From e05ae2ff194e942892913a6e3a1e44335fa0191a Mon Sep 17 00:00:00 2001 From: Joseph Viviano Date: Fri, 20 Sep 2024 19:36:55 -0400 Subject: [PATCH 1/3] black formatting --- src/gfn/containers/replay_buffer.py | 7 ++++--- src/gfn/gflownet/detailed_balance.py | 12 ++++++++++-- src/gfn/gflownet/flow_matching.py | 4 +++- src/gfn/gflownet/sub_trajectory_balance.py | 12 ++++++++++-- src/gfn/gflownet/trajectory_balance.py | 4 +++- 5 files changed, 30 insertions(+), 9 deletions(-) diff --git a/src/gfn/containers/replay_buffer.py b/src/gfn/containers/replay_buffer.py index 2cf9fcc6..a5205249 100644 --- a/src/gfn/containers/replay_buffer.py +++ b/src/gfn/containers/replay_buffer.py @@ -117,13 +117,14 @@ class PrioritizedReplayBuffer(ReplayBuffer): p_norm_distance: p-norm distance value to pass to torch.cdist, for the determination of novel states. """ + def __init__( self, env: Env, objects_type: Literal["transitions", "trajectories", "states"], capacity: int = 1000, - cutoff_distance: float = 0., - p_norm_distance: float = 1., + cutoff_distance: float = 0.0, + p_norm_distance: float = 1.0, ): """Instantiates a prioritized replay buffer. Args: @@ -137,7 +138,7 @@ def __init__( norms are >= 0). p_norm_distance: p-norm distance value to pass to torch.cdist, for the determination of novel states. - """ + """ super().__init__(env, objects_type, capacity) self.cutoff_distance = cutoff_distance self.p_norm_distance = p_norm_distance diff --git a/src/gfn/gflownet/detailed_balance.py b/src/gfn/gflownet/detailed_balance.py index c08966f2..63c975f6 100644 --- a/src/gfn/gflownet/detailed_balance.py +++ b/src/gfn/gflownet/detailed_balance.py @@ -46,13 +46,21 @@ def logF_named_parameters(self): try: return {k: v for k, v in self.named_parameters() if "logF" in k} except KeyError as e: - print("logF not found in self.named_parameters. Are the weights tied with PF? {}".format(e)) + print( + "logF not found in self.named_parameters. Are the weights tied with PF? {}".format( + e + ) + ) def logF_parameters(self): try: return [v for k, v in self.named_parameters() if "logF" in k] except KeyError as e: - print("logF not found in self.named_parameters. Are the weights tied with PF? {}".format(e)) + print( + "logF not found in self.named_parameters. Are the weights tied with PF? {}".format( + e + ) + ) def get_scores( self, env: Env, transitions: Transitions, recalculate_all_logprobs: bool = False diff --git a/src/gfn/gflownet/flow_matching.py b/src/gfn/gflownet/flow_matching.py index 193f7c07..f363663d 100644 --- a/src/gfn/gflownet/flow_matching.py +++ b/src/gfn/gflownet/flow_matching.py @@ -30,7 +30,9 @@ class FMGFlowNet(GFlowNet[Tuple[DiscreteStates, DiscreteStates]]): def __init__(self, logF: DiscretePolicyEstimator, alpha: float = 1.0): super().__init__() - assert isinstance(logF, DiscretePolicyEstimator), "logF must be a Discrete Policy Estimator" + assert isinstance( + logF, DiscretePolicyEstimator + ), "logF must be a Discrete Policy Estimator" self.logF = logF self.alpha = alpha diff --git a/src/gfn/gflownet/sub_trajectory_balance.py b/src/gfn/gflownet/sub_trajectory_balance.py index 0c14c497..2184bacc 100644 --- a/src/gfn/gflownet/sub_trajectory_balance.py +++ b/src/gfn/gflownet/sub_trajectory_balance.py @@ -81,13 +81,21 @@ def logF_named_parameters(self): try: return {k: v for k, v in self.named_parameters() if "logF" in k} except KeyError as e: - print("logF not found in self.named_parameters. Are the weights tied with PF? {}".format(e)) + print( + "logF not found in self.named_parameters. Are the weights tied with PF? {}".format( + e + ) + ) def logF_parameters(self): try: return [v for k, v in self.named_parameters() if "logF" in k] except KeyError as e: - print("logF not found in self.named_parameters. Are the weights tied with PF? {}".format(e)) + print( + "logF not found in self.named_parameters. Are the weights tied with PF? {}".format( + e + ) + ) def cumulative_logprobs( self, diff --git a/src/gfn/gflownet/trajectory_balance.py b/src/gfn/gflownet/trajectory_balance.py index 3e9e88c7..691d7388 100644 --- a/src/gfn/gflownet/trajectory_balance.py +++ b/src/gfn/gflownet/trajectory_balance.py @@ -39,7 +39,9 @@ def __init__( if isinstance(logZ, float): self.logZ = nn.Parameter(torch.tensor(logZ)) else: - assert isinstance(logZ, ScalarEstimator), "logZ must be either float or a ScalarEstimator" + assert isinstance( + logZ, ScalarEstimator + ), "logZ must be either float or a ScalarEstimator" self.logZ = logZ self.log_reward_clip_min = log_reward_clip_min From ada92a032780f23fde35a4b1224b14c7cc56839b Mon Sep 17 00:00:00 2001 From: Joseph Viviano Date: Fri, 20 Sep 2024 19:57:58 -0400 Subject: [PATCH 2/3] updated notebooks with material from the GFN workshop --- tutorials/notebooks/intro_gfn_smiley.ipynb | 790 +++++++++++---------- 1 file changed, 434 insertions(+), 356 deletions(-) diff --git a/tutorials/notebooks/intro_gfn_smiley.ipynb b/tutorials/notebooks/intro_gfn_smiley.ipynb index e8f95d41..a6d0f4d3 100644 --- a/tutorials/notebooks/intro_gfn_smiley.ipynb +++ b/tutorials/notebooks/intro_gfn_smiley.ipynb @@ -6,7 +6,11 @@ "id": "nrLt_YA1nQLO" }, "source": [ - "# Using GFlowNets to Train the World's Most Powerful Smiley Face Sampler" + "# GFlowNets 101: Learning to Sample Happiness [With Solutions]\n", + "\n", + "Joseph Viviano & Emmanuel Bengio\n", + "\n", + "(This material was adapted from [Emmanuel Bengio's 2022 Tutorial](https://colab.research.google.com/drive/1fUMwgu2OhYpQagpzU5mhe9_Esib3Q2VR#scrollTo=w51Ha8TRZ29Z))." ] }, { @@ -32,16 +36,7 @@ "from torch.distributions.categorical import Categorical\n", "import torch\n", "import torch.nn as nn\n", - "from tqdm import tqdm, trange\n", - "\n", - "# Reproducibility.\n", - "seed = 42\n", - "torch.manual_seed(seed)\n", - "random.seed(seed)\n", - "np.random.seed(seed)\n", - "torch.manual_seed(seed)\n", - "torch.backends.cudnn.deterministic = True\n", - "torch.backends.cudnn.benchmark = False" + "from tqdm import tqdm, trange" ] }, { @@ -50,8 +45,6 @@ "id": "ihLL2qXwbWF6" }, "source": [ - "Important Note: This material was mercilessly stolen from [Emmanuel Bengio's 2022 Tutorial](https://colab.research.google.com/drive/1fUMwgu2OhYpQagpzU5mhe9_Esib3Q2VR#scrollTo=w51Ha8TRZ29Z).\n", - "\n", "GFlowNets (GFNs) are a generative modelling framwork - we train a model to sample from $p(x)$, i.e., we amortize the cost of sampling into the training process. This means we're going to have a `.sample()` method somewhere to generate an object $x$.\n", "\n", "The most common and easiest use-case of a GFN is to sample compositional, discrete objects like sets, sequences, or graphs. The objects are sampled piece-by-piece, i.e., the `.sample()` method iterates over $n$-steps of a `for` loop to generate an object composed of $n$ components.\n", @@ -67,26 +60,6 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "9i9IoXKsQNEC", - "outputId": "373a2d8d-1a86-461a-f4cc-6f837ee01ef1" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "For all experiments, our hyperparameters will be:\n", - " + n_hid_units=512\n", - " + n_episodes=10000\n", - " + learning_rate=0.003\n" - ] - } - ], "source": [ "# @title\n", "# These feature globals will be referred to throughout.\n", @@ -353,6 +326,14 @@ " return torch.tensor(face_hash(face)).float()\n", "\n", "\n", + "def set_seed(seed):\n", + " torch.manual_seed(seed)\n", + " random.seed(seed)\n", + " np.random.seed(seed)\n", + " torch.manual_seed(seed)\n", + " torch.backends.cudnn.deterministic = True\n", + " torch.backends.cudnn.benchmark = False\n", + "\n", "# Our feature space. A face has one mouth, one left eyebrow, and one right eyebrow.\n", "MOUTHS = [\"smile\", \"frown\"]\n", "LEFT_EB = [\"left_eb_down\", \"left_eb_up\"]\n", @@ -363,11 +344,35 @@ "n_hid_units = 512\n", "n_episodes = 10_000\n", "learning_rate = 3e-3\n", + "seed = 42\n", "\n", "print(\"For all experiments, our hyperparameters will be:\")\n", "print(\" + n_hid_units={}\".format(n_hid_units))\n", "print(\" + n_episodes={}\".format(n_episodes))\n", - "print(\" + learning_rate={}\".format(learning_rate))" + "print(\" + learning_rate={}\".format(learning_rate))\n", + "print(\" + seed={}\".format(seed))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9i9IoXKsQNEC", + "outputId": "cc7ad86d-ad75-439f-b817-b19c19e50891", + "cellView": "form" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "For all experiments, our hyperparameters will be:\n", + " + n_hid_units=512\n", + " + n_episodes=10000\n", + " + learning_rate=0.003\n", + " + seed=42\n" + ] + } ] }, { @@ -395,39 +400,39 @@ }, { "cell_type": "code", - "execution_count": null, + "source": [ + "f, ax = plt.subplots(1, 5, figsize=(10, 50))\n", + "plt.sca(ax[0])\n", + "draw_face(['smile', 'left_eb_down', 'right_eb_down'], \"happy\")\n", + "plt.sca(ax[1])\n", + "draw_face(['frown', 'left_eb_up', 'right_eb_up'], \"sad\")\n", + "plt.sca(ax[2])\n", + "draw_face(['smile', 'frown', 'left_eb_up', 'right_eb_up'], \"mouth invalid\")\n", + "plt.sca(ax[3])\n", + "draw_face(['frown', 'left_eb_up', 'left_eb_down', 'right_eb_up'], \"eyebrow invalid\")\n", + "plt.sca(ax[4])\n", + "draw_face(['smile', 'left_eb_up'], \"face incomplete\")" + ], "metadata": { + "id": "4c64Iuws7dhA", "colab": { "base_uri": "https://localhost:8080/", "height": 192 }, - "id": "4c64Iuws7dhA", - "outputId": "7554d54e-6a80-47b2-ea8f-ea91f91bbabc" + "outputId": "56373131-e531-49f8-8585-3d4c53158b5c" }, + "execution_count": null, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } - ], - "source": [ - "f, ax = plt.subplots(1, 5, figsize=(10, 50))\n", - "plt.sca(ax[0])\n", - "draw_face(['smile', 'left_eb_down', 'right_eb_down'], \"happy\")\n", - "plt.sca(ax[1])\n", - "draw_face(['frown', 'left_eb_up', 'right_eb_up'], \"sad\")\n", - "plt.sca(ax[2])\n", - "draw_face(['smile', 'frown', 'left_eb_up', 'right_eb_up'], \"mouth invalid\")\n", - "plt.sca(ax[3])\n", - "draw_face(['frown', 'left_eb_up', 'left_eb_down', 'right_eb_up'], \"eyebrow invalid\")\n", - "plt.sca(ax[4])\n", - "draw_face(['smile', 'left_eb_up'], \"face incomplete\")" ] }, { @@ -510,18 +515,18 @@ "height": 836 }, "id": "KqlwrCmX9evc", - "outputId": "88dc9cf7-d77a-48c6-b51d-e64d255881c4" + "outputId": "26ada81a-d08e-446c-9d46-3cb9f6b0a38a" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -534,7 +539,7 @@ "id": "yynOkiks-DM0" }, "source": [ - "The directed acyclic graph (DAG) above can be thoguht of as the unrolling of the `for` loop of the generation process, which allows us to visualize all possible paths. In Reinforcement Learning we'd call this the Markov Decision Process (MDP).\n", + "The directed acyclic graph (DAG) above can be thought of as the unrolling of the `for` loop of the generation process, which allows us to visualize all possible paths. In Reinforcement Learning we'd call this the Markov Decision Process (MDP).\n", "\n", "What we're interested in is a _policy_, something that will tell us at each step what action to take (what patch to add). Since we are interested in learning a distribution, the policy itself will be a distribution over actions (possible patches to add) which is typically written $\\pi(a|s)$ in RL, but which we'll call $P_F$ ($F$ for forward) here. We'll call these arrows above, the $(s,s')$ pairs (or equivalently, $(s,a)$ pairs), _edges_, and the set of all edges $\\mathcal{E}$.\n", "\n", @@ -591,7 +596,32 @@ "Another important thing we need to define is how we deal with parents. Since we'll be using the flow-matching objective to make the _flow consistency_ equation respected, we need to be able to enumerate the $(s, s')$ pairs that are \"parents\" of $s'$.\n", "\n", "In the left sum $$\\sum_{s: (s,s')\\in\\mathcal{E}} F(s,s') = R(s') + \\sum_{s'':(s',s'')\\in\\mathcal{E}} F(s',s'')$$\n", - "the set $\\{s: (s,s')\\in\\mathcal{E}\\}$ is the set of parents of $s'$, while in the right sum, it is the set of children of $s'$. Since we're parameterizing $F$ with something that outputs a vector, computing the sum over children flows on the right is easy, we simply take `F(s').sum()`. But on the left, we need to do one forward pass for each parent to basically take `sum([F(ps)[pa] for ps, pa in parents(s')])` (we will see later in the tutorial that this is avoidable)." + "the set $\\{s: (s,s')\\in\\mathcal{E}\\}$ is the set of parents of $s'$, while in the right sum, it is the set of children of $s'$. Since we're parameterizing $F$ with something that outputs a vector, computing the sum over children flows on the right is easy, we simply take `F(s').sum()`. But on the left, we need to do one forward pass for each parent to basically take `sum([F(ps)[pa] for ps, pa in parents(s')])` (we will see later in the tutorial that this is avoidable).\n", + "\n", + "Note - you might need `FEATURE_KEYS`, a variable containing the list of feature keys pre-defined for you, for the following exercises. This can be used to index the actions and states vectors." + ] + }, + { + "cell_type": "code", + "source": [ + "print(\"FEATURE_KEYS={}\".format(FEATURE_KEYS))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7r2VFKH8d85H", + "outputId": "d96e8f28-5f06-4d54-bf9c-c04d0f96ede3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "FEATURE_KEYS=['smile', 'frown', 'left_eb_down', 'left_eb_up', 'right_eb_down', 'right_eb_up']\n" + ] + } ] }, { @@ -602,17 +632,16 @@ }, "outputs": [], "source": [ - "# TO IMPLEMENT.\n", "def face_parents(state):\n", " parent_states = [] # States that are parents of state.\n", " parent_actions = [] # Actions that lead from those parents to state.\n", "\n", " for feature in state:\n", " # For each face part, there is a parent without that part.\n", - " parent_states.append([i for i in state if i != feature])\n", + " parent_states.append([i for i in state if i != feature]) # TODO: implement.\n", "\n", " # The action to get there is the corresponding index of that face part.\n", - " parent_actions.append(FEATURE_KEYS.index(feature))\n", + " parent_actions.append(FEATURE_KEYS.index(feature)) # TODO: implement.\n", "\n", " return parent_states, parent_actions" ] @@ -629,44 +658,50 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "8CDBa8Rf40e9" - }, - "outputs": [], "source": [ - "# TO IMPLEMENT.\n", "def flow_matching_loss(incoming_flows, outgoing_flows, reward):\n", " \"\"\"Flow matching objective converted into mean squared error loss.\"\"\"\n", - " return (incoming_flows.sum() - outgoing_flows.sum() - reward).pow(2)" - ] + " return (incoming_flows.sum() - outgoing_flows.sum() - reward).pow(2) # TODO: implement." + ], + "metadata": { + "id": "8CDBa8Rf40e9" + }, + "execution_count": null, + "outputs": [] }, { "cell_type": "markdown", - "metadata": { - "id": "Vz1bG57fUoWo" - }, "source": [ "# Hyperparameters\n", "\n", "Previously, we defined some hyperparameters that we will use for all following demonstrations:" - ] + ], + "metadata": { + "id": "Vz1bG57fUoWo" + } }, { "cell_type": "code", - "execution_count": null, + "source": [ + "# @title\n", + "print(\"For all experiments, our hyperparameters will be:\")\n", + "print(\" + n_hid_units={}\".format(n_hid_units))\n", + "print(\" + n_episodes={}\".format(n_episodes))\n", + "print(\" + learning_rate={}\".format(learning_rate))" + ], "metadata": { - "cellView": "form", "colab": { "base_uri": "https://localhost:8080/" }, + "cellView": "form", "id": "r_kFB8wgUnbp", - "outputId": "5dd85c88-0918-4415-b9dc-78465fe571b0" + "outputId": "58f9351a-b413-4ba2-a300-eb3d3d907b1e" }, + "execution_count": null, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "For all experiments, our hyperparameters will be:\n", " + n_hid_units=512\n", @@ -674,23 +709,18 @@ " + learning_rate=0.003\n" ] } - ], - "source": [ - "# @title\n", - "print(\"For all experiments, our hyperparameters will be:\")\n", - "print(\" + n_hid_units={}\".format(n_hid_units))\n", - "print(\" + n_episodes={}\".format(n_episodes))\n", - "print(\" + learning_rate={}\".format(learning_rate))" ] }, { "cell_type": "markdown", + "source": [ + "We're now ready to instantiate and train the model. First, we let the model generate its own data by following its own policy (i.e., sampling actions based on edge flow predictions), and simply train on that data. Let's go through this code and then run it for a minute.\n", + "\n", + "Note: in the below, `state` is a list of strings representing the keys in `FEATURE_KEYS`, present on the face." + ], "metadata": { "id": "4Q0qdo9146Zj" - }, - "source": [ - "We're now ready to instantiate and train the model. First, we let the model generate its own data by following its own policy (i.e., sampling actions based on edge flow predictions), and simply train on that data. Let's go through this code and then run it for a minute." - ] + } }, { "cell_type": "code", @@ -700,18 +730,20 @@ "base_uri": "https://localhost:8080/" }, "id": "ot0qdZ-K4PsF", - "outputId": "ec0c37f6-4869-44e0-a3d1-6da165e362e4" + "outputId": "d765f064-3b85-4344-89da-81838ef27e1b" }, "outputs": [ { - "name": "stderr", "output_type": "stream", + "name": "stderr", "text": [ - "Training iter (loss=0.049533): 100%|██████████| 10000/10000 [00:52<00:00, 188.94it/s]\n" + "Training iter (loss=0.049533): 100%|██████████| 10000/10000 [01:04<00:00, 154.06it/s]\n" ] } ], "source": [ + "set_seed(seed)\n", + "\n", "# Instantiate model n_hid_units optimizer\n", "F_sa = FlowModel(n_hid_units)\n", "opt = torch.optim.Adam(F_sa.parameters(), learning_rate)\n", @@ -731,10 +763,10 @@ " # Normalizing gives us the probability of each action, from which we can\n", " # sample actions to obtain the next state.\n", "\n", - " # TO COMPLETE: Sample the action.\n", - " policy = edge_flow_preds / edge_flow_preds.sum()\n", - " action = Categorical(probs=policy).sample() # TADA! We .sample()'ed!\n", - "\n", + " # Sample the action and compute the new state.\n", + " policy = edge_flow_preds / edge_flow_preds.sum() # TODO: Complete.\n", + " # We want to sample from the policy here (a Categorical distribution...)\n", + " action = Categorical(probs=policy).sample() # TODO: Complete.\n", " new_state = state + [FEATURE_KEYS[action]]\n", "\n", " # To compute the loss, we'll first enumerate the parents, then compute\n", @@ -744,16 +776,15 @@ " pa = torch.tensor(parent_actions).long()\n", " parent_edge_flow_preds = F_sa(ps)[torch.arange(len(parent_states)), pa]\n", "\n", - " # TO COMPLETE: (with hints).\n", " if t == 2: # End of trajectory.\n", " # We calculate the reward and set F(s,a) = 0 \\forall a, since there\n", " # are no children of this state.\n", - " reward = face_reward(new_state)\n", - " edge_flow_preds = torch.zeros(6)\n", + " reward = face_reward(new_state) # TODO: To Complete.\n", + " edge_flow_preds = torch.zeros(6) # TODO: To Complete.\n", " else:\n", " # We compute F(s, a) and set the reward to zero.\n", - " reward = 0\n", - " edge_flow_preds = F_sa(face_to_tensor(new_state))\n", + " reward = 0 # TODO: To Complete.\n", + " edge_flow_preds = F_sa(face_to_tensor(new_state)) # TODO: To Complete.\n", "\n", " minibatch_loss += flow_matching_loss( # Accumulate.\n", " parent_edge_flow_preds,\n", @@ -790,23 +821,23 @@ "cell_type": "code", "execution_count": null, "metadata": { + "id": "gLppRbOk4Pua", "colab": { "base_uri": "https://localhost:8080/", - "height": 333 + "height": 327 }, - "id": "gLppRbOk4Pua", - "outputId": "14b9abce-dce0-483c-bcca-09e9434e1b6c" + "outputId": "e3e05fd8-2238-418e-d129-d83a4a8caf7e" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -826,31 +857,31 @@ "cell_type": "code", "execution_count": null, "metadata": { + "id": "B2JT1ZIR4Pw2", "colab": { "base_uri": "https://localhost:8080/", "height": 380 }, - "id": "B2JT1ZIR4Pw2", - "outputId": "6efa1651-d4ea-46a5-ba6c-ac828f1c30f1" + "outputId": "ebe0c12a-4f2b-4416-8828-bda5cfe993f0" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "Ratio of faces with a smile:0.7109375, ideal=0.6666666666666666\n", "Proportion of valid faces:0.9375, ideal=1\n" ] }, { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -876,23 +907,23 @@ "cell_type": "code", "execution_count": null, "metadata": { + "id": "2Vy3vOaKjP0N", "colab": { "base_uri": "https://localhost:8080/", - "height": 836 + "height": 773 }, - "id": "2Vy3vOaKjP0N", - "outputId": "d1179530-46a1-42c0-8664-1c24a1da214a" + "outputId": "7c9fe219-7f0a-44b6-99de-cd69169e1f3a" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -916,16 +947,16 @@ "cell_type": "code", "execution_count": null, "metadata": { + "id": "pcQY_JVF4E8l", "colab": { "base_uri": "https://localhost:8080/" }, - "id": "pcQY_JVF4E8l", - "outputId": "6dbd2509-dd05-44d8-85aa-c701e9c8cd19" + "outputId": "9866fd5a-be79-4961-c0f7-b5fd6a026643" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "The final Z (partition function) estimate is 7.95\n" ] @@ -939,9 +970,6 @@ }, { "cell_type": "markdown", - "metadata": { - "id": "iqD-1gkI7DE-" - }, "source": [ "We're heading in the right direction, but we aren't there yet.\n", "\n", @@ -949,16 +977,39 @@ "\n", "At this point you might be wondering: if we don't want our trained sampler to ever sample an invalid face, why should we allow it turing training? That's a big waste of time. You would be right. We can learn to not sample a particular face by providing a low reward for that face and training for long enough, but we can also simply disallow that face from being constructed in the first place by masking those actions during training. This greatly speeds up convergence, and is a common practice when using GFNs with reasonably challenging applications.\n", "\n", - "We'll calculate a mask which we apply to the `edge_flow_preds` vector (our unnormalized distribution over next actions), such that we never sample a masked state. Otherwise, our training loop remains the same." - ] + "We'll calculate a mask which we apply to the `edge_flow_preds` vector (our unnormalized distribution over next actions), such that we never sample a masked state. Otherwise, our training loop remains the same.\n", + "\n", + "Hint: You might need to know the `FEATURE_KEYS` here..." + ], + "metadata": { + "id": "iqD-1gkI7DE-" + } }, { "cell_type": "code", - "execution_count": null, + "source": [ + "print(\"FEATURE_KEYS={}\".format(FEATURE_KEYS))" + ], "metadata": { - "id": "gQx7B-kQ9qYw" + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fPLhzIMsgRDx", + "outputId": "42afa9fd-599d-48fa-b648-1b646b220dae" }, - "outputs": [], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "FEATURE_KEYS=['smile', 'frown', 'left_eb_down', 'left_eb_up', 'right_eb_down', 'right_eb_up']\n" + ] + } + ] + }, + { + "cell_type": "code", "source": [ "def calculate_forward_mask_from_state(state):\n", " \"\"\"Here, we mask forward actions to prevent the selection of invalid configurations.\n", @@ -966,8 +1017,9 @@ " [smile, frown, left_eb_down, left_eb_up, right_eb_down, right_eb_up]\n", " So we can only select one element from [0,1], [2,3], and [4,5].\n", " \"\"\"\n", - " mask = np.ones(6)\n", + " mask = np.ones(6) # Allowed actions represented as 1, disallowed actions as 0.\n", "\n", + " # TODO: Complete logic:\n", " if \"smile\" in state or \"frown\" in state:\n", " mask[:2] = 0\n", " if \"left_eb_down\" in state or \"left_eb_up\" in state:\n", @@ -976,28 +1028,27 @@ " mask[4:] = 0\n", "\n", " return torch.Tensor(mask).bool()" - ] - }, - { - "cell_type": "code", - "execution_count": null, + ], "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Hhqf47ib7Sp6", - "outputId": "59ddbd7c-aa89-439a-e00b-055b3d3b8967" + "id": "gQx7B-kQ9qYw" }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Training iter (loss=0.013763): 100%|██████████| 10000/10000 [00:45<00:00, 220.62it/s]\n" - ] - } + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Now let's mask the `edge_flow_preds`..." ], + "metadata": { + "id": "I1VdVuYtnXte" + } + }, + { + "cell_type": "code", "source": [ + "set_seed(seed)\n", + "\n", "# Instantiate model and optimizer\n", "F_sa = FlowModel(n_hid_units)\n", "opt = torch.optim.Adam(F_sa.parameters(), learning_rate)\n", @@ -1017,12 +1068,12 @@ "\n", " # Here we mask the relevant forward actions.\n", " mask = calculate_forward_mask_from_state(state)\n", - " edge_flow_preds = edge_flow_preds * mask # Removes invalid forward actions.\n", + " edge_flow_preds = edge_flow_preds * mask # TODO: Complete.\n", "\n", " # Normalizing gives us the probability of each action, from which we can\n", " # sample actions to obtain the next state.\n", " policy = edge_flow_preds / edge_flow_preds.sum()\n", - " action = Categorical(probs=policy).sample() # TADA! We .sample()'ed!\n", + " action = Categorical(probs=policy).sample()\n", " new_state = state + [FEATURE_KEYS[action]]\n", "\n", " # To compute the loss, we'll first enumerate the parents, then compute\n", @@ -1037,7 +1088,6 @@ " # are no children of this state.\n", " reward = face_reward(new_state)\n", " edge_flow_preds = torch.zeros(6)\n", - "\n", " else:\n", " # We compute F(s, a) and set the reward to zero.\n", " reward = 0\n", @@ -1063,125 +1113,142 @@ " opt.step()\n", " opt.zero_grad()\n", " minibatch_loss = 0" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Hhqf47ib7Sp6", + "outputId": "a2e4515c-4a44-4e00-ec4c-a20ba5aa8fcb" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Training iter (loss=0.000109): 100%|██████████| 10000/10000 [00:57<00:00, 173.62it/s]\n" + ] + } ] }, { "cell_type": "markdown", - "metadata": { - "id": "S0iTuMkda1rF" - }, "source": [ "We can see this had a big effect on convergence:" - ] + ], + "metadata": { + "id": "S0iTuMkda1rF" + } }, { "cell_type": "code", - "execution_count": null, + "source": [ + "plot_loss_curve(\n", + " losses,\n", + " losses_B=losses_masking,\n", + " title=\"Loss over Training Iterations using the Flow Matching Objective\\nWith and Without Forward Masks\"\n", + ")" + ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 354 + "height": 348 }, "id": "-Axzwc-GBolh", - "outputId": "9bdec36a-04b0-46ee-a4d7-e182b238409f" + "outputId": "54a0725d-8429-4216-94bc-027394b298b2" }, + "execution_count": null, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } - ], - "source": [ - "plot_loss_curve(\n", - " losses,\n", - " losses_B=losses_masking,\n", - " title=\"Loss over Training Iterations using the Flow Matching Objective\\nWith and Without Forward Masks\"\n", - ")" ] }, { "cell_type": "markdown", - "metadata": { - "id": "BjIEiJbba01f" - }, "source": [ "And we can also see a big change in the sampling distribution. Namely, we are now sampling only valid configurations, and the sampling proportion is pretty close." - ] + ], + "metadata": { + "id": "BjIEiJbba01f" + } }, { "cell_type": "code", - "execution_count": null, + "source": [ + "check_sampled_faces(sampled_faces)" + ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 380 }, "id": "pds5ctnjGRI9", - "outputId": "d934f72d-a993-4727-9074-ee315eab16b5" + "outputId": "99412bd3-f968-4580-8b49-b32ae03fd4d1" }, + "execution_count": null, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ - "Ratio of faces with a smile:0.609375, ideal=0.6666666666666666\n", + "Ratio of faces with a smile:0.578125, ideal=0.6666666666666666\n", "Proportion of valid faces:1.0, ideal=1\n" ] }, { + "output_type": "display_data", "data": { - "image/png": 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dDCb3bTWEQjTpiEd7Ownyc8+NL0972wE6haQorkO8qWE4TAQSsXlz5rIaG6F6urtpk/K3IKzUfGImCCs08UisQw1a8ybWmQqy7IMoKnumWh01NbGlmV5+idxkuQaSlM5EL4b4jxyg0VsNubRd4n2tbUdplfzU6ggG05+8p8vb1ERbGTHImk+SE7nV1pKgTISWttu6VTnpSJU3l7ZLxSPbdyuKyRMKrfxEcUPERpzAmHrf08KtuZkmWpnyiuJqMJbarDYRuoRk4oObzXRql4iRIzOXteeeQFcVlarEvIy1QZJSfLEZ+KWaLR54YOay1PJyXPJ97Z1hNRLtndXqGDIk/UwoXV61dtfKLzHdfvupn8Zqebep2j0xr1ZuktQIWVZKP7U6ysqUS2Y9/Pr0ST4dz7btevWifexEaOl3Q4fSCW0iEtuOHFBoU0MTBKW1mdo75Pn0q6so1NI4HNRvlXVm13YcR9t1idDS7/bYQ7ndlCovY8kTlnTQJSTJm48S99xDnTOK7t2BGzUYQhgMtCy3xTkV2Xtv2pPQUq8aZFmZ7oADaD8iHmefTeoVmXDkkbRZHAXHkWpL797ZcVNLd+ON9EFFUVpK+2xa8J//0B5OFHvsoX4QldgmqZCYrrqayotuxgPAoYcCJ52UuazBg4FLL1Xemz6dtjHike17BYALL1QeHFos1HZqAiYRV18N9I1zGFNURMu0RNUSrW2X+BwmEy0P47kMGUJ7+JlQWgrcdRdtSUUxfjxtfyghQpYbEm8mgbEAGFNOr6ZNUx6c8jwtc7WoAc2cSecGUZhMwN13UxvGI5d3e/fdQHncuUq3bsAtt2Qui+ep3R1xtgADBsQOITPVmwq6Tre93tvR3n5H0n2fj/b/LBb6EKKnv1rQ2kp7EGVldFIW/1FGUV7+JSyWyRnLqqurAGMtSfc3bCD9tyFDSBDrwe+/03T9gAOSBSQAGAyDUF39V8ZyAoHX4XYn9XQIAj1/MEiHSYmdLR38fsrLcZRXTUCUlGjTW2tqGgNBWJZ0f+dO2gzv3VvbTCMemzeTVsGgQTRDSgaPrl0zKzaTDl1y5YzRXlpDAx0oxQ8amSCKdMrs9VLbqZ3Y2+2Xw+l8JGNZbvdMVRvtlhY6wCkvp77N65iS1NbS3m737qkH9aqqzRndg8myF/X16uoIK1fSPvPIkcrBOhMYoz5RW0sHOV26JKexWI5AefmnGctqb78HXu9NSff9fpIpRiO9H4sO/yhuN30XTif1CzWZUlb2KazWIzSVp+t0m+PUh2mHQznr0oOyMjpNzqZetXRqIn/gQLqywb77qm8p6OUGqKczmYApWVrp2e3KGYEa9LSdGrp31zZ7VEO/fnTprTMZ6l8Ix9EsKxsYjcAhh6RPo9VzUap05eWZ+3YqdO0KnHhidvVqTbP//srZuFZwHClqp4dWqaaezm4nbYhsUFpKh1DpoMcrla7ltsHQOU4tM9eb5kuLQ2c53Uxf57+XG6C97XbHu9XObS/sDif6Wt/t7mg7jrOD5zPbSXOcGTy/6x35/tu/C638AJ09z2RS2VHtZPB8NxgMe2hKuzv4aa3TaByCVLPJzgOn2WPRv7nteN6RlYllrtDKb3e0ndG4HzhOZR2pgn/zu909MqVSl59JXULSaOwDjlO3e2xsVFdd0AKfT11lAgBMJg3HWhrSJurU6UGiXpjWOuPBcUaYTPtpSitJZK9633108HTyybRhftddtNcSr8+XDkbjIM2K7mZz6qPX3d12lFadXyiUqLqjHYyl42eF0ajNkTF96OoCK5e2a25O7exCT9ulereM7f53azD0AM+rT4LiLYH0wu8nHclcuEWhew1js81Iuuf1kqLpzJn6O+ymTcBRRwFXXaXuOcZmSz7sSAWL5RhwXLJQ+OQTOpF76y193Bgjq4lRo2gTPRE8vyfM5omay8v0LIJApmLjxtF+1GOPAZ99RocTX3xBjjVmzCBVkmeeocOedLBatbcdxVdJtn75/Xdqu4cf1t9hP/2UnuXNN9X+aoHVqn2zM1Xb3XILmbKu0emZzOejE/gjj4SqRyGbbTo4TtsJJM+XwmJJ3hyuqSGNgKuvzvyuErF8OTB1arJydBR2+5may7JaT4Pap/7MM3Qo8s03+riJIp1Ajx+vrr9oMo3WtYxWe7c+H+2Fn3WW0uRUC7ZsoTOSK65IJVMyaPQnQLeQTDwpZYzI/P03WVlMnUp2x5nAGH08RxxB1hgffqg04wLIRbzVqn3nm+eLYLMpO8+mTcDcudRJr7iC/u/VYEjR3EzWGbfeSnkvuohO8+Jht1+geckDADbbWeA49ePr5cvpAOf668mOOx3q6oA77qAOntoO2Ay7fZZmbgDgcMxW/I62QdSKasYMqjsTAgGyqJo1i0bzG25IFmJW60m6vFmbzZNhMAxQ3HvjDeDVV6m9jj2W+o8WQb52LQnW994jQXbJJckzNrtdnyebxPShEHDBBdSGr79OhxAbN2YuR5KAxx+nSUdtLVmgfZbgPcxkGqlrmWo07gWL5XDFvaVLSdC1tpIV0F13xWzE02HHDhJeTz5J31H0HcdDf9vNBhDTv2IMuPJKaq9vviGZsixZ8SIJjJEfhMMOI5v0Tz5RmigC5AlIz+AcKVg/mpuP6fC+ceONyZ43OI68saxdq+6xY8kSsEMOSc5nMCi9kHi9D+jmJggbmctlYS4X2MaNYP36JdfTtSt5o6mpSea2YwfYww+TR5jEfCNGgG3bRulqa51MFOt082tru1pR3/btYHPnknedxPq0XrNmkYeb+HJbW2fp5iZJbayurrqjHQ46KLkup5O80fzzT3Lb1dSAvfIKWJ8+yfm6dwf7449oWgMLh1fq5ufzze+oa/FiMIsluZ7Ro8G++EK9361fT15m1LwnzZkTS9fUNEE3N1mWWUPDsI4yzjoruQ6zGezKK8E2bVLn98kn5AEnMV9REdj338fS+f2LdPMLBr/tyL98ubqHqwEDwN56K7UHpdtuA3M4kvMdfXTsW6qv781kOaibX0vLiR113X67ukw566zUXoB++IE8FCXm43mwhQvjZcrdurllFS3R6ZyHxsYlYKwN++5LlgrxSxbGyED9rbfI3nT8eDqWd7mAL78kzyipVHX2iGxPmEwHwOHQ7wDVaOyP4uLb4PXeCLOZ6k40paqtJWXk/v1JVWDwYJqBrF1Lsws1U0uAlo5RnauSkodgMKgoiGVAcfEdCAbfhyRtRmMjMHu2+lIeIJ3OiRNJHaSxkWaN8bbjUTz3HM1E588nlR2e74aSkgwG9Crg+RKUlMyD230SeJ50zH76STk7a2sjJfjobGf4cFKn2bCBVgOpHKOOGhXT43Q4rsoqBIbNNguBwBsIh79FVRXpXq5IMOxYtoxmHhMm0L+9ehHnX34hxxFqq4jiYrIwitQCp1O/x3iO41BaugBNTaMAiBg1imyk401Mw2HgoYeABQto5jtqFKnPbdtGs8Wff1Yve7/96PsBAIvleNhs+nWyLJaJsNnORyDwLIqLqe5PE9QYN24ETjmF3ulRR9H3EQpRG7/3nvr+pckUrw7Ewel8PqugbyUljyMU+gaMtWKffcghRfyeJ2O0FbVwIcmUceNIxaq2llawX32lvooYMCBm2Wc07geH4xrd3LKaSTLGmM+3oEM6r1gBNmpU9jMhAOz008H+/jsq8S1Z+WqMQpZF1th4YAe/efPU/fRpvcrLwV5+OTYaNTcfkTU3xhgLhb5nLhfP7r9fvb6hQ8EWLVKf6X70EdjIker5brwx6qvx45z4tbSc2lHfO++A7bFH9m1ntYI98EDsWRoa9s5qphGFIGxhtbVFzOWiWf2FF+bW74YNA1u6NH6m8VBObefx3NpR1nffkY/LbLnxPK0yduyIrl4qslq9RCFJHlZf36tj1n/HHWAmU/b8evYk/5vR53W7L8qp7fz+VzvKWrUKbNy43N7tKaeAbd4c5Wdm4fCqrHhlLSQZY6yt7VrFMvWmm9Sdmaa7unRJdIBrYIHAe7nQYowxJoouVl/ft6PcZcvI2arehj7sMHph0XIaGvZjkuTOmZ/P9yyrqSEHwNG6jEZyyrp9e2rHpy4XOW296y5lW0+eTPe93v/mzE2WfayxcWxHfX/8AXbCCfrbbsQI2lqJllNXtycThK058wsGv+zYUnG5wN58k5wN6+FmMpEAim6f0Ed+YR7aTlIMMn//TYJc73ZKnz5g778f41ZbW8RCoZ9z5hcO/8lqays6yv3ySxqU9b7bGTPANmyInzgcxmQ5lDM/j+cmhUy57Tb9MqWqCuzZZ+O/GZ75/Quz5pSTkEx8KJcL7JdfUns/jr+KimgfKL6hXS5LXgRkFKK4kzU07K3YM5s/n/ZeMjX0PvvQ/lr8szU2HsgkqTlv/Hy+59nmzTwbNIj2ST/6KL1wTLy++oo+pt69wf76C6y9/eG8cZMkD2tqmqSo7513Us9i469evcAeeUTpgbu+fi8mCJvzxi8Y/JLV1jo6yt+8Gez669W9gsdfHEd7aPF7fCQgL2WyLOeFmywLrLX1LEX5X39N3sUztV1lJdgttyj3mGtry1gotDQv3BhjLBxey+rqunaUv307zfa7dcvMb9y45H7a3DyNyXIgb/w8ntsU5f/6K9j06ep7yfGXw0F7zuvXx/MzZ7WHG4+c424D5Mexre1CRfCo2lryv/jjj3QkHwjQvsrAgbTPduSRSjtlk+kAOJ0v5hyFMBGy3A6v99pIAHYWuUd7V4sXU/CgujoyterWjcy0jjySPJHEHB4Y4HBcg+Li27Pab0mHcPgX/P77DNhsW3TFaInC4wFaW3tg+PCXYbFMzCs3xkS0t9+L9va7EB+8fs0aOjlcvjzmjLi6mhyvHnZYsg2+zXY2SkoeAc+X5pWfKG6G230OBCHmNNTvJ7+S335LvkNbW8mJSu/epMp07LFKTzE8X4mSkidgs52SV27E5Xl4PFeCsZhPwC1b6LtYtoz2vkMh2tMfPBiYPJk0HOLtlM3mqSgtfQ4Gg4p7mxwgSQ3weC5GMPhOxz1RpHb78kvan29spD3HHj3Ibn/atETfBzYUF98Nh+PyvMZ7B4Bg8FO0tV0AWa7puFdfT/veP/1E2jR+P9lnDxhAMuWoo5QxoozG4SgtfREm07DkCnQgL0ISoAiFXu/NCARe0hXGlee7weGYC4fjCnBcVudImhAKfQOv9yZVJw7pYDYfguLi+2A261NA1QPGgmhvvxc+35MK79uZwHGlsNsvQFHRrTmFQc0EQVgLr/c6hEKLER1otMBo3B/FxXfmLda2GhiT4ffPg8/3ICQpg+6UAlbYbDNQXHwvDAYVv2Z5giTtgMdzPYLBRdAT59pg6Ieiohtgt5+bOXEOCAQWob39DohihlCEChhgsUxDSckDMBo1+KbLErLshtd7KwKBBQqfk5nA83vA4bg84h09d5mSNyEZhSy3IRB4CcHg+xGHuW1JaXi+G0ymkbDZTofVenynCsdECMIq+P3zEQ7/EPEpl2jSYITROAQWyyTY7RdqDi+QDzAWRCCwEMHgmxCE5R2ewuPBceUwmUbAZpsOm20GOE6D88k8QRT/ht8/H6HQVxDFPxA/uyTwMBgGwGweB7v9fJjNGnzS5QmMSQiFPkEg8DLC4V+T/E8CAMcVw2QaDotlGuz2c3XFOckVklQPv/85hEKfRpy++pPSGAy9YTKNht0+E2bzVHBaw3rmAaHQ9wgEnkc4vDTivzVRLFhhMg2DxTIVdvsFeZ/ZpoMsexAIvIJg8N2ITHEnpeH5rjCZDojIlBN0R5NMh7wLyXgwxiBJf0d8y4XBcVYYDP0022J3NhjzQxD+BGNeABx43gmjcbAO7zSdC0naAUnaBsZCAMwwGHrCaOy9u2kBABgLQxTXQZZbAcjguGIYjYPB8zp8vXUiJKkRkrQRjAUAmGAw7AGDoX/el4XZgDEJorghMggK4Dg7jMaB+kOddhJkuQ2i+FdkRWgAz1fAaNx7l05mUoFkyhZIUg1iMqUvDIbMzj6yRacKyQIKKKCA/9+x+4fVAgoooIB/MQpCsoACCiggDQpCsoACCiggDQpCsoACCiggDQpCsoACCiggDQpCsoACCiggDQpCsoACCiggDTpdO1SW3ZCkWpDSrBUGQ89/jbI2KaZuj9jWcuD5UhgMuz6yXCrIsg+yvCNOmbzHv0ZZG6AA9LLcAoCB44pgMPT6VyhrA6TsTor4QQBGGAx77FILm0yQ5SZIUgMAERxnh8HQ+1+hrA2Qsrsk/RMxBSRl8n+LAQhAyu5koCKA4yyRftd5MiXvb4UxAcHg2xGzxBUREydllUbjkIhZ4hmwWA7ON4W0kKTt8PufRzj8PQRhVZLZJJn97Q+LZRJstnN3aedgjCEUWtxhlkhmk/GeRHkYDP0j5lcnw2I5Wlf4iFwhy83w+xcgHP4agrAiyWyS44pgMg2HyTQedvt5uzxcaDj8MwKBVxAO/6JqNklmfyNgsUyDzXbKLh2sZdmHYPB1BIOfRNpuZ0IKC0ymYRGzxHOyckqcCwThLwQCLyAcXqpqNsnze0TabipstrPB885dxo1kynsRs8QVKmaTRhiNgyMyZQYslgwB1XUibxY3jAXQ3n4//P6nIcv1mvMZjUPgcFwDu/3sfNBICUFYDa/3VoRCnyLZXjsVTLBaT0Rx8Z2dasgfc9LwiMqgkhoGQ0/Y7ZfB4ZjbqbMQUfwH7e23IhBYCEBrRCsOFstUFBXd0ek23IHAQrS33wdRXKU5D8dVwG4/H0VFN3Xq7Jwcv9yBQOBFVT8GqWAyjUJR0c2wWo/uNG4AEAp9i/b2OxEOf6c5D8fZYbWejuLiOzrVHJAcvzwIv/8phYexTDAa94bDcRVstnPzYv+eFyEZDv8Et/tcSJKGSEcpQC6hntUVD1cLGBPQ3n4X2tvvhR4vLErYUFx8V0QY5Xc5KYobIu6+Uvju1wByCbUAJtO+eWRGM1u//xl4vddG7NuzAQ+H40oUF/8n7zM3SapDW9tFCIU+yLoMg6EXnM7nYbEcmkdmhGDww4gLQQ3R01LAap0Bp/PxvG8VkAvBa+D3PwM9np3iwXFlKCl5DHa7vuiDWhAO/wK3eyYkaX3WZZjNh8DpfD5nfwc5C0mf7xF4PFdBuSzMkgxXgrKyD/LmF1GWW9DSciQE4Ze8lGc2T0VZ2bt5c0sWDL6P1tbToH12lg4mOJ3P6wo1mg6MheB2z0Aw+G5eyjMah6G8/PO8bV+Ew7+itfUoyHJTXsorKroDxcW35qUsxhi83qvg8z2cl/J4fk+Ul3+eN1+rorgNLS1TIEmbMyfWAJttJpzO5/K29ePzzYPHMwfaV3ypwXHFKCt7L6dBMCch2d7+X3i9WQTWSQsryss/y1lQyrIbzc0TIYoqkbNygNk8AeXli8FxtpzKCQTehds9HfnoCDFwcDoX5Lx1wZiA1tbjIlsT+YPBMAAVFd9nFUAtHuHwr2hpmZzD7FYdRUU3o7j4PzmX09Z2Cfz+eXlgFAPHVaCiYknOglIU/0Fz83iVPdHcYLWeitLS13Jeafl8j8LjmZsfUh2woLz8I1gsU7LKnbWQDAbfQ2vrCSn/zli8Z299f+e4YlRWrobR2CcbamCMoaVlCsLhr7OqPxN3q/VUlJW9kRU3gHxaNjaOAsdlu/xPDcZ4VFR8C4tlQtZluN0XIhCYn2X96dvOZDoQFRU/Zb2HKkm1aGoalnIGman+dGAMKC19AXb7OdkVAKC9/SF4PFdlxSETd57vjqqqtVl7eGcsiKam/SGKf2XNIV0+h+M6OJ33ZcUNoAgHLS3H5PT+UssUByorV2V1tpCVkJTlJjQ2DoEsx2JMCgK5fF+6lEJjhkIUKFwNXi+5Wx85Ehg7lkJS9uunfECzeSLKy7/JauPV53sSHs+linvNzeQyP8pv9mzg5JPV8z/1FIUfjXIbNYrcxMejtHRRVqE9GRPQ1DQCJ5ywFkYjlT92LIU+MGXhJ1QUgT/+iD1XSwuweHFfVFWtycohbyj0Jb75Zipmz45xGzMG2HNPbfk/+wy4775YvjFjKDxoPIqL70ZR0Y26uQFAS8sxCIU+6vjNGIVkjT7/zz9TqNQuGiarjFEY1WjeVauAn34qQffuf2alCiaKG7Bx47449NAQRo2KtUHfvtoEz8aNwBlnxPKNHasMNQFQKIzS0hd1cwMAj+dq+Hz/U9yrraVnj7bBf/8bHyI2NRgDtm+P5Vu6FHj7bR4jRizN6qBOllvR0LA3JkyoR58+sTYYPBjgNUxO/X4KG3LAAZR37NhkmWIyjUNFxfe6Z7tZCcnW1tPR3v461qyJNdKvvwK+uKgNPE8xmBOFC0Bxt89M2DqrqlJ+lP36AU7nU3A4LtLFTZK2o7FxMJqafPjllxi/vxIGz+nTgUceUS/jjDOAb76J/eY4ivEcLzTLyqpQVbUBPF+mi5/Xewfq6m7H3ntTbJgo7HbgwAMzC01RpHaNPtcvvyTHkl69Gthrr7koKdG3J8aYH42Ne+Pxx7fjrruUf+vVS5vQvPVWigMej/79E4WmGVVVv+v2+h4IvIHW1hlJQrE24eDzySeB449Xez6lUPz5Z2W8eAB4913g4IOPRHn5J7q4AUBT0zh89NFSnJsQcaG6Wtl2qYTmiy9STPN4dO+eLDTLyj6D1Xq4Lm7h8G9obh6N2lpZIRS3blWmu+oqutSQKBRrapR/f/BB4Oyz90Zl5RrdKwW3eybWrHkJBydoBJaWQjHgpBKa338PnHqq8l5lZazdokLT6XwUDsccXdx0C0lR3IrGxn5Yt07G5MnKvxUXA+PHx4gNGqT+QKEQfchLl1JQn+XLKXB7FE4nzY7M5t6oqvpbl+SPjpZXXw28/rryb/37E7+xYykoVKrAW/X1sY/ohx9ophKPyy8HrrsOKC5+AEVF2vdkGfOjvn5PSJIbGzbEOtyPP1JAr3gsXkyCMhHbthH/eBQVxTpCtCMZDDZ06VKjS4j7/c+ire0CtLcDv/1G/H78kVYI8YHfR4ygYFZqaG0lwR19rvXrSThFcfTRwPz5gM02C6Wlz2rmBgCNjftCENZg5EjA5YrdNxopgNu4cdQG++9Pwb8SEQpRIKtg3DmZxaL8CPfdFzCbgcrK33UFkAqFlqClZSKCwVjfXrqU2lGI21UpL6dAamrfhd9P6X/+mb6L1auVA+ngwcBXX9G+eEXFEs3cAKC19SQEg+9g+nR6L1HwPDBkSKztDjwQKClRL2PCBGBz3FmP0Qjstx/lHTOGZnF2u/5VliTtRENDb4ii1LEqWrqUVn7+hCgXa9eqf7dRmRIV4L/9RveicDgoMJzF0h3V1dt0HTLp3mWlqIMyBg0C+vShhquspL95vRRh7fjj00+Tox3zkEPoo48KyD59qLEPPpii7UnSNl2HB4wF4fcvABAT0gceGJuRbd9OM6CjjkotIAFaqh13HHWWnTtjnMeOpVlAdDni9z8NPWNMIPAGGHOD5+ljPeEEmslEBWRFBbVn797UcdXQqxflnTAhtqRsb6eIj8ceC+yzTzRSYaCjLbTC53sKAAndSZOA4cNppiHLsdn08OFUdyqUlQGHH07ttG0bCUijkQTrkCE0SAFAMPg6ZFm73mA4/CNEcQ04jrZqDjyQouQBNLveupWWW+PGqQtIgN5hNE2vXnQvFCKeU6bQ9o/ZTPf1HrxE01utNABPnEicogKyb9/Y/VTfhd1OfX/kSIqqGBWQgweTAIq2OxlCaA/cJUkuBIOkJnXQQTQQDBtGPGSZeA4dStEaUwlIIMYtGjFRFInnqFHEzW5XtoVWkBqS1CF0jz6aZqlRAdmtG/EeOTL1dxuVKZMn0/uMCsjevem7PfhgkgOyvBOh0Ie6+OmeSdbXd+3Q+2IMOOUU5cgEADNm0N5GJiSOTABw5ZU03Y8uR6zWk1BWtkgTt0DgbbjdJ3dw27iRPvZEfPllaiEUxZIlwGmnKe+ZTLStUF0d41devkTzIUlz88EIh7/v+H399cDLLyvTjB4NvPNO5kOvmTPpOeJx3HHAvLj+aTQOQ1WVttN9QViLpqbYzMnjoRlZ4kg+fz4NMun4bd9OHTN+9glQOND4UL1O57Ow22dp4ud2X4BAgGaejAHPPgvcfrsyTdeuNIs1plnpMQbceSfwzDPK+8OG0ew9Co4rQpcubk0zDln2or6+AlE9XMZIECeuQK67DpgzJ33b+f3URm0J48cjj9AeejSvw3ENSkoeyMgNUGqhMEZbSYnbXWYzsGJF+skDY8BrrwHXXqu8X15OeeND4VZXb9ccLKyhoZci0uXpp1No23icfDK1Qaa93UMOodVLPObMobaP5rVYjkV5+fuauAE6Z5KStF2hGCsIyQISSH5ANezYkSwgAeC775QNIQi/auYXrw/JcVSWGlLdz5RGEGgZlA0/xiQIwnLFPbV2WraMYpSnQ6pnS7wnin+qRuVTQ2Ko3V9+SRaQAHHO1FGXLEkWkGp5w2E97zbGj+PU2662FtiwIX05qdpuzRrl/iRj7ZrDrArCSsQbKmzZkiwgAW1tt2pVsoBUy6tH91dL24XD1LfTIVXelhZqP2V52vhJUq1CQDJG/ScRWtqutjZZQKrl1SNTAJ1CUhBWKH6bTDSrSkS3bpnLKiujpUkiuiZYOZFg1qYwnMgvsaxM97PJm1hnKoji+iSBpVZHRYV6u2jhl3xPgiCs1sRvV7RdYr/Q2naMBSCK6zLWYTCo90ct/IqLaZshG36J6SoqYsv2eGj5LrT3u1Wat3o6+91yHLBHgo1Atm3HceqaCVq4OZ2xJX+6vLJcG3GQoQ26hKQoKs0OOY4OMRQF8sBll2Uuq6gIOP985T2LhVRzMtWrld/hh8f2T6IYMAA48sjMZZ18cvIJ7ujRdGXDTc1kc86c6P6h8p4WlYe5c5W/OY7yJiLbths6lPbp4lFZSSf/mTBpEu0txWOvvWg7IB5azVhFcQsSle4vvJA24+Nx+unJ6kZquPTSZM2Biy9WLhep3uzebWkpcE6CqqXVClykQVGjTx/aW45HWVlyeYx5NdkzMyZAkrYp7p16arLgGD+e9vwy4bzzkjVWTjopWVVJ+7tNTnfFFcrfanJGDXY79Yt4mM30brXUmwq6zukphrES55xDDfTOO9TJZsygTXUtuOEGOlz57DPqWGefrb5XqHXJmMjPbCaVjgULaDkwdCjx1TJTKysDPvkEeP55YNMm6kBnn5085c+WG0D7J++9R/s8wSAJkcMO01RcR0dftIiE6qmnJp9658pv/nzg1VdpGda7N3DuuckzBjUYDMDChdTuq1bROz7vvGShppWbmtnmwIGkD7lgAdDQQBv206drK23sWDqdf/llOmw85hjaZ02EWpuogdyxKXHrrdTfPv+c9uzOPjt5wE6Fxx+nw8ElS0gF6Nxzk4WQVn5q3CoqYn37779p4E/co0yFvfaidn/hBVreTpqUrHqjlRshmd8ZZ9AEZdEiGsxmzKBDGS245hqaCH36KR1CnXUWHWZmz0/nwY3Xexfa22/RXHi+UF7+nSaXavX1XRQK7rsCRuM+qKpakzFdILAQbvcpu4CREk7nfNjt52dM19R0EARBZYO5U2FB166Z7dYFYTWamnat6zAAcDiuQklJ5hNIt/s8BAIv7AJGSlRVbYPR2CttGsb8qKvLj68BPbBYpqG8PPMpcnv7/fB6r98FjJQoL/9Cs5miruV2rja32UJrvTy/6/lprXN3cNNT7+5wqqr9ve4eh6/a3+3u4MeD5ys1pLOB49Lo9XQS/t1tp+971CUkTab9dZPJFeTxeoCmtLuDn9Y6yYlq7r7t9EI7v13fdkajtjrJq3jn+S1MBZNphMZ0u6PtBmnyRsVx3C534Av8u9sOsMJoHKw5ta49SaNxHwBmJHp87kwYjftptrgxmUYgEHipkxkl16kFPF8Cg6EfJGlTJzOKr7Nasw2y1ufIJ/TUaTKNQCj0cSeyUatT6wDz72+7cFi7hc727WTZ0thIe4Ldu5MRQTpF82z5kbCyAdC2RxgOA7//TmpWPh+dZQwYoN3Gm7jtq8tsUtdMkuPMsFimJt1njJTA38jCMY4gALfdlqxUHYUez8wWy1FQm61t3Uqb+jt26Oe3aRMpzDc2qv3VCotlstofVGG1TlO9/9BDpHyvpluYDozR4cp/Unj3sli0t53ZPB4cV5p03+2mtkvUg9OC+nrahE+0m49Cz7tN1Xbvvkt9L5NuqRo+/phOPtXa3WQar9nbjtHYG0bj0KT7gkAHhV+ndkaVEj4fcUuVV8+7tVjU2y4efj8d5EyaRAc5559PduTXXENGFUOG0OHOd98pzUzVwPN7ap69cpwBVusRGdNt3EhGJkOH0un/FVcAN99MmgpTp5Lhw113keVZJuhpOyALs0S7PVlH5/nngTffpIeYO1fp6CIddu4ETjyRrCduuYW09pWwwG4/TzM3o7EPLBbl8bDfD8yaRUrvhx2mtKpIB8bIi9ERR5D99kUXkRlWPGy2U3R5jLbbL0KiEP/qKxKQDz1EKizqwjgZbjd15Ntvj3ktSoTDcYlmbhxnh82m9EMpy6TO9eOP1DFffDHzBxLFDz9Q5/3mG2r/RAVpk2kMTKb9NPOzWk9P2ltbtw64+mrqe9OmqRsnqCEYpP52wQXUbo8+mpzG4VDRG0kDte/irrvodPvMM4F77lHacKfDunXU795/n4TAP/8o/87zXWG1qnjwSAGLZSKMRvWjdcZIw2L8eGqTVMr4kkQCe8YMUo/bmEaDxm4/X9dMTa3tomhpoXc8aRJNwtrb1dM1NJC12dixwP/+p7TbVsKk6SBTAaYTsiyx+vr+zOUCc7nA3nsPzGgEA2JX795gCxeiI03itXMn2IMPghUXK/N17Qq2Zk0sXWvr2XrpsUDgk478NTVgxx+vrAMAO+UUsD/+SM1v5Uqwo49Oznfhhcp0odBvuvk1Nx/ekX/pUjCnU1lHRQXYk08SdzVuNTVgCxZQW8Xns9nAvv02lq6xcYxuboKwgblcho4yrroquQ0mTQJbtix1223YAHbuucn5pkyh9x5N5/e/rpuf2315R/6//qJ+Fl+H1Qp2++1g27en5vfRR2CDBinzcRzYa6/F0tTVdWWyHNLFTZI8rLbW2VHGk08mt8GwYWCff56a29atYNdfD2Y2K/MNHgy2eXMsncdzu+62a29/Mqm+tWvBDjssmaeWy2wGu/lm5Tuly8JE0aWLmyzLrKFh7yR+r7wCVlWVHb+BA8G++iq5jVtaZuhuO91CkjHGgsEvOyq9+urURA85BOzFF8E2baK0a9aAPfQQvXS19BYL2MsvU9ra2nImirXZ0GPNzccyl4sEYd++6nWVlIDNmUOCZedOsB07wL74ggShzaaeZ+hQsL//Jn5u9wVZcSNBZGMuF9jjj4MZDOp1DR8O9sQTYH/+SfWtXw/27LNgY8akbu+77452BiMLh1dmxa+t7RrmcpGgGT069Xs6+2ywTz4B++cfEtw//AB2zTVg5eXqefbcE2zFCuLX1DSJybKsm5sktbC6uq7M5QJ75x0wu129rj59wO67jwY7l4ve2euvgx1xROq2O//8eAH+TlZt5/M921HG9Onq9XAc2LHH0iRiyxZqu99+A7vzTrCePVP31cWLqdz6+n5Mln26ucmywBobR3Twe//95IE2/iovBxs5kgS7xZI63aRJygmH13tPVm0XDH7HXC6uo+9dfHHqOjkObMAA6p+p2izaTx94IDbhqK11MlHcqZtbVkKSMcbc7gs7GmbePDCHI71kT9fQAD1stCNQR301W2pMFGtZbW15x8xm2rT0dRuNqYVV9JoxIyYg6+t7MUnyZM3P6/1fx3O++y5Yly65tV1ZGY26sZnGLVlzk+UAq68fxFwuEoAXXpi+bp4HM5nSpznkEJq1UEd1MEHYkjW/QOCjjudcsoQ+llzazmpVfkgtLadkzY0xxpqbD+uY8d9xR/q24bjkWWPiNXQorTjomTkWCn2fNbdweC1zucxsyZLk1V/0mjAB7O23lTPETZto5bfnnup5hg2j521sHMlkWcyan9t9KXO5wM47T70eux1s7tzY4BffD04/PfU3/MgjlM7neyErXlkLSUlqZ42NByqWjgcckP6Fp7pOPplmStGy3O4Ls6XVgWBwMXO5TB0d9r//BSsq0s+trAzs6adj3GprHSwUWpYTN1mWWEvLiYplT7pZTrprwoTYDI1maVOZLIdz4hcOr2G1tWUdZb76amZBnkoA3XFH/AfHM79/YU7cGGOsre3aDm6bN4PNnJld2w0ZAvbNN7G2a2gYyiSpJSduoljL6uv7dJS5eDFY//76ufE82OzZtASPzdLuzbntfL7nmMtFQiW+vooKsOeeS70VEJ2Rz55Nwj2e51tvgdXV7cEEYXNO3GTZxxobx7LffiM+8fwmT1b2c7Xryy/pncbn23dfmrG3tp6TNa+shSRjjElSM2tsHNlBcscOWuZUVmrrCAMH0jIo/kFbW89lsizlQqsDgcB7zOWydJS9fDnYccdp42Yw0Owxfo+0traYBYPf5oWbLIdYc/NxHWXX1IA9/3zyPluqq2tXWq7H7102NU3OaimmhlDo147ZuMtFe4DnnZd51hi9DjssfgZEWwA+38t54cYYY21tcxX95r33aEajhZvTCXbbbTRTjheQ2W7vJEIQtrL6+r4dZW/dCnbdddoH6ZEjwT77TPldZLMPmQrt7U+wrVvB9tuP6hs/Huz339MLoPhr0SKw6mrKe+ONtIcbDv+RF26S1MoaG8ewhQtjq5S77kq9R594bdtGWyfRCc6vv4K1tp6Z0ww355CystwOj+cyBAIvdtzz++lk+N136cQ63ruyzUYONE85hU6bY7pNFhQX3wmH45q8BBSPgmKCnw1J+rvj3saNpHK0eLHSwzVAzliPOIJsPnv3jt03GvdBaekreY1tzZgEr/dW+Hz3I+rAQRDIrnbRIvKyHO9F22QiG9YTTyQ775hDBg52+xyUlNwPjkvw0pADKCb4GQoXbzU1ZM/98cdk9xuP6mo60T7zTKW9LM93R2npC1lHq0sFn29eJCY4qVMwRioqb7xB/8afhPI8OZs97jjqe/E6f1brdDidT+sOxZEOklSPtrZzFU6jW1uJ2wcfkOf9+C/P6aQT3BkzyBdl9BPgOGcktvVZeeMGUDjjdetm4a23mnHZZcmOVjKhvp76wfXXH4TS0pdzjm0dD1n2weOZi2effQ5DhpCOpl589BHgdBpx1FF3wuG4PieZkrOQjCIY/BRtbRdBlpXKiIEA6ScGAtQxe/RIdopqMo2G0/kCTCaNHgB0QpZ98HpviHhMVnqTaWwkQ32OI1dWyU5HzSgquhZFRbeA41T8X+UB4fBytLWdC1Fcq7gvCKTY6/WSc4iePZM91RgMA1Ba+hzM5oM6hRtjEny+B+D1/geJCr+trTTISBJ539ljj0QHIDxstnNQUvI/8LyzU/iJ4ha0tc1COPyt4r4kkYqZ201t1rNnshstnu+CkpInsgrophV+/4vweK4CYy2K++3t9F2Ew+QAY889k5WhLZaj4HQ+A4NBYxQ2nZDlJrS1XYZg8E3deTmuCMXFd8Nuvyyvk5p4hEKfo63tQkjSP5kTJ8BkGhmRKcn6q3qRNyEJAIwJCAbfh98/D+HwdxlSm2G1ngiH42KYzePzRSEtJGkn/P758Pufy+hmymDoBbv9Qths58Fg0OCkMEcwxhAOfwmf76lINMB08bh5WCyHwW6/GBbLkTnHOtYCWW6B378Afv/TGYPa83wlbLZzYbdfBKNxr07nBpADX7//KQQCbyGT9YbJNAZ2+8Ww2U7O68w7FRjzIxB4A37/Uxn9LHJcEWy202G3z87rqiUdRHEDfL6nEAi8BMbcadMajYNht8+GzXYWeL7zbcIZExEMfgC//ymEw9+AdiRSwQSr9QTY7bM1OcTRirwKyXjIcisEYSUEYUXEwWUYHGeFwdAPJtOIiGmQBp9lnQDGGCRpEwRhBQRhTSTIPQeed8Jo3A8m04hd9nGrQZZ9EMXVEITlkKRtYCwEwAyDoWek7fYHzxfvNn6StD3Sdqsgy60AZHBcMYzGoZG2G7hLBLcaGAtDENZE+t3GiEssEwyGPSJtNwI8nyZGQSdDkhogCMshCCshy40ABHCcHUbjIJhMB8BoHAKOyyK2cB7AmARR/AuCsCLi1d4HwACer4DJNBwm0wEwGDR4Du4kyLI7TqbUICZT+sbJlBQBjnJApwnJAgoooID/C9g9w30BBRRQwP8nKAjJAgoooIA0KAjJAgoooIA0KAjJAgoooIA0KAjJAgoooIA0KAjJAgoooIA0KAjJAgoooIA0KAjJAgoooIA00BUITCtk2Y1Q6POIZUHU4kYEx1nitOMPhMUyebdYFwjC7wiHv4/wWxuxuAF4vhRG474wmUbAYpkEo3HQLufGWACh0BcRbsshSf9ELG5McRY3I2GxTAXPF+1yfqL4N8LhryMWN6shy2STzHGODosbs/kgmM0H7HJujEkIh79FOLws0u82gbEgAIPC4sZiOUxjONb8QpLq4t5t1OJGAsfZYDQOhMl0AEym0TCbJ+wWi6VweCnC4aURi5t1EYsbXmFxY7FMhsHQc5dzk+W2BJlSA7JWUpMp+fWxkFeLG0FYDZ/vcQSDb4Ixf8b0PN8Fdvss2O2zO82IPwrGwggEXoffPw+C8JumPGbzBNjtl8BqPREcp9NNik6I4hb4/U/C738xyRmCGjiuBDbbmXA4Lu10Yc4YQyj0AXy+JxEOf4309rMEo3Ff2O2zYbef1SmmYvGQpAb4/U/D738WsrxTQw4LbLaTYbdfCrN5VKdyA4BQaAn8/icQDL4PQMyUHAZDH9jtF8JuPz+vnonUIMvtCARegN//NEQxRcQ2BXhYLEdEvovMAbxyhSCsiciU1zXKlGrYbOfC4bgYBkOPvHDIi5BkzA+P5wb4/Y9DyweURIIrQnHxA7DbL+oUjyKCsAJu90yI4h9Z5TeZRqO0dEGnCCPysvMgvN7bAaSMXpQGRhQV3RDxUpT/WbkobkVb27kaHJaow2Doj9LSBTCbx+WXWAR+/0vweOZmdMyQCjbbrIiXovw7a5DlZrS1XZqVlx2APviSkqdgs52QZ2aEUOgLuN2zkjx3aYXFciSczmc7xZ6bsQC83pvg8z0KQGcYUdDKprj4Ptjtl+QsU3IWkoKwBq2tJyj8NWYLs/lQlJUt1BWBMBO83rvQ3n4HtIzg6WFFSclDcDhSR3bTC0mqQWvrCRCEX3Muy2gchrKyd2E09s0DM4Lf/wo8ntkd/hqzBw+H4xoUF9+bt0FQlr1wu89AKPRhzmXxfA+UlS2E2Tw6D8wIodDXcLtnQJYbci7Lap2B0tLn8+YQhjERHs/lEdeBuYHjSlFa+oKu6I2ZIAh/RmRKmpCMGmE2T0RZ2aKctldyEpLh8G9oaZma9SiuBqNxKMrLv4HBUJVzWW1tl8PvfywPrGIoKroLxcU35VyOKP6DlpaJkKRtuZOKgOe7oqLiWxiNA3Muy+d7HB7P5chmZZAKNttMOJ0v5CwoZbkNLS1TNG+baAHHOVBW9jEslok5lxUMfoTW1pOR3cpAHWbzJJSXf5Lz1gVjIlpbpyMUei9PzADAAKdzAez2M3MuSRBWorl5iqYtJ60wGvdGefm3MBi6ZJU/ayEpipvR1DQqrw8Thck0AhUVP+Y0cnq9d6K9/bY8soqhpOQpOBwXZZ1flt1oajoQkrQpj6wIPN8dlZW/wWDYI+syAoE34HafjnwKyCgcjitQUvJQ1vkZE9HScijC4e/zyIrAccWoqPgRJtOwrMsIh5eiuflQAMGMafXCYjkaZWUf5jTIuN3nKKII5A8GlJV9AKv1qKxLEMWtaG4eFTnQyi+Mxn1RWbkUHGfPnDgBWR2hMSbD7T4bd93VgrffJg/QeiCKwM03Ax9+SJ7BEyEIK+D13poNNQBAOPwL2tvvTLofCAA//QQ8+CCwfLlKxgi++44C1v/6K3mOToTHcyVEMfulgMdzuaqArKkB3nkHuDOZugIPPAC89RZ5tk6ELO9EW9uFWXOTpB1oa7sIiQJSEICVK4EnngA++0xfmaEQsGwZ8NBDwJdfPoxQ6Mus+bW3368qIJubKezFzTdT+BA9qKsD3nsPuPVWL1pbzwBjQlbcZNmHhoYzcNNNQXz0EdDUlFUxCogisHo1MG8esHDhx/D7n8q6rEBgkaqA9HqBb74B7roL2LpVX5mtrdQfbr1VwrZtMyHL2T00Ywxtbefg7rsbsXChfpmiXiawYQOwYAEwf/7v8HhuzKqcrGaS7e0PYdOmq7D//rF7PXsCY8YAY8fSv927p86/ejVw5JGx3/36xfKNGUOxUgAeFRU/wmweo4sbY0E0Ng6HJK1HIEAf9tKlFC9m5cqY0LvoIuDWFHL48sspxgwAWK3AyJExfvvtB5jN5N2aZrv6xplg8GO0tk4DQEJx2bIYv23bYul+/VW9Dd1uYMiQWHyU7t1j3MaOpfAYAOB0vgK7/Qxd3ACgpeXwiKoFsGZNjNuvv8aEz9SpwIsvpntGesfRvCtWxGL1nH028MADPVFZ+Ydux8GC8AeamkYACKO5Wdl269fH0r35JjBhQupy6upi+X7+GdiyJfa3JUuA4cNvQXFxhpFKBW1tl2HJkidw7LGxewMGKL+LygxbY6JI8W+i/H75JRarZ/x4YNEiByor1+p2Ci1JjWhqGgJZboTXC/z2W6yONWticajuuQeYOTN1Oa2t1O4//0z5//or1hdfeAE47rhTUFam/6DK53scW7bMwbC4SXyPHrG2Gzs2vUwBiMfGjcp329xMf+vWjZ65svJ7/aFO9Ecza2e1tSVs5UqwSy4B239/9Xi3PXuC/fmnekSzH36giGZDhijDU0avvfemyItNTQfrjmzW3v4kc7nALr9cPabxHnuAHX882AsvpI649sQTFKs7MawlQGFSb789Ghv8bd38Ghr2Zhs2qEdF5HmKYDd7NkV2VOO2di3YnDkUvlctdnL37mCrVoHV1fXQHSEuGPySuVwUY9luTy67rIxC3/73v6nb7rrrqI0S81ZVgR1zDNgzz2QfxL65+RhWUwM2YoR6lMFBg8DOOQfs66/VuW3ZAtanj3q7DxtGMcaXLQNzuSxMkpp0cROErczl4tmSJWCzZoENHqzOccgQZUzrxH6nFlHR6QSbOhXsnnuiEUVn6m67trarmcsFdtJJ6t9rr15gp55KceBTvduDDlL/Xvv3Bzv7bAqf63KBhcMrdHGTZT+rrS1jq1eDXXopvV81jj16KKOXJkbLLC9X/14POoj65T//gDU2jtXddrqVyQOBV8GYB3vsAdx0E83M7rmHZl6SBBQX00gtSUBpqXoZffsCd9xBI+Stt9J0neMoUFNtLQW9MhiAcHgJBGEdTKbBmvlFlyMVFcStooLKam8HBg8G/vMfipqXDiecQNfSpcTz77/puUIhmslVV0frmgeb7UTN3EKhbyGKf6E4MoHieQqe5fPR/084gZaLicG+4lFRAVx/Pc047r+fZk2CABQVAQ0NNNurrgZkeQdCoY9gtR6nmV+07bp2pXJKSuideDy0UrjpJuDQQ9OXUVlJs8ayMppxe700m7rjDpqRx+p6Bg7HdZpn4pK0A6HQJ+A4iiwI0OwgEKC2OPRQ4O67qd5UsFrp4nl6xvZ26nfTpgG33RYfKCwEv/95FBVdq4lb9HkAGf3703aJx0N9e/Fiqs9up6BpJSXJAb+i6NaNOBUX0/tsa6MAYdddp1x5BQJvRdSWtGmBMBaE378AAH2TkgR06UL/BgL0Xu65RxkdVA1OJ83WunalbyEcBiZOpHavijtn9fnmobT0OU3c6HneBGOtqK4GbryR+vN999GWkihSW9TXx75nNfTuDbS00PstL6e2Ky0FLr4YOOecWDpBWApB+F1X/CDdy+3Gxv0hiqs6ft90E63543H99cDkySSU0uG885L3t/77X3pp/fvTb7t9DpzORzVxC4d/QnMzBRVrbqY9u9NOowaLoqSE9iVTNXYU27YBhxyiDOnatSstM3v1ioUkraraCKOxvyZ+ra2nIhh8CwAtU775hjpYPM48k4RfJtx9N/Dkk8p7l18OHH00LccBwGI5HOXl2jYQJakODQ09AIjw+2kJOnu2Mmys0UjvK1q+Glpbqd1PPz221AFISPzwA7VhFGVln8BqPTK5EBV4vbd17DP//TctSWcnaGONGxfbJkmFDRvo/d98s/L+iScCjz8e+20w9EF1tTa1NsZENDR0Uxw4nHUW8NVXynSPPELhUfun6C6hEC0Xr7wS+PPP2H2epzC0I0bE7pWUPAyHY64mfoHAa3C7aetl507q22ecodxv79ED+PFHClucClu3Uvudd54yHO7++1OI4Sg4zo7q6jrN2ylNTaMhCL90/L79dmD+fGWaq64CDj88fd9bvZq+iU8+Ud5//HF6v1HY7bPhdGpXf9K1oSbLbRDF1R2/JYlmMol4++3MArK5mUbZRLz/vrIT6VFiDoViaSsqqKPFC0iARviPPspc1ttvKwUkQLPcmhplzOZweIlmfvHPsvfeFJc8EYsW0UiaCa+/rp43vhOFwz+AMW2KuOHwj4jqktrtNANMjKstijS6p0NZGbB5s1JAAjQzfS9B60TPu41P27ev8qOM4qeflPu6ahg4MJkHQEIoPk63JG2BJGlTshbFdQoBWVeXLCABOqhMJSABWkHIslJAAnTvjTeU9+L7eibEp+3enQarxAPJHTuA7zMoDOy1Fw2SidOqlSuBdetivxnza9b9lWVfkiqXWt9+++30AhKg2aTaoeJrryl/6zWM0CUkBWEl4k89GYtt+MZD1KC3LUnJja2Wl2xItalTJIbrTCVstPBLlSbxfqYQoVFIUg1kuT4hr1o6+igyQS1vIjfGfBDF9ckJVcvT1nZaBHi+244xBkFYpbiXCz+1NLKc3O5a+SWmS/X82XJTK1MrN7W0/yZ+NOmSE+5lxy2VTEnMK4obIMvtyQlTQJeQFMU1it9GI3DcccnpTtIQ6726Wv0EMjmvCFH8MzmhBn5HHZUckN5qpSVpJhx/PD1fPMrLaQkeD0H4XRM3QViTdO/kk5PTTZuWfk8yCrU2Vrsnitr4JaYbM4b2w+LBcdre7WGHKWfbAO1Pxp/6AtrbTpK2dDghiUKt7fbbL/1MLQq1Z5g6NZmz9nerTNe9O7WflnoTsf/+QJ8+mfPK8s4O5yLpwJicZI57/PG0Tx+PqiraX8wEtXYfOBDYZx/lvWzbDlAujdPVm4iKiuTvUz1vcpukg+7ldiLuvhs49VQSPiUltE80Z4628p58kgSWyUQPeMMNwIwZ2upVA2PKdFVVwCuvAEOH0u/Bg4GXX6bDkkwYOBB45hla2gHAAQfQMiBR6CbWqZUbQJvKl15KG+JWKzB9Om1Ya8Ett5A6jc1GB12zZgHXqpwzaG27xHQmEz3vuHEkHHv1or2d+H2xVHA6gVdfpf03gNryhReojHjk0nZHHUUHJF260Ac/ZQrwnMazgvPOo32/6OHS8ceTDqeWerXye/ppOmwxGukw6+abtX3oPE99dsIEavfu3YH//Y/UfxKh5d2SUwjlVGroUOCpp0gYcxxw4IH0rq0abDcmTSI93W7diOukScBLL1E5ynqzb7s77qA9bauVDm0uvJDelxY8+ihwzDHUf8vL6Zs4U8UQSCs/QOfBjdd7B9rbb9dcuFYwltzI8Sgv/xoWi8oQkYC6ukow1qz6t0x1ZMvPaByMqqrMM12yYlEZAfLALx20Wgc1NY2FIPys+rfOajvAiK5dM6+jBGFlRD8ymzqy5+dwzEVJycMZy0hnxdJ5bQdUVf0No1Fl2hkHWW5HfX3qA5TO4mexHIny8k/U/xiH9vZ74fVmp+SdDpmeq6zsM1ith2sqS9dMkuedepJrRqaXxHHaPLSk45eLAEqXVys3jkvfdp0hIAFo9m7z72679On+zfw6ixug7d2SrXdqTb9/c9vlgny0XUdaPRUbjftkTpR3GDTrSe4OflrtfE2m3dF25B1IW7p/b9sZDH3AcY5OZpMMrW23O94tz3fV5NmG4wwwGrXrGecLWt/t7pEpnK56dQlJk2n/zInyDKNxb81G6SaThg2zPENrnQZDD/C8fs9GPh+plLRrP4zrAMfZYTTurSmtyaTfk7gsk6pPQ4O208fkOrW1HcfxMBqH668gR2htk2zajjHSKa2vJ/1IvdBTZzb8coX2ttsf2biQ8Hrpu9Brpw8ABsMAXSaxOpfbZSlH108/Bf75R09pMSxdCqxdq/43szmNEW5S2oNV7weDpASupq6UCeEwbUynypsPfvFgjOx1r7qKDov696cTzwED6N85c8i+WMtOssk0VrNHdbN5PIDMadvbqT2mTydu++xDp8p9+5Ky70MPkT6ptjq1t53Fot52mzcDX3yhuRgF6upIP1INBkNPGI291P+YAKNxKDgug3UCqC+9+y4duA0eTHp/w4fTAcrEiXQQtUmjY6h89LuWFtJzzsYPWHt7sv5hDFaYTAdqKofnizRNvmSZdE9nzyaLuYED6Xvo1w8YPZqsklau1MZdT9sBWVjc+HxPwOO5THFv1So6IbTZyKrgsMO0lSXLdMJ9//10ivfZZ8lmZZWVq3WZEDU07A1JUuoGXn01nd4dfDCd0GZyMhBFTQ05wlixApg7N/n02Gw+CBUV2l12hUJfoKUldeOsWEEne+k8FEUxdCiZvamdekZRWroQNpuGI9UIWlqOQSikrmkfCtHp8RNPJCvoJ8JkIi2Fq69ObdnE83uiuvofzUJcFLeisbEf4nXq2tvplHvTJuCyy4BrrklW20qFH38ELrmEBMVbb5EDhXjo9Rvq8VwNn+9/qn+TZVL0f+ABbQPItGlkydYzZSgZC6qrd2j2ucpYAPX13RR+XyWJTpC//55Ubu67j7QktGD9euD888nY4H//I6u2eNhsZ6G09CVthQHw++en9Vz19dfkoWjDhsxljRtH30WiSlI8KiuX61p16p7n2mxngeNiAaiam6nBwmH6eM45h1R5Mi0Pd+4k1aF776VOtH07qcPEz9hMpnG6BCSAJM/hr70W0+BfsoRsfL/M4KmLMbLKmDKFBBdAwv/zz5Xp7PZLdHEzm6fAYEhW5PP76aOYNk2bgATILG/6dBLeHk/y33m+m25v0Xb7xar316yhge/uuzMLSICW3i+9RGosqayb7PYLdcUNMhr3gsUSO41kjNRCojOvxx+ngTrRSigRwSA9xymnkJs+SSIVE5crPpUZdvv5mrkBZOoGJJ8WbN9Oqj9XXKF9hv3RRzSzfPZZdcMCm+1kXU6pOc4Gu32m4t6DD8YsbN55h95vpr4nSTRQHnlkrJ1vvBH4PUHVUe93YbWernqw2dJC7+bMM7UJSICsro44gnw0qG1jmEwH6t+W0+0SgzHm9d7T4X3jjDPUvZ107UreZP7+O9mLzdy5YDaber7HHoum5VgwuEQ3N1n2sfr6fszlAvvjD3VvNgDYlCkxryXRq6aGvImMH6+ep6oq9jyNjQcwWRZ08/P731bU+e23YAMGqNen9erZE+zTT5XP4vM9l0XbyaypaZKiPW67Td3bkJ7rtNPANm+Ocaur68YkqVU3v3B4BXO5jMzlAnvxRfW6zGawiy4CW7lS2R7btoE9/jh5u1HLN21aLG1b27W6uTHGWGvr+Yo6n3lG3auPnmvSJPpmYuXamCBs1M1NFF2straMuVxgS5aoe/PhOLDp08G+/17Zdjt3gr3yCtg++6T2bFRTQ2mbm4/Lqu283geTvPp07Zpb2w0dCvbTT/HPwrFg8Cvd3LISkrIsssbGkczlAtu4kTpYKqJFRWAHHwx27LFgI0em/uB4Huyaa2JupNzuOdlQY4wxFgp9z1wurqOxu3RJza9PH7CjjwY78khyxZQqXa9e8ULVwsLhP7Lm19JyCnO5yF1bqsGiRw+wm28mt19//EEd+847wfr2TS0cHn882lEPz5qbIGxhtbUOtn07tUmq9pg6Fez558ml25o1YAsXgp15JpjFop5+8GCw1auJXyDwcdb8PJ5bOgT4nXeCmUyp+9P++1O/O+QQcjeW6lkOOYTa2OUCa2jYm8lyMCtukuRh9fU9mctF7u5S1TdqFE0Gli0jAfjRR2AXX5yaY9euYN98E3Ux91DWbefzvdIhMJ57Dqy4ODXHwYPpu546Fay6OnW6ffaJupcDq62tYKJYlxU3WZZYY+MY5nKB3Xefuqs0gNzh3XMPCfI//gD74guw669PLVCLi8HefDMqUy7KiltWQpIxxsLhday21tnRYe+/X92PoJara1ewt9+OSfyGhn2YLPuypcYYY6yt7YaO8tasAZs8OfsR6ZhjwNavj/Frb384J26S1Mjq63uzzz9PbjOrFeyWW2jmo+Y3b8cOsHvvTe7gRiPYBx+A1dXtwURxR078fL4XmMsFNnOm+uicOGuNv377TV24Hngg+fPLtqNGIcth1tg4uqO+Tz4B22uv7N6ryUQDUXRgrq21s1Dot5z4BYPfMpfLxP7zH/WB75VXUrfdunXkl1FtgF63DqypaTKTZSknfi0tp3bUt3QpDSTZfhezZoFt3RrlzzO//52cuAnCBlZbW8ZefTV5pltWBvbww6l9cW7ZQpOsRB+yJSU0m2xo2JtJkjcrXlkLScYYC4V+ZLW1xR1Ef/oJbMIE7Y3M82BnnQX211+xh62vH8BEsTYXWowxWjrGL39qaqiR1RzpphPe8+crX0Zb2405c2OMMUHYxOrq9mSPPhqrb8iQ5KVOquvXX2lmHs17111gdXVVLBxekxd+Xu/9bNs2cu4LUKedM4cEXSZuNTU0q3U4KG91NTkCbmk5RbcjYDVIUjNraNi3o77Nm8lhrp5tgZEjY7MzuqwsGFych5ZjzO9fxGpqDOyEE2L1nXQSrbq0vNu33orN3qxWsC+/JGex2X7k8ZDlEGtuPqKjru3baVBOtS2ldvXvr5zUuFwc8/meyUPLMRYK/cxqa0vY1VfH6hs/nvqPlrb76iviF8370ktg9fV9mSjuzJpTziFlw+Hf0Np6YkfsXsbogOTpp8klk1rpUScTl1xCR/lRmExjUVb2HgyG6lwodYAxFondez+ip6JeL/m/fPnlxM36GHr3Jhf2Z5wRb6ttQnHxvSgquiov3ABAFLehtfVYXHPNGggCneBpsZ+NQhDIWWpzM/DEE/1RUfFhXmOD+3zPYOPGy3HqqSHcdhvZ6erBpk2ksnHPPcDEiZehpOQR3eEuUkGW3WhtPRnhcMwn2datZJP87rup9edGj6bDgKlTY1YZPN8FpaVvpVQzygbB4Cdwuc7ASSe5cfrp6j4J0qGxkdrutNOAGTOOQ2npq+D5/CjUMxZGW9sFCARiJ9CNjeSr4M036cBEDYMHk4+Ak06KaRFwnANO53zYbDofMA0oYuLxOOus7Rg6lA7oEh1ypIPPR5oovXoBN900CmVl7+cUGC9nIQkAsuyBx3MVAgGlh4GGBoqHsWULeUAuKQEGDaKOqlQ3sKG4+D9wOK7I20cUj3D4R7jd5yqCb8ky6WauXk36chxHRvvDh1NniDdrMhr3RWnpizCZ9ss7N8YEeDx3wu+/D9nFBudhs82F03l33uIyx0MU16Ol5WxIUnaxwTmuB8rKXoDFMjnPzGgQ9Pufhtd7LRiLqVMEAqRr+tdf5EneaqUPZvRoesfxsFpnwOl8PK+x3qOQpDq0tl4AQdDgwFQFjJWitPSxvIRqVUMw+AHa2i6CLNd13IsGfFu7lgKZGY2knjdyZMzZSxRm8yQ4nc/rjrejBbLcjra2qxEMzgdNCvWBMTOKim5HcfG1urQo1JAXIRlFOPwzfL7HEAy+C0AlzGBi5VwZ7PaZsNsv65SGjgdjAfj9C+D3P6XZTZLJNBJ2+8Ww2U4Hx6Vx2ZwHCMJf8Psfi4TH0GJeY4PNdhocjjm61aT0gjEJweBC+HxPQhB+0pTHYBgAh2M2bLZZ4PmizBlygCTthM/3JAKB5zWGIzXCaj0GdvtleYmznQnB4GL4/U8gFPoMib4T1cDz3WC3nw+7/eK8rapSQZZb4ffPh9//tOYY8GbzIbDbL4HVenzOMdQzIRz+NSJTFkGbTCmFzXY2HI7LYDT2zZheC/IqJKOQpHqEQp9AEFZAEFZAklwABHCcBQZDP5hMI2AyjYTVelTOwdazQTi8FOHwDxCE5RCENRFfhRx43gmjcT+YTCNgsUzaLWaYsuxFKPRxhNtySNI2MBYGYILB0DPSdgfAaj0aPJ8moEsnQRDWIhz+OvJuV0GWWwEwcFwRjMahMJlGwGweD7N5Qqd/QIlgLIxQ6DOEw79E+t3GiMNmIwyGPSJtNwIWy5EwGPbMWF6+IYrbEAotjrzblRGBLkbMRwfCZDoAJtNoWCxTwXG6w0/lBMZkhMPfIBxeCkFYAVH8M+JmjQfPV8BkGg6T6QBYLFNgNA7MWF6+IUmNEZmyPPJuaxCTKX0TZIr+2Nrp0ClCsoACCijg/wryvwFYQAEFFPB/CAUhWUABBRSQBgUhWUABBRSQBgUhWUABBRSQBgUhWUABBRSQBgUhWUABBRSQBgUhWUABBRSQBgUhWUABBRSQBp2m1s+YH4Lwe4LFjbVDO95oHJyzTWUukKSdEauRtWDMA7K4KYXROAwm04icDOJzBWMCRHFtxPJhG4AQAHOcxc0wcJxlt/GT5aZI262GLLcg0eJGa2yYzgBjMkRxfUqLG6NxeN4cRWQDWfZAEFamsLgZAYNhwC63VIqHKG6J9Lt1EfNYQ5zFzYjdYuUVBWOBOJmSbHFDMiX/Ii2vJTImIxT6FH7/PIRCXwBIHXmL4xywWk+Bw3HJLjP/k6RGBALPwe9/FpK0NW1ag2EQHI4LYbPNBM+X7hJ+4fCP8PnmRWzf04XQM8FqnQa7/RJYLIfsEm6y3I5A4BX4/U9DFNekTcvz3WG3z4LdfgEMhq67hJ8g/AG/fx4Cgdcig15KdjCbJ8FuvxhW67G7ZKBmLIxg8B34/U8hHP4R6Rw2cFw57PazYLdfDKMxOdRHZ0CStsPnexqBwAuQ5fq0aU2mA2C3z4bNdtouMSlmjCEUWhyRKYuRzgkMx9lhtU6H3X4JzOb8RYjMm1liKPQd2touUHja0Qqz+VA4nfNhNPbJB5UkMBaC13sbfL6HocVIPh4cZ0dR0c1wOHL3JpIKgvAH2tpmQRB+0Z3XaNwXTudzee0U8SBPO4/B6701g/BRZQe7fTZKSu7Luz1tFJK0E21tsxEKfaw7r8HQCyUl82C1HtkJzAiBwCJ4PJdDljUGuOkAB6v1ZJSUPKErno0eyHJbxHvXAmhxvKFgx5WjpOR+2O2zOoUbAIRC30dkisYAN3Ewmw+G0/lsXgaanIUkYwF4PFfD738K2bg06iDCOVBcfD8cDn1BhDJBEFbA7T4Lorgup3JMppEoLX05r/4aGZPR3n4v2tvvhF7hrYQRDse1KC6+I6/LDVHcira2sxEO/5BTOQZDX5SWvhgJW5s/+P0vwuOZC8Y0RCdLA5ttJkpKHtMVizkTZLkZbW0XIRh8O6dyeL4SJSVPwWY7KU/MCKHQF3C7z4Ms78ypHIvlMDidL8Bg6JY5sUYwFoTHcx38/seRi0wBbCgpuRcOx+U58clJSMqyB62tR+f8EcXDbr8UJSWP5WVfJhhcjNbWEwAEcicGcu1WXv4pzObROZfFmAi3+ywEg2/kgRnBYpmGsrJFedmvFITf0dIyFbLckAdmAGBGaenrsNlOzEtpHs9N8PnuyUtZAGAyjUB5+WLwvMZ4w2kgSTVoaZkCUfwrD8wIxcUPoqjo6ryU5fe/gLa2C5BuO0wPDIaeKC//Ki+zNlluR2vrNITD3+VOLAK7/UKUlDyVtUzJWkgyFkBLy2F5FZBROBxXoKTkoZzKCIW+Q0vLEQCC+SEVAcc5UVHxLUym4VmXwRiD230mgsGU0d2zhsVyDMrK3slpRimKG9DcfJBG34x6YERZ2buwWqflVIrXewfa22/PD6U4GI37o6LiW/B8SdZlyHITmpoOSor9ng+UlDwKh2NOTmUEAq/B7T4Tuc3QksHzPVBZ+SMMhpTBwjOCsRBaWo5AOPxtHpkR7PZL4HQ+kVXerFWAPJ7r8cMPP6jGfM4FLhfwyy8PIxDIfpkiy01wu0+BmoCUZYpZXVeXnC8TRBFYubINW7eeEPG1lx38/nkpBaTHQ161s0FzM/DTTx+ivf3+rLkxFkZr68mqApIxire8ZUt6Dr//royfHoMIt/sMSNKOrPmFQl+kFJCBAMVdVotVnQnt7cAPP6yEx3NZ1twAoLX1HCxZsj5l+IhswBiwbRuwYsUVCIez7BwgL/Nu9yyoCUhBoBjz6eKqb9wI/POPekgWWd6B1tYZYCyLxo/A670ppYBsbiZ+6bB0KYVuUIPf/yQCgdez4pXVTDIU+h47dx6MQYOoQw4dCowZA4wdC4waRWEatMLlohAPS5cCP/9McUr23x/49NMqVFWty2r509p6CoLBhQCI37p1VPbSpSSA3G4Kqn7ppenLEUVyYx/l9ssv9BKeeAI444zL4HQ+ppubKG5FU9M+YIzepscD/PprrI61ayl0xLp1QHGGLbLmZuIUzfvXX0BZGbB2rQnV1SthMg3Vzc/rvQXt7XcBoI9hy5ZY2/38M1BfD5x6KvBQion+K68A111H3EeNoj4xdiwwZEgsTonFcjjKyz/TzU2WPWhsHNoRTykQoFADUW4rVwLhMPDFF9Qn06G9Hfjtt1jeqGBfswbo3/8jWK1H6+bn97+ClSvPwkEHASYTsN9+9OxjxgAHHBAfLyk9GCNhFOW2dClQWwsccwzw3HN7o7Jyle4tFcZkNDePgyAsA0BCcc2aWB2//kpxgZ5+mupRw3nnAZ99RiEwos81dizQs2cs3Elx8UMoKrpCFzeAoho0N49H9ACpuVkpF9avByor6T2prZpdLmpjoxHYd98Yv5EjY6FiOK4CVVV/wmDooo+c3shhsiyzhoa92ZIlFLMaKhEQhw2j6HUbNqhHNFuyBGzGDPVQoDwPNmIEhU5tbT1fd2SzYPBL5nKBPfss2OGHg5WWJtfhcIDNnZs64tp//0uxmKPR/uKv0lKKTOhycSwcXq2bX3PzMWzTJrCLLgLbd1963sQ69tqL4m2rcVu9Guy88ygucmI+AGzgQIos19Q0QTc3QdjMXC4je+cdsOOOU49XbjaDnXhi6ra7+Wb1eM7FxRTW97HHKJ3fv0g3v7a2q1lNDdjVV4ONHp0cPhQA22OP1GFbt2wBu+QSCqOqFte5Z08Kl1tX14PJsqCLmyS1s9racrZokXoMaJOJIjRefnnqsKgffkhtmyr/kUdGY2/frbvtfL75zOWi0M8TJ6pHRywro7+nerdTpqhHpOzWjaJBfvwxmMtlY6JYr5tfQ8MwtnIl2DnnUGxttb49aBDFKU/Vdt27J+cxGkmeXHYZRfpsbT1bNzfdM8lQ6Eu0tEzt+F1bC7zxBvDRR7SEjU7Xi4poNmRU2RpbswY4/HD6P8cB5eUUoXDGDOCoo+JnojZ06VKjS4G1peUYhEIf4f77gUcfpXtmM41Cw4YB559Po4saryjmzgUW0kQUVitQVUWj1AUXAPvsA/CRTQqbbRZKS5/VzE0Ut6KxsR8kScbQobG2cjqBLl0oguSMGcnBquLR1kazsuiSsqyM0p94IkWxq4ybeFdW/g6TaZhmfh7P1fD5/odFi4DLIweCRiO9n4EDgXPPBSZMAGwZ1OMkiQKsPfssLZGam4FgZOfjnHOAu+8GzOYJqKhYopkbY37U1+8Jxtw44giaUQDUz6qqgIkTaaaz117qMw0qg1Yp9RFVwJISavfDDwfOPJMCXkVRWrpI14my3z8fbW0XdtSzfTtF5fzqKwqI1x4JWzRgAPDdd+plfPIJ9U+AZt0VFUC/fhS585BDYjNRnu+O6uptulTSGhuHQRTX4pJLgPfeo3s2G/WXAw+kvj1kSKxvp35O4OuvgRdfBDZvpsiK0a2Vl14CpkwBiovvRlHRjZq50fnBJLS0KFcAZWXAnntSvz7xRGqPTNixgyKhfv45tXt0O7BHj+g2lgVduuzUtULVvbvv881T/F66FPjf/2L7FCYTcPHF9ECpBNGQIbTUbWggYdTcTNfGjbREiQlJCt5VVHSlJm6i+A9CoU8AAEccQdPs996jZajLRVdDA/D+++nLOflkoH9/Wjpu304Nv2MHLbVffDGWLhh8HbL8oGZlc7//aQAyDAbgmmsoGt1TT5Hga2sDHn6YPtRTT01dhtNJy9nWVgoB2tpK14YN9AEeEqdb7vfPg9P5tCZujAXh9y8AAIwfT2E8V6yg8MANDXRt20bLrUxCkueBBx6gkMJR9OlDz3XggfQ7HP4egvCH5i2BQOBNMOYGQB/0jh2xtmtvp22aoiLghhtSl8Fx9FwNDbRl4vHQtWkTsMceJMCj8Pvn6RKSPt9Tinrefx+YPz/29+JiChG7Z5rQOqNH0wC9bh1tGUTbfetWGtijQlKWdyIU+hBW6/GauIXDP0IU1wIApk8H9t6bBFpNTaxvB4M0qGWC2w3ccgvxiuKII6jvRd+t3/8MHI7rNAtxUh+kwfi660jwPvecsm8PHAgcrCHi72efAU8+Gftts1Ho6j06DOhC8PufR1HRdZq4AToPbhgTIhHfYrjvPuVGriDQ/sasNDqmBgN1hk8/Vd73eqnzxiMU+kAzPxKQNMUaNowE3V8JWhgrV9Iokw7jxtEHt3278v4XXyg3jxnzIxT6CloRDH7Y8f9zz6WyQnGGNYwBDz6ovjEej8suo9E8Pp0oUl5lfdrbLhz+EYxRwOWuXYFjjyUBGY8dO4DXNBzI//ijUkACtLfZpUvsQwKAUOhDaEX8sxx/PK1gEg8ZnnkmdczoKM48kw7u4tsdoIFeEGK/w+HvIMvaTiUlaTtEcXXH7/Z24LGE7WqvlwaZk09OXU5FBa0kvkroUrW1ysEZ0Pdu49MefDCtjmpqlGk++YRWeJnw/PNKAQnQd3H22TSAA8ntkQ6MSR0TG4BWMF9+mSxT/vvfzGUFgzTRiEcgQEI2Pu65nrYDdApJUfwT8eZy4XByYwM08mVCU1NsCZIuryCshtYdAUFQHn+l4pHudDZT3mR+KzUwI/0vSdqYsY7aWnqx2fBLvCfLdZAkbZYe/+a2o7SZ+aXqj5l4ACRclUKXaeaXyK2uTv0davkutm1TP51PbPfEOvXwS/UOs323kkQHTenqTAVRXN9xiAnEDq201JuI5HdISG671WBMu46oLiGZ+OBmMzBiRHK6MWMyl9W9O+0TZMrLmEezqWMiv7Fj1dOluh+P0Sr64jyffF97Z1iFRNMvtXbad19tp6Bq/NTK08ovMd2IEYBF5QBVS9ulev+J97Vyk6R6yLJS+qnVUVFBy7Js+A0YoNzP1cMvMd1ee9FsPBFa2i7V+0/MK4p/aVZDSxT2ajyMRtJGyAS1tispob16ZZ3ZtR3HqfPQ0nZdu1LbZ84b0KXor0tIqs1K7r0XqI6Ln963L6nXZKyYpyVOvLrQ8OG0lNRSrxoS7WOHDaPyopvRHEf7QmqCPRGHHabcGzQaaS8mfnNfrc5UUHuG66+njzOKqirgfo0qjnffrTzg6dULuO225HTZ8quoAO66iwbCKKZNo6VuJvTvD1x7bUzlh+Po8OGgg9LXmQpqz3D++crOb7fTkiyebypcdRUweHDsd1lZ8lZFqnrVkPgcBgP17XgVrhEjqO9lQnEx7edarbF7kycDp52WVCskKbOyP2P+JLPNI4+kw5AoTCbqO2qCPRFnnglMmhT7bbUS30TBnsu7veceJZe99qJvLxM4jtq9tDR2b9iw2CFkpnpTlqvndNvrvS1iZ6xEKET7UBYLjTQG7Ydu8Pkob2lp6pGsvPxLWCyTM5ZVV1cOxlqT7v/zD/Dnn/Rh9O6tnRtAh0mbN5MAV+tEBsMgVFdnHpXI0uGMpPuyTHpgwSDthcZ/HJkgCKQ8zXGUV+2grKTkSTgcF2csq6lptKqDjaYm2mPu1YsO3PRg507a5xo4kAbPZPDo2jXzsiccXo7m5pGqf1u5kk6rx43Tp5/LGJ12er2UV232ZrdfDqfzkYxlud1nIxB4Oel+ezu9n/JyOnjRg5YW4rfnnvShq6GqajOMRtWG7YAse1Bf71T92/r1tBQdMYL2i/Xg99/pIHT0aBpkEmGxHIHy8k+T/5AAr/dutLffnHQ/HCa5YDTS+9EjU/x+yut00h64mrZDWdmnsFqP0FSertPtVK6RLBbg0EP1lBSDw0GztmzqVUunJiR79aIrGwwYoJztZcsNUE/H89QJsoHJRKov6aCn7dRQWUkzj2zQvXvyzFtLncnpUo8c+2fpZY/j1LcstNarJV1RUea+nQrl5XRqnE29WtMMGkRXNth3X7pSI7e2M5uVmhp6YLcDU6emT6P13QI6l9sGw67xb5dtvbvK/142de4Obnrq3R3vVvt77QNg1zto/je3HccVgeczr485zpyTPXW2+L/yXQA6haTJpGEzL8/g+e4wGKozJ8Tu4ae1TqNxMFLNJjsPPIxGbY44/s1tR5678+eiTiu08tsdbWc07geO0/b5Go3/3ne7e2RKFxgMaZY4CdC13DYae4PnqzW5z/L7Sd9r6VLa9/D7ac9o0CBaImrdZzCbD8ycKAKTKXXanTvTL/3SIV3edHXGg+MMMJn2hyD8lPS35mZSetVq2xuPUIjUHqpVxhGjcbDmUAVms4ajzQhqa4HFi0nPc+dOUgGprqbl19Sp2pdw+t7tqIgKmhJ+P12JJ9NawBjtq6kpeJNg1qboTh+6EWpes3fupPKz8dJVV0cHaCZT8t/0vC+zeRRCofeS7ssyPf/u/C4Mhj3B83smaS+oIWrts3QpOVqJypSoovn48ekt6fRyi0K3FyCbLfnwIR5uN51ODR8OXHQRmQj9+CNtsH/3HRnQn3oq7Qe99JJSgVe9vjM1c7Nap4HjSpPuv/MOCeUFCzIrasdDloHHH6dTVDVTMoOhF8zmCZrLU3sWQSBzumnT6MXrQU0NmWudcYa6Xp6etjOZ9ssoFDZtAi68kA4hbroJePddOtRZsYIsHe67j/aRjj0W+P77TDXaYLVqt2hR63eMkYbAYYeRswo9aGuLtXuicjQAWK2naXY3x/MlsFiS3b/98w8NGpdemto7TSr8+COZ+N11l/rf9bxbm+00qG1XPPYYnSUkGnVkQjhM7//gg8k6KBFm80EwGnvr4Jdepng8pPUxYgT1v5deUsqUZ54hZfFRo4AXXiB+6evT3nZAFkLSbp8NIHlYZIw+mvHjyWrG601fTk0NmZBNnZraBRLP91DtfKnAcXbYbGcr7v35J5kACgK92AsvzGyVAdCJ6RlnkIqTKJJp044ED192+4WalzwAdQaOUx7B3nknCZq//iIb4kWLtAnyzz6jtlu5kixIbrghMZ8Vdvt5mrkB0XebjGCQPtZDDiEb/UyuyH77jQbCWbPUBRAA2GyngOfLNXOzWCbBaNxbce/FF4G336aZ7Ykn0oCm7qItmd9hh9FsuK6OBvPEwVqvh/xEDYJAgJ7f7SbT2MMP12bRIgikUnPKKbTCePbZmK11FCbTWJhMaU9NFDAYesJiOUpx77vvSO3J6yWeN94ITe7dNm+mQXDBgtgzJipw2+2ZtSmU6S9CKlH0wQckUx59NL0bN4D6wc03k8rUr7+qp+H5rprNOTug2yUGY6yl5SSFB47168GmTVP33KHl4nmwq64izz/x5ba3P6KbmyBsYS6XjblcYH/9BdarV3J9VVVgDz+cXJ/LBbZtG9jdd4M5ncn59tmHPMm4XGC1teVMkhp182tru7GjriefVG+PQw8lT0lq3k6WLUvd1vEeXNzui3VzkyQvq6vrpqjv22/Js1C277asDOyllxKfw8jC4TW6+fl8Lyq8vqh5pNlvP7APPlBvu7VrycsMxyXnu/DCWLqmpsm6ucmyzBobD+goY/r05DoMBvL+tG6dOr9Fi9S9O9lsYN98E0sXCHygm18o9CNzuTjmcoH9+iu9l8R6evcGW7AArKYmmdvmzWDXXANmtSbnmzw5lqe+vh+T5bBufi0tpynq27AB7Pjjc5Mpc+eCbd+ufA6v90Hd3LLyJylJdWhsHALGWrBuHY0m27Ylp+M48hozdiypNNTU0D7lH3+olzt+PDktoH2Ysaio+EHXTC2K9vaH4PVeBVGkJeC8eerpevQg33mDB9MsbO1aGrnUHPLyPClIX3op/b+09FXYbKfr5sZYEI2NwyFJ6/H336QUvV7FiTXHkdLuxIlknN/YSEvYr75Sny317k2zDvLb2BOVlX9kFbMlGPwYra00e3/nHZqFRz34xMPhoNnRvvuSusaGDTS7TeXM+JJLyHmB0QgUFd2C4uJkfVstaGk5HKHQ52hqIkcqP/6onu6AA2i22LMnLdeWLSP7ZLVnKSsjpwgTJ9KpcWXlWl3LxSgE4Q80NY0AEMbixaTErLaicjjI49OBB9L/o45Dop6NEjF5Mi2NS0sBq/UUlJW9qZsbALS1XQa//wn4/bRN8XYKv9aDBpE3rn79aM975Urgww9pVpwIq5VWW6ecAgA8KiqWZBXLSJIa0dQ0BLLciPXrSaaomUlyHMmJ8eNJprhctE+ZapY+dizJlKoqilNVUfGz/oB+usVqBH7/68zlIv98UJHkhx8O9sMP6iPm22+DDR2qnu+ll8Bqa+1MEDZkS43JssQaG8d31LdggfrIqfXq0oVG+Wh5zc3HZc2NMcZCoWXM5TJ2jNCnnJI9NwDs6KNp1kz8OBYMfpETv9bWmWz7dvILmliX2Qw2Z058fbHrn3/AHnwQrLw8OV95OdjKlWANDftmNdOIQhS3s9raUuZy0UrgiivUfXJqvQ48EOy33+JXL/Nyajuv956OspYuVW9DrZfRCHbjjTH/k3V1XbJavUQhSe2svr4fc7lo5vfgg+ozQ61X375gX34Za7u2trk5tZ3fv4i5XDQDVKtvypTUK6z33kvd1s8/D+ZyWVk4/GdWvLIWkowx5vHcwbZvBxszJkaotBRs/vzUjjuj1/btYNdeq3R+etllYC6XmQUCn+VCizHGmCQ1soaGvTvqW7mSGllvRzj+eLA//ojxbmwcxSTJmzM/v/9V5nLxHeU+9xxYdbU+bmVlYI8+qlwe5fqRM8aYLAdZU9MhScuywYNp+Z3p3a5dC3bEEbF8PA+2cCFYfX1vJoo7c+YXCv3AamvtHfW9/z59sHrazmolARS/5dLWdkUe2k5mra3nKLZvrriCnObq4Td4MNjixTFutbVOFg6vzJmfIGxidXV7dJS7ZAnYAQfo48bzYLNm0QAfmzgcq9tRsRq83nvYjh1gBx0Uq8/pBHvqqcz9bscOsBtuUG7DXHQRbe8EAh9lzSknIUkPdTf7/Xfypjx8OO13ZHqY+Ov998mb9IQJYDt32lgwuDhXSh0QxXrW0LCfor5XXyWP4Jk6wqhRYO+8o+Ta1DSBSVJb3vjRbNyk2IeZO1fds3f8ZbfTHlq88Ha5DMzneyZv3GTZz5qbj2BvvEEfxZlnxvZjtVw1NeTB3WQCu+kmsPr6gUwUt+eNXyj0PautdSqE0Z13qntTT5ydTZ8O9ssvSr5tbdfljZssS8ztvlBR/o8/gh17bOZZb7duYPfeq9xLq6uryouAjEIQNrD6+p4d5e/cCfbEE+qRBhKvyZOVs0eXC6ylZXpOq4NEeL0PsLVrwfbck77VZcv0yZSPPiJ5NG4c2Pbt1pwEJGNZ7kkmIhT6GitXnoWuXV2qnmMyobERsFhGoW/fV2E09suVjgKMBeH13gKf7yFEvfAwRvs/ixcDq1bRPhrHkcOI/fcnM7x4BwiAGUVFt6Co6Pq8xrUGKHSr2z1T4X/P7ydu339PtuMeD5m49etHezFHHqm0UzYa94bTuUCX7pwWMCbD53sEv/12IwYNCmXOoIJNm4Bhw2ajpOQB8HxRXvlJ0na43bMQDn/ZcS8cBr79lq4//6R9NKuVnCSMHk17gfE6pTzfFU7nMzlHcFRDIPAG2touA2PNHfdcLtobXbaMVIRCIdqDHzyY1HEOPlip62exHAen82n9cVkyQJZb4fHMVdicR/0IfPkl7c83NpKOZvfupPZ19NFK3wccV4zi4gfhcFyYV24AeStftepMdOmyU5c/gyiamwGD4QD07/8qjEYNrqHSIC9CEgBk2Yv29v/A73+2w4O0FhgMfeBwXAW7/aKsDmm0IhxeBq/3ZoTD34AGRS3gYbEcheLiu2Ey7ZM5eZZgTIDP9zB8vsc0KdV2sOOrYbdfHBHeucfaTgVR3Aiv9yYEg+9DTWE6Fczmg1BUdAcslkmZE+cAv38B2tvvhyRt0JyH44phs81EcfEdusKD6IUk1cPrvQXB4Gu6ImwajcNQVHQjbLZTOo0bAASDn6C9/U4IQgqdGVWYYbWejOLiu2E09uo0brLsi5MpGvT2IjAYesPhuBJ2+yV5kSl5E5JRMOZHIPAGgsH3IQgrVFwScTAY+sFkGgmb7XRYLId3qnBMhChugN//LMLhHyAIa5AYdpYsLfaDxTIJNtv5ndoJEsGYiGDwAwSDb0IQlkOStiWl4fkeMJlGwGabDqv1RHCcBt9geYIkueD3P4dw+GsIwiowlnh0a4bJtA9MpnGw22d16sCihlDoawQCLyMc/jXi4Fip0Mnz1TCZRsBimQab7cy8z2zTQZbdCAReRDD4KQRhhcpHb4DROAgm02jY7TOzOiHOBYKwAn7/8wiHf4Yo/oHEwZDjnDCZ9ofFMhU227maTYXzAcYCCATeQjD4bkSmuBJScDAY+sJkOiAiU47Mq0zJu5BMhCTVQpZdYCwMjrPCYOgDnnd2ZpWawZgIUdwY+dg58LwTBkM//SoCnQRZboYk/QPGQuA4M3i+JwyGqt1NCwAtxSXpb8hyKwAZHFcMo7H/LhXa6UCe4DeDsQAAEwyGPXTZ63Y2RPGfSGxzITIw9wfHZWGX2glgLBT5LnwADOD5ChgMe4HLxrayEyBJdZDlml0mUzpdSBZQQAEF/P+MXbfOLaCAAgr4/xAFIVlAAQUUkAYFIVlAAQUUkAYFIVlAAQUUkAYFIVlAAQUUkAYFIVlAAQUUkAYFIVlAAQUUkAb5NURWgSS5IEkukNLsv02ZXIAobgJjHpAyeem/UJl8GxgLATDDYOj1L1QmbwHAwHFFMBoH/IuUyb0RZfIgAGNEmbzH7qbVAVHcFlEmF8FxdhgM/TTHI+psMBaMfBftiCmT9/kXKZPXQpJqQDLFEpEppZ1WX96FJJklvh5nlpjohTVqQhQ1SzxiN5klfh8xS1Q6biDrh31hNk+C3X5+Vs5XswWZJb4fZ5b4T1Ianu8eMb86GVbrSbvYLLEmwSyxPSGFGUbjUJjN42C3n79LzRIZYwiHv0Yg8ArC4V8iZolKOwmer0owS9TvlDhbxMwSP4EgrFQxS+QTzBIP2mXcACAcXo5A4AWEw0sjAdfUzBKHR8wSz9sNZolvxpklqpk694nIlBmwWI76d5olkoOLO+H3P6fTwcVecDiu3gUOLn6Oc3ChFbvSwcVDEQcXiXapadjtUgcXNyIY/AB6HFyYTONRXHxnwcGF92YEAq8BUInWlgJG4z4oKrppFzm4uAOCoCeSmhlW60koLr5nFzm4mA/GWjXnMxh6RRxcXPrvcXARCn2FtrZZqjMfrTCZxqO0dEEnuUq7GT7fw0h0eKAdZhQV3Yyioht2ias0vehcV2kPw+u9BXo+cCU42O0Xobh417hK04td7SpNLzrXVdrlCAReybqMznaV1tZ2LiRpa9ZlmExjIjJlN7tKa2+/B17vTTmR6CDD2VFa+g6s1sPzUp4k1aOl5TCIYorgITphNk9AWdlH4PmSzIk1IBB4A2732QAyxNXVBAOcznmw2y/IQ1m0bdLaehJCoc/yUp7BMBAVFV/mbV8wHP4BLS3TwFiGEHoa4XBch5KS+/JSFmMyPJ6L4fc/k5fyeL4K5eWLYTLtn5fyRHEjWlqmQJK256U8q3U6SktfBcepBAjPAu3tD8LrvQ7aXRqmgw1lZQthtR6ddQk5CUmv9060t9+WdeXqMKOs7IOcBaUsN6G5eQJE8a888SKYTKNQXv5VzrOiQOA1uN1nIfvZrTpKSubB4VAPDasVjAXR0nIkwuFv88SKYDD0RkXFDzl74yEBebgu/4xa4HBcgZKSh3IqgzGGtrbzEAgsyBMrAsc5UVHxLUym4TmVI4qb0dx8kMpZQW6wWI5FWdnbOa+02tvvhdd7Y55YRWFEWdm7Wa8WshaSNAuakfLvskxRBbP5O8fZUVm5CkbjgGyogTEZjY0TIEk/ZZU/E3eL5TiUl7+XVdkAEA7/gsbGceB5DUGiVZCeH4fy8s9hsUzJml9r60wEAi+hMw4zeX4YqquXZz3rkKQdaGwclnLfO9O7SwdZBkpLcxtk2tvvRVvbjVlzSI9qdOnyJ3i+MqvcsuxDU9N+kKTNqn9njK5U3DO1rcMxFyUlD2fFDQACgbfhdp+c8u+5yBTAisrK5TCZhujmlXNI2SgCAWDFCmDpUnIBLwjAxx+r529ro1CPI0bQv2PHRkOhxtLkGlL2hReuwn//C4wZE6uju8YJzOOPAwsXUp4xY+jqkrAllGtI2aOOWg+ej9UxYgRg1+BOkDFg3Dh6luiz7bcfFGEzcg0p+9VX03DuubHyx4yh0BHZCM3aWuoP0X5x7rnA5ZdnH1K2ufkwhMNfdPyWZeCvv2J1LFtGYXe7dctclihSmIIot9WrgRUr7Oje/Q8YjXvp5iYIa7FhwwgcdJCAkSNjbZfYt7WipQX45ZcYv9Gjgf/+N/eQslEwRmFb49/P449TiBA1XHcdfePR5xo9msLxxsBFQsrqP5mPDykbRSBA4Wyj3NrbgS++UM/v81GI3hEjYv12yBBlKIxsQ8pmJSRbW0+G2/02li+PPcCqVRRfpKNgjuJrl6kcHH75JXD22cp7xcXAqFExgTZ0KFBa+ggcjst1cRPFrWhsHIIrrwzgzYS+1KNHrAHHjQP23FO9jBkzgO++U97r2zfWOcaNA6qry1FdvUH3qO7x3IS6unuw9970gUdhMgHDh8fqGDkSqrE9tmxJ7sRWK8WZjubdf3/A6bwYTueTurjJcjsaGwfgscdqcc89yr9VVSkHnH4pztfq6qhPRPvF1oR99yOPBJ57zojKypW6NQb8/pfgds/EunVKoZgYD/qJJ4ATTlB7PoptFOX2yy/0ccXj7beBiRMno6JC32EQYwzNzQfiww+X47zzlH8rKYn17TFjgH32UR9w3G6lwFq3Tvn3QYOAb75BZDvqGF38wuGf0Nx8ELZsYYr3U1+vTDd3LsWXV8P48cpY2BwH7L137LnGjgXKy/uhqmqd7pVCa+sMtLW9oZApK1cqZQpA8bUrVT65776j7zYeUZkS5bbPPoDT+SCKiq7WxU23kBTFzWhsHIANGxgmJWh2VFRQIKPoh9Srl3pnkCQK0vTzzxRc/uefKfhVFGVlNMIbjT1QXb1Vl+Rva5sLv/9R+HzAb79Rgy9ZQvXFC6VTTwUeSrH95HYDv/5KvL77joJxxbfSFVcA11wDFBffg6KiGzRzk2UfGhq6QZY92L491hm++w5oalKm/eILGigSwRiweXNMEH3/Pc3M40EdyYIuXWrA8xWa+fl88+DxXIJQiGZVS5cCP/xAswch7mzpwAOB999XL+OOO4Bn4s4rOI4+7mi/OPBAEho220yUlurbt2tsHAxR/AujRgE7dsTuW630MYwfH/sYjCpbY+EwfdSBuIN6h4MGvfHj6WPae29aslVWrtB1UBIKfYWWlikQReprS5dS3162TFlfZSUJarXv4pVXaLYWj732irXd6NGU32Qai8pKfVtJLS3HIhT6EKedRt9DFCYTsO++wIQJVMf++6sPzgAFBvv551if/SdBmeWhh+i7Ki19AzbbqZq5ieI2NDb2xd9/yzgoYRJaXg5MnBgTdL17p5Yp0cEzKlPiB8DiYnovZnNXVFdv17V3qnst6/c/BYBhwAD6iKdMic0Wm5uBDRuAyZNTPwxAS49hw2jmtHp1TED27g0ccgiVyfOALO9AKPSRZm6kyP4SAOr8EyfSv3/9FduviE7JE19GPEpLgalT6aOKCkijkT6koUPpo6K2eAaMaT94CQReBWMecBwNIFOmUHtFBWRpKd0bPDgxWmMMHAf070+d+s8/YwKyuprafdy46Egbgt//vGZu9DxPAaCl+6hRxPH332MCcsgQKj9xcIzHuHH00Y0ZQ23GGD0jzxO/aJTHQOCtiLWONoRC33Ycwk2eTIIjOpsNBonnkCHUp9QEJACYzZT30ENjWy8+H+U98EDKH93T8vnmaeYWn95opOcfPpzKjQrI3r2p3aZOTf1djBkDDBxI6aLbJ1u30rL78MNjMyhBWApB0K6xIUnbEQp9AiAmcIYNi5ZFK76uXUkIpYtMWFVFPBobYwLSaiW+/ftTfgDw+/W1nd//NAAZffpQ202eTMIRoGdft47kwl57pZcp++xDK6rff48JyJ49YzLFaARkuRbBoL7zBN0zyfr6LpDlho7fxx9Py5Z4TJ8OPPJI+nIYI6GTuBybMwe4/vrYb6v1BJSVvaOJWyDwFtzu2Aj255/UOIlYvDjWSVLh66+BM89U3jMY6Fnj97vKy7+FxTJRE7+mpvEQhNgM4KqrgDfeUKYZMQL4SMO4cPrpFDY1HkcfDcyfH/ttNA5FVdVaTdwEYTWammInp62txCWojJOGJ5+kd54OW7bQIJTYs959l2ZDUTidz2hWWXK7z0Mg8IKCx913K9NUV9PqwZRhpXfLLcDzCePH4MG0lxkFx9nRpUubphmHLHtQX1+BqKK9LNNz7typTHfllcDVGVZ6Ph/N5rwJMdYefJDeeRQOx1UoKflvRm4A0N5+P7ze2Ee1eDHtDcfDZKLVU+LeeyIWLABuStD4Ky2l1YbNFrtXVbVVs7VafX13RZTQ6dNpNhiP444D5mmQvRMm0EorHrNn0zuPwmKZhvLyDzVxA3TOJMneNCYgw+FkAQnQEi0Tdu5MFpBqecNh7aEuE8NiJjZ0FN9/n7kstbySRNP4dHWmAmMSBGFlxjpWrFBuPejhl9h2orgOspxoOqiOcFj5IpcvTxaQanWo4aefkgUkkNzu+t6tkp/a8zc00Kw1E9TyrltHK6EoGPNHogZq4bYC8ZZIW7cmC0hAW9utXp0sINXyJr6vdEhMq8ZDEGhrIBPU2s7tpu0xZXna3q0k1SgEJGPUfxKhpe1qa5MFpFpefeFzdQpJ6gwxmM00TU+EllPkigr109zEvLK8E5LUkJxQA78eKfSWU91PxyPV/cQ6U0EU1yHRakWNR3V1+iVPurzJnGXNljz5bDutebW2HQms9RnrMJnU+6MWfqWltG+VDb/EdFVV6u+wZ8/MZXXvrr6kTOQsiqs0b/WIYue+W55PPgTNtu04Tv3b08KttBQoUlFfTswry/WQJJVRLAV0CUlJ2pR078orlb+NRjrYyAS7Hbj4YuU9mw245BJt9apBFJXppkyhPY54DBkCHHFE5rJOPpn2keIxYQLt1aWrUys3gE4SE5eGV16pTc/vyiuVHxPPJ78LPfwS23jQIGBagu5t167JWxBqmDCB9vjiMWAAcOyx6etMBVHcAkCpU3rBBbH9zShmzqTBNxMuu0ypMgXQNo85wVdItm1XUgJcmGCp53DQsi8TevWivhePykrgnHOU9xjzqTh6SAZj4STLmlNOSRYchx5Ky/xMOO+82H5hFDNmJAvJXL6Lq65S/jYY1Pt2Imw2erfxsFqT7+nhB+j0AkQxjJU4/XQSJu++Sx3v1FMz7/dFceWVJLQ++4xGgTPOUFctUatXCz+TiVQ6XnuNTnyHDqU6Ej8GNZSUkJ7nK68AmzaRSs6pKgd2Wrmp2T6PHw988gntSwaDtO+S7kApHiecQCPu22+TgDzlFDosyJafWronn6SN/p9+ond81lnq6heJ4Hng9dfpuVatIoF75pnJKwft3JLX/f36kQbAyy/TMnvyZOAYjVoxI0fSvtxrr9HS9phj1A+j1OrVyu+66+g7+PxzOtg880ygTx9t/B56iPrGkiX0js86S32GrIWfWpqyMuDTT6nt/v6b9k+nT9fGrUcPeqaXX6bl7cSJ1G+TkX3bTZ9Os+6336Zv+NRTkyc7qXDZZdTfPvkEcDrpe+/fX1u9qaDr4MbrvQvt7bdkTphnlJd/B4vl4IzpEg+VdgWMxn1QVbUmY7pAYCHc7s716KIGp3M+7PbzM6ZrajoIgpBiE7fTYEHXrpk7a+Kh0q6C1sORxEOlXYWqqm0ZvfAw5kdd3a73U6n1cCTxUGlXobz8C81WabqW2waDhg2fToDWenl+1/PTWufuart/M79/83vVU+/uebcGTQ6YOc4Ojtv1Tq7/r7xbQKeQNJlG6CaTKziuBAaDynxZBbuDn9Y6jcbh2B3RMrTy+ze3ncHQBTyfwjyqE/FvbjujcW9wnAY7ViBv3oP04N/cduRYe2/N6XXtSRqNQwBYkOjNG6Cj+1wcIqTKbzLtp9ltvMk0QteyZ9s2Mn2qr6e6u3WjzWutNt5Up7YOyPNFMBgGQJLWZ04MIBSi/byNGwGPh07t+vUjflpsvKnOPTSP6Ok6ay7vNl1ePR+vyTQCoVCN6t86hx+nmd/uaTvtwsVkGqHZo1NU+X/tWlIaN5noezjgADq111OnFhiNg8BxDjDmS/pbZ8kUo3FfXVZ8uoQkx5lgsRyBUOj9JDKzZ9OG+Lnn6nuwYJAUPQcMAM5X2TqzWI5NvpkCVuvR8HguQzr3Y8Eg8OabtPG8PoW8GjaMTkpPPDG9YjLH2WGxTNbB7xj4fOmF5N9/A08/DXzwARn0J8JmI6Xxiy4iE7r09WlvO7N5PDiuPCmsQHMztcUttySfWGfCzp10anz77eqHefreLZnVJeKNN+iA43//oxNkPVi0iA4wnnsu2QGF2TxRs99Qg6EnjMb9ktStQiE6dDnzTHpnetDWBlx+OR3IqWlj6Hm3Vuux8PnS7616vcCLL9Jh1vYUbibHjAFmzQIOOyy9Bka0PbSA4wywWI5CMLhQcZ8xOoQZNozkgh6ZEgpRn+vRI1mDBtDXdkAWFjeh0JdoaZmquPfEE+hwiDBtGvDAA3SylAlbtpBwXbuWOumiRUqLDMAWsT/W7l6/peWYlKaMn30G3HabuqKvGvr2JauOCRPU/26zzUJp6bOauZHzjX5QE+JeL3DffSS8JQ0e1DiOTgFvvjm12ktl5e8wmTSqGgDweK6Gz/e/jt+SROodP/xAql3XX0/CWYuK0hdfkCpYayvNRBYvVqqOmM0TUFGxJHUBCWAsgPr6bgoXab//TieroRDNsp9+OrU5Zzz8fhL6UWunRCsvACgtXQSb7STN/Pz++WhrU+r9XH89vU+AJg8336xNB3bVKvoutm+nFcSnnyq1Pni+O6qrt+maDTU2DoMoJltfyTK1w733kgmgFgwfTulTabEUF9+NoiLtPiFDoe/Q0qJUL5g/nwQdQE5RHnxQ3VlOIrZtI8G4ejX10zffTHQIY0GXLjv1OaZhOiHLMmto2Ju5XGAuF9hbb4HxPBgQu7p1A3vxRbCaGnSki7+2bwe74w4wm02Zr6oKbOXKWLrW1vP10mPB4JdJ9a1fD3b88cq69FxnnQW2eXPic3AsHF6tm19z8zFJ/N55h9osG26VlWCvvJLcxk1NE3RzE4TNzOUydpRx6aXJ9Y0ZA7Zkifp7dbnA1q4FO/XU5HwHHwy2Y0csnd+/SDe/trarFfXsuaeyDrMZ7NprwbZuTc1v4UKwvfZK5vfCC7E0dXU9mCwLurhJUjurrS3vKOPhh5PrGDgQ7IMPUnPbvBlszhwwg0GZb8AAsE2bYum83rt1t53PNz+pvpUrwQ46KLt+ZzCAXXklfcvKcm1MFOt182toGKb4HhLbYI89wJ5/Pr1M+c9/wOx2Zb7ycrDffouXKWfr5qZbSDLGWCj0PXO5OOZygd1wQ+qGHD0abN48sDVr6AP55Rewu+4C69NHPb3NBvb669GOWsUkqTEbeqylZXpHo3zxBVjv3qk5VlVRRxk/HqysLHW6QYPAfvgh1thu92VZcROELay21sFcLrCdO8Guuy55kIleHAc2eDDYIYeA7bNPcseJv2bPju+wZhYOr82Kn8dzc0enmzAh9QcyfTrYokX08W7bBvb552CXXAJWUqKeZ6+9YgNgc/PhWXGTJA+rr+/JXC6w999PXdeee4LdeivYjz9Sv/vjD/rADj44dftdckns3QYCH2fFz+d7uaOMs85KXdeUKTSJWLeO2nnJEvqO9thDPX15OfVjlwusoWFvJstB3dxkWWKNjWMUk5uKitQc99yT2mv0aLCiotTpxowBW7UqXoA/lFXbhUJLmcvFM5eL3l2q+kaOBHvySbDff6d3++uvYPfcA9a3r3p6qxXs5ZeJW21tBRPFOt3cshKSjDHmds/paJgFC8BKS7MbkaJXv35g33yT20wjCklqZHV11eyPP1K/4NGjwd58kwRVtM4dO8Beegls333V81RXg/39N1h9fV8my76s+bW3P8FcLrDbbkv9Yi+5BGzFCuVouWYN2FVXgTkc6vnmzqV0Hs9dWXOT5RBraNinoz3mziVhncu7Peooms1TRy1horgja37B4Ocd7bF0KQ0euXCz28GeeCJ+pnFW1twYY6y5eRpzuWjG8+CD9C5z4XfAAfEzIQMLhZZlzU0Q1jOXy8qWLEk9MB9+ONgnnyhnbFu3UhulmtwMHUrpGxvHMVmWsubX1nZVR52vvJJ+0qLl6tMH7Kuv4mXKa1nxylpIynKANTVN6CDw2280G8vmYc4+W7mcbWu7IltaHQgGv2Uul5XdfruyLqcT7PHHU0/bozO8e+9N3g548kmw2lonC4dX5cRNlmXW2noG27yZZqjxdYwbB7ZsWWpu0WXS5MnKfL17g/31F1hz8zFMlsWc+AnCelZXV9VR39tvg/Xoof+9OhwkKGJtbWSBwEc5cWOMMY/ndsUHfPHFqT/6dNeIETTbjJbV2DiCSVJbTtwkqZHV1w/qKPObb0iI6OVmNNKAGL+cbW9/NOe28/tfYy4Xx847T1lf166xVVyqa9s24hS/ojEawd57j7YoRPGfnLjJcpA1NU3qqG/FCrCJE7OTKaefrtyicLsvyZpX1kKSMcYkqY01NR3UQaSmBuyxx7Tvr+27LzVw/Itwuy9lsiznQqsDweBi5nLZ2DHHxD6KX39N3xHir++/B9t7b8o7axZYbW0ZC4V+zgs3WRZYS8tp7McfwYqL6SO/4QblzDbdVVNDWxcmE81WvvoKrLl5WlZLMTWEw7+zurrqjvo2bQK77DJtMyOOAzvuOOVekMtlZn7/23nhxhhjHs9NivZYvJhWB1r6XWUl2H33KfdISUA25YWbKO5U7NtH9+C1zowmTFCuqmgZ+2BeuDHGmM/3AvvnH56NHEn1TZkC9uef2r+Ljz6K7QffeSdYfX1PJggb88JNkrwKQVlTQ7PY7t21td0++9CeplKmXJiTTMk5pCxjAXg810QcbVJRoRD5RHz3XXK/FO9yq6yMHKaecgqdGkeP9jnOgeLi++FwqHi4yAGCsAI1NWfgmWfW46KLtNltx8PvJxWROXNGoKrqVRiNg/LGjeJa34f3378NFouYMrZIOqxcCdTW8pg+/XoUF9+R17jgorgVbW0zEQ7HfJw1NdFp6McfJ3t7792bnMqefrrSXtZg6IvS0hdhNmfxgGng978Ej+fyjrCyjJFPxDfeoDAH8d7ezWZSUTvuOPKHGa9rarOdg5KSR7OKCZQKstyMtrbZCAYXddzz+UiD44MP6L3Fe3vv0oWcTMyYoXQ0wfNVKCl5CjbbiXnjBgCh0BfYsGEm3nuvFrNm6Q+e1twMvPUWMHfuYSgtfQEGg4agQhrBWBAez/Xw+x9DVKaEw9Tn3nkn2dt7aSnJklNPJdkSkyl2FBffC4djTk58chaSUVAw8QuSPKKIIsU98ftJLai6OlnnyWw+FE7nfBiNGj0A6ARjIXi9t8PnexhqivDpwHF2FBXdAofjGt0BhLRCEP5AW9usJJ+JWmA07ovS0uc7zXKBMQa//3F4vbeAMY/ib4EAvVtRpPearPZlgt0+GyUl92q2DtELSdqJtrbZCIWUUecYIyHpdpPjla5dk3VeDYZeKCl5ClarBrdQWSIQWASP5/Ikjz3hMDmICIVIhau8PPG74GC1noySkic0mR9mA1lug8dzFQKBF5HoZSkTOK4cJSUPwG4/L3PiLBEO/wC3+3xIktJJqCRR2/n95IimSxc1mTIRTuezMBpTBGPSgbwJSYBmRqHQZ/D75yEU+hzpGp7jHLBaT4XDcfEuM5uSpEYEAs/D758PSdqaNq3RuDfs9gths80Ezyd9/Z2CcPgn+HzzEAy+i/ReVEywWo+B3X4JLJY0sRTyCFluRyDwKvz+pyCK6R168Hx32O3nw24/f5fZNQvCn/D75yEQeK1jZpmCHczmQ+BwXAyL5ZhOG/jiwZiAYPAd+P3zEA7/iOjsSA0cVw67/WzY7bNhNGozx80VkrQdPt8zCAReyBiP22QaCbt9Nmy2U8FxtrRp8wHGGEKhzyMy5TPEOzdOBMfZYbWeArv9YpjNB+SNQ16FZDwYC0AQfocgrIAkuQCEwXFWGAz9YDKNiNiedn4HTQVJqoEgrIAgrAFjXgAceN4Jo3FfmEwjYDBk8GPfiWBMgCj+EWm7bWAsBMAMg6EnTKYRMJn2AcdZMpbTWZDlJgjCSgjCKshyKwAZHFcMk2lopO00eJftJDAmQxQ3RNpuY8QdmwkGwx6RfrcfeH7Xe8WJQpY9EIRVEISVkfCpQsSWeFCk7fprNsPtDIjiVgjCCojinxFTQQN4vgIm03CYTPvrMuzIN0imrIm82xrEZErfOJmSv+2mKDpNSBZQQAEF/F/ArndLU0ABBRTw/xEKQrKAAgooIA0KQrKAAgooIA0KQrKAAgooIA0KQrKAAgooIA0KQrKAAgooIA0KQrKAAgooIA0KQrKAAgooIA3yr54OQJLqEQp9AkFYHmdxI4LjLB3a8SbTgbBaj9olpk2JCIeXIhz+PsJvbcTiBuD50g6LG4tl0m6J5CbLHoRCH0e4LYck/ROxuDHFWdyMhNV69G6xfhCEtQiFvopYZayGLJPPf45zwGgkixuz+SCYzRN2ueUIYyGEQosRDi+L9LtNkSD0hg6LG3q3R8Fg2PXRF0VxK0KhxZF3G7W4kcBxNhiNA2EyHQCTaTQslsM6xXIkHRiTEQ5/jXB4aeTdrotY3PBxFjcHwGKZCqNx4C7lBpBJcey7iFrcCClkSn79BOTV4iYc/hk+36MR22MhY3qOK4vYqc6B0bhXvmiogrEA/P4XIrbHf2rKYzIdALv9Ethsp4Pj0kQEywME4S/4/Y9GbI9VIoAlwQab7VQ4HHNgMu3XqdwYkxAMvgWf70kIwlJNeQyGAbDbL4LdPiuv3nXUIEk74fM9EbE9btSQwwiLZRocjjmwWCZ2KjcACAY/g9//BEKhxUgXpC4Knu8Gu30W7PaLO908VpZb4fc/A7//GUjSNk15zOZJsNsvgdV6QqcPhOHwL/D5HkMw+DaAcMb0HOeEzXY2HI45MBr75oVDXoSkLHvg8VyJQOD5LEuworj4LjgcV4Dj8r8DEA7/CLf7HEjS5qzyk6edFztFGDEWRnv7f9Defh/SGe+nBg+HYy6Ki+/qlFm5KK6H2z0zKw9FAEXOczqfg8UyJc/Moh6KnobXe63GgSUZVutpcDofB8+niKaWAySpFm1tF6YMTJcJHFeGkpJHYbefmWdmhGDwfbS1XQRZrs8qv9k8CU7n850ywZFlL7zea+D3P5NlCRYUF98Bh+PqnH1E5Cwkw+Hf0Np6ImR5R05EAMBkGouysvdgMFTnXBZAH5HXexN8vvuhZQRPDxOKi+9BUdHV+aAGABDFbWhtPTajVx0tMBgGoKzsfZhM2oOuZ4LP9ww8nrlI75FIG+z2S1FS8mjeBkFZdqO19WSEw1/lXBbPd0Fp6VuwWA7OAzNCMPgJ3O4zwVhrzmVZLMehtPTVvDnmYCyMtrYLEAi8lHNZHOeA0zkfNtuMPDAjCMJKtLaeAEn6J+eyTKZREZmSvTeqnIRkOPwTWloOz3oUV4PBMAAVFd/l7GKLMYa2tgsRCGgP+aoFDseNKCm5O+dyRHEzmpsnQpZr8sCKwPOVKC//BibTPjmX1d7+ALze6/LAKgar9RSUlr6W88guyy1obj4Eovh7npgBgBXl5e/DYjks55ICgbfhdp+G7FYG6jCZxqK8/HPwfFFO5TAWRmvrcRG3Y/kCB6fzadjtF+RcUji8DC0thyX5Ls0FBkNfVFQsyXofOmshKQh/obl5TAbffdnBaNwHlZXLctqA9XhuhM93bx5ZxVBS8jAcjrlZ55flJjQ1HZCXkTIRPL8HKit/g8HQPesy/P4FaGs7N4+sYrDbL4LT+VTW+RkT0Nx8UNbL/3TgODvKy5fk5IuQYkhPhZY9eb0wmyejvPzznGbjra2nIRh8M4+souAjscpPyLoEUdyIpqbReZl9J8Jo3BsVFb9mNchkJSQZk9DcPAbXXvsbBg4Exoyh4Ola93AFAbjuOuDAA4GxY4EePZLz2u1z4HQ+qpcaAPJovHjxBHz6KXEbNUrNa7Y+NDeT2/ilS4GzzjLi/7X33mFSFNv7+NuTw+ZlCYIgIJIFJIiAmBADJgyYEEUUzBnzvSpe9SqKGQyoiFfEgJgVEAUM5JxBMszmMDl0qN8fZ2dneqZnpntmFv1+fvM+Tz+wPdVVb5+qPpVOnTN06AYYjT3Tyqu+/io8++ynsNuJX8+egD6DwZUkATt2ELeqKuCpp85FSUl6IwVB2Ieamt6NO5sR+HwUcuDPP4GuXYGLL1Z+ftMm4Isv6L0GD1YOKF9c/C0slgvS4ud2/xvTpz+N+noqo29fbSE5Xn+dZD1kCNCrF2CI2UQ2GLqjRYv1afnrlCQXjhzphcmTD2Hw4EjbzgSBQETuHToAN944DXl596aVl8/3P8ydex02biTZDRwoD2ORDsrLgeXLid+jjxajW7ftaW02MSahtnYYeH657L4kAdu3Uxm1taQ3lCCKwIMPAv37k9w7dFDSKel10GkpSY/nOezY8SgGDozcKytDU8MYMiS50ly7FrjwwsjfxxxDz5xyCv3bvj3AcRxKSpbAbB6uiRtjPlRXn4inntqD6dPpHsfRBxEuQ43SjFaKy5eTEgrjiSeAO+4YgNLS5ZpNNfz+eaipuRzdu1PME4Bc0J98coRfKqUZrRSXLyee9Y2dr8FAv7VpM1Oza33GGOrqzkQotAQ+H9VT+ANYvz4Sk2XECGD2bOU8pk0DXnyR/s9xQPfukfcKK02d7hiUlW2FTlekiR/Pr0NNzckYMULAtm10z2IBBgyIlNGvX2KlyRjQuzdQR1ZLyMsjuYfbXVhp2u0PoqDgeU3cAKChYSKWLHkXo0dH7rVrJ2/bqZRmtFJcvpz+H2yMODJkCPDFF1aUlW3U7LVcFMtRXd0TEyfW49vGfSSDgTqZMD81StPhkH8X+6Ic/M+cCYwefQlKSuZr4gYAHs+LcLsnQ5KAbdsi7W7lSgrBAVAYju3bqc5jsWkTcO65kb/btJHLnZQmh5KSRTCbz9JGTmvkMFF0svLyPLZxI9jkyRRGVimCXosWiSOwLV8OdvfdFGjcYIh/tmNHimRXXT1Uc2Qzj+dV5nCAffIJ2HXXKQct5ziKfpgoGtyllypHYuvWDWz8eLCvvgrH8Z2riZskSayysgv76y+wf/2LwsLm58eXU1AQCUYfe/35p3LUPZuNwm8+8gjFuK6oOIZJEq+Jn9//I3M4KJKg0RhfRps2YJddJo9THXt98QWFCO7SRVnu114bjg0+RRM3xhirrT2fHTlC/C68EKy0NL4MiwXsvfeUue3bB/bkk2AjR1Jo4dhn8/LAvvmGIjsKQqUmbjz/F3M4OPbHH2B33UXxspXadufOiSNivvoqmNkc/0yrVhR98uWXw7HBx2qWndN5D3M4wN5+G+yKK5QjmhoMJJ9EdTtoUPwzOh1FPb3lFrDFiyldMLhSEzdR9LDy8kK2dClYUVF8GXY72Jlngj32GNjOncrcVq6kGPGDBim33WOPBTtwAKy6epBm2Wle3PD7Z4MxD8rKgHvvBT78kCIf5uUBdjv1lGYz9UhKUy2AtPpDD9GzF11EPUN+Po0gDQYaler1AM//AZ7Xtjjv9dLw8bTTgOefB159FejTh4JAtWhBo1bGqIdPhDaNe0bHHksBmoxGGnFMnw488wwtEwCAz/emJm6h0CKI4m7YbMCtt9L7T5pEZVgsxMlupwBbnRLERGvXjkZ0Nhv932qlUfENN9Do7s47aWQqSQ4EAtp6dIp4SfXA81QPrVtTnXTqBDz9NE1XL02y7DRkCPDcc5RuwACSXWkp0LYtyb1t23BZb4Mx9RsbYUNsjgPGjQPefht4+GGqT6OR/i0uppFY5wTmcWYzMHEiMGsWcPvt1B7MZuKUn08je3o2BJ9P24afzzcDAEPHjsRr1ixg1CjKP7ptt26dODJh+/Y0amzRIhK4rH174N//prZ35ZWUzu//HKKoxh6UwJgPPt8sADSDe/VVqqPjjydOrVpRIDdBSD7SbdWKuLdvT23OZKIIj++9Rxy7dw/LQtt3EQhQXKIOHej9w3rEaqVIiBMm0Ldy++0kSyUceyxNt2fPJp1itZJOat+e5FhWRv/y/CqEQms08dM83a6u7iMzWXnwQeB//5OnmTyZiCZqrGGMGwf8HGPBMXUqMGwYKVIAsNluQ2GhOqEHg8tQVxcx46itpY/W7Y6ksduBr76iRlhSopxPVRVw4ABw+eXysJ8tW9I0wBpljlhWtl11mNn6+isajWIJb70FTJkiT3PFFcAdd8hDssZi927go49oehONe+6h+gjDZBqB0tJFqriJogNVVccCkOD307Rq7FiSQxg6HfD999TpJIPbTVPr8BIAQJ3A/Pmk2EsbTRKLi7+GxXKRKn5u9+PweCJWBQsWAOPHy9MMGEDt54QTkq+Pz55NiiwaF1wAPPAAPQuQfWfLluo21hgTUFnZCozVNd276ipg2TJ5updfpulf+wQhgEIh4OBB4KabgF27Ivc5jkKpDh4cuZefP1W1OZrPNxtO5/VNf+/YQaF/hag+qnVr4LPPqLNJNOU+fJjCCMfKvVcvYOHC6DsWtGpVoTqAXk3NQPA8Ka7du0npxi7nPPAAcN99qfO68Ubgp5/k9557jgZNxx1Hf1utN6Oo6B1V3ACNZ7clqV6mIEWRFuljMW9eagVZXQ0sXhx//6uvIgoSgCzmcyqEQktlf3//vVxBAjRaWLkysYIESBn++qtcQQKkPJcsiS0zfX5zFTYZv/5a/v5K6NKFGnQsPv00trw/wJi6UKEUxY9sSa1WWpA/EKMjJIniRqfCggVyBQnQCO+33yIKkspUL7tgUC672HcFgDVraLSQagNRSe4//hiZQQAUQVAQ1ClJQdgiU5AOR7yCBKhtJ1KQAI3MXC65ggRoBB5b35m0u3nz5AoSoNDA+/YlX5Ns1w5N65nR2LKFrggC4PlVqrhJkgc8v67p7y5dlHWKUn3Hoq6O2l4s5s+PKEhAm+wAjUoy+mWOFgRhOxjzqUrL82ubmU36ZYriIZVH5rIJPwRhu6qU4Z78aEKt7CgC4vpmZhMPtTL5e2Snvsx/Mj/SKZke9NAGUdwFSXKnTtgITUpSEDbL/tbraUoai/DaSTKUldF6RupnRfD8trT4jRoVv4Zht8t31hNh9Oj4XdKWLYHTT5ff43l1p2V4fnPcvauuUleuEpSeVZK72tM8sbI75RR57wtQfV9xReq8zjknfj3aYgEuuUR+T63sRHFvnEmS0vsPHJh4LTfVs+efH99W1Moutm6POQYYrmCUoVRuLPr1IxOraHBcfN1KUjkkqSZlfoyJEAT593PZZfGmT23aKHOOhVIb69WLrmiordvYdgcAY8aoKzcWJSXU9lI/yxTLTQSN0+14w/GnnqJ1gKIiWti9/35aYFWD114jgeTl0VB+yhRlpavW+j6WX2kp8MkntNESNhWZM4cUdCp06UKL771707OnnkrTtOj1SC3clIzuJ02iNcTWrUl+119PG0Nq8OijkU2fFi2Au+5SXrORpPRkp9eTrEaMoPfv3h14553U65EAKZtPPqH1YIuFPvyPPorfLFMvu/h0I0eSqVHHjjRFvOii+DXaRBg3Dnj8cVJmBQXAtdcCL72krly1/KZPJ2UU3jx45pnEtqXR4DiS1bnnUlvr0gV4803aOIyFmrqluOPyuXW3bsD775OpmcVCHf/cubTJlAqnnkqbcp07k9xHjaJNlfhy05fdE08AN99MHW1ZGa213323quzwyivUGeXn04bck08CV18dn07tdwFo3Lhxu6fA43lCdebZQknJYpjNZ6ZMV1lZpqp3zSYMhh4oK0vtVcjvn9t4VO3ooqBgBuz2W1Kmq6kZqtrDT/ZgQJs2qU+mkH3k0XdbZ7ffi4KCaSnTNTSMh98/q/kJxaCsbG9K5xKS5EFlZfN6YVKC2TwKJSXfpUzn8TwHt/vRo8BIjpKSn1QfQdU0klS7W5VtqC2X444+P7Vl/h3cAPWy+zvq9p8uu386PzV1Rkd7m9fNn3K5/2zZaSlXk5I0GE7UTCZzGGAwqDv+93fwMxpVzD8BGI1/h+zIzVs202UTamWn13cCxx390ZD6uj36stPp2kGnS2Ki0QiO08Fg6JUyXbbxT5YdoIPBoN4JjCYlaTSeBODoeps2GHqA4xTOISkgHU/iPh+Zuhw8SGYqWqG2TL2+LXQ6bWdaGQNqaoC9e8n8SOsBUvIWrs6G8+/wwq62TI7jYDT205x/fT2ZtZSXk7maVqjll47sBAE4coT4OdPwEaOlzH9y3RoMfaE1iowkAZWV9F3U1mr/LgyGrprczmk6eKzTFcJg6KtojvHll7TJkcwIOhEWL6ZF2pNOiv/NZDpddT5m8+nwqPDadvgwbUosWECGtWEh63S0mH3++bTY21KFW0uT6bTUiZrSno5AILnBlyQBS5eSXdyyZXJ7w8JCYOhQ2hAYOTK1UwyT6VTVHmNMpmGg5iBf5JckMnofN442IbRAkmiDYMwY2iCJL/N01XmZTKersm9bu5Y2jX79lZRjGFYrbX5cfDFdSud/o6HXd4Jer847hcHQAzpdS0hSVdJ0Ph/Z7H39Ndl0RnfK7dqRtcfVVwMnqph0aPGobjafDr8/fleruprsHsePV++cJoyGBrJnnDAh/lmOs8FoHKQqH53ODqNxYEqvToJAtqxffEEHOqK/8xYtaPNpzBj6PlK9i5Z2B6Rx4oYcsco3AlauJNMQs5lOPMSaeiSCIJBDhFdeIROEBQvohaPRosVWGI09VPOrru4NQdii+FttLe2IfvxxvDFtLMxmajz33pv4KJTJdCZKSxUs4hMgGPwVdXWJN6B+/52sBbaqiC5x/PHAv/4FnJ3E4Xdx8XxYLJeo5ldff1lj6I0Iwg4rjj+ejgKGj56lQm0t7bj/+isp9Pfflx/H0+s7oKxsr2olLoqHUFXVEYDykHDrVpLd77+nzqt1azoVduWViY8I5uc/j7y8B5V/VIDL9Qi83v8q/iaKdIJk2jSSSyqcdRYd80s84LCiVavDqqbbAMX+qaxsC8YihfM8vf+KFTQoeOkl9Z6yNm4ky4qDB2nXPvYEjtU6AUVFKk0NkNw1H2PAd98Bzz4bf7hBCSedRLvj0c53YtGixQZt03yth73pMHpB08Hy9evBWraUHyYfMwZs27bEB+UdDrDffiMnANHPDRkCdvBgJE1NzWmaD6N7PG8qlvfuu2AlJcqOK5JdbdqAzZmj/A4+3xea+VVVdY/LZ+dOsCuv1M4NALvgArAtW+K5VVQcyyRJ0MQtEFgky+N//yOnFOGyLBZygHDoUPK6nT2bnDJE83zoIXkat/tZzbKrrb0orqz9+8lZil6vXXYnn0zOVuLfwcJEsUYTN57fxxwOXVxeS5eC9e2rnZvRSDJTknV9/Q2aZed0PiDLY9IkeXlt24J9+mnyej1wAOzhh+UOJAwGsK+/lqcLhdZp4iZJPlZeXhxX3oYN5AQmne/i+uvB/vor/h2qq4dolp1mJckYY273S02Fjh2rTLKkBOypp+K9dqxZQxVkMik/99pr4bQ6Fgwu18xNkvyssrJbU3l79iTmqOW65RZqJNHCliRRMz+//1uZPH76CaxDh8y4tWkDNn++XM5e70eauTHGWG3tOczhoM7quOOUy+vZE+z99+Ud2pEjYN9/D3b22Yk/+tWrKW1lZXsmii7N3EKhzczhMMk8v/Trl5ns8vLIM0607Fyuf6Ulu4aGO2T5vPyysocsLdfgwWDr1kXyLC+3M57fq5mbIFSxioqyJsUd3flFXxdcALZgQbxyfPttsBNOUH6mVy+qf4cDrK7uyrRk5/G8Jivzk0+UvTxpubp0Afv11+h34VgwuEwzt7SUpCSJrLp6aJMSSjYKMpvJJdrIkfRxJaocgwHsiSciwnY6J6dDjTHGWDC4gjkcerZ1K1WgUnkWC/U2X30FtmsXuRf7/HOwq65SdnEF0Mhjzx4wh8PKeH5n2vzq68cxh4ManpJrLADs+OPBnn2WRjp794KtWgX24oskQ6X0ej3YSy+R7GprL0qbmyAcbJoprFgB1rt34rotLgYbPpx6+3btEqdr2ZJcqIUbayCwMG1+Ltd/mMNBLs2U3GoBYK1bk8u4JUuovjZsAJsxA2zo0MQc776buFVVncgkKZQWN1H0sMrKTszhIJd6ico64wywmTPBNm2i0c7ixWAPPEDuBZXSl5WBLVpE/DyeN9OWnc/3WVMdfPyxssu98HXccVSvw4Ypu5ULXwMGgK1dG569tGSiWJ0WN0mSWE3NaczhAJsyJbGe6NcP7JVXaLC1dy/Y779T+kQdutVKMyKHA6yh4e60uKWlJBljjOd3s/Ly0iahv/469crpaPwOHcC+/TZ6lNafSZI/XWqMMcZcrqfY4cNg55wTX95550VGNUrXH3/Qxx/73Nix4Yb6VkbcRLGeVVZ2YUuWkB/I6DLy8sCeey7xlPbwYfI7GNvAzWawH3+kabYglGfEz+ebwxwOjjkc5IPx5pvT783POANs48YIf6fz3oy4SRLPamqGs02baAQd29Hee2+4I1O+5swBa98+nue774KVl+ezUGhjRvyCwT+Yw2FhU6fGl9G5M9i8eYm57d4Nduut5KMxtsPcuROstvYCJklSRvzq629oKm/1alriSqdedTrymxmZXemZ3/9dRtx4fi+rqChjn30WL4OyMhpUhAdRSksBTzwRP3IvLqYBRlVVHyZJ3rR4pa0kGWMsGFzFysuLZEI/91z1gjYYaOodvXZQVdUr7d4oFg0Nd7EdO8A6daLybDbqhRIJOvo6cgTs6acjywL9+pHCcLn+kxVuPL+fVVYex95+OyKP/v1pCpmKW3i95tRTI8+++CJYRUUbxvM7ssLP43m9SVE6HGBffpl4uqV0lZaCTZsml3V9/Q0Zf+SMkePn6upB7PvvI/XTqRMtXaiR3a5d5Hg2zPW222gaGwj8mrngWHhJxcyuvjpSxrhxyZV39PX117RGCJDD2aVLwWpqzmSS5MuYmyTxrLZ2tKzTfe65xKNypat3b7DvvovmrGde7+wsSI6xUGgtKy8vYY89Finv7LPBNm9WJ7vffovMHnU6mrZXVXVnglCRNqeMQ8ry/KbG8I97mu6tWkVmIz//rLyLnJ9PjhxuvVXuFsxkOgvFxZ+p3rVTA7f7Gaxd+wTuuUfEq69G/AWqxcaN5Htw5kwzund/GXb7rVnjJopHUF9/KR5/fBVEkXarjRoOR4gi7ZhWVwPTpp2I4uL5MBhUeHhQCZ/vI7hctzY5lxAEcvf13nskFyUceyxw3XXkBDhiMqSD3T4Z+fnPZS2YvSS50dAwFu+99w2WLCFfjYmsEBJhzhwyK/nww3YoK/scJtPg1A+pRDC4GBUV1+Dqq6swdixkIR3UoL6erAOuvBK4/PJrUFT0nmp74VRgTITLdVeTk2WATHref58sP6JNp6IxYAD5urzggohVAMcVoajoA01WFKnA81tRVzcaEyfuRu/ewG23aTNRCgToW2rfHrj//tNRXPw5dLoWqR9MgIyVJAAw5oPL9Qh8vtdByp/gdAKrV5PRp99PtnLdutE2ffRheo7LQ37+VNhsk7L2EUWD59eivv56iKIK2xoFGAwno7h4lmrDbC1gTITHMxUez5MAgmnkYIDd/gjy8/8Fjsv+8TNB2Aen80aEQktk9w8fJlu/I0fIHrKsjOz7uneXN2i9vguKij6AyTQ069wAwOv9EC7X3QDSi9ppsUxAYeE06HQKhpwZQpJq0dBwO4JBFc4QFcBxZSgsfCujCITJEAwugtN5E0TxYNM9SYr4h6ypIW9B7dqRgjzmGPnzZvMoFBa+A70+5ocsgDE/XK7H4PO9inRcqXGcHXl5/4XdfnvGOiUrSjIMnt8Ar/cNBAKfqPIBqdO1hs12E2y2W5tF0NFgLAS//xP4fNNVOwQ1mU6DzXYbLJbLMo4VnQqCsBc+33T4fB/IHLgmAscVwGodB7v9DhgMXVOmzwSMMQSD38DrfROh0M+I7ggTwWDoC7v9Vlit14HjrCnTZwJRrILP9zZ8vncgSYdVPGGG1ToGNtvtMJkU3OtkGcHgMvh8byAQ+ApqQs3q9Z1gs90Cm+0m6HQJYqBkCZLkgd//AXy+GSp9j+pgNp8Pm+12WCznpk6eIXh+U6NOmRPnLk+Rna4lrNYJsNtvyyiscjSyqiTDkKQGBIMLwPNrwfNrIYoOADw4zgy9/ngYjf1hNA6E2TyiWUY/qcDzGxEK/QaeXwOe3wTG3AC4phNFRmN/mM2nN8vIMRUYCyAYXNjIbQ1EcT8YCwEwQq9v3yi7ATCbz9F0tCpbEIQ9CIV+aazb9ZCkegAMHJcHo7FXI79hGcWuTheMiQiFfkUotLKx3e0CYwEABuj1rRu59YfZPDKj6Ve6EMUKBIOLGut2XaMTZgEcZ4PB0BVG4wAYjYNhMg1vlhlVKoRCyxEK/QmeXwtB2No40NFBpyuF0divsd2dBb0+iXv1ZoIkOaO+i7UQxSOI6JTOMTpFQ4xhFWgWJZlDDjnk8H8FmqMl5pBDDjn8/wk5JZlDDjnkkAQ5JZlDDjnkkAQ5JZlDDjnkkAQ5JZlDDjnkkAQ5JZlDDjnkkAQ5JZlDDjnkkAQ5JZlDDjnkkASaYtxogSTVK5y4sURZx/dp9uNqicAYgyjuauS3uTFAOgedrggGQx8Yjf2z6ihCKyTJC0FYD55fA0HYDzrTbYo6cdMfOt3Rjx4YhiAcaDyVsQGSVIfwiRuDoVej7LqpDsuQbTAWBM9vSnri5u84bROGKFYmPXFjMPT6W06hAXRiSRC2NdbtNjDmAaCXnbjR69v+LdwAOskX0SlKJ276NotOyaqSZIxHIDAfPt90hEJLU6Q2wWK5FHb7bTCZTs0mjYQQxUPw+d6BzzcTklSRNK1e3wE220RYrTdBr1cRESxDMMYQCi2E1zsDweB3SBTLhaCD2TwSNtttMJtHHRWFJEl18Pneh8/3NkTxr6RpdboWsFrHw2a7FQZDx2bnBgCh0Er4fDPg938GwJ80rdF4Cmy2W2G1jgHHmZOmzQYY88HvnwOvdwYEYV3StByXB6v1Gthstx21cKuCsBNe73T4/bPBWEPStAZDD9hst8Bqvb5ZnILEgjEBgcBX8PlmIBT6Fcn9BhhhsYyGzXarpkBpqZC1Y4mBwPdwOm+FJB3S/KzROBiFhe/DaFQZZUojJMkLt/th+HwzkFz5KMGEvLzJyMv7d9bPhIYRCq2G0zkBgrBZ87N6/QkoKprZbB0NYyK83ufhdv8HqZRPPHSwWm9AQcE06HSFzUEPgrAHTufNjR+QNuh0rVBQ8Dqs1iuagRnB5/sALtcDqpyWxIK87LzdbKM3SaqB03knAoG5mp8lz13/gc12V7OdMw8GF8DpnARRVBEBLAZG48BGnZJ5zPGMlaQkeeBy3QG//8MMqZiRnz8FdvvkrAo9FPoDDQ3jIIp7M8rHYOiNoqKPstq7MybA7f43vN4XoF15R4ODzXYXCgqez+rISBB2oKHhOvD8mozy0enaoajofZjNSUI7pgGv90243Q+q8jiVDBbLFSgsfDurHndEsRJO540IBn/IKB+OK0RBwWuw2cZliRkhEPgKTufExil/+jCZhqOw8EMYDMdlhxhoUONy3Q2//70MczIhP/9J2O0PZ6RTMlKSklSHurpzwfOr0yYQC6v1RhQWvpuVKWQg8BXq669Cen4a48Fx+Sgu/iYrQ3nGQqivvxLB4FcZ5xWGyTQCJSVfg+NsGecVCq1CXd15aY2AlKFHYeEHsNmuy0puLte98HpfyUpeAGAw9EJJySLo9a0zzksQ9qOu7qyMO+Zo5OU9ifz8J7KSl9f7Blyuu6DG5Z0a6HRtUFKyCEZjz4zzkqQG1NWdD55fngVmBKv1OhQWfpC2u8O0laQkeVFXd6Zq34xaYLNNQmHhWxnlEQj8hPr6i6DGf58WcJwdJSWLM/JDyJiEhoYr4mJcZwMm00iUlHyX0eI/z29Gbe3wlOtT2qFDUdHcjKe3LtdDjaPv7MJg6IXS0mUZjShFsQK1tUOzqiDDyM9/Dnl5D2eUh883E07nzVliFIFO1xqlpb/DYOicdh6M+VBbOyKrCjIMq3U8ioreT+vZtIdrbvf9CRXkoUPA8jTekzFgzx7gt9/eht//cbrUIIoVaGi4FkoKMhSi8BKH1fhmjYHfD/z+uxd79lwGSXKnzc/rfSWhgqyuBn5Nsby2bBlQkWDfKRRaCI/n6bS5MRbAwYOXYcmSBvjSmMVWVlLdBwJKv0pwOsdDEPalzS8Q+C6hgnQ6gUWLKKyFVtTWAgsWbIHTmVl4jvr6cfjxx71oaMgoGxkkCdi2DVi58hGEQr+lnQ/Pb8aaNbdh48b0ZLRlC7B9O/GJ51iBhoarwVj6y0Yu10P4+eflqKxM7/mff6Z6VAI5Fv4grXzTGkkGgz+jri6yvnT4MPDnn3QtX05KslUrYN265LEpGKPQDsuXR56trAT69AF++qkEZWVb05r+1NVdgmDwawCkFDdsiJSxejV9wI88Atx5Z/J8/H56hzC3desov1dfBa6/fiIKC9/WzE0QdqG6ui/CmyDV1ZR3mN/u3RQ/ZOtWoFBhryMYpBAJgQDQqRNwyil0DRkCtG4SlQEtWqyC0dhPMz+X60HMmzcVN95Irvv79qW8TzkFGDgQsKWYyc+aBTz6KGCxAP37R7j17Uv3AMBkOgMlJYs1rxNJUj2qq3tCkigIi9NJHV64frZsoQ/4p58olEQy1NYCK1ZEnt2xg+5v2ACccMIXsFov08QNoFHamjU347TTqN336BGR3eDBQFGR2vckPmFuK1ZQzJsLLwRmzjweZWUbNS+pMCagpuZkTJ68Dh9+SPGATj6Z+A0ZAvTsCehTzEZvuAFYuBAoLpa3u65dIzFv8vOfRV7eI5q4AUAwuASHD5+BHj3oG+vcOSK7U04hfZIMhw8DgwbR/3v0iHA7+WSgpDFkFscVNuoUjRthWiOHSZLIKiuPZ6tWgY0ZA3bssfHR1PR6ivy3bZtyRLPFi8EuuQSsVav4Z00mivV76BBYff31miOb+f3fM4cD7I03KCys1RpfRkkJ2IMPJo649swzFBQ+HIkv+mrdGuyFFyhdMLhaM7/a2nPZrl0U87tLF+VodD16xAZVj1wrV4KdeKJyXOJOnSjs7ebNYNXVp2jmxvM7mcOhY2+8AXbMMcrRLQcMAHvsscSymzKFwn/GPmuxUNzrqVMpnc83RzO/hoa72ZEjYLffTjKIDTsalsGcOcrc9u6leNjduinLvVs3irhYUdGGSVJQEzdRdLHy8kL25ZcUAjY2b46jmOkTJ1KEQiV+X35J4Y6V4mHbbGCXXkrpXK4nNcvO43mTORz0/vn58fnn51Oc7Y8+Sly3F16o/D0VF4Odfz7FsHc4zEwQHJq4SZLEqqq6sz/+oEiHSm27c2ew665LrFO++y5xNM8ePcAmTKCws3V112iWneaRZCDwA+rrR6GmJtJb63TUu7RpA1x1FTBmTHSkvHhs2QKMHEn/Nxjo2WOPBa6/niKxWZvsQc1o1eqwJuPfurrzEAz+hKlTKYIeQKOfoiLie8cdNKrRJVlouP9+4JNP6P92O/VEAwbQyLNr18jo2Gq9HkVFs1RzE4TdqK7uCkli6N2bRgcAvX9ZGY0Uxo+P9HzJ4HQCH30EfPklUFVFeTFGo7Xt2ynQWosWa2A09lfNz+m8pzHwEuW1bx/w2muRkYy7cYVh1Cjg3XcT58MY1fEbbwDr19Oz3sbwJBMmAE8/TbaKLVr8qZqbJHlRVXUMGHPhggtoVA/QaLukBDjjDIqqFxusKpbXgAGRaIDFxUBpKXD++cDNN9P/wygqmgOr9WrV/Lze6XC5bm/6u7ISmDGDpoB1dWiafnfvDixerJzHjz+SfADAZCJ+nTsDEyfS+4Ujaep0bdCy5QFN687V1T2aYtiIIvDHH8Rv506qn2Dj3ubUqcC11ybOJxSid5o5k2aBDQ10D6D2eNZZ2jeZYmemDQ3A7NnA/Pk00wq3bZuN2nayiKLV1cA779BsorY2IvcOHcJLgEa0bHkIen2KoWkUNBuTk60h0KIFhW0sLyeB1dbS9eSTNA08/fTEefToATz4ILB/P/DZZ/Ri1dUkgK5do6dKQfh87yEv7yFV3ARhL4LBBQDoQy4qohCZu3YBPh/gcNBSwPffUyNMhDFjqDG//TZFA/R66bnaWmBulEmZ3/9pow2guhC4Pt9bABh0OpqSVlYCr7xCjaC+HnjpJVKW41RYeyxeDDz3HDUegBT3nXdSRxWOROn1TkdRkTozCjJ4jphxcRzw/PPAt99G0pSVUSfTNUXcMcaobayKWrLu0IEUQP9Gnc3zy8HzG2A09lXFLxD4uPFkFCnDAweoE3Q66dq3j6aLTz2VOA+OAx56iNrsyy9H5P7aa9RWbrklktbrna5JSYa/izBmzaKPNQyrFbjvPoo8mAiDB9My0KpVVL+VlXTt2kUKtG3jLFGSyhEIzIfVOkYVt2BwiSzIl8sFTJ5MbTqMgQOB884DTjsteV6VlfTt1kUZPZxzDtCvX2S66/O9i7y8x8Bx6tRLrOwWLgT++9/I3zodcPfdtJyUKuTy3LnAm29G/jabSe6RzpOHz/cu8vMfV8UN0Lhxw1gIweDCpr9vvZUUTjQEITKCS1iojnrH776T3/f75S8I0EK9WgSD3yNs1tCjBzWqXbvkabZupQaXDCefTB/UkSPy+8uWAStXytghGPxZNb9AIKJxrr2W1pxi45JPm6a8MB6LadMiChKg///yC60bhUEnd9QhFPpdtpu9Y4dcQQLUkXk8wPDhyfNatkyuIAFSanY7fUxhaKnbaNmdfz4pRY9HnmbWrMQL92GMGQOsXRsZ/YTx2mvyezz/OySpQRU3QdgPQdjS9LfLRR1sNPx+kunFFyfOp7gYuOgiqsdo1NTQu0VDS90Gg/KK/PRTuYIEaK1+0KDkShygmOvRChKgzbLLLovEPZekI+D59aq4MSYiEJB/kC+9JE8jScCSJakHD34/8Prr8nvBIK0zX3ZZ9D31sgM0Kkk6ERJpSaGQciBzNTvHtbVQ3D2NfVYQ1oMxdXF3eX6t7O/YhpDqfjIeie7HlpkIkuSKO86nxKOqKtHOsBxKz8Zyk6QqiKK6bfxsyk7ts2plp5RWqQyeV26PqXgANC0LLydE8kt+hDARt+pq5To8eDD+XiwOH5Z3fmE0t+yS3U+VRpLiBxRq+QnCNkSf5GJM+dtTw62hIb7jVHqW5zeCMSE+YQJoUpKxjcZkolFXLE5VcUKuXTugo8Kx3thnGfNCFHfFJ1TBb9gw5XSpRkKJntXradcsWZmJua1HrPGuUhn9+6feQU70rJLc1fOTpxswILIbnaqMWAwdqmzVECv3VOeYwxDFiqYd7TCU3r9ly9RLAYme7dFDviYJqP/QY2XXsaPyiEyN7Pr2jYzIkj0rCDsgSanjUDPG4kZ1SjyMRprup4KS7IqKgN695ffSlR3HUfuJhRrZtWkDHH+8mmcDjcpZHTQpSVGMN2B6/nnadAmjZ09ab0sFjqP1uBZRezJDhtCal5pylSBJ8nQ9e9IalKFxacRgoE2ZVOYhAC1A33hjZIPHbAaeeSZ+YyC2TLXcAFp/iubSti0tnKvBf/5Da79hnHAC8O9/qytXCaIoN7wsLgZefDF6E42mqsmmi2F06kRcwuu+ej2tI8Z+hOrrNd4odMIEYMSIyN9FRdSeUq1ZAbRGFV4bBci8ZNo0pXLT46fT0fQ9egNu2DCSQSrY7bRcZY8KqX7RRcCVV8aVCkmqUcHO37SWG8Y559DUNdyRWSzAs8+mNrMBgLFjab0/jPx84hvdToD0ZQcQlw4dIn93705r3Grwyiu0dh7GoEG0nhlfrnpjTE272273k/B44lfGBYHWNMxmWnPSYv4WDNL6lVJvFEZJySKYzSOUf4xCRUWp4jG6ykraFOrWLdqWUB0OHqRdvBNPVN511uu7oWXL7fE/xMDvn9No4B6P9etpejZwYEShq4Ekkdx1Ohr5Kcm9oOBN2O2pv86amlPA8yvi7judxK99e7lSVoOaGtrl7tIlsukghw5t2qQ2Pub5taipGaD42/bttEShxoYzFhs30vRs0CBl5Wqz3Y3CwldS5tPQcIOi74JAgOqnpIQ6bC3weIA1a0huXboopykr+yvlCRdJcqOyUtlbz4EDtLbbpw91ilqwaxctbQwYIFfoYZjN56GkJPW5dY/nWbjdj8XdF0WSncFAHZoWnRI+MFJQkHhAVFz8AyyW81Tlp2l3O5GvNoMhfhqqFmZz6qG0WsNZjrMqrue0aqWul1RC+/Z0ZYNbIkRvZmiBTqe83CEvNzN+hYXJLRWSoUWL5M+qN4hWmPc3ont3utJBnz7Jf1frm5DjlPlZLOqmiUrIy0stdzX8EnEDaLQWPWLTghNOoCtxuWr9Oirz0+vVTf+VYDIlXmoLQ4vfSU3TbYMhiVSaEWrL/Tv4qS1Tr8/JLhZqZUIOkNNzTpAJ/sl1y3H50OnaqEhnhF5/XPMTioH6uv1nfxeARiWpxTA5W9Dr26s2Jv87+Kktk7x1Z+6dRxv0qu0Q/8my4zgrDIYezcwmHmr5/T2y66f6WOc/uW7/Dm46XRvo9UlOHcRA03SbFFZrxcXWAwdoU0PNwnksamsjp3ZiYTQOUp2P0Zh47vnXX8o7X2qwZw+dfFAuUx0/jtPDaByAUGhZ3G+VlbSeprSrmQp+P9mtKa35GQw9VStmo1H93Gb/frKPXbuWzDUkiRbL+/Shk1Rq16VNJi11O1jRKbHXS3aJbVIPquIgirTmrGRlQeEo1C0kGo0nATBCyaHKnj20lpuOO8PDh0mu4cMB8jLVe6EyGgcjEJiXMh1jtJa3aBGweTN9l3o9bcwOHEgbNqnsKMNQ6yVLr28Dvb49RDG1fZTLRTbOf/5J+wReL607dutGRvBnnqksq1ho0SlAGl6ArNZ4i87aWjLWvPxydXZq0Vi3jnbb7rhD2TOJ1Xq96rwslgvAcfG7Kx9/TMe63nxT2QYtEQSBdu9POw1YsCD+d72+kyaP4EqyCwToKOJ559EmhBbs20dHGceOjRz7k5enXnZGY28YDMkXRzdvpl3RIUNop/+nn2hjZts2YOlS2tG94AKqzwULksua42ywWNS7TFNyOssY7VSfcw7wm0bnOLW1JLeLLqKTWLGwWq9V7X9Qp8uHxTI67v6ePWT4PmECbYBpwc8/A2efrWyxQPzU163Veg2SjYcYA775hpTM6NHA9Okkz23bqM5/+IFOMp18MnDTTXSUMRlMpjOg1x+bPJGMX3Ir8dpa4IknqPO9917g88+pg96xg5T67Nkk4wED6CisP4UDfZtNveyANJSkzXaL7DFBoJM3DgftRp19Nn08qSCKpLQuuYSe/fXXeDMMvf44mM3nq+bGcRbYbONl9zZsAB57jMp75hn6yKuqUud1+DCZvLz6Ko2U7rqLeq9o2Gy3aPJkY7VeA44rkt3717+I49691FN/+GFqRc4YMG8eKYdt26jR3n9/7HPWOFmkgt2u7CbM6yWzrnPPpY83FbZsIcV/7bWJjfItlms0hXQwmYbBYJBvVb71Fp0KqqkhnwHPPx9/kkYJv/1GI96lS+kDnDgxcnY5DJtNhb1OkvReL324bjd9DyNHxp9CUkIgQEd7x42LnM+PPgoLkDdwLQ5u9fpjYLEo227t20eDm1tuSa38GCOFOWIEMGVKYmWkXXaToLTmzBj5UBg2jHwFpFJ+tbVkPnTGGXTqSwk6XTuYzRdp4qfZCxBjjNXVXdPkfePOO5U9b1x4Idjy5coeO776CqxvX+Xnor2QeDwzNHMThAOsvNzOHA7yGKLkzaaoiDz97N8fz+2vv8jLjc2m7CVmzx5KV1HRkolinWZ+LteTTWW9/LKyDIYMIW80SrJbsgTsrLOUn5syJZLO6bxHMzdJ8rLKyvay8n76CaxjR+Xy1Fz5+WBvvRX7HibG89s18/P55sg85ih5AerWDWzuXLAjR+Jlt2YN2JVXKvO84YZIutra8zVzY4yx6uohTXlccomyJ6DrrwfbuDGe25EjYB9+SF6MYp8zm8EWLoyk9ft/1MwtGFzFHA6drMyXX1Zu52qvrl3jvVVVVXVnksRr5ldff70sn61bwc49N31uAHlciv3GPZ5XNXNLy5+kJNU0+vWrwqZN5EFF6diQXk9afehQsoN0OGgksn59fFqAzIjeeovWYUym01FS8ktasSm83jfhct0BSSLj0pdeUh6dtWxJo7cePej3zZvpPHnYO080DAaa+kyYQOtLRUXp+RxkjEdNzQAIwiYcPkyy27hROe3gwSS/Vq3oqNuyZYmnlSecQL1tly6AXt8ZZWWb0tooCgYXoa5uJBijZYrHH1cenRUX09S6Tx8yudi5k2R3IEHMpvHjacpkMgH5+c8gL0/FiQMF1NVdjGDwGzQ00Og+0ci2Z08avbVvT2tZK1ZQWl7BUX3LlnTWms7sF6KsbAv0epWLb1EQhJ2NvkIDWLIEuP125bZkNhO3QYPIxnD/fhptxvoZCOPCC6kN5+Vp9zwVDZfrAXi9L8Hvp9lV7Ag1jM6d6bvo0oVGtuvWUd3GHtsEyIj8hRfCZ6P1KC39U9NacxjkK7QHJKkCmzbRtF5pFqLX00h26FCyPy0vJ2cgK+JNfAEAJ51Eddu2LWA0DkNp6VLtoWE0q9VG+P1fNmnnbdvIDx7S1PgcB3b33WAHD1J+5eX5jOf3pEuNSZLEamrOauI3d66yj0O1V7t2YN98E+mN6uquSpsbY4yFQuuYw2FiDgfYvn3k4y9dbgD59dy9O8xPzwKBpRnxa2iYxA4eJJ+gsWVZLGAPP0wj7tjR0KFD5Mezdev451q2pBFUdfUgJklC2twEwcEqKlowh4P8Mj72GPm5TFd2w4fLR3Ze7wcZyc7tfqkpr9WrwQYNSp+b2Qz2n/9ERsUVFe2YKNanzU2S/KyqqjtbsQKssDC+vGOPBXv3XeVR+M6dYPfco+xj9cwz6Rmn8+GMZOf3f8McDo5Nnqwsj4svJn+qSjOsn35KLOvZs8HKy+2M53elxSttJckYY273VNl04eWXlR2GJrs6dwabPz/6hS0sEPg1E1qMMcZEsZ5VVfVpynfzZhKy1oZ67bVgO3ZE+NXUDGeS5MuYn883jzkc+qZ858whZayFW8uW1KgjsuOY1zsrY26SFGK1teeztWvBWrSIlHfSSWB//JHYKWv42rED7LLLIs8ZDFTHlZUnMEGozJhfMLiKlZfnyz6QHj20yc5uJwUU7QDX5Xo8Y26MMdbQcLus43jsMepctPA76ST5VLa8vJSFQlsz5sbz+1lFxbFs9mx5eWPHRne0ia8lS8h5cPi59u1palxXdxWTJDFjfh7PK+zwYXIAHC6jpARs1qzU3A4fBnv6aepcws/ecw85Ag4EFqXNKSMlSS/1smytY8sWsEmTUq91tGlDa2jRawbl5QUsEFiSKaUmiGItq64eLBPkvHnkdTxVIz3jDLAffpBXQm3tOUwUPVnj5/fPZw6HpSn/v/4Ce+QRsNLS5NwKC6nyd+6M5mdkXu9HWeMmSQFWV3cpmzePlNykSeTZOVVDjb6mTSPlMGUKWFXViUwQyrPGLxhc1TSidDhoFjJ1Kn20yWRnsdC64Pr18s7F5ZqSNW6SJDGn8z6ZLFatArv6auWRWPTVqRPYq6/KlXdFRVsWCm3JGj+e38cqK7uw++6j73TGDG31uncv2LhxJMsFC8Dq62/IaHYQC4/nTbZtm4516ECjw3XrtPFbuBDsuOPATj8d7PDhPBYI/JwRn4zjbgNAKPQnGhrGy7z1uN1kb/X777Rz6/fTEbdu3ei41fDh8nPKJtNIFBXN1GQ6oAaM8fB4noHH8yyi7dh27iQzlfXrKagWx5Gd50knkTmO3HbOivz8Z2C3352VULfREISdaGgYL4sQFwyST8FlyyjmjctF61HHH087fSNGyM8pGwz9UFQ0C0ajCs8dGuH1vo3Nm+9Hhw6pPc4o4eBBDt263Y+CgqeTHpFLB6JYAafzlqZ4RnSP7Oh++YV2/hsa6Hhgx460xnvuufJYM3r9cSgsnAmz+ayscgOAQOAbOJ23yDwY1dbS+uOKFbQWGQqR96EePcipyskny73mWyzXorDwNdWOndVCkjxwOidj1663kh67TYaDBwtx4olvwmpN4so8TYRCK7Fly7Vo0WJPWrbXTidgMAzHccfNhsHQISMuWVGSAMCYHx7PC/D5ZmjysGEw9ITdPlmz7ZJW8PwGuN1PNDrmVRvRzQiL5TLk50+BwZDAy0AWwJgEn28GvN6XIYp7VD+n17eHzXZXo/LW7GReNQThADyeJ+D3fwpAhbNLAAAHs/kc5OU9mVH4XTXw+z+Dx/NfCMJ61c9wXClstpuRl/cYdLoksUYyhCTVw+OZAp/vAzCm3ljSaByMvLzHYLFc0GzcACAY/BUez9MIhX5V/QzH2WG1Xou8vKeyEqc8ERgLwON5ET7f9DhXeclgMHSH3f4ArNbxaW38xiJrSjIMxngEAvMQCHwFnl/b+NFHF2GEwdATRuNAWK1jYTarcO6YRYjiQfh87yEU+g08vy6u4XJcCYzG/jCbz4DVeqOmWBiZgjGGYHABAoG54Pk1EIQdkCt0HfT6E2A09ofVOgZm86i0A66nA0mqhc83C6HQYvD8WkiS3OCU4/JhNPaD0TgUNtuEjGIwp4NQaAX8/tng+VXgebmDaADQ6zs21u2FsFrHZH1kmwyS5EUgMAeBwA+Nsos1B7HAaDwRRuNg2Gw3pBXpMhPw/Hb4/e8jFFoOQdgAxuQzB52uTaPsRsJqHafJxjVTkE75CoHAl4065S/IdYqhUacMgNV6LczmM7JaftaVZCwkqQGSVAHGQuA4C/T6DuA4FWeHjgIYYxDFg2DMDYCDTleYlulHc4ExH0TxEBgLguNM0OnaNeuoRytE0QFJqgcggePyG+s28547G2AsBFE8AMb8AIzQ61tlfcqaCSSpBqJYDYAHx9mg1x/XrLMBLWBMgijub1SUeuh0pUd1sJAKkuSEJJVH6ZT2zdrhNbuSzCGHHHL4fxnZ3YXIIYcccvg/hpySzCGHHHJIgpySzCGHHHJIgpySzCGHHHJIgpySzCGHHHJIgpySzCGHHHJIgpySzCGHHHJIgma1XiVj7b8gig6Q0awFen1n6PVpBCRpBkiSF4KwrTF4OwedrggGQ4+jehIjGUTxIARhP4AgABP0+vYwGBQCsvwNYCwEQdgGSaoDwBpjwvSATpdGoJ5mgChWQRR3gbEAAAP0+tbQ60/I+tn7dMCYCEHYAUmqBiCA42wwGLpCpyv9u6kBIGNtQdgOxjwIG5MbDN3BcWkcos4ySKfsgSgeAekUc6NOUR/YSyuyriQlyQm/f1bjscR1jQpIDjriNBBW67WwWC49qicNeH49fL53EAotazz2J8WkMMBg6AGT6QzYbJNgNKYZ1DkNMBaA3/9p47HEtY0fkRzhY5NW6xWNcViOXgRGQdgDn+9tBIM/QxC2ID7wFQe9/gSYTMNgs90EkynNwMlpgDERweB38Ps/Qii0EpIU77GV4/JgNPaD2XwhbLYbj6pSEsVK+HwzEQx+D0HYCMZ8cWn0+g4wGgfDar0BZvM5R/X0UjC4tPFY4h8Qxb2QH/sDADOMxhNhNo+EzTYRen2aXjHSgCS54PfPbjyWGH+UGAB0utaNOuUaWCyXZVWhZ+3EjSTVw+1+DH7/7Lhzn8mg07WB3X4v7PZ7m1VZBoO/wO1+FDy/UtNzJtOZyM//L0ymgc3ELHyQ/1l4vdPBWK3q5ziuEDbbROTlPQGdzt5s/Hh+E9zuhxAMLkD8x5MYBsNJyM+fAotlVLNxI+cg0+H1TlUVcS8CC6zWa5Cf/xz0+pbNxk8UD8HlegiBwBdQiqaYCHr98cjLewQ2243Nxg0A/P7P4fE8BUHYquEpPczmC1BQ8EKzxs2WpAa43f+C3z+rcVSrDjpdK9jt98BufyArOiUrSpJcQk1SDDWrFkZjfxQWzoLR2CtTOjJIkgdu92T4fG9Dywcuhx52+2Tk5z+Z9XPnodBKNDTcAFHckXYeen0nFBa+B7P59OwRA8CYAI/nOXg8T0PLBx4Lq3UcCgpehU5XlDVuACAIu9HQcCN4/ve08+C4UhQWvgGr9aosMiP4fDPhct2vOJtSi+ZyISiKVXC5blMVajYxms+FYCDwA5zOiZCkI2nnkS0XghkrSZfrMXi9z2ZEIgIziovnwmK5JCu5ieJh1NWNhCBojNWaAEbjIJSU/Jg1Rwk+33twOidBveu2ZOBQUDANdvs9WcgLkCQ36usvQii0JCv56fUdUVKyKGuegYLBRaivH61p1pIMNtsdKCh4LStTXMYEOJ03wu//KAvMAI4rRknJ9zCZTslKfjy/GXV152hyP5YMZvOFKC7+LGtr+W73k/B4nspKXoAJRUX/g9WqPnxxLDJSki7XQ/B6X0i7cGXoUVz8RcaKUhTLUVt7qib/jGpgMPRFaemSjF1F+Xwz4XTenB1SUcjPfxF5efdnlAdjPtTWng2e/zNLrAg6XVuUlv6W8eZTMPgz6uouAG1oZQ822yQUFr6VUR6MSWhouBaBQIIoW2mC4+woKfk543Vent+G2trhmpZ11MBsPgfFxd+A40wZ5eN2Pw6P55kssQpDh6KiuWkryrTHyD7frKQKUikqnTqIqKq6EjyvZY1EDsZEVFVdBEHIroIEgFBoA2prM5uahUK/oaZmYpYYyVFX9wACge8zyqOhYUJSBZmsbgWB4pQrQZKOoL5+VOOOc3oQhH2orx+NRAoy/XYHOJ1vw+N5Of0MAHg8TyVVkOnyY8yLyspREEX1Dq1jIUku1Nefn1BBiiJdiZCMezC4AC7X3WlzAwC//+OkCjKV7BL/LqGhYSx4fkNavNIaSYriYVRX95LtMjmdwMqVwPLl5D5fFNUFsgcouPyKFfTc8uVAu3bA3LkDUFq6PK2FV4/nOcyc+SieeYbC1J5yCjBkCIXI1DqbkiRg+/bIe61YAbzxBjB69HtpLaoz5kN19YkYOXIPRJF4nXIKue2PDiugFi4XBb0Py87tBv788xiUlW1Naw3Q75+HhobLZfcOH6b8w2WMGkXhdZXw7bfAI4/I5X7CCfKQBHb7gygoeF4zN8YY6urOlC0BhEIUkjdcP6tXA0uXUhtK/a4ULjX8Xlu2ABs2WNChw6a0PNHz/DrU1JwMQGi6V1MT4bZ8OXDcccCsWeryO3JE/l2cdhowbdolKCmZr5kbADQ0TITf/27T36JIIS7C/FaupPCrwxP4wb7/fuITrtdTTgHayKz5OJSULEorFIYolqO6uicYq2+653IRp/D7B4PArwkcqLvdQL9+QN++EX79+lHojjAMhj5o0WK15p3vtLZ+nM7b4fU68fvvEQFv2YK42Nb19RSfOf55ih8dfvmdO+W/OxxAILAGXu/LyMubrImbIOyC2/0kVqygBvrtt3QBQIsWkY93+HCgUyflPHbsoNg8YaXY0CD/fcUK4Kyz7oPZPEqzM1K3+wk0NOzB5s2kgLdsAd55h5R3z56RxjdsGMVkjoXfL1dYmzbFj9wcDgfM5skoKno3PoMkkCQnXK7bUFFB8XXCZcTGVF+ZxEBgxQqgrg74/nu6AIqPHJb7qacCXbq8BKv1Ks3et/3+mQgGl2DNGrlS9Pvj+SkpSVGUK5116+Jjiq9fH0BR0U0oLV2qiRtjDA0N49HQIMjadmws7aoqqi+dwhwuHFs9/Oz+/fLfzWYgGPwKfv8XsFovj88gCYLBJfD738W2bZG2vXIlfYvRWLEisZJcuRLYt4+uOXPoXseOEaU0fDiDXn8Tysp2aN7gdLnuhNdbjz/+kHdasW27poa+41isXQv4fJFv46WXSF79+0f4DRq0EV7vVM0x3zWPJAVhB6qru2P3burZotGmDXDmmZEPvXWC8BfLlgFXxcxYO3SgQEhDhtCoqrSUzINatjyoaTTpdN4On286gkFgwwYS9i+/0Ggjejh+7bXA1KnKeYwfT0HCwjCbgQEDKIDZkCFA794UxCwv7ynk5ycYUilAklyoqmoLxjyorIx8sL/8QqOGaCxeDHRXMNE8fJiC2kejdWviNmwYBbs65hgAMKFly4OalLjX+xpcrrsxc6Z8pKjTAV27RupnwAAKTKaEUIgUd1ju69fLFdHo0cCbb1KAq+Li/6nmxhhDdXU3iOIuDBkiVyB5eeGPVHnkGgbPU8Atb9ReT1ERPXfqqdRmO3akDqu0dIWm2DyBwE+orz8Pv/wCjB0r/+244yh4W3jGUJJg3+/jj4HJUWMCjqPZT1jugwYB+fmA0TgQLVqsUs0NAOrqRiEY/AFjx1K9hGGxyNt2r17yAH3RiJ61LF4M/PWXfGD06qvAFVcAhYWzYbNdp5qbIOxBdXUX7N/PMGSI/LfWreU6RT5yjYAxCji4fDkNwJYtk3cAhYWkdI3GlmjZ8pCmtVPNa5Je73QAFLlv0CCaehUU0G/l5fThDxqUWEECVCm9elHkOquV7h04QB/UkCGkIAFAksoRCKifWkiSp2lH0WymBun3Uy8TVpADB5IyiVXw0TjrLKqYExstB4JB6kUNBhrChxuRz/cOGBMSZxQDsiEle69WrUhOK1ZEFGR+Psmzf39SSkpo1474jxoVmZ5XVFDDPemksIIEgBB8vpmquQGA1zsDANVB//7AGWfQu4aXHPbvp7ITKUgAMJmofkWRRnlhBXnSSSTzMxrDjwQCXzSGL1CHUOjnpmic551HbScc0dLjodFR27YUjVNJQQKA0UhyO//8yMfW0EAf1Qkn0MwivBzj801XzS06/cCBkbYdnurt309te+jQxAoSiEwRR4wgrozRSHT3blLi+Y2HmXh+NUKhNaq5CcI+BIM/AYi07d696bdAgNqg2UxT1UQKEqDvfNgwmvnt3k38jEbg7LOBPn1IiUXLQi18vhkAGDp0oDxi2/by5STXRAoSoHrr3Jn00m+/RRRk27ZU36NGAXo9IElVjTar6qFZSfr9c5pIffUVvYQrygxszx7g2RQWQTYbhdXculU+VVq/Hnj99djyPlbNLRj8pjFeDWHjRsovurdbvRp46CHggiRB6MaOpWvTpsg9QQCefppGcmFI0hGEQuqnZbHv8t//UmMLw+2m/L/9NvGHDgCffUaNIHoZ4OBB4KkYq4lAQL3sKMAS2Wr26EHrZn/+Se8dxnffAfNV9Fm7dwMvvCCfKq1bB9x2G3B50ywxqKmxRsvuX/+ij3LfvsjvPh/wwAPx0+dYvPIKUFZGHXoY9fXyERyV9xkYS5FZIySpoTEKJymyH36gtheI2p9auxaYMSN5Ph07AnPnktyjZz0//wx88kksP/Wj8EDgE4RPlo0fT7O4zZsjvwsC8OSTcpkkwkcfydcFeZ4GEPPmRZY4eH6Fpk3TcN1yHOVTWytv2/v20beXCozRumn0s0eOkKJ88cXo8tTLDtCoJAVhr2xnLBSiyo/F8uXx92Jx+HD8WpfSszy/WjW/2LSJePypwrJlxYr4e5IUf18tP8aEuN01JX4bN9IHnw6/2PzofLA7PqECQiH59G3tWhpBx0KN7BLJPbO6lfNTKqO2Nn59Ww0PgEZsNTXRdwKNRy/VcFuL6OOt+/crKxw1sktU/7HPapFdbN0q8RDF5GvNYSjJzuWSK10t/ETxkOwQCmPKPNTIrrxc3nEmelaL7ACNSpIaQwQmk/ICeXgalAwtWihP22KflSQHRFHdSZ5Yfol4JNqwUfNs7P3YMhOBjn3JTV+UymjTJrIEoZVf/D0GnlcXi/qfLDtJ8kAQ5NpPqQyTiUYN6fArKaF1q3T4xaZr3Vq5DtV8F8cdpzyLiJU7hX1Vdwghll+iOky3bvV62lNIVqZabhwXn1eicmOhVIdA/HtRpEr1R1g1KUklw+yHHpKb1ZhMNORNBZsNuDvGrCo/H7jjDqVy/1LFL3aIP2IErWVEo39/4JxzUud1+eW0aB6NkSPpeXmZ6XEDgPvuk5socBxN+9SYKT34oPxjMhjip4yAetnF1m2XLrQIH41jj6UNr1QYNozW0KLRsydw4YXpctuPWEckt9wSv743aVLyNb8w7rknXondfz+tr0VDbd3Gyi4vD7jrLnmawkLg9ttT59WuHXBdzJ5HmzbADTfI7zHmU3VihrFQnLOPMWPiFceoUZE1+GSYMAFoGXPUffz4+D2ITL6Lhx6St22jkZZSUsFioW8qGnY7cOedSuWq4wdoNAFSMgK+7DLS8vPn0+LvlVfGK5dEuP12qpgffiBToauvpg9RTblq+On1wKefAl98QeuLvXrRh59scToMu53W4ObOpTW2gQOBSy5Jn1vsKBKgjaWFC4ljIABcfDFteqjBqFEkty+/JKU6Zozybni6sgOAl1+mRf4//qARztVXK5t0xYLjaO1q3jxaZ+7WjdpFdIeghZuS4XiHDrRWN2cOmdWMGEGXGvTpQ7uzc+fSOvCFF5JVQCwYU3eiRynd3XdTOQsWkOK++mp1tpsAremfemrE3vOaayKbmVr5KaUpKCDzrLlzaQ9h8GDgoovUcTvmGGDRIpJ7eTntip97rlJKtaeh4tNdfDG1t3nz6Fu98srEG5mxuPlmWlP//nvqmK6+Gmiv4LBIbd0CGk2A3O5n4PE8rjrzbKGkZCnM5gTGW1GorGwNSUr/REI6MBhORFnZxpTp/P7P0dAw5igwkqOw8F3YbDelTFdbOxyh0G9HgVE0LGjTxp8yFc9vRE1N3+anEwO7/QEUFCSwE4tCQ8NN8PvfOwqM5GjZ8kBKl2WM+VFRcfTc6YVhNl+EkpKvU6bzeF6A2/3QUWAkBxm9q+tVNU23m9OxZTbK1emOPj+13P4u2amVyT9Zdn8HNy3l/j11a4BOl9rFG8dZwXEqhv9Zxv+VugU0KkmjsX/qRFkGxxVCr1fnOebv4Ke2TIOhL/6OaBlq+f2TZafXl0Gny66rMDX4J8tOiwd9o/GkZmajVOY/V3YcZ4fB0E11ek1rkgZDDwAWKK2vKaGujrbz9+whs4aiIlqfGjhQ3Q4uQBWs1n2V0dgffr+yAXWio2BqwFjizRS1lazTUcUIwrasckvGT6drq/rEjdGYeDH075YdpR2AYDDeZowxurLPT6f62GQy2SmhvJxOrhw4QGZWpaW0sXXSSfGbR4nL1Ca7UGix4m9/d90aDF3BcXmKTnUz5QYo8zMY+mryf6mJAscZYLEkscJuxJ9/AuPG0abMhAm0EP3KK2SwetVVZO1///10rCkVtLhMs1guhJLe37qVdqa3xeunlFi7lk4UKNl0clweTCaVuwUAzOZLFO8/8QQ5hVCyS0wGQSDZ3ndf/Ll5QJvsTKah0OnK4u5XVZHsli3Txg2gY2Lnnw+sSXA4RFvdKqedNYt2V2PPIKcCY8CHH1J7VPIeYzKdpTpej17fNqWiZAz48Ufg0kvJQuLWW+kwwcsvA48/Tsc1+/ZVb9RtsYxWxY3SXqJ4f8kS2rA5fFjx56RYuJDqVknuen0nGAx9VOXDcTqYzfG7RpJEmzCvvJLYq1Qi+HzAvfeSbJWgRXZAGvM/m+22hL8dOkTK8fLLaecx0cv5fHSC4IwzqIF4Enhm5zg7rNbrVXPT69vCbJbbmTQ0ADfdRAryggvofKyarSpJAt56ixrvtm2URyBmAG21jtUU+MpunwRAL7v35ZfAe+/RBzt6dLxTg0RwOGjX7403aHf8fwqHCJLVVSw4zgSrdYLsHs+TWc22bbRL+OKL8hM4yfD113R8cONGYOJEct4QDZPpTBgMKrcsAVitV4Lj5Fu8q1dTB7NoEZl1rVdnEgqXi07/PPIIHWFTOiFmt6uXHZBc1lu3kjKaMEH5EEAY9fXk7GToUGDatMSnh/T6DjCb1YfEMJkGw2CQT7kPHSLrknXrSHYLF6rLKxQCpkwhk6SNG8nUKfY7t9kmaRqpKcn6jTeoU3nhBTKJkhv6J8auXWSt8Nln5OQi+pw6wQqbbbxqbgAAlgaqqk5kDgeariNHwF56CcxmAwO0X+3agc2fD1meDgdYQ8NtmrkFAkuanj98GGzEiPjyRowAW7kyvrzwtXQp2JAh8c9ddRW9K6XTsVBoi2Z+dXWXNZXz889gFou8DJsNbMoUsIMHlbkdOgT24otghYXy54xGsO++i6SrqRmhmRvP72cOh6kpj5tvjpdB375gCxYklt369WAXXxz/3JAh8nfy+7/WzM/pfLTp+Q0bwFq3lpeh14PdcQfYX38pcztyBOzDD8GOOSae34wZkXSVlR2ZJAmauEmSj1VUtIyrq4cfBjMY0vsuevQA+/XX+Pdwu6dqlp3XO6vp+T17wHr3ji9vzBiwzZsT1+133xGn2OcefDCSprw8j4lijWZ+1dX9m/KYMweM4+RllJaCvfFG9Pcnv/btA3v0UTCzWf5cURHY8uWRdPX1N2vmlpaSDAZXMIdDzxwOapCXXpq4oi0WsKFDwS64AKxfPzCdTjmdXk8vGRZCRUUbJop16dBj9fXjmMMBtm0blalUnskEds01YJ9/DrZ1KzWOOXPALruMuCg9M2wYNTCHA8zpnJwWN0E4yMrLC5jDAfbee/FKMnx17Aj21FNgy5aB7doF9scfYM89B9a1q3J6oxHslVfCjcHCeH5nWvxcrv8wh4MU2siRymVxHNXnhx+CbdpEcp4/H2z8eDCrVfmZrl1JgTocYLW1F6fFTRQ9rLKyU9MHW1KiXFZZGdgDD4AtXAi2cyfYqlVgr78ONmhQ4nZ6332RDykQWJQWP5/vs6Y8Nm8GGz48cXkFBWCnnQZ2/vnKiif6+3n11Qi3qqoTmSSFNHOTJInV1JzGHA6wFSuofSmVl5cHNmkS2DffgG3fTp3Re++BnX12Yo6jR0e+W4/nzbRkFwqtYQ6HgTkcYP/5T2I90asX2NSppPh27gRbsgTs8cdpoKWU3m6n75p0Ssu0FHhaSpIxxpzOyczhABs7Vplcy5Zgzz4b36tv2EC9fSLl8Npr4ZHGt+lSY6JYzyoqjmnqYcaPT68nj1YKd90VGQlVVnZjkuRPm5/X+65sNNmpU2b82ralRh0ZabyYNjdJ4pt69cOHqeNK1GmovS6/PNIOystLmCCUp82PZgocczjAVq8GGzgwM26FhaQEIrOXiWlzY4yxurrLmcORWEF27Egjov375d/Fn3+CXXddYlnTTMvAQqF1aXPj+T2svNzGHA6wHTvARo3KTHYmE9jTT0cUZE3NGUySpLT5Rc8UPv+cdEgm/Lp3p0FGOE+fb15avNJWkpIUZDU1Z7ONG+OnPddcQ5WQaNjucFBPMHiw/LlTT6Upisv1WLq0mhAM/snKy+1N5X3wAY0wtAq6XTuwzz6Lnk6UslBoa8b86utvbspz9276QNJpCKNH00gunFdd3ZVMksSMuPH8HlZR0UY2zercWTu3oiJSCJF6N7NAYGHGsnO7pzblefAgjRrTmdIOG0ajzHBe1dVDmCh6MuImivWsqupEtnQpjWLCZel0YHffTZ12su9iwQL6uKN5Xn01/eb1vpux7Hy+eU2zwCNHaFSWl5eeAlq4MHqJohMTBEdG3CQpxGprz5ONxs87Tzs3jqOlor17I/zSnfkxloGSpJfyspqas9k339B0Lz8f7N13kzeC2DWbBx6gl2rbloTidD6UCSUZAoElrLw8v6m8bdvAbrqJesBUgrZawe68kxRY+PmKirKMevJoSJLI6usnyOQxfz6t+altpOFpRERBjklrKqYEnt/OKiraNeW9dy/YQw9RHafiptdTR7lpUzQ/K/P7v88KN8YYc7uflb37kiVgZ56pTnbHHEMzluj1rerqoUwUG7LCTRAqWVVVX/bOO1Re69ZgX36p/rvYuxfs+uvp2RNPpL89nulZ4cYYYz7fJ8zhMDaVt3YtjfZj1wETdXz//jfYgQPRCvJ4xvP7s8JNknwyRXnkCNj776vvpAcNAvvhB7k8nc77MuKUcUhZxkJwu/+FOXOmondvpsqTSCyWLgWKiuwYPvwN2Gw3ZEInDjy/BQ0N10MQ1jXdq6igc6thn5bh4EdGI5ktnXce7RxHn5c1mYajsPADGAxpvGASeL2vwu1+FIyRfyzGyIHsF1+QXKqqImlLSuhM7+WXk2VAxIbMhPz8J2C3P5zV+MeieARO5wQEgxE37U4n8PnndDY22uu4Tkc2sCNH0lnj6HPKBkMPFBZ+CJNJmz1hKvj9n8Plug2SFNn63LSJLCd+/ZV8bIaRn09n5S+5hKwcTE2OqTnYbLejoOB5cFz2ju9JkqvRy/ssjBxJPiy14ssvgZNPbolevWbBYjkva9wACkbX0DBe5pwjHJZh0aKIU12Aztz370+7xpdeKvfeZbFcioKCt6DXp/GCCcAYD7f7SXi9zyMcblkUaQf+yy/JxLC+PpK+TRty6HzlleTIOmwbyXEFKCiYBpttQnwhGpCxkgwjFFoJp3MiBGFT6sQxMJsvQmHhdOj1KvxcpQHGBHg8/4XX+9+4OM2hUMS8oKws3piX44qQnz8FNtsdWYnJrARB+AtO5ySEQnH2CnA6yQmDzUbOJWIpGI2noLDwXRiNPZuFG0Dxwd3uh2XKiHiT7ESROpRYBxaAFXb7PcjPf0JzzBO1EMUquFx3IRD4HLGegrxe+pgsFuIXKzu9visKC9+C2Xx6s3ADgEDgB7hctzd6MtICPazWcSgomJZWQDc1kCQv3O5H4fO9BUBub+T3k39Oo5HcGurllmvQ6dqgoGAarNbMIocmQyi0plGnrJfdZ4zq1ecjZx3hyAjRMJtHobBwBvT6zE9qZU1JhhEMLoHPNx2BwLdIdjKH40phtV4Lu/02TfZymUCSXPD7P4TP904Kh6ocjMb+sNlugdV6dVZHGMnA8xvg9U5HIPCZLBJlHDsuDxbLZbDZboPJNChhumyCsSD8/s/g880Az69ErEKKhl7fFTbbzbDZxkOnU+G7LAsQhL3w+d6C3z87hZMTM8zmc2G33waT6exm6/iiwZiEYPD7xthLiwEkjo2q07WDzXYDbLZJ0OtVug3KEKJYBb9/Jny+9yCKe5Ok1MNkOhU2262wWEZrjjqYLoLBZfD5ZiAQ+BpAYocoHFcCq/Ua2Gy3wWhUcImVJrKuJMNgTIAgbAfPr4UkOcBYCBxngV5/PIzG/hkHqM8UklQPnl8Hnt/UGPKBg05XCIOhD4zGftDpFLqnowTGGERxd2NIhf1gLAiOM0Gna98ou65ZnVZrBTnB3QCe3wBJqgcggePyYTT2gtF4EnQ6hXB2RxGieBA8vxaCsAuM+QEYode3bpRdz6P2cSuBsSB4fjMEYV1jjB8eHGeDwdANRmP/ZptNqYUoVoLn10EQtjbOuvTQ6UphNPaD0dgHHKfyPHEzgDExSqccidIpnRvrNrtLYWE0m5LMIYcccvi/gL9vOJJDDjnk8P8AckoyhxxyyCEJckoyhxxyyCEJckoyhxxyyCEJckoyhxxyyCEJckoyhxxyyCEJckoyhxxyyCEJckoyhxxyyCEJckoyhxxyyCEJckoyhxxyyCEJ/j9mjgsj2b37SAAAAABJRU5ErkJggg==", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } - ], - "source": [ - "check_sampled_faces(sampled_faces)" ] }, { "cell_type": "markdown", - "metadata": { - "id": "jtjBgVeHbGts" - }, "source": [ "And our estimate of the partition function is improved, but not yet there:" - ] + ], + "metadata": { + "id": "jtjBgVeHbGts" + } }, { "cell_type": "code", - "execution_count": null, + "source": [ + "print(\"The final Z (partition function) estimate is {:.2f}\".format(\n", + " F_sa(face_to_tensor([])).sum()\n", + " )\n", + ")" + ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Rhi15fSFHCp1", - "outputId": "c8192b1f-7771-4e70-d513-c83f01c80be2" + "outputId": "813f34ee-6243-4ab3-ff01-ae58dfdeba08" }, + "execution_count": null, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ - "The final Z (partition function) estimate is 13.74\n" + "The final Z (partition function) estimate is 14.14\n" ] } - ], - "source": [ - "print(\"The final Z (partition function) estimate is {:.2f}\".format(\n", - " F_sa(face_to_tensor([])).sum()\n", - " )\n", - ")" ] }, { @@ -1275,41 +1342,51 @@ }, { "cell_type": "code", - "execution_count": null, + "source": [ + "def trajectory_balance_loss(logZ, log_P_F, log_P_B, reward):\n", + " \"\"\"Trajectory balance objective converted into mean squared error loss.\"\"\"\n", + " return (logZ + log_P_F - torch.log(reward) - log_P_B).pow(2) # TODO: Complete." + ], "metadata": { "id": "fdvANn9RXFFU" }, - "outputs": [], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", "source": [ - "# TO IMPLEMENT.\n", - "def trajectory_balance_loss(logZ, log_P_F, log_P_B, reward):\n", - " \"\"\"Trajectory balance objective converted into mean squared error loss.\"\"\"\n", - " return (logZ + log_P_F - torch.log(reward) - log_P_B).pow(2)" - ] + "We also need, for the backward policy, to be able to calculate valid backward actions:" + ], + "metadata": { + "id": "Alf3y8PFoho9" + } }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "4WiUALPNA2Gn" - }, - "outputs": [], "source": [ "def calculate_backward_mask_from_state(state):\n", " \"\"\"Here, we mask backward actions to only select parent nodes.\"\"\"\n", + " # This mask should be 1 for any action that could have led to the current state,\n", + " # otherwise it should be zero.\n", " return torch.Tensor(\n", " [1 if feature in state else 0 for feature in FEATURE_KEYS]\n", " ).bool()" - ] + ], + "metadata": { + "id": "4WiUALPNA2Gn" + }, + "execution_count": null, + "outputs": [] }, { "cell_type": "markdown", - "metadata": { - "id": "ROU2rrWnXKts" - }, "source": [ "Again we will roll out trajectories, then compute the loss after each trajectory and take gradient steps at some frequency. Let's train the model for a minute." - ] + ], + "metadata": { + "id": "ROU2rrWnXKts" + } }, { "cell_type": "code", @@ -1319,18 +1396,20 @@ "base_uri": "https://localhost:8080/" }, "id": "eUC059-SkCrP", - "outputId": "d4c74144-5601-4d70-8fde-c23a1c83cc6d" + "outputId": "5a53ca73-85d7-4600-8868-b8c720253404" }, "outputs": [ { - "name": "stderr", "output_type": "stream", + "name": "stderr", "text": [ - "100%|â–ˆ| 10000/10000 [00:46<00:00, 215.73\n" + "100%|â–ˆ| 10000/10000 [00:54<00:00, 184.41\n" ] } ], "source": [ + "set_seed(seed)\n", + "\n", "# Instantiate model and optimizer\n", "model = TBModel(n_hid_units)\n", "opt = torch.optim.Adam(model.parameters(), learning_rate)\n", @@ -1355,7 +1434,7 @@ " # TO IMPLEMENT w hints.\n", " # Here P_F is logits, so we use Categorical to compute a softmax.\n", " categorical = Categorical(logits=P_F_s)\n", - " action = categorical.sample() # TADA! We .sample()'ed!\n", + " action = categorical.sample()\n", " new_state = state + [FEATURE_KEYS[action]] # \"Go\" to next state.\n", " total_log_P_F += categorical.log_prob(action) # Accumulate the log_P_F sum.\n", "\n", @@ -1412,33 +1491,33 @@ "cell_type": "code", "execution_count": null, "metadata": { + "id": "dbHGmNz6kLqx", "colab": { "base_uri": "https://localhost:8080/", - "height": 619 + "height": 608 }, - "id": "dbHGmNz6kLqx", - "outputId": "473e370c-8cdf-4189-8a06-7361243a731c" + "outputId": "e929d8fe-6ae5-4a74-dac0-60f96f703a85" }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 0.98, 'Loss and Estimated Partition Function for the Trajectory Balance Model')" ] }, - "execution_count": 24, "metadata": {}, - "output_type": "execute_result" + "execution_count": 26 }, { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1467,16 +1546,16 @@ "cell_type": "code", "execution_count": null, "metadata": { + "id": "YRktx2rWkUzL", "colab": { "base_uri": "https://localhost:8080/" }, - "id": "YRktx2rWkUzL", - "outputId": "1f82a63e-658f-42e0-cbd6-9db9158554b2" + "outputId": "cdaae6ea-c6f5-4711-85f3-75bc2ec20fbf" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "The final Z (partition function) estimate is 12.00\n" ] @@ -1501,31 +1580,31 @@ "cell_type": "code", "execution_count": null, "metadata": { + "id": "splrw97YkTFl", "colab": { "base_uri": "https://localhost:8080/", "height": 380 }, - "id": "splrw97YkTFl", - "outputId": "90c72f8c-05dd-4728-a0a8-c87855151816" + "outputId": "580eeb46-80ed-468a-b2bb-c4e076ca2766" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ - "Ratio of faces with a smile:0.671875, ideal=0.6666666666666666\n", + "Ratio of faces with a smile:0.6953125, ideal=0.6666666666666666\n", "Proportion of valid faces:1.0, ideal=1\n" ] }, { + "output_type": "display_data", "data": { - "image/png": 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", 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G+qrt9x13kMomtm8HAsl9Ww3BYHQVE0FrK60WLrsstjztbQfoFJKStBaxpoahEBFIxObNmcuqr4fq7m7i7p8oLtO8YyaKSzXxSLfDqDdvYp2poCheSFJ8z1SrY8+eqNpBL79EboqyB7KczkQvishHHsGWLerpcmm7xPta247SxvNTqyMQoBlmJqjlbWhIFLCK5p3kRG7V1cm6UkBb223bpr47n22/U+OXike271aSkicUWvlJ0oawjTiBMfW+p4VbY2PywKmWV5JWgDHtRzd0CcnEBzeZaHmRiBEjMpfVpUt0WZ0uL2NuyHKKLzYDv+EpDDwOPTRzWWp5OS75vvbOsAKJ9s5qdQwcGNXb6eWn1u5a+SWmGzKEltxa6tDCTS2vVm6yXA9FiZd+anWUlZE+MRt+PXsCFQl7Ddm2Xffu8Tu+EWjpd4MGkZ41EYltRw4otB1DE8V4azO1d8jzqd9bLNTS2O3Ub+PrzK7tOI7UdYnQ0u86dYpXN6XKy1jyhCUddAlJ8uYTj0ceid/B7toVuEuDIYTBQMvt2A2U/v1JJ6GlXjUoSny64cNJHxGLyMZNJpx0EimLI+A44NZbaVMpG25q6e66iz6oCEpLgUcf1VQc/v3veP1Wp07Affclp0tsk1RITNehA5UXuwlyzDHA2WdnLmvAAODaa+PvTZxIaoxYZPteAWDq1PiNQ7OZ2k5NwCTilluAXjEOY4qKaJmWeLREa9slPofRSMvDWC4DB9KSNBNKS4GHHiLdZARjxqidJpCgKCkOLcaAMT8Yi59eTZhA/TsCnqdlrpZjQJMnx+9+G43Aww9TG8Yil3f78MO0Ux3BfvuRKiQTeJ7a3R5jC9CnD3DjjdrqTQVdu9sez/1obX0g6b7XS7pJs5k+hMjurxY0N5MOoqyMdFlqO5Pl5T/CbB6fsayamgow1pR0f8MG2g0dODD1+blU+Ptvmq4PH54sIAHAYOiHDh3WZSzH7/8ALlfyuRlRpOcPBOiIR2JnSwefj/JyHOVVExBaz601NIyCKP6edH/3blKG9+ihbaYRi82b6XhTv36pNlR4dO6c+WAznaFLrpwx0qXV1dGmUKZNkVhIEm0ueTzUdiUqnvFsthvgcDybsSyXa7KqjXZTE+2Wl5dT39Z6xhSgJfuiRSS4Ug3qVVWbM7oHUxQPamvV3f4tW0aGFSNGxA/WmcAY9Ynqatrw6dgxOY3ZfCLKy7/NWFZr6yPweO5Ouu/zkUwRBHo/Zh3+UVwu+i4cDuoXajKlrOxbWCxplOsx0LW7zXHqw7TdHj/r0oOyMtpNzqZetXRqIr9vX7qyweDB6ioFvdwA9XRGI3BsllZ6Nlv8jEANetpODV27aps9qqF37+husZ46k6H+hXAczbKygSAARx+dPo1Wz0Wp0pWXZ+7bqdC5M3DWWdnVqzXN0KHxs3Gt4DjaqU8PrVJNPZ3NRkcJs0FpKW1CpYMer1S6ltsGQ/s4tcxcb5ovLQbt5XQzfZ3/XG6A9rbbF+9WO7cDsC+c6Gt9t/ui7TjOBp7PbCfNcSbw/N535PtP/y608gN09jyjUUWj2s7g+f1gMHTSlHZf8NNapyAMRKrZZPuB0+yx6J/cdjxvz8rEMldo5bcv2k4Qhmi2CPonv9t9I1MqdfmZ1LXcFoSe4LiKtkO9saivp91BPXqXCCLHJWIVrhEYjRq2tTSkratT33HUgvp6Ooyqt85YcJwAo3GIqt7P5SJ9opZNh0RIEh2lilV0RyAI/TQfdDeZNGy9htHURGdNly4lnaUkkV5q8GBSHWjVb+l7t4dCkpJ1v8EgHZkqLdVcVBsYo6M/6u/WAkHQ5siYPnQD1Dzr5NLvGhvpudR0anrazmQ6FMGgtjOpW7bQu121ivq90Ug7xiNGkKFArI17OmjlZzDsD57vBEXJ7PQkFKLzwQsXEk+fj/j06UN7IcOHa5M/etoOyGINY7VOSrrn8ZDp0OTJ2g7zxmLTJuDkk8nxgZo+0WpNYSSsArP5VHBcslCYPZt25P73P33cGANee40U54sWJf+d57vAZDpKc3lqzyJJ5DjgjDNI4OhBXR2Zu118cdR0LRYWi/a2o/gq6a1fdu6kncKhQ+nf994jBfmCBeS04b77SFd1/vlkApYeZlgs2pWdqfrBvfeSddVKnZ7JvF7agT/pJHU7fqt1IjhO2w4kz5fCbE5WDu/ZQycCbrmFNub04K+/yPwz8XB0BDbbRZrLsljOR6ZPfdEi0j0fcQTw4INkbbZgAfDrr2S+eN11ZKBx++3JNvmJMBpH6lpGZ/rGfT4yFBg+HLjoIuDll0mQL1xI5qXPPks6yLFjycw5lRelaH0XauYGZCEkE3dKGaMPZssWshY57jiyO84ExuiBTjyRbLi/+ooEUhw5vjMsFu2ab54vgtUa33k2bQKmT6dOeuON9P9Eaws1NDYCV1xBH34gAFx1VbKjDJttii4nCFbrxeC4+O3rxx+nzvj339R2s2drK+u332jWtmgR7VLef39iChNstis0cwMAu13dLZIoAk8/TSZr//tfandUEcydS/bL119Ps041WCxn6/JmbTKNh8HQJ+7ehx+SoN65k+p77bX0btIiWLWKBOvnn5Mgu+aa5A/LZtPnySYxfTBIg19jI5kYnnIK9fNMkGUSCGeeSf3thReSrXeMxhG6lqmCcADM5hNU/1ZfTzzPPlt9IhCLQICssMaMIU9YqYSR/ra7GoB6aJQffyTB/eijNOtPh61bgZtuIpmSatDk+Q66BmcAAMsCjY2nMqcTzOkEu+suMCD+4jiwyZPBVq1CW7rYa+5csKOPTs5nMIB99lk0ncfzhG5uoriROZ1m5nSCbdwI1rt3cj2dO4O98grYnj3J3HbtAnvmGbDKyuR8w4aBbd9O6aqrHUySanTzc7tvaavrtdeS6wDATjkF7I8/1Ntu2TKwiRPV8z37bDRdc/MVurnJspvV1HSIq2/hQrCDD1avT8vVsSPYxx8nPoeBhULLdPPzeme2lTFnDpjZnFzfyJFgP/yg3nbr14Ndcw2YICTnu/76aLqGhrG6uSmKwurqDm4r4+KLk+swmcBuugls0yZ1frNngw0dmpyvqAhs3rxoOp9vlm5+gcCvSfW98w5YeXn27/bQQ8H+/DO+zNraHkxRArr5NTWdFVfO5s1gF1yQPTdBALvzTrDdu+P5eTwP6+aWlT9JWd6D+vqBYMyN+fOBadNSLVnI3nTMGNKtOJ00Mvz8s/rSesAAmg306AEYjcNRUfG7rplaBBHX/qEQzbBSeaw58ECapg8YQDOQVatodqFmagnQzOjWW0lH5HC8DpvtMvWEacCYD/X1gyHLm7FuHXDllTQCJkIQyGvMuHF0ULy+ns71ffut+tK6c2ey+R06lDa7yBdnqW5+fv+ncLlopP3uO3Km0dqanM5spiM0EcucDRvIhlfNLIzjaMl5ww2kM7Lbb0NJSYp1ZBowxtDUdAxCoV9RXU0zoKUpDDvGjqWZeffu5F3pjz/IcYTaKqK4mLwXnXACAFhRVfU3BEGD6U4CRHEZGhoOAyDh88/pmdVMTMvKaOZ72GGkh9++ndp68WL1ciMzt8pKwGw+A+Xl2TmPdbmmwO9/FZJEh65fSOH7pLKS2u7AA6mvLV1KKxdRJdpDWRmVM24cAHAoL/8JZnOGs1UqkOXqsExpxtat9F2sS3H8eNgwapOKCloJ/PJLarPFo4+mmXlZGW12VVb+qT+8iW6xGobX+2abdF66FOyww7KX+gCNGlu2RCS+mYVCq7OlxhRFYvX1h7bxmzGDRuNsuZWX06gbKa+x8cSsuTHGWDA4jzmdPHM6wTZsAJswIbe2O+aY+Fm73/9NTvyams5jO3eCDRigPtu/4gqwlSuTZ0JbtoA98ABYSUlyPoeD+kldXf+sZhoRiOJWVl1dxJxOmtVPnZpb2x18MNiiRbEzjadzaruWlvvayvrtN7C+fbPnxvNg06fT6oZWLxVZrV4ikOUWVlvbnc2fD2axJNdXVgb22GPR1VLiCuaii2iVmJjvsMNoVeZyXZVT2/l87zGnk2b7au0xZgzY998nc9uzB+z991O39csvgzmdJhYKLc+KV9ZCkjHG3O7b4papd9+t3vjpro4dwd54I34p5vd/ngstxhhjkuRktbW92sr9/XdqZL0d9fjjwZYvj/KrqxvCZNmVMz+v99W4l/z889RJ9XArKqJOHas28Hj+kzM3RfGy+vrRbOHCeIHXuzctc9WWiokf1FFHRfNxHNi774LV1HRhorgtZ36BwI9tKhWnE+yjj8D2319f2xmNJIBiBYLLNTUPbSezpqbz4gaOqVNJ4Onh17Mn2BdfRLlVVxexYHBxzvxCoTWsurqCvfBCfH0nnphaPRZ7ffEFWLdu0XwdOtD7bmw8nilKMGd+LS13sx074iddNhvYU0+pq8dir+3b6Z3GtvXkyWBOJ898vo+z5pSTkIw8VCzRP/4AO/tsmnFk+sCvv55mUtH85rwIyAgkaTerq+sfJ4xmzgTr0ydzJz3oIPqwY5+tvv5QJsuNeePn9b7OnE5DW/mrV4NNmZJ5oDGZaFSPFd5OJ8daW5/JGzdZbmENDePY229TnWedRXqiTB9R5Nq9m/TVPA92881gtbUHMFHcnDd+gcCPrLraHqfDuuOOzAMNx5HON1bHRwLyWqYoSl64KYrImpsvjiv/55/Bjj02c7+rrAS7916wbdtiBWQZCwYX5YUbY4yFQqtYTU1ndvnlNFj8+9+ZBVDstX492Eknkd7v88/BGhsnMEXx541fS8u/2IoVNIHq1y/5XWW6Zs0Cq6oCGz4cbPt2Y1Y63FjkHHcbID+ObvfUuOh61dXkf3HBAtK5Rc6y9e1LZ5pOOineTtloHA6H462coxAmQlFa4fHcFg7AzsL3yPZ0zhzye1hTQ3qz/fYjnd5JJ5HeI+rwwAC7/VYUF9+vy5xJC0KhP8Lxj6NeSVwu2uWeO5d2RD0e0l317k07faeeGu+xxmDoCYfjdZjNR+WVG2MSWlsfxfz5D2LIEEk1tkgmrFwJjBhxMUpLn8tKR5oOkrQZLtelEMUFbfd8PvIN+euv5Iy4uZl04z160DGw006L9xTD85UoKXkBVuu5eeVGXF5HS8tNYCzqE3DrVvoufv+ddN/BIL3LAQPoHOKxx8bbKZtMx6G09DUYDCrubXKALNehsfEqrFjxOQ46SH9+CoFhxuGHPwq7/Ya8xnsHgEDgW/zxx6Xo2rVOk1esRNTUAIIwCP36vQ+j8eDMGdIgL0ISoAiFHs898Pvf1hXGlef3g90+HXb7jeC4rELuaEIw+As8nrtVD3Ong8l0NIqLH4PJpO8Aqh4wFkBr66Pwel9UPaifChxXCpttCoqK7sspDGomiOIqeDy3Ixicg8hAowWCMBTFxQ/mLda2GhhT4PPNgNf7JGR5p46cFlitk1Bc/CgMhixPe2uALO9CS8sdCARmQU+ca4OhN4qK7sxqc1AP/P5ZaG19AJKUIRRhHAwwmyegpOSJrDa4tEJRXPB47oPf/2acz8lM4PlOsNtvCHtHz12m5E1IRqAobvj9byMQ+CLsMDc5fifP7wejcQSs1gtgsZzRrsIxEaK4HD7fTIRC88M+5RIPewkQhIEwm8fBZpuqObxAPsBYAH7/xwgEPoIo/hXnKTwCjiuH0TgMVutEWK2TwHFZDLNZQpK2wOebiWDwJ0jSagCJByZ5GAx9YDIdDpvtSphMGnzS5QmMyQgGZ4cDXv2Z5H8SADiuGEbjITCbJ8Bmu0xXnJNcIcu18PleQzD4bdjpqy8pjcHQA0bjSNhsk2EyHQcum6l7lggG58Hvfx2h0KKw/9ZEsWCB0XgwzObjYLNNyfvMNh0UpQV+/7sIBD4LyxRXUhqe7wyjcXhYppypfwc7DfIuJGPBGIMsbwn7lguB4ywwGHprtsVubzDmgyiuAWMeABx43gFBGKDDO037QpZ3QZa3g7EgABMMhm4QhB77mhYAgLEQJGktFKUZgAKOK4YgDADP6/D11o6Q5XrI8kYw5gdghMHQCQbDgXlfFmYDxmRI0obwICiC42wQhL66Iwy2FxTFDUlaF14RGsDzFRCE/nt1MpMKJFO2Qpb3ICpTesFgyOzsI1u0q5AsoIACCvi/jn0/rBZQQAEF/INREJIFFFBAAWlQEJIFFFBAAWlQEJIFFFBAAWlQEJIFFFBAAWlQEJIFFFBAAWlQEJIFFFBAAWnQ7qdDFcUFWa4GHZq1wGDo9o85rE0HU3eGbWs58HwpDIa9H1kuFRTFC0XZFXOYfP9/zGFtgALQK0oTAAaOK4LB0P0fcVgboMPudBA/AECAwdBpr1rYZIKiNECW6wBI4DgbDIYe/4jD2gAddpflHWFTQDpM/k8xAAHosDsZqIjgOHO437WfTMn7W2FMRCDwSdgscWnYxCm+SkEYGDZLvBBm85H5ppAWsrwTPt/rCIXmQRSXJ5lNktnfUJjN42C1XrZXOwdjDMHgnDazRDKbjI1HwMNgODBsfnUOzOZTsnJKnC0UpRE+35sIhX6GKC5NMpvkuCIYjYfAaBwDm+3yvR4uNBRaDL//XYRCf6iaTZLZ3zCYzRNgtZ67VwdrRfEiEPgAgcDscNslBjQyw2g8OGyWeKnmKJf5giiug9//BkKhRapmkzzfKdx2x8FqvQQ879hr3EimfB42S1yqYjYpQBAGhGXKpKyc/qZD3ixuGPOjtfVx+HwvQ1FqNecThIGw22+FzXZJPmikhCiugMdzH4LBb6EW1U4dRlgsZ6G4+MF2NeSPOml4VmVQSQ2DoRtstutgt09v11mIJO1Aa+t98Ps/BqA1ohUHs/k4FBU90O423H7/x2htfQyStFxzHo6rgM12JYqK7m7X2Tk5fnkAfv9bqn4MUsFoPAxFRffAYjml3bgBQDD4K1pbH0Qo9JvmPBxng8VyAYqLH2hXc0By/PIkfL6X4jyMZYIg9IfdfjOs1svyYv+eFyEZCi2Ey3UZZFlDpKMUIJdQr+qKh6sFjIlobX0Ira2PQo8XlnhYUVz8UFgY5Xc5KUkbwu6+Uvju1wBBOASlpW/CaBycR2Y0s/X5XoHHc1vYvj0b8LDbb0Jx8b/zPnOT5Rq43VdpDpeqBoOhe9jN3DF5ZEYIBL4KuxDMHC41FSyWSXA4ns+7qoBcCN4Kn+8V6PHsFAuOK0NJyX9hs+mLPqgFai4E9cJkOhoOx+s5+zvIWUh6vc+ipeVmxC8LsyTDlaCs7Mu8+UVUlCY0NZ0EUfwjL+WZTMehrOyzvLklCwS+QHPz+dA+O0sHYzjujvZQo+nAWBAu1yQEAtnFU0mEIByM8vLv86a+CIX+RHPzyVCUDCH0NKKo6AEUF9+Xl7IYY/B4bobX+0xeyuP5Ligv/z5vvlYlaTuamo6FLG/OS3lW62Q4HK/lTfXj9c5AS8v10L7iSw2OK0ZZ2ec5DYI5CcnW1v/A47k168rVYUF5+Xc5C0pFcaGx8ShI0t/5oRWGyTQW5eVzwHHWnMrx+z+DyzUR+egIUXBwON7MWXXBmIjm5tPDqon8wWDog4qKeTAYOuZUTij0J5qaxucwu1VHUdE9KC7+d87luN3XwOebkQdGUXBcBSoq5uYsKCVpBxobx6joRHODxXIeSkvfz3ml5fU+h5aW6fkh1QYzysu/htl8bFa5sxaSgcDnaGo6Mytv1QB5Nk6Vl+OKUVm5AoLQM8uyGRobx0MUf8k7N4A6RFnZh1mVDZBPy/r6w8Bx2S7/U4MxHhUVv8JsHpt1GS7XVPj9M7OsP33bGY2HoqJiYdY6VIqqd5Au58R6+Dkcb8BmuzSrsgGgtfVpeDw3Z11/OnBcF3TosDprD++MBdDQMBSSlCIMYQZ+mbjb7XegpOTRrLgBFOGgufk0pFr+Z6o/vUyxo7JyeVZ7C1kJSUVpQG3tAIwZU48+fYDRo4FRo4D+/SlkaCZ4PBTCYcSIaN7eveMf0GQ6CuXlv2SlePV6X8Rbb12L55+nsiN1VGh01/fSSxR+NJLvsMMAR8JmXmnpLFitOoOcg2ZpDQ3DcOaZqyAIUX4HH0yhWfVCkoDVqymw/OLFQFMTMGdOL1RVrczKIW8w+CN++eU4XH11fNt16aIt/3ffAY89Fs03ahRQVRWfprj4YRQV3aWbGwA0NZ2K6677Glu2RPkNG0YhGrTg4ospZEKE35AhgMkU/TvHOVBVtTqro2CStAH19UMQqz4JBChESOT9dOqUOpRrIrxeYMkSyrdoEX0vjz56CUpL39LNDQBaWm6B1/tU3L3q6mj5ixcD//kPtYsa7rmHwnFE2m7ECCSEVjCgomJhVht1itKM+voBcfpbSaIwzxFuLS3AV1+p5/f5KLTJ8OHEb/ToZJliNB6Oiop5ume7WQnJ5uYLsGzZBxg/Pv5+aSnFEckkNH/+GbgoQXVWVRX/UfbuDTgcL8Fuv0oXN1neifr6Abj5Zi8++CD+b337ahOaF15IsXwj4Dhg0KB4oVlWVoWqqg3g+TJd/DyeB1BTcz/69wfkmJW2zQYcemhmoSlJwJo10Y7zxx/JsaRXrAAOOGA6Skr06cQoJnh/PP/8Tjz0UPzfunfXJjTvu49ip8fiwAMThaYpHNtan9d3v/9DNDdPwogRFMM9ApMJOOSQzEIzGKQ+GYhRAVss8YP1kCFAcfFJKC+frYsbADQ0HA6PZ1GcUFy6ND5Oenk5CRq17yJRKP79N73vCAYMAH76CSgr+w4Wywm6uIVCS9DYOBLV1UqcUNy2LT7dzTfTpYaxY4HNMWpMQaD2ihWaJSX9UVm5UvdKweWaDI/n7Tih+Mcf1CaxWLVK/budNw8477z4e5WV0T4REZoOx3Ow26/XxU23kJSkbaiv7w1JUuIeaPHi+EDsPE8fc+IMDKBOs2IF5V24EPjrLyAUc6TN4aDZkcnUA1VVW3RJ/sho2dREjbxoETB/PgXUisXEicCzz6qXUVsbfab58yl4fCxuuAG4/XaguPgJFBVp18ky5kNtbRfIsgsbNkTbbsECGiVjMWcOCcpEbN9OLzwWRUXRjjBqFH1MBoMVHTvu0SXEfb5X4XZPQWsrfayLFhG3VasoeFoEw4ZRMCs1NDdTu0eea/16WgZFcMopwMyZgNV6BUpLX9XMDQDq6wdDFFdix45o282bB9QnRLl48UXgjDOS8zNGQewjeefPp6BrsfjsMxroKyv/1hVAKhici6amozBnDnBZQliaigqa5UTeT8+e6svCt94C7kqYYHfuHJ93//1JL15RMVczNwBobj4bgcCnmDiR3ksEPA8MHAgcfjjVceihQEmJehk7d0a/i3nzKNhWLJ58ErjgAv2rLFnejbq6Hti0ScaRCcemi4uj3NJNvCIyJTIALFkSPzjZ7RQYzmzuig4dtuvaZNKtZaWogwoEgUbvk06ixosIyC5dgDFjqKOpCUiAosEddhhw9NH00UcEZM+e1BBHHgkYDIAsb9e1ecBYAD7fmwBoxD7xRKBbN+IH0Mg3YgQ19OGHpy6nY0fg9NOps+zeHeU8ejTQq1d0OeLzvQw9Y4zf/yEYc4HnicOZZwKNjVEBWVFBo3WPHtRx1dC9O+UdO5Z4AkBrK3XY004DDjqI2g7wt7WFVni9LwEgoTtuHL3fbdtIQEZm04ccQnWnQlkZcMIJ1E7bt5NgEgQSrAMHUt8AgEDgAyiK9nODodACSNJKcBy1z9lnU7+JCMiiIuo3nTsnDyIRcBzQpw9w1lkkzCMCsqyM8nbtSs8HQPfGSyT9YYcRhyOPjPb/xkZaDp59NrVLKg3S6NEkBI84IrqMrakhoXD22dEoj2QIoT1wlyw7EQjQMakjjgAGD6YBmOfp3W7bRu92/PjUAhKgb+nss+mdRgSk3U5l7rdf9JvS33avAJDRuzetOo48EugQjs3m8dCk5fTTqf+kUudFZMr48dTvIgKyRw9q1yOPpJWZouxGMJhizZ4CumeStbWd4/QGiSMTAEyaRKNKJnVi4vQdAG66iab7kbwWy9koK5uliZvf/wlcrnPafm/YQB97In78kWZb6fjNnQucf378PaMR+PNPeoGRvOXlczVvkjQ2HolQaF7b7zvuAN55Jz7NyJHAp59mVlBPnkzPEYvTTwdmxPRPQTgYVVXadvdFcRUaGqIzp5YWCq/rS4hXNXMmcPLJ6fnt3EkdM3b2CZA+KTZUr8PxKmy2KzTxc7mmwO+PzjxnzgTuvz8+TefOFKo1k273gQeAV16Jv3fwwaRPjXDjuCJ07OjSNONQFA9qaysQOYerKDQYJK5Abr+dViGpwBhNNoYNA9wJ48ezz9K3FoHdfitKSp7IyA2IP4XCGKmSEtVdJhOpBjLp7d97D7jttvh75eW0GjSbo+3XocNOzcHC6uq6t0W6ZIzUXb/+Gp/mnHOA557LXNbRR9PqJRbXX09tH+FmNp+G8vIvNHEDdM4kZXlnnIAMhZIFJEAPmElA7tqVLCAB4Lff4vOK4p+a+SWeh/ztN/V0iXWkSpNcPqkHsuHHmAxR/CvuXmJHAOgjj1VbqIHj1Pkl3pOkNapR+dSQGGr3jz+SBSSg7d3OnZssINXyhkJ63m08P7W2q65OVquoQa3tVq6kTa8IGGvVHGZVFJch1lBh27ZkAQmoc44Fx9EmT6KAVMur5+xvbNtxnDqPUIj6diao5W1qIpVM/LvVxk+Wq5NCAc9V0SRkajuA3n+igIzkzVamADqFpCgujfttNEanxbHYb7/MZZWVkdI8EZ0TrJxIMGs7MJzIL7GsTPezyZtYZypI0vokgaVWR0WFerto4Zd8T4YortDEb2+0XWK/0Np2jPkhSWsz1mEwqPdHLfyKi2nJng2/xHQVFfE75hFo+S6097vlmlU97f1uOY527dPVqZUbx0XVSHq5ORyJu+3qeRWlOuwgQxt0CUlJih+mOS55+cDzwHXXZS6rqAi48sr4e2YzcPXVmevVyu+EE0h/F4s+fUiPmgnnnJO8gztyJF3ZcFMz2bz++oj+MP6elmNU06fH/+Y4ypuIbNtu0CDg2ISzt5WVtBTKhHHjaNczFgccQOqAWGg1Y5WkrUg8dD91KunDYnHBBcnHjdRw7bXJS/Jp06j/xdeb3bstLQUuTThqabEAV2k4qNGzJ+mWY1FWllweYx5N9syMiZDl7XH3zjsvWXCMGUP6+ky4/PLkvYZYfWkE2t9tcrobb4z/rSZn1GCzUb+IhclE71ZLvamga5+eYhjH49JLqYE+/ZQ62aRJtEOmBXfeCfTrR7qg0lLgkkvUNyy0LhkT+ZlMtFv55pu0nBo0iPhqmamVlQGzZwOvv047oiNGEL/EpWa23ADSn3z+OfD++3Qs5fTTgeOP11RcW0efNYuE6nnnqW9Y5MJv5kzSQS1cSArwyy5LnjGowWAAPv6Y2n35cnrHl1+eLNS0clMz2+zbF/j2W6qjro4U9rE6u3QYPZp25995hzYGTj2V9KyJUGsTNZA7tnjcdx/1t++/J53dJZckD9ipEDnfO3cubSZddlmyENLKT41bRUW0b2/ZQgN/oo4yFQ44gNr9jTdoeTtuXPLRG63cCMn8LryQJiizZtFgNmkSbcpowa230kTo229pE+rii2kzM3t+OjduPJ6H0Np6r+bC84Xy8t80uVSrre0IRanbC4yiEISDUFW1MmM6v/9juFzn7gVG8XA4ZsJmuzJjuoaGIyCKKgrmdoUZnTtntlsXxRVoaNi7rsMAwG6/GSUl/8mYzuW6HH7/G3uBUTyqqrZDELqnTcOYDzU1+fE1oAdm8wSUl2feRW5tfRwezx17gVE8yst/0GymqGu5navNbbbQWi/P731+WuvcF9z01LsvnKpqf6/7xuGr9ne7L/jx4PlKDems4Lg053raCf/sttP3PeoSkkbjUN1kcgV5vO6jKe2+4Ke1TnKimrtvO73Qzm/vt50gaKuTvIq3n9/CVDAah2lMty/arp8mb1Qcx+11B77AP7vtAAsEYYDm1Lp0koJwEAATEj0+tycEYYhmixujcRj8/rfbmVFynVrA8yUwGHpDljdpSi/LZLG0cSOdWSwqIrOqgw7SbuPN8x002yBrfY58Qk+dRuMwBIPftCMbtTq1DjD62s7nI11txJCiooLO7aY7aJ5LnUbjMIRC+ix0coVWfiSsrAC06QhDITLX3LqVTBZLS0kHOWCAtg1P4jZYl9mkrpkkx5lgNh+XdJ8xOgT+YRaOcUQR+Ne/kg9VR6DHM7PZfDLUZmvbtpFSf9cu/fw2bQLOPTfZ9C3MDmbzeLU/qMJimZAxze7d1B6DB9Pu/PXXk2OB6dPJpO/gg2nDa+vWzPWZzdrbzmQaA44rTbrvclHbrcysdk1CbS0p4delcDqj592marvPPqO+l+lsqRq++YZ2PtXOdBqNYzR72xGEHhCEQRnTLVlCJzoGDKDTE7feCtx9N+16jx1LFivPP59soqoGPe/WbFZvu7/+oo2N2POhWvHnn/Ru1c7S8nwXzbNXjjPAYjkxY7qNG8nIZNAg2v2/8Ub6Lq69FjjuODJ8eOihZFNJNehpOyALs0SbLfmMzuuvAx99RA8xfXqyUXoq7N5NJmKvvgrcey+d+I+HGTbb5Zq5CUJPmM3x28M+H3DFFXTo/fjjySZaCxgDPvmETBvnz6eOHOtsAACs1nN1eYy22a5CqiW3zwc8/DAdxXj11dQd1+0G3n6bzKzuvjv9B2W3X6OZG8fZYLXG+6FUFDrOtWABdcy33oq3w06H+fOp8/7yC7V/4gFpo3EUjMYhmvlZLBck6dbWrgVuuYX63oQJ6sYJaggEqL9NmULentQsOex2lXMjaaD2XUSwaxftbp92Gu0qh1IsxLZvBx59lHa233lHXXgDAM93hsWiYpyeAmbzURCE+K31ujp6/p9+ovf0p8bz1YpCVl1nn03v9vbbk/uEzXalrplaurZraqJ3PG4cTcJaW9XT1dURr9GjgaeeirfbjodR00ZmHJhOKIrMamsPZE4nmNMJ9vnnYIIABkSvHj3APv4YbWkSr927wZ58Eqy4OD5f585gK1dG0zU3X6KXHvP7Z7fl37MH7Iwz4usAwM49F2z16tT8li0DO+WU5HxTp8anCwaX6ObX2HhCUn2zZ4MdcEByfVquzp3BZs1Kfob6+lG6uYniBuZ0GtrKuPnm5PrGjQP7/ffUbbdhA9hllyXnO/ZYeu+RdD7fB7r5uVw3tOVft476WWwdFgvY/feD7dyZmt/XX4P16xefj+PA3n8/mqampjNTlKAubrLcwqqrHXF17dlD/dxmy+7djh4NtmRJ8jO0tNyvu+1aW19sy79jB9jIkfF18TzYtGlgmzenbrv584lTIs+HH45NZ2aS5NTFTVEUVlfXP6m+d98Fq6rKru369gX76afkZ2hqmqS77XQLScYYCwR+bKv0lltSEz36aLC33gLbtInSrlwJ9vTTYAMGqKc3m8HeeYfSVleXM0mqzoYea2w8jTmdJAh79VKvq6QE7PrrwX79lT7eXbvAfviBBKHVqp5n0CCwLVuIn8s1JStuJIisbR/RAw8kDzKx1wEHUIdO9RyRj/zmm2OFkMBCoWVZ8XO7b2VOJwmaxA8p9j1dcgkJ9x076Dnmzwe79Vaw8nL1PF26gC1dSvwaGsYxRVF0c5PlJlZT05k5nWCffppa+PTsCfbYYzTYOZ30zj74AOzEE1O34ZVXxgrwT7NqO6/31bYyNm0CO/301PUJAtjAgWCHHgrWsWPqdGVlJCwi5dbW9maK4tXNTVFEVl8/jDmdYAsWgHXooF5fx45gd90FtmgRvdcdO8C+/BLs/PNT99NjjqG0TieYx/NIVm0XCPzGnE6ure9Nm5a+v/fpQ/2zW7fU6cxmsCeeiHKrrnYwSdqtm1tWQpIxxlyuqW0vbsYMMLs9vWQ3m9P/vVs3sDlzYjvqe9lSY5JUzaqry9tmNhMmpK9bEMAMhvRpJk2KCsja2u5Mlluy5ufxPMWcTpr1qNVlNIJdeinYwoXxo+Cff4JdfTXNmNTy3XRTZKZxb9bcFMXPamv7tc04pk5N3y48T3zTpTn6aLBVqyId1c5EcWvW/Pz+r9vaY+5c+lhy6XcWS/yH1NR0btbcGGOssfF45nTSjFutvspKGhjXrYufcX7zTXoh/sUXYE4nx4LBeVlzC4VWMafTxJxOsOXL1WeFif2Q49ILq+nTaYJBq5cRTFGkrPm5XNcypxPs8svV67PZqL7I4BfbDy64IPU3/OyzlM7rfSMrXlkLSVluZfX1h7YRXbQIbPjw9I2e6jrnHLD166MP7XJNzZZWGwKBOczpNLZ1wv/8B6yoSD+3sjKwl1+OcquutrNg8PecuCmKzJqazmIbNtCsJ7a+YcPopada8jidtNwdMyY+X5cuJIgaGo5jihLKiV8otJJVV5e11ffee+lnO+kE0AMPxM5weebzfZwTN8YYc7tva+O2eTPY5MnZ9buBA8F++SXarnV1g5gsN+XETZKqWW1tT/btt2AmU3x9F1wQ38/Vrv/9D6xr1/h8J59MfdjjeTTntvN6X2ura9cusDvvzDzIqV1dusSreWpqOjFR3JwTN0Xxsvr60WzJErCKivj6xo+PrkRSXT/+SO80Nt/gwWBbt4I1N1+aNa+shSRjjMlyI6uvHxHX6I89RqOllobu25eWQbEP2tx8GVMUORdabfD7P2dOp7mt7L/+Sr8Eir0MBpo9xupIq6uLWSDwa164KUqQNTaezn77LbpsvOGG9Pq02Gv3bloWGQw0W/ruO7CGhvFZLcXUEAz+2TYbdzpp5nP55do/qOOPp4EzyllgXu87eeHGGGNu9/S49vj8c7CDD9bGzeEA+9e/aKYcKyCzVe8kQhS3sdraXuzJJ6m+khKw11/X9l4jbX3yyZS3d2+wjRuz00OmQmvrC21L28hM7KijtA9811wTVaGRgOzMQqHVeeEmy82svn4U+/jj6CrloYeiM/1M1/btpDqJTHD+/BOsufminGa4OYeUVZRWtLRcB7//rbZ7Ph/tDH/2Ge1Yx4YpsFrJSee559Juc/RskxnFxQ/Cbr81LwHFI6CY4JdAlre03du4kXYP58yJDwMAkFPbE0+koxE9ekTvC8JBKC19N6+xrRmT4fHch08+eQxGo5IUDkMLFi8mG9oLL7wBJSWPg+PMmTNpBMUEvzDOxduePWTP/c03ZPcbiw4daKf0oovi7WV5vitKS9/IOlpdKni9M8Ixwek4BWPkBu3DD+nf2J1QnqdjVaefTn0v1rmsxTIRDsfLukNxpIMs18Ltvgz/+c+3OPVU6ld6wBidGjnyyCIMH/4ibLaL88YNoHDGFBM8asa7bBnw7ru0492YEGetb186QXDBBfFeekymsXA43s45tnUsFMWLlpbpePXV1zBwYNQRsh58/TXgcAg4+eQHYbffkZNMyVlIRhAIfAu3+yooSvxhRL+fjkD4/dQx99+fPFXHwmgcCYfjDRiNGj0A6ISieOHx3Bn2mBzvTaa+noQMx5Erq2SnoyYUFd2GoqJ7wXEq/q/ygFDoL7jdl0GSVunOazD0QWnpazCZjmgHZiTIvd4n4PH8G4kHfpubaZCRZfK+06lT4mFoHlbrpSgpeQo872gXfpK0FW73FQiFfo27L8t0xMzlIscr3bolu9Hi+Y4oKXkhq4BuWuHzvYWWlpvBmP7DiGbzyXA4XoHBoDEKm04oSgPc7usQCHwUd58x+iYaGshZSdeuyZ5/OK4IxcUPw2a7Lq+TmlgEg9/D7Z4KWd6hO6/ROCIsUzKfX82EvAlJAGBMRCDwBXy+GQiFfsuQ2gSL5SzY7dNgMo3JF4W0kOXd8Plmwud7LaObKYOhO2y2qbBaL4fBoMFJYY5gjCEU+hFe70sIBr9G+njcPMzm42GzTYPZfFLOsY61QFGa4PO9CZ/v5YxB7Xm+ElbrZbDZroIgHNDu3ABy4OvzvQS//3/IZL1hNI6CzTYNVus5eZ15pwJjPvj9H8Lneymjn0WOK4LVegFstqvzumpJB0naAK/3Jfj9b4MxV9q0gjAANtvVsFovBs+3v004YxICgS/h872EUOgX0Ko/FYywWM6EzXa1Joc4WpFXIRkLRWmGKC6DKC4NO7gMgeMsMBh6w2gcFjYN0uCzrB3AGIMsb4IoLoUorgwHuefA8w4IwhAYjcP22setBkXxQpJWQBT/gixvB2NBACYYDN3CbTcUPF+8z/jJ8s5w2y2HojQDUMBxxRCEQeG267tXBLcaGAtBFFeG+93GsEssIwyGTuG2Gwae1xhbuB0gy3UQxb8gisugKPUARHCcDYLQD0bjcAjCQHBcFrGF8wDGZEjSOoji0rBXey8AA3i+AkbjITAah8Ng0OA5uJ2gKK4YmbIHUZnSK0amaIwtrAPtJiQLKKCAAv5/wL4Z7gsooIAC/o+gICQLKKCAAtKgICQLKKCAAtKgICQLKKCAAtKgICQLKKCAAtKgICQLKKCAAtKgICQLKKCAAtKgICQLKKCAAtJAVyAwrVAUF4LB78OWBRGLGwkcZ445HX8ozObx+8S6QBT/Rig0L8xvVdjiBuD5UgjCYBiNw2A2j4Mg9Nvr3BjzIxj8IcztL8jyjrDFjTHG4mYEzObjwPNFe52fJG1BKPRz2OJmBRSFbJI5zt5mcWMyHQGTafhe58aYjFDoV4RCv4f73SYwFgBgiLO4MZuP1xiONb+Q5ZqYdxuxuJHBcVYIQl8YjcNhNI6EyTR2n1gshUKLEAotClvcrA1b3PBxFjdm83gYDN32OjdFcSfIlD0gayU1mZJfHwt5tbgRxRXwep9HIPARGFOJEJQAnu8Im+0K2GxXt5sRfwSMheD3fwCfbwZEcYmmPCbTWNhs18BiOQscZ2hXfpK0FT7fi/D53tLkDIHjSmC1XgS7/dp2F+aMMQSDX8LrfRGh0M9Ibz9LEITBsNmuhs12cbuYisVCluvg870Mn+9VKMpuDTnMsFrPgc12LUymw9qVGwAEg3Ph872AQOALAFKm5DAYesJmmwqb7cq8eiZSg6K0wu9/Az7fy5CkFBHb4sDDbD4x/F1kDuCVK0RxZVimfKBRpnSA1XoZ7PZpMBj2zwuHvAhJxnxoabkTPt/z0PIBJZHgilBc/ARstqvaxaOIKC6FyzUZkrQ6q/xG40iUlr7ZLsKIvOw8CY/nfgApoxelgYCiojvDXoryPyuXpG1wuy/T4LBEHQbDgSgtfRMm0+H5JRaGz/c2WlqmZ3TMkApW6xVhL0X5d9agKI1wu69N8rKjFTzfASUlL8FqPTPPzAjB4A9wua5I8tylFWbzSXA4Xm0Xe27G/PB47obX+xyAFBHR0oDj7Cgufgw22zU5y5SchaQorkRz85lx/hqzhcl0DMrKPtYVgTATPJ6H0Nr6ALSM4OlhQUnJ07DbU0d20wtZ3oPm5jMhihpD1aWBIByMsrLPIAi98sCM4PO9i5aWq9v8NWYPHnb7rSgufjRvg6CieOByXYhg8Kucy+L5/VFW9jFMppF5YEYIBn+GyzUpzl9jtrBYJqG09PW8OYRhTEJLyw1h14G5geNKUVr6hq7ojZkgimvCMmVjzmWZTEehrGxWTuqVnIRkKLQETU3HZT2Kq0EQBqG8/BcYDFU5l+V23wCf7795YBVFUdFDKC6+O+dyJGkHmpqOgixvz51UGDzfGRUVv0IQ+uZcltf7PFpabkA2K4NUsFonw+F4I2dBqShuNDUdq1ltogUcZ0dZ2Tcwm4/KuaxA4Gs0N5+D7FYG6jCZxqG8fHbOqgvGJDQ3T0Qw+HmemAGAAQ7Hm7DZLsq5JFFchsbGY7Pyv5kKgtAf5eW/wmDomDmxCrIWkpK0GQ0Nh+X1YSIwGoehomJBTiOnx/MgWlv/lUdWUZSUvAS7/aqs8yuKCw0Nh0KWN+WRFYHnu6KycgkMhk5Zl+H3fwiX6wLkU0BGYLffiJKSp7POz5iEpqZjEArNyyMrAscVo6JiAYzGg7MuIxRahMbGYwAE8kcsDLP5FJSVfZXTIONyXRoXRSB/MKCs7EtYLCdnXYIkbUNj42HhDa38QhAGo7JyETjOljlxArLaQmNMgct1CR56qAmffEIeoHOFogDr1pHL+tdeWwqP576sywqF/kBr64NJ9/1+YOFC4Mkngb/+UsmYBq2twK+/Ag8/DCxbNh2SlP1SoKXlBlUBuWcP8OmnwIPJ1NOCMQps/8EHwFNP7YbbPTVrbrK8C2vXTsEDDzD8+CPQ0qIv/5o1wGOPAXPnUhiPRHi9zyAY/DFrfq2tj6sKyMZGYPZs4J571OtNh5oa4PPPgfvu86C5+UIwJmbFTVG8cLkuQqKAVBRg7Vrgtdco9EUqNDQA998PfP89eVRPRDD4DXy+l7LiBgB+/yx8881b+O9/gSVLgFBIX/7PPgNefhlYuTI+JAtBhtt9GRSlIStujDG43Zfi4Yfr8fHH+mWKogD33gt88QVQW5v8d0n6Gy0td2XFLauZZGvr09i06WYMHRq9160bMGoUMHo0/du1a/oyFAXYsAFYtIjitCxeTOEAAIots2gRj4qKBTCZRunixlgA9fWHQJbXw++nuB2ROpYti3aMq64C7ksjh1tbqSNF8v79d7RjPPggcPXVo8KzXX3jTCDwDZqbJwAgofj779E6tm+Ppvvzz9RtyBiwY0c036JF5G4fAEwm+iA7d34XNtuFurgBQFPTCXjnne9x4430m+eBQYOi7/aww+LjwyTiueeAxx+n/wsCMGRItE+MGEEhFAyGbqisXK3bcbAorkZDwzAAITQ2xrfd+vXRdB99BIwdm7qcmpr4frd1a/Rvc+cChxxyL4qLdY5UANzu6+DzvQBFIT6ROn7/Pdq3e/cG5qWYBH/9NTA1PL5xHDBgQLTtRo4ESktJLVBZuUq3U2hZrkdDw0BMnVqPL7+ke1YrvZNIHYMHU/9JhTPOAP74g/5fXEx9YfRougYOpFAPFsu5KCvTv1Hl9T6PrVuvx8Exk/j994/2u9Gj08uUNWuAY2NCKPXqFX2uUaMicXk4VFTM1R/qRH80s1ZWXV3Cli2jqGlDh6rHu+3WDWzNGvWIZp98QpHMEvNYrWBHHklhLnftAmtoOFJ3ZLPW1heZ00mRBxNDegJgnTqBnXEG2BtvpI64dt55qZ/p3HOjoTR9vk9086ur6882bADr0SO5fJ4HGzKEYmv/9Zc6t8WLwTp3Ts5rNFKg++nTwdauBaup2V93hLhA4EfmdIJ99RWFP00MdxvhePLJqdvugw8oRPB++yXnFQSKJ+50ZhfEvrHxVLZnD4XdTSwbAOvXj8r/+Wd1blu3pn6mgw+mGOO//w7mdJqZLDfo4iaK25jTybOPPlLv2zYbRSS8887YELvx13ffgV18MUVITMzPcRS/nCKKTtbddm73LczpBHvuOXp/5eXq39+//5363T70ENixx1L0x8S8xcXR0Muh0FJd3BTFx6qry9iKFWDXXkvvV+3723//+OilsdeiRWBTpoANGqQeK7xPH4qOWV8/Wnfb6T5M7ve/B8Za0KkTcPfdNDN75BFg1iyaaRUX00gtyzTyqaFbNxpZrVagrAxwu4HycuDaaynSXgSh0FyI4loYjQM084ssRyoqiFtFBY1wra00Mv/73zRipkNZGfHv0IFmvH4/MHQo8OijQM+esXXNgNV6lmZuweCvkKR1KA5PoHiegmd5vfT/M8+k5aI5TdiV/fajJbDRSMG3PB5qxwsvBG66KRp9UlF2IRj8GhbL6Zr5Rdpu+HC6du8G7rqLZkMWC9VZU5P6vQLAUUfRtX49LX9WrKDZI2O0nCwvj9T1Cuz22zXPxGV5F4LB2eC4aFCq/fajdyNJwDHHkCqkLM2xQouFLp4HOnemPsFxFAXwX/+KDRQWhM/3OoqKbtPELfI8gNLWt202aie3m/rg9dcDkyalL2PwYLpqa+nbmjePZnZmM60UIs/t9/8vfGxJ2ykQxgLw+d4EAJxzDl3z5tG3sG0bfbPBIC3xO6VRZV92GV3ffEOrhQgnj4euLuGjzl7vDJSWvqaJGz3PR2CsGR06UH8TRVLZ/O9/9G6LiqhNIt+zGnr0IFWFz0crxNmz6b7dTjytVuq/orgIovi3rvhBupfb9fVDIUnL237ffTfw5pvxae64Axg/noRSKqxYQUuz77+Pv//SS8Bpp0V/22zXw+F4ThO3UGghGhspqFhjI0VpPP986qgRlJSQXjJVYwMUAXDHDgqfGYhRL+23H+WNFWJVVRshCAdq4tfcfB4Cgf8BIP3rL7/Qhx2Liy6KLldTYdUq0l3OnBl//9Zb0bZMBgCz+QSUl3+niZss16Cubn9EjkopCgm7zTExvwSBQo727ElLoVTwemmJ0xCjnrJaqdPvv380JGlZ2WxYLCdp4ufx/KtNz7xlC7B6NXB1wmmsww+nwTodNmygd3jPPfH3zzoLeP756G+DoSc6dNB2rI0xCXV1+0FR6sEY9e2nnqL3G4vXXgNO0vC4xx1HzxcBz9M3duCB0TDHJSXPwG6fromf3/8+XK6o6mXTJlqaxuoku3YF3niDyi9KY8j1++/UVrFS45BDaALRvz8JIo6zoUOHGs3qlIaGkRDFP9p+339/ct+++WbghBNoWZ8OU6eS2iIWjz9OqoE+fei3zXY1HA7tx590KdQUxQ1JWtH2W5ZJ/5OITz5JLyAB+lh++CH5/vvvx//Wc4g5GIymraggPUWsgARoFpbYiImICMNAwgal00mbN/H85mrmF/ss/fuTIjwRs2bRSJoOBx2kLgyS224+GNN2EDcUWoDYs6R//BEvIAEa1X/+Ob2ABGjga0jQ3/v9pGeNjdms593Gpu3Vi2YziVi4MF6vq4a+fWmTJhFffhkfp1uWt0KWtR2ylqS1bTuyHEez1EQBCdDGWib8/Xe8gARowPr++/g48LF9PRMS037ySfKmze7dNFtLJyABimmeOK1avpwGUGPYloExn+azv4riTTrKpdZOn3ySWUC6XNEZZCw+/zwqIAF9/Q7QKSRFcRlij4UwprbLRR9TJshycmOr5SUbUm3HKRLDdaYSNlr4pUqTeD9TiNAIZHkPFCV+202NnyzTR5EJankTuTHmhSStT06oWp62tsskwNV4pLqvte0YYxDF5XH3cuGnlkZRkttdK7/EdKmeP1tuamVq5aaW9p/EjyZdSsK97LilkimJeSVpAxSlNTlhCugSkpK0Mu63IACnn56c7mwNsd47dFDfgUzOK0GS1mTF7+STkwPSWyzAKadkLuuMM+j5YlFeDhx9dPw9UfxbEzdRXJl075xzktNNmJBeJxmBWhur3ZMkbfwS040aFdUxRcBx2t7t8ccn74CbTPFqFEB728ny1jYnJBGotd2QIbQkzQS1ZzjuuGTO2t9tfLquXan9tNSbiKFD4/XeqfIqyu425yLpwJiSZI57xhmkp49FVRWpVzJBrd379qXVTSyybTuAlvNa6k1ERUXy96meN7lN0kH3cjsRDz8MnHceCZ+SEtITXX+9tvJefJEEltFID3jnnerKbbV61cBYfLqqKtKhDRpEvwcMAN55J71yOoK+fYFXXqGlHUAbGR98kCx0E+vUyg0Apk2jzSqHg9pv4kRSWGvBvfcCl1xCuj67HbjiCuA2lX0GrW2XmM5opOc9/HASjt27k85u2LDMZTkcdB7wkEPod9++pO/q3j0+XS5td/LJdBSrY0f64I89lnR+WnD55bTJVVZGwvuMM4CnVc6358Lv5ZdJ/ygIQGUl6UC1fOg8T3127Fhq965dSb85ZkxyWi3vlpxCxE+lBg0i3X/PnlTHoYfSu7ZosN0YNw544glSSfE8/X77bSonvt7s2+6BB2g/wGKh5f/UqfS+tOC554BTT6X+W15O30TsZrBefoDOjRuP5wG0tt6vuXCtYCy5kWNRXv4zzGaVISIBNTWVYKwxqzqy5ScIA1BVlXmmS1Ysqbc3c+GXDlqtgxoaRkMUF6v+rb3aDhDQuXPmdZQoLgufj8ymjuz52e3TUVLyTMYy0lmxtF/bAVVVWyAIKtPOGChKK2prU2+gtBc/s/kklJerKAgT0Nr6KDye7A55p0Om5yor+w4WywmaytI1k+R5h57kmpHpJXGcNg8t6fjlIoDS5dXKjePSt117CEgAmr3b/LPbLn26fzK/9uIGaHu3ZOud+qTfP7ntckE+2q4trZ6KBeGgzInyDoPmc5L7gp9WO1+jcV+0HXkH0pbun9t2BkNPcJy9ndkkQ2vb7Yt3y/OdNXm24TgDBEH7OeN8Qeu73TcyhdNVry4haTQOzZwozxCE/pqN0o1GDQqzPENrnQbD/uB5/Z6NvF46wN2qfTOuDRxngyD015TWaNz7nsS1th3H8RCEQ9qZTTK0tsm+aTvtdf6T+ZFM2bte2A2GPrpMYnUut8tSjq7ffksHsLPBokV0QFoNJlMaI9yktEeq3g8EgLfeUj+ulAmhECmmU+XNB79YMEZnFG++mTaLDjyQdjz79KF/r7+e7Iu1aJKNxtGaPaqbTGMAJKdljNrO79dUTFLe998nQa9ep/a2M5vV227zZvXztlpQU4M2O+ZEGAzdIAjd1f+YAEEYBI5Tt074+GMybMgG33xD9v1qyEe/a2qic87Z+AFrbU0+lxuFBUbjoZrK4fmilJOv774ji6Bs8McfdOZUDXraDshChNtsVybdW76cdmpPOCHZgiYdFIV2TCdOBK68MuoEIL6+KZrLM5vHwmBI9h5+zz1k7nThhcmHnNNhzx46jnDnnbTDmAiT6Qhd3srV2i4WS5fSMZkzzqBDu05n/N9rauhQ7fnn0zGbBQsy1ae97QyG/WA2J5uDvPQStd2ECfGOIDLB7aZ3euuttDOZ+CHyfBeYzdrdalmtlyOxu7a20k715Mlk8aHl/GsECxZQG157LQ3SyfVpbzuOE2CzTU66/913wPTpVI8er1PBIJ1emDKFrmCSW0ozrNZLNJdntZ4DjiuNuyfL9M3edBMNvKkGMjWsXw+ceCK92w8/VKtvoq79C7XvYuVK4nfiidSOWqEo1GfPPptOfKgNUHa7Pi9ZuoWk1XoxOC56LL+xkT6GUIg+jEsvJaGSaXm4ezcdHXr0UXqwnTupw8bO2IzGw3XZWAJI8hz+/vvRE/xz55KN748ZPHUxRqf0jz2WBBcAPPts8gBgs12ji5vJdCwMhuSDfD4fmXdOmKD9Y1q9mgaX6dPV3Znx/H66vUXbbNPifi9YQHb5AHkWOu44OtqTaeaxcCG13bff0u+vv042M7PZpuqKGyQIB8Bsju5GMkYf+Kawx7nnn6fBZUsGS8JAgI6tnXsuUF9P/W3q1MQByZRxQEuEzXY1gOhuwebNwA030P+dTuL21FOZ3ZOtW0f94PXX6ffy5cneqqzWc3Q5peY4a5IQf/LJqDeiTz/VJshlOWpaGWnnu+5KnrHp/S4slgviNjabmkjABYPUty+/nI7yeDxpCgFNai68kGzSZZl+T5uWKFMO1a+W0+0SgzHm8TzS5n3jwgvVPbJ07gz25JNgW7bEe+tYtYo81Vit6vn++99IWo4FAnN1c1MUL6ut7c2cTrDVq8n7ilo9xx4LNmdOPLc9e8A+/xxszBj1PFVV0eeprx/OFEXUzc/n+ySuzl9/JQ8lavVpvbp1A/v22/hn8Xpfy6LtFNbQMI45nWA7d4J1765e37BhYB99RO0VW+cvv4Cddpp6HqMRbMkSSldTsx+T5Wbd/EKhpczpFJjTCfbWW+r1mExgV10FtmxZPLft28Gefz71M02YEE3rdt+mmxtjjDU3X9lWxtix6vX07g32yivkkSaW359/kgcjQVDP9/nnkbRWJoobdXOTJCerri5jTifY3LnqnnI4DmziRLB58+K57d4N9u67YAcdpM5t4MBoX2hsPD2rtvN4nmyrb/Jk9Xo6dgR77DGwzZvj+a1eDXbzzam/9aeeipUpP+nmlpWQVBSJ1dePYE4n2MaN1MFSfcBFReT+7LTTwEaMSN0JeB7s1lujbqRcruuzocYYYywYnMecTo45ndS5OnZMza9nT7BTTgE76SRyxZQqXffusULVzEKh1Vnza2o6lzmd5K4t1WCx//5g99xDbr9Wr6aO/eCDYL16pRYOzz8f6agnZM1NFLey6mp728fUt2/qNuncGeyEE+j9pxP0ZWVg770X7dR+/zdZ82tpubdtQHvwQRK+qfrT0KHU744+GszhSM3v6KOpjZ1OsLq6/kxRAllxk+UWVlvbjTmdYCtWgI0enb5Nxo8HO/VUsMGD1YUWAGY202Qj0nYez9NZt53X+25bOa+9Ru7NUvEbMIDe63HHgXXokDrdQQdF3MuBVVdXMEmqyYqbosisvn4UczrBNm0id4ap6rTbaRA67TRyD5hKpnAc2I03kttFkilXZcUtKyHJGGOh0FpWXe1o67CPPw5msaR+sHRX587kYzLyAuvqDmKK4s2WGmOMMbf7zrbyVq6kDpkNN4A68vr1UX6trc/kxE2W61ltbQ/2/ffJbWaxgN17L8181Pzm7doF9uijyR1cEMC+/BKspqYTk6RdOfHzet9oq2/zZvItmW3bjRoVnUHm0lEjUJQQq68f2Vbe7NlgBxyQHTejkQaiyMBcXW1jweCSnPgFAr8yp9PYNhu/+WZ134harj59wH76Kdp2DQ3jmaLIOfFrajovzgfj0KHZv9srrgDbti3Cj2c+36c5cRPFDW2z3T17aHBINTvMdHXsSKudqEzpz2TZkxWvrIUkY4wFgwtYdXVxG5GFC1MvM9Qunicno+vWRR+mtrYPk6TqXGgxxmjpGLv82bMH7JlnwCoq9AnvmTPjhZTbfVfO3BhjTBQ3sZqaLuy556L1DRyYvNRJdf35J83MI3kfegispqaKhUIr88LP43k8rr7330+9VFW7SkqIU6yD2aamc3U7AlaDLDeyurrBcYJ86tTUMwq1a8QIUg9En9HCAoE5eWg5xny+WW1qAaeTViCDB2vnZjaTSmrr1ii/+vrRWX/ksVCUIGtsPLGt3J07aVDWI4wOPDB+UuN0cszrfSUPLcdYMLiYVVeXtJW9eDHYuHHauXEcDepr18bKlF5MknZnzSnnkLKh0BI0N5/VFruXMdogefllYP58qCr5I04mrrmG7HojMBpHo6zscxgMHXKh1AbGWDh27+OIeBrxeMg33zvvJO8eR9CjB+2YXnhhrK22EcXFj6Ko6Oa8cAMASdqO5ubTcOutKyGKwEMPabOfjUAUaWOlsRF44YUDUVHxVV5jg3u9r6ClZToiMVuCQfIJ+cYbwMYUIX6qqsju9oorog52AcBmuw4lJc/qDneRCoriQnPzOQiFfmq7t20b7Wx+9lnqODcjR9JGzXHHRa0yeL4jSkv/l/KYUTYIBGbD5boIjDWH+dKRnldfjW4GJqK4mE5TTJsWH6rAbD4dpaXvgefzc6CesRDc7inw+99uu1dfT74KPvqINk7UMGAAvdezz446f+E4OxyOmbBaM3gU1gFRXBYOKRs9Uzh/PsmU335TlylmM9nzX3MNuSGMwGg8DGVlX+QUGC9nIQkAitKClpab4ffHexioqyMnnVu30jm7khKgXz/qqPa4921FcfG/YbffmLePKBah0AK4XJfFBd9SFDqbuWIFHa3hODLaP+QQ6gyxZk2CMBilpW/BaBySd26MiWhpeRA+32PILjY4D6t1OhyOh/MWlzkWkrQeLtfkOKeojNGu8l9/0Q6iopBwHDyYPPHEepgxGLrB4XgdZvP4vHNjjMHnexkez21gLHqcwu+nc3Lr1pGPQYuFnGuMHEnvOBYWyyQ4HM/nNdZ7BLJcA7d7alJs8F27yLfm9u1Rb9sDBlC8mVgPUBxXhpKS5/ISqlUNgcCXcLuvgqLUtN0TRYoFtWoVHZcTBBLYI0ZEnb1EYDKNg8Pxuu54O1qgKK3weG4Ne3yPiqj6+qhM8flIpvTtS+823hemGcXFD8Buv0XXKQo15EVIRhAKLYbX+18EAp8ByByKjePKYLNNhs12Xbs0dCwY88PnexM+30ua3SQZjSNgs02D1XoBOM7YrvxEcR18vv+Gw2NoMa+xwmo9H3b79bqPSekFYzICgY/h9b4IUVyoKY/B0Ad2+9WwWq8Az2fw5JojZHk3vN4X4fe/rjEcqQCL5VTYbNflJc52JgQCc+DzvYBg8Dsk+k5UA8/vB5vtSths0/K2qkoFRWmGzzcTPt/LmmPAm0xHw2a7BhbLGTnHUM+EUOjPsEyZBW0ypRRW6yWw26+DIPTKmF4L8iokI5DlWgSDsyGKSyGKSyHLTgAiOM4Mg6E3jMZhMBpHwGI5Oedg69kgFFqEUGg+RPEviOLKsK9CDjzvgCAMgdE4DGbzuH1ihqkoHgSD34S5/QVZ3g7GQgCMMBi6hdtuOCyWU8DzaQK6tBNEcRVCoZ/D73Y5FKUZAAPHFUEQBsFoHAaTaQxMprHt/gElgrEQgsHvEAr9Ee53G8MOmwUYDJ3CbTcMZvNJMBi6ZCwv35Ck7QgG54Tf7bKwQJfC5qN9YTQOh9E4EmbzceA43eGncgJjCkKhXxAKLYIoLoUkrQm7WePB8xUwGg+B0TgcZvOxEIS+GcvLN2S5PixT/gq/2z2IypReCTJFf2ztdGgXIVlAAQUU8P8L9q5leQEFFFDA/zEUhGQBBRRQQBoUhGQBBRRQQBoUhGQBBRRQQBoUhGQBBRRQQBoUhGQBBRRQQBoUhGQBBRRQQBoUhGQBBRRQQBq027F+xnwQxb8TLG4sbafjBWFAzjaVuUCWd4etRlaBsRaQxU0pBOFgGI3DcjKIzxWMiZCkVWHLh+0AggBMMRY3B4PjzBlKaT8oSkO47VZAUZqQaHGjNTZMe4AxBZK0PqXFjSAckjdHEdlAUVogistSWNwMg8HQZ69bKsVCkraG+93asHmsIcbiZtg+sfKKgDF/jExJtrghmZJ/kZbXEhlTEAx+C59vBoLBHwCkjrzFcXZYLOfCbr9mr5n/yXI9/P7X4PO9ClneljatwdAPdvtUWK2TwfOle4VfKLQAXu+MsO17UmCTGBhhsUyAzXYNzOaj9wo3RWmF3/8ufL6XIUkr06bl+a6w2a6AzTYFBkPnvcJPFFfD55sBv//98KCXkh1MpnGw2abBYjltrwzUjIUQCHwKn+8lhEILEOuwIREcVw6b7WLYbNMgCMmhPtoDsrwTXu/L8PvfgKLUpk1rNA6HzXY1rNbz94pJMWMMweCcsEyZg3ROYDjOBotlImy2a2Ay5S9CZN7MEoPB3+B2T4nztKMVJtMxcDhmQhB65oNKEhgLwuP5F7zeZ6DFSD4WHGdDUdE9sNtva7cPShRXw+2+Is7TjlYIwmA4HK/ltVPEgjzt/Bcez30ZhI8qO9hsV6Ok5LG829NGIMu74XZfjWDwG915DYbuKCmZAYslOQBavuD3z0JLyw1QlGqdOTlYLOegpOQFXfFs9EBR3GHvXW9Ci+ONOHZcOUpKHofNdkW7cAOAYHBeWKZs0J3XZDoSDsereRlochaSjPnR0nILfL6XkG6EzEiEs6O4+HHY7fqCCGWCKC6Fy3UxJGltTuUYjSNQWvpOXv01MqagtfVRtLY+CL3COx4C7PbbUFz8QF6XG5K0DW73JQiF5udUjsHQC6Wlb4XD1uYPPt9baGmZDsbcOZVjtU5GScl/dcVizgRFaYTbfRUCgU9yKofnK1FS8hKs1rPzxIwQDP4Al+tyKMrunMoxm4+Hw/EGDIb9MifWCMYCaGm5HT7f88hFpgBWlJQ8Crv9hpz45CQkFaUFzc2n5PwRxcJmuxYlJf/Ni14mEJiD5uYzAWQRNFoFHFeG8vJvYTKNzLksxiS4XBcjEFCJyZklzOYJKCublRd9pSj+jaam46AodXlgBgAmlJZ+AKv1rLyU1tJyN7zeR/JSFgAYjcNQXj4HPF+Zc1myvAdNTcdCktblgRmhuPhJFBXdkpeyfL434HZPQTp1mB4YDN1QXv5TXmZtitKK5uYJCIV+y51YGDbbVJSUvJS1TMlaSDLmR1PT8XkVkBHY7TeipOTpnMoIBn9DU9OJiHjVzhc4zoGKil9hNB6SdRmMMbhcFyEQSBndPWuYzaeirOzTnGaUkrQBjY1HaPTNqAcCyso+g8UyIadSPJ4H0Np6f34oxUAQhqKi4lfwfEnWZShKAxoajoAsr88jM0JJyXOw26/PqQy//324XBchtxlaMnh+f1RWLoDB0C3rMhgLoqnpRIRCv+aRGcFmuwYOxwtZ5c36CFBLyx0pBWRDA8ULToeFC1O72Pd6n4Hfn/0yRVEasGHD2Vi1KhAXczdXSBKwbJkb27adGfa1lx18vhkpBWRLC3nVToc//ySP22oIBr9Ca+vjWXNjLITm5nNUBSRjFG9561b95SoKsG6dhNWrJ0GWd2XNLxj8AUuW3I/dWa4SV64EalPsTUjSMrS0XJc1NwBobr4Uc+euT9m30yEQoHcfTLFn19JyE0Ih/XrrCMjL/BVQE5CiSGEl3FloLgIBYOHCXaitPQ+M6dNtxsLjuRvz5/+asm9nwqJFgNer/jef70X4/R9kVW5WM8lgcB6amo5CpLEbGsil+qJFwOLFwIYNQOfO5N5fbYa7cye5WxcEcvc/ejQwahS5iI/ElOH5KlRVrc1q+dPcfC6ee+5jPPAA4HAAhx0WrWPAgPjwAukgSeTGPvJcf/xBL+GFF4ALL7wODsd/dXOTpG1oaDgIjNHbbGkhoRepY9UqarO1aynmSSJCIYrhEQjQs0Sea+RIoLQ0ksqEysqlMBoH6ebn8dyL1taHAJBQ3LqVeEX41dYC550HPJ1hoq8o1A8i+RYvBpqbgenTgXvvPQHl5d/p5qYoLaivH4Rzz92FuXOB/fenZx89mq7YuDCpMG4c8erVK9p2o0YBHTtG05SVfQ2L5RTd/Hy+d7Fs2cU44gjAaIzv28OHx8ZLUsfChcA551C4ieHDo882ZEg0rIMg9Edl5XLdKhXGFDQ2Hg5R/B0ACcWVK6Pv588/adLy8svAqaemLysQoElQJO/SpSTYv/gCOOaYp1FUdKMubgBFNdiz53D0788QCgGDBkXb7rDD6DtOB6eT2kwQKIxIrEyJhIrhuApUVa2BwdAxfWGJ0Bs5TFEUVlfXn/31FwURTxWXuX9/sDVr1CP9ffYZ2H77JecRBLDhw8Guv55CpzY3X6k7slkg8CNzOsFuuYVififW4XBQLOGXXkodifA//6FYzHZ7cv7SUooC6HRyLBRaoZtfY+OpbNMmsKuuogh6PJ9cxwEHULxtNW6//04B7hPzcBzYoEFgU6ZQDOmGhrG6uYniZuZ0CuzTT8FOP109XrnJBHbWWanb7s03KYZ5WVlyXquVoho6nWA+3yzd/NzuW9iePWBHHKEepnX//cEmTgT7/nt1blu3UpxotRjXvXqBXXQRRfysqdmfKYqoi5sst7Lq6nI2axZF2Uws32ikCI033BAfQTL2evllsMrK5LwWC9iYMWD33ReJvf2w7rbzemcyp5NCPx91lHp0xLIy+nuqd3vXXWCHH64eOrqqimJ5O51WJkm1uvnV1R3MFiwA69lTvW8fdBD1ndjIqrHXV1+Bde2qLlOGDQO77jqwHTvAmpsv0c1N90wyGPwRTU3Hoa6ORrgIysuBLl1oJDzjDApulA6MUUCkt94CfvyRgoZ5PPS3nj2BBQsAwIqOHffoOsDa1HQqgsGvAdBMcOlSilC3YgVFFYwsZa65Brj7bvUypk8HPv6Y/m+xUJCr4cOBKVOAgw4C+LCSwmq9AqWlr2rmJknbUF/fG7KsYNCg6NLG4aCZzCmnAJMmJQerUkNdHUUu/OILoLo6uvw2mykAlsUCVFb+DaPxYM38Wlpugdf7FGbNAm4IbwgKAr3bvn2Byy4Dxo4FrGmOxz3/PPDoo/R/k4n6wcCB1HaHHkr36G9jUVExVzM3xnyore0CxuhBW1uB778H3n2XZrtNTTR7BYBZs4DDD09dlssFfPUVRQbcuZNmuJGvYP58mmWWls7StaPs882E2z01zJXKffNN4Kef6F21hsMW9elDEf9SPycFWXv1VfoG6uujaqkjjwQ+/JDOoXbosF3XkbT6+oMhSatwzTXA55/TPasVqKyk9zJlCr0nPo0C7qyzaOYI0Oysqgo44gjgyiupzSKrxuLih1FUdJdmbrR/MK7td00N9e0vv6T/R/q2xQKsXx/tQ2rYtYsioX7/PbV7S/jU2v77R9RYZnTsuFvXClW3dt/rnQEA6NABuPVW6mCvvUadtKmJljKRZWA6cBzw9dc0vY/Abqdwmp3bzh9T8K6iops0cZOkHQgGZ8fV8cgjwJIl0TR9+9LLPuKI1OWccw5w4IH0Ae7cSQ2/axcttd96K5ouEPgAivKk5sPmPt/LABQYDNR2DQ0UAtXtpuuZZ2jJeN55mctasgR4/PGoYDAYgKuvJoEWCUvr882Aw/Fy6kJiwFgAPt+bAIAxY4CbbqIBZu5c6mx1dRTd77vv0gvJ446jD/2774C//yYBHrm+/jqaLhSaB1FcrVkl4Pd/1CYgAWq7f/0rPvzpqacC3boBQzPYJmzfDjzwAEVVjODCC0mg9wwf1fX5ZugSkl7vS23/5zgavGbOjP69uJjeT5cMoXU4joTr+zEq68pKEkS9e9NvRdmNYPArWCxnaOIWCi2AJK0CAEycSOqat9+mSJeRvh0IkGBOh8suA446ikLPNjXR97B9Ow3MDz4YTefzvQK7/XbNQpyOD0bx++/Ak09G+7YgUNtVVKQXkAD1uxdfjP62WmlC1KnNgC4In+91FBXdrokboHPjhjExHPGNcOONRCoWoRDw1FOZy/L5gOeei7/n9QKbN8cLiWDwS838SEBGFcc//RQvIAES4gccQHqLVDj8cApPuXNn/P0ffoiPmcyYD8HgT9CKQCAaWvSyy6K6nGh51Dm0zO2feCLaiQBAlmkWdNVVsfVpb7tQaAEYI4nTuTNw2mkkIGOxa1f8x6uGvn0pLO/ff8ffX7MmXkgCSAq1mg6JzxL5UGMxZw49fzohDlC/ixWQAPDttzQwRGZDodBvUBRth+dleSckaUXb79ZW4L8J6mqPhwTKOeekL2v3bhqcY9HQQN/LiSdG7+l5t7FpjzySBtE9e+LTzJ5NOsp0OPlkmtUltvubb9KML4LE9kgHxuS4iQ2Q3LclifSfU6akLysQoIlGLPx++uYnTYpNp73tAJ1CUpLWINZcLhRKbmyAgsRnQkNDdAmSLq8oroBWjYAoxkd9T8VDy+5sqrzJ/JZpYEbnv2R5Y8Y6qquTP2Ct/BLvKUoNZFmbpcc/ue0obWZ+qfpjJh4AffjxO7tMM79EbjU16u9Qy3exfXu8gIggsd0T69TDL9U7zPbdyjKwY0f6OlNBkta3bWICNEFILCtVvYlIfoeE5LZbAca0H3vRJSQTH9xkAoYNS043alTmsrp2JT1BpryMtWg2dUzkl2rJn0kVANBucSJ4Pvm+9s6wHImmX2rtNHhw5l3QVPzUytPKLzHdsGHRHdVYaGm7VO8/8b5WbrJcC0WJl35qdVRU0Ew2G359+tCyNht+iekOOCBWZRSFlrZL9f4T80rSOs3H0BKFvRoPQaBd5ExQa7uSEtLVx9eZXdtxnDoPLW3XuTO1fea8fl0H/XUJSbVZyaOPkn4ygl69gLs06Gx5npblJTHndg85BLhO5Zia1tlQon3swQdTeRFlNMeRbkNNsCfi+OPjl/2CANx7b/IxE602uWrPcMcd9HFGUFVFekYtePjh+A2e7t1JR5eIbPlVVAAPPRSvA5owgTblMuHAA4HbboseteI4YPLkZD1wtu8VIB1dbOe32YD//CezzgoAbr6Z9OYRlJWRmkNLvWpIfA6Dgfp27BGuYcOo72VCcTEtNyN6ZQAYPx44//ykWiHLmQ/7M+ZLMts86STg7Bh1q9FIfUdNsCfioovoGFUEFgvxTRTsubzbRx6J53LAAfTtZQLHUbtHj8KRDIhsQmaqN2W5ena3PZ5/he2M4xEM0k6c2UwjjdZziADpIRcsoAdLNZKVl/8Is3l8xrJqasrBWHPS/R07SCc2YADQo4d2bgCwcSPpSQ85RL0TGQz90KFD5lGJLB0uTLqvKLRjGAiQLjT248gEUaSzdRxHeQWVbbiSkhdht0/LWFZDw0hVBxsNDXSGrnt32v3Ug927Sc/Vty8Nnsng0blz5mVPKPQXGhtHqP5t2TI6u3n44fEDbiYwRrudHg/lVZu92Ww3wOF4NmNZLtcl8PvfSbrf2krvp7yczuvpQVMT8evShT50NVRVbYYgqDZsGxSlBbW16ocM16+npeiwYfHnRLXg77/pbOLIkTTIJMJsPhHl5d9mLMfjeRitrfck3Q+FSC4IAr0fPTLF56O8Dgft3Kud1S4r+xYWy4nJf1CBrt3tVK6RzGbgmGP0lBSF3U6ztmzqVUunJiS7d6crG/TpEz/by5YboJ6O59MfV0kHo5F2G9NBT9upobKSZh7ZoGvX9Ae8tXNLPXJk2slOXaa6ykJrvVrSFRVl7tupUF4ev1Gjp16tafr1oysbDB6cfvMTyK3tTCbg6Cy9ANpsdMoim3rVoGu5bTDsHf922da7t/zvZVPnvuCmp9598W61v9eeAPa+g+Z/cttxXBF4PvP6mONMOdlTZ4v/X74LQKeQNBo1KPPyDJ7vCoOhQ+aE2Df8tNYpCAOQajbZfuAhCNoccfyT2448d+fPRZ1WaOW3L9pOEIaA47R9voLwz323+0amdITBoMGGNQxdy21B6AGe76DJfZbPR+cUFy0ivYfPRzqjfv1oiahVz2AyHaqZn9GoPe2WLXQqf8WK6Bmv/faj5duJJ6rvvOdSJ8cZYDQOhSguzJhWFIF58+ic4qZNpDez2egw8RFHkOJci+5SEAZoDlVgMqXe2ty9W5tddKq8Xbqo64X0vdvDwkfQ4uHz0ZW4M60FjJFeTe2ANwlmbQfd6UMXoOY1O93zZ0JNDW2gGY3Jf0v3vtTSBoOfJ91XFHr+XN5tqrxavwuDoQt4vkvS6QU1+HzAzz+TTNmyJSpT+val859jxqjr5bPlFoFus8SWlpvh9ab2buByATNm0In+iJmhGrp0Aa69lg55qnWCCMrKPofFcrombomma2pYsoR2Qedn8PB27LHALbckH22IhcHQHVVVWzWP6F7vK2hpuSrl3wMBsuh5+WWycEmFsjLgiivocK09jQwsLn4cRUW3aeIGAPX1B0GSVsfd+/NPOgA9ZQpw++3aOmEEn3xCu9z/+hdwySWJf7WGzcPKNZUVDP6KpqZ4JRVjtHO5cCG1mZ7NEbebjCFWrKBD6B0SFitW6+UoLX1Nc3lNTWcmCaIdO2jAHTeOdoDTvatELFhAu+FnnknWQYmorFwBozGtUrANsrwTdXU9keg/8tlnyeLrmWf06Z1DIeL00UdkIBB7UgAATKYjUFExT3N5LS13wOtNfayjpYV4vvVWei9FnTuTdc2FF6Y/5VBa+jGs1gyn+mOgW0hK0mbU1/dBorslxsgm9L77kk/kp0PfviS01I7l8Pz+6NBhmy4bVbd7Ony+55LuNzcD999Pdr1awXHAxReTjXdRUfLfi4sfQVHRnZrLUxQv6ur2Uw2DsGABmSqqHaRNhc6d6biE+uaAJSyEMhjRx8DrnYGWlqhn+Lo6KjviWuzQQ8mSpFsGFVdrKx3Z+N//6LfRCHz6Kdm/R2C1TkZp6ZuauQFAff2AuPNtb74Ztb8XBGq/adMyr1CWLKGjYRGLqpEjiWvsYF1ZuUyXz9Bg8Cc0NR3b9tvvJzPJNeHJb69eZC6Xaqc6AlEkofXcc1HLqxdfjD96ZTSORmVl5hVJLJqaTouzcPrtN+CCC6J1TJ4M3HNP5jO6mzdT20Usqnr0IKu7WC89paUfwmrVYFsbhiRtR319L6iFkPjyS+pLDQ2ai0Pv3iRTDlWZMPJ8Z3TosFOfv1XdLjEYY01NZ8d54Fi/HmzCBHVvQFounge7+Wby/BNbbmvrs7q5ieJW5nRa48r55BOwTp2y59ejB9i338Zzq64uZ7Jcr5uf231XXDnbt5N3k2y5AWCTJoFt3hzPz+WappubLHtYTc1+zOkE27kT7LDDkuuy2cDuuQdsy5ZkTyy7d4O98oq6h6dOncBWroykFVgotFI3P6/3rTivL4KQXM+QIWBffqnuKWbVKrBLL1X3AhTxTuR0gjU0jNfNTVEUVl8/vK2MiROT6zAYyPvT2rXq/GbNAhswQN170i+/RNP5/V/q5hcMLmBOJ8ecTrA//1T30tSjB3lx2rMnmdvmzWC33qruAWj8+Gie2treTFFCuvk1NZ0fV9+GDWBnnJGbTJk+nfpxbLkez5O6uWXlT1KWa1BfPxCMNWHtWlr6bd+enI7jyGvM6NF0pGHPHtJTrl6dnBYgncJLL0X0MKNRUTFf81I2Fq2tT8PjuRmKQqNwrCOIWFRU0DKjf38aUVetolFRbUpvNNIS45JL6LlKS9+D1XqBbm6MBVBffwhkeT327AGmTqWzfmoYNoz0t5060Ug6b17UC0si+vcnBwU9e5I7/crK1VnFbAkEvkFz8wQwRsub+++n2U0iKirIvnvIEJrFbdxInnVSmbZddBE5QTCbgaKie1FcnHzeVguamk5AMPg9Ghpo1kjeopIxfDjNgrt1o+Xa77+TfXJAxVF9WRn1k6OOol3jyspVEIQeurmJ4mo0NAwDEMKcOaQKUFM52e3k8enQQ+n/EcchifbuEYwfTzP40lLAYjkXZWUf6eYGAG73dfD5XoDPR4YMn6Twa92vH9lp9+5NZ6CXLaN3q+YM12Ihg5JzzwUAHhUVc7OKZSTL9WhoGAhFqcf69SRT1PoSx5GcGDOGZIrTSXrKVHbno0eTTKmqojhVFRWL9Qf00y1Ww/D5PmBOJ9g116hL8hNOAJs/X33E/OQT8n2olu/tt8Gqq21MFDdkS40piszq68ewNWvUffsVF4M98AD5F1QbMW+/nUbvxHwHHkgzqMbG07PmxhhjweDvzOkU2FNPqbfB8OFgs2ert91PP4GNHaue7/77yc9lIPBDTvyamye31Td7NvlpVKtPy2W3g73wQpR/Xd3grGYaEUjSTlZdXcqcTlp53Hijuk9Ordehh4ItWRK7epmRU9t5PI+0lbVoEdjBB2fPTRDIh2PE/2RNTcesVi8RyHIrq63tzZxOmvk9+aT6zFDr1asX2I8/RtvO7Z6eU9v5fLOY00kzQLX6jj0WbO5c9e/i889Tt/Xrr4M5nRYWCq3JilfWQpIxxlpaHmA7d4KNGhUlVFoKNnNmasedkWvnTrDbbot3nnrddWBOp4n5/d/lQosxxpgs17O6uv7s66/J4WmkjrFjwZYuzcxv0SJy1hnJV1QENm8eWH39YUyWPTnz8/neY3v2cOzcc6N1mM1gDz6Y2ilr5NqzB+zpp+Mdp55yCt3P9SNnjDFFCbCGhqPjlj4XXqj/IxozhpwER8qpre3BJGl3zvyCwfmsutrWVu4XX9AHq4ebxUICKFbF43bfmIe2U1hz86Vx6pQbb4zvg1quAQPA5syJVe84WCi0LGd+oriJ1dR0ait37lwalPVw43mwK66IV/E0Np6m21GxGjyeR9iuXeRYOVKfw5HeSXbk2rUL7M4749UwV11F6h2//+usOeUkJOmhHmZ//00ztkMOIX1HpoeJvb74gvRVY8eC7d5tZYHAnFwptUGSalld3RD22GP0Ym+/PbMAShTk06aRDuv118nbtyy788bP5/uAbdkisIMOAuveHeyHH/S13bx5YP360Qx340aeeb2v5I2bovhYY+OJcfXNng125JGZP6J+/WigjNVt1db2ZZK0M2/8gsF5rLraESeMHnxQ3Zt64uxs4kSwP/6Ib0u3+/a8cVMUmblcU+PKX7AA7LTTMs9699sP7NFH43VpNTVVeRGQEYjiBlZb262t/N27abav5hU88Ro/Pn726HSCNTVNzGl1kAiP5wm2ahVYly7kvT92oNVyff01yaPDDwfbudOSk4BkLEudZCKCwZ+xbNnF6NzZqeo5JhPq6wGz+TD06vUeBKF3rnTiQDF878GyZU+jX7/sHnXjRiOGDr0PRUV35DWuNUChW9eunQSTaW2cYb5W+HyAy9ULBx30vq6zc1rAmAKv91l4PPcgNizv5s2k3/vrL9IzyzIdoTn4YDIHi7eX5WCzXY3i4sfB8ypHBHKALO+Ey3UFQqEf2+6FQsCvv9K1Zg3p0SwWcpIwciTpAmOP+/B8Zzgcr+QcwVENfv+HcLuvA2ONbfecTmq733+nkwzBIOl3Bwwg094jj4w/ZmU2nw6H42X9cVkyQFGa0dIyPc7mPOJH4McfST9fX0+6+K5d6XjVKafE+z7guGIUFz8Ju31qXrkB5K18+fKL0LHjbl3+DCJobAQMhuE48MD3IAgaXEOlQV6EJAAoigetrf+Gz/dq2nOKiTAYesJuvxk221VZbdJoRSj0OzyeexAK/QIaFLWAh9l8MoqLH4bRmObAZI5gTITX+wy83v9qOlTbxo7vAJttWlh45x5rOxUkaSM8nrsRCHwBtQPTqWAyHYGiogdgNo/LnDgH+HxvorX1ccjyBs15OK4YVutkFBc/oCs8iF7Ici08nnsRCLyvK8KmIByMoqK7YLWe227cACAQmI3W1gchin/qyGWCxXIOiosfhiB0bzduiuKNkSnazxUaDD1gt98Em+2avMiUvAnJCBjzwe//EIHAFxDFpSouiTgYDL1hNI6A1XoBzOYT2lU4JkKSNsDnexWh0HyI4kokxuUmS4shMJvHwWq9sl07QSIYkxAIfIlA4COI4l+Q5e1JaXh+fxiNw2C1ToTFchY4ToNvsDxBlp3w+V5DKPQzRHE5GEvcujXBaDwIRuPhsNmuaNeBRQ3B4M/w+99BKPRn2MFx/JEGnu8Ao3EYzOYJsFovyvvMNh0UxQW//y0EAt9CFJeqfPQGCEI/GI0jYbNNzmqHOBeI4lL4fK8jFFocNiiIHww5zgGjcSjM5uNgtV6m2VQ4H2DMD7//fwgEPgvLFGdCCg4GQy8YjcPDMuWkvMqUvAvJRMhyNRTFCcZC4DgLDIae4HlHe1apGYxJkKSN4Y+dA887YDD01n9EoJ2gKI2Q5R1gLAiOM4Hnu8FgqNrXtADQUlyWt0BRmgEo4LhiCMKBe1VopwN5gt8MxvwAjDAYOumy121vSNKOcGxzMTwwHwiO0+BteS+AsWD4u/ACMIDnK2AwHAAuG9vKdoAs10BR9uw1mdLuQrKAAgoo4P8y9t46t4ACCijg/yAKQrKAAgooIA0KQrKAAgooIA0KQrKAAgooIA0KQrKAAgooIA0KQrKAAgooIA0KQrKAAgooIA3ya4isAll2QpadoEOz/7TD5CIkaVPYUzgHni/9Bx4m3w7GggBMMBi6/wMPkzcBYOC4IghCn3/QYXJP+DB5AIAQPkyuMXDRXoAkbQ8fJpfAcTYYDL01xyNqbzAWCH8XrYgeJu/5DzpMXg1Z3gOSKeawTCltt/ryLiTJLPGDGLPEmoQUEROiiFniifvILHFe2CwxGM+Os0EQBsNkGgeb7cqsnK9mCzJL/CLGLDE5lgPPdw2bX50Di+XsvWyWuCfBLLE1IYUJgjAIJtPhsNmu3KtmiYwxhEI/w+9/F6HQH2GzxHg7CZ6vSjBL1O+UOFtEzRJnQxSXqZgl8glmiUfsNW4AEAr9Bb//DYRCi8IB19TMEg8JmyVevg/MEj+KMUtUM3XuGZYpk2A2n/zPNEskBxcPwud7TaeDiwNgt9+yFxxcLI5xcKEVe9PBxdNhBxeJdqlp2O1VBxd3IRD4EnocXBiNY1Bc/GDBwYXnHvj97yPWk1ImCMJBKCq6ey85uHgAorhERy4TLJazUVz8yF5ycDETjDVrzmcwdA87uLj2n+PgIhj8CW73FaozH60wGsegtPTNdnGV5vHcA6/3GagFGtIGE4qK7kFR0Z3t4irN5ZoMSVqRdRmC0B8Ox5vt5CrtGXg890LPBx4PDjbbVSgufmKvuErTi73tKk0v2tdV2g3w+9/Nuoz2dpXmdl8GWd6WdRlG46iwTNnHrtJaWx+Bx3N3TiTayHA2lJZ+CovlhLyUJ8u1aGo6HpKUIniITphMY1FW9jV4viQv5fn9H8LlugSAShAZ3TDA4ZgBm21KHsoitUlz89kIBr/LS3kGQ19UVPyYN71gKDQfTU0TwFiaGKM6YLffjpKSx/JSFmMKWlqmwed7JS/l8XwVysvnwGgcmpfyJGkjmpqOhSzvzEt5FstElJa+B45LExtaB1pbn4THczu0uzRMByvKyj6GxXJK1iXkJCQ9ngfR2vqvrCtXhwllZV/mLCgVpQGNjWPjQpDmA0bjYSgv/ynnWZHf/z5crouR/exWHSUlM2C3X51TGYwF0NR0EkKhX/PEimAw9EBFxfycvfGQgDxBl39GLbDbb0RJSeqY8lrAGIPbfTn8/jfzxIrAcQ5UVPyqK8ytGiRpMxobj1DZK8gNZvNpKCv7JOeVVmvro/B47soTqwgElJV9lvVqIWshSbOgSSn/rigAn6U6gDErOnRYAUHok2V+BY2NR0IUU4TSy8AvE3ez+XSUl3+eFTcACIX+QH394eB5OXNiFaTnx6G8/HuYzcemSpARzc2T4fe/jWw2MxWFvJKnyisIg1FZuSTrWYcs70J9/cEp9d659DtFAUpLcxtkMn3k6fhFvsRUbcfzHVFVtRo8X5kVN0XxoqFhCGR5c8r6Gcv+u7Dbp6Ok5JmsuAGA3/8JmprOyfr9pYOimNGhw1IYjQN15805pGwEfj+wdCmwaBG5gBdF4JtvtJXn8VDA+EjeDh2A997LPaRsLHbvprIjddxwA3D++er5n38e+PhjCkc5ahRdHRNUQrmGlD355PXg+Wgdw4ZlDgxP+YHDDyeX+qNGUf4hQxAXNiPXkLI//TQBl10WLX/UKAovqkVozp5NYWgj+UaPBvbfPz5vLiFlGxuPRyj0Q9tvRQHWrYu+299/p7DF++2XuSxJojAFkT6xYgWwdKkNXbuuhiAcoJubKK5CQ8NwAKG2ex4P8Oef0Tq6dKHQv2pYtw6YODHa50aPBvr0iW+7fISUjYAxCtsa+108/zyFa1XD7bfTNx55tyNHUjjeKLhwSFn9O/OyXI/6+gEYMaIBBxwQrWPIEMCUxQGO1tZ4mVJWBnz0UXYhZbMSks3N58Dl+gR//RUlsXw5xRdpK5ij+NplKhuHXi/wxx/RvCtXUpyUCIqLgbVrgbKyZ2G336CLmyRtQ339QDidfixaFK1jR8Ke0tlnUyxjNUyaBPz2W/y9Xr2iL+7ww4EOHcrRocMG3aN6S8vdqKl5BP37x8cCNxqBQw6J1jFiBFRje2zdmtyJLRaKMx3JO3Qo4HBMg8Pxoi5uitKK+vo++O9/q/HII/F/q6qKfrijR5PQVMM99wBvvBF/r0uX+Lbbf38BlZXLdJ8Y8Pnehss1GWvXxgvFxHjQL7wAnHmm2vNRbOtIn/jjD+qLsfjkE+Coo8ajokLfZhBjDI2Nh6K5+a+kvh37nktL6btQmy298Qa1XywqKqJC8/DDSWiSOupUXfxCoYVobDwCW7eyuO+itjY+3fTpwG23qZcxZkx8LGyOo3jvsQNieXlvVFWt1b1SaG6ehL///hDjEg5CWCz0LcT2bUFlRe/zxcuUv/+OlylWK7B+PVBe/iSKim7RxU23kJSkzaiv74MNG1jSA1VUUCCjyIfUvbv67OO330gQxaJzZwoOP3o0jVBdulCogg4dtumS/G73dPh8z+H224F3YzbueJ6CLUX4jRgBFKVQK7pcNPovXkxcN26MLoUA4MYbgVtvBYqLH0FR0Z2auSmKF3V1+0FRWrBzZ/SF/vYb0NAQn/aHH4BBg5LLYIwCcUU6+rx5gDth72LlSqCy0oyOHfeA5ys08/N6Z6Cl5RoEgzSrWrQImD+fZg9izN7SoYcCX3yhXobPRwHCFi8mbokD4KmnAi+/DFitk1Faqk9vV18/AJK0DocdBuzaFb1vsQCHHUYf8ejRwEEHqX9IoRB91P6YjXq7nYTPmDH0EfbvT32lsnKpro2SYPAnNDUdix9/BC65JP5v++0X37dTzXJDIfq4Fy+mdl+yJH7iMWgQ9QujcTQqKxdq5gYATU2nIRj8CuefD8ydG71vNAKDBwNjxxK/oUPVB2eAAoMtXhzts4kTj6efBs47Dygt/RBW63mauUnSdtTX9wJjCjZtiu/bLS3RdOkmXgsXAuecE3+vU6fo9z5qFK2+eL4zOnTYqUt3qnst6/O9BIChTx96acceGyXd2Ahs2ACMH09R1VItz0aMoJnZ+PFRQVVdTY1+/PEkIAFAUXYhGPxaMzc6yP42AOr0Q4fSx8PzNJqvX08dYNy41AISoNH+uOOog0YEpCBQmYMG0UdFbfEKGNO+8eL3vwfGWsBxNIAceyy1V0RAlpbSvQED6FIDxwEHHkides2aqIDs0IHa8/DDgcpKAAjC53tdMzd6npcA0NL9sMOI499/RwXkwIFUfuLgGAubjbiVlhI/WSbOw4bRex87NtIW/wtb62hDMPhr2ybc+PHU+SOz2UCAeA4cSLNxNQEJ0LJt/HiKStg1vHfk9VLeQw+l/JEZntc7QzO32PSHHgr07En12MMGNE4nsHMncMIJ6dUAJhO1Ue/eNEhFBGS/ftT3jjmGfoviIoii9hMbsrwTweBsACSsR42iyJZUFgmezp1JmKSLTFhVRc9QXx8VkJHv6cADKT8A+Hz62s7nexkUAoRmymPGkBokIiA7dqT2POIIdQEJ0LcekSnFYS1TTQ2wbRvJlMj7VpRqBAL69hN0zyRraztCUerafp9xBk1zYzFxIvDss+nLYYwaY1vCMajrrwfuuCP622I5E2Vln2ri5vf/Dy5XdARbs4aETiLmzIl2klT4+Wfgoovi7xkM9KyxHb28/FeYzUdp4tfQMAaiGJ0B3Hwz8OGH8WmGDQO+1jAuXHABhU2NxSmnADNnRn8LwiBUVa3SxE0UV6ChIbpz2txMXALxcdLw4ov0ztNh61bq0Ik967PPaCYVgcPxiuYjSy7X5fD7o+v4F18EHn44Pk2HDjT7MmZY6d17L/B6wvgxYADpMiPgOBs6dnRrmnEoSgtqaysQOWivKPScu3fHp7vpJuCWDCs9r5c+eE9CjLUnn6R3HoHdfjNKSv6TkRsAtLY+Do8n+lHNmQNcdll8GqORVk+JuvdEvPkmcHfCib/SUlptWK3Re1VV2zRbq9XWdo2LEjpxIrAgYc/19NOBGRpk79ixtNKKxdVX0zuPwGyegPLyrzRxA3TOJMneNCogQ6FkAQnQUiETdu9OFpBqeUMh7aEuE8NiJjZ0BPPmZS5LLa8s01IjXZ2pwJgMUVyWsY6lS2nJmg2/xLaTpLVQlETTQXWEQvEv8q+/kgWkWh1qWLgwWUACye2u793G81N7/ro6mplnglretWtpJRQBY75w1EAt3JYi1hJp27ZkAQloa7sVK5IFpFrexPeVDolp1XiIIul3M0Gt7VwumvnFl6ft3crynjgByRj1n0Roabvq6mQBqZZXX/hcnUKSOkMUJhNN0xMRmdqmQ0WF+m5uYl5F2Q1ZrktOqIHf/inOLae6n45HqvuJdaaCJK1FotWKGo8OHdIvedLlTeasaLbkyWfbac2rte1IYK3PWIfRqN4ftfArLY0u0/TyS0xXVaX+Drt1y1xW167qaqpEzpK0XLOqR5La993yfFRFFkG2bcdx6t+eFm6lpepqtMS8ilILWVYZxVJAl5CU5U1J9266Kf63INDGRibYbMC0afH3rFbgmmu01asGSYpPd+yxpJSOxcCBwIknZi7rnHNIrxqLsWNJV5euTq3cANpJTFwa3nSTtnN+N90U/zHxfPK70MMvsY379QMmJJy97dw5WQWhhrFjSTcXiz59gNNOS19nKkjSVgDxZ0qnTAFKEgyfJk+mwTcTrrsu/sgUQGqexKMm2bZdSQkwNcFSz26nZV8mdO+evAFRWQlcemn8Pca8Ko4eksFYKMmy5txzkwXHMcfQMj8TLr8cKC+PvzdpUrKQzOW7uDn+9B4MBvW+nQirld5tLCyW5Ht6+AE6vQBRDON4XHABCZPPPqOOd955mfV9Edx0Ewmt776jUeDCC9WPlqjVq4Wf0UhHOt5/n3ZZBw2iOrScuyopoXOe774LbNpECvXzVDbstHJTs30eM4bOFX74IS1tTz+ddHlacOaZNOJ+8gkJyHPPpU2LbPmppXvxRVL0L1xI7/jiiyObQunB88AHH9BzLV9OAveii5JXDtq5Ja/7e/emnd533qFl9vjxtHOuBSNGkF7u/fdpaXvqqeqbUWr1auV3++30HXz/PW02XHQRbehowdNPU9+YO5fe8cUXq8+QtfBTS1NWBnz7LbXdli2kP504URu3/fenZ3rnHVreHnUU9dtkZN92EyfSrPuTT+gbPu+85MlOKlx3HfW32bMBh4O+9wMP1FZvKujauPF4HkJr672ZE+YZ5eW/wWw+MmO6xE2lvQFBOAhVVSszpvP7P4bL1b4eXdTgcMyEzXZlxnQNDUektVBqH5jRuXPmzpq4qbS3oHVzJHFTaW+hqmp7Ri88jPlQU7P3/VRq3RxJ3FTaWygv/0GzVZqu5bbBoEHh0w7QWi/P731+WuvcV233T+b3T36veurdN+/WoMkBM8fZwHF738n1/y/vFtApJI3GYbrJ5AqOK4HBoDJfVsG+4Ke1TkE4BPsiWoZWfv/ktjMYOoLnu2ROmGf8k9tOEPqD4zTYsQJ58x6kB//ktiPH2v01p9elkxSEgQDMSPTmnQpeL51b27qVjrWUlpK+YPDgzGfZIjAah2h2G280Dku57GFMm+2x3rxaOyDPF8Fg6ANZXp/0t1y4pcvP8500j+jpOuu+bjtKOwzB4J7MCUFHtVatonOyLhcp7w84gM59OjRPqjjN/PZN22kXLkbjsJQenfY1P0HoB46zgzFv5sQgmfLXXyRTvF6SKX366LPxFoTBuqz4dE1tOM4Isznz1vDy5bS7N3Ag7Xzdcw/wyCNkE3rqqSQk771X/SxZIszm0zInCoN8xiU/0qZNVK/aGapMWL2a8larbCRynA1m83gd/NR3Fh59FHjwQXK4oAeKQof2Ew/3RuvT3nYm0xhwXHnS/cZGev4/9R0tA0Dv96yzaNNMDfrebea0tbXAQw/RBtZJJ5Hp6MMPU1+78EIyV5w8OfmsqxpMpqM0+w01GLpBEIYk3Q8GadNBq6OXWLjdtKP9XQp3nnrebaq0ixbRJkldFmr8efPo3baqHMNN1R5q4DgDzOaTM6ZbuZJOBwwaRI5p7r47KlNOP51kyl13kWVTJuhpOyCL9Z/dPi3l32pqSDiefDJZjcTancbC5SKLhzFj6EH9KTc5rbDZLk31xyQYDN2SGry1lY4tLF1KR38++0xbWYzRDt6ECZR3ypTk57FYJukKQGSzXYXEJv/2W3LI8PLLdPRjj7bJEhoaaNfziSeAt94ir0XJ9aV+V4ngOEtSW8syHdNaupQcgsyYEe+sIR1++IHMwX7/HbjiCqApwQLRZBqry22V1Xo+OK5U9W+hEA0Wo0cTx0Q7+AgkiXiddRa1XboPSk/bAVB1r/avf9FB5ilTaKKgdjhfDcuXU9v98AN5q0oc3Hm+K8xm7Q4uTKYxEIR4ZyJOJ32rCxfSUTktBhYAteF//kOC6vff6YRK4tavzTZV10zNZkt9NqqujvrgCScAX35JA48a3G76Do44Avj3v9MZZJhhs12umRsAgOmEoiisrq4/czoRd82YAeZwgAH6r549wb77DkllNjdfqZceCwR+bMu/Zw/YyScn1zdhAtjy5cn1Ra7ffwc75pjkfJdcEpuOY6HQCt38GhtPbStj7lwwuz2+jpISsCefBNu9W53bnj1gL74IVlERn89iAfv++2i6hoaxurmJ4mbmdAptZVx7bXIbjBpFvFO13apVYOedl5zvyCPBdu2KpvP5Zunm53bfklTfr7+CDRiQXb+z2ait9+yJL7OmZn+mKKIubrLcyqqry9vKeOaZ5Pr69gX78svUbbd5M9j114MZDPH5+vQB27Qpms7jeVh323m9M9vyb9sGNmxYMr/Jk8HWrUvN76efwIYOTc53772x6axMkmp186urOzipvpkzwUpLs3u3PXqAffONmky5RDc33UKSMcaCwXnM6eSY0wm2dSvYhRemJms0gh1yCNjRR1MnSZfuoYeiHbamporJcn029FhT00TmdIKtWZP6A7Jawa64Amz2bHqGLVvAvvgC7KKLwEwm9TzDhlE6pxPM5bouK26iuJVVV9uZ0wn20kv03Gp19e9PH/CSJSRcli8He+45sCFD1NPzPKWnzmBiodCqrPi1tNzDnE6wnTvBxo5Vr8tgAJs4EWzWLPp4t28nAX3NNSTk1fIccADYsmXEr7HxhKy4yXILq63t1tbhn3uOBodUfapXL7Bx4+i9mc2p0512WrwQ8vu/yYqf1/tOWxkXX5y6vmOPBXvrLbC1a6md584Fu/NOsE6d1NOXl4P98AOVW1fXnylKQDc3RZFZff0o5nSCLVoE1qWLel1lZWDTp5NA3LEDbONGsA8/pDbiefU8J50U/W49nqezartgcBFzOvk2IT55cur2EwT6Do4+Gqxfv/Tp7r8/yq26uoJJUo1ublkJScYYc7muZ04nCZVUjX3PPdQREmdpl12WWjg8/3z2M40IZLme1dR0aBudzz03u9Eo9rriChIGTidYbW0vpijerPm1tr7Q1h6zZ4N17Zobtw4dSGBFymxpeShrbooSZHV1BzGnk4Tz9OlgHJcbv5NPBlu/PtJRS5gk7cqaXyDwPXM6wd5+O/VgMWkS2Lx58f1u40YahDt0UM936qmRmcbFWXNjjLHGxgltM/4nn0wvxLVcw4fTQEnPYWDB4O9ZcxPF9czptDCnE2z1ahIyuXAzGEi4R1Y99fWHM0WRs+bndt/MnE6SD2r1ORxU35o18e/2zz/Brrwy9eTm6acjMuX9rHhlLSQVxc8aGsaypUvBKivjSZ1xBi27Uk3bnU6w336jGWZsvpEjafRyu2/MllYbAoFf2zpERB1QVpadAHrnnSjv6moHC4WW58RNURTW3HxhW5nr1oGddVZ2HfX448FWrozya2w8lSmKlBM/UVzPamqq2sr85BOw/ffXz81uT1zOCszv/zonbowx1tJyP9u9O/kj79cPbM6c9P1uw4bklY/DQbOr+vphTJbdOXGT5XpWW9uvrb5ffgEbNEh/2wkC2M0300wzUlZr63M5t53P937bKnD3brAHH8xOkPfsCfb11/EqCknakRM3RQmwhoZxbMUKsI4d4+ubMCGzTJk3L1mNMHw4TW5crmuy5pW1kGSMMVl2s4aGI9inn9KoYrWC/fe/6R8k9tqxA2zaNHqYjh3BVqwAc7muZYqi5EKrDYHAHFZdbWurb+VKmmUk6nzULpMJ7PLL43U01dVlLBhcnBduiiKypqbz49rjgw/SLx9irwMOAHvttXh9WmPjhKyWYmoIhf5um407nbQcve46bR8Ux4GdfnrsDIhUAD7fJ3nhxhhjLS13szVrwLp1ozovvpjUJlr73uuvR3Xo77wTEZANeeEmSbvj9PY7d4I98ID2QXrsWBKusXw9nifzwo0xxrzeN5jTaWgre/FiWjJrHfhuuSWqdqKVVTcmihvzwk2WPayhYRz74gsaKCwWmgkm6o1TXTt3gt1wA3GtqiIVj8s1NSeZknNIWcb8aGm5FW+99SIOPpjOQerFnDlARYUFxxzzH9jtKh4ucoAoLoXLdXHYCw9h507gvfeo3sSdw/79aRf8ggvi7WWNxhEoLX0HgpDFA6YAxbV+DB7PA4jERVEU8ms4axbtjMZ6ZrbbaQf37LOJY9S5rAC7/TYUFz+Q17jgkrQNbvdkhELRrc+GBrLJ/uYbOocYu9vdowc5K77ggnh7WYOhF0pL34LJlCJ4Spbw+d7G4sXXYt26Vpx1lv7827eT668rr7wUJSXPZRUTKBUUpRFu99UIBGa13fN66b1++SWwbFm8t/eOHcnJxKRJ8Y4meL4KJSUvwWrN4gHTIBj8AS7X5VCU6Dm8devou/jxx/jjeQYD2aFPmEA+AmId35rNJ8DheB0Gg4agQhrBWAAtLXfgnXeeQ//+dJRQL376CSgqMuO4456A3X59TnxyFpIRUDDxKZo9u8TCZDoGDsdMCIJGDwA6wVgQHs/98HqfQeJBeI+HztdxHLl7tyeYuXKcDUVF98Juv1V3ACGtEMXVcLuvSPKZqCjEzeMh5xCdO1OHjYUgDEZp6evtZrnAGIPP9zw8nnvBWEvc3/x+OvYlSeTiLfmgthE229UoKXlUs3WIXsjybrjdVyMY1H8Y0WDojpKSl2CxaHALlSX8/lloabkhyWNPKERnb4NB8lxUXp54MJuDxXIOSkpe0GR+mA0UxY2Wlpvh97+FRC9LLhd5IBcE6neJrt84rhwlJU/oP06jA6HQfLhcV0KWNTgJTYDJdBQcjlchCCmCMelA3oQkQDOjYPA7+HwzEAx+j8SGj6uYs8NiOQ92+7S9ZjYly/Xw+1+HzzcTsrwtbVpB6A+bbSqs1sng+aSvv10QCi2E1zsDgcBnSO9FxQiL5VTYbNfAbE4TSyGPUJRW+P3vwed7CZKU3qEHz3eFzXYlbLYr95pdsyiugc83A37/+2DMnSYlD5PpaNjt02A2n9puA18sGBMRCHwKn28GQqEFoJWrOjiuHDbbJbDZroYgaDPHzRWyvBNe7yvw+9/IGI/baBwBm+1qWK3ngeOsadPmA4wxBIPfh2XKd4h1bpwIjrPBYjkXNts0mEzD88Yhr0IyFoz5IYp/QxSXQpadAELgOAsMht4wGoeFbU/bv4OmgizvgSguhSiuBGMeABx43gFBGAyjcRgMhgx+7NsRjImQpNXhttsOxoIATDAYusFoHAaj8SBwnDljOe0FRWmAKC6DKC6HojSD4pMUw2gcFG47Dd5l2wmMKZCkDeG22xh2x2aEwdAp3O+GgOf3vlecCBSlBaK4HKK4DIpSD0AM2xL3C7fdgZrNcNsDkrQNorgUkrQmbCpoAM9XwGg8BEbjUPB8iiAzewEkU1aG3+0eRGVKrxiZkj91UwTtJiQLKKCAAv5/wN53S1NAAQUU8H8IBSFZQAEFFJAGBSFZQAEFFJAGBSFZQAEFFJAGBSFZQAEFFJAGBSFZQAEFFJAGBSFZQAEFFJAGBSFZQAEFFJAG+T+eDkCWaxEMzoYo/hVjcSOB48xtp+ONxkNhsZy8V0ybEhEKLUIoNC/Mb1XY4gbg+dI2ixuzedw+ieSmKC0IBr8Jc/sLsrwjbHFjjLG4GQGL5ZR9Yv0giqsQDP4UtspYAUWhuAwcZ4cgkMWNyXQETKaxe91yhLEggsE5CIV+D/e7TeEg9IY2ixt6tyfDYNj70RclaRuCwTnhdxuxuJHBcVYIQl8YjcNhNI6E2Xx8u1iOpANjCkKhnxEKLQq/27Vhixs+xuJmOMzm4yAIffcqN4BMiqPfRcTiRkwhU/LrJyCvFjeh0GJ4vc+FbY/FjOk5rixsp3o9BOGAfNFQBWN++HxvhG2P12jKYzQOh812DazWC8BxGsM7ZglRXAef77mw7bFKdKUkWGG1nge7/XoYjUPalRtjMgKB/8HrfRGiuEhTHoOhD2y2q2CzXZFX7zpqkOXd8HpfCNse12vIIcBsngC7/XqYzUe1KzcACAS+g8/3AoLBOQAyBwni+f1gs10Bm21au5vHKkozfL5X4PO9AlnerimPyTQONts1sFjObPeBMBT6A17vfxEIfIKIp6x04DgHrNZLYLdfD0HolRcOeRGSitKClpab4Pe/nmUJFhQXPwS7/UZwXP41AKHQArhcl0KWswiXiIinnbfaRRgxFkJr67/R2voY0hnvpwYPu306iosfapdZuSSth8s1OclDkVYYDN3gcLwGs/nYPDOLeCh6GR7PbRoHlmRYLOfD4XgePF+RZ3aALFfD7Z6KYPDrrPJzXBlKSp6DzXZRnpkRAoEv4HZfBUWpzSq/yTQODsfr7TLBURQPPJ5b4fO9kmUJZhQXPwC7/ZacfUTkLCRDoSVobj4LirIrJyIAYDSORlnZ5zAYOuRcFkAfkcdzN7zex6FlBE8PI4qLH0FR0S35oAYAkKTtaG4+LaNXHS0wGPqgrOwLGI3ag65ngtf7ClpapiO9RyJtsNmuRUnJc3kbBBXFhebmcxAK/ZRzWTzfEaWl/4PZfGQemBECgdlwuS4CY805l2U2n47S0vfy5piDsRDc7inw+9/OuSyOs8PhmAmrdVIemBFEcRmam8+ELO/IuSyj8bCwTMneG1VOQjIUWoimphOyHsXVYDD0QUXFbzm72GKMwe2eCr//1fwQC8NuvwslJQ/nXI4kbUZj41FQFI0xZDWA5ytRXv4LjMaDMifOgNbWJ+Dx3J4HVlFYLOeitPT9nEd2RWlCY+PRkKS/88QMACwoL/8CZvPxOZfk938Cl+t8ZLcyUIfROBrl5d+D54tyKoexEJqbTw+7HcsXODgcL8Nmm5JzSaHQ72hqOj7Jd2kuMBh6oaJibtZ66KyFpCiuQ2PjqAy++7KDIByEysrfc1LAtrTcBa/30TyyiqKk5BnY7dOzzq8oDWhoGJ6XkTIRPN8JlZVLYDB0zboMn+9NuN2X5ZFVFDbbVXA4Xso6P2MiGhuPyHr5nw4cZ0N5+dycfBEGg7+hqek4aNHJ64XJNB7l5d/nNBtvbj4fgcBHeWQVAY/S0lmwWs/MugRJ2oiGhpF5mX0nQhD6o6Liz6wGmaxamzEZbvcluOsuN955B9i0CUkBytNBFCmo+UcfUSiFxLyStAotLXdmQw0AeTT2eh9Lut/SQq7pH3iAAqvrQWMjMHs2cPfdwJIlt0IUtW3+qMHtvjZJQDJGoSTefRe488707fnAA8CbbwIbNiSnU5QauN1XZs1Nkv5fe98dJkWVvf1W5zCJGWbIICgZCRKUsKiIKKCYwYgiKIo5u6yuijliBFFUZFcWUYE1sCKogAqi5AySQ0+e6Z7pXOF+f5zp6a7u6u6q7h70+z39Pk890DW37n3r3FvnpnPPOYS6urti7nu9FOrgpZco/IAW1NcDP/wAPPMM8L//vQu/X7sX8RDc7qfxwQfr8cYbwG+/kYdvLXjrLWDWLGDLFvKoHgnGvHC5JjZYE2iHJNWhomIi7ruPx6efAsc0rkBVVAAPPwwsWUIe36MRDK6Ex/NGStwAwOv9N5YsWYgXXgBWr6Y61YKFC4HXXqNvJxAjIqkhMkFq65uMSXA6b8Ljj9di3jxg3z5tOkUUgQceABYsoLAcsTplN+rrH0qJW0ojSbf7eezZMx0DB4bvFRcDZ51FMViGDAFOOy3aHX0YGzdSvIwQWremZwYPpn/btwc4jkNh4SqYzcM1cWPMi8rK3hDFA3C56ENauxZYtw7YsSMck+XWW4Enn4yfT3U1NYbQs3v2hP/2xBPAnXcOQFHROs2mGj7fF3A6rwRjwIEDlHeojIqKcLpffyU5RKOmBujVK/y7qIjkFpJdly4k9/z8uZpd6zPGUFMzAsHgKni9VE8hfps3h2OyjBwJzJ8fP5/6euD338PvtW0bNWIAuP564JVXWqO4eCd0ugJN/Hh+E6qqzsTIkQJ2NYQssliAAQPC7adfP8Bkivd+wOmnkwwBICcHOPPMsOx69aJwBXb7w8jLe1ETNwBwOm/FqlXv47LLwvfatpW37Xbt4j+/dCkwbVr4d6dO8rpt2RIArCgu3qrZa7kolqKysiduvbUWXzXsIxkMQN++YX4DB1KYkHgYNw7YsIH+b7EA/fuHufXtS/fM5ktRWLhEEzcAcLtfwYEDD6Fv3/C95s3l79+5c3ydsm0bcOGF4d+tWsnl3qFDSKesgNl8njZyWiOHiaKLlZbmsK1bwR56CGzYMOUIes2bx8bHjYzOds89YAMHUkS06Gc7dqSYz5WVQzVHNnO732AOB9jttysHU+/UCey668A++SR+xLXLL1eOFNetG9ikSWBLl4bi+C7UxE2SJFZe3pnt3asc/9lsBhsyhEKJbt6szG3HDrBHH6WIekpyLyqiCHFlZa2ZJPGa+Pl8/2MOB9gLLyjHRW/VikLfvv12fNndf79yNMoOHcCuvhps3rxQbPAZmrgxxlh19Rh24gTxu/hietfociwWioSoxO3QIQpWP2pUOFJi5JWTA/bllxTZURDKNXHj+f3M4eDYL7+A3X03hTJVatunnhqOUx19rVgBNnUqWO/eym136NBQbPDrNcvO5bqXORxgc+aAXXUVWOvWymFsn3wyft2+8grYJZdQFEKlthtqF4HAek3cRNHNSkvz2bZtYA8/HF+nFBXJwydHXuvXU4z4QYOU2267dhSdtbJykGbZaZ5u+3zzwZgbxcXAffcBH39MEdRyciiIVrt2gNlMPVKzOLbOHToAjzxCz44bRz1Qbi6NnAwGGpXq9QDP/wKe17Y47/HMAkCjU0mif4uLAaORRhEzZwIvvwycmyA0TChKYrt2FKDJaKQRx6xZwLPPAoMG0d+93nc0cQsGV0AU/0BuLsnLbKYy7Ha6rrqKRmgPPEDR85RQWAjcfTelu/56kpvNRvlYLIBOR89KkgN+v7Ye3esl2bVvT6PG4mIavRgMNKp5+mmarl6eYNmpTRsaNbZqRcHBjEagRw/glVdoqjZqVKisOWBM/cZGyBCb44CJE4E5c4BHH6X6NRrp32bNAL8fODWOeZzZTDOIefOAO+6gkYrZTJxzcymaIT0bhNerbcPP650NgKFjR+I1bx4wdizlH9m2W7akOlJCz540S5k7l9qnyQQUFIRmVuF26fN9BlFUYw9KYMwLr3ceAJrBvfEG8PzzNNszGKi9lJTQ8kOike611wKzZwOPP04jZKOROBUV0fS7U6eQLLR9F34/xSVq3hy4915acrr2WnnbNptJHkVxLLXataOlivnzSadYrfSNtW9PPEM6gOd/QzC4QRM/zdPtyso+MpOVhx+mMJSReOghIhqvsYYwcSKFfozEyy8Dw4aRIgUAm20a8vPVCT0QWIOaGjLjqK2laHSXXUbTvxDsdpoGFicIQFdRARw5QqFbI8N+lpTQ9NEaYY5YXLxbdZjZ2tqrGoxigYMHgWXLgOeek6eZMIEUeTI8+STw3nvye3fdRYr2tIYAcSbTSBQVrVDFTRQdqKhoB0CCzwc4HKSEj0Qsnep0tC7bp0/8fFwuWk+7/HKqgxAsFmDNGvq4QmjW7L+wWMap4ldf/xjc7rBVwfLlwKRJ8jQDBlD7CS05xMP8+aTIInHRRcCDD9KzANl3lpSo21hjTEB5eQswVtN47+qr6X0jMXMmTf+UllHCeQEjRtB6cwgcR5y7dSOFDgC5uS+rNkfzeufD5bqx8feePdRZRa7JtmwJLFpEnU2iKfdPP1EbjUTPnjSA6NgxFObYghYtylQH0KuqGgieDyuu6dOpk4nEvfcCV1yRXKfcfDOFio7E888DZ59NIY8BwGq9BQUF78U8Gw+aRpKSVCtTkKIIfP55bLovvkj+MpWVwPffx95fujSsIAHIYj4nQzC4uvH/zZrR+kmkggRotPBVEtvekhLgxx/lChIg5blqVXSZqfHr1ElZdkuWqNuMWKiwQfn552EFSeX9AsbiR6yUc/sZIVtSq5U6mCNROkKSKG50IuTnA9u3yxUkQCO8pUujy1Qvu0Bgtez3p5/GptmwgUYLyQ6BKMnuf/+Tx1kXxaMQBHVKUhB2yBSkwxGrIAF6/0QKEqC130gFCZDi/OabsIIEUm93AH2f0ZtWZWXAoUOJFSSgLPedO2kkGY4D7wfP/6aKmyS5wfObZPcWLYpNp0an1NRQ5xmNJUvCChLQJjtAo5KMfpmTAUHYDcbUbcPx/MYmZpN6maJ4TOWRuUzCB0HYrSplZE9+sqBWdhQBcXMTs4mFWpn8ObJTX+ZfmR/plHQPemiDKO6DJNUnT9gATUpSELbLfuv1NCWNRvRwXAnFxcB5CptMsc+K4PldKfEbO5bWNSJht8t31uPhsstid0lLSoBzzpHf43l1p2V4fnvMvauvVleuEpSeVZK72tM80bIbPFje+wJU31ddlTyvCy6IXY+2WIBLL5XfUys7UTzY4GwhDKX3HzgwvC6WCErPjhkT21bUyi66blu3BoYrGGUolRuNfv2ArlH+Izgutm4lqRSSVJU0P8ZECIL8+7niishRH6FVK2XO0VBqY716yS0uAPV1G93uAGD8eHXlRqOwkNpe8meZYrnxoHG6HWs4/tRTtA5QUEALwA88QIviavDmmySQnBxaq5oxQ1npqrW+j+ZXVAT85z+00RIyFVmwIPF6ZAidO9O6yOmn07N/+xtN0yLXI7VwUzK6nzqV1nRbtiT53XgjbQypwfTp9HxhIW1A3H032Z5GQ5JSk51eT7IaOZLev3t3WgNNtB4ZQm4uyX3IEHq2Xz9ajI9cjwS0yC423ahRtBnUsSNNEceNow0PNZg4EXjsMVJmeXnAddcBr76qrly1/GbNImUU2jx49lngkkuS58VxJKsLL6S21rkz8M47tHEYDTV1S3HH5XPrbt2ADz+ktUSLhTr+hQtpcyQZ/vY32rw79VSS+9ixtAEbW27qsnviCeCWW6ijLS6m9ch77lGVHV5/nTqj3FxannjySeCaa2LTqf0uAI0bN/X1M+B2P6E680yhsPB7mM0jkqYrLy9W1btmEgZDDxQXJzcs9/kWNhxVO7nIy5sNu/22pOmqqoaq9vCTORjQqlXykylkH3ny3dbZ7fchL++1pOmczknw+eY1PaEoFBcfTOpcQpLcKC9vWi9MSjCbx6KwMPmhAbf7edTXTz8JjOQoLPxW9RFUTSNJtbtVmYbacjnu5PNTW+afwQ1QL7s/o27/6rL7q/NTU2d0tLdp3fwpl/vXlp2WcjUpSYOht2Yy6cMAg6GnupR/Aj+jUcX8E4DR+GfIjty8ZTJdJqFWdnp9J3DcyR8Nqa/bky87na4tdLrCpOk4TgeDoVfSdJnGX1l2gA4Gg3onMJqUpNF4BoCT623aYOgBjrOoSvtneBJXW6Ze3wY6XdM6UI0GeQtXZ8P5V5Ydx3EwGvs1MZtYqOX3V5ad1rSZgtoyDYa+ONlRZAyGrprczmmebtNLxWLxYnJ0kQq+/x7YFMe6yGQ6R3U+8bxMe720kB5t96gGfj+dMoi2KwvzO1t1XvHeZdUq7Q43Qti2Tdk2jMr7m2qPMSbTMChF85Akkp07BW94kkSbKXVx1si11G28tLt3a3e4EcLx48o2kwCNXvX6BMdPImAw9IBOp+wDdd48ZWcVarBoUaytaghaPKrHS1tZSRs4qfgBczqpbpWe5TgbjMZBqvLR6ewwGgcq/m3JklibUbVYtYr8ByhBS7sDUlDhNtvUmHvr19MO1JgxsQbDiSAI5FXmhhtoN6tKYc9Fqbx4MJmGxkwtGKMd5GeeIfMVh0M9v0OHaNf06aeVd51NphGaHA0ovcvhw8DttxO32bPDDjiSgTE66XTJJWRNoNSYtMhOr2+pePrl9ddJdmPGkEJSi+pqqtd//pN23qPfS6/vALP5QuWHFWCzTQEg90PpcgGTJ5P8Hn9cyTNNfKxcSeYiDzxABwdiy1MvO44zwGqNdS23dClZIVxwAXlQUguvl3jdey8wZYqStx4rrNaJqvOzWK4Ex8nP8/E8WUc89hh9ey4NHg+3bqXd93/+M/ZkDJV3jaaQHUqy3riR3n/sWDIkVwtRJEuF666jI6iRTmMSlZcImpWk1Xo9OC6v8Xd5OQlbEOg0y7Rp9HJOZ+J8Dhygo2uvv06/S0uB226Tj9hMprNhNPbQxM9mu132+8MPaZQLkEeg88+nkUei3lOSgE8+ITOTHTvo3pw5wJdfRpc1LfbhBDCbz4XBEPYc7vXSR+ByUeU+/TSdWT1+PHE+FRXUsB9+mBSD10vKInLEptO1g9mswiA0AtGy++GHsGnM/v3UYN97L+zRJx5WriTToZDy+e47MhuRlzVVk19Evb4dzOaxjb8liY5hHj5Mvz/4gI4W7kpiUuvxkLu7iRPpVBBj1MkcPRqZyqLZgxJ9eOH32bOHFB1AI7YJE6h+fb7E+WzeDIweTSZUAJ1miXadZ7VOULUeGQLHmWGzyc9wPvdcePaybBnV108/Jc6H58lsb9y4sLyeeCJ2xGa3q7QBbIDVejU4LmxYW1lJCo7nqW3fdRdw551h703xcOgQmRC++irJK6SbImeQRuMQ7eugml1iMMbq619t9L5x/fXKHnMKC8Geegps7165t44NG8jTicmk/Nybb4bS6lggsE4zN0nysfLybo0ec+x25XKGDQNbvBjsxIkwt+PHwRYsAOvfX/mZkhKwAwcobWXlECZJomZ+Pt9XjeX985/K5Vit5NFk61a57HbuJA9AeXnKz917bzitx/MvzdwYY6y6+gLmcIAdPQp2yinK5fTsCfbhh5QmVN6JE2DffAN2/vnKzxiNYL//TmnLy9szUazTzC0Y3M4cDhNzOMibkFI5ej3YjTeCrV0rl93+/WAvvkiejJSeu/jicNq6usdTkp3TeWdjHmefrVxOu3ZgM2eCHTwo57dmDdiECWAcp/zckiWUrrTUznj+oGZuglDBysqKmcMBtnp1/HIuughs+XI5tyNHyHtQly7Kz/TqFf6OamompCQ7t/vNxvImTVIup1kz+mb27JHz27iRvH6ZzcrPvfpqKC3HAoE1mrmlpCQlSWSVlUOZw0FKY8IEZXJocKE0cCC5p+rZM37lGAxgTzwRFrbL9VAq1BhjjAUCvzKHQ88cDrBly8Dato3Pr1UrsBEjwM45R9kFVOg67TSwVatCwrYynt+bMr/a2onM4SB3cPfdF18mOh1Ynz4ku/79lV1vha5bbqHG7HCAVVePS5mbIBxlpaV5zOEA+/VXsNNPj19ms2bksm3kyMQyLikB+/zzcKP2+79LmV9d3TON+bz8cvwPAyDXduefD3bWWcqut0LX2LHhzryiojeTpGBK3ETRzcrLOzV20CNGxC/Tbie3eOefD9a5c/x0NhvYO++EZed2v5Oy7LzeRY35fPIJ1V+8ck85hep12DBlt3Kha8AAUlIOB1hZWQkTxcqUuEmSxKqqzmYOB3Ug110Xv0yTicodNYoUdLzvR68H+8c/wjrF6bwnJW4pKUnGGOP5P1hpaVGj0N96i/zxxXuxRFeHDmBffRVuCJWV/Zkk+VKlxhhjrK7uqcb8du2ikUIq3ADyg/jHH5EN9d20uIliLSsv79yY36efgrVsmRq3Zs1oVBfKq6ysHROE0rT4eb0LmMPBNfpgvOWW1GV37rnyEbHLdV9a3CSJZ1VVwxvzW7kSrGvX1LhZLGDPPRf+iEpLc1kwuDUtfoHAL8zhsDTOTB5/PP6sKdl1+uk0wgy9a3X1RUySpLT41dbe1Jjf77+Tok6Fm05HfjNDHbPDoWc+39dpceP5g42jXYeDOod4s6ZkV7t2Yb+v1Pn1YZLkSYlXykqSMcYCgd9YaWmBTOgXXqj+RQwGmnrv3x/5Mr1S7o2i4XTeLZsOzpkTf7qldJ1yCti//y0f2tfVPZMRbjx/mJWXnyJT5DfcoOxsNd51xRVyJ6RlZa0Yz+/JCD+3+61GRelw0NJEvOmW0lVUBPbaa/LljNram9L+yBkjx8+VlYMa8z14kEbkiUaV0dfZZ4P9/HOYW2mpnfn9P6YvOBZaUjE35v3jj2Bnnqmem80G9ve/RyogsKqqEUySvGlzkySeVVdfJltiev55sIICbcr7668jvws983jmZ0ByjAWDG1lpaaFsKj12rHpuej116vv2ReqU7kwQylLmlJaSpJfaysrLT5UpkqVLSVnGmx7m5oJNnEgeyiOfq6o6j4lidbqUZKDpmUG2NjVjBnkojyfo7t3BXnoJ7PDhSH4W5nbPyig3QTgu+9gdDprSjx9P65JK3Mxm8g797bdy2VVU9GY8fyCj/Dye+ay01N5YxtGjtGbcp0/iHnz6dHkjdTh0zOV6JCMKMgRRrGPV1eNkMtiwgT6QeNNInY6mwJ9+KlfeZWXtUlr/TgS/fyUrK2sh66Tnz6fpa7zpYVER2LRpYFu2yOu2pubatGdWkZAkgTmd02Rl7NoF9uCDiQcRAwaAvfuu3LN6aWkB8/mWZIwbY4wFgztYeXkXGb+vvgIbM0bZ6zhAs9jrr5d3fKRTzkl70JV23G0AYMyLurq/w+t9q4EzweWina+DB2lXLy+PDtefcYb8MD3H5SA39+WGHc/MG6vz/EY4nTdBEHZEcKYd2y1bwnZsbdqQM4aOUcdhjcazUFDwkWrDbC1gTITH8wrq658AELZhCcWY2bePfGLm5JCvyAED6P9hGJCTMx05OY+B4zJ//EwQDsHluhnB4CrZ/ePHyX/jiRO001xcDPTuTY4wIqtQr++MgoKPYDINzTg3gBzK1tXdA8acjfd4nnaJd+8mKwuLhXyUDhwY69naap2CvLxXodPlIdOQpGq4XHfGRCesqqLv4vBh8h1aVETe23v3lnvn0elKkJc3O60IhIkQCKyAyzUFohje2pcksujYsYN4GgzkmGTAAHIIEgmzeSzy89+DXh/1hwyAMR/q6x+Dx/M6Il2p1dWFdYrXSzqla1fSKZaIMyccZ0du7ouw2aalrVMyoiRD4Pkt8Hjeht//H1U+IHW6lrDZpsBmu71JBB0JxoLw+f4Dr3eWaoegJtPZsNmmwWK5Iu1Y0ckgCAfh9c6C1/uRzIFrPHBcHqzWibDb74TB0DVp+nTAGEMg8CU8nncQDK5EZEcYDwZDX9jtt8NqvQEcZ02aPh2IYgW83jnwet+DJCWxnwIAmGG1jofNdgdMJgX3OhlGILAGXu/b8PuXQk2oWb2+E2y222CzTYFOFycGSoYgSW74fB/B652t0veoDmbzGNhsd8BiUW/nmip4fluDTlkQ4y5PkZ2uBFbrZNjt09IKqxyJjCrJECTJiUBgOXh+I3h+I0TRAYAHx5mh158Go7E/jMaBMJtHNsnoJxl4fiuCwZ/A8xvA89vAWD0ArvFEkdHYH2bzOU0yckwGxvwIBL5r4LYBongYjAUBGKHXt2+Q3QCYzRdoOlqVKQjCAQSDPzTU7WZIUi0ABo7LgdHYq4HfsLRiV6cKxkQEgz8iGFzf0O72gTE/AAP0+pYN3PrDbB4Fna75SecnimUIBFY01O2mBifMAjjOBoOhK4zGATAaz4LJNLxJZlTJEAyuQzC4Fjy/EYKws2Ggo4NOVwSjsV9DuzsPen0S9+pNAElyRXwXGyGKJxDWKadG6RQVDlk1oEmUZBZZZJHF/xWc3JPlWWSRRRb/nyGrJLPIIossEiCrJLPIIossEiCrJLPIIossEiCrJLPIIossEiCrJLPIIossEiCrJLPIIossEiCrJLPIIossEiA2qEmGIEm1CiduLBHW8X2a/LhaPDDGIIr7GvhtbwiQzkGnK4DB0AdGY38YDJ3+FG4AIEkeCMJm8PwGCMJh0JluU8SJm/6a3ONnGoJwpOFUxhZIUg1CJ24Mhl4Nsuumyet4JsFYADy/LeGJmz/jtE0Iolie8MSNwdDrTzmFBtCJJUHY1VC3u8CYG4BeduJGr2/zp3AD6CRfWKconbjp2yQ6JaNKkjEefv8SeL2zEAyuTpLaBIvlctjt02Ay/S2TNOJCFI/B630PXu9cSFLi6Ex6fQfYbLfCap0CvV45yFMmwRhDMPgdPJ7ZCAS+BpAoRoIOZvMo2GzTYDaPPSkKSZJq4PV+CK93DkRxf8K0Ol1zWK2TYLPdDoOhY8K0mUIwuB5e72z4fIsAJI6RYDQOhs12O6zW8eA4c8K0mQBjXvh8C+DxzIYgxIl41wCOy4HVei1stmknLdyqIOyFxzMLPt98maMQJRgMPWCz3Qar9cYmcQoSDcYE+P1L4fXORjD4IxL7DTDCYrkMNtvtmgKlJUPGjiX6/d/A5bodknRM87NG41nIz/8QRmP35IlTgCR5UF//KLze2UisfJRgQk7OQ8jJ+WfGz4SGEAz+DpdrMgRhu+Zn9fouKCiY22QdDXkpehH19c8gmfKJhQ5W603Iy3sNOl1+U9CDIByAy3VLwwekDTpdC+TlvQWr9aomYEbwej9CXd2DqpyWRIO87MxpstGbJFXB5borxkuRGpDnrmdgs93dZOfMA4HlcLmmQhTjhIxMAKNxYINOST/meNpKUpLcqKu7Ez7fx2lSMSM3dwbs9ocyKvRg8Bc4nRMhigfTysdgOB0FBf/KaO/OmID6+n/C43kJ2pV3JDjYbHcjL+/FjI6MBGEPnM4bwPMb0spHp2uLgoIPYTafnyFmBI/nHdTXP6zK41QiWCxXIT9/TkY97ohiOVyumxEILEsrH47LR17em7DZ1EdHVAO/fylcrlsbpvypw2Qajvz8j2EwnJIZYqBBTV3dPfD5PkgzJxNyc5+E3f5oWjolLSUpSTWoqbkQPB8nwG0KsFpvRn7++xmZQvr9S1FbezUi/TSmA47LRbNmX2ZkKM9YELW1ExAILE07rxBMppEoLPwvOM6Wdl7B4G+oqRmd0ghIGXrk538Em+2GjORWV3dfg6/BzMBg6IXCwhXQ61umnZcgHEZNzXlpd8yRyMl5Erm5T2QkL4/nbdTV3Q01Lu/UQKdrhcLCFTAae6adlyQ5UVMzBjy/LgPMCFbrDcjP/yhld4cpK0lJ8qCmZoRq34xaYLNNRX7+u2nl4fd/i9racVDjv08LOM6OwsLv0/JDyJgEp/Mq+P2LM8iMYDKNQmHh12kt/vP8dlRXD0+6PqUdOhQULEx7eltX90jD6DuzMBh6oahoTVojSlEsQ3X10IwqyBByc59HTs6jaeXh9c6Fy3VLhhiFodO1RFHRzzAYTk05D8a8qK4emVEFGYLVOgkFBR+m9GzKw7X6+gfiKshjx4B1Cd6TMWDFCop7rASvdw58vk9SpQZRLMPOnVdj/XoewWDK2cTA5wN+/tmDAweugCTVp5yPx/N6XAVZWRmOV60VJ04AP/zwHdzup1PmxpgftbXjFRWkKALbtwN798Z/vryc6t7vV/qrBJdrEgThUMr8/P6vsW7dS9i3Dwljp2tFdTWwfPkOuFy3J0+cAE7njYoKMuQJf/Pm+M96vVT3brfy3+vrpyMYTBIcOwF4fjtcLuWY2F4vxd2O900C5K18927yXh4NSSqD03kNGEt92aiu7pG4CvL4cWDtWu15MkZezH/66SN4vR+lxCulkWQgsBI1NeH1pdALrF1LH8ixY0CLFsCmTXJX/iEcPgwMGUJ/696d/j94MHDWWUCzhk6c4wpRXLwzpelPTc2lmDnzv3jmGXLpPmBAuIx+/QCTyv0Xn4/eIfRemzaRu/033gBuvPFW5OfP0cxNEPahsrIvQpsglZWU97p1VM4ffwA6HQWlz0+y13HiRPi5deuAI0fomR079GjR4ncYjf0086urexgez8sASCnu2hUuY/16Cskxfjzw+uvKz8+bB0yfTnLv359kPmQI0Ldv2L2+yXQuCgu/17xOJEm1qKzsiSuvLMXPP1PYg1C9DhkCdO6s3N6UUF0N/PprWHZ79tD9LVuALl0+h9V6hSZugHyUxhhw4IC8fioqSCZffaX8/Jo1wNVXA3o90KdP+L0GDgyH7NDrT0Nx8VbNSyqMCaiqOrNxdz0UHiTEb/NmCnvxzjvAZZcp53HTTcB339E3OnhwmF/XrtRmASA39znk5PxdEzcACARWoaZmBEJLAMePy2V39ChQWAhs2xYuS/k9gUOH5M+WlVF4jO+/z2/QKRo3wrQGxZEkkZWXn8Z++40CVrVrpxyxrH9/Ci4UGZQnMlCYUqxhjgPr0QNsyhSKSV1be6PmoD0+3zfM4aBoc0VFsWVYLBSM6Y03lLk5HGDPPkuxmpVCgbZsSUHCHA6wQOB3zfyqqy9k+/aB3Xhj/HjLPXpQhD0lbps3g11zDUVyjH5OpwPr25cCSVVWDtbMjef3ModDxxYupJjGSvGWc3LArr02vuxmzFCOX26xgA0dSrGyHQ4wr3eBZn5O5z3sxAmKVa0UR7uoiEIHL1umzO3gQQp8362bsty7daMAa2VlrZgkBTRxE8U6Vlqaz777jgK1lZQoB3EbPlweSCvymjsXrH175e/pjDPAHnooFLHzSc2yc7vfaayfQYOUA2q1agX2yivx6/bii5UD1DVrRkG6KISrmQmCQxM3SZJYRUV3tmED2IQJiWWwfbsyt1WrwC67TDk0s8lE3/ORIxRUTSs0jyT9/mWorR2LqioKXASQZm/WDGjVinrC8eOjg1Upo6ICmDOHeqfqagraBFDAqzVrAMCMFi2OazL+rakZjUDgWwDUq2zdCrz1Fv3rdFIPCgB33QX8PU6H98ADwH/+Q/+326kHGzCAnunaNTxasVpvREHBPNXcBOEPVFZ2hSQxnH56eGrTrBkF0rr4YmDSJCovHurrqVcUxbDcW7YErrwSuPZaIDfCxrx58w0wGvur5udy3Quv9w0sXgzceSfdM5uBggKgSxdg6lRg+HB5sColMEZTs7ffphFKbS3gaQhPMnky8PTTZKvYvLn6+ZMkeVBR0brB8B8IBIDly4EPP6SZSW0tjYQA4IsvaJSjxGvAAKC0lH43a0aj0TFjgFtukQcJKyhYAKv1GtX8PJ5ZqKu7A1u2UH4AyalZM6B9exqFjR0rD1YVD0eO0IguNP2to1fGuecCn3xCGyUlJUc0rTtXVvaAIOzG3XcDn39O93JyiN+gQdS21YzEg0Fg5Upg7lyaxjqdaFzS+te/gPPO077JFJqZOp1Az55UT5E6ZcIEuhLplH37gHPOof8bDNRm27UDJk6k78rWOPA2oqTkGPT6Fqr5aVaSNTUXNxg7A7NnU4ObOzf8d4MBmD8/TDgRXnsNeOWV8G+LBbj/fopaGBry5+a+gJycR1RxE4SDqKw8DaEhO88D48aRggzh1FOBG2+kqX2vOCZU69fT2tucOTSlDWH4cGChzKTMghYtTkCnS6DVIlBX9wA8ntcAUGMvL6dpqyCE07zwAlVsIsydS3KfPTt8T6cD3n8fGD06fM9qvRkFBerMKBjzory8DRhzoqKCPqTVq+lDDaFVK+Dbb0mhJ4IkAZdfDvwWsWTdoQMpyP79ackDAJo33wyjsa8qfl7ve3C5pjb+3r8fuOiisAIB6Hf37sDtt8dXRosWkexmzoRsvfqf/wRuuy3822gchubN1a//VVaeDkHYAUGgTvngQVLWIdjtwH//Sx1cMtx7L/EMoVkz4O67afBw3nl0r6DgU1it41Vxo6nsuQBo+rljB7WdsojzFOedR0ouGY4dozZWE2H0cMEFVKeTJlEnrdO1QUnJYXCcurMqtbVXNK7Rv/ce4HDQvyHo9cBHHwEjR8bPgzFaBjt2LDzAAagdLF5Myz0h5OQ8jdzcx1RxAzRu3DAWRCDwXePv228HvvlGnkYQqAEmg9cLzJolv+f3k3KKXBPx+79WzS8Q+AaRZg0rVsgVJEDrRMXF8RUkAJx5JvWokQoSoNHt+vUyxggEVqrm5/eHF6Ouu47WTCIVJEAdh9LCeCSmTKFRVCQkiZ6NRKgzU4Ng8OfGzZqSEmDECLmCBEi5/PvfyfNas0auIAEaHdntYQUJaKvbSNkB9BFFKkiAZDJxYuLR2vjxtBYXvaH35pvyezz/MyTJqYqbIBxuDFdsMFBnEP1deDzyTi0ejhwBPvtMfq+2lsK7hhQkoK1uA4Gw7AYPpllIWdSBs++/pzX3ZPjgA7mCBOg7u+KK8CxGkk6A5xPsUEWAMRF+//8af996K/C//8nTiGJs244Gx9FMJ3q91++nTisSWmQHaFSSdCIk3JKCwfDUJRLHVUT1rK4OT30TPSsIm8FYEq3RAJ7fKPt9LM7hn3j3E/GIdz+6zHiQpLqY43xKPCoq4u0My6H0bDQ3SaqAKKoJsZpZ2al9Vq3slNIqlcHzyu0xGQ+Apo31UQYLPK9Cayhwq6xUrsOjR2PvReP4ceVd+6aWXaL7ydJIUuyAQi0/QdiFyJNcjCl/e2q4OZ3KlgGxstsKxoTYhHGgSUlGNxqTiUZd0fibihNybdsCHRWO9UY/y5gHorgvJX7DhimnGz48eV5Kz+r1sWtd6j+kzYg23lUqo3//yPUTbfyU5K6enzzdgAHKIzI1dTt0qPLaVrTck51jDkEUyyBJcu2n9P4lJbRmnAxKz/boIV+TBNR/6NGy69iR2nc01Miub1/5unK8ZwVhDyQpeRxqxljMqE6Jh9FIS1DJoCS7ggLg9NPl91KVHcdR+4mGGtm1akVLEsmf9TcoZ3XQpCRFsTzm3osv0gJpCD17kglIMnAcrcc1j9iTGTIkvGGQrFwlSJI8Xc+ewCOPhDcaDAbalAltOCXCeecBN98cNjcwm4FnnwVat05cplpuAG0cRXJp0wZ4+WVV2eGZZ4BOEY6KunShdTU15SpBFOXzr2bNaL3YGuFUZfx44JJLkufVqRNxCZla6fXAtGmxH6H6eo11RjJ5snyNqqCA2pNRxV7G/fdTZxRCixbK0zn1dSvnp9PR9D1yA27YMJJBMtjttFxljwipPm4cbVxElQpJqlLBzte42RXCBRfQskSoI7NYgOeeIzkkw/XX0wZUCLm5xDeynQCpyw4gLh06hH937w48/riq7PD66/I180GDgHvuUSpXHT9A48ZNff2TcLufirkvCMDvv5Mi6ddPva0aQLuUv/2m3BuFUFi4AmZzglXbBpSVFSkeoysvJyPYbt1oJ1gLjh6lRfjevZV3nfX6bigp2Z00H59vAZzO6xT/tnkzTc8GDky+cxwJSSK563Q08lOSe17eO7Dbk3+dVVWDwfO/xtx3uYhf+/ZypawGVVW0SdC5M3UAsdChVavkxsc8vxFVVQMU/7Z7Ny1RDByobgQeia1baXo2aJCycrXZ7kF+/utJ83E6b1L0XeD3U/0UFlKHrQVuN7BhA8mtc2flNMXF+5OecJGkepSXK3vrOXKEbAr79AnbJ6vFvn20tDFggFyhh2A2j0ZhYfJz6273c6iv/0fMfVEk2RkM1KFp0SnBIOmUvLz4A6JmzZbBYhmt/McoaHKVFs9Xm8GgbHKhBmZz8qG0WsNZjrMqrue0aKGul1RC+/Z0ZYJbPERuZmiBTqe83CEvNz1++fnqLBWU0Lx54mfVG0TH34np3p2uVNCnT+K/q/VNyHHK/CwWddNEJeTkJJe7Gn7xuAE0WoscsWlBly50xS9XrV9HZX56vbrpvxJMpvhLbSFo8TupabptMCSQShNCbbl/Bj+1Zer1WdlFQ61MyAFyas4J0sFfuW45Lhc6XSsV6YzQ609pekJRUF+3f+3vAtCoJLUYJmcKen171cbkfwY/tWWSt+70vfNog161HeJfWXYcZ4XBoMLAMMNQy+/PkV0/1cc6/8p1+2dw0+laQa9vnTxhAzRNt0lhtVRcbD1yhDY11CycR6O6OmxhHw2jcZDqfIzG+HPP/fuVd77U4MABMkJXLlMdP47Tw2gcgGBwTczfystpPU1pVzMZfD6yW1Na8zMYeqpWzEaj+rnN4cNkB7hxI5lrSBItlvfpA4wapX5d2mTSUrdnqXJKLAhkp/nDD7Re6XTSks4pp9CS0JgxsbvYSqBwFOoWEo3GMwAYocbjVEUFye7XX2m9OxikNcsePWizcOhQmmomL1O9Fyqj8Sz4/V8kTccYreWtWEH2ytXVxKVdO1rzHTtWeddeCWq9ZOn1raDXt4coxtpHHT1KewhqfS1EoqaG3keprrXoFCCFEzdKbqqqq2nHrE0b4N13aSteLTZtIgPSrl3ppE50A2nW7CtYLBepyosxf8OpEfnmzSefAI8+Ste0aeoXgQUBePVVMkb94AN6x0jo9Z1QXLxfdY/u9X4Al2uK7J7fT6dT6uroxIyW9bVDh+g4nSgCX38du4Cem/sqcnLuV51fZeUZEIT4RsDbt9Pu+8ok9vO9epEVwahR8WXNcTaUlDhUeywPBn9GdXX8BT6ep3p++206sREPJhMd4bz//lhLhUhodddXWzsBfv+iuH8/coTa0tKlsQcIItGhAx0RnDAhsbJs3nyHav+NouhARUUHAMoFM0ZG2DNnJvbwxHF02uahhxKbWplM56Ko6AdV3ACgvv5xuN3PyO7V1FBZJSVkhK9WOQO0IXfLLWSKtWCBkk5ZDIsljhcPBWh2lWaz3SZ7TBDo5I3DQbtR559PR9eSQRTpfOqll9KzP/4Ya4ah158Cs3mMam4cZ4HNNkl2b8sW4B//oPKefZZMHyoqkud1/DiZvLzxBo2U7r6bdrkjYbPdpsmTjdV6LTiuQHbv8ceJ48GD1FN//HFyF2CM0ZG3Cy4gLz1795JSkj9njZFFMtjtym7CPB4y67rwwuQKEqAd7UmT6FRRPKN8i+VaTSEdTKZhMBiUtyo3byaFPH16YgUJ0MhtwQLaUJkzh9qFEmw2FfY6KtLzPLWhc86ho56JFCRAyvTBB2nEu3OnchqTabgmB7d6fWtYLMq2W4cOUadx222JFSRA7WvZMjK9mjGDZjFK0C67qYhccxZFMgU8doxmKxdcQOUmgyTRIG3cOGp3P/0EvBTldlSnawuzeZwmfpq9ADHGWE3NtY3eN+66S9mjysUXg61bF98LUN++ys/961/hdG73bM3cBOEIKy21M4eDvBC1bh1bRkEBefo5fDiW2/79YP/4B5jNpuwl5sABSldWVsJEsUYzv7q6JxvLmjlTWQZDhpA3mnjeTs47T/m5GTPC6VyuezVzkyQPKy9vLyvv22/BOnZULk/NlZsL9u670e9hYjy/WzM/r3eBLJ9jx8Aefpg8xKTKb8gQsE2b5Pyqq8do5sYYY5WVQ2T5rF9P3rBS5WY0gj3xBNiJE3J+Pt//NHMLBH5jDodOls/MmcrtXO3VtWust6qKiu5MknjN/Gprb2zM4/77lcsbOxbsl1+Uv4uvvoov648+itQpb2jmlpI/SUmqQmVlT0hSBbZto6Gt0rEhvZ48lwwdSnaQDgeNROI5Hh08mHqC4mLAZDoHhYU/pBSbwuN5B3V1d0KSyLj01VeVR2clJTR669GD/r59O01blRyPGgxkID15Mk07CgpS8znIGI+qqgEQhG04fpxkF32+PISzziL5tWhBR93WrIk9Tx1Cly40Xe/cGdDrT0Vx8baUNooCgRWoqRkFxmj6+thjseecAVo/vugiWoc0mWgU8vXXNBJSwqRJwBNPUNrc3GeRk6PixIECamouQSDwJaqrabSxOk5Qzr59aXTZvj0tZfz6K53tDihE8igqonZHJ4XyUVy8A3q9hvldAwRhb4OvUD9WrqRps8sVm85ioZHioEFk6nPoEJ1X3hXnEMiFF1I7zsvT7nkqEnV1D8LjeRU+H82u5M5awjj1VPouOnem5aBNm6huo49tAmRE/tJLdHYb0KOoaK2mteYQyFdoD0hSGXbupO/i8OHYdDodjcqHDaM2WFpK5843xjngM2gQ1W3LluS0pKhotfbQMJrVagN8vsWN2nnXLrDRo1PvkTgO7J57wI4epfxKS3MZzx9IlRqTJIlVVZ3XyG/hQmUfh2qvtm3Bvvwy3BvV1FydMjfGGAsGNzGHw8QcDrBDh8jHYarcAPLr+ccfIX565vevTouf0zmVHT2q3DNbLGCPPkoj7uje/NgxsLffVvbpV1ICtnUrWGXlICZJQsrcBMHBysqas6VLlUeQPXuCffGF8mhjyxaw669XluHkyZTG4/koLdnV17/KHA6wK66ILUOnI1+pSj4RT5wAW7BA2ceoxQK2ciVYWVlbJoq1KXOTJB+rqOjOfv1V2Vdou3Zg778fO3J1OMD27gW7915lH6sjRtAzLtejacnO5/uSORwcczjA9uyh2Wg6OuWOO8iHJOkUO+P5fSnxSllJMsZYff3LskqeOZMccGp5mVNPBVuyJLJCLMzv/zEdWowxxkSxllVU9GnMd/t2coaqVdjXXUcVFsqnqmo4kyRv2vy83i+Yw6FvzHfBAlLGWriVlFCjDsuOYx7PvLS5SVKQVVePYRs3gjVvHi7vjDPiT3cirz175ErCYKA6Li/vwgShPG1+gcBvrLQ0lz31lFwBPfhguKNNdC1eDNamTfjZgQNp6aWu7rG0uTHGmNN5B9u/H6x793AZHTuCffNNcm6HDtHHzXHhZ996C6y0tIgFgzvT5sbzh1lZWTs2f768LV1/fWRHG/9atYo6otBz7duD7dxJAwdJEtPm53a/LtMpb72lXad06hTdUZqZ378iZU5pKUl6qZmytY4dO8CmTk2+1tGqFa2hRa4LlpbmMb9/VbqUGiGK1ayy8ixZJX/xBXkpTiboc8+N9XBdXX0BE0V3xvj5fEuYw2FpzH///vge1SOv/Hzq1ffujeRnZB7PvzLGTZL8rKbmcvbFF6Tkpk4N98pqr9deo1HQjBlgFRW9mSCUZowfKcqiRi/gixdr47ZzJ9jIkfTspk1gdXUzMsZNkiTmct3PfvkFLC+PRkTyukp+LVhAyuGmm8DKytqwYHBHxvjx/CFWXt6Z3X8/faezZ2vjdvAg2MSJVLfLl4PV1t6U1uwgGuRFXS+rq2nTyCt+ou+iRQtawz10KFKn5DK/f2VafNKOuw0AweBaOJ2TZN566uvJ3urnn2nn1uejI27dutGaQrSHa5NpFAoK5kKvbxdbQBpgjIfb/Szc7ucQace2dy+tUW3eTL71OI5MQs44g0wP5B6KrMjNfRZ2+z0ZCXUbCUHYC6dzkiwAUiBAdn5r1lDMm7o6Wrs67TRaixk5Un5O2WDoh4KCeTAaVXju0AiPZw62b38AHTok9zijhKNHOXTr9gDy8p5OeEQuFYhiGRyOKaiu/ialY6eSBJSWtsHpp38Ms/m85A9ohN//JbZunYJ27So1nT0OweEA2ra9GsXF76h27KwWkuSGy/UQ9u17N+Gx20Q4ejQfvXu/A6tV2SdBOggG18PpvAmiuKfxnttNUQzWriXbZa+XdEqXLqRTzj5bbqdtMp2H/PwPYDB0SItLRpQkADDmg9v9Erze2Zo8bBgMPWG3PwSb7cZM0IgLnt+C+vonGhzzqo3oZoTFcgVyc2fAYIjjZSADYEyC1zsbHs9MiOIB1c/p9e1hs93doLw1nQvQBEE4Arf7Cfh8nwJQ4ewSAMDBbL4AOTlPphV+Vw18vkVwu19IaOMZDY4rgs12C3Jy/gGdTkWskRQhSbVwu2fA6/0IjCns4sSB0XgWcnL+odpGOFUEAj/C7X4aweCPqp/hODus1uuQk/NURuKUxwNjfrjdr8DrnRXjKi8RDIbusNsfhNU6KaWN32hkTEmGwBgPv/8L+P1LwfMbGz76yCKMMBh6wmgcCKv1epjNKpw7ZhCieBRe7wcIBn8Cz2+KabgcVwijsT/M5nNhtd6sKRZGumCMIRBYDr9/IXh+AwRhD+QKXQe9vguMxv6wWsfDbB6bcsD1VCBJ1fB65yEY/B48vxGSJDc45bhcGI39YDQOhc02Oa0YzKkgGPwVPt988Pxv4Hm5g2gA0Os7NtTtxbBax2d8ZJsIkuSB378Afv+yBtlFm4NYYDT2htF4Fmy2m1KKdJkOeH43fL4PEQyugyBsAWPymYNO16pBdqNgtU7UZOOaLkinLIXfv7hBp+yHXKcYGnTKAFit18FsPjej5WdcSUZDkpyQpDIwFgTHWaDXdwDHmZuySNVgjEEUj4KxegAcdLr8lEw/mgqMeSGKx8BYABxngk7XtklHPVohig5IUi0ACRyX21C36ffcmQBjQYjiETDmA2CEXt8i41PWdCBJVRDFSgA8OM4Gvf6UJp0NaAFjEkTxcIOi1EOnKzqpg4VkkCQXJKk0Qqe0b9IOr8mVZBZZZJHF/8/I7C5EFllkkcX/MWSVZBZZZJFFAmSVZBZZZJFFAmSVZBZZZJFFAmSVZBZZZJFFAmSVZBZZZJFFAmSVZBZZZJFFAjSp9SoZa++HKDpARrMW6PWnQq/XEN+hCSFJHgjCrobg7Rx0ugIYDD1O6kmMRBDFoxCEwwACAEzQ69vDYOiY5KmTA8aCEIRdkKQaAKwhJkwP6HQpBOppAohiBURxHxjzAzBAr28Jvb5Lxs/epwLGRAjCHkhSJQABHGeDwdAVOp2K4DsnAZLkgiDsBmNuhIzJDYbu4LgUAlhlGKRTDkAUT4B0irlBp6gP7KUVGVeSkuSCzzev4VjipgYFJAcdcRoIq/U6WCyXn9STBjy/GV7vewgG1zQc+5OiUhhgMPSAyXQubLapMBpTDOqcAhjzw+f7tOFY4saGj0iO0LFJq/UqWK3XndQIjIJwAF7vHAQCKyEIOxAb+IqDXt8FJtMw2GxTYDKlGDg5BTAmIhD4Gj7fvxAMrockxcaN4LgcGI39YDZfDJvt5pOqlESxHF7vXAQC30AQtoIxb0wavb4DjMazYLXeBLP5gpN6eikQWN1wLPEXiOJByI/9AYAZRmNvmM2jYLPdCr0+Ra8YKUCS6uDzzW84lhh7lBgAdLqWDTrlWlgsV2RUoWfsxI0k1aK+/h/w+ebHnPtMBJ2uFez2+2C339ekyjIQ+AH19dPB8+s1PWcyjUBu7gswmQY2EbPQQf7n4PHMAmPVqp/juHzYbLciJ+cJ6HT25A+kCJ7fhvr6RxAILEfsxxMfBsMZyM2dAYtlbJNxI+cgs+DxvKwYcS8+LLBar0Vu7vPQ60uajJ8oHkNd3SPw+z+HmmiKIej1pyEn5++w2W5uMm4A4PN9Brf7KQhCnIA6itDDbL4IeXkvNWncbElyor7+cfh88xpGteqg07WA3X4v7PYHM6JTMqIk/f4v4XJNVQw1qxZGY3/k58+D0dgrXToySJIb9fUPweudAy0fuBx62O0PITf3yYyfO1dyCaUVen0n5Od/ALP5nMwRA8CYALf7ebjdT0PLBx4Nq3Ui8vLegE5XkDFuACAIf8DpvBk8/3PKeXBcEfLz34bVenUGmRG83rmoq3tAcTalFk3lQlAUK1BXN01VqNn4aDoXgn7/Mrhct0KSTqScR6ZcCKatJOvq/gGP57m0SIRhRrNmC2GxXJqR3ETxOGpqRkEQdmckP6NxEAoL/5cxRwkUYnYq1LtuSwQOeXmvwW6/NwN5AZJUj9racQgGV2UkP72+IwoLV2TMM1AgsAK1tZdpmrUkgs12J/Ly3szIFJcxAS7XzfD5/pUBZgDHNUNh4TcwmQZnJD+e346amgs0uR9LBLP5YjRrtihja/n19U/C7X4qI3kBJhQU/BtW61Up55CWklSKwZ0+9GjW7PO0FaUolqK6+m+a/DOqgcHQF0VFq9J2FeX1zoXLdUtmSEUgN/cV5OQ8kFYejHlRXX0+eH5thlgRdLo2KCr6Ke3Np0BgJWpqLgJtaGUOWmNtK4ExCU7ndfD740TZShEcZ0dh4cq013l5fheqq4drWtZRA7P5AjRr9iU4zpRWPvX1j8HtfjZDrELQoaBgYcqKMuUxstc7L6GC5FOenYmoqJgAnteyRiIHYyIqKsZBEFJTkDyPuLGvBWELnM5rUuYGAMHgTw0jyPjlp4qamgfh93+TegYAnM7JCRVkqvxE8QQqKsY07DinBkE4hIqKS5GqgkzE3eudA7d7Zkr5huB2P5VQQSYqX5Lix+VmzIOamosgiuodWsfmX4eKitGQpMwqSABwu5fD5bo7rTx8vk9QW5u6gowvWwlO5/Xg+S0p5ZvSSFIUj6Oyspdsl8nlAtavB9atI/fqoqgukD0AVFVRyM+1a+n5tm2BhQsHoKhoXUoLr27385g7dzqefZbC1A4eDAwZQiEy1cym3ngDmD+fngk926GD/Nn8/A9SWlRnzIvKyt6yEa7XC2zYEJbdH39QmFmjig26ujrgt9/CsquvB9aubY3i4p0prQH6fF/A6bxSdu/4cco/VMbYsRReNxkYo9Adofdatw6YNg24996HkZf3omZujDHU1IzA5MmrsGNHuH4GD4bq8A2XX04yC9XrmWcChbLVEyuKi7em5Ime5zehqupMAGFNV1Ulf/9TTgHmzVN+fudO4NJLiVOI3+mny8OcmM2XorBwiWZuAOB03ooZM97HokXytt2unbrvIhI8D2zbFn6v336jsLhnnrkypVAYoliK8vIe6NvXifbtw/wGDgTsKvYk6+uBfv0olHDovfr1o/C9IRgMfdC8+e+ad75TUpI1NZegtvZL/PxzuAHs2BE7+tq5k2LjRsPlovjRIQHv3Sv/e24uxSAuKHgJOTkPaeImCPtQWXk67rsviE8/lf+tefPwRzV8ONCpk3Ie11wTG8+5VatwxQ0fDrRrl4/i4r2anZHW1T0Ep/MVrFsXlt2WLbG94DffUCVHw+eTK6xt22gEEolNm4COHaegoOB9TdwkyYXKyi5wOCqwZk24jOiY6v36ET8lHD0K2bPlUQOf0aOBDz7Qo3nz3zV73/Z634fTeSv696e4RJE49VR5/RQqLBv7/UD37rGxt3v0CH9Yw4YBRUXDUVQUJ6B3HDDGUFXVF1VV22Rte98+ebqCAvpWdApzuA8+AB5/XH7Pbg8rzaFDSQkUFHwGq/XK2AwSIBBYhZqac3HllcQtEm3ayGXXOo7J4ebNwC+/hJWiJ2o5+MUXgZtuOgXFxXs0b3DW1l6JLVu+wIgR8vsGA8V2j1TqJoUZ/apVwLXXyu+ZzUD//uHnBg0CCgq0x3zXrCQFYQ8qK7vjjz8o8E4kWrUCRowIv1DLOOEv1qwBro7aTOzQATjvvHDvXlRE5kElJUc1jSZdrjvg9c5CIEDKZ906Cqq1datcEV13HfDyy8p5eL0U7HzdOgp8vmsXjYxDePBB4P77gZycp5Cbq2JI1QCa7rSBx+NGjx5AMCK6QGEhyXPYMJJB+/bKvfvx41TZkWjZMhyw/ayzQo3chJKSo5qUuMfzJurq7sHcufKRok4HdO0arp8BAygwmRKefhqYPTv822AAevUKt4t+/SigvcVyHZo1+7dqbowxVFZ2gyjug9MZnrWsXAkcOiTvoN9/n0a7SqisDM9avv+e5BmJr76iD6uo6FdNsXn8/m9RWzsaP/wAXH+9/G+nnELB2wYPVhq5hiGKwO7d9F6rVxNPb4Q5ZZ8+NFozGgeiefPfVHMDgJqasQgElslmLd9/T+VFtu2//x246y7lPEaOpG8hBLs9rFiHDKEgfzodkJ8/HzbbDaq5CcIBVFZ2BsBw7BjVzc8/kwyqqsLpdDoaeOUrbAdEzlp++ol0jCvCnDI/nzono7EEJSXHNK2dal6T9HhmAaDIfYMGUWPMy6O/lZZSxQ4aFF9BAvSR9eoFXHghfTAAcOQI9VRDhpCCBABJKoXfr35qIUnuxh1Fs5kapM9HCi+kIAcOJGUSreAjYbNRmtJSYPt2akQ6HfC3v9G7DR1K6bze98BYnEUkBZANqRs2G7372LFASYOJXk0NNYyePWOn9pFo25a4jR1LoxKARlVr11Kkx/AoIAivd65qbgDg8ZB2GzKEFMW555KSkyT6mA4fprLjKUiAZBTquTmO1ti2bKH3GzIkXN9+/+cN4QvUIRhc2RiNs6CAytmxgz4Mxmh0MWoUtauzEuxtFBcTv99/DytIux0YM4aUUO8GaxGvd5ZqbpHpBw4Mt+3QVO/wYWrbQ4fGV5AAoNfTs0VFVJ8hBdmlC3D++fR+AMDzvyMY3KCamyAcQiDwLYBw2z5xguQXattnn03cQ21bCaNG0dW5YSXC46E2W1JCo/HQ6Fi77GYjZJ7Xrh3Vw9q1YQXZvDm19/PPV1aQALW1U08lvfTTT2EF2aYN1e3YsSRfSaposFlVD81K0udb0Ehq6VL6QOsizMAOHACeS2IRZLMB335LvYLPF76/eTPw1lvR5X2imlsg8GVDvBrC1q2UX+Qo4/ffgUceAS5KEoRu+XLIpuuSRFONt98m5Uv3TiAYVD8ti3yXd98lOVRExNKqrCRuybBoETUCpzN87+hR4Kkoqwm/X73sKMAS2Wr26EHrZmvXyjcSvv4aWJKkzzrnHOCFF+jZSLnPm0eNN4yApsYa3Q7ef18+bQwGqTP8+utwJxsPr74qHxF5PMD+/aFRWqi8RWAsqJxBFCTJ2RCFk5aKli2jtueP2J/auFE+wo6H+nrg4Yflz+7bRyPx++4L3/P51I/C/f7/IPJk2bJlwOcRopckUnbvvksdbTw8/DAp0T/+iMyb7keOeHn+V02bptF1O306DVBCqKoiffPRR4nzYQx44AH5d3HiBCnKV16JLE+97ACNSlIQDspMB0INMxrr1sXei8bx47FrXUrP8vzvqvlFp43HI3pNRgm//hp7T5Ji76vlx5gQs7umxG/rVnmD08IvOj86H1wfm1ABwaB8+rZxY+zaHaBOdvHknl7dyvkplVFdHbu+rYYHQIoocmoH+BuOXqrhthGRSujwYflHHoIa2cWr/+hntcguum6VeIgiLWEkg5Ls6upoxpUKP1E8JjuEwpgyDzWyKy2lpZdkz2qRHaBRSVJjCMNkoulfNDqqMINr3lx52hb9rCQ5IIrqTvJE84vHI96GjZpno+9HlxkPdOxLbvqiVEarVuEpqVZ+sfcYeF5dLOq/suwkyQ1BkGs/pTJMJho1pMKvsDB2KqeWX3S6li2V61DNd3HKKcqbOtFyp7Cv6g4hRPOLV4ep1q1eT0tEicpUy43jYvOKV240lOoQiH0vilSp/girJiWpZJj9yCPy9TOTiYa8yWCzAffcI7+XmwvceadSuftV8Yse4o8cSesskejfH7jgguR5XXlleO0lhFGj6Hl5malxA2jzJ9JEgeOAhx5SZ47x8MPyj8lgoGejoVZ20XXbuTNwVZTtbbt2tOGVDMOG0ZphJHr2BC6+OFVuhxHtiOS222LX96ZOTbzmF8K998YqsQceiDW5Ulu30bLLyQHujjIZzM8H7rgjeV5t2wI3RO15tGoF3HST/B5jXlUnZhgLxjj7GD8+VnGMHRtej02EyZPD6+ghTJoUuweRznfxyCPytm000mZpMlgs9E1Fwm5X3ohSyw/Q6AVIyQj4iitIyy9ZQpslEybEKpd4uOMOqphly8hU6Jpr6ENUU64afno9rSt+/jmZyvTqRR++QcVb2+20vrVwIa3BDBxINmypcoseRQK0tvndd8TR7wcuuYQ2tdRg7FiS2+LFpFTHjyfzllT5KaWbOZPWwn75hUY411yjbNIVDY4D/vUv4IsvaJ25WzdqF5EdghZuSobjHTrQzvaCBbSuO3IkXWrQpw/t7C5cSGuAF1+svNnDmDqDdaV099xD5SxfTor7mmuUZ11KeO456mRWr6Znrr1WeZ1VDT+lNHl5ZMK1cCHtIZx1FjBunDpurVsDK1aQ3EtLaQ36wguVUqo19o9Nd8kl1N6++IK+1QkTyLpCDW65hdbUv/mGOqZrriFLkWiorVtAowlQff2zcLsfU515plBYuBpm8/Ck6crLW0KSUj+RkAoMht4oLt6aNJ3P9xmczvEngZEc+fnvw2abkjRddfVwBIM/JU2XWVjQqpUvaSqe34qqqr5NTycKdvuDyMuLYycWAadzCny+D04CIzlKSo4kdVnGmA9lZSfPnV4IZvM4FBb+N2k6t/sl1Ner2K3MMAoLV8BsVterappuN6Vjy0yUq9OdfH5quf1ZslMrk7+y7P4MblrK/XPq1gCdLrmLN46zguNUDP8zjP8rdQtoVJJGY//kiTIMjsuHXq/Oc8yfwU9tmQZDX/wZ0TLU8vsry06vL4ZOl1lXYWrwV5adFg/6RmMCu54mwl9Zdhxnh8HQTXV6TWuSBkMPABYora9JkvKunBqEJvxKGxZG4xmq3VcZjf3h8ykbUKfLLx4FtZWs01HFCMKumL+lwy0RP52ujeoTN0Zj/MXQP1t2lHYAAoFYmzHG6Mo8P53qY5OJZKeE0lI61nfkCJlZFRXRxtYZZ6g7r09lapNdMPi9qrSiSGZI27eT3a7RSPsEAwYor+2ly89g6AqOy1F0qttUOsVg6KvJ/6UmChxngMUSa4UtSbTD9dZbseeIk8HrpR3tt99W/rsWl2kWy8VQ0vs7d9LO9K5Y/ZQUGzeSpb+STSfH5cBkUrlbAHJOoIQnnqDjYEp2iYkgCLTIf//9yl6LtMjOZBoKna445n5FBcluzRpt3AA6DTNmDB2DU4K2ulVOO28etb3II2hqwBjw8cd0PFbJe4zJdJ7qeD16fZukipIxMla//HKykLj9djK6nzkTeOwx4LLL6Fz2k08q21hGw2K5TBU3Sntp0jTV1cBLLxG3iy6i9vjaa3Qe+847aXNn9GjaTIk8xqgEvb4TDIY+qrhxnA5mc+yukSTRJszrr6emU+67j2SrBC2yA1KY/9ls02LuvfYa7Xg9/zyZKlSr9MS0ezd9REuWUGVEO5XgODus1htVc9Pr28BsltuZOJ3AlCmkIC+6CPjkk/hu0CIhSXQC4bLL6NkpU+SnIADAar1eU+Aru30qAL3s3uLF5Njg44+prMOH1eXlcNCu39tv0+74vxUOESjVVTxwnAlW62TZPZ4ns5pdu2iX8JVX4rvyisZ//0sf1datwK230qgkEibTCBgMKrcsAVitE8Bx8i3e33+nDmbFCjLr2qzOJBR1deSN6O9/p1NASifE7Hb1sgMSy3rnTto9njxZ+RBACLW1wHvv0amW116Tn+2PhF7fAWaz+pAYJtNZMBiUp9yiCMydS0dGX39dfgIsGlu3kjnNqFE0Eo4Hm22qppGakqzffps6lZdeIpMouaF/fOzbR9YKixbRyaoffohOYYXNNkk1NwAASwEVFb2ZwwHmcIDNnw8GyK/mzcFmzQI7cQKN6SKvQ4fAHnkEzGSSP9esGdhvv4XTOZ3TNHPz+1c1Pn/8ONjIkbH8Ro4EW79emZvDAbZ6NdiQIbHPXX115DvpWDC4QzO/mporGstZuRLMYpGXYbOBzZgBdvSoMrdjx8BeeQUsP1/+nNEI9vXX4XRVVSM1c+P5w8zhMDXmccstsTLo2xds+fL4stu8GeySS2KfGzJE/k4+338183O5pjc+v2ULWMuW8jL0erA77wTbv1+Z24kTYB9/DNa6dSy/2bPD6crLOzJJEjRxkyQvKysriamrRx8FMxhiy1Nz9egB9uOPse9RX/+yZtl5PPNi8lm/HmzgwNS4cRzY7beDHT4sz7O0NIeJYpVmfpWV/RvzWLCA8o8sr6gI7O23E+uU6dPBzGb5cwUFYOvWhdPV1t6imVtKSjIQ+JU5HHrmcIA99VTsC4Wu3r3pg16/HmzvXqrw6dOVGykAlpsLtmgRvUxZWSsmijWp0GO1tROZwwG2axdYv37KZZlMYNdeC/bZZ2A7d4Jt306Vc8UV9LEpPTNsGNiBA8TP5XooJW6CcJSVluYxhwPsgw9ilWTo6tiRZLtmDdi+fWC//AL2/PNgXbsqpzcawV5/PdQYLIzn96bEr67uGeZwkEIbNSr+B3LRRaRwtm0jOS9ZAjZpEpjVqvxM166kQB0OsOrqS1LiJopuVl7eiTkc1CEUFiqXVVwM9uCDYN99R+3ut9/A3noLbNCg+B/9/feHPyS/f0VK/LzeRY15bN8ONnx4/PLy8sDOPhtszBhShvHSWSxgb7wR5lZR0ZtJUlAzN0mSWFXV2Y35zJsX29FGXqedBjZ6NNiIEfHlDND3FTmwcbvfSUl2weAG5nAYmMMB9swzYDqdcnm9eoG9/DIpvr17wVatAnvsMbC2bZXT2+30XZNOKUlJgaekJBljzOV6qFEwCxfS6DGVHil09ewJ9vPPkSONr1KlxkSxlpWVtW7sYSZNSo8bx4HdfXd4JFRe3o1Jki9lfh7P+7LRZKdO6fFr0wbsyy8jRxqvpMxNkvjGXv34cerU4nUaaq8rrwyP7kpLC5kglKbMj2YKHHM4wH7/PfWRUOjKz6fOKjx7uTVlbowxVlNzJXM44ivIjh1pRBQ9Alu7FuyGG+LLeskSMIfDwILBTSlz4/kDrLTUxlavjj+wufzy2NHrsWNgH34YX5n36kUjvKqqc5kkSSnzi5wpfPYZWElJenXbvTsNMkJ5er1fpMQrZSUpSQFWVXV+I4GtW+OPPBJdOh3YbbeRMgvlVVf3j1RpNSIQWMtKS+2NeX70EY0wtPJr2zY8uqWPvIgFgzvT5ldbe0tjnn/8QR9IKg3hsstoJBfKq6ZmApMkMS1uPH+AlZW1aszz66/BTj1VO7eCAlII4Q/OzPz+79KWXX39y415Hj1Ko8ZUprTDhslHQZWVQ5goutPiJoq1rKKiN1u9mkYxke38nnvk7VzpWr6cPu5IntdcQ3/zeN5PW3Ze7xfM4dCzadPkZXToALZ4cWJuR4+CPf64fJnMZAL75huw8vJOTBAcaXGTpCCrrh4tG42PHq29XjmOlooOHgxzT3Xmx1gaSpJeyiNTlCdOgM2dS72lmpcZPBjs22/lFeFyPZIOJRn8/lWstDS3Me9du8CmTIldC1W6rFawu+4iBRZ6vqysOK2ePBKSJLLa2smyd1+yhNb81PaSoWlEWEGOT2kqpgSe383Kyto25n3wIK0j5+Ym56bX01LGtm2R/KzM5/smI9wYY6y+/jnZu69aRVNDNbJr3RrszTfl61uVlUOZKDozwk0QyllFRV/23ntUXsuWyRVQ5HXwINiNN9KzvXvTb7d7Vka4McaY1/sfdvSogQ0bRmWMG0dTV7X8vvsu/I2/+CJYeflpjOcPZ4SbJHllivLECRrFqu2kBw0CW7YsWqfcnxantEPKMhZEff3j8HheRSg0qiDQmeTFi8lNUaR/t9at6bznhAly5xMcl4+8vNdhs92UDp0Y8PwOOJ03QhA2Nd4rK6NzqyGfliGTBqORzpKPHk38Is/LmkzDkZ//EQwGFa5SNMDjeQP19dPBGPnHYox8+33+Oe32R+42FhbSmd4rrySHuGEbMhNyc5+A3f5oRuMfi+IJuFyTEQgsb7zncgGffUZnYzdvDu/A6nR0RnvUKDprHHlO2WDogfz8j2EyabMnTAaf7zPU1U2DJIW3PrdtA/7zH+DHH8nHZgi5uXRW/tJLycohHAKAg812B/LyXgTHZe74niTVNXh5n4dRo8jZr1YsXgyceWYJevWaB4tldMa4ARSMbv/+ifj668O4/nrtMW7q6ojf1KmXIT9/DvT6FF4wDhjjUV//JDyeFxHSKaIo1ym1teH0rVqR0+AJE8gpduhdOC4PeXmvwWabHFuIBqStJEMIBtfD5boVgrBNdp8x8krt89HB+pAX80iYzeOQnz8Ler0KP1cpgDEBbvcL8HheiInTHAyGzQuKi2ONeTmuALm5M2Cz3ZmRmMxKEIT9cLmmIhiMsVeAy0VOGGw2ci4RTcFoHIz8/PdhNPZsEm4AxQevr39UpoyIN8lOFKlDiXZgAVhht9+L3NwnNMc8UQtRrEBd3d3w+z9DtKcgj4c+JouF+EXLTq/vivz8d2E2n9Mk3ADA71+Guro7GjwZaYEeVutE5OW9llJANzWQJA/q66fD630XgDoHwyHodK2Ql/carNarkydOEcHghgadsll2nzGqV683kU4Zi/z82dDr0z+plTElGUIgsApe7yz4/V9B6WROY8FcEazW62C3T9NkL5cOJKkOPt/H8HrfS+JQlYPR2B82222wWq/J6AgjEXh+CzyeWfD7F8kiUcaw43JgsVwBm20aTKZBcdNlEowF4PMtgtc7Gzy/HtEKKRJ6fVfYbLfAZpsEnU6F77IMQBAOwut9Fz7f/CROTswwmy+E3T4NJtP5TdbxRYIxCYHANw2xl74HED+urE7XFjbbTbDZpkKvV+k2KE2IYgV8vrnwej+AKB5MkFIPk+lvsNluh8Vymeaog6kiEFgDr3c2/P7/AojvEIXjCmG1XgubbRqMRgWXWCki40oyBMYECMJu8PxGSJIDjAXBcRbo9afBaOyfdoD6dCFJteD5TeD5bQ0hHzjodPkwGPrAaOwHnU6hezpJYIxBFP9oCKlwGIwFwHEm6HTtG2TXNaPTaq0gJ7hbwPNbIEm1ACRwXC6Mxl4wGs+ATtf8T+MGAKJ4FDy/EYKwD4z5ABih17dskF3Pk/ZxK4GxAHh+OwRhU0OMHx4cZ4PB0A1GY/8mm02phSiWg+c3QRB2Nsy69NDpimA09oPR2Accp8IjdBOBMTFCp5yI0CmnNtRtZpfCQmgyJZlFFllk8X8Bf95wJIssssji/wNklWQWWWSRRQJklWQWWWSRRQJklWQWWWSRRQJklWQWWWSRRQJklWQWWWSRRQJklWQWWWSRRQJklWQWWWSRRQJklWQWWWSRRQJklWQWWWSRRQL8P7jKfGT5EPcJAAAAAElFTkSuQmCC\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1538,7 +1617,7 @@ "id": "SsmyL4cFZj81" }, "source": [ - "# `torchgfn`\n", + "# `torchgfn` (Optional)\n", "\n", "Now that we've walked through how to sample happy faces twice as often as frowny faces, let's look at how to implement this using the lightweight `torchgfn` library.\n", "\n", @@ -1549,8 +1628,8 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, - "id": "AN0u6hy7Q3kj" + "id": "AN0u6hy7Q3kj", + "collapsed": true }, "outputs": [], "source": [ @@ -1569,9 +1648,6 @@ }, { "cell_type": "markdown", - "metadata": { - "id": "4Rm5G7ZLV02g" - }, "source": [ "## `torchgfn` Smile Environment\n", "\n", @@ -1582,7 +1658,10 @@ "We must also define the `s0` (initial) and `sf` (final) state. In this case, `s0` is simply all zero, and `sf` is all `-1` (but it could be anything that does not look like a normal state tensor).\n", "\n", "We also define the `reward` using vectorized logic. Note that `torchgfn` uses `log_rewards()` internally, and since we have a reward of `0`, we must clip the `log_reward` (since `log(0) = -inf`). This clipping is handled automatically for us, and the clipping can be tuned using the `log_reward_clip` flag if so desired." - ] + ], + "metadata": { + "id": "4Rm5G7ZLV02g" + } }, { "cell_type": "code", @@ -1624,7 +1703,7 @@ " preprocessor=IdentityPreprocessor(output_dim=state_dim)\n", " )\n", "\n", - " def make_states_class(self) -> type[DiscreteStates]:\n", + " def make_States_class(self) -> type[DiscreteStates]:\n", " \"Creates a States class for this environment\"\n", " env = self\n", "\n", @@ -1708,32 +1787,27 @@ }, { "cell_type": "markdown", - "metadata": { - "id": "Kg6xAWT2Qu1d" - }, "source": [ "# A `torchgfn` Training Loop\n", "\n", "In this simple example, we use the environment's `States` class to keep track of our terminal states (our sampled faces). Our `gflownet` allows us to sample batches of trajectories, and allows us to calculate the loss using the `env` (which contains our reward function) and `samples`." - ] + ], + "metadata": { + "id": "Kg6xAWT2Qu1d" + } }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "z3w9PQU0QyIU" - }, - "outputs": [], "source": [ "def train(gflownet, optimizer, env, batch_size = 128, n_episodes = 25_000):\n", " \"\"\"Training loop, keeping track of terminal states over training.\"\"\"\n", " # This stores example terminating states.\n", - " visited_terminating_states = env.states_from_batch_shape((0,))\n", + " visited_terminating_states = env.States.from_batch_shape((0,))\n", " states_visited = 0\n", " losses = []\n", "\n", " for iteration in trange(n_episodes // batch_size):\n", - " trajectories = gflownet.sample_trajectories(env, n_samples=batch_size) # Temperature\n", + " trajectories = gflownet.sample_trajectories(env, n_samples=batch_size)\n", " samples = gflownet.to_training_samples(trajectories)\n", " optimizer.zero_grad()\n", " loss = gflownet.loss(env, samples)\n", @@ -1745,37 +1819,42 @@ " losses.append(loss.item())\n", "\n", " return visited_terminating_states, states_visited, losses" - ] + ], + "metadata": { + "id": "z3w9PQU0QyIU" + }, + "execution_count": null, + "outputs": [] }, { "cell_type": "markdown", - "metadata": { - "id": "meNtpO0VCxsS" - }, "source": [ "## Flow Matching with `torchgfn`\n", "\n", "The details of the Flow Matching objective are handled within the `FMGFlowNet` class, which requires us to provide it with an `estimator`, which is simply a neural network that accepts a state and produces logits over next actions. Under the hood, all `gflownets` in `torchgfn` inherit from `nn.Module` and function as expected (e.g., see `gflownet.parameters()`).\n", "\n", "Note that for numerical stability reasons, we estimate the log edge flows here, not the edge flows as we did in the above example." - ] + ], + "metadata": { + "id": "meNtpO0VCxsS" + } }, { "cell_type": "code", "execution_count": null, "metadata": { + "id": "-MZpRVULBp5r", "colab": { "base_uri": "https://localhost:8080/" }, - "id": "-MZpRVULBp5r", - "outputId": "ff931826-8927-4d2b-cc72-df3b49c70fc9" + "outputId": "931b56a7-657f-4fd9-8f73-ce6e0a1b0c0f" }, "outputs": [ { - "name": "stderr", "output_type": "stream", + "name": "stderr", "text": [ - "100%|██████████| 781/781 [00:30<00:00, 26.01it/s]\n" + "100%|██████████| 781/781 [00:34<00:00, 22.53it/s]\n" ] } ], @@ -1808,41 +1887,41 @@ }, { "cell_type": "markdown", - "metadata": { - "id": "BU8M3lWLXQU2" - }, "source": [ "We can now see that our flow matching network is sampling faces as expected:" - ] + ], + "metadata": { + "id": "BU8M3lWLXQU2" + } }, { "cell_type": "code", "execution_count": null, "metadata": { + "id": "vei7EVHe7Vj2", "colab": { "base_uri": "https://localhost:8080/", "height": 362 }, - "id": "vei7EVHe7Vj2", - "outputId": "dc512a4d-6541-4dbd-d9bb-522dcd582a41" + "outputId": "cd9deb87-9d89-42d3-b34b-c4f700b9c197" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ - "proportion of smiles:frowns = 0.6796875:0.3203125\n" + "proportion of smiles:frowns = 0.640625:0.359375\n" ] }, { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1851,91 +1930,90 @@ }, { "cell_type": "markdown", - "metadata": { - "id": "L9RQOhynW3fr" - }, "source": [ "And our loss curve is reasonable:" - ] + ], + "metadata": { + "id": "L9RQOhynW3fr" + } }, { "cell_type": "code", - "execution_count": null, + "source": [ + "plot_loss_curve(losses, title=\"Loss Curve for Flow Matching Objective using TorchGFN\")" + ], "metadata": { "colab": { - "base_uri": "https://localhost:8080/", - "height": 333 + "base_uri": "https://localhost:8080/" }, "id": "4Xg_IPaHWvZy", - "outputId": "c3ba9fe4-6eae-4035-eb20-a32501dd48b4" + "outputId": "d21798aa-cfe4-4a56-f937-006d53d0b920" }, + "execution_count": null, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } - ], - "source": [ - "plot_loss_curve(losses, title=\"Loss Curve for Flow Matching Objective using TorchGFN\")" ] }, { "cell_type": "markdown", - "metadata": { - "id": "MjvrVwpZqNfq" - }, "source": [ "To evaluate the flows at $S_0$, we first need to make an instance of the env's `States` class, and then pass that class an all-zero (empty) state. Finally, this $S_0$ states object can be passed to our trained estimator (estimators are wrappers for `nn.Modules`,\n", "which know to handle `States` classes).\n" - ] + ], + "metadata": { + "id": "MjvrVwpZqNfq" + } }, { "cell_type": "code", - "execution_count": null, + "source": [ + "# Note that here, we have the log edge flows, so we take the sum(exp(log_flows)) to\n", + "# calculate the partition function estimate.\n", + "s_0 = env.make_States_class()(torch.zeros(6))\n", + "print(\"Partition function estimate Z={:.2f}\".format(\n", + " sum(torch.exp(estimator(s_0)[:6])) # logsumexp.\n", + " )\n", + ")" + ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "A5Kq52J0Ipoa", - "outputId": "d8ef424a-60e4-4c4a-d18f-b477321a2d58" + "outputId": "597317db-f2f5-48c4-d9ae-402dff1c11bd" }, + "execution_count": null, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "Partition function estimate Z=12.00\n" ] } - ], - "source": [ - "# Note that here, we have the log edge flows, so we take the sum(exp(log_flows)) to\n", - "# calculate the partition function estimate.\n", - "s_0 = env.make_states_class()(torch.zeros(6))\n", - "print(\"Partition function estimate Z={:.2f}\".format(\n", - " sum(torch.exp(estimator(s_0)[:6])) # logsumexp.\n", - " )\n", - ")" ] }, { "cell_type": "markdown", - "metadata": { - "id": "XoTopzlxCmgP" - }, "source": [ "# Trajectory Balance with `torchgfn`\n", "\n", - "Similarly, we can train a gflownet using Trajectory Balance using the `TBGFlowNet` class. Unlike before, we separately parameterize the forward and backward policies are two different `estimators`, which are passed to the `TBGFlowNet`. In this example we don't use a replay buffer, so we set `off_policy=False`.\n", + "Similarly, we can train a gflownet using Trajectory Balance using the `TBGFlowNet` class. Unlike before, we separately parameterize the forward and backward policies are two different `estimators`, which are passed to the `TBGFlowNet`. In this example we don't use a replay buffer, so we set `on_policy=True`.\n", "\n", "One common trick with trajectory balance is to learn the `logZ` parameter with a higher learning rate than the rest of the network." - ] + ], + "metadata": { + "id": "XoTopzlxCmgP" + } }, { "cell_type": "code", @@ -1945,14 +2023,14 @@ "base_uri": "https://localhost:8080/" }, "id": "6P1Z4QcbBfPE", - "outputId": "a63a05fd-b5f2-429d-af57-1225c78ffce6" + "outputId": "4eaabb66-dad0-4f93-ba9b-ff1ac28638b2" }, "outputs": [ { - "name": "stderr", "output_type": "stream", + "name": "stderr", "text": [ - "100%|██████████| 781/781 [00:16<00:00, 46.45it/s]\n" + "100%|██████████| 781/781 [00:20<00:00, 38.33it/s]\n" ] } ], @@ -1987,6 +2065,7 @@ "gflownet = TBGFlowNet(\n", " pf=pf_estimator,\n", " pb=pb_estimator,\n", + " on_policy=True, # No replay buffer.\n", ")\n", "\n", "# Policy parameters recieve one LR, and LogZ gets a dedicated, typically higher LR.\n", @@ -2016,89 +2095,88 @@ }, { "cell_type": "code", - "execution_count": null, + "source": [ + "analyze_torchgfn_results(visited_terminating_states, env)" + ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 362 }, "id": "miDx7913Bm4B", - "outputId": "800dee7d-1f47-4f47-dc9d-3eb003e6ab5a" + "outputId": "ef5bc5f2-c208-4386-c276-8949e7f5686d" }, + "execution_count": null, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ - "proportion of smiles:frowns = 0.640625:0.359375\n" + "proportion of smiles:frowns = 0.6875:0.3125\n" ] }, { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } - ], - "source": [ - "analyze_torchgfn_results(visited_terminating_states, env)" ] }, { "cell_type": "code", - "execution_count": null, + "source": [ + "plot_loss_curve(losses, title=\"Loss Curve for Trajectory Balance Objective using TorchGFN\")" + ], "metadata": { "colab": { - "base_uri": "https://localhost:8080/", - "height": 333 + "base_uri": "https://localhost:8080/" }, "id": "ZrUZbfjmW8-z", - "outputId": "2d526d08-456e-4a26-a834-7e4210620f7c" + "outputId": "544daa81-e472-4c58-bc84-a39471136776" }, + "execution_count": null, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } - ], - "source": [ - "plot_loss_curve(losses, title=\"Loss Curve for Trajectory Balance Objective using TorchGFN\")" ] }, { "cell_type": "code", - "execution_count": null, + "source": [ + "print(\"The partition function estimate is Z={:.2f}\".format(\n", + " torch.exp(gflownet.logZ).item()\n", + " )\n", + ")" + ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "9gybXbsWIa_t", - "outputId": "46a58d82-477b-4552-ba2c-d9db86269a80" + "outputId": "7e9d6eba-c551-43ca-e02b-73b41b925a98" }, + "execution_count": null, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "The partition function estimate is Z=12.00\n" ] } - ], - "source": [ - "print(\"The partition function estimate is Z={:.2f}\".format(\n", - " torch.exp(gflownet.logZ).item()\n", - " )\n", - ")" ] } ], @@ -2116,4 +2194,4 @@ }, "nbformat": 4, "nbformat_minor": 0 -} +} \ No newline at end of file From 62d2ed09a1a6373d23ebe4092fd49c64a323c1ee Mon Sep 17 00:00:00 2001 From: Joseph Viviano Date: Fri, 20 Sep 2024 20:07:42 -0400 Subject: [PATCH 3/3] final change --- .../intro_gfn_continuous_line_simple.ipynb | 2243 ++++++++++------- 1 file changed, 1388 insertions(+), 855 deletions(-) diff --git a/tutorials/notebooks/intro_gfn_continuous_line_simple.ipynb b/tutorials/notebooks/intro_gfn_continuous_line_simple.ipynb index 5b5bb2f1..fb068d68 100644 --- a/tutorials/notebooks/intro_gfn_continuous_line_simple.ipynb +++ b/tutorials/notebooks/intro_gfn_continuous_line_simple.ipynb @@ -1,860 +1,1393 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Continuous GFlowNets on a Simple 1D Line Environment" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from matplotlib import pyplot as plt\n", - "from torch.distributions import Normal\n", - "import math\n", - "import numpy as np\n", - "import torch\n", - "import random\n", - "from tqdm import trange\n", - "\n", - "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this tutorial, we will explore a simple use case of continuous GFlowNets: sampling from a multinomial Gaussian. This is an exceedingly simple example which is not representative of the complexities inherent with applying this method in real applications, but will highlight some common challenges and tricks useful. But first, please run the cell below to make available some helper functions:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def seed_all(seed):\n", - " torch.manual_seed(seed)\n", - " random.seed(seed)\n", - " np.random.seed(seed)\n", - " torch.manual_seed(seed)\n", - " torch.backends.cudnn.deterministic = True\n", - " torch.backends.cudnn.benchmark = False\n", - " torch.manual_seed(seed)\n", - "\n", - "\n", - "def render(reward, trajectory=None):\n", - " \"\"\"Renders the reward distribution over the 1D env.\"\"\"\n", - " x = np.linspace(\n", - " min(reward.mus) - reward.n_sd * max(reward.sigmas),\n", - " max(reward.mus) + reward.n_sd * max(reward.sigmas),\n", - " 1000,\n", - " )\n", - "\n", - " d = torch.exp(reward.log_reward(torch.tensor(x)))\n", - " dual_plot = not isinstance(trajectory, type(None))\n", - "\n", - " if dual_plot:\n", - " fig, axs = plt.subplots(2, 1)\n", - " axs = axs.ravel()\n", - " else:\n", - " fig, axs = plt.subplots(1, 1)\n", - " axs = [axs] # Hack to allow indexing.\n", - "\n", - " if dual_plot:\n", - " ax_dual = axs[0].twinx() # Second axes for final state counts.\n", - " ax_dual.hist(\n", - " trajectory[:, -1, 0].cpu().numpy(), # Final X Position.\n", - " bins=100,\n", - " density=False,\n", - " alpha=0.5,\n", - " color=\"red\",\n", - " )\n", - " ax_dual.set_ylabel(\"Samples\", color=\"red\")\n", - " ax_dual.tick_params(axis=\"y\", labelcolor=\"red\")\n", - "\n", - " n, trajectory_length, _ = trajectory.shape\n", - " for i in range(n):\n", - " axs[1].plot(\n", - " trajectory[i, :, 0].cpu().numpy(),\n", - " np.arange(1, trajectory_length + 1),\n", - " alpha=0.1,\n", - " linewidth=0.05,\n", - " color='black',\n", - " )\n", - " axs[1].set_ylabel('Step')\n", - "\n", - " axs[0].plot(x, d, color=\"black\")\n", - "\n", - " # Adds the modes.\n", - " for mu in reward.mus:\n", - " axs[0].axvline(mu, color=\"grey\", linestyle=\"--\")\n", - "\n", - " # S0\n", - " axs[0].plot([reward.init_value], [0], 'ro')\n", - " axs[0].text(reward.init_value + 0.1, 0.01, \"$S_0$\", rotation=45)\n", - "\n", - " # Means\n", - " for i, mu in enumerate(reward.mus):\n", - " idx = abs(x - mu.numpy()) == min(abs(x - mu.numpy()))\n", - " axs[0].plot([x[idx]], [d[idx]], 'bo')\n", - " axs[0].text(x[idx] + 0.1, d[idx], \"Mode {}\".format(i + 1), rotation=0)\n", - "\n", - " axs[0].spines[['right', 'top']].set_visible(False)\n", - " axs[0].set_ylabel(\"Reward Value\")\n", - " axs[0].set_title(\"Line Environment\")\n", - " axs[0].set_ylim(0, max(d) * 1.1)\n", - "\n", - " if dual_plot:\n", - " axs[1].set_xlim(axs[0].get_xlim())\n", - " axs[1].set_xlabel(\"X Position\")\n", - " else:\n", - " axs[0].set_xlabel(\"X Position\")\n", - "\n", - " fig.tight_layout()\n", - " plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Hyperparameters" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "trajectory_length = 5\n", - "min_policy_std = 0.1\n", - "max_policy_std = 1.0\n", - "batch_size = 256\n", - "seed = 4444" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here, we are exploring Continuous GFlowNets in an exceedingly simple case: from an initial starting point on the number line, sample a set of increments such that we learn to sample from some reward distribution. Here, that reward distribution will be some mixture of Gaussians. Each step will be sampled from Gaussians as well distribution.\n", - "\n", - "The key difference with Continuous GFlowNets is that they sample some *delta* in a continuous space, instead of discrete actions. Typically, this means your GFlowNet uses a function approximator $f(\\cdot)$, which accepts the current state $s_{t}$, to predict the *paramaters of a distribution* $\\rho = \\{p_1, p_2, ..., p_n\\}$. Then your chosen distribution $D(\\rho)$ is used to sample a real-valued tensor $s_{\\Delta} \\sim D(\\rho)$ which is added to your current state to produce the next step in the state space $s_{t+1} = s_{t} + s_{\\Delta}$ (note, we no longer consider a DAG here, but rather a topological space with distinguished source and sink states).\n", - "\n", - "As an aside, note that both $s_{\\delta}$ and the distribution $D(\\rho)$ can be as complex as you want, but this adds a lot of complexity and room for bugs. So to get you started, we're going to work with $s_{\\delta}$ being a single scalar, and $D(\\rho)$ being a simple Gaussian distribution. At the end, we will point to resources covering more complex settings which involve sampling from mixtures of distributions.\n", - "\n", - "In our case, we want to increment along the number line in such a way that we learn to sample from some arbitrary multimodal distribution. So we need a distribution from which to sample these steps. Recall the formula of a Gaussian:\n", - "\n", - "$$g(x) = \\frac{1}{\\sigma\\sqrt{2\\pi}} exp \\big(-\\frac{1}{2} \\frac{(x-\\mu)^2}{\\sigma^2} \\big)$$\n", - ".\n", - "\n", - "To parameterize this, we will need a neural network to predict the parameters of the Gaussian: $\\mu$, the mean, and $\\sigma$, the standard deviation. We're also going to enforce that $ 0.1 <= \\sigma <= 2$ to help with convergence (see the hyperparameters above).\n", - "\n", - "In our setup, we will define a multimodal Gaussian distribution on the 1D line. We will also define an arbitrary starting point $S_0$ on the number line where all trajectories will start. The GFlowNet must sample increments along the number line such that it samples final values along the number line proportionally to the mixture distribution.\n", - "\n", - "We need to ensure there are no cycles in our state space to follow the theory of GFlowNets, but in this setup, a cycle would be easy to obtain. If we sampled first an increment of $+1$ and then an increment of $-1$, we could produce a cycle, and there are an infinite number of these on the real number line. To do so, let's simply include the count value, $t$, in the state $s_t$. In this setup, the state vector is `[x_position, n_steps]`, and the previous trajectory $[0, 0] \\rightarrow [1, 1] \\rightarrow [0, 2]$ would not be considered a cycle. This step counter can also be used to know when to terminate this process, otherwise we never sample a final value. In this case, let's always terminate when $t=5$ (see hyperparameters above). There are more sophisticated ways to handle termination, but they add complexity, and we want to focus this tutorial on only the core concepts.\n", - "\n", - "Since every state reachable by the backward policy must also be reachable by the forward policy, we also need to enforce that the final transition of the backward policy goes exactly to $S_0$. We'll cover how this happens later." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Defining the Environment\n", - "\n", - "First let's define our environment. We require a few things. First, we need a reward distribution. This will be a mixture of Gaussians on the real number line, each defined by a $\\mu$ and $\\sigma$. The reward at each point will simply be the sum of the PDFs at that point across all elements of the mixture. We also define $S_0$ as `init_value`." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/hd/jqxc7ns56l35q_zyk7xmptmw0000gn/T/ipykernel_11228/2321834419.py:7: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", - " Normal(torch.tensor(m), torch.tensor(s)) for m, s in zip(mus, self.sigmas)\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "class LineEnvironment():\n", - " def __init__(self, mus, variances, n_sd, init_value):\n", - " self.mus = torch.tensor(mus)\n", - " self.sigmas = torch.tensor([math.sqrt(v) for v in variances])\n", - " self.variances = torch.tensor(variances)\n", - " self.mixture = [\n", - " Normal(torch.tensor(m), torch.tensor(s)) for m, s in zip(mus, self.sigmas)\n", - " ]\n", - "\n", - " self.n_sd = n_sd\n", - " self.lb = min(self.mus) - self.n_sd * max(self.sigmas) # Convienience only.\n", - " self.ub = max(self.mus) + self.n_sd * max(self.sigmas) # Convienience only.\n", - "\n", - " self.init_value = init_value # Used for s0.\n", - " assert self.lb < self.init_value < self.ub\n", - "\n", - " def log_reward(self, x):\n", - " \"\"\"Sum of the exponential of each log probability in the mixture.\"\"\"\n", - " return torch.logsumexp(torch.stack([m.log_prob(x) for m in self.mixture], 0), 0)\n", - "\n", - " @property\n", - " def log_partition(self) -> float:\n", - " \"\"\"Log Partition is the log of the number of gaussians.\"\"\"\n", - " return torch.tensor(len(self.mus)).log()\n", - "\n", - "\n", - "env = LineEnvironment(mus=[-1, 1], variances=[0.2, 0.2], n_sd=4.5, init_value=0)\n", - "render(env)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Policies, Actions, and States\n", - "\n", - "Recall that in order to act in our environment, we have to do two things. First, we need to use a function approximator to predict the parameters of a distribution, then to sample from that distribution to produce the actions. Here, we have a neural network that outputs $\\mu$ and $\\sigma$ of the normal distribution, with the constraint that `min_policy_std <=` $\\sigma$ `<= max_policy_std`. Our policy is then this distribution object we can sample from:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "def get_policy_dist(model, x):\n", - " \"\"\"\n", - " A policy is a distribution we predict the parameters of using a neural network,\n", - " which we then sample from.\n", - " \"\"\"\n", - " pf_params = model(x)\n", - " policy_mean = pf_params[:, 0]\n", - " policy_std = torch.sigmoid(pf_params[:, 1]) * (max_policy_std - min_policy_std) + min_policy_std\n", - " policy_dist = torch.distributions.Normal(policy_mean, policy_std)\n", - "\n", - " return policy_dist" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To keep things simple, we'll enforce that all trajectories are exactly 5 steps. With probabilistic exit actions, the logic becomes more tricky, though it is often useful in some applications. \n", - "\n", - "For each forward action, we will add the action value to the current state, and increment the step counter. A backward action is simply the inverse: we will subtract the action value from the current state, and decrement the step counter.\n", - "\n", - "Given this distribution we retrieve from `get_policy_dist()`, we sample an action $s_{\\Delta} \\sim D(\\rho)$. Recall that our state representation is `(x_position, n_steps)`. In this case, we are sampling $x_{\\Delta} \\sim \\mathcal{N}(\\mu, \\sigma^2)$, and our next state is `(x_position + x_delta, n_steps + 1)`.\n", - "\n", - "We'll also define a function that initializes a state at $S_0$, which in our case has the `x_position` set to whatever we defined in our environment, and `n_steps` to 0." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "def step(x, action):\n", - " \"\"\"Takes a forward step in the environment.\"\"\"\n", - " new_x = torch.zeros_like(x)\n", - " new_x[:, 0] = x[:, 0] + action # Add action delta.\n", - " new_x[:, 1] = x[:, 1] + 1 # Increment step counter.\n", - "\n", - " return new_x\n", - "\n", - "\n", - "def initalize_state(batch_size, device, env, randn=False):\n", - " \"\"\"Trajectory starts at state = (X_0, t=0).\"\"\"\n", - " x = torch.zeros((batch_size, 2), device=device)\n", - " x[:, 0] = env.init_value\n", - "\n", - " return x" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Training Loop\n", - "\n", - "Below is a simple training loop. We're going to use Trajectory Balance (TB), so we need a forward model, backward model, and an estimate of logZ, along with an optimizer. So let's set those up first. We'll parameterize both the `forward_model` and the `backward_model` as two small neural networks, each taking in the state `[x_position, n_steps]` and outputting the parameters of a Normal distribution `[mean, standard_deviation]`. The `logZ` estimate is a scalar parameter. Note a common optimization trick for TB here, where the learning rate of `logZ` is faster than the other networks. \n", - "\n", - "These models will be used to predict the parameters of the policies themselves." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "def setup_experiment(hid_dim=64, lr_model=1e-3, lr_logz=1e-1):\n", - "\n", - " forward_model = torch.nn.Sequential(torch.nn.Linear(2, hid_dim),\n", - " torch.nn.ELU(),\n", - " torch.nn.Linear(hid_dim, hid_dim),\n", - " torch.nn.ELU(),\n", - " torch.nn.Linear(hid_dim, 2)).to(device)\n", - "\n", - " backward_model = torch.nn.Sequential(torch.nn.Linear(2, hid_dim),\n", - " torch.nn.ELU(),\n", - " torch.nn.Linear(hid_dim, hid_dim),\n", - " torch.nn.ELU(),\n", - " torch.nn.Linear(hid_dim, 2)).to(device)\n", - "\n", - " logZ = torch.nn.Parameter(torch.tensor(0.0, device=device))\n", - "\n", - " optimizer = torch.optim.Adam(\n", - " [\n", - " {'params': forward_model.parameters(), 'lr': lr_model},\n", - " {'params': backward_model.parameters(), 'lr': lr_model},\n", - " {'params': [logZ], 'lr': lr_logz},\n", - " ]\n", - " )\n", - "\n", - " return (forward_model, backward_model, logZ, optimizer)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, our training loop, which is greatly simplified due to the use of fixed-length trajectories. In our forward loop through the trajectory, we use our `forward_model` to calculate the `forward_policy`, sample an `action` from that policy, and finally calculate the log probability of that action an add it to `logPF`, which records the sum of the log probabilities (i.e., the product of the conditional probabilities, which is the probability of the trajectory). We store each new state in the trajectory.\n", - "\n", - "For the backward loop, we sample the parameters of a `backward_policy` from the `backward_model`, and evaluate the log probability of the observed action (`trajectory[:, t, 0] - trajectory[:, t - 1, 0]`) under this policy. The trajectory dimensions are `[batch_dim, trajectory_step, state]`. We use this to calculate the probability of the backward trajectory by accumulating the sum of `logPB`. Note that the `n_step` counter is only part of the state, not the action, so we can remove it when indexing on the `state` dimension.\n", - "\n", - "We finally calculate the `log_reward` from the terminal states under our environment reward, and calculate the trajectory balance loss, which we use to update the parameters of the `forward_model`, `backward_model`, and `logZ`.\n", - "\n", - "This should only take a few minutes to train:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Training iter 9900: (loss=0.642, estimated logZ=1.985, LR=0.001: 100%|██████████| 10000/10000 [00:34<00:00, 293.22it/s]\n" - ] - } - ], - "source": [ - "def train(seed, batch_size, trajectory_length, env, device, n_iterations=10_000):\n", - " \"\"\"Continuous GFlowNet training loop, with the Trajectory Balance objective.\"\"\"\n", - " seed_all(seed)\n", - " forward_model, backward_model, logZ, optimizer = setup_experiment() # Default hyperparameters used.\n", - " losses = []\n", - " tbar = trange(n_iterations)\n", - "\n", - " for it in tbar:\n", - " optimizer.zero_grad()\n", - "\n", - " x = initalize_state(batch_size, device, env)\n", - "\n", - " # Trajectory stores all of the states in the forward loop.\n", - " trajectory = torch.zeros((batch_size, trajectory_length + 1, 2), device=device)\n", - " logPF = torch.zeros((batch_size,), device=device)\n", - " logPB = torch.zeros((batch_size,), device=device)\n", - "\n", - " # Forward loop to generate full trajectory and compute logPF.\n", - " for t in range(trajectory_length):\n", - " policy_dist = get_policy_dist(forward_model, x)\n", - " action = policy_dist.sample()\n", - " logPF += policy_dist.log_prob(action)\n", - "\n", - " new_x = step(x, action)\n", - " trajectory[:, t + 1, :] = new_x\n", - " x = new_x\n", - "\n", - " # Backward loop to compute logPB from existing trajectory under the backward policy.\n", - " for t in range(trajectory_length, 2, -1):\n", - " policy_dist = get_policy_dist(backward_model, trajectory[:, t, :])\n", - " action = trajectory[:, t, 0] - trajectory[:, t - 1, 0]\n", - " logPB += policy_dist.log_prob(action)\n", - "\n", - " log_reward = env.log_reward(trajectory[:, -1, 0]) # Reward from the final state.\n", - "\n", - " # Compute Trajectory Balance Loss.\n", - " loss = (logZ + logPF - logPB - log_reward).pow(2).mean()\n", - " loss.backward()\n", - " optimizer.step()\n", - " losses.append(loss.item())\n", - "\n", - " if it % 100 == 0:\n", - " tbar.set_description(\"Training iter {}: (loss={:.3f}, estimated logZ={:.3f}, LR={}\".format(\n", - " it,\n", - " np.array(losses[-100:]).mean(),\n", - " logZ.item(),\n", - " optimizer.param_groups[0]['lr'],\n", - " )\n", - " )\n", - "\n", - " return (forward_model, backward_model, logZ)\n", - "\n", - "forward_model, backward_model, logZ = train(seed, batch_size, trajectory_length, env, device)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, we can view the behaviour of our GFlowNet by sampling new trajectories under fixed models. We'll plot two things. On top, we'll see the distribution of the final samples from each trajectory, alongside the original reward distribution. Underneath it, we'll show the `x_position` values at each step along the full trajectory. Note that at inference time, we only need the `forward_model`." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def inference(trajectory_length, forward_model, env, batch_size=10_000):\n", - " \"\"\"Sample some trajectories.\"\"\"\n", - "\n", - " with torch.no_grad():\n", - " trajectory = torch.zeros((batch_size, trajectory_length + 1, 2), device=device)\n", - " trajectory[:, 0, 0] = env.init_value\n", - "\n", - " x = initalize_state(batch_size, device, env)\n", - "\n", - " for t in range(trajectory_length):\n", - " policy_dist = get_policy_dist(forward_model, x)\n", - " action = policy_dist.sample()\n", - "\n", - " new_x = step(x, action)\n", - " trajectory[:, t + 1, :] = new_x\n", - " x = new_x\n", - "\n", - " return trajectory\n", - "\n", - "trajectories = inference(trajectory_length, forward_model, env)\n", - "render(env, trajectories)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# A Harder Example\n", - "\n", - "Well, it looks OK! Maybe not perfect (we could get there training for long enough with good hyperparameters), but let's move on. In this example, there's a reasonable amount of probability mass connecting the two modes of the distribution. Let's try to make the example harder by placing the modes far from $S_0$:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/hd/jqxc7ns56l35q_zyk7xmptmw0000gn/T/ipykernel_11228/2321834419.py:7: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", - " Normal(torch.tensor(m), torch.tensor(s)) for m, s in zip(mus, self.sigmas)\n" - ] - }, - { - "data": { - "image/png": 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Xr999PwOyTEzsiGpJqwUmTwaq2nVZPvb667efVxUHBwdcuHAB58+fh0MVfTh16tTB+PHj8eabb2Lr1q04f/48xo4di5KSErz00ksAgFdffRWXL1/Gm2++ifj4eKxZswYrV66scJ63334bBw8exMSJExEXF4fLly9j8+bNDxxMHRcXh7i4OBQVFSEnJwdxcXE4f/78gz4WIptVmzJvyeV9zZo1GDlyJD7//HPExsYiKysLWVlZyM/Pr+5HQ5ZA7BA/8+PkCTK2Xbsk6XZ1fv/Hrl13XiMPpr6XuwdTS5IklZaWSpMmTZLq168vOTs7S127dpWOHDlS4TVbtmyRmjRpIjk7O0vdunWTli9fXmEwtSRJ0pEjR6RHH31Ucnd3l+rUqSO1bt1a+vjjj+/7/gBUeoSGhlb78yGyNYaWeWsp7927d6+yvN8dG1k+hSRVdc9huwoKCuDp6Yn8/Hx4eHiIDodswPffA88//+DnrVkDDBtm+niIyLRY5smSsSuWqJYaNKjevVHDhiYOhIjMorplmWWeRGBiR1RLly8vB5AGQHePZ+jg4ZGPbt3MGBQRmYxSeQAPKvOurtdZ5kkIJnZEtZCXl4d33nkTwGQACigUf2+9u/19SckrSEm5Yu7wiMjIdDodJk+eiHuVefn70tJXsGPHH+YPkOweEzuiWvjkk09w8+ZNtGhxCevX6xAQUPHnwcFAq1YfoLz8B3z00UdigiQio1m7di3i4uLg4bEDK1YUVirzQUEK9Ou3EsBGTJ8+HXY2jJ0sACdPENVQQUEBgoKCUFhYiE2bNmHAgAEoLVVj/Pg1KCqqi3HjnsIjj6hw7NhhdOrUCY6OjkhISEBoaKjo0ImoBiRJQnR0NM6cOYMPP/wQM2bMqLLM5+bmICwsDCUlJdi2bRv69OkjOnSyI2yxI6qh5cuXo7CwEM2bN8dTTz0F4PZWQo0apaBVq7Po3l2CgwMQGxuLXr16oby83KQrzRORae3cuRNnzpxBnTp1MGHCBABVl3lfX1+88sorAIAFCxaIDJnsEBM7ohqQJAlfffUVAGDy5MlQKG6vPq9UKhEREYGIiAgolXeK16RJkwAAK1asQFlZmfkDJqJak8v8qFGj4O3tDeDeZV5eCPiPP/5AcnKy2WMl+8WuWKIaOHLkCGJjY+Hm5obs7Gy4u7vf9/nl5eUICwtDRkYG1q1bhyFDhpgpUiIyhps3b6JBgwZQq9U4deoUWrdu/cDX9OnTB9u3b8f06dM5xpbMhi12RDWwevVqAMDAgQMfmNQBgKOjI0aOHAng9uBrIrIuP/30E9RqNVq2bFmtpA4AXnzxRQC3y7ydtaGQQEzsiAxUXl6uT86GDx9e7dcNHToUAPD777+jsLDQJLERkWn873//A2BYmX/yySfh4uKCxMRExMXFmSgyooqY2BEZaOfOnbh27Rrq16+PRx99tMLP1Go15syZgzlz5kCtVlf4WevWrREREYFbt27hl19+MWfIRFQL6enp2LNnDwDg+b/tJXa/Mu/u7o4nnngCALB+/XrzBEt2j4kdkYE2b94MAHjmmWegUqkq/Vyj0UCj0VQ6rlAoMHjwYACs5ImsiXwj1rlzZ4SEhFT6+b3KPIAKZZ7dsWQOTOyIDCBJEn799VcAQP/+/Q1+vVzJ//777ygtLTVqbERkGnKZf/LJJw1+rdwdm5CQgLNnzxo7NKJKmNgRGeD8+fNISUmBi4sLHnnkEYNfHx0djcDAQNy6dQv79u0zQYREZEylpaXYsWMHAKBfv34Gv97d3R09e/YEAGzbts2osRFVhYkdkQHkO/eePXvCzc3N4NcrFAo89thjAICtW7caNTYiMr5du3ahtLQUQUFB1Z4N+3d9+/YFwMSOzIOJHZEB5MSuJnfuMlbyRNbj7jIvL0RuKLnM7927F8XFxUaLjagqTOyIqqm4uBgHDx4EADz++OM1Pk/v3r2hVCpx/vx5pKWlGSs8IjKBP//8E0DtynzTpk0REhICtVqtn11LZCpM7Iiq6cCBAygvL0doaCgaN25c5XMUCgVCQ0MRGhp6z7t7b29vxMbGAmCrHZElu3r1Ki5dugSFQoGHH364yudUp8wrFAq21JPZMLEjqqbdu3cDAHr06HHP56hUKowePRqjR4+ucikUmbz+nXxOIrI8cvls27atfm/Yv2OZJ0vDxI6omuQKWZ7hVhvdunUDAM6MJbJg1bmZqy65xe/MmTO4efNmrc9HdC9M7IiqoaioCEePHgUAdO/evdbn69y5MxwdHZGamoqUlJRan4+IjG/Xrl0AjHMz5+/vj8jISEiShAMHDtT6fET3wsSOqBrk8XVhYWEICwu75/PUajU+++wzfPbZZ5W2F7pbnTp1EBMTA4CtdkSWKD09HQkJCVAqlfoW9qpUt8wDd1rq9+7da9RYie7GxI6oGvbv3w+geq11JSUlKCkpeeDzWMkTWS55Bnx0dDQ8PT3v+9zqlnm5O5Y3c2RKTOyIquHQoUMAbnehGotcyTOxI7I8pizzx44dq1YiSFQTTOyIHkCn0+HIkSMAgE6dOhntvF27dgUAxMfH4/r160Y7LxHVnpzYGbPMh4aGIigoCOXl5fo6hcjYmNgRPcDFixdRUFAANzc3tGjRwmjn9fHxQWRkJADoJ2YQkXhqtRonTpwAYNzETqFQ6NewZJknU2FiR/QA8p17hw4d4OjoaNRzy5X84cOHjXpeIqq5U6dOoaysDD4+PmjSpIlRz92xY0cAYIsdmQwTO6IHMEWXjIyJHZHlkct8bGxsjfeHvRc5sWOLHZmKcZsfiGyQnHTJSdj9KBQKBAQE6L9+kLvv3iVJMvofESIynCE3c4aW+ZiYGCgUCqSkpCA7Oxv+/v61C5bobxSSJEmigzCngoICeHp6Ij8/Hx4eHqLDIQtXWFgILy8v6HQ6ZGRk6CtwY1Gr1fDw8EBZWRkuX75s9G4fIjJckyZNkJiYiG3btqFPnz5GP3+LFi1w/vx5bNmyBU8++aTRz0/2jV2xRPdx7Ngx6HQ6hISEGD2pAwAnJye0bdsWALtjiSxBTk4OEhMTAdxpUTc2jrMjUxKe2C1evBhhYWFwcXFBbGzsA3/RFy5ciKZNm8LV1RXBwcF44403cOvWLTNFS/ZG/n2sTjdsTXHMDZHlkMths2bN4OXlZZJrdOjQocK1iIxJ6Bi7devWYcqUKVi6dCliY2OxcOFC9O3bF/Hx8fDz86v0/DVr1uCdd97B8uXL0aVLF1y6dAmjR4+GQqHAggULBLwDsnXykgfy9l8PotFosHjxYgDAhAkToFKpHviadu3aAQBOnjxZwyiJyFjkciiXywepSZnn2FoyJaEtdgsWLMDYsWMxZswYREVFYenSpXBzc8Py5curfP7BgwfRtWtXPP/88wgLC0OfPn0wbNgwNmeTycTFxQGAvrv0QSRJQn5+PvLz81Hd4avyuePi4qDT6WoUJxEZh5zYmbLMt27dGk5OTsjNzcWVK1dqHCtRVYQldmq1GsePH0fv3r3vBKNUonfv3vjrr7+qfE2XLl1w/PhxfSJ35coV/Pbbb3jiiSfueZ2ysjIUFBRUeBBVR1FRES5fvgwAaNOmjcmu07x5czg7O6OgoABJSUkmuw4RPZihiV1NODk5ITo6GsCdXgEiYxGW2F2/fh1arbbSVG9/f39kZWVV+Zrnn38eH3zwAR566CGoVCqEh4ejR48eePfdd+95nblz58LT01P/CA4ONur7INt16tQpSJKEgICAKocGGItKpULLli0BsDuWSKT8/Hx9C5opEzvgzs3iqVOnTHodsj/CJ08YYvfu3ZgzZw6++uornDhxAhs2bMCvv/6KDz/88J6vmTZtmr6ZPD8/H2lpaWaMmKyZOe7cZfI1mNgRiSMPvQgJCYGPj49JryW32MnXJDIWYZMn6tevDwcHB2RnZ1c4np2djQYNGlT5mpkzZ+KFF17Ayy+/DABo1aoViouL8corr2D69OlQKivnqc7OznB2djb+GyCbJ1e4puyGlTGxIxLPnDdzbLEjUxHWYufk5ISYmBjs2LFDf0yn02HHjh3o3Llzla8pKSmplLw5ODgAQLUHrRJVl4hKnnfvROKY82audevWAID09HTcuHHD5Ncj+yG0K3bKlClYtmwZVq1ahQsXLmD8+PEoLi7GmDFjAAAjR47EtGnT9M/v378/lixZgrVr1yIpKQnbt2/HzJkz0b9/f32CR2QMGo0GZ8+eBWBYYqdQKODr6wtfX1+DljBo3bo1FAoFMjMzK7ViE5F51ORmrqZlvm7dumjcuDEAttqRcQldx27o0KHIycnBe++9h6ysLLRp0wZbt27VT6hITU2t0EI3Y8YMKBQKzJgxAxkZGfD19UX//v3x8ccfi3oLZKMuXLig3+6rUaNG1X6dSqXCP/7xD4Ov5+7ujsjISMTHx+PkyZN47LHHDD4HEdVcWVkZzp8/D8CwxK6mZR643TJ45coVxMXF4ZFHHqnROYj+TmhiBwATJ07ExIkTq/zZ7t27K3zv6OiIWbNmYdasWWaIjOyZfOfepk0bsy0e2rZtWyZ2RIKcPXsW5eXl8PHxMdvqCdHR0diwYQNb7MiorGpWLJG5nD59GoB5xtrI5GvJ1yYi85HLXXR0tNlu5jiBgkxBeIsdkSWSx9fJ68tVl0ajwbJlywAAY8eOrdb2QjL5WvK1ich85HLXqlUrg15XmzIvL3ly/vx5qNVqODk5GXRtoqqwxY6oCufOnQNgeGInSRJycnKQk5Nj8Ext+VoXL16EWq026LVEVDs1vZmrTZkPCQmBl5cXNBqNfnwfUW0xsSP6m5s3byIjIwMAEBUVZbbrhoSEoG7duigvL9dvZUZE5lHTFrvaUCgU+mVPzpw5Y7brkm1jYkf0N3JrXXBwMDw9Pc12XYVCwe5YIgFyc3Nx9epVAOa9mQOAFi1aAABb7MhomNgR/Y2c2MkVrjkxsSMyP7nMh4aGwsPDw6zXlusZOQai2mJiR/Q3NR1rYwxM7IjMT2SZZ2JHxsbEjuhv2GJHZF8sIbFLSkpCSUmJ2a9PtoeJHdHf1KaSVygU8PT0hKenZ43WwpKvmZiYyEqeyExElnl5OzJJknDhwgWDX0/0dwrJ0PnZVq6goACenp7Iz883+1gKsnzXrl3Tb2lXVFSEOnXqmD0GPz8/5OTk4NixY4iJiTH79YnsiSRJqF+/PnJzc3Hy5EmzLkou69GjB/bs2YNVq1Zh5MiRZr8+2Ra22BHdRe6Gbdy4sZCkDmB3LJE5ZWVlITc3F0qlEs2aNRMSA8fZkTExsSO6i8jxdTI5seO6VkSmJ99ARUREwMXFRUgMTOzImLilGNFdajuIWqPRYOXKlQCA0aNHG7S9kExeR+vixYs1ioGIqk8e19a8efMavd4YZZ6JHRkTEzuiu9S2xU6SJP1CpzUdvip3BzGxIzI9uZzVNLEzRpmX65vk5GQUFRXB3d29RuchAtgVS6QnSZLQZQ9k8h+YpKQk3Lp1S1gcRPagti12xlC/fn34+flViIeoppjYEf2/7Oxs5OXlQalUomnTpsLi8PPzg5eXF3Q6HfeMJTIxucVO1MQJGbcWI2NhYkf0/+QKvlGjRsIGUQO318VidyyR6eXl5SErKwsAhN7MAXcSy/j4eKFxkPVjYkf0/+QkSnQFD3CcHZE5yElUQECA8HVN5XqHZZ5qi4kd0f+TK3nRXTLAnfE+HG9DZDqWML5OxhY7MhbOiiX6f8ZqsXNzc6t1LGyxIzI9Y42vM0aZl+udy5cvo7y8HI6O/PNMNcPfHKL/Z4wWOycnJ7z55pu1juXuu3edTgelko3rRMZmjMTOWGU+JCQELi4uuHXrFpKTk9GkSZNan5PsE/9aEAEoLS1FcnIyAMvoim3cuDFUKhVKSkqQnp4uOhwim2QpM2IBQKlUIjIyEgBb6ql2mNgRAUhISIAkSfDy8oKvr6/ocODo6IiIiAgArOSJTEGj0SAxMRGAZYyxAzjOjoyDiR0RKt65KxSKGp9H3l5o5cqV0Gg0tYpJruQ5gYLI+BISElBeXg53d3cEBATU+DymKPO8maPa4Bg7Ity5Q67txAlJkpCSkqL/ujZYyROZjrFu5oxZ5uX6hy12VBtssSOCZY21kTGxIzIdlnmyVUzsiGC8Fjtjksf9sJInMj65XFnK+DoA+skTOTk5yM3NFRwNWSsmdmT3JEmyyLt3OcnMyspCXl6e2GCIbIw8dtWSyry7uzuCgoIAsDuWao6JHdm9zMxMFBUVwcHBAeHh4aLD0atbt65+UPelS5cER0NkOyRJ0pcpS2qlBzgzlmqPiR3ZPbm1rnHjxnBychIcTUXykidM7IiMJycnB/n5+VAoFBZ1Mwdwz1iqPSZ2ZPeMvUesSqWCSqUyyrnkxO7y5ctGOR8R3SlPwcHBcHFxqfX5jFnm2WJHtcXlTsjuGXPihJOTE959991an0cmD6ZmYkdkPHJ5km+casPYZZ4tdlRbbLEju5eQkADAOJW8sbHFjsj45PIk3zhZEjmmK1euQKvVCo6GrBETO7J78rZCljbWBqg4xq62i58S0W3ymFVLvJkLDg6Gs7Mz1Go1UlNTRYdDVoiJHdk1nU6HpKQkAMZJ7MrLy7FmzRqsWbMG5eXltT5feHg4FAoFCgoKkJOTU+vzEZFxu2KNXeaVSiUaN24MgC31VDNM7MiuZWRkoKysDCqVCsHBwbU+n06nw+XLl3H58mXodLpan8/FxUUfFyt5otqTJMmowy+MXeaBO3HJcRIZgokd2TW54gwLC4ODg4PgaKrGCRRExpOZmYni4mIolUo0atRIdDhV4thaqg0mdmTXLHl8nYyVPJHxyOUoLCzM4tatlDVp0gQAyzzVDBM7smvWlNhxkWKi2pPLkSXOiJXxZo5qg4kd2TVrSuxYyRPVnjEnTpiKHFtSUpJRJmSQfWFiR3bNGhI7uWUhISGBS54Q1ZI1JHZBQUFwdnaGRqPhkidkMCZ2ZLckSbKKxK5Ro0ZwcHBAcXExMjMzRYdDZNWsIbFTKpX6Ookt9WQobilGdis3Nxf5+fkAoF83qracnJwwa9Yso5xLplKpEBYWhsTERFy6dAkBAQFGPT+RvdDpdEbfacYUZR64Hd/58+dx+fJl9O3b1+jnJ9vFFjuyW3JrXUBAAFxdXQVHc38cZ0dUe2lpaSgrK4OjoyNCQ0NFh3NfLPNUU0zsyG5ZQzesjJU8Ue3J5Sc8PByOjpbdYcVFiqmmLPs3m8iETJHYlZeXY+PGjQCAp59+2mh/PLhIMVHtmWJ8nanKPNeyo5piix3ZLTmxkytQY9DpdDh//jzOnz9vtO2FALbYERmDKRI7U5d5LnlChmJiR3bLGrtiExISjPrHg8ieyIsTW/KMWFlgYCBcXFxQXl6O5ORk0eGQFWFiR3bLmhK7kJAQqFQqlJWVIS0tTXQ4RFbJGpY6kSmVSnbHUo0wsSO7VFJSgqtXrwKwjsTO0dFRvyQLB1MTGU6r1SIpKQmAdSR2wJ1hIizzZAgmdmSXrly5AgDw8vKCj4+P4GiqR05A5ZZGIqq+9PR0aDQaqFQqBAUFiQ6nWji2lmqCiR3ZJWvqhpUxsSOqObnchIWFwcHBQXA01cPEjmqCiR3ZJSZ2RPbFGss8x9hRTXAdO7JLpqrkVSoVpk2bpv/amJjYEdWcPPzCmsq8nNilpKSgvLzc4hdVJsvAFjuyS6ZK7BQKBZycnODk5ASFQmHUc9+d2EmSZNRzE9k6ucwba19omSnLfGBgIJydnVFeXo7U1FSjnptsFxM7skvW2C3TqFEjKBQKFBYW4vr166LDIbIq1ljmlUolGjVqBIAt9VR9TOzI7ty94KexK/ny8nJs2rQJmzZtMvpq8S4uLggMDATASp7IUKbqijVlmQfuxCvHT/QgTOzI7qSlpaG8vBzOzs76RMlYdDodTp06hVOnTplkhwiOsyMyXG5uLvLy8gBA3wJmLCzzZGmY2JHdkSvIRo0aQam0riLASp7IcHJ5adCgAerUqSM4GsPIYwJZ5qm6rOuvGpERWONYGxkTOyLDmaob1hxY5slQTOzI7jCxI7IvppoRaw53j7HjbHiqDiZ2ZHeY2BHZF2tuseNseDIUEzuyO7aQ2GVlZaG4uFhwNETWwZrLPGfDk6GY2JFdkSTJqit5b29veHt7A+DyB0TVZc1dsQAnUJBhuD8J2ZVr166hqKgICoXC6MseALe3FJo6dar+a1MIDw/HsWPHkJCQgFatWpnkGkS2oqysDOnp6QBMczNnrjK/d+9e3sxRtbDFjuyKfMcbHBwMZ2dno59foVCgTp06qFOnjtG3F5LJ+0fy7p3owZKTkyFJEurUqQM/Pz+jn98cZZ5ja8kQTOzIrlhzN6yMlTxR9d3dDWuqxMvUWObJEMITu8WLFyMsLAwuLi6IjY3FkSNH7vv8vLw8TJgwAQ0bNoSzszMiIyPx22+/mSlasnamTuzKy8vx66+/4tdffzXJ9kIAK3kiQ5h6RizLPFkaoYndunXrMGXKFMyaNQsnTpxAdHQ0+vbti2vXrlX5fLVajUcffRTJycn48ccfER8fj2XLlhl9WyiyXaZO7HQ6HY4dO4Zjx46ZZHshgJU8kSFsoczLkycyMzNRUlJikmuQ7ahRYpeYmIgZM2Zg2LBh+iTs999/x7lz5ww6z4IFCzB27FiMGTMGUVFRWLp0Kdzc3LB8+fIqn798+XLk5uZi06ZN6Nq1K8LCwtC9e3dER0fX5G2QHbKlrtiUlBRoNBrB0RBZNmufEQsAPj4+8PT0BAAkJSUJjoYsncGJ3Z49e9CqVSscPnwYGzZsQFFREQDg1KlTmDVrVrXPo1arcfz4cfTu3ftOMEolevfujb/++qvK1/z888/o3LkzJkyYAH9/f7Rs2RJz5syBVqs19G2QnbKFxK5hw4ZwcXGBVqtFamqq6HCILJo1L04sUygUbKmnajM4sXvnnXfw0UcfYfv27XByctIff+SRR3Do0KFqn+f69evQarXw9/evcNzf3x9ZWVlVvubKlSv48ccfodVq8dtvv2HmzJn4/PPP8dFHH93zOmVlZSgoKKjwIPtUWFiob2G25kpeqVRyXSuiapAkySYSO4BDMKj6DE7szpw5g6effrrScT8/P5Nvd6LT6eDn54f//Oc/iImJwdChQzF9+nQsXbr0nq+ZO3cuPD099Y/g4GCTxkiWS67g69Wrp+/WsFas5IkeLDMzE6WlpVAqlQgJCREdTq2wzFN1GZzYeXl5ITMzs9LxkydPGjSJoX79+nBwcEB2dnaF49nZ2WjQoEGVr2nYsCEiIyPh4OCgP9a8eXNkZWVBrVZX+Zpp06YhPz9f/0hLS6t2jGRbbKEbVsZKnujB5Ju5kJCQCj1M1khupecixfQgBid2zz33HN5++21kZWVBoVBAp9PhwIEDmDp1KkaOHFnt8zg5OSEmJgY7duzQH9PpdNixYwc6d+5c5Wu6du2KhISECjOPLl26hIYNG96z0Do7O8PDw6PCg+wTEzsi+8IyT/bI4C3F5syZgwkTJiA4OBharRZRUVHQarV4/vnnMWPGDIPONWXKFIwaNQrt27dHx44dsXDhQhQXF2PMmDEAgJEjRyIwMBBz584FAIwfPx5ffvklJk+ejEmTJuHy5cuYM2cOXnvtNUPfBtkhc1TyKpUKkydP1n9tKqzkiR7MHDNizV3mk5KSoNVqK/RcEd3N4MTOyckJy5Ytw8yZM3H27FkUFRWhbdu2iIiIMPjiQ4cORU5ODt577z1kZWWhTZs22Lp1q35CRWpqKpTKO42KwcHB2LZtG9544w20bt0agYGBmDx5Mt5++22Dr032xxyJnUKhgJeXl8nOL5Pfw5UrVyBJktWuqE9kSuaYOGGuMh8UFASVSgWNRoP09HSEhoaa/JpknRSSJEmigzCngoICeHp6Ij8/n92ydqZx48ZISkrC3r170a1bN9Hh1IparYarqyt0Oh0yMzPvOS6VyJ517twZhw4dwvr16zFo0CDR4dRa06ZNcenSJezcuRM9e/YUHQ5ZKINb7F588cX7/vxeiwsTiaRWq5GSkgLAtHfvWq1WP260V69eJusucXJyQnBwMFJSUpCYmMjEjqgK5milN1eZB27fnF66dAmJiYlM7OieDE7sbt68WeF7jUaDs2fPIi8vD4888ojRAiMyppSUFOh0Ori6uqJhw4Ymu45Wq9UvsN2jRw+TVvLh4eH6xK5r164muw6RNSosLEROTg4A046xM3eZBzi2lu7P4MRu48aNlY7pdDqMHz/eJmYekW26exC1rYxHCw8Px86dO7n8AVEVbGndShkTO6qOGu0VW+kkSiWmTJmCf/3rX8Y4HZHR2dKyBzJW8kT3xjJP9sooiR1w+xetvLzcWKcjMiq5ImzSpIngSIyH24oR3ZvcYmfKblhzu3s2PNG9GNwVO2XKlArfS5KEzMxM/Prrrxg1apTRAiMyJlu+e2clT1SZLZb5Ro0aAQDy8vKQm5sLHx8fwRGRJTI4sTt58mSF75VKJXx9ffH5558/cMYskSi2WMnL7yU7OxtFRUVwd3cXHBGR5bDFMu/m5oaGDRsiMzMTiYmJTOyoSgYndrt27TJFHEQmI0mSWRYqNTdPT0/4+PggNzcXV65cQevWrUWHRGQxbLErFrhdh8mJXYcOHUSHQxbI4MSOyNpkZmaitLQUDg4OJl+tXaVSYfz48fqvTS08PBy5ublITExkYkf0/8rLy82ybiUgpszv37+fY2vpnqqV2LVt27baS0ScOHGiVgERGZtcAYaEhJi84lUoFPDz8zPpNe4WHh6Oo0ePcpwd0V3S0tJQXl4OZ2dnBAQEmPRaIso8wLG1dG/VSuwGDhxo4jCITMcWx9rIuPwBUWVyeWjUqFGF/cZtAWfD04NUK7GbNWuWqeMgMhlzJnZarRb79u0DAHTr1s2kq9ADrOSJqmLLZZ4tdvQgHGNHNs/clfyePXsAAF26dGElTySAOSdLiSrz6enpKCsrg7Ozs0mvR9bH4DZqrVaL+fPno2PHjmjQoAF8fHwqPIgsjT10xSYnJ3OBcKL/d/cWgramfv36cHd3hyRJSEpKEh0OWSCDE7v3338fCxYswNChQ5Gfn48pU6bgmWeegVKpxOzZs00QIlHtJCQkALDNxC4gIADOzs4oLy9HWlqa6HCILIIt38wpFAq21NN9GZzYrV69GsuWLcM///lPODo6YtiwYfjmm2/w3nvv4dChQ6aIkajG5BXaAdu8e1cqlfrV6DnOjsh21628GydN0f0YnNhlZWWhVatWAAB3d3fk5+cDAJ588kn8+uuvxo2OqJbkis/Pzw9169YVHI1p8O6d6I4bN26goKAAABAWFiY2GBPhpCm6H4MTu6CgIGRmZgK4/Qfljz/+AAAcPXqUgzjJ4thyl4yMlTzRHXI5CAwMhKurq+BoTIM3c3Q/Bid2Tz/9NHbs2AEAmDRpEmbOnImIiAiMHDmSe8WSxbGHxI7dMkR32Ho3LMAyT/dX7eVOvvzyS4wYMQLz5s3THxs6dChCQkLw119/ISIiAv379zdJkEQ1Ze7EztHRES+//LL+a3Pg3TvRHeaeESuizMvv7cqVK9DpdDa3CDPVTrV/G6ZPn46AgAAMHz4cO3fu1B/v3LkzpkyZwqSOLJK5EzulUonAwEAEBgaarbK9++5dkiSzXJPIUtlDmQ8JCYGDgwNu3bqFrKwss1yTrEe1fwuzsrKwdOlSXL16FY8++igaNWqEDz/8kEsskEWTK/kmTZoIjsR05AHiBQUFuHHjhthgiASzh65YlUqF0NBQAOyOpcqqndi5urpi5MiR2LVrFy5fvowXXngB//3vf9GoUSM89thjWL9+PTQajSljJTJIWVkZ0tPTAZivktdqtThw4AAOHDgArVZrlmu6uroiMDAQACt5InN3xYoo8wAnTdG91ajduHHjxvjggw+QlJSE33//HfXq1cPo0aP1f1yILEFSUhIkSYK7uzt8fX3Nck2tVos///wTf/75p1kreY6zIwJKS0uRkZEBwLw3cyLLPBM7+rtaDQhQKBRwdHSEQqGAJElssSOLcvdYG4VCITga0+LdO9HtrfUAwMPDA/Xq1RMbjInxZo7upUaJXVpaGj744AM0btwYjz76KK5evYply5bp17cjsgT2sNSJjHfvRBW7YXkzR/aq2nOz1Wo1NmzYgOXLl2Pnzp1o2LAhRo0ahRdffNEmt2oi62ePiR3v3sme2WOZZ2JHf1ftxK5BgwYoKSnBk08+iS1btqBv375cO4csGit5IvtiDzNiZXKDyvXr11FQUAAPDw/BEZGlqHZmNmPGDKSlpeHHH3/E448/zqSOLF5CQgIA+6rkMzIyUFpaKjgaIjHs6WbOw8MD9evXB8CWeqqo2tnZlClTzDazkKi2tFotkpKSANhHJV+vXj39Hbv8vonsjbmXOhGNLfVUFfPsf0JkZhkZGVCr1XB0dERwcLDZruvo6IhRo0bpvzYXhUKB8PBwnDx5EleuXEFUVJTZrk1kCXQ6nZCbOVFlHrj9Pg8fPswWO6qAiR3ZJPkONiwszKyVrVKp1O8EYW6NGzfGyZMnefdOdikjIwNlZWVmv5kTXeYBtthRRRwoRzbJnsbayNgtQ/ZMbrUy982cSCzzVBX7+O0nuyMqsdNqtTh+/DgAICYmBg4ODma7Npc8IXvGMk90W7USuylTplT7hAsWLKhxMETGIrKS//333wEAbdq0EVLJ8+6d7JGoiRMiy7z8XlNSUqDRaKBSqcx2bbJc1UrsTp48WeH7EydOoLy8HE2bNgUAXLp0CQ4ODoiJiTF+hEQ1YI9dsXIln5SUBJ1OxyWJyK7YY5lv2LAhXFxccOvWLaSmptrVe6d7q1Zit2vXLv3XCxYsQN26dbFq1Sp4e3sDAG7evIkxY8agW7dupomSyACSJNllJR8cHAxHR0eUlZUhIyPDrAPIiUSzxzKvVCrRuHFjnD9/HleuXLGr9073ZvAt/eeff465c+fqkzoA8Pb2xkcffYTPP//cqMER1URubi7y8/MB2M96VsDtpRbk2Xkcc0P2xh4TO4AzY6kygxO7goIC5OTkVDqek5ODwsJCowRFVBtyBdewYUO4ubkJjsa8WMmTPbp58yZu3rwJwL5u5gCOraXKDE7snn76aYwZMwYbNmxAeno60tPT8dNPP+Gll17CM888Y4oYiQwiV3BNmjQRHIn5sZIneyS3UPv7+6NOnTqCozEvzoylvzN4uZOlS5di6tSpeP7556HRaG6fxNERL730Ej777DOjB0hkKHvtkgFYyZN9YpnnzRzdYVBip9VqcezYMXz88cf47LPPKhQme7tLIsslspJ3dHTEsGHD9F+bG7tiyR6xzN/+DCRJgkKhMHsMZFkM+i10cHBAnz59cOHCBTRq1AitW7c2VVxENZaQkABATCWvVCoRGRlp9uvKePdO9khkYie6zDdq1AgKhQJFRUW4fv06fH19hcVClsHgMXYtW7ZkNw9ZNHvulpHv3nNzc5GXlyc2GCIzkf8m2WOZd3Z2RlBQEADe0NFtBid2H330EaZOnYpffvkFmZmZKCgoqPAgEqmkpASZmZkAxFTyWq0WcXFxiIuLg1arNfv13d3d4e/vD4Dj7Mh+iNp1AhBf5gEOwaCKDB4Q8MQTTwAAnnrqqQp9+XLfvqhfbCLgTjLj6ekJHx8fs19fq9Vi8+bNAICoqCizbi8ka9y4MbKzs5GYmIh27dqZ/fpE5lRWVoa0tDQA4m7mRJf58PBw7Nmzh4kdAahBYnf3LhRElubublh7HUQcHh6Ov/76i5U82YXk5GRIkoQ6derAz89PdDhCcDY83c3gxK579+6miIPIKOx5DTsZK3myJ7yZY1csVVTjudklJSVITU2FWq2ucJwzZUkkeUasPSd2rOTJntjzxAkZZ8PT3QxO7HJycjBmzBj8/vvvVf6cY+xIJJFLnVgKVvJkT0ROnLAUcpnPzMxESUmJ3W2lSBUZPCv29ddfR15eHg4fPgxXV1ds3boVq1atQkREBH7++WdTxEhUbWyxu1PJp6WlVWpRJ7I19ry8kczb2xuenp4AgKSkJMHRkGgGJ3Y7d+7EggUL0L59eyiVSoSGhmLEiBH49NNPMXfuXFPESFQtarUaKSkpAOw7sfP394ebmxt0Op3+8yCyVUzsAIVCwZZ60jM4sSsuLtbPPPL29kZOTg4AoFWrVjhx4oRxoyMyQEpKCnQ6HVxdXdGwYUMhMTg6OmLQoEEYNGiQkO2FgNuVPMfZkT3Q6XTCx9hZQpkHOGmK7jD4t7Bp06aIj49HWFgYoqOj8fXXXyMsLAxLly4V9seUCKg4vk7U7DilUokWLVoIufbdwsPDcfbsWSZ2ZNMyMzNx69YtODg4ICQkREgMllLmeTNHMoMTu8mTJ+tX9p81axYee+wxrF69Gk5OTli5cqWx4yOqNi51cgfv3skeyL/foaGhUKlUgqMRi12xJDM4sRsxYoT+65iYGKSkpODixYsICQlB/fr1jRockSEsYeKETqfDhQsXAADNmzeHUmnwaAej4N072QNLmBFrKWWeN3MkM/g38O+/NG5ubmjXrh2TOhLOEhK78vJy/Pjjj/jxxx9RXl4uLA7evZM9sISJE5ZS5uXkNikpicuO2TmDE7smTZogJCQEL7zwAv773//q/5gSicY17O64++5dkiTB0RCZhiUkdpYiODgYKpUKarUaGRkZosMhgQxO7NLS0jB37ly4urri008/RWRkJIKCgjB8+HB88803poiR6IG0Wq1+/SaOsbs95kipVKKkpATZ2dmiwyEyCSZ2dzg4OCAsLAwAu2PtncGJXWBgIIYPH47//Oc/iI+PR3x8PHr37o0ffvgB48aNM0WMRA+Unp4OtVoNlUqF4OBg0eEI5+TkpP8c2B1Ltkr0UieWhmNrCahBYldSUoI//vgD7777Lrp06YLWrVvj1KlTmDhxIjZs2GCKGIkeSO6Gbdy4MRwcHARHYxk4zo5sWUFBAa5fvw7AvrcTuxvLPAE1mBXr5eUFb29vDB8+HO+88w66desGb29vU8RGVG3skqksPDwcO3fuZLcM2ST5Zs7X1xd169YVHI1l4MxYAmqQ2D3xxBPYv38/1q5di6ysLGRlZaFHjx6IjIw0RXxE1WIJM2ItDbtlyJZdvnwZABARESE4EsvBMk9ADRK7TZs2AQBOnz6NPXv24I8//sDMmTPh6OiIHj16YPXq1caOkeiBLCWxc3BwwIABA/Rfi8RuGbJlcpkXndixzJOlqfHGdq1atUJ5eTnUajVu3bqFbdu2Yd26dUzsSAhLWerEwcEBbdq0ERqDjJU82TJLabGzpDIvt9jdvHkTN2/e5DApO2Xw5IkFCxbgqaeeQr169RAbG4vvv/8ekZGR+Omnn5CTk2OKGInuS5IkbidWBTmxu3btGoqKigRHQ2RclpLYWZI6deqgQYMGAMA1Zu2YwS1233//Pbp3745XXnkF3bp1g6enpyniIqq2rKwslJSUQKlU6tdxEkWn01XoFha1vRAAeHp6wsfHB7m5ubhy5Qpat24tLBYiY5MTO9E3c5ZU5oHbiW5WVhYuX76MDh06CI2FxDA4sTt69Kgp4iCqMblSDQ0NhZOTk9BYysvL8f333wMApk2bJjye8PBw5ObmIjExkYkd2Yz8/Hx9D5HoFjtLK/ORkZHYt2+fPvEl+1OjW4t9+/ZhxIgR6Ny5s37rku+++w779++vURCLFy9GWFgYXFxcEBsbiyNHjlTrdWvXroVCocDAgQNrdF2yDVzq5N7kz4TdMmRL5N9nf39/LnXyN3Kiy8TOfhmc2P3000/o27cvXF1dcfLkSZSVlQG4fQc1Z84cgwNYt24dpkyZglmzZuHEiROIjo5G3759ce3atfu+Ljk5GVOnTkW3bt0MvibZFkuZEWuJWMmTLbKUblhLxDJPBid2H330EZYuXYply5ZBpVLpj3ft2hUnTpwwOIAFCxZg7NixGDNmDKKiorB06VK4ublh+fLl93yNVqvF8OHD8f7773PFcWJidx+s5MkWWcpSJ5aIZZ4MTuzi4+Px8MMPVzru6emJvLw8g86lVqtx/Phx9O7d+05ASiV69+6Nv/76656v++CDD+Dn54eXXnrpgdcoKytDQUFBhQfZFiZ29yYvHM5KnmwJZ8Temzz84ubNm7hx44bgaEgEgxO7Bg0aVDleZ//+/Qa3nl2/fh1arRb+/v4Vjvv7+yMrK6vK1+zfvx///e9/sWzZsmpdY+7cufD09NQ/uEG8bZEkyWLWsLNE8h++jIwMFBcXC46GyDiY2N2bm5sbgoKCAPCGzl4ZnNiNHTsWkydPxuHDh6FQKHD16lWsXr0aU6dOxfjx400Ro15hYSFeeOEFLFu2DPXr16/Wa6ZNm4b8/Hz9Iy0tzaQxknnl5uYiPz8fADcCr4qPjw/q1asHgBMoyHZwjN39sTvWvhm83Mk777wDnU6HXr16oaSkBA8//DCcnZ0xdepUTJo0yaBz1a9fHw4ODsjOzq5wPDs7W7/I4t0SExORnJyM/v3764/pdLrbb8TREfHx8ZVabZydneHs7GxQXGQ95GQlMDAQbm5ugqO5vQr9448/rv/aEkRERODGjRu4dOkSoqOjRYdDVCt5eXm4fv06AMtI7Cy1zO/atQuXLl0SHQoJYHBip1AoMH36dLz55ptISEhAUVERoqKi4O7ujtLSUri6ulb7XE5OToiJicGOHTv0S5bodDrs2LEDEydOrPT8Zs2a4cyZMxWOzZgxA4WFhVi0aBG7We2QpXXDOjg4oGPHjqLDqCAiIgKHDh3i3TvZBLnMN2jQwCKWOrHUMg+wxc5e1XivWCcnJ0RFRQG4PUFhwYIF+PTTT+85Nu5epkyZglGjRqF9+/bo2LEjFi5ciOLiYowZMwYAMHLkSAQGBmLu3LlwcXFBy5YtK7zey8sLACodJ/sgV1zyJAGqjBMoyJawG/bBmNjZt2ondmVlZZg9eza2b98OJycnvPXWWxg4cCBWrFiB6dOnw8HBAW+88YbBAQwdOhQ5OTl47733kJWVhTZt2mDr1q36CRWpqanCt2ghyyV3NVhKYqfT6ZCamgoACAkJsYjfXbmSZ7cM2QJLW+rEksv85cuXIUkSFAqF4IjInKqd2L333nv4+uuv0bt3bxw8eBCDBw/GmDFjcOjQISxYsACDBw+u8fiCiRMnVtn1CgC7d+++72tXrlxZo2uSbbC0xK68vByrVq0CYBnbCwG8eyfbYmkzYi2xzDdu3BgKhQKFhYW4du1apZUnyLZVO7Fbv349vv32Wzz11FM4e/YsWrdujfLycpw6dYp3AySEJEkWl9hZIvkPYE5ODvLy8vTDF4iskaUldpbIxcUFISEhSElJweXLl5nY2Zlqtxmnp6cjJiYGwO3xbM7OznjjjTeY1JEw2dnZKCwshFKp5FIn91G3bl39LHO22pG144Lk1cOWevtV7cROq9VWaGJ2dHSEu7u7SYIiqg65tS4sLIxL2jwAK3myBZa21IklY5m3X9XuipUkCaNHj9b/Ab116xZeffVV1KlTp8LzNmzYYNwIie6B3bDVFxkZiX379nECBVk1OUlp2LAhGxYegLPh7Ve1E7tRo0ZV+H7EiBFGD4bIEEzsqo9372QLuNRJ9bHM269qJ3YrVqwwZRxEBmNiV32s5MkWWNpSJ5ZM/owSEhK45ImdqfECxUSiWWJi5+DggN69e+u/thTyZ3Tp0iVW8mS1LHFGrKWW+UaNGsHBwQHFxcXIzMxEQECA6JDITJjYkVXSarX6u3dLS+y6du0qOoxK5C3X8vPzcf36dfj6+gqOiMhw8fHxAFjmq0OlUiEsLAyJiYm4fPkyEzs7In6JbKIaSElJgUajgbOzM/cIrgZXV1eEhIQA4A4UZJ0kSdIndk2bNhUcjXXgEAz7xMSOrJKcnDRp0sQitvCR6XQ6ZGRkICMjAzqdTnQ4FbCSJ2uWnZ2NgoICKJVKi5o8wTJPlsZy/iISGcASx9cBt7cX+uabb/DNN9+gvLxcdDgVsJInaya31lnaupXWUObZSm9fmNiRVbLUxM6S3T2BgsjaXLx4EQDQrFkzwZFYD/mzkpNisg9M7Mgqya1OTOyqjy12ZM04vs5w8meVkJAAjUYjOBoyFyZ2ZJXYYme4uxM7SxsLRPQgTOwMFxQUBDc3N2g0GiQlJYkOh8yEiR1ZnVu3biElJQUAEztDNG7cGI6OjigpKUF6errocIgMInfFMrGrPqVSqf+85M+PbB8TO7I6iYmJkCQJnp6eXI/NACqVSj+bkJU8WZOysjIkJycD4Bg7Q3Gcnf1hYkdW5+5uWO6gYBi5kmdiR9YkISEBOp0OHh4e8Pf3Fx2OVWGLnf3hzhNkdeQKyhK7YR0cHNC9e3f915amefPm2LRpEyt5sip3j6+ztJs5Sy/zvJmzP0zsyOpcuHABwO0kxdI4ODigR48eosO4J7mSlz9DImtgyePrrKnMc59o+8CuWLI6lpzYWTrevZM1klvsOL7OcBEREVAoFLh58yauX78uOhwyAyZ2ZFUkSdInJZaY2EmShGvXruHatWuQJEl0OJXIfxizsrKQl5cnNhiiarLkpU4svcy7ubnp94nmBAr7wMSOrEpGRgaKiorg6OhoUftFyjQaDZYsWYIlS5ZY5IKgHh4eCAgIAMBKnqzD3TdzlpjYWXqZB9hSb2+Y2JFVkbthw8PDoVKpBEdjnVjJkzW5du0a8vPzoVAoLPJmzhqwzNsXJnZkVTi+rvY4gYKsidyyHBYWBldXV8HRWCcmdvaFiR1ZFSZ2tSd/dqzkyRpY8vg6a8G17OwLEzuyKkzsao9372RNLHl8nbWQy3xSUhLKysoER0OmxsSOrAoTu9qTK/nExESLHexNJGOLXe01aNAAHh4e0Ol0SEhIEB0OmRgTO7Iaubm5uHbtGgCuZ1UbgYGBcHd3R3l5OSt5snjnz58HwJu52lAoFGyptyNM7MhqyBVScHAw3N3dBUdTNQcHB3Tu3BmdO3e2yO2FAFbyZD2Ki4uRnJwMAGjRooXYYO7BGso8wHF29oRbipHVkLthLbm1zsHBAX369BEdxgM1a9YMx44dYyVPFi0+Ph6SJKF+/frw9fUVHU6VrKnMA0zs7AFb7MhqcHyd8bCSJ2sgd8NGRUUJjsT6yfWm/JmS7WKLHVkNa0jsJElCfn4+AMDT09NiN9yWP0OuZUeW7Ny5cwAsO7GzljIvd2VfuHABOp0OSiXbdWwV/2fJalhDYqfRaLBo0SIsWrTIomec3t1iZ4n7WxIBd1qXLHV8HWA9ZT48PBzOzs4oLS1FUlKS6HDIhJjYkVUoLS3VD6K25MTOWjRp0gSOjo4oLCxERkaG6HCIqsSuWONxcHDQ39DJLaFkm5jYkVW4dOkSJEmCj4+PxQ6itiZOTk6IjIwEAJw9e1ZwNESVlZaW4sqVKwCY2BlLy5YtATCxs3VM7Mgq3N0Na6ljWKyN3L3FSp4sUXx8PHQ6Hby9veHv7y86HJsgl3nezNk2JnZkFeQuGUte6sTayHfvrOTJEt09vo43c8bBmzn7wMSOrIKcfLRq1UpwJLaDlTxZMo6vMz65zF+8eBFarVZwNGQqTOzIKpw5cwbAnVYmqr27x9vodDrB0RBVxMTO+Bo1agRXV1eUlZUhMTFRdDhkIkzsyOKVlJToKyFLT+yUSiXat2+P9u3bW/w6UeHh4XByckJJSQlSUlJEh0NUgTWsYQdYV5lXKpX6z5NDMGyXZf8WEuH2xAlJkuDr62vxg6gdHR3Rr18/9OvXD46Olr3+t6Ojo37pGFbyZEnKysqQkJAAwLLXsAOsq8wDHIJhD5jYkcWTkw5Lb62zRqzkyRJdunQJOp0Onp6eaNiwoehwbArLvO2z/NsLsnvWNL5OkiSUlJQAANzc3Cx+Nh9nxpIlkn8fo6KiLL4MWWuZZ2Jnu9hiRxbPmlrsNBoN5s+fj/nz51v09kIyrmtFluj06dMAgNatWwuO5MGstczHx8dbRbxkOCZ2ZPG41InpyMnyxYsXUV5eLjgaotvkVnprSOysTUhICNzd3aHRaHD58mXR4ZAJMLEji3bz5k39XqaWPojaGoWFhcHNzY3LH5BFsaYWO2ujUCg4zs7GMbEjiya31oWEhMDDw0NwNLbn7uUPWMmTJbh58ybS0tIAsJXeVJjY2TYmdmTRrGl8nbXiODuyJHI3bEhICDw9PQVHY5tY5m0bEzuyaBxfZ3ryZyt3fxGJxPF1piffKMufNdkWJnZk0axpqRNrFR0dDQA4deqU4EiIOL7OHOQyf/nyZRQXFwuOhoyN69iRxZIkyeq6YpVKpb7StPTthWRyvAkJCSgsLETdunUFR0T2zNoSO2ss8/7+/mjQoAGysrJw5swZdOrUSXRIZERM7Mhipaen4+bNm3BwcECzZs1Eh1Mtjo6OGDhwoOgwDOLr64uAgABcvXoVZ86cQZcuXUSHRHZKp9PpW+mtZfiFNZZ54PYNXVZWFk6dOsXEzsZYx+0F2aW4uDgAt1efd3FxERuMjWvTpg0AdseSWMnJySguLoaTkxMiIyNFh2PT5DIv17NkO5jYkcWSKxy5ArIGkiRBrVZDrVZDkiTR4VSb3JXESp5EkrthW7RoAUdH6+hQsvYyz5s528PEjizWyZMnAQBt27YVHEn1aTQazJ07F3PnzrWq7XpYyZMlsLbxdYD1l/nTp09Dp9MJjoaMiYkdWSxrbLGzVvJnfObMGWi1WrHBkN3iUifmExkZCRcXFxQXF3PXGRvDxI4sUl5eHpKSkgDcubMk02nSpAlcXV1RUlKChIQE0eGQnZJbjK1l4oQ1c3R01K82wJZ628LEjiySXNGEhobCx8dHcDS2z8HBQd9KwkqeRCgoKNBvSm9Nwy+sGcfW2iYmdmSR2A1rfqzkSST59y4kJAT169cXG4yd4Gx428TEjiwSEzvz4wQKEun48eMAgHbt2gmOxH6wzNsmJnZkkZjYmR/v3kmkEydOAGBiZ07y8Iu0tDTk5uYKjoaMhYkdWRy1Wo1z584BsL6xNkqlElFRUYiKirKa7YVk8oD1jIwM5OTkCI6G7I21JnbWXOY9PT3RqFEjAByCYUus67eQ7ML58+eh0Wjg5eWFkJAQ0eEYxNHREYMHD8bgwYOtZoFVWd26dfWr/ct/ZInMobi4GBcvXgQAxMTECI7GMNZc5oE7N88s87aDiR1ZnLu7YRUKhdhg7Ez79u0BAMeOHRMcCdkTeZHchg0bokGDBqLDsSsdOnQAwDJvS5jYkcWR7xytrRvWFrCSJxGstRvWFvBmzvZYX7sx2byjR48CuFPhWBO1Wo25c+cCAKZNmwYnJyfBERmGlTyJYM2JnbWXebnrOzExEbm5uVw31AawxY4sikaj0e8RK7cekfm0adMGSqUS6enpyMrKEh0O2QlrTuysnbe3N8LDwwHcWXKGrJtFJHaLFy9GWFgYXFxcEBsbiyNHjtzzucuWLUO3bt3g7e0Nb29v9O7d+77PJ+ty5swZlJWVwcvLC02aNBEdjt1xd3dH8+bNAbDVjsyjrKwMZ8+eBcDEThS21NsW4YndunXrMGXKFMyaNQsnTpxAdHQ0+vbti2vXrlX5/N27d2PYsGHYtWsX/vrrLwQHB6NPnz7IyMgwc+RkCnd3w3LihBis5Mmczp49i/LyctSrVw/BwcGiw7FLLPO2RXhit2DBAowdOxZjxoxBVFQUli5dCjc3NyxfvrzK569evRr/+Mc/0KZNGzRr1gzffPMNdDodduzYYebIyRTkxK5jx46CI7FfrOTJnOTfs3bt2vFmThCWedsiNLFTq9U4fvw4evfurT+mVCrRu3dv/PXXX9U6R0lJCTQazT0HfJaVlaGgoKDCgyyXnNhxfJ04d1fykiQJjoZs3aFDhwAAsbGxgiOxX3JSnZqaes/eMrIeQhO769evQ6vVwt/fv8Jxf3//ag/cfvvttxEQEFAhObzb3Llz4enpqX+wqd9yFRcX68faMLETJzo6Gg4ODsjOzuYQBzK5w4cPA2BiJ5KHhweaNm0KgK12tkB4V2xtzJs3D2vXrsXGjRvh4uJS5XOmTZuG/Px8/SMtLc3MUVJ1nTx5Ur9IaWBgoOhwakSpVCIiIgIRERFWt72QzNXVFS1btgTASp5MKy8vDxcuXABgvYmdLZR5gN2xtkToOnb169fXtwzcLTs7+4Grj8+fPx/z5s3Dn3/+qd/IuCrOzs5wdnY2SrxkWrYwvs7R0RHPP/+86DBqrX379jh16hSOHTuGgQMHig6HbJRc5hs3bgxfX1/B0dSMLZX5//3vf0zsbIDQ2wsnJyfExMRUmPggT4To3LnzPV/36aef4sMPP8TWrVutchFbqhrH11kO+f9AHv9EZAocX2c55L+lhw8f5thaKye83XjKlClYtmwZVq1ahQsXLmD8+PEoLi7GmDFjAAAjR47EtGnT9M//5JNPMHPmTCxfvhxhYWHIyspCVlYWioqKRL0FMhImdpZDvrE6fPgwtFqt4GjIVsnj6zp16iQ4EoqJiYFKpcK1a9eQlJQkOhyqBeGJ3dChQzF//ny89957aNOmDeLi4rB161b9hIrU1FRkZmbqn79kyRKo1WoMGjQIDRs21D/mz58v6i2QEeTm5iIhIQGAdW4lJlOr1ZgzZw7mzJkDtVotOpwaa9GiBerWrYuioiL9hBYiY5IkySYmTthKmXdxcdFvL3bw4EHB0VBtWMResRMnTsTEiROr/Nnu3bsrfJ+cnGz6gMjs5OVtIiMjrX6vQo1GIzqEWnNwcECnTp2wfft2HDx4ENHR0aJDIhtz5coVXL9+HU5OTmjTpo3ocGrFFso8cLul/tChQzh48CBGjBghOhyqIeEtdkQAcODAAQBA165dBUdCsi5dugDg3TuZhtxa17ZtW05wsxAs87aBiR1ZBLkiYWJnOVjJkynJEyc4vs5yyGX+zJkzXMzfijGxI+E0Gg2OHDkC4E7FQuLFxsZCoVDgypUr1V4wnKi6bGF8na0JCAhAaGgodDqdvk4m68PEjoSLi4tDaWkpfHx89Kufk3ienp76hYqru8UfUXWUlJTgxIkTANhiZ2nYUm/9mNiRcPL4us6dO1v1yu22iJU8mcKhQ4dQXl6OwMBAhIWFiQ6H7iKXed7MWS/+FSXhbGl8nUKhQGhoKEJDQ6FQKESHU2tM7MgU9u3bBwB4+OGHrb6c2GqZ/+uvv6DT6QRHQzVhEcudkP2SJEnfYmcL4+tUKhVGjx4tOgyjkf9Pjh07hrKyMs5eJKOQE7tu3boJjqT2bK3Mt27dGm5ubsjPz8eFCxfQokUL0SGRgdhiR0IlJyfj6tWrcHR05I4TFig8PBy+vr5Qq9XcQ5KMQqPR6Lv5bCGxszWOjo76CS379+8XHA3VBBM7EkpegLpDhw5wc3MTGwxVolAo8PDDDwMA9uzZIzgasgUnTpxASUkJfHx8EBUVJTocqoJc5v++QQBZByZ2JJRccfTs2VNsIEaiVqvx2Wef4bPPPrPq7YXu1qNHDwDArl27xAZCNkHuhn3ooYdsYrKULZZ5uT7evXs3JEkSHA0ZyvpLFVktSZL0iZ2cPNiCkpISlJSUiA7DaORK/sCBAzbzh4vEsaXxdTJbK/OxsbFwdnZGVlYWLl26JDocMhATOxImKSkJqampUKlUNjFxwlZFRUWhfv36KC0txdGjR0WHQ1ZMp9Ppx23ZUmJna1xcXNC5c2cAbKm3RkzsSBi5ta5jx46oU6eO2GDonhQKhb5FlWNuqDbi4uKQm5uLunXrIiYmRnQ4dB93d8eSdWFiR8LYYjesreI4OzKGP//8E8Dt3ydHR662ZcnuvpnjODvrwsSOhJAkSZ8k2MrECVsm/x8dPHgQZWVlgqMha7Vjxw4AQK9evQRHQg8SGxsLFxcXZGdn4+LFi6LDIQMwsSMhEhMTkZ6eDpVKpR/LQZarefPm8PPzQ2lpqX7zdiJDlJWV6SdO9O7dW3A09CDOzs76sc87d+4UHA0ZgokdCbFt2zYAt7cRs6X16xQKBQICAhAQEGAT2wvJFAqFvpVF/r8jMsRff/2F0tJSNGjQwKbWr7PVMg/cScD/+OMPwZGQIZjYkRByctC3b1/BkRiXSqXC2LFjMXbsWKhUKtHhGJX8f8VKnmpCHl/Xq1cvm0qA7KHM79y5k0sdWREmdmR2arVaP77O1hI7W9anTx8AwPHjx3H9+nXB0ZC14fg669OmTRv4+vqiqKhIvw0cWT4mdmR2Bw8eRFFREfz8/BAdHS06HKqmhg0bonXr1pAkCdu3bxcdDlmR3NxcHDlyBAATO2uiVCr1N3QcgmE9mNiR2ckVRJ8+fWxiS6G7aTQaLFy4EAsXLoRGoxEdjtHJLays5MkQ27Ztg06nQ4sWLRASEiI6HKNimSdLY1t/VckqbN26FYBtdsNKkoT8/Hzk5+fb5NpPd4+zs8X3R6bx66+/AgD69esnOBLjs/UyL7fYnThxAtnZ2YKjoepgYkdmlZ2djbi4OAB3KgyyHg899BBcXV2RmZmJ06dPiw6HrIBWq9XfzNliYmfr/P390aZNGwDgEAwrwcSOzOqXX34BAMTExMDPz09wNGQoZ2dn/RipLVu2CI6GrMGRI0dw48YNeHl5cU9oK/X4448DYJm3FkzsyKw2b94MABgwYIDgSKim5P87+f+S6H7kbti+fftyGzErJZf533//nTvPWAEmdmQ2xcXF+qZ8JnbWq3///lAoFDh27BgyMjJEh0MWzpbH19mLDh06oGHDhigsLNTv8U2Wi4kdmc327dtx69YthIWFoVWrVqLDoRry9/dHp06dAAA///yz4GjIkqWkpCAuLg5KpRKPPfaY6HCohpRKJfr37w+ALfXWgIkdmc3d3bC2tPL83RQKBXx9feHr62uz7xFgdyxVz4YNGwAA3bp1g6+vr+BoTMPeyvzPP/9sk7N/bYlCsrP/oYKCAnh6eiI/Px8eHh6iw7EbWq0WDRo0wPXr17Fz50707NlTdEhUCxcvXkTz5s2hUqmQk5MDT09P0SGRBeratSsOHjyIL774AhMnThQdDtXCrVu3UL9+fRQXF+Po0aNo37696JDoHthiR2axf/9+XL9+Hd7e3ujWrZvocKiWmjVrhqZNm0Kj0ejHUBHdLSMjAwcPHgQAPP3004KjodpycXHRd6fLLbFkmZjYkVl8//33AG5X8JwZZxsGDx4MAFi3bp3gSMgSbdy4EQDQuXNnBAYGCo6GjOHuMm9nnX1WhYkdmZxGo8GPP/4IAHjuuecER2NaGo0GX331Fb766iub3F7obvL/5e+//46bN28KjoYszU8//QQAGDRokOBITMueyvyTTz4JNzc3XLlyBUePHhUdDt0DEzsyuT///BM3btyAn5+fzY+tkyQJOTk5yMnJsfk72hYtWqBly5bQaDT61hkiAMjMzMTevXsBAM8884zgaEzLnsp8nTp19JMo5F4YsjxM7Mjk5ApgyJAh7Ia1McOGDQMArF27VnAkZEnWrFkDnU6HLl26ICwsTHQ4ZERymV+3bh20Wq3gaKgqTOzIpEpLS7Fp0yYAtt8Na4+GDh0KANixYwc3CCe9b7/9FgAwcuRIwZGQsfXp0wdeXl7IzMzEvn37RIdDVWBiRyb1888/o7CwECEhIejcubPocMjIwsPD0aFDB+h0OqxZs0Z0OGQBTp06hdOnT8PJyQlDhgwRHQ4ZmbOzM5599lkAdxJ4sixM7MikvvnmGwDAqFGjoFTy180WjRkzBgDw3//+1+bHGNGDfffddwBubz3n7e0tOBoyhdGjRwMAfvjhBxQWFooNhirhX1oymaSkJPz5559QKBR48cUXRYdDJjJs2DC4uLjg3LlzOHLkiOhwSKDy8nKsXr0aALthbVnXrl3RtGlTFBcXc7kjC8TEjkxmxYoVAIBevXrZzQBqhUIBT09PeHp62vT2Qnfz8vLSr28lt9CSfdqyZQuysrLg6+trN3vD2mOZVygUeOmllwCwzFsibilGJqHVahEWFob09HSsXbtWP8iebNPevXvRvXt3uLu7IzMzE+7u7qJDIgEeffRR/Pnnn5g2bRrmzJkjOhwyoezsbAQFBaG8vBxnzpxBy5YtRYdE/48tdmQSv//+O9LT0+Hj44OBAweKDodMrFu3boiIiEBRUZG+K47sS3x8vH7oxbhx40SHQybm7++Pp556CgDw9ddfC46G7sbEjkziX//6FwDgpZdegrOzs+BoyNQUCgXGjx8PAFi0aBEnUdihJUuWALi9O0FoaKjgaMgc5DK/YsUK5OXliQ2G9JjYkdGdOnUKO3fuhIODAyZOnCg6HLPSaDRYtmwZli1bZvPbC/3dSy+9hLp16+LChQvYtm2b6HDIjIqKirBy5UoAwD/+8Q+xwZiZPZf5Xr16oWXLliguLuZYOwvCxI6MTm6te/bZZxESEiI4GvOSJAlXr17F1atX7a7VysPDQz+geuHChWKDIbNatmwZ8vPz0aRJE/Tp00d0OGZlz2VeoVDg9ddfBwD8+9//Rnl5udiACAATOzKyrKws/RZib7zxhuBoyNxee+01KJVKbNu2DefOnRMdDpmBWq3G559/DgB46623uF6lnRk+fDh8fX2RlpaGn376SXQ4BCZ2ZGTz58+HWq1Gp06d0KlTJ9HhkJk1atQITz/9NABwVqSdWL16NTIyMtCwYUOuXWeHXFxc9N3vc+bMgU6nExwRMbEjo8nKysJXX30FAJg5c6bgaEiU6dOnAwC+//57XLx4UXA0ZEparRaffPIJAGDKlCmcKGWnXnvtNdStWxenT5/Gxo0bRYdj95jYkdF8+umnKC0tRWxsLB5//HHR4ZAgbdu2xcCBAyFJEj744APR4ZAJrVmzBvHx8fDy8uISJ3bMx8cHkydPBgDMnj2brXaCMbEjo8jKytIvdzB79my7WYGdqjZr1iwAwNq1a3H+/HnB0ZAp3Lp1CzNmzAAAvPPOO6hbt67giEikKVOmwMPDA2fPnuVYO8GY2JFRzJw5E7du3UKnTp3Qt29f0eEI5ebmBjc3N9FhCNWmTRs888wzkCQJb731luhwyASWLFmC1NRUBAYG4rXXXhMdjlAs84C3t7d+wty7776LsrIywRHZL24pRrV24sQJtG/fHpIk4cCBA+jSpYvokMgCXLp0CS1btoRGo8Fvv/3G7nkbcvPmTTRp0gS5ubn45ptv9MvckH0rLCxEZGQksrKy8Omnn+LNN98UHZJdYosd1YokSZg8eTIkScLzzz/PpI70IiMj9eNu3njjDbtbvNWWvfvuu8jNzUVUVBRGjRolOhyyEHXr1sW8efMAAB9++CGysrIER2SfmNhRrfzvf//D/v374ebmpp8dRySbMWMG/Pz8EB8fjwULFogOh4zg0KFD+r1Bv/rqKzg6OgqOiCzJCy+8gA4dOqCwsJAtdoIwsaMay8zM1LfITJ8+HUFBQYIjEk+j0WDlypVYuXIlW6gAeHp64tNPPwVwe0LFhQsXBEdEtaHRaDBu3DhIkoTRo0eje/fuokMSjmW+IqVSiS+//BJKpRL/+9//sGXLFtEh2R0mdlQjkiRh3LhxuHnzJmJiYjhA/v9JkoSUlBSkpKTY3fZC9zJy5Eg8/vjjKCsrw5gxY6DVakWHZHHu/l25+/P5+2cl+nfq/fffx+nTp+Hj46NP2O0dy3xlHTt2xD//+U8AwCuvvILc3FzBEdkXJnZUI8uXL8eWLVvg5OSElStXsjuG7kmhUOA///kPPDw8cPjwYXz88ceiQ7Ioly5dwqZNm1BUVAQAcHBwAHC7m3PGjBn49ttvkZ2dDeD2ZykqedizZ49+N5ElS5bA19dXSBxkHT744AM0a9YMWVlZePXVV5n0mhETOzLYiRMnMGHCBAC3C2/Lli0FR0SWLigoCF988QWA2+scbt++XXBEluHAgQN4/PHHsXTpUly5ckV/fMmSJVi0aBE6d+6MDRs2YPHixfjtt98AQMgakdevX8cLL7wASZIwZswYDBkyxOwxkHVxcXHBqlWr4OjoiPXr1+Pf//636JDsBhM7Mkhubi6effZZlJWVoX///hwcS9U2cuRIvPzyy5AkCcOGDUNqaqrokIQ6cuQIHnvsMbz44otYtGgRWrdurf9ZQUEB5s6di6eeegpffPEF6tevjz179ghJiNVqNZ599lmkpaWhSZMm/ANN1daxY0d8/vnnAICpU6di//79giOyD0zsqNpKS0sxYMAAJCcno3Hjxli1ahWUSv4KUfV98cUXaNeuHW7cuIEnnngCN2/eFB2SELm5uZg5cybeeecdTJ8+Hc2aNavw86CgIHz++edIS0tDcHAwhg4dCn9/fxw6dMiscUqShPHjx2Pv3r3w8PDApk2b4O7ubtYYyLpNmjQJzz33HMrLy/H0008jPj5edEg2j3+VqVrKy8vx3HPPYf/+/fD09MSmTZvg7e0tOiyyMi4uLtiwYQMCAgJw7tw59O/fH6WlpaLDMjuNRoPc3Fw8+uij+mO5ubk4cuQIduzYgYceegjPP/88/v3vfyMzMxP+/v549tln8cMPP+Cvv/4yS4ySJGH69OlYvnw5lEol1q5dixYtWpjl2mQ7FAoFli1bhvbt2+P69evo27cvrl69Kjosm8bEjh5IrVZjxIgR+Pnnn+Hs7Iyff/4ZrVq1Eh2WxVKpVFCpVKLDsFihoaHYunUrPD09ceDAATz55JP6iQP24sqVK4iLi9NvQ/Xtt9/ipZdeQufOndG/f39MnjwZAQEBqFu3Lj799FOkpqYiNDQUbdu2RX5+vllifP/99zF37lwAwJdffsmdQ+6DZf7+3N3d8euvvyIiIgIpKSl45JFHkJ6eLjosm8Utxei+SkpKMHjwYPz2229QqVRYv349BgwYIDossgH79+/H448/jqKiInTq1Am//vorfHx8RIdlFjk5Oejfvz9yc3MREBCA8+fP44knnsCgQYNw4cIFzJkzB5s3b0bDhg2xfv16rFq1Ch06dMDp06dx8uRJ/cxZU9BqtfjnP/+JRYsWAQD+9a9/4fXXXzfZ9ch+JCUloXv37khLS0NoaCi2b9+OiIgI0WHZHsnO5OfnSwCk/Px80aFYvKSkJKlt27YSAMnV1VXaunWr6JDIxhw+fFjy9vaWAEhNmjSRzpw5Izoks1m+fLk0ZMgQ6eGHH5Z27twpXbt2Tf8zDw8PacmSJfrvDx8+LB04cEAqLy+XJEnS/2tsBQUF0oABAyQAEgBpwYIFJrkO2a+UlBQpMjJSAiB5e3tL27ZtEx2SzWFiR1X6+eefpXr16kkApPr160v79u0THRLZqNOnT0uhoaESAKlOnTrSqlWrJJ1OJzosk7n7vWk0Gkmr1eq/12q10tmzZ6VOnTpJR44cqfL1pkrqjh49KoWHh0sAJGdnZ2ndunUmuQ5RVlaW1LFjRwmApFAopPfff19Sq9Wiw7IZHGNHFdy4cQMjR47EU089hRs3bqB9+/Y4fvw4HnroIdGhWYXy8nKsWbMGa9asQXl5uehwrEKrVq1w7Ngx9OrVC8XFxRg1ahQGDBhgs2Nw7l5k+O8LeyuVSvznP/+BSqW6ZxeVsbthS0pKMGPGDHTp0gWJiYkICQnBrl27uFZdNbHMG87f3x979uzRL380a9YsdOrUCadOnRIdmk1gYkcAgFu3buHzzz9HkyZN8N1330GpVGLq1KnYt28fQkJCRIdnNXQ6HS5fvozLly9Dp9OJDsdq1K9fH1u3bsXHH38MlUqFLVu2IDIyEtOnTzfbZAFzunuRYXnJoMOHD2Ps2LFYu3YtVq1aBS8vL5P+DpWXl+Pbb79FixYt8PHHH0Oj0eDZZ59FXFwcOnfubLLr2hqW+ZpxcXHBsmXL8N1338Hb2xsnTpxA27Zt8eKLL9rsTZ25MLGzczdu3MBHH32E0NBQTJ06FXl5eWjdujX279+Pzz77DC4uLqJDJDvh6OiId999FydOnMBDDz2E0tJSzJkzB40bN8a0adOQlpYmOkST+eSTT/DWW2/hwoULOHz4MBo1agStVmuSdSKLiorwzTffoHnz5hg1ahSSk5MRFBSEDRs2YP369VzGiMxqxIgROHfuHAYPHgxJkrBixQpERETglVdewdmzZ0WHZ5UsIrFbvHgxwsLC4OLigtjYWBw5cuS+z1+/fj2aNWsGFxcXtGrVSr/VDlVPSUkJNmzYgGeffRaBgYGYOXMmrl27huDgYCxfvhwnTpzgHTsJ07JlS+zduxebN29Gs2bNkJubi3nz5qFRo0Z48skn8d1336GgoEB0mJVptcDu3cD339/+V6ut9ktHjBiBiRMnYvPmzQgLC4NWqzVql6tGo8GOHTswbtw4BAQEYOzYsUhISEC9evUwb948XLhwAU8//bSQ7cqIGjZsqF+jsVu3brh16xaWLVuGVq1aoVu3bli8eDGysrJEh2k9BI/xk9auXSs5OTlJy5cvl86dOyeNHTtW8vLykrKzs6t8/oEDByQHBwfp008/lc6fPy/NmDFDUqlU1Z5NZ4+TJwoKCqR9+/ZJn3zyidSrVy/JyclJP+sNgNSuXTtpzZo1HLxqBGVlZdLs2bOl2bNnS2VlZaLDsXrl5eXSxo0bpR49elT4nVWpVFK3bt2kWbNmSbt27ZLy8vLEBvrTT5IUFCRJwJ1HUNDt4wa6ezJFTWk0GunYsWPSwoULpUGDBkmenp4VPr+IiAjps88+kwoLC2t9LXvHMm9cOp1O2rdvnzRo0CBJqVTqf2cVCoXUrl076Z///Kf0yy+/SFlZWaJDtVjC17GLjY1Fhw4d8OWXXwK4PV4hODgYkyZNwjvvvFPp+UOHDkVxcTF++eUX/bFOnTqhTZs2WLp06QOvZ4vr2Ol0OuTn5yMnJwcpKSlISkpCUlISrly5glOnTuHSpUv4+39zcHAwnnvuOQwfPhytW7fmnbqRqNVq/aKu06ZNg5OTk+CIbMeFCxewdu1arFu3rspticLCwhAdHY2mTZsiLCwMoaGhCAsLQ8OGDeHp6Wm67e82bAAGDbqdzt1NLlM//gg884zRL1tYWIiMjAz9IyUlBefPn8e5c+cQHx8PtVpd4fl+fn7o378/RowYge7du7PMGwnLvOmkp6fjhx9+wLp166rsyfP390d0dDRatGihL++hoaEICgqCt7e3Sdd7tGSOD36K6ajVahw/fhzTpk3TH1Mqlejdu/c9t83566+/MGXKlArH+vbti02bNpkyVIMkJyfjyJEj0Ol0+odWqzX4e7VajZKSEpSWlqK0tLTC18XFxcjNzcX169dx48YNaB/Q7RMYGIiYmBj06tULffr0QdOmTVmxk1Vp3rw53n//fcyePRuJiYnYuXMndu3ahQMHDiAtLQ3JyclITk6u8rVKpRLe3t6oV68e6tWrBw8PD7i5ucHV1VX/r/xQqVRwcHCo8HB0dKx0TKFQAFotnv3nP+EmSahUmiQJEoDil1/GuuvXofv/8ibfZMllXK1WQ6PRVPm1Wq1GYWEh8vPzKz1KSkru+3l5enqiS5cueOihh9CjRw/Exsba7R86sk5BQUGYMmUKpkyZgszMTOzatQs7d+7E3r17kZCQgOzsbPzxxx/4448/Kr1WoVDAy8sLPj4+qFevHry8vCqVdfl7ucxXVc7/flyhUFT5CA0NRWxsrIBPqTKhid3169eh1Wrh7+9f4bi/vz8uXrxY5WuysrKqfP69+t/LyspQVlam/16eYWfKMTpbt27F+PHjTXb+e6lTpw6CgoIq3Lk0a9YM0dHR8PX1rfDcwsJCs8dnD9RqNW7dugXg9u8Y795Nw8/PD8899xyee+45ALf3WT137hzOnj2LpKQkpKamIi0tDampqSgoKIBOp8ONGzdw48YNo8bRFcBAAPctTTdvYsW4cThg1Cvf5u7ujoCAAP2jadOmaNasGZo2bYrQ0NAKrZTFxcUmiIBY5s2jTp06ePLJJ/Hkk08CuD0J6MKFCzhz5gwSExMrlPkbN25AkiTcvHkTN2/eRGJiosnjGzx4ML755huTX6du3boPbpQR2Q+ckZEhAZAOHjxY4fibb74pdezYscrXqFQqac2aNRWOLV68WPLz86vy+bNmzaowtoQPPvjggw8++ODDGh/VmR8gtMWufv36cHBwQHZ2doXj2dnZaNCgQZWvadCggUHPnzZtWoWuW51Oh9zcXNSrV8+kXZEFBQUIDg5GWlqazYzlM4Q9v3++d/t874B9v3++d/t874B9v39zv/e6des+8DlCEzsnJyfExMRgx44dGDhwIIDbideOHTswceLEKl/TuXNn7Nixo8Km1Nu3b7/n8hzOzs5wdnaucMzLy8sY4VeLh4eH3f2i382e3z/fu32+d8C+3z/fu32+d8C+378lvXehiR0ATJkyBaNGjUL79u3RsWNHLFy4EMXFxRgzZgwAYOTIkQgMDNTPOpo8eTK6d++Ozz//HP369cPatWtx7Ngx/Oc//xH5NoiIiIiEE57YDR06FDk5OXjvvfeQlZWFNm3aYOvWrfoJEqmpqRUGAHfp0gVr1qzBjBkz8O677yIiIgKbNm1Cy5YtRb0FIiIiIosgPLEDgIkTJ96z63X37t2Vjg0ePBiDBw82cVS14+zsjFmzZlXqBrYX9vz++d7t870D9v3++d7t870D9v3+LfG9C1+gmIiIiIiMwyL2iiUiIiKi2mNiR0RERGQjmNgRERER2QgmdmZWVlaGNm3aQKFQIC4uTnQ4ZvHUU08hJCQELi4uaNiwIV544QVcvXpVdFgml5ycjJdeegmNGjWCq6srwsPDMWvWrEqbs9uyjz/+GF26dIGbm5tZ148UYfHixQgLC4OLiwtiY2Or3LTcFu3duxf9+/dHQEAAFAqFRe3bbWpz585Fhw4dULduXfj5+WHgwIGIj48XHZZZLFmyBK1bt9av39a5c2f8/vvvosMSYt68eVAoFBXW1xWJiZ2ZvfXWWwgICBAdhln17NkTP/zwA+Lj4/HTTz8hMTERgwYNEh2WyV28eBE6nQ5ff/01zp07h3/9619YunQp3n33XdGhmY1arcbgwYOF7J1sTuvWrcOUKVMwa9YsnDhxAtHR0ejbty+uXbsmOjSTKy4uRnR0NBYvXiw6FLPbs2cPJkyYgEOHDmH79u3QaDTo06ePXezLGxQUhHnz5uH48eM4duwYHnnkEQwYMADnzp0THZpZHT16FF9//TVat24tOpQ7qrWpKxnFb7/9JjVr1kw6d+6cBEA6efKk6JCE2Lx5s6RQKCS1Wi06FLP79NNPpUaNGokOw+xWrFgheXp6ig7DZDp27ChNmDBB/71Wq5UCAgKkuXPnCozK/ABIGzduFB2GMNeuXZMASHv27BEdihDe3t7SN998IzoMsyksLJQiIiKk7du3S927d5cmT54sOiRJkiSJLXZmkp2djbFjx+K7776Dm5ub6HCEyc3NxerVq9GlSxeoVCrR4Zhdfn4+fHx8RIdBRqRWq3H8+HH07t1bf0ypVKJ3797466+/BEZG5pafnw8AdlfGtVot1q5di+Li4ntu72mLJkyYgH79+lUo+5aAiZ0ZSJKE0aNH49VXX0X79u1FhyPE22+/jTp16qBevXpITU3F5s2bRYdkdgkJCfjiiy8wbtw40aGQEV2/fh1arVa/W47M398fWVlZgqIic9PpdHj99dfRtWtXu9kJ6cyZM3B3d4ezszNeffVVbNy4EVFRUaLDMou1a9fixIkT+u1OLQkTu1p45513oFAo7vu4ePEivvjiCxQWFmLatGmiQzaa6r532ZtvvomTJ0/ijz/+gIODA0aOHAnJStfGNvS9A0BGRgYee+wxDB48GGPHjhUUuXHU5P0T2boJEybg7NmzWLt2rehQzKZp06aIi4vD4cOHMX78eIwaNQrnz58XHZbJpaWlYfLkyVi9ejVcXFxEh1MJd56ohZycHNy4ceO+z2ncuDGGDBmCLVu2QKFQ6I9rtVo4ODhg+PDhWLVqlalDNbrqvncnJ6dKx9PT0xEcHIyDBw9aZbO9oe/96tWr6NGjBzp16oSVK1dW2PvYGtXk/37lypV4/fXXkZeXZ+LozE+tVsPNzQ0//vgjBg4cqD8+atQo5OXl2VXrtEKhwMaNGyt8DvZg4sSJ2Lx5M/bu3YtGjRqJDkeY3r17Izw8HF9//bXoUExq06ZNePrpp+Hg4KA/ptVqoVAooFQqUVZWVuFn5mYRe8VaK19fX/j6+j7wef/+97/x0Ucf6b+/evUq+vbti3Xr1iE2NtaUIZpMdd97VXQ6HYDbS79YI0Pee0ZGBnr27ImYmBisWLHC6pM6oHb/97bIyckJMTEx2LFjhz6h0el02LFjxz33wCbbIEkSJk2ahI0bN2L37t12ndQBt3/vrbVeN0SvXr1w5syZCsfGjBmDZs2a4e233xaa1AFM7MwiJCSkwvfu7u4AgPDwcAQFBYkIyWwOHz6Mo0eP4qGHHoK3tzcSExMxc+ZMhIeHW2VrnSEyMjLQo0cPhIaGYv78+cjJydH/rEGDBgIjM5/U1FTk5uYiNTUVWq1Wv3ZjkyZN9OXAFkyZMgWjRo1C+/bt0bFjRyxcuBDFxcUYM2aM6NBMrqioCAkJCfrvk5KSEBcXBx8fn0p1n62ZMGEC1qxZg82bN6Nu3br6MZWenp5wdXUVHJ1pTZs2DY8//jhCQkJQWFiINWvWYPfu3di2bZvo0Eyubt26lcZRymPILWJ8pdA5uXYqKSnJbpY7OX36tNSzZ0/Jx8dHcnZ2lsLCwqRXX31VSk9PFx2aya1YsUICUOXDXowaNarK979r1y7RoRndF198IYWEhEhOTk5Sx44dpUOHDokOySx27dpV5f/xqFGjRIdmcvcq3ytWrBAdmsm9+OKLUmhoqOTk5CT5+vpKvXr1kv744w/RYQljScudcIwdERERkY2w/gE/RERERASAiR0RERGRzWBiR0RERGQjmNgRERER2QgmdkREREQ2gokdERERkY1gYkdERERkI5jYEREREdkIJnZERCa0cuVKeHl5PfB5CoUCmzZtMnk8RGTbmNgRkU3QarXo0qULnnnmmQrH8/PzERwcjOnTp9/ztT169IBCoYBCoYCLiwuioqLw1VdfGSWuoUOH4tKlS/rvZ8+ejTZt2lR6XmZmJh5//HGjXJOI7BcTOyKyCQ4ODli5ciW2bt2K1atX649PmjQJPj4+mDVr1n1fP3bsWGRmZuL8+fMYMmQIJkyYgO+//77Wcbm6usLPz++Bz2vQoAGcnZ1rfT0ism9M7IjIZkRGRmLevHmYNGkSMjMzsXnzZqxduxbffvstnJyc7vtaNzc3NGjQAI0bN8bs2bMRERGBn3/+GQCQmpqKAQMGwN3dHR4eHhgyZAiys7P1rz116hR69uyJunXrwsPDAzExMTh27BiAil2xK1euxPvvv49Tp07pWwhXrlwJoHJX7JkzZ/DII4/A1dUV9erVwyuvvIKioiL9z0ePHo2BAwdi/vz5aNiwIerVq4cJEyZAo9EY4ZMkImvlKDoAIiJjmjRpEjZu3IgXXngBZ86cwXvvvYfo6GiDz+Pq6gq1Wg2dTqdP6vbs2YPy8nJMmDABQ4cOxe7duwEAw4cPR9u2bbFkyRI4ODggLi4OKpWq0jmHDh2Ks2fPYuvWrfjzzz8BAJ6enpWeV1xcjL59+6Jz5844evQorl27hpdffhkTJ07UJ4IAsGvXLjRs2BC7du1CQkIChg4dijZt2mDs2LEGv18isg1M7IjIpigUCixZsgTNmzdHq1at8M477xj0eq1Wi++//x6nT5/GK6+8gh07duDMmTNISkpCcHAwAODbb79FixYtcPToUXTo0AGpqal488030axZMwBAREREled2dXWFu7s7HB0d0aBBg3vGsGbNGty6dQvffvst6tSpAwD48ssv0b9/f3zyySfw9/cHAHh7e+PLL7+Eg4MDmjVrhn79+mHHjh1M7IjsGLtiicjmLF++HG5ubkhKSkJ6enq1XvPVV1/B3d0drq6uGDt2LN544w2MHz8eFy5cQHBwsD6pA4CoqCh4eXnhwoULAIApU6bg5ZdfRu/evTFv3jwkJibWKv4LFy4gOjpan9QBQNeuXaHT6RAfH68/1qJFCzg4OOi/b9iwIa5du1araxORdWNiR0Q25eDBg/jXv/6FX375BR07dsRLL70ESZIe+Lrhw4cjLi4OSUlJKC4uxoIFC6BUVq+KnD17Ns6dO4d+/fph586diIqKwsaNG2v7Vh7o7929CoUCOp3O5NclIsvFxI6IbEZJSQlGjx6N8ePHo2fPnvjvf/+LI0eOYOnSpQ98raenJ5o0aYLAwMAKCV3z5s2RlpaGtLQ0/bHz588jLy8PUVFR+mORkZF444038Mcff+CZZ57BihUrqryOk5MTtFrtfWNp3rw5Tp06heLiYv2xAwcOQKlUomnTpg98L0Rkv5jYEZHNmDZtGiRJwrx58wAAYWFhmD9/Pt566y0kJyfX6Jy9e/dGq1atMHz4cJw4cQJHjhzByJEj0b17d7Rv3x6lpaWYOHEidu/ejZSUFBw4cABHjx5F8+bNqzxfWFgYkpKSEBcXh+vXr6OsrKzSc4YPHw4XFxeMGjUKZ8+exa5duzBp0iS88MIL+vF1RERVYWJHRDZhz549WLx4MVasWAE3Nzf98XHjxqFLly7V7pL9O4VCgc2bN8Pb2xsPP/wwevfujcaNG2PdunUAbq+fd+PGDYwcORKRkZEYMmQIHn/8cbz//vtVnu/ZZ5/FY489hp49e8LX17fKtfLc3Nywbds25ObmokOHDhg0aBB69eqFL7/80uD4ici+KKSa1HREREREZHHYYkdERERkI5jYEREREdkIJnZERERENoKJHREREZGNYGJHREREZCOY2BERERHZCCZ2RERERDaCiR0RERGRjWBiR0RERGQjmNgRERER2QgmdkREREQ2gokdERERkY34P539DV+GpJliAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "env = LineEnvironment(mus=[-2, 2], variances=[0.2, 0.2], n_sd=4.5, init_value=0)\n", - "render(env)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's train a model using the same hyperparameters on this environment." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Training iter 9900: (loss=0.508, estimated logZ=1.351, LR=0.001: 100%|██████████| 10000/10000 [00:32<00:00, 307.52it/s]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "forward_model, backward_model, logZ = train(seed, batch_size, trajectory_length, env, device)\n", - "trajectories = inference(trajectory_length, forward_model, env)\n", - "render(env, trajectories)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "What we're seeing here is a mode collapse due to on policy training. We can fix this with off policy exploration.\n", - "\n", - "We can go off policy in many ways, but one simple way would be to add some constant to the variance predicted by our forward policy for the normal distribution. We can also decay this constant linearly over training iterations too facilitate convergence.\n", - "\n", - "Let's define a new function that retrieves both our learned policy and off policy sampler:" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "def get_policy_and_exploration_dist(model, x, off_policy_noise):\n", - " \"\"\"\n", - " A policy is a distribution we predict the parameters of using a neural network,\n", - " which we then sample from.\n", - " \"\"\"\n", - " pf_params = model(x)\n", - " policy_mean = pf_params[:, 0]\n", - " policy_std = torch.sigmoid(pf_params[:, 1]) * (max_policy_std - min_policy_std) + min_policy_std\n", - " policy_dist = torch.distributions.Normal(policy_mean, policy_std)\n", - "\n", - " # Add some off-policy exploration - TODO: FIll in the Blank here!\n", - " exploration_dist = torch.distributions.Normal(policy_mean, policy_std + off_policy_noise)\n", - "\n", - " return policy_dist, exploration_dist\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In the training loop below, let's add the changes needed to allow for off policy exploration. To do so, we need to accomplish a few things:\n", - "\n", - "1) Define a value to increase the variance by, to encourage exploration. Ideally, this would be on a schedule, i.e., the value we are adding to the variance of the predicted distribution will decrease over iterations. Let's use the `init_explortation_noise` variable for this.\n", - "2) Sample actions from the exploration distribution.\n", - "3) Calculate `logPF` using the log probabilities from the policy distribution." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "def train_with_exploration(\n", - " seed,\n", - " batch_size,\n", - " trajectory_length,\n", - " env,\n", - " device,\n", - " init_explortation_noise,\n", - " n_iterations=10_000\n", - " ):\n", - " \"\"\"Continuous GFlowNet training loop, with expploration, and the Trajectory Balance objective.\"\"\"\n", - " seed_all(seed)\n", - " forward_model, backward_model, logZ, optimizer = setup_experiment() # Default hyperparameters used.\n", - " losses = []\n", - " tbar = trange(n_iterations)\n", - "\n", - " # TODO: Fill in the blank, optional.\n", - " exploration_schedule = np.linspace(init_explortation_noise, 0, n_iterations)\n", - "\n", - " for iteration in tbar:\n", - " optimizer.zero_grad()\n", - "\n", - " x = initalize_state(batch_size, device, env)\n", - "\n", - " # Trajectory stores all of the states in the forward loop.\n", - " trajectory = torch.zeros((batch_size, trajectory_length + 1, 2), device=device)\n", - " logPF = torch.zeros((batch_size,), device=device)\n", - " logPB = torch.zeros((batch_size,), device=device)\n", - "\n", - " # Forward loop to generate full trajectory and compute logPF.\n", - " for t in range(trajectory_length):\n", - " # TODO: Fill in the blanks here.\n", - " policy_dist, exploration_dist = get_policy_and_exploration_dist(\n", - " forward_model,\n", - " x,\n", - " exploration_schedule[iteration],\n", - " )\n", - " action = exploration_dist.sample()\n", - " logPF += policy_dist.log_prob(action)\n", - "\n", - " new_x = step(x, action)\n", - " trajectory[:, t + 1, :] = new_x\n", - " x = new_x\n", - "\n", - " # Backward loop to compute logPB from existing trajectory under the backward policy.\n", - " for t in range(trajectory_length, 2, -1):\n", - " policy_dist = get_policy_dist(backward_model, trajectory[:, t, :])\n", - " action = trajectory[:, t, 0] - trajectory[:, t - 1, 0]\n", - " logPB += policy_dist.log_prob(action)\n", - "\n", - " log_reward = env.log_reward(trajectory[:, -1, 0]) # Reward from the final state.\n", - "\n", - " # Compute Trajectory Balance Loss.\n", - " loss = (logZ + logPF - logPB - log_reward).pow(2).mean()\n", - " loss.backward()\n", - " optimizer.step()\n", - " losses.append(loss.item())\n", - "\n", - " if iteration % 100 == 0:\n", - " tbar.set_description(\"Training iter {}: (loss={:.3f}, estimated logZ={:.3f}, LR={}, off policy noise={:.4f})\".format(\n", - " iteration,\n", - " np.array(losses[-100:]).mean(),\n", - " logZ.item(),\n", - " optimizer.param_groups[0]['lr'],\n", - " exploration_schedule[iteration], # TODO: Remove (b/c of fill in the blanks)?\n", - " )\n", - " )\n", - "\n", - " return (forward_model, backward_model, logZ)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note there are 3 elements defining the difficulty of learning this task: the `init_exploration_noise`, `trajectory_length`, and `n_iterations` hyperparameters. Increasing the noise without increasing the trajectory length, or vice versa, will not produce a good solution. Here we've provided the magic hyperparameters, but feel free to play around to see how easy it is to produce a bad sampler." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Training iter 9900: (loss=1.176, estimated logZ=1.986, LR=0.001, off policy noise=0.0198): 100%|██████████| 10000/10000 [01:10<00:00, 142.76it/s] \n" - ] - } - ], - "source": [ - "init_exploration_noise = 2\n", - "trajectory_length = 10\n", - "n_iterations = 10_000\n", - "\n", - "forward_model, backward_model, logZ = train_with_exploration(\n", - " seed,\n", - " batch_size,\n", - " trajectory_length,\n", - " env,\n", - " device,\n", - " init_exploration_noise,\n", - " n_iterations=n_iterations,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "trajectories = inference(trajectory_length, forward_model, env)\n", - "render(env, trajectories)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# A Too Hard Example?\n", - "\n", - "Looks good! Let's try something more complex..." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/hd/jqxc7ns56l35q_zyk7xmptmw0000gn/T/ipykernel_11228/2321834419.py:7: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", - " Normal(torch.tensor(m), torch.tensor(s)) for m, s in zip(mus, self.sigmas)\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "env = LineEnvironment(\n", - " mus=[-2, 4, 6, 10],\n", - " variances=[0.2, 0.4, 1, 0.2],\n", - " n_sd=4.5,\n", - " init_value=0\n", - ")\n", - "render(env)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here, we have multiple challenges. Our starting point $S_0$ is now closer to Mode 1 than Modes 2 & 3, but those combined modes have twice the probability mass that Mode 1 has. Furthermore, there is Mode 4, quite far from the initial starting point. To get started, let's modify some of our hyperparamaters to enable better sampling and exploration of this environment, and train for 10k iterations. We'll do this by allowing the policy to sample from Gaussian distributions with larger $\\sigma$ values, and increasing the `init_exploration_noise` value." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Training iter 9900: (loss=3.436, estimated logZ=3.427, LR=0.001, off policy noise=0.0495): 100%|██████████| 10000/10000 [01:10<00:00, 140.93it/s] \n" - ] + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "sdZdAxVZb3I7" + }, + "outputs": [], + "source": [ + "from matplotlib import pyplot as plt\n", + "from torch.distributions import Normal\n", + "import math\n", + "import numpy as np\n", + "import torch\n", + "import random\n", + "from tqdm import trange\n", + "\n", + "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Qx-gZGRdb3I5" + }, + "source": [ + "# Continuous GFlowNets on a Simple 1D Line Environment [With Solutions]\n", + "\n", + "Joseph Viviano & Kolya Malkin" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "f8IzCtpEb3I8" + }, + "source": [ + "In this tutorial, we will explore a simple use-case of continuous GFlowNets: sampling from a distribution defined by a mixture of Gaussians. This is an exceedingly simple example which is not representative of the complexities inherent with applying this method in real applications, but will highlight some common challenges and useful tricks.\n", + "\n", + "First, **please run the cell below to define some helper functions and default hyperparameters:**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "RWU2aDQdb3I9", + "outputId": "1a4638df-fb19-4d7c-9e1a-a3d5a080c697" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Beginning with the following hyperparameters:\n", + " trajectory_length: 5\n", + " min_policy_std: 0.1\n", + " max_policy_std: 1.0\n", + " batch_size: 256\n", + " seed: 4444\n" + ] + } + ], + "source": [ + "# @title\n", + "def seed_all(seed):\n", + " torch.manual_seed(seed)\n", + " random.seed(seed)\n", + " np.random.seed(seed)\n", + " torch.manual_seed(seed)\n", + " torch.backends.cudnn.deterministic = True\n", + " torch.backends.cudnn.benchmark = False\n", + " torch.manual_seed(seed)\n", + "\n", + "\n", + "def render(reward, trajectory=None):\n", + " \"\"\"Renders the reward distribution over the 1D env.\"\"\"\n", + " x = np.linspace(\n", + " min(reward.mus) - reward.n_sd * max(reward.sigmas),\n", + " max(reward.mus) + reward.n_sd * max(reward.sigmas),\n", + " 1000,\n", + " )\n", + "\n", + " d = torch.exp(reward.log_reward(torch.tensor(x)))\n", + " dual_plot = not isinstance(trajectory, type(None))\n", + "\n", + " if dual_plot:\n", + " fig, axs = plt.subplots(2, 1)\n", + " axs = axs.ravel()\n", + " else:\n", + " fig, axs = plt.subplots(1, 1)\n", + " axs = [axs] # Hack to allow indexing.\n", + "\n", + " if dual_plot:\n", + " ax_dual = axs[0].twinx() # Second axes for final state counts.\n", + " ax_dual.hist(\n", + " trajectory[:, -1, 0].cpu().numpy(), # Final X Position.\n", + " bins=100,\n", + " density=False,\n", + " alpha=0.5,\n", + " color=\"red\",\n", + " )\n", + " ax_dual.set_ylabel(\"Samples\", color=\"red\")\n", + " ax_dual.tick_params(axis=\"y\", labelcolor=\"red\")\n", + "\n", + " n, trajectory_length, _ = trajectory.shape\n", + " for i in range(n):\n", + " axs[1].plot(\n", + " trajectory[i, :, 0].cpu().numpy(),\n", + " np.arange(1, trajectory_length + 1),\n", + " alpha=0.1,\n", + " linewidth=0.05,\n", + " color='black',\n", + " )\n", + " axs[1].set_ylabel('Step')\n", + "\n", + " axs[0].plot(x, d, color=\"black\")\n", + "\n", + " # Adds the modes.\n", + " for mu in reward.mus:\n", + " axs[0].axvline(mu, color=\"grey\", linestyle=\"--\")\n", + "\n", + " # S0\n", + " axs[0].plot([reward.init_value], [0], 'ro')\n", + " axs[0].text(reward.init_value + 0.1, 0.01, \"$S_0$\", rotation=45)\n", + "\n", + " # Means\n", + " for i, mu in enumerate(reward.mus):\n", + " idx = abs(x - mu.numpy()) == min(abs(x - mu.numpy()))\n", + " axs[0].plot([x[idx]], [d[idx]], 'bo')\n", + " axs[0].text(x[idx] + 0.1, d[idx], \"Mode {}\".format(i + 1), rotation=0)\n", + "\n", + " axs[0].spines[['right', 'top']].set_visible(False)\n", + " axs[0].set_ylabel(\"Reward Value\")\n", + " axs[0].set_title(\"Line Environment\")\n", + " axs[0].set_ylim(0, max(d) * 1.1)\n", + "\n", + " if dual_plot:\n", + " axs[1].set_xlim(axs[0].get_xlim())\n", + " axs[1].set_xlabel(\"X Position\")\n", + " else:\n", + " axs[0].set_xlabel(\"X Position\")\n", + "\n", + " fig.tight_layout()\n", + " plt.show()\n", + "\n", + "\n", + "# Set up some fixed hyperparameters for the upcoming experiments\n", + "# (until we need to change them).\n", + "trajectory_length = 5\n", + "min_policy_std = 0.1\n", + "max_policy_std = 1.0\n", + "batch_size = 256\n", + "seed = 4444\n", + "\n", + "print(\"Beginning with the following hyperparameters:\")\n", + "print(\" trajectory_length: {}\".format(trajectory_length))\n", + "print(\" min_policy_std: {}\".format(min_policy_std))\n", + "print(\" max_policy_std: {}\".format(max_policy_std))\n", + "print(\" batch_size: {}\".format(batch_size))\n", + "print(\" seed: {}\".format(seed))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xg3aGgXNb3I-" + }, + "source": [ + "Our task is simple: from an initial starting point on the number line, we want to sample a set of increments such that we ultimately sample from some reward distribution, defined as a mixture of Gaussians. Each increment (or step) will be sampled from Gaussians distributions as well.\n", + "\n", + "Continuous GFlowNets sample some real number(s) in a continuous space, in contrast to Discrete GFlowNets which sample discrete actions. Typically, this means your Continuous GFlowNet will use a function approximator $f(\\cdot)$, which accepts the current state $s_{t}$, to predict the *paramaters of a distribution* $\\rho = \\{p_1, p_2, ..., p_n\\}$, i.e. $\\rho = f(s_t)$.\n", + "\n", + "Then your chosen distribution(s) $D(\\rho)$ is used to sample a real-valued tensor $x \\sim D(\\rho)$ which is added to your current state to produce a the next step in the state space. This sampled $x$ can be used in many ways to compute the next state, for example, $s_{t+1} = x$; $s_{t+1} = s_{t} + x$; $s_{t+1} = s_{t} * x$; etc.\n", + "\n", + "> Note: we no longer consider a DAG here, but rather a topological space with distinguished source and sink states.\n", + "\n", + "For simplicity, we will be considering $x$ to be a *delta*, i.e., some relative change in the state. So in this example, we will be sampling $s_{\\Delta} \\sim D(\\rho)$ and computing $s_{t+1} = s_{t} + s_{\\Delta}$.\n", + "\n", + "In general, both $s_{\\Delta}$ and the distribution $D(\\rho)$ can be as complex as you want. In practice, this complexity can be tricky to handle and adds ample room for bugs, so these elements should be as simple as feasible for your problem. To get you started, we're going to work with $s_{\\Delta}$ being a single scalar, and $D(\\rho)$ being a simple Gaussian distribution. At the end, we will point to resources covering more complex settings which involve sampling from mixtures of distributions in $n$-dimensional spaces, which is more representative of common Continuous GFlowNet use-cases." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "OTqG41htb3I-" + }, + "source": [ + "# Defining the Environment\n", + "\n", + "First let's define our environment. We require a few things. First, we need a reward distribution. This will be a mixture of Gaussians on the real number line, each defined by a $\\mu$ and $\\sigma$. Recall the formula of a Gaussian:\n", + "\n", + "$$g(x) = \\frac{1}{\\sigma\\sqrt{2\\pi}} exp \\big(-\\frac{1}{2} \\frac{(x-\\mu)^2}{\\sigma^2} \\big)$$\n", + "\n", + "The reward at each point will simply be the sum of the PDFs at that point across all elements of the mixture. We also define an arbitrary source state $S_0$ (where all trajectories will start) as `init_value`.\n", + "\n", + "The GFlowNet must sample increments along the number line such that it samples final values along the number line proportionally to the mixture distribution.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 487 + }, + "id": "OsbOmDbEb3I-", + "outputId": "4a5957c8-544b-4e67-f47d-031ce229d642" + }, + "outputs": [ + { + "data": { + "image/png": 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tVOnt86effsKoUaPw008/oXfv3vf/ZYjKgYUdkYMwGoHx44HSdoeWb5swoeh+92MwGHDq1CnExcXBUMrYWKVKlTBmzBi8/vrr2LJlC+Li4jB69Gjk5OTg+eefBwC8/PLLSEhIwOuvv474+HgsW7YMixYtKnGcN998E/v27cPYsWMRHR2NhIQErF+//oGT06OjoxEdHY2srCykp6cjOjoacXFx9/+lSBGs0UaV3D6XLVuG4cOH44svvkDbtm2RmpqK1NRUZGRkPOipISo7sVP87I8XT5Cj2rlTkoreHu//tXPn3Y+VJ6ffS/HJ6ZIkSbm5udK4ceOkGjVqSK6urlLHjh2lgwcPlnjML7/8IjVo0EBydXWVOnfuLC1YsKDE5HRJkqSDBw9K3bt3lzw9PaVKlSpJzZo1kz755JP7/p4A7voKCgp64PND4pW3jaqlfXbp0qXU9lk8G1FF6SSptM9G2pWZmQlvb29kZGSgcuXKouMQ2c1PPwFDhjz4fsuWAYMH2z4P0Z2WLCnE8OEPnvrNNkp0bxyKJXIQ0dGby3S/goIkGychultOTg6+/PKNMt3X1/cB8wWIHBgLOyIHsGnTJnz2WR8AyQBM97iXCUASJk3qhMuXL9svHDk8o9GIgQMH4tix2dDpLqJohLI0RW10zZpX7ZiOSF1Y2BFp3JkzZzB06FAARjzyyC/Q6XTQ6Uq+cep0gE6nQ+3aM5CSkoyBAweisLBQTGByOB999BE2btwINzcXfPzxrXu2UUAHYALmzPkvlixZIiIqkeKxsCPSMJPJhBEjRuDmzZto3749Nm16AatW6VCrVsn71akDrFqlw44dY1G5cmXs2bMHX331lZjQ5FCOHTuGjz/+GADw3Xff4e23w7BqFUpto6tX6/DBBxEAgH//+99ISUmxc1oi5ePFE0Qa9v3332P06NHw9PREXFwcAgICAAC5ufkYM2YZsrK88NJLT+Dhh53Nq/rLj/Hw8EBsbCzq1q0r8DcgLSssLES7du1w5MgRDBgwAD///LP5Z/dqo4WFhWjfvj0OHz6MJ554AuvXrxf4GxApD3vsiDTq+vXreOONosnoH374obmoA4q2Zqpb9wKaNo1Fly5Sia2ann/+eXTp0gU5OTn4z3/+Y+/Y5EC+//57HDlyBN7e3nf1EN+rjTo5OWHRokVwcnLChg0bsHPnTgHJiZSLhR2RRn3xxRe4ceMGmjRpgnHjxpX4mV6vR0hICEJCQqDXl3wZ0Ol0mDNnDvR6PdauXYvDhw/bMzY5iNzcXHz00UcAij54+Pv7l/j5/dpo48aN8fLLLwMoWijYwQaeiO6LQ7FEGnT16lXUrVsXWVlZWLt2Lfr27WvxMYYPH44lS5agV69e2Ly5bEulEJXVl19+iYkTJyIwMBCnT5+Gq6urRY9PS0tD/fr1kZWVhdWrV+Opsmx0TOQA2GNHpEFffPEFsrKy0KJFCzz55JPlOsaUKVPg5OSELVu23LVvJlFF3L59G59++ikA4P3337e4qAMAX19fTJgwAQAwffp09toR/T8WdkQak52djXnz5gEAJk+eDJ1O94BHlK5evXoY8v9bVXz55ZdWy0f0008/4cqVK6hTpw6GDx9e7uOMGzcObm5uOHToEPbs2WPFhETqxcKOSGOWLFmCmzdvon79+ujTp0+p98nPz8fUqVMxdepU5Ofn3/NYr75atBDsypUrkZycbJO85FgkSTJ/UBg3bhycnZ1LvV9Z2qivry9GjBgBAPj8889tE5hIZVjYEWmIJEnmqwvHjRt316Tz4goKClBQUHDf40VERKBr164wGo345ptvrJqVHNPOnTsRExMDDw8PjB49+r73LUsbnThxIgDg119/xfnz560Vk0i1WNgRaciuXbtw6tQpeHp6YuTIkVY5pjyPaeHChQ98kyV6kO+++w4AMGLECFStWrXCxwsNDUVUVBQkScIPP/xQ4eMRqR0LOyINWbhwIQBg8ODB8Pb2tsoxe/fuDX9/f6SlpWHjxo1WOSY5puvXr2Pt2rUA8MDeOkvIx1q4cCG3wiOHx8KOSCMyMzOxatUqAMCoUaOsdlwnJyfzBPcFCxZY7bjkeJYtW4b8/HxERESgRYsWVjvuk08+ierVq+PSpUvYsmWL1Y5LpEYs7Ig0YtWqVcjNzUXDhg3Rrl07qx5bLhQ3bdqEy5cvW/XY5DjkDwbPPfecVY/r6upq/vCxZMkSqx6bSG1Y2BFpxI8//ggAGDlyZLmXOLmXRo0aoV27djAajeZeQSJL/P333zh27BicnJzMy+hYk3zMX3/9FdnZ2VY/PpFasLAj0oDLly/jjz/+AIAyvWnqdDoEBQUhKCiozEXgM888AwAlNmonKquVK1cCAHr06IHq1as/8P6WttHIyEjUr18fOTk5+OWXXyqcl0itWNgRacDatWshSRLatm2LwMDAB97f2dkZI0eOxMiRI++5jtid+vfvDwDYs2cPLl26VKG85HjkDwQDBw4s0/0tbaM6nQ6DBg0CACxfvrz8QYlUjoUdkQbIvSFy8WULtWvXRqdOnQCAw7Fkkbi4OMTGxsLZ2bncW9yVhdyrvHnzZmRkZNjsPERKxsKOSOWuXLliHoa1ZWEH/NPbwuFYsoT8waNnz56oUqWKzc7TpEkThIeHIz8/37ysCpGjYWFHpHJr166FyWRC69atERwcXKbH5Ofn4/PPP8fnn39+3y3F7vT0009Dp9Nh37593GKMyszSYVigfG1Up9OZz7Fu3TqLcxJpAQs7IpWTh0UHDBhg0eNycnKQk5Nj0WNq1aqFjh07AgAnqFOZJCQkIC4uDk5OTnjiiScsemx52qh8jm3btuH27dsWPZZIC1jYEalYZmYmdu/eDQDo16+fXc7Zp08fAEXLShA9iLxbSZcuXay2G8r9REREoE6dOsjJycGOHTtsfj4ipWFhR6Ri27ZtQ2FhIUJDQ9GgQQO7nLN3794AgB07dnC9MHog+QOA3G5sTafTmT98sFeZHBELOyIVk3tDHnvsMbudMzw8HMHBwcjLy8P27dvtdl5Sn+I9yo8//rjdzlu8V1mSJLudl0gJWNgRqZTJZMLmzZsB2K83BCjqEZHfpDkcS/ezdetWc49ySEiI3c7brVs3VKpUCRcvXkR0dLTdzkukBCzsiFTq2LFjSE1NhaenJzp37mzXc8uF5MaNG9kjQvck9yjb84MHALi5uaF79+4AOBxLjoeFHZFKyW+aUVFRcHV1teixOp0OtWrVQq1atcq1r2zXrl3h4eGBlJQUHDt2zOLHk/aZTCZs2rQJQPmGYSvaRuVicuvWrRY/lkjNnEQHIKLykd80y9Mb4uzsjNGjR5f73G5ubnjkkUfwyy+/YNu2bWjZsmW5j0XadPz4caSlpcHT09O8Y4klKtpG5R67AwcOICMjwy5X5BIpAXvsiFTo5s2bOHToEICi1fxFkN84f//9dyHnJ2WT20XXrl3h4uJi9/MHBQUhJCQERqMRu3btsvv5iUQRXth98803CA4OhpubG9q2bYuDBw/e9/6zZs1Cw4YN4e7ujoCAALz66qtchJIczu7du2EymRAaGoqAgAAhGaKiogAAf/75J3Jzc4VkIOWSCzu5nYggf/jYtm2bsAxE9ia0sFuxYgUmTpyIyZMn4+jRo2jevDl69uyJtLS0Uu+/bNkyvPXWW5g8eTJOnTqFH374AStWrMDbb79t5+REYlX0TbOgoACzZs3CrFmzUFBQUK5jNGrUCLVq1UJeXh727t1brmOQNt2+fdu8f7HINsrCjhyR0MJu5syZGD16NEaNGoXw8HDMmzcPHh4eWLBgQan337dvHzp27IghQ4YgODgYPXr0wODBgx/Yy0ekNfL6cY888ki5Hi9JEjIyMpCRkVHuq1p1Op35TZvDsVTcvn37cPv2bdSsWRPh4eHlOoY12mi3bt1gMBhw+vRpJCUllesYRGojrLDLz8/HkSNHSnya0+v1iIqKwv79+0t9TIcOHXDkyBFzIXfu3Dls2rTpvouz5uXlITMzs8QXkZqlpKTg1KlT0Ol06Natm9AsnGdHpSneo1yeK1qtxdvbG23atAHAXjtyHMIKu6tXr8JoNMLPz6/E7X5+fkhNTS31MUOGDMGHH36ITp06wdnZGfXr10fXrl3vOxQ7bdo0eHt7m79EzUcisha5ty4yMhJVq1YVmkXuMTx69CiuXbsmNAsphxLm18n44YMcjfCLJyyxa9cuTJ06FXPmzMHRo0exZs0abNy4ER999NE9HzNp0iRzd35GRgaSk5PtmJjI+io6DGtNNWvWROPGjSFJEnbu3Ck6DinAzZs3cfjwYQDKaKNdu3YFAPzxxx9cTJscgrDCrkaNGjAYDLhy5UqJ269cuQJ/f/9SH/Pee+/h2WefxQsvvICmTZuiX79+mDp1KqZNmwaTyVTqY1xdXVG5cuUSX0RqtmPHDgDKeNMEYB4O/vPPPwUnISXYu3cvJElCaGgoateuLToO2rVrB2dnZ6SkpODs2bOi4xDZnLDCzsXFBZGRkSU2ETeZTNi+fTvat29f6mNycnKg15eMbDAYAICfxMghXLhwAcnJyXByckKHDh1ExwEAPPTQQwBgvgqSHJvcDuR2IZq7u7t5nh3bKDkCoUOxEydOxPz587F48WKcOnUKY8aMQXZ2NkaNGgUAGD58OCZNmmS+f58+fTB37lwsX74ciYmJ2LZtG9577z306dPHXOARaZn8xhQZGYlKlSqV+zg6nQ4+Pj7w8fGp8OR2eZ/a48eP4+bNmxU6FqmftQo7a7bRLl26lMhGpGVCtxQbNGgQ0tPT8f777yM1NRURERHYsmWL+YKKpKSkEj107777LnQ6Hd59911cunQJPj4+6NOnDz755BNRvwKRXcnDnXIxVV7Ozs7417/+ZY1I8Pf3R2hoKE6fPo29e/fafcN3Uo7s7Gzz/LqKFnbWbKMPPfQQpk6dit27d1vleERKppMcbAwzMzMT3t7eyMjI4Hw7Up2wsDD8/fff2LBhA/r06SM6jtno0aPx/fff44033sCnn34qOg4Jsn37dkRFRSEwMBAXLlwQHcfs1q1bqFq1KoxGIy5cuIDAwEDRkYhsRlVXxRI5srS0NPz9998AgI4dOwpOUxLn2RGgvPl1Mi8vL0RGRgJgGyXtY2FHpBJ79uwBADRp0gTVqlWr0LEKCgowZ84czJkzp9zbNRUnv5EfPnwY2dnZFT4eqZM1CztbtVEWdqR1LOyIVEKeX2eNN01JkpCeno709HSrXFEeFBSEwMBAFBYW4sCBAxU+HqlPXl6e+f+9EtuofAEF59mR1rGwI1IJa104YSvsEXFshw8fxu3bt+Hr64vQ0FDRce7SqVMn6HQ6nD59+p67GxFpAQs7IhW4desWjh07BkD5hR17RBxT8WFYkfvD3kuVKlXQtGlTAMC+ffsEpyGyHRZ2RCqwb98+mEwm1K1bVxGr+ZemU6dOAICDBw9aZU4UqcvevXsB/NMOlEhe/H7//v2CkxDZDgs7IhWQ34iU/KbZsGFDVKlSBbm5uThx4oToOGRHkiSZ59fda+cgJWBhR46AhR2RCqjhTVOv16Ndu3YA+MbpaM6ePYtr167B1dUVERERouPck/z3c/jwYeTn5wtOQ2QbLOyIFM5kMuGvv/4CAHPhVFE6nQ7e3t7w9va26nwo+Y2TV8Y6FrmQj4yMhIuLi1WOaYs2GhISgurVqyMvLw/R0dFWOSaR0gjdUoyIHuz06dO4efMm3N3dzZO/K8rZ2RkTJkywyrGKY4+dY5ILeWt98ABs00Z1Oh3atWuHjRs3Yv/+/WjTpo1Vj0+kBOyxI1I4+U2zVatWcHJS9mextm3bQqfT4dy5c0hLSxMdh+zEFoWdrXCeHWkdCzsihbP2MKwteXt7Izw8HADfOB1FdnY2jh8/DkDZc0BlHTp0AMD2SdrFwo5I4WzRG1JQUID58+dj/vz5Vl+ahMOxjuXIkSMwGo2oXbs26tSpY7Xj2qqNtm7dGnq9HklJSbh06ZLVjkukFCzsiBQsOzvbvHRI27ZtrXZcSZKQkpKClJQUq2zXVBwvoHAsthqGtVUb9fT0RLNmzQDwwwdpEws7IgU7fPgwTCYT6tSpo9iFie8kF3aHDh1CYWGh4DRka3JxpIapAjLOsyMtY2FHpGBqmpQua9SoEby9vZGTk8OFijVOLQsT30nOKs9fJdISFnZECqamCydker3ePGzM4VhtS0pKQmpqKpycnNCyZUvRccqsdevWAICjR4+yV5k0h4UdkUJJkmQeKrLm/Dp7kNcHO3TokOAkZEty+4yIiIC7u7vgNGUXGhqKypUrIzc3F3FxcaLjEFkVCzsihUpOTlZlbwjwT48ICzttU+MwLFDUqxwZGQmAbZS0h4UdkULJb5rNmzeHh4eH1Y/v4eFhk+MC/xR2p06dQlZWlk3OQeLJRZGtdnCwRxtlYUdao+xl7IkcmC3fNF1cXPD6669b/biymjVronbt2rh06RKOHTuGzp072+xcJEZhYSGOHTsG4J8iyZps3UZbtWoFgIUdaQ977IgU6vDhwwD+eQNSG75xaltcXBxyc3Ph5eWFkJAQ0XEsJhejMTExuH37tuA0RNbDwo5IgUwmE44ePQpAvYUdh7q0Tf7gERkZCb1efW8lQUFBqFGjBgoKCrgsD2mK+v4aiRzAmTNnkJmZCTc3N/Peq9ZUUFCARYsWYdGiRVbfUkwmF3ZyAUDaYuseZVu3UZ1Oxw8fpEks7IgU6MiRIwCKLpxwcrL+VFhJknDhwgVcuHDB6luKyeQ3/DNnzuDGjRs2OQeJY+vCzh5tlIUdaRELOyIFkgs7tQ7DAkC1atVQr149AOy105r8/HwcP34cgLrbKAs70iIWdkQKVHz+kprxjVObYmNjkZ+fj6pVq5qLdzWSi9JTp07h1q1bgtMQWQcLOyKF0cKFEzLOs9Om4sOwOp1OcJry8/f3R506dSBJkvlvjkjtWNgRKUxCQgJu3boFd3d3hIWFiY5TIeyx0ya1L8VTHD98kNawsCNSGFtfOGFPLVu2hE6nw8WLF5Gamio6DlmJXKhrqbDjhw/SChZ2RApjrwsnnJ2d4ezsbNNzeHp6mnsd+capDbm5uYiNjQWgjTYq/w7y3x2R2qm7O4BIg+xx4YSLiwvefvttmx2/uNatWyMuLg6HDx9Gnz597HJOsp0TJ06gsLAQPj4+CAgIsNl57NVGW7RoAeCftSMrV65s83MS2RJ77IgUREsXTshatmwJAOZ9RUndtHLhhKxGjRrmAjU6OlpsGCIrYGFHpCCnT59GVlYW3N3d0ahRI9FxrELuEWFhpw1aunBCxjZKWsLCjkhB5Hk+ERERNr1worCwEMuWLcOyZctQWFhos/MARb8LAFy8eBHp6ek2PRfZnlz8yD2xtmLPNspeZdISFnZECmKv3hCTyYSEhAQkJCTAZDLZ9FxeXl4ICQkBwDdOtcvPz0dcXByAfwp2W7FnG5V77LiWHWkBCzsiBZF77NS+48Sd2COiDX///TcKCgrg7e2NoKAg0XGsRi7s4uLicPv2bcFpiCqGhR2RQphMJnPho6X5SwB7RLRC3h+2WbNmmrhwQlanTh3UqFEDRqMRMTExouMQVQgLOyKFOHv2LLKysuDm5oaGDRuKjmNV7LHTBvmq0ebNm4sNYmU6nY4XUJBmsLAjUogTJ04AABo3bqz6HSfuJL9pJiQkIDMzU3AaKi+5x05rhR3ADx+kHSzsiBRCy2+aNWrUQJ06dQD883uSukiSpOk2yukCpBUs7IgUQu6xa9asmeAktiH3iPCNU50uX76Mq1evQq/Xo0mTJqLjWJ1c2Mk7axCplbbGe4hUTC7s7NEb4uLigsmTJ9v8PMW1aNECGzZs4FCXSsm9dQ0bNoS7u7vNz2fvNtqgQQN4enoiKysL8fHxaNy4sd3OTWRN7LEjUoDMzEwkJiYC0H6PHQs7ddLyMCwA6PV689p87FUmNWNhR6QA8hILderUQbVq1QSnsQ15qOvkyZNcK0yFtHpFbHG8Mpa0gIUdkQIUXx/MHgoLC7Fy5UqsXLnSbvOJiq8VFhsba5dzkvXYu8dORBvlPFDSAhZ2RApgz/l1QNFiyHFxcYiLi7P5dk2y4muF8Y1TXXJzc3H69GkA2m6jcvuMjo6GJEl2OSeRtbGwI1IAe/fYicKhLnWKjY2FyWSCj48PatasKTqOzYSHh8PFxQUZGRnmOa9EasPCjkgwk8lknmOn5flLAIe61Kr4MKyWthK7k7OzM5o2bQqAbZTUi4UdkWDnzp1DdnY2XF1dERISIjqOTXGtMHXS+hWxxcm/ozw9gkhtWNgRCSa/gTRp0kRzW4ndqUGDBqhUqRJu375tnrNFyueIhR13SCG1YmFHJJijzK8DitYKk39PvnGqg9a3ErsTCztSOxZ2RIJpfSuxO/GNU13Onz+PzMxMODs7o1GjRqLj2Jz8d3jhwgXcvHlTbBiictD2uA+RCojoDXF2dsakSZPM/7YnFnbqIv9/kq8YtRdRbbRq1aoIDAxEUlISTpw4gYceeshu5yayBvbYEQkkaisxnU4HFxcXuLi42P0qRxZ26iL/f5K327IXtlGi8mFhRySQvMxJ7dq1Ub16dcFp7KNp06bQ6XS4fPky0tPTRcehB3Ck+XUyFnakZizsiAQSNb+usLAQ69atw7p16+y+7Iinpyfq168PgG+caiCqsBPZRnmBD6kZCzsigey9lZjMZDLh+PHjOH78uN22ayqOPSLqkJmZiXPnzgFwrDYq/66xsbEwGo12PTdRRbGwIxLIkZY6KY6FnTrIHzwcaaoAANSvXx8eHh64ffs2EhISRMchsggLOyJBHGkrsTuxsFMHR5xfBwAGg8G8tRjbKKkNCzsiQRITE5GVlQVXV1eEhoaKjmNXcqFw6tQp5OfnC05D9yLqilgl4IcPUisWdkSCyMNcjRs31vxWYncKDAxElSpVUFBQgFOnTomOQ/fgqD12AAs7Ui8WdkSCOOr8OqBojTL5jTM6OlpsGCqV0Wh02KkCAAs7Ui8WdkSCiLoiVin4xqlsZ86cQW5uLtzd3dGgQQPRcexOnmN36dIlXLt2TXAaorJzrPEfIgUR2WPn7OyM1157zfxvEVjYKZvck9q0aVMYDAa7n190G61cuTLq1q2LxMREHD9+HA8//LDdMxCVB3vsiAS4deuWeX0wEYWdTqdDpUqVUKlSJbtv1yQrXthJkiQkA92b6Pl1SmujRGrBwo5IAHnuUq1atVCjRg3BacRo3LgxDAYDrl27hpSUFNFx6A6OfEWsTC7s5GkTRGogvLD75ptvEBwcDDc3N7Rt2xYHDx687/1v3ryJV155BTVr1jQvE7Fp0yY7pSWyDlFbickKCwuxceNGbNy40e7bNcnc3NzQsGFDAOwRUSLRPXZKaKPssSM1ElrYrVixAhMnTsTkyZNx9OhRNG/eHD179kRaWlqp98/Pz0f37t1x/vx5rFq1CvHx8Zg/fz5q165t5+REFSP6TdNkMuHw4cM4fPiwkC3FZHzjVKZr167h0qVLAMR9+FBCG5Xb58mTJ1FQUCAkA5GlylXYnT17Fu+++y4GDx5sLsI2b96MkydPWnScmTNnYvTo0Rg1ahTCw8Mxb948eHh4YMGCBaXef8GCBbh+/TrWrVuHjh07Ijg4GF26dHHYqwpJvUT32CkFCztlkv9/1KtXD15eXoLTiBMcHAwvLy/k5+cjPj5edByiMrG4sNu9ezeaNm2Kv/76C2vWrEFWVhaAoheCyZMnl/k4+fn5OHLkCKKiov4Jo9cjKioK+/fvL/UxGzZsQPv27fHKK6/Az88PTZo0wdSpU7lJM6mKyWRy+KVOZCzslEm+ItbR26derzd/+GIbJbWwuLB766238PHHH2Pbtm1wcXEx3/7www/jwIEDZT7O1atXYTQa4efnV+J2Pz8/pKamlvqYc+fOYdWqVTAajdi0aRPee+89fPHFF/j444/veZ68vDxkZmaW+CIS6fz588jKyoKLi4vDbSV2J3li/unTp5Gbmys2DJmJniqgJPzwQWpjcWEXExODfv363XW7r68vrl69apVQ92IymeDr64vvvvsOkZGRGDRoEN555x3Mmzfvno+ZNm0avL29zV8BAQE2zUj0IMW3EhO1hpxS+Pv7w9fXFyaTCbGxsaLj0P/jFbH/YI8dqY3FhV2VKlVw+fLlu24/duyYRRcx1KhRAwaDAVeuXClx+5UrV+Dv71/qY2rWrInQ0NASi2WGhYUhNTX1nhuJT5o0CRkZGeav5OTkMmcksgVH3kqsNOwRUZb8/HzExcUBYI8dwPZJ6mNxYffMM8/gzTffRGpqKnQ6HUwmE/bu3YvXXnsNw4cPL/NxXFxcEBkZie3bt5tvM5lM2L59O9q3b1/qYzp27IgzZ86UuELq9OnTqFmzZolh4eJcXV1RuXLlEl9EInF+XUl841SWv//+GwUFBfD29kZQUJDoOMI1adIEOp0OV65cueeKDUSKIlkoLy9PeuGFFyQnJydJp9NJzs7Okl6vl4YNGyYVFhZadKzly5dLrq6u0qJFi6S4uDjpxRdflKpUqSKlpqZKkiRJzz77rPTWW2+Z75+UlCR5eXlJY8eOleLj46Vff/1V8vX1lT7++OMynzMjI0MCIGVkZFiUlcha6tevLwGQfv/9d2EZTCaTdOPGDenGjRuSyWQSlkOSJGnJkiUSAKlTp05Cc1CRH3/8UQIgde7cWWgOJbXRBg0aSACkbdu2Cc1BVBYW7xXr4uKC+fPn47333kNsbCyysrLQokULhISEWFxUDho0COnp6Xj//feRmpqKiIgIbNmyxXxBRVJSEvT6fzoVAwIC8Ntvv+HVV19Fs2bNULt2bYwfPx5vvvmmxecmEiErKwtnz54FIHYoVqfToUqVKsLOX1zx1f0lSRK2fRQVUcqFE0pro2fOnMGJEydKrORApEQWF3aywMBABAYGVjjA2LFjMXbs2FJ/tmvXrrtua9++vUVX3xIpibyVWM2aNeHj4yM4jTI0atQILi4uyMzMxPnz51G3bl3RkRwalzq5W7NmzbB69WpuLUaqYHFh99xzz9335/daXJiIlLMwsdFoNM9vfeSRR0pckGRvzs7OCA8PR3R0NE6cOMHCTiBJkhRzRayS2iivjCU1sfjiiRs3bpT4SktLw44dO7BmzRrcvHnTBhGJtEMpw1xGoxH79+/H/v37FbHANy+gUIbLly/j6tWr0Ov1aNy4sdAsSmqjcvuMi4vj1mKkeBb32K1du/au20wmE8aMGYP69etbJRSRVimlx05p2COiDPLz37BhQ7i7uwtOoxxBQUHw8vLCrVu3cPr0aeFFL9H9lGuv2LsOotdj4sSJ+PLLL61xOCJN4lZi98YeO2VQSo+y0uj1ejRt2hQA2ygpn1UKOwA4e/YsCgsLrXU4Is25cOECbt26BRcXFzRs2FB0HEWRC4mzZ8+a958m+2Nhd2/Fr94mUjKLh2InTpxY4ntJknD58mVs3LgRI0aMsFowIq2R3zTDw8MdfiuxO9WoUQO1atVCSkoKYmJi7rlIOdkWr4i9N3m6AAs7UjqLC7tjx46V+F6v18PHxwdffPHFA6+YJXJknF93f82aNUNKSgqOHz/Owk6A3NxcnD59GoD4K2KViPNASS0sLux27txpixxEmsdhrvtr3rw5tmzZwh4RQWJjY2EymeDj43PP/bodmTzHLiUlBVevXkWNGjUEJyIqXbkXKCYiyyipx87Z2Rljxowx/1sJeAGFWMU/eChh9w+ltVEvLy/Uq1cP586dQ0xMDLp16yY6ElGpylTYtWjRosx/6EePHq1QICItKr6VmBJ67HQ6HXx9fUXHKKH45HSTyVRiO0GyPaX1KCuxjTZr1gznzp3DiRMnWNiRYpWpsOvbt6+NYxBpW2xsLCRJgr+/P7cSu4fQ0FC4uroiKysLiYmJXBfTzpRW2ClRs2bNsG7dOvYqk6KVqbCbPHmyrXMQaZrS1q8zGo34888/AQCdO3cWul2TzMnJCY0bN8bRo0dx4sQJFnZ2VHwrMbbRe+OSJ6QGHOsgsgP5TVMJ8+uAojfN3bt3Y/fu3cK3ayqO8+zEOH/+PDIzM+Hi4oJGjRqJjgNAmW1U/vs9efIk120lxbK4sDMajZgxYwbatGkDf39/VKtWrcQXEd1NaT12SsXCToziayy6uLgITqNc9erVQ6VKlXD79m0kJCSIjkNUKosLuw8++AAzZ87EoEGDkJGRgYkTJ+Kpp56CXq/HlClTbBCRSN0kSVLUFbFKxrXCxFDaMKxSFd9ajMOxpFQWF3ZLly7F/Pnz8Z///AdOTk4YPHgwvv/+e7z//vs4cOCALTISqdqFCxeQmZkJZ2dnbiX2AHJhkZiYiMzMTMFpHAcLu7LjDhSkdBYXdqmpqeZPLJ6ensjIyAAAPP7449i4caN10xFpAIe5yq5atWqoU6cOACAmJkZwGsfBwq7s2KtMSmdxYVenTh1cvnwZAFC/fn1s3boVAHDo0CG4urpaNx2RBnAY1jJ847SvzMxMnDt3DgALu7LglbGkdBYXdv369cP27dsBAOPGjcN7772HkJAQDB8+nHvFEpWCvSGW4QUU9iUXKHXq1EH16tUFp1E+ecQqOTkZN27cEJyG6G5l3lLs66+/xrBhwzB9+nTzbYMGDUJgYCD279+PkJAQ9OnTxyYhidRMiT12Tk5OeOGFF8z/VhL2iNiXUj94KLWNent7IygoCBcuXEBMTAweeugh0ZGISihzj90777yDWrVqYejQodixY4f59vbt22PixIks6ohKkZ2djTNnzgBQ1hunXq9H7dq1Ubt2bcVt3SU/TzExMTCZTILTaJ9SCzslt1FOFyAlK/NfS2pqKubNm4eUlBR0794ddevWxUcffYTk5GRb5iNSNXkrMT8/P8Xte6lUDRo0gJubG7Kzs83765LtKLWwUzL2KpOSlbmwc3d3x/Dhw7Fz504kJCTg2WefxQ8//IC6deuiV69eWLlyJQoKCmyZlUh1lLowsdFoxN69e7F3717FrOovc3JyQpMmTQCwR8TWjEaj+epjttGy45InpGTl6t+uV68ePvzwQyQmJmLz5s2oXr06Ro4cidq1a1s7H5GqKW0rMZnRaMTvv/+O33//XXFvmgB7ROzlzJkzyM3Nhbu7Oxo0aCA6TglKbqPy33NMTIzishFVaOKCTqeDk5MTdDodJElijx3RHZTaY6d0vDLWPqKjowEUXelpMBjEhlGRBg0awN3dHbm5uZwuQIpTrsIuOTkZH374IerVq4fu3bsjJSUF8+fPN69vR0TcSqwiODndPuTnNyIiQmwQlTEYDObpAuxVJqUpc2GXn5+P5cuXo0ePHqhbty7mz5+PIUOG4PTp09ixYweGDh0KNzc3W2YlUpWkpCRkZGTA2dkZjRo1Eh1HVeTC7sKFC7h586bYMBrGCyfKjx8+SKnKvDiQv78/cnJy8Pjjj+OXX35Bz549FXcJOpGSyC/4YWFh3ErMQlWrVkVgYCCSkpIQExODzp07i46kSSzsyo/zQEmpylyZvfvuu0hOTsaqVavw6KOPsqgjegAOw1YMe0Rs69q1a7h06RIAttHy4JWxpFRlrs4mTpwIHx8fW2Yh0hT2hlQML6CwLfl5rVevHry8vASnUR+5sDt//jwyMjIEpyH6h3L2aSHSGCX32Dk5OWHEiBHmfysRh7psS+kfPJTeRqtWrYqAgAAkJycjJiYGnTp1Eh2JCEAFlzshotJlZ2cjISEBgDLfOPV6PYKDgxEcHKzYaRXFtxbjWmHWJy91otQrYtXQRjkcS0qkzL8WIpU7efIkJEmCr68v/Pz8RMdRpfr165vXCpP32yXrUXqPnRqwsCMlYmFHZANKf9M0Go04ePAgDh48qNjeMIPBgKZNmwLgPDtry8/PR1xcHAC20YrgBT6kRGWauDBx4sQyH3DmzJnlDkOkFUqeXwcUvWlu3rwZQNFQnFJ3HWjevDkOHjyIEydOYODAgaLjaMbff/+NgoICeHt7IygoSHScUqmhjRafLmAymRQ7ZEyOpUyF3bFjx0p8f/ToURQWFqJhw4YAgNOnT8NgMCAyMtL6CYlUSOk9dmrBK2Nto/gexjqdTnAa9QoJCYGrqyuys7ORmJiI+vXri45EVLbCbufOneZ/z5w5E15eXli8eDGqVq0KALhx4wZGjRrFRUSJwK3ErIlDXbbBDx7W4eTkhMaNG+Po0aM4fvw4CztSBIv7jb/44gtMmzbNXNQBRZd9f/zxx/jiiy+sGo5IjZKTk5GRkQEnJyeEhYWJjqNqcmGXnJyM69evC06jHUq/IlZNuCwPKY3FhV1mZibS09Pvuj09PR23bt2ySigiNeNWYtbj7e2N4OBgAEXzmKjiJElij50V8cpYUhqLC7t+/fph1KhRWLNmDS5evIiLFy9i9erVeP755/HUU0/ZIiORqsgv8HzTtA4Ox1rX5cuXcfXqVRgMBjRu3Fh0HNVjYUdKY3FhN2/ePDz66KMYMmQIgoKCEBQUhCFDhqBXr16YM2eOLTISqUrxielUcbyAwrrkYdhGjRrB3d1dbBgNkP/Oz549y1ErUgSL9mkxGo04fPgwPvnkE3z++ec4e/YsgKKFRCtVqmSTgERqo4YLJ5ycnDB48GDzv5WMhZ11qWV+nVraaI0aNVCrVi2kpKQgNjYW7du3Fx2JHJxFfy0GgwE9evTAqVOnULduXUW/cRGJkJOTo+itxGR6vR6hoaGiY5SJ/DyePHkShYWFin6TVwO1FHZqaqPNmjVDSkoKTpw4wcKOhLN4KLZJkyY4d+6cLbIQqd7JkydhMpng4+PDrcSspF69eqhUqRJu375tLpqp/NRS2KkJe5VJSSwu7D7++GO89tpr+PXXX3H58mVkZmaW+CJyZMWvNlTywq9GoxHR0dGIjo5W7HZNMr1ez63FrOTWrVvmfXeV3KMMqKuN8gIKUhKLxzQee+wxAMATTzxR4o1LkiTodDrF/wES2ZLcG6KGN83169cDAMLDwxW5XVNxzZs3x4EDB3D8+HE888wzouOoVkxMDCRJQu3ateHj4yM6zn2pqY0WL+zk90IiUSwu7IrvQkFEJXF9MNvgIrDWwWFY22jYsCFcXFxw69YtnD9/HnXr1hUdiRyYxYVdly5dbJGDSPWKbyXGws66uJaddbCwsw1nZ2eEh4cjOjoaJ06cYGFHQlk8x06Wk5ODv//+GydOnCjxReSozp8/j8zMTLi4uKBRo0ai42iKXNhdunQJ165dE5xGvVjY2Q7n2ZFSWNxjl56ejlGjRmHz5s2l/pxz7MhRyb1J4eHh3ErMyry8vFCvXj2cO3cOx48fx8MPPyw6kuoUFhaat2VjYWd97FUmpbC4x27ChAm4efMm/vrrL7i7u2PLli1YvHgxQkJCsGHDBltkJFIFzq+zLc6zq5jTp0/j9u3b8PT0RL169UTH0Ry2T1IKiwu7HTt2YObMmWjVqhX0ej2CgoIwbNgwfPbZZ5g2bZotMhKpglquiFUr9ohUTPH2qdeXexYO3YPcPs+cOYPs7GzBaciRWTwUm52dDV9fXwBA1apVkZ6ejtDQUDRt2hRHjx61ekAitVBTj52TkxP69+9v/rcacBHYilHb/Dq1tVFfX1/4+fnhypUrOHnyJNq0aSM6Ejkoiz+2NWzYEPHx8QCKXmi//fZbXLp0CfPmzUPNmjWtHpBIDTIzM5GYmAhAHYWdXq9H48aN0bhxY9X03ty5tRhZRm2FnZrbKD98kEgW/7WMHz8ely9fBgBMnjwZmzdvRmBgIL766itMnTrV6gGJ1ECeV1OnTh1Ur15dcBptCg4OhqenJ/Lz880fLqlsJElSXWGnRrwylpTA4v7tYcOGmf8dGRmJCxcu4O+//0ZgYCBq1Khh1XBEaqGmYVgAMJlMOHXqFAAgLCxMFT0ier0ezZs3x969exEdHY3GjRuLjqQaly9fRnp6OgwGg2qeNzW2URZ2pAQW/6WcO3euxPceHh5o2bIlizpyaGor7AoLC7Fq1SqsWrVKVcOaLVu2BADO57XQsWPHAACNGjWCu7u74DRlo8Y2WvwCH0mSBKchR2VxYdegQQMEBgbi2WefxQ8//GDeUJrIkamtsFOrFi1aAGBhZykOw9pHWFgYnJyckJGRgeTkZNFxyEFZXNglJydj2rRpcHd3x2effYbQ0FDUqVMHQ4cOxffff2+LjESKZjQazQu/srCzLbnH7tixY+wRsQALO/twcXFBWFgYAA7HkjgWF3a1a9fG0KFD8d133yE+Ph7x8fGIiorCzz//jJdeeskWGYkULSEhAbm5uXB3d0eDBg1Ex9E0eVePjIwM81XI9GByYSf3eJLtcL1FEs3iwi4nJwdbt27F22+/jQ4dOqBZs2Y4fvw4xo4dizVr1tgiI5GiyS/gzZo1g8FgEJxG25ydndG0aVMAHI4tq1u3bpmnzLBH2fa4AwWJZvFVsVWqVEHVqlUxdOhQvPXWW+jcuTOqVq1qi2xEqsD5dfbVsmVLHDlyBEePHjUvYEv3VnwpHl7kZnu8MpZEs7jH7rHHHoPRaMTy5cuxfPlyrFy5EqdPn7ZFNiJVYGFnX7wy1jKcX2dfcmF3+vRp5ObmCk5DjsjiHrt169YBKPo0snv3bmzduhXvvfcenJyc0LVrVyxdutTaGYkUTY2FncFgwJNPPmn+t5oUL+wkSYJOpxOcSNnkpU7U1D4B9bZRf39/+Pj4ID09HSdPnkSrVq1ERyIHU+4VH5s2bYqOHTuiffv2aN26NdLS0rBixQprZiNSvKtXr+LSpUsA/vmkrgYGgwERERGIiIhQ1ZsmUPTaYzAYkJ6ejpSUFNFxFO/IkSMAihaUVxO1tlGdTsfhWBLK4sJu5syZeOKJJ1C9enW0bdsWP/30E0JDQ7F69Wqkp6fbIiORYsm9dfXq1YOXl5fgNI7B3d3dvKQEh2Pv7/bt24iNjQWgvsJOzVjYkUgWD8X+9NNP6NKlC1588UV07twZ3t7etshFpApyYae2+Usmk8l8pWSDBg1UsV1TcS1btkRsbCyOHTuGPn36iI6jWDExMSgsLESNGjUQEBAgOo5F1NxG5WFvLnlCIlhc2B06dMgWOYhUSY3z64Ci7Zp++uknAMCkSZPg4uIiOJFlWrZsiR9//JE9dg8gPz8tW7ZU3VxENbfR4j12nAdK9lauj0B//vknhg0bhvbt25vnFy1ZsgR79uwpV4hvvvkGwcHBcHNzQ9u2bXHw4MEyPW758uXQ6XTo27dvuc5LVFFqLezUjluLlY1a59epXVhYGAwGA65fv855oGR3Fhd2q1evRs+ePeHu7o5jx44hLy8PAJCRkYGpU6daHGDFihWYOHEiJk+ejKNHj6J58+bo2bMn0tLS7vu48+fP47XXXkPnzp0tPieRNeTl5eHkyZMAuKK/vclD38nJybh69arYMArGwk4MNzc3NGzYEACHY8n+LC7sPv74Y8ybNw/z58+Hs7Oz+faOHTuW69PzzJkzMXr0aIwaNQrh4eGYN28ePDw8sGDBgns+xmg0YujQofjggw9Qr149i89JZA2xsbEoLCxEtWrVVDd/Se0qV66MkJAQAP8s50El5eXlmfcwlpeIIfvhDhQkisWFXXx8PB566KG7bvf29sbNmzctOlZ+fj6OHDmCqKiofwLp9YiKisL+/fvv+bgPP/wQvr6+eP755x94jry8PGRmZpb4IrIGNc9f0gIuVHx/J0+eREFBAapWrYrg4GDRcRyOPM9OXiCayF4sLuz8/f3NVyoVt2fPHot7z65evQqj0Qg/P78St/v5+SE1NbXUx+zZswc//PAD5s+fX6ZzTJs2Dd7e3uYv9qyQtcg9RewNEYPz7O6v+DAsP3jYn/y6wB5lsjeLC7vRo0dj/Pjx+Ouvv6DT6ZCSkoKlS5fitddew5gxY2yR0ezWrVt49tlnMX/+/DLveThp0iRkZGSYv5KTk22akRyHXFBwfp0Y7LG7P7mw4wcPMeTXhdOnT3OkiOzK4uVO3nrrLZhMJjzyyCPIycnBQw89BFdXV7z22msYN26cRceqUaMGDAYDrly5UuL2K1euwN/f/677nz17FufPny+xbpXJZCr6RZycEB8fj/r165d4jKurK1xdXS3KRfQghYWF5rkzanzjNBgMePTRR83/ViP5jfPMmTPIzMxE5cqVBSdSFrngVeuFE2pvoz4+PggICEBycjKOHz/OC/3IbizusdPpdHjnnXdw/fp1xMbG4sCBA0hPT8dHH31k8YbHLi4uiIyMxPbt2823mUwmbN++He3bt7/r/o0aNUJMTAyio6PNX0888QS6deuG6OhoDrOS3cTHxyM3Nxeenp5o0KCB6DgWMxgMaNOmDdq0aaPKN02g6INhYGAgAA533amgoMD8wUPNhZ3a2yh7lUmEci/l7eLigvDwcLRp0wbOzs6YOXMm6tata/FxJk6ciPnz52Px4sU4deoUxowZg+zsbIwaNQoAMHz4cEyaNAlA0SXkTZo0KfFVpUoVeHl5oUmTJqpawJLUTX6hjoiIUNWK+Fojv3HKw45U5OTJk8jLy4O3tzdXDhCIhR2JUOZ3pLy8PEyaNAmtWrVChw4dsG7dOgDAwoULUbduXXz55Zd49dVXLQ4waNAgzJgxA++//z4iIiIQHR2NLVu2mC+oSEpKwuXLly0+LpEtqf3CCZPJhPPnz+P8+fPm6Qxq1Lp1awDcEedOxefXqfXCCS20URZ2JEKZ59i9//77+PbbbxEVFYV9+/ZhwIABGDVqFA4cOICZM2diwIAB5e4uHzt2LMaOHVvqz3bt2nXfxy5atKhc5ySqCLVfOFFYWIjFixcDUN92TcWxsCud2ufXAdpoo3JhFxcXh5ycHHh4eAhORI6gzD12K1euxI8//ohVq1Zh69atMBqNKCwsxPHjx/HMM8+odg4EkaVMJpPqe+y0olWrVgCKLqy6du2a4DTKwStilaFmzZrw8/ODyWQyLxZNZGtlLuwuXrxo/vTXpEkTuLq64tVXX1VtNz9ReSUmJiIzMxOurq4ICwsTHcehVa1a1XzxyuHDhwWnUQb5Azeg7h47LdDpdFxvkeyuzIWd0Wgs0RXu5OQET09Pm4QiUjL5Bbpp06YlttUjMTgcW9LJkydx+/ZteHl5qfKKba3hPDuytzLPsZMkCSNHjjSvCXf79m28/PLLqFSpUon7rVmzxroJiRSGw7DK0rp1a/z0008s7P7fwYMHARQ9L7xiWzwWdmRvZS7sRowYUeL7YcOGWT0MkRqo/cIJrWGPXUlyYdemTRvBSQj4p7CLiYlBfn6+Ki8CIXUpc2G3cOFCW+YgUgVJksyFHXvslKFFixbQ6/W4fPkyLl26hNq1a4uOJBQLO2UJDg5GlSpVcPPmTZw8eZIfCMnm2E9PZIGUlBSkp6fDYDCgadOmouOUm8FgQFRUFKKiolR/RXulSpXQpEkTAOy1y87ORmxsLAD1F3ZaaaM6nY7DsWRXLOyILCC/MIeFhcHd3V1wmvIzGAzo2LEjOnbsqOo3TRmHY4scPXoUJpMJtWrVUn3PpZbaKAs7sicWdkQW4IUTysTCrgiHYZWJhR3ZU5nn2BGRdi6cMJlM5q36atasqfqrJ+XC7vDhw5AkyWHX19RSYaelNioXdsePH0dhYSGcnPjWS7aj3r8UIgG0UtgVFhbi+++/x/fff4/CwkLRcSqsadOmcHV1xY0bN3D27FnRcYSReyy1UNhpqY2GhITA09MTubm5iI+PFx2HNI6FHVEZXblyBcnJySUmQ5MyODs7IyIiAoDjDsemp6cjMTERwD9brZEy6PV6c/vkcCzZGgs7ojKSt6xq1KgRvLy8BKehOzn6PDv5927UqBG8vb0Fp6E7cZ4d2QsLO6Iykt842RuiTHJhJ88zczRaml+nRXJhxz2NydZY2BGVkVzYyQUEKYtc0Bw9ehQFBQWC09gfCztlk183jh49qvo5g6RsLOyIykCSJPMnbRZ2yhQaGoqqVasiNzcXx48fFx3HriRJYmGncA0bNoSnpydycnJw6tQp0XFIw1jYEZVBcnIy0tLS4OTkhObNm4uOQ6XQ6/Vo164dAGD//v2C09jXuXPncO3aNbi4uKBZs2ai41ApDAaDeRqHo84DJftgYUdUBvILcZMmTVS944TMYDCgS5cu6NKli+pX9S+uffv2AByvsJN/38jISLi6ugpOYx1abKOOfoEP2QdXSSQqA63NrzMYDOjatavoGFbnqIXdvn37AAAdOnQQnMR6tNhGHf0CH7IP9tgRlQHn16lDmzZtoNfrcf78efOuBY5ALuzkwpaUSX79OHHiBG7fvi04DWkVCzuiBzCZTJor7CRJQlpaGtLS0iBJkug4VlO5cmU0adIEgOP02mVmZiImJgaAtgo7LbbRoKAg+Pj4oLCw0OEu8CH7YWFH9ABnzpxBRkYG3Nzc0LhxY9FxrKKgoABz587F3LlzNbc0iKMNxx48eBAmkwnBwcGoVauW6DhWo8U2qtPpOM+ObI6FHdEDyC/AERERcHZ2FpyGHsTRCjstzq/TMs6zI1tjYUf0AFobhtU6ubA7fPgw8vPzBaexPRZ26iKvM8geO7IVFnZED8CtxNQlJCQE1atXR15eHo4dOyY6jk2ZTCZzzyQLO3WQPyDGx8cjIyNDcBrSIhZ2RPdRWFho3rSbPXbqoNPpHGY4Ni4uDpmZmahUqRKaNm0qOg6VgY+PD4KCgiBJEo4cOSI6DmkQCzui+4iLi0Nubi68vLzQsGFD0XGojBylsJOHYdu2bQsnJy5Lqha8gIJsiYUd0X3I8+siIyOh1/PPRS3kwk4ufLSK8+vUifPsyJb4EY/oPv766y8A2huGNRgM5uJHK9s1FdemTRs4OTnh4sWLuHDhAoKCgkRHsgktF3ZabqPssSNbYhcE0X3IQ3laWvgVKHqj7NGjB3r06KG5N00AqFSpkvlil927dwtOYxvp6elISEgAALRr105wGuvTchuNjIyETqdDUlISrly5IjoOaQwLO6J7uHXrFmJjYwFo841T6x566CEAwB9//CE4iW3s2bMHABAeHo6qVasKTkOW8PLyQlhYGACuZ0fWx8KO6B4OHjwISZIQFBSEmjVrio5jVZIk4ebNm7h586Zmtmu6k9YLO7knskuXLoKT2IbW26j8YVHrF/iQ/bGwI7qHAwcOANBmb11BQQFmz56N2bNna2a7pjt16tQJOp0OCQkJuHz5sug4Vqf1wk7rbdRRrtwm+2NhR3QPcmGntfl1jsLb2xsREREAtNdrd+PGDfMm8lot7LROfl05ePAgCgsLBachLWFhR1QKSZI03WPnKLQ6HLtnzx5IkoTQ0FD4+/uLjkPlEBYWBm9vb+Tk5CAmJkZ0HNIQFnZEpTh79iyuXr0KFxcXc68PqY9WCzv595F/P1IfvV6Ptm3bAuBwLFkXCzuiUsgvtJGRkXB1dRWchsqrc+fOAIDY2FhcvXpVcBrr0fr8OkfBeXZkCyzsiErBYVht8PHxQXh4OIB/lgdRu1u3bpn3L2Zhp24s7MgWWNgRlYIXTmiH1oZj9+7dC6PRiLp16yIgIEB0HKqAtm3bQqfT4ezZs0hLSxMdhzSChR3RHbKzs81XHGq1x06v16NVq1Zo1aqV5vfAlQs7rexA4Sjz6xyhjVapUsXcoyx/mCSqKO4VS3SHI0eOwGg0olatWqhTp47oODbh5OSE3r17i45hF3IBFB0djRs3bqh+l4adO3cC0P4wrKO00fbt2+PkyZPYv38/nnjiCdFxSAO0+TGIqAKK7w+r0+kEp6GKql27Nho2bAiTyYRdu3aJjlMhGRkZ5i2oHnnkEcFpyBo4z46sjYUd0R3kSfYdOnQQnMR2JElCdnY2srOzNbld0526d+8OAPj9998FJ6mYXbt2wWQyITQ0FIGBgaLj2JSjtFG5sDt06JAmd9gg+2NhR1SMyWTC3r17AfyzVIYWFRQUYMaMGZgxY4ZDvJlERUUBUH9hJ+eXfx8tc5Q22rBhQ1SpUgU5OTk4ceKE6DikASzsiIqJi4vDjRs34OHhwYWJNaRr167Q6/U4ffo0kpKSRMcpt23btgFwjMLOUej1enOvnfyhkqgiWNgRFSMPw7Zv3x7Ozs6C05C1eHt7o02bNgDU22uXnJyM+Ph46PV6dOvWTXQcsiJ5dEArS/KQWCzsiIr5888/AQCdOnUSnISsTe3z7LZv3w4AaN26NapUqSI2DFmVXNj9+eefmp5PSPbBwo6oGLnHTsvz6xxV8Xl2JpNJcBrLOdL8OkfTunVruLq6Ii0tDQkJCaLjkMqxsCP6f0lJSUhKSoLBYDBvzk3a0a5dO3h4eCA9PR0xMTGi41hEkiQWdhrm6upqfs3hcCxVFAs7ov8nD8O2bNkSnp6egtOQtbm4uJgX9ZUvQlCL2NhYXLlyBR4eHtzmTqOKD8cSVQQLO6L/Jw/DOsL8Or1ej+bNm6N58+aa3a6pND169AAAbN68WXASy2zatAlA0W4Trq6ugtPYh6O1UXmHFBZ2VFE6ycFmamZmZsLb2xsZGRmoXLmy6DikIE2aNMHJkyexZs0a9OvXT3QcsoGEhASEhobCyckJ165dU81rwEMPPYQ///wTX3/9NV555RXRccgGbt26hSpVqsBkMiE5OVmz2xmS7Wn/YxBRGVy/fh0nT54E4Bg9do4qJCQEoaGhKCwsxNatW0XHKZPr16+b1zdzhL1THZWXlxdatGgBgL12VDEs7Ijwz8KgDRs2hI+Pj+A0tidJEvLz85Gfn+9wyyvIxdHGjRsFJymb3377DSaTCY0bN0ZwcLDoOHbjiG2Uw7FkDSzsiOB469cVFBRg2rRpmDZtmqa3ayqNXNht2rRJFcueyAWoo/XWOWIb5ULFZA0s7IgA7Ny5E0DR1lOkbZ07d4aXlxfS0tJw+PBh0XHuy2g0mi/0ePzxxwWnIVuTP1iePHkS165dE5yG1IqFHTm8mzdv4ujRowDArZocgIuLi/nqWKUPxx44cADXr19H1apVucyJA/Dx8UFYWBiAf67SJ7IUCztyeH/88QdMJhNCQ0NRu3Zt0XHIDtQyz07O17NnTzg5OQlOQ/Ygr7W4Y8cOwUlIrVjYkcOTX0AffvhhwUnIXh577DEAwJEjR3Dp0iXBae7tl19+AeB48+sc2SOPPAKAhR2VHws7cnjy/DoOwzoOPz8/89DmmjVrBKcpXXx8PGJjY+Hk5MTCzoHI83zl3UaILMXCjhxaeno6Tpw4AYAXTjia/v37AwBWr14tOEnp5FyPPPIIqlatKjgN2UuNGjUQEREB4J8PnUSWYGFHDm3Xrl0Ainad8PX1FRvGjvR6PcLDwxEeHu4Q2zWV5qmnngJQtNSNEntG5MLu6aefFpxEDEduo/Jw7Pbt2wUnITVyrL8WojvIn4gdbX6dk5MTBgwYgAEDBjjspPzg4GC0atUKJpMJ69atEx2nhHPnzuHo0aPQ6/Xo27ev6DhCOHIblV+PWNhRebCwI4fGCyccm9wbprThWHneX5cuXRxiJxQqqXPnznByckJiYiISExNFxyGVYWFHDislJQXx8fHQ6XTmrXzIsciF3Y4dO3D16lXBaf6xatUqAI47DOvovLy80KZNGwC8OpYsx8KOHJY8DNuyZUuHm5yen5+PDz74AB988AHy8/NFxxEmJCQELVq0gNFoxMqVK0XHAQCcOXMGf/31F/R6vUMXdo7eRrnsCZUXCztyWPL8FS5z4tiGDRsGAPjf//4nOEmRpUuXAgC6d+8Of39/wWlIFHl6yI4dOyBJkuA0pCaKKOy++eYbBAcHw83NDW3btsXBgwfved/58+ejc+fOqFq1KqpWrYqoqKj73p+oNJIk4bfffgNQ9AZKjmvw4MHQ6/XYt28fzp49KzSLJElYsmQJgH8KTnJM7du3h5ubG1JTUxEXFyc6DqmI8MJuxYoVmDhxIiZPnoyjR4+iefPm6NmzJ9LS0kq9/65duzB48GDs3LkT+/fvR0BAAHr06KHo1eNJeU6ePImUlBS4ubmhc+fOouOQQDVr1kRUVBSAf3rLRPnrr79w9uxZVKpUCf369ROahcRydXVFp06dAAC///674DSkJsILu5kzZ2L06NEYNWoUwsPDMW/ePHh4eGDBggWl3n/p0qX417/+hYiICDRq1Ajff/89TCYTLwsni2zZsgVA0aLE7u7ugtOQaHLv2JIlS4QOe8m9df369UOlSpWE5SBl6NmzJ4B/Xq+IykJoYZefn48jR46YPy0DRYtSRkVFYf/+/WU6Rk5ODgoKClCtWrVSf56Xl4fMzMwSX0TyMKz8wkmOrV+/fvDw8MCZM2ewd+9eIRlyc3OxfPlyAByGpSK9evUCUDRSlZubKzgNqYXQwu7q1aswGo3w8/Mrcbufnx9SU1PLdIw333wTtWrVKlEcFjdt2jR4e3ubvwICAiqcm9QtJycHf/75JwAWdlTE09MTzzzzDADg22+/FZJh1apVuH79OgIDA+/5ekaOpXHjxqhduzZu376NP/74Q3QcUgnhQ7EVMX36dCxfvhxr166Fm5tbqfeZNGkSMjIyzF/Jycl2TklKs3v3buTl5SEgIACNGjUSHUcIvV6PkJAQhISEONx2Tffy8ssvAwBWrlwpZE27efPmAQBefPFFGAwGu59fadhGAZ1Oh0cffRQAsHnzZsFpSC2E/rXUqFEDBoPhrn0ar1y58sDL/GfMmIHp06dj69ataNas2T3v5+rqisqVK5f4IscmD8P26tULOp1OcBoxnJycMGTIEAwZMsThtmu6l1atWqFly5bIy8vD4sWL7XruEydOYN++fXBycsJzzz1n13MrFdtoEXk4lvPsqKyEFnYuLi6IjIwsceGDfCFE+/bt7/m4zz77DB999BG2bNmCVq1a2SMqaQjn11FpdDqduddu3rx5MJlMdju3PPzbt29f1KxZ027nJeV75JFHYDAYEB8fz+3FqEyE929PnDgR8+fPx+LFi3Hq1CmMGTMG2dnZGDVqFABg+PDhmDRpkvn+n376Kd577z0sWLAAwcHBSE1NRWpqKrKyskT9CqQiFy5cwN9//w2DwWBe2Z1INnjwYHh5eeHMmTN26yG5ceMGfvzxRwDASy+9ZJdzknpUqVIFHTp0AMBeOyob4YXdoEGDMGPGDLz//vuIiIhAdHQ0tmzZYr6gIikpCZcvXzbff+7cucjPz0f//v1Rs2ZN89eMGTNE/QqkIr/88gsAoEOHDqhSpYrYMALl5+dj6tSpmDp1qkNu13Qvnp6eGD16NICiD5H2MHfuXGRlZaFp06b8sFEM2+g/OBxLlhBe2AHA2LFjceHCBeTl5eGvv/5C27ZtzT/btWsXFi1aZP7+/PnzkCTprq8pU6bYPzipjlzY9enTR3AS8QoKClBQUCA6huK8+uqrcHZ2xh9//IEDBw7Y9Fy5ubmYPXs2AOCNN95w2Dmf98I2WkQu7LZv347bt28LTkNKp4jCjsgebt26hV27dgFgYUf3VqdOHQwdOhSA7XvtFi1ahLS0NAQGBmLQoEE2PRepV4sWLVCrVi1kZ2dj586douOQwrGwI4exdetW5Ofno0GDBmjYsKHoOKRgb7zxBgBg3bp1iI2Ntck5CgoK8PnnnwMAXnvtNTg7O9vkPKR+Op0OTzzxBABg/fr1gtOQ0rGwI4dRfBiWQ150P2FhYXj66acBoMTFW9Y0f/58JCYmwtfXl0uc0AM9+eSTAIpex+x5xTapDws7cghGoxEbN24EwGFYKpupU6fCYDDg119/NQ/hW0tWVhY+/PBDAMD777/PfWHpgbp16wZPT0+kpKTgyJEjouOQgrGwI4dw4MABXL16Fd7e3ujUqZPoOKQCoaGh5uVH3njjDUiSZLVjf/7557hy5Qrq1atnvgqX6H5cXV3NF1Fs2LBBcBpSMhZ25BDkYdjHHnuMc5lQNGcnKCgIQUFBHJa+j/fffx+enp44dOhQiavzK+L06dOYPn06gKKLM1xcXKxyXK1hG70b59lRWegka34MVYHMzEx4e3sjIyOD24s5CEmS0LBhQyQkJGDZsmUYPHiw6EikIjNmzMDrr7+OKlWq4NSpUw/c7vB+TCYTevToge3bt6NXr17YtGkTixYqs+vXr8PX1xdGoxHnzp1D3bp1RUciBWKPHWlebGwsEhIS4Orqit69e4uOQyozYcIEREZG4ubNm3jppZcqNCT73//+F9u3b4erqyv++9//sqgji1SrVs08lYS9dnQvLOxI81atWgWgaG9Y9tKSpZycnPDDDz/AxcUFGzZswMyZM8t1nGPHjpmXUfniiy/QoEEDa8YkB9GvXz8A/7yuEd2JhR1pnvwC2L9/f8FJlCM/Px+ff/45Pv/8c4ffrqksmjdvji+//BIA8Oabb+K3336z6PEXL15Enz59kJ+fjz59+uBf//qXLWJqCtto6eTXsb179+LixYuC05ASsbAjTYuLi0NcXBycnZ25zMkdcnJykJOTIzqGaowZMwbDhg2D0WhEv3798Oeff5bpcampqXj00Udx6dIlhIWFYfHixRyCLSO20bvVrl3bPBy7evVqwWlIiVjYkabJvXU9evRAlSpVxIYhVdPpdPjhhx/Qq1cv5ObmokePHli2bNl9H3Py5El06NABsbGx8Pf3x6ZNm1C1alU7JSatGjBgAADg559/FpyElIiFHWkah2HJmlxcXLB69Wo8/vjjuH37NoYOHYqnn34af//9d4n7Xb9+HZMnT0bLli2RmJiI+vXrY8+ePQgODhYTnDTl6aefhk6nw759+5CcnCw6DikMCzvSrPj4eMTExMDJycm8/hNRRXl4eGDdunV4++23odfrsWbNGoSFhSE8PByPPfYY2rZtCz8/P3z44YfIz8/H448/jr1796J+/fqio5NGcDiW7oeFHWmWPEwWFRWFatWqCU5DWmIwGPDJJ5/g+PHj6NOnD/R6PU6dOoXNmzfj4MGDKCwsRPPmzbFixQps2LABfn5+oiOTxnA4lu7FSXQAIluQJAn/+9//AADPPvus4DSkVU2aNMGGDRtw9epVHDx4EFeuXEHlypXRvHlzLmdCNvX0009j/Pjx2L9/PxITE7lYMZmxsCNN2r9/P86dO4dKlSrhySefFB1HcXQ6HWrVqmX+N1VMjRo18Nhjj4mOoSlso/dXq1YtPPLII/j999/xv//9D++9957oSKQQ3FKMNOlf//oX5s6di+HDh2Px4sWi4xARWd2SJUswfPhwNGjQAKdPn2YBTAA4x440KD8/HytWrAAADBs2THAaIiLb6NevHypVqoQzZ87gwIEDouOQQrCwI83ZvHkzrl+/jpo1a+Lhhx8WHYeIyCY8PT3x9NNPAwB+/PFHwWlIKVjYkeYsWbIEADBkyBAYDAbBaZSpoKAAs2bNwqxZs1BQUCA6DtFd2EbLZvjw4QCA5cuXIy8vT3AaUgIWdqQpaWlp2LBhAwBeDXs/kiQhIyMDGRkZcLBptqQSbKNl07VrV9SpUwc3b97EL7/8IjoOKQALO9KUxYsXo6CgAG3atEHz5s1FxyEisimDwWD+EPvDDz8ITkNKwMKONEOSJHz33XcAgBdffFFwGiIi+3j++ecBAL/99hvOnTsnOA2JxsKONGPXrl04c+YMPD09MWjQINFxiIjson79+ujRowckScL8+fNFxyHBWNiRZsgvaEOHDoWnp6fgNERE9vPyyy8DKBqOzc/PF5yGRGJhR5pw9epV82bYHIYlIkfz+OOPo1atWkhPT8fatWtFxyGBWNiRJnz//ffIz89Hy5Yt0bJlS9FxFE+n08HHxwc+Pj5crZ4UiW3UMs7Ozua5dvPmzROchkTilmKkegUFBahbty4uXbqERYsWYcSIEaIjERHZXVJSEurWrQuTyYSYmBg0adJEdCQSgD12pHorV67EpUuX4Ofnh2eeeUZ0HCIiIQIDA9G3b18AwMyZM8WGIWFY2JGqSZKEL7/8EgDwyiuvwNXVVXAiIiJxXnvtNQDA0qVLkZqaKjgNicDCjlRt7969OHz4MFxdXc1XhdGDFRQUYM6cOZgzZw63ayJFYhstn/bt26N9+/bIz8/H119/LToOCcDCjlRN7q179tln4ePjIziNekiShPT0dKSnp3O7JlIkttHy+89//gMAmDNnDrKzswWnIXtjYUeqFRcXZ76sf8KECWLDEBEpRN++fVGvXj3cuHEDCxcuFB2H7IyFHanWJ598AkmS8NRTT6Fx48ai4xARKYLBYMDEiRMBAJ999hny8vIEJyJ7YmFHqhQfH4/ly5cDAN577z3BaYiIlOW5555DzZo1kZycjAULFoiOQ3bEwo5UaerUqTCZTHjiiScQEREhOg4RkaK4u7tj0qRJAIpeL9lr5zhY2JHqnD17FkuXLgXA3joionsZPXo0ateujYsXL+KHH34QHYfshIUdqc67774Lo9GIRx99FK1atRIdR5V0Oh28vb3h7e3N7ZpIkdhGK87Nza1Er93t27cFJyJ74JZipCoHDx5E27ZtodPpcOzYMTRv3lx0JCIixcrLy0NISAiSk5Mxffp0vPnmm6IjkY2xx45UQ5Ik86rqw4cPZ1FHRPQArq6u+OSTTwAUrSRw5coVwYnI1ljYkWqsX78ef/75J9zc3PDxxx+LjkNEpApDhw5Fq1atcOvWLUyePFl0HLIxFnakCnl5eXjjjTcAAK+++irq1KkjOJG6FRQUYP78+Zg/fz63ayJFYhu1Hr1ej5kzZwIA5s+fj5iYGMGJyJZY2JEqfPrpp0hISICfnx/niFiBJElISUlBSkoKt2siRWIbta7OnTvj6aefhslkwvjx4/mcahgLO1K806dPY+rUqQCAWbNmwdvbW3AiIiL1+fzzz+Hu7o6dO3di0aJFouOQjbCwI0WTJAljxoxBXl4eevTogUGDBomORESkSnXr1sWHH34IAPjPf/7DCyk0ioUdKdqPP/6IHTt2wM3NDXPmzOF6VkREFTBhwgS0bNkSN27cwPjx40XHIRtgYUeKlZiYiHHjxgEAJk+ejPr16wtORESkbk5OTpg/fz4MBgNWrFiBVatWiY5EVsbCjhSpsLAQzz77LG7duoWOHTvi9ddfFx2JiEgTWrZsab4IbfTo0UhKShKciKyJhR0p0vTp07F37154eXlhyZIlMBgMoiNpjoeHBzw8PETHILontlHbmTJlCtq0aYObN29i6NChKCwsFB2JrIRbipHi7NixAz169IDRaMSPP/6IZ599VnQkIiLNOXfuHCIiInDr1i28//77+OCDD0RHIitgjx0pyvnz5zFw4EAYjUYMHz4cw4YNEx2JiEiT6tWrh3nz5gEAPvzwQ6xdu1ZwIrIGFnakGDk5Oejbty+uXbuGVq1aYd68ebwKlojIhoYMGWK+SG3YsGGIjo4WG4gqjIUdKUJhYSEGDx6M48ePw9fXF2vWrIG7u7voWJpVUFCARYsWYdGiRdyuiRSJbdR+Zs6ciaioKOTk5OCJJ55Aamqq6EhUASzsSDiTyYQXXngBGzZsgKurK1avXo2AgADRsTRNkiRcuHABFy5c4NZCClL8/4XRaCz133feT6vYRu3HyckJP//8M0JCQpCcnIzu3bvj2rVromNRObGwI6EkScLrr7+OxYsXw2Aw4Oeff0anTp1ExyKyu9OnT2PdunXIysoCAPOV4HPmzMG7776LH3/80bxTgE6nY7FDVlW1alVs3rwZNWvWRGxsLHr16oXMzEzRsagcWNiRMPJm1DNnzgQALFiwAE888YTgVET2t3fvXjz66KOYN28ezp07Z7597ty5mD17Ntq3b481a9bgm2++waZNmwCA80/J6urXr4/ff/8d1atXx+HDh/Hoo4/ixo0bomORhVjYkRCFhYV4/vnn8d///hcA8M0332D48OGCUxHZ38GDB9GrVy8899xzmD17Npo1a2b+WWZmJqZNm4YnnngC//3vf1GjRg3s3r0b27ZtE5iYtCw8PBxbt26Ft7c39u3bhy5duiAlJUV0LLIACzuyu4yMDPTt2xeLFi2CwWDAkiVL8K9//Ut0LCK7u379Ot577z289dZbeOedd9CoUaMSP69Tpw6++OILJCcnIyAgAIMGDYKfnx8OHDggKDE5gpYtW+KPP/6Av78/YmJi0LFjR8TFxYmORWXEwo7sKj4+Hm3btsXGjRvh5uaGVatWca06clgFBQW4fv06unfvbr7t+vXrOHjwILZv345OnTphyJAh+Oqrr3D58mX4+fnh6aefxs8//4z9+/cLTE5a16xZM+zbtw8NGjTA+fPn0bZtW6xevVp0LCoDFnZkF5Ik4X//+x/atGmD+Ph41KlTB3v27EHfvn1FR3NYzs7OcHZ2Fh3DoZ07dw7R0dHmbbN+/PFHPP/882jfvj369OmD8ePHo1atWvDy8sJnn32GpKQkBAUFoUWLFsjIyBCc3vbYRsWqW7cu9u3bh27duiErKwv9+/fHa6+9hry8PNHR6D64pRjZ3LVr1zBmzBisXLkSANC5c2esXLkSfn5+gpMRiZWeno4+ffrg+vXrqFWrFuLi4vDYY4+hf//+OHXqFKZOnYr169ejZs2aWLlyJRYvXozWrVvjxIkTOHbsGPdQJrsoLCzEpEmTMGPGDABA48aNsXjxYkRGRgpORqVhYUc2YzQasWDBAkyaNAnXrl2Dk5MTJk+ejLfeegtOTk6i4xEpwsKFC7FlyxakpqZiypQpaNKkCXx8fAAA3t7e+PTTT/Hyyy8DKLrQorCwEG3btoXBYIDRaGRxR3azfv16vPjii0hLS4PBYMCECRPw3nvvwdvbW3Q0KoaFHVmdJEnYtm0b3nnnHRw+fBhA0Se8RYsWoVWrVoLTESmDJEnmJUsKCwuh1+uh1xfNjjGZTDh16hReeOEFfPXVV2jduvVdj2dRRyKkp6fjlVdeMY/A+Pj44MMPP8SoUaPg6uoqOB0BnGNHVmQymbB582Z07twZPXv2xOHDh1G5cmV8+eWXOHbsGIs6BSksLMSyZcuwbNkyFBYWio7jkIovMnxnD7Zer8d3330HZ2dnhISElPp4rRd1bKPK5OPjg59//hmbN29Go0aNkJ6ejjFjxqBBgwb46quvkJOTIzqiw2NhRxV2/fp1fPnll2jYsCEee+wx7N27F66urhg/fjzi4+MxYcIEToBWGJPJhISEBCQkJMBkMomO47CKLzIs99b99ddfGD16NJYvX47FixejSpUqDvn/iG1U2Xr16oUTJ07gq6++Qq1atXDx4kWMHz8egYGBmDhxIpdHEYiFHZVLRkYGlixZgscffxz+/v6YOHEizpw5A29vb7z66qs4d+4cZs2aBX9/f9FRiVTj008/xRtvvIFTp07hr7/+Qt26dWE0Gs1FH5GSODs7Y9y4cTh37hzmzZuH4OBgXLt2DV9++SUaN26Mdu3aYcaMGTh79qzoqA5FEa8W33zzDYKDg+Hm5oa2bdvi4MGD973/ypUr0ahRI7i5uaFp06bmLXbIdm7fvo29e/diypQp6NChA6pXr47hw4dj48aNKCgoQPPmzfHtt9/i0qVLmDlzJmrVqiU6MpF9GY3Arl3ATz8V/ddotPgQw4YNw9ixY7F+/XoEBwdzHh2pgqurK1566SUkJCTg119/Rd++fWEwGPDXX3/h9ddfR4MGDdCkSROMHz8ea9euxbVr10RH1jThlyauWLECEydOxLx589C2bVvMmjULPXv2RHx8PHx9fe+6/759+zB48GBMmzYNjz/+OJYtW4a+ffvi6NGjaNKkiYDfQFskScKVK1eQkJCAuLg4HDlyBIcOHUJsbOxd81zCwsIwcOBADBo0CGFhYYISEynAmjXA+PHAxYv/3FanDjB7NvDUU2U+TO3atTFgwAAARUORLOpITZycnNC7d2/07t0bqampWLNmDdasWYNdu3bh5MmTOHnyJL766ivodDqEhISgRYsWiIiIQEREBMLCwlCnTh22eSsQflVs27Zt0bp1a3z99dcAil7MAgICMG7cOLz11lt33X/QoEHIzs7Gr7/+ar6tXbt2iIiIwLx58x54Pke9KtZkMiE7OxsZGRm4fv06Ll++fNfXuXPnkJCQgFu3bpV6DF9fX3Tt2hU9evRA9+7dERgYaOffgqwlPz8f06ZNAwBMmjQJLi4ughOp2Jo1QP/+wJ0vpfL8uVWrLCruqAjbqHZcu3YNO3fuxM6dO7Fr1657zr9zcXFBcHAw6tWrh3r16qFmzZrw8/ODn58f/P394evriypVqsDLy4sF4H0I7bHLz8/HkSNHMGnSJPNter0eUVFR99wuZ//+/Zg4cWKJ23r27Il169bZMqpFzp8/j4MHD8JkMsFkMkGSpAf+25Kf5eXl3fMrPz8feXl5yMnJQUZGBjIzM83/LWsNr9frERwcjNDQULRo0QKtWrVC69atUadOnRKTvYkcntFY1FNX2t+WJBUVdxMmAE8+CfCNiBxU9erV0b9/f/Tv3x9A0ZIpx44dQ3R0tPnrzJkzyM/Px+nTp3H69OkHHtPT0xOVK1eGt7c3KleuDE9PT7i6usLNzQ2urq7mr+LfOzk5wWAwQK/Xl/rfe/1Mp9OZ3/vu9e+goCC0a9fORs+gZYQWdlevXoXRaLxrBwI/Pz/8/fffpT4mNTW11PunpqaWen+54JHJ2/BkZmZWJPp9bdmyBWPGjLHZ8SvCyckJ3t7e8Pf3h7+/v/mTkJ+fHwICAtCgQQMEBweXuh7RvXrySH3y8/Nx+/ZtAEV/C+wNKac//yw5/HonSQKSk4EtW4DOne2XSwPYRrXL1dUV7dq1K1EIGY1GpKSkIDExEYmJiUhKSsKVK1eQlpaG9PR0XLlyBenp6cjPzwcAZGVlISsrCykpKaJ+jRIGDBiA77//3ubn8fLyemAHi/A5drY2bdo0fPDBB3fdHhAQICCNeIWFhbh27RquXbuGkydPio5DCjB9+nTREbTv8cdFJ1A1tlFSupUrV5oXbbalskwjE1rY1ahRAwaDAVeuXClx+5UrV+65TIa/v79F9580aVKJoVuTyYTr16+jevXqNh9WzMzMREBAAJKTkx1qPp+t8Pm0Lj6f1sfn1Lr4fFoXn0/rs/dz6uXl9cD7CC3sXFxcEBkZie3bt6Nv374Aigqv7du3Y+zYsaU+pn379ti+fTsmTJhgvm3btm1o3759qfeXx9aLq1KlijXil1nlypX5R2RFfD6ti8+n9fE5tS4+n9bF59P6lPScCh+KnThxIkaMGIFWrVqhTZs2mDVrFrKzszFq1CgAwPDhw1G7dm3z1VHjx49Hly5d8MUXX6B3795Yvnw5Dh8+jO+++07kr0FEREQknPDCbtCgQUhPT8f777+P1NRUREREYMuWLeYLJJKSkkqsut6hQwcsW7YM7777Lt5++22EhIRg3bp1XMOOiIiIHJ7wwg4Axo4de8+h1127dt1124ABA8yLeCqZq6srJk+eXOoVpmQ5Pp/WxefT+vicWhefT+vi82l9SnxOhS9QTERERETWoYi9YomIiIio4ljYEREREWkECzsiIiIijWBhZydPPPEEAgMD4ebmhpo1a+LZZ59VzFYoanP+/Hk8//zzqFu3Ltzd3VG/fn1MnjzZvNUMlc8nn3yCDh06wMPDw+5rPWrBN998g+DgYLi5uaFt27Y4ePCg6Eiq9ccff6BPnz6oVasWdDqdovYCV6Np06ahdevW8PLygq+vL/r27Yv4+HjRsVRr7ty5aNasmXntuvbt22Pz5s2iY5mxsLOTbt264eeff0Z8fDxWr16Ns2fPmjdEJsv8/fffMJlM+Pbbb3Hy5El8+eWXmDdvHt5++23R0VQtPz8fAwYMUOw+x0q2YsUKTJw4EZMnT8bRo0fRvHlz9OzZE2lpaaKjqVJ2djaaN2+Ob775RnQUTdi9ezdeeeUVHDhwANu2bUNBQQF69OiB7Oxs0dFUqU6dOpg+fTqOHDmCw4cP4+GHH8aTTz6pmG06eVWsIBs2bEDfvn2Rl5cHZ2dn0XFU7/PPP8fcuXNx7tw50VFUb9GiRZgwYQJu3rwpOopqtG3bFq1bt8bXX38NoGgHnYCAAIwbNw5vvfWW4HTqptPpsHbtWvPuRFRx6enp8PX1xe7du/HQQw+JjqMJ1apVw+eff47nn39edBT22Ilw/fp1LF26FB06dGBRZyUZGRmoVq2a6BjkgPLz83HkyBFERUWZb9Pr9YiKisL+/fsFJiMqXUZGBgDwNdMKjEYjli9fjuzs7HtubWpvLOzs6M0330SlSpVQvXp1JCUlYf369aIjacKZM2fw3//+Fy+99JLoKOSArl69CqPRaN4tR+bn54fU1FRBqYhKZzKZMGHCBHTs2JE7NlVATEwMPD094erqipdffhlr165FeHi46FgAWNhVyFtvvQWdTnffr7///tt8/9dffx3Hjh3D1q1bYTAYMHz4cHAk/B+WPp8AcOnSJfTq1QsDBgzA6NGjBSVXrvI8p0SkXa+88gpiY2OxfPly0VFUrWHDhoiOjsZff/2FMWPGYMSIEYiLixMdCwDn2FVIeno6rl27dt/71KtXDy4uLnfdfvHiRQQEBGDfvn2K6b4VzdLnMyUlBV27dkW7du2waNGiEnsKU5HytFHOsbNMfn4+PDw8sGrVqhLzwEaMGIGbN2+yZ76COMfOesaOHYv169fjjz/+QN26dUXH0ZSoqCjUr18f3377regoytgrVq18fHzg4+NTrseaTCYAQF5enjUjqZolz+elS5fQrVs3REZGYuHChSzq7qEibZTKxsXFBZGRkdi+fbu5+DCZTNi+ffs998AmsidJkjBu3DisXbsWu3btYlFnAyaTSTHv5yzs7OCvv/7CoUOH0KlTJ1StWhVnz57Fe++9h/r167O3rhwuXbqErl27IigoCDNmzEB6err5Z/7+/gKTqVtSUhKuX7+OpKQkGI1GREdHAwAaNGgAT09PseEUbuLEiRgxYgRatWqFNm3aYNasWcjOzsaoUaNER1OlrKwsnDlzxvx9YmIioqOjUa1aNQQGBgpMpk6vvPIKli1bhvXr18PLy8s899Pb2xvu7u6C06nPpEmT8OijjyIwMBC3bt3CsmXLsGvXLvz222+ioxWRyOZOnDghdevWTapWrZrk6uoqBQcHSy+//LJ08eJF0dFUaeHChRKAUr+o/EaMGFHqc7pz507R0VThv//9rxQYGCi5uLhIbdq0kQ4cOCA6kmrt3Lmz1LY4YsQI0dFU6V6vlwsXLhQdTZWee+45KSgoSHJxcZF8fHykRx55RNq6davoWGacY0dERESkEZyYRERERKQRLOyIiIiINIKFHREREZFGsLAjIiIi0ggWdkREREQawcKOiIiISCNY2BERERFpBAs7IiIiIo1gYUdEZEOLFi1ClSpVHng/nU6HdevW2TwPEWkbCzsi0gSj0YgOHTrgqaeeKnF7RkYGAgIC8M4779zzsV27doVOp4NOp4ObmxvCw8MxZ84cq+QaNGgQTp8+bf5+ypQpiIiIuOt+ly9fxqOPPmqVcxKR42JhR0SaYDAYsGjRImzZsgVLly413z5u3DhUq1YNkydPvu/jR48ejcuXLyMuLg4DBw7EK6+8gp9++qnCudzd3eHr6/vA+/n7+8PV1bXC5yMix8bCjog0IzQ0FNOnT8e4ceNw+fJlrF+/HsuXL8ePP/4IFxeX+z7Ww8MD/v7+qFevHqZMmYKQkBBs2LABAJCUlIQnn3wSnp6eqFy5MgYOHIgrV66YH3v8+HF069YNXl5eqFy5MiIjI3H48GEAJYdiFy1ahA8++ADHjx839xAuWrQIwN1DsTExMXj44Yfh7u6O6tWr48UXX0RWVpb55yNHjkTfvn0xY8YM1KxZE9WrV8crr7yCgoICKzyTRKRWTqIDEBFZ07hx47B27Vo8++yziImJwfvvv4/mzZtbfBx3d3fk5+fDZDKZi7rdu3ejsLAQr7zyCgYNGoRdu3YBAIYOHYoWLVpg7ty5MBgMiI6OhrOz813HHDRoEGJjY7Flyxb8/vvvAABvb++77pednY2ePXuiffv2OHToENLS0vDCCy9g7Nix5kIQAHbu3ImaNWti586dOHPmDAYNGoSIiAiMHj3a4t+XiLSBhR0RaYpOp8PcuXMRFhaGpk2b4q233rLo8UajET/99BNOnDiBF198Edu3b0dMTAwSExMREBAAAPjxxx/RuHFjHDp0CK1bt0ZSUhJef/11NGrUCAAQEhJS6rHd3d3h6ekJJycn+Pv73zPDsmXLcPv2bfz444+oVKkSAODrr79Gnz598Omnn8LPzw8AULVqVXz99dcwGAxo1KgRevfuje3bt7OwI3JgHIolIs1ZsGABPDw8kJiYiIsXL5bpMXPmzIGnpyfc3d0xevRovPrqqxgzZgxOnTqFgIAAc1EHAOHh4ahSpQpOnToFAJg4cSJeeOEFREVFYfr06Th79myF8p86dQrNmzc3F3UA0LFjR5hMJsTHx5tva9y4MQwGg/n7mjVrIi0trULnJiJ1Y2FHRJqyb98+fPnll/j111/Rpk0bPP/885Ak6YGPGzp0KKKjo5GYmIjs7GzMnDkTen3ZXiKnTJmCkydPonfv3tixYwfCw8Oxdu3aiv4qD3TncK9Op4PJZLL5eYlIuVjYEZFm5OTkYOTIkRgzZgy6deuGH374AQcPHsS8efMe+Fhvb280aNAAtWvXLlHQhYWFITk5GcnJyebb4uLicPPmTYSHh5tvCw0NxauvvoqtW7fiqaeewsKFC0s9j4uLC4xG432zhIWF4fjx48jOzjbftnfvXuj1ejRs2PCBvwsROS4WdkSkGZMmTYIkSZg+fToAIDg4GDNmzMAbb7yB8+fPl+uYUVFRaNq0KYYOHYqjR4/i4MGDGD58OLp06YJWrVohNzcXY8eOxa5du3DhwgXs3bsXhw4dQlhYWKnHCw4ORmJiIqKjo3H16lXk5eXddZ+hQ4fCzc0NI0aMQGxsLHbu3Ilx48bh2WefNc+vIyIqDQs7ItKE3bt345tvvsHChQvh4eFhvv2ll15Chw4dyjwkeyedTof169ejatWqeOihhxAVFYV69ephxYoVAIrWz7t27RqGDx+O0NBQDBw4EI8++ig++OCDUo/39NNPo1evXujWrRt8fHxKXSvPw8MDv/32G65fv47WrVujf//+eOSRR/D1119bnJ+IHItOKs8rHREREREpDnvsiIiIiDSChR0RERGRRrCwIyIiItIIFnZEREREGsHCjoiIiEgjWNgRERERaQQLOyIiIiKNYGFHREREpBEs7IiIiIg0goUdERERkUawsCMiIiLSCBZ2RERERBrxfw4pgS8w8eG4AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "class LineEnvironment():\n", + " def __init__(self, mus, variances, n_sd, init_value):\n", + " self.mus = torch.tensor(mus)\n", + " self.sigmas = torch.tensor([math.sqrt(v) for v in variances])\n", + " self.variances = torch.tensor(variances)\n", + " self.mixture = [\n", + " Normal(m, s) for m, s in zip(self.mus, self.sigmas)\n", + " ]\n", + "\n", + " self.n_sd = n_sd\n", + " self.lb = min(self.mus) - self.n_sd * max(self.sigmas) # Convienience only.\n", + " self.ub = max(self.mus) + self.n_sd * max(self.sigmas) # Convienience only.\n", + "\n", + " self.init_value = init_value # Used for s0.\n", + " assert self.lb < self.init_value < self.ub\n", + "\n", + " def log_reward(self, x):\n", + " \"\"\"Log of the sum of the exponential of each log probability in the mixture.\"\"\"\n", + " return torch.logsumexp(torch.stack([m.log_prob(x) for m in self.mixture], 0), 0)\n", + "\n", + " @property\n", + " def log_partition(self) -> float:\n", + " \"\"\"Log Partition is the log of the number of gaussians.\"\"\"\n", + " return torch.tensor(len(self.mus)).log()\n", + "\n", + "\n", + "env = LineEnvironment(mus=[-1, 1], variances=[0.2, 0.2], n_sd=4.5, init_value=0)\n", + "render(env)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LnjiKwAib3I_" + }, + "source": [ + "# Policies, Actions, and States\n", + "\n", + "Next, we need a distribution from which to sample these steps. To parameterize this, we will need a neural network to predict the parameters of the Gaussian: $\\mu$, the mean, and $\\sigma$, the standard deviation. We're also going to enforce that $ 0.1 <= \\sigma <= 1$ to help with convergence (see the hyperparameters above).\n", + "\n", + "Recall that in order to act in our environment, we have to do two things. First, we need to use a function approximator to predict the parameters of a distribution, then to sample from that distribution to produce the actions. Here, we have a neural network that outputs $\\mu$ and $\\sigma$ of the normal distribution, with the constraint that `min_policy_std <=` $\\sigma$ `<= max_policy_std`. Our policy is then this distribution object we can sample from:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ADbA2owub3JA" + }, + "outputs": [], + "source": [ + "def get_policy_dist(model, x):\n", + " \"\"\"\n", + " A policy is a distribution we predict the parameters of using a neural network,\n", + " which we then sample from.\n", + " \"\"\"\n", + " pf_params = model(x) # Shape = [batch_shape, 2].\n", + " policy_mean = pf_params[:, 0]\n", + " policy_std = torch.sigmoid(pf_params[:, 1]) * (max_policy_std - min_policy_std) + min_policy_std\n", + " policy_dist = torch.distributions.Normal(policy_mean, policy_std)\n", + "\n", + " return policy_dist" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FFyV6pqgb3JA" + }, + "source": [ + "## Why Our State Must Include A Counter\n", + "\n", + "We need to ensure there are no cycles in our state space to follow the theory of GFlowNets, but in this set up, a cycle would be easy to obtain. If we sampled first an increment of $+1$ and then an increment of $-1$, we could produce a cycle, and there are an infinite number of these on the real number line. To prevent cycles, let's simply include the count value, $t$, in the state $s_t$. In this setup, the state vector is `[x_position, n_steps]`, and the previous trajectory $[0, 0] \\rightarrow [1, 1] \\rightarrow [0, 2]$ would not be considerd a cycle. This step counter also can be used to know when to terminate this process, otherwise we never sample a final value. In this case, let's always terminate when $t=5$ (see hyperparameters above). There are more sophisitcated ways to handle termination, but they add complexity, and we want to focus this tutorial on only the core concepts.\n", + "\n", + "## Applying Actions to States\n", + "\n", + "For each forward action, we will add the action value to the current state, and increment the step counter. A backward action is simply the inverse: we will substract the action value from the current state, and decrement the *step* counter.\n", + "\n", + "Given this distribution we retrieve from `get_policy_dist()`, we sample an action $s_{\\Delta} \\sim D(\\rho)$. Recall that our state representation is `(x_position, n_steps)`. In this case, we are sampling $x_{\\Delta} \\sim \\mathcal{N}(\\mu, \\sigma^2)$, and our next state is `(x_position + x_delta, n_steps + 1)`.\n", + "\n", + "We'll also define a function that initalizes a state at $S_0$, which in our case has the `x_position` set to whatever we defined in our environment, and `n_steps` to 0." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "hlEPrqlqb3JA" + }, + "outputs": [], + "source": [ + "def step(x, action):\n", + " \"\"\"Takes a forward step in the environment.\"\"\"\n", + " new_x = torch.zeros_like(x)\n", + " new_x[:, 0] = x[:, 0] + action # TODO: Complete - add action delta.\n", + " new_x[:, 1] = x[:, 1] + 1 # TODO: Complete - increment step counter.\n", + "\n", + " return new_x\n", + "\n", + "\n", + "def initalize_state(batch_size, device, env, randn=False):\n", + " \"\"\"Trajectory starts at state = (X_0, t=0).\"\"\"\n", + " x = torch.zeros((batch_size, 2), device=device)\n", + " x[:, 0] = env.init_value # TODO: Complete.\n", + "\n", + " return x" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qazb2bySb3JA" + }, + "source": [ + "# Model Definition, Training Loop, and Loss\n", + "\n", + "Below is a simple training loop. We're going to use Trajectory Balance (TB) for this demo. Recall the TB loss:\n", + "\n", + "$$L(\\tau) = \\left(\\log Z_{\\theta} + \\sum_t \\log P_F(s_{t+1}|s_t;\\theta) - \\log R(x) - \\sum_t \\log P_B(s_t|s_{t+1}; \\theta) \\right)^2$$\n", + "\n", + "so we need a forward model to generate trajectories $\\tau$ and calculate $P_F$, we need a backward model to calculate $P_F$, and we need an estimate of logZ $\\log Z_{\\theta}$, along with an optimizer.\n", + "\n", + "Let's set those up first. We'll parameterize both the `forward_model` and the `backward_model` as two small neural networks, each taking in the state `[x_position, n_steps]` and outputting the parameters of a Normal distribution `[mean, standard_deviation]`. The `logZ` estimate is a scalar parameter.\n", + "\n", + "> Note a common optimization trick for TB here, where the learning rate of `logZ` is faster than the other networks.\n", + "\n", + "These models will be used to predict the parameters of the policies themselves." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "xFkL8eQbb3JB" + }, + "outputs": [], + "source": [ + "def setup_experiment(hid_dim=64, lr_model=1e-3, lr_logz=1e-1):\n", + " \"\"\"Generate the learned parameters and optimizer for an experiment.\n", + "\n", + " Forward and backward models are MLPs with a single hidden layer. logZ is\n", + " a single parameter. Note that we give logZ a higher learning rate, which is\n", + " a common trick used when utilizing Trajectory Balance.\n", + " \"\"\"\n", + " # Input = [x_position, n_steps], Output = [mus, standard_deviations].\n", + " forward_model = torch.nn.Sequential(torch.nn.Linear(2, hid_dim),\n", + " torch.nn.ELU(),\n", + " torch.nn.Linear(hid_dim, hid_dim),\n", + " torch.nn.ELU(),\n", + " torch.nn.Linear(hid_dim, 2)).to(device)\n", + "\n", + " backward_model = torch.nn.Sequential(torch.nn.Linear(2, hid_dim),\n", + " torch.nn.ELU(),\n", + " torch.nn.Linear(hid_dim, hid_dim),\n", + " torch.nn.ELU(),\n", + " torch.nn.Linear(hid_dim, 2)).to(device)\n", + "\n", + " logZ = torch.nn.Parameter(torch.tensor(0.0, device=device))\n", + "\n", + " optimizer = torch.optim.Adam(\n", + " [\n", + " {'params': forward_model.parameters(), 'lr': lr_model},\n", + " {'params': backward_model.parameters(), 'lr': lr_model},\n", + " {'params': [logZ], 'lr': lr_logz},\n", + " ]\n", + " )\n", + "\n", + " return (forward_model, backward_model, logZ, optimizer)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "x0YviuLnb3JB" + }, + "source": [ + "Finally, our training loop, which is greatly simplified due to the use of fixed-length trajectories (defined as `trajectory_length` steps - currently set to 5). With probabilisitc exit actions, the logic becomes more tricky, though it is often useful.\n", + "\n", + "In our forward loop through the trajectory, we use our `forward_model` to calculate the `forward_policy`, sample an `action` from that policy, and finally calculate the log probability of that action an add it to `logPF`, which records the sum of the log probabilities (i.e., the product of the conditional probabilities, which is the probability of the trajectory). We store each new state in the trajectory.\n", + "\n", + "For the backward loop, we sample the parameters of a `backward_policy` from the `backward_model`, and evaluate the log probability of the observed action (`trajectory[:, t, 0] - trajectory[:, t - 1, 0]`) under this policy. The trajectory dimensions are `[batch_dim, trajectory_step, state]`. We use this to calculate the probability of the backward trajectory by accumulating the sum of `logPB`. Note that the `n_step` counter is only part of the state, not the action, so we can remove it when indexing on the `state` dimension.\n", + "\n", + "We finally calculate the `log_reward` from the terminal states under our environment reward, and calculate the trajectory balance loss, which we use to update the parameters of the `forward_model`, `backward_model`, and `logZ`.\n", + "\n", + "This should only take a few minutes to train:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "hOX_3t9hb3JB", + "outputId": "cfdae0ad-47fe-4c90-cae0-24acc7e727a1" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Training iter 4900: (loss=0.019, estimated logZ=-1.884, true logZ=0.693, LR=0.001: 100%|██████████| 5000/5000 [01:30<00:00, 55.29it/s]\n" + ] + } + ], + "source": [ + "def train(seed, batch_size, trajectory_length, env, device, n_iterations):\n", + " \"\"\"Continuous GFlowNet training loop, with the Trajectory Balance objective.\"\"\"\n", + " seed_all(seed)\n", + " forward_model, backward_model, logZ, optimizer = setup_experiment() # Default hyperparameters used.\n", + " losses = []\n", + " tbar = trange(n_iterations)\n", + " true_logZ = env.log_partition\n", + "\n", + " for it in tbar:\n", + " optimizer.zero_grad()\n", + "\n", + " x = initalize_state(batch_size, device, env)\n", + "\n", + " # Trajectory stores all of the states in the forward loop.\n", + " trajectory = torch.zeros((batch_size, trajectory_length + 1, 2), device=device)\n", + " logPF = torch.zeros((batch_size,), device=device)\n", + " logPB = torch.zeros((batch_size,), device=device)\n", + "\n", + " # Forward loop to generate full trajectory and compute logPF.\n", + " for t in range(trajectory_length):\n", + " policy_dist = get_policy_dist(forward_model, x) # TODO: Fill in the blank here.\n", + " action = policy_dist.sample() # TODO: Fill in the blank here.\n", + " logPF += policy_dist.log_prob(action) # TODO: Fill in the blank here.\n", + "\n", + " new_x = step(x, action)\n", + " trajectory[:, t + 1, :] = new_x\n", + " x = new_x\n", + "\n", + " # Backward loop to compute logPB from existing trajectory under the backward policy.\n", + " for t in range(trajectory_length, 0, -1):\n", + " policy_dist = get_policy_dist(backward_model, trajectory[:, t, :]) # TODO: Fill in the blank here.\n", + " action = trajectory[:, t, 0] - trajectory[:, t - 1, 0] # TODO: Fill in the blank here.\n", + " logPB += policy_dist.log_prob(action) # TODO: Fill in the blank here.\n", + "\n", + " log_reward = env.log_reward(trajectory[:, -1, 0]) # Reward from the final state. # TODO: Fill in the blank here.\n", + "\n", + " # Compute Trajectory Balance Loss.\n", + " loss = (logZ + logPF - logPB - log_reward).pow(2).mean() # TODO: Fill in the blank here.\n", + " loss.backward()\n", + " optimizer.step()\n", + " losses.append(loss.item())\n", + "\n", + " if it % 100 == 0:\n", + " tbar.set_description(\"Training iter {}: (loss={:.3f}, estimated logZ={:.3f}, true logZ={:.3f}, LR={}\".format(\n", + " it,\n", + " np.array(losses[-100:]).mean(),\n", + " logZ.item(),\n", + " true_logZ,\n", + " optimizer.param_groups[0]['lr'],\n", + " )\n", + " )\n", + "\n", + " return (forward_model, backward_model, logZ)\n", + "\n", + "n_iterations = 5000\n", + "forward_model, backward_model, logZ = train(seed, batch_size, trajectory_length, env, device, n_iterations)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "m0hWcLcGb3JB" + }, + "source": [ + "Next, we can view the behaviour of our GFlowNet by sampling new trajectories under fixed models. We'll plot two things. On top, we'll see the distribution of the final samples from each trajectory, alongside the original reward distribution. Underneath it, we'll show the `x_position` values at each step along the full trajectory. Note that at inference time, we only need the `forward_model`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 486 + }, + "id": "Ong0nN4mb3JB", + "outputId": "50e6f35e-8150-431f-a2ba-e62eb5d42c1a" + }, + "outputs": [ + { + "data": { + "image/png": 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GDCh2PYapSbCwY5gqzK+/SkhIKP51SQLi44H9+4tfR6VS4dSpUzh58uQN21h4eHhg4sSJeOmll7Bjxw6cPHkSjz/+OPLy8jBhwgQAwFNPPYWzZ8/ipZdewunTp7F69WosX7680HZeeeUV/PHHH5g8eTJiY2Nx9uxZfP/997dMcI+NjUVsbCxycnKQmpqK2NhYnDx58qbvYUpJMdWuu3dbb+v8qsrn1urVqzFmzBi8//776NixI5KSkpCUlASj0Vj8B2aYGgALO4apovzxxx8YP/71Eq177FjSTV/39vaGt7d3sa+/8847ePjhhzF69GjccccdOHfuHH766Sf4+voCcIa7Nm7ciO+++w5t2rTBkiVLMGfOnELbaN26Nfbt24czZ86gW7duaNeuHWbMmIGwsLCb2tauXTu0a9cOR44cwerVq9GuXTv079+/RJ+bKRuSJGHdunV49NEXSrT+uXM5xb5WVc+tzz//HAUFBZg0aRJCQ0PF8txzz5XoMzNMdUUhSSWoa69BJCQkIDIyEvHx8YiIiJDbHIa5DofDgVmzZuHtt9+Gw9ENwN5bvkej6YcvvhiF0aNHV7h9TDXExVOXM3UqHnvsMaxbtw5AD7ieXzNxbb03Xf4PCHgEmzc/h65du1a0pQxTJkwmEwwGA4xG400HGrUB9tgxTBXCYrFgxIgRmD17NhwOB0aNikJYmB0KxY3XVygkaLUpsFp/xpgxYzBjxowS9SBjaid5eXno3r071q1bBzc3N8yY0Qvh4VKx5xcgwc3tCtLSNuGee+75TwwyDFOVYWHHMFUEu92OUaNGYd26dVCr1VixYgW+/no5Pv7YmbtU9ObrfKzAN9/4Y/r01wAAs2fPxrRp0yrXcKZakJeXh5UrV+LYsWMIDAzEnj178OabM/DRR84T60bnl0KhwIoVfhg8eCCsVitGjBiBb7/9VgbrGYYpKSzsGKYKIEkSnnzySWzYsAEajQZbt27FmDFjADhbTWzYAISHF35PRITz+SFDVJg9ezY+/vhjAMC8efMqtPUEU/0oKCjA6tWrkZScjODgYOzdu1eEVW91fo0YocP69esxYcIEOBwOjBw5Er/88osMn4JhmJLAwo5hqgAfffQRvvzySyiVSqxZs+a61hEPPQRcuODAmjVJ+PDDVOze7cDFi4X7i02ePFkknT/77LPYvn17ZX4EpooiSRK2bt2KhMRE6HU67NmzR7QaIej8GvJwDu67Nxdjx0iFzi+VSoXPPvsMjz76KAoKCjB06NAbzufKMNWGxYuB1q0Bb2/n0qkT4HrNzM8HJk0C/P0BT0/g4YeB5OTC27h8GRgwAHB3B4KCgJdeAgoKKvdz3AAWdgwjM7///jumTp0KAFiwYAEeKqYbrCQV4PTpz5CZ+Sm6di3ADbpL4NVXX8X48eP/y88bhYSb9bJgagWffPIJjv/9N5QKBR555JFiZ2mQpAKkpf0Fs/kw6tRxFD6/Zs2CavZsrKxfH5+FhiI9PR2DBg1Cfn5+5XwIhilvIiKAd94BjhwB/voL6NULGDgQ+Ocf5+svvABs3QqsXw/s2wdcuVJ4JG23O0Wd1Qr88QewYgWwfDkwY4YsH8cVFnYMIyNZWVkYNmyY8ILcqLN+aVAoFFi8eDGio6ORkZGB0aNHw36z7sVMjeaff/7BSy+9BADo27cv6tevf1vbU6vVGDZsGIKCgnD8+HFMnz69PMxkmHLDZDIVWiwWy41XfOABoH9/oFEjoHFj4O23nZ65gwcBoxH48ktgwQKn4IuOBpYtcwo4ap69cydw8iTwzTdA27bAffcBs2cDixY5xZ6MsLBjGBl58cUXkZiYiIYNG+KLL76AovjyxBKj0WiwZs0aeHh4YO/evXj//ffLwVKmumG1WjFq1ChYLBY0atjwuvlYb0kxTY0NBgO++uorAE4P8759+8rFXoYpDyIjI2EwGMQyd+7cW7/JbgfWrgVyc50h2SNHAJsNcJ2CrmlToE4d4MAB5+MDB4BWrYDg4Gvr9OsHmEzXvH4ywcKOYWTip59+wldffQWFQoGvvvoKXl5e5bbtRo0a4aOPPgIAzJo1CxcuXCi3bTPVg3fffRexsbHw9/fHgw8+WC6DBmLA4cP4vl07zJAkxMTEIC8vr9y2zTC3Q3x8PIxGo1hu2iXgxAmnl06rBZ56Cti8GWjeHEhKAjQawMen8PrBwc7XAOdfV1FHr9NrMsLCjmFkID8/H0899RQA4JlnnkG3bt3KfR8xMTHo1asXzGYzJk6cyP3tahEXLlwAZs3CTAB7evQo10ED0a9fPxi8vXHx4sWSeUUYphKgmVBo0Wq1xa/cpAkQGwscOgRMnAiMHesMr1ZzWNgxjAwsWLAAcXFxCA8Px9tvv10h+1AoFFiyZAm0Wi127tyJDRs2VMh+mKqFJEl45plnUGC3o369emjZsmWF7Eer1eLee+8F4PQOnj17tkL2wzAVhkYDNGzozKGbOxdo0wb48EMgJMSZJ5eVVXj95GTna4Dzb9EqWXpM68gECzuGqWQSExNFW5J3330Xnp6eFbavRo0a4dVXXwXgrJgtNpGYqf78lw93btQotN+2DSqlEv379y/XEGxRmjZtin79+sFqteL555+vsP0wTKXgcAAWi1PoqdXA7t3XXjt92tnepFMn5+NOnZyh3JSUa+vs2uVsnVKknVBlI7uwW7RoEaKioqDT6dCxY0f8+eefN11/4cKFaNKkCfR6PSIjI/HCCy9wyT1TrZg2bRpyc3PRuXNnDB8+vMTvU6lU6N27N3r37g3VjXqdFMNLL72E0NBQXLhwAZ9++mlZTGaqCQ6HAz///DMAoGPHjggICLh+pWKKIlQqFerXr4/69euXWAwqFAp89NFHcHNzw7Zt27iQgqk+TJsG/PorEBfnFGjTpgF79wIjRwIGAzBhAjBlCrBnj7OYIibGKebuusv5/r59nQJu9Gjg+HHgp5+A6dOdve9uFv6tBNzk3Pm6deswZcoULFmyBB07dsTChQvRr18/nD59GkFBQdetv3r1arz66qv46quv0LlzZ5w5cwbjxo2DQqHAggULZPgEDFM6YmNj8fXXXwMAPvzww1J5U1QqFbp06VLqfXp4eOCtt97ChAkTMHv2bIwdOxZ+fn6l3g5T9Tlx4gSSU1Kg02pLlrfpIu5UAOrUqVPqfTZu3BiPP/44Fi9ejFdeeQUHDhyoUC8hw5QLKSnAmDHA1atOIde6tVOc9enjfP2DDwCl0tmY2GJxVry6DoxVKuCHH5y5eZ06AR4ezhy9//1Pns/jgkKSMaO6Y8eOaN++PT755BMAztFmZGQknnnmGRE+cmXy5Mk4deoUdru4R1988UUcOnQIv/322w33YbFYCoWfEhMT0bx5c8THxyMiIqKcPxHD3JyBAwdiy5YtGD58OFavXl1p+7Xb7WjXrh1OnDiBF198EfPnz6+0fTOVQ8H06fj4449hNJnQp3fvMg0CysSsWUhKSkKDBg2Ql5eHzZs3Y9CgQZWzb4b5D5PJBIPBAKPRCG9vb7nNkRXZQrFWqxVHjhxBb5c+MUqlEr1798YB6hNThM6dO+PIkSMiXHvhwgVs27YN/fv3L3Y/c+fOLdTTpuhUOgxTWRw+fBhbtmyBUqnEzJkzS/1+h8OBxMREJCYmwuFwlOq9KpUK8+bNAwB8+umnSHHNC2FqBH/99ReMJhO8vbzQoUOHUr9fkiTR1LW04/2QkBC88MILAIDXXnuNm2IzjIzIJuzS0tJgt9sRXKQPTHBwMJKK6QEzYsQI/O9//0PXrl2hVqvRoEED9OzZE6+99lqx+5k2bVqhnjYna0ApM1M9ITE3atQoNGnSpNTvLygowBdffIEvvvgCBWWYj/Dee+9Fhw4dYDab2WNXw8jPz8fvv/8OAOjRowfUanWpt+FwOHD06FEcPXq01AMHwJnL6efnh1OnTnEFNsPIiOzFE6Vh7969mDNnDj799FMcPXoUmzZtwo8//ojZs2cX+x6tVluop01F9HNimFtx8OBBbN++HSqVCm+88YYsNigUCsz4bx7DRYsWITU1VRY7mPJn2bJlyM7JgcHbG23btpXFBoPBgOeeew4AMGfOHO6byDAyIZuwCwgIgEqlQnKRPjDJyckIKaYHzBtvvIHRo0fjscceQ6tWrTB48GDMmTMHc+fOLdMIk2Eqi3feeQcAMGbMGDRs2FA2O/r374/o6Gjk5eVxwVENwWazifOrS5cupaqYLm+eeeYZeHp64u+//8YPP/wgmx0MU5uRTdhpNBpER0cXKoRwOBzYvXs3OlGfmCLk5eVBqSxsMl3EeHTIVFVOnz6NLVu2AICYkF0uXL12n3zyCYxGo6z2MLfPN998g8uXL8PTwwPt2rWrfANc2qf4+vri6aefBgC8/fbbfF1mGBmQNRQ7ZcoULF26FCtWrMCpU6cwceJE5ObmIiYmBoDTu+E6z9sDDzyAxYsXY+3atbh48SJ27dqFN954Aw888ICso1SGuRnvv/8+JEnCgw8+iGbNmsltDh544AE0b94cOTk5WLp0qdzmMLeBNHMmcl96CTPhLC4rS25deTNlyhTodDocOnQIe/fuldschql1yCrshg0bhvnz52PGjBlo27YtYmNjsWPHDlFQcfnyZVy9elWsP336dLz44ouYPn06mjdvjgkTJqBfv3747LPP5PoIDHNTkpKSsGLFCgDye+sIhUKBKVOmAHD20rPZbDJbxJSVc+fOIS09Hdr/IiBVgeDgYIwfPx4A8MEHH8hsDcPUPmQvnpg8eTIuXboEi8WCQ4cOoWPHjuK1vXv3Yvny5eKxm5sbZs6ciXPnzsFsNuPy5ctYtGgRfHx8Kt9whikBH3/8MaxWK+66667K6ytWAkaOHImgoCAkJCRwBWM1hlpD3XHHHTef7LySoSKKH374geeQZZhKRnZhxzA1lZycHCxevBgA8PLLL992N36VSoUePXqgR48et516oNPpMHnyZADXQsVM9eLEiRO4cPEiFEChAXFZUSgUiIqKQlRU1G2fq40bN8aAAQMgSRI+/vjj27aNYZiSw8KOYSqI1atXIzMzEw0bNsSDDz5429tTqVTo2bMnevbsWS45pU899RR0Oh2OHDmCX3/99ba3x1QuCxcuBAA0a9asXKIWSqVSCLuiRWplgbx2y5Yt4yIdhqlEyvTrPX/+PKZPn47hw4eLDvbbt2/HP//8U67GMUx1RZIkLFq0CADw9NNPV8ninsDAQIwdOxbANZHAVA9SUlKwatUqACi2i4Dc9O7dWxTpfPXVV3KbwzC1hlILu3379qFVq1Y4dOgQNm3ahJycHADA8ePHyzRNEsPURP744w/8/fff0Ov1GDduXLlsU5IkpKSkICUlpdxCp+RV2bJlCxISEsplm0zF89lnn8FisSA8LKzc5ryWJAm5ubnIzc0tl/NLoVDg+eefBwB89NFHPM0Yw1QSpRZ2r776Kt566y3s2rULGo1GPN+rVy8cPHiwXI1jmOoKeetGjBgBX1/fctmmzWbD4sWLsXjx4nKrZG3WrBl69OgBh8PBrU+qCQUFBfj8888BOHPrbjcfjnA4HDh8+DAOHz5cbg3fR40aBT8/P8TFxWH79u3lsk2GYW5OqYXdiRMnMHjw4OueDwoKQlpaWrkYxTDVmeTkZFFpSs1aqzITJ04EACxdupRbn1QDtm/fjoSEBPj7+6N58+Zym3NTXD3W3JaKYSoHt9K+wcfHB1evXkW9evUKPX/s2DGEh4eXm2EMU1354osvYLPZcNddd+GOO+6Q25xbMnjwYAQHB+Pq1avYsmULHn74YblNYooya5b417RqlbMhcePGcHMr9SW8YnGxk/5/4oknsGDBAmzbtg3x8fGIjIyUxTSGqS2U2mP36KOP4pVXXkFSUhIUCgUcDgd+//13TJ06FWPGjKkIGxmm2lBQUCA8E9XBWwc4p/ebMGECAIj2LEzVJCsrC+fOnQOAKtOQ+FY0adIEPXv2hMPhwJdffim3OQxT4ym1sJszZw6aNm2KyMhI5OTkoHnz5ujevTs6d+6M6dOnV4SNDFNtIK9EQEAAHnnkEbnNKTFPPPEEFAoFdu/ejTNnzshtDlMMR48ehQSgfr168Pf3l9ucEvPkk08CcHqzCwoKZLaGYWo2pRZ2Go0GS5cuxfnz5/HDDz/gm2++wb///ouvv/66SrZ0YJjKhDwS48aNg06nk9maklO3bl0MGDAAALBkyRKZrWFuhN1ux9GjRwEAd955p8zWlI7BgwcjICAAiYmJ2LZtm9zmMEyNpsxdKOvUqYP+/ftj6NChaNSoUXnaxDDVkqtXr+LHH38EABHarE5QEcXy5cuRn58vszVMUU6fPo2c3Fx4enigSZMmcptTKrRaLRdRMEwlUerMW5rcuTi4ESVTW1m5ciXsdjs6d+6Mpk2blvv2VSqVaEZbEd7xfv36ISIiAgkJCdiyZQuGDh1a7vtgys6RI0cAOOeFrYjvX6FQiMKG8mqh4soTTzyB+fPnY/v27bh06RLq1q1b7vtgGKYMHrvMzMxCS0pKCn755Rds2rQJWVlZFWAiw1R9JEkSg5pbDX7KikqlQt++fdG3b98KubGrVCrhVeEBWtXCZDLhwoULAIB27dpVyD6USiUaNGiABg0alMuUYkVp1KgRevXqBUmSsHz58nLfPsMwTkrtsdu8efN1zzkcDkycOBENGjQoF6MYprrx+++/48yZM/Dw8KjWnq5x48bhrbfews6dO7k1RRXixIkTkADUrVOn3Bpey8H48ePxyy+/YMWKFXjjjTcqREAyTG2nXJogKZVKTJkyBT179sTLL79cHptkmGoFebiGDh0KLy+vCtmHJEliMnWDwVAh4bIGDRqgZ8+e2Lt3L1asWMGV7nLh0g9OkiTExsYCANq0aVNhu5QkCRaLBYAzJ+62zy/Xnnb/MdRmw2WNBq9dvIj9+/ejR48et7cPhmGuo9yGS+fPn+cydqZWkp2djW+//RZAxRZN2Gw2fPjhh/jwww8rdIYICiUvW7as3KaWYsrO1atXkZqWBjeVqkJnmnA4HDh48CAOHjxYYd+7Wq1GixYtADjPL4Zhyp9Se+ymTJlS6LEkSaIacOzYseVmGMNUF7799lvk5uaiSZMm6Ny5s9zm3DYPP/wwJk2ahAsXLuDXX39Fz5495TapVnP8+HEAQNOmTatVC53iaNeuHXDsGDZs2IBPPvkEnp6ecpvEMDWKUnvsjh07Vmj5+++/AQDvv/8+Fi5cWN72MUyVh3rXjR8/vkLCo5WNu7s7hg8fDoCLKOTGbrfjxIkTACo2DFuZREREoFGjRsjNzRVzKjMMU36U2mO3Z8+eirCDYaolZ86cwYEDB6BSqTB69Gi5zSk3xo8fj88//xwbNmzAxx9/DIPBILdJtZJz584hz2yGp4dHjSlOUygUGDduHF5//XUsX75cVGIzDFM+cEkSw9wG33zzDQCgb9++CA0Nldma8qNDhw5o3rw5zGYz1q5dK7c5tRYKw7Zu3bpGVZCOGTMGCoUC+/btE21cGIYpH0rksWvXrl2JQ0w05Q3D1HQkSRLCbtSoUTJbU74oFArExMTgpZdewsqVK8Vcn0zlYTabcfr0aQA1JwxLREREoE+fPti5cydWrFiBN998U26TGEYe4uMBhQKIiHA+/vNPYPVqoHlz4IknyrTJEgm7QYMGlWnjDFOT+eOPP3Dx4kV4enrWyN/IiBEj8Morr+CPP/7A+fPna0wosLrwzz//wO5wICQ4GMHBwXKbU+6MGzdOCLuZM2fWKI8kw5SYESOcAm70aCApCejTB2jRAli1yvl4xoxSb7JEwm7mzJml3jDD1HTIW/fQQw/B3d29wvenVCrF5O+VcRMMCwtD7969sXPnTnz99deYdYO+ZEzFURm961xRKBQICwsT/1c0gwYNgre3Ny5duoTffvsN3bt3r/B9MkyV4//+D+jQwfn/t98CLVsCv/8O7NwJPPVUmYQdD5EYpgxYLBasW7cOACqtaMLNzQ0DBgzAgAED4OZWLr3Fbwl9tm+++QaSJFXKPhkgPT0dCYmJUCoUaNWqVaXsU6lUonHjxmjcuHGlDBz0ej2GDBkC4NogiWFqHTYboNU6///5Z+DBB53/N20KXL1apk2W+tdrt9sxf/58dOjQASEhIfDz8yu0lJZFixYhKioKOp0OHTt2xJ9//nnT9bOysjBp0iSEhoZCq9WicePG2LZtW6n3yzC3w/bt25GZmYmwsDDcfffdcptTYQwePBgeHh44f/48Dhw4ILc5tQYqmmjQoEHN7PM2axYwaxam/9fU/ttvv0V+fr68NjGMHLRoASxZAuzfD+zaBdx7r/P5K1cAf/8ybbLUwu7NN9/EggULMGzYMBiNRkyZMgUPPfQQlEplqUM169atw5QpUzBz5kwcPXoUbdq0Qb9+/ZCSknLD9a1WK/r06YO4uDhs2LABp0+fxtKlSxEeHl7aj8Ewt8XXX38NwJmHplKpKmWfkiQhNzcXubm5leY98/DwwMMPPwwAWLlyZaXss7bjcDhEf9DKLJqQJAlWqxVWq7XSzq+oqChERETAaDTyAJ2pncybB3z2GdCzJzB8OEC/+S1broVoS4lCKuUvuEGDBvjoo48wYMAAeHl5ITY2Vjx38OBBrF69usTb6tixI9q3b49PPvkEgPOCFhkZiWeeeQavvvrqdesvWbIE7733Hv7991+o1eoS7cNisYj5DwEgMTERzZs3R3x8PCKoCoVhSkFmZiZCQkJgtVpx/PhxtG7dulL2a7VaMXfuXADAtGnToNFoKmW/P//8M/r06QNfX19cvXoVWgobMOXLfwPjuLg4LF+xAjqtFi+++GKJr3W3i91ux/79+wEA3bp1q7QBy6v5+Zg3bx4GDx6MTZs2Vco+mZqHyWSCwWCA0WiEt7e33OaUDrsdMJkAX99rz8XFAe7uQFBQqTdXao9dUlKSyPnw9PQUk5Lff//9+PHHH0u8HavViiNHjqB3797XjFEq0bt372JDPlu2bEGnTp0wadIkBAcHo2XLlpgzZw7sdnux+5k7dy4MBoNYKnKuRaZ2sH79elitVrRq1arSRJ2c3H333QgLC0NmZmapfuNM2aAwbIsWLSpN1MkJtQr68ccfkZGRIbM1DCMDkgQcOeL03GVnO5/TaJzCrgyUWthFRETg6n8JfQ0aNMDOnTsBAIcPHy7VSD4tLQ12u/26Mv7g4GAkJSXd8D0XLlzAhg0bYLfbsW3bNrzxxht4//338dZbbxW7n2nTpsFoNIrl5MmTJbaRYW4EhWFr0kwTN0OlUombL4djKxabzYZ//vkHQM3rXVccLVu2RJs2bWC1WnmKMab2cekS0KoVMHAgMGkSkJrqfH7ePGDq1DJtstTCbvDgwdi9ezcA4JlnnsEbb7yBRo0aYcyYMRg/fnyZjCgpDocDQUFB+PzzzxEdHY1hw4bh9ddfx5IlS4p9j1arhbe3t1i8vLwq1EamZnPx4kX89ttvUCgUGDFihNzmVBokYrdt24b09HSZram5nDp1ClabDb4+PoiMjJTbnEqDBg5cHcvUOp57DrjzTiAzE9Drrz0/eDDwn9YqLSUWdp988gmysrLwzjvv4LXXXgMADBs2DL/++ismTpyIDRs24J133inxjgMCAqBSqZCcnFzo+eTkZISEhNzwPaGhoWjcuHGh3I9mzZohKSkJVqu1xPtmmLKyatUqAECvXr1qVdFOy5Yt0a5dO9hsNtHmhSl/KAzbpk2bSuklV1UYPnw4FAoF9u/fj7i4OLnNYZjKY/9+YPp0Z+jVlagoIDGxTJsssbB7/fXXERYWhpEjR+KXX34Rz3fq1AlTpkzBAw88UKodazQaREdHC+8f4PTI7d69G506dbrhe7p06YJz587B4XCI586cOYPQ0NBKSyRnai+uU4jVljCsK/SZORxbMZhMJjFvam0JwxLh4eHo1asXAJSqAI9hyszcuUD79oCXl7NAYdAg4L8p/AT5+c7wqL8/4OkJPPwwUMQZhcuXgQEDrhU6vPQS8F8bnxLhcDiLJ4qSkOC0rQyUWNglJSVhyZIluHLlCvr06YN69eph9uzZiI+PL9OOAWDKlClYunQpVqxYgVOnTmHixInIzc1FTEwMAOdE0dOmTRPrT5w4ERkZGXjuuedw5swZ/Pjjj5gzZw4mTZpUZhsYpqT89ddfOH36NPR6PR566CG5zal0hg8fDqVSiUOHDuHMmTNym1PjOHHiBCQAdSIj4etaHVdLoHDs119/zc2wmYpn3z6naDt40Nk/zmYD+vYFcnOvrfPCC8DWrcD69c71r1wBXK/9drtT1FmtwB9/ACtWAMuXl262iL59gYULrz1WKICcHGDmTKB//zJ9tBILO71ejzFjxmDPnj04e/YsRo8ejS+//BL16tXDvffei/Xr18Nms5Vq58OGDcP8+fMxY8YMtG3bFrGxsdixY4coqLh8+bIo1ACAyMhI/PTTTzh8+DBat26NZ599Fs8999wNW6MwTHlD3rpBgwbJkqupVCrRpk0btGnTRpZ5NUNCQtCvXz8AnAtV3kiSVCgMKwcKhQIhISEICQmRJQz80EMPQafT4d9//8WxY8cqff9MzcBkMhVaXNudFWLHDmDcOGeD4DZtnILs8mVndSoAGI3Al18CCxYAvXoB0dHAsmVOAXfwoHOdnTuBkyeBb74B2rYF7rsPmD0bWLTIKfZKwvvvO6cQa97c6SEcMeJaGHbevDIdg1L3sXNFkiT8/PPPWL58Ob777jt4eHgU21y4qpCQkIDIyEjuY8eUCpvNhvDwcKSmpuLHH39E/zKOpKo7a9aswYgRIxAVFYXz58/zxO23y3+9665evYrPPv8cbioVpk6dCp1OJ69dlYlLY/tHH30U69atwwsvvIAFCxbIZxNT7aA+dkWZOXNmySZPOHcOaNQIOHHCOV/rL78A99zjLGrw8bm2Xt26wPPPO715M2Y4Gwn/N68zAODiRaB+feDoUaBdu5IZX1AArF0L/P2301t3xx3AyJGFiylKwW1NOKlQKODm5gaFQgFJkkrtsWOY6sKuXbuQmpqKoKAg9O3bV25zZGPgwIHw8vJCXFwcfv/9d3Tr1k1uk2oE5K1r2rRp7RJ1RRg1ahTWrVuHNWvW4N133620OZGZmkN8fHyhBsUlasPmcDjFWpcuTlEHAElJzoIGV1EHAMHBztdonSIt28TjYtq23RA3N+C/VITyoEy/mvj4eCxbtgzLly/H5cuX0b17dyxdulRMPcQwNQ3qXTd8+HDZbjaugye1Wi1LuMzd3R1DhgzBsmXLsHLlShZ25YDdbseJEycAyFs0IUmSKExTKpWynF/9+vWDv78/kpKS8Msvv9TqQRRTNqi1WamYNAn4v/8DfvutYowqypYtJV/3wQdLvfkS36GsVis2bdqEr776Cr/88gtCQ0MxduxYjB8/HvXr1y/1jhmmumAymfDdd98BuJbgLQc2m02WKcWKMmbMGCxbtgzr16/HRx99BH0ZwwW1liJhoXPnziE3Lw+eHh5o0KCBPDbB2ZVAjinFXFGr1Xj00UexaNEifPPNNyzsmIpn8mTghx+AX38FXNOzQkKceXJZWYW9dsnJztdonT//LLw9qpotpm0bAGcFbklQKG5cMXsLSpwgExISgnHjxsHb2xtbt27FpUuX8NZbb7GoY2o8mzZtQn5+Ppo2bYro6Gi5zZGd7t27o06dOjAajdi6davc5lR7KAzbqlUrzlnEtcHTpk2bkJOTI7M1TI1FkpyibvNmZz5dvXqFX4+OBtTqwk2CT592FlhQS7ZOnZw5ea61Bbt2Ad7ezmKI4nA4SraUQdQBpRB206dPR3x8PDZs2ID77ruPL0BMrYEqQEeNGlWrmsYWh1Kp5J525YTZbMbp/3pn1bbedcXRsWNHNGzYELm5ucJTzjDlzqRJzmrW1aud/eKSkpyL2ex83WAAJkwApkwB9uxxVsvGxDjF3F13Odfp29cp4EaPBo4fB376ydlseNIkoBRTrJY3JVZnU6ZMQWBgYEXawjBVjsTERNGQe+TIkTJbU3UgYbdjx47rZo9hSs4///wDu8OB4KCgYmfcqW0oFAqeYoypeBYvdrY06dkTCA29trjOrPPBB8D99zsbE3fv7gyvbtp07XWVyhnGVamcgm/UKGDMGOB//yudLbt3O/fToIFzuf9+4Oefy/zR2O3GMDdhzZo1kCQJ3bp1Q1RUlNzmVBmaNGmCjh07wm63Y82aNXKbU22hMGzbtm3lNaSKQcJu165dhXqZMky5IUk3XsaNu7aOTufsSZeR4WxcvGnT9blzdesC27YBeXlAaiowf76zyrWkfPopcO+9Tq/hc885F29vZ3PiRYvK9NFY2DHMTXANwzKFGTNmDAAOx5aV9PR0xCckQAFnfh1zjQYNGqBTp05wOBw8cGBqNnPmOD2Da9YAzz7rXFavdj43Z06ZNsnCjmGK4cSJEzh+/Dg0Gg0eeeQRuc2pcgwbNgxqtRrHjh0T7TqYkvP3338DABo2bAhPT0+Zral6ULifw7FMjSYry+mxK0rfvs5QcRlgYccwxUA3lAEDBlSJuTuVSiWaN2+O5s2bV4niJX9/fwwYMADAtT5/TMmoClOIFUWhUCAwMBCBgYFVokho6NChYuDwzz//yG0Ow1QMDz7orMwtyvffO3PtykCJAsFTpkwp8QZ5GhimJuBwOLBq1SoA1zwHcuPm5lblPIdjxozBd999h2+++QZz586VpfdZdeTSpUvIMhqh1WjQpEkTuc0B4Bw4tGjRQm4zBDRw+O677/D111/jnXfekdskhil/mjcH3n4b2Lv3WhuVgwed88e++CLw0UfX1n322RJtskTCruiEzEePHkVBQYG4IJ05cwYqlYp7fDE1hn379iExMRE+Pj61dl7YktC/f3/4+fnh6tWr2L17NzeULSGx/80t2bJlS6jVanmNqcKMGjUK3333HVatWoU5c+ZUCU81w5QrX34J+PoCJ086F8LHx/kaoVCUr7Dbs2eP+H/BggXw8vLCihUrRHgqMzMTMTExPL0QU2Og0OLQoUNLNtdgLUWr1eLRRx/Fp59+ipUrV7KwKwFWqxUn/7uAV5UwbFXl/vvvh4+PDxISErBv3z7cfffdcpvEMOXLxYvlvslSD3/ef/99zJ07t1DOka+vL9566y28//775Wocw8iB2WzGhg0bAFStalir1Yo333wTb775JqxWq9zmCKg6dtOmTcjOzpbZmqrPqVOnYLXZ4Ofri8jISLnNEdjtduzduxd79+6FvYwd78sbrVaLoUOHAuA8ToYpKaUWdiaTCampqdc9n5qayhd1pkawdetWZGdnIyoqCl26dJHbnCpPhw4d0LhxY5jNZmzcuFFuc6o8FIZt27ZtlShSqOrQ4GrDhg3Iy8uT2RqGKWckCVi/Hnj6aWDIEOChhwovZaDUwm7w4MGIiYnBpk2bkJCQgISEBGzcuBETJkzAQ2U0gmGqElQNO3LkSM7pKQEKhYJ72pWQS5cu4WJcHBTgMGxJ6dKlC6KiopCdnc1zEzM1j+efd05JdvEi4OnpnMrMdSkDpWiP7GTJkiWYOnUqRowYAZvN5tyImxsmTJiA9957r0xGMExVIS0tDdu3bwfAU4iVhlGjRmH69OnYs2cPLl26hLp168ptkrzMmnXDp+P27QMAREVFwVDGi3aNpuhxmzULSqUSo0aNwltvvYWvv/4aw4YNk8U0hqkQvv7aOaNFORbplcodYbfb8ddff+Htt99Geno6jh07hmPHjiEjIwOffvopPDw8ys0whpGDdevWoaCgANHR0WjWrJnc5lQb6tati549ewKAaBPDFMa1dx1PIVY6KBy7Y8cOpKSkyGwNw5QjBgNQv365brJUwk6lUqFv377IysqCh4cHWrdujdatW7OgY2oMPIVY2XENx0qSJLM1VY/4+HhkZGZCo1bzoKGUNGnSBO3bt4fdbsc610naGaa6M2sW8OabgNlcbpssdQJRy5YtceHChXIzgGGqCufOncPBgwehUqkwfPhwuc2pdjz88MPQ6/U4ffo0/vzzT7nNqXJQ0UTz5s2h0WjkNaYaQo3CuTqWqVEMHQpkZgJBQUCrVsAddxReykCpc+zeeustTJ06FbNnz0Z0dPR13jpvb+8yGcIwcrNixQoAQJ8+fRAcHCyzNdejVCrRqFEj8X9Vw9vbGw899BBWrVqFZcuWoWPHjnKbVLkUk1cHADabTUyLVVXDsAqFAv7+/uL/qsawYcPwwgsv4PDhwzh9+nSVmbGDYW6LsWOBI0eAUaOA4GBnI+LbRCGVMmbiekNx/fFLkgSFQlFl+h8VR0JCAiIjIxEfH4+IiAi5zWGqCA6HA1FRUYiPj8fatWs5QbuM7NmzB7169YKXlxeuXr1au9I0biLsTpw4gY2bNsHHYMBzzz1XJYVTlaTIMb3//vvx448/Yvr06Zg9e7Y8NjFVEpPJBIPBAKPRWL0cTB4ewE8/AV27ltsmS+2xc52FgmFqCr/88gvi4+Ph4+ODgQMHym1OtaVHjx5o0KABzp8/j/Xr12PcuHFym1QloGkZ27Rpw6KuNLgKu1mzMHr0aPz444/45ptv8Oabb1ZJzzXDlIrISKCchWiphV2PHj3K1QCGqQosX74cADB8+HDodDp5janGKJVKTJgwAa+99hq++OILFnYAMjIycOHiRSgAtGvXTm5zqjUPPvggvLy8EBcXh99++w3du3eX2ySGuT3efx94+WVgyRIgKqpcNlnm4U5eXh7+/fdf/P3334WWsrBo0SJERUVBp9OhY8eOJU68Xrt2LRQKBQYNGlSm/TIMABiNRmzatAkAEBMTI7M1xWO1WjFnzhzMmTOnSk0pVpSxY8dCpVLh999/x6lTp+Q2R3bIW1e/fn34+PjIa8xNsNvt2L9/P/bv319lU2r0er2YYmzZsmUyW8Mw5cCoUcCePUCDBoCXF+DnV3gpA6X22KWmpiImJkY0cS1KaS8I69atw5QpU7BkyRJ07NgRCxcuRL9+/XD69GkEBQUV+764uDhMnToV3bp1K9X+GKYo3377LcxmM5o3b44777xTbnNuCjUFr8qEhYVhwIAB2LJlC7788kvMnz9fbpNkw263C2EXHR0tszW3pqoKOlfGjx+PL7/8Et9++y0+/PDD6pVPxTBFWbiw3DdZao/d888/j6ysLBw6dAh6vR47duzAihUr0KhRI2zZsqXUBixYsACPP/44YmJi0Lx5cyxZsgTu7u746quvin2P3W7HyJEj8eabb6J+OTf2Y2ofFIYdN24c5z+VE4899hgAZ6VxVfYuVjRnz55FTm4uPNzduYqznOjUqROaNm2KvLw8fPvtt3KbwzC3x9ixN1/KQKmF3S+//IIFCxbgzjvvhFKpRN26dTFq1Ci8++67mDt3bqm2ZbVaceTIEfTu3fuaQUolevfujQMHDhT7vv/9738ICgrChAkTbrkPi8UCk8kkluzs7FLZyNRsTp8+jT/++AMqlYqbEpcj9913H0JDQ5GWllar5/c8cuQIAGeLE5VKJbM1NQOFQoHx48cDwE0dAAxT7cjPB0ymwksZKLWwy83NFSFSX19fpKamAgBatWqFo0ePlmpbaWlpsNvt1/UMCw4ORlJS0g3f89tvv+HLL7/E0qVLS7SPuXPnwmAwiKV58+alspGp2VDvunvvvRehoaEyW1NzcHNzE/mKX3zxhczWyIPRaMS5c+cAAHeUsdEoc2NGjx4NlUqFAwcOcB4nU73JzQUmT3Y2KPbwAHx9Cy9loNTCrkmTJjh9+jQAZ+n+Z599hsTERCxZsqTCb4zZ2dkYPXo0li5dioCAgBK9Z9q0aTAajWI5efJkhdrIVB/sdjtWrlwJoGoXTVRXyKvy008/4fLlyzJbU/kcO3YMEoCounVF41+mfAgJCcGAAQMAsNeOqea8/DLwyy/A4sWAVgt88YVzirGwMOC/+1NpKbWwe+6553D16lUAwMyZM7F9+3bUqVMHH330EebMmVOqbQUEBEClUiE5ObnQ88nJyQgJCblu/fPnzyMuLg4PPPAA3Nzc4ObmhpUrV2LLli1wc3PD+fPnr3uPVquFt7e3WLy8vEplI1Nz2bVrFxITE+Hn54f7779fbnNqHA0aNECvXr0gSVKt89o5HI5qVTRRHaFUnJUrV1aLoiKGuSFbtwKffgo8/DDg5gZ06wZMnw7MmQOsWlWmTZZa2I0aNUr0poqOjsalS5dw+PBhxMfHl7pbv0ajQXR0NHbv3i2eczgc2L17Nzp16nTd+k2bNsWJEycQGxsrlgcffBB33303YmNjERkZWdqPw9RiKJw/cuRIaLVama25NQqFAnXr1kXdunWrTZHHk08+CQD4/PPPa1URxblz52A0maDX6dCsWTO5zSkxPj4+Vboliyv33XcfgoODkZKSgm3btsltDsOUjYwMgIpAvb2djwHnTBS//lqmTZZa2F24cKHQY3d3d9xxxx0lDo0WZcqUKVi6dClWrFiBU6dOYeLEicjNzRWhsTFjxmDatGkAAJ1Oh5YtWxZafHx84OXlhZYtW/LE2kyJuXr1qqjifuKJJ2S2pmSo1WqMGzcO48aNg1qtltucEjF48GCEhoYiOTlZ9AqsDVAvzrZt28LNrdRdpWRBpVKhbdu21abQQ61WY8yYMQCAL7/8UmZrGKaM1K8PXLzo/L9pU4AqvbduBco4yCq1sGvYsCHq1KmD0aNH48svvxTJwWVl2LBhmD9/PmbMmIG2bdsiNjYWO3bsEAUVly9fFqFfhikvli1bhoKCAnTu3BktW7aU25wai1qtFsL5k08+kdmayiE9PR3nzp+HAkD79u3lNqdGQw6Abdu28X2CqZ7ExADHjzv/f/VVYNEiQKcDXngBeOmlMm1SIUmSVJo3JCYmYu/evdi3bx/27duHs2fPIiwsDD169MDdd98t+ldVVRISEhAZGYn4+HhERETIbQ4jAw6HAw0aNEBcXBxWrFghRv1MxXDlyhXUrVsXBQUFOHbsGNq2bSu3SRXDf/Oa7tixAwcPHULjRo0wYsQIeW2qSbjOG+tC586dceDAAcyZM0dEd5jah8lkgsFggNForN5Nqy9dAo4cARo2BFq3LtMmSu2xCw8Px8iRI/H555/j9OnTOH36NHr37o1vv/1W5NMwTFVm165diIuLg4+PDx555BG5zSkxVqsV7733Ht57771qla8WFhaGhx56CIBz+sCajNVqFUUTHTp0kNma0mG32/H777/j999/r5ozUMyadW1xge47n332WdW0m2FuxIEDwA8/FH5u5UqgZ0/gqaeATz4BLJYybbrUwi4vLw87d+7Ea6+9hs6dO6N169Y4fvw4Jk+eXKtyaJjqy2effQbAmb+p1+tltqZ05OXlIS8vT24zSs3kyZMBAKtWrUJmZqbM1lQcx48fh8Vqhb+fHxo0aCC3OaXGZrNVuwrToUOHwtfXF5cuXSp2qkuGqXL873/AP/9ce3ziBDBhAtC7NzBtmjPHrpSTPhClzur18fGBr68vRo4ciVdffRXdunWDbxmb6DFMZeNaNPH444/LbE3toWvXrmjVqhVOnDiBZcuWYcqUKXKbVHJcPUTF/Q9AkiRRNNGhQ4dqU7lc3dHr9YiJicGCBQuwePFibl3EVA9iY4HZs689XrsW6NgRoMkXIiKAmTOLTUG4GaX22PXv3x92ux1r167F2rVrsX79epw5c6bUO2YYOfjqq69gt9u5aKKSUSgUwmv38ccfo6CgQGaLyp+LFy8iNS0NGrW65uYRVlGeeuopAMD27dtxkSoMGaYqk5kJuM66tW8fcN991x63bw/Ex5dp06UWdt999x3S0tKwY8cOdOrUCTt37kS3bt1E7h3DVFXsdrtolMv5oJXPqFGjEBAQgLi4uOqbtlFMnhcAHDx4EIBzRp7q0BexJtGoUSP06dMHkiTh888/l9schrk1wcHX2pxYrcDRo8Bdd117PTsbKGNbq1ILO6JVq1bo0qULOnXqhPbt2yMlJQXr1q0r6+YYpsLZtm0b4uLi4OvrW62KJmoK7u7umDRpEgBg/vz5KGVBfpUmJSUFZ86ehQLAXa4XZ6bSmDhxIgBnTztLGZPOGabS6N/f2d5k/35nTp27u3PWCeLvv4Ey5umWWtgtWLAADz74IPz9/dGxY0esWbMGjRs3xsaNG5GamlomIximMvjoo48AAI899li1K5qoKTz99NPQ6XQ4fPgw9u/fL7c55cYff/wBAGjWrBnPCysTDzzwAMLDw5GamoqNGzfKbQ7D3JzZs51TiPXo4cyrW7oUcJ1k4auvgL59y7TpUgs7EnIrV65EWloa/vrrLyH2uIiCqaqcPHkSP//8M5RKJZ5++mm5zSkTCoUCYWFhCAsLq7aJ+UFBQRg7diwAp9euJmAymXDixAkAzp5q1RkvL69qO5+2m5ubaIa9ePFima1hmFsQEOCcMiwz07kMHlz49fXrncUTZaDUDYqrO9yguHby9NNPY/HixRg8eHD1ze+qIZw5cwZNmzaFJEk4efJk1Z9L9RZVaTt37sQfBw4gqm5dMY82U8EU8524NsM+evQo2rVrV7l2MbJRYxoUlwNlyrHbv38/Ro0ahU6dOiExMREA8PXXX+O3334rV+MYpjzIysrCihUrAADPPvuszNYwjRs3xsCBAwEA8+bNk9ma2yM/Px9HjhwBUP29dTWBsLAwkT+7cOFCeY1hGJkotbDbuHEj+vXrB71ej2PHjokkVaPRiDlz5pS7gQxzu3z11VfIy8tDq1at0KNHD7nNYQC89tprAIBvvvkG58+fl9masnPo0CFYrFYEBQaiUaNGcpvDAHjhhRcAONOGeP5Y5qb8+ivwwANAWBigUADffVf4dUkCZswAQkMBvd7ZPPjs2cLrZGQAI0cC3t6Aj4+zyXBOTmV9ghtSamH31ltvYcmSJVi6dCnULqW4Xbp0wdGjR8vVOIa5Xex2u5h8/tlnn622uWmAc1aAhQsXYuHChdVudoCitG/fHvfddx/sdjvefvttuc25npu0NSHy8/Nx4MABAED37t2r9bkFOH8rBw8exMGDB6v11Fzt27dH165dYbPZavwUdsxtkpsLtGkDFHeevPsu8NFHwJIlwKFDgIcH0K8fkJ9/bZ2RI50zSOza5Zwi7Ndfgf9yPeWi1MLu9OnT6N69+3XPGwwGZGVllYdNDFNubNmyBRcvXoSvr2+1n5BdkiQYjUYYjcYa0SpkxowZAICVK1dWy6ayhw4dQr7FgsCAADRv3lxuc8qF/Px85LvetKop5LVbvHhxtZyCj6kk7rsPeOut6wsXAKe3buFCYPp0YOBAoHVr51yuV65c8+ydOgXs2AF88YVz1oiuXYGPP3bOInHlSmV+kkKUWtiFhITg3Llz1z3/22+/oX79+uViFMOUB5IkiRyuiRMnwt3dXWaLGFfuuusu9O3bF3a7vdqlcbh663r06AGlsswtQZkKYODAgahXrx4yMjKwcuVKuc1hKhGTyVRoKXNPw4sXgaQkZ/iVMBicAu6/3z4OHHCGX++889o6vXsDSqXTwycTpb4aPf7443juuedw6NAhKBQKXLlyBatWrcLUqVNFg0iGqQr8+uuvOHToELRaLRdNVFFm/lfOv3z5cly4cEFma0rOwYMHkW+xICgwEC1atJDbHKYIKpUKzz33HABnEYXD4ZDZIqayiIyMhMFgEMvcuXPLtqGkJOdf12m/6DG9lpQEBAUVft3NDfDzu7aODLiV9g2vvvoqHA4H7rnnHuTl5aF79+7QarWYOnUqnnnmmYqwkWHKBHnrYmJiEFz0x8lUCTp37oy+ffti586deP3117FmzRq5TboleXl5hbx11T23rtpTNA/yv8fjx4/HjBkzcPr0afzwww948MEHK900pvKJj48v1O6kNk7vV2qPnUKhwOuvv46MjAz83//9Hw4ePIjU1FTMnj0bZrO5ImxkmFLz999/Y/v27VAqlZg6darc5jA3Yd68eVAoFFi7di0OHz4stzm3ZN++fbBYrQgJDq4xuXXVjhIUt3h5eYlm5G+//XaNyEtlbo23t3ehpczCLiTE+Tc5ufDzycnXXgsJAVJSCr9eUOCslKV1ZKDMiSEajQbNmzdHhw4doFarsWDBAtSrV688bWOYMvPuu+8CAIYMGYIGZZxvj6kc2rZti9GjRwMAXnrppfK/AZdABBRa5ybrpaenC/HZt29f9tZVcV544QXo9Xr8+eef+Pnnn+U2h6lO1KvnFGe7d197zmRy5s516uR83KkTkJUF/NfLEgDwyy+Aw+HMxZOJEgs7i8WCadOm4c4770Tnzp3x3X9VIcuWLUO9evXwwQcfiEokhpGTuLg4rF27FgDwyiuvyGxN+aFQKBAYGIjAwMAaJyjeeustaLVa7Nu3Dz/88IPc5hTL7t274ZAkNGrYsEYWi3l4eMDDw0NuM8qNoKAgMc3YW2+9JbM1TJUjJweIjXUugLNgIjYWuHzZ2dfu+eedVbNbtgAnTgBjxjh73g0a5Fy/WTPg3nuBxx8H/vwT+P13YPJk4NFHnevJRImF3YwZM7B48WJERUUhLi4OjzzyCJ544gl88MEHWLBgAeLi4mrUTZSpvrz77ruw2+3o3bs37rjjDrnNKTfUajWefvppPP3004V6SNYEIiMj8fzzzwNweu2sVqu8Bt2AS5cu4eSpU1AA6NOnj9zmlDsqlQrt27dH+/btoVKp5Dan3Jg6dSo0Gg1+/fVX7N+/X25zmKrEX38B7do5FwCYMsX5/3+tmPDyy8Azzzj70rVv7xSCO3YAOt21baxaBTRtCtxzD9C/v7PlyeefV/5ncaHEwm79+vVYuXIlNmzYgJ07d8Jut6OgoADHjx/Ho48+WqMuBEz15dKlS/jiiy8AANOnT5fZGqY0TJs2DUFBQXj09Gkcuu++W87RWpnY7XbhSYyOjkZQ0Uo4psoSEREh5vCtks2wGfno2dPZr67osny583WFAvjf/5wVrvn5wM8/A40bF96Gnx+wejWQnQ0YjcBXXwGenpX9SQpRYmGXkJCA6OhoAEDLli2h1Wrxwgsv1LiQEFO9efvtt2Gz2dCrVy+ePqy8KUmu2m1gMBjw/vvvA3C2qsnMzKyQ/ZSFAwcOIDUtDR7u7rjnnnvkNocpJa+88gpUKhV++umnalGgwzC3Q4mFnd1uh0ajEY/d3NzgKbMqZRhXLl68iGXLlgEA3nzzTZmtKX9sNhs+/fRTfPrpp5U3pVgFi7mijBw5EvWiomArKMD27durRCVjVlYW9u3bB8BZMKHX62W2qGKw2+04fPgwDh8+XK2nFLsR9evXx/oWLTATwOnhw6uUN5hhypsS97GTJAnjxo0TpcP5+fl46qmnrku03bRpU/layDAl5K233kJBQQH69OmDrl27ym1OuSNJElJTU8X/NYr/brQKAAMGDMDixYtx5uxZrFmzRtap4CRJwtatW2ErKEBU3bpo3bq1bLZUBrm5uXKbcPu4ijaX/3v06IETJ07g3PnziIuLQ1Rl28UwlUSJhd3YsWMLPR41alS5GbFo0SK89957SEpKQps2bfDxxx+jQ4cON1x36dKlWLlyJf7v//4PgDPfZc6cOcWuz9QOzp49ixUrVgComd66Kk0xDWLLul5AQAC6d++OPXv3YtKkSejWrRsiIyNv08gb7LMEXpvDhw/j/IULULu54f777+fUk2qMn58foqOjcfivv7B7926MlyT+PpkaSYmFHYW4ypt169ZhypQpWLJkCTp27IiFCxeiX79+OH369A0TlPfu3Yvhw4ejc+fO0Ol0mDdvHvr27Yt//vkH4eHhFWIjU/WZNm0a7HY7+vfvj07UY4gpPVUkRNWtWzecOXMGWVeuICYmBjt37qz0+VjT0tKwc+dOAM4q2ICAgErdP1P+dO/eHbGxsYhPSMAPP/yABx54QG6TGKbckX3m6gULFuDxxx9HTEwMmjdvjiVLlsDd3R1fffXVDddftWoVnn76abRt2xZNmzbFF198AYfDgd2uTQSZWsXvv/+OjRs3QqlUimnEmOqNUqnEQw89BL1ej927d2P+/PmVun+bzYaNGzeiwG5HwwYN0L59+0rdP1MxeHl5oeN/jWNff/31GpdLyDCAzMLOarXiyJEj6N27t3hOqVSid+/eYi7GW5GXlwebzQY/P78bvm6xWGAymcSSnZ1dLrYzVQNJksSUYePHj0fLli1ltqgKU56FEJVQVOHv748PPvgAgNMju2vXrgrblyuSJOHHH3/E1aQkuOv1ePDBBzlkV4Po0qULdFotTpw4IdI3GKYmUeJQbEWQlpYGu91+3QTtwcHB+Pfff0u0jVdeeQVhYWGFxKErc+fO5ZyrGsyGDRtw8OBBuLu743//+5/c5lQtqkJY9TZteOKJJ3Do0CEsW7YMjz76KA4fPlzhMz789ddfiD1+HAo4p6RznVCcqf7o9Xp0794d2LUL06ZN4++YqXHIHoq9Hd555x2sXbsWmzdvhs61E7QL06ZNg9FoFMvJkycr2UqmosjPz8err74KwDlbQWhoqMwWVSwKhQIGgwEGg6HWeJAUCgU+/fRTdOjQARkZGbj//vuRlpbmfLECvIb//vsvtm3bBgDo3bt3jZw27GbodLpir6U1iY4dO6Jx48ZISUnhqcaYGoesHruAgACoVCokJycXej45ORkhISE3fe/8+fPxzjvv4Oeff75pCwKtVitatACAyWS6PaOZKsO8efNw4cIFhIWFiXBsTUatVotpt4qlKnjpyhmdToeNGzfirrvuwqlTp9C/f3/s3r0bXuW8n7i4OGzYsAESgDvatUPnzp3LeQ9VG5VKhbvuuktuMyoFlUqFDz74AAMGDMDChQvx2GOPoXHRGQUYppoiq8dOo9EgOjq6UOEDFULcrLLx3XffxezZs7Fjxw7ceeedlWEqU8U4d+4c5s6dCwBYuHBh7W6WXclNhOUgIiICu3btgr+/Pw4fPoy+ffvCbDbf3kZdjtv58+exatUqFNjtaNK4Mbc2qQX0798f9913H2w2G1544YWa1xuSqbXI6rEDgClTpmDs2LG488470aFDByxcuBC5ubmIiYkBAIwZMwbh4eHiJj5v3jzMmDEDq1evRlRUFJKSkgAAnp6etfvmXouQJAmTJ0+GxWJB3759MWTIELlNYspCSYSoyzrNAPz000/o06cPDh48iK/OncPIkSPh4+NzW2YcP34cW7Zsgd3hQKOGDTFkyJBKb63CyMOCBQvw888/Y9u2bdi4cSNfS5gagexXr2HDhmH+/PmYMWMG2rZti9jYWOzYsUMUVFy+fBlXr14V6y9evBhWqxVDhgxBaGioWCq7HQIjH5s2bcJPP/0EjUaDTz75pNZ4Vmw2G5YuXYqlS5dW3pRiVYzo6Gjs378f4eHhSE1Lw5IlS5yFVmXwWtpsNmzbtg2bv/sOdocDzZs1w6OPPgq1Wl1R5ldp7HY7jhw5giNHjtSaNiBNmzYVebqTJ0+uUvMTM0xZkd1jBzh/UJMnT77ha3v37i30OC4uruINYqos6enpmDRpEgDg5ZdfRqNGjWS2qPKQJAlXrlwR/98WpZyBoSrRokULHDhwAD916oSExESsXbcOLVu0QN++fUtU3ShJEs6fP49t27Yh478beY/u3dGzZ89aM0gojhrXDqoE5/brr7+O9evX499//8VLL72EL774ouLtYpgKpEoIO4YpKZMnT0ZycjKaNWuG119/XW5zagbVTNgBQGRkJGJiYrB7924cOHAA//fPP/j333/RsmVLtLt0CREREVCpVIXeYzabcebMGfz5559I/E8ge3l64oEHHuDE+VqMVqvF0qVL0a1bN3z55ZcYMWIEevXqJbdZDFNmWNgx1YYNGzZg7dq1UKlUWLFiRc1vy1CNvWqVgUqlQt++fdGqVSvs2LEDly5fRuzx44g9fhxajQYBAQHw8PCAw+GA0WhEeno6HP95Ot1UKtx55524++67C1XNM7WTrl27YuLEiVi8eDHGjx+P2NjY287dZBi5YGHHVAuSk5MxceJEAM7ehDzFUxWmkkVoaGgoxo0bh8TERBw+fBhnz55FntksvHKuBAcFoVmzZmjfvj08PDwq1U6milFk4PTOO+/gp59+woULF/D0009j1apVtT40z1RPWNgxVR673Y4xY8YgLS0Nbdq0wRtvvCG3SbKjmj0bKBJqrM0oFApEREQgIiICkiQhJSUFWVlZyMnJgUqlgqenJ4KCgniGAaZYvL29sWrVKnTt2hVr1qzBfffdh9GjR8ttFsOUGtmrYhnmVsyZMwc7d+6EXq/HqlWroNFo5DaJqcIoFAoEBwejSZMmiI6ORtu2bdGwYUMWdcwtueuuuzDrP0/epEmTcP78eXkNYpgywB47pkqze/duzJw5E4Cz1U2LFi1ktkgmZs2Cym5H74MHnY9ryQwBTOVSW1u9uDJt2jTs3LkT+/fvx+DBg3HgwAEO2zPVChZ2TJUlISEBI0aMgCRJmDBhAsaOHSu3SbKiUqnQpUsXuc2QFy4iqTD4/HKiUqmwZs0aREdH48SJE4iJicG6des4346pNnAolqmS5OTk4IEHHkBKSgpat26Njz/+WG6TGIapJYSHh2Pjxo1Qq9VYv3495s2bJ7dJDFNiWNgxVQ673Y4RI0YgNjYWQUFB+P7776HX6+U2i2GYWkSXLl3EgPK1117Dhg0bZLaIYUoGCzumSiFJEp599lls3boVWq0W3333HaKiouQ2q0pgt9sRGxuL2NjYWjPlE1N58Pl1PU8++SSefvppSJKEkSNH4pdffpHbJIa5JZxjx1QpXn/9dXz66adQKBRYsWIFOnXqJLdJlcstcsiysrIqxQymdsLnF67rb/fRRx8hOTkZGzduxMCBA7F3715ER0fLZh7D3Ar22DFVhrfffhtz584F4KyAHTZsmMwWMQxT21GpVFi1ahV69eqFnJwc9OvXD0ePHpXbLIYpFvbYMbIjSRKmTZsmEpTnzZuHJ598UmarGIapNdzCU67VarF582b06dMHf/75J3r16oXt27fXvogCUy1gjx0jKw6HA08//bQQde+++y5efvllma1iGIYpjLe3N3bt2oVu3brBaDSiT58+2L17t9xmMcx1sMeOkQ2TyYQxY8bg+++/h0KhwGeffYbHH39cbrMqF+7LVmWRJEn0LnM4HFAqldf9X3Q9pmbj7e2N7du3Y9CgQfj5559x77334pNPPuEIA1OlYI8dIwvnzp1Dp06d8P3330Or1WLt2rW1T9QxVZb09HT8+++/sFqtACCE3OHDh/HLL7/g+PHjyMnJAeCcwkySJNlsZSoXDw8PbN26FcOHD0dBQQGeeuopPPvssygoKJDbNIYBwB47RgbWr1+PJ554AllZWQgLC8PmzZvRoUMHuc2qWIpU2pUVlUp126YwN+fy5cvYvHkz/Pz84Ofnh+DgYABOUXfw4EH07dsXx44dQ0ZGBiIiItCoUaMa47Hj86sIRX+r/z3W6XRYtWoVWrRogenTp+Pjjz/GX3/9hVWrVqFevXqVbibDuMLCjqk0jEYjJk+ejG+++QYA0KlTJ2zcuBGhoaEyW1Y9UKlU6Natm9xm1GgSExPxzTffoGvXrmjevDkCAgLEaxaLBb1790aTJk0QEhKCf//9F3FxcVAqlWjQoIGMVpcPfH6VABehp5g1C6+//jqaNWuGmJgYHDhwAG3atMGnn36KkSNH1hixz1Q/OBTLVDiSJOHbb79Fy5Yt8c0330CpVGL69OnYt28fizqmymA2m/HLL7+ga9eu6N69eyFRBzjzq/744w8YjUYYDAa0aNECnp6eSEhIkMlipirw0EMP4fjx4+jSpQuys7MxevRo3HfffTh37pzcpjG1FPbYMRXKiRMn8Pzzz4uO7Q0aNMDKlSvRuXNnmS2rBIoLuXLBRJXEbrfDbDYX8r6ZzWZkZGTAYrGgTp06yM/Px6FDh9CpUyd4eXmhWbNmWL16NerXr4/IyEgZrWfkJCoqCnv37sU777yD2bNn46effkLLli0xdepUvPTSSzAYDHKbyNQi2GPHVAj//PMPhg4ditatW+OXX36BTqfDrFmzcOLEidoh6ioAh8OBEydO4MSJE3A4HHKbU+PIzMxEUlIS1Go1AOD48eP4/vvv8cUXX2DNmjXYsWMHvLy8oNVq8fvvv8NoNMLHxwehoaGwWCwyW3/78PlVSmbNurYAcHNzw/Tp0/F///d/6NOnDywWC95++23Uq1cP8+bNE8U2DFPRKKRaVs6VkJCAyMhIxMfHIyIiQm5zahQOhwM7duzAokWLsH37dlEp+Mgjj2DevHk1P6m4gj1xdrsd+/fvBwB069aNE93LmdzcXKxZswZmsxleXl5ITU1Fo0aN0Lx5c6SmpmL//v0YPnw4PD09cfLkScTGxiI8PBzJycl48sknC7VAqY7w+VVOzJoFSZKwefNmTJ8+HadOnQIAGAwGPPbYY5g8eTLPf10BmEwmGAwGGI1GeHt7y22OrHAolrltzpw5g3Xr1mH58uW4cOGCeP7hhx/GzJkz0apVKxmtY5iS4eHhgejoaJw7dw45OTkYMmQIgoKC4OHhgcaNG+PXX39Famoq6tati27duqF+/fpwOBwIDw+HUqm8rr8dU0uZNQsKAA8BGDRkCFY1aoTZs2fj7NmzeP/997FgwQLcc889GD16NAYPHgwvLy+5LWZqGCzsmFJjs9nw559/YteuXfjuu+9w/Phx8ZqPjw9iYmIwceJENGrUSEYry5lyalfCVCIOB3D5MpCdDXh5AXXqAMUIL2oy3K5dO7Rp0wYKhUJUNUqShNTUVAQGBhYq9gkPD3fZFYs65nqUSiVGjx6NkSNHYvv27ch49lmcv3AB+PlnjP35Zzz11FPo06cP7rvvPvTv3x916tSR22SmBsDCjrklKSkpOHLkCI4cOYKDBw9i3759hfJF3Nzc0KdPHwwbNgyPPPII3N3dZbS2nGDxVr05dQrYvt0p6ggvL+C++4Bmza5bnZoMKxQKKJXKQg2HFQoFjhw5ApVKBX9//xvujkUdczOUSiUGDBgAHD6MzMxMnDhxAmsSE3HmzBls2bIF7bZswVcA/Hx9ERkZieSJE9GpUyc0a9YMGo1GbvOZakaVEHaLFi3Ce++9h6SkJLRp0wYff/zxTRvWrl+/Hm+88Qbi4uLQqFEjzJs3D/37969Ei2sWkiTBZDLh6tWrOH/+PM6dO4ezZ8/i7NmzOHny5A3bOfj7++Oee+5B3759MWjQoGJveNWKsog5FoBVj1OngG+/vf757Gzn80OHFivuiv6fkJCAo0eP4vTp03jssceg0+l4CjGmdBS5Rvj6+qJ79+74d+ZMHD9+HNu2bUPIkiWIj49HRmYmMjIz8ebEiQCcg+ZGjRqhRYsWaNGiBerXr486deqgTp06iIiIYNFXHixaBLz3HpCUBLRpA3z8MVDNG+bLLuzWrVuHKVOmYMmSJejYsSMWLlyIfv364fTp0wgKCrpu/T/++APDhw/H3Llzcf/992P16tUYNGgQjh49ipYtW8rwCSoPSZIgSRIcDgcsFgusVusN/9L/+fn5MJlMMJlMMBqNhf5mZmbi6tWrSEpKQlJSEvLz84vdr0KhQOPGjREdHY0777wTd999N1q3bs1eCqbq4XA4PXU3Y8cOoEmTYsOyxG+//YazZ89CkiQ8/vjj8PHx4ZArU24oFAq0bdsWbdu2Bf67XickJCA+Ph69NRr8+eefMJlMOHXqFE6dOoUNGzZc9/6goCAEBAQgMDAQAQEBYvHy8oKnpyc8PDzg6ekp/vfw8IBGo4FGo4FarRZL0ce1ZuCybh0wZQqwZAnQsSOwcCHQrx9w+jRwA/1RXZC9KrZjx45o3749PvnkEwDOXJXIyEg888wzePXVV69bf9iwYcjNzcUPP/wgnrvrrrvQtm1bLFmy5Lr1SegQ8fHxaNmyJf78889yb447YMAApKSkFBJg9D8tAK57reh6RV+rLDw9PREREYF69eohKioK9erVQ/369UUj1spEu2CB+N8yZUqFbbs6YbfbcejQIQDO3w1XLd6A+HigyA3whgwZAtyi71xOTg4SExNRp04d6PX6Gi/q+PyqWkiShJycHKSlpSE9PR0ZGRlY4uuLxMREJCYminmMKwLKMVUqldf9f6PnSAi6PnZ9vqg3fOzYsZg0aVK52pydnY3mzZvj0qVL8PHxEc9rtVpotdobv6ljR6B9e+A//QGHw3ldeOYZ4Ab6o9ogyYjFYpFUKpW0efPmQs+PGTNGevDBB2/4nsjISOmDDz4o9NyMGTOk1q1b33D9mTNnSgB44YUXXnjhhZdatsycObM4ASJJKpUkFdEf0pgxklSM/qguyBqKTUtLg91uF5NsE8HBwfj3339v+J6kpKQbrp+UlHTD9adNm4YpLh6fgoICnDp1CpGRkRUy+qZRw8mTJ7mMvQTw8SodfLxKBx+v0sHHq3Tw8SodFXm8JElCRkYG6tSpU8jbXKy3Li0NsNuBInoCwcFAMfqjuiB7jl1FcyM3bJcuXSpsfyaTCYCzFUJtb5JYEvh4lQ4+XqWDj1fp4ONVOvh4lY6KPl48rZ8TWRNGAgICoFKpkJycXOj55ORkhISE3PA9ISEhpVqfYRiGYRimEAEBgEoFFNETSE4GqrmekFXYaTQaREdHY/fu3eI5h8OB3bt3o1OnTjd8T6dOnQqtDwC7du0qdn2GYRiGYZhCaDRAdDTgqiccDufjaq4nZA/FTpkyBWPHjsWdd96JDh06YOHChcjNzUVMTAwAYMyYMQgPD8fcuXMBAM899xx69OiB999/HwMGDMDatWvx119/4fPPP5fzYwi0Wi1mzpxZfFyfKQQfr9LBx6t08PEqHXy8Sgcfr9JR5Y7XlCnA2LHAnXc6e9ctXAjk5gL/6Y/qiuztTgDgk08+EQ2K27Zti48++ggdO3YEAPTs2RNRUVFYvny5WH/9+vWYPn26aFD87rvvcoNihmEYhmFKxyefXGtQ3LYt8NFHzjYo1ZgqIewYhmEYhmGY26fmdttkGIZhGIapZbCwYxiGYRiGqSGwsGMYhmEYhqkhsLBjGIZhGIapIbCwq0AefPBB1KlTBzqdDqGhoRg9ejSuXLkit1lVkri4OEyYMAH16tWDXq9HgwYNMHPmzAqd6Lq68/bbb6Nz585wd3cvNOk142TRokWIioqCTqdDx44d8eeff8ptUpXl119/xQMPPICwsDAoFAp89913cptUZZk7dy7at28PLy8vBAUFYdCgQTh9+rTcZlVZFi9ejNatW8Pb2xve3t7o1KkTtm/fLrdZNRoWdhXI3XffjW+//RanT5/Gxo0bcf78eQwZMkRus6ok//77LxwOBz777DP8888/+OCDD7BkyRK89tprcptWZbFarXjkkUcwceJEuU2pcqxbtw5TpkzBzJkzcfToUbRp0wb9+vVDSkqK3KZVSXJzc9GmTRssWrRIblOqPPv27cOkSZNw8OBB7Nq1CzabDX379kVubq7cplVJIiIi8M477+DIkSP466+/0KtXLwwcOBD//POP3KbVWLjdSSWyZcsWDBo0CBaLBWq1Wm5zqjzvvfceFi9ejAsXLshtSpVm+fLleP7555GVlSW3KVWGjh07on379vjkk08AOGe0iYyMxDPPPINXX31VZuuqNgqFAps3b8agQYPkNqVakJqaiqCgIOzbtw/du3eX25xqgZ+fH9577z1MmDBBblNqJOyxqyQyMjKwatUqdO7cmUVdCTEajfDz85PbDKaaYbVaceTIEfTu3Vs8p1Qq0bt3bxw4cEBGy5iaiNFoBAC+VpUAu92OtWvXIjc3l6cBrUBY2FUwr7zyCjw8PODv74/Lly/j+++/l9ukasG5c+fw8ccf48knn5TbFKaakZaWBrvdjuDg4ELPBwcHIykpSSarmJqIw+HA888/jy5duqBly5Zym1NlOXHiBDw9PaHVavHUU09h8+bNaN68udxm1VhY2JWSV199FQqF4qbLv//+K9Z/6aWXcOzYMezcuRMqlQpjxoxBbYp+l/Z4AUBiYiLuvfdePPLII3j88cdlslweynK8GIaRh0mTJuH//u//sHbtWrlNqdI0adIEsbGxOHToECZOnIixY8fi5MmTcptVY+Ecu1KSmpqK9PT0m65Tv359aDSa655PSEhAZGQk/vjjj1rjhi7t8bpy5Qp69uyJu+66C8uXL4dSWbvGHmU5vzjHrjBWqxXu7u7YsGFDoTyxsWPHIisri73mt4Bz7ErG5MmT8f333+PXX39FvXr15DanWtG7d280aNAAn332mdym1Ejc5DaguhEYGIjAwMAyvdfhcAAALBZLeZpUpSnN8UpMTMTdd9+N6OhoLFu2rNaJOuD2zi/GiUajQXR0NHbv3i3EicPhwO7duzF58mR5jWOqPZIk4ZlnnsHmzZuxd+9eFnVlwOFw1Kr7YGXDwq6COHToEA4fPoyuXbvC19cX58+fxxtvvIEGDRrUGm9daUhMTETPnj1Rt25dzJ8/H6mpqeK1kJAQGS2ruly+fBkZGRm4fPky7HY7YmNjAQANGzaEp6envMbJzJQpUzB27Fjceeed6NChAxYuXIjc3FzExMTIbVqVJCcnB+fOnROPL168iNjYWPj5+aFOnToyWlb1mDRpElavXo3vv/8eXl5eIm/TYDBAr9fLbF3VY9q0abjvvvtQp04dZGdnY/Xq1di7dy9++uknuU2ruUhMhfD3339Ld999t+Tn5ydptVopKipKeuqpp6SEhAS5TauSLFu2TAJww4W5MWPHjr3h8dqzZ4/cplUJPv74Y6lOnTqSRqOROnToIB08eFBuk6ose/bsueG5NHbsWLlNq3IUd51atmyZ3KZVScaPHy/VrVtX0mg0UmBgoHTPPfdIO3fulNusGg3n2DEMwzAMw9QQal8SE8MwDMMwTA2FhR3DMAzDMEwNgYUdwzAMwzBMDYGFHcMwDMMwTA2BhR3DMAzDMEwNgYUdwzAMwzBMDYGFHcMwDMMwTA2BhR3DMAzDMEwNgYUdwzAMwzBMDYGFHcMwDMMwTA2BhR3DMAzDMEwNgYUdwzAMwzBMDYGFHcMwDMMwTA2BhR3DMAzDMEwNgYUdwzAMwzBMDcFNbgMqG4fDgStXrsDLywsKhUJucxiGYRiGuU0kSUJ2djbCwsKgVNZun1WtE3ZXrlxBZGSk3GYwDMMwDFPOxMfHIyIiQm4zZKXWCTsvLy8Azi/f29tbZmsYhmEYhrldTCYTIiMjxT2+NlPrhB2FX729vVnYMQzDMEwNglOsuHiCYRiGYRimxlAthV1iYiJGjRoFf39/6PV6tGrVCn/99ZfcZjEMwzAMw8hKtQvFZmZmokuXLrj77ruxfft2BAYG4uzZs/D19ZXbNIZhGIZhGFmpdsJu3rx5iIyMxLJly8Rz9erVk9EihmEYhmGYqkG1E3ZbtmxBv3798Mgjj2Dfvn0IDw/H008/jccff/yG61ssFlgsFvHYZDJVlqlMGZEkCQqFQvwt6folWQ9AoW1LklTo/QqFAgUFBVAoFHA4HFCpVCgoKIBSqYRKpbrONvrfbrfD4XBAoVBAqVTCbreLbdA2tVot8vPzoVKpAABqtRoWiwVubm7Iz8+HWq0GANhsNqhUKmRnZ8PNzQ1qtRpubm6wWq0AAI1GA4fDgezsbHh6esJsNkOSJKhUKtjtdqhUKqjVauTl5cHd3R02mw0ACn0OtVqNnJwc6HQ66PV6sS+lUgmTyQRPT0/k5ubCzc0NNpsN7u7uyM/Ph91uh16vh81mg06ng1KphEKhQHZ2NpRKJXQ6HdRqNRQKBWw2G5RKJcxmM9RqtegtlZ6eDj8/P9hsNnh5eaGgoAAFBQUwm81QKBTIz8+Hv78/8vLyYLfbYTAYoFQqYbPZ4OZ27ZJFx8xms0Gj0cBqtYr90Ge1WCziu8rPz4der4fFYoFWq4VWqxXftdlsBgDxGn1nNpsNVqsVSqUSWq0WRqMRBoMBkiQhPz8fGo1GHOecnBw4HA5oNBpxrKxWq9gPAOj1euTn54vvks4R+j59fX1hsViQn5+P3NxcBAcHw2w2w2KxQK/XIykpCZ6entDr9cjLywPgrPC/4447kJ6ejpycHCgUCuTm5kKn08HNzQ05OTnw9PREdnY27HY71Go1AgICkJqaCr1eL85FSZKQk5OD7OxsGAwGWCwW+Pj4wOFwiGObmZmJiIgIXLhwAQ0aNEBaWhq0Wi2Cg4ORmZkJrVYr7FYqlcjOzoa3tzdMJhOsVit8fX1htVqh0WgAAFarFUFBQXB3d4ckSUhLS4Onpye8vLxgMplgMBiQkZEBvV4PjUYjfl90DioUCvF7cjgc8PPzQ1ZWFnQ6HRwOB9zc3ODu7i7OJTo33NzcxLmk1+vh5uYGhUIhjqlGo4FSqSx0TtH1g7ahUqnE+U/bBCCuGbQuvc/1WkLfPV13aB3XawhR9HrFxQHMrVBIdEZVE3Q6HQBgypQpeOSRR3D48GE899xzWLJkCcaOHXvd+rNmzcKbb7553fNGo5GrYqsYriKLbni3ajRZknUAwG63C/HjKrjsdrvYDj22Wq1QKBRwc3OD3W4XgocurACEeKH1AacocL2Q02fJysqCp6cnbDabsIFuFmazGXl5eZAkCTqdDna7Hbm5ucjOzhbrabVaId4CAwNhNBqRnZ0NhUIBrVaLrKwseHl5wWg0imNBNmu1WlitVjgcDuTk5CAgIEDcwH19fWE2m4W4ysjIgMPhgI+PDzIyMoQgo89tNpvh6ekJu92O4OBgcbN2OBzIy8tDeHg4vL29YbFYYDAYkJycDK1WC7vdjqysLCEySTBrtVoAgMFggNFohMlkQmpqKiIjI6HRaJCTk4O8vDzUr18f3t7eSE9Ph1arLSRASfhmZmZCpVIhICAANptNCM28vDzk5OTAYDDAarXCZDJBr9dDpVIhJCQEaWlpMBgMMJlMUCgUuHr1KvLz8+Hp6QmVSoWUlBQ4HA5kZmbCw8MDarUaXl5eSEtLE+slJSUhPDwcKpUK586dE+KPBF5mZiaUSiXc3Nyg1WrhcDiEAE9PT0dBQQEMBgNSU1OFYMjOzobVaoVOp4NOp0NmZiZ8fHyQlJQEm82GgIAAGI1GaLVapKWliVSUgoICYWtWVhaSk5Ph7u4OT09PKJVKXLx4EW5ubggKCoK3tzeysrLEMbVYLMjNzRWCLi8vD1qtFu7u7sjNzRW/CRJv9Jsym80ICQmBv78/3NzchIAMCQkRopl+I/7+/kKgkwhWq9VQq9UICQkRgpV+d7QolUrk5+cLe/z9/aFUKuHt7Y2UlBSoVCrodDpERUWhoKAA2dnZ4rfj7+8PHx8fpKWlISsrSwwS1Go1fHx8oNFo4OvrC61WKwR0QUGBGKxpNBp4e3uLAYharRavAc4OC3a7/bprBQ06aF+uA0Ma+On1erEdGoBJkiR+d/RbuZG4Y4FXGBoI8L29Ggo7jUaDO++8E3/88Yd47tlnn8Xhw4dx4MCB69a/kccuMjKSv/wqBl3cSJjcSrCRCCyJ8KNtua5LI2pX7xxtk7xUNIonu+x2uxAqtK4kSeKCT54beo/ZbL7uYk/eODc3N+Tl5YkbkEKhgEajQUFBAaxWK3Jzc+FwOISHyW63w8fHRwgWugGR16KgoAC5ubkwmUwICQkRn4c+A92I6PPSACkvLw8qlQru7u7QaDQwmUy4dOkSQkJCYLfbkZmZCX9/fygUCuGdCQgIEJ4w8uZ5enoiKysL/v7+UKlUwsvk4+ODzMxMmEwmhIaGIi8vT9zsyTOm1WphMpmEt8VkMkGtViMoKAhWqxV2ux2BgYEAAK1Wi7y8PCiVSvG9WiwWWK1W4TUjDx6tn5mZCUmShCiw2WzimKrVauTn58PPz0+Iu4KCAqSkpIhO9nRjpe89OztbCMjc3FzYbDZkZGRAo9EgODgYdrsdCQkJyMzMhF6vR0hICFJTU5GWlobAwECYzWbYbDb4+vrCZDKJ8zgnJwfu7u7IyMhAdnY2MjIyhJikYwo4r2munh96n5+fH3JzcwFA2E1ihjxeKpUKGRkZQmir1Wro9XqEh4fDaDQiJSVFDCT0ej0CAwOF4AMgBEx4eDiSk5PFsSavpJ+fnxCkubm5aNCggfAM02clT69KpYKnpyccDofwLmq1WuEJCwsLg0KhQEZGBtzc3CBJkvCkAc6epO7u7rBYLIiIiIBKpUJSUhL8/f0RGBgIh8MhBlt6vR5eXl5wc3NDUlISNBqN+A0ZDAaoVCpxrOl4KhQKeHp6Ij8/XwhsOt7kPSQx5uHhIcSxq0Ckc4eELQl8EnbAtUEYef4JuiZYrVbhlaS/RQfBDAs7V6pdVWxoaCiaN29e6LlmzZrh8uXLN1xfq9WKnnXcu67qIUnSdeEHelwcRUVgcevQRdL1wkniBrgmvGhbZAPdaMlb4BpysVqtYqBAg4aCggI4HA7hjXEVfVqtVogMEm3Z2dkwGo2wWCzQaDTw8PAQ3iur1YqcnBwhIkk4abVa4dEpKCiAu7s7rFYrDAZDoRCbr68v7Ha7uPFrtVphh16vFx68tLQ0WCwWqFQqEY5LSUkptG1PT08EBwcjKysLly9fFiIlJycHHh4eYp9arRZqtRrBwcGw2WzIysqCxWKBt7c38vPzkZOTA29vb3h4eMBisQjR4HA44OHhAXd3dyFc8vPz4eHhgaCgIHEM6DgQJAZzcnLEjY6ENQBxU87NzRWh0PDwcLi5ucFoNApvXW5uLjIzM0UInIQt4PTCqNVq1KtXT9jn5uYGHx8f6HQ6JCQkoKCgAAEBAcIbSCKczjkPDw/hiVOr1ahTpw4MBoM4/3JycqDVaoU3jby6np6eaNSoEerUqQOr1YqMjAxcuXIFBQUF8PHxEd5eOtd8fX2FYCbR6u/vD0mSEBYWBoPBgKtXr4rBSkhIiPAoqtVq5Obm4vz58+Kcttvt8PLyglKpFKLYy8sLOp0OZrMZbm5uKCgoQHBwMEJCQmCz2aDX6yFJEiwWC4xGI9LT0wEAaWlpMBqN0Ol08Pf3R0BAAHJzc0XImER5dna2+D3k5eXB4XAgLi4OJpMJWq0WdevWhUqlQmZmpji++fn5MJlMyMjIQEJCAnJzc+Hl5QWHw4G0tDQhJElk5eTkICsrC97e3jCbzTAYDDCbzTCZTDCbzUhNTUVWVpb4TZKXu6CgQKxTUFAADw8P4YXT6XRisEGexoKCArFf13C8SqUS1w+6vtCgkgQzeQTpmkNinq6HdK0per2sZv4ZpoKpdjl2Xbp0wenTpws9d+bMGdStW1cmi5iyciOB5poHV9x7bjZKpW0W9bS5hkDIiwdA5MW4ereKbsf1wgtcu/nRDY48R65eRhI2FF6ksCcJJ8AZzqX8Lbrg043O29tbeDIoX4o8ABSiJFHn4eEBvV4vblJqtVp4USh85nA4hEjMyMgQN1UvLy/YbDZxU1IoFPDx8RGfm7wXJFTIa5eVlQW1Wi08NABESJlEQX5+PrKzs0W+FHlAAKfnh/LJJEmCu7s7kpKShBiifQAQOWV0fMjr4+bmBrPZjIyMDHh6egoPoUqlgs1mw9WrV+Hn5ydCYEFBQUhMTITZbIbD4YCXl5e48ZJXMSgoCGazGR4eHtBoNJAkSQg3s9ksPI0kZMizGhgYKM4Rs9kMf39/eHh4iLCo2WwWgpO8dvn5+YXCcq6LUqkU4iwzMxP5+fkwm81IT08Xgwx3d3dxLgFOEeXh4YHk5GSRm2iz2RASEgK1Wo2rV68Kz2ZERIQIX7t6rf38/JCZmSny8mhgc+XKFWg0Gmg0GtHZn3ICKbzqcDgK5R1aLBao1Wp4enri4sWL8PDwgJeXlxB4ly9fFqkA5Dml9QwGA/R6vQgBHz9+HAaDASEhIbBarSJUSsLYaDQKYe7r64ugoCBx3gPA//3f/8HPzw+RkZFCRKekpIjwMaUdZGVlieNCuXnkGZckqdDvxGazwW63i4EZnZt5eXnQaDSw2+3IyckRoVsaWNH3TmFeEvp0TXC9ptBAjHL9aMDoen1yHbSyB48BqqGwe+GFF9C5c2fMmTMHQ4cOxZ9//onPP/8cn3/+udymMSXkZmGE4sKrNwu90msAhMAqmjtHo1rXsCzlsrh67QgqVnC9gFN+C4VxSByRh8s1Fw5wesAoL4jWc/VGkgeFblQkFGh7bm5uyM3NFd4tV4GXm5srBJxruI08aiT0NBoNcnNzkZ+fj4iICJhMJnFDpG1S4jp5F9Vqtcgro+MWFBSE5ORkEW7y9fWFwWBAfn6+8BZptVp4eHjAaDTCbDZDpVIJjybtj/Kp8vPzkZycjPDwcNhsNhiNRnh4eCAwMFB4SVQqlRBf9FnoL30OClfp9XqRd2cwGES4kI6tUqmEwWCAr68v8vPzYTQaxU3ZarUiPT1dCBl/f38kJSUhJycHQUFBIp8tMzNTeO/UajWys7NFfiGJcaVSCR8fH5w4cQJNmzYVx5rCb1SM4e7uLvLD6JiYzWbodDohDqxWK7y8vMTN+8qVKyLXKz09XeTpeXt7C4FIAlKj0SAlJQU6nU6E8Js1ayYKLMgzePXqVWi1WpFTR9vKycmBm5sb0tLShLiz2+0ICAhAdna2EPCZmZkICQkR5zeJaTo3KaQcFhYGAKIQgnI5g4KCkJ+fj/T0dJEnSELWx8cHwcHBIi/VZDIJsW2xWAqdmxaLBcnJycJrnJGRIXIB/fz8REoAhfUp5A44w6gqlUr8HjQaDZKSkuDn51dIqAEQOaqZmZlCTNJvmrzLlFtnNpvh5+cnrkc06KKoAdlPzwEQ5wttg8KwdO6Q8COPHl3jXK99JUlRYWo21S7HDgB++OEHTJs2DWfPnkW9evUwZcqUYqtii8JxeHm5WRi1uBFncaKuqKAjjwl5NMgzRzcGuiDSPig/jUJxtA9XQUcVfOT1yc/PF+ES4FqFKo3CSQRS+MfVA0jJ9BRyc62GpNG4yWQSopGSuvPy8pCSkiJy2SRJgoeHhwglkheMqmfphu5wOJCVlYWQkBAhwFQqlQh30g3barWKXEGNRgOdTof09HThsYuKikJCQgJCQ0Nht9uFAKCbDiX/U8Xn1atX4e/vD5PJBJPJhODgYCFWVSqVEKhUhEChcqoSpupaOg7k3cvLyxO5fBTKAiA8QyaTCYGBgeJ45ufnQ6lUCk8TCXGFQlGogrOgoEB44Oj7oZBfSEiIENypqamiCtlisYjvSqPRiFAxiTGHw4HExESRd0chX8qfpBB4VlaW8D6Rx9PPzw/5+flISUmBp6cn1Go1jEYj0tLSRBEAJdVfuXKlUJ6Ym5sbEhISRCWx0WgUXj06L3Nzc8XxPnfuHOx2O/z8/ESRRlRUFJRKpfjMFGamvEASy3Qe2Ww2UfDimv9IeZl0jOrVqyfyKQsKCkR43tPTEwqFAunp6aLwJicnB0qlEh4eHiJ8W6dOHXGc6Vwj7yh5wui3QYVGVH2dm5srBJperxc5kvR9hYeHC+8riTlPT0/4+vqKXD0vLy+Rj+nh4YGCggLk5OTA399feMRdPe7u7u5CjFJhFHn6aYBCgpEGmjTgpfPWNWJAnuiiaSMk8ly9eK7XxdoC39uvUS2F3e3AX7483CrZt7gQ7I3Enqugo8d0QSYh4NqehDw7rm0RKCRLAojCUbQN13YUlOtCIoYuxhR6oZE/iSQAIimchGF+fr5oEUI3UMCZA6pUKpGVlYWMjAxRgUg5TSaTSXgdNBoN3NzcROVgVlaWEAjk4UtKShLhV8qdI+FGif5169aF1WoVIoaKIEwmk/CqUcWl3W4XNybK7dLr9TAajeJYkEeIbjJUPZucnIzIyEgRPibvhE6nQ15eHvLz80WYNz4+HlqtFnXq1CkU8qbKUXd3d+E19PPzQ2pqqkiGz8/PB1C4tURqair8/f0LiVWqWg0ODha/f7KV7KOKZLqhu958s7OzhVg8f/486tSpI443VV8eO3YMBoMB3t7eSE5ORl5eHgIDA6FUKpGSkiLC3FarVeQpms1mnDlzRnhZ3dzchJeQzhmFQiEKOkj8JCYmirAhiVx3d3fY7XbhKXb1CJPX0NUbGBcXh6ysLFHN6u/vD29vb+h0OthsNvj4+MBoNIrzPC8vT4hmjUYjPJ0Ulqd8UGrX4uHhgfT0dHEu0vGmHEZqHaNQKMRvhAYNVIRBXipPT0+xL71eL1rwZGdnC6+4v7+/SAWgsDmFdslbT6KKzjO1Wg1/f3+EhISIynDKv6NQPADx283PzxeFHq7H3eFwCJtsNpsYdNEAiiq46fdG9uh0OjHopAEjgEI5wq6tjOj99Ht0XY+uk0Vv67VB4PG9/Ro1/9tmZMc1PFBc/gdd3Iu+z/U9roKM3kPiifLo6ELpmlunUqnEBZFG1q7JyHRRBZxigir9SPBReIaECd3gXdsTUIiWinVIENINJycnR3yGrKwsGAwGMeqPi4sTXi+yg24q1DaCKjqp7Qfd8AGIfCa6Kfn5+YmeaxQmpUR/6ktG1YXkPXE4HCKpPisrS1TvkjeFWjpQUrmr1/Dq1aswGAwi5EueLz8/PyFi9Hq9CCFTnha1rEhMTBQCl74rCkG7hs4oId+1N1xubi4MBoMIUdN3RKKUhLYkSSLX0TV/kAQ45X/RcbXb7SKkTIKIcuTy8/Ph6+tbSHB6eXkhPT0dderUAeAU+WFhYbDb7UhJSUFKSgq8vb0RHh4uwq7UkiQgIAD169cXFc1UzUp5XuHh4eKzkPeSwnWRkZEinyw3N1ecS/Qb8PLyEiFxytNyzR8kIUf5a5LkbIWTmpoKhUKBxMREIUj8/PxQv359ETIlYZ6TkyNso6IguslSCNxms8FgMCAyMhI5OTlIT0+HyWQShTYUGvbz80NeXh5MJpMQkYBzgJWVlSXErkqlQmpqKsxmMwICAsQgJTk5GRcvXhSeXwDCo0q/WQ8PD+Hhou/2ypUrOHnyJNzc3ODp6SkKlehczsrKQk5Ojij8oW2mpaWJ9jp0PlLOaFhYmMgFtVgsyM7ORlZWlvCYkkefWsyQx58+H4XoKQxL10jKB7ZarcKDR731bDZboR56hOt1k6n5sMeOqTBKWpJftLVJ0dArXahoO0UvUtQuhAQMXbDJ2+da+ABcq5KlkTeNgOmi6ZqcTO8jjx95EujC6zqSppw5qtikiyyNrulmSuKAPFKUzE+Cg7wTAIS4Is8f3QQo7EP5dCRY6OZBxyQ4OBhXrlyBr68vPDw8RBNd15wdWpeEHoWoSMSR4KHPm5+fL8JTFC4iTw2JXvJeWK1WREZGCrFIRRh6vR4ZGRkit48qR+lGS14qOgeo711OTo74DBRO9vLyEu046PwhQUbfHYX2XHMI1Wo1Ll++LCpmU1JShFeUwmzkeWrWrBmSk5PFeXn58mXUqVMHBQUFSE5OFpWteXl5MBqNCAsLE33kAgIChIChsCG1PCHPZWBgICRJQlxcnLCNGlAXFBQIoULCwdvbG3FxcQgICBBCiKqA6Rg6HA74+vpCp9MJQUThfBJg5BGltjZ2ux1paWmipQvZodfr0aBBA9EzMTs7G7m5uTAajVCr1UhMTIS7uzsCAwNFwQ9VNisUzvY61A8uLi4OVqsV/v7+hXInaX/h4eHCI02Cls4vwCnsQ0JCEBQUJDxTaWlpot0K/TZIrNN5QgMnSrXw8fHB1atX0bhxY2RmZooCCnd3dyHIXAUVed+o+MLX11e0PqFBGJ0HVOBDIXMasJFwowgAeW2p+Ie2Q9W2dB2j6xFdK0nc0fkOXMuxc80pLtqDk14ne2oSfG+/Bgs7pkIoSUsS4PoQLF14XMUVhUBdK1npfZQzRxdgutjRxds1LOtagejaXoAEBOVguSYhU/6Ka7IzVZvSfihU4po3R54yygUjzyK9x9WDSF4sm80mqhKpJ5m/v79oBUEClCpGSRC4FgikpqbC29sbXl5eYn9ms1kkr1+5ckUIjLy8PHh4eMBkMombH1XuUuI7bcfX1xc2mw3JyckAIHrbUbI+hZjc3NxEY2L6vsjTRflY1MOPqiuVSiXS0tKEh85isQjbPD09RWjPNY8oIyNDHCPyQJEIIKHg7u4uvJsUmjabzUIEU/I75bhlZmYiICBAeLvIG+nt7S16ypFYPXPmDBo3bgyVSoW4uDi4ubmJVjMUIqdKZz8/P/Edenp64tKlS0JA5ObmCnFD56VWqxVhUurhRhW75IUmkZ+cnCw+E4nlzMzMQq10qOrX29sbNpsNgYGBIieUWo1EREQgPj5eNKb29/dHRkaG+I06HI5C7UpIiF29elUI19TUVOFlpGpqDw8P+Pj4wGw2w9vbG9nZ2fDz8xNtYUio0Lmn0+ng5+cn+vqRKHT1YpGAptBsRESECDFTQYtC4Wz+6+PjIwYsdrsdTZs2FS2AaOBF3zkVRbnm49K5SgM2sod620VGRoprEf0lDyUAMYig37uHh4f43JRT6SrIABRqm0QDHPKwk2ijc4XyfWkwS9ca1+0WbenkOtiuSQKP7+3XYGHHlCsl9dIRriNQugC5hhxcxZyr+HPtX0YCjB7TTcB1pOzaQoA8SgRdDF17kJFQIK8e7Z8u7q5eMbrZkreNcnssFouocqQZGlwLBOgzUjI9NUilnDjXPnPJycmiI77r6N21ECQjIwN169YVxzIvL0/cGMiLQrl1rlMm+fv7C/sobEr9vuizUcGA3W5HUFCQSKYnG+kyQp9dqVTC3d1dTFXmWrVKIWs/Pz9RYEAhNwpJZWRkQKfTiVApCVpK2Hf1btBNl+wkryJ5uzIyMqBWqxEWFoarV6/Cx8cHJpNJFGjQcaAcMwpxU1Uw5UiazWbk5uYiLCwMx48fR0REhBD9JIbppkp2xcfHi953dOwBiEpcEjCUyxgWFiZmUUhLS8Px48fh7+8vCk4on4z2J0kSkpOTheChkCN55WiAQSFqAOKc9vT0FO076Dy4fPkyNBqNEPAUGk1MTBSFDFTVSrOgUEsPCp1KkoSEhAR4e3sjICBADKJI4FFxA/USTE5OFtWx1CaIvHPk+aawvWuhEy0k3qg9DOUDUloATXmWl5eH1NRUUehTr149UYHt7u4uqsrpekCV5wUFBTAajaLtjuvUemazWUyJRqIfcFbaUssi8ui7Vi2TF54EGA326DyhCAKd9/S5yeNN1zQ6FnQ9oO3RuQigkCAsmptMttHgtzrD9/ZrsLBjyo2SeukI8jLRBcZ15EpijYSL62nqWtxAHjrylpH4IpFIISlXsUPeEdfEcrpp0HvJk3ejijPXqYUon4hG/GQXJZq7hlscDoeYD5XEDuXnUL4d5biRYKLKTVcRR60fKGeN2mzk5+fD29tb5PMBTo+mq8Cj6ZZo3zSLBIk2CjdRSJFyfKjNBm1TkpxVh3TDp2ILCv9RUj+1e6A5cnNycgrNTuBapEI3MSoCCQwMFB5Iaj1C06bRDAEajUb081MqnXOTUgiMvJHu7u4wGo3i5k6eIBJl+fn58PLyEnlzdA6TiCSvLHm5jh8/Dr1ej7p164q5VSlU5+npibS0NISGhiI1NVWEjckjRQ2KLRaLELWUm0i5W5GRkUhPT4eXl5dovEs2UJFJQECAaHlC3wsl8FOono47CWGaeos8Z4CzyIdEPs1hS2FJvV4vvLlqtRppaWnCEx4SEgIPDw8xr29aWhrsdrs4FjSIIvESEREhBgLk7SPvJHnWaN95eXnw8/Mr5H2n84YErEqlEtWzNGCiPo+uxUTUY45+Y+SpJW+YTqcTnmH6XQcHBxfqz0dNgh0OB4xGoxikUFiVingoH9U1TYNaoFALGvLoujY/p+uB62wirpX4JNZdr2/UmojCxdSuxbXAgrbrmtpStOcdXdtoKSrwSjpArwrwvf0aLOyY26Y0XjoSSK4XMarYowsLLUXL98k7B1wLcbiKDRJwrjl7dPGl0AjNdUqeExJY5FWjmxzt22KxiBsMXUQpFERJ0HSxpVAkhbCoeEKj0Yh8IaqypGNGHiq6yWRlZSE9PV2IH/IKUPgnLy+vUDhRrVbD29tbTAfl7e0tWoKQ58m1qa/D4RAhVhKC1ArC09MTHh4e4qZPyeLUT4zmB6XQJm2bwqw0kwLN3UqeGQ8PD1EJCzjFtpeXl/DGuFYGUpVucnKyuEFSuNQ1t4u8gnQsyUtHxSBBQUFCtFGyP4lqEr70fdrtdoSFhSEpKUn0jXPNgaTzytfXF1evXhXzu5I3FoDYD53XNEuEyWQSYpNm4aDGtzQDA3mByZOZmJgoPEpZWVmiCTMl8dON18fHR4R1yTNlMBiQl5eH9PT0QtWYCoVC9OajHn8kDD09PUXY9NKlSyI0TLl7NOigalyqhqXPTOkAFFI1mUy4ePGisMfLy0uEaQ0Gg+gx5+npiYCAANH8OTQ0FO7u7qJHHP0m6Jgolc65YSmUSxXHJOxcK+Ppu7VarQgKCoK/v78492gAJkmSCIdSyJjOGQqHt2jRQuRE0jVFkpxtiUi4krijfFUK5VMbHfLee3p6Cu8ieenpPHSNPFAzbvr+KDIAQOT4UpGPa2TCtROA60DQtQDtRoNkEn0kyIu+90YSoSpW2fK9/Ros7Jjb4lZeOteQiWveh+tzNGp1vXC6hmNdK15d90s3XdcqV8LVY0Y3NroQ02O6wNPombZLwoW8bNTugoSNa380mtYrPz+/UK84b29vUWFIVYkARMUsXZxpFE+Cy9fXV1RvUiGDt7e38BglJyfDx8dHzLBAYbT09HQoFAoEBQUJzwKJTRJjer0earUaV65cQXBwsPAg0pRIOp1ONM117d9Hn4e8m3q9Xtyo6diRJyU7O1uELuk5allBOWVkD3kJAwICxGeh0GlQUJDw3JhMJlEk4uXlJUQyCfLMzEwEBgYKLyEJWZrvlr4/SrCnHoPkjczPz0dAQAAyMjLg4+MDSZKQkZGB4OBgUb3p6ekJnU6HK1euiPYulKNH3kfq80ZNnx0Oh/C4ms1mUcDg5+eHCxcuiEpQ8prS/jUajZjCjZo7K5VKXLx4sVDeFxUyuLZ7oTxGmnM3IiJC/B6oapVmAaFBB9nn4+MjimRoMESNf6lgIzs7G5GRkVAoFEhOThZzAFOBQ2hoqPjtJSQkCG92/fr1cfnyZRgMBqSkpACAyEsMDAxEUFAQEhISAECIIIPBIKp56bdLAplspeNNxz84OFikDWg0GmRkZAjPYL169URoNSoqSgh0avVCv2nX9kg2mw2tWrUSHjlKT6DrR1JSkvgdkSij89J1EEf5jXTeUq9C+qxUREXXIfoOKC2EzgNXD19eXp64htC69H4Sja6FFfRa0U4DRa+pQOFCNdf33Oh9rsgp+Pjefg0WdkyZuJmXjkaMN3rdNZmXRMONRor0Xgr9FK2aLRouJXFE4RRXL5qrHa7hXqrCpAszXfSpkozCWRQuJe8RVa1RLhLdwMlTSJ+d8oWoYpMu7q7hR5oXk9qFABA3SWpISzc112pfmv2BKjep1xYJOKo4Ba5VAdPxyc3NRXBwsPA6ABCeBrrJk4Dy8fEReUVUREAhUCqaAJw93ki0njt3DoGBgcIDQjlMdOOkuW1J2NFnJE9odnY2wsLCxI0mPj5eNJZ1LdKg7zw9PR1GoxH16tUTLS2oSSzliFFeocViQXp6uvCEBAYGilkGqIjDZrOJXLecnBzRBJi8mnQ8srOzYbPZkJKSIjxTNOE9CVNJkkReHM2bCkD0AqRwNc0UkZeXJ3rYkefx/PnzwjNNN3eTySRmjaDfD51DdrtdVAFTLzryJFIPRZqDldYnjzi1PKGQN+V0Go1G0dKDKkyVSqUQ6VQs4iqmQ0JCcOHCBaSmpooqVUpfACAGE9SIOzQ0VAhGEmbe3t5QqZxzxJIXloQcDboo5EpCjH6n9LumQRR5DBUKZ7W4a64ahW9JfFFbIQr50/o+Pj7w8vISYVf6HZhMJjFwoDYmdOzJHpVKJRptuzZHp4pfuu7RZ6DrFh1PSldx9YJTXqxr9SxdY8nj5/p7oeslicOi127XCly6Xrp6rel5oPgm80WprHAu39uvUe2mFGPk50ZeuhtdEIBrI0ZXzxt5HYpWbLlenOiGQoKp6ELbpO3StgEIT4RrWxQSRZSgTBcq6pRP61OOHYXJaOTt6+tbKMyTk5Mj5jal6lDyADkcDjH1lMPhgLe3N/Ly8kS4hXL9SNh6enqK5HzyflksFjHdFoVi6WaRlpYGX19fMS0W9TUjMZmWliZCc64eTYfDITwb1CiW8rfc3d3F6B+4luPj2lKBhArN/0ktUaiql5rVRkREiCIWsoHy0yjPjypg6aYdGhoqpuyiakXyplGSP93I6fwgcUizJiQmJooGtiR0yEPn2t6Fkv8pJEahNqr8pT5nNFtEUFAQLl68KMKVrs1nJUkSfQNd21jQOUEtY2iw4efnJ2bbUCgUiIiIQEpKCrKzs0VRCuAUG/7+/sJDSF4oCtsnJycLkUC9706fPi1CpXQcKT+RvktXUUQhVkrcJ9Gt1WqF55em97JarQgLC4PRaBSzZVAYnY4b9U4MCAgQBUb+/v7i+6BcQvoegoKCkJSUBL1eLyp5qbqXzg8qOCBhTJ5T8mC5epZoRhT6bVGzZvJC0eBCpXLO2KHVaqHT6USTZPqOqBI8ODhYeFFpgEnTlrm5uYm/1Jw7LCxM/L4dDgdMJpOYMYZmWqEm1TSQoZY3FK6n3zl9ZvLCufa5I2FPBU6u0yLS+jS4pgISi8UiClJIINL1hn7jhOtvns5dCvXe6D5A1/yiA3CCtlOUqhjOrSmwx44pMUW9X+RFAFAoMdd1ZEdihl5z9ci55tK55sfRTdf1/a65c67rkQ2Ub0L7dW3eSblLtH/XZH4ScpQgTaNf8qrRhZZEGnk4qArQtZkxhV5oFE03CPJakWBUKBTCE2GzOWd8cM2vcRWQNPKmSePJq0WFHtQOhPrb0c2YpvSiRsEqlUrMJ0veKmqOm5mZKQQdzcZA1aLUWJa8H9TKgvrsUU4SJcSTeLxy5Yro2eZacUuiNSQkRAg4EtdFzyHKqTKbzUhKSkJBQQHCw8OFCMvJyRFFJBSSJYFCeUmSJImiBJPJJG7UJG5IZFGRhCRJQvBSAYFrKJ3C5ZTTGBISIiaep6pL14IE8spSDqLdbkd6ejqsVqvIFfPz80N8fLwYEFCOFrWm8fLygsFgwJkzZ0SolryYWVlZYn9paWmFZlSgc5OEE3mjPDw8xDlEvzuqDiXB6ToLBk0DRi12yKOn1+uFwKcqaMqlpF6F9HuiqduompfCoJRPRh4/+qyhoaFIS0sTXrG0tDQhLCn9wNPTE8HBwaIlDRVF6XS6QkKdcgYpXEmiT6fTifYufn5+aNiwITIzM0U+alZWFgIDA5Geni5mFqHimNzcXPj6+orGzfRbpaIiKpagymT6DSiVSoSGhor+i3TtoXArtaghMUa20AwtdA0iYUuii/JpAYjrkGvIlar16fflWpgGQAwoXa/xrhEU4FoHAxJkrgUYdH8gSpNv7crtePf43n4NFnZMiXD1lBGueWmEa6EDeclcixFcLzau7U1cxZ3r/lxzO8hDQxcdCh9S3yka4ZOAoBs+iTJXMUp20tydVGlGoo9aa5AIovCjRqMRTXIpQZ5CHa4eRzo2NIMAiSTy8KlUKmRkZMBkMom2CJSETrMukO1048vJySlU5EAjeDpm5BWkHDeyi0Jq2dnZYr5NmjWAenRRLhDNu0ohLGo34uXlBUlyzt5ArSko3Eef17W9A3kZ6biTp8G1epfCm9QTjL4Ti8UivgNfX1+YzWYhisjDSd8zQd8l7ZNsoxs4AFH9S0UPdJN0OJw92qjgw2w2i9Ayfb95eXnIyMiAt7e3yPsiQatUKsVE9NSPLzMzU8zy4XA4K4Wzs7OFoMnOzkZgYCBCQ0NFKPfs2bMi3zEqKgpJSUlCmCiVSpFQbzAYkJycXKjylcQMfX90o6ZeejQ4IO8ceeZCQkJElTD1wCPBRlXPlGMYGhqKy5cvIycnR8xXSwUi1CSb2qdEREQIrxOdo/QbouKZ9PR0cbyolQtVpbq5uQnPHw1aKNeQwrE0by3N4KHX6xEaGoq8vDwRtgcgzj0SvkWnuaN9k+ilggw6pnROKhQKGAwG+Pn5iYbCFFqnz+Xn5ycGY+Hh4UIIkbDLyckpJKIMBoPIl6XfLHnYKeeVvi+HwyGOlWu6C11v6VrpWmxBFbyuhRUksOka7Fq4Rp5d1+uua5oM7Zeui6520PXd9XpPlNQ75+oYKO37/5+9Nw2VdU3P+q8a11TzvIa91p7OOZ3uDKYTJC1RE9uIEZVEISgKURoRP6gIQgjB9IBRQ6MGAiYBP9hRQyQK0QgiMR9CAgn0hyT2SY9nn7X3GmrVPNcaanr/H6p/d91VZ58+naT75H/sVbDZe69V9dY7PM/9XPd1Xff93K/tq9c9sLt/ve2LIEAG5+n4TTAnrQzayKpkh15u5bMs0lSremYPtioIgrWttTb7yUla290BadM3e/XZJOwBwZPvxKdzc3NjnyEjhrnCn+XBE4wHXh0YHqpJCfTSsidauVzWaDSywgakIwJnLBazfWK9fxA2kXuATDWdTq3dAwsLgZagzH3wn2FBoSITti4Wi+ni4sKC+2g0UqVSMXlrOBza/QUwTCYTFQoFkx1hDQn6yLQAAIAHErJfyGAt8J7xf6oNe72ebSeWSqVMKmURDoVC1iZkPp9bhWUmkzFgQGUszCcsGQCCJIGKT1gRxsXd3Z3Ozs5MTovH47q8vFQ6nbZCAc6HqlO8YsScVqulwWCg4+NjAyUwoy9evDDWD0/X5z73OSu6GAwGa95FQGez2VQul1O1WrV78ejRI/M8wlThL6R69vr62v6NxJvJZKzNDOweTCXz980339RoNLK2K1gOqAJFPmceMX9CoVUTcAqOYrGYOp2OedNghSuVijGWsVhMzWbTwB7HTiQSBnxhBum3B1vLz6n0hcWGCaOVSBAEllDs7u5aURRMbrFYVKvVMq/i4eGhsWv4LbkeXuVyWU+ePDFWDtaYnSsWi1Uzc4qISFbZTQTrAyw5igTjz/es870lvYeYGOcBHi/P8HpGzwNEGD5iqQd7m169TaYPQOjXiz8oK/fVsHv3a/vqdQ/s7l9rr00PG4GA3/HyoM37O3w1lgdw3gPnWRx+hqfLe6fIWn1LEyotKfvn5b8b4MB34unZBG/IM/i/kFNg1zyQxQtD0CW40v9qsVhYm5DJZKJMJmMeIFpwwLBQhEAPLyQi/Fm7u7sGaH1BBztNtNttBUFgi8zu7q4kGZgBGNF7zm/91e/3FQqFbDN6FjbaiWDKB+yUy2VjL2kuLMmKBJB8WJxYSJAeQ6GQeblgJGAS8fsh/SHNXVxc2BjJ5XIGLuj9lkwmrSEs95FjUVSDnMk44vu63a5ms5nttIE/qtVqqVQqrVkAkCDphcY9GA6H1qdud3dXtVpN2WxWp6en2t/fN1Czvb2tFy9e2DhA3gyHw7ZYI0vS8mKxWFjLkf39/bVWOa1Wy1irXC6ndrttvfqGw6GxcTBl5XLZmCksBJFIxLY529raUrVatbnXbrdVKpWM8e71eiaH+50iqMat1+vmmzs+PjYWdzabrd0HesjBLBI/8MwxPmHAksmk9vf3rSE085u5hieVZ8LY9YkOjB8+XXaDGI/HlhwBOPg/iR9tefgcwI2EiLFJrMGPSCV8u9222IJUmk6nje1jXMK24gtlD2msHplMZi0RxcoBKPRJEQkqHk1sKtxbYiHXystvx+itL8RuADPgjWv34JBx5dWYTUvOVwJyf1iv3Sa7hyXifm2/B3Z/3Kfzx/7ydL701m1nNjMtT71DyW9mc4AqwB8LDuwRxyQYePaB4EPQpgIVZoZATsDjuPztGUKA0WKxsEDKAsL5+072LF6+YSsBMh6PK5FIaDAYrLVZYUEAUNDHjcWFhQ+wE4lEdHZ2Zh388c3RCwvJKggCOxb3B1n06upqzQg/m82USqXMmO4ZE9hNWrFQKFEul61RK5W729vbxjaORiMlk0nl83lrG4EUJK36aQGogiCwwgI8f1RJUryAZMf9gX2jkIPFwhcn4EEDhNCGRVouSjAktM5ot9tWHBGJRHR1daVsNqvd3V3b2B6Qy6JGS5NKpWLPHt8j72UxZoHlmYfDYdXrdduHlHHJmOl2u9anbTwe6+TkxIouWDQnk4mePXumra0tZTIZYyZJcIrFop49e2bFPcQtfz40yvaFFoBfxj/s183NjRqNhhW+wDb6Igo+A2PJcQCQyJSz2UxnZ2e2RysM9Gg0MoaPxI5zokk4IJRkEtA3m82M/UTObrfbOjg4MK8Yvtnt7W1LnLBfwFrhlYxGo9rd3bXej4BFWHfmJb5DEkPiVzgcNlnaz3EKQ0gc6X2H9E2c9D3++M50Om0FGoBhiiX4DDEY9jAUCtk1wVbD+vnWRsx5vpPjEJd9RS5zjnHvrTPcA2IbMYlrI95yj7yy4wsyNr3YvI+X//+9x+5r87oHdt9gLyain5B+MgG8NrMohonPwjwIRFLlGLyX93kfCGCO9/n9FMkaWRi97CdpbZ9H30yYbBLmDk8LQRbGi/MF0OGx4jxYyKgAZQHB5yJpTdrhWLwXrw6AANADu4gcg2zFYkkj1kajYVnnzs6O9X7jeLQogQGTVm1jfOsLdlOQZBW7yJSAKVgjwPRgMDDZl3sGk8T2YFSMUt3H9lSARxZ8JDBf2cg95x4jfdILkGfNc6PlBAtmt9s11o2N7TOZzNq58T4YQ3rWtVot3d7eqlKpWHsKFi0kd/bmBUzT+gSpudPpqFKpaLFY6OzszBjlXq+nhw8f2viAXQyHw0omk7q+vtazZ89sNwPuDc+BvXXn87kajYYSiYRyuZw1q47FYtY37/Dw0LZ8SyaTury8tAUfDyDjBUC9u7urIAisqGY+n9vuJpLM+8l+thQiUE1LMQT/DofDxtjyGUmWPBWLRWN4kO8Z+7DSeM1KpZKGw6ElJRTLIOPv7e0Z25dKpey6t7e3LVkAVFKYRIxhrPd6PUvc0um0VazDdpPkweTiCwQ0008PtQAwSh/CfD5vFbf4cpFrAc70hwTced8q7CKMPgDKqyfETno5YnvgnuOl47M+cWUe++SaGM4YARx6AMp7veeOe8KL5IgY7DsfeL+eX3v82uB/7v/PZ/4gbN43+truX/fA7v/xl59Mm96rTc8Ek8v/3LN2TDif0fliAaQkz54Bwnymtmm+Ra6gpQDBgKDDewFHyKj+u2HRfENTskdkUHxm0ort2JRwaRqaTCbt2CwyXA/BjuwVWYnslyCLkRxWDmYERm0+n9sCCTDmvGjAuukjgjGMxWK6vLxUoVAwLxp7n3J+BH9Jajab1rwV+Qd2Y3d317Y5AuAUi0XzMuHvovEuWz/R5Jjr8+CWqtdIJGItMpDGkNIBZBQqFAoFa9WCJwhghvGeLak86AZce78PrBogpNlsKhZb7hfLmAIA8fyR4abTqXnkAGaj0chAQbfbtXHM8+P68cydn5/r+PjYACiAhmRge3tb0ehqdwQSj8FgYI2Z0+m0PvOZz1hPPsYrLDbf32q1lMvlrNFxu902wAlw51lSuMA9DIJlQQye1d3dXTUaDWOVuE8+MYERo7UJO4jglQPkl0olY+UYCxQFAUoAIiRPs9nMvn84HCqdTlt1bqVSUaVS0Ze+9CV1Oh09ffpUoVDItjUDJDP//POl0IJq5H6/b16+4+NjA21eRuX8UQmwBHjZEaCLXy+ZTFqSBUh68eKFDg8PTcr1xU3EJsB0Op22SnKSDgonstmssWewbfP53Ap8SEiIcSS+PhZybwB1nKukNT8hMZb4x/F9Es6aQkz0FbPeZkO8gmnfXJdeBvy8HciTCF+JzftGW9u/0use2P0/+PJeOJ8J+eyHSeQBnQdtLxsWfMYb+/3PvDEXUOIlFoIB3wGY4XwJqHw/DI8vcvCBivOXZJkkCyznC/PHIgqb4vdXBVQSoAGpSBZk72S1AFfAG5IizAIeHe47oAsgClOHbAKbBUsCg8Ln6DUGcKVlCPu6wg6xMFHtyIKNf4pFHknaXwvVkLQ+QXqLRqPmyQJwwnICYpFDPdCHGaLKF2aCRR0JTJI1U04kEgqHw+YR9PtrAgifPXumfD5v1ZCwXsViUYPBYM2TBGgfj8fmY5vP59YyhbEI+wPAHY1G1hCXXS9OTk4UDod1cXGhRCJhQAW/He1HUqmUms2m9vb29LnPfU6PHz+2lilnZ2c6ODgwSRgWTJKy2aw+97nPmf+OOdJoNDQYDIx9zWaz5rVLJBI6PT1VOBzW8fGx6vW6zUv8gYwTKkV9ew+ShtPTU9vCjvnkEwHA8mAwMLmT+9dqtYyx3N3dVbVaNS8nDaBhcQCwNI2mtQgy5M7Ojkqlkur1uvr9vjGQsGS5XM4SgLu7O33hC1+wvnew1XhMmbPD4dBAOXu/JpNJA9iSjFUjWQP0MI/xeQ6HQxt7tGJhHJMUEge4JrysJANUNXPOSMvEKxoW4wH1O8IMBgObX+Fw2FrKUDUsyRhs7y/1sZR/c3xvOWHsEZN9da4kA5u+EIPxRmLNZ4kdAFE8ySQ3FPj4+P8y4La5TnmwyNzh9Y2wtn+1r/sOgf8PvJhIgAX/Irv0xQ4ALjIzFhJp5YfwgM03jJVkgZ6JLq3K3DFQAx4IomRrLOxkrJ5l8QUDeFd8byfO0xciwBgBHDwIIvjN58utlPCR4VeBHZNkVYh4v2CVWCColCNQ4psieONDQ1Ji0fRNQX3TYhY+L5UsFgtj5jBQ+2fCMe/u7qynFiAIxicIAvPteGYH0Lu7u2vA0nuAaGTLC5M1gHo0Glm2zmLFAu/9Nr5ZqgdzeMkAZHyercK4LzwrxgkLALIbUiheOZgiL6M3Gg1bTPh9oVCwcU81LIsUz5+fe89TEAQ6PDw0gJrL5XR6emrHpskuu0d0Oh27X/ipWPQBa0jYMK2DwUCDwcB8YIA4WqwcHh7audGChb1UAXij0cgqdXu9nra2tqxtBwB5PB6rUCjYGALkAMLZMQP5FDat3+8bA4y0zs4TBwcHKhQKtocvAKlQKEhagnakVgoYGF97e3s6Pj62sQGQgbl6+PChJQdUwY7HY11dXSkIlg2Bac1Dex0YX6pIDw8P9corr+jm5kavv/66NVzu9XoGMPDpASDwECKZD4dDq1xmu71KpWLFHK1WyyqESb4A/81mU41Gw1jgWCymVqulTqdjyUahULDEE6DXbrfNUjCZTFSv103RYA4z1nl27PwyGo3U6XQ0m81sTvPcOD47yBA/9vb2LImioIy4TDK8u7tr2xsS/25vbzUejy2J8AqLZ/6IPSRRsPiwyMQLLz9LK8sPLWL8WkI8oVfo/Wv1umfs3oMvn7lsvjazHl+s4Cltz9R5hguvCUDNe+Kklddj81yg3pmAvgSeCe8pey/dSqueeLBzMDaS1kAIwYIgBfDzBRosSl5u5TuQL5BQ8NjwPiQcZCF8KixIABBAJos51wbgLRaLJuEAQmCqWNRpzopJvVarmdcKNgp2LJvNrmX9+I1oGizJvFDD4dB+BmDG8I0MyJZYVP3B6vH7bDZrsifXDdCRVn5EJGjYvG63a94hGI3JZKLz83MrYuAag2DZ6HYyWW7Uzn63gCv8S7CY+XxevV5P29vb1pSWghKeF+0h/HjEp8i4wRrA+1977TW1223bC3UymajT6azthMB4m0wmJo1lMhkrqMH7JS2TnGq1aue2vb2ts7MzPXz40BZ89oKl0TLsCg1/O52ObeN1cHCw1og4HA7r+fPnVoATDoftfvDMLy8vtbu7a21maPWBxOx3xEDa8xXFV1dXBl4BgjDUNOQFlPr7Q7ucw8NDjcdjtVotzedz6/PHtmuh0HJfYz53e3urs7MzHR8frxVVJBIJDYdDNZtNS44oZAIY+yIjGGQKSRgbNCNuNpuaTCbG3pXLZWUyGetNmcvlrLEx94RKcgAQ9w0vGmMimUzq5ORErVbLWDEYesDU7u6ucrmcjXN2pCB2wXKhJEQiyy3nSHqRU0k4iROcEyCPawa0ErP4vSRL6HiWVAojI/ut2HhOsJownl6VYI0gqYY5JKHxMZx1ihiL2sM98OsZa9ZXei0WC3U6HRWLxff02v61et0Du/fAaxPIeTDG/70vzrN2vmJVWm/868EWx/HZFr4a73fYLH6APfE7P3As73fDR8eLAIPPw8uxXg7YlIXJqH3LEoI72TJsDKZ470eB7YMJIkv11wrwwRcF++jlR+4VoA4vmAesSLf8zIM6AB/mbr9TBseRZMAVaQVAQaED/ehgCdjjExaHRY8F0gdNWBCOx7X7imPOwVfrITfFYjHb7YEMnypWQCHeJDZZJ+tHsqbyGV8Wvdo6nY55+Dqdjl555RXNZjMrJoBNpmqUMYfMybX4PXd5lshokoxFZSzSvgSWiHv/6NEjdbtd1et1SbJqaBgI2mHs7e0pnU4bI8KYoUoUPxTNcqkGbjabltSwyNIqpN1ua39/X5lMxpr4Ip2Xy2XNZjMD+ZVKxTx9jUbDGvbm83nVajUD4fl83sZWv99Xs9k0lnY2m+np06f63d/9Xes1B0hEBi6Xy8Zk+WrQ6XSq119/3a717u7O2Eu+dz6fq9vtWk86xlO1WpW0KtzpdDoW68rlsprNpvWLi0Qi1g7ES9q0IOLztPsIh1dtWwBryJfb29t6+PChBoOB+v2+crmcFYB4cEn7F5hS/GjEK1rpPHnyxJKgIFj2xtvZ2VGhUFCn07EiD0Ad4zQWixkIp+0MFeIwrSSlXPNisbDel8Qz5oJXLWBffVNr4hDzEkaMmE6Svpn484frJgkHDALkSLJ4LzI3x9mUYkmMfSUvzxWA51+b/38vru1fr9c9sPv/6WuTjpbWt2zxg9rT134ybB7PM2SANN6PVAvTARDzcikZGewYINB73sg2pRX9T1DxzAoZtjfj+kpSadUwU1o1P0aiJPvkWgEmyHre00PAwEtHps2CC/DDaM81c1+5NrJbZE6k5/l8bvImAA/5Fj8cx4AFoiUFmTkSLO0i/POGLUN2wKR+dHSkTqdj8lsQBLaYej8jrI4ka/XgKxxplwLLwXgDuHEPYTcJ5DCSMDkUMGCK9xurz2bLDe15LhzHFxawAJEw9Pt9A5AUD9AodzKZ2O4SeH4AgQBjFl2/iLD7AmMNNgVjOpu58wxpVFypVIxFu7m5sSbSgAPaeZTLZfNm7ezsqF6vW+PgTCajer2uR48erbHXWAQ++9nPmlUAYFCv19VqtbS/v29sDQwRHqhsNqter6dSqWTbfu3s7KjRaBgzdnFxoWKxaDJzOBy2Derx/7355pt6+PChSbYA76urKyUSCWsKDQgAJFKkQ8PtwWCgFy9e2C4e7MaA7E7CBTtJfKDimYIJABDFIel0Wq1WyxINAMRoNNLBwYExUcQcgDAJ0XA41OPHjy2Jq9frisVitkVXPp83DykFRHt7e0qlUvaZSCSydq3D4dBiDokeW6OlUilj7mHWfd9L3ksBFJYOEkCukaIi4jAFIQC7nZ0dK8oibkWjUbsfPhYilRMLfUILMGQ+bVb9e2+099Zxz1kPfAEcpAGAkjWK3TP8cVkbWHs8qOPvl3n6eN33sVu93nMeu4997GP2gPnzvve974/7tP7IL58JkWltAjpfdeRlFGmV5XpQx8KDF4Lj+snLBCGQwnZ5ORVAwouMlWpASbbQwlJgmOe9MFSSzHdGEPNMF+dJwGfBBByxqPDs6c5O01qACu1KCEzhcNgqQEOhkDFGtETwZm7ODxBFQ9BQKGT7fPpzpCeVr6YlqBLQMID7di0wdUgiNC8FJPl9OPG0wI6x+8B4PLZ+dewQQf8ywCXZuZelfZ8wfDdsCUV2zec8a+nbz3hAzs8x2CPfzWYz67Xl28UAghlHLD4sekhunC9sCcA6HA5bTzcYmIuLC5VKpTXJnUWX581CyLZZLA7InwBt5hz73dKrLpFImEGfbcEk2TZwV1dX5kHDHzebzfTgwQNrsYLPMBKJqNFoWG9AACEyI02us9msFSXgWZ1MJtbSxrNVyKJ40JhDyIKwRIxf5lwkEtHx8bEx3FSNplIpq+SE4WO8IHWTeKAOwDhJsufDewHn+XzefIdI51RrkxienJwoCALzrvV6PQMPs9nMmiwfHh5qOBwai00SidWAQoFyuax2u63r62vd3Nwon89bUQWSerVa1Ww209HRkfr9vur1ui4vLy324WMlyctkMrq+vla73dZ0OtXBwYFZEcbjsS4uLtTtds0CQGHH9va2Nf/udDqq1Wo2pjzYAiySiHh/L0k40jqsFvGL/Y45T2npeby6ujJ/HztwcGyeLZXgm/455jbjjPNgPJHocr3EAGRh/pDYevaO6wUUIjfDZLM2Mmb5Xq57k8H7Rn5F3/kt//97feADH9D/+T//x/7v5aX3ymtTXvWAjb8ZsMg5/M17N697k5Uj4PvJAvPlix+8ORW2ynsqWNiZeF6iA5gARJnUHthgUuYzkiwb5Hv8BCdjA0DhPeIFWKUKEQBLBSRMDPeJhZ0FkXPd29szjxcBByYLuRWmiIAcfLmYACYIWYP3wgZhBPeVspFIxHqzIb3lcjnl83ljgubzuVKplLEj3O9+v2+yMUAITxoABeAUCoWsBxitFZB4+A42MIe1w1PE/aZligc5MD2+x5VvsSLJqhtZIJLJpPWpg1VgnGFMZycOD3zD4eVm6fR44z7DFmcyGV1cXKyB0sVioWazacCN8cv84rl6VoaqYxZV348vn88rHA7r8vJS+XzeehTyeyR87hnMD+DHbxe3s7Ojvb09G8e0NYGZ3N7e1v7+vo1/Npun6bJv/Lu3t2dtOUqlkgFdFlFpyaBUKhVdX19ra2tL3W7XiimePn2qN954Q9PpVIPBQOVyWTs7OzY+AFm7u7uq1+u2NzBgHr+n3w8YlgqmlipspH5J+uIXv2ggg4IM7iPseTKZNEYWIEdCgm8UcNbv9+0ZHxwcWCsgv+cqFcXejwujBftGcjGZTCxxe+ONN2xLOVq70FqEOMCcPDg4UCgUUrVaNekXGwZzhwKEYrGo2WymarWqXC6nx48fazAYqNvt6vLyUqlUSldXV7aVn+8rSVLLOAWY07bFy6gkNVTMetWEJLNarVpiyk4Wo9FoTaalgMqDNqrm2e2D2Mv3Mk+o7sXnS4wnRnjPK2sLa5FfExmP+PBQl3xBoF9b7l/vQSn2Yx/7mH75l39Zv/u7v/tVvR+2h9dgMNCDBw/edbr2ZT65TY+BtOrM7X0Nm1S0PyZAjoHOQsznYUeQt/gMmTWB0wMrz/zxWSYUx/GNOGkOKslYM9g8rgdA6al7fx3+2rkmzhFZDRM9uxcACCUZQwc485W2VP/hdyHoc99hTGAFkXqHw6FJwzBAeOai0ah1fyeIkvUCWq6vr62XFqwh7VG8hL23t6dOp2OVbZzn3d2dNQS+uroyKY3vBGDQzb/VahkTBCANgsA8Oiz+MDiAIuRT5MdyuWxspD9/vDIAEZ4dmTxZNwAAJgaJBTaGZ4jXbH9/31qV0G4lm83aPWFMNhoNbW1tKZ/PKwiW/dcGg4FOTk50fX1tHkPGDOCWRRvPD4shC2M0GtXZ2ZmxnLB5+Lfw7cEep9NpPXv2zL6HIhiSHBY0WG+Yu0ajodFoZHYQng3PbHd318B6Op02H92LFy90cnKiy8tLFYtFVatVTadTHR0d2UKLH49xRZFKKpXSs2fPbOeQSqVioAA2B5mYhbTX61nFMp5LwFu325W0akzL9foFF9mv3W4beEYiY2cQejdS9QnYw5OJ7Dyfz3VxcbFmvcjlchqNRtbwlznp27PgOcSniR+M8UGS6/dlBuSx1RnPMwgCG3OxWMyKLXwiHIlEVC6X1el0DKjCqGI7AFChUrB1IMVQ3GPuK7GJ/okkpfhFYf54lpzf1taWeW/ZyYS1IJVKrbVZYc5yD1A+SJaJkdwzmFmYNJJH7qdv1UMM45xgTv3+3zD+vjWKX7u8VYiWVpwrxAfPYDAY6PDw8F6K1XsU2H3yk59UOp3W9va2PvShD+lf/st/qePj47d9/8c//vG3/PzdevjeV/Cyyh4PdiStAayv9DkCqM9ipBWrAivHxOW4kiwYwNZteuk4jj8Gk5kAyEKPhwrmCKmE7wQYed8YgY73eZmWwAbr5oMuUiegkPtEVuubvxI4MPsDUCWtycTIQ2T6BBoM3r46NJ/P27kh50iyZqwEdCQEz2hwrzxL4PuBeTCKx4aFhwyY76LnGIUSAFM2pwewc395Xvj9uE/x+HIf0lQqpXq9rsePH1sbFu6d7+sXCoWsSAAGAXkPfyIBluAOcKXHF/ea+xCJRJRMJk2WrtfrSiaTOjw81OnpqbW0uL6+VqPRUKFQMBmZ5+XlO/raZbNZ1et1pVIpk+CQspGGAMwAa54TDDMG9kgkolqtpuvra2OZrq+vjYUFAMBk1Ot1a1sCm0LPvtPTU7VaLT148MBaPcRiMQMrJC+9Xs8AO2OQuYTfCqalWq2aF5DFOJVK2X2bz+dm2oflZu7DqHJM7gGJDfeJ5GU0GhnYQdLlD+wYRSiz2UxXV1c2N5gXPkkCfDNW8eF5yXg6narT6dg8IdmZzWZWLcv2ZaVSyRKKRqNh1+stBdKqgpzelrSgmc/nVont23/ATlOIkslklEwmdX5+rlQqZWN4f3/fKplpVwNopYqb+eg9wCTBFHgMBgNrGYNlhLmIRw2wx3Mm4aUwh+SNmElMS6fT5q/0sZyt2ejzCWONf5nx6J8XiRFxFPBHnEd9gXHDmsPLF+HhEWRdRDXw65Jfyza7FfR6vfuq2C+/3nPA7n/9r/+l0Wik1157TVdXV/r4xz+uy8tLvf7669ZuwL/+uBi7dwJ0m+/d9Ad4Fu8rHYMJ4DNmjkdQlGSsF0GYycj7eAHGNosWPJPIgu09DkxWz/p5Jo7zRGrabIQJgwOo4XoJFgAfX8CBJAgI4rsADnyXvx4yaRYGAA6LPucKq0MVGi0AAGoAN+5LrVYzpgmGC7nNe8y8t4zvn06nti0S7QlYwFj4qU6EnSkWi9azC0M8gR05jCyX8Q8Y4HjsrMDWUABN5GB/PoAz5FOOQysRWFakbCT48Xis4XBo+71iyqbwBCmWhQHWEcDLIoY0eHe33CKu2Wwqn88bU8yixwIJ27pYLGy/W+Q0ACuApt/vq1KpGPvG97BoUiyDFMyuDoyr6XRqEjttVbrdrp48eWILPexFo9HQwcGBWq2WSe4AYhKoz33uc1ZJTBKSzWZNSqRfGwA2HA6vWQoAPpIM2NGw+vz83ABKsVg0EMUYYrwzjyjKQbLmeSDdAygACL1eb20usuXXYrEwSZbPcLxYLGb93orFoiVigDHkwqurKytAINnJ5XKq1+vG8iFTUjhBlSg95PDDAr7T6bS1U/HVtZKs9yGgmmbLVBdT1RwKhVQoFOz+12o1VSoVFYtFNRoNA0pURAN0qHBmDOAHZE6QVACikUuJ6fgmiVue/R8MBpJkW5D5ljQwycTcXq9nwA2g6ZN9vM2wiNg7iO++Px3rCYmor5KFqfTWHmI+IJB1A7AnrSxFkBYkrX79C4LAPK/3wO49COw2X71eTycnJ/o3/+bf6CMf+cg7vv/rXRX7BwF0m5/zPjsP9Ly0+nYAkEWMSe8ZPw9qvLTrvQr+O/37yVZheVhc8GxFo9E1kMWE9PIc38v3+Rf/Z1HjvrHAwEb5ye33J6WJrQcT3qwNmPTXSuAC9LNVFu0EJBnTx36ZgFcCkiRr5YCXhfMG4AEKyLi9n2Q2m5kpmq21fOCnUAOgOJ/PTSIj+AM2ptOptXlAIuX8AKcwY4BG2lSQeftKQJ+dx+NxY24AXyyAGN/H47FVsLII0NstlUoZoCqVSgZ6x+OxXVM0GrWtu2iyGgotW5cAIHjWSHeejcJj6L2B0nJXBBg2vIAANvqdsdABXLg+Fr3xeGxVpt1ud01mqtfrms/nVhjBs02n07ZI3dzcWPNjmrIeHh4auN3e3jYJud/vq9Fo2FZeuVxOb7zxhnnNSAzK5bLJxhcXFzo6OjKJna3eNhO658+fm7zJ4si1+uSFZIiN5mG7AH2w5oCTTqdjshy7HiCx12o1JZNJpdNp5XI5Y1VhpiikoG8kY98X+cBMcV30xSO+MDY493a7bXMbTx7suJ//NPmGiYzH49YEWJKxhcS7aHTZSBgggqQO08ScR3qORqNWeDMYDGzLMywbSNVI8QcHBzYnALTIwfv7+6pWq0omk3b+2WzWihAo4OA57Ozs2HxE0t9UVIiJFJ5Jq4IqYgn31scskjmKH3zxlLRSTXy1OM+JMemT7831hnUMVYRkjXjulR9PVoRCIetDeA/s3qPFE/6VyWT06quv6o033vhjPQ8G3B+2MocB/bJjvMyP93Z+OyohX8b4AbL4Du/P85kq0qq06oMHUxIEgZXu+8nmwSETFICFIZbvI7sDFLLQ8t2cH8GdDA+AyGIEywarATCbzVa7BuB14/uR4rz3g0DrmUj6wPmGqgRtZGzAKE1aff85FiAaiNLA1FfHwgCQocMM4G3a3t42PxuyHowQ945FjWeI/MvvyOIpFGFhAgTH43FVq1Vr3QAjQzsNnheSCMwlzCMVdNlsdq1ZLwsGgBLZd3d317ZlkqRKpaJGo6FqtWrPdWdnx+4XPiCqfT0Y29/ftz6CnvGCUWBBhkFDRovH49aygvFK9ef5+bkVyuBRghmESWScY6RHQgXQ1et1HR4emleVxCMSiejk5ESz2bKxL4vrF77wBc3nc+3v7+vk5ES1Ws12KwiHw/rWb/1WvfHGG3bei8XCpGuYYUBisVg0wM0uMOFw2EBJNBo1qY/WKcj5jJl+v2/jDdM8e+BGIhFdXV2pUCgYWKf3X7fbXWPSuMcwwbFYzIoqzs/PbfcKzzrx/Gh9c319bQBRkt2Dvb29NdkWBn2xWKhUKpm07lvP0PoEiRN2V5K1ISKhADCNx2Oba7DDjFF2CqEqFVn49vbWGNx8Pm+JFBXnADfalMznc5N+6UdHrM7lcsbMN5tNZbNZY8+5H9VqVel02jx9FDjBXAOk5/O5tQQhQfYFcvzce6x9kgwQ5IUvEH8zrCEyO1YJPksSCbPnFRW/NuEx9GuSZ+M5BsVCrEXvcY7qa/p6zzN2bOL8sY99TP/oH/2jd3z/15qx+6MCOv8CeHw1TB8DGb8LCxRtLTgn7yth4YN18hNxk9VjsfQ+OS/FcEwkE76PBd/fE18MwfsxsRPUYQT8rgSAELJ4vF/Ir/668cDwM5g8QOpoNDJgSoAlgCGneV8YwNcXQfj2L/5+kZHSBgSgw+f5bs8Mch8oFkDyoqIQoIicxHkicwFkAYOADiRVFh/umR8rgAMkFFhFgin3xhuaOW+eC+1xWESCLxvMWaQ4336/b9/FwuCz/E6nY0wf44yWN7AhLPJI9H4xRjalUARZC7YNFmlra0tXV1d2309PT5VOp7VYLKxSFUYFBhO2sVgs2vigb2AQBMbYJBIJAy4suLCoe3t7BnL39vZsIYflvr6+VqlU0mc+8xkr9NjckYEiDwz7nkUEfN/c3KhUKpk9gApp5iEVqptJGk2rAVzca+YC7XQAJLVazVgbng+tjgBfoVBI5+fn9h5Y8HQ6bTs/wAT6qvZWq6VCoWBsFYAKIEzza1/13Gw2LR4BQCVZUoAE7pMSJGHmCp5V71elHUgmk7HkIhqNWk+6fD4vaV2WhNmETYWpg2F/5ZVXjGH2u8SQUEWjUZ2cnBgYgpWG7SVukMxFIhFLDjeLDhgDFFp4oMccIvZyDagDJN6SjFX3bCHnQXIOW4xqw/wkXvJzngNWIP8eYjDrCmOVZ+Y94p44YD0LhULG6t4zdu9BYPdP/+k/1V/5K39FJycnqlar+uhHP6rf/d3f1Wc/+1nrKfWVXl8rYPe1BHQcz0uVbwfuPKBi8vF+Mnj8Bx4I8B4ftJE/3u67kTykZcEBwUSSgQ1M8TBqXnr1k49jeymV70EW899NAPPMorQu3cJO+mv0XkA8GeFw2JgHfk8lH1VptEPA88MxhsOhGaAJgj74+MBGVsoCEAqFbAcBAM18Pjf2hMo0gppvBbNYrIot8OI8ePDA/DAsQEiv3DeKGwA4BL1EImHAxMtLksxLB1OVTCatiAI5y/sNAQkY4ZFAKFxAvkG2w5gPC8r1SqvATvbPfePzgPStrS2TgLivtK+BnYFZ4BkiqSIZzedz89TB+tEwl3HM59944w2rsMavxaJGv0dfqJTNZo29pUkyUmO5XLa2Lew32+v1VC6X15IEvF48G3ou+q3k2u22XSttYkisOp2OFdv4Mcz8ZOcDSQb48aSRmNC3DO8lzxzAz/gCaNOahN5+JBDEDVqj4DPMZDIWV/L5/FqhBc+ahscwU7Bno9HIABV7PwPauT6KO7hHfvcVAM/29ra1kGH8R6NRFYvFtWp1X+nPXFwsloUpyPx819bWloFSducgUeC+lUolax2Tz+fVarVMdof95We3t7c2/yiC4HwGg4EBX6Rd4hmFUFTxAi7v7u4sYcRL56vqw+GwMaCwe7DerCckdMw931qHGOKJBe43Fg7fi4/xwbj2sXzTLgQQ5Jky56bTqbF1oVBI/X7/vkHxl1/vOSn24uJCf/Nv/k21220Vi0V993d/t377t3/7qwJ1X4vX1xrQcUyO5yVZD5IkveVv3/ID5ogJ4DMZL1UxKQAWMIReusUn56/R7/HJe/Dg4Zdg8fS5AufhWwOQiRIouCYKMGDnYP4AeGxRhQHXT37uFwDLm2o9Q+UlXVg4DP14sNhuiMUiCIK1vnw0UoUJBHRwD7vdrnlUYM5glKbTqclQVGdSKEET3n6/b0ASg/xkMjFWDVDH9wGe2+220um0JFmbF5gNAI4ka21CFk/GjvG61+utLQy5XG5NMmHvTJiT3d1d2wfT90KDQUVCxcNDdr8p0RUKBWM/aM7LuO52uzYmAZeNRkN7e3s6Ojoy4NXpdGxsALqR4wCtsIH4NGkjsrOzo16vZ0CVsQVABlhx/swHWCIWJ54zFcrn5+d2XxaLZd86zPYwPTBRtHiZzWYGXkhiAfcwwI1GwxgdGNBwOKz3v//9ajQaxuwxfvFRek/n3t6eisWi6vW6taHI5XI2RyhOIGEEnAGOAbvMf6T5ZDJpzw0Gm0V5MBioVCqZfBoKhdb6HcKe0TBckjFY2CEYd41GQzc3NyoWi9Ybslwum0UjHA5booFFA88oUuBsNlM6nTb/Zb/fVz6ft7hFQgjDSCKCdH15eWnj0e+qIcmSJNjvVqulxWJZgQrACoJAjUZDpVJJT5480enpqTFlW1tbVtgDM1mpVKzHJUAU7yzgDFUDNplqWFQMXjB4iUTCniPxYWtrS81mU5JsRxqauXvWz3v2iBPMQRQSv3aglIRCq3ZUPCPPfHoPHjHOxz1iNgnq/Wv1es8xdn/U1x+GsfPg6msJ6KS3r4j1kuDL/AOewSLDlFbFEkwS5Fg+z3EBXGTjnAPHAux5Dx7nwUTyPjMYDP7PZ3ixCPgCCTI+DxoAYyzM/AwpjEICf61eQuWY+C8AlHwOqZigCrgDGJBhIx3QAoEFEl9QJBIxZgL5jtYvAC+YN5q5SjKJ9u7ubq3HlPcewr7mcjkDTPjZMPrDDsLmcW1U1wJE5vO5ksmk+V28H4sFDjBCc1IKDSgEkKRms6mtrS0DrJwrzZeRLZHjALU8B5gOrsEX1zQaDTtHJF3vcWNPWxgbADUSPh44+s/RxR+GLJFIaGtruSdvpVKxhVqSSZG+QhkmlR5n1WpV5XLZkg3kQz7PPPHVpMlk0vY2jcViOjg40GKxMIaNlhRIxXgOYfkA2fP5XMfHx7q+vtbp6alJ01TqMuaQo7PZrG2PRrsXnv1sttxjFs8jLArjkXFUKBTMHO+LY/BkwWxxbSz2w+HQfK+SrDDEW0KQyQE2kqx/H/vLsoMEsiBJGMUCtVpNjx8/tkSS3U4oPqrX6yoWi8bucW8BujTLBkgyH0gGeZbT6XInCW8DwYe3s7Pc+/Xs7MwYKC85EjeJi4eHhxaz8DEC0j0jxrZ7FAbRew7QBPuIPQVJFxm/0WhYfOC7iAFI/8jqJPd437DZEF/xh+KdJeaNx2Ol02lLWImt3hvHd/jmyNwnYjaAjWdE8uCZd7/O+fWEmO/Xw/t2J6vXPbD7Cq+vJ6Dj2C8Dbt43BuCR1gGfH+SbXgNPZW/+H+D0suyJQMT3elDn/Xj8H88E58N5M2G9AZaFxQd5QAQBgd/7FiVIBl66JaPkXLwpd/P6CCTea8iiwfn7AhB/bvyfrJb7BKAj6BGEuR6Agj8/2pWEw2HzlJG9wyrwQoLiHlNBiFw9Go1UKpU0Ho81Go1MyoKx5dqQRsiwKTKhHxmAlOeGBIbnjoUXRo9ADzMAi1IoFAz4AdLwCSEpwRhxv2lNQMNbJDT6a8HgcM7eMwSo4Bn4CmmuZTabmWwNS8HiVCwWjUU8ODjQF7/4RZM7JdkCAzMYiSz72OVyOfsu5ErOnYpWigqQdukrFo1GValUTK7k+2u1mjXWpegFBkla+cAoWLi6ujLgkM/nrU3H9va2XQOeO7xYuVzOCgJoycHY4p5FIpE1QOeBrt/1BMkQtgUWEFN+sVjUeDy28bq/v7/GFHPtvrDq7u7O+heyuwLsKv5TWGIYLgAITCFgDUaRJICiF2nJnl1dXVmRE4VJ6XTarBK+cIw5AOME6Egmk9rf3zcfZrfbVbfb1fHxsSUltBK6urqyOEg8Y90plUp2PtKqByPeV5KobrdrCcB8Prexg1WE8YxSEA6HjSFHns3lcgb4eQ6eLYUMGI1GpkYgpTLOWRdIzli3vKTtC9R8ayNvOWB+boI8JG1imf8c38V6wjj369x7ZR/4d+N1D+xe8vIesbfzuv1RXj5zkd5+Fwr/fxbgzc94Wn3TJ7cp5W7S2zBcfmL5IgcmlZ9Y/JvP+gpcQJln9nx1Fcfm3x5wkn1775/3+AEUvH/DG+yRuWAi+H4WOUArwdUDOc4ZFktaedd8sQJgiwV/sVj2pqMJLd4z7hH3Zm9vz2QlvxVVJLLq+UbGz96N/BwJmnPBV8Z1cs99BSbeNrxDzWZTkUjEFil+DgPlq9Zg9BhDSE4wU7ALsFIsEAAeJGHOb3NHDoI/spLfTYRFmYWFhaper1sCAIvE/e/3+2aAxygPeIGd5ZmwgTzPJJfL2aJN2xgPsHzCQ/UlxTQwQ4BGgDRSKgD++vra2KHDw0Mbd7BC7Xbb2FtkfYB5Pp+33U24jng8bvdXWsYzmuW2221Vq1XrZQeTitxIAoCX0oMEmDEW42azaQCL544tABkWwIZ1gOe6u7urVqtljCvPC/ab9/sipt3dXV1eXlq8IDngXGHKYGvxvSLp+5jNXJdkY5L7XSwWjTXlGcEeM5+xAjDfSSKIF3gxs9mstbRhDO3u7iqXy9nYSSQSeuONN2xPajx4AGqk8aOjI8ViMWsfs7+/b02Pw+Gwjo+PlUgk9Pz5c6uSh62FweOaODYMticIfNzjGfh4SMyl8AepnfFBXCOOAxJRU4jRXnEhZgNuiWFeleL3xCMSXeIi5+ZjkJ9LyNH3wG75ugd27vX1BHSeUvZypv/Zyz7D5/z7mQhIlL5q1Gcwnq3bnAR83n+/B3H8zUQD4Pju4D5jYvH0DB7f5cEO37dYLOzc8dR41gVwB1vnvTZIjMifHsRxLoA7WoRwrSz4oVDIGugStDh+KLRsr+ELQ/yeic1mU4lEwhZHFuMgCGx/T+69B0lcNwDn+vradhzAB0dQo5pUWkm6kciybQKLbKlUssICgqWX4f05hEIhY0W4LyzyZO1IVTBTsF0Y/yUZq8e98oUltGjB+0Wmj4SG9M2C5hcdmEUkHmRwiktYqBqNhi2YLMwEdcYWVYmAbiTScHhVRIORHJBO38FaraZCoaBer2eLO8+E43HPALWj0ciYumQyqdPTU6VSKUUiESuGKJfLFnu2t7f1+c9/3sAk1wZ4iEaXW5ydnJxYpXWxWNTd3Z2urq6s7x0tcyaT5R6nzAPGCF5JEg5aw0iyKlaYbu/BhGGmD6EkA7qcDwAQMIrEyzyPRCL2fUiJSJkUvHS7XeVyOasW9h5IWOOjo6M1LxwLO3PC78iBfM3OCBQetNtte44UfQE6eZ6e5aZPI4kCSRsV5MQnvpukKRKJ6ODgwGIjRTbJZFL5fN7iCUwg/kNakiwWCzsnYgEgkbHH/MK6ACjlWuPxuAqFghXD+KKdQqFgXszRaGSxLxKJmKeOWMf5+HPzfmSeNSoCsZHElfY5JGT+nsxmM/NgstMQiSnFdaFQyIo6vFrm12bPAHKu98UTy9c9sNPXB9BtgjWOu0lJb95+fy6bPwfgAGq8jMbvNxk2FiAWUD9JvOTqv49/01IBIOLZLj7vv5PqQ+/B89eyycZxboA5QJX36XAsFhYCAJ4zfgaYA2h5/6DPApGUyCph5riXLPwEQFgc5FH67vlMHYDid6/w94dFhX9zD/AEYc4nSHN+3A/uCYsnz2Q2W+6/mkqlLGBSKcYG897f5ttcIE0i5cIKFQoF+zyBH9DKXquwFpPJcuP3er1uxQIAaB+cWRSCYOl1vLi4MG9XsVi0wIwZnTHTarUUiURsiyfaTPiN0bnfMB0sUMhb4/FYk8nEgAOFN4yfXC5nkhRgh0KWWGy51RdAp1araT6f232meOTm5sa28Go2myZ1t9ttVSoV5fN5nZ+fG4BlQeYaGeOLxcIKG1hc+/2+JW6pVMoKUFqtlg4ODoxthtmSZFW3vpchiQIgmzEFQKYRNXGDBZZ9g/FnMl693BaLxZRKpXR+fm7yKc8UJh7WF3AHcI7FYgaU4/G4rq6u1Ov19OjRI+VyOYshPHPmGmP1+vra/IUAU1ioeDxurWOwVzBu2U6MSmtAOecLeOYaAHOAb2Id94A4iizMfKbhN+CRoo8HDx5oPp/r6urKbBI09kbmR0IuFAomtR8eHhqggoGGVfy2b/s2hcNhSx6IzVhFKOJgjsAeAq4eP35scyadTq/JsdzbIFj5/+g3CDj0bLjfGpLfeRsPYJwxyfiXVonsy6xAHM+vo7ywA9wDu29wYAd78bUCdF5G3TymZ8V436ZU6tkV75fjd0ipnnnzxl7fioPvxjgMm+dBlj8eC4QHeWReXhL14Ivg6b1veF74DIsvYMjfK/+H7wN8hkIhk0dg9wCQMB0EEACZZ6okWRDn39xfFkCuycvcSEMcl90eODbsj7RqAQLzh5+OLbj4Lu4prKfPUGHOJBn70el0rErMnyOyJmwoiwy+J9+UF8aRamakNYzqnBsMAgGae4S8TUCHBYGx8IsZAO7i4sK2D+N+RiIRayRMpR9Vjd6HxsIXBIEtbKFQSJ1Ox/bdBOAgSVIVHo1GVa/XrXUErM5kMlGv11M2m1WtVrOel4BKDNfb29vmP7q4uFgbK0i+kUhE1WrVztvLtUjqNL6FEbq+vlaz2dTDhw8NWHjGFRYqm81a8gBonM1mVlCAzwr25NGjRzYOOV8aULOF1OnpqUqlkpnzG42GFouF9SIkwbm+vrb3bG0tN49vNBrG4gBSfeERYxLZmvYYMFue7ZpOl/vewiIxP6gUhlEkXtCvDg8hicxwOFyLZcS2bDZrkinsqSR7xl5uJVlCtiTZ4nmQOLRaLVUqFRtbFGfc3d3ZeOL+AeqRIBmj3iJycHCwxvBVKhWrnJ3P55Y0soMNySWVtbSKgeVC7s7lcgqFQrq8vLTzYE2jYIjnwxjimSClHhwc2L1nT2PsBfhjo9GoAXySBcA1+2mT8OEfJkklQSDW8TOepU9oSeaDILD3sQ4Q6/xahIeUNYK+lffA7hsY2FH+/UcBdJuM22YG4d+3afT0PhDPpG2yXP4YHpixqPK9ZENMKs6LxXXzXPzxfHNeGDnvbfPn4uVV77vYrGwFMHqwxjWyoMF6AB4kmaRIBg+T4uVXrgufD4EB47E37XMc2oRQ+EBFn19QCYQwWlQB0gqEa/NtRHiueJr8c/a7ani/IZklDB/SUqvVMpDl+8HBxsLQAe7YL5WGr+zsMBqN7PgYqAFxvsCg2+1aKwUAG5IOOyNwD9imikWUAgiKIgjMVDsCymHq/PXDHMKYdDodq0LFi+UlP88AAJpgFZH6WGzq9brt5EG/sXg8bjstwLAyDgH57C4CoyHJvIkUfcCoxGIxHR4eajJZ7jXL9dMu5enTp3ZP2+22JUIYwwHOb7zxhkKhkMrlsiVJ7Xbb/KIwzIwrQCstRTDqd7tdk9uCINCDBw/UbDat/QxMI+MS3+Xe3p7JtHieFotlFXexWLReiLTaIWELgkD7+/v2ORIK/FcAajyvt7e31s9va2tLp6entqNLIpFQtVrVwcGBVQkzR2Ghd3Z2lMlkdHd3Z73cqLD2/SFhY3mezD0/P5kfADusBMlk0qwNNzc3ury8NAnV71JClTCAlzFJf0Na1XAuJKDYSuj5h2xLnH78+LEBRVqM4C89PDy0qnCecalUMvDNNcOK5fN5syfAXgfBqmUTcwc2s9fr6cGDB7ZTCeAJzy++VeLofD63OUeyS6xmzpPIAoJhRZljXjmBgfNeYW+rAdzBLCP7+lhM0nnP2C1f37DA7g/78L8SK/eyF4HQZyNehvQ/f5l0CrDyoMi/PBP4snPyYNOzY/6zTCS+3/vjPJhi0pGBcW6wfd5PB+sm6S3HI2vEC+V7fxEYqFxlEpP9+sUFtpJro/R+MpkYAEJGIEv19xx5xzfVZCEFnFKMACi8vr5WJpMxHxD/hoHh2lmYw+FVHzRJ1vOOQM/3wJ60Wi0L2mShVCv6Agl6s7HgAz49swULwIJRLBatN5bfiYPMF+8NJu7d3V0zWHMfYGFZNHhmfoxks1krSuC+RKNR8yXCnACMkXvOzs6sUTEbsFOpF4vFlM1mzfN0c3OjSqViz5DzYhN6vE2ATTx/h4eH1uuOXnSh0HIbqWq1qnA4rGKxaIvm1dWVtd0YDodqNBrK5XK29+9sNjMJE5mTghOa/A6HQztn5P/pdGr+0HQ6bUC5VqtZYjKdTlWpVOw5D4dDHR0dmfTdarUkyaQ/WCeSEMYtP4Nhubu7s35xu7u75q9EDvegjESJdif0cXvw4IGurq7sXAHLvV7PrnOz+IJrikaXewPXajWTJ2H4ksmk9fiDufNxLx5f7smKjYCt55hHgASSML8/MiCTsUHxCHHQxxvmEoA3lUqtqSa8zycosMQA7Vhs2STb7ztLwgl7t7Ozo0qlYmMMX93nP/95Y7moviV5ms+X/Ro94wi7TMEFyS5JovfQMedg7JiLvlgI3yTnCwO4qT54VpTPk2Bjh2HuejDnrUM8Y54DMRqgyPP0ShXziORzPl/uk3xycnIP7HQP7N7x/V8tK/eyz3jA5dmdTbAGQ+ZZMgDL5nGRQ2BNPLvngxovDxQ3PW5cj/ctcK0slJuf4fgEAgIN3wVo8gCSIALDFgqFbEH1LB+BnGNQLADrhmxI0GKiAxwkGSvipRcvweL3CILAuu6zeNGcmEWAwE1A4zqoYpxMJmvbDRFkaR6K94sMmmeIn0aSARUqA8n6YcbwwjBeAKB7e3u22PNsvEwJSIPt4t7BRkla87jANABCgyCw3SToI0f/v+vra2OVkJNgR2ezmckhfks35O3t7W1jFmezmVKplFWT0taCRSgajapUKtmY59lQFTgajYzlBMym0+m1uUNBCGxMsVi04gkWJA+aaXibz+cVi8WUTqfte5ApAUUY2v1G6yyKbHUlyXYJgBUF1PuiCNqrVKtVa/GBdI5RHdBHkcF0OjWzOlt9UXDCe3gGMExsD8V70+m0ge1+v2/S/mw2U6PRMDmfbbhIulh0GWu01IGdgwmklYj3+HHf8Z7SLkWSye5U8XrZmi24KMYgzsAaER+9hQRZT9IaQz4ej63nH4woc5KtyLC28Jzpk0ZfSS8/9vt9YwRns5mxiVSmwlIhpZIcMZ6j0aglBpHIct9WksKdnR2TSFutlnnviJHEO97rGTE8jzwr2tNQZUtixLP1CQ/Xzf0jQaToi+/wLDTHIZYD4ulMQKzwTbCx0nhfJr/jGgCD3s4EGAeY9vt9ayl0D+zugd3aaxPI/UH8d5t+OQafz044Fr8H8BFwXvZdPmD5ggUWEm/cfZlvz2eZ/ucwZf5nSLN+cfTeBj+pYM3Iej2o80DE94TzAAlQ6L2Evrjg7u5ujU3j/HwFqKQ12c9LtACyVqtlAAR2C9DKuSC1ICMAqCSt+QnxZMFuJJNJJZPJNbkGGYnn6c3FeI78c2QXCPpDsSj5zeV9tuyfGXIv2TGme4IrgXQ4HKpSqZj03el0VC6X7d7A7rB1HEAAJoheehjoYYnoPef9T7AZoVDI/h6NRnr48KFGo5H50/ATsbiyIC4Wi7WdJ1gAafFA24p+v2+9y2BL0um0hsOhgRneVywWrfGtb+vitybDkoD8zD6hFBYgSwGIu92usU1s74Wszv2Nx+Oq1+u2XywL7WQy0eXlpfb399Xr9Wwu7O3tqVqtWoUfXknkPBIYfge7yjEAnOwcAkOLFBoOh1Uul3V2dmZJC4UlMFXI9LDektZ2k0AGk2TJAwwhbUsAGFgWmL94m0nGSLwoDoLZpSUK7XASiYQV0cAY9no9tVotZTIZhcNhNRoNY90YYyQKxK7d3V2lUinbpQKQBCPHHAJ4MdaR9D3bent7a1YGz/QzV/EF4v0EvBSLRdtqD2sAhSXI3zBcnPPFxYUSiYQePHignZ2dtbE3n8+tmr3T6ZjPkSTRxzWeKW2dSITwtAKmAHVeuSBRuLu703A4NHsDzxGpFKVCkiUNxAXa6xDHWYeQfr1nnLUExtcn/fyfsQVYLxQK98BO98BO0h9cXvUvz37xWQYbspzPLvkbsOYnnX+9jJ72plS/wJPFALo2ZVSO7YEl5+qvHeDFZ/xEIjD6c8E8TjbIMbk2L6NgboZp4zw2/Xwe1OFtgvHhd7BhkmwB57vIIDkPgoiv0oJ1gEXCE0NAns/nZlDGFwPTBDOGUR5vE8wD9xkGrt1uG+BmA3i/zysLNYAGhg3WjnOkLQefZ5FgsQQ8AuZYGCVZG4doNGqLJTKG9wUBiJESAeWwQsPh0FodIM8i8fmmvtxvJDp+jyyIgZ9GtoDiTCaz1h4BXxoNopGwfEHPeDy2Br/4AmGKGo2GZrOZ3ve+95mMCqggBnB8xtB0OrUWNIAIvLhUg9KIeT6fWyNhqlAZx2wZl06nVa1WbQcIWBUqN3d3d3V+fq58Pm8ePeR4Wr0gRTMugiBQuVzW6empbm9vDbzu7OyYR4/7XygUbGFk0WSBDoVCJksj4/IMsTDAvqbTaWWzWbtumBRAcqvVMuYX5gmGC6YH+RYpmIpNAJFnIgGKtCGZTqcGTHle9C4knlKEQzyh1x+AEaacljrNZtMSL64ZCRFpMZfL6eLiYs0v6n3DnCutSEh2QqGQ3Z/r62urAp5Opyat4lPk+nO5nBqNhoEWeloCWHxsurq6UrlctufD9RKHPetL2yGuFzDpe8VJMmaWIjiScWIg1879Iy4w3rzVhcRsMpmYp5FCDEAu5AEqg39mJKvEU1QVQKy3HhFDB4PBPWP35dc3LLDrdrv28L8aeZXXJuDy8qM3gzLYuL2ArZexeP54vDwbx8SjYMGfy6bc6D0QAJlNidYzdIAsfgcoxa8G0+QZQY7tgSDXB/jzP4Ph8Iyel6W5JgIIWSiBgaIGCgs4Bp8ng97e3l7rku+3sQFgeV8ZQZgMl2ADE0nWj2cEKQ2vFwscmTMLEx39PQPCwgHQ8dWrsHsAHu8bwQCPx8m3KqBKLxaLKZ/Pm/eKwA5rwD6kVDECxPFOIYt3Oh2l02n7PnxyPBs+i4SHgRr5zQN2WDQWSrbJYiECJFIFHASBAV4CPWOGJq1I3cwzKlH39vZUr9dtp4NoNKparWbSMsCFxZRFA2BI1SwLGf4+jOR8N6woLCN+NRZUxsvW1pZqtZoxPrAs0koObLfb9ntkx9lsplwup263a3KfJCuOASyNRiNVKhXr1ZdKpZRIJPTFL37RwDRg9I033lAqlTJWnTkVCoWUz+e1tbWli4uLtaa27MtLrINlBNyzAwYA6+DgwFg6gDetYwAqeOkYuyRc7XZ7jeXF90fRAXP87u5OtVpNh4eH1qyZnRmwB+B37fV6ajQaSiQStrsDjDi+T0AF0iNxirkOg0S8yGQyxjAzfmC/uDe+gTm9HSncYXszdowAPHkPK9XNxKFnz54pkUjolVdesfkTCoV0fn6uw8NDqxz1zB0tfBKJhCWm4XDYGON4PG6FNbC5uVzOwCxKArGTBLfT6azFeBJCD2hZR4iNniHksxzXr0mA0fl8bveWuc66CpBmXfVkBetYv9/X/v7+PbDTNzCw+2oevmezNl+encKzJa1XkXowxfE8QHrZ8fhOfu8rVj1Tx4LjARzfySSDCfQAcdOAyndtgi0WZv97D/6YYNKKESK4MFE5BvIq50ClGudG1g7Iw08B6GXBJZCRtUoy/00kstoAG5kWGYG2Id47x/EJfpideY6h0LLHGOfAouUlZXxC7OZA81UvNVAthyRBcYD3xdG9nSo0JFD/bGEZaV+C2R2GEh8a3jvuJ8ZtJMVQKGR97wDDvp3A2dnZWouPer2uV155xYJrrVZTJpOxalXf2gH/TigUWutaT5EFmT3jEbaR6kzOG5CMTwv/k69CxJNEBWEymTT/GdWaLEalUsmaPsOGIJ3lcjm1221Jsp0vAEGAWO5lp9NZe36wMjC2Nzc31ivMJxA0cYX9g01pt9smx00mEx0cHJi8H4lEbMs5jOEPHjzQeDxWPB7X8+fPrRqQ99BQmLnHgi3J2nTQSgb2GFAKQKTqkoWUauXNdjNI1rDsAGTfuuby8lLZbNYkOEA6vd2Q2JnjjEl8uEEQ6Pj42BKgxWK51y7xB/YSqTMajarValkVLewYnkef/OZyOfP1AXAePXpkxTp4M9m5g9YrHK/RaFgFJucKq3Z7e7tWzISMCeiBeQYk0UtvsVgYG0ZxFEAblhXG+fnz56pUKgqCwJ45YwHfLd6zhw8f2tZnACBiIaCQOUxcB+TzrKnAJiaRKBE7aQlFxT/XTULr28sQh0iWSMJJ6DxBwf3kBbPu1wqSgXtgt3rdA7svvzYZM2m9szW/87IqgM4zZt4v5v/NAIbi3pR8Pe3M9/F+DxBZVAiIHN974HxhgX8PnwEI8X6+F7Mx30dwl2RMpAenPqsn0yMblWTGdIIDZmP+z6SnLcGmh49z9vfJ3wfuFftvIlsho9C5HAaEe8R1seBIK2+f7/EEi4fMyeLiWSwCvfc3Apa8AdubiZHIkcYYE1tbW1Ysgu8PMzn3lnuHlJlMJs1TBugEEI1GI5NVYdwwQzebTYXDy30g8YYhm7BAE1QBtWTpAAbkL79BeC6Xs7ECyINtYizhi5JkYAuPjL/WnZ0dpdNpu3d+ezAWFoAz87Fer1vRAwsWkh2MB+zieDw26RmplQpV5KObmxvzLdHuBF8Rz5cxPBwObSwCaPluJP8gCKynH/MOtoYdUmAMm82mLcYw8/l83mRFPHZ4nvwerJJs31aYoCAIdHV1ZfcykUjY2Dg6OlK73TbmkPGDz5BkC0bQe9iy2azG47H5ApHwfRLLNXLsRqOhyWS5zZpv/s3YYMcTgDA+W9iscDhsW4NNJhMVCgVr6wEQZkeRIFgWSsH8AqBIzvr9vur1uqQlcGDP2+fPn1tigXS8t7dn/lXGAn32NuVEb29gXDFvmMOVSsV2oMBrls/nFQqF1Ov1rFcdsYPYRf8+LADsFgPw4lz39vZse7dyuaxsNmvFWr6ilYSLa8MfCYBmDvi1juplqtFJbn0XAeYJ6woJOUUnWDOkVX9C7s3m2gvA572w5SSOd3d3Ojw8vAd2+gYGdl6KlV7urfPsmWfQACAvqwr1zBm31gMb/9oEjP77PMjh30xYLx37nnBkxfzc09X+/Pk32ZmXTfnuTdYRMOIBnAef9IHzdD1gAPDC5/BvkcF5FhIPCIsDC433prHAc40wdQQmvo/Mmd0TpNWetPRlAmABUnq9ngU1wOFgMDAZHLljsVhYN3h8LF7OZdGHuSOLZgEn80yn0ybjwCrgt4G98ZIoLARsGGOG+04wBQwBtGCFgiCwwoFUKqWrqysDcYVCwdhGxhyysjdJA4ABZARvwJKvZgSgIncDbpCZh8OhGfMBKoARmDOYKICFJJODfQ82zOcwWovFqggDbxbjgGw/Fls25m21WlYpGw6HbSHGGwWIYJxgPi8UCgaqqWoFQMOob21tKZlMqlqtKhQKWaEIEh/Sv/d0cl3ValV7e3s6OTlRvV43uRaGkMbFgFaqMNnRgOsPhUIG3JmHo9FIDx480Pn5+RozDVDGl8ecZyGlQpPWMmwFh79tMBioUCgoEolYwjYcDtcqtmu12hoQ89Wl7EjBcwcI+ybHPCuSK4AP0jCSI9I3u3bs7u7aeOHcAcwcl99JMi8hY5vWQMQRXzXfbDYVjUaVSqVsLO/s7KhcLuvi4mINJHrTP4Cp2+0aG4kVplKprBVyYQe5ubnR4eGhJR4wd3hyeZ48A+Ys84h1gfldKBRsfhWLRWOSmcfM6d3dXYVCIdujGLAKYEOGJbYCDJmzbCmIV5y4wtpDIsD8CYVCNgaJ2cR5JHDWlH6/r1dfffUe2OkbGNh9pYe/KYcSeBlQHthsessAJ2RZfOZl7Nym/MoxvBTJ35vMFQPae6o2sxvobM/qeZDHy4NKL7l6lhEWjix8E2gy+ZBHaBmAaZ8WCZxPPB5fKzIhSMJoca7etA97CbvEd0qy4EET3sFgYNImx+GYZJAENnyDXBvZvLTqdcczIWABdAHrgDgM/JwnshgsGCwlbBttAABkZKRekvAeJEDK1dWVksmkisWihsOh7RJBcGdcUtARi8Ws4g5/2ng8NhmUwA9IYNxzH30DZEDp7e2teYekFfs2HA7XpNpoNGob1wMWAKtIKuy/m8lkNBwOTarqdrt2jGw2a/ceacfLo+122xZevJNcIz25Nqv7kMGGw6Hdx0qlou3tbbXbbZPQ2Ztzd3dXzWZTT58+tSa229vbGgwGJumNx2PbDguQ0+/3TQ5FomMszudzNRoN2zUCf+d4PNbFxYVee+01ezZIXp1Ox6SynZ0dXV5emucxl8tpPB6bpPj48WPzUwZBoGazqVdffdXAhi+MYhwyN2BEstmsLi4ubGzDvmC3IJHi2XO/kB9hu2E+kWK9JxOJPBwO2zVwjWyhVqvVrAddNpvVbDYz0M1YBTgBqlERvJUBrx1zHGmQYhrmIF4/zldata/h2FTQomJgifAJDMke18g4B1xubW1pf3/fYgge3ZOTEzt/kjR8vMie3t/LFmvcY/raAe4l2bZmqBA+4U6n02u7a/jm06wjpVLJABprDaw3a4PfocfHQOI8UreXfIkFxHnGNqQIYxNQzbhlzHS7XR0fH98DO90DO/s5A9fLngwu/Av8THqrzMrPGJTIUWRam+/zxwJ4eOYM3xOBgxdgSNKaVMtg5xw8wPTyJhPLs358J4u1B2+wUCyKABb/Wc5xsVhYpSwLhvftsSADBKXVLgQeLHLfYe0I1IACmCcvo3FtHA9mxnsNMT6zcPrCExgCghYgTlplyQQ67in+KUChL/vn3gNQaDvA+2F5YMcAjICHyWRiCxX33cvfNAgOgqXHCO+UL+bwYJlqRhgUWIFKpWJtQIIgUD6fN4aSn7Gd2HA4tOICwLpnmrzMDMPDucxmMzPlc07IW36+wGixsEkyZo/dNFjkuG+TycSYR4Atz42kJ51O24brSEuhUMg2WafIgu/ES0gfNsY4bC1MciKR0Pn5+RqLdnFxYcUltD5BVvNWjq2tLVWrVetl+OqrryoUWprj2XYtk8nYwk11JUUjeNKovoTV6vV6Vnnppd+DgwO7vwDhVCql4XBogCOVSmlvb0+1Wk1HR0e2xy0FHJw/IJh55HdegcFm5wh6EAJO3/e+9ymRSKjRaJg3ysdJtr/LZDIqlUrqdDoWE/v9voF2gBtxiiST6meKaNg9gnkorasV4XDYdhmRlhYSWHZ8dsQ0QF8mkzHGcW9vzxpQA0aI7SRqfq76JA4JmTFDgZj3QcJ6hcNh24+ZZ4SVJBqN2r6/eEYpbGDvY6qDKdpAgUDKz2QyJl2TAKbTadsdhErqeDxuMQo2kxjPPUQFoAjIKz6wlMR3WFjmK+stRTTEXuKpr5znPtOj7+jo6B7Y6R7Y2ULJgPKyozek8vIgQnrrll3ed+ezW97rwSPH4Hd8zyZI89+HN+JlbCBBChp/U+Lk/D2ow8CPJElmB4iAlfQNOQmKgDi+B1aLRRLvBMfgGjwbx/3lvCgGQJLdDJDcbz7jZXACAT8HBONdQYrhON5jCAjhBbj099O3YeBaMQ6/rDEyANj34ev3+yZneAmO80un08Z2eoBIpeH19bVtlwVYogGv32bLJx0AO2QP7g1bqdHLjaa6PG/YT2nJagCwWUy935NxyrOnP9azZ89M2pzNZsZGILdlMhkNBgMrQEAqZKyxhReyLN87Ho/V6/Ws+jMcDluBBaCL+4C8Bcik7UMoFDKjN/5M7iVgGkYX9hNQjbcxHF72hatWq7bIAx5JIqgMZC4SX2j2ShXy3t6e0um0yuWyGo2GtaUBdPV6PfPIMQbwSX7mM59RMpnUBz7wAQNtyKXdbtdaZhSLRb148cKup1Kp2LhKp9N65ZVX9Oabb5qcl0qlrN8huz3A6AIIMOKzCNPUmTlLVWUQBMpms+YLAwDCDjIfisWiTk9PLTYnk0mreN3Z2bF9b5E1vfWA58z47Xa7BgS8nMefdrtt14r8D0AErI3HY5VKJXueuVzO5jPfWy6XtVgsjCWFWaUty+///u/bveHnzCPAFjIqfkTGGkUvKBcUPcCWM/doNZTL5dbGFjup3N3dWZLgFRZi+GKx2imiVCpZ7ALg+YSYe00cLBQK5sfEu8j7UC64VuJLJBJZs92wvzZglmcMQPQMMS9PJozHY73vfe+7B3b6BgZ2ZKteRmUxeFnVqn95UzCvTZbOAzgvy3qp02eNvJ9z8WBtkwn0wAsfj5ffvEfKH9OfP+AQRovjwopxHb4iyQNYLz173yEZFT3XaBfCNbHgSTIK3t97mCtp1ZOOe+OlPP8ezNQEBRZE354DxhGvGt4brgUQSJDlHgOcYILIotnTNJ1OG6OEP8n7yPDBEfRhvOjyT0BCksFQDAOBvOL9Pchg3B+CIuAScEePOe49oAkjNfILzxoWiWpgmDgAI+OUilLulQfEPJfBYGAMQji83DVhsVgYI4gMTabOM81ms7bbhW9MjMGeyloYIrL8w8ND83PCdiAX0eONSl3uJVXWQRCoXq8bkH348OFaUQcsNveCKkVAwnQ61eXlpcl8FxcXJr0jr7KnbCqVsoW6Wq1Kkjqdjg4PDw1UIGdS/EJLmFgsZtI0bCeVjJeXl5Zk7O3tmTyLh5BFHcaJzelpl0O8oRAim83aHGVLNuQ97svp6emat5ZjwS4hdXJsFmzmLOxhEARru66Mx2Pl83nzZHU6HSsEICEh+cUnifRaLBZtO7xut2sJBLGHXpQe/CJLAubwETK2iA2AL+YSY1OSWUsAPIyX6XSqk5MTTafLPX0B9oPBQJPJREdHR9YTk3FGBSqeuFarZSQErCD3an9/3+LMdDq1whuAU6PRUCQSUbFYtIIjrgWg1Gq1zCvM84MVlLT2rLa3t1UoFNbiNOcFoKpUKmsVrsRtirxIogFyfu1EUaAC1xc2+WePt5fEezqdqtls6tu//dvvgZ2+gYEdDx9QIa3YLA+spHU2DeDnXywOnt0D0DHZPV3tXx6g8DskWA8SN5lA3uNZHZgi/92AFo7hJQskFj4LW+d9L7x38xwpYPDeFC9TYgCHuifYcQ5IG7BZ+K0IpngqOJ4HE/Sj8tW/3A/As7QCojAoBBqCNyAlFArZNkgAQKRIpASfrZJ5ct0EUr4XAIC3hCCYSqVsgWUsELC4B0jNyIzSUhqiYMJ7vZB2AUJINrAqSKoAQvqyAdRgzFhcea4EfEkW7Hu9nnnVAH3scIAky/PAU0SfPQpQvAyZz+fV7XZ1c3Nj55vP5614BYaQ4xD8faNpGq0y1hgLFEZRlMIcBQAgWeOtwlfFsWDQAN5sEXd0dGRVwoxTgAdjCaDuwdF8Ptf+/r7a7baCYLWd2Pb2tjGWNPhNpVKqVqsql8sGDAGKfsGm6hege3d3p3w+r/l8rrOzM+3t7alYLCqRSKjVahmjfXV1ZcUDzCtAPeBtf39fQRBYaxVvPaC4gOrcTqej6XRqPRR5D5XTsC3VatVAFomk3x0GVYFxwThgLjI+eY48o0qlokgkYtsDMhfwjVLtyljhOwFdjGsvJVLwQ6xKpVLmZa3X64pEIiqVSmuWAeY7iaNXVEgwotGoyuWy+ePC4bBarZbNa1hBSQbuSFKJf75XIG1XmFf7+/sW82hzNJ/P1Ww2bZ7if+RYtGQajUYmiSMTU/BFQQ5JDrYIVALvlfOf49jI6MQF5ihzll6d3svH3EMtga0djUbmYeTnnmF98uTJPbDTNzCwIwuUVlS2N3t6xkxagTsvY7LYeA+cl3IlvcXP5l+exdsET5tSqJeKAZ5e0iX4Auh8VRfB20u/nD+TFaCCJEuQ9n45mDnPvvGdZLD4lHwFJfIl38n/kXC4F77/G7IE2T2LYSgUsgWChdvLqQABFgwadhKANz2LALPBYLAG1LyvDB8KAZYpAwDxY4bnzvswjiPfcCzGCM+m0+msgdvFYmEgLZPJmGeI/T7J8qlqQ4bk/JFdx+OxmaT5GQEVtgkfGEGVeUG1K5k6i45fBGklw4t/cyyKXwCFSGe+jQdMIcCOQgsqRqmU7fV65lOCoaQ/HS0nel/ewJ5rYHwBXgED9B7EdM64ANgz3mHnYE8ajYb5tPy4xKvXarWsECMSWVZVF4tFNZtNY3hpNdJsNk01wFPJtmu0AKIVBrtr4N1rtVomg3FdgFhaTgDu6aGGJ6rT6SiZTOrFixfK5/Pmf2OPWFiZXq+n29tbPXr0yPoLMicpGpFk/QLx4wGEMfvTsBePK2MnlUoZsK3X67bwc6548pABYfbwniLBUrBSKBSMWR+NRtbw+4033rA9gkkk2WWh1+vZHOLnHkATXwESJHCAYPytjB9iNgkvu0pgRcADDNNP4Q6yKd+JXxQQTtIXDodty7VUKmWqB9L29va2hsOhAWj2nEVGZweRWCymRqOhu7s7A2lBENgWfayJJAM0MsfnR19DgCIKyWaFq2/yzflJsuIl2ORQKGTKTqFQWKuklVb96/x+vn6NJXF9/PjxPbDTexzY/at/9a/0oz/6o/rH//gf66d+6qe+qs8A7JrNpskZm76zTV+cpLeAOu8fAHh5ELjJzG2+CADIqP7l5VNAG0wcWTDfA0giABEYYOoAgLyX8wWgSTJfBz+fz+cWSJDrCB5bW1trDSY9y8ZkxgMBwPTAGQaHTJzv80yj98JIq8lNhR7gk2snoFL+zn3ysi3fhX8LcIOcyWLjwU8QBNZXLhKJGFhggQAAEHj9YuDlbYAcDATXw7mPx2OTbPHfdDodSVprrsvvAEtUmUUiEWst0ul0VCwW154nz4HP+uyb+0+jVcY4LRJ8QK/VauYBLBaLmkwmtiBRSODnD0wwvjfM8p5t8uwD4xjpkueSTCatvYX3+uBng71hdw2SG3qOAbTwa+3s7Ojs7MyAF++F0fEmeFqxzGYzffGLX1QikVAymbTu/YeHhzaHqfTr9/t2Xd1udy3xyWaz1oSa84bVSCaT6na7NtYZN81mU3t7e2ZYPzo6soTj5uZG+Xxel5eXGg6H1lYln88rnU7r4cOH6vV6qlarlqTRSDsUCumzn/2s0um0jo6OTMr2ve8YF/Snw1Lw6NEj3d7emuTN2PXbkQHi/G4CtB3B7E/hhSTlcjl9/vOfVygUMsYVho77ypgnBgJgeC8gLJFIGFB6/vy53YvXX3/dEllYJSpYYWDxnVFtC8iH0UUSBjz7bfKI6Xd3dyqXy2uWAl/oQDW3JJO4STT8WkLymMvlVCqVNBqN1G63rUBsNptZFTe2AxJSGHS8bwBm2HHWCOIWrFc2m7WxVq/XzVqDlMo5NRoN7e/v2/XTD29nZ8d6TPqkOAgCOw8kbHzPgF+f9OFh9usH/2c9Yx2ZzWbq9/t6//vffw/s9B4Gdp/+9Kf1Qz/0Q0qlUvre7/3ePzCww3jtX5syqv85C543VG+Ct3fy5vH5l0mrfMcmSPRFGL6og89zHr6oghcTW1rtBwiglFbeMq6DYM8ixc8Aqvgy8BhKq8wJwMS5Esw5byQK2IlNEEzwZvEh0LHgEZRoVeLL3gnQXJ+XzfFqLBYLCzS3t7cmVRBMaQGAGRdQC1DEDIzUhl+LXn14wwBr3svFvec8kGVHo9Gaf5BnCAvIgsceogRVwFw0GrWiAvxmjKFoNGoeFphWdhHAlzWfz21bLKQzvt8HTElqt9saj8c6Pj424A47wPPc29sz/9ju7q4Z7qkYbbVatgMGiyffCSMWiURUrVYN/OATBJTd3d2p3W5bDy1Y1Ol0ag12YQ/YFg3pmfmD1+n4+NiuD3bXG9dpsAyjA0vI+K/X6+p2u3r11VeNJaIC8ezsbG3u0R8Mw3qhUNCbb76pdDptlYds9E7xDMw3smg0GrUdEJDEkA19xbaX3R48eKDFYqGLiwuTUSORiO0JythvtVpKp9MKguUWaO12W/P5XPV63ao0GcelUkmz2czG2+3trVUZe+vBcDjU0dGR3njjDSUSCWM/Z7OZecNgQAuFgrE7xWLRZEqqgE9OTuw54NkCSFP1HI0uW7pwjYwz32qFeQAAAiBRoUoxB9Iyz5Aii1KpZM8Eptz3xASMhMNhY8nZL5jECZ8YCSLsPpYA5iZSKbI0bY9gh2HQKRAh2UokEgbExuOxGo2G3VPiTjKZVKFQMMaRaxgMBpYUcx3EeYrTRqORJNm2ZNFo1PyVBwcHkmRJI426UUDoi8c6xrrJuGdN82sM8xsViZ2L+B33ZTwe65VXXrkHdnqPArvRaKQPfvCD+nf/7t/pn//zf64/8Sf+xB8Y2PmH70HG5ssDLhYwvFoMwreTWl92LM9Q8Z3+EfBv7/cjY8R3x8T30imTgEWXz/oMkvOGqfLMGIsekpVf/AGI3vsmyRYSmCvkUd8AlIXZZ9XItFyPPz9J5tdCGuNe4AsjY/NeNiTn4XCowWBgTVQpRIDa3+wT572I3GOYQb9np/cCcU0AO5g+vE7cBwodGEMsKgQixoDv7RYEgUkbBGaehfc84ZPh2vGfsc0UII4FSJLdcw+8kYVgvLjX+MRGo5F56Uh4uD6a3yJnIQshvQCCYQmQppB8WOyR+pDJeMF2BUFgixYFBDBPJByAP6RN+uJFIst9WXkuyHepVErn5+eKx+MqlUp2zTBx0+nUrpnxCHsJQ8reujxb5uZoNDLf3IMHD2xujcdjpdNp69P3+PFjYxk5JgnbxcWFMWR4vPL5vEm6QRBYO45Hjx5ZwYFvQYKsHo8vt/dqNBpWaAMr5n2G9Iijhxn+QWTxVqulYrFoPkDYIFjON998U/F4XI8fP1YsFtOLFy/M+4ZFgrmOHMj87/V62t/fN38kAJxiChI8pNjd3V0DwwBOwAhyejabtcKATCZjfjU2imf+8oKZpFjq5ubGQAisUa/XswQD0J9KpSzp8pWwJBA+1tHzkDWDpuCwmLPZTJlMxsb+YrHQ/v6+7RSTy+WMzZeko6Mjk79JdJrNprUuYVy1Wi1jMamoZ/5jeQiFQmYR8DYc/k0S6/fG5ndYIUhWfeNhLCWoAIVCwWIE5wDBAPiTZEoRz4b7yH0hXhHbx+OxPvCBD9wDO71Hgd0P//APK5fL6d/+23+r7/me7/mKwM77J6QlsHvw4IFJIEy4l728XAk48aXWXy2gk7TGpnnZ0hv9oeG9T4+gBRhiUBNYfONJJgvfAZDiu96O+fPsmi+ggF1gQsF+IbVAj7OFFuAE4MK9I6jDesHMAdy8R4JFlaoqronMHEYJoAATSPY+HA5VLBZN/vI9pbgXSIYcC4DFQsg5UV0HeOAe4qti8UNGRX6iHQFMGxIiLQvoUSbJFnyqCAnGMKZsfI50CVvi+0OxYAJKOQ6yGSwEiyoeJd/aAQP49va2rq6uLNuu1Wrma0QiyefzFoip9JxOp+Zfu7q6su+DEUkkEmttQmBCYQKQeNn4nOsBzNIYmS2RkOao0BsOh9rf31en09FoNDIjOmAzGo3q9ddfN5bXy5+dTsf8VrHYcveBg4MDk35gX70dwTfN5v7RioHxizIQCoVUr9f15MkT6+kGUCiVSgqFlvsSZ7NZVavVNcYajxQtN7rdrkmSMCsHBwfWK7DdbqtcLtv7R6ORPU/AN2wXjCxzFZsFRUTX19eaTJZ72C4WC2P8SPRms5mePHmiq6sra/2CF5O9ZzHl41OMxWK2awG7epAseg8gjDxAHDDKfD08PFSz2VSr1dLh4aEVMpCASTK5G3DCMwLgYEl4/vy5McbETuRWXt7rCZsGCw0Dx3Ohj9zDhw+1t7enarVq17ZZrIKnkeSPe0GiGny52CYWi9kWXtw/1iA8vBSO4O+sVCrGyobDYQOLpVLJrpXvZK2r1+sql8s6PDxUvV5f8wrjfbu4uFCv1zNg5dv5cP4Uc7Eu4RdkLlLl3G63tbe3Z9fmPdzEbqwrnmjAJkFMJ3l49OjRPbDTexDY/eIv/qJ+4id+Qp/+9Ke1vb39jsDuYx/7mD7+8Y+/5ee+KtazZG8nwZI9k5lT5fRO0qu03sfNG2z5TpgjD0AI/F5a9UUUmz5Az9D5SiHeuynfMsE2CyL4GwDJzwB8MFssZkwsXgQtX6HLNXvpjQALcAMoYtj1FblcB8ARmYUJj6E4CALLXP19JpsEvBAUAGDNZtPAjw+kVKMiFeJRA/TSPgRjL89zOp0aYKFrvQfC0kriJqsdj8fWsw3PD/4uz7CxSHGvAUwwOIARPG8wIARwX6SCid+DewA2YN4viL6XFOfikxsWbT8GGc/sL4rXJhQKqdFoKBRadto/OTmxnRZ4zvv7+9ZGhu3bJpOJ9vf3jbmAvfJ+OSQ4ZEp+3+v1TAoG3AHQB4OBZf54y1i4Op2OIpGILR5sRM+ODLPZzAAlBQiMdRiFFy9erLWskGSJCJ4kEqRarWasK3MunU5bE2YkXSpQGXfZbNZAmZemYSvxt8K8hMNhnZ+fK5/PW8Nnz4og+ZIcA6zwOTLvWZRvbm4MmAI8M5mMScy0Wun3+2vMEWMYFh2ww/zDhwcYAvThRaX1jI+3JD3eGwvQgNX0DBTPinuA35Fn4n3Ig8FAxWLRijvoG8fYp+UOCa4vzGAshkKr9iEkDoxb7l2j0bCYkc/nDVSTvPmenO12W5VKxb6P58Ma0e/3VS6XVSgUTHVCosa3SHUq43N3d9e2NoQRbzabBmyplkUV8sVESM0AbZqLI+8yrr2KAONInKIAxrNzsJ2whjRUnkwmajab+uAHP3gP7PQeA3bn5+f6zu/8Tv3qr/6qvvVbv1WS/tCMXbvdXmtuKq0XTXiw4icIoMh70wBCL5NlN4+JbOpZMQY6QARph897gMb/vbznj8/neL+XjPm596EBvDA9Y4yFeSDoeekQ9o5rhUqHCfQbkuOBCIdXe3V6sMx7fF8kjgVrRdadyWTs/iOrAFZh2XxVLOAYyQAwi4eOAI+Jm/dzH3k2GOlZWPA+8byREwjqvu8TY5DvZaFHLoNFYzG7vr421rNYLK5l9rBfgETkEeQn2MNut2v+HIzTBE2epV8AMOzDqnA/y+Wy9RdD2oVBCYfD5qvyPr/xeKy7uztb/GlfAcOK0T6fz5tkiewdBMGaCZxkAo8Ozw2QAYCXZJ4jQDgJANuuXVxc2LZobGsVCoXMr0cbhU6nY6wTvskgCGx/aRani4sL7e/vGzil3xtJBws7wIRnjByP7QAWFHYIY7svSsEfmEgkrDqVVjU8Q9rPUOxwfHxs0hbj9fz8XJeXl8aEAFa9aR62k22uzs7OrFntYrFQp9NRLpdTEATGsLMLBjtcAFBIijZjG6wTcwA5kzmFv1KSMasUD3FvJalarRpIZ+4Sg/B24bvjWbCHLc+bLavS6bRarZb6/b4BAxIz5katVrMxiiWBmO49xOzhGw6HbZwBwgCk3Du2+1osFmvbH9I/E3l9a2vLtheLRpdb9NFCplwuW4FQLpezIod4PG5WAOJRLpczwCUt/ZLcT7aco7CDvniAaZhX5iXjczab2e4129vbyufza4kN9wUGnbXL7zqSy+XW1lFfEEjbIJ+kEQ/5m/jzLd/yLffATu8xYPfLv/zL+sEf/ME16ZRBC+vzTtWo3mMHG+JZsU32jEWbf3sQCLjZBE2bjBe/42d8hnP3LJlnzgAW/t8+gHmgxYtz8gAQdgWZkKpQAj/Hwx+H/ISEyyT195rvZDHlfZKMCQQAABSQgWDvkI+8r4LrY6EDDMAo4XEja/eBwPtcmPDSqoUB7I5vTiut9zjDdB+LxUzK4frJmAFpPCuCqO8Xx/kBmGHoNsF8JBIxTyBZNGZ7Xn2O6wAAv6hJREFUvpceUDChfpzSYf7m5sbkXSQwxgtsB9k+wRi5TZKBGb/Y0X6C4xN88bohS5EIcCzOF1YTBoA9NgEiBG+27MJjhn/K+x7x5OFR8l5TPHwvXrzQzc2NLWaMMc5pa2vLgKOfD0EQmDWDalzAHGAaHyNJEF5Oqv8AhdFo1BZXCjtms5nOzs4MFDQaDWNJqEbFNgE7eHt7q9dee029Xs8YLmnVI5HFOBwO6+LiwhIbQPZwOFS5XLbChiAITLZmfAVBoLOzM/OTwR4h87HNFEwJzxOvF2w6c43qbZI4bBXX19fqdDra39+39xATPThi/GUyGatOxScJsGg0GlbRiRWA+IWcSozwm9cDvojBAAoKa1BkCoWCtZiBOQdYlkqltT58kciyvQ2MMsw2BTSVSmVNumXMo0rA+nIN3ksrrXrR4c2DIeQZAa76/b4lSlwfxSkkzFSQD4dDHR8fW8sSbBW+Zx1rHQm0JCvEQkZl3t3d3RlQRN7m37CY3BtkYGwuMG8UMSJnM25QVJB2qYzP5XJm6SBJYc2472O3fL2rwO4LX/iCfvqnf1qf+9znJEnf9E3fpH/4D/+hXnvtta/q88PhUC9evFj72d/9u39X73vf+/QjP/Ij+uZv/uZ3PAbAjp5am1KqZzR4kSXwAtwB3Dww9MyaX8T9ZySZVOh/zh/kOWl9P1hfKMF3Exg3izJ8mw/vCySD9ucG08XxWdgkrYEnDwI5Fov8JrgDbHE9nAvBhvtO9gzwYPHjmiWZrMJ9hP1gMcGUzrl53xAMl5eqOTZMBhV/3nvE7z3A8vebhQXWiODPC4aQxRIgSBsZ/hCk8UARoGCAeJ70MmPMcN9pEMu94Vw2e4axQCKfcp/4LEyqBzAAK2RqKuC81ApDSjaOHOwLZTDH08tMkrGkJAa+jQ5+JOYD9zYej5uJ3MvfXnry/QZZXHhOSEJsPu8LPWgBAljAp4g5PxQK6cmTJyaPdToda13SbrdtDHMfu92ujT1afMBC4i1F5kLSqlartncriSfJGT4zdghIJBLmgfLsPIDNF1BIMlA/Ho+NhY3FYtbzDgDSarWMlctkMmq32yaHsdDSVLpQKBg4x5/o5wdjA1aW+AsjSbwiBrAt1fPnz+3ZAtbYSmw2m9nCjZcWYELigGyKQgC7KckKCTwY8/EbdpuKVhhvCj2Iq7w3lUpZYQ1WBdhtdgthjcBbyxyBFcObSFENMYVEj/jFHAY8eWCLHMtWcyQCPAe/qwnthbhX7FQCSGfMMg+IE1hkAFOsCyQMgEyST18ox5pHsRHxD4mWOUoFLLGae0Uiy3WwZpKc02T56dOn98BO7yKw+2//7b/pb/yNv6Hv/M7v1Ic+9CFJ0m//9m/r05/+tH7xF39Rf/2v//U/1HHfSYrdfL2MseO1KaNKWgMy0mqwMthYeDzz54sYPEDx7N8m2+eZPL+wcrxNlhLA5iVRP9kAJ54Z8ou6B5UsXNKqRQoBzzOLeAs3JWPuEceABYE6XywWlkkDHGCN/HZUXgL2/anww2B8B1x4DxJyO8Zagim+tdlsttbkF2AEa8OiiL/Kez1YtLgu7i2LFawTARSgw2dg7nyQxz8CAANc8Tz7/b4BPqoAkW/YuoqdJeLxuIESxg9jgMbH7HKAl4fn4hMG/HnxeNyqAyeTifVgAxQgOftqWBacVqulQqFg7SI2K9ko5uA8SQgYc4VCQfl83u4L5yDJ5MnJZKLz83NrE0LVLh46wGw4HLaqQ6qIPVNze3urw8NDM5WHQiHr/9Xv9zUYDEy6YyydnJyYNEbFaLvdXqtGffLkiUajkT7/+c/b9oUwhmylhPkcpoRjUvBAQ1vuMUwyz5u+gPjngiCwNjzh8KpaFRAsyeYIPkuSGZ4/nj0/jpBqSUJIAv3iWq1WDWgAwmihkc/n167PV8YCjsvlsubzuX03IOPFixdru0QQA/ERVioVm9s+FmzKf3zWF6Bx/pPJxHyoSOQkAF4BwttFc2ufcCDXMpYp2MED5qs8sUMAbLmXd3d3SiaT1nyYamIkdt/HELYKfyxeVMYtMXOxWOi1116zuEsiw3iBCfRML3F7a2vLmHbGA77M+XzZc44G1IPBQNPp1J4LBWdBEFiBCuMHHx/sInEUcMtzIa7wXGk9ROyhPRSJJ/Lza6+9dg/s9C4CuydPnuhv/a2/pU984hNrP//oRz+q//Sf/pOePXv2hzruHwXYbT78TeZtE3TxIkvwAMezai8DWl7elVZgzWfbfL//20uhm+fA+/geH4Dxz/BdLLKegfOyrTfb8r2AR/xLnJPPXjkW2R4s3nQ6tX0YATpMYIILXhsCIXIewYbjYdgHGHmwAPvCdVEg4YsMCBL4kzgPFj3AQxAEarVaFjz8/pSY/sleue+AHhgk34wUiY77yue8DO29b/jTuEZJtpm4l/LpdUXm7O8H0qiXHDHpe3DLBuLz+dwqN1kQYIQYR7R94Huo9sWvxr1GRkUy57kjdSGt4T/a39838EEDYSQixjJ+r/l8rlqtZgCCJAl5CbM94MNviL6zs6N+v29GeaoXASAsmlRW43PkmmnrEo/HDQRQzHF+fq5KpWJtXwAxgHS8VYBsYk69XreiFpjQ3d1dlUolY1UANMiYFGgwx5AbqRhnXHvPJ7texGIxazsB0wEYxlsFm07yAFNIgQYLKaCABdr79SRZEYoka+UBs7VYLNb2P4bh8kkyc7TRaNgcKBQKarfbxsr6PU+xlHiPLkkg4x82nP6HAHMq7JFLM5mMIpHVNnLEFNh6ro33UIk6n89VKBTsHiHt05uRNeXu7k6NRsPGE8w0bVyYD7RUmkwmeuWVV8wPCigPgmVbpEwmo8vLS4XDYb322mt2PYy9RqOhUqmkdDptto9YbNUyiF1tAF8+vhAnsFh4coH7SVwnCa9UKtZahfFALGdt4f3EeZIFLDeesMA7HAqFbNcVCApiMVW97XZb3/Ed33EP7PQuArvd3V393//7f/X06dO1n3/pS1/St33bt9ng+Xq/3kmK5bUpx0pvvwuFZ7cY/LwHwMexAEHenE+W6c+FzwPgWNRhIjgWchUBlwxw07fHi+/wDCMZHCyPp8K9v0+Sfb8HGmRdMIEegPAdmN/5PJIwcgDHBgABBGCKCBKe2fTsmWcMaTLrK0lhxJCHJdmCyIIWDoetSSqZO8wu7BrAlmcNYzAcDi27zGQya0Ca/RzxVXmJxXuikFIBLIADxhTSFowkMheMGawZoNH7MtlTlGdKQQJFKtvb27bjA0Caflx8joDv5XcWGlqOcK8BfEigNNjlWQdBYG0iqDYGQPJsYThgfsnqkbd95Wq9XrdnTgEC/h/uM/47ChoA+mzRxXhkwWEBRMKkfxlAlQpYFpZQaFnpiyTJQlooFNTv963gBwsAW5RJy9YctKzwxTaMU5grEiqYR+RAH3sApHt7e8YucQ9DodBaQjCbzUx2g32nIp3EBPBP1eN0OrXdQzzTs729be19/E4ixFl6IrK4M5eQnLvd7lqVKiCHz/vxRgLCdRELiC3Isni5vO+L+08SuLW1pXQ6be2RiKlcK/44khTsH8whevwB+rhnJBm+tQjjGIDOdz148MBsGvP53Bg4pND5fG5JSjabVb/fX/MTc057e3t68OCBJaQkclSQc89oiYN3EjBPQoeXlfPjfhNPSDa5z8Rl7gvPBUB5fX29xl4iRXN8vosx7Nllkit+v9nJgTjbbrfviye+/Iq+81u+Nq/v+Z7v0W/8xm+8Bdj95m/+pv70n/7T79Zp2OvtQBqvTaAFS8fv+Jz3qZF1+mN6JszT/75wYVPK3WQKfUBgQHuvmJduYUvIoCStfQ/Ai//PZjObjJyTl2hpjSGtJFbaXeBfkbS2aTfZPJ9h6yhYQA/qmJTz+dyCJn4NL2F7KYhKRSRMD364R3hePGtJ4PbVqLe3t7ZAsxhKsvPFY0PVJuCKz9D+oVwumwzipQ+8VPjAKHbg/kgyCRgmj95YLNa+F180Gl2T5zAeAzzxxfjjRyLLpqB8N8C01WoZAJGkZrNpIIDFrFarWS81fz4Ea+6bl2n9fpNIqkgnyWTSWB5fKAKQ5Phk6bVazRabUqmkm5sbnZ+fKxpd9jLzQDcSiajZbBpbQid79uWcTCbqdDq6vr62ny0Wy7YS3G9YNVq3ALKpDmScJhIJq/BF6t7e3jYJGiahVCrZOLu5uTHPGPfp5OREL168MAvAbDaz64TZBMCxSHN/6AEH++0lyPl8uRUZz4kq6cVisSZb0nMOqR8pd3t7W5eXl3Z8QAQSPaw74MR7/AAo9DeDtSP5aDQaKhQK9owYo5tja2trS6lUyo5JL0WKnwaDgc0f4gQyP4AFPxmgjwRTWhUEIMMyf7gvMLMwwMQ32DBkXaq+PbM+n8+Vz+dtB5adnR2ToX0LIbyMzEEkSqwdJFzetyZJ+XzeKlFjsZi1ABqPx+aTxL/mGfqbmxvV63UFQWD75Xr7DVXB4XDYfk8rHMB/KBTS/v6+jTkY5nB4WdjQarVsThAfAHHEXfYxZv1ibfDgjusmSfBxkLGMMuAZwvvXu8jY/ezP/qx+/Md/XD/0Qz+k7/qu75K09Nj90i/9kj7+8Y/bViSS9Ff/6l/9up3HphQLSHoZuPMvz7htympeKgU4Af74rJd5kbi8/OCZvU1J1wNMzgOA97L3+OpVz44Bwvw58jv/3UgZkgy0bjaPZFLB7rGoe0YQ0MCEhbb3E1ySVat5iY2Az73i834R49zwXXE+vq2HZweo4oI1A8wCdshMfWEDjBhVnp4d9IAavyZAH7kEcA1gAsjib4HFAeDgRaItAZIJWzGxyLJA0ywXgOp7UbGgI29TtYvMtLe3p7OzMzvncrlswJHniqfIyyWwhXhoAFCAfkAA33d6empbZ52enqpQKKz1hGN84SWih1gulzO/I0AdSZN+hIBmX3DC3BoOhzo4ODCJlfE+m81si6N2u22+NeT2Wq1me/Ryrzg+DZy9zAoD5M3isJdI6rVaTQ8fPrT31+t1A03X19c6OjrS3d2d3nzzTVvc8A7FYjEDlkjBFFJQIXt5eWnMcSaTUTgctt5wQRBYIsBcglVh8fU9xpinxBekbgAh45+x5WUx5hS+MfpHkgSSkAGMfPyiEpUiACRnAB5jOggCq14llmAD4HphBikkmE6nBjgkWdsO7+EinsfjceuTSFzx1c80047H47q6ulI8Hjeg6rf1o+UOYMzH9nw+byBSku2sgo2CRNknppVKxeL4YrHs7fbgwQN1Oh0rTur1esrlcsawXl9fK5PJWPFOPp9fa/YcCoXWJFNAPdI6KgVqAK2BgiCwim9iPesFawNMIPMK2wHxg+8hUSEm8NxIIDgv4h9/eLGWkSjdM3bvIrB7J+DEi8Dx9Xq93V6xHuy83cuDM17eG+cBm395tk9aeRW8jCit9oX1wNAXX3iJaj5fbVnlfXM+A5JWoJL7CrDwnizYGFgmb64H5HGeLGAAGw8EfZsUpDVK4GGjCNRIoPjxuH4WCqRRggCLMb42P+EJmIDDzWIXAAeZOwwP5+7lcU/1syBwngBJvE3+Xo7HY0UiETNB8zsWI4IbjAESC+MKZoEqUZq5Ety5l8h+sL4eZAJQ8QqFw2H7HsaI9wJSUcfzAdDSgy4Ilg2fi8WiSc0APBa/3d1dXV1dmfTOd1JpjNmbxcADw1KppBcvXqhSqZgRHX+iD9ZsDYU8XSwW15qo3tzcmPRLZg/QpdfeaDQygMTG5txT+pKNx2PbW5bjMIa4psVioXq9bsZuPFSNRkO5XE7Sku2FcWO7pv39ffOI0TuPJKTVahkLjF+K2MJOBkGw3KWC6kmYEnyiJCwshrBSJE0kjzB+zWbT5iJzgwWe+8D1UCSCJ4xeeZs95KbT6VrzY7+rC0DGW0aYE1S1E9Om06l6vZ4pA9JqT9B8Pm8V0sQbGhxTTJLJZKz4BEafpI7KzFarZUkMyQTNqgGZJKyz2UzHx8cGWEguo9GoVQxzP9nVBlM/rH0kErGqaKThUqlkMZc4QwU1cijxEb/vzs6O9vf3bVx6/y8WAcAfSRAePu4hvyNR3tra0sHBgTHkVJXzrNhXlvFKIkfCDohnfJDwYBlgHuF7BVgSt1hzfCXvYrGweO+9v3wX44pEArvA8fHxPbDTe6yP3dfi5YEdtL1nmd6OvYMB8nKHB4MeQPHi/YAvSWstCBicngXynjgP8jwI8VKwZ/u8lOsza399gB5/DH5HtsRCAIjk5ScU98AfEwDB3/xBhvSyH7/jfmMU9veFDB4pluDHJPdVqvg7CMhk117O9UEA9g0PF8AHKY7gu+nhCYVCZtSnanE2m5kM4mVHP6a4f94Px8KH74/rZHEB6E+nU2MA8d3AjgyHQyWTybU+UwC2UChkcgyyFUGX6/FNS3kOZNA8G64FeYhFnR5TZP8e5CO9wDoOh0OrYmy32+bXY/N15B+2VOM50/2fHQY4f9gXrhsv1Xw+t0WQBABPUrfbNQkV2QjWAAmVBY+qSJ4FhRO+JxwJFEb82Wxm8m00GrVdKdjxoVgs6vT0VHt7eyadAw4vLi6sSIE+XjDXAFLAPMUHSPa1Ws0qFUkOYBth1ebzuYrFolVJI3PByDEGaVBMonBzs9wrtVKpGJtVLBbV7/cNNPvqZsAdgAqmGwtEt9vVwcGBZrOZ7dRBcQ8AG+9jNpu1pA/QCSsLe+Ple78TibdrUEiSTCbVbDbXABu+YMAPCdxkMlE6nTaZlOM+ffpUtVrN4hxJZzKZtDlATPEsL4lROp02EEPxEXYPmDaSURj9g4MDm6f4UHnWSJrJZFL1et361U2nUz1+/NjmGRaEnZ0dHRwcGAtKgjcYDGw+tNttHR4eKhqN2neyGwq7UXCOgFJ8kHjlSZ4BkczFIAhMZYlGoyoWi1btD2GBvEpSQhwk5rDm4JlG8mds3QO7PyZgh/n1j+O1ydh5tsd72zblVICcB2m810uq/m9+v3l8/t6UTH0BAMCMQMP7POjyQI7feXDJMZkE0grccV4s3p614/ibgJGJRwDmOLBnktaqOn1GyM8JokxwgIyXs/mZJDMZE1zJeAEYktYyR9g57+mj4hBDNqwXgYEFlM/g96LvFKAS6RjwhpxEJko2D9i+vb1Vr9czFpcdD/Cq8FmYPO4N42CTCW61WppMJiqXy4pEIqpWq8rn88aw8eLes2D6ru6SbKN7xkM4vGzjwMb1bBeE2ZrKUVqceCaBNioAQ88++4IJqiDxcdZqNduMfTpd7lBRrVb16NEjM/Tf3t5as2eOSbhCXichwD/pmaJ8Pq94PG6LFx3/Ja31f6NKr9ls6u7uzto4UIhyeXlpwCCRSCidTuvs7Ezx+GpbO2RPFlFJ5sNkAQaE393dGTh6/vy5ASu8hMwbAHahULB5ThJCIQP+NUA/89jL+4vFwrxP+AfZQQWGD38azKoH9ZVKxfbn9UwwYLhYLBq4BujlcjmTI72RHoaSuUVjbcYzff2y2azdXwAIcxvLBICZmOR7H0qynTBgdBnTPPdQKGSfgSlnl43pdKpms2mxIx6PW5satvyCfQZskwgyvwFsgDQAN1IzO4kEwbJ6me+YTCZmh6BFUSKRsDGE1QJg+fjx4zWWHPk7FFr1hHz/+99vMbLRaNh9JJ7C5s7ncxujAFbGk4/D/AyGnVhALCYhoLCKKl+qkrFwtFotlctlawYPqJZkzD1zyBMu3m/He66vr20f+Htg9y4Bu/l8rn/xL/6FfvZnf1b1el1f/OIX9fjxY/2zf/bP9PDhQ33kIx95N05jrSqWppWS3gLwYGcAcZtFB/5z3vCJJMFi5FkxL3tKK8bLszocn4yISbdZ5MH58RmOJ636DnlgwLXwXZ7N47t80QOTUpKVnwNQvHTKNUir6mA8YL4CkmwLGY4sn+vyHcQJ7vyb+0HwwbROIQNJAlIk7/PnwyIHIPB+PGQ95B36mgEMkXIODg7MPA+49NI7AY3nhbTEPWZzbmRDz2gg1/KdLNQAW+71cDg0jw+yqGdyCbL8DKBFIhMKhdYWNzJ+vp9muSzQsAF3d3eq1Wq2XRCgOBJZ7ZwBWxaJLCuZkcwAT7AW+BZ5hiQKkkwGxUeXyWQ0HA7N2F8sFq2CDokLeRXmELbm6OhIs9nMOtbDDCBzc27ck36/r/39feubCOhpt9vGrObzeQM3jUbD/G08D6RE/EKwhJu95GCxrq6utLW1pWazaQvxzs6OyuWyvf/i4sJAJfIy7ClbYwFoWIw9GIex5DrxVsEQe9DP2Nra2rJxCnOHd5V7iYGdmEACB3OHj5R2J91u166buEIcIVHwCzgme+8bA9B5BcADfxIwX8hFlTjPHjkSwz3SNokCSU8ymVSv17NkgJ6IxHBfZENhCcxTr9ezZ8K8ojCLhIfkIRwOG0sJmI5Eltts8T5a02ADGY/HGo1GOj4+NnBNRTKNgikM4d7B0hGz6/W6bSV3cHBgYwMQ+uabb+rg4EDlcnnN3kNFNLGVhI5+m8w/Eg2YYUCyJxpms5m63e5aUQ4JMPGB8UmsI54zDgGxQRDo8ePH98BO7yKw+8QnPqFPfepT+sQnPqG/9/f+nl5//XU9fvxY/+W//Bf91E/9lH7rt37r3TgNA3adTse6YPuXL0rwDJh/nwdZTF6fBXrw5xm+TXDmiys8sOM4ACSYIH7PZwEQvKDGMSlL6x5AJEsP8jhfAKk3M/uqN89IcY+4XxzTS4feQMvE5xp8x3cv+XJszoPJD8Pr7y1ZKcCXII4EEgSBSYV+1wV6jfkGmJ5549q9pMyCK618gF5SRQbm/tKXD0CHhw7gAUM5Ho+t8pEeTQTLWq1mkoUky/wXi+U+mH5XhSAIzFQfDoetmSoMEF4kChWQoQBL7AxARs3iyljCNwXLurOzo3a7bZ4drlGSBVlAFBIm7AvZOwCf8TCfz+1eSCuQDrv09OlTNZtN+07OCZDpJR5YPO/VDILAFkTP0gJ2aahLU10WJC/nMY5ggSTZAsu5AvBY/HK5nGq1miUjvnM+1c2SbGEOgkDZbNb8UtFo1Fq0nJ6emozMeJdkhQR40wAGePZghz3bjf8JttLPW5IRxo4kS+Zg0wFw4XB4jZWmOS3zm7GPh5LFGvaUBZ9edtgsbm5uLGYw55vN5ltaCSHbMV62trZsmzBiEr5AgCnJDnI4cYzWNAAiEgji3WSybKANEPRjBMmWalB250BK39nZsXOGYVssFrq6urLrhhWdzWbG9h4eHurq6sqYYuYObDIFSJ1Ox1qYwEbv7Cy3cKQ5PGOHBKBUKhkrRpGWj4eMC18oxbE9QCPJ8OOB8URVLd+LVWBz718SBYCrJItFFG0xlzl/Yi7JaL1ev9954suvdw3YPX36VD/3cz+nD3/4w0omk/q93/s9PX78WJ///Of1oQ99yDYi/3q/fFWsD7K8fPbqmRD/c9iuTXDDsTyY8gCP4/N//zMfcCSZMZn3+vMEaJAt+XPZlGiRQP35c3z/fiYL4ItgBtgC4HCtyKn++vlegrFfvMk8WVQ4501pF2DAOW0CbF+gQoBnYeDfZMTIeAQjD8B9ZS1NhsPhsEk/3C/fbJYAhKzAFmK0uiDgcz9YDKmwxB/D+PFgcWtry86De05hwM3NjdrttgqFghmyYUsIrNfX1yYT0XuLSr90Om0yEPIbVXRBEBigBBTAprHPJpV/MB4E/0QioXa7bYwmoBTgDDDAH8a9gdmbTCbGCMK0MK5ZEBlfnBdJGWOfgL+7u2sxBLCPDIV0XqvVDGwiaSHX+SQKQAbzxMLMvaM1CICx2+1a0Uw8HrdCCpIAFn3YiXa7vdZGqFgsSpL1DARMMQ6Qa2FiSBa99BiNRq3hc6fTWUt8WGQpMkilUms98gBC+JpIBLhm5inMmvd4AcZhpWiAu7W1atgMo86996CPIolWq2VeUeYrHks8gQACJG/anzC3AZxcLxXuzGVAJNL48+fPLc6SBBEvZrOZAZl+v2/nLMn6LpJUADyIpZy7n8eM1Xw+bzFvNpvp6upKd3d32t/ftzmAl3hvb0+pVEr5fN7YL6R4kqR0Om2MLUCWcUcjZ551Pp+3eUURHN9N7IGZI2nMZrP2/GCtI5GI7VlLD0B6/lFUxbHoiYmCw5oBQ8czASBTWCfJ2E6837yPtZk4BRHQ7/fv94r98utd62N3eXn5lh520qpH2R/HC0rXs23+vLykyeDZZOpgBTbZOC+FSqtCik1fnPdUbcqgHrj54zD5XlY0sQnwmOj8zJvdPeMEqPM+Qibny5hGrgXpCaM5LCL3DJaA+4l8JmmtPxaLZDQatUXPty7xgYvv2GzVAGPJceioPh6P1xqnSjLGA3M9INT7J+kv5/13ZKosUu1227aU8nu5+k777Xbbqt/oUTabzZROpy2LHg6HtnekJGOkMNrDcBDYkUyQdwmobEVGJR1eKG9ApoiE74hGo9augbYj0WjUGB1fQcpzG41GVuUIA+ZBLcwlshbtK1iob29v1W63dX19rf39fUUiyx500rK/GGwEbCD3Bh/XZLJsXpzNZhUEgbV8gc0AJNKG5vLy0liT29tbu1aKcFjA6/W6isWiyeSMe+YBHjTGczgctvtIzzOA6vX1tUqlkhaLhRU4RCKRNa9ZMpm0bbjoYzebzVQoFHR+fi5p5TVi8WW+03tNWrJ2l5eXBt5pBQOQRGJFQmbhw9/k2TnYLt9A21sHKMhA9kX+p+jk5ubG9tTd3d21tlLtdtvAoPeyxWIxPX782OTv0WhkcQM5VJKx0HjYOJ5/rtKqibqPR1ScBkGgZrOpL33pS8pmszb3pdUOPbu7u+r1euabpCK/2+2qUCgYcGU3E/x0XvZl7sfjcWN0j46OdHFxYeOX3+P5hgErlUoqFot69uyZVYaiJgDYX3vtNSuqwrOJYuDZVKRrEhbsRyRNiURCl5eXxnrTVocx6r2szG+YSL/TBpYKngPzn2QAaRzVhG4JFEZRXezXSBIvejCSfBH7ieP4TTdJmm/k17vG2H3Hd3yH/sk/+Sf623/7b68xdp/4xCf0q7/6q/qN3/iNd+M03lIV66VSaV1a9ewagxrQwOTd9Ln5/7PIe7DkgwjH3fx+D9A2f74pwXpGEFDgfQmwfgAnv1BhmpbWt4vxjBugi2MRjLyvzvtcOBc+w2LCNRMIABkEJwAbTBfvIVh5GQsGgfvKdyH58tnBYGBZu89QWTQw8hJsuAe0IUGORvYE4HEP8CF5Jo7FESaKxYWtnAAkvo+Ylw/ZwxRQ7CVivhugFYvFrMrOB14AzmAwsOKJaHTZJLRarRowBbRxzdxLZFnuzWg0smDOd7MI4VNqtVoGlPET4fVjTPG93Jtut6taraZcLmcAFqmUAg6CPr3oAGUcfz6f2+4ggPurqyuTImkVQiNW5DWAy9XVlZ48eWJgt9lsqtfrqVKp2DyhZUQ+n19jmsfjsVk6isWiarWaarWa4vG4Hj58aPeJOTEcDq3iFDUgnU4bI0psikQitoF8OBy2Z+39hwBqWvjQQ80XTVC5vbW13J7LMz30+MN0jy8PyZjnwF6fJJH+Gc1mM9sLlrkJoPVFRc1m0xZgbAqpVMpYz3a7rVKpZICHmEI7F1gxdtFAKt7a2rI5vr29bX41ZFDGPIlEKBSyLdRgtm9ublQsFtcSexJaX9iFzYG5TayBEeMPYAVZfHt72+Y0lbb8npY/1WrVGGnm4cOHD3V9fW2M8nQ61cHBgVVaE0ez2eya/YH4SGLN54Ig0Onpqfb3982vh5zLveT8U6mUJerEf2RPvhP7C42Sx+OxWQYYBxS3JJNJ61OHKuMr11lPYE29csM9oYIaywNqEokQ1pbDw8N7xk7vIrD77//9v+uHf/iH9aM/+qP6xCc+oY9//OP6whe+oJ//+Z/X//yf/1Pf933f926cxkv72AHAfEGCtA7WfOGBLyR4mfeOwM+/vUfv7QAdx36743l/nD++ZwU5H38dnCcgyHvv/LFoUcC5EhyY3AAvMlLvgePeeLbOy7Q+0+J9fCeLBpMZlpHj8t1kZNwTPGsc//b2dm1zbtgaKhF9Kxe+h2IKACzZOoF3sVhYlRtMBP40ngkA1cswnDNtB6LRqPWgoiUK8uDOzo6xUVT+wYjwHsAgMicgFAAUi8UsScE7BYvCQj6dTi24At6QjDhnz2DNZjNVq1UDNARXFtbt7W1dXFyYjMUWXpwriwYsiiSToS4vLyXJPH2dTscqUb0fCcZye3tbtVpNFxcX5omDJeEeVqtVjUYjk5j5LD0FQ6GQbesFEIJlAMwUCgUFwbLysl6vq1arqVAomK/Jg6xGo6HZbGZtUebz5ZZPNBEOh8MGrPx+sdFo1M6x3++vVY2TALDYIQvixwqFlsUPyWRStVrNvGsAkJubG2vyzDHxnsG4ws6SjCBbwwR7NhIlYjKZGCM5GAxMustkMjb/JKnf79u1ed8jzxrmCb+l33YuEln1eaPRLl0LBoOBgRZk2vl8bkkNfivYQJhc5HGukW0kr6+vrYgC9vvm5kZHR0eWfHvAQ/EESQ2WBAATTKpPYhnHtPcBcOPTYw4z/6mkpmgMNeDu7k5HR0c6OTlRs9k04EwBD7GDcU41L0oKcZdekdFo1PacpUiKhtcw6sjVrEuMHdqccF8BgsxX4iWeaAogAPise16ZSCQSFkvxlSaTybViRJIC5Fq/9kirLff6/b4ePnx4D+z0Lrc7+Y3f+A194hOf0O/93u9pNBrpgx/8oH78x39cf+Ev/IV36xTeslcsYIcA8zI/mrTO4niwxWckrQEXBqAHXgRnD+j8zze/04MFzgE5EmAnrcCiD5J+IiFFEOD4Ls98+XOF8ZJWLSa8Fw8AB6MlrTOH/ngwO4AZqH0A0Ww2syDqFwmYDvxkHlximucPFWAemLKw+M3UfSGC95J4X9lwOFQQBDY28G7gfSNL9H5Kju8r1mhUyuJN1o4ZmHPh+8g6kS0ABNwzxg2G8k6nY4UPi8WqvQD7pN7c3FiwlrTW44t9F8mOI5GIVbXCChLkYWK8pw8TPH4otluDxfTZNgEf0IlHD5ZlMBjYRuOxWMykxVAoZL0BqbZDVs7lciqXy7q4uLCtkubzuS4uLqzw5OjoyLrv02MsHA7bThS+apgFbzwe6+rqyszYmO5pMs1+rt7nhVSZSCR0cXFhCzPzhP5ksBr409iSiefdbDZtweZe1ut1ZbNZVatVxeNxa40BWwKwoppRkrXTAIT4DdTpvzidTteqWmlHg8cpkUgYKGCRpqIVDx5FEhwLxpA56c33vPB9Af59JSxJBvPCM+++gCkWixl4BVTN58sWHbBH2BMAmDwHiuXOz89tTi4Wy2bdDx8+VBAEBvJhwmgxRNsjWNT9/X3d3t7q+fPnZvL3sZUxsrOzY+MPzyKFA8SrfD5v7WikVeV0PB63Z8bcp7cn85tkm1hcKpWsjQoJLIypT+QODw+t7QwJIgVCyL39fn9tlxieIfI7ifnu7q5d72KxsLYrvm8nccivLb7lEsoByQjrDnvY4hdljG6um+HwsmjsvkHx8vUN26CYPTD9wHiZRu+ZNM94SauqVgYq7+FnSIksxpvHfxlL53/H4kuwBFAA5DxT5r0JLMyAIi8Bb567Z/O8N8RLr5LWwBx/AEd8lg7onhVkQm7KsQAiAhbXBsABTOCx8tKxByWhUMgYOe5lp9Mx1ggJDDAMhU/fM2RMKjcBV1wv/dSQSeny7/2PmPZ9XzD8ZchuZOwsaN7Yzj1DbuLZA/AymcwaYL24uFgzRgOoOAeCJ6DVy5ytVsuM2Z4xBRwGQWAyGQsIbAnjOgiWOynwDHl+gIVMJmNZurSqgh4Oh8bYeG8l1YR4xui7xzhqtVrGhO3v7xsTh0+P9h3Sqo8irA+tTWA4aGjMAoafCuAQiUT0+uuv264avsiE62w2mzo4OFAikdDV1ZVVwbL3LkDo9vZWDx48MEmKgptMJmPf73daYYEGWFSrVWOr8HdKMiCcy+UMxCBbwijzXcwP+srhC5Nk0i0gCPYP5s8nlSy+tM4geYMd9UAGCZQiHW9LYAwBHKPRZSPnq6srXV1dmSRbKBS0s7OjVqtlBU2wRvV63Vq+AByIW7T0QPaDXQdAk7iQyHDPvKKwvb2tcDhsrWq63a6Br/Pzc4snMEskDTxTQAmxLJ/PWyPeZrNpTakBeHt7e8aSUYTi5VYKBUKhZR9DZGHahNCyBDsAY5l7nkwmbe9YP18pUqIaleOSePlCl1AoZNIpTKtPagGAjBdsJjwX2lJls1nz2fr7Buvq2x/55P729tbYeu4HicN4PFYqlVKz2bxvd/Ll17sG7B4/fqxPf/rTlmHz6vV6+uAHP6g333zz3TiNNSkWiQVmy0umLLae3eL/3DIPYjx1DBjb9K95cPUyH59/FN475gEW57iZrRCUNr+Dz/oiCrInWAUyUf87D8YACryf3wOCgiBYk3IBsV6O9eCZYAUYobKR428yhP6eeEYHT5UkA4EEUxggmD5J9n4CH9cLE+F3qgAscA9gKLh2zgejNyxVJLJsJBwOh+0+kLED3HwLCbxnSHRk4bBIVCECTAFfXrIkwCNHsGBtbW2pXq/b+KCPFgsgxm8ANb9ncaIogAycl2dWhsOh9VxjfvlqNcYe1X5IvvSRjMVWuypQ1Yv0xX3hmpHVfRU0213x3MvlsjUUpjKTKj0qSwETjLPr62s1m00lk0m1220lk0lVq1W7pwD3ra0t61X2hS98wWTofr9vYwzgKMl8XjQjBnBRPOM9cPgJASLM+1arZcCD+cP2c7Bys9nM+hsCBPP5vMmQeP2wBgACs9msHZPKxZ2dHQOLsOqwN77CEr9VMpk0Swvftbu7q0ajYQs4IBm2h/kfj8ethQ3FNcj3LPJUv0pL2a7X65nMjh2B50ilNqw+ieV0OlUqlTKgBLCBlQMgc75eekcqp/3Q3d2dCoWC7SOLHA4jzXnQSslL0d43eXBwYP0XiaHcOxIb2FWSBPoYAtg6nY4RFOl02hJ62MXBYKBEImH7PTP+vHzKzjD4ZXd3d43dvb6+1mAwUCaTWWsLs7e3ZwmotJKPSRJRJvDTcs3YQLzvmTjNOPQeaOIFoJCY7z2KXmW7vb3Vo0eP7oGd3uW9Ytlc27/q9bqOj4+Nfv56v7wUS8ZFYPCAzLNc3tO2KZkScGGDpNWC7d/v/XIvk2lfBiA9WPPeNM7Zv0daAQ5/3rzIIAFMZFIcz7NH/vOAKyYe3+clU94DM8X9gAUiUJL90S5AWm2gzkJMBsg5QulLWusF5Rc/wA8sAUHWnyOsJyCOoA9LCbjhD78PhUImo8IQAOSklYeRhc7324P18D3sNuVVZDSYNdoDUMVLhSTMUygUMraRAO7ZJg8aASypVMoqZYNgWZ3IvWXh5XpgbBhPSM93d3eq1+vGjtCseTKZ6OjoyMbSZDKxZw8zxGLOIsaCyubktHDhfvnFmPdLsq3IeAaLxcIqDvHocG/39/e1WCysaAAgWiwWreiBuUbFI+022FaOVhpIz4Aw7gEGdGQg+mzRNJUdQvDg8eyQGRkbeOtIigBfsLxUxeLR9Lu4wEpzDiQP4fCyNyJS+Gg0su/EzgEjhV+KIg6uEcZaWoLa09NTdbtdY4Axu0taUyQAEdfX12u7aYTDYau6JJ5ks1lj/GDPkKwBWXgnk8mkyuXyWuEUMdg3ZKaiGsmaKk9JVvRBbzefQKMgpFKptUIpZG920YB5l5brl99NYdMqgteWPnF+hwxiGXONnSqi0ahtF1cqldYsIZVKRY1Gw3aqAWQxf7FHwMyRhMHqse0W452eib5qHj9uNBq1fWmJ01TFJpNJi0eMb/bn9fER9SKdTluLFPrkIQ3j3UV14XuQcmH8uFYSHarnua/9fl+vvPLKPbDTuwDs/sf/+B+SpB/4gR/Qpz71KZtg0vKh/9qv/Zp+9Vd/VV/4whe+nqdhL9/HjqDszwcQIK1YM0DVy16evSPgeDnTy7TeV8HP/HF8sCJjBLz4c+H9XoIFePIZvt8HP2nl0wN8+upe7zniXPlDhu0BLPfMny/yLMwfAYHA7z0WBFKkBwAiIAiARbNOz27xXkAn/h2CO4boTbYSQEC2DZNA8GDRi0ajFnCQFWEp8dohwxIQuT/T6dSM035LLEDPpmxO65S7uzur4kQi89Wx9GpDemCsEtS8RxFwTXWaX+Svr6/Nh8d957wkrbXs2N7eNrnTVzTDApXLZcXjcSuMoAUF54MvikDsu9az9yrAhecSBMsCkVdeeUWSzJeHWZsFs1ar2X2kyg6w3ul01rxetBdBgkN+bDabJlMDAOnt1mq1zHeJ9J7JZHR+fm4NpWE9+/2+eeSQnkejkb2HQohGo2HAFH+c92QhXzF3AbmSzA8Fm4svi/EPCGHMUemKHMv/sQKwHVkqlVorMuAct7e3rTUKz9EDLyRvzpFjVioVY20Y8/xuOp0aY8TcR16TVlI64xAZOxRaei7Z5osm4TCkJCQkI4ADehIC9mB5otGoXn31VV1cXFhywE4guVzOngUsOT0q8TVub29bex5k8pubG+3v7xsj6htXU8xATzzijLcrbG9vq1wu29zi+cKM4gsnXtbrdSUSCeVyOaXTac3nyybkzFXkSxLiYrGou7s7PX/+3KpVb25uVKlUlEwmdXZ2ZvOZ+D8cDk1uz+VyZsvArjGdLpsQ+96NFKExhonDjDFiMnMVthEwDAsLYENujUQiVvBBbCVBRsq9B3bL19cd2G16c/wrFovp4cOH+tf/+l/rL//lv/z1PA17eWBHY1bPVG1Ws24Cps0XmTyBn4UGoOYXcQak/6z/99vJwZ5JZHH2L753kwX0INFvhQNI5TPSEvDB+gRBsNazjN9zPp5x9CXn3DeCp/88XjDOCQkU+t3Ly3yOAOyzNwz2SH3eowgwwPBN4CSwEGAJ8NxXX1jCfaOiFOkmm82ueQEpimARZ/HjPsNCkTkjoXGffQEMWxLRjoOeTjABPHeq5JCEMpmMVdBSHEJAbzQaxlqUy+W1bbkIlL7xKOd3fX1tsuHt7a15nfDE9Pt93d4u96A9PDy0xRlgDShBkiZTz2aztkh7nyMvevTRcJVFg+asvril2+3q5ubGgjwLvF8EWUjYEgrZHK8ZbUIw4fs2GxQ6hMNhHR8fKxaL6cWLF8YMhcNhHR4eKggC1Wo1G8/EESQoxv3u7q6KxaJCoZDOz89NvvWJR6FQsHmEyb7RaNiOAzz77e1tpVIplUolDQYDk4FhGelPiTwNkwKLyNyinQWSIXYIWvGwby6FPsyfVCq1VgRBMguzyv0cDodqNBrWExCmq1wu2zODCSWByGazJgN77xtyJPEKAEWyyfkNh0NVKhWrjI3FYrZVG3EqmUxqf39fp6enazvE+H1kw+GwJQAUhXC9NEuu1+smm9KSBLkU4AOI9vKnN/7TtgZvL/7ISqVizC0+SarpiUMeIFPswj7PvtcmDJh/VtPpVIeHh3b/PNCUVj0+SdDxkKK+tFotjcdjHRwcGJtPXPYJNL0UuQ8kdKwtQbDcI9cz/fjtYEt5QQwwd4lZEAkkrPceu+XrXZNiHz16pE9/+tO2ofUf18sDO7xDm8zapmwqrXrZ+ffwvpd552CyfIWqN9QCFgFum4DLA04mC7/zcqr/uWcAkSQZ9LBdHA8WzrOBvNdfPy9fPOG9UxxHksmffJ4sleAFMOI4ePQAd8gGnCvyppcsOGcaFxM4/b32z4eAwKIN48TzwfOBTMZCQe84GDOOh5wAA0MWykbuvukw0gKVu8iqQRBYZSZBFTkVMMYi4gswYJQlGRuQSqXM10KScXNzo2w2awCCzv5k6fQ4k5aMK8Hd797B/Wdsp1IpW3R5L4ucb1VA0OV54imcz+fmBcSfw9jzjXBhm3i+MBHPnz9XvV63vVxTqZTa7bY985ubG9tWjYWS5wiDChvnJUf2LY3H42t7eIbDyy2saE/BOOx2u+bJisViVi0K40LFJ345WjuwMwFzgvvL2IORzmazBhTYuSEej6tYLJq8S4UuQB2QSlJBMYhnwxKJhIF+5DMSHeRh5gWVz+y0Ii3ldBrMIpn7YxKXmLOAERZy2owA2HgPTBfzmzmKVC8tPbjIlAA0YrIvCAB0Es8AJSz6gC76ZiLr0YsRLxt2ib29PWWzWbXbbat8HQwGJr+SDMAmEvdgmNm5YrFYWP85EodcLmdFWxRI0bKIhuKM0UajoUePHlky1Gq1jNUPhUIm+QPKJa3t09xqtazdCcwYIBdvaSgU0nA4tL2gkYwB1yS5JEmVSsWagmOVQAUhrnlPnaS3MKCMH9QI1gJiNesLcWkymZhawTMjNjKn7j12y9fXHdj91m/9ltrt9hoj9/M///P66Ec/qvF4rB/4gR/QT//0T9uA/Hq/AHbtdtu2jno7cObZIH7ufWme4SG78L4uz5hteuh8QQEsGcER0Md3epDJ773s5r8HNgtWxDOHXKPPhOgL5SVSP/lZpFnkPVMH0ABgAtZYrP3PpFVTZM6dRYt74SVT+nqxWHDvORZBAGmIhRdAwMIFwybJqr1YUAFBsINegvA9oFiECTach2f9ksnkmpEbMMH/AXtUFKbTactyASfIvwRD2ERAAgwL580iSOUdrGosFlO1WpW0XCiz2ayxF9Fo1I7FAglo95W6FApcXV2ZB4uxQBGCl2ukZYEJCzALJL4YFiOq/2q1mjFJSHbIxVQe9/t9A8w+k49EIraQAoJ4zvSnY2x0Oh3b0QCPI8+beQjAIT7g2/FzKZvN2rkNh0MNBgN7BmzVVSgUzCTPc0dapDgHRhOGgn008UkBmCkuIVFgkaYTP1tNxeNxXV5eGjhrNpvKZrNrldQAWb4PIA/oBtDRs5EKWUCsr+Km2hwwDfBj/2DmDXGiVCqtjS/GAAxYPB43hglfJV7B6XRqlZCAs0wmo2KxqNvbWzWbTS0WC5sTWDC8vaJYLK4ViA0GA/V6PUuwSKaIuTBvzF2qx9lGDkDkew1SzMGzikQits3cycmJtre3dX5+bkkHwJi9Wnd2dvTs2TOLJ/g3j46ObN5xnbwA841GQ8lkUolEwvyjAHzmCZ7do6MjScuksF6vmzwvydhrKqWZy1wvcRBfL22aAF2oDMTTWCxm/k/GB61M8AEy/1h7eAY0T/eNoJk7rBlYIPb3923utlqte8buy6+vO7D7i3/xL+p7v/d79SM/8iOSpM985jP64Ac/qL/zd/6Ovumbvkmf/OQn9ff//t/Xxz72sa/nadhrU4qV3sp2Satmorw8iybpLaCNFxmyl1T9+zwjBvjzLNrbAcxNYAZj5pkP7z+TVv43juvPh3/7DNYDSmQbKHGACt/vX7AjfIbr8cUavjIYb50Hlf4c+Tw+HoLlfD63ajgvu2LQ5hgEARZJvhuWBc8X50vQ4X57SYJgCyuAH863X+HeS6s9eP1C5it5uUY8SATKzdYuMB30UEPi8zI33wnbxbgAhJIpE+xhGfxzAWAEwbKFCfI1Y5hFguAKaMvn81ZN5/uoFYtFk1QBBxQnADrJ5jm3TeaqUCjYHposMrRq4X08p3a7baALf1k8HtfV1ZUxBiQeAHa/gNHz6/Ly0u45bOj+/r4lf4CYwWBgDOXW1mpfSxYafsdzxpPFvQbI89xheafTqfn9vPzOHEH+lqT9/X0r1AD8Mm7YlQPGz3tYN4tr8N/xXcx72EFJJvWiMsBQjcdj27GBxIO5hhQNIKJYyqsYd3d3JmPSHJlrwsvnW4Ewp7vdrsUh5ns0uuwDiAxJooSMCkADMHsLCSwzYIzYwL3Y3d1VoVBQt9u1e3lwcKDFYqGLiwv7LPaBg4MDa3ezu7u7VvWK3/LRo0cW02OxmLH5AF2APkkeSRZMNEwsiSD+v4ODAzsP7oFnRSnOSiQS6nQ65s+kEKZSqVg7JJ4TFg3YQ+a7l2t5/sREvxsKLCk+0clkonw+b/fde3zZCtBXwmKpwTML8OXnjH2K9k5OTu6Bnd4FYLe/v69f+ZVf0Xd+53dKkn7sx35Mv/7rv67f/M3flCT90i/9kj760Y/qs5/97NfzNOz1MmDnQZq03p8Oxsj77Dy4YzH1AM2DKI616U3jvd7LJ63ajHhv3aa3D0bI++OYZEwuaeVL8D4//g/gCIVWOyfwB3DAsZHmOC7nHQ6HbRHiHJAe+U7O0xdpIEmRrXn2j2vjfZ7VAmhxLcgcBLlQKLRWhg+L5yV1gCTyGRWvmxIxrAoZJN/LcwGcsPB6+XU8Hms4HFqVLxkqQY/7zjlh7AYwEuTZLgmWy1cT0qfNgwakGMBfMpm0+8EihbyI7E0GzNhAVsFX5PfXpDUChmfAO4we5nXkbHxzgGwWFWkJGCStSbftdnuNyYK1YZH0VcqAbGS74XBoUurh4aExffP53PZ/pV8Xz7ndbtt89s+l3+/rfe97nz1zqmgpAoKpQCqF7drb2zPzPK1ZJFmjZLxteBJhVdgpBM/i5z73Oetnxj6vJBQAa1q5MN8kmWwNyGU3Fp4vsaPValkRCklWEAQql8smtTJPkKbx//l4w7P21eywOxQ3AO6pNpW0xnrSvgJVwCdebM9FERPfScNq4kMul7OiIxhQAEksFlOtVrPklQrNWq1m7WYYi+zqAYN7dXVl3lmKVbCKxONxa8+Df5VWPDxvJMZ2u23J6cHBgcUGYnE6nVa1WrV1hgKkp0+fGsM3Ho+NAUfOpAqVAhLucyQSsR6UoVBIFxcXKpVK6na7Ojk5MZaxXC5bYsVY9Gws2/nRjobedPl83oopSHDwS3qfL+sff4gLoVDI2EC/rtJ1gJ+xNlAFTJxg3fHKFTLxt3/7t98DO70LwG57e1tf+tKX9ODBA0nSd3/3d+v7v//79WM/9mOSpOfPn+tbvuVbLBt9p9fP/MzP6Gd+5mf0/PlzSdIHPvAB/fiP/7i+//u//6v6/MuAnbRi7QANgBUvD/r38vL+KM84bfrlCJ4e3L0MtFEQIOktAdn7/VgAycABUoAjJBbvA/SfJ9B5ttAfl+vifEKhkDUg9iyiZwx9Gw9pmfERXHwPOQK070XE+XhQze+4d7B4LHIcjwWBNgsASYIABnEWMsAKGTKfIaBJq+pZAiXnw3f1ej1Fo6sWJYAsX2wDsGUMUbhAY1KA7vb29lqjWb4zCAIDZtFo1IzTPCP8J/P5XIeHh2a2xssWiUTWildg6/ALTadT1Wo1zWYz7e/vG3vlfY3j8diCP7Lq3d3dWg8pKnoBWnhXF4uFWq2W+Y08I0WxAP5KFliYNvx5HKtUKlmmPh6P1ev1TObc2dlRo9FYK4zh3vrn1e/3dXR0ZO1jGG+wU2y/Vi6XdX5+bgkFAJFdPvA3wUIA/gHo+CFpQFwsFm1MA97ZuikcDts1wvbhScPPyf6xjUbD2ECSCuY/cnW73bZdLWA9SK7Y7gmGmHYivjKX+QL4hIlk8ZzP52utLmAVYU8A9xT2sMAj49XrdUkyD1e73Za0BIv5fN7OD2CEP5HvKxQK9n0kDDDH8XhclUrFksNCoWAJCXJ8sVg0fxdV4bPZzCRbEhfapzx48ED5fF7NZtP2DA6Hl8UVhUJB/X7fqtJJqmAfaTGytbWl58+fWyU1EiMFWiTw7EVcr9cVi8V0cnJisidtYgaDgZ4+fWptb7a2tky2bLVaevLkifni6vW6NeEOhZZ98QDtsPPMJ+4RFarMI84XJhGfHL30YAI9EKMwi9hKjGIrO+IQ8YlYxZrrgSaeT8YQawpJN5I5cek7vuM77oGd3gVgd3Jyov/4H/+j/syf+TNmiP2VX/kVffjDH5a0lGb/7J/9s7ZX3ju9fuVXfkWRSESvvPKKgiDQpz71KX3yk5/U7/zO7+gDH/jAO37+7Rg7wAzAYhN0+dvkJU0YLn7m5VXAkS884DMAqU1mzx/Hs30ARQ+6+De/J7PkGJ5d9O9lgnBNsFVcN9fk/+/ZNsCF99bBbPI9MG28B1DoF7CbmxvLkJFrYKs86wZIov+RtKrs4/6wyLJASbKNvv09YCEHtMHAAEpZUPDL0aCTwEWFny8+AAAgVXGvYCIl2QLc6XTWmE5ABeCI7vWwGbB1sETIxngEGWtU5sIy0Zvq7m59X0cvbVCNSC85+rJxb2nlQhsRPjubzWxhoas9gGcyWTZ8lVbtbPwWR9vb23rx4oUxRPiTLi8vDdy/8soreuONNxQEgVXFMg59hfPe3p7ti9lqtQxokuBIWpOfpCV71mg0lM/nrZUL7N/R0ZFGo5F+//d/f00GpE2KZ0WDIDDWBx/jZDIxyRmGBQCLxMQ9CoLAql/xJc3nc/PGERsA68QTigD8ddXrdVsQmSc8RxpMj0Yja2/C52q1mj1TwArxi3iMLSAIAh0eHtq+viQvsIIwcpwzEjwsKcVckuz9XrL2CgDSIbEaWTkcXvbBAyBwL6gkpp2M/xny9GQyUbvdNuac5tiNRkOlUkm9Xs/AIb5RFIHFYrG2u41PuIIgWLMfMJ5gxKrVqnK5nB4/fqxms2kteujfFw6HrZqZhEGSxUNiMWPk4cOHqlarxq7v7e1ZsUw0GtWXvvQlDYdDfdM3fdPabh/z+XxNemUOoQTAJGcyGUUiERsvSKQwadhbYJRhc/EAUnTCWsS6xRo3GAwsSaMtjE+G+Ywv3AK8Eu+x/cDSIU1Pp1N94AMfuAd2eheA3T/4B/9Av/d7v6ef/Mmf1C//8i/rU5/6lO19KEn/+T//Z/3UT/2UPv3pT/+hvyOXy+mTn/ykPvKRj7zld7ALvAaDgR48eGAVdNKK7SKT9ezW2zFr/G7zvXhNpBUYBFAgjfI7z055gOcZJH62ybxtgjmYCYAVx/UeGhY772vzPjHP4PG9Puh6do7PElA2WynA3MB4sLDDXlFwAKvi2TCAMIsQwA52i/P1rUS4HyyA3nchyRY+9s4ERHjplXYDXhZGMubaJa1dK8CV5wlY8l42CisIjMiHMId8nw9UZNPIX34cI2WQsWJkRgJk4eXeSrJzkJZgncWAewvQJNvGKM6euYBvfD8AWliZWq1mwBdTM1IR45UeXkhLQbBslvzw4UOTtGAFwuGw9UsrFovqdDo29tmEnaphpDv22sQXGIvFVKlUtFgsdHp6amPLm7rZi5ZECfaDZsCMHdq9sMCzVy+tQbz8RwN0pCvGqvehEVcWi4X5/WhZUSwWbf9NQAAVjDxXD6aQVpnvMI+LxcJkM3yQxAbAHFIfzAgx5Pb21raPQjZm4WdB52ee8QGEZDIZA+WxWEzPnj0zZpMecOycARDfBCKLxUK9Xs+qIAHMd3fL3R+oEoXdqtfrqtfrOjk5sYppwCCJDs+L+EY16sXFhcWAUChkO6AQ69gKLpvN6vOf/7wqlYqNAd+fkf6oeDJ9cRPzgEImwBEqAmzv3d2dASBacvV6PfOxER9g1CjwIMElAQHUAtrwxYVCy/6bk8mquTgx2++4c3h4aFYKzptxTsLLeGE8wiTD3AJWUSF2d3dt2zMkY84fpYC4RczfZL2Jt6gGnMNwONQ3f/M33wM7vQvArtVq6a/9tb+m3/zN31QikdCnPvUp/eAP/qD9/sMf/rC+67u+Sz/xEz/xBz72fD7XL/3SL+mHf/iH9Tu/8zt6//vf/5b3fOxjH9PHP/7xt/zcAzuOxcItrbxuntni5QGTtN5c2Jv4yUDIevksYAPJkH/z8iCOxYzP+0IDfu7/cCzYJ/9iosAUMclZePgsJl0POlj8Pfji/AnOGNuh0DlXZEB6Z3EssmwWVdguACYUPs+H58F30EuOYETwAvBhzpVWGTDnAsPI8+M9tNvg3vvv5DwBMARYAtJsNjM5kj5lLOQwPUi9tMSgXUqn01lrUUNWzXkiVVGFxjPERwSrQQLBs6dtBd4f74+kKjUIVpVmyJyVSsXYHrY2Qm4DkEiyQH51dbUGtFmE2CdzMln2ZWPBAegHQaBCoWBV6oA0mJPz83Or+EWCoQ0D/bto6ZJMJk16AqTmcjn7HIkCLZdgjW9ublQoFHR+fq7pdGr9A7me6+trlUqltZ0tUqmU7b/55ptvWmEPY4e5DmhirFGxenp6alIdQHU8Hiufz6ter9uCjW+QjdlJiBhHMKrYDDx4o8hFko1Pzw6ykLNfKEwIyREsMolgOp225w2Ii0QiZuIfjUbGwKZSKXvWLNqATs+iS0tWFYCIZEysQHYlBhCT8JBhccADCdglkWI+wR4zl2CwmS+RSMRYX+YsFb++aTQxh33GSWRQAbi3JHkUc1D9jcWD6/UsLBLu3d2dJVgwoEjj2EcYm1S8s58xtoPxeGzjFKmf3TSI80jSxHyANsURXtHiev02nKwxNEUGuDEuJVkhDHYG5FkPyFBOSGa91xmATHU0rKBfD7jv/X5ff+pP/al7YKd3sY8dmYynZiWtGTS/2tdnPvMZfehDH7KKyF/4hV/QX/pLf+ml730nxm5TVvVgiZ+xqG8yYf7lmTsPEH2FEceT1oGctN6gmPPgffyOQOV/z2cJYMg9BEFf0eaPzwK6GWSlVVsSFnyfRXlJ1x8fSh7gwDXzfrxUi8VirSLSF3rAmHpfG8CGZ0JQh+GTZDIBGTLXScAGWPNzgguslK808+ALxggfEWAJYMrCw7nh++AZ+EII5B+M5r4Klio//C+wYsgRfAfB1Fcgcy7RaNR8PoBTQADvZZEFbNN0FGP0YDCw4MsCwx6k+BR90Q5gORQK2aJBqwnaPbDQ0lMO/xYZPQ2Zabh8dXVlzxgvUiqVsiSAe9nr9ZTP541NQsryLDznkUwmrScaPbRYTLlmrgtf0/Pnz1Uuly3ZQL71IIbxAFsCsK/X65rP53r11VeNSaShMMUJu7u7lgQA2jhvzgsfaalU0tnZmSQZIOE5Ue3MOQJqW62W7ZEL64fZn0pNFk7iBZLj3t6e6vX6WhNjvJGDwcDGPmCJatXBYGDyoAcfs9nMwAIxgrYyhULBkgsvaXOfSV7w+fX7fWWzWZP78YQi7cKWMcaJnxyfuUS84bnxGeIAIIU5SYzEm4ifl0IW5iD2DWllv+CZehsKx4tEIgZagiCwue/H+93dnW2NB0vNMyW2Mva45kwmo1arZRIzO31wXiTUWEPYEQpPJx5Ixhngn9iMtzEUCqlYLFoyiTzvfXrb29vWuNqrO0EQWFIiyXy1KAKQCxS5+MI5ip1Yr2mP9AM/8AP3wE7vIrD7Wr4mk4nOzs7U7/f1X//rf9W///f/Xr/+67/+UsZu8/WynSc2X14W3fTG8XNYD/87z8bxXn97PSjzIIt/eyDkQaZnz3gPn/NGe89uwfpxrv77vOfPM5K8398H35sN4OO9Dt6/BvNH4AdE+Ov0DCCAjMkO8OC7CeYEbQKoZ8JCodAajY+HJhQKGXDEYOvBrffnARhZ4JFIuLfsdAD1v1ismrMiM5A90m4DsAFz5Is5kDUzmYwxGPx8a2vL5EGeDayNl5MABniPJNnWYbCnmOJhGygYQIajwWgmk7GGv/1+364b/xXsAYsMQJhFD58PLGuxWDTZe7FYGLsiLRO5eHzV2JmFkIIYrjEWW/biu7291cOHD20swv5FIhF99rOf1cnJiYElwDXNS/FabW1t6eLiwnrAwUDgEby8vLQt1ACpeNgAyf1+37x2MMPValXZbNbkVBgYWKxkMql+v69SqWRmepjcnZ0dHR0d6cWLF9aGBwsGFoX5fL7W28z3VMPLVSwWNRgMrGAG9gXgwaLOBvfMexgc5tL+/v7a+UlLQJLP5w3EeksHcxZgBztKIRCxEF9bJBJRs9m0alaYPS9hEyO454B+ack48m8PxgBFjMvhcGj+OraEA9RzTb5qmLlHoZCf1744B6afuMq9JeGFVYVx4j5j7+C+8F2QEgBgmhNzPDxugELOF5aL8RAEgbV98rEYtq5YLOrm5kbtdttY2729PQPIhULBYiW/K5fL2trasupcgBwFTmybRwwCHCL9Yj/wiY+/j/ycymBiPODaA3NIBeIu9x11A5acz//JP/kn74Gd3qPAbvP15//8n9eTJ0/0cz/3c+/4XoDdphS7KYX6l2eVeHkgxf+lFQXNz7yER7BDDt2UfgEfBA8PMDmOL3Tw/jEmCP8HbHgg5b1UHtT5Y/vjzudzq4LiOz37yf3gnAGd/hp8RgUDyPfCAEoy2YEJTRbuCymQPTk3zo/gDKjjWll0kP4AT9wf7gGSLbR/PB63FhR+H1eAn996iMyU4EN7BD7jwZnPOgHJsDJkumTOgG9M4gQ8esktFgvrI4aZnLYgfhz74yMdtdtt8+FRmUhlYSQSsWwftnB3d9caoe7u7urZs2fKZDJ2rwi2Xo7xhTCSTLZhcYSpAkTikalUKtY1P5FI2MIYj8c1GAzUaDQ0nU715MkTKzxgLDAG8IZ5ORpfFQsP3wmTgncrnU7rzTffVC6Xs9/hYWT/W1jXra0tpdNpvf7669YwmUWXxYY/+KF8zznuH2yIf26A8+FwqIODgzUZy4+D7e1tpdNpa5jMmMTLdn19rV6vZ8mKr5SlCpaGvzChMFvtdts8hZLMQ3Z4eGhFDhQR3NzcWFUrYJ17HIstGwPzvFOplCqVylr1KXImhTyMW+4lFcn4zfL5vEnSvkUKLBqsKWwzc4C5xb3EA4Yvk5gEk+ZtITBQ3BcANNWpFGkAfH0xAQ2kib/Eai9JMt9JvGBQOQcSR+RqGP1kMmmsKkkXz4r7kUgkVCgUtLW1ZVW2zNGdnR1jagFwnK/3yz169MjGJOOfohFJpmoQt9vttsnEkmyc04CYeUBcn0wmNie4J6gUxA3aMcFmEodh/V977bV7YKf/R4Ddn/tzf07Hx8f6D//hP7zjezeB3aZfjtem3ErQ8IBr8z3vBPY8Y8dE9VS6B1kvOw/PFG6ycQQ9z74RVAmwHkwCuvx5AQYpWwdk8Tu+S1rt/MDkIwBLb22M7D/nGS1pVXXnwSFyCeAOQMI5cL9gaAClAAofoAmiyCJk6dxbz5T57Jfz5/gsHj6Qe0mFYIuMCZDxEvymNAtjhGwIKOM+0gEf0Ae7QuED1ZL47MLhsLEg3DNYrm63a1Ic44frZHN4gKtPCgjGLDb0FOv3+0qn0wYMMbJLMl9bEAR2TfT24zx9E9yzszNjSBkfZP3YJTj3arVqC8HOzo75Cp8+fWqL83Q61enpqbVq4J6WSiVjILk+jkvLGj9XsYnAhHpWt91ua7FY6PHjx/Y++pkxlyUZsNja2tL5+bktep7tnU6nVqV8e3trDYiz2ayxTswvn2SRMHkLA/vzMt6RngFPsDJs7s7CPx6PNRqNVCqVjGEB2JLMwVizPRgeTObQ9fW1AQ6unc/SBomdMSRZ4Qa7I9CbkbnNZzleKBQyryrgFFsD8jhs+vX1tbFR0+nUvp/YAjD20iUMEECPZynJWFgKYkjQABUkNbPZzMasj+PMK7yneDjx6cLUE7eoJubcvR1nMllurUUrFYqU+LlPlkKhkN0H7h1KFbH07u7Oir0YI9gOsHNQ8dvpdCyZYFwiscIAh0IhW1v9Okg19+3trX0f95R1hLhEURQqDYVK+IBRE3zXgNlsdr/zxJdf7zlg96M/+qP6/u//fh0fH2s4HOoXfuEX9JM/+ZP63//7f+v7vu/73vHzm8DOgy8PojZ9bLzHs2e8b/O1yf697Fh81rNL/J+F/WXvB+i87Bw5NxgpJg6ZovfobbY4YYHZLP7gejaBr/etBEFgjBZABvAWCoWMwfKMGwGTzAxGD6YKZgS203vR8PYgTXCt+JK8HEbg8veX4IXE6b0wvn8WCzQBhEUAkEYWTxAFfCHnIrlyTvSOQ+6bzWYmYbIZNr3iuI+wkbTmYGHmdxQESDJPHP3JJL2lBQXSHCAINoEecwBYvHo8W4AnjAGgAF/Q7u6uut2ubcCOaRuA7r2L+Izm87k1xUXW89XaOzs7ajabxkzBmCAPwm7wPblcTrVaTUEQqNForIETaVm4gJTU6/U0Go2sYevp6akt+CyCzBMkXUAH1wrbcnd3p4ODAwO48/lyb9tisaiDgwMDtWxIjzdqsVio3W6bZwr22DevlZbJEBWY6XTaQNp4PLZmu/x/b29PyWRSjUbDFnYqNhl/jC+uj32RKaaByaW4gD5ts9nM7isSO6wV8xsWiUpMFumbmxtVKhUDEUhzsI/hcNi+g0SF9j+MGXboAAT0+30Dk7TSqlQqluD5eUYCxbZnNPslrsFqeaBM/0XiFKwucw0mikQPNpJnAQCdzWZrewozLgFDbH/GfPQxHiYXtYPiHj83iQ/svMGz4RmjWtCGhP6QrD0kYtKqtQgyL2Ol1+tJWiZtgDEq7Ul42CEGVg7WnWKQUCikXq9nBSX8QXr3BW6++pqYjYICGCZmkCz1+309ffr0HtjpPQjsPvKRj+jXfu3XdHV1pXQ6rW/91m/Vj/zIj3xVoE56+z52/o+0qor1L+974+UnIa+X+fa8x43v8O/z8qovUuCzkkzy4xwAX34RgFnkhecNFobjeaADiEFOBIxt+vIkGVAEVPlj+4zPg0RkFd4H0OFcCWqYmckEod9ZkABM3kvC9fvsHh8LzBhskPcshsNhy/4ImlzLeDy2YAiDyH2j/QnBDe8SgI9MnIao3DNYIY6NxB0KhdRqtYxJ3NvbW/MEEbzwGAIustmsVf81m01jwtLptBqNhhaLZbsYmK2trS1rcEzfNw96xuOxAb9isbiWOd/d3anX61lAxZPmt/eilQmsBxW4gB/8ar1eT+Vy2aR3FmWOsVgsbH9NmssGQWDNb6+vr3V4eGhZOgsP/igqZafTqc7PzxWNRlUsFk1GZWFCjkaqhKl68803jdWQZO0xfOHXYDAwvyH3FUCKbOv/wEz6psZs+wTQz+VySqVSikQi1rSXBRHZD2aIa0QSnM/najQaxryVSiUFQWCyM1WLLJxIw74wBOmZQggYE6RZL5dJq11dSGq8OR85EL+cLxJiPAMSmZO5XM7GEtYIgBDgASBEJTzf1el0VCgU1naS4fflctmkVLakY94Ql4jtzHdJawnQfD43pgrWnPYysJWegYNVg0HrdrsqFApKJBK2/R3PajweW+sjJEh+7xNqVABveahUKhbTvZIBMEb6JtbgZYQJjEQiGgwGCoLAmFeumz6CJFm0G2EcwWgD7gFriUTC5jFJA9eQTqdVKpUMILP2MFb4bsYWwJjrBvSh1BA/YTj7/f59H7svv95zwO6P+nq7nSc2X2Qz0jqb5wEU4GRTQt0EhNLbM4CbMvCmVIr0w/sALQBKDwj99xIU+L2XPGHFeL+v9vQVpJ6dJBBs+vOYXAR/FisCvm874JkCJqz3HLLQeDlbWsmnADLAJffw7u7OmDMYSxZQFgbfXJZKaeSru7s7a0dApsqC7EEv9xXAwh6cZM+AXaQTACcLLx48vleSBV72AsVng0GfXmo8K0Cm3yKJ4oFYLGbZ93w+twa0LIqAbRgWNg1ngYMJBcyPRiNjEJGc/HE4h2azqaOjI6vu5JolqVQqWSd9GBhM49wXFgruMx4qL6XDGpLx93o9HR4eand316TaaDSqRqOhdDptTNLZ2ZkePHhglXUs8t4HxvjI5/PGWtG/i96AyIrpdFqdTkdbW1vK5/Oq1WqSZIs4rAkshmfQs9msbUKPOR0PGz7Cg4MDTSYTtVotA0E0FE4mk7q6urJkAgkS+0A6nbbPcO9oT0EbC1hwSeb5zGQyxmojpbKISjJjP60taBQOK0UhEFs/PXnyRLVaTd1uV9Vq1ZQRqoFLpZJCoWUxD8U/AA4WaBInFm4SBG8h8ZYMgAIAKJfLmT9yMBhYsQHP0bdsgRECWCAz04gcuwOFON6ry2fZlxYPGvOOPpCoMFwvEnI8HrdEjlgDsAFcc++3t7dVKpUstknLBMFv9+VjdzqdtipjxoSXPonneBWJ58RgbB3xeNz6MnJOtCYiflMtDRCEFcVPx7nin83n8wbciIOLxcL8yygYrInMUa+gEEexDg2HQz18+PAe2Oke2H1VnwEcea8Y/5dWuzPw+7cDcJuvt5NoPWBkYdsEaPzcZ3UEASatZ/IIiARtgCA/4z0e+HnQuslW+rYivBd5xYM+JjqB00uhvqrOs4lch7TaMYOFygNM2DlvPsYUzXXA5Hkmk+NjwEVCQl4FgBFEaKPiKzcBXHilkHWRlJEOkXA4JxYTMnLAEqCG4MuigYTZ7XbtOkqlklUEsviw44GXkxmbg8HAqk39/SWIklUjOcKSLRYLa+7qtwPqdrvWbsKPN66Bc6FScG9vz1iW+XzV9R/mAVCEzMkYQXrz3sTZbNlHkWrWxWKhcrlsXkC8Ynd3d9rf31en07FGrGzlxn2QZL4gbyvAOoCsTXPcq6srJRIJA0KwLTxXgBZbgN3e3iqXy5kPkHHPmPU2Dc8ssecniUan07EECSaD3VW4bpjYZDJpshfPEtDvpUHYFa6D1j6+BVSv17NKR/r3UdWKB7DZbGpnZ0eXl5cm0YfDYfNsSjL5jF1OJBk45rwB6OwkQjNmmCm/ewWWA+IXTB3sJCZ8GiTD0hL7fDNemGPmBdYIpEr8XNJqL14SGuRhYh/vZR5TqICFhBhDsQH3FEUCiTmfz5sPEVkYoMVcwGPHPIQhhIUHjBPfAVc811wuZ/OOc/QJeygUMmDHWkkRB1YCGEsSBhI3b43xTBzjgNjO75hzjHHGJ+ubtybxrIiPMJUkhPeM3fL1DQvsut2ulcr/QV6eXfOsGsHQM1q8vhJbt/nalGo9cPNAyg9uPue9eh7Yee/b5sQgoPF9HjxxLgRYL1uwQPkM0bNzkswczvnA/HjJFw8MgcdLptxHD+KY+P6+MMGpvuNYHhATPGE3kFg9iPZSKpmr99cRfPkcwA15APlHki36eF1g2pAQYIQI2uFw2BZWWjbATOJRgz1DviRQ3tzcmGTHws45IPOxyHhwuVgszPvDM4cZ4bsA8KVSyRoMc+8xM9PihErE7e3tt2w/5rdcYiwiuQF6MEl3u11jYFk42Hbp+vrawAfd81ut1tp+k4xZkiB2FpjP5zo5OTGP3NnZmQEoScYQ0dQ5k8kYW0d17mAwsCrbo6MjTadTpVIpYwy5ttFoZAvX7u6ums2mMQw8W5oTz+dz1et1GwOwRBSk4Itj7PF/5hFbNAEAuY+waiQj4XBYjUZDqVTKbA8APHbt8O06YLdgbpl/gO3RaKRcLqdms2kVpPjeDg4ObI7DSPX7fb148UKRSMQKPHZ2dkzGp0il1+spk8losVhYrz+ATDabVRAEBiQZ9+zUAaAql8sWP7CWUGyB1wymh+eFjMmYi0QiVknKFmvYEZDAGdvsn4tnsFAoWNwieeX/HmyRyFQqFVMfiNMwgfl83gp78AWSHFActbe3Z/sl+8QWZpEiINrZUEDEvSOR5flyrSSoJLYwmthiIBi4Js6NinYvrwNKk8mkNQcnzgOISfYB+vg/kfsBgsRiX7wxHo/16NGje2Cnb2BgR/DevPyXyahv99r00nlPmpdU/e94vQzs+e/2Uin/95/ZlHA9GPLv8Z8h8wF8eRaOoO0rW/k9bJjPjjyAgwmDsfLl+QADf42bBRpesuT/Xu7w5+ElZr6DBRUGiknPog7ohBlcLBbGxsDwEczIkPkOpAgC7qYM7P9m8eca8bgRfGCoODcM17B3LPq+JUUikVCj0TBWMplMGsCYzZb9sVi4b25WW14R9KiA9DIT/ewI0LCNgAx2cPCesng8rlKppL29PdVqNW1tbRkAo18d7Mj19bVGo5EKhYKBK7+wsqk67AKghbYcuVzOtnTCf4c8HY1GzR+I0X84HBpbgOm60+mYGZ/FG1l+Z2dHg8FA7XbbfGe+3QXtHwDYJEcUE/x/7Z17bKTXed6fufBOzoUzw+FlubvSSrKkOJFTS3atBK6VCI2NwIngOnYBw5Ybx0lUSWhiIK2dorX9R2EHNpoCsePkj0SCgThOkVSRUSCJW0eSkaSOL6lkyZYl7S53SS7JIedGzvDOmekf7O/lOyPuTdKKu9zzAIvdJWe+73zfd75znvO8z/seX1jb93vULJ4toXUWUpCjWKy9cDSEtaury/ow2cSQcEJRvpYZKia19Ojv7GhCYszi4qItLHi/Ub543twTxhpPEFAh8fiurq6a+klWZldXlyWCpFIp86VBzhuNhiWukPVM6RDUWrbsQhnGc0hf5xo7w5f0MdRIahLyLHnGxWLRSAo+OD6DOZ8xlQUdiyP6Hn5Vngf3jTEAdRolDNsBi0Cv1GMPGBoaUqFQkLS7sB0ZGTEyxuISD6hffG9tbVl5IBY/kP5ardbmX1tfXzf/YW9vr2XUok7T5kQiYYWOpb1sZsYLniVjLuSP8Zh2Mw/48lJ+/OaZSXuJdozlkDv/TPE0orQyl7AAJNQfiN0urltidz7F7nxk7WLw4Uiv1nm17WKqnVegID4XUvX88Tz5wgflFQRCmnwGMPD6F5MX2ZM8SCYDLH44VDEmNMKu0WjUUtV9CIpzMWFL7QWhvRJHm2lHJ6H095ywEyoY7WRCRVmTZEQGdQ4fE+ohZI4VOYSXQY3n4ictCvgS2vVJJcVi0WqISbKVKuGxnZ0dKxPgC40SWsHjwwSIqsNODnhPotGoDbIoSNls1ggjhLdYLJrZ2ZPsWq3WVoCU8AaEhX1HITf4mfB8kSBRKBQ0MjLSthdoX1+fZmZmbPKWpKWlJSN2KDU8K/oahIFN1YeHh01lbDabKpfLbb6bXC5nhBAC7Mt3FItFHTlyxArq1uv1l/nZSIrBl0k2J/1wdXW17f2ibE2r1bKwNoubsbExSTLSxLWSYCPJJk3eW1+P0de5g5DwnhYKBe3s7BgpQl2Jx+OamZmxdwurAAkGkiy5h2xQ+iV+tKNHjxqpw7uYyWRM9WXSJbGjXC7bc/GKEaQ0kUhY6BbV1YfEO31ZqHEkWKBYb25uqlwu68iRI0aa+vr6tLCwYO88HkvM/5RBQeXGd4gnjrGFiAdKF6qn3we12WxaSR6v+uH5YpGK4opqxeKOZwrRIwyJp5T+h9cym80acSQczUKDd7dYLJr3j3A2BBurAGMRNgFCwmRYs7hhbOS+QF55zoyFjKWMeajeLA69tQNPMyRzdXXVbC2864Tl6f/MDzwLxjhsAEShuD5qWt56662B2Ok6Jnb7KXb7qXWdBOpiRK8zNOvVsUtR7VChzvf785FBPu+VJt+WThLlyRSqmLS39RmDx37f8R48QjqSbPLhhYMkEoKCgNEWFAAGFpQPCIi0V52ca2Oy96oe50JZY+DwZBRSiEkc+Z8QKgNGLLa3By2DM6oAfh6+A2HBV8gAg0pJ1iSEjfMSliiXy1pZWbH9PCHDhHMo8snKPp1O23ZYZNdxTgiiL8PiS9AQomJyQo1glYxysbS01JZxRrZiLBazayYsQuik2Wya6jY8PGyKI4oaih812Xp6epTNZs0o7/tqd3e3JVtQALenp0fz8/OmWuBtot2Eysrlsk3gqFBU2cfoz84XEMFWq6VqtWrnZjsk7oskIzOEUFut3cSSW2+91UKIjUbDFFPUO7Iq6a+QBEmWnLC8vGxZjLxbKH2Qp76+PlOZuWf4CVHlKKmBz85nfTYaDbt33BvO63cr4X3y/ZhMbUg+/4YALS8vq1QqWYie5Irt7W3zcvmJGoWZhSHjAD40tpJj1wPee0ggSler1dLS0pK9ayhuqIGQvFKppK2tLasnSL1CQonsAcz9YhxCGWfsoCg1iwjULqIVvD/0m2Zzr+QIYVsWQTxvvkNCwpkzZzQ4OKgTJ06YgsaYynNGvYTg4XXk3hG+p6xJIpGwPkECCPeRzGwWI+vr6/a+c42pVMoUP54hNoBUKmXjAn2Nv1kkS7KMW8Ylkm94l+jr0p6izM/8/OSFE8gnz6zRaKher+vo0aOB2Ok6J3adD9+TpEvxwIFOQui9aV6x43fnO3ZnKHW/tpyP7PFdgMTOhNR5bAikD6/SBiaDzrAyx+tUJ1EQCN96YurJGiQHHwcDE0qFDwlDAn1Y1fvUIJCspLmvEDyO56/XK5Moa94sjCoDYfLeHO6ND5t2ZpNxPD+hEr7w56G9ECVfHoXJic+SuclOGNJuLSlKCZDFyL1FJfOqHxMBbYB0sHKnPZR+gYhJshUzxJbrGhgYML9cPB43FZykCDI0URjj8bhOnTplSt7Ozo6ROsqfzMzMtJFeJg5CWIST2MKIPSrX19dNpUBxkmShbhQ7QsGoDb4+H1spMXnWajWbWL0Hkm2zIGYcq9Xa2/eSMCATHkqaD0ly/1GFfbFa3r2FhQVTgshe3drasq226FuEjGu1mmVITkxM2LtACI7EAdqDYd0nF3jvHaok2c4U8fXG+J2d3YK8U1NTpix7RT+VSpnKiyLK8fGqjo+Pa21tTcvLy5qZmVF3d7eF42kHxLhWq9kepSg+XCfqIws4yFrn7yBSvpgy4XVULN4dwrq0tbu7W9Vq1Z4ByQIsDFj8oXitra217anLXro8A+pFzs3NtZX9YBcPxgRINuMwiiJtk2QKZSy2W0+P62Cs4jk2Gg3bQzkej5vyiUrP4i0Wi9miAcIFQfY7+TCWc9+Zk1CLfYIM95uxm7Fre3vbnhmLdx/54d76XW14NxlTK5WKxsbGArFTIHbn/VwngbqQ9+584VvIT6fXrfNzHON857jQdzsVQo4FMaDtXi3z4Vl/7E7Vzh+z1WoZqYEk8RmOzwDG5324CnLpX1gmCR9K47ueDEHsUAghmNSEQ6aX9lRAvBfI+wwoqGwM+oQVuDZWpQycvjgu+zfSlvX1dfMMsfKFcDLoMJHieeMzTFSUR6Bt1IEi65HJEvWQgYzVOBMx2bGlUsmuhUkM/wkeIUi/J4B4WPwgjv+up6dHi4uLymaz5r3r7+83zxnHwXfFBBmNRjU/P6+hoSGrHVar1Wy7MvaUJaSKsoIaJ8m2AiOkBjmHKOXzeW1sbOjcuXN2TyiFAjFniylUH0JfhJkoRUOYCGXVfx5iQ/geUkT/g7B4VQJ1EpWO43Z3d9ter5IsjO9Vie3tbQsjQ0wJ+Q0PD1vWKT4nCAdKF+qN96D6orpkcHrfJ747vI945EiwiEaj9oxXVlZMwfLZtPQn+oqkNh8jodNyuWzjMGWICD2iwHA/UD0hOslkUplMxmqwQbDq9brm5+eNrJKIBOnmvaHAL+ot4cmxsTHF43EVCgWzkeBrI2TJ+MM959lIsjIuqGUs9qiLCHln8cbezJlMxkKVLC4hbyyCsD34ciyMj4RVGc9arZYpjhyTciTx+N5e25DWWCymgYGBtl0rUIiTyaRlsbNQ29zcNAVRkllffLJZ54KbxTbqKmMUpZ4Yx/AcMnbRx1kUEa7mHeH/rdZuwerx8fFA7BSI3SV/71LUPODJklehOn/vb7335V0K+H4nIfThx051rpNs8vnOtjCoQoYgUp3n4/f7kUPvw4DEoIr5Y3E+JlJeYn9cT7j4HO1jsPCDHPfbm3B9aMsTYYgXgw9JD9JeQWLIBMclRMNgh6rHZNDb22slPxgoIXaEtFjtMjARysMjiI+L5ArOxWQNmUqlUuYHwx/DFmGEKrhXhFww3aNmEMaFBDDwd3V1aW5uzsK3eKfwA0FM4vG4mfQ5N+HAoaGhNm8ValVfX58KhYIRE/o/94gMP4go9y+RSGhubs6y+7LZrDY2NrSzs6Px8XEjsL4fzs/PS9pLjEHlQx1ATVlfX9fY2FhbaIdJemRkRGNjY6rX6zp37pzK5bKOHj1qSqsPkZK9Wa/XbaeDSCRixnuIEc+X94IdGiBUtK/Vahnh4V709/fbBu+xWMyI4rFjx1StVs3nhYqLh4mxhoURSh79HE+q96NGIhFTMAHPOBKJKJPJqFgsWvY1oXm/EMEXCvGJRndLo/gSNLz/9EN2FyHRBDUNUsHiAW9ovV63cKuvV8m7AnGHaLHVVjS6ty0YyjB9KJVK2ZZdkDzUp0ajYQuLcrlshJvEhkwmY+rc0tKS9XFKsdAOFFcWNPRF3k0IMm0lYYN6fRCttbU1U7Gr1aoVsqbkTb1eVz6fN+8bYwWLTQg9CiCLCXaTod9QMw9ihhLLvWGRwrsFCWM899EAH/nhmmmb7w/88cfy8wFjBmWNArELxO6y0UmELkb0vO8N8G9IlLT/LhYXQucx9yOU+FN8OJbPesLZSaa4Lkm2MkIh9GFF/s3PmYhQ2RjIefm91O/Dtn7w9ZmnhDRoI8dn5Yefj4EYQslnPLlDueOekDHLzyA63l+EcsSAy2TsQ714zlCvCO9xf4rFooVFeBZMnNS0YoJD/ZFkYTQIK/XQuA+oNihXeLa4XiZzSkQQeoQckBhCSIftkDCH7+zsmJpQr9cty8+TYozzbEFVLpctfENpBp4J1w6R2N7etozfgYEB2/LLl6HBJ+gXGaurq1pZWTFjf6VSUTqd1k033WTewUqlYp60aDSqbDZrhLDRaFjtLnyHo6OjltUJmeH9GBwc1OzsrFZWVjQ8PGwlMVgE0Gd5NiwWSqVSm7pcr9eVy+VMfZ2ZmTHyQI0//4dFAteOHw5CxTsB8UokErYASiaTFpojkYCwKSqZtyPgj2P7MN5fwtqoVV4tYocLVJa+vj6l02lLpOD9ZdGE6k/YM51Omx+22WyapxIFPB6PW5IPyicZ6yjd1JSjXiDvO7YAQoytVkuFQkG5XM72PvWb2eMV7e/v1/j4uKTd7fhYfKAsjY6O2hjAc+U9RI1bXV3V6Oio1tfXVa/Xrd4cRJNxpdHYzUjO5/MqlUqWxMJ4ynsUiUTado3hXaaGHSQWwuSjCYxvqLWQUhJKWLzSpmq12qY4+3mJsQg/ZKeFhkxnxmTGJt4Vv4OEX9wzF/mFsJ8LmSv8TjfcA+YnjpXP5wOxUyB2r8kxLyVs69Un6eVkj4mMz1yMLEJqzof9Eij4Hqsy2gA5k9rJZacS1/miMehAqLh276djImcAgOxAuvCZeDUBr5e0t0UYgzQDBfeK++XLpfAzyB4DMWZhroH2QKT4LPfGH5dEG+4j3jomTo5HSKXZbGp5edmeI2FZBm9/732omON5lRDFB9WD2lmoJLSFLG/IAOVDyJ7lGpeWlow0MJj6+8rzisfjlomITw8TNeFm6oL5ch08q2azaYSQemOY0CVZZiCqJMb4RqNhCsfQ0JAqlYoltDDxEPpFCWMyQRH2pvS5uTkj02T2UhICjxR16+hzkBBCbY1Gw+qr4bfj/pF0wvOCYHd3d1vomneE/gGZLRQK9mwgF/Pz8xoeHrb+ybZuXV1dyuVy2trasv15/RZjvCeoLJFIxELseKp4JvwNESZkx/OBUFEwGfUlnU7bs0JtxkMHIU+lUm1JVTxPnjs1zvy40d/fb7XgqPuHYkt/9bYGfsc58LyhKnJvYrGYFhcXNT4+bttiTU9PW4mgTCajTCZj/d8v7FAfeafIUOeaUN7T6bQtmPBZUsSXRAHCjTw79kjmnevr61MikVCz2dTCwoKNY5FIxMq+jI6OWlgfQkpYs16va3Jy0u6N34+Y7F+fgMMYgVrcau36jicmJtrsNK1Wy9rFO+YXuP5+8D36kbfd+LmKc3l7AQsN5gdUO865nyghyRYBrdauN5jtAwOxC8TuNceFwrY+ieFCapt0/hp4F/Lj+ePx3U4FznvrePklWRFNL3PTDr+6kvaK//JdCAH/hrx5Zc8PZD7EijLAC8+kwjl9nS/CZsjvrO4YnGiXT7BAfSLcBEGhDRAmiBcTOZOZzw702XxMpIRNIamsyiE+nsywCmegxRxM9X4M1nigotGohV0we+P3w2dGeAlz8uLiopW/kHYnATa9JzP0tttus2xAtjlDlahWq6bMJBKJNrM9hJ79HtfX180PODExobGxMZ07d85KqkCiIL6tVkvHjh2zgbivr8/2vCTLEeWEybxYLLYN8LFYzDxeiURCKysrtnUSYUxM9V1dXUaymJjX1tbs3yS4sEcvzx1yBvEYHBxsIxkkR1A/EO/W9va2KXD43VC7PWEne5TdQ5hgKa0h7XmX0um0heUKhYKZ3jc3N1UoFLS2tqYjR46YgoPqiupIWJN+3NXVZZ5DvFj8HjUQ4kOizOrqqvlJKWvSarWMjFF2hsLDPgyKJxP1iPuDt43+jw2AkD3EivdnYGCgLWucBQSlNlBCCbkyHjDZo8zxee4NHkHqo/Gc8KHFYjHrQ4xvjEX9/f1WQJitxFgo0b7u7m7zqDIu+Fp4ksxHt7W1ZaoTu75AWBnzaBtktNVqWUTAJ6XhT+SaULjo+5Qw4bqpJLCzs2PEnXeBuQAllc+xmGXhix0F1Z/33iekseAiBM28waLJR1q8KMAiCtWSxQP3JRC7PQRid4WxX9iW1c2lhG/3W6VcjNT5Y3iF0JO1TvLZ6U/rPOd+bZP2/Do+PAqxgijyOfwR/v+QN0KQqHy00/s0UBv9yt2XvCC8wYqStrPKZUCHJEAsmeA94aXtPnzAQIyZ2hNXVDfIBuflGbA6hdAtLi7a4EfIlevGwyfJ1BMGUWlv4sEnh38OkkqIBPLKBMkzJmTCpM5xKFGCeoPS46vPE65BSSBk1Gg0NDs7a0kk1C3b2trSmTNnTD3s6+vTsWPHLCzow4EQWBS2bDZr2bZkva2trVkGLAsFaW+hgVcRJWtra8ueB/3Gh/17eno0MjIiSVbqBa8gKoIkM637DdLxp3EN0WjU7p8kK3NBaQra6D1cnNPvlbqzs7u1GsV6uaZoNGokFyKPp2xjY8PuD15ExhkIGgsHSBbvLUWhZ2dn7f2Ox+OmYNK3isWihTB7e3uVy+W0sbFhoV3sDijchE69ZaPRaCibzVomJu9+rVazDFoIKESH7GQmegieJ8qSrLAuyQIQ9VwuZ++ZtLf7S7PZbFMbV1dXbZcRXxYIHyFhYzybo6OjNrYvLy8rmUwqm81atjjHWF9fVyaTMYLCc+nt7bUs5kgkYmo3v5P2CrrjG8SHBmFDmV5bWzOyNjs7a8Qrl8tZli41AilSjJeYZ8d5CHVDenkejIc+GYcQrLfioNJBsn2mtJ+HSKjwiRWQVhYghNoZf/xcxljOfa7VahoeHg7EToHYve7nZzKCQKAInA9eWYN4+E59MXLoiVkn0duP9PkQpf+9tKcc+hArpMWri3wHIuEJnj+3X3FxTkiUtKcUQmL4DiTMJwBA8iCKmOQ9wcNr4ica1B1vDGcyZlBnhchnUaggkgxiTDIQOggfig2JAoQoGIy5/nq9bqpl533wCSMobNvb26pUKorH45Ys4UPCtVrNyBtesUajYR4q7hE17yD1hE1ZOVNaY3FxURsbG0qlUiqVSspms/b85+bmJO2SJ9rERHrzzTfr3LlzlqFKggMJAdQ6owYhJV4IZeJrO3v2rBnJ/ZZnGOnpT6lUypJKIMvcU0g+WY0oRLyHtJE+JMkIqg9DnTlzxryMGN9R88gQRQlG4WURsra21rYzRiqVsgm+q6tLR44cMcUUclMulxWJRDQ2NmblLyDu5XJZ6+vrmpiYsFB1vV63XUu4t2SdSruLA3yRCwsLbeFtiDoZnSxkIB3cQ/o7mc8sACBM+NEYF7wiijJN5jUZliQeUbCa8CjHJSTqowskrqB0ooZ5AojyTmTAK5pDQ0N2zSxwYrGYJWrgz2Psy2QyFuLF1wXpX1tb0+TkpGWQEoFg7IpGd7M9sVDEYjHze/Luj4yMWLSBwt+1Wk3VatUWU9xj3l3GGIh7LpfTkSNHTI0jmkBmMaF8yByfI2LBgpcwKsf3mfWMiSwcfB0/Lw7wNwth1EmO50O7jKeMfbw33HsSWHimjLPxeNxUzkDsArF7Xc/dSbQ6/W8X8tX5Sb4zpOp/frGQ7fnInSeQnkRybE9GGVg8meL3/jz8jnAvAzF/MwBzfr4HYeWFZUBgcCEb1kv1tJcwB4ODz8zj+JJsy52BgYE2PxEKGfcTssUqm3b6TEcmCFa2DOBcI23e3Ny0kA7noI4Vn2Elnk6nFY3ulpfg3kFiIT60jwKzmNp9yJTrJpuU0Bn+MYgd14IySI05+iclNFqtlkqlksrlsik5lIVBaYJAoTxyb1KplKrVqhEN+gf3oNVqWU25+fl5Ky8DwWK3gtnZWZvE/KJjY2ND+Xzeng9qAiS6Uqm01f2ijxHaJxGiWq2aHw21DV8ZJWu8MgopTiaT9nMSZhKJhBF8wtcoRr5wrSQrOAyxRPmjfp+fnNnWC7V6ZWXFwtIQFciJtJukw732ZBAFh/ccQg0hkXYXkPi+8C9yj7u6uiwTmkLOZCqT1EAbSG5Ip9Pa3NzU4uKi0um0KpWKEomELY6o/SbJsjhRjFBdSQzgmRIG5r1jEUOyT61Ws8UPKieZlysrK0YCG42GFhcXjWhBSMmMrVQqVisxn8/bjjAQva6uLguvU3IFcukVWPo7RZ+pO0ioknMvLCxY+/Co+oLatVpNmUxGXV1dZhfgPaWPSzLyRN9nFxssKLzr9F+ug0Ur2d+9vb2m+vuxmqxaiCNzAuowqh1h7Gq1aqSVdnqPL2MuaqD3T3M9RDUgktgFArELxO51O++FfHE+LOIfx36KWicB88fgd/57nYqgf+HPR/w6z+3PicTPS+hfyM5Qrw/Z0g5PHMnk8okDtM8nU3jlDUKFysULzrnwz3V1dbVVeIeUoRZg8CVUgqIGWfAJE75OG+EIQoGsllETmHxQVWgnCQgMpKgxGxsbVk+Ke8sE3Klqsv8k/WBoaKjNyM6zh/hhQm+1Wtam/v5+W/lTIoPJgFINg4ODKpVKRqRQj7h2SoB0HgPFAiM5fqtIJKL5+XnzQ+KxqtfrqtfrluGH16per5sK4Akq10UJB9QtH1ryfkYIGWFyquqjWtLXqtWq+YroE5BT9uHM5XJWE40wNuoIqsvi4qKkvT1pc7mcXTchbCYeCvBSeJpMzqWlJXsnfOFgJvvZ2Vm7JrJ3mfSHh4dfZkrn3VhaWrL3ttHY3YkCvymkiWeDP41QpyRbkPA86J/4miDRlIiBQLHw6uvrMxLslTPIvCcc9F0M+PQ9/J74NvGiSrIMbNpIWJDr7+rq0sTEhL3TfncL+gTHRKHlPnIfpqen1Ww2NTw8bO83x6FWI0Wcc7mc3WNJph4TSq3X66Zy+sLttVrNyp3ggaN+I/dlY2PDFlXj4+O2wGUM5rh43cguZiFSLpdtQU3fQ0VDpfWLYW/PIXOchAc/B/nkB5LEUC4hlajkZOJj5WHBAwFkzGPR6TNwvUrnhYnV1VV7pwKxC8TuiuNCpM5/Zj+y5slT5++k/f12/G6/83pf2PnIXWd7POGEeEDUPOHzCh9hWLKbvA+P7/lQrk+88MdjwPL+Dv5PmAfVCQJHOJSyCkzC/I4BiPMzqTFoEhKhbUy0tIkJlUGJYxHCIESLr4x2kxWH+scgSmiItvlECYzOvgI93jwf4iEkyPVwLLZQGh4etnpbEFOSFxYXF019pf4av4ccUCuODMrx8XEjDKidqKOt1m7dtWeffVbDw8Pmx+FZkrQRi8WUz+eNtExPT9v9YyJvNpsWhozH4xbGhRjQl8gc7e7uti2jmDC3t7eNBDQaDSMuXBehbp9FLcnIGH6wYrEoSRobG1O5XNbg4KAZwKU97yYJECgn5XLZ+uH29rbtvoFHj2dNfyJcSeFkPGgDAwOmChLKwtOXyWQsHAmpo94YZBsFBgIOYWZxwLuJahSNRlWpVIy49vb22m4rPA8WIV6NZ6HBpE7f5L1GJYcg+hI8PT09pkCh/vhMWBI5aCMLNgghZJtrjsViVuKkXC7bAol3SZJyuZyNPwMDA6rVahYmxu7QbDY1MjJi10OYGIWTrN7R0VFbUC8vL9vx6EMUcU8kElZuiL7AIpLn58ONbCfIwgxrBbvQ4L/jmXtyxv2jvxNWZ+GJ1YXxiO96LyLZ3CTtEBlh7CT8j+ePRSYLU9+vveoGMY9EItZv+CwheOYgPucX+L50TLVaDQWK/z8CsbvCuBRSBzrlc///TjXPEzPpwgQPeFXQq4Q+Fb2zPbyUDM6SzP/lk0D8y8fxJbV52SS1JQH49nsVzldz91mznpxBvhhYGAQYzCBZfssvBgJf24r75E3yfM5nY3klgLZhemZw9Ds54EHkPAzaKBjDw8NtiSQQWrIeFxYWrAwHagbXhzLIxIf612zuGojJMkVJwz9DmI6Jylf9l3ZVhbNnzyqXyxmx4h3hPvb29mphYUHValWZTEbJZNJCXmfPnrXQKV6yoaEhLS0tmY8HIjwyMmLhSpIhIL8QFD5fqVTsXCQ04E8kuw5VhRpdZ86cMdUQcsM7gBcIdcn3TbyL/GGCYVJrtVqamZkxPxwhWPxQPlO21drL4uP9GRkZMYLpJ3J8jHNzc6busE8nkys1DykgDfGlrfF43MgmP6OMhic/vB9+YqcfQ+rJauXfXtEmPE15Gt6F4eFhK8yN6R5CEI3uFrbGuwmxRL2B8GERwEBP/6e+Hgsf7AHUz1tfX1etVrMFA4sp+iLeLMYvdk7Bv7m6uqqTJ0+2HRMS2FlzMZlManNzU+l02vpALpdTvV63EkS814yV2WxWOzs7tptDLpez7GK2E2MMGxsbs8xf+iwKWbFYVDqdbttZAsJGuHhjY8MWZZubm8pms6YiM76xsCHzHqKISo0KiNLKQpQxmwWpXwx4RdfbcPy/CdFD8DgPYzukjfeDIuuMZ36e8f7NaHS3DmPYUmwXgdhdQVwOqQM+7OnDquf7XCf85/fz0EkvJ4Wd7ez0AbI66ixhsl/YFCLE8RnYOpVCH7L1q3W/8veTLooSgwaDEqs1BnQGFyZDH6ZgsiX0wLG9J8VnLPJ/QjpMwAxw/JzwEtlseFaYADkPgyrhYv7Nih0iQ0jE/5+VNxMrOy8wiaGkMTnjLcKzhMKK2kG7mYgoZruzs2PlQ8gsTCQSZi4nbIaZm/5ErSwG9lwup0KhYMkmhJnYRQCSiwrE5H3q1Clrhyd3+Mu86pfP59VoNGxvW5StSqVi9emo6YYCQ58jBEkpCfbS9Jma+HYwwdM38TKRWEK4y5NBFDNUUPa3bTQa5sEaGBhQPB5XuVxu2wUC3xVhaSYulDnC92QVb29vm3IKKURBgsSSaMKx/HHIZmZHBxYlTOb4DSnpQoJIqVSyd8yPJZVKRdFo1AriorQxTvCO+U3uIZgoW/j/8BGiqLOnL5nP7E6BbYD+2Nmu0dFRq3tIRjuAEFMAGkUZhXp1dVXZbNZCrevr68rlckomk6YCYtMg7Mm7wPtKljD2CfpUIpFQLpez8YOxkCxdxjlIG/2ARQjvFQSWdwbbA2VcSNBgXCBjvKenx4qj9/T02D0jlIrfEy8c/yZUzLhI8ov3ovr5hjmARQRKHAsM3nPGOEk2viIGYK2hHcxNKIRszxaIXSB2V+w8r4TUAYjJxTJmO8/nz4vKtl8bIHmd8rY/llfdUNKkvSQN2ujLGHBsL++jCkLy/IDq2+N9UfzMK4E+a3M/xdETQMiUz27l2H5vQp9cwXFQDGkrRnEK7fIdvCyQXYgK4R8M05LatlfiPhAORnlqNBpWWoT77A3dZGTWajUb5Gq1mhXKjcfjVhoENYP7yL6YzWbTyAQKC/6XaDRqkyj11FC/otGoKS0QIcpKtFotVSoVU2Xw/hWLxZf5B5mImVjIBF1aWrL+w8SIcsNE2NfXp42NDZVKJdsNw4d2qJlG4Ve8eCQR+EUGxAKFCIXDTy49PbtbOTHx0Z9zuZy1GzURIkE7vRriPZ2Dg4NGQumbTFpsLUXYkzAcigr3hvvk65QRRiY5p16vK5vNtnm3aDPvR7PZtNp1eAshdNxjCvpKaguJ0g9J9ujt7bWdPbq7u20h4JUg/k0ocmtry4oQ8w6l02kLx0Hcstms7e26sbFh7wHEHfWZhAh8fdwvX7+NZzswMGDPp7e3V/Pz87bwo39D2KPRqI4fP27jgD82ZXjq9bpGRkY0MDCg5eVlHT16VPF4XIuLi3bNq6ur5rkjKYX3ESKHsu4JGQtVFGc8f4yzjNVe9fL+Zb9LCqSPvsNi2pc34lmhcJJ9zvvP7zrLVkUiETsGYzPhWvo4/dRHcWgrqivvKmHueDxudgnuPxEc2oIXk5I5gdgFYndFzvFqSZ0Pf3b67i71/Hy3M3zYCUhNp0+ONvCieiIl7dVXkvbCrV4N49ie+DHR+GtlMpHU5lvjGLzEPuQkyQga6hohTgYOzgPpY2KGoKL8eeWSwQz1xdfF8hm8kG5WmwyynjiipFCrimvc2NjQwsKCERgIBIMu9wyQDUnBWx/yi0ajGhkZsQQEabcWWyKRUCaTMcM8ZJHBj9U5/iZUr3w+r97eXku4WF9fV7VaNQUPFSQWi6larZpHrlKpWOgN8/jW1paGhoZUKBTUaOxuH0W/KZfLVpCZZ8a9RFFhmyXII54pPEuEOOk/qFSoZ4SL2GGCbGBUorW1NbuPGxsbRhZRQj35Qqnx2X6Li4vWh1DFeAcg6yiTsdjurgF+L19qAW5sbNjWXPRtfxwKQ6Pg+V0zKFcB+UWpzeVy6u/vt63eUFjm5uYsxOq9UIwTENDh4WENDw+rXq9reXnZ9v3F3I4VANJACZpsNmsECWWFPs99jMVipl5CKtinldAx7ehUagh/cg4UesJ3lCnhfW82m0qlUhoYGLDSJISv8Xbl83kVi0XrryTK0D7IHZnfEA6sG7zvIyMjpuTyPhBK5LhYK7xyzEIA1XhwcNBKFXV3d1tiDFmpfX19Vq4IggipIxkkn8+3RSiazaYtQhln/eIdwsUYTdsg475ovLSXDY3flWNA5vCDQvYghdhgmBsh6Sw2/MKXcZW2cnzuP2F+roc+EJIndnHNEbvPfOYz+h//43/oRz/6kfr6+nT33Xfrd37nd/SGN7zhkr5/pYnda0Xq/PFeCbnjeN5zBjrb54kg3/PkyF9Tp5rHqouJzYd+CaX61ZYPA3v/Bcfzx/ArQdrIwECIADXOZ816Xxxma2/y5dgQSK8IQv74N8qdX4lyX30BVl83D4LijeMMRnhl+vr6ND8/b2FUVpvlclnJZNLCo5jzIXTcZ1ayqGvenEyNMv+MFhcXLSPXG/nr9bplk6F2UNIDUreystJmykZRy+fzqtVqpu41m03b+SESiRhZWl1dter8S0tLNonTTlQfVD62XYLIJJNJM5qjLtC3IN+lUsn8a9LeVkPVatWef6FQUCqVstAvSQQsGmq1mmq1mk2MPmuPTEQUDKrk46crlUqmUEJK8vm8KWJMUpBstryiz6+vr5ufyfv3KpWKtra2dOzYMZVKJQufeWvDzs7eXq0DAwMWIoXA4M2jL6ytrbXtQwrh6u3t1ejoqO08wjtEm5lMKcVDSJKQM+8eYT52TWB8YCePTCZj1446xvsHkSLphsK+PhPUF1iG3FD8m6xov7OMtFs+iGdHyJnac7znmUxG3d27u0TgIfO7lfCuQ2TT6bT5/chI5liEIpeXlzU2NmbjHyoTqhtjGNt5+YUXkQGvEpKVDgli4UnGN+OBtOcZpZQMC0nGcRaf3EfIKpEGxmsUa7Lc6Qt8P5lMmqLLGMgz9wt73l+/mN4vgY55B9HBlzbhMyymeM5YSI4ePRqIna5BYvfOd75T//pf/2vddddd2tnZ0W//9m/rueee0w9/+EMz8l4IV5LYvRpSd6Hv70f4LueYnf42T6Kk9m3HfKiVgYeXk98Dnw3IZ1ExGLA4P2SHl9aHR335AyYHBhDay2DoVbNOeZ/PM6ngCyLUxKoUpY/BlQnMG759fTcGEAgmAyGKiw+zMgmgiPkwJISH1WgsFrOBeH193Qr18mzY3QAShA+KDDZ8Oih5rPghKExGDKgM7BSE9aF2lByeU6u1t9k3k+XMzIyFzLz5HfLgS4Ds7OxoZmbGNkjP5/OanZ01BYNSLNxbnhfHZuJnIqQvE+rld0zQhKH6+/utthnGd1+nDf+PV5Yhu9Vq1T47ODhoyhQEnfAcRAwVCt8ik069XtfAwIAlofghFrLK5E94enFxUZOTk0bkKVLb1dWlmZkZDQ4OWmiM+neRSMT8hISVV1dXVa1W1Wq1rA/yJxKJtNVEW1xcNJVsZ2fHMm4jkYiOHDmiWCxmtf2KxaKRe9RLkkaGh4eNoPmFFZnV9HFC/7zLvIu0lQQC3i8I5vb2to4fP95WRsiPD9RWox9IMv8XNehQOFHDWBihoELyfTiX8Yt76gncyMiIms2mkVR2IxkZGbGxBfIej+/WNcRzyELu2LFj1g+9Ck/SCAssalDi381ms0aEGYd9okNfX5/OnDmj3t5epdNpC2lyHsYS+gSLKe9Rpu+h0vpEMR8N8RETxmPsI4zLeAMlWY1NiDjvDQtfP2dJewljHKdzPuGaWMSxHVsgdtcYsevE0tKSRkZG9NRTT+ntb3/7y37PhAVWVlY0OTn5mj/8V0vqOkNwnXil5M63i2N4osdnvMrlv+vJH397Kd+/cJ3JE968vF/7eTElmXrGYOM9g95DgpKGOkWWJIQUTxNmYu9lYkLx14iR169c+R5ZdoQyIGRMhD65A0LJStiXIyGMwoBEuQVWw5ShoBwJCRrcGwZ8SVZuAvIDaW00GqZMcR99nUBWv6gr3hTvS5UQIuzp6THPH+UR2BFgZmZGlUrFvE8MrH19fSqVSha2YpN7FBdKqUB4m82mZdXSl0qlkmV9ooqyYifUg/JD6Inj0Q/I9s1kMual29rasnp1KHEQHfopCRoQTtQqSCbknGdar9fbMhT9JMfOAhRGxkuFgkV4kr7CM6DEDZ47T74J9aGyQmR5x5vNppEWr5CQFQzJTSQSRlT4jPc7sQjiOWxubqpcLltWKz4sVEaUcEhLd3e3CoWCdnZ2zIbA+0ffg1i1Wq223TnoO7OzsxobG7OxxC96GE9YiBCm29nZ0ejoqNVCQz0nZD0wMGAJEvQnvHBjY2Pmg4T48Ny3t7fNl4dCRzIO/TuRSJhtQpJ5xhiXSAThnJlMRq1Wy8rI4Htj3PTZx+y+wkLGj6fJZNLIGWMh5AxC5ut1kpTCM8B3yCKG8cETMQgY4wdjJsSPPsJz9KKA1B6p8Ysqrpe5gzbhHZVkpV/8YphoEEST0Pjy8nIod/L/cc0Tu5MnT+rmm2/Ws88+qze+8Y0v+/2nPvUpffrTn37Zz1/Lh08HBpcbOr2c73d+9mJEr/Pz0t6Lxvf9xODN1bSDyYyX25MtJhAUOF5qBmS/kuPaaIOvaeQNtfzfF7z07fPqmE/Q4Ht+8vX+oWZzb9sufx5WuQwsrVbLSmEQ/vVhAWqlQTK5DlQdQoubm7t7VqKwofisrKzYc+nv7zcCOTo6qkqlYqFLSZYUgJqYy+XU19enQqFgIRZKpFCjipIT+XzerndnZ0fLy8sv22g7k8kYKXn++ed17NgxU+HYC3RlZUU33nijurq6dPLkSZVKJQtL9ff36+jRo3rmmWesT4yNjVkyAhnHxWLRSkmgiDIRTU5OanZ21jJDU6mUtre3bRKuVCpW/DedTuvo0aM6e/as1tbWzP+XTCa1srJiRIewNoQ5Ht/d+5SMR/oGfR21BgUM5YHnx4TE4gES4CfDdDptde8IS/MOMKlBFiD5vAd+m7p0Oq3FxcU2jxbhtVarZf7JZnO3thpkYnl5WYVCwZQvFmookuvr6xZuoz3JZNLsCoS7IRD0UV92hRp0eN58+aDV1VWVy2XLoOZ4qVTK+pLfNYE+RB9GtctkMhZypL0kZKAg0mZC6ixAeB6+ZBL9DjUZTysWAkgqBAOvHgtJ2luv1+0ZenID8WCMSaVSFnJE4SLrHDJLsfBOTxvXnUwmrV4lzwYFHWWOcDH3noUPxJH2QGx3dnZUKpW0vLxsuz5Q0ghllGvBxsJzJxwvyTy9JCb19/dbP+Qe8m5xPJKAsJGwMKbPc/9Q7Vgw+HmHBZEkS0BDeSTsffz48UDsdI0Tu2azqV/4hV9QtVrV3/3d3+37mddLsfOA2JwPFyNjF/p+J+nbj7jt97nzfd4rbP7cDGi82L49DFadyRX+cxAxn616Pr+fn+T8as+HWBn4vNoIYeHYeIY61UdUPJQaTxDJuOoksAzq0h658gqnNxszwZGIwMCWTCbNXM8x+M7W1paFRAknsXMCiQAkKMTjcQvLQADS6bSpHqgIKEADAwNtJnVCd758AJuCExoZGhpSPB7X3NyckXAmGIgsWyjNzc2pWCxayYp8Pq+xsTGdPHnSFLaRkRGtrKzYtbBNFP62zc1NHTlyRJVKxSa4SqViCQADAwMqFoumor700kva2tpSPp/X8PCwHe/06dO64YYblM/ntbCwYJmnqVRKhUJBY2NjVj4kk8loamrK1Flq6PGsfV2//v5+ra6uqlQqWaiRvsU19ff3a25uTisrK5qYmFC5XLakAyZalAlP6li0EPKCDKVSKfX399u+pITNmAAJwZ07d04jIyOmvLDrBX2BPsbkSZ9ZWFgwonjkyBFTPumXKIT0RxZAqJ74vlDMUWcWFxdVrVatj1OnkTInZFtvbW1ZuRCun5B0IpGwjFTev1arZaoxCQMQJrbX8nUHCb37bcN4jlwni0EIkE968lUIeM5eoWLsoH8QboTYMoagHkNGIB+MLT7TmYUoYxchVj+Wct99X+J7kGGSRLCSQFQZI1mE+QS2SGRvb26uAfWdxCWuiWuBDKJsMmeg8vokIuaKWCxmRcFZOKAoei+e9zwzbjPPMP7T/7gP/Dwe3y3zdMsttwRip2uc2D3wwAP6q7/6K/3d3/2djhw5cknfOci9YsH5yJh0cbXvQqTPE8ZL/dz52tRJ+Pg9L5lX7vg5A5cvy8Bg5L/LNfpBh2v398DXDqMtZEVBEj1xZCXIQA/hRFnztZg4hr9eFAKIGX+zkoaAMhHyfwZHJgmM6YRBWq2WebYwaxNSoc1sryXJVuk+g4xJi7Dd1taW7RzBhL+zs2Mkcnl52Va9/C6dTlsIC4JHxiHPkX0+C4WCZfw1m00LcUSjUeXzeW1ubmpqasrU01gsphMnTmhxcdGUqtHRUZXLZUmyMNjm5qa9d93d3RobG9Pc3JyFwtbW1lQqlWzP10KhoFwup1KppEKhYPtqSlK5XNaZM2c0Pj6uI0eOaGlpyeqRpdNpLSwsaHR01JS8dDqtkydP2gQejUZVrVbV1bW7/dzCwoJ6enpMFT1z5kxbSIlJpdVqWW06iqJubm4qlUqpWCxamJRFA0TOK9w8c4oVs8/m8vKy+QDJ3iWZ4+zZs0ZQ6SMLCwtGpknUoB4eBX153tls1kL5qNIkrRAqJmzHRI1CR/splVOtVs3HSRJPNpu1cjqQcvq+r92IfSCVSkmSKWHxeNz2Et7a2lK5XDZCSXsSiYQppuzoQH077hmLRELLnWSIsDEhR1Q0XwKJ9w6VrzO0DfmS9oqoSzLFj/7dqV4x1uARY8EFAeJd9P5hjjU4OGhJTtgbuD5IISQQIgnp4v1mQUK5FpJVOA/XSdjdJ79Bfv2iH4LG2OnJGx5lCDzjMO+er6voiaCP8jDucyyuj7nE39NyuXzFRZtrBdcssXvooYf0+OOP65vf/KZuuOGGS/7e1UDsLoTLUes6cSHC6Mnc5ah8+xE+T846f8/Kzp/Xkz4GrU4VsJPseT+eb5MnigwuHN+HAWgrA0ij0bCBh3OghPmVId4b1DwfYmFAYdDyKhnXxKSIKuYnPu4PkyVhGJQSiIP3UHEOBjVCEZJMBeL7mLM9ofTFSjl2JpOx+wJxw/PHQE0BWiZ/3hs8XplMRgMDA5qenlalUrHncfPNN1uihTeb4wcktMmKn3Di3NycbrnlFhUKBSMiuVzOfHGxWEynT59WPB5XNps1Qri4uKjV1VW95S1v0dzcnB0rm82qUChYmREmxtOnT5t/jXAiqgFhXVQvtvSCuDOJ5nI5LS8vq1wuG9HAy0jom9AuCwb8Z/TF9fV1lctlm2hLpZJ2dnZsRxJIGvcMVRCyVygU2lREMkvZSo/MYcgQe6SiEvvSPiyOWAgwoTPxUpIHwg9Jk3a34/J+RfolHjO/vRphX7IpKQ3C+7qwsKBEImGLDcKB3C/UXDKpIUG8tyymIHE8O95zP2Zw/T6rn3AuoXcIJUQTtc+Pa7zDhG95x/2Y5JMCvJfTe0s5DveO3SIIK/NZCCsLTXbt8EoYSiXkn+fSWYGAsjaMzfjt+Jwfg31pJEk2NjHWQUr92M246hf/3G/vl+NZoSCiBPqFOwv2znvrP8ci6Gqd219PXHPErtVq6eGHH9Zjjz2mJ598UjfffPNlff9qJ3YXwqsJ8V4K6bscla/zsxcjfJAeBnEfzvVkq/P8nqSxmmQVx+98LTwGGS/tdw7qnAsVwrePrDsGCwYnVAKIH14RVpL87VfR3gfD/WOg9uEgvHIQAlQDshwJ0aImEjrxO0pEIhGrb9bT02OEyqtFm5ub5kWj5hy/p5QE5R0gqMlkUvPz8+aLW1tb0/j4uNWXGx0dVb1e19TUlF3fxMSEUqmUXnrpJW1ublpdsEqlYttOQUYIFQ8MDKhcLmt0dNQIJV7F2dlZ88fNzs5qYGBAN954o2q1mur1uk6fPq03velNRqYLhYJGRkbsbzI2o9Gozp49q1QqZYoPfYMsXwoQnzp1yiZ++i2JDY1GQ8Vi0Wp78Tm8Zd6bCXHGv1Sr1YyojYyMqNFo2Mbq9KGtrS0LIaMIQi7n5ubsmM3mbl02FFp2AoGYHDlyxDKji8WimdLpk5BRv4UWiweuq1araWFhwZRFSaa4tVotI3mUHSHsiSEfr+jq6qoRFZIQqAWYSqWsmC0+OXyeLIIGBgYs8xd1koUL7yEEgfp6KOpcN4sZyBoJURAtQpEQT64XRYsFnc+wx+wvycYNH+1AOWPcwAMK2c1ms7ZAI8kLz5m0pwBCdrjvsVjMogD4YH0CHudPp9MaHh62dtJ+368lmSeTMc5bQOj7PinFkzi/8PZWGR9u9uMk1wJBazQa9pz89zwhpC38rHMRL+3O7WHniV1cc8Tu3/7bf6uvfOUrevzxx9tq16EmXAzXMrG7GF5piPdSFLxLVfkuRPj4PSEI7887H+FjhcqxvPJH+MTL8awCWcFDXMhy9CtOBiwGfFaFkl6WAUvbvNqIt85nVTKIEWKFqPE9SjNAkrxp2ZM8VqAQU9SP5eVlC8dyLPxDkiwUyyodvx1EtNlsWtHZVqtl5S+Y0KhfRkiWyQEy09XVZaZp9sckNHjq1Kk2z+BNN92kF198UdVqVRMTE4rFYpZZWyqVLEzXaDTaSoNQwLdarVoBZnxx09PTkqSxsTElEgktLCxodnZW4+Pj1uZarabx8XGdOXNGExMTtq9ts9nUmTNnjOQtLi7a5M54QCmV2dnZtizMzc1NU7Pm5+dtYvVqnw+x8R36KB4wdgZJJBKqVCoWwuXas9ms3euBgQE7x9LSUtt9oCYhNQZLpZKRqYmJCfPVsV0UfZpkga6uLsuyZY9QPlOr1azeIIAwQbog/oQSUXuom0ZGrSTri/jvCDXTBlRpasz5kjhkC0MyO8NyECSU0Wg0aoubVqtl7xLevE4ljvfe15ZDjfdFsH3pDj+usUAjcQGVlMLD8fhuIfJ8Pm+KKT46xjfGUBI8/JiK33Rra8uSrLg2xs9EIqF0Om07g9BuTzIZ/0j2YuHBeMWYxJjovc1+rPef42edC1xP3LhGX/2gc/7wiirjeidp8+P/fsdptcKWYh7XHLE7Hzl55JFH9OEPf/ii3z/MxO5CeCVq36WEhV+J549/X4jwMRD4UKtX93wo16/0MD1DAFlVE0ZhcOAzlPnw8j7HI1TJeRjgfdjX+wTx3gEfCqLNvnQGXh1IH2E0vptMJk0VQjHhPBSZZWsxSB6KD0QRXxuhXz9oE2Yl7IxisrOzY2VAqCvX1dWlbDartbU1LS4uGrlk79CdnR2NjY2pUCjYFk3RaFS33HKLlpaWtLi4aH4oiCXbnLFJPURxZGTE6oLhDSTbs1arWaj1+PHjmp+f19TUlEZGRjQxMaHZ2Vk7T6lUskr0ExMTWlxcbNsRZGlpyZSXRmO3aPPQ0JBmZmYsTEkfajZ398ik1h1Znn19fSqXyzZZ0q/9FnlkNRJ6xdsHiaFsiE+YYaeOhYUFq2eIUd7vPrG+vm4hXMp44PGkdpv3l5IMw3ZnvHuEdyGBwGcqcj3+fe/q6mrb15YCyUzYEEaSc+jzvFv9/f1GMD0xorA1oTkWS4QKWXihEEKi8PBB0uj3PGf8hRARiA3PxatEfoxhceiTKFDTCDH29PRoZGREOzs7lizA+ARB4h3z3rXu7m6lUilLqNrY2HgZOerv71c2mzVyjZfRK2aQT1Q3aS9EDMkjcckXSCaiwCLERxk6iRf330dmfKZ1599ET3xSBWOtnxv4/IXsQBeKSEUiu2Vhrse5fT9cc8Tu1eJ6JXYXwpUifZei8p2P8PE5frbf77x3DyLGsSBrPvTq28XvvPmYnzNwM4B5o7Mvb4Jax+TH5/k9AyyDL6Eu2o4iBynwAyahKIgiJI9JkcmWSR6S5pU873HxZA2VxF8TbcLgDtlaWVlRq9WyrZwajd3twQiD8kwIyeLZOXPmjFXRP3HihBqNhqllqFXsAEAIvNls6tixY21JDz4JpFqtqre3V2fOnLFkjfX1dS0tLalarerOO+/U7OysGo2GxsfHNT8/r3Q6rZWVFY2Ojmpubs6IL6FrwucQ6Wg0qtnZWTOo0y8IIbOPKmSJArw+eYfQN5nS1CckcYHdCCCM2WxWq6urVqQ6Ho+rXC6baoZfCsWWcL60u7k9Kg7bZhGuRxXr7e01ssM19fb2qlwuWxmZy0UmkzEit7y83PYOSrIFEGMsCR09PT1Kp9NG1uij3s8KgUON8zUguc8opajNkUikbZs0723zCQiQ404lCvLlF2Z4JCFtkLru7m6NjIxYGNqH7Bl3KJkDIULtJRzvi4czvvb19Wl4eNhKBPGeomBBzLg2xgzKxvDMuY9+0ch4y6LGj6H7ZQczbvgxlZ951cwnfOxH2rw953zRnQtFkzjPpSDM7XsIxC7gorjcEO/FVLxLUfkuhfCx2pT2iJzUvquFH6wZZBhMOske3/HV8/EiMTii8HG+ra0tU2eYSPiMz7qTZKSQNhBK4vNMbqgzhH48QcCTxiRBaYVms2kqjt+CjXvKZMBek6hNhIwgpqhplMIYHByUtBdOo8Yc2aPnzp2zkDQ+pWazqaNHj+rMmTNaWlqy+nu5XE4vvPCCotGoxsbGbOsmiBCT+fj4uAqFgo4dO6ZCoaBKpaJ8Pq+lpSX19/dbeY3R0VFlMhnNzc1pZmZGP/mTP2nXn06nVSwWrSgynjtCidKeAsvelqlUStPT023Z0ISqu7u7NT8/b0odZUm492yzRn/gXi4uLppFBHJHH6H24PLysmWUVioVzc/Pa3V1VYlEwhYA+Kh4ptls1voTqljne0nRXG+O7wyxXg4IrXpPaycgZZAwkkNICqDPQgbxw8XjcbMH8H4RmkXB8hmpkFXawf6+9HV/TmlPFeK98KTC2z88gSMkTFv8QhFiidrIopDQNnsOowyirvX39yuVSimRSJi6SPv8IlXaC/9D3PzY6LNtURN5j3mnPfHiHnt/HddBf4Gg8n/Cy5wTBY7/e1J2vsX6xVS2CxG6y0WY2/cQiF3Aq8Llqn0XS+K4HL9fJ+EDnsj5FaavU0WYxR8LIsUAR7jWr+a5VvxqhBl8KI6QLGodHiFJFsL0v4dwMskRKmabLW+KlmTkBQWEqvwkSBCO86of5NEP5q3WbuV7joMPSZKq1aqF1yKRiFKplCl40i7BI1mhu7vbwpHr6+saHR3V9va21dp77rnntLW1u5H4TTfdZDXpyC5l5wgmpd7eXuVyOdVqNSUSCS0tLWlra0vDw8Oam5tTf3+/pqam1NXVpdtvv10LCwuamprS5OSkKSMUacawPzY2poWFBfNEsWsFxBlv49zcnPkquU+oYWwgH4vFbOImBAh5596vrKyoWCxqcnJSi4uLqlQqmpyctMQX6m5Rw41M4pWVFds0nYKyHnjrCLV1AsWFP9Fo1BInrhR86aBYbLdgLeoZ78Xy8rIpiIQiqVsXj8ctnIcqxaLDe095Jl51IkTODgz47HjnUTZ9AgTHJMxL0gRklHfNZ6Amk0kbS/AGYonguHgO4/G48vm8eQkhfhwXxVGSlUvymaC0ATKIfQI1GLIOceO7ePs6F7TcJ39fOL4PPzM+Xoi0+QXw+UjZa03YLhVhbt9DIHYBVxQXI3KX+tlOb89+x3klhI/vMhh6P51f2TIwotQxcHqyxyqaAZywF0WyWVEzEBNKQXnxtfeYIGknxAdjOG2gAC1Za4lEworLQv7Y65KwET4tiiujLm1ubprXicmHrYpqtZparZZNyhjZ8QCmUinL4OV+ULl+cnJSzz//vIrFolqtlt7whjeoVCqpWCxaCJdnRrIImZIUmF1aWtLw8LCFkwnTHjlyRDs7OyoUCuru7rYkKrxKeMnGxsasXIokKyeDyT+dTuvcuXNtfk2M/ouLi4pE9jIcIXX0GZ5NJBKxfV/pNxsbGxocHLRM1Ww2q2q1qq2tLSPAU1NT5peUZPdjv35+vncEokJSA8kTrwd8iLPVallhbEpxUEaE/ki/516T9eozY32BXwgTJAxSh0JOZqi/F5B6H44mWcC/z54M9vX1WSIGvjueLUSHdysSiWhkZMT6KUo16h//po0+mQMfoS9D5PsS1gP+4Ifziriv/8l99Is/XwOTe8JnJb2MtPkF+oWI2aWGRQ8CYW7fQyB2AQeGS/HpgQspeZfq9esM3+7n3+M7rGQhc5LalC6/qvUJGQy60t5EjEIAESQciPrAZMMKnCw9yAJkB0WP6vIoN2xfFolELOFAavflcbxarWbbOhHyJTkCklcqlSx7cGBgQLVazZ4B4SFCYigxhLAgLpTewJuXTCbVbDb1/PPPq9FoKJ/Pq6enRy+99JLGx8dVq9Ws/AbXnc/njZSVSiWVSiXlcjktLCyor69PZ8+eVTKZ1MTEhM6ePatKpaKf+ImfULlcflmIaXJyUi+88IL5gfw2W5TkgHhyzwcHBy1BAe8X25j5MHmrtZuYQxg1kUiY93FkZEStVkuJRMKKW3MvTp8+3bYrzqvBhUjflYD3i1JYmz5KP+0sX7SxsaHh4WELX0q7SRU+qQmf4tDQkJE4n8WJagWBkmQZrih8ntTwPqOQ9/T0WEkfsmN91iaEEJI0PDysdDptdfMYGzrHJq+QdhI3Fn/cD47PZyBdtL+z7xJN8N42n5nqw6P+mvezvZyPmB2UyvZaIsztewjELuCqxKWGeC/2uQt9v5PUdfr6vE/ND5Z+Au0MeUAMPAlEWfNhEJ+8wO/x2PlzcQyyHzkf2xp5IzV12fAJ+uLFTKiSjNTVajVT6iiyS9JFV1eXKVNMxJiy2YGC+9jV1aVyuWw7axC6WlhYMKUylUqpq6tLw8PDOnnypJaWlpRMJpXL5XT27Nm2CRnS29fXp3w+bwRpenrafI5sTF+r1XT77berUqno1KlT+mf/7J9paWmprVxCo9HQkSNH9OKLL9pE60k2e7PiMyQEjycN1Wdtbc12Q6DSPs+lWq1aNqgkIyQkTHBt/f39mp6efln26bUKQq740PBMSrJiw6i8Xu2if+/s7LRlf3v7Al5F3kl8cxRQ9u8Rf/N9XwAcJdF70SBXsVhMyWTSCm5Dskjs8PYNiJskC8FjcfDvOIkhePVoJ8WWIWpenaddXqmT9rZc3I+0dSaA7EfMDgNhu1SEuX0PgdgFXJO4lISOC5E+Jpj9vsvv9yN8Ppzrz9XZtv2Iog83SrKaZEwSTBqEoXzWrCcqkUikbUN3fDf47Mh0JUOWZApqnqXTacvagxCurq5qeXnZNh6n1hZEcnl52SYoFCmUDtpFCZOurt3N5TFu12o1S1Do6upSJpNRtVrV7Oysms2mbrzxRp05c8ZIInX5mPRQ7pLJpKanp5XNZlUsFhWLxbSwsKBUKqXe3l6dO3fO6uFBCEhemZyc1OnTp60+YDQaNQ9fPB5XoVBoy5QeGBjQuXPnLOuSMi8ofmTrsm8u6gpt9tu5EVImRHstA1LRmTzBs02n00ZqCAtLMmWZ5AIWKWRxettDIpEwKwJhV/oGfZJ+B8nrrKmH+k3h5L6+Pk1OTraFORkj+CzfQxVHlWYBhlrtixR7zx5t4NgkXHlySP/mmjrvrR+7On/eias5LHoQCHP7HgKxCzh0uJQQ7/k+41fG+333QoSPn+03QKMmdE6IPjFDkk1yhI0A2bI+s5b2QlZoA4VoUZ8k2dZNqF0Uu43H41Z+otVq2f6RkD1IFmoe22JhIGcvUrxCTMwrKys24bGXbbFYlCTbJ3RgYEAvvviihehIvsCPRE2//v5+jYyMWNiPd3djY0MLCwuSpJtuukmnT59WNLq7zyXhU+4dpVUowtxs7taaGx0d1eLiovm51tfXrRYbbeWcPNNyuax4PG5Fgzvhz9vf379v1uq1DlRZjP+ErunLFBiOxWLmdfTvCslC+O945vgYffkQX/tNUluRXDx8KILHjh0z8gTR8qFL1EAWS/wcewT+UtoeiUTaCvniZfPJIpBNCCbvpidel0POrieV7bVEmNv3EIhdwHWFSwnxnu8z+IAudGyfbMHfTGQ+hIKq5MOCkDQIGgTOby/kyxrgN0KB8u0nm5VQKHXpUB68+Z+QbTQaVS6XM5VheXlZy8vLWllZUblctv0/qZdH+RWySzk+CSIkhmAAHxoaskQO9gHN5/M6d+6c5ufnzYjOuXz4jIQKlC9/b2dmZnTDDTdoc3NTs7OzOnbsWFu9s1Zrt2QN2cT8oUr+wsKCqZd+39a+vj4LvwLKjuAhvF4AsSKkzN607DSBsia1q9mE1AnnQ+DYD9YvhshOZTFBaQ5fZ21oaEgTExOWGOGVN4prs6Ch30AS8ZBSWoV+joKGQgcgcbyXHIv/+8/5v/l3JzkLhO3KIsztewjELiDA4ZVk5kIEO0kfE1Yn0ePfnvB1foewEkqA99L54/hiovi9IHpkYhLWlWRkDL8PIVpIHjXTKFeCwXxxcVH1el3VatXCsKh03q/G9lQolEyAtBViQFkQCN/AwIBeeumlNs/b0NCQJRdQ7gTvFB49igaTEXvq1CmdOHFCa2trbaUfKPsBWVxZWdH4+LiWlpYs3O0zMaVdZWhubs7KmWxvb1u5l+sBlCZBkWNzeV/gVpLdM7KyKYbcaDTaQv4kJyWTSfX09NjOEt6PRsmOyclJS4jg+fX399s5qZuIGocazkIDP6lPpCAs6xdBPgGDdvrQKdd5MdIWwqIHjzC37yF+8Y8EBFw/uJgitx98BlrnzyGKfoXvj9Wp7DFJ+rpYTCRMYCQ3+KxMJiTqg3FsQqdsHUapFRIU2LWAorLU2UMxhNAlk0kNDw9rfHxc5XJZ5XJZxWLRSBrXv7y8rGazaZM/RBNTPeFVQnW0b2VlRfl8XuVyWTMzM1bahO+1Wi0Vi0VT7QYHB1UqlRSNRpVMJvXSSy9peHjYvIWSbF9dypqQNcy9Zk9UyDQElm245ubmLPP39c46PQh4ckVxah/ylGThe3ZIIBQ5ODhoCxAIUyqVsmxtFgi+xt4b3/hGU+lQVQnZsrMHiQ4sHEhOQFmmxAsKoE828HXjOIdX+KR2csf/PYLKFnAtIih2AQGvAS43O5fPd04cqBpe2UOpk/YmHr8fLmFZyAf/h/D5EDDZnCRmQMgIz3pljRIpnJ8dK7xyU6lUtLi4qFqtZmVaIpGIJXZIstpdGxsbFn6jPRR+rVQqisViRs6mp6etIDDZkezAcfz4cfX09KhWqykW291H99y5cxoZGTEFcnx83EqakNTRaDSskDKqIContfr8jhHnU2gPEyA6PFO8ndyTRCJhiREUUybZR5KFNH2Ra0Lc8XhcIyMjSqfTlmSA95O+4O0FvtAvx6GNZKzyWcKkKHY++cH3eR8mvZjqFnBtI8ztewiKXUDAa4CLTRSdak9nEoc3XDMxEWZFlZD2fHy+bAcKCEQQhaOz8ClZipFIpM3YTgYsITe8eRyfxAoSHPCZFQoFxWK7G9bfeOONKpVKKhQKlkG7vr5uIeGNjQ0NDAxYDT6uFwWS7MaZmRl1dXVpYmJCS0tL1jZqgzWbTb344os6evSoenp6VCwWLQQ4NTWlEydOqFgsWlYuCSDs67m1tWUhYBTHjY0NLS0tSVKbqnhYSR3PmefR29trYW62BBscHLS+B9miT5LsQNJCOp1WJpOx30G6qD0nqS0Jgb1WIYdkDaO4eZLHd7wSB4EDnSpbCIsGXO8IxC4g4HXAxUK8nkT4WlmoWz7US7gM0ubDuiQvkHVIeRUmTUJcnWZyPivt+vDYpJxtlgj78ll2a6Bg74svvmg1xo4cOaJ6va65uTnV63UjosvLy23EFNVmY2PDCB5h0OnpaU1MTLTtt1qtVu0afvSjH+nYsWNKJBIW/oVwlstljY6OmgdwZ2dH5XJZ9XrdPIanTp2yLaEokHvYEYlEjMDhnxsaGjLi1mw2TRkbGhqyWomUDaHWGz/zJCsSidh32bUBJdDXniMcSuZrb29v26LoQqQtqGwBAZeGEIoNCLjKsR/p6EzY6CxWys/4OX46f0z8eyh6hGSpr+eVPrxwlEkhs9SXVNnZ2dHy8rKq1aqpLuzVurS0pNXVVa2urlo7/JZr8Xhcm5ub5rnq7e21pI7BwUHNzc21lZgggePEiROmxlWrVQvbEtbd3NxUJpPRSy+9pI2NDVUqFWWzWU1NTV2BJ3V1YWBgwDJSyTjGyzY4OGhlZ/C/9fT0KJvNttWGQ00mi9nvRUu4lC3BfB24aDRqu0v4um30V0/SAmELeC0Q5vY9BMUuIOAqx4XUvk7vndRO+lD6CIFB5HzmJ0kT+KtI4ECpI7u22Wwqk8lYaJV6eGTSSjJFCEWQ0iSJRELpdFpbW1sqlUqqVCpWFw+zvCQrh4JPS5JKpZKy2ayWlpasHl93d7eFaiF33d3dOnXqlI4fP65CoSBJbcWa5+fntbOzY1ukHSaw/VYul7MwaCqV0tDQkBKJhIaGhqzm3NjYmP2bsH08Hjc/HR5LtgcbHBy0sCvhWEqD7EfaLhQmDQgIuPIIxC4g4BrGpYR490vOYELuDMN6QkeWLqodyhx7zG5tbSmdThtBI4Qr7RK0SCSi0dFRraysqKurS9VqVVtbW0Y0NjY2jOSVSqU2giftZu4S9puamtL29rZtVcZ2Z6h07CfbarU0NTVloeRIJKLV1VXNzMy85vf+IJHP5yXtPr98Pq9kMmmq3NDQkHK5nJEzaa+gMAkpQ0NDRvaSyaTt74q3jR0a8Mv5ottSUNkCAq5mhFBsQMB1is4Qr0/QkPbq9uHj8+VV2KaMDFz2CoUA1ut187BVKhVLVFhfX7fvlkolxWIxUw0LhYKRNmmXQOKdI+RHiHdhYcGIpiTzcrEDB2AfUx+GvtbQ29trhXlR4YaGhpTJZIz4kkAyNDRkyQ/JZFK9vb1Kp9NtChvfwefmSVsgbAHXKsLcvodA7AICAl6GzoQOSB+KHyUu/N60FEImfAvBowxKsVjU5uamyuWyhWjX1tZM8dvc3NTGxobq9bqKxaJtN3Y9DVHZbFYjIyMaGxuz0OrQ0JAV/aWeYF9fn/0uk8nYzgh9fX2WyQpp2y9EGhBw2BDm9j2EUGxAQMDL0KncnM/DF4/HrcSK37oMMkftvPX1deXzea2vr9sfwrDValWlUslCuahyAwMDKhaLVkLlMGF4eFhjY2NKJBKanJxULpczZW5kZETJZFKjo6NKpVK2l29vb6+FTH0JkKCyBQQEeARiFxAQcFm4lJp9XV1dRvZ8Zm6j0dD6+rpl1lKeZH19XeVyWefOnVOxWFStVlOhULAN4KvV6jWZydrX16fjx4/r6NGjOnr0qFKplJE6/iQSCfX09Fg2qi+2GwhbQEDA5eKaI3bf/OY39bnPfU7f+973ND8/r8cee0z33XffQTcrICDg/+NiCR145fyeuRsbG6bYraysaGlpSQsLCzp9+rR577LZrE6fPq1SqfQ6Xs2lIZ1O67bbbtPtt9+uTCaj48ePa3JyUseOHVM6nVZ/f3+bty2ERQMCAq4Urjlit7q6qjvuuEO//Mu/rPe85z0H3ZyAgIDLgFf7/P65ZOZC+CjJsra2Znu6Tk9P67nnntMLL7yg73//+/rBD37wurf/zjvv1Jvf/GbddNNNuvXWW3XzzTcrl8tZmZCgsgUEBBw0runkiUgkctmKXTBYBgRcm4Ds7ezsqFqtanp6Wt/61rf0t3/7t/ra1772mp3npptu0rvf/W799E//tO68807lcjn19PQElS0g4CpGmNv3cM0pdpcLKuSDlZWVA2xNQEDAKwUhTLI/x8bG9Na3vlX/7t/9O7VaLa2vr+vpp5/WAw88oO9///sXPd4f/dEf6b3vfe91PwkEBAQcLhx6YveZz3xGn/70pw+6GQEBAVcQkUhE/f39uvvuu/XMM88cdHMCAgICDgyHPrbwiU98QsvLy/bnsFWgDwgICAgICAgAh16xY3PrgICAgICAgIDDjkOv2AUEBAQEBAQEXC+45hS7er2ukydP2v+npqb09NNPa3h4WEePHj3AlgUEBAQEBAQEHCyuOWL33e9+V/fcc4/9/2Mf+5gk6f7779ejjz56QK0KCAgICAgICDh4XHPE7h3veMd1tSl4QEBAQEBAQMCl4pojdq8WkMJQzy4gICAgIOBwgDk9CD/XIbGr1WqSpMnJyQNuSUBAQEBAQMBriVqtpmQyedDNOFBc01uKvRI0m03Nzc1paGjoiuzpuLKyosnJSc3MzISK9peAcL8uD+F+XR7C/bo8hPt1eQj36/JwJe9Xq9VSrVbT+Pj4db/933Wn2EWjUR05cuSKnyeRSIQX/TIQ7tflIdyvy0O4X5eHcL8uD+F+XR6u1P263pU6cH3T2oCAgICAgICAQ4RA7AICAgICAgICDgkCsXuN0dPTo09+8pNhG7NLRLhfl4dwvy4P4X5dHsL9ujyE+3V5CPfr9cF1lzwREBAQEBAQEHBYERS7gICAgICAgIBDgkDsAgICAgICAgIOCQKxCwgICAgICAg4JAjELiAgICAgICDgkCAQuyuIX/iFX9DRo0fV29ursbExffCDH9Tc3NxBN+uqxJkzZ/SRj3xEN9xwg/r6+nTixAl98pOf1NbW1kE37arFf/kv/0V33323+vv7lUqlDro5Vx2++MUv6vjx4+rt7dVb3/pWffvb3z7oJl21+OY3v6l3v/vdGh8fVyQS0V/+5V8edJOuWnzmM5/RXXfdpaGhIY2MjOi+++7TCy+8cNDNumrxpS99ST/xEz9hRYnf9ra36a/+6q8OulmHGoHYXUHcc889+u///b/rhRde0F/8xV/o1KlTeu9733vQzboq8aMf/UjNZlN/+Id/qB/84Af63d/9Xf3BH/yBfvu3f/ugm3bVYmtrS7/0S7+kBx544KCbctXhz/7sz/Sxj31Mn/zkJ/VP//RPuuOOO/RzP/dzWlxcPOimXZVYXV3VHXfcoS9+8YsH3ZSrHk899ZQefPBBfetb39L/+l//S9vb2/qX//JfanV19aCbdlXiyJEj+uxnP6vvfe97+u53v6uf+Zmf0S/+4i/qBz/4wUE37dAilDt5HfG1r31N9913nzY3N9XV1XXQzbnq8bnPfU5f+tKXdPr06YNuylWNRx99VL/xG7+harV60E25avDWt75Vd911l77whS9I2t0jenJyUg8//LA+/vGPH3Drrm5EIhE99thjuu+++w66KdcElpaWNDIyoqeeekpvf/vbD7o51wSGh4f1uc99Th/5yEcOuimHEkGxe51QLpf1J3/yJ7r77rsDqbtELC8va3h4+KCbEXCNYWtrS9/73vd077332s+i0ajuvfde/Z//838OsGUBhxHLy8uSFMaqS0Cj0dBXv/pVra6u6m1ve9tBN+fQIhC7K4z/8B/+gwYGBpTJZDQ9Pa3HH3/8oJt0TeDkyZP6vd/7Pf3ar/3aQTcl4BpDsVhUo9FQPp9v+3k+n9fCwsIBtSrgMKLZbOo3fuM39FM/9VN64xvfeNDNuWrx7LPPanBwUD09Pfr1X/91PfbYY7r99tsPulmHFoHYXSY+/vGPKxKJXPDPj370I/v8b/3Wb+n//t//q69//euKxWL60Ic+pOsp+n2590uSzp07p3e+8536pV/6JX30ox89oJYfDF7J/QoICDgYPPjgg3ruuef01a9+9aCbclXjDW94g55++mn94z/+ox544AHdf//9+uEPf3jQzTq0CB67y8TS0pJKpdIFP3PjjTequ7v7ZT+fnZ3V5OSk/uEf/uG6kaEv937Nzc3pHe94h/75P//nevTRRxWNXl9rj1fSv4LHrh1bW1vq7+/Xn//5n7f5xO6//35Vq9Wgml8EwWN3aXjooYf0+OOP65vf/KZuuOGGg27ONYV7771XJ06c0B/+4R8edFMOJeIH3YBrDblcTrlc7hV9t9lsSpI2NzdfyyZd1bic+3Xu3Dndc889evOb36xHHnn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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def inference(trajectory_length, forward_model, env, batch_size=10_000):\n", + " \"\"\"Sample some trajectories.\"\"\"\n", + "\n", + " with torch.no_grad():\n", + " trajectory = torch.zeros((batch_size, trajectory_length + 1, 2), device=device)\n", + " trajectory[:, 0, 0] = env.init_value\n", + "\n", + " x = initalize_state(batch_size, device, env)\n", + "\n", + " for t in range(trajectory_length):\n", + " policy_dist = get_policy_dist(forward_model, x)\n", + " action = policy_dist.sample()\n", + "\n", + " new_x = step(x, action)\n", + " trajectory[:, t + 1, :] = new_x\n", + " x = new_x\n", + "\n", + " return trajectory\n", + "\n", + "trajectories = inference(trajectory_length, forward_model, env)\n", + "render(env, trajectories)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zvbYQ5ADfjsH" + }, + "source": [ + "# Careful With that logPB, Eugene\n", + "\n", + "Yeesh! That doesn't look good. What happened? Recall that for the Trajectory Balance loss, we must match $P_F$ and $P_B$. When we sample our forward trajectory $\\tau_F = S_0 \\rightarrow S_1 \\rightarrow S_2 \\rightarrow \\cdots \\rightarrow S_4 \\rightarrow S_5$, we can accumulate the log probability of each transition under the gaussian distribution parameterized by our model. For the backward trajectory, $\\tau_B = S_5 \\rightarrow S_4 \\rightarrow \\cdots S_2 \\rightarrow S_1 \\rightarrow S_0$, we should accumulate the log probabilities using the same strategy, **except** for the transition $S_1 \\rightarrow S_0$.\n", + "\n", + "Since **every state reachable by the backward policy must also be reachable by the forward policy**, we also need to enforce that the the final transition of the backward policy goes exactly to $S_0$. Currently, we're sampling this transition, and under our current parameterization, it's actually impossible to precisely sample this exact transition every time. Since we **know** the transition $S_1 \\rightarrow S_0$ and that the backward trajectory must terminate at **exactly** $S_0$, we can say this transition happens with probability 1 (i.e., log probability 0). In the past implementation, we didn't do that, because our backward loop was `for t in range(trajectory_length, 0, -1)`...\n", + "\n", + "Let's fix this in the code below: if we make the backward loop `t in range(trajectory_length, 1, -1),`, we'll loop over a list of trajectory indices `[trajectory_length, trajectory_length-1, ..., 2]`, and the loop itself handles the transitions between `t` and `t-1`. Therefore, we will calculate the log probabilities of the transition $S_2 \\rightarrow S_1$, but not $S_1 \\rightarrow S_0$. This is correct, because that final transition happens with probability 1, and we should therefore correctly always add `0` when accumulating `logPB` for this last transition.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 503 + }, + "id": "ohO8zGFZh0P8", + "outputId": "e91f71a4-6778-41aa-f4df-790baf03b622" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Training iter 4900: (loss=0.080, estimated logZ=0.650, true logZ=0.693, LR=0.001: 100%|██████████| 5000/5000 [01:23<00:00, 59.74it/s]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def train_with_correct_PB(seed, batch_size, trajectory_length, env, device, n_iterations):\n", + " \"\"\"Continuous GFlowNet training loop, with the Trajectory Balance objective.\"\"\"\n", + " seed_all(seed)\n", + " forward_model, backward_model, logZ, optimizer = setup_experiment() # Default hyperparameters used.\n", + " losses = []\n", + " tbar = trange(n_iterations)\n", + " true_logZ = env.log_partition\n", + "\n", + " for it in tbar:\n", + " optimizer.zero_grad()\n", + "\n", + " x = initalize_state(batch_size, device, env)\n", + "\n", + " # Trajectory stores all of the states in the forward loop.\n", + " trajectory = torch.zeros((batch_size, trajectory_length + 1, 2), device=device)\n", + " logPF = torch.zeros((batch_size,), device=device)\n", + " logPB = torch.zeros((batch_size,), device=device)\n", + "\n", + " # Forward loop to generate full trajectory and compute logPF.\n", + " for t in range(trajectory_length):\n", + " policy_dist = get_policy_dist(forward_model, x)\n", + " action = policy_dist.sample()\n", + " logPF += policy_dist.log_prob(action)\n", + "\n", + " new_x = step(x, action)\n", + " trajectory[:, t + 1, :] = new_x\n", + " x = new_x\n", + "\n", + " # Backward loop to compute logPB from existing trajectory under the backward policy.\n", + " # Note this range skips S_1 -> S_0 -- we assign this action automatically p=1,\n", + " # or log probability 0, which we don't need to explictly accumulate to logPB.\n", + " for t in range(trajectory_length, 1, -1): # TODO: We fixed this line!\n", + " policy_dist = get_policy_dist(backward_model, trajectory[:, t, :])\n", + " action = trajectory[:, t, 0] - trajectory[:, t - 1, 0]\n", + " logPB += policy_dist.log_prob(action)\n", + "\n", + " log_reward = env.log_reward(trajectory[:, -1, 0]) # Reward from the final state.\n", + "\n", + " # Compute Trajectory Balance Loss.\n", + " loss = (logZ + logPF - logPB - log_reward).pow(2).mean()\n", + " loss.backward()\n", + " optimizer.step()\n", + " losses.append(loss.item())\n", + "\n", + " if it % 100 == 0:\n", + " tbar.set_description(\"Training iter {}: (loss={:.3f}, estimated logZ={:.3f}, true logZ={:.3f}, LR={}\".format(\n", + " it,\n", + " np.array(losses[-100:]).mean(),\n", + " logZ.item(),\n", + " true_logZ,\n", + " optimizer.param_groups[0]['lr'],\n", + " )\n", + " )\n", + "\n", + " return (forward_model, backward_model, logZ)\n", + "\n", + "n_iterations = 5000\n", + "forward_model, backward_model, logZ = train_with_correct_PB(seed, batch_size, trajectory_length, env, device, n_iterations)\n", + "trajectories = inference(trajectory_length, forward_model, env)\n", + "render(env, trajectories)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "M5g1dAcmb3JC" + }, + "source": [ + "# I Have Dropped Modes and I Must Scream\n", + "\n", + "Well, it looks OK! Maybe not perfect (we could get there training longer), but let's move on. In this example, there's a reasonable amount of probability mass connecting the two modes of the distribution. Let's try to make the example harder by placing the modes far from $S_0$:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 487 + }, + "id": "BKUevkb9b3JC", + "outputId": "2d58cf37-470e-4fc3-f0c4-f10a833f9a04" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "env = LineEnvironment(mus=[-3, 3], variances=[0.2, 0.2], n_sd=4.5, init_value=0)\n", + "render(env)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZKu4cufkb3JC" + }, + "source": [ + "Let's train a model using the same hyperparameters on this environment." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 503 + }, + "id": "YzqrQdcWb3JC", + "outputId": "4ef92192-489d-4e2f-8c12-eb964a1e8ae5" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Training iter 4900: (loss=0.001, estimated logZ=0.000, true logZ=0.693, LR=0.001: 100%|██████████| 5000/5000 [01:23<00:00, 59.60it/s]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_iterations = 5000\n", + "forward_model, backward_model, logZ = train_with_correct_PB(seed, batch_size, trajectory_length, env, device, n_iterations)\n", + "trajectories = inference(trajectory_length, forward_model, env)\n", + "render(env, trajectories)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "RGzpPzEvb3JD" + }, + "source": [ + "What we're seeing here is mode collapse due to on policy training. We can fix this with off policy exploration.\n", + "\n", + "# Off Policy Exploration\n", + "\n", + "We can go off policy in many ways, but one simple way would be to add some constant to the variance predicted by our forward policy for the normal distribution. We can also decay this constant linearly over training iterations too facilitate convergence.\n", + "\n", + "Let's define a new function that retrieves both our learned policy and off policy sampler:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "dYtvf7jqb3JD" + }, + "outputs": [], + "source": [ + "def get_policy_and_exploration_dist(model, x, off_policy_noise):\n", + " \"\"\"\n", + " A policy is a distribution we predict the parameters of using a neural network,\n", + " which we then sample from.\n", + " \"\"\"\n", + " pf_params = model(x)\n", + " policy_mean = pf_params[:, 0]\n", + " policy_std = torch.sigmoid(pf_params[:, 1]) * (max_policy_std - min_policy_std) + min_policy_std\n", + " policy_dist = torch.distributions.Normal(policy_mean, policy_std)\n", + "\n", + " # Add some off-policy exploration.\n", + " exploration_dist = torch.distributions.Normal(policy_mean, policy_std + off_policy_noise) # TODO: Fill in the blank here!\n", + "\n", + " return policy_dist, exploration_dist\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "nyUVSrTwb3JD" + }, + "source": [ + "In the below training loop, let's add the changes needed to allow for off policy exploration. To do so, we need to accomplish a few things:\n", + "\n", + "1. Define a value to increase the variance by, to encourage exploration. Ideally, this would be on a schedule, i.e,, the value we are adding to the variance of the predicted distribution will decrease over iterations. Let's use the `init_explortation_noise` variable for this.\n", + "2. Sample actions from the exploration distribution.\n", + "3. Calculate `logPF` using the log probabilities of the samples action from the policy distribution." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "NX5_Cp-nb3JD" + }, + "outputs": [], + "source": [ + "def train_with_exploration(\n", + " seed,\n", + " batch_size,\n", + " trajectory_length,\n", + " env,\n", + " device,\n", + " init_exploration_noise,\n", + " n_iterations,\n", + " ):\n", + " \"\"\"Continuous GFlowNet training loop, with expploration, and the Trajectory Balance objective.\"\"\"\n", + " seed_all(seed)\n", + " forward_model, backward_model, logZ, optimizer = setup_experiment() # Default hyperparameters used.\n", + " losses = []\n", + " tbar = trange(n_iterations)\n", + " true_logZ = env.log_partition\n", + "\n", + " exploration_schedule = np.linspace(init_exploration_noise, 0, n_iterations) # TODO: Fill in the blank, optional.\n", + "\n", + " for iteration in tbar:\n", + " optimizer.zero_grad()\n", + "\n", + " x = initalize_state(batch_size, device, env)\n", + "\n", + " # Trajectory stores all of the states in the forward loop.\n", + " trajectory = torch.zeros((batch_size, trajectory_length + 1, 2), device=device)\n", + " logPF = torch.zeros((batch_size,), device=device)\n", + " logPB = torch.zeros((batch_size,), device=device)\n", + "\n", + " # Forward loop to generate full trajectory and compute logPF.\n", + " for t in range(trajectory_length):\n", + " # TODO: Fill in the blanks here.\n", + " policy_dist, exploration_dist = get_policy_and_exploration_dist(\n", + " forward_model,\n", + " x,\n", + " exploration_schedule[iteration], # TODO: Fill in the blank here.\n", + " )\n", + " action = exploration_dist.sample() # TODO: Fill in the blank here.\n", + " logPF += policy_dist.log_prob(action) # TODO: Fill in the blank here.\n", + "\n", + " new_x = step(x, action)\n", + " trajectory[:, t + 1, :] = new_x\n", + " x = new_x\n", + "\n", + " # Backward loop to compute logPB from existing trajectory under the backward policy.\n", + " # Note this range skips S_1 -> S_0 -- we assign this action automatically p=1,\n", + " # or log probability 0, which we don't need to explictly accumulate to logPB.\n", + " for t in range(trajectory_length, 1, -1):\n", + " policy_dist = get_policy_dist(backward_model, trajectory[:, t, :])\n", + " action = trajectory[:, t, 0] - trajectory[:, t - 1, 0]\n", + " logPB += policy_dist.log_prob(action)\n", + "\n", + " log_reward = env.log_reward(trajectory[:, -1, 0]) # Reward from the final state.\n", + "\n", + " # Compute Trajectory Balance Loss.\n", + " loss = (logZ + logPF - logPB - log_reward).pow(2).mean()\n", + " loss.backward()\n", + " optimizer.step()\n", + " losses.append(loss.item())\n", + "\n", + " if iteration % 100 == 0:\n", + " tbar.set_description(\"Training iter {}: (loss={:.3f}, estimated logZ={:.3f}, true logZ={:.3f}, LR={}, off policy noise={:.4f})\".format(\n", + " iteration,\n", + " np.array(losses[-100:]).mean(),\n", + " logZ.item(),\n", + " true_logZ,\n", + " optimizer.param_groups[0]['lr'],\n", + " exploration_schedule[iteration], # TODO: Remove (b/c of fill in the blanks)?\n", + " )\n", + " )\n", + "\n", + " return (forward_model, backward_model, logZ)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_RmSaztEb3JD" + }, + "source": [ + "Note there are 3 elements defining the difficulty of learning this task: the `init_exploration_noise`, `trajectory_length`, and `n_iterations` hyperparameters. Increasing the noise too much without increasing the trajectory length or , or vice versa, will not produce a good solution. We've provided good hyperparameters here, but feel free to play around to see how the hyperparameters interact." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2M-BAgDMb3JD", + "outputId": "66f51ba4-a849-4ed0-e3fb-1611667997a0" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Training iter 4900: (loss=3.726, estimated logZ=0.179, true logZ=0.693, LR=0.001, off policy noise=0.0396): 100%|██████████| 5000/5000 [01:24<00:00, 58.89it/s]\n" + ] + } + ], + "source": [ + "init_exploration_noise = 2\n", + "trajectory_length = 5\n", + "n_iterations = 5_000\n", + "\n", + "forward_model, backward_model, logZ = train_with_exploration(\n", + " seed,\n", + " batch_size,\n", + " trajectory_length,\n", + " env,\n", + " device,\n", + " init_exploration_noise,\n", + " n_iterations,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 486 + }, + "id": "Mkoy5jrEb3JE", + "outputId": "11e792d5-9958-4d12-db8c-a5a470138927" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trajectories = inference(trajectory_length, forward_model, env)\n", + "render(env, trajectories)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aTnHOs-7b3JE" + }, + "source": [ + "# A Too Hard Example?\n", + "\n", + "Looks good! Let's try something more complex..." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JOFzrw7lb3JE", + "outputId": "87068dfc-82d4-44fb-a2f7-eee133c09114" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "env = LineEnvironment(\n", + " mus=[-2, 4, 6, 10],\n", + " variances=[0.2, 0.4, 1, 0.2],\n", + " n_sd=4.5,\n", + " init_value=0\n", + ")\n", + "render(env)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7BbuArtRb3JE" + }, + "source": [ + "Here, we have 4 modes, and our starting point $S_0$ is now closest to Mode 1, and the different modes have different reward values. Let's train for 10k iterations to help the model out:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Ps3gSkwOb3JE", + "outputId": "5db3c220-fa9b-4731-a4d0-88c319064285" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Training iter 9900: (loss=1.849, estimated logZ=0.955, true logZ=1.386, LR=0.001, off policy noise=0.0198): 100%|██████████| 10000/10000 [02:52<00:00, 57.88it/s]\n" + ] + } + ], + "source": [ + "init_exploration_noise = 2\n", + "trajectory_length = 5\n", + "n_iterations = 10_000\n", + "min_policy_std = 0.1\n", + "max_policy_std = 1.0\n", + "\n", + "forward_model, backward_model, logZ = train_with_exploration(\n", + " seed,\n", + " batch_size,\n", + " trajectory_length,\n", + " env,\n", + " device,\n", + " init_exploration_noise,\n", + " n_iterations=n_iterations,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 486 + }, + "id": "qCIyWb0-b3JF", + "outputId": "f7d853f9-3d8c-4944-9377-a50df196a76b" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trajectories = inference(trajectory_length, forward_model, env)\n", + "render(env, trajectories)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "86usYDqOb3JF" + }, + "source": [ + "Things aren't looking good yet. The model has learned to x positions reliabily in the highest reward regions, but it isn't modelling mode 2 and 3 well yet, so we are nowhere close to sampling from the correct probability distribution.\n", + "\n", + "We can get decent results with more compute: `trajectory_lengths=10` and `n_iterations=50_000`, but we don't have time to train this during the tutorial. Try playing with this notebook at home to build an intution as to how the different hyperparameters affect the results:\n", + "\n", + "+ `trajectory_length`\n", + "+ `init_exploration_noise`\n", + "+ `min/max_policy_std`\n", + "+ `n_iterations`\n", + "+ `learning_rate` (for the model and logZ estimate seperately!)\n", + "+ `hid_dim`\n", + "\n", + "A key takeaway here is that the complexity of tuning the hyperparameters for training a continuous GFlowNet quickly grows with the complexity of the environment... even in a very simple case such as this one.\n", + "\n", + "# Harder (and More Realistic) Examples in the `GFlowNet` Library\n", + "\n", + "For a more interesting example, please see [the Continuous Cube Environment](https://github.com/alexhernandezgarcia/gflownet/blob/main/gflownet/envs/cube.py#L286) from [`GFlowNet`](https://github.com/alexhernandezgarcia/gflownet/tree/main), a GFlowNet training framework designed by a group of researchers at Mila (including a few of this workshop's instructors: Alex Hernandez-Garcia, Michał Koziarski, Victor Schmidt, and Alexandra Volokhova).\n", + "\n", + "For installation, see [here](https://github.com/alexhernandezgarcia/gflownet/tree/main) and see the configuration file [here](https://github.com/alexhernandezgarcia/gflownet/tree/main/config/experiments/ccube) to train the task on your machine. This environment implements multiple important complexities we have so far ignored:\n", + "\n", + "+ The environment allows for early termination by including a [Bernoulli in the action space](https://github.com/alexhernandezgarcia/gflownet/blob/96f1eaf44e1200bd45ec4a6a5a8a5acca8ff0111/gflownet/envs/cube.py#L360) which represents the probability of exiting.\n", + "+ The action space is governed by Beta distribution (i.e., with support on $(0, 1)$) with a scale parameter.\n", + "+ Forward and backward actions are [governed by different distributions](https://github.com/alexhernandezgarcia/gflownet/blob/96f1eaf44e1200bd45ec4a6a5a8a5acca8ff0111/gflownet/envs/cube.py#L593). This is important: in general, forward and backward actions **are not the same** when defining Continuous GFlowNets.\n", + "+ The log probability calculations with a mixture of dsitributions becomes [complicated very quickly](https://github.com/alexhernandezgarcia/gflownet/blob/96f1eaf44e1200bd45ec4a6a5a8a5acca8ff0111/gflownet/envs/cube.py#L940), especially if the calculation is step-dependent.\n", + "\n", + "This is only scratching the surface, but I hope it is clear from glancing at this implementation how Continuous GFlowNets quickly become challenging to handle, so using them for non-toy applications should be done with careful consideration. There is still a lot of research to be done on improving their ease-of-use!\n", + "\n", + "# A Self Contained Example of the SImple 1D Environment\n", + "\n", + "For your convienience, we've copied all relevant logic from the above here, so you can play with the hyperparameters etc. to see how this affects training of the Continuous GFlowNet. **For this to work, please remember to run the imports and helper function cells at the beginning of the notebook!**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 593 + }, + "id": "Y-yX85oRmEMq", + "outputId": "76b86186-7e22-42e7-9057-4948d9a65dfb" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":7: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", + " Normal(torch.tensor(m), torch.tensor(s)) for m, s in zip(mus, self.sigmas)\n", + "Training iter 9900: (loss=0.430, estimated logZ=0.519, true logZ=0.693, LR=0.001, off policy noise=0.0198): 100%|██████████| 10000/10000 [02:46<00:00, 60.20it/s]\n", + "/usr/local/lib/python3.10/dist-packages/numpy/core/shape_base.py:65: FutureWarning: The input object of type 'Tensor' is an array-like implementing one of the corresponding protocols (`__array__`, `__array_interface__` or `__array_struct__`); but not a sequence (or 0-D). In the future, this object will be coerced as if it was first converted using `np.array(obj)`. To retain the old behaviour, you have to either modify the type 'Tensor', or assign to an empty array created with `np.empty(correct_shape, dtype=object)`.\n", + " ary = asanyarray(ary)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "class LineEnvironment():\n", + " def __init__(self, mus, variances, n_sd, init_value):\n", + " self.mus = torch.tensor(mus)\n", + " self.sigmas = torch.tensor([math.sqrt(v) for v in variances])\n", + " self.variances = torch.tensor(variances)\n", + " self.mixture = [\n", + " Normal(torch.tensor(m), torch.tensor(s)) for m, s in zip(mus, self.sigmas)\n", + " ]\n", + "\n", + " self.n_sd = n_sd\n", + " self.lb = min(self.mus) - self.n_sd * max(self.sigmas) # Convienience only.\n", + " self.ub = max(self.mus) + self.n_sd * max(self.sigmas) # Convienience only.\n", + "\n", + " self.init_value = init_value # Used for s0.\n", + " assert self.lb < self.init_value < self.ub\n", + "\n", + " def log_reward(self, x):\n", + " \"\"\"Sum of the exponential of each log probability in the mixture.\"\"\"\n", + " return torch.logsumexp(torch.stack([m.log_prob(x) for m in self.mixture], 0), 0)\n", + "\n", + " @property\n", + " def log_partition(self) -> float:\n", + " \"\"\"Log Partition is the log of the number of gaussians.\"\"\"\n", + " return torch.tensor(len(self.mus)).log()\n", + "\n", + "\n", + "def setup_experiment(hid_dim=64, lr_model=1e-3, lr_logz=1e-1):\n", + " \"\"\"Generate the learned parameters and optimizer for an experiment.\n", + "\n", + " Forward and backward models are MLPs with a single hidden layer. logZ is\n", + " a single parameter. Note that we give logZ a higher learning rate, which is\n", + " a common trick used when utilizing Trajectory Balance.\n", + " \"\"\"\n", + " # Input = [x_position, n_steps], Output = [mus, standard_deviations].\n", + " forward_model = torch.nn.Sequential(torch.nn.Linear(2, hid_dim),\n", + " torch.nn.ELU(),\n", + " torch.nn.Linear(hid_dim, hid_dim),\n", + " torch.nn.ELU(),\n", + " torch.nn.Linear(hid_dim, 2)).to(device)\n", + "\n", + " backward_model = torch.nn.Sequential(torch.nn.Linear(2, hid_dim),\n", + " torch.nn.ELU(),\n", + " torch.nn.Linear(hid_dim, hid_dim),\n", + " torch.nn.ELU(),\n", + " torch.nn.Linear(hid_dim, 2)).to(device)\n", + "\n", + " logZ = torch.nn.Parameter(torch.tensor(0.0, device=device))\n", + "\n", + " optimizer = torch.optim.Adam(\n", + " [\n", + " {'params': forward_model.parameters(), 'lr': lr_model},\n", + " {'params': backward_model.parameters(), 'lr': lr_model},\n", + " {'params': [logZ], 'lr': lr_logz},\n", + " ]\n", + " )\n", + "\n", + " return (forward_model, backward_model, logZ, optimizer)\n", + "\n", + "\n", + "def step(x, action):\n", + " \"\"\"Takes a forward step in the environment.\"\"\"\n", + " new_x = torch.zeros_like(x)\n", + " new_x[:, 0] = x[:, 0] + action # Add action delta.\n", + " new_x[:, 1] = x[:, 1] + 1 # Increment step counter.\n", + "\n", + " return new_x\n", + "\n", + "\n", + "def initalize_state(batch_size, device, env, randn=False):\n", + " \"\"\"Trajectory starts at state = (X_0, t=0).\"\"\"\n", + " x = torch.zeros((batch_size, 2), device=device)\n", + " x[:, 0] = env.init_value\n", + "\n", + " return x\n", + "\n", + "\n", + "def get_policy_and_exploration_dist(model, x, off_policy_noise):\n", + " \"\"\"\n", + " A policy is a distribution we predict the parameters of using a neural network,\n", + " which we then sample from.\n", + " \"\"\"\n", + " pf_params = model(x)\n", + " policy_mean = pf_params[:, 0]\n", + " policy_std = torch.sigmoid(pf_params[:, 1]) * (max_policy_std - min_policy_std) + min_policy_std\n", + " policy_dist = torch.distributions.Normal(policy_mean, policy_std)\n", + "\n", + " # Add some off-policy exploration.\n", + " exploration_dist = torch.distributions.Normal(policy_mean, policy_std + off_policy_noise)\n", + "\n", + " return policy_dist, exploration_dist\n", + "\n", + "\n", + "def inference(trajectory_length, forward_model, env, batch_size=10_000):\n", + " \"\"\"Sample some trajectories.\"\"\"\n", + " with torch.no_grad():\n", + " trajectory = torch.zeros((batch_size, trajectory_length + 1, 2), device=device)\n", + " trajectory[:, 0, 0] = env.init_value\n", + "\n", + " x = initalize_state(batch_size, device, env)\n", + "\n", + " for t in range(trajectory_length):\n", + " policy_dist, _ = get_policy_and_exploration_dist(forward_model, x, 0)\n", + " action = policy_dist.sample()\n", + "\n", + " new_x = step(x, action)\n", + " trajectory[:, t + 1, :] = new_x\n", + " x = new_x\n", + "\n", + " return trajectory\n", + "\n", + "\n", + "def train_with_exploration(\n", + " seed,\n", + " batch_size,\n", + " trajectory_length,\n", + " env,\n", + " device,\n", + " init_explortation_noise,\n", + " n_iterations=10_000\n", + " ):\n", + " \"\"\"Continuous GFlowNet training loop, with exploration, and the Trajectory Balance objective.\"\"\"\n", + " seed_all(seed)\n", + " forward_model, backward_model, logZ, optimizer = setup_experiment() # Default hyperparameters used.\n", + " losses = []\n", + " tbar = trange(n_iterations)\n", + " true_logZ = env.log_partition\n", + "\n", + " exploration_schedule = np.linspace(init_explortation_noise, 0, n_iterations)\n", + "\n", + " for iteration in tbar:\n", + " optimizer.zero_grad()\n", + "\n", + " x = initalize_state(batch_size, device, env)\n", + "\n", + " # Trajectory stores all of the states in the forward loop.\n", + " trajectory = torch.zeros((batch_size, trajectory_length + 1, 2), device=device)\n", + " logPF = torch.zeros((batch_size,), device=device)\n", + " logPB = torch.zeros((batch_size,), device=device)\n", + "\n", + " # Forward loop to generate full trajectory and compute logPF.\n", + " for t in range(trajectory_length):\n", + "\n", + " policy_dist, exploration_dist = get_policy_and_exploration_dist(\n", + " forward_model,\n", + " x,\n", + " exploration_schedule[iteration],\n", + " )\n", + " action = exploration_dist.sample()\n", + " logPF += policy_dist.log_prob(action)\n", + "\n", + " new_x = step(x, action)\n", + " trajectory[:, t + 1, :] = new_x\n", + " x = new_x\n", + "\n", + " # Backward loop to compute logPB from existing trajectory under the backward policy.\n", + " # Note this range skips S_1 -> S_0 -- we assign this action automatically p=1,\n", + " # or log probability 0, which we don't need to explictly accumulate to logPB.\n", + " for t in range(trajectory_length, 1, -1):\n", + " policy_dist, _ = get_policy_and_exploration_dist(\n", + " backward_model,\n", + " trajectory[:, t, :],\n", + " 1, # Exploration dist isn't used.\n", + " )\n", + " action = trajectory[:, t, 0] - trajectory[:, t - 1, 0]\n", + " logPB += policy_dist.log_prob(action)\n", + " print(t)\n", + "\n", + " log_reward = env.log_reward(trajectory[:, -1, 0]) # Reward from the final state.\n", + "\n", + " # Compute Trajectory Balance Loss.\n", + " loss = (logZ + logPF - logPB - log_reward).pow(2).mean()\n", + " loss.backward()\n", + " optimizer.step()\n", + " losses.append(loss.item())\n", + "\n", + " if iteration % 100 == 0:\n", + " tbar.set_description(\"Training iter {}: (loss={:.3f}, estimated logZ={:.3f}, true logZ={:.3f}, LR={}, off policy noise={:.4f})\".format(\n", + " iteration,\n", + " np.array(losses[-100:]).mean(),\n", + " logZ.item(),\n", + " true_logZ,\n", + " optimizer.param_groups[0]['lr'],\n", + " exploration_schedule[iteration],\n", + " )\n", + " )\n", + "\n", + " return (forward_model, backward_model, logZ)\n", + "\n", + "\n", + "# Hyperparameters.\n", + "batch_size = 256\n", + "init_exploration_noise = 2\n", + "max_policy_std = 1.0\n", + "min_policy_std = 0.1\n", + "n_iterations = 10_000\n", + "seed = 4444\n", + "trajectory_length = 5\n", + "\n", + "# Define Environment.\n", + "env = LineEnvironment(\n", + " mus=[2, 5],\n", + " variances=[0.2, 0.2],\n", + " n_sd=4.5,\n", + " init_value=0\n", + ")\n", + "\n", + "# Train.\n", + "forward_model, backward_model, logZ = train_with_exploration(\n", + " seed,\n", + " batch_size,\n", + " trajectory_length,\n", + " env,\n", + " device,\n", + " init_exploration_noise,\n", + " n_iterations=n_iterations,\n", + ")\n", + "\n", + "# Plot Results.\n", + "trajectories = inference(trajectory_length, forward_model, env)\n", + "render(env, trajectories)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "mWP0H-a5mTvB" + }, + "outputs": [], + "source": [] } - ], - "source": [ - "init_exploration_noise = 5\n", - "trajectory_length = 10\n", - "n_iterations = 10_000\n", - "min_policy_std = 0.1\n", - "max_policy_std = 5.0\n", - "\n", - "forward_model, backward_model, logZ = train_with_exploration(\n", - " seed,\n", - " batch_size,\n", - " trajectory_length,\n", - " env,\n", - " device,\n", - " init_exploration_noise,\n", - " n_iterations=n_iterations,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "vae", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" } - ], - "source": [ - "trajectories = inference(trajectory_length, forward_model, env)\n", - "render(env, trajectories)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Things aren't looking good yet. The model has learned to sample positive x positions due to majority of the reward mass being located in this region, but we are nowhere close to sampling from the correct probability distribution.\n", - "\n", - "We likely don't have time to train this during the tutorial, but by playing with the above hyperparameters long enough, we can eventually learn to sample from this reward distribution. Try playing with this notebook at home to build an intuition as to how the different hyperparameters affect the results:\n", - "\n", - "+ `trajectory_length`\n", - "+ `init_exploration_noise`\n", - "+ `min/max_policy_std`\n", - "+ `n_iterations`\n", - "+ `learning_rate` (for the model and logZ estimate separately!)\n", - "+ `hid_dim`\n", - "\n", - "A key takeaway here is that the complexity of tuning the hyperparameters for training a continuous GFlowNet quickly grows with the complexity of the environment... even in a very simple case such as this one. " - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "vae", - "language": "python", - "name": "python3" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.13" - } - }, - "nbformat": 4, - "nbformat_minor": 2 + "nbformat": 4, + "nbformat_minor": 0 }