Qe6QhtkdiwnSaNmdvURCYzm0v58sXHSNogS34QkkYa2C5TqpyickOC+CbgsWTXjt3SpVWY2cNmdhRhwZMS72uwuNSFY2tJNd0l4sIr2ya7iiz33Cpurdh+V4FzUplFwF2tU8dxquMGsuP0HguSfCvCn7UMSX2Uj2xVXYGsTtLwcqsR4iQPFVJjYndJRVbJ+3i7lOkiNyT5T3VNi9bzqyS/boNlpH1kDMG3uRZ7Uj4SX2m0tg0z+xdhWeoSRVa7/ESS/0N0x3KctuIGsuP0Hmm4piLhnepGUp+kj0eDtx4OpDwc15+yBItiZgspX/3t08DGzZbbIa5mYDGFEcDkPGFJe1FsRG6o8QMG3nxsL+nIPOFuUnDFvhLpqnIvZUrlYGYPUR6j+PS8UWRJqwJp+MT7zazTI7JpnPL3S6q2IiEAkj5Eebi+y7NkHaeVuIHsOL1H+jp1kqS3taGOPuBKYIakI4sslCBpP8r9MhfQulXhLgZmxfwIoL9F5bYVM5tDWImwxDGSPltNVtJE4Ked0KvTmNnDlLfD+ZKOj64CmUhaS9IXJF3dXg3LOFfSWZJyJ6BJWgf4crLrlibqTB8A3wpMk7RSHOJoOE+lfInsvKXD28UFDLwdWgX4WTVf5BgzPV3B724z+2UH9HMcj4PsOD3IjcDzhFesowlhpu4ljCy/toywme3bgrpKN7gfSLoFuIMwweYFgn/xmoRYsfuwsu/syXHFr6YxsyWSJhOMg0ZZV9INtcXK+JeZHdNEnRBcQvZlYJLeFEn7Eh5AniDEwZ1EWLJ7JHAVYSR+uPFFwmStnQn3ru8RHhiuJizM8QJhhbXxhMgQOxJiJq9K+XLW7WYcYVGckyTdSTB87yP855YQ3pDsQPi9SlFVlgFnNVqhmV0v6WLgM3HXfsB0SRcR/NiXE8IoHkX5ktvTzOyaRuttFDN7VdJngF8TDOQJwL2SziP4F48A3g18loFR9gUMfD/HaTtuIDtOjxGNxcMJMVhXI9ygts0/q/5qCK/ES2+pVmMgZnItFgNfMrPzW6zTFcDJhJtxI5S+Qz3c12Bdr2Fm8+NiLbcSVgWE7La8j2AEDTsDOfbbScBlhJBpEPzVT+2eVrmIYKTXmlS4DDjMzO6tIVeLowl99OC4vSn5Rve1wGFN1tkwZnadpKMJoe9WJfhgZ41mLwAObEEbOU5h3MXCcXoQM/stMBE4l+ByMYdk9LgF5S8nLDDyOeA3wMsFTnuJMNq8pZmd1ypdEp1WAF9rdbmdIE5s2oYwOlztd1pEcE/ZaQiuFlgYM1toZgcC/wX8mfKILCuJE/r2VwkrNXaKCwmrRD5VQ24ZYQR1GzNr2pXIzJaZ2SGEh4eHckQfAw4B9m9gdbyWYmYXEZad/0uGyArCBM1t4jXLcTqGzKzbOjiOM8yJE5feQni9+wbCa9M+Qki32cB04MFoWDs5SFoPeC+wEcEw/j/gpuiv3FNIWouwmMyGBHedpYSHvUcIk88amvjWKqIf8pYEn/dxhFHluQT97jKzIg+OjdY9AfhPBqJjPA/cY2bT21VnM0h6E7A94S3JcuBp4DYza0UkG8epGzeQHcdxHMdxHCfBXSwcx3Ecx3EcJ8ENZMdxHMdxHMdJcAPZcRzHcRzHcRLcQHYcx3Ecx3GcBDeQHcdxHMdxHCfBDWTHcRzHcRzHSXAD2XEcx3Ecx3ES3EB2HMdxHMdxnAQ3kB3HcRzHcRwnwQ1kx3Ecx3Ecx0lwA9lxHMdxHMdxEtxAdhzHcRzHcZyE/wcSnT1xb4qWPAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", "text/plain": [ "
" ] @@ -151,614 +291,179 @@ } ], "source": [ - "from plotting import plot_training_validation_results\n", + "import warnings\n", + "\n", + "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n", + "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", + "\n", + "import logging\n", + "\n", + "logging.disable()\n", + "\n", + "from plotting import (\n", + " plot_training_validation_results,\n", + " plot_test_results,\n", + " plot_test_results_all_capacities,\n", + " UnderstandModel,\n", + ")\n", + "from utils import read_json\n", + "\n", "\n", "plot_training_validation_results(\n", - " data_dir=\"./data/v2\",\n", + " data_dir=\"./data/v1\",\n", " kind=\"val_total_reward_mean\",\n", " capacity=32,\n", " save_dir=\"./figures/\",\n", - " ymin=-8,\n", - " ymax=8,\n", + " ymin=-16,\n", + " ymax=128,\n", " ylog=False,\n", " xlabel=\"Step\",\n", " figsize=(10, 10),\n", " legend_loc=\"lower right\",\n", - ")" + ")\n", + "\n", + "plot_training_validation_results(\n", + " data_dir=\"./data/v1\",\n", + " kind=\"train_loss\",\n", + " capacity=32,\n", + " save_dir=\"./figures/\",\n", + " ymin=None,\n", + " ymax=None,\n", + " ylog=True,\n", + " xlabel=\"Step\",\n", + " figsize=(10, 10),\n", + " legend_loc=\"upper right\",\n", + ")\n", + "\n", + "plot_test_results(\n", + " data_dir=\"./data/v1\",\n", + " capacity=32,\n", + " save_dir=\"./figures/\",\n", + " ymin=0,\n", + " ymax=128,\n", + " des_size=\"l\",\n", + " figsize=(10, 10),\n", + " legend_loc=\"upper left\",\n", + " question_prob=1.0,\n", + " allow_random_human=False,\n", + " allow_random_question=False,\n", + " version=\"v1\",\n", + ")\n", + "\n", + "plot_test_results_all_capacities(\n", + " data_dir=\"./data/v1\",\n", + " save_dir=\"./figures/\",\n", + " ymin=-128,\n", + " ymax=128,\n", + " des_size=\"l\",\n", + " figsize=(25, 8),\n", + " legend_loc=\"upper left\",\n", + " question_prob=1.0,\n", + " allow_random_human=False,\n", + " allow_random_question=False,\n", + " version=\"v1\",\n", + ")\n", + "\n", + "\n", + "test_debug_scratch_path = \"./models/v1/des_version=v1_allow_random_human=False_allow_random_question=False_pretrain_semantic=False_varying_rewards=False_des_size=l_capacity=32_seed=1/test_debug-mean=99.2-std=7.222.json\"\n", + "test_debug_scratch = read_json(test_debug_scratch_path)[\"0\"]\n", + "test_debug_pretrained_path = \"./models/v1/des_version=v1_allow_random_human=False_allow_random_question=False_pretrain_semantic=True_varying_rewards=False_des_size=l_capacity=32_seed=0/test_debug-mean=115.6-std=3.441.json\"\n", + "test_debug_pretrained = read_json(test_debug_pretrained_path)[\"0\"]\n", + "\n", + "for step in [86]:\n", + " print(f\"STEP: {step}\")\n", + " print()\n", + " print(f\"SCRATCH: {test_debug_scratch[step]}\")\n", + " print()\n", + " print(f\"PRETRAINED: {test_debug_pretrained[step]}\")\n", + " print()\n", + " print(\n", + " \"----------------------------------------------------------------------------\"\n", + " )\n", + "\n", + "um = UnderstandModel(\n", + " model_scratch_path=\"./models/v1/des_version=v1_allow_random_human=False_allow_random_question=False_pretrain_semantic=False_varying_rewards=False_des_size=l_capacity=32_seed=1/checkpoints/epoch=05-val_total_reward_mean=98.20-val_total_reward_std=6.16.ckpt\",\n", + " model_pretrained_path=\"./models/v1/des_version=v1_allow_random_human=False_allow_random_question=False_pretrain_semantic=True_varying_rewards=False_des_size=l_capacity=32_seed=0/checkpoints/epoch=08-val_total_reward_mean=117.80-val_total_reward_std=4.33.ckpt\",\n", + ")\n", + "\n", + "um.compute_reduction(\n", + " tsne_params={\n", + " \"n_components\": 2,\n", + " \"perplexity\": 5,\n", + " \"init\": \"pca\",\n", + " \"learning_rate\": \"auto\",\n", + " }\n", + ")\n", + "\n", + "print(\n", + " len(um.indices[\"humans\"]),\n", + " len(um.indices[\"objects\"]),\n", + " len(um.indices[\"object_locations\"]),\n", + ")\n", + "\n", + "for semantic in [\"scratch\", \"pretrained\"]:\n", + " for interest in [\"humans\", \"objects\", \"object_locations\"]:\n", + " um.plot_embeddings(semantic=semantic, interest=interest)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Average training loss (5 random runs)\n" + "## Below results include some _more_ modifications to the original implementation\n", + "\n", + "1. There have been some modifications to the trajectories of the humans.\n", + "2. +1 reward for a correct answer, and -1 for a wrong answer.\n", + "3. Every time an agent takes an action, there is 0.1 chance of a question being asked. It's stochastic now.\n", + "4. The env can also ask a question that's different from the agent's previous observations. For example, let's say the agent observed at $t=10$. At $t=11$, Bob moved the laptop so the global state of the model is now . In the previous version, at $t=12$, the environment did **NOT** ask where Bob's laptop is, but now with this modification in the version 2, it can.\n" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "train_loss pretrain=False [0.34339116 0.2944826 0.28437312 0.1859172 0.24768818 0.1427532\n", - " 0.12704934 0.15456506 0.14579436 0.13166201 0.20496083 0.19437147\n", - " 0.12502931 0.1218467 0.12413314 0.12053102 0.12255917 0.12036277\n", - " 0.12179567 0.1198831 0.12136932 0.1238743 0.12049079 0.12177726\n", - " 0.12224184 0.120993 0.11946995 0.12062973 0.12035175 0.11900796\n", - " 0.11982179 0.11682916 0.1185118 0.12015126 0.11708471 0.11734315\n", - " 0.1183139 0.11733644 0.1167487 0.12025911 0.11810742 0.11724099\n", - " 0.1143749 0.11672571 0.11630401 0.11636206 0.11406989 0.11554371\n", - " 0.11629961 0.11575589 0.11571774 0.11619519 0.11622206 0.11238732\n", - " 0.11253521 0.11582373 0.11398015 0.11499965 0.11700558 0.11369909\n", - " 0.11495672 0.11544651 0.11478819 0.11489038 0.1155499 0.11303553\n", - " 0.11465126 0.11457516 0.11483876 0.1117683 0.11342941 0.11514294\n", - " 0.11456971 0.11583009 0.11400134 0.11471598 0.11296302 0.11089783\n", - " 0.11371789 0.11484997 0.11406083 0.11235288 0.11206139 0.11228462\n", - " 0.11361215 0.11445794 0.11506657 0.11638159 0.11450842 0.11415352\n", - " 0.11440437 0.11305802 0.11274594 0.11424637 0.11419752 0.11208436\n", - " 0.1142896 0.11193158 0.11280506 0.11476651 0.11279718 0.11107066\n", - " 0.11367201 0.11039303 0.11212461 0.11351585 0.11066253 0.11240838\n", - " 0.11185255 0.11219415 0.11472405 0.11214973 0.11355304 0.11274014\n", - " 0.11275648 0.11405651 0.11295513 0.11498346 0.11357082 0.11159555\n", - " 0.11371843 0.11082268 0.1109576 0.11152646 0.11308847 0.1107399\n", - " 0.11290003 0.11393016 0.112735 0.11383539 0.11329052 0.11483651\n", - " 0.11131041 0.11493044 0.11090659 0.11256628 0.11217058 0.11240066\n", - " 0.11489234 0.11136592 0.11246211 0.11063683 0.11419681 0.11274071\n", - " 0.11014562 0.11221544 0.11573228 0.1123086 0.11268623 0.11186732\n", - " 0.11386947 0.11195822 0.11366028 0.1144257 0.11240571 0.11198624\n", - " 0.11004582 0.1117378 0.11186262 0.11277205 0.11281382 0.11332373\n", - " 0.11253712 0.11389923 0.11407222 0.11103982 0.11349552 0.11169594\n", - " 0.11389456 0.11153478 0.11171874 0.11099529 0.11288245 0.11276524\n", - " 0.11242587 0.11228547 0.11301959 0.11242447 0.11041249 0.11368433\n", - " 0.1122963 0.11378892 0.11370082 0.11187756 0.11234842 0.11149831\n", - " 0.11281356 0.11264668 0.11064707 0.11289033 0.11473455 0.11175414\n", - " 0.11227004 0.11257186 0.11114029 0.11072436 0.1111629 0.10938385\n", - " 0.11352861 0.11120974 0.11169003 0.11298537 0.11298834 0.11136429\n", - " 0.1111444 0.11131721 0.10992105 0.1118158 0.11205519 0.11239559\n", - " 0.11254828 0.10961028 0.11307916 0.11407392 0.11028854 0.11170911\n", - " 0.11128938 0.11092883 0.1108737 0.11145843 0.11265173 0.11220291\n", - " 0.11122053 0.11201745 0.11138483 0.1118493 0.11217874 0.11209635\n", - " 0.11223688 0.11143255 0.11257004 0.10973421 0.11099094 0.11214851\n", - " 0.11299462 0.11193125 0.11006057 0.1114726 0.11299444 0.11017091\n", - " 0.10939353 0.11022674 0.11228082 0.11133682 0.11385874 0.11261569\n", - " 0.11152452 0.1110978 0.11303936 0.11175087 0.11316838 0.11265422\n", - " 0.11305152 0.11163926 0.11088161 0.11170091 0.11237739 0.11057587\n", - " 0.11244041 0.11132334 0.11273517 0.11267763 0.11076749 0.11030472\n", - " 0.11101035 0.11229189 0.11324589 0.1103172 0.11142172 0.11078717\n", - " 0.11037235 0.11198395 0.11181244 0.11196698 0.11248979 0.11015385\n", - " 0.11259422 0.11158266 0.10934912 0.11172621 0.10940393 0.11139863\n", - " 0.11124596 0.11147817 0.11048421 0.11051083 0.1131976 0.11099428\n", - " 0.11053861 0.11093419 0.11049918 0.11198948 0.11018612 0.11015192\n", - " 0.11259404 0.11047623 0.11234462 0.1107014 0.11116464 0.1112141\n", - " 0.11147643 0.11235548 0.111339 0.11156491 0.10969633 0.1082093\n", - " 0.1122201 0.11044049 0.1142373 0.11122887 0.10964376 0.11197857\n", - " 0.11201859 0.11079319 0.11011356 0.11079643 0.11110142 0.11059829\n", - " 0.11129195 0.11163902 0.11046449 0.11151471 0.1105145 0.11088244\n", - " 0.11055301 0.1102823 0.11162199 0.10948806 0.1121606 0.11047723\n", - " 0.11198641 0.11174763 0.1108492 0.11213263 0.11300613 0.11138132\n", - " 0.11129776 0.11231864 0.11100932 0.11102816 0.11044012 0.11126293\n", - " 0.10823932 0.11052144 0.11154314 0.11007262 0.11024873 0.11267938\n", - " 0.11065787 0.11097837 0.11139885 0.11258792 0.11147452 0.10920266\n", - " 0.11126697 0.11140005 0.11165592 0.1097897 0.11012379 0.10971862\n", - " 0.11182162 0.10803097 0.11003637 0.10977446 0.1100081 0.11040435\n", - " 0.10964863 0.11139932 0.11139446 0.11003764 0.10906763 0.11053122\n", - " 0.11033985 0.11126915 0.10728889 0.10998531 0.11026501 0.11082866\n", - " 0.11053733 0.11064954 0.11052445 0.11236319 0.11031957 0.11061106\n", - " 0.10980539 0.10986215 0.11171593 0.10916211 0.11043908 0.11042851\n", - " 0.1079705 0.10916624 0.11054187 0.11091392 0.10887809 0.1086763\n", - " 0.11074101 0.10968273 0.10817663 0.10969952 0.10965478 0.10645408\n", - " 0.10830144 0.11020139 0.10932444 0.1093298 0.11095899 0.1132022\n", - " 0.11000466 0.1091646 0.10787883 0.11039502 0.11036555 0.11222003\n", - " 0.10976569 0.11005997 0.10978377 0.11296016 0.10952923 0.11200559\n", - " 0.11028361 0.1109749 0.11156204 0.10956868 0.10950314 0.10921801\n", - " 0.11013421 0.10934277 0.10929083 0.11100515 0.11105897 0.11252358\n", - " 0.11093405 0.10846328 0.11048622 0.11255435 0.11113983 0.10961013\n", - " 0.10822317 0.10959439 0.10784183 0.10986247 0.11022002 0.10977005\n", - " 0.11084592 0.11100933 0.10849213 0.11063585 0.10869827 0.1087801\n", - " 0.10889022 0.10779796 0.10809463 0.10969243 0.10808363 0.1089986\n", - " 0.10913615 0.10704396 0.11051794 0.1079947 0.11001 0.11255072\n", - " 0.10816045 0.11206965 0.10918091 0.10768246 0.11043622 0.1096681\n", - " 0.11001881 0.10857124 0.10943144 0.10866863 0.11001231 0.11241621\n", - " 0.11161959 0.10902651 0.10993647 0.10990499 0.10937767 0.10888639\n", - " 0.11143726 0.10878284 0.10813832 0.10967996 0.10978072 0.10972771\n", - " 0.1088663 0.10911495 0.10720137 0.10928387 0.10935672 0.10871085\n", - " 0.11140717 0.11080999 0.11007069 0.10984258 0.10942649 0.1092494\n", - " 0.11036385 0.10950137 0.10988014 0.1088097 0.10883951 0.10846239\n", - " 0.10679718 0.11146169 0.10831696 0.11090727 0.10717793 0.10879763\n", - " 0.10985314 0.10664218 0.10859298 0.10961716 0.10846219 0.10875556\n", - " 0.11170655 0.10880916 0.10855603 0.10943231 0.10719166 0.10732387\n", - " 0.10843133 0.10828309 0.10788834 0.10832362 0.1110067 0.10796294\n", - " 0.10900157 0.10910651 0.10842961 0.11031031 0.10875477 0.10971753\n", - " 0.10753945 0.11119848 0.10938264 0.10890794 0.11004655 0.10826253\n", - " 0.1103155 0.10809817 0.10835284 0.10888541 0.10832779 0.10976472\n", - " 0.1069326 0.10855823 0.10958354 0.11067338 0.11025579 0.10940283\n", - " 0.10848973 0.10953952 0.10762335 0.10910945 0.10886021 0.10892642\n", - " 0.10912376 0.10876303 0.10887659 0.10999876 0.10903599 0.10836591\n", - " 0.10882888 0.10997559 0.11217864 0.10933873 0.10997281 0.1089877\n", - " 0.10876357 0.10796695 0.10880865 0.10813299 0.10760563 0.10765353\n", - " 0.10910637 0.10807673 0.10806305 0.11000286 0.10561556 0.10701066\n", - " 0.1075893 0.10737467 0.10717445 0.10893006 0.10768548 0.10970128\n", - " 0.10940077 0.10538514 0.10577004 0.10980605 0.10929018 0.10863388\n", - " 0.11020176 0.1073692 0.10842622 0.10608092 0.10726818 0.10613559\n", - " 0.10823512 0.10800323 0.10621139 0.1086331 0.1072833 0.10935224\n", - " 0.10954882 0.1087714 0.11166146 0.10671801 0.10938576 0.11027558\n", - " 0.10807506 0.10858637 0.10664009 0.10602927 0.10823693 0.10814914\n", - " 0.10826534 0.11004609 0.10712887 0.10784038 0.10635235 0.10852053\n", - " 0.11008046 0.10801646 0.10716165 0.10679605 0.10771479 0.10852026\n", - " 0.10919077 0.10910978 0.10995959 0.10912479 0.10715643 0.10486746\n", - " 0.10496671 0.10904531 0.10784389 0.10832476 0.10933272 0.10979445\n", - " 0.11042279 0.10937065 0.10586218 0.10865388 0.10625811 0.10705992\n", - " 0.10665681 0.10633665 0.10880493 0.10600893 0.10865066 0.10476345\n", - " 0.10811765 0.10855025 0.10946422 0.10629027 0.10957384 0.10657976\n", - " 0.10710895 0.10976331 0.10920217 0.10880758 0.1094247 0.10735322\n", - " 0.10638503 0.1074033 0.10829236 0.11030492 0.10807074 0.10616637\n", - " 0.10903161 0.10861653 0.106531 0.10885435 0.1067507 0.10721534\n", - " 0.10818912 0.10955431 0.10629583 0.10646091 0.1087804 0.10832826\n", - " 0.10843698 0.10760713 0.10582759 0.10570408 0.10869837 0.10636654\n", - " 0.10645195 0.10636594 0.1073602 0.10649123 0.1051952 0.1058879\n", - " 0.10303734 0.10945065 0.10627004 0.10651799 0.10619462 0.10616438\n", - " 0.10924793 0.10453562 0.10691401 0.10849429 0.10656293 0.10745555\n", - " 0.10473897 0.10511786 0.10586726 0.10651832 0.10792238 0.10677843\n", - " 0.10580806 0.10776731 0.10622413 0.10745583 0.10745435 0.10874896\n", - " 0.10518701 0.10785497 0.1040134 0.10602229 0.10714436 0.10675825\n", - " 0.10660425 0.1077501 0.10683789 0.10507983 0.10842356 0.10620051\n", - " 0.10685252 0.10984165 0.1067574 0.10797439 0.10824631 0.10623332\n", - " 0.10629022 0.10793154 0.10887313 0.10642422 0.10567829 0.10490991\n", - " 0.10837925 0.10466019 0.10529548 0.1076399 0.10722517 0.1074248\n", - " 0.10580615 0.10594671 0.10479322 0.10552762 0.10660159 0.10704431\n", - " 0.10516775 0.10547413 0.10578061 0.10337751 0.10632149 0.10585199\n", - " 0.10547877 0.10696929 0.10635081 0.10474491 0.1072735 0.10410396\n", - " 0.10741836 0.10399244 0.10481623 0.10321349 0.10536061 0.1060151\n", - " 0.10781015 0.10509602 0.10689146 0.10674994 0.10608626 0.10879676\n", - " 0.10852303 0.10765982 0.10571104 0.10537712 0.10541296 0.10675099\n", - " 0.10765478 0.10549897 0.10673875 0.10650656 0.106302 0.10695515\n", - " 0.10587539 0.10511326 0.10801562 0.10542452 0.10778079 0.10515431\n", - " 0.1082157 0.10678773 0.1075244 0.10716474 0.10625678 0.10560989\n", - " 0.105313 0.10625446 0.10498287 0.10594691 0.10411281 0.10597169\n", - " 0.1038522 0.10568135 0.10559773 0.10340467 0.10450127 0.10500973\n", - " 0.10533461 0.10698238 0.1039347 0.10508412 0.10402321 0.10427953\n", - " 0.10596327 0.10582761 0.10582846 0.10572316 0.10686091 0.10562919\n", - " 0.10476959 0.10741945 0.10475495 0.10464965 0.1066412 0.10670715\n", - " 0.10576302 0.10489964 0.10523975 0.10521992 0.10505929 0.1060533\n", - " 0.10738419 0.10519136 0.1043567 0.10624318 0.10414942 0.10531653\n", - " 0.10391761 0.10449397 0.10283662 0.10479981 0.10503411 0.10329314\n", - " 0.10640729 0.10577283 0.10435805 0.10499934 0.10457437 0.104638\n", - " 0.10537926 0.10462183 0.10519982 0.10705125 0.10684507 0.10569652\n", - " 0.10875838 0.10437994 0.10617225 0.10530376 0.10463169 0.10734274\n", - " 0.10470035 0.10699627 0.10450498 0.10490632 0.10456224 0.1012941\n", - " 0.10480263 0.1060278 0.10298292 0.10270182 0.10411225 0.10449728\n", - " 0.10427296 0.10238838 0.10660313 0.10461315 0.10527122 0.10592626\n", - " 0.10476498 0.10455388 0.1038123 0.10232214 0.10574288 0.10393118\n", - " 0.1037551 0.10459194 0.10490224 0.1059994 0.10488049 0.10619341\n", - " 0.10486642 0.10579157 0.10664202 0.10495988 0.10558048 0.10364684\n", - " 0.10296224 0.10324614 0.10505482 0.10502743 0.10560559 0.10583718\n", - " 0.1033476 0.10602492 0.10493567 0.10541561 0.10717373 0.10542247\n", - " 0.10675215 0.10448259 0.10431791 0.10446081 0.10508247 0.10662448\n", - " 0.1059063 0.10400925 0.10640258 0.10557941 0.1043228 0.10474454\n", - " 0.10612566 0.10602517 0.10772131 0.10691833 0.1038641 0.10340017\n", - " 0.1040191 0.10467221 0.10361534 0.10300948 0.10521545 0.10375928\n", - " 0.10499377 0.10526516 0.10479969 0.10509728 0.10363832 0.10471098\n", - " 0.10493784 0.10176625 0.10191457 0.10300471 0.1029882 0.10326461\n", - " 0.10420895 0.10423659 0.10111138 0.10386373 0.10211209 0.10433778\n", - " 0.10250542 0.1062311 0.10554523 0.10230706 0.10344114 0.10435054\n", - " 0.10502043 0.10326344 0.10657862 0.10393177 0.10362092 0.10394495\n", - " 0.10519416 0.10662465 0.1073857 0.10572564 0.1035835 0.1054476\n", - " 0.10481308 0.10470007 0.10581745 0.10132553 0.10801169 0.10534083\n", - " 0.10355313 0.1043592 0.10376589 0.1026834 0.1011908 0.10591928\n", - " 0.10479119 0.10631417 0.10167728 0.1066202 0.10509452 0.10724557\n", - " 0.10397326 0.10558568 0.10420131 0.10331288] [0.015856 0.01140595 0.00972022 0.01231619 0.01256477 0.01307818\n", - " 0.00579635 0.00894063 0.01112425 0.00566668 0.00928933 0.01048308\n", - " 0.00425022 0.00220602 0.00640828 0.00301918 0.0053318 0.00400408\n", - " 0.00210783 0.00428988 0.00227731 0.00284458 0.00311458 0.00028467\n", - " 0.00269617 0.00224181 0.00299119 0.00211433 0.00114107 0.00275501\n", - " 0.00485026 0.00133548 0.00179359 0.0013482 0.00202442 0.00295334\n", - " 0.00330975 0.00285039 0.00395353 0.00442766 0.00288494 0.00148132\n", - " 0.00188213 0.0018565 0.0020303 0.00307122 0.00239849 0.00131862\n", - " 0.00148123 0.00189567 0.00252271 0.00347532 0.00215069 0.00238989\n", - " 0.00288637 0.00145946 0.00115192 0.00396924 0.00172725 0.00106512\n", - " 0.00244124 0.00103757 0.00228491 0.00240635 0.00171204 0.00168404\n", - " 0.00241256 0.00075405 0.00196507 0.00284551 0.00329297 0.00087498\n", - " 0.00099742 0.00231931 0.001266 0.00229359 0.0025308 0.00142845\n", - " 0.00133561 0.00136608 0.00195421 0.00199021 0.00107877 0.00150405\n", - " 0.00219977 0.00153923 0.00204492 0.00489477 0.00131448 0.00116288\n", - " 0.00163171 0.00399891 0.00326767 0.00346808 0.00223155 0.00270873\n", - " 0.000965 0.00282903 0.00176052 0.0035997 0.00112815 0.00161564\n", - " 0.00236667 0.00223127 0.00200238 0.00248248 0.00091761 0.00214791\n", - " 0.00318285 0.00310325 0.0017182 0.00225636 0.00320327 0.00157733\n", - " 0.00297378 0.00234448 0.0020831 0.00222985 0.00031788 0.00329235\n", - " 0.00205366 0.00478013 0.0018582 0.00190924 0.00306059 0.00236605\n", - " 0.00293261 0.0020588 0.00366626 0.00341424 0.00265299 0.00204562\n", - " 0.00246013 0.00401213 0.00237874 0.00210459 0.00235771 0.00329153\n", - " 0.0032444 0.00152894 0.00266591 0.0026414 0.00208404 0.00184161\n", - " 0.00363572 0.00143735 0.00225142 0.00249916 0.00253364 0.00142182\n", - " 0.00129056 0.00224117 0.00127775 0.00226722 0.00362852 0.00172025\n", - " 0.00222282 0.00356519 0.00199821 0.00147474 0.00159552 0.00345028\n", - " 0.00301388 0.0046611 0.00441327 0.00228134 0.00214193 0.00380117\n", - " 0.00135815 0.00140623 0.00213715 0.00346902 0.00289259 0.00445623\n", - " 0.0020651 0.00394494 0.00361827 0.00267188 0.00228851 0.00243557\n", - " 0.00141851 0.00224458 0.00286659 0.0023278 0.00261715 0.0026011\n", - " 0.00334681 0.0016623 0.00200105 0.00318614 0.00381957 0.00209548\n", - " 0.00312975 0.00222358 0.00351531 0.00188157 0.00102477 0.00304518\n", - " 0.00243822 0.00214952 0.00160135 0.00231551 0.00247543 0.001536\n", - " 0.00447762 0.0020311 0.00352365 0.00244373 0.0019175 0.00297352\n", - " 0.0013179 0.00251472 0.0039069 0.00359091 0.0013072 0.00302611\n", - " 0.00234757 0.00196294 0.00279786 0.00212269 0.00375371 0.00286645\n", - " 0.00098903 0.00227438 0.00314931 0.00304694 0.000716 0.0030222\n", - " 0.00184465 0.00054806 0.00210265 0.00284877 0.00359321 0.00155911\n", - " 0.00172124 0.0011943 0.00284076 0.00118955 0.00383428 0.00220435\n", - " 0.0029592 0.00153884 0.00350093 0.00164904 0.00149373 0.00246698\n", - " 0.00174236 0.00183408 0.00250578 0.00179564 0.0027252 0.00185367\n", - " 0.00231731 0.00467303 0.00278222 0.00202574 0.00295342 0.00199386\n", - " 0.00233674 0.00303039 0.0015434 0.00231444 0.0031498 0.00258067\n", - " 0.00085041 0.00265864 0.00372002 0.00176334 0.00383052 0.0016899\n", - " 0.00177855 0.00159014 0.00039511 0.00255665 0.0010848 0.00316268\n", - " 0.00212871 0.00297622 0.00201649 0.00126741 0.00120943 0.00193593\n", - " 0.00335494 0.00062336 0.00217213 0.00237387 0.00201671 0.0020867\n", - " 0.00210799 0.00240809 0.00216139 0.00100346 0.00196318 0.00147912\n", - " 0.00154653 0.00243078 0.0024554 0.00273655 0.0044172 0.00186229\n", - " 0.00056977 0.00204547 0.00150803 0.00339695 0.00296235 0.00185432\n", - " 0.00383651 0.00199333 0.00369746 0.00106454 0.00242353 0.00409021\n", - " 0.00217324 0.00176712 0.0015927 0.00207069 0.00287276 0.003059\n", - " 0.00312795 0.0015951 0.00303212 0.00159081 0.00246032 0.00546878\n", - " 0.00128968 0.00208809 0.00211235 0.00194137 0.00332706 0.00227576\n", - " 0.0018704 0.00341508 0.00265901 0.00270035 0.00256003 0.00121896\n", - " 0.00132002 0.00237089 0.00309383 0.00110461 0.00273036 0.00332264\n", - " 0.00117643 0.00245607 0.00265031 0.00107514 0.00258164 0.00332525\n", - " 0.00103059 0.0022469 0.00151108 0.00208566 0.00299213 0.00298911\n", - " 0.00081891 0.003844 0.00193656 0.00198683 0.00216684 0.001546\n", - " 0.00272917 0.00147095 0.00288466 0.00151662 0.00284222 0.00241757\n", - " 0.00186073 0.00222284 0.00304918 0.00230893 0.0022617 0.00313248\n", - " 0.00356037 0.00087302 0.00502486 0.00212338 0.00287498 0.00169466\n", - " 0.00225791 0.00163432 0.00289025 0.00119477 0.00143038 0.00218353\n", - " 0.00283364 0.00167925 0.000629 0.0012234 0.00124625 0.00225536\n", - " 0.00361216 0.00259024 0.0017035 0.0018761 0.00322 0.00295784\n", - " 0.0025194 0.00208445 0.00234075 0.00193629 0.00166239 0.00246859\n", - " 0.00297199 0.00142196 0.0020102 0.00172642 0.00274498 0.00403135\n", - " 0.0027729 0.00329702 0.00137089 0.00264081 0.00250483 0.00187955\n", - " 0.00173475 0.00102778 0.00159652 0.00158839 0.00225205 0.00306161\n", - " 0.00115331 0.00209342 0.00331546 0.00250526 0.00313257 0.00278925\n", - " 0.00215653 0.00150311 0.00173243 0.0030538 0.00201023 0.00340257\n", - " 0.00361041 0.00245282 0.00419537 0.00226226 0.00251511 0.00271225\n", - " 0.00207051 0.0026358 0.00168824 0.00085483 0.00113587 0.00132032\n", - " 0.00170291 0.00179886 0.00206847 0.00154859 0.00196771 0.00242644\n", - " 0.00260491 0.00360219 0.00203088 0.00402025 0.00174659 0.00037117\n", - " 0.00066694 0.00441276 0.00151082 0.00267324 0.00212757 0.00109844\n", - " 0.00198118 0.0036215 0.00017505 0.00203507 0.00252621 0.00284816\n", - " 0.00196166 0.00451246 0.00228579 0.00375703 0.00081786 0.00477894\n", - " 0.00184827 0.00129788 0.00126421 0.00215973 0.00174556 0.00247068\n", - " 0.00306144 0.00222985 0.00182706 0.0040685 0.00248825 0.00366907\n", - " 0.002894 0.00167602 0.0030487 0.00303885 0.00227196 0.00208062\n", - " 0.00181331 0.00162046 0.00293415 0.00178018 0.00202771 0.00151892\n", - " 0.00384317 0.00274532 0.00284925 0.003215 0.00329456 0.00152225\n", - " 0.00215867 0.00310583 0.00267743 0.00111826 0.00379924 0.00147432\n", - " 0.00379512 0.00214175 0.00216938 0.00209328 0.0020751 0.00180184\n", - " 0.00459673 0.00325985 0.00287678 0.00166667 0.00255735 0.00194035\n", - " 0.00323233 0.00222457 0.00151901 0.00277509 0.0028155 0.0025923\n", - " 0.00319873 0.00443384 0.0023267 0.00294667 0.00319882 0.00276234\n", - " 0.00228376 0.00171534 0.00276135 0.00180987 0.00272122 0.00411752\n", - " 0.00291846 0.00227061 0.00467484 0.00228006 0.00304486 0.00211967\n", - " 0.00313288 0.00105852 0.00354927 0.00359916 0.00199386 0.00411398\n", - " 0.00178852 0.00261367 0.00254697 0.00164028 0.00137891 0.00423882\n", - " 0.00171017 0.0023927 0.00207031 0.00306011 0.00154942 0.00319926\n", - " 0.0029572 0.0036108 0.00487354 0.00217763 0.00272379 0.0030814\n", - " 0.00255171 0.00152193 0.00380335 0.00146655 0.00239519 0.00239729\n", - " 0.00297813 0.00107269 0.00156535 0.00242729 0.00283999 0.00182015\n", - " 0.00394488 0.00229934 0.00159976 0.00373234 0.00234537 0.00234493\n", - " 0.00223883 0.00162334 0.00242507 0.00433539 0.00106947 0.00181194\n", - " 0.00149971 0.00151848 0.00203461 0.002189 0.00382975 0.00314343\n", - " 0.00213707 0.00166581 0.00352271 0.00113662 0.00259448 0.00148871\n", - " 0.00319239 0.00221256 0.00293522 0.00405669 0.00243158 0.0049631\n", - " 0.00126927 0.00163778 0.00299697 0.00216822 0.00157044 0.00244983\n", - " 0.00217657 0.00165725 0.00285355 0.00210735 0.00160735 0.00313955\n", - " 0.00255399 0.00102604 0.00336973 0.00192695 0.00257828 0.00146128\n", - " 0.00231162 0.00079792 0.00281704 0.00120146 0.00096669 0.00172609\n", - " 0.00299558 0.00386735 0.00337406 0.0033097 0.00180303 0.00260955\n", - " 0.00435455 0.00111291 0.00297111 0.0038876 0.00106445 0.00229232\n", - " 0.00290954 0.00299428 0.00239107 0.00258875 0.00183644 0.00359275\n", - " 0.00213876 0.00301401 0.00183353 0.00452606 0.00169644 0.00306689\n", - " 0.00337297 0.00384435 0.00183517 0.00137821 0.00312141 0.0020759\n", - " 0.00178747 0.00265468 0.00220653 0.00277523 0.00230274 0.00333511\n", - " 0.00122429 0.00336067 0.00212569 0.00279561 0.0013665 0.00189316\n", - " 0.00291086 0.00197348 0.00208707 0.00215269 0.00154567 0.00252591\n", - " 0.00249452 0.00406183 0.00256468 0.00054105 0.00100267 0.00418537\n", - " 0.00196633 0.00138678 0.00170117 0.00315212 0.00340058 0.00293679\n", - " 0.00353323 0.0020253 0.00224983 0.00303481 0.00254119 0.00343258\n", - " 0.0026866 0.00194705 0.00126342 0.00216624 0.00165548 0.00145656\n", - " 0.00248474 0.00199133 0.00310894 0.00258364 0.00183688 0.00159859\n", - " 0.00220087 0.00412575 0.00225446 0.00507315 0.00194079 0.00286896\n", - " 0.00299385 0.00264241 0.00312552 0.00417144 0.00319749 0.00235536\n", - " 0.00256265 0.00171388 0.00286016 0.00209894 0.00174523 0.00291938\n", - " 0.00192611 0.00185179 0.00106006 0.00360147 0.00324897 0.00199324\n", - " 0.00415851 0.00330748 0.00297979 0.00445183 0.00225788 0.00415314\n", - " 0.00429175 0.00499691 0.00372055 0.00235531 0.00176509 0.00264117\n", - " 0.00212566 0.00266316 0.00109741 0.00189412 0.00346852 0.00370258\n", - " 0.00256111 0.00282561 0.00502298 0.0013519 0.00168426 0.00285951\n", - " 0.00461447 0.00476071 0.00319137 0.00385633 0.00336292 0.00450378\n", - " 0.00164853 0.00105567 0.00330406 0.00338292 0.00118481 0.00232756\n", - " 0.00195275 0.00253428 0.00100114 0.00347158 0.00306702 0.0026172\n", - " 0.00391968 0.00298536 0.00302023 0.00442165 0.004225 0.00150291\n", - " 0.0053142 0.00231001 0.0026923 0.0018855 0.00262348 0.00482532\n", - " 0.00314522 0.00088254 0.00266711 0.00254802 0.00336924 0.00231412\n", - " 0.0041407 0.00192997 0.00181123 0.00188061 0.00284186 0.00318975\n", - " 0.001485 0.00235905 0.00300909 0.00148259 0.00205522 0.0019741\n", - " 0.00363277 0.00359654 0.00394893 0.00227588 0.00234007 0.00250945\n", - " 0.00238843 0.00278644 0.00279441 0.00168236 0.00172881 0.00273835\n", - " 0.00199236 0.00329043 0.00302144 0.00409086 0.00301807 0.00229197\n", - " 0.00129606 0.00238813 0.00323894 0.00187749 0.00265711 0.00252847\n", - " 0.00294502 0.00318885 0.00238722 0.00171069 0.00182734 0.00314346\n", - " 0.00220469 0.00301431 0.00204077 0.00213574 0.00115654 0.00213155\n", - " 0.00197176 0.00324922 0.00346721 0.00145459 0.00192088 0.00175035\n", - " 0.00355851 0.00224497 0.0010526 0.00332537 0.00123559 0.00117367\n", - " 0.00119756 0.00097169 0.0048259 0.00104609 0.00374115 0.0038571\n", - " 0.00443339 0.00384462 0.00159001 0.00325209 0.00404372 0.00367377\n", - " 0.00297203 0.00331649 0.00380553 0.00197897 0.00393286 0.00111562\n", - " 0.00309507 0.00197081 0.00295362 0.0020271 0.00390164 0.00351408\n", - " 0.00311433 0.00285045 0.00291161 0.00325774 0.00341152 0.00208067\n", - " 0.00237504 0.0029012 0.00309782 0.00191469 0.00307817 0.00203524\n", - " 0.00213354 0.00235236 0.00212249 0.00208227 0.00433338 0.00511768\n", - " 0.00405431 0.00275909 0.00340863 0.00339199 0.00234737 0.00133396\n", - " 0.00315697 0.00205729 0.00424016 0.00156878 0.00440104 0.0022302\n", - " 0.00286104 0.00259688 0.00198706 0.00205335 0.00336691 0.00351435\n", - " 0.00319652 0.0038429 0.00284987 0.00311103 0.00300961 0.00262293\n", - " 0.00265221 0.0045623 0.00445376 0.00261002 0.00325283 0.0035731\n", - " 0.00370067 0.00381015 0.00253236 0.00297396 0.00227068 0.00181547\n", - " 0.00300079 0.00428757 0.0013416 0.00312459 0.00199228 0.00188888\n", - " 0.0025018 0.00290262 0.00285061 0.00358185 0.00145462 0.00252693\n", - " 0.00325115 0.00300707 0.00332624 0.00201468 0.00344688 0.00195816\n", - " 0.00221935 0.00244557 0.00293359 0.00344656 0.00327124 0.00132469\n", - " 0.00320309 0.0029083 0.00191693 0.00233176 0.00247439 0.0023678\n", - " 0.00161567 0.00256373 0.00319218 0.00110052 0.00226421 0.00404581\n", - " 0.00374635 0.00470467 0.00176508 0.00215738 0.00293851 0.00183081\n", - " 0.00365604 0.00225575 0.00143246 0.0042156 0.00284906 0.00354993\n", - " 0.00262873 0.00240193 0.00488075 0.00453188 0.00307678 0.00380226\n", - " 0.00323165 0.00318407 0.00491089 0.00140021 0.00300858 0.00218814\n", - " 0.00252819 0.00275478 0.00280408 0.00280315] [ 0 3 4 10 11 14 15 18 19 20 22 23 26 27\n", - " 33 36 37 38 39 40 47 48 49 51 52 54 57 60\n", - " 61 62 63 65 66 67 68 70 71 77 79 80 82 85\n", - " 89 90 95 99 100 103 106 107 109 114 116 121 125 126\n", - " 128 130 131 132 136 137 143 144 146 147 150 157 159 160\n", - " 162 164 170 171 172 175 176 177 178 180 181 184 185 186\n", - " 189 190 191 192 195 199 200 202 203 204 205 207 209 211\n", - " 213 215 216 218 219 220 221 222 224 225 229 235 237 238\n", - " 239 241 242 244 245 246 247 252 253 254 257 258 259 260\n", - " 262 270 271 274 276 278 280 282 283 285 287 288 290 295\n", - " 296 297 298 306 308 309 312 313 316 318 319 322 324 329\n", - " 330 331 332 337 338 340 343 344 345 346 348 350 352 353\n", - " 354 358 360 362 363 364 365 366 367 368 374 377 378 386\n", - " 390 391 392 393 394 395 396 397 398 399 401 402 404 408\n", - " 409 412 413 414 415 418 421 422 425 426 430 431 434 435\n", - " 436 437 438 439 440 441 443 444 445 446 450 451 452 453\n", - " 454 456 458 460 461 464 465 466 468 470 474 475 478 479\n", - " 480 481 482 483 484 486 487 488 489 491 494 498 501 502\n", - " 503 506 508 509 510 511 512 513 514 517 518 519 520 523\n", - " 530 533 534 536 537 538 539 540 542 543 544 546 547 550\n", - " 552 554 555 556 562 563 564 568 571 573 576 580 584 585\n", - " 586 588 590 591 592 594 596 597 598 599 601 602 603 605\n", - " 608 610 613 614 616 618 620 622 623 626 628 629 633 637\n", - " 640 641 642 643 644 645 649 651 652 653 654 655 658 659\n", - " 660 667 670 675 676 677 680 682 683 684 687 692 694 696\n", - " 697 699 702 703 705 709 710 712 715 717 719 720 721 723\n", - " 725 726 727 728 729 731 732 733 738 739 742 743 744 745\n", - " 752 755 756 758 763 764 765 768 769 772 773 775 776 778\n", - " 779 780 781 782 788 791 793 795 796 799 800 804 805 806\n", - " 807 810 818 819 821 822 823 825 826 827 828 832 833 835\n", - " 836 837 839 840 843 845 850 851 854 857 860 862 865 866\n", - " 870 871 881 883 884 885 886 888 890 892 895 897 898 901\n", - " 902 904 906 907 908 910 911 914 918 919 921 923 927 928\n", - " 929 930 931 932 933 935 939 941 942 945 949 952 954 955\n", - " 956 960 962 963 964 965 967 968 971 976 978 979 981 982\n", - " 986 988 989 990 992 994 995 996 998 999 1002 1003 1004 1005\n", - " 1006 1011 1013 1015 1016 1017 1022 1026 1028 1029 1035 1036 1037 1038\n", - " 1039 1043 1045 1046 1052 1053 1056 1058 1059 1060 1062 1065 1066 1067\n", - " 1069 1070 1071 1072 1073 1074 1077 1078 1080 1081 1082 1085 1086 1087\n", - " 1091 1092 1098 1100 1102 1103 1104 1107 1108 1109 1111 1112 1113 1114\n", - " 1116 1119 1121 1122 1125 1126 1128 1129 1130 1131 1132 1134 1135 1136\n", - " 1139 1142 1145 1146 1148 1149 1150 1151 1152 1153 1155 1160 1162 1164\n", - " 1166 1167 1173 1174 1176 1177 1178 1182 1184 1186 1188 1189 1190 1193\n", - " 1194 1195 1197 1198 1201 1202 1205 1206 1207 1209 1213 1214 1215 1217\n", - " 1218 1223 1225 1228 1229 1232 1233 1238 1240 1241 1242 1243 1244 1245\n", - " 1246 1249 1250 1251 1252 1254 1256 1257 1260 1261 1264 1267 1271 1276\n", - " 1277 1278 1282 1285 1290 1293 1296 1298 1299 1302 1306 1310 1314 1315\n", - " 1320 1322 1323 1325 1326 1328 1335 1344 1345 1347 1348 1351 1352 1354\n", - " 1358 1360 1364 1365 1366 1367 1368 1372 1373 1375 1376 1380 1385 1386\n", - " 1390 1393 1397 1400 1403 1405 1413 1416 1417 1419 1421 1422 1431 1432\n", - " 1436 1438 1439 1440 1441 1444 1446 1447 1448 1449 1450 1451 1452 1454\n", - " 1455 1456 1457 1458 1459 1460 1461 1463 1470 1473 1474 1476 1477 1481\n", - " 1482 1483 1487 1488 1489 1490 1491 1493 1494 1498 1499 1500 1502 1505\n", - " 1509 1510 1511 1513 1515 1516 1523 1526 1528 1534 1537 1538 1541 1545\n", - " 1547 1548 1551 1552 1553 1555 1557 1562 1564 1565 1566 1568 1570 1571\n", - " 1572 1573 1576 1578 1580 1581 1582 1585 1590 1595 1596 1597 1601 1602\n", - " 1603 1610 1611 1613 1614 1616 1622 1624 1626 1627 1631 1635 1636 1637\n", - " 1640 1641 1646 1647 1649 1651 1652 1653 1654 1656 1658 1662 1664 1666\n", - " 1669 1670 1674 1677 1679 1680 1681 1682 1685 1686 1687 1688 1693 1694\n", - " 1695 1697 1698 1699 1700 1702 1704 1707 1709 1710 1711 1712 1718 1719\n", - " 1722 1723 1724 1725 1730 1738 1739 1740 1743 1745 1748 1749 1750 1751\n", - " 1753 1754 1757 1762 1763 1765 1766 1768 1775 1776 1777 1780 1781 1784\n", - " 1785 1786 1787 1789 1790 1792 1794 1796 1797 1800 1802 1803 1804 1808\n", - " 1810 1814 1816 1818 1819 1823 1826 1827 1829 1830 1832 1833 1834 1836\n", - " 1837 1838 1844 1845 1846 1847 1848 1851 1853 1860 1864 1865 1866 1867\n", - " 1871 1872 1873 1874 1875 1877 1879 1880 1883 1884 1886 1888 1890 1891\n", - " 1895 1899 1901 1902 1906 1908 1909 1910 1913 1916 1918 1924 1925 1926\n", - " 1928 1929 1932 1935 1936 1939 1940 1941 1942 1945 1947 1950 1951 1953\n", - " 1956 1960 1961 1962 1963 1964 1966 1967 1968 1969 1975 1977 1978 1979\n", - " 1980 1981 1982 1983 1985 1987 1988 1989 1991 1992 1993 1995 2002 2008\n", - " 2016 2017 2021 2022 2023 2025 2026 2028 2031 2032 2034 2035 2036 2038\n", - " 2039 2040 2041 2043 2044 2047]\n", - "train_loss pretrain=False means: [0.38759829 0.33127117 0.31543462 0.19925086 0.27372741 0.13964336\n", - " 0.11283505 0.15949285 0.14377403 0.12424387 0.21336881 0.19477575\n", - " 0.11262993 0.10845374 0.11571954 0.10324625 0.10791892 0.11242832\n", - " 0.10998455 0.10779215 0.10901382 0.10967334 0.10651829 0.10740607\n", - " 0.10792284 0.10833742 0.10642322 0.10604027 0.10678353 0.10546799\n", - " 0.10489375 0.10518696 0.10384576 0.10634297 0.10193651 0.10443508\n", - " 0.10229154 0.10362604 0.09884708 0.10325175 0.10607243 0.10195694\n", - " 0.10050561 0.10306339 0.10101466 0.10139923 0.10162044 0.10173377\n", - " 0.09994654 0.10089284 0.10140708 0.10141316 0.10179171 0.097186\n", - " 0.09782239 0.10266273 0.09849089 0.10171738 0.09725438 0.09682652\n", - " 0.1008452 0.09951281 0.09815334 0.10093396 0.09810913 0.09988973\n", - " 0.0990304 0.09820864 0.09569826 0.09865276 0.09827037 0.1001242\n", - " 0.09979863 0.10057928 0.10034419 0.09975462 0.09696793 0.09914233\n", - " 0.09731872 0.09797259 0.09774603 0.09946502 0.09775559 0.09919476\n", - " 0.09879514 0.10054583 0.09878496 0.1006185 0.09713777 0.10007448\n", - " 0.09609252 0.09832689 0.09903522 0.09592094 0.09895957 0.0971046\n", - " 0.0992565 0.0980481 0.09903095 0.10000178 0.09706717 0.09930452\n", - " 0.0979019 0.09853889 0.09899931 0.09710985 0.09468901 0.09787346\n", - " 0.09915677 0.09759922 0.09507533 0.09823558 0.09686032 0.0988307\n", - " 0.10134124 0.09734539 0.09806771 0.09871489 0.09833106 0.09749899\n", - " 0.0959128 0.09615509 0.09822116 0.09769146 0.09644569 0.09823129\n", - " 0.09928313 0.09568384 0.09854861 0.09943829 0.09773621 0.09665288\n", - " 0.0980891 0.09628713 0.09920206 0.09675506 0.09635824 0.09623695\n", - " 0.10034728 0.09928703 0.09724133 0.0974608 0.10085989 0.09837907\n", - " 0.09957738 0.09741451 0.09858564 0.09889762 0.09712805 0.09849584\n", - " 0.09801299 0.10013252 0.09640078 0.09748108 0.09509657 0.09738683\n", - " 0.09569815 0.09809386 0.0980929 0.09743911 0.09605434 0.09697086\n", - " 0.09691356 0.09782142 0.09478621 0.0960613 0.0971127 0.09872182\n", - " 0.09834851 0.09884954 0.09699982 0.09970069 0.09892459 0.09588876\n", - " 0.09438612 0.09899124 0.09705803 0.09489862 0.09544241 0.1005835\n", - " 0.09622141 0.09527463 0.09680857 0.09697195 0.09672441 0.09671693\n", - " 0.09621445 0.09704014 0.09618281 0.09565252 0.09759524 0.09712898\n", - " 0.09982759 0.09915407 0.09638955 0.09989355 0.09758831 0.09821088\n", - " 0.09539576 0.09693574 0.0972534 0.09582737 0.09675112 0.09892462\n", - " 0.0953094 0.09594646 0.09764749 0.09830732 0.09544078 0.09513214\n", - " 0.09668327 0.09650711 0.09888734 0.09608238 0.09575982 0.09758865\n", - " 0.09511312 0.10115356 0.09802417 0.09819319 0.09679819 0.09678868\n", - " 0.09793233 0.09512 0.09557329 0.09566131 0.09777355 0.09880743\n", - " 0.09677117 0.09474422 0.09559381 0.09811657 0.09416662 0.09440718\n", - " 0.09770312 0.0968142 0.0978105 0.09689387 0.09796572 0.09647496\n", - " 0.09521445 0.09401634 0.09620174 0.09992036 0.09887921 0.09789808\n", - " 0.09672813 0.09963573 0.09780739 0.09594654 0.09705381 0.09798688\n", - " 0.09745566 0.09561822 0.09892317 0.0984141 0.0977313 0.09616184\n", - " 0.09510318 0.09376906 0.09951109 0.09783511 0.09632308 0.0962821\n", - " 0.09554592 0.09727079 0.09435874 0.09610102 0.09852403 0.09803359\n", - " 0.1000731 0.09756007 0.09664353 0.0952797 0.09702896 0.0965363\n", - " 0.09540921 0.09809771 0.09478864 0.09769576 0.09832874 0.0958113\n", - " 0.09543667 0.09650803 0.09214828 0.09506598 0.09781597 0.0956963\n", - " 0.09757849 0.09696199 0.09741731 0.09625468 0.09652261 0.09655319\n", - " 0.09687369 0.09681842 0.09637271 0.09769176 0.09616033 0.09469838\n", - " 0.0965922 0.09790177 0.09567392 0.09612492 0.09748375 0.0936744\n", - " 0.09807092 0.09770505 0.09840167 0.09742938 0.0949023 0.0970356\n", - " 0.09467104 0.09867096 0.09613228 0.09698169 0.09561009 0.09490702\n", - " 0.09413717 0.09850866 0.09532712 0.09588759 0.09465279 0.09894436\n", - " 0.09760313 0.09472827 0.09529102 0.098214 0.09749601 0.09771774\n", - " 0.09657508 0.09717427 0.09555956 0.09353892 0.09619169 0.09696298\n", - " 0.09383477 0.09723232 0.0947712 0.09826429 0.09438504 0.09994466\n", - " 0.09780903 0.09483387 0.09681573 0.09639972 0.09674997 0.09468814\n", - " 0.09458932 0.09651822 0.09619644 0.10044365 0.09475324 0.09650682\n", - " 0.09638051 0.0929269 0.09280782 0.09414642 0.09813677 0.09693621\n", - " 0.09660054 0.09782957 0.09362445 0.09826709 0.09784873 0.09467208\n", - " 0.09584066 0.0940551 0.09193935 0.0946018 0.09697332 0.09431942\n", - " 0.09500773 0.09555009 0.09521978 0.09719162 0.09748917 0.0942836\n", - " 0.09507319 0.0965081 0.09795756 0.09581854 0.09591345 0.09579317\n", - " 0.09498694 0.0947258 0.09412521 0.09343732 0.09540795 0.09239325\n", - " 0.09723298 0.09338696 0.09421191 0.09559125 0.09564586 0.09096267\n", - " 0.09497849 0.09484687 0.09423644 0.09547555 0.09425398 0.09518392\n", - " 0.09356796 0.095748 0.09365937 0.09289071 0.0949731 0.09487097\n", - " 0.0925881 0.09521558 0.09612816 0.09451696 0.0949573 0.09586597\n", - " 0.09660435 0.096556 0.09465369 0.09653768 0.09543236 0.0956342\n", - " 0.09332383 0.09463276 0.09567515 0.09728535 0.09461011 0.09596454\n", - " 0.09636421 0.09491669 0.09556177 0.09367262 0.09538279 0.09680188\n", - " 0.09666555 0.09479116 0.09754219 0.09425172 0.09532139 0.0959952\n", - " 0.09430802 0.09591954 0.09759122 0.09336908 0.0966204 0.09582182\n", - " 0.09758366 0.09474594 0.09500029 0.09355271 0.0947143 0.09304334\n", - " 0.09531003 0.09354529 0.09405811 0.09469665 0.09473078 0.09833857\n", - " 0.09599703 0.09653338 0.09540634 0.09385497 0.09590347 0.09469729\n", - " 0.09744626 0.0967204 0.09352238 0.0961471 0.09270657 0.09836925\n", - " 0.09324053 0.09579149 0.09490685 0.09578844 0.092526 0.09543269\n", - " 0.09204091 0.09525834 0.09464265 0.09317533 0.09441687 0.09624484\n", - " 0.09309587 0.09506419 0.09523086 0.0928736 0.09658156 0.09384884\n", - " 0.09561771 0.09436669 0.09788732 0.0940608 0.09484984 0.0936054\n", - " 0.09423851 0.09381513 0.0937777 0.09696906 0.09432002 0.09502753\n", - " 0.09332185 0.09462956 0.09661656 0.09545378 0.09274094 0.09356402\n", - " 0.09519104 0.09326352 0.09489481 0.09566774 0.09580742 0.09672481\n", - " 0.09329746 0.09178768 0.09302468 0.09358029 0.09531461 0.0956124\n", - " 0.09536471 0.09433238 0.09224193 0.09200302 0.09351512 0.09206415\n", - " 0.09296117 0.09535305 0.09260522 0.09194501 0.09203761 0.09439705\n", - " 0.09235061 0.09154469 0.09419606 0.09562347 0.0909136 0.09417166\n", - " 0.09324858 0.09582186 0.09306889 0.09415841 0.09493704 0.09478527\n", - " 0.09139006 0.09435737 0.09428302 0.09373191 0.09496581 0.09192874\n", - " 0.09361777 0.09499441 0.09223439 0.09631173 0.09509538 0.09472753\n", - " 0.09277625 0.09509735 0.09413919 0.09311245 0.09197092 0.09412526\n", - " 0.09496063 0.09711087 0.09493884 0.09703799 0.09245785 0.09630068\n", - " 0.0910741 0.09222611 0.09314856 0.09300292 0.09478294 0.093172\n", - " 0.09241316 0.09469188 0.09706187 0.09368283 0.09573348 0.09606019\n", - " 0.09440693 0.0936565 0.09266843 0.0924747 0.09540181 0.09450321\n", - " 0.09008478 0.09077824 0.09285237 0.09442019 0.09363756 0.0938169\n", - " 0.09091503 0.09248716 0.09498766 0.09485079 0.09395446 0.09105135\n", - " 0.09740096 0.09158896 0.09059557 0.09224286 0.09160208 0.09149145\n", - " 0.09598072 0.09254881 0.0953303 0.0935938 0.09686837 0.092025\n", - " 0.09067251 0.09167442 0.09670121 0.09618599 0.09517685 0.09313989\n", - " 0.09218401 0.0944314 0.09453479 0.09277199 0.09295204 0.09301914\n", - " 0.09269328 0.09504269 0.0939858 0.09153714 0.09252951 0.09427383\n", - " 0.09227403 0.09539101 0.09430264 0.09341006 0.09444143 0.09316845\n", - " 0.09069631 0.09499051 0.09148553 0.09692262 0.09459367 0.09510997\n", - " 0.09463115 0.09431256 0.09291156 0.0931373 0.09455988 0.09215396\n", - " 0.09371105 0.09121074 0.09047904 0.09310593 0.08998585 0.09124199\n", - " 0.09218424 0.09104919 0.09132098 0.09234197 0.09212029 0.09222224\n", - " 0.09315236 0.09507817 0.09035565 0.09182932 0.09292656 0.09404651\n", - " 0.09076767 0.09060534 0.0921268 0.09183554 0.09417764 0.09399155\n", - " 0.09132579 0.0921442 0.09249837 0.09296577 0.09124664 0.09211892\n", - " 0.09251707 0.09522665 0.09201064 0.09528252 0.09153024 0.09302683\n", - " 0.09302668 0.09251217 0.09398214 0.09444491 0.09451057 0.09250551\n", - " 0.09451272 0.09241717 0.0943386 0.09242389 0.09547724 0.08898461\n", - " 0.09190435 0.09601517 0.08968366 0.09145436 0.09283396 0.09164292\n", - " 0.09073074 0.08749318 0.09294824 0.09124959 0.0897263 0.09189661\n", - " 0.0900704 0.09300177 0.09059819 0.09310911 0.09172898 0.09113963\n", - " 0.09087202 0.0919222 0.09264492 0.09250025 0.09144678 0.08896451\n", - " 0.09075683 0.08992531 0.09004021 0.09307104 0.09217846 0.09441258\n", - " 0.09272364 0.09358709 0.08994986 0.09247683 0.0920867 0.09221487\n", - " 0.09331837 0.0908846 0.09341175 0.0915871 0.09308944 0.09200155\n", - " 0.09211977 0.08969999 0.09350529 0.09506596 0.09239205 0.0889094\n", - " 0.09344648 0.09306746 0.09127457 0.09407808 0.09102954 0.08927278\n", - " 0.09318997 0.09275745 0.09179374 0.08929305 0.0909628 0.09205685\n", - " 0.09171826 0.09028787 0.09115369 0.09131221 0.09248311 0.08808865\n", - " 0.09320892 0.09184818 0.09010591 0.09244007 0.09243866 0.09052205\n", - " 0.09221491 0.09270702 0.09235625 0.09236508 0.09009095 0.0928987\n", - " 0.09360856 0.09099076 0.09117703 0.09235099 0.09214207 0.09312129\n", - " 0.09327329 0.09225772 0.08928484 0.09281478 0.09193963 0.09103006\n", - " 0.0931367 0.0916603 0.09095764 0.08932331 0.0919756 0.09047752\n", - " 0.0931466 0.09163194 0.09062968 0.09255082 0.09105685 0.09462221\n", - " 0.09272178 0.09137445 0.09068666 0.09420001 0.0930342 0.0930774\n", - " 0.09432141 0.09315483 0.09087266 0.09190175 0.09368443 0.09037912\n", - " 0.09099427 0.09192405 0.08991651 0.09152235 0.09312011 0.09225004\n", - " 0.08999077 0.09139626 0.09166071 0.08951134 0.09099022 0.09010372\n", - " 0.09247372 0.09102108 0.09155652 0.09131554 0.09222265 0.09184318\n", - " 0.091015 0.09219514 0.0916505 0.08991001 0.08729536 0.09019824\n", - " 0.08973649 0.09020347 0.09045889 0.09021653 0.08898486 0.08957303\n", - " 0.0900945 0.09017325 0.09153985 0.09268544 0.08953998 0.09148903\n", - " 0.09265503 0.08976048 0.09019632 0.09019592 0.09075953 0.0908944\n", - " 0.09255069 0.09117739 0.08947586 0.0893258 0.08935095 0.09251795\n", - " 0.09021824 0.08889895 0.08908892 0.08838553 0.09094393 0.09000448\n", - " 0.09238044 0.09270396 0.09030317 0.09168848 0.09199966 0.09066921\n", - " 0.09132756 0.0924206 0.09226274 0.08840118 0.09041525 0.08972813\n", - " 0.09129708 0.09304931 0.09016072 0.09246093 0.08958698 0.0891351\n", - " 0.09230117 0.08930309 0.08934482 0.09119436 0.08926618 0.09037928\n", - " 0.08908272 0.08882983 0.08734243 0.08944745 0.08964804 0.08742705\n", - " 0.08776772 0.09269736 0.09077999 0.09033672 0.0907432 0.08885912\n", - " 0.08771345 0.09193314 0.09123001 0.08742089 0.09013459 0.08740125\n", - " 0.09086269 0.08951147 0.0901993 0.09069182 0.08826629 0.09234014\n", - " 0.0913969 0.0920789 0.09152967 0.08885703 0.08799312 0.09084801\n", - " 0.09055926 0.09075295 0.09185004 0.09032748 0.0904145 0.08828448\n", - " 0.09000364 0.09079132 0.09162482 0.08977872 0.09178346 0.08770835\n", - " 0.08843348 0.09069385 0.08894104 0.08890542 0.09115253 0.08879687\n", - " 0.08918647 0.089668 0.08924456 0.0911884 0.08911576 0.08702272\n", - " 0.09078126 0.08831572 0.09083479 0.08753701 0.08904289 0.08951323\n", - " 0.08988941 0.09000455 0.09100192 0.08966798 0.08881866 0.09059386\n", - " 0.09088597 0.09128277 0.08668095 0.08930658 0.08913861 0.09390373\n", - " 0.08987922 0.08988941 0.08779712 0.09180999 0.08781021 0.08835964\n", - " 0.09045829 0.09058277 0.0907329 0.09089993 0.08920067 0.09290718\n", - " 0.0901501 0.08967547 0.09075179 0.09026687 0.09071125 0.08955243\n", - " 0.08919807 0.08717291 0.09125813 0.08783316 0.08649358 0.0869435\n", - " 0.09198885 0.08979484 0.0904133 0.09115648 0.08749045 0.09054072\n", - " 0.09066302 0.08918642 0.08863994 0.08779603 0.09070988 0.08868557\n", - " 0.09057895 0.09064389 0.08816324 0.09072011 0.09181524 0.08860226\n", - " 0.08852572 0.08812797 0.09059564 0.0900741 ]\n" + "STEP: 86\n", + "\n", + "SCRATCH: {'state': [\"[{'human': 'Keith', 'object': 'train', 'object_location': 'zoo', 'timestamp': 38}, {'human': 'Laura', 'object': 'bird', 'object_location': 'nursery', 'timestamp': 40}, {'human': 'Lisa', 'object': 'dog', 'object_location': 'city', 'timestamp': 43}, {'human': 'Marilyn', 'object': 'handbag', 'object_location': 'store', 'timestamp': 45}, {'human': 'Martha', 'object': 'car', 'object_location': 'city', 'timestamp': 46}, {'human': 'Matthew', 'object': 'boat', 'object_location': 'classroom', 'timestamp': 47}, {'human': 'Michael', 'object': 'elephant', 'object_location': 'circus', 'timestamp': 48}, {'human': 'Nancy', 'object': 'donut', 'object_location': 'park', 'timestamp': 49}, {'human': 'Natalie', 'object': 'sheep', 'object_location': 'farm', 'timestamp': 50}, {'human': 'Nicholas', 'object': 'keyboard', 'object_location': 'desk', 'timestamp': 51}, {'human': 'Olivia', 'object': 'donut', 'object_location': 'kitchen', 'timestamp': 52}, {'human': 'Patricia', 'object': 'oven', 'object_location': 'home', 'timestamp': 53}, {'human': 'Rachel', 'object': 'bicycle', 'object_location': 'garage', 'timestamp': 54}, {'human': 'Susan', 'object': 'bowl', 'object_location': 'cupboard', 'timestamp': 61}, {'human': 'Barbara', 'object': 'dog', 'object_location': 'kennel', 'timestamp': 69}, {'human': 'Christopher', 'object': 'kite', 'object_location': 'kitchen', 'timestamp': 78}]\", \"[{'object': 'kite', 'object_location': 'air', 'num_generalized': 1}, {'object': 'kite', 'object_location': 'kitchen', 'num_generalized': 1}, {'object': 'donut', 'object_location': 'lap', 'num_generalized': 1}, {'object': 'keyboard', 'object_location': 'desk', 'num_generalized': 1}, {'object': 'dog', 'object_location': 'kennel', 'num_generalized': 1}, {'object': 'boat', 'object_location': 'farm', 'num_generalized': 1}, {'object': 'elephant', 'object_location': 'closet', 'num_generalized': 1}, {'object': 'keyboard', 'object_location': 'tree', 'num_generalized': 1}, {'object': 'bowl', 'object_location': 'cupboard', 'num_generalized': 1}, {'object': 'sandwich', 'object_location': 'lunchbox', 'num_generalized': 1}, {'object': 'train', 'object_location': 'zoo', 'num_generalized': 2}, {'object': 'boat', 'object_location': 'water', 'num_generalized': 2}, {'object': 'handbag', 'object_location': 'store', 'num_generalized': 2}, {'object': 'bicycle', 'object_location': 'garage', 'num_generalized': 2}, {'object': 'car', 'object_location': 'city', 'num_generalized': 3}, {'object': 'oven', 'object_location': 'home', 'num_generalized': 3}]\", \"[{'human': 'Frank', 'object': 'bowl', 'object_location': 'cupboard', 'timestamp': 86}]\"], 'q_values': [[0.15879413485527039, 0.12524935603141785, 0.16246303915977478]], 'step': 86}\n", + "\n", + "PRETRAINED: {'state': [\"[{'human': 'Alexander', 'object': 'bowl', 'object_location': 'cupboard', 'timestamp': 0}, {'human': 'Amanda', 'object': 'oven', 'object_location': 'home', 'timestamp': 1}, {'human': 'Ann', 'object': 'keyboard', 'object_location': 'tree', 'timestamp': 2}, {'human': 'Arthur', 'object': 'oven', 'object_location': 'home', 'timestamp': 4}, {'human': 'Barbara', 'object': 'donut', 'object_location': 'lap', 'timestamp': 5}, {'human': 'Billy', 'object': 'elephant', 'object_location': 'closet', 'timestamp': 7}, {'human': 'Brenda', 'object': 'train', 'object_location': 'zoo', 'timestamp': 8}, {'human': 'Brittany', 'object': 'bird', 'object_location': 'desk', 'timestamp': 9}, {'human': 'Carl', 'object': 'boat', 'object_location': 'city', 'timestamp': 10}, {'human': 'Carol', 'object': 'bicycle', 'object_location': 'garage', 'timestamp': 11}, {'human': 'Catherine', 'object': 'train', 'object_location': 'zoo', 'timestamp': 12}, {'human': 'Christina', 'object': 'car', 'object_location': 'city', 'timestamp': 13}, {'human': 'Diana', 'object': 'boat', 'object_location': 'farm', 'timestamp': 16}, {'human': 'Elijah', 'object': 'sandwich', 'object_location': 'lunchbox', 'timestamp': 19}, {'human': 'Ethan', 'object': 'sheep', 'object_location': 'apartment', 'timestamp': 20}]\", \"[{'object': 'sheep', 'object_location': 'farm', 'num_generalized': 1}, {'object': 'elephant', 'object_location': 'circus', 'num_generalized': 1}, {'object': 'bowl', 'object_location': 'cupboard', 'num_generalized': 1}, {'object': 'airplane', 'object_location': 'sky', 'num_generalized': 1}, {'object': 'dog', 'object_location': 'kennel', 'num_generalized': 1}, {'object': 'boat', 'object_location': 'water', 'num_generalized': 1}, {'object': 'bird', 'object_location': 'tree', 'num_generalized': 1}, {'object': 'kite', 'object_location': 'air', 'num_generalized': 1}, {'object': 'keyboard', 'object_location': 'desk', 'num_generalized': 1}, {'object': 'oven', 'object_location': 'home', 'num_generalized': 1}, {'object': 'handbag', 'object_location': 'store', 'num_generalized': 1}, {'object': 'donut', 'object_location': 'bakery', 'num_generalized': 1}, {'object': 'bicycle', 'object_location': 'garage', 'num_generalized': 1}, {'object': 'train', 'object_location': 'zoo', 'num_generalized': 1}, {'object': 'sandwich', 'object_location': 'lunchbox', 'num_generalized': 1}, {'object': 'car', 'object_location': 'city', 'num_generalized': 1}]\", \"[{'human': 'Frank', 'object': 'bowl', 'object_location': 'cupboard', 'timestamp': 86}]\"], 'q_values': [[0.20692986249923706, 0.2212214171886444, 0.25227585434913635]], 'step': 86}\n", + "\n", + "----------------------------------------------------------------------------\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n", + "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "64 16 29\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -767,608 +472,22 @@ "needs_background": "light" }, "output_type": "display_data" - } - ], - "source": [ - "plot_training_validation_results(\n", - " data_dir=\"./data/\",\n", - " kind=\"train_loss\",\n", - " capacity=32,\n", - " save_dir=\"./figures/\",\n", - " ymin=None,\n", - " ymax=None,\n", - " ylog=True,\n", - " xlabel=\"Step\",\n", - " figsize=(10, 10),\n", - " legend_loc=\"upper right\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "train_loss pretrain=False [0.51007444 0.48703726 0.48145661 0.44250905 0.47302276 0.43725948\n", - " 0.43988031 0.44565352 0.43440852 0.43105043 0.46150297 0.4543301\n", - " 0.43714822 0.43768748 0.43974355 0.43374622 0.4396686 0.43581094\n", - " 0.43837221 0.43758141 0.43423531 0.43143742 0.43204489 0.43660926\n", - " 0.43106472 0.43727264 0.43913857 0.43399039 0.42800838 0.43571656\n", - " 0.42751317 0.42837956 0.44108328 0.42909462 0.43266954 0.43300923\n", - " 0.43599807 0.42508519 0.43231079 0.42912749 0.43759263 0.43610713\n", - " 0.4329004 0.43499472 0.43948934 0.43557009 0.43075575 0.4372404\n", - " 0.43303111 0.43362273 0.43470948 0.42852741 0.43000193 0.43125134\n", - " 0.42204114 0.43050807 0.42039929 0.42409742 0.42404822 0.41821427\n", - " 0.4259773 0.43034918 0.42730417 0.42379618 0.41672678 0.42608663\n", - " 0.42526464 0.42695377 0.42655939 0.42246603 0.42197806 0.41944458\n", - " 0.43266907 0.4343049 0.42052712 0.42198094 0.41630884 0.41667433\n", - " 0.42588021 0.42334824 0.41856856 0.42899814 0.41865172 0.42892816\n", - " 0.42585939 0.41732636 0.4183323 0.41568891 0.42235499 0.43117209\n", - " 0.42046116 0.41856357 0.422363 0.42786089 0.41287499 0.42057272\n", - " 0.42290834 0.42177743 0.41857722 0.41996377 0.41740955 0.41845696\n", - " 0.42509143 0.43548313 0.41870632 0.4180819 0.42871016 0.42345399\n", - " 0.41762585 0.42887077 0.42255849 0.42487757 0.41762531 0.41960158\n", - " 0.42847009 0.42002157 0.42917951 0.42846591 0.41822433 0.41847935\n", - " 0.42519981 0.42492735 0.42381952 0.41659343 0.41923318 0.43156542\n", - " 0.41645046 0.41667637 0.41432531 0.4199301 0.41541582 0.41571827\n", - " 0.42707028 0.42392512 0.42282978 0.43112777 0.42635827 0.43220856\n", - " 0.42495784 0.41499794 0.42782519 0.42630433 0.4185592 0.42657406\n", - " 0.42700329 0.42468593 0.41567199 0.42538026 0.42370358 0.41784205\n", - " 0.42286738 0.41796179 0.42541398 0.4275286 0.41848133 0.41877909\n", - " 0.42490426 0.41465719 0.41948509 0.42163382 0.42413368 0.42434223\n", - " 0.42321671 0.42331225 0.41428375 0.41117126 0.4330342 0.42459005\n", - " 0.42152883 0.42050902 0.41842226 0.42383751 0.41451176 0.41520115\n", - " 0.41872117 0.42032521 0.4204291 0.41957918 0.41951934 0.43158054\n", - " 0.42018776 0.41841355 0.42345163 0.42487065 0.42131581 0.41767416\n", - " 0.41810999 0.41746174 0.42127684 0.41904199 0.41525444 0.41494416\n", - " 0.41688855 0.42044644 0.41767274 0.42672434 0.42505115 0.41034741\n", - " 0.41585107 0.41579176 0.42642584 0.41838899 0.41925353 0.42418668\n", - " 0.41736458 0.41131873 0.42142215 0.4210129 0.4109172 0.41899257\n", - " 0.41317103 0.42224641 0.42739645 0.42383978 0.41930057 0.40465407\n", - " 0.41605257 0.42034371 0.41949437 0.41230795 0.42385053 0.40299535\n", - " 0.41669696 0.4175254 0.42035114 0.42413021 0.41963293 0.4202346\n", - " 0.41439151 0.42432571 0.42352036 0.425366 0.41077842 0.42409709\n", - " 0.41537015 0.41554129 0.4225493 0.42119344 0.41658487 0.41545701\n", - " 0.41537604 0.42409344 0.41770367 0.41232597 0.41294656 0.42044975\n", - " 0.41431981 0.42245503 0.41858322 0.41074811 0.41198637 0.42017866\n", - " 0.42402498 0.41779508 0.42076974 0.43421479 0.41945416 0.40831586\n", - " 0.42119943 0.41883088 0.41219249 0.41190782 0.40583186 0.41215699\n", - " 0.41068674 0.42016091 0.41614674 0.41176565 0.40483734 0.4204072\n", - " 0.40958528 0.41279551 0.41616168 0.41474174 0.41459832 0.41930996\n", - " 0.41692047 0.41267663 0.42022936 0.41005996 0.415231 0.40925513\n", - " 0.41425751 0.41139519 0.41649776 0.40759062 0.42253462 0.41946863\n", - " 0.42223594 0.41009802 0.42706674 0.42058215 0.40655992 0.41435867\n", - " 0.41228681 0.43222597 0.42098678 0.41450009 0.41204152 0.42127193\n", - " 0.41647366 0.41244302 0.4145349 0.42002155 0.41200142 0.41450076\n", - " 0.4146272 0.41649919 0.41472835 0.41038551 0.4069335 0.41855165\n", - " 0.41170446 0.41886457 0.41295313 0.42075655 0.41221151 0.41644224\n", - " 0.41377063 0.41258118 0.41403067 0.42174872 0.41321386 0.40513492\n", - " 0.41688631 0.41523098 0.41453823 0.41344673 0.40828218 0.41895437\n", - " 0.4166033 0.41070219 0.4007051 0.41388448 0.40908133 0.40674353\n", - " 0.41598859 0.41065054 0.42039137 0.42035999 0.40427489 0.4122216\n", - " 0.41422471 0.4220753 0.40990041 0.40983644 0.40969885 0.4078192\n", - " 0.41111557 0.40054215 0.42204141 0.41696645 0.41779705 0.41671082\n", - " 0.41525184 0.41176795 0.41213138 0.41680217 0.41100935 0.41859635\n", - " 0.40740824 0.41038365 0.41174724 0.41962437 0.41695656 0.41813486\n", - " 0.41814755 0.40637581 0.40926221 0.41339138 0.42328535 0.41734479\n", - " 0.41149513 0.42364941 0.40899452 0.42412394 0.41203974 0.41756374\n", - " 0.40748061 0.4030939 0.40778269 0.39897354 0.41585717 0.41440157\n", - " 0.41108668 0.41488882 0.40675632 0.40442033 0.41359984 0.41483385\n", - " 0.41065221 0.4129213 0.41120445 0.41380398 0.40894188 0.40582014\n", - " 0.39754545 0.40852833 0.3986195 0.41849436 0.40940267 0.39718062\n", - " 0.40662249 0.41509365 0.40353802 0.40709274 0.41095384 0.41106219\n", - " 0.41572112 0.40735517 0.41993741 0.41309817 0.39972414 0.4204334\n", - " 0.42126534 0.4096239 0.41283553 0.42124863 0.40989323 0.40574297\n", - " 0.41688517 0.41616201 0.41262851 0.41608489 0.40077571 0.41122531\n", - " 0.42193748 0.41411428 0.41188062 0.39702922 0.4000706 0.40754694\n", - " 0.41521944 0.41107847 0.41180895 0.41447191 0.41208413 0.40190333\n", - " 0.40490083 0.4114006 0.41629094 0.40978066 0.4107426 0.41705334\n", - " 0.40973405 0.41282465 0.40846474 0.40202646 0.40933425 0.41467618\n", - " 0.40777308 0.4122441 0.40338387 0.41091155 0.39597117 0.40205355\n", - " 0.41936426 0.40874344 0.41892654 0.41232197 0.41791699 0.40674805\n", - " 0.40687076 0.4117523 0.40824382 0.4112016 0.41661825 0.4137043\n", - " 0.41506785 0.40843872 0.41091251 0.40569001 0.40662094 0.41807517\n", - " 0.41585144 0.41061903 0.41407478 0.40971565 0.39935749 0.41207057\n", - " 0.40276012 0.40877448 0.39481693 0.41418104 0.40265686 0.4126595\n", - " 0.40848442 0.41231618 0.39732525 0.40404902 0.40985739 0.4122561\n", - " 0.42034546 0.40483394 0.40761535 0.40439869 0.40484899 0.41630237\n", - " 0.40987859 0.40917827 0.40377076 0.41503589 0.40455955 0.40129136\n", - " 0.40756683 0.40418768 0.4102968 0.40607857 0.40627053 0.41284114\n", - " 0.40587294 0.41245736 0.41456739 0.39421712 0.4086446 0.40285662\n", - " 0.41215063 0.41523487 0.41256324 0.4064118 0.40798904 0.41335247\n", - " 0.40697762 0.40574818 0.41116654 0.40069507 0.42118509 0.40502146\n", - " 0.4122924 0.40837077 0.40761262 0.40833275 0.4023461 0.41322542\n", - " 0.40158107 0.40907436 0.40225047 0.41135694 0.39659871 0.39599996\n", - " 0.41111993 0.3916833 0.41232389 0.39931317 0.41332425 0.41893865\n", - " 0.41086996 0.40169181 0.39907709 0.4025867 0.4100203 0.40420169\n", - " 0.40244538 0.40564472 0.40613056 0.41725057 0.40301003 0.41325306\n", - " 0.41335894 0.40906016 0.40854762 0.40710767 0.40967826 0.41252328\n", - " 0.41411804 0.40742491 0.41230248 0.41154213 0.41664308 0.40694849\n", - " 0.40350426 0.4110586 0.40120416 0.40010628 0.40391234 0.40565239\n", - " 0.40798697 0.39963516 0.41447821 0.41421638 0.41475918 0.41152934\n", - " 0.41168891 0.40103155 0.39612434 0.40563964 0.40518813 0.41031467\n", - " 0.40338278 0.3875376 0.39766201 0.40746194 0.41192696 0.40316707\n", - " 0.40988584 0.40593981 0.39953161 0.40642526 0.40425719 0.40690022\n", - " 0.39304231 0.41005327 0.40236043 0.40563867 0.40302197 0.40910645\n", - " 0.41359749 0.40334596 0.40768951 0.41382679 0.40194364 0.40393099\n", - " 0.40178286 0.39507701 0.4023865 0.39981095 0.40556639 0.40347303\n", - " 0.40222089 0.40151597 0.40984367 0.40664454 0.39919142 0.39895115\n", - " 0.41729093 0.40309815 0.39615505 0.40264621 0.39684187 0.40311532\n", - " 0.40642429 0.40842021 0.41651013 0.40382329 0.40664202 0.40938789\n", - " 0.39866782 0.40259229 0.39917908 0.39509197 0.39707339 0.40932382\n", - " 0.40728984 0.4085985 0.40394725 0.40201434 0.39279292 0.39188219\n", - " 0.40192469 0.39690405 0.40814562 0.40821149 0.39817808 0.39587823\n", - " 0.4126016 0.40801475 0.39434235 0.4016102 0.40187885 0.40684344\n", - " 0.40281401 0.40073724 0.411941 0.39680294 0.41023051 0.40246252\n", - " 0.41263669 0.39585721 0.41031616 0.39867142 0.39667979 0.40045595\n", - " 0.41327331 0.39683135 0.40298167 0.39634612 0.39663294 0.39362066\n", - " 0.40307119 0.40209069 0.4028524 0.40037208 0.4098496 0.40978166\n", - " 0.40001433 0.39096006 0.41523403 0.40067595 0.39450847 0.40183481\n", - " 0.4027356 0.40417419 0.39889739 0.40886049 0.39602406 0.39563133\n", - " 0.39447731 0.39381433 0.39520285 0.39217509 0.39661777 0.41012577\n", - " 0.38955906 0.39906561 0.39762431 0.40133414 0.39732116 0.40697435\n", - " 0.40454633 0.40617072 0.40332041 0.39611415 0.40173173 0.40590251\n", - " 0.39885711 0.40187446 0.40032873 0.41026007 0.40075619 0.40229499\n", - " 0.39475617 0.39779961 0.39931964 0.39595491 0.40053507 0.40647109\n", - " 0.40148838 0.39525924 0.40375265 0.39575159 0.40028853 0.39570248\n", - " 0.40657831 0.406398 0.40016468 0.40805537 0.39724602 0.40428337\n", - " 0.40287802 0.39970838 0.39673282 0.40321868 0.39530373 0.40361558\n", - " 0.39354438 0.39775058 0.39462762 0.4034974 0.40181772 0.40244449\n", - " 0.40249314 0.39626692 0.39515589 0.38665784 0.39183254 0.39304255\n", - " 0.38817816 0.39721924 0.40102762 0.39614047 0.38588452 0.38248759\n", - " 0.37759733 0.38779458 0.38615019 0.39507548 0.40182945 0.39358711\n", - " 0.40300328 0.39714254 0.39702199 0.40206895 0.39780354 0.40159543\n", - " 0.40221428 0.3920029 0.40272484 0.38747502 0.39779621 0.40154625\n", - " 0.38968318 0.39038859 0.4023861 0.39735354 0.3924078 0.39676818\n", - " 0.40789376 0.40157497 0.39356799 0.39802989 0.39956768 0.40411785\n", - " 0.39599571 0.39936426 0.39043213 0.40167853 0.39123323 0.40194652\n", - " 0.39684258 0.39270523 0.40424479 0.39989619 0.39057814 0.38771506\n", - " 0.3948348 0.39633652 0.38191469 0.40185948 0.39170464 0.40361524\n", - " 0.37928653 0.38818105 0.38840483 0.38997782 0.38088096 0.39654306\n", - " 0.40327667 0.40676699 0.39522356 0.39200333 0.39209859 0.38782576\n", - " 0.39669744 0.39091228 0.39015981 0.39096144 0.39231656 0.38381871\n", - " 0.39139451 0.39539894 0.40086493 0.39906862 0.38440213 0.3986622\n", - " 0.39530564 0.39633032 0.38258149 0.39289653 0.38967205 0.39085754\n", - " 0.39428083 0.38966164 0.39450407 0.39230218 0.38684394 0.39049125\n", - " 0.39382328 0.41202276 0.39402286 0.38778919 0.40180433 0.3947807\n", - " 0.39259537 0.39978004 0.38946915 0.40390815 0.40420602 0.38216935\n", - " 0.39156833 0.39138113 0.40003623 0.38892379 0.3874927 0.39878671\n", - " 0.39126017 0.39257526 0.39072451 0.38960129 0.39961234 0.39917607\n", - " 0.39749183 0.3946122 0.39227581 0.3886547 0.38750268 0.3838068\n", - " 0.39367677 0.3922712 0.38827988 0.38731884 0.39069796 0.38600393\n", - " 0.39878251 0.39017233 0.38897328 0.40213543 0.39484617 0.38773059\n", - " 0.38271353 0.38950604 0.38506247 0.3901772 0.40152128 0.39434156\n", - " 0.39031155 0.3929617 0.38920027 0.39463921 0.3870719 0.38341903\n", - " 0.39383404 0.38431266 0.38437726 0.37325 0.38951305 0.38706635\n", - " 0.38680122 0.39479069 0.39316264 0.3907718 0.38743304 0.39577056\n", - " 0.38871434 0.38177585 0.38646478 0.39459623 0.38399502 0.39453009\n", - " 0.3854948 0.39173489 0.40188554 0.38328912 0.38969932 0.39300312\n", - " 0.39861285 0.38575558 0.38711138 0.39747544 0.39831346 0.39124393\n", - " 0.39469352 0.39659054 0.39206096 0.38726165 0.40272174 0.39639893\n", - " 0.39150757 0.38256499 0.38563612 0.38705871 0.38341981 0.38805605\n", - " 0.38804139 0.38451658 0.38370174 0.37896158 0.37973552 0.38523126\n", - " 0.38655788 0.38368214 0.38104565 0.39278536 0.38315964 0.39424531\n", - " 0.37865586 0.39469594 0.38842616 0.37767819 0.38763162 0.38296469\n", - " 0.38658348 0.37626204 0.39070805 0.37727127 0.39379068 0.39594286\n", - " 0.39697731 0.38787822 0.3850333 0.39413912 0.38547438 0.38128095\n", - " 0.39141572 0.37877536 0.38805979 0.38236182 0.38057447 0.39597895\n", - " 0.38041533 0.38182853 0.40181117 0.38414929 0.3826241 0.38660442\n", - " 0.38155023 0.39498492 0.39303288 0.3835178 0.38511355 0.3902377\n", - " 0.39098237 0.38543221 0.39715171 0.39378067 0.39786393 0.39668689\n", - " 0.3880372 0.38945885 0.39148395 0.38195047] [0.00818724 0.00265808 0.00359144 0.00461905 0.00441626 0.00822131\n", - " 0.0214536 0.01253493 0.01059102 0.01352728 0.00482245 0.00862291\n", - " 0.00879072 0.00866633 0.00606642 0.00834839 0.01573417 0.01662232\n", - " 0.018251 0.01038754 0.00811361 0.0066505 0.0153416 0.01100895\n", - " 0.00683592 0.0164684 0.01025539 0.01015536 0.00729801 0.01048948\n", - " 0.01257383 0.00616848 0.00817394 0.00834635 0.01527302 0.01142031\n", - " 0.00904234 0.00524982 0.01249536 0.01137022 0.01160215 0.00874563\n", - " 0.01601213 0.0063347 0.00290614 0.01737932 0.01136418 0.01584269\n", - " 0.0147037 0.00329633 0.0061263 0.01040189 0.00842389 0.01664061\n", - " 0.01122131 0.00650438 0.00939552 0.0096516 0.00582613 0.01013929\n", - " 0.00435147 0.01568286 0.00700968 0.00550859 0.01165674 0.00341538\n", - " 0.00682359 0.010644 0.00753762 0.00744082 0.01031418 0.00606207\n", - " 0.01137147 0.00313003 0.00763421 0.01661524 0.01500431 0.01194637\n", - " 0.00870855 0.00839524 0.00895549 0.01123108 0.01019811 0.01771149\n", - " 0.00555299 0.00930368 0.00475076 0.01653903 0.00837124 0.00760221\n", - " 0.00912816 0.00684908 0.01011517 0.01650202 0.00573615 0.00940884\n", - " 0.00968417 0.01085693 0.01229367 0.00836308 0.00433575 0.00986278\n", - " 0.01219739 0.00843056 0.0086545 0.01234597 0.01118256 0.01050748\n", - " 0.01104714 0.01220134 0.01623727 0.00916444 0.01164733 0.01382621\n", - " 0.0109896 0.0062586 0.00937515 0.00737122 0.007435 0.01113961\n", - " 0.0152544 0.00705163 0.00728984 0.0114649 0.00704322 0.01240006\n", - " 0.00923747 0.00698125 0.01567893 0.00724441 0.00414985 0.02228488\n", - " 0.008212 0.01336599 0.00830941 0.02161337 0.01325799 0.00224733\n", - " 0.01096263 0.01094365 0.01182224 0.01184689 0.01103274 0.01132038\n", - " 0.00767939 0.01494593 0.0123379 0.00958442 0.00464215 0.0051385\n", - " 0.01115575 0.01257969 0.00637903 0.01581891 0.01785697 0.00738006\n", - " 0.01446736 0.0088772 0.00986287 0.00997563 0.01210003 0.00690403\n", - " 0.00437651 0.01146314 0.00893694 0.00814899 0.01294172 0.00876261\n", - " 0.00736089 0.00441286 0.01074137 0.00873313 0.00567516 0.01054664\n", - " 0.01228814 0.01011157 0.01304691 0.0136278 0.00872537 0.00665259\n", - " 0.00347478 0.01082644 0.00200819 0.00941769 0.00699379 0.00625935\n", - " 0.00863797 0.01157552 0.0096627 0.00770701 0.01341161 0.00586021\n", - " 0.01126095 0.01033681 0.00971731 0.01490049 0.01299898 0.01918729\n", - " 0.00892752 0.0124622 0.01405826 0.00959423 0.01020851 0.01869045\n", - " 0.01065832 0.01070635 0.01381994 0.01137829 0.00605179 0.00862712\n", - " 0.0060939 0.01192056 0.00395103 0.00563541 0.00953397 0.01100595\n", - " 0.00772705 0.01414299 0.00998502 0.01528858 0.01372644 0.00855539\n", - " 0.00636969 0.01151551 0.00915635 0.01021815 0.01646641 0.004399\n", - " 0.01242032 0.00967951 0.00527763 0.01106218 0.01081462 0.01126574\n", - " 0.02376722 0.01046281 0.00642257 0.01245839 0.00767089 0.00520091\n", - " 0.01591749 0.00647207 0.01037869 0.01162911 0.00848505 0.01378716\n", - " 0.00796466 0.01152008 0.0075676 0.01892025 0.00785673 0.00786099\n", - " 0.00726202 0.00645894 0.00949033 0.01519638 0.00862571 0.00704584\n", - " 0.00619955 0.01516712 0.0139294 0.01562822 0.01258413 0.01708825\n", - " 0.00903644 0.01314279 0.01043353 0.00564909 0.01171677 0.0110826\n", - " 0.0086004 0.02144935 0.00936236 0.01126057 0.00888837 0.01279357\n", - " 0.01062847 0.01318824 0.00916183 0.01342463 0.0072162 0.00844833\n", - " 0.00936735 0.00987584 0.01079559 0.00479546 0.01682079 0.01245896\n", - " 0.01506795 0.01154207 0.0080225 0.01048666 0.01803457 0.00865469\n", - " 0.00782606 0.01818723 0.00492032 0.01288319 0.01420003 0.01601813\n", - " 0.01016173 0.01179338 0.01353673 0.00564785 0.00557967 0.00535829\n", - " 0.00868019 0.01679461 0.0119286 0.00645975 0.008095 0.01159143\n", - " 0.00615562 0.01209973 0.01492793 0.0114069 0.0108808 0.00949691\n", - " 0.01453876 0.00557907 0.00869316 0.00949724 0.00465444 0.01938807\n", - " 0.00967161 0.00870665 0.00842803 0.01273911 0.01879819 0.01192513\n", - " 0.00614854 0.00616929 0.00460561 0.00937689 0.01049676 0.01941151\n", - " 0.00586942 0.0082823 0.00805938 0.00973986 0.01678513 0.00569529\n", - " 0.01343162 0.01509891 0.0093582 0.01217429 0.00883463 0.00973258\n", - " 0.00552063 0.00679183 0.01420407 0.01445631 0.01283476 0.01426839\n", - " 0.00771219 0.01725709 0.00391809 0.01399384 0.00560991 0.02454078\n", - " 0.01219145 0.00708443 0.01000001 0.01333201 0.01753545 0.00803992\n", - " 0.01129982 0.01190616 0.00691556 0.00861962 0.01712393 0.00742827\n", - " 0.00499663 0.00894278 0.01188578 0.01194481 0.01687689 0.0078045\n", - " 0.00482043 0.01453594 0.00867334 0.00541784 0.01525696 0.01408703\n", - " 0.01038778 0.00843034 0.0155534 0.00983544 0.00941807 0.00687986\n", - " 0.01292957 0.01341839 0.00960156 0.011441 0.01267116 0.00697784\n", - " 0.01384551 0.00560154 0.01074413 0.012766 0.00578096 0.01619588\n", - " 0.01190811 0.01325708 0.00976687 0.01269768 0.00826148 0.00595054\n", - " 0.0122854 0.0065784 0.00656158 0.01280533 0.01159629 0.00513378\n", - " 0.01201185 0.01322176 0.0105074 0.0173427 0.00855732 0.01599829\n", - " 0.01265308 0.00283974 0.00567071 0.00882344 0.01775587 0.01360816\n", - " 0.00657655 0.01366004 0.00768994 0.00575313 0.0081299 0.00991513\n", - " 0.00760725 0.01021474 0.00523688 0.01287446 0.00811805 0.00423271\n", - " 0.00789471 0.00671864 0.00606914 0.00371746 0.00887777 0.00983283\n", - " 0.01089182 0.01163814 0.00588098 0.0132594 0.01274814 0.00670012\n", - " 0.014746 0.01115792 0.01058879 0.01037945 0.01599385 0.01065924\n", - " 0.00545731 0.01620304 0.01121993 0.00793509 0.00711814 0.00695272\n", - " 0.01011019 0.01180964 0.00713499 0.01297705 0.00886052 0.00843662\n", - " 0.00855184 0.01313445 0.00854578 0.01338111 0.00736796 0.01361654\n", - " 0.0055671 0.00995302 0.00979619 0.00331867 0.00594736 0.00640787\n", - " 0.01145287 0.01584754 0.00745052 0.01343412 0.01370448 0.01196368\n", - " 0.01036966 0.00439045 0.0047722 0.00869404 0.00759545 0.0130345\n", - " 0.00992818 0.01230156 0.01115639 0.00624472 0.01580106 0.01176089\n", - " 0.01042287 0.0097803 0.0112847 0.01874792 0.01358353 0.00841074\n", - " 0.00614888 0.0151374 0.01122111 0.00830074 0.01020439 0.01252346\n", - " 0.00936133 0.01316916 0.00565667 0.00629127 0.01030661 0.01510551\n", - " 0.01429954 0.00815005 0.0054954 0.01337142 0.00457208 0.00657433\n", - " 0.01013001 0.00462953 0.01277366 0.00415145 0.01053474 0.00703708\n", - " 0.00800801 0.01090181 0.01205552 0.00576501 0.01334831 0.01336985\n", - " 0.01379597 0.00494414 0.00760162 0.00983101 0.01091116 0.01023343\n", - " 0.0097291 0.01080832 0.01269494 0.01654719 0.00964616 0.01768732\n", - " 0.00720794 0.00823784 0.01673535 0.01265133 0.01018138 0.00699763\n", - " 0.00744469 0.01333327 0.00867994 0.00749979 0.01018258 0.01271066\n", - " 0.01787629 0.00662039 0.00691256 0.01044893 0.00685836 0.00897446\n", - " 0.01847807 0.00451306 0.0127514 0.00621566 0.00877303 0.01208406\n", - " 0.01316832 0.01068464 0.01072878 0.00869069 0.01010411 0.00604565\n", - " 0.01039671 0.00956952 0.00647754 0.01514217 0.00713603 0.01923097\n", - " 0.00264932 0.00826726 0.01673922 0.00414921 0.01146466 0.01388118\n", - " 0.0079545 0.01960465 0.00921855 0.01005187 0.00451857 0.01291052\n", - " 0.0115899 0.00832617 0.01213132 0.00980697 0.00641407 0.0041621\n", - " 0.01476194 0.0109131 0.0126963 0.0091845 0.01067446 0.02322583\n", - " 0.01060767 0.01141305 0.00622489 0.01108028 0.00873353 0.01614809\n", - " 0.01503618 0.01194407 0.01481296 0.01037703 0.00954944 0.01217412\n", - " 0.00385425 0.00697105 0.01536216 0.01260537 0.01359258 0.00848288\n", - " 0.01186888 0.01019489 0.01493979 0.01472062 0.01465569 0.00925414\n", - " 0.00662738 0.00436803 0.00875455 0.00632183 0.00645959 0.01235451\n", - " 0.00575321 0.01065223 0.01363976 0.01690902 0.00705809 0.0126114\n", - " 0.01099503 0.01765435 0.00302863 0.0058438 0.0069273 0.00822382\n", - " 0.01400767 0.00721857 0.00836701 0.01052132 0.01042329 0.00561678\n", - " 0.01053166 0.01306379 0.01288339 0.01522531 0.0129758 0.00834468\n", - " 0.0104322 0.0112653 0.00876173 0.01100462 0.00673382 0.00861257\n", - " 0.01217746 0.01381598 0.01586353 0.01597495 0.012775 0.01735253\n", - " 0.01203 0.00646425 0.00805744 0.00228668 0.01678746 0.0104104\n", - " 0.01039575 0.01807494 0.01281184 0.01586128 0.01136372 0.01271324\n", - " 0.01167767 0.00985486 0.01399556 0.01426146 0.00895874 0.00782827\n", - " 0.00517998 0.01328363 0.00806669 0.01574416 0.00536688 0.01239916\n", - " 0.00975362 0.01445122 0.00708861 0.00825507 0.01272259 0.01212537\n", - " 0.01587229 0.0137156 0.01125497 0.01286962 0.01468258 0.01076864\n", - " 0.00767451 0.012524 0.00819499 0.01655536 0.00667446 0.00795334\n", - " 0.01066941 0.0176682 0.01547173 0.00892865 0.01349228 0.01357677\n", - " 0.00947287 0.01663292 0.00413257 0.01561466 0.01266698 0.01127259\n", - " 0.00680375 0.01366468 0.01142586 0.0095059 0.01440899 0.01155295\n", - " 0.01329398 0.01020123 0.00686663 0.01168095 0.01097996 0.01075685\n", - " 0.00810856 0.01301397 0.00765584 0.01112933 0.0050082 0.01425032\n", - " 0.01616867 0.01195666 0.01118024 0.01826669 0.00787331 0.00966399\n", - " 0.0115201 0.00681464 0.00870825 0.00580628 0.01115976 0.01380761\n", - " 0.01490721 0.01490669 0.00708764 0.00767616 0.01434042 0.01221051\n", - " 0.01760805 0.00986687 0.00709276 0.01290469 0.01380883 0.00763856\n", - " 0.00735404 0.01312902 0.01240082 0.01596106 0.01021898 0.0103726\n", - " 0.01029067 0.00962947 0.01201801 0.01154883 0.0095087 0.00721394\n", - " 0.00806624 0.01012255 0.00914318 0.00987951 0.01761165 0.0033623\n", - " 0.00745019 0.00927101 0.00923375 0.00750525 0.01050114 0.01348738\n", - " 0.01307046 0.00493617 0.01606583 0.01937079 0.0113639 0.00890311\n", - " 0.01161563 0.01689166 0.00709977 0.0097886 0.00296906 0.00760225\n", - " 0.00753562 0.01348932 0.00848455 0.0098669 0.01865147 0.01101423\n", - " 0.01362071 0.00347671 0.0102405 0.01076503 0.00996349 0.01100239\n", - " 0.00912452 0.00927487 0.01583161 0.01417699 0.01876831 0.00704509\n", - " 0.01512853 0.01062076 0.01735694 0.01431049 0.01249496 0.01511678\n", - " 0.01097467 0.0203615 0.00965004 0.0163197 0.01144583 0.01610304\n", - " 0.01323392 0.01531508 0.01172547 0.01346312 0.01294256 0.01163848\n", - " 0.00961363 0.00989812 0.0160125 0.00857514 0.00530227 0.00684809\n", - " 0.01066237 0.00665161 0.00702973 0.01741131 0.0079866 0.01139102\n", - " 0.01057761 0.00997115 0.01269087 0.01269045 0.00285994 0.00664557\n", - " 0.01084544 0.01114899 0.00329517 0.00436312 0.01040964 0.01867514\n", - " 0.02052608 0.00447017 0.01217535 0.01389649 0.00729409 0.00951647\n", - " 0.00891367 0.01028663 0.00588643 0.00983152 0.00619132 0.01149109\n", - " 0.0076019 0.00908211 0.01045086 0.00909789 0.01263506 0.01076907\n", - " 0.00808065 0.01633794 0.00773187 0.01117793 0.002849 0.00381798\n", - " 0.01828524 0.01685142 0.01042286 0.01474838 0.01191406 0.01096882\n", - " 0.00740467 0.01050604 0.00801571 0.00919024 0.01162093 0.0125818\n", - " 0.00755182 0.0151959 0.00677244 0.01645767 0.01203847 0.0176442\n", - " 0.00587745 0.01565356 0.00318404 0.00917434 0.00955961 0.00337045\n", - " 0.01030803 0.01012737 0.01206947 0.00845217 0.0092146 0.01553404\n", - " 0.00843991 0.01163973 0.01446741 0.0148913 0.00862123 0.01505955\n", - " 0.0064782 0.01117401 0.00585039 0.00594406 0.00653402 0.01074237\n", - " 0.01063742 0.01687749 0.00756461 0.01624136 0.01179952 0.01380942\n", - " 0.01431509 0.01029752 0.00598476 0.00612194 0.01039233 0.00651657\n", - " 0.01332861 0.01028855 0.01420511 0.01210125 0.0097385 0.02023562\n", - " 0.00271417 0.00963233 0.00896608 0.00927645 0.01026647 0.00549108\n", - " 0.00999138 0.00855664 0.01256979 0.01430285 0.01378994 0.01427198\n", - " 0.0201412 0.00989445 0.01359651 0.00805259 0.01081158 0.01112331\n", - " 0.00823616 0.00740601 0.00854962 0.01250372 0.01777838 0.00875965\n", - " 0.01211673 0.00906778 0.00864532 0.00880747 0.01083285 0.00652387\n", - " 0.01275375 0.01203867 0.01946346 0.01322192 0.0154539 0.0100582\n", - " 0.00809937 0.00350181 0.01554732 0.01356843 0.01962241 0.00876142\n", - " 0.01174035 0.01536337 0.01889444 0.00682251 0.015166 0.01116339\n", - " 0.00965631 0.00646522 0.00981576 0.00958043] [ 0 3 4 10 11 14 15 18 19 20 22 23 26 27\n", - " 33 36 37 38 39 40 47 48 49 51 52 54 57 60\n", - " 61 62 63 65 66 67 68 70 71 77 79 80 82 85\n", - " 89 90 95 99 100 103 106 107 109 114 116 121 125 126\n", - " 128 130 131 132 136 137 143 144 146 147 150 157 159 160\n", - " 162 164 170 171 172 175 176 177 178 180 181 184 185 186\n", - " 189 190 191 192 195 199 200 202 203 204 205 207 209 211\n", - " 213 215 216 218 219 220 221 222 224 225 229 235 237 238\n", - " 239 241 242 244 245 246 247 252 253 254 257 258 259 260\n", - " 262 270 271 274 276 278 280 282 283 285 287 288 290 295\n", - " 296 297 298 306 308 309 312 313 316 318 319 322 324 329\n", - " 330 331 332 337 338 340 343 344 345 346 348 350 352 353\n", - " 354 358 360 362 363 364 365 366 367 368 374 377 378 386\n", - " 390 391 392 393 394 395 396 397 398 399 401 402 404 408\n", - " 409 412 413 414 415 418 421 422 425 426 430 431 434 435\n", - " 436 437 438 439 440 441 443 444 445 446 450 451 452 453\n", - " 454 456 458 460 461 464 465 466 468 470 474 475 478 479\n", - " 480 481 482 483 484 486 487 488 489 491 494 498 501 502\n", - " 503 506 508 509 510 511 512 513 514 517 518 519 520 523\n", - " 530 533 534 536 537 538 539 540 542 543 544 546 547 550\n", - " 552 554 555 556 562 563 564 568 571 573 576 580 584 585\n", - " 586 588 590 591 592 594 596 597 598 599 601 602 603 605\n", - " 608 610 613 614 616 618 620 622 623 626 628 629 633 637\n", - " 640 641 642 643 644 645 649 651 652 653 654 655 658 659\n", - " 660 667 670 675 676 677 680 682 683 684 687 692 694 696\n", - " 697 699 702 703 705 709 710 712 715 717 719 720 721 723\n", - " 725 726 727 728 729 731 732 733 738 739 742 743 744 745\n", - " 752 755 756 758 763 764 765 768 769 772 773 775 776 778\n", - " 779 780 781 782 788 791 793 795 796 799 800 804 805 806\n", - " 807 810 818 819 821 822 823 825 826 827 828 832 833 835\n", - " 836 837 839 840 843 845 850 851 854 857 860 862 865 866\n", - " 870 871 881 883 884 885 886 888 890 892 895 897 898 901\n", - " 902 904 906 907 908 910 911 914 918 919 921 923 927 928\n", - " 929 930 931 932 933 935 939 941 942 945 949 952 954 955\n", - " 956 960 962 963 964 965 967 968 971 976 978 979 981 982\n", - " 986 988 989 990 992 994 995 996 998 999 1002 1003 1004 1005\n", - " 1006 1011 1013 1015 1016 1017 1022 1026 1028 1029 1035 1036 1037 1038\n", - " 1039 1043 1045 1046 1052 1053 1056 1058 1059 1060 1062 1065 1066 1067\n", - " 1069 1070 1071 1072 1073 1074 1077 1078 1080 1081 1082 1085 1086 1087\n", - " 1091 1092 1098 1100 1102 1103 1104 1107 1108 1109 1111 1112 1113 1114\n", - " 1116 1119 1121 1122 1125 1126 1128 1129 1130 1131 1132 1134 1135 1136\n", - " 1139 1142 1145 1146 1148 1149 1150 1151 1152 1153 1155 1160 1162 1164\n", - " 1166 1167 1173 1174 1176 1177 1178 1182 1184 1186 1188 1189 1190 1193\n", - " 1194 1195 1197 1198 1201 1202 1205 1206 1207 1209 1213 1214 1215 1217\n", - " 1218 1223 1225 1228 1229 1232 1233 1238 1240 1241 1242 1243 1244 1245\n", - " 1246 1249 1250 1251 1252 1254 1256 1257 1260 1261 1264 1267 1271 1276\n", - " 1277 1278 1282 1285 1290 1293 1296 1298 1299 1302 1306 1310 1314 1315\n", - " 1320 1322 1323 1325 1326 1328 1335 1344 1345 1347 1348 1351 1352 1354\n", - " 1358 1360 1364 1365 1366 1367 1368 1372 1373 1375 1376 1380 1385 1386\n", - " 1390 1393 1397 1400 1403 1405 1413 1416 1417 1419 1421 1422 1431 1432\n", - " 1436 1438 1439 1440 1441 1444 1446 1447 1448 1449 1450 1451 1452 1454\n", - " 1455 1456 1457 1458 1459 1460 1461 1463 1470 1473 1474 1476 1477 1481\n", - " 1482 1483 1487 1488 1489 1490 1491 1493 1494 1498 1499 1500 1502 1505\n", - " 1509 1510 1511 1513 1515 1516 1523 1526 1528 1534 1537 1538 1541 1545\n", - " 1547 1548 1551 1552 1553 1555 1557 1562 1564 1565 1566 1568 1570 1571\n", - " 1572 1573 1576 1578 1580 1581 1582 1585 1590 1595 1596 1597 1601 1602\n", - " 1603 1610 1611 1613 1614 1616 1622 1624 1626 1627 1631 1635 1636 1637\n", - " 1640 1641 1646 1647 1649 1651 1652 1653 1654 1656 1658 1662 1664 1666\n", - " 1669 1670 1674 1677 1679 1680 1681 1682 1685 1686 1687 1688 1693 1694\n", - " 1695 1697 1698 1699 1700 1702 1704 1707 1709 1710 1711 1712 1718 1719\n", - " 1722 1723 1724 1725 1730 1738 1739 1740 1743 1745 1748 1749 1750 1751\n", - " 1753 1754 1757 1762 1763 1765 1766 1768 1775 1776 1777 1780 1781 1784\n", - " 1785 1786 1787 1789 1790 1792 1794 1796 1797 1800 1802 1803 1804 1808\n", - " 1810 1814 1816 1818 1819 1823 1826 1827 1829 1830 1832 1833 1834 1836\n", - " 1837 1838 1844 1845 1846 1847 1848 1851 1853 1860 1864 1865 1866 1867\n", - " 1871 1872 1873 1874 1875 1877 1879 1880 1883 1884 1886 1888 1890 1891\n", - " 1895 1899 1901 1902 1906 1908 1909 1910 1913 1916 1918 1924 1925 1926\n", - " 1928 1929 1932 1935 1936 1939 1940 1941 1942 1945 1947 1950 1951 1953\n", - " 1956 1960 1961 1962 1963 1964 1966 1967 1968 1969 1975 1977 1978 1979\n", - " 1980 1981 1982 1983 1985 1987 1988 1989 1991 1992 1993 1995 2002 2008\n", - " 2016 2017 2021 2022 2023 2025 2026 2028 2031 2032 2034 2035 2036 2038\n", - " 2039 2040 2041 2043 2044 2047]\n", - "train_loss pretrain=False means: [0.51629807 0.48171192 0.47364306 0.41164267 0.45250382 0.38484526\n", - " 0.37464465 0.39414134 0.3787797 0.36940994 0.42727422 0.41987054\n", - " 0.37860134 0.38091524 0.36880467 0.36517835 0.38200725 0.37591869\n", - " 0.3732549 0.36325652 0.38528295 0.36716068 0.36393238 0.36277233\n", - " 0.37521228 0.36603174 0.36393211 0.37400306 0.35911319 0.37920116\n", - " 0.3621803 0.37371718 0.38167527 0.37591623 0.38343988 0.38015858\n", - " 0.36909335 0.37546701 0.35377254 0.37106367 0.36696129 0.37050982\n", - " 0.37306464 0.36173314 0.36337019 0.37324685 0.37990653 0.36614524\n", - " 0.37193131 0.36849766 0.36206243 0.36051856 0.36769395 0.36471741\n", - " 0.35672218 0.36054997 0.36635265 0.36945422 0.36511142 0.36805564\n", - " 0.34933625 0.36307338 0.35823577 0.35891886 0.36131121 0.36091846\n", - " 0.36477761 0.36132082 0.3627839 0.36132443 0.36051512 0.36064111\n", - " 0.36955163 0.37595018 0.35379984 0.36232007 0.35759797 0.35966916\n", - " 0.3624165 0.35937855 0.36508513 0.36514506 0.36257985 0.35635937\n", - " 0.3614897 0.36314296 0.36608661 0.3815153 0.34248455 0.36436506\n", - " 0.36658862 0.37534342 0.3652083 0.35825486 0.3592925 0.36636463\n", - " 0.36348587 0.36268485 0.36862128 0.34556183 0.35264843 0.35144554\n", - " 0.35550205 0.37254058 0.3604593 0.35379449 0.36271361 0.35696757\n", - " 0.361204 0.35216306 0.36129307 0.37570015 0.35926523 0.36125812\n", - " 0.36095996 0.36414406 0.36532007 0.36418915 0.35895086 0.36279321\n", - " 0.35888666 0.36711956 0.34913278 0.36569999 0.35859889 0.36623244\n", - " 0.36277121 0.36670359 0.36621245 0.35923333 0.35701048 0.35305579\n", - " 0.35745898 0.36721672 0.35843588 0.35251727 0.3597201 0.35902637\n", - " 0.36104057 0.35870056 0.36295892 0.36050598 0.35993482 0.36774746\n", - " 0.36739879 0.35891662 0.37536654 0.3654177 0.36235335 0.35697825\n", - " 0.35556043 0.3510326 0.37345257 0.36660671 0.35475492 0.35538627\n", - " 0.36806257 0.35339395 0.35265598 0.36493756 0.35008436 0.3683717\n", - " 0.36016573 0.35193629 0.36216779 0.35852095 0.37343205 0.3545718\n", - " 0.36186656 0.36596306 0.36952839 0.35672964 0.35813714 0.3557935\n", - " 0.35620118 0.36781995 0.35710196 0.36243289 0.35545151 0.36165449\n", - " 0.3651133 0.36715245 0.35982602 0.36527048 0.3492504 0.36762215\n", - " 0.35660189 0.36032197 0.34610407 0.35650782 0.35753097 0.3569949\n", - " 0.36210832 0.35818059 0.35315264 0.36087179 0.35051772 0.35758166\n", - " 0.35926683 0.35198126 0.36344226 0.37190134 0.35704638 0.35281847\n", - " 0.36081733 0.35521271 0.3531123 0.35604576 0.35920468 0.34839327\n", - " 0.35098745 0.34972997 0.3606313 0.35354949 0.34800727 0.36219816\n", - " 0.36693873 0.36960398 0.35861937 0.36663402 0.36053197 0.35527028\n", - " 0.36029929 0.35078791 0.35625616 0.36022522 0.35035971 0.35473914\n", - " 0.35906155 0.36245826 0.35181199 0.34884554 0.3605732 0.35232104\n", - " 0.36218798 0.35957462 0.37004062 0.36556128 0.35296015 0.35239736\n", - " 0.36106867 0.36590994 0.37754428 0.37463184 0.34744776 0.3446442\n", - " 0.36067417 0.36847711 0.35585003 0.35827132 0.35057117 0.35462805\n", - " 0.35226686 0.36266325 0.35796212 0.35474101 0.35120231 0.35420501\n", - " 0.35579448 0.35682718 0.35681745 0.35086998 0.35476571 0.3512319\n", - " 0.34898892 0.35837069 0.3555344 0.35014133 0.35432624 0.36177786\n", - " 0.36053081 0.35900064 0.35674304 0.34957255 0.36436858 0.36456169\n", - " 0.35479443 0.35986924 0.35540089 0.35634698 0.36864163 0.35669076\n", - " 0.34502472 0.35179133 0.36487334 0.36670048 0.35372069 0.35375938\n", - " 0.35045285 0.3510811 0.36046762 0.36901905 0.35010846 0.36636228\n", - " 0.36436453 0.35576034 0.34909351 0.36391711 0.36416664 0.35545266\n", - " 0.35471404 0.35961044 0.35425792 0.3680558 0.35451603 0.35341139\n", - " 0.36413261 0.35717766 0.36360519 0.34689795 0.35889395 0.35288119\n", - " 0.35992687 0.36969349 0.34865693 0.34737152 0.35194942 0.35141568\n", - " 0.35235134 0.35213275 0.36167423 0.35040282 0.36059748 0.35321394\n", - " 0.34199324 0.35586023 0.34515702 0.35488645 0.36305956 0.35659339\n", - " 0.34764125 0.36689605 0.3460264 0.36744305 0.34968482 0.35799052\n", - " 0.36395642 0.36300722 0.35895088 0.35406312 0.34381609 0.36089317\n", - " 0.34631944 0.36094056 0.34613687 0.36550201 0.35572946 0.34910829\n", - " 0.34440887 0.36032182 0.3518454 0.35917899 0.34637169 0.35325504\n", - " 0.35688542 0.37076999 0.36181555 0.35198351 0.35977212 0.35724949\n", - " 0.35468399 0.36941737 0.34689339 0.35284635 0.36483852 0.35194151\n", - " 0.35794158 0.35561371 0.36565153 0.34952768 0.35559644 0.34257432\n", - " 0.35940534 0.34805611 0.36016658 0.34730911 0.34536934 0.36070861\n", - " 0.34318072 0.35321855 0.34455656 0.3582075 0.34280453 0.36745752\n", - " 0.35601159 0.35083386 0.35908818 0.34804732 0.36188065 0.36123501\n", - " 0.35177926 0.35987158 0.35777034 0.34993534 0.34451913 0.35040421\n", - " 0.35658274 0.34583799 0.35325294 0.36096969 0.35810562 0.34914517\n", - " 0.34405653 0.3582531 0.35235672 0.34979698 0.35639628 0.35536879\n", - " 0.35103975 0.35219441 0.35896178 0.35177685 0.35533922 0.35717472\n", - " 0.3524325 0.34880447 0.3590845 0.34804529 0.35916358 0.35556656\n", - " 0.35660966 0.35843662 0.35446271 0.36066228 0.35101811 0.35728056\n", - " 0.35517514 0.3458934 0.34781175 0.36363006 0.34839688 0.35224722\n", - " 0.34852892 0.34941606 0.35471552 0.35637783 0.35794312 0.35313911\n", - " 0.35126044 0.3418635 0.35580564 0.33857161 0.35416381 0.34728635\n", - " 0.34092405 0.35627271 0.35818841 0.33858097 0.3452576 0.35608994\n", - " 0.34807056 0.35357278 0.34764647 0.33966427 0.3457404 0.3391447\n", - " 0.34650602 0.35926476 0.36076001 0.35915512 0.34475237 0.35109742\n", - " 0.36915578 0.35596434 0.35338929 0.35202277 0.3538533 0.35367533\n", - " 0.35395719 0.34937742 0.3481052 0.35165309 0.35007899 0.35518964\n", - " 0.34695936 0.34774976 0.34546349 0.35818874 0.35237949 0.34877842\n", - " 0.3590293 0.34802635 0.35505696 0.34493219 0.34553412 0.34124081\n", - " 0.35036485 0.35372189 0.35419887 0.34369096 0.36016518 0.35397203\n", - " 0.35086944 0.35578907 0.35048352 0.34676148 0.35537952 0.34775059\n", - " 0.35132239 0.34951537 0.34284396 0.35026499 0.34815099 0.34272683\n", - " 0.33793865 0.35097232 0.34621227 0.35027046 0.35608513 0.35284019\n", - " 0.34180715 0.34938814 0.33530515 0.35091996 0.34885235 0.35053614\n", - " 0.34181697 0.34960663 0.3492692 0.34702672 0.34612438 0.34420863\n", - " 0.35599542 0.35077832 0.34384974 0.34961131 0.34802297 0.34089249\n", - " 0.34771479 0.3581725 0.34893372 0.34639455 0.352214 0.34704027\n", - " 0.3367754 0.35158463 0.34538786 0.33976526 0.33961591 0.35139144\n", - " 0.35249733 0.34637879 0.34312755 0.3399306 0.34501613 0.34972455\n", - " 0.34667301 0.35218538 0.34246448 0.35130246 0.34751903 0.34000297\n", - " 0.33479057 0.35259189 0.34899101 0.34491799 0.353733 0.3564819\n", - " 0.3505999 0.35064405 0.34646441 0.35927582 0.34991584 0.34709327\n", - " 0.35112962 0.35149367 0.35075171 0.35558158 0.34592168 0.34348728\n", - " 0.34210324 0.34842278 0.34983881 0.33937061 0.34875485 0.34372798\n", - " 0.35045854 0.33897358 0.35273861 0.35282182 0.34843674 0.34804855\n", - " 0.33515076 0.35125547 0.34875333 0.33962676 0.34187948 0.34149952\n", - " 0.3399934 0.34045871 0.33762309 0.34360375 0.34973763 0.33927161\n", - " 0.33970338 0.34642374 0.34249738 0.34834229 0.34624962 0.34083887\n", - " 0.34707402 0.33971311 0.34011095 0.34904435 0.34062815 0.34638612\n", - " 0.33868213 0.34071734 0.34034427 0.34656225 0.3513701 0.34653994\n", - " 0.355059 0.33547407 0.33832768 0.33523341 0.34389679 0.33811275\n", - " 0.34265676 0.33115125 0.34681838 0.33855785 0.34616258 0.33447996\n", - " 0.34427323 0.34084251 0.35535477 0.34085414 0.34569805 0.35124651\n", - " 0.35013078 0.34778339 0.34731009 0.34082168 0.32934831 0.33693334\n", - " 0.33763729 0.35253497 0.34788922 0.34762288 0.35231861 0.3464787\n", - " 0.34662572 0.34809275 0.34853051 0.35111967 0.34226569 0.3406723\n", - " 0.32721996 0.33281969 0.34264212 0.33643883 0.33109162 0.34593624\n", - " 0.34623608 0.34454508 0.33730732 0.34454108 0.3418753 0.34168501\n", - " 0.32709995 0.34073476 0.33717034 0.34181326 0.34188758 0.34094648\n", - " 0.34009107 0.34232208 0.35553253 0.3475002 0.33952557 0.33844371\n", - " 0.34133229 0.34926541 0.34348525 0.351266 0.34375474 0.33680032\n", - " 0.34290821 0.34577108 0.33003596 0.34071772 0.3423776 0.34238147\n", - " 0.3496859 0.35581101 0.35041842 0.34778075 0.35064176 0.33477\n", - " 0.35171851 0.33794034 0.3285309 0.33832405 0.33528575 0.33396744\n", - " 0.34587314 0.32911226 0.34665231 0.34134108 0.33991015 0.3488315\n", - " 0.34037663 0.33661047 0.34186444 0.35082238 0.34015159 0.33613917\n", - " 0.33903078 0.33806527 0.34569399 0.33790845 0.3422539 0.33623309\n", - " 0.33374709 0.33324863 0.33683673 0.33971844 0.34657326 0.35333804\n", - " 0.33510837 0.33481447 0.33836913 0.34384725 0.33890461 0.3377997\n", - " 0.3326331 0.33095229 0.3385249 0.33750456 0.33725717 0.3419843\n", - " 0.33913204 0.33287393 0.33648399 0.35089357 0.337614 0.33128197\n", - " 0.33274584 0.34727638 0.34238156 0.33515873 0.33235462 0.34059818\n", - " 0.34514428 0.33980401 0.34163263 0.34327894 0.33850893 0.33537542\n", - " 0.33804571 0.3404979 0.32731623 0.31920785 0.33775441 0.32312698\n", - " 0.3373517 0.33513303 0.32828996 0.34233382 0.34044817 0.33473945\n", - " 0.33797891 0.33544407 0.3324832 0.33250241 0.34381986 0.34471081\n", - " 0.33542382 0.34130387 0.33110981 0.33683681 0.33510237 0.34355302\n", - " 0.33346201 0.33904982 0.34237773 0.32913009 0.34542469 0.33670343\n", - " 0.34384048 0.33947983 0.33615093 0.32981286 0.33293216 0.33562076\n", - " 0.33713804 0.33722581 0.33529751 0.33510695 0.337733 0.3259865\n", - " 0.34043303 0.3303628 0.33446467 0.33541848 0.3272459 0.33254767\n", - " 0.33755653 0.33024201 0.33951355 0.32433397 0.32985379 0.32951122\n", - " 0.32528394 0.33756505 0.33485113 0.34900997 0.33706812 0.34289801\n", - " 0.32411642 0.32384556 0.33187833 0.33391943 0.33092109 0.33525503\n", - " 0.32884333 0.3318614 0.31888924 0.32092606 0.33618865 0.33944432\n", - " 0.33068368 0.3374745 0.33725146 0.33405302 0.33618257 0.32975197\n", - " 0.33104294 0.33604825 0.32834482 0.33183929 0.33682306 0.32897643\n", - " 0.32764019 0.32839884 0.33158245 0.34083141 0.33012275 0.33046077\n", - " 0.32906976 0.32044995 0.33490013 0.33297805 0.32972609 0.33658249\n", - " 0.33056723 0.33896957 0.33808566 0.32040576 0.32766766 0.3276391\n", - " 0.3366026 0.33228674 0.32969823 0.33311083 0.34585583 0.33600692\n", - " 0.32438967 0.3374374 0.33625262 0.32908536 0.34735182 0.33214948\n", - " 0.34507027 0.33251558 0.33848001 0.32610511 0.34196692 0.33464929\n", - " 0.34246461 0.33972882 0.33657409 0.33759326 0.33045277 0.32273659\n", - " 0.32574712 0.33591413 0.32351071 0.33376513 0.33001477 0.33680162\n", - " 0.32410048 0.32851727 0.3216075 0.32995625 0.33242924 0.32806178\n", - " 0.33875939 0.33466752 0.33178408 0.32517697 0.32716472 0.32791767\n", - " 0.32217937 0.32986016 0.32477859 0.33201551 0.32960766 0.32003799\n", - " 0.32605936 0.32662628 0.33210745 0.33802972 0.33549224 0.33296541\n", - " 0.33654533 0.33551739 0.32758918 0.32295236 0.3326906 0.32782556\n", - " 0.33276082 0.33809864 0.33560868 0.33781581 0.32900435 0.33258868\n", - " 0.33694689 0.32996192 0.33164121 0.3366446 0.33034637 0.32901195\n", - " 0.33383601 0.32804245 0.33289643 0.31809723 0.32822843 0.32811196\n", - " 0.32953783 0.32876383 0.33698215 0.33842355 0.33489306 0.31746885\n", - " 0.3161285 0.31681579 0.32707065 0.31348687 0.31999656 0.32207079\n", - " 0.32085807 0.32322922 0.33004534 0.32685579 0.32395105 0.32855544\n", - " 0.32996459 0.32412769 0.32571229 0.31956214 0.32828047 0.32254249\n", - " 0.31824851 0.33001856 0.32985999 0.32357182 0.32225112 0.332925\n", - " 0.33076274 0.32600163 0.32448987 0.31421428 0.32066909 0.32926884\n", - " 0.32611279 0.31868471 0.31889855 0.32223799 0.32211405 0.32014156\n", - " 0.32342906 0.32244733 0.32234338 0.33467095 0.31970242 0.32929707\n", - " 0.32569434 0.32966771 0.32646728 0.33521157 0.32171431 0.32224331\n", - " 0.32670074 0.32291176 0.32775002 0.31924415 0.32675002 0.32634039\n", - " 0.33299555 0.32560478 0.33640203 0.32853901 0.32760517 0.33688247\n", - " 0.3246963 0.32992829 0.33394079 0.32731712]\n" - ] + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1377,608 +496,82 @@ "needs_background": "light" }, "output_type": "display_data" - } - ], - "source": [ - "plot_training_validation_results(\n", - " data_dir=\"./data/v1\",\n", - " kind=\"train_loss\",\n", - " capacity=32,\n", - " save_dir=\"./figures/\",\n", - " ymin=None,\n", - " ymax=None,\n", - " ylog=True,\n", - " xlabel=\"Step\",\n", - " figsize=(10, 10),\n", - " legend_loc=\"upper right\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "train_loss pretrain=False [0.05258198 0.05203031 0.05144321 0.05184792 0.04904945 0.0501582\n", - " 0.04750734 0.05214735 0.0497964 0.05117633 0.04694025 0.05439091\n", - " 0.04861456 0.04990507 0.04883528 0.04984313 0.04856949 0.05108625\n", - " 0.04878633 0.04941518 0.04950002 0.05164696 0.05056058 0.04982611\n", - " 0.04762944 0.04847395 0.04969057 0.04756958 0.04937219 0.0498755\n", - " 0.05161229 0.05025394 0.04954177 0.05004761 0.04992338 0.048769\n", - " 0.05077964 0.04806491 0.04874111 0.05018718 0.04584445 0.05203067\n", - " 0.05124277 0.0492263 0.05221782 0.04822704 0.05052238 0.05420192\n", - " 0.04881992 0.04904161 0.05066799 0.0520654 0.04701662 0.04902886\n", - " 0.05393842 0.04908443 0.0490056 0.05412707 0.0531846 0.05817042\n", - " 0.0503426 0.05154928 0.04660811 0.04892759 0.0524513 0.05161276\n", - " 0.04949401 0.04833693 0.04830912 0.05070091 0.05330563 0.04709656\n", - " 0.04861066 0.05262069 0.05035753 0.04872516 0.05356772 0.04733671\n", - " 0.04807211 0.05033199 0.04935446 0.054159 0.04840764 0.04915708\n", - " 0.05013703 0.04909915 0.05153929 0.05279767 0.05120402 0.05193138\n", - " 0.05057665 0.04925744 0.04580822 0.05053533 0.04815472 0.05380067\n", - " 0.04936771 0.04758866 0.04974575 0.05307557 0.0518382 0.05275163\n", - " 0.05177885 0.04889609 0.04468032 0.04879161 0.05155059 0.04792964\n", - " 0.04350777 0.04943392 0.04802322 0.05218647 0.0524979 0.04897925\n", - " 0.05167669 0.04944959 0.05187722 0.04706976 0.0495405 0.05367638\n", - " 0.04812261 0.0481926 0.04785531 0.04832161 0.04848168 0.05028408\n", - " 0.05006309 0.05335366 0.04910861 0.05095607 0.0487928 0.05262943\n", - " 0.04911748 0.05037566 0.04760767 0.05263734 0.05025889 0.05208809\n", - " 0.0498737 0.04822786 0.05156916 0.05029538 0.04382895 0.04759196\n", - " 0.05036305 0.04893355 0.04660048 0.04708503 0.05174921 0.04767962\n", - " 0.05261179 0.04949708 0.04997425 0.04818556 0.05197487 0.04888564\n", - " 0.04619159 0.05048172 0.05287761 0.04697058 0.04867932 0.05018252\n", - " 0.05309942 0.0521829 0.05500493 0.05246034 0.05213876 0.04926683\n", - " 0.04954487 0.05044658 0.04974116 0.04745987 0.04877712 0.04990684\n", - " 0.04836307 0.04404516 0.0480878 0.05032814 0.0479848 0.05188152\n", - " 0.05198968 0.05143561 0.04631416 0.05005573 0.05045617 0.04808191\n", - " 0.04916752 0.04919189 0.05174073 0.05046629 0.04939406 0.04804258\n", - " 0.05018426 0.05359098 0.04881542 0.04963514 0.05138081 0.05325247\n", - " 0.05290425 0.04812555 0.05203503 0.04841441 0.0507949 0.0503433\n", - " 0.05168763 0.05224254 0.04782879 0.05357293 0.04929954 0.04647807\n", - " 0.04829147 0.05180334 0.05129065 0.0495379 0.04780539 0.05236202\n", - " 0.05044993 0.05125418 0.04649025 0.05028969 0.04626218 0.04796433\n", - " 0.04974957 0.05283348 0.05188404 0.04855454 0.05299647 0.05004618\n", - " 0.04959208 0.05114095 0.05195957 0.04726299 0.05052625 0.05055037\n", - " 0.04903318 0.04959884 0.04712787 0.04977623 0.04652576 0.05166949\n", - " 0.05254961 0.05255129 0.0501981 0.04901778 0.05060936 0.04885038\n", - " 0.04775012 0.05032663 0.050455 0.04650178 0.05144252 0.04907707\n", - " 0.04602566 0.05270925 0.0500722 0.04945832 0.04878301 0.0503666\n", - " 0.04747903 0.05100522 0.0525598 0.04587172 0.04832855 0.04741271\n", - " 0.04867785 0.05048904 0.04837116 0.04667754 0.05147013 0.04635515\n", - " 0.05116089 0.04908719 0.04892053 0.05015429 0.047777 0.05459075\n", - " 0.04706481 0.05065526 0.05071139 0.04819634 0.05186175 0.05157826\n", - " 0.05184804 0.05305297 0.05379823 0.05370067 0.05177214 0.04742956\n", - " 0.04858257 0.04822793 0.05147042 0.05157077 0.04935828 0.04938312\n", - " 0.05174372 0.04984588 0.05002279 0.04670684 0.05175889 0.05010324\n", - " 0.05120261 0.04666666 0.04984509 0.04944576 0.05322278 0.0496967\n", - " 0.05333081 0.05103505 0.04987438 0.05066675 0.04944288 0.04815405\n", - " 0.04877483 0.04960832 0.05025092 0.0500304 0.04648933 0.04722974\n", - " 0.05000473 0.05219929 0.05049921 0.04813597 0.05238619 0.05193589\n", - " 0.04606224 0.04836692 0.04783285 0.04809951 0.05089318 0.05117047\n", - " 0.04838169 0.05262244 0.05063246 0.05325538 0.04834202 0.05080903\n", - " 0.04848865 0.04893591 0.0493175 0.04412732 0.04694528 0.04933202\n", - " 0.04862212 0.05028998 0.04964414 0.04628196 0.0509335 0.05170924\n", - " 0.05197542 0.05095994 0.04784912 0.05029507 0.04920041 0.04928039\n", - " 0.04739869 0.04895174 0.04965465 0.05051419 0.04928131 0.0527731\n", - " 0.05196391 0.04776649 0.04925212 0.05180368 0.05069373 0.05383412\n", - " 0.04870037 0.0517742 0.04993791 0.05423745 0.04807326 0.0480599\n", - " 0.04942627 0.05356339 0.05304107 0.0552249 0.04612388 0.05303026\n", - " 0.04945345 0.04570714 0.0502501 0.04836563 0.05098706 0.04922631\n", - " 0.04959757 0.05388031 0.0485203 0.05070581 0.04899535 0.04969477\n", - " 0.04915814 0.05036929 0.04952021 0.04844699 0.05283675 0.05059287\n", - " 0.05301251 0.05214063 0.05145614 0.05065933 0.0477969 0.04957007\n", - " 0.05029044 0.04331364 0.05059471 0.04988398 0.05403104 0.04737745\n", - " 0.0526305 0.04906721 0.04734305 0.04721343 0.04830185 0.05148447\n", - " 0.05269624 0.04830076 0.05179783 0.04907883 0.04670319 0.04542593\n", - " 0.05150842 0.05496753 0.04879656 0.05094505 0.04750012 0.05148278\n", - " 0.05037541 0.05050242 0.04981278 0.04831884 0.0485558 0.05381035\n", - " 0.05135323 0.05028157 0.0465138 0.05020144 0.04920685 0.05022943\n", - " 0.0503007 0.04973987 0.04746492 0.0531286 0.05161014 0.04989237\n", - " 0.04948913 0.04852133 0.04809511 0.0496646 0.04590453 0.05209367\n", - " 0.04669374 0.05099116 0.04934014 0.04998091 0.05082141 0.04361695\n", - " 0.05246219 0.05052774 0.04809889 0.04942629 0.04983153 0.05434294\n", - " 0.04537149 0.04944979 0.04921306 0.04661694 0.0493313 0.04935651\n", - " 0.04896779 0.04859131 0.05279701 0.05204744 0.04926147 0.04959606\n", - " 0.04875124 0.05118121 0.05033014 0.04822875 0.05053521 0.04944598\n", - " 0.04791487 0.05016721 0.04680073 0.0505405 0.05580963 0.05147235\n", - " 0.04994069 0.04743367 0.04829647 0.04823784 0.04854989 0.04813573\n", - " 0.05194722 0.05121562 0.04943708 0.05067254 0.04862127 0.0505043\n", - " 0.05105049 0.05462022 0.0520942 0.04711407 0.04701893 0.05112899\n", - " 0.05235094 0.05141781 0.05182405 0.05195865 0.05391419 0.05150534\n", - " 0.04629515 0.05147887 0.04923137 0.05117298 0.04826152 0.04974777\n", - " 0.04829066 0.04965335 0.05069825 0.04739976 0.04667668 0.04979248\n", - " 0.04714376 0.04949118 0.04624133 0.05015279 0.04923813 0.05073088\n", - " 0.05038163 0.04896374 0.04912208 0.04615339 0.05217957 0.04921394\n", - " 0.04880235 0.04611911 0.05009558 0.0492361 0.04994874 0.04979298\n", - " 0.04795976 0.05218642 0.05118099 0.04984733 0.0529435 0.04784289\n", - " 0.04909404 0.05230417 0.0531365 0.05235705 0.04995718 0.04974662\n", - " 0.04863627 0.0482739 0.05259709 0.05013902 0.04863006 0.04922531\n", - " 0.05347404 0.04793607 0.05011131 0.05137939 0.05458502 0.04953578\n", - " 0.04693063 0.05223791 0.04996911 0.0498579 0.05063918 0.04824309\n", - " 0.04900107 0.04935657 0.05077317 0.0465947 0.04849227 0.05390407\n", - " 0.04938369 0.05119907 0.05060833 0.04988761 0.04946852 0.05414981\n", - " 0.04873379 0.04777899 0.05139098 0.04641844 0.05020654 0.049817\n", - " 0.05088979 0.0498777 0.05010164 0.04917469 0.04776674 0.04745921\n", - " 0.05010834 0.05014379 0.04885267 0.04805358 0.0502787 0.0492725\n", - " 0.05172875 0.04944912 0.05018937 0.05087861 0.04998065 0.04712189\n", - " 0.05118604 0.04576508 0.04886671 0.05032433 0.05387266 0.04959188\n", - " 0.04954314 0.05033718 0.04914275 0.04741084 0.04594823 0.0493244\n", - " 0.05123677 0.04676419 0.05124496 0.04924316 0.0503028 0.0510179\n", - " 0.04882005 0.04995466 0.05128445 0.04779881 0.05284026 0.05036996\n", - " 0.04936903 0.05403337 0.05048575 0.04794504 0.04887032 0.04964828\n", - " 0.04991938 0.05167244 0.04713596 0.04699561 0.04979464 0.05328449\n", - " 0.04960333 0.04586155 0.04490452 0.04949395 0.05119558 0.04675671\n", - " 0.0499312 0.04535683 0.04904951 0.04703496 0.0526788 0.05095117\n", - " 0.0479453 0.04808854 0.04743569 0.04700295 0.04875966 0.05195205\n", - " 0.04715551 0.04853867 0.05312833 0.05361202 0.04905331 0.05080578\n", - " 0.04885974 0.04930213 0.04929888 0.04866273 0.04880993 0.04963114\n", - " 0.05119256 0.0513318 0.04653382 0.05170925 0.04955983 0.05051597\n", - " 0.05011088 0.04981544 0.04640798 0.05261497 0.05063588 0.04993565\n", - " 0.04678904 0.04906926 0.04745358 0.05011369 0.05116216 0.04691924\n", - " 0.05295935 0.05026195 0.04677532 0.04680064 0.04753099 0.04864796\n", - " 0.05061652 0.04779826 0.04874385 0.04679641 0.0496374 0.05044663\n", - " 0.05109007 0.04764546 0.04843647 0.05144609 0.04852007 0.05162953\n", - " 0.04872285 0.05001409 0.05098584 0.04878446 0.0514707 0.04585343\n", - " 0.04925456 0.0481696 0.04632414 0.05153676 0.05131672 0.04817472\n", - " 0.04551896 0.04844983 0.05398614 0.04564336 0.04888359 0.04981248\n", - " 0.05001573 0.04886523 0.04954556 0.05080607 0.04954267 0.04925812\n", - " 0.0500973 0.04696094 0.04854276 0.05173377 0.04988609 0.04608599\n", - " 0.04806261 0.04715557 0.04632898 0.05303615 0.04504218 0.04500026\n", - " 0.04584633 0.04985113 0.05099276 0.04720881 0.05125693 0.04954344\n", - " 0.04782281 0.04978705 0.0497908 0.04640785 0.04798811 0.0452033\n", - " 0.05114134 0.04913904 0.04680978 0.05255927 0.04651333 0.04647181\n", - " 0.04893976 0.0465677 0.04824678 0.04669056 0.04914 0.05053449\n", - " 0.04859842 0.04869634 0.0510466 0.05171877 0.04787989 0.05153358\n", - " 0.05183013 0.04495803 0.04825997 0.05113572 0.05012012 0.04828394\n", - " 0.04679209 0.04779642 0.05013297 0.04772733 0.04845677 0.05238662\n", - " 0.04749229 0.05040523 0.04697987 0.04753553 0.05295163 0.04915554\n", - " 0.05121814 0.05053214 0.04635042 0.05069278 0.04960329 0.0478869\n", - " 0.05007409 0.04947122 0.04985012 0.04711389 0.05058281 0.04879179\n", - " 0.05075135 0.05006379 0.04687994 0.04921129 0.04991893 0.04957098\n", - " 0.04641169 0.04901998 0.04529819 0.04942824 0.04638255 0.04837472\n", - " 0.05095826 0.04854056 0.04856475 0.05201232 0.05096252 0.05174695\n", - " 0.04775746 0.04839206 0.04920529 0.04958201 0.05079234 0.04763006\n", - " 0.04864444 0.05038644 0.04717982 0.05094798 0.05223005 0.04781922\n", - " 0.04704626 0.04922737 0.05003001 0.04821682 0.0508582 0.04697485\n", - " 0.04988133 0.04556535 0.04377409 0.04443781 0.04881261 0.05169021\n", - " 0.04966643 0.04867081 0.04982967 0.05105744 0.05173659 0.04828337\n", - " 0.04701481 0.05224297 0.04784642 0.0494495 0.04939999 0.05000111\n", - " 0.04703564 0.04564948 0.04776528 0.04837135 0.048893 0.04759894\n", - " 0.04559751 0.05108758 0.04453064 0.04850631 0.04962985 0.04785344\n", - " 0.04759658 0.05232365 0.05022582 0.04805865 0.04625593 0.04942519\n", - " 0.04914315 0.04509569 0.04613323 0.044925 0.04725985 0.04706427\n", - " 0.04904848 0.04563621 0.04898076 0.04676361 0.04950333 0.04815178\n", - " 0.04647561 0.04577722 0.04901927 0.05075368 0.0482343 0.04938769\n", - " 0.04904631 0.04766776 0.05141797 0.0493044 0.04944572 0.04674579\n", - " 0.04394113 0.04843177 0.04998641 0.05066195 0.04546263 0.04993583\n", - " 0.04947108 0.04655756 0.04767381 0.04800815 0.05309792 0.0457591\n", - " 0.04545123 0.04785148 0.05142509 0.04834378 0.048666 0.05204174\n", - " 0.05159585 0.04710416 0.04699398 0.04881272 0.05020901 0.05009888\n", - " 0.05059782 0.04807339 0.04736619 0.0466074 0.05044383 0.04748458\n", - " 0.04547194 0.04999269 0.04778975 0.04544193 0.0489569 0.0459732\n", - " 0.04911579 0.04787681 0.04958591 0.04796399 0.0432793 0.04741319\n", - " 0.04563378 0.04865225 0.04526658 0.04896816 0.04984186 0.04572199\n", - " 0.04728826 0.05074427 0.04755507 0.04466551 0.04897568 0.05062201\n", - " 0.04702628 0.05026675 0.05024632 0.04679976 0.04790235 0.05039242\n", - " 0.04761367 0.04880661 0.05053936 0.04731931 0.05079662 0.04815505\n", - " 0.04794186 0.04704104 0.04922492 0.04645107 0.04789144 0.04940592\n", - " 0.04454551 0.0487588 0.04752093 0.04954987 0.0495401 0.04736236\n", - " 0.04737291 0.05152428 0.05101148 0.04753893 0.04511776 0.04876938\n", - " 0.04797192 0.04465556 0.04610633 0.04712043 0.04530649 0.04475316\n", - " 0.0488309 0.04990095 0.0477873 0.0493808 0.05229027 0.0490869\n", - " 0.04374795 0.04974663 0.04909627 0.0498417 ] [0.00384026 0.00651536 0.00173196 0.0024867 0.00575849 0.00790011\n", - " 0.00469352 0.00441375 0.00439245 0.00098127 0.0029965 0.00621865\n", - " 0.00351567 0.00250549 0.00541848 0.00406992 0.00487875 0.00295019\n", - " 0.00259699 0.00590524 0.00385026 0.00434662 0.00466605 0.00390822\n", - " 0.00531913 0.00407084 0.00345002 0.00590684 0.00361896 0.00515997\n", - " 0.0028197 0.00113679 0.00184488 0.00464785 0.00451841 0.00204027\n", - " 0.00305434 0.00167133 0.00310621 0.00089344 0.00643085 0.00372866\n", - " 0.00372692 0.00361352 0.00442077 0.00200644 0.00370064 0.00594194\n", - " 0.0023547 0.00236675 0.00309608 0.00517693 0.00273131 0.00359547\n", - " 0.00475798 0.00493522 0.00283219 0.00434484 0.00435458 0.00449664\n", - " 0.0034931 0.00301565 0.00340075 0.00062591 0.00504405 0.00420594\n", - " 0.001826 0.00523152 0.00323798 0.00206896 0.0026162 0.00435764\n", - " 0.00292478 0.00326212 0.00480722 0.00246754 0.00359575 0.00374308\n", - " 0.00259486 0.00460718 0.00380959 0.00509356 0.00696542 0.00286819\n", - " 0.00425034 0.00468049 0.0040848 0.00332839 0.00365047 0.00515467\n", - " 0.00534741 0.00481012 0.00253065 0.00187626 0.00429743 0.00192294\n", - " 0.00535459 0.00241248 0.00320546 0.00256733 0.00511915 0.00456537\n", - " 0.00452414 0.00455183 0.0015637 0.00403486 0.00505451 0.00342517\n", - " 0.00550603 0.00469006 0.00411796 0.00337836 0.00073886 0.00391219\n", - " 0.00321713 0.00399634 0.0067196 0.00622003 0.00435174 0.00502543\n", - " 0.00274017 0.00231068 0.00452012 0.00599825 0.00325731 0.00549978\n", - " 0.00260221 0.00328677 0.00407913 0.00805217 0.00395537 0.0046758\n", - " 0.00529662 0.0047414 0.0070964 0.00363512 0.00408008 0.00368259\n", - " 0.00261884 0.00419259 0.00593766 0.0029164 0.00355156 0.00312312\n", - " 0.00599852 0.00280683 0.00369477 0.00416208 0.00368383 0.00216047\n", - " 0.00130633 0.00405127 0.00384424 0.00263882 0.00241514 0.00474753\n", - " 0.00216617 0.00389283 0.00393112 0.00273287 0.00445101 0.00217946\n", - " 0.00542095 0.00305759 0.00768143 0.00419257 0.00184208 0.00281723\n", - " 0.00473541 0.00454985 0.00161951 0.0049155 0.00342564 0.00277588\n", - " 0.00287486 0.00230072 0.00520618 0.00382125 0.00293173 0.00462822\n", - " 0.00516434 0.00615837 0.00433949 0.003982 0.00535681 0.00453693\n", - " 0.0048367 0.0027462 0.0039389 0.00481983 0.00413346 0.0057658\n", - " 0.00344127 0.00455036 0.00677551 0.00590905 0.00250886 0.00358175\n", - " 0.00298805 0.0034529 0.00268582 0.00497452 0.004265 0.00462943\n", - " 0.00290566 0.00617331 0.00715634 0.00198842 0.00212118 0.00289904\n", - " 0.00399749 0.00218995 0.00340157 0.00229706 0.00210173 0.00337332\n", - " 0.0033271 0.00303443 0.00482343 0.00412863 0.00447306 0.00559111\n", - " 0.00258406 0.00676884 0.0019319 0.00304945 0.00259145 0.00483705\n", - " 0.00350576 0.00598068 0.00314199 0.00280228 0.00423611 0.00449054\n", - " 0.0053482 0.00380955 0.00325546 0.00444085 0.00447671 0.00376694\n", - " 0.0039327 0.00316416 0.00516468 0.00137473 0.00288539 0.0052721\n", - " 0.00538984 0.00260218 0.00413284 0.00347382 0.00504272 0.00250435\n", - " 0.00347832 0.00718139 0.00295304 0.00323537 0.00598568 0.0056385\n", - " 0.00395737 0.00391419 0.00439756 0.00285717 0.0042178 0.0021384\n", - " 0.00626774 0.00418785 0.00216476 0.00566935 0.00347847 0.00520885\n", - " 0.00440773 0.00266452 0.00633899 0.00391178 0.00516296 0.00220919\n", - " 0.00078487 0.00388119 0.00292748 0.00523112 0.00430134 0.00340948\n", - " 0.00257945 0.00531595 0.00271174 0.00445759 0.00412416 0.00467833\n", - " 0.00543813 0.00380201 0.00334872 0.00594348 0.00568043 0.0015234\n", - " 0.00505358 0.00378073 0.00465954 0.00526377 0.00171277 0.00197896\n", - " 0.0033217 0.00208021 0.00370341 0.00329928 0.00579402 0.00635842\n", - " 0.00372686 0.00511131 0.00359046 0.00572473 0.00181978 0.0042178\n", - " 0.00280987 0.00199603 0.00549297 0.0028916 0.00433602 0.00444475\n", - " 0.0006957 0.00568865 0.00309392 0.00458979 0.00441225 0.00329468\n", - " 0.00177768 0.00371053 0.00282943 0.00510152 0.00532359 0.00619976\n", - " 0.00589327 0.00237257 0.00585709 0.00354101 0.00183586 0.00331819\n", - " 0.00337228 0.00368905 0.00359918 0.00520606 0.00176364 0.00330992\n", - " 0.00179185 0.00396692 0.00514067 0.00318128 0.00178065 0.00241342\n", - " 0.00459546 0.00372763 0.00364319 0.00477088 0.00438352 0.00100697\n", - " 0.00241549 0.00371843 0.00296825 0.00316979 0.00376968 0.00249195\n", - " 0.0039545 0.00426555 0.00274679 0.00649134 0.00509138 0.0010729\n", - " 0.00254486 0.00637633 0.00366368 0.00311815 0.00406934 0.00177999\n", - " 0.00607362 0.00240165 0.00388666 0.00409761 0.00499249 0.00538347\n", - " 0.0036464 0.0053224 0.00365805 0.00310352 0.00543738 0.00125395\n", - " 0.00546118 0.0039399 0.00560043 0.00322357 0.00755862 0.00298953\n", - " 0.003075 0.00496904 0.00417341 0.0021128 0.00509209 0.00358264\n", - " 0.00338693 0.00305324 0.00199134 0.00475685 0.00302954 0.00313062\n", - " 0.00261036 0.00530204 0.00200418 0.00267066 0.00522084 0.00401965\n", - " 0.00353864 0.00456631 0.00224589 0.00447315 0.0051384 0.00496271\n", - " 0.00284794 0.00320279 0.00572274 0.00227529 0.00365409 0.00533562\n", - " 0.00304475 0.005884 0.0045577 0.0030707 0.00472118 0.00409779\n", - " 0.00365337 0.00359655 0.00431263 0.00632288 0.00439437 0.00306231\n", - " 0.00447444 0.00153532 0.00341999 0.00388118 0.00310133 0.00302594\n", - " 0.00382542 0.0052785 0.0021695 0.00332405 0.00514523 0.00203553\n", - " 0.00322378 0.00360102 0.00238001 0.00340678 0.00372848 0.00369226\n", - " 0.00440187 0.00427069 0.00437605 0.0039292 0.00300213 0.00198329\n", - " 0.00412008 0.00289072 0.00554716 0.00374476 0.00494248 0.00528692\n", - " 0.00264142 0.00325692 0.00442561 0.0009993 0.00703464 0.00343458\n", - " 0.00381205 0.00392421 0.00253261 0.00391052 0.00359351 0.00548623\n", - " 0.00167211 0.00482441 0.00374608 0.00254128 0.00381057 0.00280814\n", - " 0.00611855 0.00203193 0.00353314 0.00330408 0.00246145 0.00102829\n", - " 0.0042978 0.00171541 0.00233098 0.00234219 0.00589199 0.00321734\n", - " 0.00405528 0.00502234 0.00336154 0.00332618 0.00416128 0.00512496\n", - " 0.0048222 0.00268063 0.00703027 0.0068032 0.00485692 0.00466203\n", - " 0.0040715 0.00275446 0.00500589 0.00261162 0.00553845 0.00380296\n", - " 0.00566627 0.003645 0.00424573 0.00314984 0.00451235 0.00270589\n", - " 0.0034891 0.00426973 0.00178495 0.00331449 0.00559155 0.00363007\n", - " 0.00282492 0.00394014 0.00452963 0.00251549 0.00492057 0.00329025\n", - " 0.00513109 0.00295507 0.00389006 0.00478843 0.00522413 0.00427107\n", - " 0.00214749 0.00169246 0.00290254 0.00391984 0.00512978 0.00428581\n", - " 0.00808264 0.00319572 0.00299967 0.00293879 0.00221816 0.00369052\n", - " 0.00576391 0.00152988 0.00415367 0.00235053 0.00286747 0.0025914\n", - " 0.00359774 0.00253455 0.00246348 0.00179856 0.00528057 0.00267792\n", - " 0.00291999 0.00144132 0.00201563 0.00359623 0.00240142 0.00380296\n", - " 0.00295738 0.0011766 0.00439364 0.00337596 0.00226931 0.00136015\n", - " 0.00140485 0.00395484 0.00469649 0.00574133 0.00373506 0.00203036\n", - " 0.00151516 0.0044705 0.00644264 0.00509353 0.00282526 0.00216992\n", - " 0.00193161 0.00464986 0.00379177 0.00708324 0.00208296 0.00469012\n", - " 0.00879869 0.00496506 0.0037154 0.00223165 0.00358833 0.00431242\n", - " 0.00384601 0.00429384 0.00241338 0.00387263 0.00397875 0.00422197\n", - " 0.00704336 0.00519029 0.00399728 0.00555433 0.00250884 0.00295584\n", - " 0.00604076 0.00182245 0.00505149 0.00344079 0.00259603 0.00553066\n", - " 0.006781 0.00363953 0.00226282 0.0036455 0.0049828 0.00469626\n", - " 0.00322573 0.00523982 0.00163201 0.00349822 0.00364068 0.00523866\n", - " 0.00296831 0.00525059 0.0059373 0.00170844 0.00257031 0.00248987\n", - " 0.00563694 0.00468241 0.0042802 0.00456609 0.00281587 0.00321086\n", - " 0.00406197 0.00289844 0.00337577 0.00449752 0.00273318 0.0028169\n", - " 0.00690198 0.00359458 0.00532616 0.00644383 0.00350952 0.0027731\n", - " 0.00247673 0.00482333 0.00484642 0.00184077 0.0026867 0.00430977\n", - " 0.00284797 0.00545894 0.00516868 0.00241212 0.00603565 0.00655036\n", - " 0.00208138 0.00439132 0.00334433 0.00308121 0.00565982 0.004914\n", - " 0.0033069 0.00388126 0.0052323 0.00404012 0.00299638 0.00354915\n", - " 0.00334548 0.00310325 0.00140316 0.0034587 0.00431948 0.00603115\n", - " 0.00401384 0.00599077 0.00198612 0.00331638 0.00485573 0.00295195\n", - " 0.00262832 0.00332782 0.00237068 0.00238706 0.00245404 0.00410852\n", - " 0.00434324 0.00396918 0.0018082 0.00308748 0.00272328 0.00380918\n", - " 0.00509607 0.00208831 0.00401057 0.00670922 0.00816727 0.00202685\n", - " 0.00619252 0.00247108 0.0032214 0.00446048 0.00446886 0.00387277\n", - " 0.00391634 0.00388254 0.00263637 0.00258847 0.00202954 0.00277515\n", - " 0.00072679 0.00414487 0.00254682 0.00297943 0.00417397 0.0039085\n", - " 0.00268929 0.00363849 0.00389381 0.00240136 0.00167971 0.00454367\n", - " 0.00545552 0.00137743 0.00332984 0.00231458 0.00369464 0.00462843\n", - " 0.00399212 0.00316743 0.00212859 0.00455126 0.0071564 0.00352085\n", - " 0.00246647 0.00296317 0.00251237 0.00658149 0.00254263 0.00417423\n", - " 0.00458543 0.00305311 0.00234609 0.00286503 0.00634121 0.00677325\n", - " 0.00466221 0.00380155 0.00122803 0.00200314 0.00365184 0.00359705\n", - " 0.00528106 0.0026928 0.00523333 0.00169436 0.00212817 0.00279593\n", - " 0.00239695 0.00137865 0.00369743 0.00484993 0.00050045 0.00221029\n", - " 0.00217623 0.00242335 0.00601885 0.00491192 0.00266267 0.00338829\n", - " 0.00302415 0.00302095 0.00471328 0.00467297 0.00475083 0.00102835\n", - " 0.0016614 0.00473532 0.00481353 0.00351512 0.00160698 0.00195911\n", - " 0.00728427 0.00112166 0.0043743 0.00524093 0.00533362 0.00373383\n", - " 0.0034326 0.00239489 0.00198443 0.00573796 0.00482379 0.00234261\n", - " 0.00473872 0.00574798 0.00228653 0.00460076 0.00459519 0.00296569\n", - " 0.00433249 0.00337451 0.00581374 0.00347868 0.00504485 0.00589002\n", - " 0.00331635 0.00371638 0.00333445 0.00150524 0.0015441 0.00496281\n", - " 0.00472467 0.00372477 0.00561168 0.00403096 0.0021247 0.00339989\n", - " 0.00391083 0.00586254 0.00607603 0.00301988 0.00532784 0.00309912\n", - " 0.00505161 0.00551784 0.00261673 0.00331726 0.00374294 0.00234772\n", - " 0.00543778 0.00445385 0.00696024 0.00402936 0.00465211 0.0043829\n", - " 0.00244106 0.00546343 0.00572952 0.004393 0.0027517 0.00347665\n", - " 0.00319349 0.0029763 0.00225356 0.00516349 0.00687683 0.00393052\n", - " 0.00418909 0.00466979 0.00444448 0.00626016 0.00495104 0.00443241\n", - " 0.002624 0.00185289 0.00209247 0.00432385 0.00420923 0.0034507\n", - " 0.00403729 0.00543937 0.00392803 0.00124226 0.00332294 0.00256254\n", - " 0.00168843 0.00411755 0.00255914 0.00380968 0.00269011 0.00295814\n", - " 0.00145811 0.00134745 0.00438871 0.00236469 0.00218233 0.00252155\n", - " 0.00279459 0.00318116 0.00435858 0.00045757 0.0023934 0.00688374\n", - " 0.0014354 0.00463422 0.00515499 0.00363861 0.00504125 0.00651952\n", - " 0.00417498 0.0059979 0.00311895 0.00432039 0.00385424 0.00761081\n", - " 0.00383881 0.00361814 0.00289975 0.00320508 0.00292349 0.00290451\n", - " 0.0028502 0.00299813 0.00339368 0.0041511 0.00383999 0.00719683\n", - " 0.00091309 0.00378597 0.00355153 0.00315073 0.00085517 0.00388223\n", - " 0.00513347 0.00191788 0.00295164 0.00306469 0.00500981 0.00212531\n", - " 0.00355672 0.00330072 0.00404635 0.00227927 0.00194506 0.00289823\n", - " 0.00600594 0.00233953 0.0073707 0.00414436 0.00203468 0.00367284\n", - " 0.00336196 0.00156793 0.00402379 0.00593559 0.00355808 0.00349689\n", - " 0.00446742 0.0010869 0.0030015 0.0045838 0.00194076 0.00329379\n", - " 0.00292098 0.00399822 0.00375734 0.00513627 0.00244708 0.00354441\n", - " 0.00326631 0.00444593 0.00446622 0.00534141 0.00267879 0.0021138\n", - " 0.00302807 0.00228754 0.00258583 0.0036437 0.00392391 0.00260722\n", - " 0.00222566 0.00337373 0.00355061 0.00645447 0.00234375 0.00169793\n", - " 0.00129185 0.00399326 0.00351753 0.00476084 0.00338053 0.00377283\n", - " 0.00187553 0.00529905 0.00355318 0.00310609 0.00487087 0.00278717\n", - " 0.00487019 0.00283355 0.00186851 0.00469515 0.00256402 0.00200977\n", - " 0.00330849 0.00271013 0.00409415 0.00377506 0.00341342 0.0033244\n", - " 0.00238094 0.00271122 0.00200931 0.00330605] [ 0 3 4 10 11 14 15 18 19 20 22 23 26 27\n", - " 33 36 37 38 39 40 47 48 49 51 52 54 57 60\n", - " 61 62 63 65 66 67 68 70 71 77 79 80 82 85\n", - " 89 90 95 99 100 103 106 107 109 114 116 121 125 126\n", - " 128 130 131 132 136 137 143 144 146 147 150 157 159 160\n", - " 162 164 170 171 172 175 176 177 178 180 181 184 185 186\n", - " 189 190 191 192 195 199 200 202 203 204 205 207 209 211\n", - " 213 215 216 218 219 220 221 222 224 225 229 235 237 238\n", - " 239 241 242 244 245 246 247 252 253 254 257 258 259 260\n", - " 262 270 271 274 276 278 280 282 283 285 287 288 290 295\n", - " 296 297 298 306 308 309 312 313 316 318 319 322 324 329\n", - " 330 331 332 337 338 340 343 344 345 346 348 350 352 353\n", - " 354 358 360 362 363 364 365 366 367 368 374 377 378 386\n", - " 390 391 392 393 394 395 396 397 398 399 401 402 404 408\n", - " 409 412 413 414 415 418 421 422 425 426 430 431 434 435\n", - " 436 437 438 439 440 441 443 444 445 446 450 451 452 453\n", - " 454 456 458 460 461 464 465 466 468 470 474 475 478 479\n", - " 480 481 482 483 484 486 487 488 489 491 494 498 501 502\n", - " 503 506 508 509 510 511 512 513 514 517 518 519 520 523\n", - " 530 533 534 536 537 538 539 540 542 543 544 546 547 550\n", - " 552 554 555 556 562 563 564 568 571 573 576 580 584 585\n", - " 586 588 590 591 592 594 596 597 598 599 601 602 603 605\n", - " 608 610 613 614 616 618 620 622 623 626 628 629 633 637\n", - " 640 641 642 643 644 645 649 651 652 653 654 655 658 659\n", - " 660 667 670 675 676 677 680 682 683 684 687 692 694 696\n", - " 697 699 702 703 705 709 710 712 715 717 719 720 721 723\n", - " 725 726 727 728 729 731 732 733 738 739 742 743 744 745\n", - " 752 755 756 758 763 764 765 768 769 772 773 775 776 778\n", - " 779 780 781 782 788 791 793 795 796 799 800 804 805 806\n", - " 807 810 818 819 821 822 823 825 826 827 828 832 833 835\n", - " 836 837 839 840 843 845 850 851 854 857 860 862 865 866\n", - " 870 871 881 883 884 885 886 888 890 892 895 897 898 901\n", - " 902 904 906 907 908 910 911 914 918 919 921 923 927 928\n", - " 929 930 931 932 933 935 939 941 942 945 949 952 954 955\n", - " 956 960 962 963 964 965 967 968 971 976 978 979 981 982\n", - " 986 988 989 990 992 994 995 996 998 999 1002 1003 1004 1005\n", - " 1006 1011 1013 1015 1016 1017 1022 1026 1028 1029 1035 1036 1037 1038\n", - " 1039 1043 1045 1046 1052 1053 1056 1058 1059 1060 1062 1065 1066 1067\n", - " 1069 1070 1071 1072 1073 1074 1077 1078 1080 1081 1082 1085 1086 1087\n", - " 1091 1092 1098 1100 1102 1103 1104 1107 1108 1109 1111 1112 1113 1114\n", - " 1116 1119 1121 1122 1125 1126 1128 1129 1130 1131 1132 1134 1135 1136\n", - " 1139 1142 1145 1146 1148 1149 1150 1151 1152 1153 1155 1160 1162 1164\n", - " 1166 1167 1173 1174 1176 1177 1178 1182 1184 1186 1188 1189 1190 1193\n", - " 1194 1195 1197 1198 1201 1202 1205 1206 1207 1209 1213 1214 1215 1217\n", - " 1218 1223 1225 1228 1229 1232 1233 1238 1240 1241 1242 1243 1244 1245\n", - " 1246 1249 1250 1251 1252 1254 1256 1257 1260 1261 1264 1267 1271 1276\n", - " 1277 1278 1282 1285 1290 1293 1296 1298 1299 1302 1306 1310 1314 1315\n", - " 1320 1322 1323 1325 1326 1328 1335 1344 1345 1347 1348 1351 1352 1354\n", - " 1358 1360 1364 1365 1366 1367 1368 1372 1373 1375 1376 1380 1385 1386\n", - " 1390 1393 1397 1400 1403 1405 1413 1416 1417 1419 1421 1422 1431 1432\n", - " 1436 1438 1439 1440 1441 1444 1446 1447 1448 1449 1450 1451 1452 1454\n", - " 1455 1456 1457 1458 1459 1460 1461 1463 1470 1473 1474 1476 1477 1481\n", - " 1482 1483 1487 1488 1489 1490 1491 1493 1494 1498 1499 1500 1502 1505\n", - " 1509 1510 1511 1513 1515 1516 1523 1526 1528 1534 1537 1538 1541 1545\n", - " 1547 1548 1551 1552 1553 1555 1557 1562 1564 1565 1566 1568 1570 1571\n", - " 1572 1573 1576 1578 1580 1581 1582 1585 1590 1595 1596 1597 1601 1602\n", - " 1603 1610 1611 1613 1614 1616 1622 1624 1626 1627 1631 1635 1636 1637\n", - " 1640 1641 1646 1647 1649 1651 1652 1653 1654 1656 1658 1662 1664 1666\n", - " 1669 1670 1674 1677 1679 1680 1681 1682 1685 1686 1687 1688 1693 1694\n", - " 1695 1697 1698 1699 1700 1702 1704 1707 1709 1710 1711 1712 1718 1719\n", - " 1722 1723 1724 1725 1730 1738 1739 1740 1743 1745 1748 1749 1750 1751\n", - " 1753 1754 1757 1762 1763 1765 1766 1768 1775 1776 1777 1780 1781 1784\n", - " 1785 1786 1787 1789 1790 1792 1794 1796 1797 1800 1802 1803 1804 1808\n", - " 1810 1814 1816 1818 1819 1823 1826 1827 1829 1830 1832 1833 1834 1836\n", - " 1837 1838 1844 1845 1846 1847 1848 1851 1853 1860 1864 1865 1866 1867\n", - " 1871 1872 1873 1874 1875 1877 1879 1880 1883 1884 1886 1888 1890 1891\n", - " 1895 1899 1901 1902 1906 1908 1909 1910 1913 1916 1918 1924 1925 1926\n", - " 1928 1929 1932 1935 1936 1939 1940 1941 1942 1945 1947 1950 1951 1953\n", - " 1956 1960 1961 1962 1963 1964 1966 1967 1968 1969 1975 1977 1978 1979\n", - " 1980 1981 1982 1983 1985 1987 1988 1989 1991 1992 1993 1995 2002 2008\n", - " 2016 2017 2021 2022 2023 2025 2026 2028 2031 2032 2034 2035 2036 2038\n", - " 2039 2040 2041 2043 2044 2047]\n", - "train_loss pretrain=False means: [0.05031866 0.05075026 0.04977435 0.05224543 0.0519435 0.04963765\n", - " 0.04703807 0.04869957 0.04915205 0.05363788 0.05159122 0.05276823\n", - " 0.0497289 0.05196908 0.05093611 0.05195003 0.04837771 0.05163403\n", - " 0.05327674 0.05405425 0.04943679 0.05011171 0.04893865 0.04866687\n", - " 0.04859508 0.05019908 0.05053651 0.05036403 0.04801527 0.05029532\n", - " 0.05091611 0.05005314 0.05052274 0.0499781 0.04753901 0.04911585\n", - " 0.04964808 0.05172197 0.05025312 0.05472583 0.04850988 0.04955337\n", - " 0.04843133 0.04713119 0.05080153 0.05014173 0.05194411 0.05107636\n", - " 0.04848812 0.04747818 0.0485949 0.05056628 0.05033421 0.04587173\n", - " 0.04931783 0.04764029 0.05205895 0.04714466 0.05172468 0.05016476\n", - " 0.05185485 0.051968 0.05382132 0.04878477 0.04975198 0.05009924\n", - " 0.05171448 0.05005972 0.04831802 0.04799906 0.04969204 0.04726574\n", - " 0.04761237 0.05293166 0.05283666 0.05016224 0.0517585 0.04911579\n", - " 0.05028676 0.04725693 0.04806436 0.05112955 0.04648507 0.04918069\n", - " 0.04709356 0.05132463 0.04553553 0.05125621 0.05090676 0.0525238\n", - " 0.04748872 0.04788147 0.05093296 0.04964596 0.04876462 0.05024569\n", - " 0.0498418 0.05101857 0.04995041 0.05193444 0.0535401 0.05207789\n", - " 0.05282301 0.05087828 0.04830812 0.04967877 0.05488593 0.04672905\n", - " 0.0511635 0.04737592 0.05234825 0.0496131 0.05019903 0.04916036\n", - " 0.04869518 0.04838193 0.04821441 0.05120013 0.05614887 0.05042079\n", - " 0.04928233 0.05046893 0.05030792 0.04981383 0.05142977 0.05027439\n", - " 0.05171463 0.05224862 0.0495067 0.05377356 0.05001435 0.05162365\n", - " 0.05151827 0.05111351 0.04945768 0.05008956 0.05274023 0.0510156\n", - " 0.05046637 0.04915238 0.05030202 0.05492425 0.04950208 0.04871405\n", - " 0.05142534 0.05162509 0.05273837 0.05162372 0.05085908 0.0492249\n", - " 0.05250803 0.04975841 0.05303597 0.05072655 0.04976642 0.04843112\n", - " 0.04978729 0.05126318 0.05000036 0.05253404 0.05136443 0.048603\n", - " 0.04951502 0.04939546 0.04632192 0.05257859 0.04830368 0.05090257\n", - " 0.05022609 0.04972207 0.04762572 0.04909867 0.04253875 0.04540859\n", - " 0.0523585 0.04762813 0.05069098 0.04723251 0.05067742 0.04846517\n", - " 0.05061406 0.04700707 0.04817527 0.0509762 0.04947573 0.05094667\n", - " 0.04997121 0.04809485 0.04844866 0.05084279 0.05104365 0.05259914\n", - " 0.05150016 0.04654443 0.05062343 0.04601248 0.04698932 0.0488527\n", - " 0.04919642 0.04672219 0.05023077 0.05013613 0.05027046 0.04864574\n", - " 0.05045115 0.04904088 0.04831014 0.04810209 0.04995404 0.05229449\n", - " 0.0511967 0.04782278 0.05048915 0.05125114 0.04811959 0.04840789\n", - " 0.05253823 0.05057399 0.04889053 0.04994576 0.04988759 0.05369112\n", - " 0.04716496 0.05492008 0.05077801 0.05211233 0.05147661 0.04982156\n", - " 0.04928535 0.05316667 0.05146924 0.05187555 0.04895829 0.05101951\n", - " 0.05063971 0.04753989 0.05157491 0.04830538 0.04791523 0.04565059\n", - " 0.05063185 0.04741933 0.05138356 0.05102565 0.05104091 0.05138151\n", - " 0.04783102 0.05141393 0.0469348 0.04755698 0.05159614 0.05131245\n", - " 0.05024492 0.0506595 0.05047744 0.04996568 0.04658702 0.05198378\n", - " 0.05368559 0.04836231 0.04731703 0.04585609 0.0465113 0.04873533\n", - " 0.04783094 0.04823991 0.05036126 0.04779226 0.05100968 0.04941265\n", - " 0.0512935 0.05166494 0.0489368 0.0510404 0.05195447 0.0506726\n", - " 0.04744798 0.05045211 0.05054369 0.04999099 0.05150248 0.05354651\n", - " 0.04702157 0.0499497 0.05202346 0.05155636 0.04787716 0.05071613\n", - " 0.05099118 0.04796892 0.0495105 0.05071938 0.04736121 0.05094135\n", - " 0.0502299 0.05112074 0.04922494 0.05025937 0.05231861 0.05010559\n", - " 0.04800483 0.04887625 0.05283115 0.04980229 0.05074833 0.0513942\n", - " 0.05176298 0.05055872 0.04912027 0.04949062 0.04934883 0.05136102\n", - " 0.05006329 0.04979477 0.050609 0.05304031 0.04924688 0.05005528\n", - " 0.05144228 0.04943188 0.05134552 0.04899163 0.05045878 0.04535927\n", - " 0.04910984 0.04716211 0.04841414 0.05031116 0.04871593 0.04853988\n", - " 0.05105138 0.04999128 0.0474916 0.0524668 0.0479327 0.05131119\n", - " 0.05133727 0.04614305 0.05355895 0.04911125 0.05041248 0.05111707\n", - " 0.0482261 0.05159918 0.04903668 0.05057536 0.04981106 0.04480966\n", - " 0.04968846 0.05388992 0.05166766 0.04856419 0.04632188 0.04939974\n", - " 0.05061542 0.0471939 0.04914659 0.05130055 0.05496869 0.04894046\n", - " 0.05092343 0.04807601 0.05408591 0.05217743 0.05016403 0.05104739\n", - " 0.04968593 0.04840962 0.05093169 0.04893356 0.05046034 0.04800844\n", - " 0.05212812 0.04539685 0.05074721 0.04975652 0.05369681 0.05062442\n", - " 0.05201838 0.046992 0.05120369 0.04947822 0.04662023 0.05125457\n", - " 0.04885343 0.05114276 0.04620513 0.04680809 0.0493856 0.04755365\n", - " 0.04944992 0.04745 0.05364947 0.0505331 0.05149834 0.04458213\n", - " 0.05169763 0.05001322 0.0484538 0.04920774 0.05108787 0.05647113\n", - " 0.04889749 0.05217845 0.05198022 0.04749117 0.04970292 0.05009879\n", - " 0.05062273 0.05373697 0.0509092 0.04714929 0.05084741 0.05387965\n", - " 0.05118853 0.04934168 0.04942237 0.0496788 0.05002081 0.04973976\n", - " 0.04917574 0.04940836 0.05438435 0.0532714 0.04818489 0.04662091\n", - " 0.04949391 0.05360421 0.04951009 0.04970584 0.0521682 0.05229024\n", - " 0.05209295 0.05125508 0.0527875 0.04927118 0.05001876 0.04803957\n", - " 0.04946611 0.04510503 0.05131301 0.04843106 0.04502493 0.0454477\n", - " 0.05024398 0.04818378 0.05245059 0.04899164 0.04850858 0.04908968\n", - " 0.05113703 0.04779202 0.04944166 0.05373346 0.04659108 0.05105926\n", - " 0.04689348 0.05078284 0.05232942 0.05240739 0.0482243 0.04780846\n", - " 0.05077369 0.0498353 0.04730425 0.05107496 0.05011572 0.04829281\n", - " 0.04978973 0.0481089 0.05347256 0.04703465 0.04919221 0.04895705\n", - " 0.0525998 0.05137346 0.05305906 0.04873203 0.05205314 0.04736535\n", - " 0.05139338 0.05126709 0.053474 0.0508845 0.04780187 0.0473513\n", - " 0.0487537 0.04752429 0.05342999 0.04738279 0.04966432 0.04974654\n", - " 0.04801212 0.05207074 0.04968325 0.05142859 0.04505388 0.04659089\n", - " 0.04740822 0.05024739 0.05217698 0.04907005 0.04984173 0.05203781\n", - " 0.04900356 0.0481735 0.04816269 0.04985319 0.05210233 0.05386176\n", - " 0.04643054 0.04971287 0.05162833 0.04471195 0.05197012 0.04792301\n", - " 0.04873763 0.04896495 0.05039774 0.0467019 0.04795104 0.04838971\n", - " 0.04890888 0.04980514 0.04823191 0.04792548 0.05084937 0.05199465\n", - " 0.0526756 0.05002565 0.05037828 0.04712049 0.05020295 0.04771815\n", - " 0.04999055 0.05057532 0.04746129 0.05055768 0.05175869 0.04968353\n", - " 0.047034 0.05517197 0.04650103 0.05528718 0.05291818 0.04417767\n", - " 0.05292326 0.05007685 0.05067035 0.048244 0.05049643 0.04635121\n", - " 0.04766811 0.04846564 0.04652196 0.05337524 0.04854501 0.04573281\n", - " 0.04772754 0.05252711 0.05164992 0.05039272 0.04941576 0.05274948\n", - " 0.04983917 0.05136943 0.05102351 0.04712263 0.04961571 0.05084116\n", - " 0.05059897 0.04711461 0.04968895 0.04898975 0.04498888 0.04942872\n", - " 0.05041529 0.04946784 0.04794983 0.05233571 0.05252486 0.05182625\n", - " 0.04895462 0.04957749 0.04955582 0.05170385 0.05024763 0.04740219\n", - " 0.05051883 0.05108273 0.04794541 0.05034923 0.04704449 0.05391449\n", - " 0.04897561 0.05087365 0.0523394 0.04827343 0.04660205 0.0496487\n", - " 0.04791124 0.04491708 0.04791637 0.0513907 0.0492816 0.05008995\n", - " 0.05037917 0.05147582 0.04608857 0.04887891 0.04745067 0.05285606\n", - " 0.0500922 0.05141729 0.0507955 0.04924599 0.0481805 0.0516618\n", - " 0.04871013 0.04797974 0.04998 0.04570093 0.04851527 0.05177189\n", - " 0.05056166 0.04625625 0.0524912 0.04744663 0.05050535 0.05029252\n", - " 0.05000208 0.05140897 0.04762897 0.05087651 0.04773953 0.0481835\n", - " 0.05037737 0.04779031 0.05497853 0.04575838 0.04595116 0.05438526\n", - " 0.04869291 0.05122903 0.04886758 0.04635287 0.05072016 0.05047167\n", - " 0.04891495 0.04811007 0.04669954 0.05315441 0.04977393 0.04936202\n", - " 0.04684363 0.04861625 0.04867733 0.05193445 0.05120899 0.05144636\n", - " 0.04917287 0.05223912 0.04992962 0.05081025 0.05159425 0.04534638\n", - " 0.05020858 0.04978858 0.05428662 0.04835856 0.0518617 0.04944233\n", - " 0.04646263 0.04450292 0.05123541 0.05298483 0.04869955 0.0492713\n", - " 0.05056645 0.05080499 0.05101909 0.05112936 0.05077076 0.04815446\n", - " 0.04871161 0.05078524 0.04657688 0.04986189 0.04821408 0.04515433\n", - " 0.04602733 0.04649101 0.04837028 0.04958262 0.05389699 0.04598124\n", - " 0.04829049 0.0494124 0.05231727 0.04768641 0.05017691 0.0484011\n", - " 0.04668487 0.04934195 0.04680819 0.04648814 0.05094909 0.05116903\n", - " 0.05161634 0.0508901 0.04763997 0.0497696 0.04831229 0.04911091\n", - " 0.05241204 0.04832712 0.05008456 0.0497825 0.04647767 0.05044507\n", - " 0.04932119 0.05352027 0.05254821 0.04737873 0.05054441 0.05147539\n", - " 0.04862054 0.04801113 0.05174111 0.04842821 0.04847063 0.05208134\n", - " 0.04527514 0.04912227 0.04845782 0.04963025 0.05013287 0.04850696\n", - " 0.05487146 0.05150723 0.04988344 0.04939251 0.05003754 0.0497246\n", - " 0.04774942 0.04856724 0.04970717 0.04914527 0.04815977 0.04838492\n", - " 0.04772341 0.05163774 0.04942779 0.04876264 0.05037672 0.04922111\n", - " 0.0460378 0.04858477 0.05052908 0.04610761 0.05162155 0.04694948\n", - " 0.04766707 0.05024891 0.04931436 0.04965746 0.0484041 0.04633083\n", - " 0.05127479 0.04687415 0.04352391 0.04881937 0.0458243 0.05003565\n", - " 0.04598728 0.04991865 0.04994509 0.04954771 0.04996322 0.05006604\n", - " 0.05153145 0.04936435 0.04688678 0.04799735 0.04959646 0.04956422\n", - " 0.04778175 0.04791764 0.04846505 0.0462381 0.04953694 0.04902977\n", - " 0.04878143 0.04776334 0.04977095 0.04850249 0.04766566 0.04950061\n", - " 0.04810056 0.04851319 0.04682124 0.05439904 0.0494303 0.04709967\n", - " 0.05161347 0.04836119 0.05238714 0.04858662 0.04717837 0.04828826\n", - " 0.0476301 0.05193595 0.04556731 0.04818285 0.04588299 0.05322279\n", - " 0.05274291 0.05236837 0.04701724 0.04528679 0.04920168 0.05181892\n", - " 0.04951406 0.04842371 0.0500851 0.0466169 0.04908694 0.04894214\n", - " 0.04767246 0.04322967 0.04896281 0.0502361 0.04407326 0.05046137\n", - " 0.04874411 0.04817408 0.04736413 0.05192829 0.04986553 0.04886372\n", - " 0.04722405 0.049528 0.04801242 0.04818906 0.04816374 0.04657721\n", - " 0.04936048 0.04733457 0.0468341 0.05194923 0.04738452 0.04834055\n", - " 0.04748339 0.05015515 0.04586915 0.04643911 0.05127674 0.04939838\n", - " 0.0471557 0.04598447 0.04969704 0.04814077 0.0509521 0.04757632\n", - " 0.05341038 0.05346107 0.05272977 0.05143412 0.05251335 0.0517401\n", - " 0.04751091 0.04724132 0.04805904 0.0464307 0.04958222 0.04820072\n", - " 0.04586303 0.05139341 0.04721021 0.04391907 0.04596676 0.04735169\n", - " 0.04532726 0.04873851 0.04771359 0.04622682 0.04860963 0.04875907\n", - " 0.05019927 0.05139238 0.05151727 0.04980334 0.0506538 0.04559385\n", - " 0.05025414 0.0477958 0.05280834 0.05024885 0.05231997 0.04956641\n", - " 0.04738822 0.04995275 0.0483594 0.045809 0.04847775 0.04975581\n", - " 0.04839845 0.04950018 0.0502036 0.04767713 0.04804121 0.05269061\n", - " 0.04820312 0.04805479 0.04851639 0.04631181 0.05087693 0.04953523\n", - " 0.04902157 0.05211046 0.04857116 0.0499456 0.04648889 0.0495982\n", - " 0.05054403 0.04778766 0.04830479 0.04719534 0.0510883 0.04844868\n", - " 0.04823451 0.04629226 0.04665964 0.05354899 0.04707919 0.04817291\n", - " 0.04446616 0.0484554 0.04645004 0.04665417 0.0476717 0.05048351\n", - " 0.04813797 0.04710589 0.04639779 0.04977938 0.0494844 0.04596267\n", - " 0.04796931 0.0489418 0.0466355 0.04881677 0.04879184 0.04722599\n", - " 0.04966439 0.04808078 0.04798596 0.04679924 0.04823329 0.04605133\n", - " 0.05091994 0.0526676 0.04932263 0.04866174 0.04877743 0.04829349\n", - " 0.05017307 0.04835387 0.04828999 0.04852788 0.04883829 0.05098557\n", - " 0.04779218 0.04692249 0.051164 0.05035 0.04768374 0.05034136\n", - " 0.04945469 0.05386701 0.04896583 0.0475284 0.05041911 0.04434138\n", - " 0.04458748 0.04634238 0.04759097 0.05154777 0.05188659 0.04808223\n", - " 0.04813465 0.04529778 0.04879697 0.05201849 0.05006717 0.04663094\n", - " 0.05024089 0.04860166 0.04809045 0.05131523]\n" - ] + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { "data": { - "image/png": "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", + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAKPCAYAAABw9jyiAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACurUlEQVR4nOzde3zcVZ3/8deHtgJpWkDBFlAoYJdyUdOaVrrapqBLulpXipRlL0iQqm3CLqWFLrsLCAK/xZZbWZIWL9AK63Ut7Npdh67SJGopNNAgCNZrLQooKEjTAJby+f1xZuw3k7l855ZMkvfz8ZhH5nLO+X5m8p2Zz5zv+Z5j7o6IiIiIiAT7DXYAIiIiIiLVRAmyiIiIiEiEEmQRERERkQglyCIiIiIiEUqQRUREREQilCCLiIiIiEQoQZayM7MdZubJS3uFtjEnsg03s6ZKbEf6MrP2yGu+Y7DjGakG4j0mkm6k73dmNinte+eqCm1nbXQ75SorhVGCLCIiIiISoQRZpIqZ2VVpPRaTBjsmKZ16fUREqpsSZBERERGRCCXIIiIiIiIRowc7AJFiuHs7YIMdh8hgcPdJgx2DiAw+d28CmgY5jGFJPcgiIiIiIhFKkEVEREREIjTEQgAws8nAu4AJwIHA88BTwHfdvbfM25oB/BlwBLAb2Alscveecm4nRhyjgOnAZOAwwvvht8CPgIfc/fUybKMG+HPgLcltjAJeBH4CbHP335e6jaHEzMYQXo9jCa/Ha4TX/HF37y7TNgx4B3AicCgwnrCfPQU85u4/LrC9/YGTgCmE98dYYBfhPdINPOHuQ2omCjM7EJgFHEV4jV4m/B8ecfftZd5WDTA7ua03Ab8DngQecPfXimzzUGAacBxwEOF9tZvwHH4B/MDdd5cefex43gDMBCYBbwZeT8byA3d/tMzbOgl4O+EzxQifJZvc/Q956r0tGeMRwF7C++E77v58GWOr2Gd7pV/j5HfgDELsrwC/InwP/LrUtiPb2B+YAxwDHAw8A/wc2Ozue8u1nWKZ2eHAKcBbgQOA5wivwQ9LbLeG8LyPJrxfy/q8k+3XAScAhxBifxl4AdhB+H75bcENu7suI/RC+FJZRPiA9SyXl4FvACcU0O6OSP325H37AYuBH2fZTi/wWeCQmNuYk1a/qYD4jgTWEL6osz3v54BrgXFFvranAhuBV3NsYy/wIHAhUBupOylHnVyXqwZgn2mPbG9HAfWOAD4H/CFH/L8GrgRqioztcOBW4Dd5XqdfJctNydHWm5P/l28n981c7f0W+BRwcIH7bNxLv32bDO+xmK/RnwFfy/OcfpZ87qNjttmUVn9O8v7xwG05/ue/Ay4GRhUQ/2zC+2pvntfsNeAh4LK4z6PIfe544EuEH0y59relwBtKeY8BZwJbs2xjN3BNpudK+EH6/Ryv0+fy7bu59jvK/Nk+EK9xWvvvIXwOZ3t9/gd4V7LspLTHr4q5jQOBzxA6R7LF/y+p+IG10cfztF1y2eRr/F/AnizxPQl8sIjX9mCgDejJ8bz/meRnQCHPJfL/WJej/ejlJ8CNwBGx4y/1A0KXoXkhJCzbYuxUqcse4NKYbe+I1GsH3gDcG3M7zwDvjLGNOWn1mmLGtoj8CU/08hTw9gJe14OA/y6g/dTljEgbk4qoH/vDusT9pj2yvR0x6ywgfIHHfR47gXcUGFdzgf9XB+7N0d7OIl7/Hbn23Qz7bNxLv32bIhJkYAnwxwK2+xhwVIx2m9LqzQFOBn4acztfJ0YSS/jBWszrd3AF3gcGfJrsCUWmy+PAW4t5jwE3xNzGBiI/OAg/dF6LUe/hOK9T+n5HBT7bB+I1jmzjXwg90fna/SPwdxSRIBOOnGT78ZB++T4hqVwbvT9P+yWVBc4i94+P6OXiAl7bk4CnY7b7bcJ3ZyHP5a8o/DPfiXzX5rtoiMUIZGZvAb5HONwR9Qwhad5FOMTybkIvM4ThByvM7CB3v7zATbYCH05ed+ARwuGV/QmHwidFyk4E/s/M3uPuPylwOzmZ2bXAv6bdvYfwnJ8ifJEcDdSzb/jRW4Dvmtl73f3xPO1PBL5DOLQftZfwnH9N6JF/EyGBOKLoJzNEmNl5wB30P99hG6GncgzhtTgu8thbgU4ze7+7d8XYxk2Ensh0OwjDZX4P1BL2s5PYt0/nkh7vU8B2wiG7PcAbCftu9H94NPAdM3unl/GwbDmY2eWEHsaovYQeyV8SXp86wtGVlJOB75vZLHffUcDmJgJ3Ed47EI7GPEz4P7yJ0KM5LlL+LOBRQgKcLf6F9H/vvkoY4vIU4ZB4LWEIzEmE3uuKSA7hWQecm/bQy4T3+dPJ228jvKap2XZOAjab2XR3f7aA7V0KLEvejP7P9mffkICUDwKXA1eb2bnAvyfvd8Jr/LPk9bpkfCnTgFsofDaEiny2D8RrbGZLgOvS7k4d1XuKsI9OJRyZGkNI3i7I1WaGbRxG+E54W9pDvybsuz2Ez40ZhM+cPwe+QjgKVnFmNgf4Mvu+735C6C3eTUjs303fobg3mlmXu383T7vHAvcTjsRF7QR+kGz/LZH23wd8gfB6xIn7RMIP6zdE7nbgCcI+/hJhmMUbCd/HE+O020+5f1nrUt0XwgfJd+j7i+pZwpfUfmllJwBfpP8vsLl5trEjUvaFyPX/A47LUL4xrU7ql7Tl2MactPJNeWI6J618L+HQzkEZyk4gvFmj5X8AHJCj/VFAR1qdlwg9FAdnqXNcMoan6NuDPJrwxTKJ8KUVbfO9kcfSLxm3U+b9pz0Sy448ZafQ/xf+/wGTM5RtICSg0bI/Acbm2cbHM+yf95Cl15+QRJ2TjOOeHO3uBL4FnAcclqPcTKAzbfv/k6XsAZH/1X+m1cn2P51EZPhNlvdYe57X6FT695J9CTg8w2fDGfTv9fkeOYZB0L8H+fnk318C8+n/uVIDrEqr8zJZDsET3lvPRsr+kTB0ot/rEnke0wi9j89Q5vdFctvR2H9PODLV7/OBMNb0v9LK30fuz7b2SNke9vX6rwUmZHiu/0DfISe9hPNJUkdtvknmz92zCT8sUvVeB07K89yj+11FPtsH6DV+O/2PpnwJmJhWbr/k6/TbSBzROlfleR5fSSv/G+Aj9H9PHAF8Ne35/qlenm2sLbYs+96rncC0DOXfSkh0o3UezLMNS9uHPbkP9MsbCD+Y12SIJ+dzISTH0fa/CLwlR/mjgRbCj8QzYr/XS/2w0GVoXYC/T9uxfgv8WZ466Yf3fkmOQ6IZPhA9+QGW60v2rYREMVrnvBzl56SVbcpR9jD6joN8MdOHQYZ6V6VtoyVH2UvSysY+nEjonciWHKTHMGmQ95/oB9+OPGW/nRb7+jz7wKGEHt9onetylH8LIbGKll9ewHOZkOOxowtoZ1TyuUXjyDlmnwLH2mWoH32Ptecotx/9D++uytP22+ibkDrw8RzlmzK8339KWgKeod6X0uo0Zyn37rRylxfwOr2BtGSkxP3/JPoe8n8q33uSkDDckfYcso7npH9y4cD1ebbxmbTyL7Avccj6/AlDMKL1PlPAflepz/aBeI03pZW9Lcb/PT05dnIkyIQf/dGyz5PjvIdkndszbMPz1FlbbNnk5R5gTI46B7LvyEPqcmKO8gvSyu4kR/KarPOpuM+b8JkWHbL37Xzv27T6WTu6+pUtpGFdhv6FcOJKdCf86xh1RtF/vPJZOcqnf4j+DnhjjO3MS6v3UI6yc9LKNuUoe3Va2bNjvlaW9nr9OEu5/QkJcarc68BpZfp/XZUW+6RB3n/aI7HsyFHupLS4nyVDb32GetPp2xv2XLYPNODmtG2sHcTX5TD69sZdlaf82nxfBHnqR99j7TnKfTDtNXqMeON9P5JeL0fZprSyDsyMsY3j0+p8NUu59C/cnL2cFf4/r0t7n58Ss94B9E0SN+Yo2572fLeR50RGwjCA9KMEvyL/EZg30LfzIF/v4I60bVTis72irzH9P5u2E+PkPmBhhv38qhzl03s5m2JsY38yjN3PU2dtsWUJPdoHxYjrE2n1Fucom97j/IEY7RsZTpTMUvawtHJZO65KvWge5BHEzP6MkICkPOHuX81Xz8M0LFel3f33BWy6zWNMZ+buGwhfBinTk1PvFC05lu2Tkbsec/evxanr4d3475G7Jidfw3Qfou8Yp3vd/f6Cgx1e/i7t9k2eZxoqAHffSjjJMeVQYG56ueQUfR+L3PUqsLyIOMvC3Z8DNkfuevdgxZIm/f9wjceYWs3dv0EYI5lyspnVxdzmd939gRjb2E7omUp5Z8z2D4tZrqzM7GDgbyJ3/Y+7b4lT191fIczkkHJqcmqqOG7xPFNhufszhLGjUbd7nqnu3P2PhCEPKW9PfmbGVdbP9gF6jdPfEyuSr0M+dxDGDudlZmPZNzYbQi/qunz13P1VYEWcbZTJ7XE+l4H/Tbud8b2anH5xTuSux909vW4/ye/alTHiyKRinwdKkEeWP0+7/ZUC6v4vYWhCtrZyiZWQJqUn7DMLqJvJiYQxxSnfKLB++skI78lQ5tS0258vcBvDUfr+8eUC6n4pT1sQxphGT8T6by9mnssCmdkbzOxQMzvazCZFL4SeuJQplY4lpuhr10vfHx/5xPk/ZJIoYBs/ilzP9kWXPi/zp5PzOA+09xCGQ6X8Z4H1o58lo4n/I2pjzHI/S7v9fzHr/TRy/UDCOP24yv3ZPhCvcXS7rxPzO8HDvPhfjxlHPWnPI5kExvH1ZFwDIdZ71d1/RRjWkJLtvfpu9p0wCYV9336TMC48n+cJRy5SFiVPCiw7zWIxsrwr7faDcSu6+x4zewQ4LXnXYWb2Vnd/Kk/VXqCQSca3pt1+F2EcXbHSE9rfJJOZuPZPu52pbvRD2OnbIzNSRfe1Z2LsJ1HpPUbp+y30/+LLeVZ1sczsSEKP1umEs/In5K7xJ4dUIp5CmNmb6DtTzaPJXra44vwfMknvycwl+qMi28wTjxHOTk/NDjML2G5mnwW+4e6FbK8U6Z8lvyvwsyR99pQ4dV9K9g7H8VLa7bgLvqTXG0+YySifSny2D8RrPC1y/Sfu/mIB7ac/h2ympd2OWw93f8HMfkZYwKrSCn2vjk1ez/ZefUfa7UfiNu7ur5rZE4RZSXKVczP7GmHubQifyY+a2VrCD7aiFyBKpwR5ZEn/1VfoNGrb2Zcgp9rLl/js8MJWpPtp2u30aWIK9Za026tLbO+NGe6LDq94OuYhq2HLzA6gby9UQfuZuz9lZi8TerMgc29F+rQ9ZU2Sks/hasL0cWPyFM+kYtOMFaAc7/dc7WVTyP6/J3I94/dR8gvxk4TZd1LTOr2VMG3dNWb2LGGmje8SxmP/oIDtFyL9s+SbJbaX6bMkXSGvZXpSELduer24+3slPtsr+hon39fR92Z6r3s+6c8hm/Qf0sVsZyAS5GLfq9n2kTel3S6kYyRVvi5GuU8BH2BfB0At4YTTC4FdZvYAoaOqg5Awx+mZ7kdDLEaWg9Nup/cc5JP+ZorTS1bqNg4usH66OF9Chch0+DH6ofBimbc3FB2cdrvQfQD67geZ9rP0D+IXi9hGRsnlYP+LMKa5mOQY+h5mHCwHp90eiPc7VODwsLt/jzC28UcZHp5ImKZyFaEn6RdmdpWZlbsXfyA+S9IV/VoWmLwWoxKf7ZV+jdO3WepzyGagtlOSCuwjB6XdjnMkIirW65Q852MmmYeIjCMc8buacMLrb8zsc1nOH8pJCbIMd8UmONnkS3zijjOT8irn634Z4QM2ZS9hGreFhJNcjyB88Y5yd0tdiHESjhQveeLfyYQZNv6TMO1WJpMIPUw/M7MPlTGEgf4sGYn0Gg9t6T21hf4/04c0ZuXuz7j7XxIS5TWEGVYyOZjw2f2EmV1ZSDAaYjGyvJh2ezx9B7vnk/7r8IUYdQo91Jy+jRcLrJ8u/Uv0A+7+rRLbzLSN1GpWB5e57aHoxbTbxQw3iO4Hmfaz9P/rwUVso5/kIdhLInf1AKfHmZWBvqvDVYMX026X+l6M836vqORsDuuB9cnZFk4mnDzYQFiUItoDeQjwDTN7n+dZ+Sum9H3uxAEc/1yNKvHZXunXOH2bpT6Hwd5OtUn/jCj0KE7BR32Ss5xsATCztxLGsc8mfB5ET94bRVhh8o/ufn2cttWDPLI8l3Y7ffnLfNIPUaS3l8kkMytkP0uPqdSZCdLrH1pie5lElzQ9wsyqYfzpoEmeCBZdMrSg/Sy5FHp0loJM+1n6MrInFLKNHBroe1j2+pjJMRS7nGnlDMb7fcB48Ji73+7uf0sY0/ph+p44Noaw0FE5DMRnyVBSic/2ir7Gyc+m6GH847KVzSLueyh9qehKbafa7Ey7fVKB9Qst34e7P+XuX3H3Znc/jnDEL30c+xXJE5jzUoI8sjycdjv2XK1mNpq+Z7E/F3NmghoK2+mnp91Oj7lQ6WfiV2J+2mgCtR+Zp4Ir1lAdshH9vx2RTHrjOiVHWynpSeusAtrPJf2L6b44lczsDfQ/cz2Xiv9f3f13hFUvU96ZHF8dV5z/Q9Vw973u/t+EaRejMz/MMLO4s4/kMhCfJUNJJT7bB+I1js6sMDk593Jc6c8hzjYKqUdy7HyhCXW1eCjtdkPcisl5scvayeDuXcAZ9J0qsQZ4X5z6SpBHls1pt/+6gLofoO9h7Li9ahDWso8rPaZCtpPJVvr2GHw4mcyU06a02wvL2ParabfLHXullLKv/W3a7Uz7wDb6Hsb8cHKS+lKlH9qMe3LNmYSVvOLq83+twD6ZEv0/jCWsaBZXnP9D1UmewJO+OMHRmcoWKLVCWEohn2vDVbk/2wfiNU7v0PhInErJ3vIFMbfRRd9ZH84qYAGWBQzd3OwxwjzFKWcUcLLs+RWIJ3Ui4l1pd0+KU3eo/hOkCO7+Y/r+aj/ZzObnq5f8YPhU2t13F7DpZjPLe3aymc0Dpkbu2uruhU5N1UdyPsQvRO56C3BRKW1m8E369lidYWazy9R2+tnM1XYYP5v0RSYuNrO8Z+2b2TT6rkD1O6DfmPHkWNQ7InftD3ymiDjTvZh2O++Zz8lxy1cUuJ2B+r+m/x/+Nc5hcTM7g77vxR+6+7YsxatR+g+boqZ5inL33wD3Ru6abmZxE6bhqqyf7QP0Gv9H2u3lMX+gfgw4Ms4GkisY/lfkrqOA8/LVSx7hGbQVQUuV/FxeG7lrLPBv+eolF/pYUpmogCI/D5Qgjzy3pt1ui7EKzb/R9/DxU8A9BWzzjcCdyeWBM0oegk+fo7i1gG3ksoIwqX3Kv5lZIT2amNnBZpaxpyE5x+KNkbv2A75iZifHbHtMjl/Z6XPRpq/aV5Xc/XH69qwfCXwuV3KWHBd2N30/lz6XY3GLm4GXI7c/ZmZL48aY5bD7Y2m3l+Tq+Unu059n3yIWcQ3U//V/6TsH61Qg5wkqyc+D9Pfiv2cqOxDMrNHM0od75CpfQzismrIH+HmZwvk0fadeu8PMYh9GBjCzw83sA2WKZ7BV4rO9oq+xu/+QMD9uyp8BN+Vp70QKXwI6/TneYGbH56mziqE7vCLl3+m76t4nzeyybJ+jyYVgEvQ97yQrMzvezBbk2ucySF9ePN4iOu6uywi6EJKPdsJhrNTl18B8wNLKvhm4M62sE2aCyLWNHZGyL0Su3wccl6H86Wl1UqvRWY5tzEkr35Qnpr/N8DzuBt6Ro07qkPQdhJPOtuQoO4rwoRtt/w/APwEHZalzLPDPhBMbzshSZhwhuU+12Qv8K2F86HGEQ0Wpy8EDsP9E950decqeSEhgo6/J/wLHZig7mzDHbbTsz4DaPNtYmOH/+p/AyTn+p39NWIb3ngyPjwZ+ldbel4DDMpR9J/sOCTvhJLY/1csT9+S0bfwO+EfCOP9j0/6v/V6DtPdLe55tvY+QcES3tw6YkFbOCL33v04ru5kwpV229pvSys8pYH9am+81A65KPr6F0Mt0TI723kFYMCQazzfK/B7457T2XyN0PPT7bIvUOZgwXOCrhOE1XynHe6zQ1zLP65u6TMpRNrrfVeSzfYBe47cTehGj2/gPYGJaudSwit9meM4OXJXneXwlrfyzhCEd+6WVOzytbJ/tlOv/Xuw+kuF/356n7D+mPe/U//18wo/04wmfSzcSvltTn4HfyRcf+777fwFcR+i8y/j5RDgy99kM/4MxsZ5zIS+QLsPjQjjcszPDDvwrwnCBLxNWptqTocz1Mdrv80YiDHFI3X6dMC74q4RDaT/PsI3fApPzbGNOWp2mGHH9K/0TBQeeJvyC/VIyrgThF+betHJZE+Rk+4cTlsRNb38PYVnvbyS3kaB/EnZGjnZXZ2gz0+WqAdh32iPb2xGj/McyvOavE8bofY1wJOInGZ7LH4AZMWO6Ocvr8XPgfwg/hO4FutP26XtzxJze1iuEH0D/kWwrPZn/OgV++RCGjsT5v/bbtyngyypZ/qoM7b5G+NL6MvDfhCND6WV+TYYfNGltN6XVmVPA/pT3NcsS+3OEIxT/SRhf+N+EH1Tp5V4Ajq7A++D2HPvc/yb3k68RTg76RYZywyFBbqcCn+0D8Ron2784y3vie8n3xDcJ3w2px/Zk2NevyrONwwir4qVvJ/pd+/3kdlOPbST8gI31vyzk/17sPpLpfx+jfGuW/1+my2uEH+d546P/d78TeqwfSO53dxE+F7bR/zv8dXJ81/bbVrk/OHQZGhfCUq0/KHAH/ueYbfd5IxHGh34z5naeBd4ZYxvpb5KmmLF9hP69AHEv34rR/sHET3yilzNytFlL/97pTJerBmC/aY9sb0fMOufQtxc83+VXwNQC47qIkMQW8prfm6O9mwpo578JJ+itjd4fI+YjCEM68rXfb9+mwC+rZJ1lZP7Rm+3yQ3IkS5F2m9LqzSng/5b3NSNzghzn8ktifJaU8F5oKXC/jl5Wl/M9Fve1jPn6Zv2fp+93VOCzfSBe40j72TpN0i97gI8SjuhE778qxjaOAn4cM+YHCXMBx/5fVqpsvv99jPJGOIKa7//3W+B9yTpfjdy/K0u7c4rcH3YDf1fIc9YY5BHKwxRt0whrl+daJ/5Vwq+yd7p73sH2Wbb1KuHX4UU5tvUyybGc7v5oMduJGcs3CGe0X0G8cYk7Cb0kpwMfjNH+ix5W9/kA0En4BZvNXkLvwSfoOw1Neps9hDGqZxJ6oJ8g9LC+FiP+QefuXyEMKfgCuZcefYawPOjxXuAJYe6+ijCW8HPkX9Dil4RDe5dkK+DuSwnj1nK9N34AfBz4sGcfJ52Vuz8N1BNO3vkGoSf9JSqwVHNyezcSDi3/J+HHRDa/IAxlqHP3HZWIpUC3EYbS3EPfM+Sz+TlwOXBChT9LWoFjCPMs/zpGlR8Tnsufu/viSsU1kCr92V7p19jdryMM70qfnizldcJn83vc/Yuxgu6/jZ1AHbCS7LPiPEP4oTLb3fN9fg0JHnyGMNTuasJRw+cJOcUvCUeAmglHFL6TrHZwpIlsy20/QDjH4AuEz6p8XiAcjZji7uknaOZkyYxcRrjkyQPTgAmEwfK/IySH3/VwRm65tmPADEIycwTh1+UvgfuTiWDcdubQ9ySwJncveKlfMzuaMEflYYRf7nsIH2I7gCc83lzPudo/GHgv4bm+iZAUv0hIhra5+4ultD/UmNkYwjzRxxJe89cIPQg/JLweJX8gJU/emE7Yxw4j9O7uIuzPj7l7rqQ3va39CGPmphEWLeglfJk97u5PlBrrYEmeyDaL0Lt1KCGJ+S3hf1DVq8OZ2dsIYxiPIkzLN4rw/30aeNRLnPmmhLimEMalH0r4on+V8F7/GeGzJH3xiGGlXJ/tebZRsdc4OQ/vKYShcq8QEvKHSv0OSNvGAYTOjmMIq+s9S0jyvudhBogRzcx+SXhfAzzi7u/KVT5ZZyIhCT+GcNLo/oR973ngccJn/p7sLeRoWwmyDEVmdjp9F3E4x92/OljxiIiISHGSy0RHV+L7gruXc02BgmmIhQxV6cs55zp0LyIiItXr42m3sw17GTBKkGWompx2u1zznIqIiMgASQ7xXBa561XCeRmDSgmyDDnJsW7RFQB7CGN6RUREZJCZ2XozmxGj3LuAbwM1kbu/4u6/q1hwMWkMsgwJyYH4tYRpdlrou1LWXe7+0UEIS0RERNKYWQ9hYaZuwgw0WwknPvYSTog/GfgQ4bs8usrebwkLPT03gOFmpARZhgQzawcaMjz0KmE6qh8NbETVKbms6+gyNvmau/+qjO2JiMgwF0mQC/EC8Ffu/r0KhFSwcn6Rigy0V4G/V3Lcx/cI8zyXyy8JvfYiIiJx/Y7CEuTvAC3uvr1C8RRMCbIMJU6Yo/iXhDfTKnf/5eCGJCIiImmOJRz1PY0wL/2xwJsJY43/CPye8F3eAfy3uz84SHFmpSEWIsOIme2gzD3I7j6pjO2JiIhUPSXIIiIiIiIRmuZNRERERCRCCbKIiIiISIQSZBERERGRCCXIIiIiIiIRSpBFRERERCKUIIuIiIiIRChBFhGRrMxsjpl55NI02DGJRJnZpLR99KrBjkmGPiXIIiIiIiIRSpBFRIa5tN61tYMdjwxdZtYe2Zd2DHY8IpWiBFlEREREJEIJsoiIiIhIxOjBDkBERKqXu7cDNthxiIgMJPUgi4iIiIhEKEEWEREREYnQEAuRYczMjgfqgIlALfAa0AM8BfwE+JG7exHtjgXeA7wFOAx4Ffgt0OXuPy5L8Pu2VQ9MAY4gxP8k0O7uL+ep93ZgOjABeAXYAXzb3XcVGYcBxwMnEJ73OMLz/j3wY2Cru/+xmLZzbPMQ4L3AW4HxwPNAN/BwMf+3wZJ87d4BnAgcSnguuwn74WPl3mdyxFFDeD+cABwCHAC8DLxA2D8ed/ffltD+m4FTCPvcoYT99XnCPtvt7q+UED5mdjLhNTwcGAvscPcv5Sg/FjiZsN8eChwI/AF4jvBe/Vkp8ZSTmf0Z4X9zGHAw0As8AzwOPOHur5fQ9n7ATOBthNeuh/D/7ij280BGAHfXRRddhtEFGAMsA34KeJ7Li8A3gL+I2fZ0YAMh4czW5o+BJmC/mG3uiNRtT95nwEJCYpFpG78H/iFLe/OAx7LUewX4N+CAmLEdCJwNfI2Q6OR6LXuBO4DJBfyvrkprY1Ly/sOBuwjJW6ZtPQV8NE/ba2P8//tdMrQzJ61MUwHP73DgVuA3ebb7q2S5KRV6T0wC1hESo3yvwU+AG4EjYrY9GvgY4YfL63n2j/8BzgQs7nshef/5hESx3/s3QxtHA/8EfA/4Y57nugNYAhyY5zk2FbMvAXPytHswcA2wM087zxHeW9Nz/H+j5a+KfI5cDPwyS7t/BFqBN1Ziv9NlaF8GPQBddNGlfBdC78sjRXyR3Zun3THAZwtssx04OEbMO9LqjAa+EnMbq9Pa+kzMet8C3hAjti8W8Vr2An8T8/91VVrdSUAD+RPK1OWWHG2vLSJ2z9DOnLQyTTGfW3PytSjbfljke+KviojDgTNitH0C2X/E5bpkfF/Q/72wP+HHWbZ2XkyrP4rcSXq2SzdwdI7n2VTMvkSOBBmYT+i5LyjOLG1NSit3FXAQkIjZ7hPE/EGky8i5aIiFyDCRPIy9Hpia9tBvCD2qzxO+PA8CjiMcbsz7GWBmBwDfBN6f9tAuoCvZ/v6EYRAnRB5vADrMbKa79xbwVFYBf528/irwIPA0YYjITOBNkbKLzGyLu68zs8uB5cn79yZj+yUhuZ8BHBmpNxf4F8IXaS7p52n8Hvgh4bXsJQyzOB74M/bN9HAg8B9m9qK7fyvfk01zIvBlwhAECD2r3cBLhN7YmYRhASkXmVmXu99d4HYqysxuIvTcpdsB/IjwOtYSEpuTCIldJeI4Efg68IbI3amE6GeE1/UA4I2E135iAW3PIrwvDkp7aDf73hcGvJkwdCC9XBy3AAsicW9jXxJ9LHBMelj0nXHEgV8QesVfTN4+NBnPoZFy7wT+z8ymuXtPEXEWxMyWADfRf3aUZ4EfEN5fNYShTG8nfL4UYhTwVaAxeftlwufIs4T3Zz19Pw9OIBxh+IsCtyPD2WBn6Lrookt5LsAH6dsr8hPgfWQ/nDsW+DCht/brOdpdk9buTuBvgNEZyr6DcGg3Wv6zeeLeESmb6lF6HVgBHJRW9g2EIRLR9n9FGKe7N3n7DmBiWj0DLqJv79rL5Dm0CtxN+MJeSo6hE4RE5XNpcf0WGJun/avS6qSGcfwAODVD+TcSvvijdX4NjMpQ9lBCAjoprfx/Ru7vd8nQzpy0+k15ntPH08o7cA/w9izla4FzgP8D7inze+LraXF8EXhLjvJHAy3Ao+ToQSYkV79Na/vnyefR78hEcv87hTCMpId4Pci7ItfvyhR3+v+L8IN3T/J5n03a+ydSbj9C8pg+FKk1x/8otY9siZT/Va59iQxDmZLb3Zu23Q7gz8nwWUVIjj9EGAr2cJb4JqW1l3ofvQxcQtoQkuT/43zCD/Bovb8s5/6ny9C+DHoAuuiiS3kuwOrIB/0e4JgC6mYck5v8Mot+gXSTP6l8A3BfWr2Tc5TfkVbWgUV5tpGeJKYS62vz1Lshrd7iPOWPKvB/sLTA9q/K8NwfAMblqLMf/X+EfCDPdqJl1xb4nOak1W/KUfYt9B83vbyAbU0o4/thP0JvbiqObxdYP+s4dcI4/Ohz/D5wSMx230SGH5c53gv/VkDMVsg+S/iR/EBkW70x3t/tkfI7CnxNa+g/fOg24p+vkHH/oH+C7ITzDd6bp71PpNX5Wrn2P12G/kXTvIkMH0dFrne7+y/iVvTsZ9f/S+T6y4Retd/naeuPwLmEL9uUf4wbC/BNd1+Tp8xNabcPBh4GroxRzyO35+Qq7O4787SXXv4mwhjwlL/OVjaLVwnjl7OeWe/hbP5Pp93dUOB2KmUZfYeArHP3FXEru/tvyhjLmwgJWco9hVTO9p4ws3cSjtak/BaY7+4vxGz3d+7+WswwuoHLY5bFg9j7rLvvBj4ZuetAwpjtSvk4YchJyibCybaxZqgocP+42t2/l6fM5wlHYFJmF9C+DHNKkEWGp8NKbSA5fjP6hfEFd98Rp66HqbK+Ernrg9nKZnBjjDIPEXoHo1bl+6J196cJY2BT3llAXHH9V+R6vZkVMr72azFf4/sJyXRKJZ5HQZLP82ORu15l35jwalDyeyLp42m3r/MSpobL4xZ331uhtgFw9x8QximnvLuCm0t/7S52d89YsjS7CbNT5JT8vEhE7ppgZrHHocvwpgRZZPjYHrl+tJm1lNjeqWm3/7PA+t+NXD/CzNJPKMpkN+FwdU7JL9Wfp939fzHj+mnkelFJk5mNMrNDzOytZjYpeqFv4jqWMOwgrkT+IpDsgSz5eZTZNPadXAjw3xVMHON4Hvhd5PYiMzu2DO1G3xevEU7uqpRvlqshMzvAzN5sZkdn2Gejr9OUcm0zbfuHEU7ITNnq7o9WYlvAZnd/KWbZH6Xdrob3klQBzWIhMnx8hb4zB9xmZmcAdwLfinsIOOI9abf/kPwyjSu9Z2gSfXuqMvlZAYefo1+AL7n7s0XUG5+1VISZ1RKmpTqD0Ft7LP3PwM/mEMJsGnE8GbMchAUfUmI9jwpL73n8bsZSBTKztxDvu6rH3Z9P3XB3N7OvAYuTd00AHjWztYSp0x4oYF9LxTKevjO1/MDd/5CtfIl25hvOlIuZTQb+lpDQv51wgmcchxS7zTwqsn9kUez7CKrjvSRVQAmyyDDh7g+ZWRth/tmU9ycvr5vZY4Te2U5gU4zevfSez20lhhjnC7qQZCOa3BRbL840d03ASvpOi1WIQr5wC3keeyLXxxRQr1LSD00XkqTk8j3C7BL5rCPM1xv1KeADkfq1wIXJyy4ze4DwnuggJMz5VkJ8M31/GJXrOWbyXDGVzOxgwsmoHyP+j7ioSiWIldo/Min2fQTV8V6SKqAhFiLDy4XAv9L3BDkI7/V3EpLnrwDPmNkmMzsrOX9yJnF7nOKqjVGm2OVki16GNhczu5rQA19scgyFfc5W5HkMkDel3X5xMIKIcvfnCHNHZxq6Mg44HbiaMDPDb8zsc8klj7MZyOdY8HzEyaXJ7wcuoLjkGCqXFwzkazeU30dSJZQgiwwjybPY/x9hCMA/EaZwynQYeT/CDA5fJyzmcXiGMuXuSSn2C3tQmFkD/WfF2EKYym02Ye7jcYR5by11IcyvKv2H2AwKd3/G3f+SkCivIUyllsnBhOXNnzCzfLOh/Kn5kgMsr5vou1DQK4S5n89N3j+BMC5+VNo+2zHgkVbfayfSh4ZYiAxDyemQVgArkuNnZwCzCOMR30Pf9/4sIGFmM9w9eoJZ+vjHGnd/uYJhV5sr0m7/o7v/e4x64yoRzBCQvr8cXI5G3X1SmdrZQviBg5m9lfA+mE2Y6zt68t4o4Goz+6O7X5/WTEWeYzkkn9N5kbueBk5z9+1ZqkQNxD5bta+dSCbqQRYZ5ty9x93vd/er3X0OYcniywnzGqe8g75TdEGY3zWqlGEGQ0ryR0V0irtvx0yOoYDlioeZ9JMkT8hYqgq4+1Pu/hV3b3b344Dp9J8x4gozSx8WkFrkIqWanuMH6HuUZnnM5BgGZp8dMvuHCChBFhlx3P15d7+O/nOSfijt9pa025WcH7XaHE3fISb3FVD3lDLHMlQ8kHZ71qBEUQR37yLMULIxcncNYan2aLmXgCcid70jObNFNXhb2u1Y+2yy5/mIArZT7NCI9M+TIbN/yMikBFlk5PoqfefsnZT2+LfTbp9d0Wiqy0Fpt2PNqZqckqwaV+OK/p/fUKFtbKPviVcfNrMhc9QhuWjEXWl3T8pQdFPk+hj6DmsYTEXts8DfFbidoval5AmTj0fummFmby9w2yIDRgmyyAiVnAM2uhrdH9Me30rfZZM/YmYjpRf5xbTbuWY2iPo01XluR3Taq4ocTk+u+HZH5K79gc9UYlsVlJ5UZpr27bNpt/+1Sn4IvJh2O+8+m1y84+J85dJE96VDC1wpMv21uynHLDoig0oJssgwYWaLk194ccv/JX2ncss0XvHqyPX9gHsK7fUxs7eZ2ZxC6lSBn9F3qryPZhiP2oeZLaJ6Z7CI/m+nJ8dYV8LN9B3b/jEzWxq3splNKFcgZna8mS0oMIFL703t955w98eADZG7JgDrzSy9BzdbXG8ys0r8iHos7XbO193MaghTPr65wO1EX5MxwHsLqPsFwjjulPcDN8dNksu5f4jkowRZZPj4J2Cnmf2HmZ1hZhnPTDez0Wb2UeDLaQ/dnV7W3f+bvr0+hwMPmtmns0wNl9rGm82sycw2EL5Q5xb6ZAZTcjaPaBJ0GPB/ZnZyelkzm2Bmq4HVybueTy9TBToj12uB/zGz+WZ2QoZlh4vm7r8C/jHt7hvN7D8zvXYAZjbWzP7azP6PMA1buRxOWDHvp2Z2nZlNy5Ysm9lEM/ssfYcR/Yb+w4xSPknfhTxmAQ+b2dlm1m96RAvebWa3ElZVrMQPlG/R90fd+WZ2U6bPATObRVgg5TTCmOLfpZfJoTPt9jozu8DM6szsmLT96YBoQXfvBT5K33mKLwK+Y2YzM23MzPY3s3lm9g3gfwuIU6Qk1XgoUESKdwBhedm/BdzMfkxY3jm1zPThhPlQ03u77nX39LP4U/6BcBLPvOTtAwlToF1hZj8Cfko47HoAYZnaKRR20k+1uhr4K8LzgvC6PWZm3YSkfz/CyXz17Ots+ClwG3DLQAYaw+eBZex7LrPJPla6pEPe7v55MzsJWBK5+yOEITq/IKyg9gIhSZwEnMS+76L/KmXbWUwC/iV56TWzHxCS312Effk4wiwu0Q4jBxa5e/oqa+FB96fN7CzCzBepk/SOI4zr7zGzruQ2jNDDXEf/91xZufvzZnYjfacnvBj4uJltScYznrBg0FGRMjcSZvFoiLmp7xBOVDwxeftowv6VyamERViicW40s0uS27VIuc1m9gzwA0LCfiBhNc93EIbrADwaM0aRkilBFhm+DDg+ecnlq+Q40cjd/2hmHyaMr/0n+n5uTEle8nkxRpmq4u5PJHva76bvyUh1yUu6HxN6yuMmGgPG3Xckl8y+k5B4VHp7F5vZDsIY5P0jDx2TvAyWGvLPMtILfMLd781VyN07zew9wD30nUGilrAIz2C4mjB92lmR+2oJQxky+SzhPX1/3A24u5vZXwP/Q99EOzZ3v9nMfk1IrKM93IcnLyKDTkMsRIaPDxO+ILcAGXu+Il4n9AR90N3PSVsgpB93f93dLyck258l/yFZJ/QErQDenmHBhSHB3b9OGGP53RzFngb+H/Aud//FgARWBHf/KiF5Si2t/Ax9xwuXe3urCCeKfY59RzCy+SWhR/GSMobwAGHqti8QjqLk8wJwOzDF3f8jzgbc/XFCT+qFhJ7xXHYD9xKOxPwhd9HiJE+UPJswbCF93uGoB4CPuPsnk7N3FLqdx4G3Ay2EoUg7CEtjx54Czt2/Rlig5Qb6jkvO5DeEz51qmTFERgBz12qPIsNNcuzfyYSerYmEXqQ9hC/mnwKPuHv6ylaFtG+EQ7UnEhYQGU/oeXsB+AnwRCntVyMzO5aw+lpqFohngJ8DW4pJMkaS5Njf6YSE+TDCUI9dwE7gMXf/2QDEMJGwvx5DODl1f8I++zxh+rHHsg2pKGAbRxNWrXwzYaW4VwhjlX8EdLt7plkxKiI5FnoGYYjCIYQZOp4hvPer6odc5PPkJML+UUtIuH8N/BB40pWsyABTgiwiIiIiEqEhFiIiIiIiEUqQRUREREQilCCLiIiIiEQoQRYRERERiVCCLCIiIiISoQRZRERERCRCK+mNAIceeqhPmjRpsMMQERERqSoPP/zw8+5+WPr9SpBHgEmTJtHV1TXYYYiIiIhUFTP7Zab7NcRCRERERCRCCbKIiIiISIQSZBERERGRCCXIIiIiIiIRSpBFRERERCKUIIuIiIiIRChBFhERERGJUIIsIiIiIhKhBFlEREREJEIJsoiIiIhIhBJkEREREZEIJcgiIiIiIhFKkEVERGTEcnfa29s5Z8HZTJk8mSMPP5wpkydzzoKz6ejowN0HO0QZBKMHOwARERGRwZBIJFh60RJs716a583nynlnMb5mLC/17mbTti6aL1gIo0dz06pbaGxsHOxwZQApQRYREZERZ93atVy2fDlrL72C06efgpn1efzEScfSfMYCNm7dQtO553L9ihWc19Q0OMHKgFOCLCIiIiNKIpHgsuXLab+xjeOPmpS1nJnROGMm7Te2MWdZMxMmTmTu3LkDF6gMGo1BFhERkRHD3Vl60RLWXnpFzuQ46vijJnHnJZezbMnFGpM8QihBFhERkRGjo6MD27uX06efUlC9xhkz8T176OzsrFBkUk2UIIuIiMiIsaa1jeZ58/uNOc7HzGiedyZrWlsrFJlUEyXIIiIiMmJ0d2/j1Kn1RdU9bVo93d3d5Q1IqpISZBERERkxdvX0ML5mbFF1x9XUsKunp8wRSTVSgiwiIiIjxrjaWl7q3V1U3V29vYyrrS1zRFKNlCCLiIjIiFFXN5VN27qKqnv/I13U1dWVNyCpSkqQRUREZMRY1NJM24Z7Cp6uzd1p27CeRS0tFYpMqokSZBERERkxGhoa8FGj2Lh1S0H17nvoAWzMGGbPnl2hyKSaKEEWERGREcPMuPnWVTStvIbtO3fEqrN95w7Ov+Fablp1S8HTw8nQpARZRERERpTGxkauX7GCOcuaSTy4OetwC3cn8eBmGpYu5jMrV9LY2DjAkcpgGT3YAYiIiIgMtPOampgwcSLLllzM0ttvpXnemZw2rT5M5dbby/2PdNG2YT02Zgzr7r5byfEIY1pTfPirr6/3rq7iztgVEREZztydzs5OVt/WyqOPdrOrp4dxtbXU1dWx+MILmTVrloZVDGNm9rC791s5Rj3IIiIiMmKZGQ0NDTQ0NAx2KFJFNAZZRERERCRCCbKIiIiISIQSZBERERGRCCXIIiIiIiIRSpBFRERERCKUIIuIiIiIRChBFhlg7k57ezvnLDibKZMnc+ThhzNl8mTOWXA2HR0dWVd0EhERkYGheZBFBlAikWDpRUuwvXtpnjefK+edxfiasbzUu5tN27povmAhjB7NTatu0apNIiIig0QJssgAWbd2LZctX87aS6/g9Omn9FuZ6cRJx9J8xgI2bt1C07nncv2KFZzX1DQ4wYqIiIxgGmKRgZnVmNlfmtnlZrbezH5pZp68XBWzjQlmdqOZbTezl83s92b2XTNbaDHWrDSz48zsdjP7hZm9YmbPmdl9ZvaRkp+gDLhEIsFly5fTfmMbjTNmZl221MxonDGT9hvbuGz5chKJxABHKiIiIqbxjv2Z2RxgU5aHr3b3q/LUfxdwH/Cm5F09wAHs67G/D/grd/9jlvofAL4O1CTvegmoZd8PmjuBCzzmP6++vt67urriFJUKcHdOmnICNy9soXHGzNj1Eg9uZtkdq3n8ySeyJtQiIiJSPDN72N3r0+9XD3J2LwDfAVYCfwM8G6eSmR0EbCAkxz8Cprv7OGAscCGwB2gEbslS/xjga4Tk+PvA8e5+EHAQ8OlksfOBS4t5UjLwOjo6sL17OX36KQXVa5wxE9+zh87OzgpFJiIiIpkoQc7su+7+Rnd/v7svd/evAK/GrHsJMBF4GfiAu3cBuPsf3b0V+FSy3CfM7M8y1P80IZl+Fpjn7j9O1u9x908Bn02W+1czO6SoZycDak1rG83z5hfcC2xmNM87kzWtrRWKTERERDJRgpyBu+8tofpHk3+/4u6/yPD4vxOGXIwC/i76gJmNBVJjjFe7+4sZ6v9b8u944IwS4pQB0t29jVOn9jt6E8tp0+rp7u4ub0AiIiKSkxLkMjKz44Gjkje/lamMu/cA303ePD3t4fcCB+apvwN4Mkt9qUK7enoYXzO2qLrjamrY1dNT5ohEREQkFyXI5XVy5PrjOcqlHjuxxPonxYxLBtG42lpe6t1dVN1dvb2Mq60tc0QiIiKSixLk8joicv3XOcqlHhtvZtHsJ1X/BXd/OUb9I3KUkSpRVzeVTduKm0Xk/ke6qKurK29AIiIikpMS5PIaF7nem6Nc9LFxGa7nqht9fFzOUlIVFrU007bhnoKXkHZ32jasZ1FLS4UiExERkUyUIA9TZvYJM+sys67nnntusMMZ0RoaGvBRo9i4dUtB9e576AFszBhmz55dochEREQkEyXI5bUrcr0ma6m+j+3KcD1X3ejju7IVcPfPunu9u9cfdthheZqTSjIzbr51FU0rr2H7zh2x6mzfuYPzb7iWm1bdokVCREREBpgS5PJ6OnL9yBzlUo+9lJzVIr3+IWZ2INml6j+do4xUkcbGRq5fsYI5y5pJPLg563ALdyfx4GYali7mMytX0tjYOMCRioiIyOj8RaQA0ZknTmbfdGzpUrNVPJGn/tY89X9YUHQyqM5ramLCxIksW3IxS2+/leZ5Z3LatPowlVtvL/c/0kXbhvXYmDGsu/tuJccikpG709HRwZrWNrq7t7Grp4dxtbXU1U1l8YUtzJ49W0eeREqkBLm8fgzsJMyFPBf4enqB5GIgs5I3N6Y9/D3CCnwHJuv3S5DN7GjghCz1pcrNnTuXxicb6ezsZPVtrbR+697Il1sda+68g1mzZunLTUQySiQSLL1oCbZ3L83z5nPlvLMYXzOWl3p3s2lbF80XLITRo7lp1S36kS1SAiv0zPqRysx2AEcDV7v7VTnKXQNcTphp4qTkwh7Rx5cDnwH2AiemlpKOPH4X8PfAM8AJ7v6HtMfbgMWE8cdHu/sL+WKvr6/3rq7iphkTEZHqsG7tWi5bvpy1l17B6dNPyfhD2t3ZuHULTSuv4foVKzivqWngAxUZQszsYXfvt9ytxiBnYWaHmNmhqQv7Xqua6P1p8xgD3AA8SziR7n/M7F3J9t5gZouBa5LlPpueHCddCewGDge+aWaTk/XHmtmVwKJkuWvjJMciIjL0JRIJLlu+nPYb22icMTPrUSYzo3HGTNpvbOOy5ctJJBIDHKnI8KAe5CwiPcb5rHP3prS67wLuA96UvGsXcAAwJnl7I/BX7v5qlm1/gDA8IzVbxR+AWmBU8vadwAUe85+nHmQRKYbGulYHd+ekKSdw88IWGmfMjF0v8eBmlt2xmseffEL/J5Es1IM8gNz9YcIy0DcDPyEkxrsJY4w/DvxltuQ4Wf9/gXcAnwN2EJLrF4D/A85y94/FTY5FRIqRSCQ4acoJtCz8OLOOnMT6y6/jwVs/z/rLr2PWkZNovmAhJ59wIvfdd99ghzrsdXR0YHv3cvr0Uwqq1zhjJr5nD52dnRWKTGT4Ug/yCKAeZBEphMa6VpdzFpzNrCMn0TL/7ILr3rb+a3z/mR18+Wtfq0BkIkOfepBFRCQvjXWtPt3d2zh1ar/v71hOm1ZPd3d3eQMSGQGUIIuICBB6hZdetIS1l17B8UdNilXn+KMmcecll7NsycVZF8CR0uzq6WF8zdii6o6rqWFXT0/+giLShxJkEREBNNa1Wo2rreWl3t1F1d3V28u42vTJlkQkHyXIIiICwJrWNprnzS94xgMzo3nemaxpba1QZCNbXd1UNm0r7jyS+x/poq6urrwBiYwASpBFRATQWNdqtailmbYN9xQ8hMXdaduwnkUtLRWKTGT4UoIsIiKAxrpWq4aGBnzUKDZu3VJQvfseegAbM4bZs2dXKDKR8nB32tvbOWfB2UyZPJkjDz+cKZMnc86Cs+no6BiU8xtGD/gWRUSkKmmsa3UyM26+dRVN555L+41tsU6g3L5zB+ffcC1r77pLi4RIVUskEiy9aAm2dy/N8+Zz5byzGF8zlpd6d7NpWxfNFyyE0aO5adUtNDY2Dlhc6kEWERFAY12rWWNjI9evWMGcZc0kHtyctUfN3Uk8uJmGpYv5zMqVA5pQiBRq3dq1nP/Rj3LzwhYe//yXaJl/NidOOpa3vHkCJ046lpb5Z/P457/ETRc003Tuuaxbu3bAYtNCISOAFgoRkTja29tpWfhxHv/8lwrqdXR3Trrgb1h9xxdoaGioYISSSCTClHp79tA870xOm1Yfhrf09nL/I120bViPjRkz4L1tIoVKJBKc/9GPFnRUZM6yZu784heZO3du2eLItlCIEuQRQAmyiMTh7pw05QRuXthC44yZseslHtzMsjtW8/iTT+hw/gBwdzo7O1l9WyuPPtrNrp4extXWUldXx+ILL2TWrFn6P0hVq6bPmmwJssYgi4gIoLGuQ4WZ0dDQoN56GbJKmXN96e230tnZWfH9X2OQRUTkTzTWVUQqbSjMua4eZBER6eO8piYmTJzIsiUXs/T2W3OOdV13991KjkWkIN3d27hy3llF1T1tWj2t191b3oAyUIIsIiL9zJ07l8YnG/801rX1W/f2Geu65s47NNZVRIoyFOZcV4IsIiIZaayriFTCUJhzXWOQRURERGTADIU515Ugi4iIiMiAWdTSTNuGewpeQtrdaduwnkUtLRWKbB8lyCIiIiIyYBoaGvBRo9i4dUtB9e576AFszBhmz55docj2UYIsIiIiIgPmT3Our7yG7Tt3xKqTmnP9plW3DMjJwUqQRURERGRAVfuc65rFQkREREQGXDXPuW6FDpCWoae+vt67uoo7W3Q4cnc6OjpY09pGd/e2yNyuU1l8YQuzZ8/W3K4iIiIDxN3/NOf6o49295lzffGFF1Z0znUze9jd6/vdrwR5+FOCvE8ikWDpRUuwvXtpnjefU6fWM75mLC/17mbTti7aNtwDo0dz06pbtDqYiIjIMJctQdYQCxkx1q1dy2XLl7P20is4ffop/X6NnjjpWJrPWMDGrVtoOvdcrl+xgvOamgYnWBERERk0SpBlREgkEly2fDntN7Zx/FGTspYzMxpnzKT9xjbmLGtmwsSJzJ07d+ACFRERkUGnWSxk2HN3ll60hLWXXpEzOY46/qhJ3HnJ5SxbcnHBE5mLiIjI0KYEWYa9jo4ObO9eTp9+SkH1GmfMxPfsobOzs0KRiYiISDVSgizD3prWNprnzS/4DFgzo3nemaxpba1QZCIiIlKNlCDLsNfdvY1Tp/Y7QTWW06bV093dXd6AREREpKopQZZhb1dPD+NrxhZVd1xNDbt6esockYiIiFQzJcgy7I2rreWl3t1F1d3V28u42toyRyQiIiLVbFATZDPrNbO9ZvbaYMYhw1td3VQ2bStuoZT7H+mirq6uvAGJiIhIVRvsHmSLXEQqYlFLM20b7il4ujZ3p23Deha1tFQoMhEREalGg50gi1RcQ0MDPmoUG7duKajefQ89gI0Zw+zZsysUmYiIiFQjJcgy7JkZN9+6iqaV17B9545Ydbbv3MH5N1zLTatuKXh6OBERERnalCDLiNDY2Mj1K1YwZ1kziQc3Zx1u4e4kHtxMw9LFfGblShobGwc4UhERERlso/MVMLNKHl8edgm6mRUy0LXd3U9Nq38V8KkYdSe7+08LiW2kO6+piQkTJ7JsycUsvf1WmuedyWnT6sNUbr293P9IF20b1mNjxrDu7ruVHIuIiIxQeRNkoB0o7Oymke03eR4fA7wxeX1rjnJ7gN/neFwzfxRh7ty5ND7ZSGdnJ6tva6X1W/eyq6eHcbW11NXVsebOO5g1a5aGVYiIiIxgcRLklEpkDMMu8Xb3ibkeN7NlwA3Jm1/IUXSzu88pV1yyj5nR0NBAQ0PDYIciIiIiVaiQIQ7DLpkdJBck/37P3bcPaiQiIiIi0k+cHuTfE4YEOHA+YchFORjwI+ANZWqv6pnZnwMnJG9+fjBjERERkaHB3eno6GBNaxvd3dsiQwOnsvjCFmbPnq2hgWUWJ0HuAk5PXj/S3X9Zro0XeELbcJDqPf4D8PXBDERERESqXyKRYOlFS7C9e2meN58r553F+JqxvNS7m03bumi+YCGMHs1Nq27RyeVlFCdB3sq+BLm+grEMa2ZWC5ydvPlld+/NU+UkM3scOBZ4Hfg10Am0ufu2ykUqIiIi1WDd2rVctnw5ay+9gtOnn9Kvl/jEScfSfMYCNm7dQtO553L9ihWc19Q0OMEOM3HGIHcl/xowvYKxDHfnALXJ63GGVxxKGI7xMrA/8GfAQuBhM7u2IhGKiIhIVUgkEly2fDntN7bROGNm1iEUZkbjjJm039jGZcuXk0gkBjjS4SlOgpyaisyBI8zszRWMZzhbmPz7qLs/nKPcT4DlwPHAAe7+JmAs0Ag8TPih8q/J2TCyMrNPmFmXmXU999xzpUcvIiIiA8LdWXrREtZeegXHHzUpVp3jj5rEnZdczrIlF2ddDEviy5sgu/vThLl9jfL3In8X6CAMHRi2zOwk4N3Jmzl7j939P9x9pbv/2N33JO/7o7tvBN7Lvh8sV5nZQTna+ay717t7/WGHHVaGZyEiIiIDoaOjA9u7l9Onn1JQvcYZM/E9e+jsHNZp1YCIO83bXwKnJi9lG//q7qe7+6npq8kNQ6ne41eAu4ttxN1fAf4lebMWeF+JcYmIiEiVWdPaRvO8+QXPTGFmNM87kzWtrRWKbOSIlSC7e7e7dyQvT1c6qOHEzN4A/H3y5jfc/cUSm3wgcv3YEtsSERGRKtPdvY1TpxY3L8Jp0+rp7u4ub0AjUCELhUhxPkw44Q4097GIiIjksaunh/E1Y4uqO66mhl09PWWOaORRglx5qeEVPyWMty5VdEDSL8rQnoiIiFSRcbW1vNS7u6i6u3p7GVdbm7+g5KQEuYLM7Cjg/cmbd3ie00otz2AjM9sfuC55czfwnZKDFBERkapSVzeVTdu68hfM4P5HuqirqytvQCOQEuTK+hjhNX4NWBuj/Gwz+7aZnWtmb0ndaWZjzOx9hFk/UrNhfLoM45lFRESkyixqaaZtwz0FT9fm7rRtWM+ilpYKRTZyxFlJT4pgZvsB5ydv/q+7PxOnGmFmivcl23iZ0FN8EDAmWeZ14Hp3X1HeiEVERKQaNDQ04KNGsXHrFhpnzIxd776HHsDGjGH27NkVjG5kKEuCbGY1wFnAewirvx0C1BASvjjc3Y8rRyxV5P3AUcnrcU/Oewy4BJgJvJ1wct/BQC/wBKEH+bPu/lhZIxUREZGqYWbcfOsqms49l/Yb22ItFrJ95w7Ov+Fa1t51V8HTw0l/JSfIZtZCGBc7rtgmCKv0DSvJhT0K2kPd/XfAjZWJSERERIaKxsZGrl+xgjnLmrnzksuzLjft7tz30AM0rbyGFTfcQGNj4yBEO/yUlCCb2WcIPZ76qSIiIiJSRuc1NTFh4kSWLbmYpbffSvO8MzltWn2Yyq23l/sf6aJtw3pszBjW3X23kuMysmLX6zaz9xAO+TshQX4Z+E/ge8CvCMMCYnP3ckyBJhnU19d7V1dxZ8OKiMjw5u50dHSwprWN7u5t7OrpYVxtLXV1U1l8YQuzZ8/WIftB5u50dnay+rZWHn20O/I/qmPxhRcya9Ys/Y+KZGYPu3u/VVlKSZDvBv6WkCA/AXzQ3XeWFKVUhBJkERHJJJFIsPSiJdjevTTPm8+pU+sZXzOWl3p3s2lbF20b7oHRo7lp1S3qnZRhKVuCXMoQi/dGrv+1kmMREZGhY93atVy2fDlrL72C06ef0q8H8sRJx9J8xgI2bt1C07nncv2KFZzX1DQ4wYoMsFIS5AmE3uMn3f2JMsUjIiIiFZZIJLhs+fK8MySYGY0zZtJ+YxtzljUzYeJE5s6dO3CBigySUhYK2ZX8+2w5AhEREZHKc3eWXrSEtZdeEWv6MIDjj5rEnZdczrIlFxe8eIXIUFRKgryDcHLeG8sTioiIiFRaR0cHtncvp08/paB6jTNm4nv20NnZWaHIRKpHKQny+uTfk83skHIEIyIiIpW1prWN5nnzC571wMxonncma1pbKxSZSPUoJUH+PPA8MAr45/KEIyIiIpXU3b2NU6f2O2k/ltOm1dPd3V3egESqUNEJsrs/D/w98Dqw1MwWlS0qERERqYhdPT2MrxlbVN1xNTXs6ukpc0Qi1aeUHuTUcsp/AbwAtJrZt83sbDN7i5mVvIy1iIiIlNe42lpe6t1dVN1dvb2Mq60tc0Qi1afoJNbM9qbfBZyavKTKxG3O3V0JtYiISIXV1U1l07YuTpx0bMF173+ki7q6uvIHJVJlSulBtrS/nvZYoRcRERGpsEUtzbRtuKfg6drcnbYN61nU0lKhyESqR0lDLOibJCvZFRERqXINDQ34qFFs3LqloHr3PfQANmYMs2fPrlBkItWjlGENx5QtChmS3J2Ojg7WtLbR3b2NXT09jKutpa5uKosvbGH27NkFTyMkIiKVZWbcfOsqms49N+9Keinbd+7g/BuuZe1dd+lzXUaEohNkd/9lOQORoSWRSLD0oiXY3r00z5vPlfPOYnzNWF7q3c2mbV00X7AQRo/mplW30NjYONjhiohIRGNjI9evWMGcZc3cecnlNM6YmTHxdXfue+gBmlZew4obbtDnuYwYpiUjh7/6+nrv6uoqW3vr1q7lsuXLWXvpFZw+/ZSsH6obt26haeU1XL9iBec1NZVt+yIiUh6JRCIsH71nD83zzuS0afVhKrfeXu5/pIu2DeuxMWPU2SHDlpk97O79JgZXgjwClDNBTiQSnP/RjxZ0WG7Osmbu/OIXmTt3blliEBGR8nF3Ojs7WX1bK48+2h0ZLlfH4gsvZNasWRpWIcOWEuQRrFwJsrtz0pQTuHlhC40zZsaul3hwM8vuWM3jTz6hD1kRERGpGtkS5FJnsUjfyEFmtsDMbjCze82sw8y2mFnCzO4ys4vN7F3l3KYMnI6ODmzvXk6ffkpB9RpnzMT37KGzs7NCkYmIiIiUT1kW5zCzNwLXEZaerslR9G+T5X8AXOPu68uxfRkYa1rbaJ43v+BeYDOjed6ZrGltpaGhoULRiYiIiJRHyT3IZjYbeBz4BJBa3D3foiDvBL6e7FXWCnpDRHf3Nk6d2u8oRCynTaunu7u7vAGJiIiIVEBJyamZTQc2ALXsW0nPgUeAx4DngT8C44DjgHrgzanqhB7lNwB/XUocMjB29fQwvmZs/oIZjKupYVdPT5kjEhERESm/ohNkMxsFrGVfcrwHuAW41d2fzlJnP+B04P8BdYQk+Swz+1t3/1KxscjAGFdby0u9u4uqu6u3l3G1tWWOSERERKT8ShlicQ5wAiE5fgk4zd0vy5YcA7j76+6eAKYDqYTYgKtLiEMGSF3dVDZtK242jPsf6aKurq68AYmIiIhUQCkJ8ocj1y9y981xK7r7XuBjwPbkXcea2UklxCIDYFFLM20b7qHQqQHdnbYN61nU0lKhyERERETKp5QEOTVd2++B/yi0srv/Ebg9cte0EmKRAdDQ0ICPGsXGrVsKqnffQw9gY8Ywe/bsCkUmIiIiUj6lJMgTCMMrnkz2CBfjB5Hrb85aSqqCmXHzratoWnkN23fuiFVn+84dnH/Dtdy06hYtEiIiIiJDQikJ8uvJv6NKaKOUujIIGhsbuX7FCuYsaybx4Oaswy3cncSDm2lYupjPrFxJY2PjAEcqIiIiUpxSpnn7DWHqthPNbIy77ymijalp7ckQcF5TExMmTmTZkotZevutNM87k9Om1Yep3Hp7uf+RLto2rMfGjGHd3XcrORYREZEhpZQEeSshQR5POOHu9tzF+zKzAwmLi0TbkyFi7ty5ND7ZSGdnJ6tva6X1W/eyq6eHcbW11NXVsebOO5g1a5aGVYiIiMiQU0qCfA9hqjeAG8zsJ+5+f5yKZjYGuAs4ljCOebu7b89dS6qNmdHQ0KDlo0VERGRYKWUM8n+y7yS7sUDCzFaZ2XHZKpjZGDP7CNANzI88dGUJcYiIiIiIlE3RPcju7mZ2HtBOGGYxGrgQuNDMfkJYavp37Ftq+ljC6nnpy6nd5e7/WWwcIiIiIiLlVMoQC9z9UTP7S+BrwFuSdxswOXlJZ4QhFamBqZ8DmkuJQURERESknEoZYgGAu28BTgZuAl5M3m1ZLqnHNgMfcPdPljCHctUysyYz8xiX9+do4zgzu93MfmFmr5jZc2Z2X3KIiogMY+5Oe3s75yw4mymTJ3Pk4YczZfJkzllwNh0dHQWvZikiIoUpqQc5xd1fAi4xs8uBOcC7gbcBBwP7A38AngMeATrd/cfl2O4Q8DrheWfzaqY7zewDwNeBmuRdLwFvBE4HTjezO4ELXN+SIsNOIpFg6UVLsL17aZ43nyvnncX4mrG81LubTdu6aL5gIYwezU2rbtEUiiIiFVKWBDnF3V8BEsmLwFPuPqmQCmZ2DGHISg3wfeBj7v5jM6sFLiWc0Hg+8CNgRXnDFZHBtG7tWi5bvpy1l17B6dNP6TdN4omTjqX5jAVs3LqFpnPP5foVKzivqWlwghURGcZKHmIhZfdpwqwgzwLzUr3t7t7j7p8CPpss969mdsggxSgiZZZIJLhs+XLab2yjccbMrHOImxmNM2bSfmMbly1fTiKh/ggRkXJTglxFzGwskBpjvNrdX8xQ7N+Sf8cDZwxAWCJSYe7O0ouWsPbSKzj+qEmx6hx/1CTuvORyli25WGOSRUTKTAlydXkvcGDy+rcyFXD3HcCTyZunD0BMIlJhHR0d2N69nD79lILqNc6Yie/ZQ2dnZ4UiExEZmXKOQTazo6K33X1ntsdKFW17GDnMzB4GjgdGAc8QZvD4vLu3Zyh/cuT64znafRw4ATipTHGKyCBa09pG87z5BS/NbmY0zzuTNa2tWtFSRKSM8p2kt4MwbzHJv6OzPFaq9LaHixpgGvACYVzxMcnL3yVnoviEu78WKX9E8u8L7v5yjnZ/nVZeRIaw7u5tXDnvrKLqnjatntbr7i1vQCIiI1zcIRbReYyzPVbMJV/bQ9XTwNXAO4ED3P2NhGT5PcC3k2XOB25Oqzcu+bc3T/upx8dlK2BmnzCzLjPreu65XDPNichg29XTw/iasUXVHVdTw66enjJHJCIyssVJkHMlr6UmtsMtMQbA3Te6+1Xu/gN3fzV531533ww0Av+VLNpsZplWHCxHDJ9193p3rz/ssMMqsQkRKZNxtbW81Lu7qLq7ensZV1tb5ohEZCjSIkPlk3NYg7tnTaBzPSbZufvrZnYJ8GHCD5QPEVYhBNiV/FuTqW5E6vFdOUuJyJBQVzeVTdu6OHHSsQXXvf+RLurq6soflIgMKVpkqLyG47jfqufuPzWz54FDgeg34tPJv4eY2YE5xiEfmVZeRIawRS3NtCz8OM1nLCjoRD13p23Delbf8YUKRici1U6LDJWfeoGrS3TmipOzltr32A8rGIuIDJCGhgZ81Cg2bt1SUL37HnoAGzOG2bNnVygyEal2WmSoMpQgDwIzO47Qewzwi8hD3wNSvcZzs9Q9mjDFG8DGigQoIgPKzLj51lU0rbyG7Tt3xKqzfecOzr/hWm5adUvB08OJyPCgRYYqRwlymVmeb6rk4yuTN18HNqQec/fdwDeSNxeb2UEZmvin5N9dwL0lBSsiVaOxsZHrV6xgzrJmEg9uzvrF5e4kHtxMw9LFfGblSo0lFBnBtMhQ5QxIgmxmR5nZZ83sl2b2ipk9bWZfMrN3DsT2B9jRZvaQmX3SzI5NJcxmtp+ZnUJYIW9+suzt7r49rf6VwG7gcOCbqVkuzGysmV0JLEqWu9bdX6j4sxGRAXNeUxN3fvGLLLtjNSdd8Dfctv5rPLHj5zz122d5YsfPuW391zjpgr9h2R2rWXf33Xz0vPMGO2QZxjQjQvUrxyJDkpkVu4Ob2UTgp4QkeydwgmdozMzeDmwCDqHvtG4OvAac5+5fKSqIKmRmk+g7bOJVQm/vOGD/yP2ZFgpJtfEB4Ovsm63iD0AtYTW+VN0LMr3emdTX13tXV1cBz0JEBpO709nZyerbWnn00W529fQwrraWuro6Fl94IbNmzdKwCqmo9BkRTp1a32dGhLYN92hGhCowZfJk1l9+XVEz4Dyx4+d85LrLefLHP65AZEOHmT3s7vXp95cyi8VfERI4B9ZmSY4N+BLwRvqvumfAGGCdmf3A3Z8oIZZq8hvgH4CZQB1wGOHHwSuExHkzcIe7fz9bA+7+v2b2DsJwir8g9Ca/AGwj9Dp/I1tdERn6zIyGhgYtHy2DQjMiDB1aZKhySkmQ3xO5fk+WMmcCJ7EvOV5HGDc7HriMcLLZaODaZNkhLzk1223JSynt/Az4RFmCEhERiSE6I0Kuk76iMyLMWdbMhIkTmTs347nlUkFaZKhyShmDfFLy7x8yjKNNOTdy/bPufr67/5e73wXMAX5H6En+YJYT0kRERGQAaEaEoSe1yFAxtMhQbqUkyEcReoZ/mulBMxsNvC9y143Rx939OSA1u/1oYHoJsYiIiEgJNCPC0LOopZm2DfcU/OMktcjQopaWCkU29JWSII9L/v1DlsfrgbGEJPoJd8+USEdnxZ9cQiwiIiJSAs2IMPRokaHKKSVBTtUdleXx90aub8pS5rnIdQ2xEBERGSTd3ds4dWq/k/ljOW1aPd3d3eUNSPLSIkOVU0qCnOo5PiLL46dFrmc77vKGyHUNXhIRERkkmhFhaNIiQ5VRyiwWPwb+HHibmU1092dTDyRPuDs1UrY9SxtvjlzPNlRDREREKkwzIgxd5zU1MWHiRJYtuZilt99K87wzOW1affjh0tvL/Y900bZhPTZmDOvuvlvJcQylJMjfJSTIBlwNfDLy2L8QFsVw4BF3fz5LG9GV9HaUEIuIiIiUIDUjQjGLTmhGhME3d+5cGp9s/NMiQ63furfPIkNr7rxDiwwVoJQE+U7gEsIwjYVmdgLwPULSG50M8fM52ojOgv94CbGIiIhICRa1NNOy8OM0n7GgoCQqNSPC6ju+kL+wVJQWGSqfoscgu/uPgZXsWz76PYSV36LJ8ePsm8qtDzN7K3AKoZf5V+7+q2JjERERkdJoRgSRfUo5SQ93/xfgOuA1QqIcvXQB89z9tSzVm9mXXN9XShwiIiJSGs2IILJPSQkygLtfAbwV+Chh7PFSYLa7z3D3p3JUPZCw9PQXydLLLCIiIgNHMyKIBKalIYe/+vp67+oqbilKEZFq4u50dHSwprWN7u5tkZOQprL4whZmz56tnswySCQSYfnoPXtyzohw06pblBzLkGZmD7t7vwnAlSCPAEqQRWQ4SCQSLL1oCbZ3L83z5nPq1HrG14zlpd7dbNrWRduGe2D0aCVtZeLuf5oR4dFHu/vMiLD4wgs1I4IMC0qQRzAlyCIy1K1bu5bLli9n7aVXcPr0UzImZu7Oxq1baFp5DdevWMF5TU0DH6iIDCnZEuRSpnkTERGpuEQiwWXLl9N+YxvHHzUpazkzo3HGTNpvbGPOsmYmTJzI3Llzs5YXEcmmbD3IZnYAMBU4ATgEqGHfLBV5ufunyxKI9KMeZBEZqtydk6acwM0LW2icMTN2vcSDm1l2x2oef/IJDQMQkawq1oNsZocD1wJnE5LiYilBFhGRPjo6OrC9ezl9+ikF1WucMZOlt99KZ2enFk0QkYKVNM2bmb0HeAJoAsbSfy7kuBcREZF+1rS20TxvfsG9wGZG87wzWdPaWqHIRGQ4K7oH2czeBHwTOIiwGh7Ay0A38Cugt9TgRERkZOvu3saV884qqu5p0+ppve7e8gYkIiNCKUMsLgYOJiTHrwH/Cqx2991liEtERIRdPT2MrxlbVN1xNTXs6ukpc0QiMhKUkiB/IHJ9sbvfUWowIiIiUeNqa3mpt7h+l129vYyrrS1zRCIyEpQyBvmY5N/nlByLiEgl1NVNZdO24mbhuf+RLurq6sobkIiMCKUkyGMIwyueLFMsIiIifSxqaaZtwz0UOiWpu9O2YT2LWloqFJmIDGelJMi/Sv4dU45ARERE0jU0NOCjRrFx65aC6t330APYmDHMnj27QpGJyHBWSoL8PcIUbVNMs7CLiEgFmBk337qKppXXsH3njlh1tu/cwfk3XMtNq27RIiEiUpRSEuTbk38PAeaXIRYREZF+GhsbuX7FCuYsaybx4Oaswy3cncSDm2lYupjPrFxJY2PjAEcqIsNFSUtNm9mNhOnengZmuvtT5QpMykdLTYvIcJBIJFi25GJ8zx6a553JadPqw1Ruvb3c/0gXbRvWY2PGcNOqW5Qci0gs2ZaaLjVBHg2sBi4AngOWAV9x99eKblTKTgmyiAwX7k5nZyerb2vl0Ue72dXTw7jaWurq6lh84YXMmjVLwypEJLayJ8hmFp3a7UPAmwizWuwCuoBngT/GbM7d/YKiApG8lCCLiIiI9JctQS5loZAm9i0xTfK6AeOBU4toTwmyiIiIiAy6UhJkCAlxIfdnU/w4DxERERGRMiolQb66bFGIiIiIiFSJohNkd1eCLCIiIiLDTinzIIuIiIiIDDtKkEVEREREIpQgV4CZvcnMzjezu83sCTPbbWavmtmvzOxeM8u68qCZNZmZx7i8fyCfk4iIiMhIUeosFv2Y2Z8B04DDgIOA/dz90+XeTpV7lr6v7SvAHuDI5OXDZvYt4Cx3783SxuuExVeyebUcgYqIiIhIX2VJkM2sFvgHoBk4IkORfgmymX0FOIowxdvZ7v7rcsRSJUYDDwFrgfvc/ecAZjYJuJww5/NfArcD52Zp4yl3n1TpQEVERESkr5KHWJhZPdANXEtIji3tks0DwCnJS7Ykcag6zd3f7e6rU8kxgLvvcPeFhMQY4O/N7K2DE6KIiIiIZFJSgmxm7wS+DRzDvoT4Z8C9wNN5qn8ReC15/SOlxFFt3H1TniJfiFzvt7yhiIiIiAyeohNkMxsFfJmwtDTAY8BMd5/s7mcmb2fl7i8AmwhJ9VQzO7jYWIagVyLXRw1aFCIiIiLSTyk9yH8LTCGMIX4U+HN3f7DANh5I/jXgHSXEMtTMiVzP9kPiMDN72Mx6zOxlM/t5claMOVnKi4iIiEgZlJIgnxG5vtjddxfRxg8j1yeXEMuQkewp/+fkze+6+/YsRWsIs4H8kfB/Ogb4O2CTmd1hZmWfgURERERESkuQ35X8+1QRPccpv4tcP7iEWIYEM9sPuAs4nDDM4sIMxZ4GrgbeCRzg7m8kJMvvIYz3BjgfuDnPtj5hZl1m1vXcc7lmixMRERGRqFIS5DcThlf8PF/BHP4YuT6mhHaGilXAvOT1Fnf/QXoBd9/o7le5+w/c/dXkfXvdfTPQCPxXsmizmWXtdXf3z7p7vbvXH3bYYWV+GiIiIiLDVykJciq5LSWxPTRy/YUS2ql6ZnYD+3qML3b3Owptw91fBy5J3twP+FCZwhMRERGRpFIS5N8QTq47roQ2olOcDaeFQvowsxXAsuTNS9z9lmLbcvefAs8nbx5bYmgiIiJVy91pb2/nnAVnM2XyZI48/HCmTJ7MOQvOpqOjA3cf7BBlmCrlRK8uwol1E8xsurtvLaRycjzuXydvvg58r4RYqpaZrWRfr+9yd79xMOMREREZChKJBEsvWoLt3UvzvPlcOe8sxteM5aXe3Wza1kXzBQth9GhuWnULjY2Ngx2uDDOlJMjfBP4mef3/AX9RYP1/JPQ+O/B9d3+xhFiqUnJYRarneLm7ryxDm8exb2jKL0ptT0REpNqsW7uWy5YvZ+2lV3D69FMw67sw74mTjqX5jAVs3LqFpnPP5foVKzivqWlwgpVhqZQhFl8HfpK8fpqZfcHMYo1HNrOFwIrIXf+vhDiqUlpyfEmc5NjSPwEyP55q53VgQ0lBioiIVJlEIsFly5fTfmMbjTNm9kuOU8yMxhkzab+xjcuWLyeRSAxwpDKcFZ0gu/teYDGwN3lXE/CkmV1sZu8A3pAqa2aHmdnJZvZxM9sM3E7ovXbgq+6+sdg4qlHamOOlBQyrONrMHjKzT5rZsamE2cz2M7NTgG8B85Nlb88xh7KIiMiQ4+4svWgJay+9guOPmhSrzvFHTeLOSy5n2ZKLNSZZyqaUHmTc/X7gAvYlyccANwDb2LdanAHPElbbWwO8O3kfwPeBj5USQ7Uxs6OAS5M3Xwf+ycyezXG5JK2J6YTX6WfAy2b2HNBLWHUwNcjqTsIQFZG8dJKLiAwVHR0d2N69nD79lILqNc6Yie/ZQ2dnZ4Uik5Gm5NXY3P0uM/sp8EX6zmjhyQvsS4hTXgdWE3pX95QaQ5XZL+36hDzlayPXfwP8AzATqAMOAw4hLCryC2AzcIe7f79cwcrwppNcRGQoWdPaRvO8+VmHVWRjZjTPO5M1ra00NDRUKDoZSaxcvUfJWSnOAv6esOrbIRmK/RxIAKvc/ScZHpcKqK+v966ursEOQwZYvpNcIPQub9y6haaV1+gkFxEZdFMmT2b95ddx4qTCZzF9YsfP+ch1l/Pkj39cgchkuDKzh929Pv3+knuQU5KLWHwtecHM3gK8CRgL/AH4jbs/n70FESmX6EkuucbxRU9ymbOsmQkTJzJ37tyBC1REJGJXTw/ja8YWVXdcTQ27enrKHJGMVCWNQc7F3X/l7o+6+2Z3/6GSY5GBoZNcRGSoGldby0u9u4uqu6u3l3G1tfkLisRQsQRZRAaHTnIRkaGqrm4qm7YVNyTw/ke6qKurK29AMmIpQRYZZspxkouIyGBY1NJM24Z7Cj6S5e60bVjPopaWCkUmI40SZJFhprt7G6dO7Xe+QSynTaunu7u7vAGJiMTU0NCAjxrFxq1bCqp330MPYGPGMHv27ApFJiNNWU7SM7Na4EzgvcAJwMFADf2nd8vG3f24/MVEJB+d5CIiQ5WZcfOtq2g699y8JxmnbN+5g/NvuJa1d91V8JEzkWxKTpCTC11cSZitoqgm2DdfsoiUSCe5iMhQ1tjYyPUrVjBnWTN3XnJ51uWm3Z37HnqAppXXsOKGGzSXu5RVSQmymX2WsJKefrKJVInUSS7FzCOqk1xEpBqc19TEhIkTWbbkYpbefivN887ktGn14ShXby/3P9JF24b12JgxrLv7biXHUnZFLxRiZh8G7iH0/hrwIvB14EHgGcLyyLG5e0dRgUheWihkZGlvb6dl4cd5/PNfKuhwo7tz0gV/w+o7vqCVqESkKrg7nZ2drL6tlUcf7WZXTw/jamupq6tj8YUXMmvWLA2rkJJUYqGQT0audwJnuvvvS2hPRMogepJL44yZsevpJBcRqTZmRkNDg360y4ArZRaLdyX/vgaco+RYpDr86SSXldewfeeOWHVSJ7nctOoW9caIiMiIV0qCfDBheMU2d3+2POGISDlET3JJPLg565yi7k7iwc00LF3MZ1au1Dg+ERERShti8XvgzRQ41lhEBoZOchERESlOKSfpfRP4ILDD3Qs/XV4GzHA4Sc/d6ejoYE1rG93d2yInakxl8YUtzJ49W0MDstBJLiIiIpllO0mvlAR5AfBVwjCLd7v70M7AhrGhniAnEgmWXrQE27uX5nnzOXVqPeNrxvJS7242beuibcM9MHo0N626Rb2gIiIiElvZE+Rko/cDc4CHgTnuXtzqBFJRQzlBXrd2LZctX87aS6/g9OmnZJ0sfuPWLTStvIbrV6zgvKamgQ9UREREhpxsCXIpJ+kBnAVsI8xo8T0zm1FieyJ/kkgkuGz5ctpvbMu6khKEWRsaZ8yk/cY2Llu+nEQiMcCRioiIyHBSUg8ygJkdANwALCIsGPIEsAX4DfDHuO24+6dLCkSyGoo9yO7OSVNO4OaFLQXN5Zt4cDPL7ljN408+oXG1IiIiklMlFgpJmQgcALyebO8k4MQi2lGCLH/S0dGB7d3L6dNPKahe44yZLL39Vjo7OzWxvIiIiBSlpCEWZvZeoBs4HxhFOGEPQk9yIReRPta0ttE8b37BvcBmRvO8M1nT2lqhyERERGS4K7oH2cyOAb4FjI3cvQt4FHgGzY8sJeju3saV884qqu5p0+ppve7e8gYkIiIiI0YpQyz+iZAcO9AD/CPwZXePPe5YJJtdPT2Mrxmbv2AG42pq2NXTU+aIREREZKQoJUE+PXJ9gbtvLDUYkZRxtbW81FvcrIG7ensZV1tb5ohERERkpChlDPIRhN7jXyg5lnKrq5vKpm3Fzbxx/yNd1NXVlTcgERERGTFKSZD/kPy7owxxiPSxqKWZtg33UOg0hO5O24b1LGppqVBkIiIiMtyVkiDvIMxAcXBZIhGJaGhowEeNYuPWLQXVu++hB7AxY5g9e3aFIhMREZHhrpQE+RvJv283s0PKEYxIiplx862raFp5Ddt37ohVZ/vOHZx/w7XctOoWLRIiIiIiRSslQf4CYbW80cCnyhOOyD6NjY1cv2IFc5Y1k3hwc9bhFu5O4sHNNCxdzGdWrqSxsXGAIxUREZHhpKSlps2sgTAX8v6EJPk6L3Xtaim7objUdFQikWDZkovxPXtonncmp02rD1O59fZy/yNdtG1Yj40Zw02rblFyLCIFc3c6OjpY09pGd/c2dvX0MK62lrq6qSy+sIXZs2frqJTIMJVtqemiE2QzOyp5tY7Qm/xG4EngTmALoXc59pzI7r6zqEAkr6GeIEP4Auvs7GT1ba08+mh35AusjsUXXsisWbP0BSYiBUskEiy9aAm2dy/N8+Zz6tR6xteM5aXe3Wza1kXbhntg9Gj9ABcZpiqRIL/OvqWlYd+S0cU06O5eypzMksNwSJBFRMpt3dq1XLZ8OWsvvYLTp5+S8Ue2u7Nx6xaaVl7D9StWcF5T08AHKiIVky1BLmUM8p/aTv51+ifM+S6kXRcRkRHA3Wlvb+ecBWczZfJkjjz8cKZMnsw5C86mo6Oj4CkeC5VIJLhs+XLab2yjccbMrEegzIzGGTNpv7GNy5YvJ5FIVDQuEakOpfYgl4u7+6gyticR6kEWkWoy2MMa3J2TppzAzQtbaJwxM37cD25m2R2refzJJzSkS2SYyNaDXPSwBncvR++ziIiMIPmGNZw46Viaz1gQhjWce25FhjV0dHRge/dy+vRTCqrXOGMmS2+/lc7OThoaGsoak4hUFyW5IiIyIKplWMOa1jaa580vuBfYzGiedyZrWlvLGo+IVB8lyFXMzMaZ2VVm9piZ9ZjZH8xsq5ktM7M3DHZ8IiJxuTtLL1rC2kuv4PijJsWqc/xRk7jzksvDNI9lHJPc3b2NU6f2O6Iay2nT6unu7i5bLCJSnZQgVykzOxr4AWF+6ZMJJzLuD9QDNwBbtIKhiAwVpQxr8D176OzsLFssu3p6GF8ztqi642pq2NXTU7ZYRKQ6KUGuQmY2GvgmMAl4BvgLdx8L1ADnALuAqcDdgxWjiEghqmlYw7jaWl7q3V1U3V29vYyrrS1bLCJSnZQgV6fzgLcnr3/E3b8N4O6vu/tXgU8mH/uAmb1vMAIUESlENQ1rqKubyqZtxc3sc/8jXdTV1ZUtFhGpTjlnsTCzOyI33d0vyPJYqfq0LZyX/LvJ3R/I8PhXgOuAY4CPAt8ZqMBERIpRTcMaFrU007Lw4zSfsaCgHm13p23Delbf8YWyxSIi1SnfNG9N9F3844Icj5VKCTJgZjXAe5I3v5WpjLu7mSWAxcDpAxWbiEixqmlYQ0NDAz5qFBu3biloHuT7HnoAGzOG2bNnly0WEalOcYZY5FrpLs5qeXFX1JPgBPb9Xx7PUS712EQze2NlQxIRKU01DWswM26+dRVNK69h+84dseps37mD82+4lptW3aJFQkRGgHw9yFcX+ZgU74jI9V/nKBd97Ajg95UJR0SkdNU2rKGxsZHrV6xgzrJm7rzk8qzzMrs79z30AE0rr2HFDTdUZGU/Eak+ORNkd8+aBOd6TEoyLnK9N0e56GPjspYSEakC1Tis4bymJiZMnMiyJRez9PZbaZ53JqdNqw9jnnt7uf+RLto2rMfGjGHd3XcrORYZQYpealqqm5l9AvgEwFFHHTXI0YjISPenYQ3nnkv7jW2xFgtJDWtYe9ddFRvWMHfuXBqfbKSzs5PVt7XS+q172dXTw7jaWurq6lhz5x3MmjVLwypERhglyNVnV+R6TY5y0cd2pT/o7p8FPgtQX19fzpMpRUSKUq3DGsyMhoYGGhoaKrodERk6lCBXn6cj148krKaXyZFZ6oiIVC0NaxCRoUAJcvV5EnidMJPFyWSZ6i35GMCz7q4T9ERkyNCwBhGpdvkWChmwwavuvnOgtlXN3L3XzL4PzALmAivTy1j41kh1q2wcwPBERMpCwxpEpJrl60HeQXkXA8nGUW921DpCgnyqmb3b3R9Me3wBcGzy+hcHNDIRERGRYS7OQiFQvgVBtFhIPOuAxwivyzfM7H0AZrafmS0APpcs9y131zLTIiIiImUUp9c2bvKa6mmOU76QsiOOu79mZn8FbAImAd82s17CD5oDksW2AX83OBGKiIiIDF85e5Ddfb98F+ADwPOEZPdF4Dbgg8DRQC0wBngjUA80A99lX2L8ZWC8u4+qwHMb0tx9B/AO4NOEZaUd2AM8DFwCnOLuLwxagCIiIiLDlLkXP8TYzM4GvkRIeL8KtMRJ2sxsLnAXIXHuBt7j7q8UHYjkVF9f711dXYMdhoiIiEhVMbOH3b0+/f64Y5AzNXg08AVCcvx1d//buD2a7p4A3g/8EagDbio2DhERERGRcio6QQYWAmMJc/YuKbSyuz/KvgT7PDMbX0IsIiIiIiJlUUqCPC/59zF3f7bINlJz+B4AnFpCLCIiIiIiZVFKgvxWwoljpZwo9mJaeyIiIiIig6qUBDk13dikEto4OkN7IiIiIiKDppQE+VeE8cOTzOzdRbbxt2ntiYiIiIgMqlIS5I2R6583szcWUtnMPgk0Jm/uBe4vIRYRERERkbIoJUFeQ1i4AuBE4CEz+0C+Smb2RjO7FWhL3uWEaeJ+W0IsIiIiIiJlEWep6Yzc/Qkzuwq4jpDkHgt808x2APcRVn/7HWGu43HAMcAM4H2E1fVSq+k9DVxUbBwiIiORu9PR0cGa1ja6u7exq6eHcbW11NVNZfGFLcyePRszy9+QiIj0U3SCDODu/2ZmbwCuJCTJRkiEP5mjmiXLAvwC+At3f76UOERERpJEIsHSi5Zge/fSPG8+V847i/E1Y3mpdzebtnXRfMFCGD2am1bdQmNjY/4GRUSkj5KWmv5TI2azgFuBd2Z4OJU4R70CrAaudPfdJQcgOWmpaZHhY93atVy2fDlrL72C06efkrGX2N3ZuHULTSuv4foVKzivqWngAxURGQKyLTVdUg9yirt/F5ianM1iPmEoxduAQ4D9gZeA3wDbgE7gq+7+h3JsW2So0CFxKVUikeCy5ctpv7GN44+alLWcmdE4YybtN7YxZ1kzEyZOZO7cuQMXqIjIEFeWHmSpbupBHnzph8RPnVrf55B424Z7dEhccnJ3TppyAjcvbKFxxszY9RIPbmbZHat5/Mkn9ANMRCRNth7kUmaxEJEY1q1dy/kf/Sg3L2zh8c9/iZb5Z3PipGN5y5sncOKkY2mZfzaPf/5L3HRBM03nnsu6tWsHO2SpQh0dHdjevZw+/ZSC6jXOmInv2UNnZ2eFIhMRGX6UIItUUPSQeOOMmVl78KKHxC9bvpxEIjHAkUq1W9PaRvO8+QX3ApsZzfPOZE1ra4UiExEZfpQgi1SIu7P0oiWsvfSKnONFo44/ahJ3XnI5y5ZcjIY/SVR39zZOndrvKGAsp02rp7u7u7wBiYgMY0qQRSpEh8SlnHb19DC+ZmxRdcfV1LCrp6fMEYmIDF9KkEUqRIfEpZzG1dbyUm9xs2Lu6u1lXG1tmSMSERm+lCCLVIgOiUs51dVNZdO24majuf+RLurq6sobkIjIMKYEWaRCdEhcymlRSzNtG+4peGy6u9O2YT2LWloqFJmIyPCjBFmkQnRIXMqpoaEBHzWKjVu3FFTvvocewMaMYfbs2RWKTERk+FGCLFIhOiQu5WRm3HzrKppWXsP2nTti1dm+cwfn33AtN626RYuEiIgUQAmySIXokLiUW2NjI9evWMGcZc0kHtycdd9ydxIPbqZh6WI+s3KlVmcUESnQ6MEOQGS4ih4SL2RpYB0Sl1zOa2piwsSJLFtyMUtvv5XmeWdy2rT6MG69t5f7H+mibcN6bMwY1t19t5JjEZEimBYjGP7q6+u9q6u4Q/1Smvvuu4+mc8+l/ca2WIuFbN+5gznLmll7111KbCQnd6ezs5PVt7Xy6KPd7OrpYVxtLXV1dSy+8EJmzZqlYRUiInmY2cPu3m/KKSXII4AS5MG1bu1aLlu+nDsvuTzrctPuzn0PPUDTymtYccMNfPS88wYhUhERkZElW4KsIRYiFaZD4iIiIkNL3h5kM7syefWn7v6lsm7c7DbgzwF393eVs23ZRz3I1UGHxEVERKpL0UMszOx1wIH73P0DecruTV5NuPsHYwT1LaCRkCCPyldeiqMEWURERKS/bAlyuad5s7S/IiIiIiJDiuZBFhERERGJUIIsIiIiIhKhBFlEREREJEIJsoiIiIhIhBJkEREREZEIJcgiIiIiIhFKkMvMzN5kZueb2d1m9oSZ7TazV83sV2Z2r5nNz1O/ycw8xuX9A/WcREREREYSLTVdfs/S93V9BdgDHJm8fDi5QMpZ7t6bo53XgedyPP5qqYGKiIiISH/qQS6/0cBDQDNwnLsf6O61wDHAF5Jl/hK4PU87T7n7xByX71buKYiIiIiMXOpBLr/T3H1T+p3uvgNYaGavAZ8E/t7M/sXdnxroAEVEREQku0IS5AYz+3mZy04oYPtDQqbkOM0XCAkyQD2gBFlERESkihSSIB8ATMpTxgsoGy0/krwSuT5q0KIQERERkYzijkG25CVuuThlU+VHmjmR64/lKHeYmT1sZj1m9rKZ/Tw5M8acHHVEREREpERxepDXVTyKEcLMDgb+OXnzu+6+PUfxGmAa8AIwlnCS3zHA35nZncAn3P21CoYrIiIiMiLlTZDd/fyBCGS4M7P9gLuAwwnDLC7MUvRp4GpgPbDd3V81s1HAu5P3vx84H9gN/EOO7X0C+ATAUUcdVaZnISIiIjL8mftIHAa8j5k1AXeW0MRfunsixnb+nX1J8QXufkehG0om2euBDxPmSZ7i7j/JV6++vt67uroK3ZyIiIjIsGZmD7t7ffr9mgd5AJjZDexLji8uJjkGcPfXgUuSN/cDPlSG8EREREQkQvMgw5eBDSXU/0OuB81sBbAsefMSd7+lhG3h7j81s+eBQ4FjS2lLRERERPob8Qmyu79KhZZtNrOV7OvxXe7uN1ZiOyIiIiJSPiM+Qa6U5LCKVM/xcndfWaZ2jyP0HgP8ohxtioiIiMg+eRNkM7tpIAJx96UDsZ2BkJYcXxK359jMzHOcNWlmBqQS7dcpbWiIiIiIiGQQpwd5CQOz4t2wSJDTxhwvdfebC6h+tJl9jbAc9f8Bv3B3T85eMQO4CmhMlr09zzzKIiIiIlKEQoZYVHLVu2Ex15yZHQVcmrz5OvBPZvZPOarc4O43pN03PXkBeNXMdgHjgP0jZe4E/rEMIcsw4e50dHSwprWN7u5t7OrpYVxtLXV1U1l8YQuzZ88mHIAQERGRfOIkyJ2UP4E9GpiUbHc4fWvvl3Z9Qp7ytWm3f0NY/GMmUAccBhxCWFjkF8Bm4A53/345gpXhIZFIsPSiJdjevTTPm8+V885ifM1YXurdzaZtXTRfsBBGj+amVbfQ2NiYv0EREZERbkAXCjGzw4ErgY+xLzk3wN191IAFMsJooZDha93atVy2fDlrL72C06efkrGX2N3ZuHULTSuv4foVKzivqWngAxUREalC2RYKGZBZLMzsEOCfgRbggOhDwJPAFQMRh8hwkkgkuGz5ctpvbOP4oyZlLWdmNM6YSfuNbcxZ1syEiROZO3fuwAUqIiIyxFR0JT0zqzWzTxGGBywDDiQkxQb8EmgCTnb39ZWMQ2S4cXeWXrSEtZdekTM5jjr+qEncecnlLFtyMSN9iXkREZFcKpIgm9n+ZrYM+DlhSMX4yMPPEpZdPt7dv5hrWjMRyayjowPbu5fTp59SUL3GGTPxPXvo7OysUGQiIiJDX1kTZDMbZWafBH4KrGDfghYALwCXAce5e5u77ynntkVGkjWtbTTPm1/wzBRmRvO8M1nT2lqhyERERIa+siXIZvZ3wI+ANuDIyEO7gWuAY919hbu/XK5tioxU3d3bOHVqv3MKYjltWj3d3d3lDUhERGQYKfkkPTP7MCEBPintoVeB1cC/ufvzpW5HRPbZ1dPD+JqxRdUdV1PDrp6eMkckIiIyfBTdg2xm7zezB4H17EuODdgLfA6Y7O7LlByLlN+42lpe6t1dVN1dvb2Mq02fgltEhjt3p729nXMWnM2UyZM58vDDmTJ5MucsOJuOjg6dvCsSUXAPspmdAlwHzIneTVj048vAle7+s7JEJyIZ1dVNZdO2Lk6cdGzBde9/pIu6urryByUiVUsLCokUJnaCbGZvJyTGH0zdFXn4m8Dl7v5YGWMTkSwWtTTTsvDjNJ+xoKAT9dydtg3rWX3HFyoYnYhUk3wLCp046Viaz1gQFhQ691wtKCRCjCEWZvY2M/sSsI2QHKfmMQa4HzjF3T+s5Fhk4DQ0NOCjRrFx65aC6t330APYmDHMnj27QpGJSDWJLijUOGNm1h/U0QWFLlu+nEQiMcCRilSXOGOQnwT+Olk29c7aArzP3d/v7g9VKjgRyczMuPnWVTStvIbtO3fEqrN95w7Ov+Fablp1S8HTw4nI0KMFhUSKF2eIxSjC+OLUO+UnhAT5Q2b2oXIF4u5Ly9WWyEjQ2NjI9StWMGdZM3decnnW3iF3576HHqBp5TWsuOEGjS8UGSFKWVBo6e230tnZSUNDQ4WiE6lulu8Xopm9zr7kuGLcfVSltzFS1dfXe1dX12CHIRWSSCRCb8+ePTTPO5PTptWHqdx6e7n/kS7aNqzHxozRyTciI8w5C85m1pGTaJl/dsF1b1v/Nb7/zA6+/LWvVSAykephZg+7e7+FBQqZxaKSx2R1HEekSHPnzqXxyUY6OztZfVsrrd+6l109PYyrraWuro41d97BrFmzNKyiCrg7HR0drGlto7t7W+T/NJXFF7Ywe/Zs/Z+kbLq7t3HlvLOKqnvatHpar7u3vAGJDCFxEuROlMCKVDUzo6GhQYdDq5im2ZKBpgWFRIqXN0F29zkDEIeIyLClabZkMGhBIZHiFb2SnoiI5KdptmSwpBYUKoYWFJKRTgmyiEiFaJotGUyLWppp23BPwftRakGhRS0tFYpMpPopQRYRqZBSptnyPXvo7OysUGQyEmhBIZHiKUEWEamQNa1tNM+bX/DMFGZG87wzWdPaWqHIhhd3p729nXMWnM2UyZM58vDDmTJ5MucsOJuOjo4R2xOvBYVEilfRBNnMjjKzq8zs22b2QzPrNrP/NbNLzOzwSm5bRGSwdXdv49Sp/abXjOW0afV0d3eXN6BhKJFIcNKUE2hZ+HFmHTmJ9Zdfx4O3fp71l1/HrCMn0XzBQk4+4UTuu+++wQ51UEQXFEo8uDnrjwV3J/HgZhqWLuYzK1dqJhUZ8WLNg2xmDcCbkjd/5O5PxKhzGXAVMCZ1F2G6uLcDjcCVZrbc3dcUGrSIyFCgabYqS7ODxHNeUxMTJk5k2ZKLWXr7rTkXFFp3991KjkWIkSCb2Wjgv4HUfC95J1o1syuBT7FvcZHUUtWpJJlke61mtp+7txUYt4hI1dM0W5UTnR0k1wmQ0dlB5ixrZsLEicydO3fgAq0SWlBIpDBxlpqeBXQkbz7q7lPzlJ8KROeVMeB14ElgF3AccBj7EuZXgJPd/efFPAHJT0tNiwwOLfVbGe7OSVNO4OaFLTTOmBm7XuLBzSy7YzWPP/mEEkERAbIvNR1nDHLq9GsHvhqj/NX0XZb6fuBYd3+7u/85MBH4e6A32eb+wLIY7YqIDCmaZqsyNDuIiFRanAT5XZHr/52roJlNAP6Sfb3DPwc+5O47U2U8+BLw0WQZA842/ZwXkWFG02xVhmYHEZFKi5MgT07+7Ylxcl4jMIp9Y43/zd1fzlTQ3e8BHkrefCMwJUYsIiJDhqbZqgzNDiIilRYnQX4rIdn9aYyysyLX9wJfz1P+vyLX3x6jfRGRIUXTbJWfZgcRkUqLM83buOTf38coGx2v3O3uu/KUfzxy/bAY7YuIDDmaZqu8NDuIiFRanAQ5dYxvTM5CZmOBE9g3jdtDOYqnvBC5Pi5rKRGRIU7TbJVPXd1UNm3r4sRJxxZc9/5Huqirqyt/UCIyrMRJkP8AHAocmadcPWHIRipBfjhG29Gk+/UY5WWYc3c6OjpY09pGd/e2SAIxlcUXtjB79mwlEDJkmRkNDQ00NOSdTl5yWNTSTMvCj9N8xoKCPg9Ss4OsvuMLFYxORIaDOAnyLwnDH44xsze7+2+zlDs1+Td1gt7mGG0fGrn+UozyMowlEgmWXrQE27uX5nnzuXLeWYyvGctLvbvZtK2L5gsWwujR3LTqFh2CFhnBorODFDIPsmYHEZG44iTIWwm9wwZ8HLguS7lz2De927Puvj1G2ydErj8Vo7wMU1oyVkTi+tPsIOeem3clvZTU7CBr77pLR6FEJK84s1h8I3L9X8zsvekFzGwJ8GfJm07+2StSoj/94yTUMgxFl4xtnDEz65dXdMnYy5YvJ5FIDHCkIlItNDuIiFRS3qWmAcysmzANmwGvAV8hDKHYD3gfcEaqKGF6t5Pz9SCb2UHAM8ABwO/d/dBc5aV41bzUtJaMFZFSJBIJli25GN+zJ+fsIBqaJSKZlLLUNMAFwB8JvcOjgb8DWoF/JyTHqQzFgdtjDq84m5AcO/C9mHFUPTNrMjOPcXl/nnaOM7PbzewXZvaKmT1nZveZ2UcG6rkMBC0ZKyKlmDt3Lo8/+QSr7/gC33t6Bx+57nJmXvQJPnLd5Xz/mR2sufMOHn/yCSXHIlKQOGOQcfeHzWw+8DUg2wSSBmwEluZrL7ms9BL2zXjxv3HiGGJeB57L8fir2R4wsw8QhqnUJO96ibDa4OnA6WZ2J3CBx+n+r3LlWDJWMwKIjGyaHUREyi1uDzLuniAsB70aeJaQEKeymm6gGfigu/8xRnN/TThBLzXjxb2xIx46nnL3iTku381UycyOIfwQqQG+Dxzv7gcBBwGfThY7H7h0IJ5EpWnJWBGR4cfdaW9v55wFZzNl8mSOPPxwpkyezDkLzqajoyPrmHGRahGrBznF3Z8GWoAWM6slLO7xe3fP2huaxVfZdyKfu7vmQN7n08BYwo+Qee7+IoC79wCfMrOJwCeAfzWzz7n7C1lbGgK0ZKyIyPCiKTtlOCgoQY5KJmxFZSfJoQF7i932cJVcjTA1xnh1KjlO82+EBHk8Yfz3nQMSXIVoyVgRkeFDU3bKcBF7iIUMiPcCByavfytTAXffATyZvHn6AMRUUaklY4uhJWNFRKqHpuyU4UQJcuUcZmYPm1mPmb1sZj83s7vNbE6OOidHrj+eo1zqsZNKDXKwLWpppm3DPQWPR0stGbuopaVCkYmISFzuztKLlrD20itiLdwCcPxRk7jzksvDNH0akyxVpqIJspmtTSaGP6vkdqpUDTCNMD3efsAxhOnxNpnZHWaWaXjLEcm/L7j7yzna/nVa+SErumRsIbRkrIhI9dCUnTLcVLoHeQIwKXkZKZ4GrgbeCRzg7m8kJMvvAb6dLHM+cHOGuuOSf3vzbCP1+LhsBczsE2bWZWZdzz2Xa7a5wfWnJWNXXsP2nTti1UktGXvTqlu0SIiISBUox5SdItVkxA+xKGBhj2yXudH23H2ju1/l7j9Ize7h7nvdfTPQCPxXsmizmU2u1PNy98+6e7271x922GGV2kxZaMlYEZGhTVN2ynBT9CwWUjh3f93MLgE+TPhx8iHgpkiRXcm/Nel106Qe35Wz1BByXlMTEyZOZNmSi1l6+605l4xdd/fdSo5FRKqIpuyU4UYJMnwZ2FBC/T8UUtjdf2pmzwOHAsemPfx08u8hZnZgjnHIR6aVHxbmzp1L45ONdHZ2svq2Vlq/dS+7enoYV1tLXV0da+68g1mzZmlYhYhIldGUnTLcjPgEOTkMotCFTiolOnPFycDWLOVSs138sLLhDDwtGSsiMvSkpuw8cVJ6v09+mrJTqtGIH4M80MzsOELvMcAv0h7+HpDqNZ5LBmZ2NGGZboCNZQ9QRESkQJqyU4YbJchlZHmO/ScfX5m8+TppQzvcfTfwjeTNxWZ2UIZm/in5dxdwb9HBioiIlImm7JThRglyeR1tZg+Z2SfN7NhUwmxm+5nZKYTV8eYny97u7tsztHElsBs4HPhmaqYLMxtrZlcCi5LlrnX3Fyr6bERERGLQlJ0y3FQ6Qb6RMOfvxyq8nWoyHVgD/Ax42cyeI8xb/ABhmjeAO4F/zFTZ3X8BnJ2sMwv4sZm9SDgZ8GrAkvVXZqovIiIyGDRlpwwnpuUdy8fMDgQuAGYCdcBhwCHAK8CvgM3AHe7+/RhtHUcYTvEXhN7kXcA2Qs/zN3LVTVdfX+9dXV2FVBERESlKIpEIy0fv2ZNzys6bVt2i5FgGnZk97O79JvFWgjwCKEEWEZGB5O5/mrLz0Ue7+0zZufjCCzVlp1SNbAly0dO8mdne5NWEu3+wyDbuAf4KcHcf8VPOiYiIDAeaslOGulLGIFva31La0c9IEREREakKmsVCRAaUu9Pe3s45C85myuTJHHn44UyZPJlzFpxNR0dHwfOoioiIlNtgD2sYlfy7N2cpERkWEokESy9agu3dS/O8+Vw57yzG14zlpd7dbNrWRfMFC2H0aJ28IyIig2qwE+SJyb+7BjUKEam4dWvXctny5ay99ApOn35KvxN0Tpx0LM1nLGDj1i00nXsu169YwXlNTYMTrIiIjGiDliCb2QnAVMCBnw9WHCJSeYlEgsuWL6f9xjaOP2pS1nJmRuOMmbTf2MacZc1MmDiRuXMzrrouIiJSMbES5OQKbtm8Lc/jfZoCDgTeBpxOGGLhQGfM+iIyxLg7Sy9awtpLr8iZHEcdf9Qk7rzkcpYtuZjGJxs1HZSIiAyouD3IVxES2XQGHAd8qoQYXgFWl1BfRKpYR0cHtncvp08/paB6jTNmsvT2W+ns7NRUUSIiMqAKmcXC0i7Z7i/k8lvgbHf/aUnPQkSq1prWNprnzS+4F9jMaJ53JmtaWysUmYiISGZxe5DXZbjvPEKv8tPAt2O28zqwG3gWeAT4jrvviVlXRIag7u5tXDnvrKLqnjatntbr7i1vQCIiInnESpDd/fz0+8zsvOTVxzI9LiICsKunh/E1Y4uqO66mhl09PWWOSEREJLdSFwrRmTMiktO42lpe6t1dVN1dvb2Mq60tc0QiIiK5FZ0gu/t+ycsHyhmQiAwvdXVT2bStq6i69z/SRV1dXXkDEhERyUNLTYtIRS1qaaZtwz0FLyHt7rRtWM+ilpYKRSYiIpKZEmQRqaiGhgZ81Cg2bt1SUL37HnoAGzOG2bNnVygyERGRzJQgi0hFmRk337qKppXXsH3njlh1tu/cwfk3XMtNq27RIiEiIjLglCCLSMU1NjZy/YoVzFnWTOLBzVmHW7g7iQc307B0MZ9ZuZLGxsYBjlRERCT+PMgiIiU5r6mJCRMnsmzJxSy9/Vaa553JadPqw1Ruvb3c/0gXbRvWY2PGsO7uu5Uci4jIoLFCT5yRoae+vt67uoqbRUCk3Nydzs5OVt/WyqOPdrOrp4dxtbXU1dWx+MILmTVrloZViIjIgDCzh929Pv1+9SCLyIAyMxoaGmhoaBjsUERERDLSGGQRERERkQglyCIiIiIiEUqQRUREREQilCCLiIiIiEQoQRYRERERiVCCLCIiIiISoQRZRERERCRCCbKIiIiISIQSZBERERGRCCXIIiIiIiIRSpBFRERERCKUIIuIiIiIRChBFhERERGJUIIsIiIiIhKhBFlEREREJEIJcpmZmRdw2ZSh/lUx675tMJ6fiIiIyHA3erADGIZ+k+fxMcAbk9e35ii3B/h9jsdfKyQoEREREYlHCXKZufvEXI+b2TLghuTNL+Qoutnd55QrLhERERGJR0MsBt4Fyb/fc/ftgxqJiIiIiPSjBHkAmdmfAyckb35+MGMRERERkcyUIA+sVO/xH4CvD2YgIiIiIpKZEuQBYma1wNnJm1929948VU4ys8fNrNfMesxsu5l9zsymVjhUERERkRFNCfLAOQeoTV6PM7ziUMJwjJeB/YE/AxYCD5vZtRWJUERERESUIA+ghcm/j7r7wznK/QRYDhwPHODubwLGAo3Aw4AB/5qcDUNERGRIcXfa29s5Z8HZTJk8mSMPP5wp/7+9e4+/a7rzP/5654LmIggjxRA6qi5TQdxaRGnzTTumQ1tGf1MVpUrouKfaoint1FBKNXHrEK2W1q/a39Ro6CAJRSuIUtdOJaZFUUQuQsTn98fap9/9PTn3y/d8L+/n47Ef3332XmvtddbZ33M+Z5+119p6aw49+BDmzZtHRHS6imZosJ+IkqYCVzdRxIcjYk6VY2wPPJI9/HxEfKeRA0laB5gP7AosAzaLiCVl0h4NHA2w+eab77J48eJGDmlmZtYyc+bM4eQTTkSrVzPtgIP4wE4TWXfESF5bsZw7HlzArJt+CsOGceHFF9HV1dXp6togIOn+iJhYvN3jIPeOwtXjlcC1jRYSESslfQn4Jam7xv7AjWXSXgFcATBx4sTB/S3IzMw67prZszl9+nRmn3Ymk3fdA0k99m83fiumHXgwt953L1MPO4xzzzuPw6dO7UxlbdBzgAzXATc1kb/kFdwCSWsBn8oe/iQiXm3iWAD35Na3arIsMzOztpszZw6nT5/O3Atmsc3m48umk0TXbnsy94JZ7HvKNDYeN44pU6b0XkXNMoM+QI6IN4A32niIfyLdcAce+9jMzAaZiODkE05k9mlnVgyO87bZfDxXn3oGp5x4El2Pda1xtdms3XyTXvsVulf8HpjXgvL2yK0/3YLyzMzM2mbevHlo9Wom77pH9cQ5XbvtSaxaxfz589tUM7PyHCC3kaTNgQ9mD6+KKndEqspXZElrA1/PHi4Hbmu6kmZmZm102cxZTDvgoLqvAkti2gEf47KZM9tUM7PyHCC312dIbfwWMLuG9PtI+m9Jh0narLBR0nBJ+wN3Artnm89uQX9mMzOztlq48EE+sNMagwTUZL+dJ7Jw4cLWVsisBoO+D3K7SBoCHJE9vDkinqslG2lkiv2zMl4nXSkeAwzP0rwNnBsR57W2xmZmZq23dNky1h0xsqG8o0eMYOmyZS2ukVl1DpDb54PA5tl6rTfnPQycCuwJ/D3p5r71gBXAo6QryFdExMMtramZmVmbjB41itdWLG8o79IVKxg9alT1hGYt5gC5TSLiVtIV4Xry/AW4oD01MjMz630TJuzEHQ8uYLvx9Y9MevsDC5gwYULrK2VWhfsgm5mZWdscc9w0Zt3007qnkI4IZt10I8ccd1ybamZWngNkMzMza5tJkyYRQ4dy63331pXvlt/cg4YPZ5999mlTzczKc4BsZmZmbSOJb337Yqaefw5PPLOopjxPPLOII775NS68+CJPEmId4QDZzMzM2qqrq4tzzzuPfU+Zxpxf3122u0VEMOfXdzPp5GP59/PPp6urq5drapb4Jj0zMzNru8OnTmXjceM45cSTOPnybzPtgI+x384T01BuK1Zw+wMLmHXTjWj4cK659loHx9ZRqrfTvPU/EydOjAULFnS6GmZmZkQE8+fP59LvzOShhxaydNkyRo8axYQJEzj2+OPZe++93a3Ceo2k+yNijZlsfAXZzMzMeo0kJk2axKRJkzpdFbOy3AfZzMzMzCzHAbKZmZmZWY4DZDMzMzOzHAfIZmZmZmY5DpDNzMzMzHIcIJuZmZmZ5ThANjMzMzPLcYBsZmZmZpbjANnM+p2IYO7cuRx68CG8Z+ut2fSd7+Q9W2/NoQcfwrx58/AMoWZm1gzPpGdm/cqcOXM4+YQT0erVTDvgIM464BOsO2Ikr61Yzh0PLmDakUfBsGFcePFFdHV1dbq6ZmbWDzlANrN+45rZszl9+nRmn3Ymk3fdA0k99m83fiumHXgwt953L1MPO4xzzzuPw6dO7Uxlzcys33KAbGb9wpw5czh9+nTmXjCLbTYfXzadJLp225O5F8xi31OmsfG4cUyZMqX3KmpmZv2e+yCbWZ8XEZx8wonMPu3MisFx3jabj+fqU8/glBNPcp9kMzOriwNkM+vz5s2bh1avZvKue9SVr2u3PYlVq5g/f36bamZmZgORA2Qz6/MumzmLaQcctEaf42okMe2Aj3HZzJltqpmZmQ1EDpDNrM9buPBBPrDTxIby7rfzRBYuXNjaCpmZ2YDmANnM+ryly5ax7oiRDeUdPWIES5cta3GNzMxsIHOAbGZ93uhRo3htxfKG8i5dsYLRo0a1uEZmZjaQOUA2sz5vwoSduOPBBQ3lvf2BBUyYMKG1FTIzswHNAbKZ9XnHHDeNWTf9tO7h2iKCWTfdyDHHHdemmpmZ2UDkANnM+rxJkyYRQ4dy63331pXvlt/cg4YPZ5999mlTzczMbCBygGxmfZ4kvvXti5l6/jk88cyimvI88cwijvjm17jw4ovqHh7OzMwGNwfIZtYvdHV1ce5557HvKdOY8+u7y3a3iAjm/PpuJp18LP9+/vl0dXX1ck3NzKy/G9bpCpiZ1erwqVPZeNw4TjnxJE6+/NtMO+Bj7LfzxDSU24oV3P7AAmbddCMaPpxrrr3WwbGZmTVE9d70Yv3PxIkTY8GCxkYAMOuLIoL58+dz6Xdm8tBDC1m6bBmjR41iwoQJHHv88ey9997uVmFmZlVJuj8i1piJyleQzazfkcSkSZOYNGlSp6tiZmYDkPsgm5mZmZnlOEA2MzMzM8txgGxmZmZmluMAuYikEZI+LOkMSTdKWiwpsmVGHeVsLOkCSU9Iel3Sy5LulHSUarh7SNK7JF0u6WlJKyW9KOkWSR9v6gmamZmZWUW+SW9NuwE3N1OApF2AW4Cx2aZlwGhgr2z5hKSPRsSbZfJ/BLgBGJFteg3YAJgMTJZ0NXBkeAgSMzMzs5bzFeTSXgFuA84HPgk8X2tGSWOAm0jB8ePArhExGhgJHA+sArqAi8rk3xL4MSk4/hWwTUSMAcYAZ2fJjgBOq/dJmZmZmVl1DpDXdGdEbBARH4yI6RFxPfBGHflPBcYBrwMfiYgFABHxZkTMBL6SpTta0rtL5D+bFEw/DxwQEU9m+ZdFxFeAK7J0X5a0ft3PzszMzMwqcoBcJCJWN1nEp7O/10fE0yX2X0LqcjEU+Jf8DkkjgUIf40sj4tUS+b+R/V0XOLDJupqZmZlZEQfILSRpG2Dz7OEvSqWJiGXAndnDyUW79wLeUSX/IuCxMvnNzMzMrEkOkFtrh9z6IxXSFfZt12T+7Wusl5mZmZnVyAFya22SW/9ThXSFfetKGlUi/ysR8XoN+TepkMbMzMzMGuAAubVG59ZXVEiX3ze6xHqlvPn9o8slkHS0pAWSFrz44otVijMzMzOzgn4/DrKkqcDVTRTx4YiY06Lq9BkRcQXZiBfZJCOL6yxiQ+ClllfM3K6t5zZtD7dre7hdW89t2h6DpV23KLWx3wfIfczS3PoI0gQfpYzIrS8tsZ7fXyn/0oqpMhGxUS3p8iQtiIiJ9eazytyurec2bQ+3a3u4XVvPbdoeg71dB0KAfB1pYo5GLWlVRYBnc+ubUj5A3jT7+1o2qkVx/vUlvaNCP+RNi9KbmZmZWYv0+wA5It6gvok82ik/8sQOdA/HVqwwWsWjVfLfVyX/7+qqnZmZmZlV5Zv0WutJ4JlsfUqpBNlkIHtnD28t2n0XaQa+Svm3ALYtk7+VrqiexBrgdm09t2l7uF3bw+3aem7T9hjU7aqI6HQd+jxJi0iduL8aETOqpD0HOIM00sT22cQe+f3TgX8HVgPbFaaSzu3/PvAp4Dlg24hYUrR/FnAsqf/xFhHxSsNPzMzMzMzW4CvIJUhaX9KGhYXudhqR3140hnHBN4HnSTfS/ZekXbIy15J0LHBOlu6K4uA4cxawHHgn8HNJW2f5R0o6CzgmS/c1B8dmZmZmrecryCXkrhhXc01ETC2RfxfgFmBstmkpsA4wPHt8K/DRrP90qeN/BLiB7tEqlgCjgKHZ46uBI8MvnpmZmVnL+QpyG0TE/aRpoL8FPEUKjJeT+hh/ljT2ctkbCyPiZuC9wJXAIlJw/QrwS+ATEfGZeoNjSSMkfVjSGZJulLRYUmTLjBryz8ilr7T8XZVydpZ0raQ/SnpD0nOSfippv3qeT1/RbLvmytlY0gWSnpD0uqSXJd0p6ShJqiH/uyRdLulpSSuzsa9vkfTxpp5gHyVpao3n4werlDOo2q0aSaOz//WHJS2TtETSfZJOkbRWp+vX17TiPBxs52Ar3jP9frmmZtrVn+9lRISXQbAA+wJRZplRQ/4ZWdo3SV1Iyi3jK5RxFLAqd9xXgbfrqUdfW5pt16yMXUiDsRfyLS1qpznAWhXyf4T0BayQfgmpj3vh8VVkvxYNlAWYmj231VXOx73dbjW36RbA07nnvxxYmXv8ALB+p+vZl5Zmz8PBeA624LPI75ctblf8+V5y8RXkweUV4DbgfOCTpBO+XndHxLgKy6JSmSTtCVxGGlrwZ8DfRsR6wEbA5Vmyr0g6pIE6dVrD7SppDGkc77HA48CuETEaGAkcT3rD6QIuKpN/S+DHpO44vwK2iYgxwBjg7CzZEcBp9T6pfuJ/q5yPd5bK5HbrSdIw4OfAeNINwh+KiJGk9jmUFITsBFzbqTr2cXWfh4P8HGzoPdPvl1U1+xnvz/e8TkfoXnpnAYaW2LaI+q8gz23w+Hdm+X8LDC+xf062/+lSde2rSwva9Zws7QpgyxL7v5jtfwt4d4n938/2PwesV2L/5XRfJRkwV//ovnK3qMH8g7LdKrTHkXRf6dmzxP5P5vbv3+n69pWlmfNwsJ6Dzbxn+v2ybe3qz/cSi68gDxIRsbpTx5a0FbBX9vCbEbGqRLJvZH/HA/v0Rr1aoQXt+uns7/UR8XSJ/ZcAy0g3aP5LfofSmNqFPnOXRsSrJfIX2nVd4MAm6zoguN1KOjz7e0dE3FNi//WkDzfoPmetQYP5HGzyPdPvl2V06jN+IH++O0C23vCh3PqcMmnuIv2MCzC5vdXpGyRtA2yePfxFqTSRpiIv/Dxb3C57Ae+okn8R3TM6Dop2rYHbLUfSCOD92cNy7VHo2wkDvD16ic/BOvn9ss8asJ/vDpCtXttLekTSiuwu9yckXSlppwp5ClNjvxARL5RKkH37fbxwjFZWuA/bIbf+SNlU3fu2azL/QGzXjSTdn52Lr0v6Q3YX9b4V8rjdetqW7s+CWtpjnKQN2lulfqfe89DnYP38ftl+/nzPcYBs9dqQ9IH6OrA28G7S3av3S/pamTybZH//VKXswv5NKqYaOPLPs1LbFPatq56T0xTyvxIRr1PeQG7XEcDOpLuvhwBbkn5avUPSVdnNZ8Xcbj3Vex4W57H6z0Ofg/Xz+2X7+fM9xwGy1eopYDqwDbBORIwl3TncBdwPCPiypFNK5B2d/V1R5RiF/aMrpho48s+zUtvk940usT4Y2/VZ4KvAjqTzcQNSkPJ+4L+zNEeQxiIvNpjbrZRmz8PBrNHz0Odg/fx+2T7+fC/BAXIfVccA9OWWKa2sT0T8ICLOj4gnC53wI+LNiLiV1LfrvizpjGwonj6pr7XrYNHqdo+IWyNiRkT8NrJJdyJidUTcTXpT/39Z0mnKpms3azWfhzYQDJTP91ZzgGxNi4iVwJeyh6OA/YuSFDrnj6Cywv6lFVMNHPnnWalt8vuWllh3u+ZExNvAqdnDIcA/FiVxu/XU7HloJVQ5D30O1s/vlx0wmD/fS/XPs77hOtKA6I1a0qqK1Cg/NNRWRfuezf5uWqWMwv5nK6ZqTl9q1/zz3BR4rUy6Qru8lt2lXZx/fUnvqNCvrjfatZpebfeI+L2kl0h96sqdj/2h3XpD8Xn42zLp8v+/A71NWqLCeehzsH6D6f2yr+kvn+8t5QC5j8p+rnuj0/VokcJdwX8jaaOIeLE4gaShwHuyh79rV0X6WLvm76Tege7hhYoV7hJ+tEr++yitkL9t7VpNH2/3PttuveQx0pSwQ0jPueQQWHS3x/MR8XJvVGwA8zlYv0HzftnP9JnP91ZzFwtrlT1y68UDuP8yt16uD+/76e68f2urKtXHPQk8k62XbJdscPu9s4fF7XIX6W7jSvm3IN2VXCr/gCXpXaSrdrDm+eh2y4mIFaRpd6F8e4jUpxYGeHu0UoXz0Odg/fx+2TmD8vPdAbJVlX04Vtq/NvD17OFy0lzwfxURfyC9OQGcIml4iWJOz/4uBuY3Xtv+I5t84XvZw0MljS+R7DhSv6/VwA+K8i8HfpI9PLbMzRNfyP4uBX7WZJX7hBrORwHnZw/fpqhrx2Bttyquyf5+QNLuJfYfTPdPq98rsX/QaeY89DlYP79ftoc/3yvo9FzXXnpvAdYnXc0oLM+Q5kc/r2j7qKJ8k0hDFh0GbJbbPpzUYf83WTkBTC9z7PcBb2VpfgJsmm3fAJiVy39Ip9upt9o1yzsGeC5L/ztgl2z7WsCxpG4JAcwqc+wtSVOrBumNZ+ts+0jgLNIHc9nXpT8upOlKfwN8jhS0Kds+hHSlY07ufHK71damw0h9jwP4I7B/rk0PJvUBD+DmTte1ryzNnoeD+Rxs9D3T75etb1f8+V6+PTtdAS+9+GLDotyJWmmZXZRv36L9K4AXSYPiF7atBr5e5fhHAatyeV7JvSEFMKPTbdSb7ZrLvwvwUi7da0VtewuwdoXjf4T0zb6Q/tXcm1UAV5F9eA+EhRSY5Nt1ZXY+rizafhUwzO1WV7s+nXv+y0k/SRcePwCs3+l69pWlFefhYD0Hm3nP9Ptla9sVf76XXdzFwmrxMGm4op+Q+oG9DqyX/X0I+A4wISK+XKmQiPgusDvwQ9KsOiOAF0g/Ze0fETPaUvs+LiLuJ02/+S3SgO3DSW/gdwGfBT4c2RirZfLfDLwXuJL0BrkO6c3pl8AnIuIzkb2DDRB/Bj5POo8eJX1Arkd6c36c9AG3V/a83ypXyCBst4oiYhGpPc4m3XgTpDa9n/T/v0dEvNKxCvY9TZ+HPgfr5/fLlvPnexkaXOeBmZmZmVllvoJsZmZmZpbjANnMzMzMLMcBspmZmZlZjgNkMzMzM7McB8hmZmZmZjkOkM3MzMzMchwgm5mZmZnlOEA2MzMzM8txgGxmNshIitwyvkyaGbk0s3u3hlarWl5LM6ufA2Qz6zgl+0uaJek+SS9IekPSSkkvSnpA0o8kTZe0j6ThVcqbWxQ4vCXp3XXUJ5//ogrpZhcdp95lRu2tZDY4SfqgpGskPS5pqaRXJT0iaaak3TpdPxuYhnW6AmbWt2RXCw/PHn41Ima0+Xi7AP8B7FgmydrAhsBOwCHZtqWS/iki7qjxMEOBs4FDm6mrmfUeSWOBK4GDSuweA2wPTJN0GXByRLzem/Wzgc0Bspl1jKQpwM9IQXBBAE8DfwJWARsAfweMyqUZDYyt83CHSPpGRDzUcIUrWwnMqzPP79tREbP+TtII4FZg59zm14DfAWsB2wHvyLYfA2yWfWl+u1cragOWA2Qz6whJmwI30B0crwS+AVwREc8XpR1C+kD8KPDPwHsbOSTwdeCARutcxZ8jYkqbyu512S8HMzpcDasiItTpOrTJZfQMjs8Bzo2IFfDXq8vnAkdl+w8AvpItZk1zH2Qz65Qv0X1VeDUwJSLOLg6OASLi7Yh4JCL+LSJ2BCYBj9d4nKdy6/8g6X1N1drM2krSBOBTuU3nRMRZheAYICL+EhGfBa7NpTtV0rheqqYNcA6QzaxT8v0Kr4+ImrsnRMT8iHikxuQ3A7/OPf56rccxs444nfSLD8AzwNcqpD0BKATOI4B/bWO9bBBxgGxmQPdwUXTfoAfwlXIjMDR5rNHAO3Ob7m6mvBp8Obe+r6TJbT5eR0jaXtIlkp6QtFzSXyQtlPS1eocAq3WYt1LDjEnaMBtx5De5EUmelnS5pK1KlCFJB0u6SdLzkt7M8v1C0oH1tQJIGibpk5J+KOlJSUskvS5psaQbJX1aUtUuhuXaQNJukv4j186vSnpQ0tclbVhHPbeRdK6kXymN1vKmukduuV/S9yR9TtI7K5RR1zBvkoZIOkTSdZJ+n40KsVzSHyTdIOlTNbbN+FLvB5I2knS60mg0L2bPZ7GkH0jaq4Zy1wb+Ibfpqoh4s1z6iHgZ+L+5TR+rdgyzmkSEFy9evEC6Oa7mpcljbVJU3vEtfi5zc2VflG27Lbftvnrzl0k3O5duUYdfvy8Cb1Z4zZYBh5Z4rceXKW9GLs3sGs+b8aTuL89VqcfeufxjgdurnG/fBVRjO+wHPFHDOfwYMKFKWT3aABgOXFCl3FeAvaqUK+DfgLdq/H9bUWv7VznujsDCGo73KLBblbLG5/Nk2yYDL1Qp+/wq5U4uSr97Da/5oUV5tu7k/6KXgbH4Jj0zK7gl+/v3pAAW4H9oz0gLL5M+yAo/o+4PfKcNx8n7EnBvtj5R0kER8dM2H7NXSPoKa95Qtyhb1ie9piOBH0pa0saq7AhcRxpd4C3gYeBVUjC1ZZZmJPBfWT/T5+g5UsHirM4jSMP6FT6jjgSeBM6rdHBJhwFX0fMG9D+TzuNVwFbA32bb3wPMk/ShiPhNjc/v0qwukALhx7NytwU2yravlz2/7SLiT2XKOZv0haYgSP9nz5L6448hjdwyJtvf9K+9kvYA5uTKhDQqxKPZMbcljRhDtn6bpH+MiLk1lv8B4L9Ibb8aeIT0fz4uK6/gVEnPRMQlZYraMbf+BvBADYe/p0QZT5VKaFazTkfoXrx46VsLPa+KzmjjcR6k51Wfk6jxKmENZc/NlXtRbvt/5rY/AgypJ3+VtlrUoddrb+DtXD0eBd5XlGYT4MfZ/heL2n18mXJn5NLMrnD8fFkvZX8vAcYWpZtCCsgKaf8DmJmtP0DRlcKszvNz6ZcB61aox56kYLWQ/nZgjzLpFubS/aFcuUVtUHhuzwIHA0Nz6YaQRlPIX8G/ukyZGxel+y6wSZm025K+2D1ZY/uXey3HkPryFtItB6YBa+fSDAemAkty6Z4HNixT5vgSr/3bpCvsxa/9DqTh2QppXwNGlSn3qly6p2r8HxhCCqYL+c7sxP+il4G1uA+ymXXKFUWPLwQel/RVSftKGlUqU5POIH2AQppk4F/acIze9m26r8Q/DUyKiB59uiPiWdLweNeTJl1pl7GkL1Wfj4i/FNVhDj1voPo0afzah7M6/7oo/bOkGzlfzTaNpEz/UklDge/RfeX4GuCDEXFvcdqIuAfYKzsupCvbn6/xub1E+vJxQ0SszpX5dkR8l5593Q9RGsu32GRSMArwq4g4Knuua4iIxyLi3+h5BbYRZ9J95Xw1cGBEzIqIN3LHWhURs4GPkAJ4SMF8rTe1jgU+HxGnlHjtH8nKLUzkMRr4RJlyxufWn6nlwJHGPs5frR9fJqlZzRwgm1mnXAn8smjbu4GzgDuAJUrTyX5X0uFqwfBNEfFbUpBYMENVpq2uwxbFNzJWW5o9YPaz+YTcphMi4sVSaSMigONIXQPa5TEqjzhwHbA0Wx9G+gz6XEQsLZU4C7RuyG0qd5PXx0ldEiB9SfhcVJgwIiKWAUfnNk2TVMt4wqdGxKIK+y+lOwgsdBMptllu/a4ajkk+GK+XpHcAn8ltuiwiiv/v8sf6FXBRbtOnJK1fw6HmRsTMCuUupufNdO8vk3Td3Ho93YFey62PriOfWUkOkM2sIyLiLdLEH5eSfpotNoR0lfdIUleGP0r6uaSdS6Stx1mk/rGQ+qQeVSFtX5cfKm9RRPy8UuJId/z/oI31ubpSMJddsczPZPhodkW3kvyV5XJXUg/Lrfe4MlqhLveS+iZD6s6xTZUsS0kBfqUyl5G6bxSUqu/K3PqOJfa32r6kfugFF9eQ59t0/0+OIF31rubyGtLkvxCUey1H5tZXlklTSn6a6Xb8+mSDjANkM+uYiFgZEdNIfRQvIfV5LGcoabasBdlNaY0e8/fA1blNZ2RX2Zq1knSjYz1Ls3bLrdda3i9acNxy1ujSUMJzTaRfr3hnduU3fzXyv2sos+Dh3Hq1L14LosJwYzl/zK2XuvK6ILc+RdJ5ktarodxG7Z5bfyoiqt68FunmwgfLlFFOLUM1Vmsb6O5+At1fZGuRT7tWHfnMSvIoFmbWcRHxGKl/6r9K2hZ4H7ALKQCcQAqOC0TqGrEq65/ZiLNJVx3XIV09PB44v8GyCjox1fTf5dZrnTil1nSN+HMNaVbk1utNX6pP72b0DLYulFRLIAtpdI+CjcqmSip9ecurVt+7SEHyxOzxaaTz/g7SjYV3kYLxVTUer5r8OfJw2VRrepj0P1hcRjm1tE+1tilOs04NZZZKu6yOfGYlOUA2s6ZI+hBwSpVkf46Iw2spLwuWHyONcoCkMaRRA75I6hJRMEPSD6v0CS13jD9KupQ0cgbAFyRdHhGvVcrXB+UDw7+UTdVTrekaUWtg2mj6Uv2ExxY9/kCdZRaMqbK/3rpCifpGREj6OGlItB2yzWuTRvkofMFaLuk24PvAjZX6U9dgvdx6Pa/9S7n1qn2Qa7y6nleuz3c+uK3nl518wO0A2ZrmLhZm1qxNga4qy6RGC4+IJdkIAe8lXWErGE7Pm4/q9Q26P0jHUj3I74vWzq3XGqBU7Z/bz4ysnqQmvfZ5GBHPkK7OTqP0OL8jSf3zbwB+K+m9TRyukXOkOO3aZVO1Xj4wLzuDYAn5m3jb+SXQBgkHyGbWL0TEclJAnL+aVnXq2grlvQh8K7fpJEnFVyP7ukbu3B9od/gXj3TwzohQA8uM3qx0RLwZEZdGxC6k4dT+mTQu9KNFSbcH5tYyjXQZ+fap57XPp321wWM34onc+ua1ZJA0ku5JTiBN4GLWFAfIZtaUiJhdQ/AxvkXHWkzqflFQzxWmUi4gzfYFKSD4YoW0fVG+D++WZVP1tFX1JP1KcT/mv+lILZoQES9ExI8j4viI2J40okZ+nPD1SWN4NyI/7F89r/27ypTRbvkvCBtJquV/fELR48dKJTKrhwNkMyuWv0Jby9iwvS0/Zm5TNzJFxBJ6Tl98nKRNyqXvg/IjDexWNlVPtabrF7JfAv6Q27Rnp+rSKhHxZER8jjThSUFXg8Xlu3BMkFS1u0Q28crE3KZapntulflFj/euIU8+zUrgvtZVxwYrB8hmVmx5br0Vw5+1jKQh9LyyVXIGsjrlh5dbhzROcn+RDyb2l1TLLHmfbFdlOmhObv2IjtWi9X6WW9+4wTLy58goUt/maj5EzyvxxUFr20TE/5CmpS6oZbbL/5Nb/2XWHcusKQ6QzaxYfrimWoZ3qpukIZI+mQW89TiUnsNx3V4uYa0iYgU9Z3/7DLBFs+X2kh/RPZnCcGBGpcSSplDbFbn+5mK6f/nYXdLRlRJ3Uo0z9hXkZ5V7uWyqCiLiCXqOUXx2pavIkoYB+eETfxsRvX1FNj9O+T9IKjUjIQCSPkrP4fquLpfWrB4OkM2sWP7n1MmStmvDMYYAPwQekXR0LRMlSDqInv0yl9O6WeGuBBZl68OB8S0qt60i4lXSTIQFx0k6plRaSTsC1/ZGvXpbRDxJz3aYKemkrKtAWZI2kHSCpB+1t4Y9XCTpXEkVb0CTtBFwem7TvCaOmf8C+B7gOklrjEOcBc6z6TlFdqWpw9tlFt2/Dg0FflCqL3I2Znp+Br/7I+KnvVA/GwQ8DrKZFbsNeIH0E+tI0jBTD5KuLP91GuGIOLAFxyp8wF0saR5wD+kGm5dI/YvXJ40V+0+s2Xf2C9mMX02LiDclzSAFB43aWNKc6sl6+J+IOK6JY0LqEnIg3TfpXSrpQNIXkMWkcXAnk6bsXhu4nnQlfqA5mXSz1vtJn20Xkr4w/Ig0McdLpBnWxpJGhtiTNGbyMHpOZ91uY0iT4kyXdC8p8H2I9D/3JukXkj1Ir1dhVJW3gHMbPWBE/ELSlcBns00HAQ9LuoLUj301aRjFz9Fzyu3rIuKGRo/bqIh4XdJngf8kBcjbAg9KuoTUv3g4sA9wDN1X2ZfT/fzMmuYA2cx6yILFI0ljsK5D+oCaWDlX/Ych/SRe+BVrHbrHTK7mDeC0iJjZ4jp9H/gC6cO4EYXnUI+HGjzWX0XEsmyylvmkWQGhfFs+RAqCBlyAnJ23k4GrSEOmQeqv/qXO1aoikYL0ajcVvgVMjYgHq6SrZhrpHD0se7wVlYPunwBTmzxmwyLiZknTSEPfDSP1wS53NXs5cGgL2sjsr9zFwszWEBE3ATsCF5G6XLxK7upxC8pfTZpg5Fjg58ArNWR7mXS1eYeIuKRVdcnV6W3gzFaX2xuyG5t2Il0dLvU6rSR1T3lfP5wtsGYRsSIiDgU+DNxJzxFZ1khOOrfPIM3U2FsuJ80S+ccq6d4iXUHdKSKa7koUEW9FxKdJXx6eqJD0D8CngYMbmB2vpSLiCtK083eXSfI26QbNnbL3LLOWUUR0ug5mNshlNy5tTfp5929JP5sOIQ3p9iLwMPB4FlhbBZLGAfsBm5EC4/8F7sj6Kw8qkjYgTSazKam7zirSl72nSDefNXTjW6tk/ZB3IPV5H0O6qryEVL/7IqKWL46NHntbYFe6R8d4AXggIh5u1zGbIeldwO6kX0lWA38C7oqIVoxkY7YGB8hmZmZmZjnuYmFmZmZmluMA2czMzMwsxwGymZmZmVmOA2QzMzMzsxwHyGZmZmZmOQ6QzczMzMxyHCCbmZmZmeU4QDYzMzMzy3GAbGZmZmaW4wDZzMzMzCzHAbKZmZmZWY4DZDMzMzOznP8PHrZswNsIMTMAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", "text/plain": [ "
" ] @@ -1990,6 +583,36 @@ } ], "source": [ + "import warnings\n", + "\n", + "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n", + "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", + "\n", + "import logging\n", + "\n", + "logging.disable()\n", + "\n", + "from plotting import (\n", + " plot_training_validation_results,\n", + " plot_test_results,\n", + " plot_test_results_all_capacities,\n", + " UnderstandModel,\n", + ")\n", + "from utils import read_json\n", + "\n", + "plot_training_validation_results(\n", + " data_dir=\"./data/v2\",\n", + " kind=\"val_total_reward_mean\",\n", + " capacity=32,\n", + " save_dir=\"./figures/\",\n", + " ymin=-8,\n", + " ymax=8,\n", + " ylog=False,\n", + " xlabel=\"Step\",\n", + " figsize=(10, 10),\n", + " legend_loc=\"lower right\",\n", + ")\n", + "\n", "plot_training_validation_results(\n", " data_dir=\"./data/v2\",\n", " kind=\"train_loss\",\n", @@ -2001,90 +624,42 @@ " xlabel=\"Step\",\n", " figsize=(10, 10),\n", " legend_loc=\"upper right\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Average sum of rewards per episode, test (5 random runs), capacity=32\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/tk/.virtualenvs/dev-python3.8/lib/python3.8/site-packages/gym/envs/registration.py:555: UserWarning: \u001b[33mWARN: The environment RoomEnv-v1 is out of date. You should consider upgrading to version `v2`.\u001b[0m\n", - " logger.warn(\n" - ] - }, - { - "ename": "NameError", - "evalue": "name 'HandcraftedAgent' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/home/tk/repos/explicit-memory/plot.ipynb Cell 11\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mplotting\u001b[39;00m \u001b[39mimport\u001b[39;00m plot_test_results\n\u001b[0;32m----> 3\u001b[0m plot_test_results()\n", - "File \u001b[0;32m~/repos/explicit-memory/plotting.py:984\u001b[0m, in \u001b[0;36mplot_test_results\u001b[0;34m(data_dir, capacity, save_dir, ymin, ymax, des_size, figsize, legend_loc)\u001b[0m\n\u001b[1;32m 974\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mplot_test_results\u001b[39m(\n\u001b[1;32m 975\u001b[0m data_dir: \u001b[39mstr\u001b[39m \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m./data/\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[1;32m 976\u001b[0m capacity: \u001b[39mint\u001b[39m \u001b[39m=\u001b[39m \u001b[39m32\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 982\u001b[0m legend_loc: \u001b[39mstr\u001b[39m \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mupper left\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[1;32m 983\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m--> 984\u001b[0m results \u001b[39m=\u001b[39m load_episodic_semantic_random_scratch_pretrained(\n\u001b[1;32m 985\u001b[0m data_dir\u001b[39m=\u001b[39;49mdata_dir,\n\u001b[1;32m 986\u001b[0m kind\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39mtest_total_reward_mean\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m 987\u001b[0m capacity\u001b[39m=\u001b[39;49mcapacity,\n\u001b[1;32m 988\u001b[0m des_size\u001b[39m=\u001b[39;49mdes_size,\n\u001b[1;32m 989\u001b[0m )\n\u001b[1;32m 991\u001b[0m fig, ax \u001b[39m=\u001b[39m plt\u001b[39m.\u001b[39msubplots(figsize\u001b[39m=\u001b[39mfigsize)\n\u001b[1;32m 992\u001b[0m title \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mAvg. total rewards, test.\u001b[39m\u001b[39m\"\u001b[39m\n", - "File \u001b[0;32m~/repos/explicit-memory/plotting.py:103\u001b[0m, in \u001b[0;36mload_episodic_semantic_random_scratch_pretrained\u001b[0;34m(data_dir, kind, capacity, des_size)\u001b[0m\n\u001b[1;32m 88\u001b[0m results[\u001b[39m\"\u001b[39m\u001b[39mscratch\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m load_training_val_test_results(\n\u001b[1;32m 89\u001b[0m data_dir\u001b[39m=\u001b[39mdata_dir,\n\u001b[1;32m 90\u001b[0m kind\u001b[39m=\u001b[39mkind,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 93\u001b[0m des_size\u001b[39m=\u001b[39mdes_size,\n\u001b[1;32m 94\u001b[0m )\n\u001b[1;32m 95\u001b[0m results[\u001b[39m\"\u001b[39m\u001b[39mpretrained\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m load_training_val_test_results(\n\u001b[1;32m 96\u001b[0m data_dir\u001b[39m=\u001b[39mdata_dir,\n\u001b[1;32m 97\u001b[0m kind\u001b[39m=\u001b[39mkind,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 100\u001b[0m des_size\u001b[39m=\u001b[39mdes_size,\n\u001b[1;32m 101\u001b[0m )\n\u001b[0;32m--> 103\u001b[0m results[\u001b[39m\"\u001b[39m\u001b[39mrandom\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m run_seeds(\n\u001b[1;32m 104\u001b[0m agent_config\u001b[39m=\u001b[39;49m{\n\u001b[1;32m 105\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39mforget_policy\u001b[39;49m\u001b[39m\"\u001b[39;49m: {\n\u001b[1;32m 106\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39mepisodic\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39moldest\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m 107\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39msemantic\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mweakest\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m 108\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39mshort\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mrandom\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m 109\u001b[0m },\n\u001b[1;32m 110\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39manswer_policy\u001b[39;49m\u001b[39m\"\u001b[39;49m: {\n\u001b[1;32m 111\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39mepisodic\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mlatest\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m 112\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39msemantic\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mstrongest\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m 113\u001b[0m },\n\u001b[1;32m 114\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39mpretrain_semantic\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m 115\u001b[0m },\n\u001b[1;32m 116\u001b[0m des_size\u001b[39m=\u001b[39;49mdes_size,\n\u001b[1;32m 117\u001b[0m capacity\u001b[39m=\u001b[39;49mcapacity,\n\u001b[1;32m 118\u001b[0m allow_random_human\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m 119\u001b[0m allow_random_question\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m 120\u001b[0m episodic_replace_old\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m 121\u001b[0m semantic_replace_old\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m 122\u001b[0m seeds\u001b[39m=\u001b[39;49m[\u001b[39m0\u001b[39;49m, \u001b[39m1\u001b[39;49m, \u001b[39m2\u001b[39;49m, \u001b[39m3\u001b[39;49m, \u001b[39m4\u001b[39;49m],\n\u001b[1;32m 123\u001b[0m )\n\u001b[1;32m 125\u001b[0m results[\u001b[39m\"\u001b[39m\u001b[39mepisodic\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m run_seeds(\n\u001b[1;32m 126\u001b[0m agent_config\u001b[39m=\u001b[39m{\n\u001b[1;32m 127\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mforget_policy\u001b[39m\u001b[39m\"\u001b[39m: {\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 144\u001b[0m seeds\u001b[39m=\u001b[39m[\u001b[39m0\u001b[39m, \u001b[39m1\u001b[39m, \u001b[39m2\u001b[39m, \u001b[39m3\u001b[39m, \u001b[39m4\u001b[39m],\n\u001b[1;32m 145\u001b[0m )\n\u001b[1;32m 147\u001b[0m results[\u001b[39m\"\u001b[39m\u001b[39msemantic\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m run_seeds(\n\u001b[1;32m 148\u001b[0m agent_config\u001b[39m=\u001b[39m{\n\u001b[1;32m 149\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mforget_policy\u001b[39m\u001b[39m\"\u001b[39m: {\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 166\u001b[0m seeds\u001b[39m=\u001b[39m[\u001b[39m0\u001b[39m, \u001b[39m1\u001b[39m, \u001b[39m2\u001b[39m, \u001b[39m3\u001b[39m, \u001b[39m4\u001b[39m],\n\u001b[1;32m 167\u001b[0m )\n", - "File \u001b[0;32m~/repos/explicit-memory/plotting.py:186\u001b[0m, in \u001b[0;36mrun_seeds\u001b[0;34m(agent_config, des_size, capacity, allow_random_human, allow_random_question, episodic_replace_old, semantic_replace_old, seeds)\u001b[0m\n\u001b[1;32m 183\u001b[0m rewards \u001b[39m=\u001b[39m []\n\u001b[1;32m 185\u001b[0m \u001b[39mfor\u001b[39;00m seed \u001b[39min\u001b[39;00m seeds:\n\u001b[0;32m--> 186\u001b[0m rewards_ \u001b[39m=\u001b[39m run_seed(\n\u001b[1;32m 187\u001b[0m seed\u001b[39m=\u001b[39;49mseed,\n\u001b[1;32m 188\u001b[0m agent_config\u001b[39m=\u001b[39;49magent_config,\n\u001b[1;32m 189\u001b[0m des_size\u001b[39m=\u001b[39;49mdes_size,\n\u001b[1;32m 190\u001b[0m capacity\u001b[39m=\u001b[39;49mcapacity,\n\u001b[1;32m 191\u001b[0m allow_random_human\u001b[39m=\u001b[39;49mallow_random_human,\n\u001b[1;32m 192\u001b[0m allow_random_question\u001b[39m=\u001b[39;49mallow_random_question,\n\u001b[1;32m 193\u001b[0m episodic_replace_old\u001b[39m=\u001b[39;49mepisodic_replace_old,\n\u001b[1;32m 194\u001b[0m semantic_replace_old\u001b[39m=\u001b[39;49msemantic_replace_old,\n\u001b[1;32m 195\u001b[0m )\n\u001b[1;32m 196\u001b[0m rewards\u001b[39m.\u001b[39mappend(rewards_)\n\u001b[1;32m 198\u001b[0m mean_rewards, std_rewards \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mmean(rewards), np\u001b[39m.\u001b[39mstd(rewards)\n", - "File \u001b[0;32m~/repos/explicit-memory/plotting.py:73\u001b[0m, in \u001b[0;36mrun_seed\u001b[0;34m(seed, agent_config, des_size, capacity, allow_random_human, allow_random_question, episodic_replace_old, semantic_replace_old)\u001b[0m\n\u001b[1;32m 64\u001b[0m \u001b[39mif\u001b[39;00m (agent_config[\u001b[39m\"\u001b[39m\u001b[39mforget_policy\u001b[39m\u001b[39m\"\u001b[39m][\u001b[39m\"\u001b[39m\u001b[39mepisodic\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m) \u001b[39mand\u001b[39;00m (\n\u001b[1;32m 65\u001b[0m agent_config[\u001b[39m\"\u001b[39m\u001b[39mforget_policy\u001b[39m\u001b[39m\"\u001b[39m][\u001b[39m\"\u001b[39m\u001b[39msemantic\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 66\u001b[0m ):\n\u001b[1;32m 67\u001b[0m agent_config[\u001b[39m\"\u001b[39m\u001b[39mcapacity\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m {\n\u001b[1;32m 68\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mepisodic\u001b[39m\u001b[39m\"\u001b[39m: capacity \u001b[39m/\u001b[39m\u001b[39m/\u001b[39m \u001b[39m2\u001b[39m,\n\u001b[1;32m 69\u001b[0m \u001b[39m\"\u001b[39m\u001b[39msemantic\u001b[39m\u001b[39m\"\u001b[39m: capacity \u001b[39m/\u001b[39m\u001b[39m/\u001b[39m \u001b[39m2\u001b[39m,\n\u001b[1;32m 70\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mshort\u001b[39m\u001b[39m\"\u001b[39m: \u001b[39m1\u001b[39m,\n\u001b[1;32m 71\u001b[0m }\n\u001b[0;32m---> 73\u001b[0m agent \u001b[39m=\u001b[39m HandcraftedAgent(\u001b[39m*\u001b[39m\u001b[39m*\u001b[39magent_config)\n\u001b[1;32m 74\u001b[0m agent\u001b[39m.\u001b[39mrun()\n\u001b[1;32m 75\u001b[0m rewards \u001b[39m=\u001b[39m agent\u001b[39m.\u001b[39mrewards\n", - "\u001b[0;31mNameError\u001b[0m: name 'HandcraftedAgent' is not defined" - ] - } - ], - "source": [ - "from plotting import plot_test_results\n", + ")\n", "\n", - "plot_test_results()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Average sum of rewards per episode, test (5 random runs), capacity=32, all sizes\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from plotting import plot_test_results_all_capacities\n", - "import matplotlib.pyplot as plt\n", "\n", - "plot_test_results_all_capacities()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load the q values\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from utils import read_json\n", + "plot_test_results(\n", + " data_dir=\"./data/v2\",\n", + " capacity=32,\n", + " save_dir=\"./figures/\",\n", + " ymin=-10,\n", + " ymax=10,\n", + " des_size=\"l\",\n", + " figsize=(10, 10),\n", + " legend_loc=\"upper left\",\n", + " question_prob=0.1,\n", + " allow_random_human=False,\n", + " allow_random_question=True,\n", + " version=\"v2\",\n", + ")\n", "\n", - "test_debug_scratch_path = \"./models/des_size=l-capacity=32-pretrain=False-gpus=0-seed=1/test_debug-mean=115.0-std=3.225.json\"\n", "\n", - "test_debug_scratch = read_json(test_debug_scratch_path)[\"0\"]\n", + "plot_test_results_all_capacities(\n", + " data_dir=\"./data/v2\",\n", + " save_dir=\"./figures/\",\n", + " ymin=-10,\n", + " ymax=10,\n", + " des_size=\"l\",\n", + " figsize=(25, 8),\n", + " legend_loc=\"upper left\",\n", + " question_prob=0.1,\n", + " allow_random_human=False,\n", + " allow_random_question=True,\n", + " version=\"v2\",\n", + ")\n", "\n", - "test_debug_pretrained_path = \"./models/des_size=l-capacity=32-pretrain=True-gpus=0-seed=2/test_debug-mean=117.5-std=2.54.json\"\n", + "test_debug_scratch_path = \"./models/v2/des_version=v2_allow_random_human=False_allow_random_question=True_pretrain_semantic=False_varying_rewards=False_des_size=l_capacity=32_seed=4/test_debug-mean=3.0-std=3.098.json\"\n", + "test_debug_scratch = read_json(test_debug_scratch_path)[\"0\"]\n", + "test_debug_pretrained_path = \"./models/v2/des_version=v2_allow_random_human=False_allow_random_question=True_pretrain_semantic=True_varying_rewards=False_des_size=l_capacity=32_seed=2/test_debug-mean=8.8-std=2.891.json\"\n", "test_debug_pretrained = read_json(test_debug_pretrained_path)[\"0\"]\n", "\n", "for step in [86]:\n", @@ -2096,25 +671,13 @@ " print()\n", " print(\n", " \"----------------------------------------------------------------------------\"\n", - " )" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load the trained models and visualize the t-SNE-reduced embeddings.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from plotting import UnderstandModel\n", + " )\n", + "\n", "\n", - "um = UnderstandModel()\n", + "um = UnderstandModel(\n", + " model_scratch_path=\"./models/v2/des_version=v2_allow_random_human=False_allow_random_question=True_pretrain_semantic=False_varying_rewards=False_des_size=l_capacity=32_seed=4/checkpoints/epoch=06-val_total_reward_mean=3.10-val_total_reward_std=2.84.ckpt\",\n", + " model_pretrained_path=\"./models/v2/des_version=v2_allow_random_human=False_allow_random_question=True_pretrain_semantic=True_varying_rewards=False_des_size=l_capacity=32_seed=2/checkpoints/epoch=11-val_total_reward_mean=8.10-val_total_reward_std=4.06.ckpt\",\n", + ")\n", "\n", "um.compute_reduction(\n", " tsne_params={\n", diff --git a/plotting.py b/plotting.py index c05b7d6..c549975 100644 --- a/plotting.py +++ b/plotting.py @@ -9,11 +9,12 @@ import matplotlib.pyplot as plt import numpy as np import pandas as pd -import room_env import torch from sklearn.decomposition import PCA from sklearn.manifold import TSNE -from tqdm import tqdm + +import room_env +from room_env.utils import get_handcrafted from train import DQNLightning, RLAgent from utils import read_yaml @@ -22,781 +23,6 @@ logger.disabled = True -def run_seed( - seed: int, - agent_config: dict, - des_size: str, - capacity: int, - allow_random_human: bool, - allow_random_question: bool, - episodic_replace_old: bool, - semantic_replace_old: bool, -) -> int: - """Run with seed.""" - - env = gym.make( - "RoomEnv-v1", - des_size=des_size, - seed=seed, - allow_random_human=allow_random_human, - allow_random_question=allow_random_question, - ) - - agent_config["seed"] = seed - agent_config["env"] = env - agent_config["episodic_replace_old"] = episodic_replace_old - agent_config["semantic_replace_old"] = semantic_replace_old - - if agent_config["forget_policy"]["episodic"] is None: - agent_config["capacity"] = { - "episodic": 0, - "semantic": capacity, - "short": 1, - } - - if agent_config["forget_policy"]["semantic"] is None: - agent_config["capacity"] = { - "episodic": capacity, - "semantic": 0, - "short": 1, - } - - if (agent_config["forget_policy"]["episodic"] is not None) and ( - agent_config["forget_policy"]["semantic"] is not None - ): - agent_config["capacity"] = { - "episodic": capacity // 2, - "semantic": capacity // 2, - "short": 1, - } - - agent = HandcraftedAgent(**agent_config) - agent.run() - rewards = agent.rewards - - return rewards - - -def load_episodic_semantic_random_scratch_pretrained( - data_dir: str = "./data/", - kind: str = "test_total_reward_mean", - capacity: int = 32, - des_size: str = "l", -) -> dict: - results = {} - - results["scratch"] = load_training_val_test_results( - data_dir=data_dir, - kind=kind, - capacity=capacity, - pretrain=False, - des_size=des_size, - ) - results["pretrained"] = load_training_val_test_results( - data_dir=data_dir, - kind=kind, - capacity=capacity, - pretrain=True, - des_size=des_size, - ) - - results["random"] = run_seeds( - agent_config={ - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": "random", - }, - "answer_policy": { - "episodic": "latest", - "semantic": "strongest", - }, - "pretrain_semantic": False, - }, - des_size=des_size, - capacity=capacity, - allow_random_human=False, - allow_random_question=False, - episodic_replace_old=False, - semantic_replace_old=False, - seeds=[0, 1, 2, 3, 4], - ) - - results["episodic"] = run_seeds( - agent_config={ - "forget_policy": { - "episodic": "oldest", - "semantic": None, - "short": "episodic", - }, - "answer_policy": { - "episodic": "latest", - "semantic": None, - }, - "pretrain_semantic": False, - }, - des_size=des_size, - capacity=capacity, - allow_random_human=False, - allow_random_question=False, - episodic_replace_old=False, - semantic_replace_old=False, - seeds=[0, 1, 2, 3, 4], - ) - - results["semantic"] = run_seeds( - agent_config={ - "forget_policy": { - "episodic": None, - "semantic": "weakest", - "short": "semantic", - }, - "answer_policy": { - "episodic": None, - "semantic": "strongest", - }, - "pretrain_semantic": False, - }, - des_size=des_size, - capacity=capacity, - allow_random_human=False, - allow_random_question=False, - episodic_replace_old=False, - semantic_replace_old=False, - seeds=[0, 1, 2, 3, 4], - ) - - return results - - -def run_seeds( - agent_config: dict, - des_size: str, - capacity: int, - allow_random_human: bool, - allow_random_question: bool, - episodic_replace_old: bool, - semantic_replace_old: bool, - seeds: list, -) -> dict: - - rewards = [] - - for seed in seeds: - rewards_ = run_seed( - seed=seed, - agent_config=agent_config, - des_size=des_size, - capacity=capacity, - allow_random_human=allow_random_human, - allow_random_question=allow_random_question, - episodic_replace_old=episodic_replace_old, - semantic_replace_old=semantic_replace_old, - ) - rewards.append(rewards_) - - mean_rewards, std_rewards = np.mean(rewards), np.std(rewards) - - return {"mean": mean_rewards, "std": std_rewards} - - -def run_all_agent_configs( - des_size: str = "l", - capacity: int = 32, - allow_random_human: bool = False, - allow_random_question: bool = False, - episodic_replace_old: bool = False, - semantic_replace_old: bool = False, - seeds: list = [0, 1, 2, 3, 4], - agents: list = [ - "episodic", - "semantic", - "random", - "scratch", - "pretrained", - ], -) -> List: - agent_configs = [] - - # Only episodic - if "episodic" in agents: - for forget_policy_episodic in ["oldest", "random"]: - for answer_policy_episodic in ["latest", "random"]: - agent_configs.append( - { - "forget_policy": { - "episodic": forget_policy_episodic, - "semantic": None, - "short": "episodic", - }, - "answer_policy": { - "episodic": answer_policy_episodic, - "semantic": None, - }, - "pretrain_semantic": False, - } - ) - - # only semantic - if "semantic" in agents: - for forget_policy_semantic in ["weakest", "random"]: - for answer_policy_semantic in ["strongest", "random"]: - agent_configs.append( - { - "forget_policy": { - "episodic": None, - "semantic": forget_policy_semantic, - "short": "semantic", - }, - "answer_policy": { - "episodic": None, - "semantic": answer_policy_semantic, - }, - "pretrain_semantic": False, - } - ) - - # both - if "random" in agents: - for forget_policy_short in ["generalize", "random"]: - for answer_policy_episodic in ["latest", "random"]: - for answer_policy_semantic in ["strongest", "random"]: - agent_configs.append( - { - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": forget_policy_short, - }, - "answer_policy": { - "episodic": answer_policy_episodic, - "semantic": answer_policy_semantic, - }, - "pretrain_semantic": False, - } - ) - - # both presem - for answer_policy_episodic in ["latest", "random"]: - for answer_policy_semantic in ["strongest", "random"]: - agent_configs.append( - { - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": "generalize", - }, - "answer_policy": { - "episodic": answer_policy_episodic, - "semantic": answer_policy_semantic, - }, - "pretrain_semantic": True, - } - ) - - rewards_by_config = [] - for agent_config in agent_configs: - mean_rewards = run_seeds( - agent_config=deepcopy(agent_config), - des_size=des_size, - capacity=capacity, - allow_random_human=allow_random_human, - allow_random_question=allow_random_question, - episodic_replace_old=episodic_replace_old, - semantic_replace_old=semantic_replace_old, - seeds=seeds, - ) - rewards_by_config.append( - {"mean_rewards": mean_rewards, "agent_config": deepcopy(agent_config)} - ) - - return rewards_by_config - - -def run_all_capacities( - des_size: str = "l", - allow_random_human: bool = False, - allow_random_question: bool = False, - episodic_replace_old: bool = False, - semantic_replace_old: bool = False, - seeds: list = [0, 1, 2, 3, 4], - agents: list = [ - "episodic", - "semantic", - "random", - "scratch", - "pretrained", - ], -) -> dict: - rewards_by_capacity = {} - for capacity in [2, 4, 8, 16, 32, 64]: - rewards_by_config = run_all_agent_configs( - des_size=des_size, - capacity=capacity, - allow_random_human=allow_random_human, - allow_random_question=allow_random_question, - episodic_replace_old=episodic_replace_old, - semantic_replace_old=semantic_replace_old, - seeds=seeds, - agents=agents, - ) - rewards_by_capacity[capacity] = rewards_by_config - - return rewards_by_capacity - - -def run_all_sizes( - allow_random_human: bool = False, - allow_random_question: bool = False, - episodic_replace_old: bool = False, - semantic_replace_old: bool = False, - des_sizes: list = ["l"], - seeds: list = [0, 1, 2, 3, 4], - agents: list = [ - "episodic", - "semantic", - "random", - "scratch", - "pretrained", - ], -) -> dict: - rewards_by_size = {} - for des_size in tqdm(des_sizes): - rewards_by_capacity = run_all_capacities( - des_size=des_size, - allow_random_human=allow_random_human, - allow_random_question=allow_random_question, - episodic_replace_old=episodic_replace_old, - semantic_replace_old=semantic_replace_old, - seeds=seeds, - agents=agents, - ) - rewards_by_size[des_size] = rewards_by_capacity - - return rewards_by_size - - -def plot_by_des_hand_crafted_only( - des_size, results, save_dir: str = "./figures/" -) -> None: - results_ = results[des_size] - - fig, ax = plt.subplots(figsize=(10, 5)) - idx = np.asanyarray([i for i in range(len(results_))]) - width = 0.2 - - legend_order = [ - "Hand-crafted 1: Only episodic", - "Hand-crafted 2: Only semantic", - "Hand-crafted 3: Both, random", - "Hand-crafted 4: Both, pre-sem", - ] - - color_order = ["orange", "dodgerblue", "yellowgreen", "deeppink"] - - stats = {"episodic": {}, "semantic": {}, "both_random": {}, "both_presem": {}} - for capacity, rewards in results_.items(): - for rewards_ in rewards: - if rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": None, - "short": "episodic", - }, - "answer_policy": {"episodic": "latest", "semantic": None}, - "pretrain_semantic": False, - }: - stats["episodic"][capacity] = rewards_ - - if rewards_["agent_config"] == { - "forget_policy": { - "episodic": None, - "semantic": "weakest", - "short": "semantic", - }, - "answer_policy": {"episodic": None, "semantic": "strongest"}, - "pretrain_semantic": False, - }: - stats["semantic"][capacity] = rewards_ - - if rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": "random", - }, - "answer_policy": {"episodic": "latest", "semantic": "strongest"}, - "pretrain_semantic": False, - }: - stats["both_random"][capacity] = rewards_ - - if rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": "generalize", - }, - "answer_policy": {"episodic": "latest", "semantic": "strongest"}, - "pretrain_semantic": True, - }: - stats["both_presem"][capacity] = rewards_ - - agent_types = ["episodic", "semantic", "both_random", "both_presem"] - for agent_type, w, color in zip(agent_types, [-1.5, -0.5, 0.5, 1.5], color_order): - caps = [key for key in stats[agent_type]] - assert sorted(caps) == caps - means = [val["mean_rewards"]["mean"] for key, val in stats[agent_type].items()] - stds = [val["mean_rewards"]["std"] for key, val in stats[agent_type].items()] - - print(agent_type, means) - - ax.bar( - x=idx + w * width, - height=means, - yerr=stds, - width=width, - color=color, - capsize=4, - ) - ax.set_xticks(idx) - ax.set_xticklabels(list(results_.keys())) - ax.legend(legend_order, fontsize=10, loc="upper left") - ax.set_xlabel("memory capacity", fontsize=15) - ax.set_ylabel("total average rewards", fontsize=15) - ax.set_ylim([0, 128]) - - fig.tight_layout(rect=[0, 0.03, 1, 0.95]) - plt.title(f"Best performance by memory type, des_size={des_size}", fontsize=18) - plt.savefig(os.path.join(save_dir, f"des-size_{des_size}_best-strategies.pdf")) - - -def plot_by_des2(des_size, results, save_dir: str = "./figures/") -> None: - results_ = results[des_size] - - stats = {} - for agent_type in ["episodic", "semantic", "both_random", "both_presem"]: - - if agent_type == "episodic": - stats[agent_type] = {} - legend_order = [ - "forget oldest, answer latest", - "forget random, answer latest", - "forget oldest, answer random", - "forget random, answer random", - ] - stats[agent_type] = {foo: {} for foo in legend_order} - color_order = ["orange", "navajowhite", "blanchedalmond", "oldlace"] - - for capacity, rewards in results_.items(): - for rewards_ in rewards: - if rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": None, - "short": "episodic", - }, - "answer_policy": {"episodic": "latest", "semantic": None}, - "pretrain_semantic": False, - }: - stats["episodic"]["forget oldest, answer latest"][ - capacity - ] = rewards_ - - elif rewards_["agent_config"] == { - "forget_policy": { - "episodic": "random", - "semantic": None, - "short": "episodic", - }, - "answer_policy": {"episodic": "latest", "semantic": None}, - "pretrain_semantic": False, - }: - stats["episodic"]["forget random, answer latest"][ - capacity - ] = rewards_ - - elif rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": None, - "short": "episodic", - }, - "answer_policy": {"episodic": "random", "semantic": None}, - "pretrain_semantic": False, - }: - stats["episodic"]["forget oldest, answer random"][ - capacity - ] = rewards_ - - elif rewards_["agent_config"] == { - "forget_policy": { - "episodic": "random", - "semantic": None, - "short": "episodic", - }, - "answer_policy": {"episodic": "random", "semantic": None}, - "pretrain_semantic": False, - }: - stats["episodic"]["forget random, answer random"][ - capacity - ] = rewards_ - - elif agent_type == "semantic": - stats[agent_type] = {} - legend_order = [ - "forget weakest, answer strongest", - "forget random, answer strongest", - "forget weakest, answer random", - "forget random, answer random", - ] - stats[agent_type] = {foo: {} for foo in legend_order} - color_order = ["dodgerblue", "lightskyblue", "powderblue", "aliceblue"] - - for capacity, rewards in results_.items(): - for rewards_ in rewards: - if rewards_["agent_config"] == { - "forget_policy": { - "episodic": None, - "semantic": "weakest", - "short": "semantic", - }, - "answer_policy": {"episodic": None, "semantic": "strongest"}, - "pretrain_semantic": False, - }: - stats["semantic"]["forget weakest, answer strongest"][ - capacity - ] = rewards_ - - elif rewards_["agent_config"] == { - "forget_policy": { - "episodic": None, - "semantic": "random", - "short": "semantic", - }, - "answer_policy": {"episodic": None, "semantic": "strongest"}, - "pretrain_semantic": False, - }: - stats["semantic"]["forget random, answer strongest"][ - capacity - ] = rewards_ - - elif rewards_["agent_config"] == { - "forget_policy": { - "episodic": None, - "semantic": "weakest", - "short": "semantic", - }, - "answer_policy": {"episodic": None, "semantic": "random"}, - "pretrain_semantic": False, - }: - stats["semantic"]["forget weakest, answer random"][ - capacity - ] = rewards_ - - elif rewards_["agent_config"] == { - "forget_policy": { - "episodic": None, - "semantic": "random", - "short": "semantic", - }, - "answer_policy": {"episodic": None, "semantic": "random"}, - "pretrain_semantic": False, - }: - stats["semantic"]["forget random, answer random"][ - capacity - ] = rewards_ - - elif agent_type == "both_random": - stats[agent_type] = {} - legend_order = [ - "answer episodic latest, answer semantic strongest", - "answer episodic random, answer semantic strongest", - "answer episodic latest, answer semantic random", - "answer episodic random, answer semantic random", - ] - stats[agent_type] = {foo: {} for foo in legend_order} - color_order = ["yellowgreen", "lightgreen", "palegreen", "honeydew"] - - for capacity, rewards in results_.items(): - for rewards_ in rewards: - if rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": "random", - }, - "answer_policy": { - "episodic": "latest", - "semantic": "strongest", - }, - "pretrain_semantic": False, - }: - stats["both_random"][ - "answer episodic latest, answer semantic strongest" - ][capacity] = rewards_ - - elif rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": "random", - }, - "answer_policy": { - "episodic": "random", - "semantic": "strongest", - }, - "pretrain_semantic": False, - }: - stats["both_random"][ - "answer episodic random, answer semantic strongest" - ][capacity] = rewards_ - - elif rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": "random", - }, - "answer_policy": {"episodic": "latest", "semantic": "random"}, - "pretrain_semantic": False, - }: - stats["both_random"][ - "answer episodic latest, answer semantic random" - ][capacity] = rewards_ - - elif rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": "random", - }, - "answer_policy": {"episodic": "random", "semantic": "random"}, - "pretrain_semantic": False, - }: - stats["both_random"][ - "answer episodic random, answer semantic random" - ][capacity] = rewards_ - - elif agent_type == "both_presem": - stats[agent_type] = {} - legend_order = [ - "answer episodic latest, answer semantic strongest", - "answer episodic random, answer semantic strongest", - "answer episodic latest, answer semantic random", - "answer episodic random, answer semantic random", - ] - stats[agent_type] = {foo: {} for foo in legend_order} - color_order = ["deeppink", "lightpink", "pink", "lavenderblush"] - - for capacity, rewards in results_.items(): - for rewards_ in rewards: - if rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": "generalize", - }, - "answer_policy": { - "episodic": "latest", - "semantic": "strongest", - }, - "pretrain_semantic": True, - }: - stats["both_presem"][ - "answer episodic latest, answer semantic strongest" - ][capacity] = rewards_ - - elif rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": "generalize", - }, - "answer_policy": { - "episodic": "random", - "semantic": "strongest", - }, - "pretrain_semantic": True, - }: - stats["both_presem"][ - "answer episodic random, answer semantic strongest" - ][capacity] = rewards_ - - elif rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": "generalize", - }, - "answer_policy": {"episodic": "latest", "semantic": "random"}, - "pretrain_semantic": True, - }: - stats["both_presem"][ - "answer episodic latest, answer semantic random" - ][capacity] = rewards_ - - elif rewards_["agent_config"] == { - "forget_policy": { - "episodic": "oldest", - "semantic": "weakest", - "short": "generalize", - }, - "answer_policy": {"episodic": "random", "semantic": "random"}, - "pretrain_semantic": True, - }: - stats["both_presem"][ - "answer episodic random, answer semantic random" - ][capacity] = rewards_ - - else: - raise ValueError - - fig, ax = plt.subplots(figsize=(10, 5)) - for legend_, w, color in zip(legend_order, [-1.5, -0.5, 0.5, 1.5], color_order): - caps = [key for key in stats[agent_type][legend_]] - - idx = np.asanyarray([i for i in range(len(caps))]) - width = 0.2 - assert sorted(caps) == caps - - means = [ - val["mean_rewards"]["mean"] - for val in stats[agent_type][legend_].values() - ] - - stds = [ - val["mean_rewards"]["std"] - for val in stats[agent_type][legend_].values() - ] - - print(agent_type, legend_, means) - ax.bar( - x=idx + w * width, - height=means, - yerr=stds, - width=width, - color=color, - capsize=4, - ) - ax.set_xticks(idx) - ax.set_xticklabels(caps) - ax.legend(legend_order, fontsize=10, loc="upper left") - ax.set_xlabel("memory capacity", fontsize=15) - ax.set_ylabel(f"total rewards", fontsize=15) - - ax.set_ylim([0, 128]) - - fig.tight_layout(rect=[0, 0.03, 1, 0.95]) - plt.title( - f"Performance by different forget / answer rules, " - f"agent_type={agent_type}, des_size={des_size}", - fontsize=18, - ) - plt.savefig( - os.path.join(save_dir, f"des_size_{des_size}_agent-type_{agent_type}.pdf") - ) - - def load_training_val_test_results( data_dir: str = "./data/", kind: str = "train_total_reward", @@ -856,6 +82,56 @@ def load_training_val_test_results( return {"means": means, "stds": stds, "steps": steps} +def load_episodic_semantic_random_scratch_pretrained( + data_dir: str = "./data/v1", + kind: str = "test_total_reward_mean", + capacity: int = 32, + des_size: str = "l", + question_prob: float = 1.0, + allow_random_human: str = False, + allow_random_question: str = False, + version: str = "v1", +) -> dict: + + results = get_handcrafted( + env="RoomEnv-v2", + des_size=des_size, + seeds=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9], + question_prob=question_prob, + policies={ + "memory_management": "rl", + "question_answer": "episodic_semantic", + "encoding": "argmax", + }, + capacities=[capacity], + allow_random_human=allow_random_human, + allow_random_question=allow_random_question, + varying_rewards=False, + check_resources=True, + version=version, + ) + results = results[capacity] + + del results["pre_sem"] + + results["scratch"] = load_training_val_test_results( + data_dir=data_dir, + kind=kind, + capacity=capacity, + pretrain=False, + des_size=des_size, + ) + results["pretrained"] = load_training_val_test_results( + data_dir=data_dir, + kind=kind, + capacity=capacity, + pretrain=True, + des_size=des_size, + ) + + return results + + def plot_training_validation_results( data_dir: str = "./data/", kind: str = "train_total_reward", @@ -904,7 +180,7 @@ def plot_training_validation_results( training_val_test_results["stds"], training_val_test_results["steps"], ) - print(kind, "pretrain=False", means, stds, steps) + # print(kind, "pretrain=False", means, stds, steps) ax.plot(steps, means, color="pink") ax.fill_between( steps, @@ -928,7 +204,7 @@ def plot_training_validation_results( training_val_test_results["stds"], training_val_test_results["steps"], ) - print(kind, "pretrain=False", f"means: {means}") + # print(kind, "pretrain=False", f"means: {means}") ax.plot(steps, means, color="deeppink") ax.fill_between( steps, @@ -980,12 +256,20 @@ def plot_test_results( des_size: str = "l", figsize: Tuple = (10, 10), legend_loc: str = "upper left", + question_prob: float = 1.0, + allow_random_human: str = False, + allow_random_question: str = False, + version: str = "v1", ) -> None: results = load_episodic_semantic_random_scratch_pretrained( data_dir=data_dir, kind="test_total_reward_mean", capacity=capacity, des_size=des_size, + question_prob=question_prob, + allow_random_human=allow_random_human, + allow_random_question=allow_random_question, + version=version, ) fig, ax = plt.subplots(figsize=figsize) @@ -1013,7 +297,7 @@ def plot_test_results( yerr=yerr, capsize=4, ) - print(f"heights: {height}, stds: {yerr}") + # print(f"heights: {height}, stds: {yerr}") plt.xticks([]) ax.set_ylim([ymin, ymax]) plt.yticks(fontsize=30) @@ -1024,23 +308,33 @@ def plot_test_results( ax.set_ylabel(ylabel, fontsize=35) plt.title(title, fontsize=40) fig.tight_layout(rect=[0, 0.03, 1, 0.95]) - plt.savefig( - os.path.join( - save_dir, - f"des_size={des_size}-capacity={capacity}-test_total_reward_mean.pdf", + + if "v1" in data_dir: + filename = ( + f"des_size={des_size}-capacity={capacity}-test_total_reward_mean-v1.pdf" ) - ) + elif "v2" in data_dir: + filename = ( + f"des_size={des_size}-capacity={capacity}-test_total_reward_mean-v2.pdf" + ) + else: + raise ValueError + + plt.savefig(os.path.join(save_dir, filename)) def plot_test_results_all_capacities( - data_dir: str = "./data/", - capacity: int = 32, + data_dir: str = "./data/v1", save_dir: str = "./figures/", ymin: int = 0, ymax: int = 128, des_size: str = "l", figsize: Tuple = (25, 8), legend_loc: str = "upper left", + question_prob: float = 1.0, + allow_random_human: str = False, + allow_random_question: str = False, + version: str = "v1", ) -> None: capacities = [2, 4, 8, 16, 32, 64] @@ -1053,6 +347,10 @@ def plot_test_results_all_capacities( kind="test_total_reward_mean", capacity=capacity, des_size=des_size, + question_prob=question_prob, + allow_random_human=allow_random_human, + allow_random_question=allow_random_question, + version=version, ) results[capacity] = results_ @@ -1084,7 +382,7 @@ def plot_test_results_all_capacities( color=color, capsize=4, ) - print(f"agent: {agent}, height: {height}, std: {yerr}") + # print(f"agent: {agent}, height: {height}, std: {yerr}") ax.set_xticks(idx) ax.set_xticklabels(list(results.keys())) plt.xticks(fontsize=40) @@ -1095,19 +393,24 @@ def plot_test_results_all_capacities( ax.set_ylabel(ylabel, fontsize=40) plt.title(title, fontsize=50) fig.tight_layout(rect=[0, 0.03, 1, 0.95]) - plt.savefig( - os.path.join( - save_dir, - f"des_size={des_size}-capacity=all-test_total_reward_mean.pdf", - ) - ) + + if "v1" in data_dir: + filename = f"des_size={des_size}-capacity=all-test_total_reward_mean-v1.pdf" + elif "v2" in data_dir: + filename = f"des_size={des_size}-capacity=all-test_total_reward_mean-v2.pdf" + else: + raise ValueError + + plt.savefig(os.path.join(save_dir, filename)) + + plt.savefig(os.path.join(save_dir, filename)) class UnderstandModel: def __init__( self, - model_scratch_path: str = "./models/des_size=l-capacity=32-pretrain=False-gpus=0-seed=1/checkpoints/epoch=07-val_total_reward_mean=115.50-val_total_reward_std=3.14.ckpt", - model_pretrained_path: str = "./models/des_size=l-capacity=32-pretrain=True-gpus=0-seed=2/checkpoints/epoch=10-val_total_reward_mean=121.00-val_total_reward_std=1.55.ckpt", + model_scratch_path: str = "./models/v1/des_version=v1_allow_random_human=False_allow_random_question=False_pretrain_semantic=False_varying_rewards=False_des_size=l_capacity=32_seed=1/checkpoints/epoch=05-val_total_reward_mean=98.20-val_total_reward_std=6.16.ckpt", + model_pretrained_path: str = "./models/v1/des_version=v1_allow_random_human=False_allow_random_question=False_pretrain_semantic=True_varying_rewards=False_des_size=l_capacity=32_seed=0/checkpoints/epoch=08-val_total_reward_mean=117.80-val_total_reward_std=4.33.ckpt", ) -> None: """Call the model loading.""" self.model_scratch_path = model_scratch_path @@ -1269,7 +572,7 @@ def rename_test_debug_results(): """Rename the lightning log directories for easier access.""" test_debug_paths = glob("./lightning_logs/*/test_debug*") - for test_debug_path in tqdm(test_debug_paths): + for test_debug_path in test_debug_paths: hparams_path = os.path.join(*test_debug_path.split("/")[:-1], "hparams.yaml") hparams = read_yaml(hparams_path) des_size = hparams["des_size"] diff --git a/requirements.txt b/requirements.txt index 4b04164..d98512c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,3 +1,3 @@ -room-env==0.2.1 +room-env==0.2.2 pytorch-lightning==1.7.7 tqdm \ No newline at end of file diff --git a/train.py b/train.py index d0d47d0..85f5835 100644 --- a/train.py +++ b/train.py @@ -231,7 +231,7 @@ def play_step( action = self.get_action(net, epsilon, step) # do step in the environment - new_state, reward, done, info = self.env.step(action) + new_state, reward, done, truncated, info = self.env.step(action) # The lists will be converted to str temporarily ... new_state = [ diff --git a/train.yaml b/train.yaml index f45beb4..5efef7f 100644 --- a/train.yaml +++ b/train.yaml @@ -1,14 +1,14 @@ allow_random_human: false -allow_random_question: true +allow_random_question: false pretrain_semantic: false varying_rewards: false seed: 0 num_eval_iter: 10 -max_epochs: 1 -batch_size: 1 -epoch_length: 128 -replay_size: 128 -warm_start_size: 128 +max_epochs: 16 +batch_size: 1024 +epoch_length: 131072 +replay_size: 131072 +warm_start_size: 131072 eps_end: 0 eps_last_step: 2048 eps_start: 1.0 @@ -18,12 +18,12 @@ sync_rate: 10 loss_function: huber optimizer: adam des_size: l -des_version: "v2" +des_version: "v1" capacity: episodic: 16 semantic: 16 short: 1 -question_prob: 0.1 +question_prob: 1.0 observation_params: perfect nn_params: architecture: lstm diff --git a/v0/memory/agent.py b/v0/memory/agent.py index b657d7c..c3cb43a 100644 --- a/v0/memory/agent.py +++ b/v0/memory/agent.py @@ -168,7 +168,7 @@ def run_episodic(self): else: raise ValueError - (ob, question), reward, done, info = self.env.step(pred) + (ob, question), reward, done, truncated, info = self.env.step(pred) for i in range(self.env.num_agents): self.M_e[i].add(EpisodicMemory.ob2epi(ob[i])) @@ -226,7 +226,7 @@ def run_semantic(self): else: raise ValueError - (ob, question), reward, done, info = self.env.step(pred) + (ob, question), reward, done, truncated, info = self.env.step(pred) for i in range(self.env.num_agents): self.M_s[i].add(SemanticMemory.ob2sem(ob[i])) @@ -316,7 +316,7 @@ def run_episodic_semantic(self): else: raise ValueError - (ob, question), reward, done, info = self.env.step(pred) + (ob, question), reward, done, truncated, info = self.env.step(pred) if self.forget_policy == "generalize": for i in range(self.env.num_agents): @@ -395,7 +395,7 @@ def run_episodic_semantic_pretrain(self): else: raise ValueError - (ob, question), reward, done, info = self.env.step(pred) + (ob, question), reward, done, truncated, info = self.env.step(pred) for i in range(self.env.num_agents): self.M_e[i].add(EpisodicMemory.ob2epi(ob[i]))