Adversarial Attacks on CRDNN model.ipynb

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  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNS6h1hwbILUdBG7ANZn7MU",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/hammaad2002/AdversarialAttack/blob/main/Adversarial%20Attacks%20on%20CRDNN%20model.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%capture               \n",
        "!pip install speechbrain\n",
        "!git clone -b main https://github.com/hammaad2002/CRDNN_Model.git"
      ],
      "metadata": {
        "id": "tKDDR_Tfvkl3"
      },
      "execution_count": 365,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import shutil\n",
        "shutil.rmtree(\"/content/CRDNN_Model/result\")"
      ],
      "metadata": {
        "id": "Ig-J_YDTcrai"
      },
      "execution_count": 366,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 367,
      "metadata": {
        "id": "LiV4YtPTvh6F"
      },
      "outputs": [],
      "source": [
        "import pathlib\n",
        "import speechbrain as sb\n",
        "from hyperpyyaml import load_hyperpyyaml\n",
        "import torch\n",
        "import torchaudio\n",
        "import sys\n",
        "import numpy as np\n",
        "import torch.nn as nn\n",
        "from IPython.display import Math"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class CTCBrain(sb.Brain):\n",
        "    def compute_forward(self, batch, stage, n = 0):\n",
        "        if n == 1:\n",
        "          wavs = batch\n",
        "          wavs = wavs.to(\"cpu\")\n",
        "          lens = torch.tensor([1.])\n",
        "          feats = self.modules.compute_features(wavs) \n",
        "          feats = self.modules.mean_var_norm(feats, lens)\n",
        "          x = self.modules.model(feats)\n",
        "          x = self.modules.lin(x)\n",
        "          predictions = {\"ctc_softmax\": self.hparams.softmax(x)}\n",
        "          predictions[\"seq\"] = self.hparams.decoder(\n",
        "                  predictions[\"ctc_softmax\"], lens, blank_id=0)\n",
        "          return predictions, lens       \n",
        "        else:\n",
        "          batch = batch.to(self.device)\n",
        "          wavs, lens = batch.sig\n",
        "          feats = self.modules.compute_features(wavs)\n",
        "          feats = self.modules.mean_var_norm(feats, lens)\n",
        "          x = self.modules.model(feats)\n",
        "          x = self.modules.lin(x)\n",
        "          predictions = {\"ctc_softmax\": self.hparams.softmax(x)}\n",
        "          predictions[\"seq\"] = self.hparams.decoder(\n",
        "                   predictions[\"ctc_softmax\"], lens, blank_id=self.hparams.blank_index)\n",
        "          return predictions, lens\n",
        "\n",
        "    def compute_objectives(self, predictions, batch, stage):\n",
        "        predictions, lens = predictions\n",
        "        phns, phn_lens = batch.phn_encoded\n",
        "        decoded_phonemes = batch.phn_decoded\n",
        "        label = batch.label_encoder\n",
        "        label_encoder = label[0]\n",
        "        loss = self.hparams.compute_cost(predictions[\"ctc_softmax\"], phns, lens, phn_lens)\n",
        "        if stage != sb.Stage.TRAIN:\n",
        "            output = predictions[\"seq\"]\n",
        "            seq = output\n",
        "            output1 = torch.tensor(output) \n",
        "            output = label_encoder.decode_torch(output1)\n",
        "            self.per_metrics.append(batch.id, seq, phns, target_len=phn_lens, ind2lab = lambda x: label_encoder.decode_torch(torch.tensor(x)) )\n",
        "        return loss\n",
        "\n",
        "    def transcribe_dataset(\n",
        "            self,\n",
        "            dataset, \n",
        "            min_key, \n",
        "            label\n",
        "          ):\n",
        "        data_waveform, rate_of_sample = torchaudio.load(dataset)\n",
        "        samples = data_waveform\n",
        "        self.on_evaluate_start(min_key=min_key)\n",
        "        self.modules.eval() \n",
        "        with torch.no_grad():\n",
        "                out = self.compute_forward(samples, stage=sb.Stage.TEST, n = 1) \n",
        "                p_seq, wav_lens = out\n",
        "        output = p_seq[\"seq\"]\n",
        "        output = torch.tensor(output)\n",
        "        #output = label.decode_torch(output)\n",
        "        return output\n",
        "\n",
        "    def on_stage_start(self, stage, epoch=None):\n",
        "        \"Gets called when a stage (either training, validation, test) starts.\"\n",
        "        if stage != sb.Stage.TRAIN:\n",
        "            self.per_metrics = self.hparams.per_stats()\n",
        "\n",
        "    def on_stage_end(self, stage, stage_loss, epoch=None):\n",
        "        stage_stats = {\"loss\": stage_loss}\n",
        "        if stage == sb.Stage.TRAIN:\n",
        "            self.train_stats = stage_stats\n",
        "        else:\n",
        "            stage_stats[\"PER\"] = self.per_metrics.summarize(\"error_rate\")\n",
        "        if stage == sb.Stage.VALID and epoch is not None:\n",
        "            self.hparams.train_logger.log_stats(\n",
        "                stats_meta={\"epoch\": epoch},\n",
        "                train_stats=self.train_stats,\n",
        "                valid_stats=stage_stats,\n",
        "            )\n",
        "            self.checkpointer.save_and_keep_only(\n",
        "                meta={\"PER\": stage_stats[\"PER\"]}, min_keys=[\"PER\"],\n",
        "            )\n",
        "        elif stage == sb.Stage.TEST:\n",
        "            self.hparams.train_logger.log_stats(\n",
        "                stats_meta={\"Epoch loaded\": self.hparams.epoch_counter.current},\n",
        "                test_stats=stage_stats,\n",
        "            )\n",
        "            with open(self.hparams.per_file, \"w\") as f:\n",
        "              self.per_metrics.write_stats(f)\n",
        "  \n",
        "    def fast_gradient_sign_method(self, audio, phns, epsilon=0.02, device = \"cpu\"):\n",
        "        # Freeze the weights of the model\n",
        "        for param in self.modules.parameters():\n",
        "            param.requires_grad = False\n",
        "        phn_lens = torch.tensor([1.])\n",
        "        data_waveform, rate_of_sample = torchaudio.load(audio)\n",
        "        samples = data_waveform.to(device)\n",
        "        # Determine prediction of the model\n",
        "        inp_audio = samples.clone().requires_grad_()\n",
        "        preds, len = self.compute_forward(inp_audio, stage=sb.Stage.TEST, n = 1)\n",
        "        # Calculate loss by CTC\n",
        "        loss = self.hparams.compute_cost(preds[\"ctc_softmax\"], phns, len, phn_lens)\n",
        "        loss.backward()\n",
        "        # Update audio to adversarial example as written above\n",
        "        noise_grad = torch.sign(inp_audio.grad.to(device))\n",
        "        fake_audio = samples + epsilon * noise_grad\n",
        "        fake_audio.detach_()\n",
        "        # Unfreeze the weights of the model\n",
        "        for param in self.modules.parameters():\n",
        "            param.requires_grad = True\n",
        "        eq1 = r\"\\text{Fast Gradient Sign Method :}\"\n",
        "        eq2 = r\" \\min\\limits_{x}f(x) \\; \\text{subject \\; to \\; } x\\in C\"\n",
        "        eq3 = r\"x_{adv} = x + \\epsilon \\operatorname{sign}(\\nabla_x J(x,y))\"\n",
        "        display(Math(eq1))\n",
        "        display(Math(eq2))\n",
        "        display(Math(eq3))\n",
        "        return fake_audio, epsilon * noise_grad\n",
        "\n",
        "    def audioshaper(self,audio,device = \"cpu\"):\n",
        "        #using this to reshape audio so that it can be used for calculating SNR\n",
        "        data_waveform, rate_of_sample = torchaudio.load(audio)\n",
        "        samples = data_waveform.to(device)\n",
        "        inp_audio = samples.clone().requires_grad_()\n",
        "        return inp_audio\n",
        "\n",
        "    def random_attack(self, audio, eps=0.3, order=np.inf, clip_min=None, clip_max=None, device = \"cpu\"):\n",
        "        #founded this attack in the olivier's repository of adversarial attack \n",
        "        #generating package.\n",
        "        def rand_assign(delta, order, eps):\n",
        "            \"\"\"Randomly set the data of parameter delta with uniform sampling\"\"\"\n",
        "            delta.data.uniform_(-1, 1)\n",
        "            if isinstance(eps, torch.Tensor):\n",
        "                eps = eps.view(-1, 1)\n",
        "            if order == np.inf:\n",
        "                delta.data = eps * delta.data\n",
        "        # Freeze the weights of the model\n",
        "        for param in self.modules.parameters():\n",
        "            param.requires_grad = False\n",
        "        data_waveform, rate_of_sample = torchaudio.load(audio)\n",
        "        samples = data_waveform.to(device)\n",
        "        # Clone the original audio\n",
        "        wav_init = torch.clone(samples)\n",
        "        delta = torch.zeros_like(wav_init)\n",
        "        delta = nn.Parameter(delta)\n",
        "        clip_min = clip_min if clip_min is not None else -10\n",
        "        clip_max = clip_max if clip_max is not None else 10\n",
        "        rand_assign(delta, order, eps)\n",
        "        delta.data = (\n",
        "            torch.clamp(wav_init + delta.data, min=clip_min,\n",
        "                        max=clip_max) - wav_init\n",
        "        )\n",
        "        wav_adv = wav_init + delta.data\n",
        "        # Unfreeze the weights of the model\n",
        "        for param in self.modules.parameters():\n",
        "            param.requires_grad = True\n",
        "        eq1 = r\"\\text{Random Attack :}\"\n",
        "        eq2 = r\"x_{adv} = x + \\Delta\"\n",
        "        eq3 = r\"Such \\; that \"\n",
        "        eq4 = r\"\\Delta \\sim U(-\\epsilon, \\epsilon)\"\n",
        "        eq5 = r\"|\\Delta|{p} \\le \\epsilon\"\n",
        "        eq6 = r\"x_{adv} = \\operatorname{clip}(x_{adv}, clip_min, clip_max)\"\n",
        "        display(Math(eq1))\n",
        "        display(Math(eq2))\n",
        "        display(Math(eq3))\n",
        "        display(Math(eq4))\n",
        "        display(Math(eq5))\n",
        "        display(Math(eq6))\n",
        "        return wav_adv, delta.data\n",
        "\n",
        "    def mix_fast_gradient_sign_method(self, audio, phns, epsilon=0.02, device = \"cpu\", random_noise=False, noise_eps=0.3, noise_order=np.inf, noise_clip_min=None, noise_clip_max=None):\n",
        "        def rand_assign(delta, order, eps):\n",
        "            \"\"\"Randomly set the data of parameter delta with uniform sampling\"\"\"\n",
        "            delta.data.uniform_(-1, 1)\n",
        "            if isinstance(eps, torch.Tensor):\n",
        "                eps = eps.view(-1, 1)\n",
        "            if order == np.inf:\n",
        "                delta.data = eps * delta.data\n",
        "        # Freeze the weights of the model\n",
        "        for param in self.modules.parameters():\n",
        "            param.requires_grad = False\n",
        "        phn_lens = torch.tensor([1.])\n",
        "        data_waveform, rate_of_sample = torchaudio.load(audio)\n",
        "        samples = data_waveform.to(device)\n",
        "        # Determine prediction of the model\n",
        "        inp_audio = samples.clone().requires_grad_()\n",
        "        preds, len = self.compute_forward(inp_audio, stage=sb.Stage.TEST, n = 1)\n",
        "        # Calculate loss by CTC\n",
        "        loss = self.hparams.compute_cost(preds[\"ctc_softmax\"], phns, len, phn_lens)\n",
        "        loss.backward()\n",
        "        # Update audio to adversarial example as written above\n",
        "        noise_grad = torch.sign(inp_audio.grad.to(device))\n",
        "        fake_audio = samples + epsilon * noise_grad\n",
        "        if random_noise:\n",
        "            delta = torch.zeros_like(fake_audio)\n",
        "            delta = nn.Parameter(delta)\n",
        "            noise_clip_min = noise_clip_min if noise_clip_min is not None else -10\n",
        "            noise_clip_max = noise_clip_max if noise_clip_max is not None else 10\n",
        "            rand_assign(delta, noise_order, noise_eps)\n",
        "            delta.data = (\n",
        "                torch.clamp(fake_audio + delta.data, min=noise_clip_min,\n",
        "                            max=noise_clip_max) - fake_audio\n",
        "            )\n",
        "            fake_audio = fake_audio + delta.data\n",
        "        fake_audio.detach_()\n",
        "        # Unfreeze the weights of the model\n",
        "        for param in self.modules.parameters():\n",
        "            param.requires_grad = True\n",
        "        eq1 = r\"\\text{Mix Fast Gradient Sign Method :}\"\n",
        "        eq2 = r\" \\min\\limits_{x}f(x) \\text{ subject to } x\\in C\"\n",
        "        eq3 = r\"\\text{if random noise = True:}\"\n",
        "        eq4 = r\"x_{adv} = x + \\epsilon \\operatorname{sign}(\\nabla_x J(x,y)) + \\Delta\"\n",
        "        eq5 = r\"\\Delta = \\operatorname{clip}(\\text{uniform}(-1,1) * \\epsilon_{noise}, noise clip_{min}, noise clip_{max}) \"\n",
        "        eq6 = r\"\\text{else:}\"\n",
        "        eq7 = r\"x_{adv} = x + \\epsilon \\operatorname{sign}(\\nabla_x J(x,y))\"\n",
        "        display(Math(eq1))\n",
        "        display(Math(eq2))\n",
        "        display(Math(eq3))\n",
        "        display(Math(eq4))\n",
        "        display(Math(eq5))\n",
        "        display(Math(eq6))\n",
        "        display(Math(eq7))\n",
        "        return fake_audio, epsilon * noise_grad if not random_noise else delta.data\n",
        "\n",
        "    def new_fast_gradient_sign_method(self, audio, phns, epsilon_iterations=10, epsilon_size=0.02, device = \"cpu\", noise_clip_min=None, noise_clip_max=None):\n",
        "        # Freeze the weights of the model\n",
        "        for param in self.modules.parameters():\n",
        "            param.requires_grad = False\n",
        "        phn_lens = torch.tensor([1.])\n",
        "        data_waveform, rate_of_sample = torchaudio.load(audio)\n",
        "        samples = data_waveform.to(device)\n",
        "        fake_audio = samples\n",
        "        epsilon = epsilon_size\n",
        "        for i in range(epsilon_iterations):\n",
        "            # Determine prediction of the model\n",
        "            inp_audio = fake_audio.clone().requires_grad_()\n",
        "            preds, len = self.compute_forward(inp_audio, stage=sb.Stage.TEST, n = 1)\n",
        "            # Calculate loss by CTC\n",
        "            loss = self.hparams.compute_cost(preds[\"ctc_softmax\"], phns, len, phn_lens)\n",
        "            loss.backward()\n",
        "            # Update audio to adversarial example as written above\n",
        "            noise_grad = torch.sign(inp_audio.grad.to(device))\n",
        "            fake_audio = fake_audio + epsilon * noise_grad\n",
        "            if noise_clip_min is not None or noise_clip_max is not None:\n",
        "                fake_audio = torch.clamp(fake_audio, min=noise_clip_min, max=noise_clip_max)\n",
        "        # Unfreeze the weights of the model\n",
        "        for param in self.modules.parameters():\n",
        "            param.requires_grad = True\n",
        "        eq1 = r\"\\text{New Fast Gradient Sign Method :}\"\n",
        "        eq2 = r\" \\min\\limits_{x}f(x) \\text{ subject to } x\\in C\"\n",
        "        eq3 = r\"x_{adv} = \\sum\\limits_{i=0}^{t-1} (x + \\epsilon + \\operatorname{sign}(\\nabla_x J(x,y)))\"\n",
        "        display(Math(eq1))\n",
        "        display(Math(eq2))\n",
        "        display(Math(eq3))\n",
        "        return fake_audio\n",
        "\n",
        "    def projected_gradient_descent(self, audio, phns, epsilon=0.02, k=10, device = \"cpu\"):\n",
        "        # Freeze the weights of the model\n",
        "        for param in self.modules.parameters():\n",
        "            param.requires_grad = False\n",
        "        phn_lens = torch.tensor([1.])\n",
        "        data_waveform, rate_of_sample = torchaudio.load(audio)\n",
        "        samples = data_waveform.to(device)\n",
        "        # Determine prediction of the model\n",
        "        inp_audio = samples.clone().requires_grad_()\n",
        "        preds, len = self.compute_forward(inp_audio, stage=sb.Stage.TEST, n = 1)\n",
        "        # Calculate loss by CTC\n",
        "        loss = self.hparams.compute_cost(preds[\"ctc_softmax\"], phns, len, phn_lens)\n",
        "        loss.backward()\n",
        "        # Initialize the current audio as the original audio\n",
        "        curr_audio = inp_audio.clone().requires_grad_()\n",
        "        # Initialize the current iteration number\n",
        "        curr_iter = 0\n",
        "        # Iterate until the max iteration\n",
        "        while curr_iter < k:\n",
        "            curr_audio.retain_grad()\n",
        "            preds, len = self.compute_forward(curr_audio, stage=sb.Stage.TEST, n = 1)\n",
        "            loss = self.hparams.compute_cost(preds[\"ctc_softmax\"], phns, len, phn_lens)\n",
        "            loss.backward()\n",
        "            # Update audio to adversarial example as written above\n",
        "            noise_grad = curr_audio.grad.to(device)\n",
        "            curr_audio = curr_audio + epsilon/k * noise_grad\n",
        "            curr_iter += 1\n",
        "        # Unfreeze the weights of the model\n",
        "        for param in self.modules.parameters():\n",
        "            param.requires_grad = True\n",
        "        eq1 = r\"\\text{Projected Gradient Descent algorithm :}\"\n",
        "        eq2 = r\" \\min\\limits_{x}f(x) \\; \\text{subject \\; to \\; } x\\in C\"\n",
        "        eq3 = r\"y_{k+1} = x_k - t_k \\nabla f(x_k)\"\n",
        "        eq4 = r\"x_{k+1} = \\operatorname*{argmin}_{x \\in C} \\| y_{k+1} - x\\|\"\n",
        "        display(Math(eq1))\n",
        "        display(Math(eq2))\n",
        "        display(Math(eq3))\n",
        "        display(Math(eq4))\n",
        "        return curr_audio, epsilon/k * noise_grad, curr_iter\n",
        "\n",
        "    def carlini_wagner_method(self, audio, phns, epsilon=0.02, device = \"cpu\", lambda_=0.01):\n",
        "\n",
        "\n",
        "        #-----------------------WORKING ON THIS ATTACK--------------------------\n",
        "        #Need to study more about this attack in order to implement it properly.\n",
        "        #Errors are arising related to the graph of pytorch which is used for\n",
        "        #computing gradients during backward propagation.\n",
        "\n",
        "\n",
        "        # Freeze the weights of the model\n",
        "        for param in self.modules.parameters():\n",
        "            param.requires_grad = False\n",
        "        phn_lens = torch.tensor([1.])\n",
        "        data_waveform, rate_of_sample = torchaudio.load(audio)\n",
        "        samples = data_waveform\n",
        "        # Determine prediction of the model\n",
        "        inp_audio = samples.clone().requires_grad_()\n",
        "        preds, len = self.compute_forward(inp_audio, stage=sb.Stage.TEST, n = 1)\n",
        "        # Define a loss function L(x,y,f) that measures the difference between the model's prediction f(x) and the correct label y\n",
        "        L = self.hparams.compute_cost(preds[\"ctc_softmax\"], phns, len, phn_lens)\n",
        "        # Define a perturbation variable delta\n",
        "        delta = torch.randn_like(inp_audio)\n",
        "        delta = delta.to(device)\n",
        "        delta = torch.nn.Parameter(delta)\n",
        "        delta.requires_grad = True\n",
        "        # Define a regularization term for L-2 distance between the original input and adversarial example\n",
        "        r = lambda_ * torch.norm(delta)**2\n",
        "        # Define an optimization function that minimizes the loss function L while constraining the perturbation delta\n",
        "        opt = torch.optim.Adam([delta], lr=0.01)\n",
        "        with torch.autograd.set_detect_anomaly(True):\n",
        "          for step in range(100):\n",
        "              #loss = L + r\n",
        "              loss = torch.add(L,r)\n",
        "              opt.zero_grad() \n",
        "              loss.backward(retain_graph=True)\n",
        "              opt.step()\n",
        "              delta = torch.nn.Parameter(torch.randn_like(inp_audio).to(device))\n",
        "              delta.requires_grad = True\n",
        "        # Generate adversarial example\n",
        "        inp_audio.detach_()\n",
        "        #adv_audio = torch.add(inp_audio.clone(),epsilon * delta)\n",
        "        adv_audio = torch.add(inp_audio, epsilon * delta)\n",
        "        # Unfreeze the weights of the model\n",
        "        for param in self.modules.parameters():\n",
        "            param.requires_grad = True\n",
        "        return adv_audio, delta\n"
      ],
      "metadata": {
        "id": "LMzfcYRmvzN9"
      },
      "execution_count": 368,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def data_prep(data_folder, hparams, n = 0, evaluate = False):\n",
        "    if evaluate == True: \n",
        "        ev_data = sb.dataio.dataset.DynamicItemDataset.from_json(\n",
        "            json_path= hparams[\"json\"] ,\n",
        "            replacements={\"data_root\": data_folder} ,\n",
        "        )\n",
        "        datasets = [ev_data]\n",
        "        label_encoder = sb.dataio.encoder.CTCTextEncoder()\n",
        "        @sb.utils.data_pipeline.takes(\"wav\")\n",
        "        @sb.utils.data_pipeline.provides(\"sig\")\n",
        "        def audio_pipeline(wav):\n",
        "            sig = sb.dataio.dataio.read_audio(wav)\n",
        "            return sig\n",
        "\n",
        "        sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline)\n",
        "        @sb.utils.data_pipeline.takes(\"phn\")  \n",
        "        @sb.utils.data_pipeline.provides(\"phn_list\", \"phn_encoded\",\"phn_decoded\",\"label_encoder\")\n",
        "        def text_pipeline(phn):\n",
        "            phn_list = phn.strip().split()\n",
        "            mapped_phonemes = {\n",
        "                \"iy\": \"iy\",\n",
        "                \"ix\": \"ix\",\n",
        "                \"ih\": \"ix\",\n",
        "                \"eh\": \"eh\",\n",
        "                \"ae\": \"ae\",\n",
        "                \"ax\": \"ax\",\n",
        "                \"ah\": \"ax\",\n",
        "                \"ax-h\": \"ax\",\n",
        "                \"uw\": \"uw\",\n",
        "                \"ux\": \"uw\",\n",
        "                \"uh\": \"uh\",\n",
        "                \"ao\": \"ao\",\n",
        "                \"aa\": \"ao\",\n",
        "                \"ey\": \"ey\",\n",
        "                \"ay\": \"ay\",\n",
        "                \"oy\": \"oy\",\n",
        "                \"aw\": \"aw\",\n",
        "                \"ow\": \"ow\",\n",
        "                \"er\": \"er\",\n",
        "                \"axr\": \"er\",\n",
        "                \"l\": \"l\",\n",
        "                \"el\": \"l\",\n",
        "                \"r\": \"r\",\n",
        "                \"w\": \"w\",\n",
        "                \"y\": \"y\",\n",
        "                \"m\": \"m\",\n",
        "                \"em\": \"m\",\n",
        "                \"n\": \"n\",\n",
        "                \"en\": \"n\",\n",
        "                \"nx\": \"n\",\n",
        "                \"ng\": \"ng\",\n",
        "                \"eng\": \"ng\",\n",
        "                \"v\": \"v\",\n",
        "                \"f\": \"f\",\n",
        "                \"dh\": \"dh\",\n",
        "                \"th\": \"th\",\n",
        "                \"z\": \"z\",\n",
        "                \"s\": \"s\",\n",
        "                \"zh\": \"zh\",\n",
        "                \"sh\": \"zh\",\n",
        "                \"jh\": \"jh\",\n",
        "                \"ch\": \"ch\",\n",
        "                \"b\": \"b\",\n",
        "                \"p\": \"p\",\n",
        "                \"d\": \"d\",\n",
        "                \"dx\": \"dx\",\n",
        "                \"t\": \"t\",\n",
        "                \"g\": \"g\",\n",
        "                \"k\": \"k\",\n",
        "                \"hh\": \"hh\",\n",
        "                \"hv\": \"hh\",\n",
        "                \"bcl\": \"h#\",\n",
        "                \"pcl\": \"h#\",\n",
        "                \"dcl\": \"h#\",\n",
        "                \"tcl\": \"h#\",\n",
        "                \"gcl\": \"h#\",\n",
        "                \"kcl\": \"h#\",\n",
        "                \"q\": \"h#\",\n",
        "                \"epi\": \"h#\",\n",
        "                \"pau\": \"h#\",\n",
        "                \"h#\": \"h#\"\n",
        "                }\n",
        "            def map_phonemes(original_phonemes):\n",
        "              mapped_phonemes_list = []\n",
        "              for phoneme in original_phonemes:\n",
        "                mapped_phoneme = mapped_phonemes.get(phoneme, None)\n",
        "                if mapped_phoneme:\n",
        "                  mapped_phonemes_list.append(mapped_phoneme)\n",
        "              return mapped_phonemes_list\n",
        "            phn_list = map_phonemes(phn_list)\n",
        "            yield phn_list\n",
        "            phn_encoded = label_encoder.encode_sequence_torch(phn_list)\n",
        "            phn_decoded = label_encoder.decode_torch(phn_encoded)\n",
        "            yield phn_encoded\n",
        "            yield phn_decoded\n",
        "            yield label_encoder\n",
        "        sb.dataio.dataset.add_dynamic_item(datasets, text_pipeline)\n",
        "        sb.dataio.dataset.set_output_keys(datasets, [\"id\", \"sig\", \"phn_encoded\", \"phn_decoded\",\"label_encoder\"])\n",
        "        if n == 1:\n",
        "          return label_encoder\n",
        "        else:\n",
        "          return ev_data\n",
        "\n",
        "    else:\n",
        "        train_data = sb.dataio.dataset.DynamicItemDataset.from_json(\n",
        "            json_path= hparams[\"json_train\"] ,\n",
        "            replacements={\"data_root\": data_folder} ,\n",
        "        )\n",
        "        valid_data = sb.dataio.dataset.DynamicItemDataset.from_json(\n",
        "            json_path= hparams[\"json_train\"] ,\n",
        "            replacements={\"data_root\": data_folder} ,\n",
        "        )\n",
        "        datasets = [train_data, valid_data]\n",
        "        label_encoder = sb.dataio.encoder.CTCTextEncoder()\n",
        "        @sb.utils.data_pipeline.takes(\"wav\")\n",
        "        @sb.utils.data_pipeline.provides(\"sig\")\n",
        "        def audio_pipeline(wav):\n",
        "            sig = sb.dataio.dataio.read_audio(wav)\n",
        "            return sig\n",
        "\n",
        "        sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline)\n",
        "        @sb.utils.data_pipeline.takes(\"phn\")  \n",
        "        @sb.utils.data_pipeline.provides(\"phn_list\", \"phn_encoded\",\"phn_decoded\",\"label_encoder\")\n",
        "        def text_pipeline(phn):\n",
        "            phn_list = phn.strip().split()\n",
        "            mapped_phonemes = {\n",
        "                \"iy\": \"iy\",\n",
        "                \"ix\": \"ix\",\n",
        "                \"ih\": \"ix\",\n",
        "                \"eh\": \"eh\",\n",
        "                \"ae\": \"ae\",\n",
        "                \"ax\": \"ax\",\n",
        "                \"ah\": \"ax\",\n",
        "                \"ax-h\": \"ax\",\n",
        "                \"uw\": \"uw\",\n",
        "                \"ux\": \"uw\",\n",
        "                \"uh\": \"uh\",\n",
        "                \"ao\": \"ao\",\n",
        "                \"aa\": \"ao\",\n",
        "                \"ey\": \"ey\",\n",
        "                \"ay\": \"ay\",\n",
        "                \"oy\": \"oy\",\n",
        "                \"aw\": \"aw\",\n",
        "                \"ow\": \"ow\",\n",
        "                \"er\": \"er\",\n",
        "                \"axr\": \"er\",\n",
        "                \"l\": \"l\",\n",
        "                \"el\": \"l\",\n",
        "                \"r\": \"r\",\n",
        "                \"w\": \"w\",\n",
        "                \"y\": \"y\",\n",
        "                \"m\": \"m\",\n",
        "                \"em\": \"m\",\n",
        "                \"n\": \"n\",\n",
        "                \"en\": \"n\",\n",
        "                \"nx\": \"n\",\n",
        "                \"ng\": \"ng\",\n",
        "                \"eng\": \"ng\",\n",
        "                \"v\": \"v\",\n",
        "                \"f\": \"f\",\n",
        "                \"dh\": \"dh\",\n",
        "                \"th\": \"th\",\n",
        "                \"z\": \"z\",\n",
        "                \"s\": \"s\",\n",
        "                \"zh\": \"zh\",\n",
        "                \"sh\": \"zh\",\n",
        "                \"jh\": \"jh\",\n",
        "                \"ch\": \"ch\",\n",
        "                \"b\": \"b\",\n",
        "                \"p\": \"p\",\n",
        "                \"d\": \"d\",\n",
        "                \"dx\": \"dx\",\n",
        "                \"t\": \"t\",\n",
        "                \"g\": \"g\",\n",
        "                \"k\": \"k\",\n",
        "                \"hh\": \"hh\",\n",
        "                \"hv\": \"hh\",\n",
        "                \"bcl\": \"h#\",\n",
        "                \"pcl\": \"h#\",\n",
        "                \"dcl\": \"h#\",\n",
        "                \"tcl\": \"h#\",\n",
        "                \"gcl\": \"h#\",\n",
        "                \"kcl\": \"h#\",\n",
        "                \"q\": \"h#\",\n",
        "                \"epi\": \"h#\",\n",
        "                \"pau\": \"h#\",\n",
        "                \"h#\": \"h#\"\n",
        "                }\n",
        "            def map_phonemes(original_phonemes):\n",
        "              mapped_phonemes_list = []\n",
        "              for phoneme in original_phonemes:\n",
        "                mapped_phoneme = mapped_phonemes.get(phoneme, None)\n",
        "                if mapped_phoneme:\n",
        "                  mapped_phonemes_list.append(mapped_phoneme)\n",
        "              return mapped_phonemes_list\n",
        "            phn_list = map_phonemes(phn_list)\n",
        "            yield phn_list\n",
        "            phn_encoded = label_encoder.encode_sequence_torch(phn_list)\n",
        "            phn_decoded = label_encoder.decode_torch(phn_encoded)\n",
        "            yield phn_encoded\n",
        "            yield phn_decoded\n",
        "            yield label_encoder\n",
        "        sb.dataio.dataset.add_dynamic_item(datasets, text_pipeline)\n",
        "        label_encoder.insert_blank(index=hparams[\"blank_index\"])\n",
        "        label_encoder.update_from_didataset(train_data, output_key=\"phn_list\")\n",
        "        label_encoder.update_from_didataset(valid_data, output_key=\"phn_list\")\n",
        "        sb.dataio.dataset.set_output_keys(datasets, [\"id\", \"sig\", \"phn_encoded\", \"phn_decoded\",\"label_encoder\"])\n",
        "        if n == 1:\n",
        "          return label_encoder\n",
        "        else:\n",
        "          return train_data, valid_data"
      ],
      "metadata": {
        "id": "SVoFrab4wEXd"
      },
      "execution_count": 369,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "device=\"cpu\""
      ],
      "metadata": {
        "id": "64sxoMkzyhAe"
      },
      "execution_count": 370,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "hparams_file = \"/content/CRDNN_Model/hyperparams.yaml\"\n",
        "with open(hparams_file) as fin:\n",
        "    hparams = load_hyperpyyaml(fin)\n",
        "sb.create_experiment_directory(\n",
        "    experiment_directory=hparams[\"output_folder\"],\n",
        "    hyperparams_to_save=hparams_file,\n",
        "    save_env_desc = True,\n",
        ")\n",
        "data_folder = hparams[\"data_folder\"]\n",
        "train_data, valid_data = data_prep(data_folder, hparams, n = 0)\n",
        "label_encoder = data_prep(data_folder, hparams, n = 1)\n",
        "ctc_brain = CTCBrain(\n",
        "    hparams[\"modules\"],\n",
        "    hparams[\"opt_class\"],\n",
        "    hparams,\n",
        "    run_opts={\"device\": device},\n",
        "    checkpointer=hparams[\"checkpointer\"],\n",
        ")    \n",
        "#c1\n",
        "ctc_brain.fit(\n",
        "    hparams[\"epoch_counter\"],\n",
        "    train_data,\n",
        "    valid_data,\n",
        "    train_loader_kwargs=hparams[\"dataloader_options\"],\n",
        "    valid_loader_kwargs=hparams[\"dataloader_options\"],\n",
        ")\n",
        "ctc_brain.evaluate(\n",
        "    valid_data,\n",
        "    min_key=\"PER\",\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UFpFd3bSya06",
        "outputId": "a2b662dc-fcdc-47e6-a721-32af567ca782"
      },
      "execution_count": 371,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.core - Beginning experiment!\n",
            "speechbrain.core - Experiment folder: /content/CRDNN_Model/result\n",
            "speechbrain.core - 1.5M trainable parameters in CTCBrain\n",
            "speechbrain.utils.checkpoints - Would load a checkpoint here, but none found yet.\n",
            "speechbrain.utils.epoch_loop - Going into epoch 1\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 8/8 [00:02<00:00,  3.28it/s, train_loss=13.9]\n",
            "100%|██████████| 8/8 [00:01<00:00,  7.77it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.train_logger - epoch: 1 - train loss: 13.93 - valid loss: 8.53, valid PER: 85.37\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-49-38+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 2\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 8/8 [00:02<00:00,  3.33it/s, train_loss=7.73]\n",
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          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.train_logger - epoch: 2 - train loss: 7.73 - valid loss: 5.92, valid PER: 85.98\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-49-42+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 3\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 8/8 [00:07<00:00,  1.07it/s, train_loss=4.91]\n",
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          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.train_logger - epoch: 3 - train loss: 4.91 - valid loss: 3.79, valid PER: 82.93\n",
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-49-53+00\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-49-38+00\n",
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-49-42+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 4\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 8/8 [00:03<00:00,  2.43it/s, train_loss=3.62]\n",
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          ]
        },
        {
          "output_type": "stream",
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          "text": [
            "speechbrain.utils.train_logger - epoch: 4 - train loss: 3.62 - valid loss: 3.18, valid PER: 84.15\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-49-58+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 5\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
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            "100%|██████████| 8/8 [00:02<00:00,  3.38it/s, train_loss=2.97]\n",
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          ]
        },
        {
          "output_type": "stream",
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          "text": [
            "speechbrain.utils.train_logger - epoch: 5 - train loss: 2.97 - valid loss: 2.94, valid PER: 80.49\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-02+00\n",
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-49-58+00\n",
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-49-53+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 6\n"
          ]
        },
        {
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          "name": "stderr",
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            "100%|██████████| 8/8 [00:02<00:00,  3.45it/s, train_loss=2.61]\n",
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        },
        {
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          "text": [
            "speechbrain.utils.train_logger - epoch: 6 - train loss: 2.61 - valid loss: 2.52, valid PER: 78.66\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-05+00\n",
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-02+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 7\n"
          ]
        },
        {
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          "name": "stderr",
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            "100%|██████████| 8/8 [00:02<00:00,  3.43it/s, train_loss=2.24]\n",
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        },
        {
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          "text": [
            "speechbrain.utils.train_logger - epoch: 7 - train loss: 2.24 - valid loss: 2.28, valid PER: 71.34\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-09+00\n",
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-05+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 8\n"
          ]
        },
        {
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          "name": "stderr",
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            "100%|██████████| 8/8 [00:02<00:00,  3.46it/s, train_loss=1.96]\n",
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        },
        {
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          "text": [
            "speechbrain.utils.train_logger - epoch: 8 - train loss: 1.96 - valid loss: 1.99, valid PER: 61.59\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-12+00\n",
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-09+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 9\n"
          ]
        },
        {
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        {
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          "text": [
            "speechbrain.utils.train_logger - epoch: 9 - train loss: 1.66 - valid loss: 1.66, valid PER: 55.49\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-16+00\n",
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-12+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 10\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
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        {
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          "name": "stdout",
          "text": [
            "speechbrain.utils.train_logger - epoch: 10 - train loss: 1.40 - valid loss: 1.50, valid PER: 51.83\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-19+00\n",
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-16+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 11\n"
          ]
        },
        {
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          "name": "stderr",
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        {
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          "text": [
            "speechbrain.utils.train_logger - epoch: 11 - train loss: 1.24 - valid loss: 1.13, valid PER: 39.63\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-23+00\n",
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-19+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 12\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 8/8 [00:02<00:00,  3.35it/s, train_loss=0.981]\n",
            "100%|██████████| 8/8 [00:00<00:00,  9.09it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.train_logger - epoch: 12 - train loss: 9.81e-01 - valid loss: 8.03e-01, valid PER: 26.83\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-26+00\n",
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-23+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 13\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 8/8 [00:02<00:00,  3.42it/s, train_loss=0.748]\n",
            "100%|██████████| 8/8 [00:00<00:00,  8.95it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.train_logger - epoch: 13 - train loss: 7.48e-01 - valid loss: 6.59e-01, valid PER: 17.07\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-30+00\n",
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-26+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 14\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 8/8 [00:02<00:00,  3.36it/s, train_loss=0.583]\n",
            "100%|██████████| 8/8 [00:00<00:00,  8.79it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.train_logger - epoch: 14 - train loss: 5.83e-01 - valid loss: 5.11e-01, valid PER: 15.85\n",
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-34+00\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-30+00\n",
            "speechbrain.utils.epoch_loop - Going into epoch 15\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 8/8 [00:02<00:00,  3.41it/s, train_loss=0.435]\n",
            "100%|██████████| 8/8 [00:00<00:00,  9.22it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.train_logger - epoch: 15 - train loss: 4.35e-01 - valid loss: 3.90e-01, valid PER: 10.37\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Saved an end-of-epoch checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-37+00\n",
            "speechbrain.utils.checkpoints - Deleted checkpoint in /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-34+00\n",
            "speechbrain.utils.checkpoints - Loading a checkpoint from /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-37+00\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 8/8 [00:00<00:00,  9.10it/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.train_logger - Epoch loaded: 15 - test loss: 3.90e-01, test PER: 10.37\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.3897950518876314"
            ]
          },
          "metadata": {},
          "execution_count": 371
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "transcripts = ctc_brain.transcribe_dataset(\n",
        "        dataset= '/content/CRDNN_Model/AudioSamplesASR/spk1_snt1.wav',\n",
        "        min_key=\"PER\",\n",
        "        label = label_encoder \n",
        ")\n",
        "print(\"Phoneme Transcription is below:\")\n",
        "print(transcripts)\n",
        "print(label_encoder.decode_torch(transcripts))"
      ],
      "metadata": {
        "id": "AAu7cyRwxuYk",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "703d56c6-da5f-455c-94e7-53ad9d4d8b0c"
      },
      "execution_count": 372,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Loading a checkpoint from /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-37+00\n",
            "Phoneme Transcription is below:\n",
            "tensor([[ 1,  2,  4,  5,  6,  7,  5,  8,  9, 11, 12, 13, 11,  1,  2, 10,  8,  7,\n",
            "          5,  6,  7]])\n",
            "[['dh', 'ax', 'ay', 'l', 'd', 'ao', 'l', 'm', 'ow', 't', 'hh', 'er', 't', 'dh', 'ax', 's', 'm', 'ao', 'l', 'd', 'ao']]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "audio = '/content/CRDNN_Model/AudioSamplesASR/spk1_snt1.wav'\n",
        "phns = transcripts\n",
        "audiooo = ctc_brain.audioshaper(audio)"
      ],
      "metadata": {
        "id": "1meL6ip68z1y"
      },
      "execution_count": 373,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "FGSM_orig, noise_grad = ctc_brain.fast_gradient_sign_method( \n",
        "    audio, \n",
        "    phns,\n",
        "    epsilon=0.001\n",
        ")"
      ],
      "metadata": {
        "id": "w7qnotNPDMOy",
        "outputId": "bc6e4bb7-bc14-421e-80e0-77a7710dba49",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "execution_count": 374,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle \\text{Fast Gradient Sign Method :}$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle  \\min\\limits_{x}f(x) \\; \\text{subject \\; to \\; } x\\in C$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle x_{adv} = x + \\epsilon \\operatorname{sign}(\\nabla_x J(x,y))$"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "PGD, delta, max_itr = ctc_brain.projected_gradient_descent(\n",
        "    audio, \n",
        "    phns, \n",
        "    epsilon=0.00001, \n",
        "    k=50\n",
        ")"
      ],
      "metadata": {
        "id": "fos-eYeRIM16",
        "outputId": "7fb833fc-6599-4380-d237-8657b3884b01",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 117
        }
      },
      "execution_count": 375,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle \\text{Projected Gradient Descent algorithm :}$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle  \\min\\limits_{x}f(x) \\; \\text{subject \\; to \\; } x\\in C$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle y_{k+1} = x_k - t_k \\nabla f(x_k)$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle x_{k+1} = \\operatorname*{argmin}_{x \\in C} \\| y_{k+1} - x\\|$"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "RandomAttackk, _noise = ctc_brain.random_attack(\n",
        "    audio, \n",
        "    eps=0.003, \n",
        "    order=np.inf, \n",
        "    clip_min=-10, \n",
        "    clip_max=10\n",
        ")"
      ],
      "metadata": {
        "id": "oxTRu4ci8yND",
        "outputId": "d17e69ef-11fe-413f-a2e4-23c143ad7711",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 144
        }
      },
      "execution_count": 376,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle \\text{Random Attack :}$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle x_{adv} = x + \\Delta$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle Such \\; that $"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle \\Delta \\sim U(-\\epsilon, \\epsilon)$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle |\\Delta|{p} \\le \\epsilon$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle x_{adv} = \\operatorname{clip}(x_{adv}, clip_min, clip_max)$"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "MixRanFGSM, deltaa = ctc_brain.mix_fast_gradient_sign_method( \n",
        "    audio,\n",
        "    phns,\n",
        "    epsilon=0.00001, \n",
        "    random_noise=True,\n",
        "    noise_eps=0.0001, \n",
        "    noise_order=np.inf, \n",
        "    noise_clip_min=-10, \n",
        "    noise_clip_max=10,\n",
        ")"
      ],
      "metadata": {
        "id": "-XgtSK6NM6I7",
        "outputId": "d53a7b4d-4d57-4cb4-f5b6-bca1dbc6ea44",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 169
        }
      },
      "execution_count": 377,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle \\text{Mix Fast Gradient Sign Method :}$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle  \\min\\limits_{x}f(x) \\text{ subject to } x\\in C$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle \\text{if random noise = True:}$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle x_{adv} = x + \\epsilon \\operatorname{sign}(\\nabla_x J(x,y)) + \\Delta$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle \\Delta = \\operatorname{clip}(\\text{uniform}(-1,1) * \\epsilon_{noise}, noise clip_{min}, noise clip_{max}) $"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle \\text{else:}$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle x_{adv} = x + \\epsilon \\operatorname{sign}(\\nabla_x J(x,y))$"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "FGSM_Iter= ctc_brain.new_fast_gradient_sign_method( \n",
        "    audio,\n",
        "    phns,\n",
        "    epsilon_iterations=30,\n",
        "    epsilon_size=0.00001, \n",
        "    noise_clip_min=-0.5, \n",
        "    noise_clip_max=0.5,\n",
        ")"
      ],
      "metadata": {
        "id": "E9EXhSx5S-NB",
        "outputId": "b9f59658-f5e2-40fd-bf7c-5fff6a5289b0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 116
        }
      },
      "execution_count": 378,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle \\text{New Fast Gradient Sign Method :}$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle  \\min\\limits_{x}f(x) \\text{ subject to } x\\in C$"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Math object>"
            ],
            "text/latex": "$\\displaystyle x_{adv} = \\sum\\limits_{i=0}^{t-1} (x + \\epsilon + \\operatorname{sign}(\\nabla_x J(x,y)))$"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import librosa\n",
        "import IPython.display as ipd\n",
        "\n",
        "# Load the audio file\n",
        "audioo, sr = librosa.load('/content/CRDNN_Model/AudioSamplesASR/spk1_snt1.wav')\n",
        "\n",
        "# Play the audio\n",
        "ipd.display(ipd.Audio(audiooo.detach().numpy(), rate=16000))\n",
        "ipd.display(ipd.Audio(FGSM_orig, rate=16000))\n",
        "ipd.display(ipd.Audio(PGD.detach().numpy(), rate=16000))\n",
        "ipd.display(ipd.Audio(RandomAttackk, rate=16000))\n",
        "ipd.display(ipd.Audio(MixRanFGSM, rate=16000))\n",
        "ipd.display(ipd.Audio(FGSM_Iter, rate=16000))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 367
        },
        "id": "Ug5RxmrvJX6R",
        "outputId": "9a039ed8-8065-456e-a447-9dcc50ab9d0a"
      },
      "execution_count": 379,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
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Ae0AkwOhA/gAkAJmBU8FJQPYAowBhAIoA9cEMgVCBskGFwieBWIIBwcjCOQGUgcJCVgIkQdiBfQCHwNHAZv/OP9e/xz/uf73+vr5E/rH+mr5hPZn+IH22vUg9mr4gvbN+kv7p/s8/T3+7fw+/OH9KP+DAQAAlwKgAD4BvgB8BNADewH7AYwBlwNrAuP/xP89/0UB2gCFAD0AbQNiAwwCIgOyARMEpAOBAvUC+gSfBvQCEAbpA0IDKgWtBUIFJQGIA6P/oQHp/pD/1//8/GD+bPt0+nP4svqX+E/7B/sP+KT4lfqx+p36J/5h/C3+qv6v/5z/wP0l/1P/RwK2ABMAwgJIANEBUwFVANMBnf+OAJkB0P+1AtL/dQJ0/7ABPANtA1IDtgKRASsElwQXAjcECwSnBNwEsgOlBDsD4AN6Am0B4ADRArYAZAKb/lwAKP65/rT82f4D+0b8RPyc+0X7+fqi+l/6L/sF+mj7cP0a/iv9UP1u/XcAZQGO/h7/zgGgANb+FP+ZArACzwKFAjQDSv9BAAL/TQHr/8f/8ACiAsL+CwMnAVn/wAGLAzACAAALAaYDGgL9ARgBrAJJBacEOALDAlYEOQRsAiYC1v8AAH8AIQCv/R/+R/3+/UT+yPvp+gT8wvlK/W379fm2/Q39WPtS/Vr8U/tm/Jj///2u/Xr/QACc/r/+RAFTAhsCLAEtAKv/6gHIANf/lP9i/xgBlwEMA9v/jgGNAfT/ugLjAKkDkAGlAg0EVQP3BCoDGwJfBYEFbQK4AboCWQPcAowBGgI1AVsDnv6p/t4AZP+j/iP+B/8I+778MPz4+cr7jfvz+cv5IfwE+lX8Efrr/cb86P00/aX93/72/cb9iv45/gT/Wv9IALn/cwAiAekB6v+VAdb+OAKjAa0CDAJrAtEB5gJcAzsAvwHCAmwCJwHdAmUCrALhBcUFJQO5A60FUwSqBHwCkASOAR8BKALqAuMCn/8nAkwBhv1TAFH/3fyH/1P8lP4G/YL9V/57/o3+8Prw/Ej8dPtm/kb7Tfxb/cH7Uf8n/QP/JP1L/SP/R/3g/Hz9m/0v/YX9+/+JAIsA0/7R/xAB4QAgArUBoP8VAX8ApgK7Ac4AWAQZAv8AiwLaBPwCrgSlBH4ByQJuA6EBXARCAqkDcAOrAK8AsQGxANn/WwF+/8P+mQA8/9b9UfzE/2D8p/wu/Z/9E/6J/cj+i/yO/Tr+/v2z/g7/svzT/cn+BwG6/Xb+LP5rANf+/gCt/gEAKv6b/o79pf2l/ykBqf7bAQ4CqgGO/poCyv48/0D/WgKNAKAAVgPKAAQBfgPgAWUBTQPwAM8Arf9i/4UAT//qAZj+qP8/AcsBDwIIArn/gv4E/u/+xgGg/mL+/v6ZAF7+SAEzAUcAFQA2ATb+//1xAH8B0v0VAIz/hf3W/en+nP1z/Xv9YgCW/2j+vf2p/qn+zP7e/00At/5E/sP+Fv/5/RsCJv/lAAD/7wD//jwBeQF0Ai8B0wI+ATYDWwABAloAxwG6ArgCcQGgARMCTwB4/x3/DP+wAIX/Xf85/1MBQ/81/3n/xADl/psATv9IAdz/y//l/eD9Xv75ALj9Pf/E/0sA4P10/dn9Lv7P/qf/qP34AAj/S/6H/iYB8wDP//D+0/0MAd3+4f45AnIA/f/W/s4BpALrACYAtv8rAKcB8P/2Ap4CBABjAFgCZ//A/3IAwAF2AnUAAP+C/poBHP9uAez+Zv/FAP/+Nv5vARP+7P1H/p/+0v5iAf/9nwCGAVcAAgFd/vD9HP9/AFD/4P2i/Zn/av/+/mEAbP7T/hz+uAAV/q8BuQDLAU0BxP+L/uL+1v6zAYT/CgAQ/6T/VgFSAur+BgJBAcwAXwEKAjsCRQFn/sH+WP+tAJgA0gAl/uEB7f34/e39Sf+y/5cBvABh/noAcv3bACr/DQEC/5oAav3G/14AF/+S/SsBNP9EAFgAV/0EAVQBqf66AJ8AtQFo/nkA2v0H//b/pv9+/lIB7gHG/1EAKwGw/0D/xAHjAYP/7gCYAIcBvgDPAYz/HgExAgkABALBAQX/g/8hAr4A5P+7/9T+gwADAUYB//7AAFMBGAHa/1MBGACzATgBBABTAP7/Rf8D/3L+y/8aAB0BDQAbAWsBaAHi/20BuP16AAH+bADs/hABewHS/z3/ygF0AD3+gv81ARP+Uv6gACz/yf/qAFT+AgCOATUCov+9//QBXgAN/8D++/7x/mgC4AC3ASAAUAJn/jD/lgHK/n0BmgAEAYwByf77AB//cgA6/v4AX/51//39gP8g/lMAvQGhAOP+w/7j/QgB7QBfAJP9gQFbAHf+0v+5AMT+wf3k/bD+If/P/tv9rP/gADv+wP8FAVb/fP41/84B9AERAhgCSP9C/44BRAAbAKL+Vf4v//r+IAGl/qAAnwGKAewBTAEfAHH/CgDZ/5AAd/8OATUBlP7B/9P+lAEwACAAGQJQ/goB1wAg/zj/AgKUAA8BOf/VAJz/jP99/nv+9gFzAAgAtAGW/nP/t/5oAcj99f6OAdv+z/5sABYB5f9I/4j+0v6t/oz/W/5dABUB4v3SASf/cAHv/tz+dwGO/07/aQBW/wkAqAGBAEABSQFO//H/oP7CARQB8ADi/rQCy/+HACP/BQb1FPz+vvf1/V0F5AKB9iH+2gDuAQ78YgNFA6L9SfhS/xz/uPklAoAA2P+X+jH/gQQj/sj99QG5BHoB9/04/tL+lAMXAvD3tgN3A+kAsv70+9sD7f4O/3n8LARoBOD00wFHAOsCKv+n+qYK2fhxBJD4rQjBBRP39gVJ/QYKmfc3/zsCzQTM/gT0CwnnBhn/afitAuUMCgXx+WH95QBY/6kG9/9xAkn/Vv21/wL+aAOR/ET/xfc+CDICaPun9uIGCgNyAYP6OfwNB0QEUf6L/9z4QQyT+7D2qw1P+G4FGvkG9e8NBgA3+NUC0fQ3D/L8F/u2BUoA/PLdA54EsQiT60YCOwxTABnw/QbSBmj3qQJM/KgH2gGs6VYMqQPr/rn7rfiMDpsDMerKCUQHT/baANz3kQ0+984EJwEc+j4DagJg/SDwRAn/Ct4BoO6EAUIaz/YQ7iQADSER5n794QNlFDr66ei1BeUa8vaU6L8UQfx1/+zx6wz+CerlkgcDGkLwD/NtCHUBlwDm9sMBYwHzDNP3Tv1eCqfwZw2b/Vn68QzM8nMLreooHbjsN/bCFGXxYQ8J324U0wVl8PILQu5SDncCEARJ+ynw/iW53HULAPVn+P8hWOmi/K8BjwVtHiTdcwEf/qMLABMn6cDvohKCEu/vgPrB9XcpPebB8GUNFhrh4u30LBa3/0j/TOgXGaz3a/VGH4Xq0P3aBpr5JhmN5+X4GxkK/u7vOwz4/qQDGP309dcSGPmC8WAGbBi37BH7z/swB98J8PLI9qoMcAt89ZDu8RZuDm7wx/bvDJ0MZfl75l8DGUf3xsrdBSbJH6TjEtzVFTIlqeSz6L8NLSEP6sneeh9RCRTsVf6JEUgIZe4u8jYs8Oe8AgjoPBRgHRXWWPq6EzYGSvjT6zMUFRFJ23kS5wOs9S4I/fl6/XUKGv0k9JoHJ/CkIbzoXeAfNnL06fyS4+0V1Aqg/IXtAAEQDJQJHfFL9uoMxu0yICL8x98sEmMWHOo37mMaIA0O4O3u6RnmDlgAjtsM+MEvEQQ65U775+oJJgwrWKmoBXYtMfj3BunCHzv7D4TSeQKV9Cc9TN18y81GJPME8kD30w9CBKwALPzH7KAMARIw7x/3dQao+Gb8nguX/ucFAOWuAT4PuwUV/ynd6Rz9BPH6cgE7+sv6Dwwr7MMhYPREy5tLnuge4HsleOa8IJzhEduZRun3Dd2lAgb8FyGuAF/RshazCBAZ/Pfixc1F4Piz6egAcwvBCwXnxBNQ8v8bIe+g2yE4z91jIfXg4/e3IL3vqfe79sQdHPSG69AYgQHD9I/pGyo//nLtLu64FNIX/fjn+q7qmh6z8poBCxyr0E0MJg8m8toUef2Q014vMAqc49MEMP2YEAn21eoDEawOrtoSDJIS5P9g7fXg0zh0+JXylORaD8khfvUz8s35VQ3cAnwDEwMe7fP6ZAoaEMYAvu+N6EwgRgeA/G32y/uDCTn9qgXg8tb3rPUiC7MWROB9Dkr40w7J/e/6BQIw8WoYPOuQGEACAN8gHBr65wrZ+pXhRQqxFGvxbeiKB6IPzvuA/q7+0Qq+AjPoSgfLFh7+/vB/8ukjtP4H9l7wshOXDV/gggqCAC0AH/qnDbD8F/+k9fEHuBzK6C0BIPg6He/6o9psGTb/hQd35zAIpgwc6Z4ENBn77B0Fp/6T5/4p2edkB8wJ7dvhIYII1PWb7mwMLAxRBbTakBkIAlf4Nf5P850IgwTP878IgfXBCgj4iflnDBkFZfT38T4dCvtfBOvpJghBFnPs4A18+WvwfApQBxzz7BRI8b31Cx6e69kHHQmB5O4SVPijBqP/A+a3FrwFSv2/9vHrSxtcCUv4YuCBBpoYYAfI8PDwFBCmEi3q0AY+Bi73Hf7GBJACnABi6J4CUxbHBrzlifKmCbELkwpv8uHv4QTVEcMTifZ+44oERQ3uEsDwYe2tAFwOGAln8bEA1vwyAWH/jwuoAI/wu/V8DtITCvsd7Ez9LAxCCz3/G+5H+FkNBwtM/K/4LfwA+UkF7gMvAhvvdQDVDNYKG//o6mYALQ+WCVv2Avn4DE8AswPi9OsBygQP/8DyVA37/nL5dvVYB6IMpvfH+FUBRgs4+B0CDPodCDH8jwfI9+kEFQzr6c4DlASOB24CG/GSB08FNf9kAbb6HQcf+XEBFQMl+mv5Hget/6sEDQTu+gH9xwXbBD372f+L/dUBeP2r+r4Cq/4A+hcFvAET/XT55gL6/ZUAiQFQAysC2/kO/6H8hgme/kUFQviYBTP9VAfz/DwAcP/t+aMEsvlvAr77jvd3/1UHj/xNA4L/NQLdAFn/Pf1LCmMA7PtM/cICcgIZ/ZECm/4z//oCOwFgA6f8pPtu/AQDmP4vCPv51v45/yIEOPwy+m8GWwFDBFgBeAFj/hQAqAG4/3H+wgPTAMD8hf0MAiH81gEl/2n74AHk9TIC7vojAJj+2fodBAb8sgb7ADz/AwID+kgIPgCMBZf/JQTr+qf/AAF9Aq4BE/er+e4FWgYaAOX30PhY+Q0GYwYT/nT+E/xzBwMA+ANC/+sCOgCR/AYCfQRNAbH8P/x7A+IGAgZy+k0AxQCA/SP7RQBUB9MDT/oi+yX9/gWFBWj/g/tO/ekEkQPsB4v/WP1xAvsC9gHH/xn5zf02/UsFAgEX/BUAuvyBAm8EMPyf/RcAdgLhAh7/+P5C+gUDXwNgBNn/sABsAS4DxAa6/kD+sAKABkMAOftx+d39jP8e/7cB7v0OACv/4vwWBVIA6flm+9QFYQajABD/kf+LBo4GlgDu+3sBHQF1AIcBKgFgBGr8a/39+1QE5/9q+M/2+gEABZ8Cgfp6+iIDBAXQB6sCrgDIAMsCLQId+fP93wI2A5MBiwES/U/4Svig/5ADyAKl/WL8gwNvBr0HVf5++40B0gRPA1oCWwGk+2n6Kv2NBFoFDfxf+fn2iv+Q/yACkgLe+5H9IwOSBFn/PPwo/CcDrARP/3r8SADk/xkCSwe9Be3+xfhO/p///gRRAqn7vP99AxAF2f8dAG0DvQQM/tr80/z4/5v+8gDRAOv9PAApAOsAdQVTCxcEFv56/ewAPwHk/Z/9Cv3d/W8BSgGT/d76ZgFG/uj8egD7/VAAjQD2Axr9Nv6bAJYBswI7/U72KP9qCcME8/3r/wIAFP+IB23/C/lI+1/76vdX/oAGAgIEBMf+qgEECFUEOwJqAeQFSP9e+Sz+AgG8/Xn+Gfc/9yf98AYLA5cAbQCx/fkEiwVLAOH2J/qsADsGvQes/iH4MP09Ab0CBwPg/cz63gc+BDj+Hfnt+aEBRQUODIMAUftP/Ij63AMeCgYGCf9c/gX+MQKKBZL/O/nL+QACsABP+Wn4Of5QAj0FrACjAAgAIwF3+pX69gKRAtsBUvcBALUFyQNj+pz4AgFRDdYETfZ/9eQCwwko/gX6lvdb/HEA0v8H+qL8TQTZB8IKAAXI/Tj+1AF4BIgAkQCk+Uf5WwLTAusAxPw4+o/1YQMdDSoFpP6h/BL+LwVWB9r2w/YEAlwFRP5hAO34APem/f8H1gptB0T/RPiBAawGOP6B9zD4bvxbBTgIpAO6+Ej5LvwNBMEMYwqXASX7kfrM+xz9bf/6+r34BP4LAIwGo/87/r4A1AOtBKUCEwCe+kj+kgmMABH7jfQz/ckAEgKEAAH9mQWPBPECWAIp//v6ZvxDA8AEz/+6+37zmv/wBaYB7Pxc+qz8EwaDCa3+7P2D/Cj+JAMLAnb/9fxi/0D+ewTNCtYEmvsh95H4lgOsBYQE8P9B//T+IwKDA6f9dvla/l8DegLjA8sEBf/o+PH5jv5yAAkC8AW//oEBKwTe+yX4mAB/ATgGngV2Bt4Azf02+mb3ivwrAcgCF/5v/k0AnQPK/w/2XvbP+kMDLASdAxn9MPll+Kj+HgBfBUAAUwAtBjkFGwYj/DL+YP2FAVICuviz+Rz6DgdUBnoDef2MALMBPgTzAk7/6QM3A2T+g/eZ/owB0wKaADEBGAP4AnwBkffc9O35oflf//0CsAqYAnr8rfhL+/IDvgK9/wIAQgINBEQBlP7a+an6gv8wBOAHiAFuAO38Mf8aBGsDeQCn9ob6HwUPDS8H4QBv/Xf6N/0m/4b9pf9bBWcChwCo/8oAiPwo+6n7VAA2CasJvgQg/ij7ifbc9mz7Wv8h/3oEvAFNAoX+Wf6/+3j7AASPB2MHqP66+Wf+3ACkABD/Afvv/uwD0gNyACAB+/re+sj6mAGJBF0GywKo+4b31fYPAEwGCQdgA9ACtP8g/ZP9nPzc/H3+kQbSBnkFQwKh/S35+vYI+6wAuv+mA+j/OgU0AcD/WP4AAPz9iv/X/y4FkAtBBQIB9fXL+DX6G/14/f79hP1b/4QDnwTjA7b8kvyn/M0COQeWASf9bPn/96D9Uv+t/3IDgAK4Bi4Amv5r/k372gGFAbcBgQOgAQT/kvv9+kz/+/6gAhMC/AOjA8QDNgWM/T/5FPkl+s0D0gR0BKUCXQOIAwkBqwLOAhICcwA//fv/5wCgABb8i/pa/NoBwQQCAQYAB/13+6b66AD5BF0KCwLc+Db4+P7BAxIAvvsd/6sEeghJCFEFCwBs+rH13PP1/JABDQTVAXMGNQhtBwoFb/xB+K75uPyDAnUGZwMsACP+R/oTAEr/GQKX/BD+IwO/BlUGyQNF+3H2o/V4/L8CiQMqBdIAlwFNAY4AwACY/qb3wPp2AEUGgARcAmYEa/9G+/z92vsoADUBXgUZBYQD//9tANj8HP+s/5gBcwMuBYkF3QKo/rb62Pht/vb+ggMTBZv+L/+U/yz9qvub/XH9ZwKpAlAH3wLp/TH87veO+6z/awFS/xsClQN+Apf8ZvnU+U38vv7i/kQCVwFKABv/Evww/tQAUQLR/0j+bQFaACsEPgJoBHABbgHIAUcCWgLvAp3+L/1x/gf/UAMUAvkAo/+v/l4Ax/8i/AP/g/6RAZP/kAJMAKv/9fzh/KX6U/+Q/TT9r/nf/Mr9TP4E/Cr9lfwt/4gAZgCv/5T/sv6E/av/kQHiA8IDaQbvBJMCjP6C+9X60v8TAUcDQgUqBrEGogWKAvsCDf9EANkC2QUEBd8E2wKZAlsDWP6wAm4CGQIoAswAKQB+/1f+mf0c/br5q/qN+yn93Pql+LT2Mvqs/Hj62fke9Vj2Qff7+cb5M/qO+fz74vuT+Sj7VP0M/90DXQMGB0cJswosCZIGDwilBSAKugecBNMHGQdfBw4IjwRMA78F8wPHBBcHcgWYBPEAUwDCAFICKQUuBI4FVAJIAAr/HQCr/Rr6Vve39tv0iPRf+B37Kvye+Ir3nPUz8bvyFPIY8xLxQu9V7vfycvAr7/zxv/azATAO3hlNKW4lJySrFnAJxgF89L/yYe5g9QsBCAzLEiAT0BGYCxEFiQAAAJQCEgJ/Af4CHgL9AScBSgCdACYFlwoODDoOLwhXBWf9zPcg8LzwH/LC9Uz3Nfg8+k779fzeAWn8DvUd7wfsvujr5efiDOcO5uHrd+0U8IX9aw5CJFcyFTTsKtIYGQu1+Svr5OVo5uLuzfvnC2UUARgPFI4NjwabAZMA3P6U/Un80P5QAf4CfAQWCNkGpgksDXAOUgx+Cl0EMf4c+1X39Pa69uv8Mv6SBJkG3AbpBFgAzPn68gvs+uZE6lHrr+5o8j3wb/Pg7RjrDun75Gfgkd/m7W0L3iuvQjJDbTZnIVEH5fKx32fXatjH5YP8xg9JIPgg8xhtDPr7j/ff9Z/3nv8EB/ELIBGuD68OEAtDBBUE1AFsAiQGrAcABCcCdv4n+qb8wPv6+w4CvAWECDAJNAnOBu/+Yv7A9mb2JfI67uXrjey663nt2/HK8Evu8uvI6J/hKOAC3GnoPAD6HutBd02iRD0ySBRQ+OjdDNJYz+3a8u4MBOAZlyHhIGUTHgZ89472hfMt+6L9GwaVD7IQjBIeDI8H8gC+ALEA+ARtBxoJrgWgAef9Zv3//CP67vtl/4kG1QygC0wMOQb6/Lb5ivQ+9AX4dflK+Jj2PPQ78CvuJ+6B6tDsLeo76GfpeebP427kdOl4/XoZ9DvfScZCdTAaFG/55uN61IrRjN168B8HwBntJggjWhemB634yPHu8pv3Y/96Bm8N+hMdFOcRUghF/9D72/xmAUMIHQphCuYE2QI6/3n9C/tb+h39vwIpA2wJsQb3B//+v/vh9rL5IPhO+af7Mfnd+o/4yPK47fLr0Ojs69vtgur26NvjieHv3G/h9vU9FvU33k7ZScY2Shqf/4bkYNIpzaLXu+hFBCUbdSd+Jw4ZVgnR9GjsO/Bt9Lz7cweeDoYR+RPfEJEJ/gKC/MX4Z/+VAH8HswcaBtoDsQRCAHEBTQEHAvcCtgQdBcAFTQLiAS/+vvum+Z75z/38/Kn6R/oW+sn3RflU+YP17vBM8FfqD+su6NzkcODQ32zb6+O+9sMXVzcsTFJMXDpNHBL/R+gK2GbObtn66EABnxe1ISUkbxo+CVX3Cu/V8Nv1G/3/BL0Mog89EYUOQwm6Bur/nf07AJwFngliCioJNAXVAYcCPv5E/Nr5ZfpK/G4AaAEsAnYD6P5i+x/5Wvlk+eL4fffh+iH7Nv1g/VP7kPb+9dLtJO2b6NPnpuFl2dnVt9aC2+j0EBmhQQhcb1LKPrQfIACq47nPn8ghz/DlJv1MFaEm2yP4FicIqvfi7mD0a/jj/koIeg/SFi0XcxJtBhv/efr6/PH/+wXrCGoK/gjiBGoCuP2S/J722fjv+qr/7AJqBJgCbAEd/tz9H/rz+Qz7bfun+y7+yPw5/JL+Fvyz/Iv56fMr7cbqCuK/32faAtd/15PajOg1BSsqQUwlXV5RNjd8FuL1Md4ryQrEpNHM5xEF/RkDJxslhhh1Ca74NvSe8jH4c/xfA4INZhJ0ErMMcwaZAJ3+KP62AhoJ8AeKBiIGSwPv++n7rPfh+A/7N/x0AnQFQgOOAlIDsvwd/s77YP64/KT85P1N/Kr/Yf4w/UX7ZPvn9Uny9e1f5azfwtp20wDRktOZ2e7yIRr7Q0VixGIKTGgpIwXC3uXMJsGhxBTg4fk2FwEsfC4CIXoLw/kG8B7uTvQp+ckB5g6OEfgUQBFeCEgCNvwC+uT+QgTeBvgJHQaaAkMByPxi+Qj3AvZb+ar8UgAzBY4G2AXnA/f/RgKW/s7+ufya/MT59PmF/Fn9FP8p/aX6SPP37WTnNuJ92Y7Tks/z0FTXh+ScDuI5Zl4tbsNXZjpmEbntxNG8wZPAPtKg7iIMzyLRLLQlqhEq/ynyF+6l9FX8GQAlCR4RJBFtESAIXABy+XP5EP6OBwoPOg2bB6AD5Pzp+D347fQT+sb6vv8vAZ4FewP5AuYDTv9PADACUwGh/zD8+/kw+Pb74/vn/Mn/iAAv/Wf3b/Eu5/PbD9Z40DLQfdK311rldgg4MxpeFHQvYe08+hdE7gHS4b8puunMVOeZA7ge/i3kJl0VGAD+8dfwSPO9+QkB8QlzD8cO7A2WCMb9Wfo1+tz/FgnHDa4NxwiQAkX9dvll9H309vlb+EL+QAUwBnQJQwkdBgIDhALLASAD9v+r/I/7Ufz8+44Bnv/MANP+kfi08T7q9OB32MXQLspDy+rSE9u9/G4sH1aFdRZtpkjcIkT2d9OJvMu0UsDP3eb8zx5eLPkoPRkXAMXzMe8w9W36tgFzDEsRoQ5EC4sEl/nq9/r3JgCXCUkT2xJXDe0GdP3T+Wv0J/Si+d783/9dAiAH0wbPBcYFOAR7BRwHwAamAvX/Mfg49sf3V/uz/cQAdf5t/7r3Ju5751rYzs8XzvnGEM7T0wLqYB5jSXtyOXSuVVkvcQXf3ObCgLRoudjW5fKEEscoCCn4G3kD//OQ8+n4Jv07BBcK6RCQDtwIOgQ8+k3zIPUL/+EK3hNAFkASRwdOAX/4Lfd69RX3P/c+/YYBZwg3BScEhAKGA6cGIQjCB1QGZ/9W+b31hvYt94b7BgCdAJUB/vsZ9orpZ91K1PTLgsYEyTfPuNnqAMU1PV3KfbZsZ0XIGr3vz85xvvm2UcRC5Dn+Oh1LKLok1w0e/lP0vPmmAAAIfwuuD5APSggTBQX6j/Td9oT6LQUOFVIWGRXmC8gDM/91+mj1Jvet9z75n/6k/5ICpgM4BDcG1wgtDWELMApWA3r5CfXz8UrzKPcP+GD5CPaf8XbudOP+2avSS8cBxzfKGNpQB2M/a2z/f0xiIj0IEA/poMsWuve65NGa7lUP2SZxKBoX1/4D8oDvt/mnBncRfBLaFakQowQgADjy8/CD8r/6zA7lFkIVpBLUCB0Cdf0U+9n7Xf+c/ar/U/95/+D63vfW+0gBvgxsEp8PTwpeAJ34LvNW8PXw+PN+9FL2W/Q/87bruuEm2R3UysqxyfXL6N4UG55N7nVgduFQjyQl+XfYl8PKwVTMuufk/8kZjiWXGqEEs+2X6Sb0YQKSEgQYRBumEu0Fmv668gXute+Q+p0KeBaWGvsPSgeZALL8ff9PBPIHVwgtBUEAF/zY9LDy9vHv+qwB6A86E0ARnAun/ff2cu6C8Hj1DfgI+qD8JPfs7fLlat6N2LjUW83sy9DN1ODyF0FJOnFOdLJKtSLm+DfcxstKyD/ScOscBDEbth/KFOf/aehT6kz7fgxEGQwdnxjlD40B0vWj8N3s2/KR/5UMUBavFtEM1ALz/Tz9Gv+GB+0LfA54CXD/Wfmj8PruJe9c+fwJVhLjFGgNGAKo+Zvz0PA98zj2Svka+QLw+Opt5kfdUtkp1tDRKNW50VzgLRPzQ79q9nH7Te0ng/zR2+jMhcnW1AfpPf6aGfscfBSP/MzpqOyW+vwMLh8RJYIfwBP0/7f0/O0w5x3tWPk3C28ZChn8EJD/SvtP/HQBXwv/DW8OZwsYATb7C/PF7OvsGPchBgcRLBR8Df8CzPoU8s7xk/Yl+v348fhu9dbu0+HJ2+7WeNpW2vPbQ9t92NvrvRyyS7tsGWlSQKQZsfSd3JLSQdOr3/vx8wHIEx0Vfwaw8/7nMfBcCFEbXin8JU4dfA5b/Zrw0egH6IrycAE+Ea8VQxHBBUT9TvzG/iYJ3BA9Ei8Pjgb1+4H1zOtK6crye/xUCr0MGwySCI7+J/fY91L5Uv6C/0r7l/cH8arqW93f2ELYONrc2M3XN9i/1vrsXilWUy9ygmAFPXwX8fQJ4ePXD9cE4B/0fP2gDZgHc/cB58zlyfklEVMmny1mK0gd4Qz7+ZLxqOqQ7iL37AV4DuYLiAaA/Xb44v9wB2YSeRqIFy8MqAMK+srx0uvW6433lAJJCSgLqQaI/7T4svmh/D4E0wLG/QT3m+3c3/DXS9Qx1OrXRNkg2x/fgtz0+jUug1nRcM1a/zj2FfL4O+Pe15TcEuZZ8VD8gQTK/fHwPOKB7BMCZxf0JogvGysgIP8KkwEs9t3u6O5j9jL/SwfHAi/6tvZs+oIAZhDhGoIaYxeJDvMDYP328vfqN+3z8hX/IQINBhABhvij97v3aQFWBGoC9Pi47ALdyda10q/Tr9mt2AncFuAl42oC5TA1VLBl51AcMyEaRgEt7Izfxt8T5TrxUfp4/SL1Du0l4d/udgOJFoYkDSgoJnYf8g9gCHr/YvmR8wb2T/37ACb+l/c186b5GQVmE4Ud0B1fGBUOUwZrAND3DfLO8h30hPuz+/n7Xfn29Yr2Vfku/ZgE2v8g9EThA9ot12HUpNtx2Afbyt373PvwDh1zRX5fy1hvOy4ovwpu/KTp5elG6TDtt/T29U30FOj24QXkm/wsDWwhSikjKzgh5hY7DBwHgQRM/uD8xvzZ+zj1HPN57OzzOvzjC00aPCG2HdMTvAxWB80Ag/ry9Gn3wvU2+vL3k/ZR8C/x9fV5+4QATv+j9Bvl5dto1GbVfdkl2nPXTuDq3kDrVA8RPI5Yy1gJPpYozxKcAS/yoPBg77jxqPAG8sjvvuRM3c3e4/MODDUekCa3JZ8iRRlgD6kOAgo1BoUE/P9f/+D1m/Be6jLrjPcNBJ4UuBxFGnsVehHqCjwHYgH7+xv81vhJ+Pj2dfMT7qXtvfI0+nL+Tvyw8VLiL9hA1QvTBtuK1pXV6dvc3qXxkRjAQHFbZlV0N+ImWRBVBO/2M/To9fH0PPMu8Rvqgt1N2Kbgn/c1EDcepyNFIUEbEBbnE7cUABRMCqAIMQNBAGTzSe4W663sofmqBaoQhRSpEmoPHQ85Dy8N8gs8BLQAmf7c9bXxDe+k6iHuhvT29ZT6ufMS5n/Yg9Zv057aSNun15fatNwG5MEHCzXDVJJX2juTJlUWVgdHAmb7Lf2j+m709/EH7SThTdZf1mbwHQeJFpoheh9dHIwUBxNnFmIZ/hO/D2oHpQA+9UfrteaA69b0hQCiCw4U/hJsDrIJ7QxtDsINrgvrBQwFSf1f923ynu6k7PLv+PPx93fzOOpt4C3U69C11d3ZQtj62NLaBd4w9eQid0i/W6ZH2irkH7cSoQZwAi4AD//R+AL04vKb4m/XN9Hs4Ef9eg+KGVcdFRx0FbIVcBmfHkIcnRfmEDkLl/+a8DPp0+WZ6cP53AYVDmIPOAzdBvcJLg+PEH0RRwuFBdcCev3S9VjwXOzl7iDxVPaM9EzsH9/j0/jRGtFl1SPV4dD11uDdr+mGFVtEwl/cU4YvcSB6ESAJQQN/AjICD/qX9nnzVObm16DSBNws9/ALkhjfGocXJhI0EU0V6x0VHdobrRUkD48Hi/fs7nfp3es99mz+KwnHDD8LyAfKCw8QnhJ4EhMPXwkgBSoBZfmJ8Svq8u3E8g/yk/MK7VXjQ9mJ0YnRadNe1kzSPdGq2RrlUAimOTlaEFnROqIlIRc4C/YFTAbNAzn9ffUp7m/mGdbizZrUsu8qB7cWGBthGW8T1hF0FcEbHSHrHa8a4RB8Cyv8oe005/TqHPTd/4wJlQknBEYCeAoADG0UjBOlEfwRAguyA937G/O+8IHqzu/v8VTz+uvN50Hdr9cr1efV49eB0gHSo9Hp2K/vByHlSZJe3Ej4L0QgERKJCBMCkQQYAer7f/RG8b/eCc4XywXc3vfPDRccJRrTF7oQhxI5GJMjsx+IHR8aARXOBMf1gOgs5ors3/cBByEMwQn+AvYCdghiDQ8S0BRcFR8N6QXc+Kj00O617BPwEPDh6ZLh99NGz57NSc5H0RfSOtZg1Ifbuf5nOKZcF113PtUq3h0XEtANfQw+BNL83PPo7sflndEPxRrLXuRX+4kPXhleGXcTQxVWH3cncineJngeHRdUDG78GfQA5Q7moeol/XIIQwrwA7cChgmJDfcTpBiJF8QUphD/BZ3/9O++57boMu+68GXs8N5I1LLOL8yn1EHSYNGmz6/S/tqX+bsyFFhyWaE7XS4XIrYVDA1EDj0L1wL1+dvyieULzVK+WcWC46P7+Av4EBwV8w7gEjQdQykKLQkqfywNIzUUi/se7LDgZuSE65D6MgRxBswBUQHICFANuRGjFQod2RudGAALFP0676/rcexl8qjvaeZG2/XP2cbjyWfMHMuwzNDSDNcY4woQID4GW9VQLjtCLhch2ROUDRoNIwbUAr76e/Wt2pDEy7sezzjmRP7bCXgPohCiDcwViSCjKvMpmS4vLpwlORKx/MjpK+P64OztNvvUABL9bACeA3MJBAuzDigW4xo7HWQZxA6T/EnsrOmv7cfupem84XPVL86ayRLNtMsuyKTLltNt3JL8YTFRVchUqD7uMmYlwRlYDpQKTwraAzYBu/qi5z3NRLv/vm/eqPPsB5AO2xBuDnAQaBjVI0wnvyrRMZ8u4R1CCwnz8OOL3uzjh/aE/Pf+nfyn/zEDWwdEDmwTtxhWHiIh0hdiCrb1aO7Q7pLtX+tv433ZKczPxanIFMiMxw3Iks9R2rbuCh4mSctbYkfhOhguLyDLD80Kgwj9AXcALgBb8q3VYr5Hu+7RSefA/SIJlhILE9UTohYGIDYktSWsLsQ2uy5xGCH98edG3qrgvugy9KT72vmxAEIHpATkBKwM8hVsIeckoSGTEY4BWvK+67bszufX3vnYa9Jjzc7J5MGMvyPBhcm+0ub4syxbUmZd7EhCPe0s5R5fDmQIDAayBOEBOwD777XOL7rFuojOBePy+8IOWRdpFc0TdBq8GmQbOCepMkA7CC4hFRn9Uetm3oLgmejX8Wz26fv5BpEJ/wJhAEMHBRNpIAwmeiWJFjEAuvWp7X/mtd3A2JbVX9Q20HvKBr67uJ+5c8F43J4Z30XqX+5PCUhhOD4p4xOdC4kGDgWjB80HD/6K2cu9gLJmwDjTnembAvoQxRgfG8QbwRu1Fk8bvCuoPL84ribTDLLz8uOi3fbi1OuO8Gn4iQK4CkoIW/9kAE8J4xQRH6IkBCC/DikAH/fC7Frf+NNw0RrYtdlQ0bbF3LoZt4y8ENLTClM9TlmvVIVO/UU7LWoX9gcXAQcAUQRtDU8D1eTLyBC7ar5iyqbdU/PgCWEY/R/rIwIeDhgfFx8n2TTdN4snehK0Aivuv+IR4ODh7evr80YFxg7XChsCXADTB+kNbRWBGbIYjhfPC/r+8ew32grQitH11UfX9dC5y1PDkr0hvgbd3A22OgJPDlP3VbVITS7lFjcHX/y5+7sDtg3g/zviOs2pwznBM8nY13/uhQc/GmIm5ihHI20b4CBhKuotgSiUHgYXIgWX8+PjcN6I3c3kgvbwBigJjQnxBgcIUgmkB7IL6g9REmgQOwhi+5HmI9ZLz9rPtdDCyxrMg8xLye7G/d46Bs0sdz8USH5UBlC9O00hERFhAI/53PyhB0T6aeYp1ofQMMwIyQLRNuEE96MOWx/vKHknMibOJ0YsZifeH9YbUxYYD9H9Je+G5RXhjuPl6wr6+gCeCIMLdg1iDk0JUwU1CEoJxQsNB/n8geya3L7W89F1y9XLP8pmz4bNhcxR5tQL0Sv0No1CJUz5TE86ICbbFdsBSPuZ/50D5fda52jZh9OJ0Y/P0dFc4HjwxAfLGQMltSeIKjgqJywMJAUeVBbcEcILeAIB9K7qJugI6JrtPPQP+FsBGgi4DgQTtQ5cCDQFKQYXAVX+jfPU6WLjPt2r2fzSeMtDy27JCsuDzx7rchEvL7Q7dUP/Ss5KbTlRJYgUtQTz/Rf/egLE9nzpj96/2fzQT89O0nDexvFnBlkVUyHHKlYu2yvyLHkhjBsbE2cNAweFAlr6LPJN7NPqv+zL89L3ev8sBWwNtw36DAYIvgYv/9X6h/D/553iPt5W4LvajNLLzkvLMMgJyPvdPgdlKdM5M0FZTY9O6T4oJzgWzwZB/SUD6wZI/nTvxOJc3nrWes/QzLzUfOY5/hgPHiEVKf4vwy3yK6MlixuUFCMOsAwkBQH+5PZK89/voe8f8JH0tfgNALUGGwoYChYMhgiKAwX2IOiS3xvbStnH2KzW39O61JvQb82x0b3ntApGI78y1EL/Ud9O4j7lLNoWoATE+739G/6g9+jtKOmA5BPbe9Cq0XXYJOU49zEKJB8gK7ov9y3XK+8k7xllDYALswVgAdH/MPne9ar3u/RY86r1NfhW/uoD+wgaCFgJbAXT/x3zHeeK3gvYAdao1Q/S9NI30w3UoM+K3fn3EhaeJp0yB0XSU2pL8znVK6UVmQriAVX/Xflv7ITq8eiT5n3cV9Sg1W7dGeyr+pgKnBhhJIktWzIXMQ0k4BTsDv4HWwIQ/Dr7Gfxo/Oz6H/rE9ND0GPYw+8v+5AEaBzoJbgam+4/th+Jf3bzYWNSxzWvQp9FV1H3Pg9Te7TMMliHKKxw+/UsSSxc9gzElIvAU1QzFCaQB2/WW653nS+dx34/XQNZP3R/pUflyBKUOdBphJCwvXS9BKGIeVhhEDpAH9/8I+Yz8xfyk/oX9MvlF+Xv6i/s2+7v71QFuA6oE9fvZ74XrZeGu2ajQXM1cy3XPtc4RzybYwvE1CwIfLSbaOPhHvkyqO38yFyPSFVwQ4AqGAvP5re/463TrC+CD1J3Sl9vx6Pf1vASkECMeXSOVKrEsMSMjGj8XNRIZCM7/uf3K/dX9z/2/+Kr7T/qn90n6y/l7+RL8O/+E/krzOO536q/f1taF0VTOSs+mzQzKKM+x5QT+/xL5Hswww0FkSPs/5TWLKfEbfhWoD+kJkf8A/O/2d/Eu6v/brNkr12ngEuvO9yMF4xGEHPQn9ivcJasfcBqQEZsMcQP5AhIDvQHkAnQAiv6j/Jv20/U09Iz2C/Se+7H6NfYj8JXtY+lr4H3XQtJE0ujNjcx9yufc0/Y3DX0a4SivN3lDs0AJMnspQx/7FEsPvwtDCUn/XP3n+5bytOPR3rLZh97c4SPv0vgKCXsVWSHiKJ8nUSJYHDMVSA3eBLUBPwQ1BEoC0ARiBFoAfP05+XbyiPMu8hnyavik9mXwmeyA68Pivtyb1RTWt9HlyszJ2tmA84EK7xgKI8k1e0PQPyozyin8HQUUzw1bC0kG5QFiAnv+9vmD6nPjveDJ4eXjDOo188kC0w7TG4kjPSacIv4dyBkCEswGqAEZAa8EYAVxA1sEJwPRAS//APpA8oTyW+2C8RPvqueU6E7qk+Mi2+3TS9iW0U3Onslt14vyNwseFcwl5jnxRSNBzDEJJ7UapxA4DCcHDQKFAEsDnwGT/arvXOdy5W3m0OWj50vx9f7gC4sXNyE9IvEgch1/GtcOdwZ+AV0BWgLJBNwEyAZ6B6gGUgHq/NT16e8A6y7oauT64Vvnueed4dvefNxh2QXXl85Sz4Pg/PcfC8QTXyd2OzFFcD0EMqcolxjEEKQFxwBy/F39AwAEBRH+zfOi7fLrTup75bzocfJc+8ILMhcOIMciSSGrH7kb/gyDBjUB6gG9AOD+jwJ9Bn8KzwQdApH9svY98QrpQ+b34V/fXOLK4YziTN+y3ijeINjIz1/P0OAE97wIpxS8KZg+9kWxPdAy3ijrG+ENZwaMACT6ZvtL/4AB0v5I99LyO/Bb8BfpK+nQ8Iz8TQbFEk8YBSA1I8ofaBlgD1MGagFPAdb+Tv4nAdsGLwjSBb4GoAFC+rDyZOyv5N/eFd1c3obeq9zK2yDeut2r2N/PCdiS6cD+7QhYFiYuqz6ERBw6hjIPKJYbsg4RBib8ofgB+t39G//0+UD1K/R/9ATvvOn07qH2Uf8qBakRMRc2HlAemR6BGSMQOwdQAUcArP0i/3MAfgb6BGwFigQ3AtD7g/K75z7gQtqg2KPVr9WJ2UrbUdog2RzVLtsI54b8sATfDp8jHjhGQHQ8yTPPL2shBhbwCN0BcvhL+vD4FvnJ9jn3EPZf99/1z/Ce7mn1Df3EBOkNqRUQGWccRB44GxIS7wzoBmADFv/yADD/FwI1A6cBrgOwAOf8TPUZ7prj8d9i3qba9NSd1jzaDdvp2K7UE9dz5aH1JwRvCiMeZzMBQvU+Lzf7Mr8moxd6C6MBhvqL+ZL7cv3s+bP0gvPf88/2IPLI7lDypfeUAZQJCRKLGDMZfhuVHQQW3hA2C9UHVQPwAQD/DACBA7f/RwACARn9uPcI7WTm198v3q3V6NJD0tTZstlS2A/V3tfA5SD6ewUEDZse8zVuQLg8CjbjL2gmzh16DBgEg/+1/J75nfoY9972Y/U78w327O+u7aDxDP2/AvgF0wzyE4IZ4h1QHCgWchA2DkcG1wNjA7QBLQGnA9wBoAJIAe79jfWV7Szk1eBK2orVgNHK02LWodsp2CrVQ9gZ4yb2GQXjDagadDOrPy09jzV9NH0r9B0uDx4Hrf2P/GT4d/rs9uT1n/Rd9w/21PLW8VH28fdX/HwDWgxqDy8XohnoG6YXzBNmDRMNwAf7AqQBif9ZAz4Btf3e/W76Sfdw7u7iDOCg2lrWn9Dc0rvTn9dA06PTYNYy6Iz+sgb3D18jyzwoRdw6GDQXMRQoahiJDmUEXPzf/Hr71vv8+Iz0ffVS9Z700u9t7I71QPt0/icDVwwQEegXuRolG8IZihMxDyULbAk8AWIDDgS5At4A1/63AKr5l/S26VXgcN2K2LjSR8/+0lzTbtYq1IXWmtpX7C7+IwqCFGsn5z0bQ1Y6XDirM4gl1RdcDKACdP0G/O37hvll9m70yPh4+JzybO0u8In3+/l9+9UE2Qn8EtoVCBa0FwcZKxZ+DwwPQAk8BD0D3gHgAlgAxP+y/vv40++y5q/gidyb14DSL9At0DzRfNCg0SnR59rr8oQBmQkCFrsvr0BRQ4k5HjdCNLgnDhslDC4Ee/1z/hn9afsq9yn3n/iz9DzuqOoE7gT14Pdq+f4DtQp6EZwXIBi9GpgXRBW5EUANOQfVB8MHOAYTANT9Tv7+/FH44O6Q4fPe49jE0yjPB85V0SbSA9Dv0ovStt5L9G0BxAxTHUU2IkVqQQQ81jizM7ok0RZGC1kDg/6X/ZT/X/h89Jv0sPWg8dDsLesD8gb26/fU+YADNw23EUYWvheDGAIYthX8ESAMNgsQCXIIgAWpAy4ApgAc+yn0z+tk5fXeR9eP07XNdMy/zqHRCdBIzvbPvN+P9hAC1wqJHWI2fEb5P5w7aTsmNY8kLBquEe4FmwJIAowBUPnZ9bH1DvmQ7+XoHepc7obzMvJ99zEDLwstDwMWfxe1G0IXixnpE2ESygutDIIKvQW6AakB3P7G+mDwhedb3wbcntTNzbPMfs5XzZPLocvYzb7T0OSo+GsEFRABKXI/YUU0PTk90jziMYUiFhZgDCcI3QKuBrQBQPhY+pz46/W17oDnPOk765LvAvE7+coBswkBDyIT3xbzGEsaoxcsE3EPFw8JDDsNHAeiAhkDYwFm+M7u9+UG4H/Ykc9Jy7LKXsxNze7NsMu2zbbVtOex+oUEIBLoK+0/AERuPxVA8DujLqYjmxpsD/0M7AgvCjoBAP0p+Vj86/U56l3jtuht6sHp5u4E9tr9QgaeDB4SkxSXFTwbCxvVFVESVxKuEf8OxAegCB8F+P8F+nvrnuKm3m7Yus03zC/Km8gazBfJ1chByW7TxuUN9z4DCRAFK408VkKQPIxA5D41MQkoASI+GXUQmw8UEwsJCgHK/5/9GPMT6DHjMeMP54PllOrl75D4s/55CDQNiRHzFDgVSxr1EyMVJhQ7GNEVqQ6aC28JPQR6+y7ybOgv4XvaQdC6zHHKO8kEzZHIV8e4x03Jd9xT6lb2Cwb3HjAzrDwxOVA9WEGCN1Ywfin0Hgkb7hqxHYMS4QiICRcJP/w78T7oI+WG5ELixeFj51fwcfbC/LsDGwj5DisT2RQAE/kPlxWYGPUUrxBgEKIOugsrAl31fOxp44TcwdQ0zsrKJ8sDy8DGjMSgwCzOZNuB5JTw6f7zGNQqlSyVMBE38jbmMlkveC20JqYjtCf4JtwcvRNvE18QZAJR+Jnv2Oha5ODg2N8J4zDnv+6B8uP5p/5DAuEJ9wkYCzkNqBQuFJgT/BMEF5UU4xEIB4z+//cE7gbooN8o2MHU689TzJ/GuMSDwVDJr9XD3VjkkPJtDKsX5RpMIFop6i3QKvUtDC0EKYIpUy7eMfsmNyShIyUhNhFPBZP+p/lh8LfpGOYl45jkP+rG7W3sPvJb9Nn5C/yp/ggBtwhlDUEMjBH/EZ4WSRM4D1IHeACk+u7xbOs35bzcTNnU1uzSWsyVza7Qu9mQ2j3j2+2h/BQHSgpWDtkYhRhQGy0eJSVeJkgrkS75Lg8qUyzKLiInWB4KFjkOlwlr/xb6o/NG7wrv0O8/7XTsQOua7WfzJ/Nz86D30vxZ/q8BOQheCrwNfg0BCvIGjwAd/VL5sPGq73ntnOm45iLfbd1517DXFt243wLfs+Uc9NX4Tv1z/70HGQwxDCMR4RE8F1gcxyQoJ9knYyd1LOQsVCQ4H5kbZxaKD50L1wOj/B77n/km93DyJvGK9BbxWO8n8BDvJPPf9uT33P1j//wE5QcqBmkD+wGMA/j9kPmf9r70F/Na8EPuQu4A6LTj0uSk5VvjT+JJ5cHqIfA78xj1UPrs/nb/fQGeCBkMoA2tFaga3B7MHN8iISMnI/celSAwG3YVKBGSDVQJOwbGBh0DLQBn/PL+rvw99534XPg6+PP0Gvnq/B38IwFGAjgF4gKwAtIAf/7K+9f6D/on9/T2y/Ye96zz2PKS8MPs3OeU5IHnDuan58Lppex98R7wq/DO9G74zPlz/KkA6AZICX4OuhFlFLwXkRgCHNwWaRY1FoMSbxHoEcoO7A5PDagMiwxaCC4GwgZ2ASMAsQGbAmcBTwFCBV0H7ARfBZEF6ATeAp0DxgAMAAb9s/yy+0j7APyn+WX5KvR28U7vJ+2q68nnEepI6bTmvOkm6hfqv+wd8DbxD/Fj9Cb45/lz+qn76P7cAEkF4gfRCFUJ9AszDDEN7QyyDMoPVwyQDP4Ogw15DS8OcxGVEbYQexBAD7wOEQ+EDlwMEQ0ODlgOBgvDCpcI/QdCBuAGqgK2AicAU/8O/W34DviU9+n17PMn8ufw5e+M7J/rNery6YDs++g36sbqGe5S7PPt+PA58nnvifBT8/Py5/N096f3Efjz+3j+yf+5AFMC4wY2B6wIQQmaC2sOpg9nEFERYBWwE34UjhevF0MX2RLvE+cSBhJpFJAQ5hBSDhIO3Q09CpEKtwbeA1MDxAJy/03+mf0z+or53Pj/9mjynfP28zLy/PAm8BHt4e+s70ftJe4e753sGOw77J/uW+1q7QLvbO1B79vu+vM69dL2l/fa+e78PP2AAaQAVwNyCUQKDA0vDYgOphDxEdISfhNZE1kWahYBFHsWRRcWFFcTARKAE8EQnBHjD2IMewqQCPYJ6wd2CIkGAAJDBDMCOQGz/wX82/vV+r759fZe9m328/FS8WbwW/C/7qfvCO2d7hXs9uzR7Evr1e2T7v3ug/CX71vwDfO+8LH1avQX9zr5bvsJ/d3+UAEoA6QFFwU3CeIH4wmRC6QNww3OD1YPAhB+EJYSpBD+EPkSnhDDEWcPWA5zDWMQHA2yCzwOhQkjC5oIDQcsBXQFNgNgA8H/kAHx/YT9Dvr4+IH7wvjF9Xn2efPx9EL0PvQn8OjwqfIT8Uzvcu8y8TbwcO+W8Z7uUe7g8iLzxfOp8lr0hvUC9f/4y/lp+oL+3fxaASkCbQXjBtQHPQjnCVENKg5yDT8MKg18EG8OoA8XEbcOwRDjEHsOHw9yDi8OUw1rCrAMUgmZCEsI2wfJCBwGRwULBEkDCAQ8AmwBtP0w/Kj7Lfro+vn40vZ99cz05PIO8Azy9O818ZXur+9n8JDuVvGE70fy3fBo8iD0uPGR9nT30/VS9o/66/rk+Aj7wv5rAOz/KwG1AWID3AYXBwcHDAwUCdMK4QxEDzgMLw6HDy4Q8xCEECcRhw4zEfAQag14DJIN4AwcC1oL3AgVCu8G1wXlAnQFJABgAYr8Q/8F+1r4PvfH94j2HfR+8yL0EfL17/7vPfBW8cTwffDy7/jvNO8Z8nLwivHI8f/yNPRm95715vky97D3ZvwY/Rv89f5TAMQB8f+cBP8FGAZPB/kJhgo2CU8ONA5fDPQNig5vEDEP2RI+EH8PiRHzD/MOjA/bDs8KyQpxCp0JMghABDAGRARcAZv+Pv2y/vf6PPwx+SD5gvih9BL1f/Wl9LLyTfHR8JfzD/K58c7y7/Ho8ZrxRPTc9qD12fde+Gr3Mvec+2380fmJ+1D/0v4AAQkAOQDnAtkFGAd6B5AHpgjbCI0L+wv9CY4LpQ1lDP4NCAxrDeMKxwymCjgLtAlzC60JdAi4BhIH4AbhBngDwAFPAi4CXP2u/X/7N/3++r73rfan9rL2EPQH87r1TPI29QrzOPXS8p/zMfO79azzhvXD9Y75ffeF+zL5qfzC+879zgBUAA4CjgODAXYETAVhBGYF+AX7BUYEFgjABz0GjAVxCWcGdQZsBs4FdQecBTMFRgYnB2kH+gRhBcwDPwYpBmoDNAQtAzQBcAHS/3T+Cv7O/En8Nf7L+7T9E/zB+TX5UPzZ+BD4Gfjm+i77F/i/9/H5j/sO+mP5MP1Y/Pr9df5I/BD8af2g/0z/fv7QAA//8QCcA10CrgEaA7YEIgNkBCwCywMjBEcFbATtAsUDigUIBCIC6gLAAcEBggJ2BI0DuAJ0A7gABgKXAIEBuAH0/8sAXf+W/i0AyfxJ/KX9av7x/jj+tfyN+8L7X/yG/uL8Bv+j/MP74vyK/UT9Tf9X/2H/hv0Y/9D9wQFh/+UAef5UAX7+5ADwANAC5gIMBW8CMRI1ENUEJiOkB40Bev5aCXD6K/7wARoDQv58+rsCXvUz+vD7HfXv/JX02P1H+mf7XP9p+8UGzvqKAov8CgaY9dsFr/2o/Mj8WwJI/BP3XxD36AoF6gFU8hYDLwCb+nvvJBoP5XAEkwap9Rb2vgu7A2brUhWg+RL/SP6tC1/wCwXCCMf1ewjs/4L/1wFLD3L7UQacAdAF/f9WBKoB8QIT/QALHvz4A6IGG/73ADUGef/Z/WEF7vzX/PcFO/tzA136VQHF+EwCFPSWB6j3//4pAQD4CwIJ/Kv/t/ufAs77Cf7A+xoCn/lz/3j5VwPX98gAm/0cA2/7EQLS+EAD6ABL/E8CAwBRAy0BvgLlBIX/5QOvBboCewJOBJwA0wS6ACMJSQAqBccCawXv/ykCwwBxAu4GTP8hAaQDlfwXAmf+AP/O+uMDePz/+xMCufy3/X3/tP0G/TYAHPzU/j//GP94+lwBn/63/MAABQDy/uj+u/zZAAr+fP+w/iYCYAJ3/IoCnwIAAUMAdAIJAXb+0AIjBZX//P6FAscBbAB5AOn/5/xY/Gr5f/w6/3b5pPw4/UD26Pcm+vr7B/ys/Dv81v90/6wATAMaBekC4QfRBsQEEgmgCLgLdwzyCKcLuQnmCpALrwlTCwQHqgjqBUsF/QDXA+oBhADz/G39zPss+sn3Vfjk9Qbzt/An77Xuu++Z6h/tC+wX7ofr1+pk67PuDe0D8kT5Zf13AmgCRg97FJ8O5A1/FgYVQRG7E1wZyhkyGIkZmB3gEBoLuws+B7L/Yveg+pz3vPYB9Qz7Uva18Vb04/Rh8kLx1vIY+gn63/0TBJcJJQz2DDMP7AxXDwUOsw4NDzMOkAqSCV8IZQMCAoL8gPn08nTt++nB4ofh+OG23MPcsd733LLeA+S752furfPp90gDZQj9DwkUqRdpGx8d1R/BH2ojKCN1IIgelxgZFEsODAisAOv8EvSv89bul+2L6qrrYOhu60jqsetD8RPzxfZX/SX+6QSzClkQFRaZF3caAhd8GaIYVxS+FE4Qgg+eCNUGMgBF/sL28PFr78/o2eA93yngRd1m2MbZItz4237gfuPs7OPykvkqAqsK5A98FvkbvB4dHz4ivSPqImAgDyLVH+sbgBTgDP8IoQCr96jwLe3W6lXn6+TN5rLn2OfC6xTvh/DI8yf2X/zzAqUJFxBTF8wXpB0IHywdyBvCGYIW8BA1Cz8IOATVAaD6yfSg8fLqMug/5RDiXeCT5JfosOfJ7SH1nfhN+j0B7wYWCD8NOg9yFAwYQxZKGoQZCxXHEnoPVQwzBowAIAAY+f336fWp9KLxyO1I7hrv6u4k75nxi/T4+nb91wFxA8QFwgZUCOYGxgLA+yf5RfPZ9cH7+fpU/Df9qwmSCq4DYwHeAogEnfxs/kYEhwbRB7UPVBOnDo8EnQJ7BHb90fX18xL0B/Ws+Hf9NfwC/SX9XP6o/JT3z/Zw+4kCYAUIBwsJOBE4E2gOiQvICiAH4QIUA24BeQHtAM8C1gMeANr8/fYt9eT1IvW/8dj10PcN+1QC/wV5BpEFeAaSBhEFiAJAA6EFEQpUCUEHdghvBnMD+gAi/UP27fVY8+T1+vQm9lX1gffB+oT6QfdP+uv5Nvw7/Cn/ZwMdBc8InwxIClgJmgbaBQkFBwEOAhQBBwGf/tv/ZAD2/tX9lPpY+a32cfYW97X5av0HAh0BVQNBBlUEFQWqA/IB8AKwAEcBCwHoAtcD4wM8A0b+kvwH/NL62vkG+g7+5/+W/pv+OAMIAtwAHQCD/7wB+AFkAuz/ugJBAJgCmP5G/1H+F/wR/Hz7/fiq/Jz8aPz8/Ir/+gEQAXn/ngJqBE4AdQPUBIEGCwXxBy8F+wcdBwUCFgOn/5/8z/1//WT6V/lv+Tr5rfud+sn8AP1a+5f+W/wi/zkAFALIA5UFuwbcBnQIQwYyB4YDvgTtAjQBF/+z/4z8BftW+bH6Hvpb+zz4tPoT/L/7Z/xZ/HT/0wGDANkDIQRUA5QCBwaUA4cDlgVhBecEfwJPAhkBPAHu/1f+Rv39/k385P/u/38Bkv7c/kr+RQFt//f+/v/WANwA2QERAVf/igGBACgBjf75/x/+Of7f/Tn/Y/0q/3r+uv9jAKACugG/AJP/x/55AjABzf5KAJ//0Pz5+zr/LPuv+wj+g/vk/Q79w/4F/hT91v9P/nAArQHtAV0CUAKWA+cCFQNdBPYCtgOKA4UDZAPRAIT/YgCn/a380f/b/WD+OP0z/c3/7P8r/lX/YAEjAEwAOwElADkE9QM9BKsCRwQcA10E3wDnABAAIQEPAL3+vP6V/bL/Nv1q/Vv9VP3L/zcAXv7M/BH/UwAf/sX+3f2MAQz/PQC3AIr/XQFQ/qT/JQDX/VwAFwGCATH/pQGuAGsAfAG6/+MB0f9BAmQC1gEXAF3+gAGD/o/9IQCBADYAHP/l/rf/dP8/AcEAHgI5AFoC5wCDAvb//wH5AhAAgwIVAgMAPgGMAVr/uf0I/nsBGADR/W/+Lv6IAUQCRwG9/wICyv4lAtv+lv3y/qD9Ov6IALkCwP/H/4H9NQGUAKf9zfsq/7v8HwLm/uL+GQEl/04AVv/D/gn/C/00/ccB2/4lANj+6P4LAvT+Wf9WAI3+xf3l/Wn+T//rAU0D2ACRBCsByQNcAfr/vQEeAJP/Uf/n/jD+V/+0AFYAlv+lAE3+Rf7P/3H+yPyZACz/3wCEAhcD1QFXAuYC+QFx/sb/xP7T/vP+V/6u/e/94//S/oH9R/1Y/4j+d/wG/4X/7QBjAVAAqP70AFkA8/4rAX7/fv8WAZ4BxP95/yUBsgEG/xgCJAEaAdT/b//mAFYAZv/T/fH+kQCMAez/cwFL/Ub+5QDR/ukA4QGM/lwAmgBmAPf+zwHE/8v/xf+YAGz/xQFAAREBhwJEAAYAVv8mAdYAxwDMAVb/k/8QAfL9pP1f/ggAbACY/wH+p/2o/uP+QAA8/kAAEwA2ANz/eAGLALIBB//1Ai8BogFgAdr+lACg/2L+UwBDAW79N/9B/SD+af+o/lz/2v+J/ub/0v3y/+38fwAy/pj/tf6I/tf/+QCY/90BTQIvAcMAXQLBABP/2v5PAHAB5f83/+0AHQDWAEAC8P4h/7j+fgEaAab/2wEKAYz+4v4dAPEBAQLt/73/s/93//UB2ABq/of/2AEJ/xgCzf+AAmz/wQEOAtz/hwGrAKX9if7a/Zf+3v5hANT+0vxZ/2r9kv/D/I8ADgDE/Yj+ff9CAVb+6ACR/pYB1wAAAWwCkgGYAYgCiAHp/lICcQBsAr3/dv87ALcB5f6MAQ0CeP9M/m3+Wv8NAYv/JQKQAen+tQEQAiAAqv4GAp3+VP5iAUgChf6V/4YAEgBd/z3+egLP/zv+xwFe/vX9iwB2/uIBlf+wAFT/RQFcAO3+5gA2/1P9jP6uALr+ef4EAAr/QAB7/hn+cv6jAZEBP/57ALkAtQHpAQgArf9O/9j/LAGc/cz9jf/jATMBMwEQAEj/mgC8Ab3/mgBPAJL+LwFlALYAZAGdAhP/xf4P/y0CwwGy/6n+LP8V/0b+4//xALABgv8AAL7+Fv5r/m8Bs/5bAQECxv/SANQB2wCxAf39rgB4AZQBM/7L/9sAMv+7/kz+cwC1/+P9qwCGAGABav46AV0AfAE4/hgAcv7w/isAl/5L/+8AKAIUABH+L/5+//EBmgC1/kIC1f8DAjD/5wByAfcALAH8AZj+Lf72/iACCP8ZARz+Nv5pANb+Of4hAPv9ogFX/z8BuwDvADP/cP8AAtH+qv56AXv+NP4xANUBev65/tj+bADRAUMB6v4DAJcBTP5sASL/vAEE/jwBQf/0/rz9kwG8/wIAO//ZAHIBwv/BACoAb/4c/wUBjAFn/gEAQAJNAKoBiP5V/oMBFP76/gX+Uf4hAWn/CQJVAd3/xf6X/pD/MwES/3H/3wBFAWgAXgDg/e79vQGOAOQA2QHPAbEANwG3AX0Bov70/2D/OQDcAU3+gQHdAOAAef/9/QQB4v9S/jX/Qf90AO/9UQEFAUn+5f86/1f/pAAu/pD+7f9cAQn/1ADr/1ABQgAEATH/XgD6AGr/oP+4/y3/rAEw/hn+XABFAez9Mf4U/uAAtf9A/m4ACwGrAJUAaP4VAgcAz/4ZAvj9rQEFAoP+hgAH/zwBNQIrADcC/wGS/8j+BgLpAVwBMgJ3/zj+VP70/3kB9v/wAXoARADGAeH++wCZ/iYBGACJ/3T/5v28/o8Avv5MARABUv/n/VwA6P8bAlIABAAbAfT/NP8lAhkCeQETAdwAEP4vAS4BBwB4/xX+KwHtAQEAIQILAkkBTwGp/6D+MgESAGoB5f8tACj+pf7k/6QAd/8sAL8Bev7O/nAA8f2M/y3+0QHSAA4BDAEDAGMALgEz/8sAjAHX/qEADv/0/cL/cf6F/gsACwFa/wv+Bf/V/iAACAEPANcB2wGWAEgAMf8TAPEAawHt/psB8f56//j/IACKAGn/LACL/t4B2AEX//r/DQLnAHUBwf5z/tUBUf6a/8sAqv8LAN3+Z/9GAYMByP65/q/+IQB9/hD/fP4bAaD/ggAFAgAAqQAOAd/+Wv+P/nT+hf9yAC8B9QDWAd4AwP7Q/9b9sQFa/pEBbABQAA8C8P9c/j39CwFn/u/9XgGl/d0AAf4M/or+PQEGAAz/yABj/v0A7ACXAbb/cAFQ/qP+ZP9SAFz/sf4EAAf+VP/VAf7+6f8U/5/+gf9cANr+dACU/q/+wf4/AG8AaADY/2b+pv5k/tv/1/4o/xwCCAImApj+7gFl/wgBiABiAe/+R/92/or+8P9F/33/Ev+gADYCUABnAQUCQQD3Adr+ZP6Q/kMA+QEMAnb/TP4qADn+3v29/1H+vQBT/psBLwD1//z/Nv7DAcj9ev57AQP/0QE0AMv+Xf8h/vEApP+JAOr/QgAtANEBtwAX/77/IQB6AB3/8f/M/qf//P6U/hQCIQDyAasBFgDEAJD/I/6IAcUB3P8Y/6D/yADG/+D9Cf9c/1v/6f/EAfIALv9sAcH+nP+n/tcBeADsAbf+qv5hAAoAkf9NAYUBlgBZAUYAk/+uASUBA/9x/yj+rP9sASb/oQBb/tn95QFvAcH+IABP/+D+7QDv/0EBiQF+/44ADwLn/xoAzACD/s4BvwAOAlAAuf/EAE4ASv40/hEAsAHcAWABJAIX/8T/wv4AAZf/W/7C/+8AHwHS/gkCJgD1/yEA3f7zAJQBkgCnAOD9PP4OAEgBeP6kAb79If6i/tcBHgAXAd0A4/16ALoAwP5hABMBGAF5AIv/YQEk/t39hwERAIcAuQH2ASD/if/S/70B3f+HANoBPf4k/uz+5f6VAdn+DP98APf+UABI/1oB+f4G/gP/wgHMAQQB0wEQ/xwAxAAUAO391QCw/27/Iv5B/wr/zv5V/3/+T/+j/9v/6P9A/uYBov/b/3n+Hf4dAfsAkQGi/rn+KgEN/ub/AAJwAOj/c/52APkAXf55/8z+gQDQ/yMA6AFf/0YBl/7pADsB+f9g/p8BIgDC/gUAJf8d/3v+XgF9/6v/sQDY/tz+4AGRAW//6/8FAN//nP/oAVwA0wC1Ah4Bnv5sATb+9P5iAHUBNAETAKUA4gHe/zkASQCNASEAYf/E/g8D3wFdASsA/wAYAXL+u/7Z/bn72ftN/Lf9v/xV/Qr+mAGOAfr/dAKzAokB7QD9AFf+cP9p/Bv/9/zc/l4B9gEI/4P+hQCM/j0A+f4EAuv+tP9s/hwCqwEIABMAQwH4//f9CP4y/nb///5/AD/+a/+VAKcAnP4iAp/+zwAMAUwABwCTAEz+9f73/an+MP+//un9nwBS/yMBSf6w/2gAlAAE/yj+P/5gASr/rv/LAMj+SgG0ATL+0QD7AI/+/ACrAVP/2QE6AeoB7v+rAYL/PQIsAdMBrQGd/9j+Dv49Apb+rQCNAosAQ/9CAAz/u/8F//IAWgTfAtMDAwXEAfwDDQGh/2v84Pl5/GX6IPyb+7j8Qf4QAr4DewI3ADYARP1X/F37Cv1f/Zv6pPq2/TX+kf2q/+T9if6f/AT+hv2Z+nD8CgHD/8gARfpS+y/38PJH79DvLuzC79/ylfbM/bkETA5kGBAe5iPSI/4h0R23F/cOjgbH/q75TfUu9wf34vn2AQcHwAvLDTkT3BHOEh0O/gmXBT/+lPt49z/1JvS58GLutuxl7iHrWe7763rpYeqU6tbnAOTf46Lg3dxh10DcJfhsFD4nVC1/OU5RG1PZO9oZSwff9gXhA8izvLrCbs0H4u73XQ+hHacn9zBdOe0wriMTEc0IAP+7+/v2GvaE95X7bANsCVIGDQLEAOwFbgaDAgEBngWeCTwOZw3nEIYNJws3BocA7/nx8ZTsI+zX8OfwDfYy+Cn8XwK/APf9qvbD8IrmmeFG3OPaCtiD27zebea37Sfw9vFSAfUYAyTWKa8oVDAPM5MpVxdyAgf1CurE4ErY+tUB3VfnTPTSBqwPpxcQH18kJScAIHwW9A3OBqUAIv2i+hz5Mvk0/vUCogSzAiYE0QM8CSIIHwapCPIILQinCvYJVAPOAUr+zPqg9tXyEPJV7+3zJ/Zk9bb00PMK8f/sOuz652/kLeFf4BjeXd863kDeuN1D8I0Kix5mLTk1ckWTUXNHqjA2GCIFQvHq3j/KocUNyJPU7uYg+fUKAhowKHMz9jd/LpwkDhb2D7sImgCD+VT1afU4+7IBe/7r/Yr6HgFoAwoFNQG7AgYJvAyLDp4OowvlCssDOwKW+xH0HvB765Lw//J28EzzqvQb9LD0XPHU7efnHufY5Kzeu9wW31LdtN1E3BffafKVDJ4kaCv7OEpJwU8SQf4q9xTYBYbwTtudy3HInssA2l7r9/zHDoQcPSr1MBw0UinuHysTRAtBB1sB7vxH+Zf8NgDgAWL/xf0Q/GsBZgHP/Jv6DQF9A2QHvgfdDIELwAv6B+YFt/3C9y3yru+A8gbzYfKU8uz3L/gQ+B3ys/Ap69fo/eNj4aHfTduY2i3dDt7e233hlvQID6Ukry5NOxpLBVLEQiYq5BFjAFXtedh1yb/EbMqU1dLoj/7LC8cecy9dNVQ0QCuPH64UHg5jBuX9o/jt9BX57v7fALL+UP1rAMf/5ACMADz9BgFBA94IXwqUCe4K0AehBzQF5ADF+sv2MfOH9KPxIvHV8cb2RvgF+HHyFe947BjpwuZI40Xf2dwF2mDaC9n227zdauvWBeIfLzJ/OhhHslIvS+oyghpAA+jyztwkyJLAscO408vkhvvAC7QdizC+N5c7AzJ2JZEYjhBJBO/9kfcY8i70b/q8+4H8//kb/oD/zv+B/Tj+hf5sA+MJ5QqdC9IMFQvMDAQK1ANO/y/6XvZb8uzvAvCL8cr1xvdj+Hv4/PO98Jjtg+sF49jiod1+3ofcfNwm3hvjJeO37JgBlBoZKkMyNT2aSLdGeDSYG/4FX/aJ5C7QNsaSyV7Wv+R/998KIxqcK/YzKjiVLqQj5hpaDjAHUPrn8ovvV/DJ9dr3Q/rs94z9WP2DA3//Wvy0/2gD/QhTCzwN/xHHEeYPMQtgCJgAVPlz9sbxoe1H7h/vsvKV9ov3/fW49p30I/OX79zoPObk48HibeIX3+Ti9+KJ5KDkp/D+BEUcPCnpMME9P0fcPuYp4BOcBQnz8eAO0CrIXtB13X7r8v3pDK8dMSriMvwxsSltIiUYGgwFBHL4vPOK8F7yHPgI+JX5rPur//j/B/+h/mf93wXpCF4M3A7RE0wSRhNzEP4L+QPZ+pf0Te3T6MjnCOt57EHx/fe5+I339Ply9n/12O5e6RDln+UD4TzfKN+M4efh+OFw5Iz4wBAwHYEkYTB8QTNE4DACG5kOswFR8DfardFq0PLYQuYI8wsCLRMlIUgsVjA2KiwjgBiyELUJbAAZ97/xTfIF9476nvsv+X39IgI2BLL+HP/yALEGLw6GDVcNLRTfFckUcAxhCID/iPc98kfveOvx6mTu4e/99/D75/z1++P4afwM+WnzVOxT6vPni+P6487fyOLk4Tjjd+PL4BXltfoxD0scSCPZMh1DV0KGMGgfDA6mANzqHdq+0RLP2djr5gH4CQjMFYgmKi6QMhwtYCLkGLkP0QXR+1fyKPAC83D43vvB/f39ZALMBXQGzwaxB5oJahFAFH0TqRR1FG4UewvbAxz7HfW47gPpDufL5drnQvCv9/j5pvxo+3/62fqk9svvuefy4e3gFNt42mbXUtmj2s7auN5d8AcIohzMKFc3DkidSV0+oieuFnEFTPAb3WvOGcz803zfo/HeAHcUPyTWMFI2KjTUKcEe3xHYBgX/qPXx8DLyXved+d//S/1rAQwEaAfNA2QDhwY8CqIOwBCjEaQTbhHOEasK/v9h+QDzA+xl6QHmkulP6v/ybPiq/mj7cP0X/H34/vEG6nrlTeNx3eLZxdjR1vfYydvt177fKPGwCpcdVyugOLdH2UolQO0r/RUxBh7wlNjIyRDIns4e3hDueAPsEhklqzAVNjk3RyxLIW8VIQlu/cH16vJs8bD3pftg+0n82gIrA2gGegUQBfMG3gpiC78MZQ2sEjAP8Q6CCF8D5vqt833uVuuy6HfqwOyC8sn41fnR/Ej5cPme9XHzx+tE5xTipeCJ3VXbfdtB2xXe7dsi3EDkUvq6Fckj7y7XP1RNtEq7M1AgexFN/hToxtUyzB/KPdaI5lz4YQjBHfIt8jQrOEUwtifsGeAO9gXs+rvy/e7i8dD3d/os/Pb/vQMlCJIFkwOCBM0GmAo5DfgN1Q/sD5kT4BBjCrMDxvmU8pjq3elm5QPpv+2/84r36fsL+rb67fdE9V3vI+hd4q7ee9y32UTV7dn72d3dk9kX4sP6yhTBJQkrJT8tTXJNDjiGIcsUJgPT7VLVqsjOy1HVDuXi9L8GChsWLGY1UzrjL+UpRBwLE9wGy/hM8t/tI/Jh9dP7F/1s/1gDIgb5BwsFTgK4Cc8OsxB0EOER3hPOEwQRMga0AEj5evBo6cflEeX/6cHsTfDY9wb6uPpt+ET6nvfV8KvlZ+Kj3SrdrNZM1LHWw9pi3NXbsuaW/30ZGiYVMKs+TU1fSmczSx7JDrD9++jx1BTJ3Mp32pPndPizCugbBi3wNeU2CzIqJskaaA2FA/T4w/Kp8J7zgfV1+d371f07A4QHXgj0BEMDpwnpDQ4NHwqSDPQSow9/C0gFZQDj+knzoO8d7HLrtO2l7Zb2cfid+5X6Nfl/9yH2Uu/251/jLOF03h3bgNp03EfdJt6827vZEu17Ai4dASZgMyZIak5ARcAtRhyNC4H5q9+my2rF4stH3RzpePwdDxUkeDMxN8g25yz/JccU5go+/rfybu/j7YnxAPqf/Cn+OgTaCagImwlJBe4FzAwdDK4NVw4YEVETtxDHDG4I3QBD+Hzw5+1l6Sjqb+mp7Zn2dviX/Mj4DfgZ+dHw3Oic42PgC93917jU9dT52fLYSdz94HXyDQ8jJaMrQzzsSulMgD3rJF8WZgJh7lTWOsmNxm/UEN7h7CQC6xQqKmsyCzfpM8MsUCGiElMGW/sa9czsNu8p85r52vvJ/dcC4wctB/wEhQIYBnoKfQuVDMcOphPjFWgRDg35Bu//j/f58L3qyuq26O3qdPEq+bH7F/6K/EP7nfcg8BXoveAj3pDalthW1QXWOtkd23LaxN6A9isREyWvLW47iEtJS7o6siL5E+MBxPCI1xjIUsms0mXhLfCvAj8UsycyM0A4fDONKbMfexIICTX/NfWv783yzvVi+5X8H/x0BPcF/AauBAoDnwl+DQYMkAywEPIRWxWFEjcOTggTAAb3j+9j6yLpyuml6lPyh/Xr+Ib6uP1Q+wL3s+9i6sbhBtt+2L3WctQa2Mrai9pp3P3i4/qNE2Ilgy4yOhNJFEpkNvUexA+B/93sRNM3yYrMiNWV4SDuNQPYF4gq7S+ZNI4vaituHzAVBwct/iH2jvFW8zD3dfvi+3n/0gDkA6UGKQDSA0MI1Qw5DZkONxM/FioVmhTVDQYHeP46+H/uMunb5UXnsOvT8S74vvtD/lL9hPoR9FDv/eVk4JTbhdVy1JPWkdbc2gbdl9++8nkIByEwKk047UauSho/+CTCFV0Ik/KM2u/IKcvT0iDfgOiF+gsPKSXrK1gyeDLaLIoiCBj3DLYBEvpu9Xf1jvZe+xL7I/kc/rwEjAQV/pr+CQW4CgMMxg24EI0YWBnYFc0Qegs1BCX6y/FL6ornH+Zt5gHupfT990T6Wf2G/Lv2e/Bc51ni49lR2RjUr9LT1e/YStkQ3XXsWgaxHX4qwDQbR8lLSkAJJc0W3gmP9p/dD8q5xj3RQd2O58P1gwhjIC0sszIMMlQuMSUUGfQPawWx/8b37PXp+Yv75PsC+ML/M/+DAS79gP0gABgHwguSCt8RjBYNHAEZKBZHEOUJPP6G9IrucumV5T3l4+yS8lX2D/ca+6b61fV78PbmIuR+2+PZ99Iq0tvT/tUt1lXesfXbDQUl0SzjOldK6UtZNgcimBOfBJPvW9UMzUnL5dih3HfrJvqnDXMinCq6LYkquShtH2IaQhCCCdb+B/s5+xv9Rv3K+X763v07/7P7m/jT+NT95AVMCVcODhb8GlgbjRkxFo4S6Abl/nn4Z++F6AXlSObE6x7u8PE09rT76/gl8YHsIen74WjcLNVU0wrXTNQU1XbYKOck/0IbVCj2MV5GjEuVRaQphRqRC1v+4eOxzlbLBNLI2QjjcfJeAYYVFB9xKN8szCrhJcYauhd0EJAI7f2Z/TMDlgCU+yr6j/uF/OD8LvbG8nn4P/7cAngEIQ+TExcbSx2AGyQb9hHKCSQClvdh7+XkjeWg5njs2esE78b0yPUF8YbuLuv95IDeptt51WvWqdTt1a7V2+hIAOYavijMMUNCuUxNQu8p3hx2D83/Yuf51OnP49LU3KXhG++i/SwSmhq/JDcmECWZIkIZuhmVEQwL5QU7BIwIygh/APv92/5y/nz3S/Jo8WDxwfbE+VQDpgtiE/Ya6xsUHfwbQRaQDP8Dqf2h8Jjqhua35cboH+lr533oy+oS6hjovOSv35vdV9rg2tDYpNUh1xrkKv00Ezgkei3zP6ZIR0NtLE8hHROBBSjwdd3d1IHZitzG3UvqrPWNCYEPHhohHk4fDBzqGeAYXxaiEAYL+wrREbIQoQlPA34BrANx+MXw8e187jf0Mfb4+F3/xgroDxgXlRodGrcXMxLoDjgIN/6K9mjuOe2s6mPlTOK94J3g6+Lj3avc7dod2+LasNkO2dvYOuPP9BMKTBoYJx834UQeQ8A04ypeIVEVKwH27ovkO98z4mffQOSM7Rb3vP6KCFMQtRCIE8ISBRT2FB4TNg/PE+YVChrTF4IQ9REkDIYIvftZ803x6e1l7QPucPGh9Z3//AUHCd4OtRKBD6APMRBCC3AE4f8b+1f2JO9n6U3hOuIf3sjdyNa51y7Y49eu1kvVXdSx3mrwYQMYEI4gWSxXOc04DjMJLRgq/yAFERkEXPlp+Azzt+7s7tjuR/Ot+MP6gwBEAAL+qP+mA9QGPAWXCLgPmhOYGhcbBhpdGtUZohF1CjYGIwHh+rP2MvMH8ZDy8vQ/9nL6Kfvz/YUAKAKkBA4DEwQRABv+U/yG9xPxNPB47Nrpn+Ta4EvhF91U3b/ZMdZq3ejnivT8+yUIcxE0GhweOR16HokdnR78FaATuw/uDQsKtgWCA9oEEwXOAfcCngORAAz8HPn2+aX6g/yT+VcA0wNaCKYI2w21DtUP+g2zDEILnwiZCNoFZQMjAq0AAQLm/bL9if2c/of82v7i/1AAlvx9/e78M/xU/Fv28PRs9NPwZ+4c7XDrNOnb6QLnFeIo4eLf0OYq8WT3av01BOsFXglwDAYMpQuoCr4LgAkRB1wJPQiDCn4L5gvZC3gOvQ0DDBALPgm5BJEETgEQA+QEuwT3CT8LigvtCjsM/gmeB5QGUgTUAmUC8Px9/P77Z/2j/vEAygBX/xUB1f/BAUYDJwQKAhoDTAJMAHn/lvqI/NP8Yfq39uL1SvEf7LXoOeQY4TPgk+CW52TsVu/z7R3u3vHO8mjz2Pcv+tj50/2QBJEFMgu8DbIOhxM0Et4SShJhEgIRmg7SDSMN3A5XDREPIRT0FeUXXhvCGGAaEBUVEXwMWQuJBzQEIwUNACL/TQB5/S4AMv0q/iT97/oe+Dz6T/YL93H3dPPB8n3x5fJM87j1MPJM8i3uqO3E6nPmquHd4qHi8eeq6BHqF+ea5n7nWen57dntj+/Z9ND/lAZyCzYQ6BY5G+cgLyFeIQgibx+gHNIXUBaVE4kTPRJIFWIVZhh+GHkZlRZ2GTETpRFIC2MJewi7AoX/W/5TAOf/BwCb/o39i/wy/Ob3Lvc29tfyJO777V3p/Omp587ovOzT7TjuDOkC7HnoPefd42TjAug27OLu0evW64HqeOph6UfrLO6q8FHzGPnKAR8JgA5JESsYfh4/IX0kPSP/IS0gTCCeG7oZthibGN0WeBekGdAWMhrUF/UWmRMLDdULkQc2BbkAjf+EAMf9DgE+/3r/h/4e/13+fvtI+C31AfVU7hnuROu55WPk7eOT6W7ny+ec5n/lduaY44Dg2uJ75t/un+7M7kHwL+/o7ZDu3u1B8hjz0PZb/OoDCQxrDJsRIhkaH0cjOyM7IWEitiH4HY8b4Bt2GpEZaBjTGzAa0BglGdUZURgWEjQMlQqcB7gEbP/l/zL/TwFOALX+Tf6lAIr86Pqj+mD5B/U983XxxO7Z593nUOYO55jl8Oen5dDlXOQ64xri39914JPlXuq37Izrie3v6sHrr+3n7mPvWPG1917+2QSsDAsSuxazHO8h9SFwI1EjTiCZH8EbIR2KHEIZmhkwHGEdbxzIHEQaMBjZFVMSqgrIBREEsgGYAh79wv+xATP/jAHu/Ej9cf8E+jr48vdV9B3zr+8a6ujmveMt5SXkYuSe5BvjaODl4mbehdwR4Nvkm+e46pHuOesn6oTtMu6A70PxFfPx9IL/1AQDDc4QchbhGmQf1iRKJEAknCR2JOYgkB3LGQ4cCxsSGg8bAB37HZIcNBtyFuIPEw4GB1AH3wNgAO39Uf4bACMBUP5G/LT8Ivty/DD6P/an8bXx7+vs5w3mXeXQ5ZbjjuO75Ajjqt914R/caNtj30Th0+fF6bbt8upM6n7q2O5e8PLvIvIQ+QD/bATbCpISzxb4HbQhayOcIq4ikCWQISEgiBzNGdgZ0RzHGl0etByAHbUfWR61GZsSKgz3CA8I3AWNAxUAlP7cABcAV/91/jT8cfzu+Fj4rfOC8Xvt3+eJ5d7kiuHO47LhYOLe4GDf4N8P3jnYu9xr3u3mZucd6b3oa+hD6R/tFO6t8Q/xJvdc/zkEsgwnEBAVuh1CI9clMCWEJjYkziW0IfseLBz3G1wepB1WH+Qc4h4xH2gcbhkeFJkOpQl5CUsHgADrAbz/uQCv/gH+Uv+0/Gb6bfsV9sH2bPAe7E3p3uah4uTgROG73xXf+OD53LPbdtzr1hDXht0s41Tnvulq5v3lLuhu63XqKu9C8gP06Pz8BHMMGxFGFXgeACUlJnwqDyphKIIqJSTLI34fxh5vHIYeCiF8IWYediCqIIod2RZsE74MXwpsBnoEyf8p/sj9CgHo/N79ff6K+nz7Y/rx9tHxi++C6WTjCOFl4Ofga+Dr2y/dQtsF2unZqNjn2nXbTOM05CzlzeSu5qjkeelq7RDtJvBF9tz86wNJDNsQUxaSH/giNijYJ5Ir4SkVKCwnEibXIwEg+iBiH4oiBSGLIiUi9yGKG6gZDxKZDBoIEQRGA8sBtABNAL//Z/0v/JT8lvyE+nD20PTm8o3qEemm5fDfUuFh3lXdt90K2irbRNrD1VPXBdjy30Llmua45HDiu+Mm5m7n5OvR6lrvWvUt/DADsAtgFPcXgCKtJdUm9SeOKuYoJSoZKMAl3CMVIQ0jwyHAJK8kCiI4I8IfEx6IFvcTqg5yCZEH4wQtA13+r/5F/Rb8B//V/Az9P/vm9dz1Qu715x7kvOP333bgQNub2cbY4tj02J3UX9Q91nnbB+OM45Xk/OJO4Uni+OWx5kToFev88d35jQHBCZ8NfhVuHfshgSjSKm8oEivdKSAohSS0JWYjEyIRIbIlviZBJIAl2iEjIVgZPRTrEIQMBwmDCEADwQP3/33/jQHx/U/9dvn7+Br4xfTc7kjpbeeb4uLgft9k22baYNuX2PvXv9Wx057VoNw84DHiK+Rl4lXjl+L65d3n+ueH7E7u3vcVALgEpQ2zFK4bfSGGJo8nqyhwKXUpvSgkJa8kbiM7JNUj4CEXJRwkMSW7I9oghBu5FOEQnRGfDY0JWAX1Ag8EMQFH/sD/Kf+T/PD6LfcV9PTwZO0X6Yvl2eH63k3eV9pr2QnVhtN60fnRgNhA3JPhTuNh4rfhceKz4HHifeSL6Zfqz+5l9jsBbwXYDXwT/R3qIBEmFyZ1KVgpeCciJ2gldCMjJMgjJyHqJLslrCKUJCwiGh0rGyUV3hJqDuUKqAnkBp8GwwVxAp8AI/7m/ST+/vlc9lP1M/AG7ALmrOQK4zPio92h2rLXM9ZC1jbT39M92SfeX+K54j/iZeC24FThUOYK5xXq2O2/8AD7oQFpBz8QbhVBHzYkzyQkKQEpwCclJpgkbiKPIH8hmh/FIe4jvCV9IYwfOx6nHF4XjRHmDlANPAmOBbIGQQRoBBYDKwB4/tH/2vlM+u727O+56XboMuN44RrflduH1K3Ua9JiywvL78+D2pnhXOqY71Lx/fFw7rrsJPJU90H3Qfig/YAGnwvFDuISkBnQGg8glyOaIeshXR9FGpwbmxnsFBATGRJoE3UVoBR/E84RbhQaEcULowcRCdcJfQn+Bm8GAwbvCa4HWQalAyIC2/2n+jjzd+1F5bXhvNq52FzT+NAYz03NKcqGyPTIgNSJ48fwcPxqCWoU8xrxHGEcox0VH4Aa9A8hDqQM7wmKBhYG2gS2AxYGxQJ8A+4AAQBb/az/NADYAxgExAyMFpYXMhrZGpEc3xv7FQgSagoSCOEHKATWAcsAfAOQAE4BJAHDARb9SPvI9BnuNedM5NXeEd692bvWF9gM1xfTcNN21Zfdle1i+5kC9A+vHx0mdCHZIJggrR6WFh8LfwUJBCH+9/sy95z5w/gO+rT8lfzz/Bb+lf0w/1UEywUaCtsQBhvpHGkbjBviGqwYWhNcCocEBQIyAXQApf4nAQIDXwTEBP4EsADd/SX5E/Gf61/hyt8822fZ3Nh71P7WsdL/0b/Z4eTg8Wr/uQ0XGlkmVSnrI34kfSRtHF8QVAemAnMAAf2C+B/2ivR79tf3+vwQ/Ef7jP4z/mwEZwQ8CukL4Bc7HF8e2RrDGZMaCBI7DEADKAH//O38aP7H/Ur/IwN8BB0EXgFkAAb6SPWa7TbmON+527HZPtjp1/vW0NaV1NDZqOb39uQCvQ4HHtAnqSvzJrgmRSSOHzkSNAkeAxMD7vy+9l33mvmb+Ez5kv17+oX5HPru/JYAawI0BycKDBNKGmccgxhDG7MXQBP+BhYBRvxp/XD5vfos/XMADwFZA7cBhf/O+8n2PfDq5ZPjlds52UrX3dfn2oLXWtVj1+/iLvIT/dkKHRZiJggsRyoDJ/omFiV1HLAOSQaTBPL+aPwr98/4xPpv+g78o/yd/MT95PxKADkD8gZZCn0R3BdBG6cZ+xfnFlsSZggi/kn6p/k1+G/2Evlr+uH/agKiAQUBMwCr+iTxOet345jdDdlV2ATXtNqJ2LbXM9ie3afpMvusA4gPHSGtLdswXStOJvcmTyHJFh8NYQmkBQIDhf/1/Jr8uvo8+4r+mvuI+n/6bf5W/jkEEwYwDRETxhqAHRkY+xgiFK0NXgOH/Q/3X/UH9Jr05vgH+FT71AD6/u3+vPga9LrqguPE3bHYtdRP1d7XNNfs16/Wi9tQ6Pb52gfSEJYdOyzKMWwsOijWKEkjNxhUENMJ3gaBBC0CuP07/2r8df88/zwAaP7z/fr+pgGxBIQHuQ0KFjQcdRohHBoWRBTMCFcChvv99oz0cfTW9LX2dvtY/NT8Ovwh/EP4TfEs6KjgdNyI1+zVh9Wq1zvXdtbC00LXgOYi+KAFOw2FH8cvpC9oKbUnQCZ3JeoVQQvjCOwKWAULAS4D5gAqArYASAAU/5X8d/ycAIwEbwVaBxcQzxpxIdAfBB5FG5QUagxm/0H83Pig84zxuPN49cX4n/k4/YP7Nfcw8MLoVOIl3TvWOtPv0YfVVdSp1XnUYNQP403yXQKQCr0WfCd4LQUpSyHXJcQgwhZaDZsHvgk2CjkH8gSEA9YFVAR6AjoDrf78/Nb/cQOuB1kIThH7GpYgjR1JHI8dahqtDyEFNP3n+kL2qvZG+Ub8zv1Z/Yr9Rf7a95byCuz64oXdD9oc1wDVvNPW0+TVLtOo1AbcbusQ+oIBeA1KH/IpXifBIDskaCQwG4MOvwhaDA0I/AQ6AUsFmgT1AckBdgNvAnr9hf4GAjoFogRsCw0Ydh7EIegfFx/iG50U+QpRA1AB6PqL9pD5vPwU/y3/w/4c/5L51vTB7nfl3eHA22LX0NIb1djTc9Jy1ubTVdvw5cb3HwLVCB8afiK3JIQdSh7xHhEZCQ/nCNcKsgv2CDAH9QWBBM8CcQSJAPACe/vL/ngAPgVaBaQMbRdFHCsenx/DHQMemhbEC5QBIwC4/OT6Qfr3/Dn/qQAM/2X9Fvmu9hvvpuYN38XZyNXB08/VrdPl1ojVstZF3XXr+vdDAUEMixqDIhci9xpdH0AbbBVyDvcHTAl9CdcH9gVBCMMG/AUfAsIEEgBw/YX/yABXA+QFKg6DGGQebx0AHiseRhpsD0AH/wGV/cL6t/mO/K78ov7e/UEB6/6J91bvYOdA4mvaS9W81EjR1NOt1hDamtfh2N7kvvLf/5wGXhGuHKIi2ByaGewcMhc+FKsIdghzCgkI8AdWBZMHVwU9BcUBFADx/7z8wAAjAuMGOwheEJQXZBuQHSsb2hnME9QNCwKs/Lb84fi6+xP8+f9OAucEzv+G/Gr0NO/w6FzejdtF1NnSaNPh1eLX2ddB1uret+za+3oD6gkfGjsiiyAkGNgaER1DF+0LjggWCM4KcQmTB84IDQR/BNECDgS2/hX87vv9/3QDnAaSCtUVgxq/HF4bfBkpFscOOwivA/P7z/p//Lf6LP4I/nwAOAO9/Zj3ou9z53XfGdn41BrQP9KS1tTW+tVU2ALm9vFa/2sFQQ2rHKYiux1NF6oYqRfaDowJ4QYBCb0HOAgiC9cJ9ARcAycFJQGk/Pr66/34AmEGSAa9DV8ZYxuoHaUcxxvpFCAPBAXI/br9Z/ov+/v+YAGqADQCmQPR/SP3a+su5zzhitrE0WLQDNPj1vPY+tb02Arjz/Hi/q0CnQvVHS8gLRzjGIgaZBgpE2IIVwhLCOYGQwZ1B3AImQWIAtQFMwSu/Lr7I/+hAg8GrgjMDSUZSxgsG0sbRxz5Eq4N9QT3AsL8Of1z//gAwwEsALEC/f5V+wL3AewD5+Le+Nrx0/LTENPb1bbX6dSK2HjmOvh2AhoHHxfOHtMi4htEFrAXuhXvC80HpAjxB7MH+AgJCP0GWQJ2BqkEAwKb+cz9FAG0AUMFVwtnFGAYvhvkG94YVRb8D7IHQgXh/8P99f1eAB8C0QHzAooBCf81+PTwtec64bvc5dYv1LjT+NXS1qLZrdqh4cTv8/muBOsJ7BtKIWQdvBkeGzwbaBAnCx0IQgn/BooHogejCMIE4gGJAwUBe/8L/Zr+wQFIBq0HQw8QFcsXLxh1GCsXIRJlCv0GUQLm/4z+wv1HAFQAaAIgAfD+HvuE8zbqKOWo303bAddV0q7UvNXX1nXYL91H6wn3egAyAyEVuh2RICcbKhiUGwMUfhDgCpAMBQpgBYkLqQfBBfQE9QUKBNH8g/rI+zIBLgRxCNwKIBIdFloYEBbpFSMUtA00Cv4HHQNrASAB2P+DAJH+kP8wAE/70POj6dvmReE22IDWSdR72aTYXdh01ajZTudy9ev85gQQFNQd4CFfHPQYJBvLFlARrw5mC/YHtgnBCvYHwAR6A/IDsgQFAR/8Qvx/AuME4wjxCGIRVRc9FaoTAhLQEKYK1Qk7BA0DTgHfAmUDywDK/uL95f6f+nDz+eoB6L3jytw92JDXutdh2k/ag9YF3PjiDe/S+f0B1A1bGAsfaB2tGxsd4RjwFjsPRwyXDHANIA2PDO4IgwaCCVQHkwMu/jkBrwHUBGIDlwkBDUIPgw5hEO4PIA7YCIsIYwihBJ0B2ACZAR8Biv22+479mfV77MHpyelo4+fejNoB293Yftf32EHYftnf48zvXPZm/3UKsxmqHcIYQhsVHc8ZxRaAE74Ocw6ZD2ERsQ9HDZ8MSwq7CrkFdwFYA7QD3AaaAuUH/wiyDuULlQ1NC9EJzQqECUsDZALs/2f/Yf5M/Eb7sfhd9YPu/+oW5+rid93E2zXbF9xS2BLaDNqb2v7hTuj88YT5tgXzEvUXAxleGfcfXR2AGi8XbBfbFIESzRNbFAoRmg88EocQVQ2OBiwFXghXBRUDhwPZB/IIJgcQCMkIcwXIBswFFgYbA6j/0//9AHf8mPqw9zP1h/GE6/Lrkerh4jzkT+NG4c7f490S3KPc3dre4mrpXPFD9JgCXw3GEu4SxBd/HfEZUhixFw8XgRWaGHkZixp7GcgXbxahFcYQzwxPCpAFNgRoAQAEUAJlAyUCWQZKBoUFQQJaAMb9R/7t+/768PuY+KH3tfat8mryfu8C7Q/n2Ohc5d3kceNH4yniY+Gd37zfyOVR7erv+vjYBIkW1RWuFuQZKiOBGq8QwxJrFaYQ0RHhFoYYJxd0GSIaEBjBC7UGtQgNBiL+JP+kAJwFxgERBdMGOAdlAXD+qv0m+cb2cvW69vn1LfYh+kf83/hc9uvyGfT07gLr6Ouq7X/qfup26tLuBO1R69vwKvBe8k70B/nf+7P8XgEoBoAM0A5nD2kU7RG0FPUUlhUHFTsVEhdgF9EU3hKOEwMSOg2GDWIL4QdqBo4CcgLjAqf/WACS/dr+kvsP+1P5/fb18+HzXvMT9Jbyvfcq9Nf6YfXC9rP6M/Pq9ID0BfPq7hT1zO+e8sb0ZPXe87f6vPne/ID/E/o5AmcCIQUpBjcGzQsLDEQOWQ+DEKQTSRG0EU4S6BCCDvIORA0/DXgJgwyYCeIDcgUzA/oATQEr/gb88f1W+tv15PlW90/7WuzSA17rT/k192fxpPxS9Xb2j/zx8nv8DvYQ9mb9/PN89Ef9DvdE/lv9p/hnBFj6Hf6jAJz9b/pDA/X8xQHWA0UG+gNtCMYEtgNbDNUEpQczCUkHkgq/CdkJ0wY3CEcGZgdeB/H7vg3V/VoC2AcD+b4CvAE19WYLXPd++6H5RwQV7eEJufgd+QUM3/ImBYb9kPo2+BAF3+/ZAJIHQOoDCev5wvVlArH7effrAOD65fhqCZTwtweKAer/SP1YAesB4PwBC7f5TgrX/0YANQlG+WQMGfzmDQ345Qq0Bwn5pg7m9aUGHAgs+hAKnQMp8fwPH/ey+dkPGu7GCFb7Df8nAW75TQdZ928HN/WcDsfq5g8T+HD5OAzL7Y8J7PdE/74Eg/XRCt7znAIPATfyIg1f8IwI+/ygASj//AXf9+EGdAlh7zsWnPckBQ8F+wLhB4QAhwN9B3796AOSBA762gpA+wYD7/3SA6r+YwVF8qEPA/j6/SwKwfvHAcIEG/poBeb4Cwdi9koFlv2f/asBHv3LAAH9ZP/j9wwNwe9CBY/9VfQ6CaXz7gLN/m8BtvzNAuj6ugQH+gsCw/9tB1r7yAWvBQX2Qg5A+UsEFQhH9tASivYRB5UDKvgjBmL9Av1pAWMFr/FxDyn3PwW1A1H4DA479yoKsPwCAFkE2/vuBxPyORXR6MgQ3/nm+vcFa/yv/KsCHgB3+eEIvPM+Cfb3uwMd/BYCwvnDAyz/fPqVC7T3+gEYBITzxxBf8SIGZP3HBGf8HgXy/qL8Fw7X68UTL+49EOT1TAW5+kMA7QON9X4NLPFRCWoCbPniClD5sARfA4wCGvyKCvTxpwrp9/MHPf3bAwL7mQFmAojwwRPg6jUMsfjSAkj+XgY182sNvPKNAmYADPkkBcr7DALw/8X8UAfY84ER1ekAE0DzgQFPAWoBivcCBL8Cue6hFZ3v8QE5Bov58fcPE63m9g9g9fMDXAHS/pEHWPndBKf/kgAHAO4JL/U0DCj/RfztDIfy5REd9QcGnv97BTj22gm6+Zb+sQal9j0Jsvt6AbP8YAfK+oz9oQi08RcIsvr5+l0IkPZh+foQCuqJDA77YfsAAJ4Cp+7hDqvrtBAg8ZcEYwOs+ggFAPvyBH388AB6B8P8MP1ZD9Pu8REK/df/egWABSLzRxWM9PgAhQ2p7JwPb/7s+e8FPgdz8rUJJwBk9boQ4O74Bn38JgAJ+7UDdvl4/3cDNfJODPDx3w247p4N1/OG/2sAYPXRCrXyNgfZ/fX+0P9qAur6aQbHAbX1qxWY6dwRN/ZzC7L8NAgi/5H8cQno9NoKJfiPCvj2zAs8/A8DaQk6+b8CSQGK+6oEIvgZDhjqHhkW6YIImgjR6VEZDuoVCZH1mhAR4NggPeONDGYAZ/CmDOLuZA3t7ZUQPe1+B5r64PwfAXv7AQQp+hQDIQLv+vwEhQCq+m4QNuuuF/vzkgL/CVz2dwp3+WoN4fP+Em7zTAqT+8oJJ/TmEePu3hFZ9nUFEAAC/zEBRfrIBVH42wWA86YOa+tqDDfzWQJ19tsCIPU5Bsf6Lfsg+WQKG+4PCRr96/mKAh8BnfOkCgv5FwZZ9ocK1vkJAtcMm+1nGhvr0BlX6RseS+y6Dmn+dgEkApsFwgHvARoFyATG+ncRHey2F+zvDQg5AKf6qga597wIGfO4D77wagks7qoRn+1t/R0HB+/SBlH1cAnq8G4GNfmC/XT8RAHx+WMAtgH/9zkHyfcSB2f6AP3GBvz8Kf+gCJ3+jP8GCWD6JwgAADcCIQXlAswE3/6/AvMCxP8xBJIHyvPhF5HsVQ1f/jf8tgkK+sYCwwRM/CX8Qws07qAKzfeu/PkHcvHTDhTxTAnL96T9tgbO7n8PMujFEZHuywVm/U4Cu/rdA2X5WwRHAIQBJP/K//n+fAII/3oFGQEy/GkL8fjxBmUB+fs+Dan2fwQzCIP21QVRCjj0VQ7h+iEFyPxmCGjx9Q019xwAkAC2+9j+Xwt678UTcOy2DDPzbwU2+HwGg/XdAiQAm/mAAvX/e/0N/KkDv/VtCcz0ZwoD854POOw9FJDzhga6AVn8l/84/yT/LQMDAQgBCQO0A879nAMwBFX+aAN7AcX+Rf7BCQnyLxH89xAEUQIRBAf41w+O8QULhvoH/NEFPQT985YMmPWxBGsF9+vSF3rrpQwYAAb2tQ9M8AkHWf04+3L+ZAPK93X+0wYV6cAdp955G7jrHghF/tf9BgEMAk75QQWdAKnz4REW9RQDtQRL+TEFsgcu+EMHcgQV9X8Scvd0AkcF4PWwABQNh+6hDUn/wfCIFXroaQ7iAlzwGRAI+cT9jQKf/nz+UAVw8koJ+PfVAhECrf//Be33Wwiv8QoPQe/aCtjzZgSg+zL+kwLc+NEHaffECzL8kQBICEzzggtq/S3/ngln9BMEAgKf/e0FiveGDej1kAmF+TgIs/s6Bfn8CQDu/Q8F0/ddDJr0yQVt/3z+CwMQBp3zKxaQ7LwJE/rl/B4CoP2S/LMDcgE69aMPafIgApADGP3WAYYGlfdICn3++vXdEETo/goc+wQGQv9QAqv7SwSM/y36ZQct8W8OG/QKEOj1KAaN/kT9CQNyART52gVT/mr+1gar9jEJZfbzBMD4tP8XACAA7wLoArL9NP8rBYn80gRm+LEHNv529bML+PNNBqkFA++1EU/4rf54/wz/A/1WARb4cANs/7b8vP+1AqIAQPuIBlH9gwUj/Vz8BgTdAf4DM/7IA83+Bv7E/xsCaPtpAmEBzgfZ+GsLeOiUGPbuzf7hAh36NwHi/pkBeP4//vQGfvkUDAP7DvqDEfbttQTQBFbu1BkR6uwDFAn79zYBrQbO958FFwbb6IQZGvHL940UC+qVDib+xPmoDv/8kPoMBv8BlPmtAUf/P/gUDVvxcAqKBAH3KwGhCWz4aQMKBcbv4Atb99D5yw3J8koG3wX2/XH7iRX6524Vr/J9/PQM2O+TDJz0thIO7HkUQ+tmDkX4xPmXCJj9iwdb9SQN/vEWDH34Mv6f/jIK++sJDXn0EwFuC/vwSgxM+yT8OgrQ9WoHBgQV/EIFYPu6/y0JKvdRBF4IuPAmECjtzQ6oACv2igaGAunq1RRy7SYGcAQy9g0KYv3i/2b9vgKy/rf47ARiA430lwuz9EMJGfVAD3btKBJ++Fj8TBOI5Z8VnPp19RcQp/ILACEEewEr/VoJGP/n9VkTzegpDXL7M/vBA2D8tgRy91gHqfiD/lYFC/QVDv37PwFQ/6oAtwH2+EAI6PiwC1Tzjwvb+JQCBQLg/lwBi/xiBO/0agld88IGYfqmAfYDgPaJBesBe/2KCKz1Ugj9Afz02wyZ9+b8SgVZBMv1Dw+H+mb65A+V810HPPwvCOvyNQQ/Djjm3By36UYIgQXb+xf96gJXAcT/dQNu+2MJ5fas/EEQWen1Em/xqAlt9cUJC/3W+i8Ctv4B/w78OwW2+wP9QgoI8/4C1AY67P8Y++0yB7X/fQBs+m8Ovu0tEQT8Vfb6D1nz6wXz/vsHwvOlD2jxuwpq/UsCwPhHC4/4ogHACRD6+vqAC2b+GfVMCGEEo/O3CecBDPobA/0BGQD59r0Lc/HuB7X+ef69AL/6+QVh+3wB+P5w/pf/AQM0/REATQHW/S7/QwD//AP/h//NAMYAUP4uAJ79+QAmADL/cwCV/XsBZwCy/f0B4wKp/OMA7QAm/nf/8P4h/TIBTf/sAN4BHf8I/+L+aAGz/R0Cgv6IAXP8vf73/zf/+wBJ/v4Bhf9+AIQBuQCE/0EBvf5aAN7+jPyjAWj+iv5ZAcwAFwAJAkP9gABQAe7/g/5DAAgAsAEGAQ79Gf82ACMApAEt/1b/dgEu/yT/cv+yAB4ASQBjAYv/2gCWAmYAu/4XAbQAwgDi/gMBIwEXAPb9RQDbAIT9XgFdAXL9ef9iAcb9mAAX/o8Bmv19ADgBwwIoADMAP/9oAJD+GgF2/98AOwAi/vkASAFRALD/8P4b/e3/QP3X/57+7QEMAPAASAD6Acz/bQBHAdD/Hf8+/2P/mf54ADn/9wIEAP4A9wD+/FACDwCh/xsApAHz/7sBbP44/zUAFgAw/q3+dgCI//38H/8h/g0CbgGzAIH+mP9O/hcA//+UAGIBjgCs/8z93f72/pwBwgHf/t/9rP4wAdYBvwETAaUBk/8EAvb/+v90/oYBcwGOAiT/AAB7/7QBb/9s/gcCmwHc/2b/7P67AW3+Ev9G/3//T/9o/x//HP8RAfP9VgB9/3j/RAI+AnAAugBLAYX+KgBBAO/+8AGQ/xEBKwKvAE4BMf7TANX/UQHcAen+7ACNAFH/8gFzAQMCTAETANMArv5A/yEAcgFOAJgAPf8GAtr+1v9OAj0BbQArARUCWQGk/27/v/+3AHwCI/45AZz+7f6M//j+UAAyAL3/cACz/ub/5f47/0YAQP/6/0kAMf5fAIQALgCv/mv/6wEc/u3/FAE6/nf+AP4PAcj/ZQGx/zD+rgBd/vj/Lv5n/5j/iQF4AW3/sgAw/rv/ef5CAMkAZwA+AlD/2wAOAkr/PAL4/7X/GwFZAXABoABT/pgBLf5jAaUAo/41AOv9B/5a/hgBXf6g/jAAz/5aAPP+2gAnAez/7f6f/W0CMwCqAVH/Ev57AFb/Qf/5/YgBif9vAQkAs/7S/nH/0f59ARn/o/+3AMT+a/4x/jH/kf+e//D/s/7xAHsBswD9AGQBt/4e/iEC0f9aABkAVgE7/6X+swG+/nr/2gEBACwA8v/M/9z/mgCn/8H+BQCc/ykAOgHp/3EAMQHy/Zz+mwC5AAb+ev+QAasB1/9FANb+sAG+AYv/VP/1/6wBWP5UAKgBKgIz/kkBiwEuAcYAqwCF/r/+/gEbAdkBO/69AHn+9f8mAdwBX/78/zj/wf4UAPwA4gETANb/Gv6gAZP/7/2Z/o7/5/2YAGYAoQDNAcH/MQCqAbkBHQGLAYoAZQBy/4H+sv4QAk/+/f6x/lMB8/0UAY0BHgGG/+YAkf+x/9QALf++/+T+DwJJATP+WwJPAPoAiAAkAv0B2ACZAKr+t//N/6MBTP6EABgAKQII/8b/wv9YAVYAXv7NAH7/IwKc/xsBBv5rAdT/NQD+/mAAZf/r/1sA8wBkAD7/5P70/hH/Hv9Y/gkBS/+8/3MBegDrAWH/+QDx/dQB6/12ASUBrQGw/zv+8QG+/+X+4f7H/sP/Uf6n//X/EQHL/lYBiQDRAK7/F/50AcUBGf7hAMn9pv7m/X3+SgEo/x0AxP9cAT3/OwG+Abr/M/4DASv/cQDzATUArv7m/QX/YP77/hT+QACBAJgAfQE+AjoA4QEIAJv+EQG6/nH/dP7a/uUA0f8gAKj/CAKVAHwBeP+TAQL/EP/e/0f/3f03AcP/cQA0ARgCFP6rABL+fP78ALH+P/4dAIf/wP9g//gAKP/kAK8ByQGH/2EA0P7r/vP9a/6j/sgABAIu/o3+1QEUAOH9Uf6G/t0AQwCb/jr/B/8iAEwBt/41AQP/JP68ADv+oQCDAKgAFv/m/TQAGwBH//P91P3e/eD9fQES/4sBkAHrAb/+1f4qAPwA7P3MAef+/P+C/vMA5wD0AH7/qv4T/8T/bAE7ACT+rf4x/9X/fQCLASYBDP6Q/wD+uwBQ/vUADv8TAFD/jf98AQgCbgED/hABIgGy/2T/4wDAACsAeAHlARP+JP83/v3+XQDe/90B8f/PAF0An/4TAg0B1f6l/5gBYv8s/nv/BQG5/ykAk/+oADgBCf5TAb7+8gBeAXv+5wFRAqb+QgGf/0oAGv5//nn+9QH1ACn/PQHZAd//Wf6s/u//zgAIAS0AeAHdAGkESQ15Dxr5auqu9scJkAp6/y7x9PmZBewMsv8b8y32BwJnDN4JbQ74DpoA0PEi8d/97ARt/2/5fvq0AK8FVQB5+5rz7fzvAu//TvyS+sUE4v///SsAAQMHAx0GgQLnBL8DqQfSCMcSCxb+BDn/LvRd+9T7cf0G9Avy8PV9ABn7FPEk76wG9fkG+OXy+fvKB20FLgG04q4QTBQj+kwGZ+poIC8Hze6iCgP0lBMb+I/+PwDU9tgMuuehDCzukQ5m9JX2HPc8B7QBXfra7fYNXgfd/rj43f1kCyX/c/2V9xITkfOrDuzrfAvoCTHwsg7z7/YMivtiAZcFe+CyIFD4Ov8I7tAEdhZa75cCH/B7GYb9X/lq+5oHmQiK9a77vRCGATH9w/kzCU0B0/ldBJD8Nwmp9J0I//31BFXzjQ5D9CgTD/KODL769AC8AlP+ygJZ/DAEVfllCs7xdhXS728FOPus+6EFqP/dAqHv0Q4Y+vgKvfo6EdYBm/kIB8sH0gdT8db/kQPiBuQBFfW2BFf6owoy/8r7zwDQ/GwAfAO5/0z4QALM+UgB+QdFA0T/Rvxr+/QW2QHy/d/1CAEYCr3+zwLu+IYIQvKLC3AAWv8G/JbzPQJaA9sCyfjr/rz22ATY+w8Gjv0Y9576rAdtDYP87f2A9coHM///A5/+8Py2AP73ef8kB9j2HP+O/lwG6/LxAVX2LwL697kAFAYu+GUDjPlmBsP56gu47zgE8/oYEPcASfTT/sgCYwaN8Vb9IvtSGfr5ie+k+KAQKwOp+5L1NQhG/R4DTPjR/l4CWvxoAT77kgnKBIoEjfWU+6n8fwv4/hX5RfvFCdIJN/PY8+z9TRBhAQH6ivR3CQkNXv81+aP41QcsAEH5zP0SBPEKB/2092H6LQRNCM/8Jv0s958HKQTGAJH6+QCqBFz5NgCt/gwMCQTx/1P4Rf/OB6cElPyR/1cG0gW2ALD53P2q+pMF7vzOAWoCxAEC/g/4iwQyA4D5QPY0BfsHQgq3/bz8WfgM/akCKARNAikAjfs+AOUCFgBlAYj7+QEMAWoCVgMj/in98f2L+D78GwbsBOkC8P+c/df9zv2y/nkCr/8TAWr/KwCkBcQERPuc9Wf9jgk+CSAHrwFd+UP4t/4cBhUCm/3p/ZX6lQMRBsEAavZ6/A0BzgJfBeUEGgGY/3n9Ev/E+30BNAH/Ap7+sQIxAwIAv/zO/SMFggZU/xr9yfysAjUKvPgV+cf/DAT2A4cC5QFi/Bj95PwmBeoDPAPg/VQBZPwjBMD+DgD6+zT8x/65BWkHkAEO+fz8fwLUBKYCJAB4ArL/aP0BAYD8Xv49/bv+kQD+AK4COP1z/PL+6ACeANoAVgASA+YBGwB69236IQCNAF0FL/+IAcb9TP99/3n/1f6J/Ub/cfwnAlkE9wFT9wX8gv3UAZkBBwB7AaoAcgD//uf+LALs/3D7Hf1HAfsFVQSYAXn/U/3+AUkAVwJD/1H7hf0NAFr+PgSh/6n/8f2N/vP+ZQLXAjn7Cvvq/zQCDAEK/jUAd/ta/y0BNQT0AhT/If99/ysCvQOoAxv/d/wa/aH/Zv0d/kQBJgFw/+QCAQDnAMYANv76/QIDYAC1A7n90ftt/CH/qQLbA3UCPAENAYgAiADYA0j/R/5A+9b/UgCKAlcBhP1n/Wb8Qf9AAQYBKwRdAPD90P5xABwCZgNGAM//fv7rAEQArgTU/y3/U/1+/TgCogEXAHj8pfmn/aX7SwDKAGED4gAwAYj+sP/GAZ/8nf9UAAAAt/2N/joAW/93/bv+uP/PAUYACwCaABP+pQAsAQf9VP+0/+UBtgMQAOH8Qv7H/hEDWQSpAP/+HgCR/s3/z//nAJYD/P5UAN0CswGq/oT9V/qv/s7/dQGQAQEBxgAR/w4AQgDSA4IACgF0/An93v98AFn/U/2g/jX+MwHNAi8AGf4QAgIBrgEEBWABh/wY/ab+0vwSAvIDbwIx/FAAhv8D/iYA6ACHAfIB7f7N/7z/BAJ8/3f/qQHyAQj+Sf8xAdcCNQGi/Y7+Wf/8AosD+/9f/swC/P1I/mQAywHg/lb+1f6k/0cBWwPG/k/91v5S/iEDr/9GA4YBRAJwAqj+DACoAwoAvv+e/SwB5v7g/df7sQC0AqYBFv2i/2r/LQGi/5EAJwN5/0QBC/xE/XsAUwJiAQcCIQJu/4f/OAOn/1/+y/6z/G/9mwGo/68AlP8C/Fr9Qv9gAsMD6wHz/8ABf/14/zX+M/8bADQDOAG6/zj++gAKAt79ngDd/wYAZgGLAXoAev85ASz84fwW/8sBkAHv/34FEQEfAtz+dPv0/RcAzQGFAWX+If1q/Y7/JwFhAn4D4f2r+3AAzv9CAFgBlgKd/5n+twBmAuj/bAF5AT3/cvvV/swDWgFcBDgAFP9Q/r4Anv/iAFIA9AFJAWb90f3d/sgA7QNUAakBQALXAv3+jv45Aj4EIwGA+3j+ev4aAPIABAGB++L9FwOgAgcAqwAq/+7/Wv0EASEBZQFtAq/+a/5b/+4CZ/6lAPoAcgGDAHIA5f71/pj9yv0GAEr+of1YAeb/8P48AMD/IP8MAXsBfABFAMEBJwC7/r4AFv8A/4f+ugIRAy0BCP8A/sz+qv/X/6wCuQM3BOD+hPwE/kf+1AG8/6cCwP9eAGQB3P8IAqQAhgFN/S/8UAIfAcwB2wKI/zv7Svut/ff/DP83/c/+EgI+/2j9Jf9j/wABOf/HAPIAPQGK/+D6H/6nATP//QCGApL+V/+4/RP8CAAzAzQEtQSGA+QCQP+tAJr/oADpAewALAQ3Acj///4ZAHUABABMAQ/9Hf51/s8CxgAcAE78TQKaAf8AQAKfAnQEDQKk/AD++v0LA8wBEQAF/2r/6/1CAUn+kf+Q/cr/JQH2AYj+/v8V/mD+s/48/wABLgMTAiUE2wBc/gL/pf/TArcD0wIrAan+GP9UABr+OALaAfv/ivxB/5X/3v6+A4oBOwAO/aT+ggAT/yUBz/+nALEBNQAVAsEE//++/QIBLgA1/6D+ZgEvATgD5wGA/8X/YgHY/asC0wL3/7ABzfz8/lMCyAL9AEgAAgAn//b+gf2X/ZUBVwOPAFn9IAC2ADkAk/3uAKMB8P+//hL/KwDU/qz/oP3yAWQBsAH7AH/98f2xAVj/BAAQBEP/PgG4AHkAHwC6/94AE/7J/RsBSQKwApP+rgFH/9//Wvzk/j0BtQB8AOH9aP8g/8cAQf3i/kEDYv+s/h77/v+3/ZMCxgL+AEQBVwDt//b92f2dAP0DNQGSAAYBSwEfAC4BJQNiAnv/Q/7z/f4AgPw6/sIAFgDX/tr+yP7VAFz/F/1d/xkBK//c/5wBb/6Y/sIA8//LA34BUQHU/tj8x/ucAnYCHQF7AoT+jfza/V3/qf/wAfoDhgIHAkMC8f4d/NAAjv5S/7kBeP9nAJb+XwEmAI0BJP9JAMr8Sf46AM4CowAX/1T8sgDP/rD+jwErApAAxfs8+/v7SgBhADUBPALc/bj+Ef5f/L8AkQMdBqMDVP9k/3n+Mf0b/vn/i/5F/0EBdfzJ/ioBdwC0AVwDawOzAQAAgwG5ACEAUP9A/xv/NgKHATQDtgEAAAwCJ//Z/lQA1wHV/hT+EP0p/3QA7vss/qL+vP+yALkBiACLAUoEjADS/tD+5P9iAn4Ch/zu/8D/tP7m/Wb93P7f//YAQP+FApAA0QDm/4X+Kv4u/VT98f0cAHUBfgW3A/sBgwCj/jf+L/7nAXwDuwL3/RH6yfsC//z/kAEsACQBdwBf/o79dwBU/3cCngKIAiIEYAHD/Zb9RQGS/ugD/wF5/hv/hf8f/fv9GAAW/5z/xgNqAL8B/v6v/9X8PQF8Afn+bgGjAwoBHv5K+x39Cv+vAGQBwwD2/xUA3P1IAJ7/SP+pAO4Asf+yANL/df50AhcAfv+6//D+UwCGAd8A+gApAE8Bsf/4/SkBf//W/n4BsAKSAkf+EQAjAef/RwCj/z8A1P0r/oz90AJ7AkkBVACxAEL/YgDaAO4Avv+QAMD+NAA3/43/hgCaAlQB1QHw/Tj/hv5S/c7/UAP0/qcCqf/8AJ7/lP50AKgBkgGGAuoBiQGJAAMAR/8G/qr+avxg/1v+8P4PAN4CDf8Z/mj+Wf8Q/gz/LgAwBBMDPwCe/6H+xQCR/ff+0P75/Xf+qP++ALn/bgL3ADz/6QACAYMCfwNNArMDTf7LAJT/iQAAACEA6QL0/vT+9P3wALMA+wDEAcgADQNmAUgCWP9h/vAAoACqAMX/HAHL/oT/KwIEApACqf7H/GD7YgAZAigD3QM/AuAABP1C/nL82v14AAYAiwLP/vn9AgBM/Z4AigCaAIEBQQRg/8j+R/3n+5AAzv+vASIEtQA7AC79SPo2/PX+qAAoBCoCqABm/sH8zvwM/0kCLgF3ADb/uwAj/x7/ZQBH/3r+CABDBOEDMASHAVAAHQIs/1sBTwB6BVwBtv1l/p/7Mv7+/jH/HgLFARsB1AAvABkBTf+sACYDOALpAzAAYP7e/c4ALwB4AiYCgAJIAUoBsADIABX+sPwm/4n/fQAJ/Lz9/QDUAaUATv5PAHcAfv8XApECUwDw/8YA6//UAEkAjP4z/l/9tP+C/y3/8ABr/4ECAf/t/hr9U/5u/RMA7P8EAgkBMAHW/7H9kf04/7ACT/8bAVYAdgCT/OD71/vmAM7/ogG2AnQBO/0R/g77LP1uBBAFeQL7/04B+P1Y/Ub+zv/HAh0CUQDC/9MBEv92/4H9bAIZAb8BnAOqADkBZfvp/Sf+Y/7v/6EAmwKPAIP9lvx7/sIA5QOdAbwADQEu/sf92f35AB0COP+w/zH9Rf7y/K79Jv/O//8Bi/7N/i/++/9x/pL/hQLXAQT/m/9N////iwAuALoBjwF+At8AmQEGANoBlAB/AWcB1gGz/gcAoP6Y/4X+j/8u/+D9GwAA/zYA4QAvBngFjQOeAUP/PwAV/Qf9pgJhAkIBtP3B+ur/8/+w/yICPARHACoBfv22/y7+8P8PAC0AFwDYAREBvf4p/mT/O/4b/0P/7gCnAsj+KgIdAHj/sf2uADP/r//9AAv9Wv1qAUUBDP1TAEEAyQAGALYCjgD//sr9N/4n/aL86QGDAz4CF/9D/hX96/y4/TYCyf9TAVT/jv/g/Z7/3f0MAg0D1gDl/QX/PP+D/F3/bP4CAKQBaAAHAs8BX/9JAbgBUQDmAPn+6/6cAToDVv9P/jwA0gHCAPb+5AD+Ar4AnQCz/VL+HgExARYD8QFz/+f6PP9nAREB3f4YAbEBdAJA/rr70P/4AAMAR/9QAzYB1wCn/Qn+mf9j/nX//gMgAKQAPwC0/qsAlADn/9P+hQKEAvD/9v5KAPv+xf6A/3sCLgAeAFL+x/6jAf0ASwL0AiIAZ/z0++397gHLAhwCXP+n/4P/t/vT/McAuAAOAZf/cf5w/xD+R/2b/hgAEgE6A/P/fAAV/fD/NAABAnoE/gBv//H7pP7g//X+DwI0A/D/d/x7+/QANf2E/WUBEgFF/jf75PzM/oUCNQFkAdYBvP9J/zH9uwABA84BbQGH/4P/Af8f/KT+wwJiBt8DLAHX/s/9xP7l/AcBPwSGAywBJPwz/bH8qf7PADABCAS7AUf/BP+H//v93P5aAnADowBeApMBuPse/bj7jv21/2ABlgOHAUL+Gv0h/Nf+vP1rAcIFRwLN/T7/mf22/NL/8wOIAncErPx6/iD80Pyt/3QD1QU1ASsBcAAM/z7+9//KAboD2wAsALf8K/+P/u8BRgM9AU8Drv4X/y3/hAAsAO0AvACrBJYAZfyf/FX+pgAR/pkBjQK8AKn7xPr/+q/7hvyJAF0GOAVT/6//uwBc/WX+PP/qAjkE3wHQ/tEBeP3F/Y79sQFQAtEBJAJKAOr9xf4PA70B4AL3AiYBRf7J+7D+r/+AAPD/nANqAV79cQEb/oX/qPxI/gUBDwGLAZ3+lv02AHAAsv+aADwAdQAmAOP+m/11A1oE6AIGBGoA4gG1AJz++/3G/8oBXgTt/i3/+f2S/1T+uf4u/jkAmwLhAUv/YAFTAC78sfs1/t3/4f+6BM4DVwCl/Uv9dP7ZAhICxgPpAxACOf78/I3/0wD8ANMC5APB/8z9tP3C/Rn/uAGUAtgB/v8U/gz/D/7qAMUAgwHiAQ8Bd/9S/9j+xQCw/Zn+zQDO/60CCQEWAq0BuwAJ/4f/O/86/k4C3wFMAJwA6f7PAUP+Z/97/Uz88fv0/Uf/FwPaBEsAR/46AQD+yP4BAMQCqgNHAxv9T/0b/7n+hwD5/3kBfv+0/Vz7xfzG/zD9CgEZBGAEswDQArP8kvxo/X0AFAX1BAwFif5p/qL/df8NAsYAhgMrAP7+CP+N/ub9sf7VASoD/v/c/aD/ufzG/Ef/Rv/oAMkB9QQpAJoCZP1U/+f/vwA+ALj/4QCU//H+vgA8/FH8WP6N/aH+EAEdAiMBJwJEAAAABf4OAUAA+f+yAPb+tf+J/PL7Qv2KAFb/ZQCVAi0DRQIb/3r/QwCX/0kB4P8QAAQATv1f++/8UP6R/ur+Ev+NAkABHf6qAH//Df+p/zQCHQDVA9T/zv3/AN0BHAAsAhABxwR5Abf/EAHa/K78KP3z/kMB0v8w/i7/S/2UAET+O/99/fkAv/65AFMAuv/5A/3/yv5YAXr+dP4KAmAA9gEN/28AhwDB/j8AogHsAyYCCgSD/2v86vxx/c/9+ABwArgBuv8B/hf5bfmk+vr/gQECA2UF4wDJABr+wP8k/m0D8gQHBjADqf+J/sD7kfvX+38BKATd/xv/of5+/Rz8Zv1zAFAApALyAhEBdAJt/tL7EAB2AdQEhAMHBAr/kP/D/Mr+kP9ZATIAFgRkAL/9dv5e+1r85P0MArcFRgQoAG7/9frP+wP8SgDfAkgEjgbQA2D+6/vw+yAA4AE0BgAEyQF3/rn6Qv2O/Db/oAJaBB8EAwLU/M35Jv3L/noCrQTvAkz/3Poy+6X7AwBEACADcgPyASED9AE2/kr+YgExAHYB+gEqAV0DWQGyAaP+a/5K/mP+sP9TAagCnAHFAhn9Qvzv+7T+hQCKA9kDdwAO/hz+xPvi+07+l/7rAC0CNAFU/vf+Q/1u/oAA7v/iAEX/AQBiAHwAzAF6/UD9bPx0/ywByf72ApYAtv4C/5/+FP3P/7kBTAAyAuwCFQTvAWQBaQBw/93/kAB3Arv+jf59/wsA/vwa+3f8xP9cAhIAkP/l/tv95f8s/awBRwF2/+T/gvwJ+vX9fPv//Pb+eQHB/kj/gAFeAcgClv8XAVz+r/74/2n94P5C/aL/2fvr/b78dv3//Af+3AHGAdsDbweaBtcHTgNEBfQFWAH1A6QBd/6m/pT/Tfzw/d3+l/pk/XH99f7s/EQALQJSAQf/uv4F/tf8sP8fA3cEyQM/BHAAsAAT/8H9DwC8AK8B5P+3/zT+3P0U/qX8/f2j/4IBygIPBI0ETQBk/lX/NP4P/kn/RgMVATcELwIgAskBov/1/XUB9v9Q/oD9zfwk+w3+y/+eAN4AfgOJAHH9j/zK/nX+Sf82/5MDsAEYAOL9Rv9w//f+LP8FAV4Bq/+X/8P9I/3V/Qz/GAPMADn+uf6o+yr+Rv7o/h3+bv7D/pD+BAFmAXL/nwC1//IAKwK9/SQCSv4vARECcAVBA/IBtwLkASYDYgLGBOEGwgODAnYD/AF/A+AAeAE4A6EG6wMWBGoCyAI0At8CjQNkA0cBFQGW/5H/nP8a/dL/xfwc/+D+JP4i+wL4kPYZ9VfzWPEG8vn07/Q692r0VfEs8zrwuPKp8iv3rvxc/aj+ogJD/+b/fwRpB+kJiQ2VDiITxhEqEDEPvhEuD+IQFw4wETkNJA0oDKEKdwa+BMUDAAUeA1QEgAKHAu4AtgBnAssBfwEnAa0B5gAJ/qX7YPr79/r20/an8n/0xvD+8l7tre236bPpfes862rpEeus6trlQ+iX5Jjn1esL7jv6cADmDd0UKhdcHNIZDxgvGVAYkR7IIYIiJx7fGhUQxAWR/h38Svsj/sD/Fv7w/bH6Qfct+Lz5gv+uAh0LKwsrCwAKpgpcB6IIpQx6DT0Qsw4pDKsIWwXQAMD81/or+2j5pfj58ZHqh+VS4XvhAuVX6sDu7eyY51LkD+EA3n7jp+ZQ6eztWO5d6cbo7e8L+mgLwB3QJMUotCJPGTUTAgx5FaEcPSfhJoUh7BKjAfz4PvIy8rr6zQGvAR//Wviy8MnuPPIi/A4G4g56E88R8QspBUIGswcwCr0SNxMGFWQNtAqCA4v+dP7G/yMBvwPrBGoBRfiE8qzwpequ67ns2exh7Jntw+0R6nbpiePN4xTmCOpb6j3tX+yy6LXhWuBW5wb1jwl6HF8mKS7HJWAVWwueB6IRVh3yKu0xEC2nG4oJfPhg63HtBvbqAKcGbgLT9/HuX+jd533uzvvnCOwRJxSqFP8K3giQCtsMUhHCE70ZZBeMDnoIkwD1/xX8G/9m/qD/tP1x+nL4M/RC8mTwk+/H84Tzy/Mc8+Lw2e5J7B7u+O6D8H/sLuyM6yfov+OS4onfRt923TXrufv9D0cgziZ3K7kgEhYQDrkPnBtFJeQyHTWMK/wVHAA18bbpjexZ9RT+QQQk+3rvSuXy4Ajj0u+KAG0OQhbfEQcOlglTB4QKzBM3GyUkWSDQGIsNGQAr/KD51f1L/yQEmv/09jbxH+7S7WfvWvOh+tj7Df3q+Sn2mPBJ7A/vePU8+dD3EvWO7/vpUeLY3WjeX9xM4f7fL+lt9ygGrxSKHZIj3B8pF0wRShHpGYYgVyuEMRctSR9LCQj59u3e7rjzwPokARL6l/Lt6Z3iAOMB7RD88wZ8EbwRrRBfB/MFWwf1D2cWaSC0HwQepBB8BngCw/1L/YD/lwMeBCH+FPqi8kLv1utl8en07PtN/mz7xfmS8rjpxOSu6GXqdfAN83juMurY4iTavNay2IjdJuVj90oIQBarHUgk0iOPGQ0UZw+yF5EjFS7pMYgvVB5uDZn55+8I6+7xC/6WAp/+OvNj6rLfHdyq6Ez2uATgESAS/A1QB6MDBgQJDKATExoEIjgfnRg7DPMCRP0e/jD/mwMPBREEGwA49qDyDPKt7z/1PPuC/nn+Lf84+v7wpuji6I7rYu1k71rvse+X5s/ea9gV16fZydoF4Zjv2wLWFf4fyyfKKbYethe5ECUWeR0pKAI2hjF+J6EU5v3l7v7mguqD9n/7kf1a9NXowuCI2fTfj+t2/rQKoxAIEYUOOAVEA14JgRIRG7AhfSHpG7gRNgc5A1D/cgGfBksGUQMCAfn76/UM8Rjz7fTl+tn7JgCgAKj6Hfjy76Tqo+wi6mHupPCq7SnrguQZ4TfZ0NV72O3a8t+f7Tf9Qg5hHd8hNSenG0kVGQ4vEooaKibsM6U0kCfoFgwAp/AQ6JzqxfRc/pr/Iffs7RXjTdsF3svrrvsPDX0Q1RHODXMHCAR5CVgR4RpBI4EjHxxmFnsLlQkpB5IExAejCB0EGv89+nX2MvUe8vH0nfko/U793fzg+C30evJA7kDpbusV8GTwWPCl7VPo5+Fg22nX2djJ3HDe+eKK8mv/Mg6GG5IfTiN5G4sTxg5HEHYdSSfnMooyESb1EhH+LPAa7M7vo/csAR0C7/Y97fjgvNpF3g7v2f7ICYAOFg7WB6oBbQNkCoEUjhqNIaMiKSD8GRcQ4w6aCP4J/wizCewI3gGY+zP3M/NE8cbz//XF9br4a/nI9YbvoOoH6Q3qe+q/7znz4vSp713ogt5+3BXbZdwt4grijOXh8fD73QxpF6shbSTrF/8TdAkvD0YYRCfTMN0wIyfcFKv9bPI860by9Pp4BDsDcP0q7y7fpNzo4XbwH/2iDBkQuw4MBmH/NAL1CmcUQCKZJyEpyyFuGqQSVA88DfMLNg3AC5IIJAHR+d3yVO0I71rtzfKe9PL1cvL772TumugW557m2uvR8HP1HvaJ8ebr8+GV3m7dDd5I5WnlHehs8V368gs8FekbUCCGFygRyg2VEG4ZlCOKMf4xjyySGF0Hg/fL77X1uADwB04Hvf1l8pzjGd573SLsXfkLB4wNqwqPAjv8lgADBuURFx8wJNsk0iK9GCARKw8EDigMxAzYCm4GfgFB93bxFu8F8EDvyvMD8xb0zu958PDtlOvK6czsBO8/8+z18/QG9C7ta+ky46fhveHI4zDnf+Ir6Cfv4P/ID60XeB9BILETXwthCdEScR3rKlA0JjMgJxERhQAR9S30EfwrBoUJBwWn+jnqLd9m2TrgFfC0/1MHTAiDBSH8mPhH/qUIRhZoHsokDib2HVoXcBSRELoPPhCCEr8O7Qeq/WT5TfVX77Pt/u1l8LHt4+5c6jvrJOjY6MbrY+lO7vXs4++/8iDtH+zg6MjmoOFR43Xkq+Jr6pP3hwWOFAcaRB/LG6kNzQb7B+ATIiBVLlM1PDHyH7gOev0w90f5Sv+/CUULLgQo9mfpH96+3LbijPIfAT8HtQceAfz5aPan/KQKBhb9IIgkOSMgHLUUghJ8D5oR9xUCFKcRhQde+1j23u4y8cru1/Sp9NLvMe3F6pXoSekh7Fzx5/Ri9H3zLPJg8lnv0PGo8ODsgO32577m7uRF3Mjfxuy4++wOOxrWHZIbew5DAmMAygzWGfwshjn2OLIsrRMpAh/1b/b9ATgOiBBPDbz/5ur82ADUQ9sC7vL9JQjgCJYBg/VW7yL0awGmEGMidSjmJ38ffxfRDbgP/BCxGQwbIhpAET0Dq/h474DruOvG8kb30vND7sDnSOOo4iDjlOcp75Tx7vFQ8u3s3enZ6HrqZuuH61LrAunA5N/lVvJk/ZoQYhmrHuQcaRBgB2UEHgz9Gc0pPDWsMO4jBw4e/zn2PPW3AqMMrQ63CcT5qOY82uTYReIn8XT+IwitBPn+OvfK8v33PgSVEvMg+iaZJFUeehLsD6sNJBJQF38YSxdwDRMEyPnC8v/tdO+d9Az2+fOy8UPqbORe5NjjJ+178b7zwvWz8XjsVOgi6anp7ur/6n3sF+ua5Gnivus7+HEHdxS2HTUfORF3BgwD4wfvFewjcTKwM7MpOhf3ATD5D/hYAFIIxRGKChQATutk3cTW3twc7Kv7SgQpBFgBAfkO8lH1SP85D/kbCSXGIzEdERT+EiwQlBK2Fo0YgRtwE+UJvP7A9vTykvF79MX1YPSZ82fswelm5kbn2ulo8Vb3XPrr9cny8usA6HTrze4V8Njz5PNX6zHlY90k3xzvq/8pEoscuh7TFNgEzP72+8ILCiE3MOo3UzDkHbEKM/po9jP+ewjMFbwUGgfC9h7ietkt247mTvbDA/8GxQJG9Yfu3O7L9XYHYBeLI4snLyK1GGwTRQ8zDqIU6helG10YKhGnBaz7lPQ08CXy0fJT9szzfe/66YfmwuQA6VLs3/Wt91T5gvVj77rq8+ld7QXxs/SG9O7vhuza5A7hnubD9ocIvxUsG8wWOgiO/Vj6/wQjFlMqxDTRNDwojROiAVv4g/6rB7oRhRjDDIH7/elL3ijYmeEG8tH9QwToASb28/Aq7PXwuAB7D3EbwCJZI04YPBIiDdURrRRhGAYbzRqPEWIHMf53+DbyNfLN8aT1cvF57trrWumR5Zfp0+2k7xj2MffP9zX1O/Gj7F/tGO4n8gL1XPWL8GvsceNh41ns1vweDu0VXhacDyoBSfln/C8MtB5DLpU15i52GyALN/wO+tUCgQp5Eh4U3AUU9mLlPdvu4MLpKPlfAfcDwPui9STwZPBS+cYIzRP2HR4gfBq/FbEOPxCRE3EXnxhBGpsTdwsoBFX6efVV97L0PPcG9Svwj+vw6izpwepZ8AjzevZK+m75c/fI+Ef0gvVc80TyxPI19Ovy/+yO6kDl6uJ66tz3egRUDioQKwx//0r5T/lLCPEaaik+NF4vVCGuEFAEo/9hBXILkxSVFcMM1PoI7B7fid/e5kbzXfzy/0L8+fOb7RTsxPRLA6oN2hpeHfMYSxbIDr4PPBE9FtQaKht2FWgQuASn+kD2aPLc9CP4lfcF9g/yvetj6Bvpj+1g8qv4rf8FANj8nv3F+Lj4NvzQAQgCQP0O+o3wYu0e507kzuKi5OnskfOq/qUDawGuA4r9IPok/dkHNhboIxYtzSsdJbsUYwonCNEJvxBqF+0XqQx1/krtTeMz4h/pDPPU+p373ff47ULpg+lQ7Tv95wpMFYAZrBegExQNCgv4DnYUORsnG+UW9g5wAiT6C/bx9hz57vpe/Kb37O6q67XnROmr7LP10PuV/U/9S/2x/Sj9/gCCB4gI5QneBf4Bx/tw9VXv9ur07Qvs7+hz5L/iruYV7fz2nPzdAD0DqQIrAQoExw4SHd4lUivAJ48i7xXgDEsNIQ/BE0IT4A4vBKr2k+oi5xrpffA58yD4GvVF793r0enJ8TP5nQNaDwgS8BPDD2oK1wmDDJcQPBOTFM8TwA2UBpr+F/1u/O76//pk+jP3dPHb8CPt3uys8nH0gvkC+2v8Y/w7AYEBXAR3CMkMPAydCkgKaQoJByMElAJW/1T7L/WY8WHsIeUu4jzj0N/o4CDimuED7Pjy6vvgA6QJDAuRCbcJtxFmGnIk3yqULn0piR3YFW4PiAq0C+YPrg49COb9ZPAI6Nnkgubo67/w/vHx8uTtu+kB6RPvoPadBKEKgg9zDTEKCAn4DZkR3xXaGNUZZxXqDRAHOgSPAov/jP1Q/bz51vYw9AXuKPEr8pX0Lva2+YH66vwt/Pb9SwBXBBYH7QkACuwHzQU/A1oDV/3B+1z2CPOw7EPqPuiU5s7luumi7uj3mvqN/Pz7vPxD+2UBcgmtE6IfKyPZIC0dKxWED+MPRhADFe0XthIVC7D6iPCm6/7ubfAm9vrzmfMa7pbl6OO/6bXxcPhXAC0E4ASaBZUEOQWsCvMQZhN5FmoX5w+ODcYKfAlPCMwEMQNWAND7ffkJ9Q/xA/Bn77zw6vFh9Mf1PPT49Ur41/tA/nACrAczCy4MEBDoFDQSFhFvD9wRfRCgDeIOhwxWCp8Fl/4t+w73SPho9aj2RvX48Unz1+6R8T3yDPCL8R/0YvJD8fLtnOuZ6fvsyu1u7Hfv8/Sn/vIHNQwQCQwHkQTZ/zwEuxDSHgAj9B8/Ge0NdwPT/yUDwgs2D1oM+ALU9+ztheaE6kXzSvk3/jT7PPhH9IPx9PC2+lwFjQ2zEF0RxAxIDGoKfRCqFKQVihdbFpUQKAqbB5MB5wOVANYAQP1a+2L12PMt8DXyxPCa9Iv2xPd8+Rf75/tg/Dr+0gBFAY8DFgjECG4HggosCSoHRQMdBKUB3wH9/0H9rf3V+db2AvQ39xT3M/Zz9632HfjJ9zP3nPmP+jT90/4KBJsFyQQ7BjMG7wfdBRsKugp3C8cK9Qi4CccHwQMhAvgDJQN4AuL/Hv0b/Ar6H/z39/r2W/im9gL1EPEK7/DseOr66HrmV+Xv6mrykvw/BWgKTggDBw8DCwKNBGgQkR4HJocjbx3cE1oJiAnlDLYUpxQCEg0Iyvti7//rb+sI8tD0vfaU9HHu0emt5/3p3PAw+BkBSgRUA9oG/wUKBmQL7w1wE9AVrBLoEVwS6Q07CUUFYQQ1BEMA+v5l+5v3KvVC8tTuI++r8Wz0XfVQ9EL3q/bx9Zv48f8CBMYFbAkhCbsKaQy3DDQN7wz+DBwO0AoFCbAHbAOvAE8AYP0s/Dr5tvg5+WH2FfXq9hj2X/Yw99f7+vkI/pP9Yv6t/QECQwL4A34F+QeDBm8EzAVBAyADAwRdAp8Atv+CABb/3PrQ/HL7VPjj+AX2lvcx9275tvVY+WT38PgH+7v/Cv8EAlIC2AIaAuwESAS9BQ0KIgiKCS0HDQVxBcACxQUkAmAC1wHv/HP9W/1+/Zv7yv1v+nn6FPtr+hr8x/tF/z39XwCFAFsDewO/A+gC/ASrBnQFcQXnAwQFzwNDBQsBEANjAqn+QgH+/8j7Sfya+yj76fon+iL7DflG+Wf6h/0e/vf80fyq/+z/2f5U/50AXQE9AnsBvgFfA+UC2wQQA44BCQEqA2wB0QKYAnD//gCNACX/cf1YALj+0f0A/cb84/8y/53/Av+jAPz+ef9XAgkBkQEdAp4DSgEPBJUDkQLxAUABLgKBARECXAE4A08DuwFqALYAs//PAbP/iACX/bT/PP6m+wj77v2S/mj8IvyF/tv9oP4O/WL+0P28/m0Bj/5KAQ8BRwLM/zUB+wEzAxADIgEXAMcBywBaAMn/hgDGAC7/N//d/aD9Lv6g/w0AZwA+/3z/QQGm/zsCywDK/5ED5QIVAkgBKQTkBCsEOwKgA6MBQQHhAKL+uf8q/kv/wf43/8H9Kf9//Tn+jf2J/0r9gvyBALn8Zv+j/eP+dwDUAkgCu/+LAPABKgLv//wAfABWAiMDXAIEAHEBEwFc/5X+iv8O/47/dwBTAOL9wf5B/Fr+OQBS/U7+ff+o/4j/1v5J/yoAP/9b/yUCEwF1AuAC3QHdAN8AAQSZAN//TQGWAjr+f/90AMQAnf5R/twAH/0Z/rb+7P4d/xUA6f+UAHL/Lv0JABj/OQHCAAQCIP/+/lgCpAKUAaUCbABNAyv/7QB0ABcB7//b/k/+f//SAR7+l/3//jwBIP+W/4r/JP4s/vD94P/y/9wBW/9f/jD/eAFyAkgCHwG+AAgBqwHlAq//Q/8kACoBdf6U/pkAOv5KARj/uv9p/zsAOf43/tL9HAEk/tr/cv+v/l/9nf+a/tr+nP+D/w8AmwDXAY3/nwCLAgoBiAKgAJL+jv0l/+b9p/8F/rT9Pf7eADIBVP1UAMP+p//1/r4ApgEv/mUBLf6u/k4Bcf/u/yEAlf8jAewAMwCiAWH/qALJ/x8BlAGZ/zMA8f7VAL3+iwDXAMAArv4S//f8Ov66/lIAEQFx//L9Nf3F/e79MACP/0sACv+4/kMB8v/rAen9IQHC/w0BdgC2/+n/BABJAIQBiQBGARkAMwJe/0n/av4UAK4BHv+2ANQAVQBeArX/8P8RAKcCVQDwAGECyQAo/4z+FAE4AjICO/7ZARQCW/5yAZv9mgBM/zr/Of5i/qT+AP9w/qwBdwHj/kj+jv8NAhoC3QBDADb/dwHT/Xj+XwCb/nkB1wGSAXL+jP9EADL++f0H/sEAmv1Y/roBfAAJABz/t/7j/yP/CACd/2j/OAHjAc7/jP9dAoT+VgFCAGUCAP8JAW7+lP8X/iv/4P3k/qcBXwEU/+X/d//B/WwA5AD6AIb+eQFPAMv/iQElAFv/RAL6/9v+l/8rALICoAGRAe0AWQG7/jT+eAGfADMA+f7N/5QBYf2l/+X9u/4wAAoBYv4L/QgATQA0/2YB+QDZ/y3+vwFMAqMBKAGiAXYBCAIxAl//MwKg/+gAPgBiAnP+X/7qAQkAwgDwAPn+agE7/08AKf2K/4H96wBr/YL9KP7I/j/+bwFe/zr/6f/vAAIAYgJy/xkCfQAo/4cBSv8DAIECCALeAb3/7AHCAKz/EQJ0AP/+4QHLACYAPwDFATEC6f+QAMkBjQB/AJj+WAGaAGj+CwATAvH/E/+d/g4BqQAo/34BS/+eATcA6f/6/qn+jQAaAQ//tv11/xUA/ABQ/3793P7P//X+J/5E/gkBnv4B/0ABmv7C/r8AFwI9/n7/xP8AAugBzv4OAuH+Jv4aAiL/0v76AFb/Vf7sAYoAdP7EAHcAxwBa/sL/FwBoAR4BLwGl/iH/R/68/r7/dv6+ACL/Hv4Z/zH+4f5KACkAj/8SAFP+QQGi/1oAyf+Z/4r++AAnABQA//3t/aEB4/8PAO3/0f95/kv/XwDrATL+jP5LAOb/bQGFAPb/y/7R/QYBKgAIAugBRQB1/hMAP/+B/+n+BAAGAV8BsQHv/0sAEADr/ccB2P6c/oABigA1/i4CjABz/7MBCAEn/igB6P+t/0IBPv5m/1IBsf/W/4kA4wDt/wb/JgKUADH+2P+W/osBJP8UALn/Yf5VABP+jwHO/xoCXP9GAUn+nf+J/mQBjQH+/s3+eP84ADv+vAAJAfr9zP2p/rABwP88AOP/ogE3AKUAfwFhAaMA9v+1ADz+XP9y/vgBhQCJAR3+S/6eAT7+VP+wAAEA9P2JALT/Qv+NACv/xwBXAZ79Ev78/vv/df81AY8AuQCY/+T9HP4V/4/+Iv4Z/03/Qf5D/rv+/P2t//39JP8XANkANv/m/Yr/8gEAAd3+Yf5R/6sBIv5vALIAigAwAaEAXv+Z/08BbAEOApwBKADnAB8BVQJ0Anv+OAHx/nwBqADmAMn/LQGKATUA3wEBAAYA3wEWAo0BzAAG/9H/WQCs/tgB6P6+/3D//f2P/ykAGQDQ/1f+GwFk/+r90P4Y/kv/wv+X/hgB0f96AQL+tgCq/tH9tP7z/cz9tAFe/sUBpgHYAHgAxf1wAO/+2gA2AF/+iAADASj+8QBu/+r/FwEqAZH/ZQGi/oj+TgDG/ln/7ACEAS7/tP60AN3/Af54/jb/+v7uAdQAMP+xAXcAzgGBAJP+Jv+o/t0BWQBVAuD+zAA4AnL/iwHY/8r+XwBkAfP++gG4/jn/NAHD/ukBwf3RAJ7/EAHEABP/2gDE/x8B7v2W/aL9mADWATb+TwDE/qcBOQFt/vn/Gv71/YUBAf98Afv+9QAeAQf+hgADAFAAjgHl//v+bP5UAGwADAB2/nf+/QEM/y0Bd/7h/3QBrgFX/5AByABG/2H/Sv4KAAMAhv6XAAMAPgCR/uD/JgBIADoBGwCb/7T/5f9J/2MBTQDwAIYARgFNAPIBQwCbASMBqv72/04BZP+lANr+ZP+4ASgAJgAo/3MBaf/D/6UBrwHS/UIBBwGfAbwBHgDN/rb96QAs/iQBXv7wAfv9kf7r/w4B3ADeATAB/wD9/ij/B/81/kkAEQGgAfX+SgLIATL+af6XAf4AXv8b/7f/swDtATv/dQFQAJ0BAQA6/+kBU/8T/5YBVAAdAI0AVgE+/qYA7/89AcABCgDy/kX/8P4M/gP+Hv4R/v/9dAAhAOj+/QFu/5D/gwEBAR4BOgEG/64AOgFV/hUA9wC6/3r/OQDG/nb+Zv7HAO0A+wF7AbH/Wf4YAtv+rv5d/usAGQAa/hoA7gD8/jgA8/8eAU3+M/6M/3oAPf54AIn/cv5nAJT/MwDR/kX/0P9u/vT9I/7d/08BzQGN/k0BqAE3/rkAQQDQANkAo/59/tkAbv51/2MBuQHo/bIBbADz/eUBoAGo/qoBev+N/ygBugAHAYMBtACq/n3/7P8OAjwB/QCLAjMCOgCyAngCsQCVAMQAqQKl/3j+1wEY/6v/uf4IAl4AtP1e/uz+av+c/9r9TP1KATYBzf/a/pz/lv0yAMX9RwB+AFD+2P1i/WEAjP99/o39y/0GAC8Av//U/lP+0v/7/53+nQDB/6UBf/+JAVn/DgCO/s8AFgIl/ogBF/7z/QcAD/6NAUYBWQEAAfr9wf+q/vgA8gG9ASgAP//xAMUAWv/F/xwAjP+0/jkAxf4+ANcA5AFb/1L+/gBoAM3/Wf6O/+v/ugEq//wApQBfAYMBwwD0AEAAgAANAMEAUABSAqz/CwJ/ATsB1v70/qX+KAGg/g4CRP4JALQAZgASAQL/r/5M/rP+d/9j/wMBn/7//jv+4QAh/3gAmf+vAaH/CwHK/zX/yv5E/hMAswEc/vUAg/8VANb+fQEf/z7/Vf+vALAAswAB/i8BFwKw/xgBoADaAbX+Lv7QAbgB4gDk/0UAMf6h/iEBgP8K/gEBWP8F/hgC0P4J/j7/YQFmAaQAVf4W/3X+yAG0/kMABwGtAfsBN/+NAAwB7f5FAQcBXwB//73+4/5cATf+cv+mAMP+1f1bAeX9ewC5/e3/2/05Aej+CgA6AZ8BxgDf//QBRwGZAdn9hf/+/WwBzwEOAZgBrQFy/9UBZQFA//4AMwAl/6X+Ev9f/wYCuv44AXb/oADdAMr+pwGa/rQBrP4SAsr+3//4AD4A7/+EAA0Cvf7t/8IBK/7cAQIBNwBoAcT/KgFSAWT+6P4EAqsBMv+//gMC1QEEAL4Bc/66AMMA4wDVAYsBTABHAPj/ewGMAfwBowDGAJX+hgDS/qEB+AAB/1QBbQFgAWsAJwIQADT+ywHzACv/df4A/yIAYgDo/2UBh/8lANz/xv4SAb4A/P0fADH+CgHyAW//WAAbADD+UwGmAQ8BXP5PANv9DwHBAVz+JP5u/yz+hv4HArUBDABe/2b++f6l/7P+Y/45AL4BXf7x/wkCkwFR/20B/f4+/jgA8ABVAWQB9f57/r7/LwE6/jcA0gDhAfL/p/6Z/3QBp//W/hAAW/5UAXgAeAHm/v//0gF7/ngARAAwAYgBRv9N/wYBDgEiAXwBTv/g/04AFv4A/vABTgANAeP+ZgH//2gBcP/z/hwCwf4mArYA2wC1/wEBTABwAPT/9wHy/uj+oAE5/6ABHgCEAZr/OgFsANn9QwCj/lD/RgBbACv/Kv72AKn/tAB//4kAugBLAVAAFgEBAlr+1ADx/qb+XQBzAZUBegEyAfX+CACa/2IA6gAEAUj+dP6IAWMBsQEWAoEAvf/6AQH/UgCj/ksBKAAmATn+Zv8m/1H/Z/57AY0AmgAY/iv/1P3t//b+af7i/q3+wgHdAVoBp/6y/+cB+v9v//4BrwAFACcAHAB6/pb+lP6FABkBD/9HAar/dQBAAasATP5u//n9T/9n/8v+ggDt/hMAXgBv/0QBfQB+AOj+4f/AAVIB6f+nAaP/i//RAOQARv89AfX+sgC3AMYBx/+nAeT/gv5r/xQBfQAXAcz/wwHuAPv+a/5DAawBAgJq/47+zQGz/+j9gACz/gf+T/6A/2cB2/7EAL8Bkv7yANAANQHeAMgAYgDfAP79dQHuAMgAif5n/wj/MADW/lEBEgF3/hcAQv4hAuH+Nv/w/h3/Df6VAbMAo/+DAPb+b/81AZ3/JQAo/wUBJwB2/hz+8P/AAcX+ef7rAZQBeACWATIByf4EAjv/PABk/vL+KwFQ/wH+owEVAP//cwDPAXoAcf6VAMD/5f1F/or+2//M/uoBKQCI/ykAhwA8/hkCi//q/ysBkP+gAFUAwf+vAcH+EwBoAEb/jgHOAE7/G//KAQACYv+h/3f+1P8EAbsB1P9A/z7+d/+KAPYATv73/y4Akf4mAP0BaP93/sD+EgLd/vEBRP9X//r/iQE4AAsAnf7z/xv/Av4v/ncA6AEzAZ8AYgCj//0AmACmAcsAaf/xAKb/5wB8AdP/ZP7HAND9BAIGAhj/LP4v/gYBqAENAMkBNP9b/uz94QBT/k4BAACfAcX/pwEMAgT+sf4KAt39x//h/qgBBwCKAEj/ZAFS/v0BRgE9/sj/dQGb/gf/M/6UAav/7/3z/1IB1gDx/cf/EgH2/d4AUP7c/7YBpQF8AAUCzv/cAakAlwGH/1wBf//A/+sAIQDk/i///f+0/4f+EwHp/lL/kP/VAWn+JwES/1j/JQFI/sv/6P/OAMEAVQH7/8UANv6QAf79BgDfAF/+GP7qASUAowFZ/lr/Ov9d/or+6P3sAej9vQG/ABb/rv99Ab0AEgICATb/8/6IAHAAwQHRAHMBRAE4AGoBUwHuAIEAMQHtAI7/D/4QAlz+4wF4/vj9gwHv/18Ay//ZAFUA4gHx/nL+ggCD/tIAMgHd/xECaf9vATAB4f5A/3f+5P/t//MAbgFg/qgA1wEM/tX+mQFo/jMBDwFiAHH/NgGkAZX+3ADAAPj/OP73/VH/LQHh/a8AiwC1/ib/WP8XAX3/Rv+kANP/ogCD/uQBWwAWAlH/2/4zAJoBlv5zAT3/8/83/rwB5gEx/mAAvv4t/1P+3wAq/8X+ggDg//gBiv7fAVQBov/RAev9rwEgAE4BUAHl/oD+KgHr/0H+gP6RAar+WAFSAEIA2v2N/4T/yP75/+IAeQFF/hAAAv45AVYBAQDlAG7+9P9L/6b+YwBh//v/Wv4yAE8ByAHX/tYBMP+U/24AgwHl/V//1gD0AMwB4AC9/rgA4P7L/gMBWQF/AecBngF/AQkBH/8gACv/HAJWANAB3/7fAar/Rv+sAdv/l/5tAH0BWgB+ACwCcAGN/5X+Kf5U/hv+yP6D/zwBiwBF/sn+AAA3AV//Wv8g/2QBa/59ARoAE/7N/70AjwHa/5sADf6y/vz/qAEB/9D+JAA/AJYABP8y/l4B1QAVAun/Zv7DAcz9lf/J/mQAev5BAC8AHgBW/8X+iP/7AYz/3f3j/voAFgKR/oQBzACnAZMAeAE9/7sB/P8aAi8BggB6/g4C8f/FAZP+yv5qAUL+qQH5/6YBx/4eAX4BhwFV/ur9/P+W/58B1P97/sj+R/73/XP+XgDc/lYBeP5D/wn+QgAz/9D+SwEOAlb+w//DAeD/BP4DAh7+NQDaATn+mwEZAKUA7/9KATr+qgCZAeb+9P3aAbj/EQF0/mYAM/8Q/98Abv9CAEX+wv/3/pX/sgAl/hkB7f3RAZf+3P4yAKsBgAAc/9AAJQCbAUoBCgI4AU7/Gf8PAZgBZv/h/RIBdP4Y/pIALv5y/t4Aj/7VASj/Iv8UACT/2wDpARgCkQD+AOcBLwGDAS4AiwEcAYT/X/51/oD+YACJAfgB2P/1/jcBwADtAJkAvP6U/7v/CwExAKcBnf5H/78Bcv70/Xv+ZgFcASIADgGWADz+yv0n/7wAVf9QAZL/3AAkAWn+lwHIAZUAIv92AHb+Nv5Y/3/+wv8G/lv/5P5GAAf/lP6sALP/Ov/W/rMBZ/7r/5P/oQDF/oD/sf7rAdD/uf8EAEj++P7I//8BnQFc/6kApf/8AWL++AAwAF0BygBYANsBQf9H/tz+ewCTAIEA5P+s/vv/EQC4/ooBA/6lASP+9wDw/2QBsADF/17/aQD0/SkCNQA0/hX/mQHyASAAwQG8/xYCvP5BAF0APv5i/tv+IAIS/tz/UAELAn//Mf4wAUH/UQCW/s7+JwDAAMYBAwKy/nn/YQBf/1wBngF7/9n9RwBeAT4BCQFWAJoBgQAI/uf9EQADAWD+iQHJ/6z/MwFW/vUB7f8eAZf+1f60/+j9z/3A/4sBNwH/AAQBPAH5/2wAZAD0/SMBFf8GAHoB1v9wAPYB9/5LANn9Tv5+/7b+vABpANMAUwEIAtEAs/99/70ANf+K//MBCwCgAZb/BP+i/r8ADgL8//b+jgAKAA4CogHtAe79lf43/qf+oQF2AP0A6gDzAJQAagCmALEAOQFnAIEBmf7Z/j4BcgCG/9r/OABt/xAAawAnAPMANQB2/l4BZf50AH3/af9nAY/+Uv6kAMD/UwEI/wD/aQGrAPv/lwEAAjcAxP+//iT/UP45ABP/IgCvAD/+Ov8kAOv+gv5IAW7+ZQD+AQ7/wwEsAOkBuv+kANH+A/+qAUMAJgDG/yL+IP8P/3D+2//x//oBrwB/ACf+0ABmAXcB2f8WAm0AfwCS/lcAawAR/2gATP+fAVD/+/9C/mv/EP6hAWD/BADmASj+XACaAdD/uv7O/ir/0ABuAB8CMf/o/zIAjP4gAET+PABDAX/+Kv/3/qIA5gHA/90BR/4ZADcC8gHOAd0B0AC4AJcBLQDa/vgBQv4EAPj99AHDAbQBAQE3/ln/hwHH/gkA6P6V/vQAHv7OAar/M/+f/xb/dgDy/tAA2P1S//r+nwDw/SD+xv/Z/nIBMAD3/WwBVv5L/v/9+v1E/3r+G/5KAUT/Wv/1/cL+Zf4IAMH/T/5g/hr+VgGi/j3+LQFyAa7+9QH1AUX+WADK/jT+RQGe/k4B2wBX/8v+/QCp/+0AXf+E/uz9rwGL/03/KwDf/+4Az/7h/WX/Mf5OAFYAxv8dAqr/uP4kAT3/F/+YAej9CAKv/6EBif8J/pL//AED/zcAIP82/s0AXf/k/qn+BwED/2v/BACKAMwAS//o/0UASAHpAUb/BwK0AbH++gEk/zUApf8o/5r+RP8WAon/zgBKAGsBPv5r/xUC6v3E/hX+8AEMAlL+JgDw/Zj/vf7GAFP/B/5SAVf/dwALAT3+zAELAan+vv7TAHoB+wCPAEQB6ABU/iQA+v1u/9n+PAFzAfcBVgBz/v0BbwBXARUBpv8gAaP/E/+hAWP/IQCK/4X/if9U/v//bQHU/4L+wgC2/p3+Qf8g/3IAHAHQAWn/Kf7d/hj/Tf+GAH7+if+YANIAEQL1/i8ASAFV/hQCwP8DAbYAxf6h/9gAcf4XAVUA9/2LAYwBbACM/1z+6wAlAYABVP5VAHIAT/8TAe3/rwA4/03//v4k/6z/ev7W/yoATf8SAboB/f7e/nP+5QBoAdH+Vf7fAFgAVv57/+H+jv7R/6H+GAEUADb/H/+KATj/Z/+4/rMB9/4hAAv/wP/rAEb/zf5xASP/bv6P/h0A/f2w/m//BP/AAW8Baf7B/sABDQJ5Aez9LAEvAR4BT/6XAWf/D/+A//UAlAHAAAT+mv+oAAMApP7w/Z0AfQF6/ssADv5TABUAlgFKAB4B2P6d/sH+HAFYAMwABgEiAf3/DQFx/osAG/+r/9IAgQBTAEb/i/5DAfsAoAET/mYADf4I/qkArP6SAFz/sgAT/nb+hv+j/jUBqgAfAl4B+P8QAiH/x/58/hv+ZQGcAaYAiwEpAOcBIgJD/usBJv/e/5sASAA7/1r+V/7RAHP/HQHcABACn/7M/5cBDQJm/5H/egDRAdT/bv5d/0n+DALg/U4ADv4eAJL/6//wABgABgAr/4MBiADw/Xz++v2aATb+3f57APD+NAB5ATgBAQHkAeQBLP5A/mz+hgAn/2sA7P9TAcv/pf5PAeMAOAHcAG3/Sv+gATEAyAEK/j4A6P+l/8AAjAENAScB9v/p/XMAWv4HAIL+4v8qAbQBJQDyAHv/OQEt/2b/k/7a/qoAxv+oAasAw/+1AeL+bwCb//D9KgCcAUf+I/7CAJr/9/+2Ae7+hf5LAcf+BAJWACn+1ADzAS7+WgHNAUP/lP4hAPH+BgCYAM7/5f6+Acn+DAC1/sX+Mf5mAHb/BAEh/s3/7//SAdMBPv4l/0n+RwAKAs7+fP8h/vj9wv48APD/5v6V/xn+LgAHAJz+Sv73AOL+SgHo/qIAGgDpAO8A/wG2AecB0wDXAd4AB/4JAR4B+P8VAHsArP8DAb8BXgGhAFn+HwCZ/9YA/v/DAXoBmf6p/s7/3QHa/4r/Vv67AJsABP5Y/yv/2gC5/l7/lv8aAIH/hf5M/4YBQP4//lv/FgC6AQQBNAFL/qb/sv+P/gn+WQEOAZT/7v6gAYL/T/4JAlj/P/6H/w//8v05AjYCKP65/mP/Ff4jADD+B/6a/mX/VgHY/vj/PQA2Am0BYwEWAiD+nP44AhsBzwAzAaf/jAElABr/zv9K/2YBiwAa/hn/hv+IAHD/qgD9/QAAggAzAOb/6f6B/gYCB/5RAH//tgBWAU8Bl/60ASn/agFCAHf/LwDy//MBywB6/lX/Tf4O/wH+2QC+AagAtv5qARIC+v6PAKAA2wEuAFgBov9xAIb/AwF6/v/9rQC+AN3/ggGlAXEADv+X/vf/8v06/7UBKv8o/ov+Jv5s/qkAD/7NAQsCL/6IAAb+9ABs/48ARQC1/0f/tP8pAEUA8v/+/SUALv42/s7/xwBN/yD+QAE9//4ATP6r/xwCCQFB/37/rQH3/owBngBH/gACswEE/6z+if9WANEBoADXAYv+TwGO/m/+RQEp/xUB1f9i//sAbP5IAScBdf4SAE0AQf9dAVb+JwAJAtUBiAE//of/lv8eAEQB//2dAT7/5AEXAc7/eACLAIP+agFM/yYB9AEI/qP/6f9RACkA/P/XAFz+zP45AfYArP80AKb/m/4XAuX/Vf9N/wX/iwEC/9oAAADW/qD+xP+1AO4A5/5v/70APf5fAdv/FAC4ASn+7v/G/gYBKQCRAcEAWgA2/tD+Zf+CART+BABrAJb+awBdAdIBFAAz/pAAuAEU/rwAEgDs/iH/lwADAH4ADf6a/8L/IgD2/n3+Ev97AVr+zP8SATsBy/4OAPH9Df/h/5H+PP42AGP+EgLxARwB7AHVAQ3/qP9EAYb+RQCYAbYAjgGdAJoAGwH/AbX+rv4r/qT+gv97AeMBpQBIAC3+5v4wAQL+JP9lAV8A5P9n/oD/HAAjACEA/P/qATIAXQFGAbUA3gAgAUf/dADU/oH/OwCkAbL/xgAnAQYB4/8+ATH+lP/b/08BA/4d/gcBRwFu/wn+jgH7AMkBmwEb/g3+WQBeADD/HACW/sf/xf+oAYv+5QGY/vMBGgE2Acr/pv61/6QB0ACZARX+Z/4NAYAAc/6A/u0BGP5lAfj+LwDc/4b+LwAIARsBnQB9/oABvwF4AOEAGAEB/+AAygAxATH+4QFU/3T/cQGz/xIAOf9T/rIADv6y/0z+PQH7AJcBuABI/lX+VwByAAQBZ//u/lUAv/9sAYT/T/9uAYYB0QGs/g4CHADsAWEBJf7c/rYBSQBwAfH/0P8RAA7+cgFcAQcBf/68ABD/PwAN/9H/4gAbARn/hP5fAFD/AP/e/+n/l/5OAI4BEAG9/6T+iQAdALf/8v/QAP3+9wD8/sv/jQHc/Yn+o/67/oX/q/8GAQAAqwAC/27+If+F/vT/e/9lATAAPgEC/vcA7v3WAQP+Gv6vAOz+8f7NAdr/Av/lATX+HgLFAAD/+AAEAWb/Q/7f/8wAhgF6AAIBgACi/sf+KgG2/g0ANP95/wv+y//OALT/eQA//kIBwAGrACMB4P64ABb/r/4CAG3/xf9fAWIBegENANUAlwHx/en/GgEt/qMAF/4UAvz/cAHK/iMAEQDJAav/Ff5vAMMADf8R/qEAPf7i/kYAXgHj/R4ADQGw/3QBRQLr/yoCmwC3/hX/2AEn/vz+lAFy/ikBCALx/8D+wv5gAmD/GABQAicBvgKkEOgLVQAf+7r8QPqS+uD6k//c/D0BL/7c+1n7iPh0/Bf8pP3e+wP/Bfzg/mL/MAAK/oH+/ALRAakAmf7NAAAAhAGr/eX+wf92A4QA6ANNAKwAxwFRAeUBg//2/WX+AwPOAaT/xAILAZH+RAGi/4sBaQDj/7ABWQCn/hsBK/6AAK3+OP6J/7z+uQASAKgBKP9W/5kAQf68//YBa/+P/qABOv67/rP+XgBy/78BTwGz/uoACwD1/vj9l//e/28CegDkArn/iAlgC1wHRQZAANj7ff/b/P/+Jv3z/hEAQv7C/qD43Pup/Gb9Tvxy/pv+RwFL/vD9lP4H/t4BuwD9BccDEgNW/5z/BgJjAcv/nwGAAnMESgMOAU4AH/2a/7MBQgAF/UgB8wDo/gH/vv0+/oUAcgCjAYb/PP8q/ggCfwBo/+EBhgFZ/2T/7QAMAgj/9v3p/+UC1gE+ABf/Sv81AGwAJv5N//H/BQFu/48Aifz7/h7/xPwr/9n8iv74AWkBWwKR/xz+Y/9k/+wADgHOAaoAOAElAtD+bwGeAbwAewGLAEsBBgGmAkgD1gIlAXMASgAnAJUCWgBlAekA0AHtAVABXAJyAlkAXQD0Af8BzACKAvEAPgGW/qD+6f2k/O38YP58/3/9Rf6K/Jv8nv33/K/85frg+mn5BflY+976e/dN+Sn7kvc7+df6VPyz/WcAl/2rAG8DggT1BoIFsAcGC3cKVA5jDRYM7gsqDPAM1AiMCsUGsAn8BwIENQL3AmkDDAAnAEP9qQD6/cT80/5D/CL/2v0N+rj5mPjt9eT3aPb380jyMvG97Vzwuuwq7QXs9um06cjpPuuB6wPxn/qMBhoMTgvsD60U/xMrFf4VlBlFGcge4SDNHFoWsQ0bCLgDhwDP/CP5lfiE+Cj2r/B07xPrAu/E83r1iPoM/V0FVghpBnIJUAjjDV8P7RODFgcWshG7E8APDg56CEIFpgLbAiD/lP3D98327PdN9TDwJO8r8EHzwfSV8srzF/NR98f2c/Ox9Srz2vSK81DwBu6y7ALrVukA6fLouu1B+v4CdwfeByEIRAzZD50Q8RH8FQ4ZGh5pIQkeexX6D6wMqwlaBPr/dvy2/q77p/oe9i3u8u5j8Bj00/S6+cj9hQO1A9sE8gVVBhgIaw16EsIVtRREE2gR7w5zCy4H7AZPBsUBZAIB/Zz4A/aK8xHy8PDW7k/wfvGI86/xY+2G703u1vFv8MDun/DN7vvtIu5n6ibp5uqX9joDjgsMD00P4hORFScRdRLlDqsUORcBHswgZxr9EM8NbgqPBI/7xvvz+bP8Wvs6+jHxEO807pfwQPSM9p366wARCN0ExwaLCXIJFgtMEeIRPxYOFFcU8RCyDdkEswPTA40Ci/9x/k/8WvgO9vzzfPCH8Z7y0vM68+bw1PEp7jjwse0a8KnvvvGB8Kft1e7z7W7sveeb7Ozub/V9BDAKAwzAD8YUXxPtEx8QDxSTFSEaMiIJH8YZvhLUDRkKpAOo/ij88fyC/Sb6M/hO8a/wkO6C9HP3lPoi/IcCqwUCBbYF2gYrCIIMiQ05E6MQ6hKYDxsPCwtaBq4G6gR9Bfb/Kv4G/n37mvUR9oz1ovMc9t71jfYj8fvxb+3v7yHtl+238cPuQfAx7g/sZepj6JznMurI6/HwVPsqBQwKwwwlDXoRFxMsFSAV5BhHGvYcZCCcIIAYKhJdDYAGbwRg/Xf9af9Y+yX8+PW78FHu6e+K89T3wvcp+9b/HwXiBIUFrwjsBk4MHg7WEsQO9w0vEBYOuwnpBbYDFgQjBasAqv06+5v60/gm9pf0AvKd8s7zzfHN7ZDtPOwE7rjxVPFm8PPsu/Dq7jTtyOwa7OLuOe6x78zyUP02BJUIgw67D4QS7RTnETgXlBYHFicesiAGHTIXJhS+C5oI1QEgAg8ABP+e/Nr6lPmL8yDxofW793f1HvhP/zYBigIwA6gDRwjPBDgLdg96DZkMehDCEbkQ2wnOCVsGewfMA3gD3QGZ/fn7QPpY+enzA/L38d7ws++D62zryu2w7lnsju+G7l7wf+5f8FDsou5S77zwJe8W83/xrPjBAEcI2go8DHgQ5hNjFEMVSRJfEwgXihlSHiUYXxWqDm8OUwbaA44BMP61/UH9V/6o92H1kfcO9j748/YG+YX+KgLoA4YCZgR2BE0HMgtiDagNww7QD38S0A4KCoYJIAbTBj8ELwID/rH8QfkN+CX10/E67I3qmutA63fqFe6R77PuP+xk79vujO7W7UXwHfDM78TxhvPk8mDwJfST+GEAvgILCD8MRg1OEOUO5Q6xEXsTbRXaGVkZTxg4GDUR0RBJDO4F0AOpAi0GEQS0/7n8AvjR91r5Qfki+Kv5x/5uAOICg/5NAL8DngXnCb8IVg3KDkISUQ+FDyQLlglbCoMKkQdrBBoAtPxn/Bv2dfOp8ATqiue+5q/nQuo26aTreurJ6djq4+p46ZfqVu797T/yFvGh8mbzZPdR9wD9vANGCawN2A1kELsS7A9sE0ESKxVIGvYYYhfrFm0VIA7wCosHnAZSBOAEuwSVAeX9av1L+6b4tPj3+kz9Vv1uAaoAxALKAPMBxQTIBRwKeQr0DnMNRQ7aC08NrQnkBzME7AQ1Adb/kP12+IjxM++V6UnnZOm76kPqO+x06TfsvOnB6m3raugN7unurvJH8c7xxvIn9G700vQk+LD8UgQzCLsLbg+WEEwP/hAeE0YSdxMrFfsWnxeCFc8RfA4NDWINSQrECNkHFQdoBmAEKQCx/6b+N/5D/jD8AP5P/hEBqv8dA+gBDAIPBVEIBgjNB4YLmgjYCb8J1QjnBH4FugIpAG79yfyS+Cr0jvCL68zu9+5e7gjvMO6U7o7qKeuw6ofqmu4C7wH0x/Q59Sn2nPUK9g/3g/qW+ez5Iv5NAhICHgbfBZsG3AonCdgLUwsuDgkSIxBKEXQSbRI7ERsNrQ9IDeUMHgs9DG0HhgcaBooDlwWkAs8BTwELArEAOgF0AKUBEgPHAUwDjQQPBRgHDAePBWcEjgXUBX8CVgII/VD68fgu9g/z0PFP8TXy2u7R79ruVuup7Zbrzerx7ZTt2fBB8gjz7PGc89j1w/dI+Fr5Bf8iAToCNQJFAkYDVwWSAyMFUwgJCVoGXwtBCzoH+wr1Cv4I/wxcDewLsgw7DeEJSA0cCyEKHwk7CT8KwgelBvAHAggKBKsDUgR3A18BTAQrBSgDsAIYAroCQgLIApkBtP8b/hD+cfzC/Dv4Y/aQ+Xz4Y/pg9HL3ufX58SD0vfCw7zXzePbJ8hT3T/Ll9L/3p/Rn9GD4k/a7+fL7wvuFANT7fQGmAXkCOAPOAv0DfgYCCDwFzgeRBnwHcwr1BkcHUQkbBxMH+gTzBUgDzwigBwYJ5gc2A8ED9wRZBSIE2ABfA4IGzgR/BdwEgQL2AOMDjwGUAboDewNWAecFggIE/xT/bf9u/nb7VQC2/3T6IfqR/Hv02/YE9oj35vgX+sn5W/o8+qj5Wvb6/CX2QPm0+8P/EPkP/WL+cPsz/cr+ov5LBBX+NgHpBaP/6v2//wEFB/4nBUP/3P8ZBxn/SQLbBMwC6P7DB4cBYAP6AeUDYQVpBScApgJ6AcMDjv0TAoIC7v6OBQIB1//z/W0BNwZbAaf+KgWIAbb8GwV2AHj+/AFI/vMDZfrv/6/7igHF+14BJP8s+7j8ygKj/vL6wf06AXX6kPsfBjv1lP6SATX5FwBRA3756QOo/jcDxQU99vQJ+QFg+Pn/kgWs+UcA8QXy+/H/3v5CAvn9D//5/agC4Pt+Aw8CAgHhBDkEZviADWv3XwR2B8n7NALCCO/zNAn//CkARwMT/6wAzf/zA7v6MgNpABv/BAOm+6MAGQYV+O0MsvD8Cuv4aP7tAB/8DvrQ/pv/Xfnx+yUEEPK5AZQAE/nSBQ/5sAEG/9D4kgq1+zn+qgTp/nkBTgGzBXIC2/uBAqoFzvnuCrD0Mwhv+/MAXQfa+AcNgPQ3Deb7nQF/APP/3AnR/mkAHP81ClPzoAnyAwf+WQLOCQf7lgYJ+msEXv8KBen80QJbBv/1GRBF9o/+NQJO/JYGK/yA/QsC0vpl/6r/cPedAnL4ygEf+l8J6vRoAoD+OPViBs32TPkeCQvuzgKUB9Dt9gReCAjuOw7O9gMHYP66/qsCjQA39IsOMfOdA14BN/1qBL/60gm79t3+vQrr8EESlvMVCewCW/yfBxEDJ/sMBpAOEu8iEAL3TwtW8BgV3uZzF2nxiweX/8IGRvWADZX74QGJAmMAAf9H/73/EApm9cEFygMc/AcAEv+x+eX8EAXD8SMON/D1C7/xawlq9SIDo/zG/Kr7j/qxAbP6Qf3LA2/x4Qxe8hoExQHg+MMBif94AnH4kAUA+bkBYwOS98wNkO9vEzvxhgf3AScDUP60C+z2lgZuBmL6xwhiAUn89QprALcBOgJ+AuD7PgYt/f36/Qq/+q4Kkv0fBKD/HwtY89QTle4FGADonBph504OBflb/KcHbPXvBAr8gwRY/Oz+/AYS9acDB/4m/V4AofcgCUfsegyz83YDzQBB/jz+3P1t/zb/s/4gAkf9B/zHCfjw/AzV+pD1xxRZ5sQVCO1bDP7x7AtV9ukKNvrHBDD/zwQp/YMFh/xeB8gAKv0PDm70/AegBkP4TQYsB2b46gSHAsj+ogHtAUD2iw/t+NUCJwRT/lYCKwNi9wsMuPLBBWMGMe8jE1TxqAXa+O8Jb+7FEz/rvw4b8JoPc/K7Cc704wzE71sIpf6g9UAKQfWrA8MA9PsVA07/VgL5+54AfgM3AaHzkglJ/Aj9kQXx+uf8zgZf+bkDP/xwCzPzJQ0z/EgBrgNz/t8HePENErnzdQhjAfD/gv64BFsK8e6eESz5NwjT+o4G3vzY+DITeewQD6j3OA6N6UcWgviI+t4De/7H/lH/wQLK+yQBagPd+EAFvPcvCrLotxjX6+sAVRMI52gR1Ppi+hUHo/mP/agH6PBjCoz6WftUCc73Y/4ZDVvqSRGh9GP+Iwz/5vkdEOhFFbDxiQif/HD9xvtgD6TySADxEijs4Qa9CVPp0hJa9ycAlgQj+asBzwmc8aEOjPU1ALcKzvA1D139kPq0CgX5Vf4tCU77PgByA5sBgPkVB1z/+gHD+aYJHwIn9RUOkfCMBc38qAKj+c0IJvLnDWH0qAfE/Rr72Qvk8DkQxPF2DZr2mAm99qoElQEt9U4I/v3z+0kJyPAkCXX8PwClBAT3EgjS/cP2/Q5y8jQGEAK69EEMNvm6/v4K0fDBCf4C9/ZjEjz2ywIJ/rYIe/j+Bnb/dfjAC8z8kPiSERbrbha18hgHxfyOBbH3OArC+isCPwCyBKv21AYJB/31UgLaB8j1HQFCDvHl5RP4+g32tQ/S9EECdQCGB9HtbRDq7UYPrvDEBsb8rPldAFsBTfzJ/dsG2P0/9J8UavHeAn8Cn//T+PgCVwJO72MSPvek/jj8vw1368UU0/VxAnsDpfu//6AM6unRFZb1yPpMFwbtgQZLA5/6VACKAXn9vQAv/37/YASf+GkG9/jMB1n2MBIm6h4Xq/ERDWD2RA/78FcOFvWGARoCmPr1ConwlBVq6PAMZwAG7mEUT/JbABcE0/ilA1b9T/uLDqTj4Bap8rP7RAxC9WABTAQD+1T+rwJs/gz+0/1fFe/gVxYf/bj44wNTBND1TA8y+sgBaf36Cpvv/QrE/j72fgsc+6r/IgIC++oEcALZ+BcRQ+tRCeUKH+b4GwTxMPzvCxD9TvcSC1L67v4lAOkKje30E+/6MvcnBGYGW+4PE3L1ygIqB6f1JwUQ/PoBt/jnBn/9VP+F/lIDuAIF/AL84wZA+WD6WBRz5TQTNPVzCCr+1AA1/BQSBefoExv2n/kzCQECFvFVC7UDB/B+GKHtfQ4X8YsKNfuMBqL8/QlR++IELAJI/eoG8PYDBBwHaPKKDBsACfk/B5T/evtzCGv8cwXY/UYC8QBx+DYLs/QA/h0QcOldCV8CtvbjACgMj/INCpr5JgPn/D8AAghc5aIi9uU4BsALh+1nDIT5twPO+UcEWP6Y/sP6XQqo8AgObvr7/CUOT+1yDIX6hP8S/DQL3ezDG4DgqxoI8JcDywQ8+WsKDPOkEMfu2hGw7WcWRe+t/6cPue57DC/8j/g5Daf4BQHHA5n8CP0CCPH3PQja+GkGVQiv8GoO3v1j9coGVQj17wcKkgIO8+sJ9Pju/o4BKfwDADT9vAcD9GgFFQZn9nIHlABXAaj6qA1Z8u0EngIS/l/4GQ5l7+oDTwg377oDdgbr/Jz7hAwU+/TzZxIQ8KkIpQBA/hIEdfzxAQoET/R1Cif/ZPQfDzj1mwDkBf4B1/JiCQkD+fbYBX4FrPTGBwr9Gv6K/pkKYvFEDj36zf++/yMLQuloGG31/QKh+4YMJuqdD5H70PbODP31JAEmBHb6Jv86/0IBzfdwBnv7YgV1+er+sgO8+98BaQQh/F0AKwf+9wMGg/xpBrXwEg5j9zv7+QQH/RQC8Pq0B1EAI/vrB+kAFPaHCKL/V/NSD0L0Ywm4/zn/IASC+xoDqgEE+OwLdfTp/54FsPXlB9f6eAfm/eT7Hwf8/U/vGiJn34ATEwJF9YYIMQH6+Q8IF/+W9fwRm/It/DQMyPqX98EOg/BoCGv21f37CinpfAyPBgLrdxzE4roTr/U/+JMI7/ta+14CHQZx9QQN+/EDD672jf7BCP/4YvcrE4PtOATKBvf1Cv5/C/ryVwu7+zz/HglI9i0O1/PtC8L6Pf7pCDL6nwBCAocAVfn6DK3y2Q1G9qoFyv/nATD3DRFP850CSAFvA935hQe4+OsAPwiT8BwRj/eD//MFT/QsCiT7cAByAIH4IAbZ+TUB0ACo/DMEPv0tAoUKIu9vDnf46wAtAL4DZv309/sRXey9Ddz3HQcEAfn+YP+2AkD5WwgD9OwKbf788yISW/Zz/pIK7fvtAAf/OwMuAP372Qm59CEPEPM3BNQEMfKMCSL39wsZ80ALBPLJDXPzLgoDAsn4cwdo/Hv6iAN6/C7+7AJX+5ICQgSW82AP2e9QDbT8dP4NAb/9AP51B9b17Ad5+1f6wAwr8DoNivvE/J/9YQQi+CEKdvgBCaf3hAdC+oUFWf/uAFz36QrY930AdwaK+XoDLQE8+fgFTvlzCNP2cwtN+7wBcQaY+OsITvPyDVDyjAci+vMKsPOgDob1Cg/X8sMNjPlKAB7/wQXI95EDSAPS+TIIefPdDEj0mQdK+JQISfPTEg7mYhS2/ND4lgjb/Hv4eghU/n720gZk/uP7PwmQ9/X9LwnA9oYAEgcy9C8Owfm0/ikItviaBt36JwGO/5L97/2/DJHs7hGo+rL+5gO2/QQAIQbt9lMCgQEU/8L1sxRH7hMEBQgK97gHtQBf/c36HhDg5gkOAgRG7ckXB/ZE+okPZPPFAs395wg27xMTLvWqA1YC+vnQChz2nAaYBpbwKQsV/3X5VAUl+iAGyfkYCRH1Ngc//uACaP4kAVEHZfGiENH8xfHfF8bsPgSwBmP7SP97BHr7hgp09I4FfQEY/Mf/ZQJfAjb8YwJWB7n24AExAzf/Ovv1A878ngXL+zUF1ACn+XMDBgL//8D5DQcE/fD6Aw/O8hkEBQVl8nIM6PgYBGL7QwlX9bkJK/91AOP7RglM8noNoft2Acn4Dg/a8C8CqP9tA+P2nQWS/T/6cQQ3AlD4ZAta9mINe/fJB/n/wgIV+qMKgvBIEcvwcgwn9ooKpfaoB/T9ffs4B6/6a/8JBTz7DARbBP354wfYAVz5CARTAwX3xwkn+o8Fgvg2Bef78gTV/Nz+iQZp/pb3JRP17bQG1//c/cwAkAEG+l0KKfN1DQv3Cf/IBXr6fABWBfHtrRIv7tAPqPm1/O4PU+0rETz6mfxjB1z3mQfS/KX74gOKAZQAUf//CCz3rgf5/RsCuP9iAbv+4QEkAUEBVf0+Bbz5lwcJ+q8Hnv4yAEIB7QFT+6wJRfwKAtz7bgU58/kOfvF2DeD5mP29ALsFqfvx+1MGSfg0Ctv4ogTC/yQAtPi/C+zwvAmw9/wFcvXvBgD3jwVq/kr5kwIRC+nzBwSYD03qdw2/ARL2xQps/BT9eQb29QYJdPXn/20ImfY3A1/8rQY/9w8HvgOd9/EF+ATj8iYU6fTOBGECi/08Aen+vgW9/8X84w/B7PsOLPcV/scCVwAP94gKAvmB/778yQAW/pMBr/sABXgAa/W+CPT7KP+DAE8AngnT89kK+P5A/MH+ywRp+yMFafsoBJH+GfvwBjf86wBN/k3/YAAkBFP5dAnr9JkEjwJp+dwImP5D+NANmPPPB53+O/9A/BgE5/tQ/88BYf8EAgMAWAOFAer7zQRK/4v6dQTbAbj5WgAMCBz57P6gAUEEnvza/GQE/vnBA/z9RQF++6EMy/PQBOYCoP/1/H0AAQl670gHKQRo+bf7pwqm+zH5NAiTAJr5IgBDBuv5jQEk/asA8v4vApYBT/8SAGoClP6h/7ECefyj/aEEov8hBAL9Vwv2AlX/XAuTAbH8//i2CTv2jAHq/639D/tCAacFifsqAh7/PgMABegBfQn/A5IB7AJs/Xz/rAKz/TT5nv9s/y39Sfg+/VD+rfz2/HsB1/yu/OoDX/ol/3f7lP+Z+m77Zv6a/ij6vf8wAi38Yf48//j9+P56/Pn/kP1f+0wAdf2p/I4AQwDJ/rD+8AGmAyIDuwLRAi8DvgBhAL0Adv/BAToDbgUbAFIB1gH9AXwBxv10/YoCfgKw/SoBqgO6/e3/p/8BAVkDBv0wABUFFv8U/OL/Kv+l/Yj+ZwHZ/hD+fgD5/joAMf4K/ygAyQEKAJ7/bwET/23/QgLlAagBc/7m//QAVgEKAfL9zv7JASUAPAL2AD8AjgFF/jEBNAENAAH9Kv/e/2EA+P4v/ycBPAGK/yIAbwL//QX/kv/qApP8av2Q/vj9LgDQAV4Cxvw9Ai8DaAIGAjMAiAEkAlf/dP8J//EBUv6xAeMAdQFOAXX/vP5VASYBLf6e/fb+kAHc//sBiQGZAh//WgN/AFv/XgB2AOP9fv9NAX/+Yv15/tT//P3c/zH/x/4T/gIBM/9T/aMBoQHx/gwAfgH+AjD/DQHB/kH+IwBn/uUAOf0u/8MBTwGsABABkAGjAWoC8/7m/x0BcgBEAqIAAALpAML/YP9bAosBZf3aAX//g/8c/9v9O/7/AO3/+wGj/ekAeQLjAUkA+P5n/qz92f3f/ob9QADp/lz+uf1nASUBQQJY/nP+YgHj/iz+Vv2i/4z/0v16AZsBIAKv/wr+ZP55/xMA6gF3ACYB+gHiAEj+QP+r/ngCXwHV/jEBm/5wAP8B6QDd/1//jf5DAAUCJAB9/8MBMQBy/gsBOv5a/S/+Qv+MACr+Jv/V/hT+fgBCARH/zP/pAFEA0P04/pb+yf65Abv/Kv56AVYCogCvAbv+Hf8zAVoC1/4/AFABsP8/AMICmQAR/xUAav9ZAkkAdgFWAuD+fwGSAjf/fwDb/z3/XP+B/kQA5gCQAKX9dP60AJb/d/9+/7D/sgAYAbX+oP6O/2/9bwCT/oIA+f2gACn//gDj/ZgB5/8hAG4BIAFF/68BcQDFAb0BQAGFAhMC5P5fAlEAiQAfABL/V/55AIQAb/7+/Rz+4wD+/z7/1/4YAcf9jgDeABsBgv4h/4YBvP81AaAA0/+Y/jUBCv/vAFr+1QGz/wgBDgAuAMf/q/8X/tkBZgAyAj3/6v4RAQkBGv8mAfX9u/3X/cAAK/++/qX9aADB/Yn/jwD5/rP9ogB8AF3+BP4lAd0BggBhAbEBtwD9AYEBk/5qAiUCoAITAV4B1wFRAeICoACp/5kCcgLuAA4BtgD6/hcCZf+CANMAkf5S/lb/IwBwAbgALf7m/YEA2gA7AK0BRwGl/Zn9xv5f/lr9jgByAN3+LQGs/z0B3QG//tEAIf7V/eD+NgB5ADEArgA0AYYAxv68AFsAHgAOAeEAfwHN/moCZQJ1ABIC2QFpAhIDhQCh/0gCGACy/wsCrv/8Atv/nf/g/2YB8f4W/zX/7P77AZoARAFaAn3/WgBJ/tL+0/+ZAYsBn//NALQBfADeAfkAn/6DAcn+Z/6v/tb/0v0wAKv9jgD9AI39a/3A/JH9S/40/jP82vzj/0X97/1x/7L9nfwG/7f85P4MAbf/G/4V//sALP+i/vP+4f+3/mD/7v6+/7gC+ADR/ygBxf9VAfgB+P8kAPsBawOZA3cAiP9mACkC4QOuAb4AFgFGAuoA0/8tAHgByf97A3oAXQKLAX4AAwLmAesBMABf/pv9jwD+AGj9FP75/iX9zv3m/RcAt/0L/1D/OP32/jgAFf7d/Mn/+f3d/qr85P/A/2L/m/46//38iv9A/vb9bP2X//X+evwN/tb/OQCv/foAOgDxACYBSgDy/nQC4AJDAA4BCwTPA2IAUgItBDAF0AKgBJYGawI/Bu0GNwXIAwUGpQMZAxQDZwUUBoQCDQVGAwECxgKRBGgAQQAZAKX/fwEAAGn+h/4f/ob9Of4F/jL7Vfs2+vX8k/n7+x369Pi59xj4GPhu+OT5nPW59af2pfbZ9cr2Y/Xp9Sv0dPfy9yr5ovkd+m73SPkZ+Uf+aP06AEMCtQHrA/QFyAjcCoMMdwtGD4wPBQ91EbcQFRF2EwcR/hJuEV0TAxC7D2MRawyXDkoLlgmcB9wHvgcIB9YBkwO/ATgBE/72+7j5p/p691r2ZvWc9GD0+vKD82zyc/HB8E7uI+ud6k3rZ+0+7EnrQ+ny6CLrceyh6k/sFu3+7hbxK/PT8jv1x/mN/CYBDgI+A/YITAsOCycR4hA4FKoYVhmYHVUcLx+DHxIebh1mIHcf6BubG4YY5hWRFPUSqhA6DV4KEge3BlcGXQQwAUv/rPsG+LH3+Pgv9PHyNPH476HxO+4B8L3vZ+4h7vbrBuyn6sXnVed66dzpHOaK6OXopOp15/Tq1+ju67Tso+yS7Ujw8POS83z3J/zXAVgD1QbtB1oJHwttENkSzBZXGJIYfBqGHzgfXCGKIfIeaB5qHzkd5Bl0Gm0WVRZFErwR7xCvC0oM4QmSCLgEiwBIAdP9vPs3+UP5kvhO+Kj1dPio9SL24/P08hDwNu537hntJO247gvt6+yq61vsv+ns6/rp/Opv7HTstO1a7DXrwe5k7yztWPGK8ZbzaPdN+aH51v0GAcUBIQVDBkIJjQ1DC9UNnRCGFg0VGxkdGWgcfB7cHOQbtBxwGrcbzRqzGJkVfxOlEU4NQA4YC60L0Ae3BuAD0QDVAcz9W/zL+Tb5PPnz+Dn3QvlM9mD2efVG8zz0JvEy8ybx3u4s7THt4e/d8EjtDO8c7XDsEeok6rnsuett7pbrdu1N7fTu/fEU8iXwcfS89RH6n/zs/EsBowIqB28JPgjVC9gLIRKqEoUUMha5FwEclB2gGhEdrBs0G84bURz7GFgYoxU3EzgO7A19ClsM+QqKCP0FJQR8AlL+vv2C/Ob7kvqV9+74/vZQ+aL2bPVx9QL0APNk8nvwePLg7oXxfO/Z77/w4O7572fwJO+27ybvguwP7sbtee957bHwt+6+8FTvJfCQ8uvz+vTw9wf/Of9GAr4GaQhCCckIvQlRC20PIxSxFVQWqhmrGu4agRr+HJ8beB2+GsgawBYME2wSWBGOD74NBwwdCYAJfgUlBNcDZQCJAGT+dPz5+If6zfeU+Fj3zPU6+RH4HPdf9g/3FPbv8dDxV/Pa8U7zL/Dp8djype/0713uPu3W76jtQu927eXuU/Ai7nnv/e/R79/v0/CM85D2pPnK+hD/RAJFAo4FcARbBtsKJAriDFoO+xJHF5YWCxoiGwQbNBz1HiQcORxmGLoVDRIWEKgNZQ7wDdULigj3BmIIjQY3A2IADP9e/Fn9L/tc+UT4yPnv+JT3XPeX9iP3IflX9174QPgS9Db2n/RK9QLzrfNc8R3yqfTD8zb0xvG68OXvvO+R7hDvoezT7lzuYe9x7mvuGfEE8Rj2qPj++9b/4AACA8kEZwUtBi4HcQkiDagO/A6FEg0TeRVFGg8caxxKHBca2hrQGWMVsxTyDisN5wwIC1sLhQrEBsMHvAZqAxYDcgL7/Wv+nPxd/Ir60/nj+QX8mvks++n68/yr+zX7Nvzy+Wz5x/jr9g31ePVX9Ffyd/L88YT06fLo8rLyVfEy7dHsNuxR7tfra+3z7k/rFOwm7a7te/AY9yr3sP3j/S8DDQJgAfEDmAMrCBMKjAsfDYkP/hL1Fg8YAxwFGkUdeh61HVgbLhlpFxoUVxEVDtIM8w0bCn4LmAr+CLoHeAfWBFQCev6u/vb8DPtC/FL+zfo6/Mj5Kvr7/H/5A/1x/KH7sfjN+Xj1rvaS9Wf0wPIN9Kvz//OJ8/rydPK279vuFu2O6yHrQe2h6lns6O0B7qnsD+6/7dXyNvRL+Gr+WQGjAWMDuwHFAvQD2AZGB1YJfw0VDnIURRXRFhcZ+ht7HC0cMCAQHQIdTxkRFZQTfBIZDjIN5Az8CTYKqgpwBgYFFgUzAu3+l/xe/JH+DftW/Wj+6P49/zb+C/9M/Ir7hvxN+Av31vb09Jvx7PCK61bsE+kS6XroPevY6QToFer96PfnFutv63XpiOuw7a3rke0w8tTypPVd92f8zgV2CZgQGxeoF+wc0R1gHToZ8BrPFYMV3BDmD7UOLgxmC8wL4Ak8Ca4IOQmpB2EEzQYLBesEPQS3BR8GywlpCmIK+AjWCbUGCAXPAboA7/5p/ZH6DvuV+rT9o/rG+Xf65PpP/LH6NPnt+NL5+vY++Ff2Z/Wv8qDzZvO+8Lbw3e5u8Jjxou9W8R/xr+9g76fw8/Jx8kHzjfGQ71vyIfTh9LzyKfiL+1EBkQmKDKARWRbiHC4eABuAGdoZCBVyEbAO0QwuCcQI9gOrBQ4EqAcaCYEJVQgHCMwJ8womC48ICggyCn0HLgbLBzoHCQSqAVsBJ/zW+uj4x/mp9zn6DPtz/FL9pvtg/kT+z/6B/67+Xvw6+9H6ivhe+aL4b/Wt8UTyovKY8FrvuO9S8/Dw1fR79GHyfvb59CvzvPVv9Ez2lfY99jz0kPKj8lv3//rrAJ4Glw/1Fkwazh/6H7scyRucF94RgA2cCeQEfAKG/+79Wv55ANoC0QTDBu8IMAnZCSgK4QhZCIEKsQgXCfgEowZNBAsCpABc/1/7w/xs+RH6Ffr8+Yv9Q/21/gUAFv8ZAc/+0//0/VH9a/kE+Z/1vvUM9sz0HPPH8JHyLvDl8wryI/bm9Vv1x/RN+Rn43vZi9wn4y/el9UD0f/Hh8SzzaPP59Df7ngItC/gT9xYaHhseWB4eHMYa5BQWDrUH6gWj/5H9V/xD+if7Xf76Aq8FFAf0CEILtwqLC8gLTArQCW4HvAiIBv8FwwGaAMX/Wv91+nD6h/oD+Bf6EvpL+wL9uv7l/xcBfgIY/5/9sPwD/pf47/lp9wH2W/cz96/2l/SE8/X0nfdK+HL4oPU09mr6Qfg29+/11/WZ98r0R/O58sjxPfAf8oLzq/Kb+Rb9sggDDvcXLR6kHpUhuB59GuwVPhBRCMYEs/xV+zr3T/gW+RP88AGdBBcJLQ66C78Mbg1IDbQMtQcfBRsFVQE9Ah8Bhf01+wv7e/vh+lT7Uvjz+gb7WP6P/icAUgC/BCoDGQQlAcj+Tf/O/G/7AvoK9yn4Rfdc9pD13vW89BX1LPbM9672KPaw+IH3rfo398/3JPjI9Wj1Q/MX8k/yd/Hy743v5/KL++YAwQm4EkUaIx7uITojNx+UGOgSiAlcA3j96fYN+FP1xvdS+YL+7gM0Cc8Ogw0TD10ObQx/C7MJ+QeHBYcAQv83/3D7GP3H/Mz7Vfql+SH6qfpH+if7B/43/u7/hwDMAfABPARdAAL/WwB3//T6Pfr7+fP53Phn9wL6dfrg+RX74vsT+Oj5wvnV/Ez7tfi/+Wz6Y/cb9Zj10/SH8Lvv4+2r8VLwnvFs8XT1Bv7YBokQMBciHjwjkyPmH6QahhNfCqoCBP0g9dn07vKY8hT2yvqQAU8GqgvJDcQQBRAvEPkLlAqDBZ8DrgMW/zL+sP2H/FT88/o2/DT5+/pH+vv/jQErAd0FxAOpBiYF+ASpAjQFBf+9/Vn+evno+IT2X/mE92P3TPtD/AH8wPqT+t369fZV+HT5xfm19xf6qvXM9Uv1fPMp8cHxtvLg783vV/BJ8u71Kv37BbsOHxWhGv4fAyUCISQbHRQPD1wFff7Y9GH0vu8P86XzKfs5AKoDggxUDXkPbhEmEb0Ncw2+B7IDKgEFAKH8y/m0+wD7Y/st/ED7sPrn+mb9mgHVAEoETgSNBJ0GUQafBIQGbwEZApP/g/q6+lz5pfcW+y37j/mf+mX7n/w1/837yfp9+fj5pPi4+Xz4D/iC9QT1gvOd88HwZPIC8eXw6+we74XtTPHQ+FH/RgtZFPUcwSAsJpkhTR13GGcO2QOL+lL2UfGv7QDv+PLe9xIAXwZKDAoPLBRCEjkQDBBXDQcIAwLT/yf8Cf3/+nb3Mvux/HP7Pf7M/Y3+kQFHAL4CNgRJA04CPgQWBhME9APgAo0BwAFd/RH9r/uO/HT6J/rf+bj5I/4f/FL+jf2i/sj+7Pox/sP4afpZ+qj4ePlA9531DfUl85vxC+/y7Yjt2+y07r3uJfT3/84JgRCQGOQfcCRvJZQcGhpyD/sGvP2G88LvHexT7EruCve6+isE9AmUEVwR1xJZEXUPzA0cCjoDjQDT+577nvc99833Wvrh/YX+vf5SAAwDjAQ0BhEFQwZTBewIRQj4By0GegQtBOUCo/19/H36x/pp+5L5wP1M/uv8Ev8CAdgAIACL/2P7Ffm295r3ePcZ9AD09fNH8kjz4/LL8mbxbe7N7uLvTe7R8Qv6YQQnCx4TNB0eIMIigx3sGisTFAx6Aen3B/ID7/Htce+18d35bgBUBtAPDBQiFN8SvQ/2D0YKYgWr/iz/Pv2l+Lf38vu/++P9ggD3/yP/cAPOAkcERAaLBmQFTwPoB50FJgVxA5MCJgTYAD3+Sv1W/h3+bfxJ/fP9AABa/+YABwEZ/2v+Tv3p+0b51/cF+KT5MvhK9gP3lPad9rzz8fCo717qdelP6ULnKOpG7E74CgSJDNoY9CAAJS4kkCKaGGoS/Ad/+dLyrege5kHp2uvE8Of4CQNSDd4TqBVNGHcWfREiDx8HmgM+/o/76/uk+pz6u/qC/UYB+QMnA6QBFgMXBaMGywWmBYoHkQXfCR8KhQfKBXAGKwO8AS/+q/mA+hH6ovjK+WH9xfyk/8T/aQEFAC/8hPt5+ED4lPbI8zvz5PHm8v/zbPWR773x0+8Q7gnuDeoU6+Lqv/Tx++0FTxC4FmMfyyGKIFUdYBORDtIDgvkV8tHoA+lX6hruLPYb/gQJ0Q9sEjMVGxbxEQgRCg1aBUoBJP5l/tr5Evy++mT9MwI1BNEDpwNZAgIG5QINBfICagQnBdwFnAXwBQYENQMAA10BPv+i/XX/7P1u/Hj63fwI/+f+mQD8/X39UwCMANz8APzS+WP3effN94P1jfVW9ov1vvEV8mftqu0v7FXpf+mU5VLnge3f9Z8C7w3NFgMhcyjVKGsirRs5FAwHRf6N86TrfueL53zsae/e+d8DvwySEm0YIBl6F/sUpg8oCVQB5/6k+4v9rvzs+dj9WgG6BScGHwQVArQFJANSA58DqQBNBAcFrQe/BGAECgh0BtsGQAK//fz6q/nF+J/35/ij+v359/51AMAA2wEtAO/9O/uk+E/5ffaG88fx/vIM8qfyXPBg78fulOs26yTrHe1O7E3xF/oZBGwPtRYGIZcjwiLRHWYZKRFoBkf7H/KU6n7mZeqo6mHz+vlkBdMNthTKFoYYOBXQFX8QxQmLAZv8dPx2+Uf47Pph/5ECDgUgBQoF2gIMBE0FkgEfAVUD5ABVAd4BbATsA6QENgUoBWIDVAFZ/f/7c/vo+TT8j/xg+s/+2v0m/9L+QQD3AG38ovqs92T4O/hW9rX2TPie9U309vMm8g7vM+u46/Ln+uXM5XTlBO/+94IGww+lGmEl7iqlKAgkbBitEfUG8Pck74PoMubC53PquPA9/WkGdBAXFhsYORqVF8EVzRAuCnwCqf+0/Ez8Lvyw/QwBTwM+AywEOgUDA9ADiwS5/8QAIwFPAP4CwATaBLsFTglCBpwHrQDmAGL8Xfex9Rv1SPdF9+n6fPyJAWwBigMcBB3/Cf8++qL23/Ov8J3w7u5I7nLx3O5n7hDvxu1b75rtYe1t65rwOP7hBg0QzhWuIQQljSFrGhEUZQ2DA0z6du+a6CLpNuq37sfxG/p/Bf0NXBIWGPMYsRfuE6sQtwquATUApvuj+cj6hfxb/If/rwDPA80DDAMQBeYFQgHXAuIB6P8BBA4CRwNkAwsIagZbBwUC8//y/Xf7ZfsW91L5tPng+H36zvxv/28DcQCoALH+ofzs+Iz4X/cT9Cn21fGB8avzwO5R7pDrlO0D6zLoy+hZ6Z3x7Pr6BpYQhRnJJEUprSWIHtUY3BA9BkD5FO3W5enm1eWN7Ovuzvt5BWwNdRSmFlkZRxaaFrESDgqHAUf/Rv9y++r46fxE/EsDuAFuBK0EUwaYBrUDrAPL/0MCegJnBH8ErwOkBRkGVwmyBXkDKAALAEf+/fhh9kz20/Z8+bv7UP32ALMD4AI3Aqr+d/0r+Qn4B/W79HPxfvFQ70rw0PD97QTuCO/87cbppOr869PyWf+ACIkSkhwvI3EmOiMxGjAXfw6cAiH3iesn5pzlgOb862Dy4/knBXIOuhN8FeIXaRfjFbgOQAqJAxQBKfyh/G/7svo4/c4CgAMTAUMDpwTyA/MEZwNmAaMDXAJIAt4FYQXYBnsHVQdNA/EA5gCe/DH6x/ku+hf6BvmP/c3/QADeAC4DrgLmALz/TP9a+jn2GfcO9XXzWPId8oTyx/I28RLwJe2Z6q3odubj5uLpVfX5/iIL6xGzIDclWydZIksd/hSwDmMAhPFW6bHnleO/5eDsqfK8+8YFPQ6hFmsWDxmSGagWYw7qBcQBqv8l/Ur55vjd+sX96gL+AwAC0wKJBNYCEQSdAbIB4QJ3A9EETAdABjkGeQcQCAQFUARuAer74fp59en1aPZS9q/3UP2PAFwElAIQA8kC4P7b+jn6cPgO9DzxD+8b7RDv2+w97eDtiOwc7DbuiunV6rHvSvYa/1wJNhDDHcIi/SazHwUaTBWgDu8Arfcf65boE+ls6Cbrn/LR/WwH2w9hFYwWwBnQGIcX5xJaCRUGtwHb/Mf5zPu4+Vb/ev8xAqoClgUfBd8FGgYvA3MCkwJmAxQCAAbTBCcHcAcDB5wC7QF5/z7/2fhR+O/4Gff196r84v4ZAW7/KgFmAukBjf8r/Ez8rfi999/1gvTz8KfvRvKr7h3tWOwj6vvr/+dQ55ToBfAl++gD6AsdF4Ei/Sk9J+8htB51FCgLAv5t763q2uXB46jlgOyw8Sv8ugl/EBoVQhiYGqkZiBQwDgYKdAVCAxX86Pnx95/8K/1m/qz/HgFIAv4FQAU7AkACGwMpAh8CJQbzAxAFdAaMBYsHYgX0/0b9Z/vT9kb3A/WG9aP43fmQ/Mn/fwQwBewEoAKa/W/60/dB9qjyBfAZ8Ajwle6T6gLszex5603qaepV6v/w3PnEBF4OOBWwHpknXScDIeYcHhSXDA0Ac/Kc6vHm9edl57PqyPKe+6cEBgxAFI8V4RfDGvEWNhB3DIEHtQMjAdT8s/qv+nj86v/WAIMASwAPBd4ChgLaAcQExwN7AxUDYAOEBFYEOQWvBCcFkAJPAI383P3O9wn4xvk/+m/6vPqu/ZYBQQSOBugH3wJgA3n/T/yW92z2PPZj83H0NvD48fLya+9579Ht5+kB69XmoOUe50fvP/q3BZAPaRl2JukqXia5I9IcXhMDBmX6hO165aXgF+F246XpOvT+/iQIDhNlFwQcZB2xG4gUYxH8CesFsP+R+8X23Pls+b37wPyL/34BNgQvBH0FjwMFApEFpAVdA2QDBQRuBI0EaQVKBvQBlf+G/iL82Po69lz4N/lQ+bn+Ov9gAzoG8wYjB6gAN/19+mz4b/Ti8b/vTu+P7Bfsx+oH6//sSest7VToGeu08Or4vwR1C4oTMR+WJJQmRyKFHK0U9A6jARb04e6w6v/khuh36xTtF/oXBAwM1xHREnUY6BotF+oSRA4JC18HIAKs/iH69/ht+j3/1P0d/0sBgQNBBHQGWwXzBdMFpQQGBnAFxwYdB5MGDAY6A+wDcwARAG37eflO9w/20Pk7+N/5ov6jAEMEiAOeBMADQgJ4/+f9Cfsx9hLyfPGv7xztmO3T68vsrOq86CLnIek353zo3vLl+rYHTA61GmUlqShkJSciihuwFNEKTPvg78LqUOXk5MvkB+eq7wz47wOdDpsSkBiVGwIeBhsbFSsPSgmqAxkC9Pqk+qH4MfwX/Qv8bwFEAXwEiQRbA3EGcwaqBzoGoQdhCEsILwiWBTQFPwPr/3P+3fyU+IX2r/Ur+Hz3P/vH/BoAvgB+BSAFmQQSAaT+Zvro9qv07e9s7cPqkuog5zDnHObY6HvpKurR7C35bgJWDXUUdRmSInwmzCGIHagVDg5rBC73DvBa6l3os+UW6HbquPJx+4EHSwuGEX4WLhmlGQYXtw8OD9gHcgX0/iP9GfrR+tD7Rvsj/Aj+ZQDCBKIEowO1BMIDlwWXA/AFGwecBsEEagfyBggCEAE2/0L9FP359272fvha+Rr6Sv2y/7YB0wFfA3IC2f8C/hn/vvtR9kL2cPQ3853xQeyt7UPoI+h36J/mt+Sw5lLswfdKAyQLRxbzIEko2ie+ImAedBn8DCwAufWu6gnn+ONv5EbkEOlh8nL+IAdTDD8RzRbvGY8amxfXEYQNDAgDBrf9KfsQ/cb5x/tb/Ef95/4aAYEDyQW9AS0EKwQQBNwHpAXIBAQINgUqBlADfwNfAd/8WP3Y93n3EfbF9/X6YPyb/HIAtv/kA5MDKQDsAPn7Offq9cXwCfE673fsD+jc6Y3or+ht5yjored58RD7PAn5DpEWZyAPJpIm4x87GpwVJg0Y/m709epJ6U/nvuVJ6Q7sdvccAFUHcw68EnAWsxc3Fs8SXBGvCuEKaAVBAab/x/7d+sf8APyH/en/LAJ3A0YCZQFJApECQAXBBnsFlQYTCRwH/AjzA1cCKgBk/r780Pp3+IT4B/YB+p780vwr/swAKgLFA14DJQA0AIH8pvc593bxje5J8Mnqp+k+6BnoYua65WHk0ejX7h/8QwSwDMQXdiEJJoEmEiU6H2MXQBA3AWr4ke0+5wjjPONa5VLqkfVW/KcFmwq3ECsTZRlnGJkSShFwDA4LXQV+/0T+1v30/Ar/Dv4L/VL9BwBlAaYD7f/iAtIDFgTJBqEEkwUhBo0Ikwk6CM8FXARJ/rL6V/sg9o70DfW69yP7Rvtt/M//wgBCAa8AOf/B+1D41vNu8r3ulOyX5zfowOar5QvnyuYr6WzvuvxNBWQRMBa1IFIo1CjkIYIcYxZ9DqUCc/dg7r7oR+RS56rnLuuk9Yr8OgZyCRYOPhQcF/8UYhTxD/0M6QpZBNUBZgDp/fj/Xv/c/ir9MADV/NwANAHfAIIBQwE1BD4DBgZNB+oF+wWyCI8FsgSeAUH+ff5R/V36FPa+9n362Poe/PL6E/2d/0kDrAHMAsH+Q/0e+lj3ZfS98tvuVu5e6i/qOOjP5kzmXeOp5xfvh/sGBhoQehjZIt0pASpMJH8gmBkVDmr/T/Q67fvnduau5XXlDOt09UP9VgT8CRoNZxMcF9YTuxKLD8QM7wmEB9QB/AEAAjgAyQA+/UwBgf/s/6EAPP90/Wj/RgMEBFoEcAfoCEEJzQuGCpEFIgcaAhD/D/1q+CH2XfXM9En2k/eI/DP9FQK/A14DDwFf/yT8H/mV9Eb0UvFA7E/sZuk/5vbkd+WW5EPojuuT94gB8Q7pE8sgMSqgKDAnRiJRG/MRdQbd+X/vy+dI6PfiPeSU6gPug/iXAncG9gtIEAITyhIoE/sRJBAiDBkK5gNYA40Di/9B/WH9pf9k/zP8L/xu/pT9gPxKADwBmAWcA/QITwsXCXIJOwd8BeUDWAB5/R35bvds9Zn1D/WY+NT3Y/slALkBvf+iAQgB7/to/Lb5LPer8hrz6+3W7G3q2ul+54HmdeRu5NLm4/Gf/rgHPBA9GRwl3yorK/sliiDuGhUQBAKX9ZDsI+l15Rjn6uXl7AH2hftfAfMGTwxxELERohAqEdYNggvCCIoFFAVmA1MCagH3AIoBQQBx/Sb/lP+x/OH8xP4rATkDGgMpBnEK7AxxDNwIRgqYBM8DPwHX+gL3SfY+91j4QvnA+ab66f2/AGf/oP40/Mr7sfl9+Hb25/Ql8Pvu6+xH6SDpiOR65a/nsOeg8Tf9WwVxDwgbUieZLP0rESbXHwQdow9OAvz5GPKp6xbqQ+ZU57/smfHN+isBEwNgCgAOkhEyDvwOHQ33DpMLZQs5B28FNwRBBP8F7gOoAF/92vxu/sv6XvqA+6H/z/+EABgGRwcSCa0MswteBxwGJgZHAFsATvz09gL5IPXf9UP4VfkH+pr5Xv1j+ov3Pvhs+Pj3QPee9PrvXvH57Lbsx+oy5zfouuY56enwLf+HCBkRGh1IJ1QrJCdWJEggXhv8DPoAxPXq8ATvo+oL6sLowO4t9cX6uv5wAbwGxwsBDBUMvw2CDIwKfAvaC7gNuQqfCSIHFAjfBMEATv4Q+1T9DPnF9oT7q//7/bMAuwM8BZgJ4QkVCQIIugUQAscAIQG1/Cv7PPnx+kn7A/vs+PX5fPly+mL19PbZ9TX3xvZs9hXy6/Fh8/rvl+v06tHlYebf41vpnvR+/zkKxBIsIegn6yvNJrElkR/sFc0Kdf/i9P/vKfCe6lPqnOu08Yv2Xv6N/5MD2QaDB+MILAgTCD4LswmxDQMN0gs2DCIKoQrpCYgCbQB3/Ib6H/eE9xL6tfsU/bD9kQAQA0sFjAb/B8sHpwZ9BPkC0AMJAdr9WPwe/mb9tvvU+2L5kfjH+cD0B/T98xLyP/Rj9O70LfH78/jxS/C97UbrOek958/qEvED/VUH7Q8rGg4mwCsxJgMk5x9wGD8SDAZy+v73SvIc8hXudfHG7xr17viL/HX+Nf5PA5oCgwToBgAFUQtbC1EPIRFVDZENUA0zCpMFvADI/ln6RPkW99D4CfjI+1T+gAHYA1IBXAPQBU4GRwZKBSAFiwQWAegCVAFk/yEBvf0L/TX4nfg29tnzhfE97SjuCu4K79vx2/Ik88bzU/Hq7Qbsc+jA5hrrKfcuARMJTRDCGi8mICn8Jb4jCiBUGY8QPQVz+8T4rfLo8TPxzvAP9Nv4lfki/MP6J/0m/DL+ywLPBPwEjgdYDNYRDBF7EPETwRGfDLYIDgHj/lr6cvp/9zn5nfkJ+VX7hP8z/l0CAAAwAlEB1gCmAOwDYQWQAZ4DXQV5AkICPwHW/Bz7XPgU9b/y0fDH7Ozu9u498ujy7fJZ8K3uhvAd7ojrhOi26JXupPfHAIIHjRKzHyMm3ShjI5UjWx0fGS4NbQTd/8T9QfkC+u/4APae+Fb3Svr292f4qvgV+VD8cvqt/jgE7QepDFYQJxGFEVwUfRGGDsMGdwNIAPz9lf3s+fn5BPsq/sD+a/w4+tH6M/8T/GP7i/o+/Y3+WwAXA8cFfgbhBvkG1AR9AJP+hPgf9gL1h/KM8ArvhfFK8yzwBu928Obrluy66EHmbuiy58rqs/SEAesFGxC8GpQjECazIEgh+h8tGPAPTwvKBlgDQwJsAHj9fv0Z+Ub7lPep82X0q/Pp8fb0pvdk95H8zwJrCl4MIA2pEHMRERL+DBsLNwg1BtoEkQHhAnb/qf8gAzgCav/R+hv8KPsb9571ofea+9v8rv7P/y0CAAG9AlQD4wL9/2X92P3F/Dn3rvV69WT3U/a09zb3/vNr8IrxaO8s7BXrGeqD6IDtPfXB+IgCbgW2DG8TDBXiFLoVFxUtFQAQmA7JDEoNWQxwDKYLxgjPBUgGugIc/eD7c/Zv+aL5e/g1+uz5LP7d/nIB2wEVA98AIAIZAFwAy//OAT0D9gMXBk4HtQRZBJEFWQPm/2oC4AF4/5j+ZPym//cAuwF1AZkB3v94/p39+/0D/9n7xf95/pb9zQB5AOkAEQHb/8wA+f6R/4j87Py9/Cv7rPsB92v30faJ9aP1ZPQX9hvzhvcI9Fb1pfY0+Oj21fru+w37ivoO/XUB//8ZAt0FPwcVBr8J7gyuCgwLaQ5IDXYMaQxIC+AMcgqSCtYJ5ga0B8kGbQN/AhYC7AGZA/EB2f+OAlX/4P5dAZUBo/6l/Sn+2f4LAacATwBjAHL96/+5/5b8Uftr/n38ffxH/nr67f3F+wb8HP6O+sb8Dvpm/HL7Sfvq+wr7//ma+6T4tvdv+M74F/gm+cf37vfK+eH6Evtv+Wf6g/rV+PP6WfpZ/pv9x/17AdwBiwXcA1UHYQcuCYIMxQoXDfMLiAzHDAUNDA1ECRcLHAh5Cc0F3QbdBcgDJQUyA/YEwQMBApn/GAPaAi4B3v0X/vT9wfwh/7b7eftW/2v8sfwI/0X+i/1e/Mf96v1s+0/7Bv5M++b+5f5r/kz88/vx/Qn7uPy1/NP7Yfwj+kj7BP13+lb7i/lM+pv3BfYZ9an36vXL9lL5Z/kN+Fb7YfqS+8j5J/7i+zz+1AJZA2YDxwbeBxkLSQhZDGcKpgz1DOgLkgyGChMLaQvxCRcJBgjiCYAIWggXBeUHcQdQBr8DgQQ4BP0CHgN+AvAAIwDI/qL+8v6G//z6CP7Z/Mb9w/kv/AL8mvrY/Gv98vtm/Tn8oP6x/Gr8bvu5/Az/hf76/KX9F/sQ+yn8ivzC+Uz5Pfza+L358Pdu99H1x/ZM9qX4Dfmh+ff4hvdg+Vz44fkZ/KT9DvxH/Fj+cgFOAs0GPQWuCEgJlghlCu8JfQhLCZEL6gvPCZsIcwuMDPUIFwsCCMQHUArbBT0IvgQsBhEG/AUIA28G/wEAAXQA///s/pf/z/6D/Fz7Z/1d/H76zf3j+t78Q/0s+9f6T/uf/Zj6z/w6/Yz80Pvx+k38LPqI+t77Mvp/+3P9x/re+5/4bvjA+Tv3Hvi59s/3cPXZ9Er3zfV19jb5LvnX9vr37Ph3+Hn81PuX/Z4CHASHAgwEPghhCVkH2wpuCBALZwzrCiwOjA3KC/wKAw5DCqwKGAyDCmoJOAggBwAJ8weLCNcFlQYcBdQBUAM1Akv/TwEy/h8Au/6x/fj+2PwH/xj9Nf6M+ur8Qf0G+nb8fvsL+hP9Vfq++3b91/qn+2P6Xfws+bv7DvoP+zf7S/sA+jz4rfom+BX3U/dK+Aj3d/i99gz1/fdh9Y31APlF9hT63fn2+en7Cv+SABcAqgLBAhgFOAeJCfQJNAl0CkELhAq3DT4NWws1DeAMCg0JDe4JUg1IChkKoQhrB7kHgQfuBZMHNQbQAycDRQGKALD/p//XACX/Ufw1/xn+6fpz+5r8nvlL+sr6U/nk+3r7n/ug/IH7yfzN+bn6PPxp+pL5m/05/eH6Vvyo+lf6UPuL+5z4lvqY+DT5APgQ9xL4x/YI9kr3iPVP+NT1Efnq9uL4P/po+Lf5ZPtF/7j+qf+NA1UDqQbHBDoGgAqIC+gInAzPCU4NVA7gDQwOVgvOCjgNwQyCCcYLjAq3CZsHbwmOBjEGrQbZBrkEWAGWBA0D2ADD/77+QwFc/43+ev5N/bL6+P2c+7H7hPv6+xT6Hfs/+6T7Ifks+YP5W/po+uX61vpn+jP6dvrp+Hb5I/mU+7D7afla+ZH4V/rk9kX5ufWz9v71w/i79TT1zPcD9xH65vlC+5L6nP0b/M3+9P5DAKQDVgOlAxAGQwafB7wH9AkkC+0LfQvgDAgNtA2kDFAK3gs/C6UKJAysCsUIiwqPCS4HrwYOBXwH2wJfBDkBdwIFBPECP/8qAab9xv5E/hD8V/49/Yr8NfqO/Xj8WPux+i77Lfxu+4T9jfkk/O77Svpv+oj6V/zc+fz5Ff1U+sH5yfqs+pD5CPv59/r33Pb1+bf5m/bq9n73M/eo+Lj4RvZ5+Zz4gvkQ+PD4GPsj/lT9hP6t/2MEXwW9BSkGpgbTCIEHkAjKCLYKYQtICycLog0DC5AKCAzMDBcJowqcCwQJWgmbCDMGxQiwBSYF2QayBaEDpgPNAYP/HgDC/63/XP9F/oz+2PzW/BH7P/tr/UT7Avr3+3X8Afsi/eb8iv0g/br93/03+9D60vvc/E38A/xn/Ov7ePvB+9H4A/uj+ef4Ifon+J73Nfjn+jX4efmu92/2Tvq692P5pfn394/6Ufsh+yv+Z/4QASz/bAKQAz8E6gOFB+oI6gXTCEgHBQlQDCUJBg1bDB0L6QwSDbwMxAtdCf4HYgfrCuEIwAU1B40G4AU+A8UDXgOCAg4D1P9wAb//A//S/5gA7fyX/Kf+k/vZ/OH6lPrK/Df+I/1o+kb6Qvxk/GL6Rv1g+Sr8CPuD/KT50/pg+lb8N/tJ+Sv8rfko+xD7mPhA+CD4S/th+xL4i/jn+Y76fviL+0T7OfiS+3v80fyU/Qf8zvtm/9T/8gCRAKMBXwL3BXUDqQYGB3EJWAaJB4gH2QvsCTMJcQqNCfYMvwu5CswLqAtvCGcJqQmKB+ME3wNZA7QEMwWSAuMBegMhAF7/5wG/Afr9NP9+/Xv8yv1j/C79pf7s/Hb94P4z/DP8f/pq+0L8M/th/PD8APy//Y37Nf04+j/7X/08/YX6gfrf/O36YPqZ+m76yfs9+y/5WfzH+vv5h/o1+4L7gvq7+s38GPs3+zD7SP0s+sf77f0f/JT94/+y//AB9wCZAhEC0wNcBFEFOwQxBkgFWgkLCBMK2wj0BrQHQwsNCvsJGQqJCUAGVgcUCLcGTwQmBeQGTgTABfMDaAJzA3AAEQHaAJ8BEgEtASb/2v4V/sr+T/7K/w79Sv7T+w/9iP6c/kH+UvzF+yT8E/sW/Nj57fqS+0v7x/oJ/AL7o/px/If7L/1y/JL7jftw+zn6Tvy9+bz5XfsY+mv6x/1z+tP9+fqT/TH+yPux/KL9yf2G/Q4A5f4oAd3/zANYACYEOwV3ApUEogT8BC4F+gXABXoH8gbBByQGZQVaCMUEwQUsCMUFpwVkBCQEmgRvBZUGwQKhA6ACagIPAnAAfwJQAwn/FP+LAVj+rv46AAL+t/2Z/m/79f5C/nL8av3u+sz6jvsc+sL7Y/l0+V76P/v3/Df5d/kL+hv7gPt3/Tj6L/sU+2L9svwE/a/9kP0w/mD8q/uo/Lj9F/0q//P+Hv/TALsAewHjAGb/iQBzAKwC2wJPA0ACMgC1AIkE+QHZAJABlwKuAX0DZwRnAd4CrgFkAucEoAQfBbQC+wEpAtsD9QHMAJMBuwS+A74CCQIHAYwApQJRAmkBTv8F/7wBOAFuANH+TAAAALn+EwBdAUz+sv/8/un8Jf0C/lz+u//8/Yf9iP8b/1X9of28/l/7uv5v/T/9n/zP+zP8h/w3/jb+U/4w/PH+6fzn+5r+M/+L/77/KgBkAAj9Yf/RAP3/V/7zAGYBnAHuAcT/ZwC5ATsBfgPPAXgALgG8Aw8E6wAdAhgC0gPCAKYBNAIqA4D/XwDY/8D/3wFS//P/Pv+0BtIciwoB9avycwccCTv2EfXhBccI3v++/c0AlQAE+zf88Pxu/Nj/8v0p/hD/o/6P/kMB4wSeBFkCLwBJA3wBFAEjApwF9QSp/2sF/wDC98jzpwB3+R70M/BjAG/6Fvzg8SYBXwSW9kb6cAFhCQX00PvOCegHNvwyBqP+jgTcBL0AwgEb/BQFPQHA+zcBdf6Y/l/5/vwwBNX27fkn/if9zv0K/7r/kvrW/5YDtgCn+xgFjwF1AVQCRwVJA/wBhQOlCMwB0f68AcsI7QE7ApIC7AMr/47//AGa/8T/ov8cAQkFZAGY/uj+CgF9AgcCugEXAKoAxgCjAnH+jfxm/AL/uAD0/Dn/Q/5U/Sj8rfxU+8X8oPri+p761PtV+bv75vgF++P4Nfp9+nP79Phr/JD6SvoG+/H+Kv4//oz8JgCv/y//2QH3A78AUwFAA6UFywWoA3oGUwiCB68KQwevCCIJsgueCiwJegjmCNEHmQpEB+IErwW+BL0HYgSoAoMBsgJdAqEC5QTeADQANAL8Alf/cf/kARf9iv1x/Sj8wP3h/df7tviw+X/5i/fA9YfzHPSq8qjyhO+s8VrvYO8t7THsbexq7jHs+vAk8LDwYPFj9m/5Uvug/jsBGQpUEY8UqRiUGIobSRvZGI0Y8xbBGKUVdhf1Ed0OGgcRBikABvya+Yj3k/h5+bX7rvol+oD7b/4+/kL/uQHjBMUJxAwBDBgM7AwFDM0J8As9CVkF4QfFBlkE9gD0+0L4w/gg9aL2ofWB9WD1VfR79Sn1Q/O6747xYfF78yvznfOv9uH28/Lu8vPxqfHD7k3uxO6p7STwAvFU8wTyQfTI9SH4XP+XBkkQURauFj0bIRmsHI0acxTqFmcZQxu/FXgU+gtSCbH/Iv4X+on15/Gk87f1LvlZ+u74APkk/UH+0AE4Al4J+QvyDxIPoA+3EeYMVgwZC2oJJQgxBrADiQF0/1v5l/f995X1ffc09m34Vve9+Qf5r/kX+Fj6G/qM/A78nfxS/Lb7I/ga9g734/cP9ony4fDX8Qfv4enJ533mXOgt6ODrNepR7Zrv/vRd+coF8xTEHdQdIx6IJfsmgyABHdsWZhncGOsVZhPbCOsEMPma84nuFuwU6GPpivCK9t32wvms+5v/0AUdCeMJDgyMENMU3hXoFr0UVRPmDOsHnwYLAVP9nfzV+oT7ZvqS9Yr2XfUu+an4i/uv/G3+3AF1A/ACiQR6AiIBFAJGAYUBbv0y/k/7fPht9rPxZfEV8sbyc/Bc8G7tVO2f68LrXerg6RnoxOow69PvxfIb8y31bP25DKoX+h7eH3QfZib/I84bkhK6EEsPEw3DDeUHgQIJ+p73Je9G7+rqDOxC7ZX2Iv4eBtIIvAYGDKIPExRQEzMQhxCSEXAQ/A3tCS0IEwAI/er4hPku9bX0GfZL+Zr6+/uR/00BFwOmBIsFRAb4B4sI7Ah3CTwH3wS8/579Lf3I+jz63/Up97D19PR28sfwMO7a7qzz5fh89h727PZa80bxSO076/bn4eia7JnuAvBO8DLxH/WPALgQoRkLHxweEyTiJaUlaRYBDh0JLgmbCyQGAQNa/uP45fFC8kTuyO2T63fwXfspBJcJHg7nDW4S0RREE/8QwQ6ICnEK0Ab0BeIBRv34+uf4w/jG+MD4UvmG/Kv/hQUNCc0HbQaCCXQImwd3CAsEQgNKAq7+3v9q+lX7c/ek9l71KPX79MT3Ovf498b4Z/h5+mr34/kV+h33W/nn9AbyK+3+7JrnKejL5F7mzuiC6GPsIvCl9xELUxmCJLYpDyqoLJkmeR9rE6QHPgV3A+sCSALS/bL3XfJy76vsAOvp6nDxMvV2ANAMZxEoFNAWnhgjFfUTzAuHBd4DGAOV/9f/RvzK+Tr3RfgF9/X50/sz/k0DMAWWDd0OEw1yDBYL3AubBw0E3//+/qX+ifpI+kn7+/uE+HL5Hf1v/vD9OADSAFf+tf79AOv8qfuP+YL1v/dM9GfxmvBu7yftmehw5krkauTw4zXkhOk06x7u0vOv/8wTpyM8LhUtDCm/KUYg1RT4BE77OPYt9v75K/mu9+H2VPRu8zLyvvIP98H4ZQKWCRsShxyhHfYcmxYyEvgOVQXm/Rb5wvM09w/1BPf/+b78xv6I/oICoQcdCGgHkAslDu4RNw/vDNII0AWuA0T9GfnL9WL4j/ew+YT8iP6N/+P+rP8+A70C1AIwAOH9OwB+/eT5OPXX8L3u4+xa7rDtkO8S7zTta+wf7BjnfeZh5k3l7efc6sXxIfRc/PsRpSLLK4Ut7itjJEshDBRKB876gvUU9Of3+/tt/Mj80Ppu+0L8XfnP+8D8gANBCXUQHhUyGc8ZdxVvDucKhgDQ+GrziPLw8DP2/vt9/tMCHwcACCQLSwzkCvoLSAgiCkAJdgpHCMIDkACx/L375Pgx9Gv28fit+/kAJARmBDcGpQX1Bd4AtQCe/Zb4+fZu9Ev2dPSa7+rv3O5S8NDwlvDD8r/x4PPD9Fjzg+6I6xvt8epo60Ps2O5H9Dj+NQ0ZIjUuqy48LfsmKCJBF/YFK/zJ8SLz8vN59db86fsb/hz9Q/yj+/b95f19AHwFLgs9D6MTzhdMEhQR2AdzAvr4PvVK76TwsvZb+rEAOAghDcEO+xGlDCINJAnJBeIDGQLmA5YAigHl/3T/7/tv98756veW+ND7YQF5A4UGEgbTBm8GOQGn/Sf45/ZT9G3yIPJc8Tz19/I39OTytvEk8+z2jfcc9Zn2SfVi85Xwu+yb50fpAehE6Bnu4fEPAC0R7iK2Lq80NzFTKzgiYxczBmf5pO117NfrtO4+9jf6vf/OAOQAcgILA0AABwLvAwcIfA52Eb8ULBXTEFUJAgOO+cXyh/LB8h/zuPsfAu4KtRD2D9gPEA8NCmIG1ARF/ab7jPt7/WL/D/1a/ez72fst/PX8Nf1S/n7+XwBzBEcDJAO8AZABefwd+l/2UfQr8Xvzk/Gq9Tn2HPjR+nX7w/nF+B74R/bN9Kj1J/Cs7ajqb+ny53PnrOsp7rDxzPn+Bx4e0izWNTE1tS/oKoIbqA0Q+xLwjOa148jpRu+f9q/6ef/ZBfsG/gnDCaYEbgQkB+wHcwxdD+ISKQ/3CZsGFAHZ+bryffLH8GP0M/tNBMIJrA8mERATDA+iDOUEfwFM+3P3cfZg+Jn5Yv6h/zQC4v8tAI4DTwCSALD/AACLAXoBhgPV/xX9SPsX+mX2kfSx8x70ePXX+Fz7vvo3/fH7QP1H/Jn75Pgt9FL0B/KP7EnrrOsK6mjrhO3i7WfvYPRBAOYPyCBhLq8yki4+K0EnSBf0BTzz4erF4/fhn+kK7ib34f3TBmoJcw6oDJUKOge9AU8C3QK9BlwJLg30CnII7wZTAUn8aPg88t3xtvii/FAEBAtFDT0RSxJXDhYIfQSI/AT22vWF9if44Pss/h8EIQQ0BgsHRQUXBQIBQv+o/c/+o/5b/yL87/5h+aD4SPnJ90z13fdH+J/6kf1M/Ib/5P3o/sH+YfoS+ov06e/B7n3ocucF5y7qAOl/69PtN/ES9x0FGhcPJ+otDDCwLpgr1yFUEkz/S/Ed5ZjiWuSu6vnzKPtrAqkK6Q6IEK0MUglNB8wERgT2A/wGSwsnCeoHWwniBBIB5f3K9jb2PPTy+p7+kwKACGkPjhFDDkMN5wU4A9H7v/d09R31+vdt/U//kAMACewMBgttCYUHJwEV/yT8H/tk+BH4RPof+7f7nvpi+/D4zvUu9TD4lPpu+bT8JfpV/Zj8F/9W++b14fMp76ftWeZq5wDnAujJ54DtQe+J9UkBahO0JEkwKDTNL9AsOCVdFMEBrfKl6Mbi9uIY6IrtM/a7AMAG7g2sDwwR4AuoBkADLgDUAXQD+AjtCcEJ5gf3B0QE4wDm+Yn0pfVZ+dH70/8cBfANCxEwDiwPOglzBtT+EPl/8uD0KfRy96j/OgKyCOkJVA6JCloI7ANwAf/7cPxg+kf3qfgq+gT64vqB+fn5yPjx+TD4W/jS+P/4MvtU+lz7+P0y+q/7WPaq9OLwjO4J7V/qD+t16SPpNu1q8S7zTgIoFBAhYC33Mf0vUy2RJVEWAAOQ9OnmleDF3yzmtu2F9d39WAfBD9MOOhIcC0UI4ACNAW0ASALxBKAGagguCNUIZAhNBAT+6/Yu+ID2w/l6/bYE8AeBDugMrw23CdcEp/4i+sj01/NW9Gz7KwCMAuMILAvvDUYOmAouB+z/mvx5+Mb2kvdz9vz4SPo7/M78O/si/Mz7zPlx++/6o/oH+Tn6Wvko/F/5gvz/92Tz8/BT7wfqy+hB67HrxelL7dTsTvON/bYOdCCQLJQvIDBoLgEoYBrICFv4Iukw4zTjO+ZP7BL0m/84BmANAhD7ETAN+AgkAZf/egB8/8IGvwX7CN8LiQmKCBoGQv8W+Kj3BfXo+H/9NADxB+wKkAw0DcEOugrmAaX9SPjI9m/49vll/qwAfAY6Co8P3Q6WDFIHDQGU+UL1afRl9E32ofjU+N/9i/xk/cj8M/r++xr6WfnS+wf7DPx9+Vj6y/qH+dH6SfdN9MjtD+un6q7nJucC6G3oW+5D82r/WhHiIVYs+y8RLOoqeSRbFSoDEvbz6VDgoeM05eHuFvZL/y8GpAwKEGoO6gwPBqQCO/3q/poACgU2CnwLUwlgCXgLKASc/Zz6WPZN9Zf6I/8gBMgFDQ3TDJ0MMAu1B0cD1vqX+FX1Yvc6+Nr86f8DCUILBA7XDCMLRQSpANb67/Wq8+LzcvP+9oP4Yvts/+v+5vtQ/U77uvlJ+kH7Afin+pL6evpT+pv5ZPp9+LTzuO8K7Q/o6Oco5b/m0uju78D07gJ4FyokAjDCMXIuvioUIwcUeAFH8gXlCOGh4xbqwe5J+a8BWQqTD2sRpQ/2CU8DWALG/3YBJwSmBgUH3QpACpoKaAhDAnj+UfrF95/2YfkS+1kCWAXICb8MNw7NCloHNwPy+an0hvXh9yf3WP3h/ykHaArEDo0MwAeLBqT9Afxg9o31CfXV8//3UPvZ/NL+Mv97/Nz71/sn+nb6C/sm+2L5d/on+cH8+vkM+WL43fGL7kXsSegx6uHneOrQ693vg/Mm/RIOFyGBLA0x5CwYK74kIBY+CLH17OsW5Wvk8+WB7eL2Uf+GB3cMRQwFD0gLHAbMA2f+JQAGAg8IKwn3Ce8KNwoxCT4F0QG1+pH4mPQQ9hn6PP9ZBqwHKA2QDscNGQoNBDL+pvmc+JX2Zvck+oz+HgbkCpwN4gpnC9AFT/+V+Tr3jPP/9G/22vWj+U79gPzP/08AKvxZ/vb58vk6/Jj59/lN+bb7tPg0+fv6ZPrR9mDyOfD57NvoBuq06HbqT+0r7x31TgInFFcjuS63MKYtsCfFH7QTdQE+8/7npOO35IboGu6D+MD+eQj1CdsPjwtwDAEIgwH0AND/mgbACHYKRgqnCnoLXAjbA8P9e/nT9nT3rfr6/AgDfQcSCrcMkg34DB4GTgAR+0D5pPj296z5ovwCAskHxAtfCxALtgZkA8b+5Pm89lHztPVo9Gr2l/yc/jYARAE2AB8AZvv5+nL8/PjQ+2b7rfx2/E38t/px+FP5pfZk8gbxPe/W7CTrQulM62rshPE49WX//RKbH4YppTBDLs4pYyGsFkkHcvZh6AHmquXv6NLsZPQJ/CAFqQrsCzENNww+Cd8FagEAA+kDrwYlCvkKkApeDAgKSQON/9/3yPYD+An50PuwADwDxAiPC2YM0gokBhMCYfy6+gL6BPiF+vT+0gDTBuwJwgk7CzcF6ALF/rX5/fNB8u7zefRK97X7Nf5b/8gBPwCZAN/+b/40/eL6N/vc+Dr5j/tt+nH69PmS9ib18vFy7+rr/eud6hXp7uoB7ebwNfVQAnIT1yPWK2AxvyzKKbYhPRWvA/n1wOpk4WviDOlw71P2t/37BEsJDw+wDj8LlwjRAuYDsgCaA3IHhgtODM4LtweABnwB6/rI9wv3mvQv96X5swCJAwcIRAxKDkUKrwYvAfv7kPhN+iD4ovyE/wgEwQi7CCcImgmMBmACHv13+Ev1jvLQ8331kviT/pb+qAJ1AOsCeQLu/cj/bP1Q+2T8HPpZ/U3+Pfr1+iP6Mvfe9gDx0vDK7jnto+zm6XHsMe6J8Sry5/izBAkYviP+LQouhCuCJeQfqxFE/3/yI+nz4+vl0ua876L4Xv9+BDMJnA29DYkN0wgxA94DqgUcCH4GTAktB9wIRgjLBRsAg/pX9x716faW+Un88QAOB1sH+wpMCcgIvAf1Aa//Afto+VP9p/wO/+MBRwUeB0cHWQeYAL3/Yfkf+An1c/cJ98f6//sK/d4A3wGNAbwARf5w/7H9gPoG/Mn9e/1T+sv64voK+v334/f182zvze5k6znoNOnn6s/quO+u88H9bAswHQIqlzFoLoUt9yWdHZUNdv5T7fDlCOT+4Yno0+/x+mECIgh1CkUP8A76CtUGCAWzAWoFEAcmCvEJCgvdCPoITAKa/s/55fS39c70pfdF/08DIAaVDK8NFwxWB7IDa/7w+1P4H/i9+HT/AgNtBRsHHAntBxYH0AGg/az7V/Yr9kj2fPc+91v9QP/R/mQCiAEB/7r+J/7U+sr7hfyr/D/9Xvxq/OT8v/us+T/1T/EL8vbr2e0T7EnqAOoa7D7wwPLa8y7+agxaHQknnyy6LPspmyQ+G+EHGfq07cvj6+H95g7qTPN5+dwDVAdTDB4Org48CgoHVQNtAVME3wgLBkUGxAciBw4FkgS0/H/63vS/9jP4P/jN/ngD5wWtCEcKdgy2B0UDfgH+/KT8Tv00/Uv9awL5A8wGcAmIBg0GnADN/D73Pvjw9c70ovmT+dT8AACMAgEBywEM/pr/uv05/hv7gP0F+0D9Pfuo/YH79Phg9o7zUe+L7y3ttOlA663qV+ul6+jxOfOi/4UMVxzdJzUuZC1RKQQkBhkQCJD42uu94eLgpuUU60jxrfsCBPsJAw8BD2oNywsLCG4ClQVUBY8HmAnLCGUI2gjHA77/i/q69eDxrfHD9NT5/wCGAisJmgp9DHwNlAq/BVwAfPy1+1v7Q/2U/RYBygVrBbQHgwYUB+8AQfv297731vVu90r2lPhh/E/+3wHu/47/fQBr/SP/mf7z/AL+uPxv/ZMAcf8g/PX6RfVp80Pyg/CN7rjwv/JW8jDyYPFS8ojzsPF48vD25gNGE7odqin0LPgshSb8IT0SwQKY8inmreFb4mXn0e3n9v7/sQn+DBwT0hICDLgIIAXX//8BLwSEBhQIwAaKCnIJlAekAd/8fPf29RL0qPWk+/D9NALKCR4Mig1jDKsIlwVb/w79mPuG+2r87AA9AXMEZAcGB3YB4v/L/T36IfZG9Y/1Y/dk+0v7uwC1/84CiwLJAfX8UPwh/Xb6vvtX/Vj6vfzJ+RD6bfaI9/HzOe/m77frxOv06qrraevi8Bbzv/b1/28TByK4K/MxhywnKbUjcROvAxLyJebh4BXi7+Sc7DT2of5oBCcLGg60EO8L8woCB6cC0wLKBhEK3AnOChMLawWDAb7/P/oU83HxZPJH9eD91QA1CbkL2A3KD8cKGAgLAyb+bfrP9qb4jf3q/R4EhwZCCTIGogg9AvD/YPz69tT1rfWl+Yf4y/zy+xf+IALAACf94P9S/BX+wfyB+xT9K/1uALX+T/3T+mD1ffRO89Lv4+/r7F3s3u6j7RztAPAj8gz0BPYv/sQPbx/PJnwtsCryJiYifxamBlD1AetJ5Gnhs+aA7lD2kQDdBN4KqA61DiYO4gj2BU8AigGDA4MIrgcGCIoHOQbnAsICcPmm9ULyD/NM9k38gQCRBOcJ9gr6CqcLXAk7Ai/+DvqA+mf8w/yg/o4DcQQaBjcHVQfnAY4A//vq9vP14/cm9vL3Wf0R/3H/dv9f/wD+e/1k/Cj6D/wP/MT8Tf2J/B3++/wm+8D5hPjK8dvyvO/j6zHtkuvs6mDsp/Gi9Gr4i/2GDecdCinuLF4uMisIInAWZAka+tzqpeI25JbnTe569Hj9VAM8BxkNZg6rDnsLwQVsBOMF2AXjCJQKKAoRCrIDaQLA/3b6JfNA8/zxCPa3+nQByAi5CeMLOg3VC6MIMwUp/3b6zvrV+mf8uQD1AdgE7AcoCcoFTwSiARD8n/ri9Zf1qfeR+yf6a/99ADD+RP7H/OX9B/4z/Q798f6R/7L9Fv0x/w375vts+tX3GPSV7xvuS+wC7wjvI+8v7evvnvHT9ND6nQSMEvsgoCp1L1Er/iVKH88RdgHT8ZvmTePZ4bToevLY+NgCAweHDPwOCQ8XDTcHLQYfA1gE6AWeCJEIGQoOBuAFowH8/TD39PWG8mX3n/vb/+YDFQpODEcOQwuRCoYF3gCT+wj7nPrL+br9XgN8BvkI6Ac6CDcFswGG/Dj5JPcH+Vv1x/hn+gr+U/9H/rX8K/xX/az74fme+1L8JP3c/of+LwCl/NP8fflY9gP0yPLJ7VTuve+g7Wzu0e9R7zTwn/J99CP5DgabFjMj6ikGLMkrcyVJHPIMDv2t8P3ku+GB44Lq5fPf+bMChAkSDS4P6Q6fC1AGggLsBNMEfgjYB9IIcgchB3QDrP+0+DT3UvPt8xv0pvpZAAoFmwsZDrQN/QkJCpwB4v+L/BT3aPrs/JX+GAKMBZ8G0glCByYC0wES++L3CPcf+Wz46vq+/X7+PgDc/8j9b/tR/Lz88PuP+/v8Hf5Y/mz90/y1/jL7V/ne93Pz2PEC7QDtFe1n7Fbuk+4J79bym/Tr+fMHJBmdJoYsLjGHLJEnPhqkDUL7se3z5W7fsOLe6ZHyvfqBAPAJZQqrD08OkAtBBzME/wJyBIIH0QzWCXsJCAaiA9H8JPm/8+3w++9K9Wf8yQOuCFoOkQ+UDawLSwmdAnL9O/pE+Zj34Pw7AVEDZAeDB5gGsQT6AsH/yPta+gj4u/Z9+Jn8xPsb/dH9Z/4Y+i76DvpD+Lb7FP/sAOn/BAS0AmgBVfxs+tv5a/eq8lfymPGZ7vXsuO337ynwH+9J8WbwRfXw+2YMehzNKIEx5i6jKqYi0haWBUn4i+ra4gHk9eiK73P3dv+vA8YIIAq+DewKxQVDAuEEzQYdBioLOA1dDCUJMwRj/gX75/aE8Z/wgPNU9xP+zgavCoEPgg9uCnQH4AGe/Rf7o/pt+T37A/4pBDgFeAdRBXQFlwRe/xj+ePpP+XL6WPzP+v3/LADs/PH/IP6e+DX7h/ql+qX6Y/8hAlwC9gHkAPP7VfuU95P3D/ON8f3xi/HF7+rxaPBi8F3vtO8u72XxKffJAEANZx2bKT0w9C+uKY8hYxG5ApXx7OVq4ArkE+p88gT7CQIIBhgJTQwrC38IjANKA1cCvQS6C90OWxGFD2QHKQNB+5j1pe/W7KrvkPG3+AsEFgmRDAsO6A0RCUgFpP8l+8b4XvhI/IwARAS3A9sEiwX4BKsDXgFv/wL8NveC+Pj57P0v/YsBPQH4/pz66Psf+HL3Zvd9+gz+zgO8AZ4GlQPmAPz9u/cJ9b/zfPO68tnvefSc9EDzpvLz8djxRu8u7cvxUvG8+iAKDxhpJ4QxHDC2KUUhZxflA4D0Retm5bbhQ+lD8oH9JQHHBnAHwgfbBawF3wT/AbIEewVIDCcPvxJAD1MKfgMw/Xf4FPD16zvsvPIk+VEEXQd3DMUPYQxxCtcE+QKx/GL9NPmO/Av/GALWBeoHDQb2ABr/Av+E+ob7Xfem/Gv78v8j/yEBuAGr/jP7Pvyz+On57Pm9/aP+jgOUAxcFjAJb/2T9Mfhx9HXxAfO18Yn0FvYm9sjycfVt8ozuEe/n7svwZu819Y78sQkEG08oay99LZonwh1NElMCz/Qk6rnnSeeD7MDzQv3tAJYEdgQKBJwEsgKwAXABTQVdCJ0OgRHKFKYPIApFAGX55/Hb7a7vpPGQ8+P9PgTaB5YLnQ4/CnEJegO9AiX+FwBq/sgAEwX8BroFeQUQAQj+gfyc+9756Plr/NP75//M/6YDygATAaX7TPxF+xz59/qh+27/ogHoBCgD+QN8Ayb9Bvnq9bvxvfFV8xj06vcw99z3ZPW88RTuK+1s7unvn/LE8h77UADGECwfiyj8LGgq/iItFiYMUv9n8hPvfOyQ7qD0g/up/0ECPQO/AMQCiAMDA9EE4QZwB5UMHxAGEn4Sgg3yAYz9pvdU7/rsfe7g9Ob5NwCsB90MTwu9C+EJLwf4Av8DBgGfAY4D5gTgBBcGvAQEAp3/EPxA+ub4hPiO/Yb9YQIPAuAC7wJG/pT8VPnd+sT20/iG+wb/cgHuApkEsAQlAxT/WftZ96z0V/Ym9Ln2V/Y19xj1NfPL85LuGe6f7eLshPCH9Xf6af46CLASZh47J+4quSJnG3YQNgb6/Vb1T/Df7iDyIPdB/oUBrf+AAm3/JQBmAb0CIQfeBhUMjA6UE0kTmA05BssAWfeZ9bnxQ/Eg8Wr2B/4iBE8IxgvSCc0IjQf3A+UCHgSNAYkBBAWSAxwD+gL4AnP++PxW+qb6Ufx+/Zv9YwAN/8L/4v7x/sr7bfoi+v/4rva8+c/8pAGIA74AgQP5ATX9VPv3+aj15/fr9y35evkd9qj3H/UP7wjvwesK7Azt9PBT9Dn4mf8SCrwX4yB6J2IpXyQBHYgRpQTA+6vyUPK68ADzV/nS/XwBPv4U/cf7wfw3/+4CywOIC+QPphNYFCYSpA8ICRP9Pfnf9EXxHvIy9U745v0UA6wIQwgVCW8G9gVjAlEDWgPkA2wC1wYsBZQCNAPoAWj++Pyh/Nn7u/vl/H7+CQFbADYAvQFU/6787vis+Tb6w/g0+Wz/+v1kAmIBCgJj/0v+XPra9y34afdH+Jb6U/jk9tv19PBP7+rr2OwF7cjraPEg83z5Lf7PAxYRwx1oJM8qmCROHT8VlgvGAT/4mvO38DvxivQt+X/9hQAx/aT+Dv0//3wA/QTMCMYLDxIjEjMUbxDwB7oCs/n/9pXx8vJP8qn39vv/AVUEKAaICR0ImwbPAy4ESgSMA5sHPQTKBFoDBwR4AF/+Ovqz+V/5xvvS/yEAEQHhAqr+yADP/pf8F/nU9uj1zPm6+r/9Nf0k/44B6QA7/rv8//g8+ez4TflC/Ob4Y/mI9c/vz+tP6aXpw+mV65Lt/fT4+Qb+gwgPFcYeqyq/KqQn3CA0FZkLS//X9tDyKPPK9Ib2q/ub/eL7fvyt+1v8ZP+DAwYI8wwpD64RyhXcFKAPEAct/oj3cfOs84nyXfMC+OX8awBrA2cGpAbuBeoErAM+AWAG7wYmCGMHLQRUBbwAKv7R/Q76Kvl/+0n85gFZAgUDWwBlAAf/rPuv+2L66/hA92D41/2O/Ar+Iv+N/Sv+Jfs/+w35JvtR+BD9KPul+uL5NfX58K3uNOl26u/qxurt7n/xffkT/I0DNw7BHFAiJiaiJJIfgBraD2wEiP9796nyEvWW9a/2y/gU+yL6Evij+7b9QP/JAywIvw21Ed8V9BQ4EukKgQMC/j33mPfr9eH1HPi1+0sADATqA0IC+QHIAokCYAH7BNoESwgEBw8FrANPBe8B8/6A+5j8yv1d/tH+QQGwAYICof9h/VH9dftK+/z3V/nE+0r6A/sb/HP9bv4Q/eb8e/o3+Dz5YfoB/ir9Rvud+1z20vPb7yLrpepC6/vshe0r9Xb5kP29BNQQkxt4JzwmZCUwHUIWqwsqAzT+CPi39jL4Yvl8+7D4lfhl9U3zAvij/HkA8AVwDmUPzxPgFvwU8Q7QBsMD3P0q+Fz1Y/aq+sz63Psd//b/zAIyAnUARf/hACICrgbdCBoJ1gneB5AFdAQy/vn7rPq4+r38DwDX/00C2P7j/V79GP6h/P350/nj/AH8Ef28/WL9Wv6Z+hL7CPmS+m73a/qb+h/8EP2s/cr5o/cB95PzW+4r7NPo0OnD70ry6PX8+icA2w2tF/0fWCQ9JMoepBkBEYkISwOl/J78dPpT+An7lPkB+ef09/Ka9cn3y/6kBboIBA+1Ea0V3xMVESwJHwYz/o/8BPvJ+Zr65P1i/nH8/P3h/Pb9sf5L/0P/PAPUBEEIhQnlCC8HvQQoAjIA/vxd/Bf/8P17/Uj+oAEp/48AtP4B/FP8Pvsc++v8QPys/Tn7c/sq/Fj5QfnB+X348/dW9w/5j/vR/L/6Pf1m+jf3IvMs8C7q1usj6Yvtre5B8hb3UP6RDbcYsSExI5Ujyh2HF28S6QvIBaQDcwDF+yP9UPus+0X40PAo8K/xKvaH+MsC/AnYDdgT3RXXE1sQdQ1PBfkAVP3c/Qn/y/2K/6L9+P88/jH8+fxQ+uH6Bv9+/xkDIAe+CAwJyggoBqgBPgOsAGb9wP4VAN0AfwCtAZ79Bvyn+5T9U/kQ/Fz8NvyM/GL9vPxp/bP7EPpf+2L4QfiA+Fz4LvhF+tj7uvqS+hv6H/Xk8JrvS+uq6ivsauxs8Eb1XfndAVMNYBmuIT8h0SDtGIEWRg6mCnYHqgOJAcT/Yv9X/Dr6oPUS8QrtRfB09RH6jgIsBlcOPhMFEhYSfQ+3CxoFMAShA57/GACz/z8A1P4A/dD9W/vX+1D55/v5+5f/PAH7BKsINggKBYgCKwGN/xwD8wCuApYBv//J/6IA+/uB+if8w/ph+cP6IPkF/or70v1D++z8tPwJ++z6Z/hD9rX2a/vl+zX6tvws+PL3RPVt8A7xHu7U7Fnt4+2z8QLz/fpFAQYNHxbBH2Aitx5UGnwZ+hJ6DowLxAeRBp8BpgGjAcn7UvRG8MzuAuyJ8DT0x/2PAXoJLw3fESIQKQ8XDLYL7QbPA+wGZQO4A98DWgO4/fX7G/o4+Hr4dfo7+q3/fwEHAhIEyQIiBScEeAFMAogD0QHGAAcCaQELAYYAy/47/b38UPgX+jv69Pm8+An7OPrj+hP9sft6+HL5Yfq59vr3nfhC+0X7F/t1+w76Sfii9Rnxee106wjtXu1Z74r1dfn//wYLkBL0GUIcsBnmFpAX5xMGDgMPcAyBDLoJpAUWBMP7BPU58pzs8u4n78L0N/oe/l8D/wZhCZgMuAlaC4gKyAbECdkKswjICHoJPQawA3P9g/z1+vf5wfd4+lz8Kf40/47/YwHJAXYBUQGYApkCfgTYAwAFkgQeBGUCfQCg/j79X/zM+Xz4XvuB+8z4O/yL+jz5tPge9//1EPqh+R363Pis+iT+vf0R+4z57PSD8svype7c7c3uP/Ar8E/yNfokA/YMCxNDFRAXYhZ8FJwSuxIrEMYRQRGHDy8OKAr2BPP9G/Wt7xzwBu+y8k/zSvYD/skB/QM7BC4GyQa3BF0HnwvQCkEPrw06Di4OMAsNCFcExQDP/V771fof+Pf4wvnU+1b8+/mp+xH66fyPAPX/8AICB/YGfQeyCNUFZgKpATD/qf7q/Tb6T/vS+zH46Pj191v4CPQO9Z70uvbn9pz50vnO/N79zfmI/Dn5xPQR9QPypfDd8CrxA/Ab9aH39PoWBEkKww9zDzgTehG3EOYPERQhFKEU1RKDEnISAwuuBYL+YPrJ9tfzk/JZ9IH3KvfJ9zf7tPqq/8P8ngCIAaYEmwjeCzYNKA/uEAMNZw2DChIH7gTZAVn/vf01AZ7+RP4B+zj8yPpe9jr2c/YT++353/3TAm4DGAYKB8YDUQKUAXAD2wAP/pH+C/2j/oz6tvrL97/1dvbp89DyW/OD8hL1dPXZ9kP50vZT92f3QPWM8GDwAfIv9N31Avh9/lUDEAveCcEL6wllCfAJ4AyuDEkO9xNYFIkUSBVQEqwMOQdQAyb9YfnZ+HT7gvrj+3L6m/sj+pT4fPlX+cr4cPo2/M8CFwV2B0AMYgsXC20Lcwm3CaEImQVpBV8FXQjuA9kEcf+//gj5X/rq9qr2PfVN93r6g/ta/xAAHv8m/mUA0/29/S7+AAC8APD+OgGY/iD+hv6b/Av67vfF8/T1Dva29sj4Xfkg95P2lfUo9fT1I/Vq8nT0d/eP+PP4c/4BAosBswGeAW0EzAVHBTYGPwtlClUQCA7sESURGhGnD7AKLAtICIIF7AR2B4sDGwbpAFMA4/61/Bf8Ifqv99/4BvqI+2X7cgEvASgDUQOkAZcD3gOSAwIFxgT6BSwGGQYCBN4EJwGBAJ3+ov/k+6/9Zf3d+4X9i/27/Gb+eP5q/G3+GPsR/+H+M/xz/ob74/x3+9X7Q/z/+B/44/px+f/5Mfmi+dz5Mfx8/cj9jvxR+2T6sft9+pL7s/vF/Yz9p/vz/sD8jv8D/gv9J/+X/T3/XgEUBb4FuwejBFoJkQijCJgHXwr+CCwKEAhDCkYLNQdKBpcHowbRBGQEoQGD/4YAtv+xADwC4f6BADgBpP65/vsBh/4xAR4ABwISABcDiAJTASkATAHQ/nD/Nv2B/wL+Yv+w/lz/If/E+9v8lf50/ej/S/7p/dz+awAq/QX9df/a/cX9L/pF+Q38nPvX+7/77PnY+XP5Ofre+eD7S/3w/Av7q/wX/hP9iP3P/Af9EAAr/BP8Lvxw/Kb+1P2k/5L+IABi/2oBpwCDAXQEwgW7BqoEOwkhCJsHNQebCFMHPQeYB4kGxwYeB44FeAVOA2QEpgOuAUoArP8yAvkBdv9g/04BbP35/w0BzwBUAfj95P/2/6v+vP/m/hj8Sf+7+zr80vtL/WT9Pv2Y/Gz8sP3q++78Lv9v/L7/wPue/xX+V/sC/a/9s/2r/QT7mfxY+jT84Pq++qH8JP1B+4/9qfuk+3r+mv/c+3T8uv/f/m/+mf2//Rf+Ov6ZAoUBegCAA3sCYANVA44BkwOkBJIDAwdUBuIDFggkCDMHQAXkBNcFDQW0BosF/QTyBYAFIAR7ApgDPgEgAagC+//m/zj+0P5H/3v9Q/68/ikAnv5Y/LH8d/73/Q39Hv5R/XH7Yf8b/dv9o/2G/YT+Df3c/uz7ZPzl+5r9q/2e/ez+c/9H/S38Hv+O/jj+avwb+wH7/Pwv/NT8dvu3/Qv9nvu//G793v2A/mz9d/32/ED+qwD1/VoAtgBWAS0CoAPfAEoC2gL6Aq8CBQQbAvcENQNhBBQGzwYNBNQDRARLBqAFOgXABlAHvgYKBccC/gL1AsACZQV9ASEEngDDAbkCkwFHAGv/iAFZ/jAB/wC//mr8oP1T/fH9ev7t/sP9cf2a/qb+af2w/EP9avpM/cL6F/ye/S36kvpH/DD8cv4G/Ez8VfvM/S3/kfyZ/XX9+P51/oP/jP5j/Br9yPt5/uf7sv2s/fz/DQB7/fD+3v9yABMAEwHFAh0CzgFtA2wEwgGgA0MFAAbhAmAGIgTWBdUDiAboBeEDmgU3BiIGEQRhBaEBngJnASwBuAPYAKsAvAKiAEABuP7gAE0BNP+8/icBMADD/1n9Iv/R/GH+Iv0WAPL++QAa//f8cwBE/3z+gP05/ccAuv7V/ZX/z/03/Ov8Xv8K/0D/DvyO/az/EP1h/HH/0/xBACEAgP27/7j8Uf1n/DX/8fzg/x7+Fv2C/QT+J/1P/JX93vz5/un8tgBH/Z4B9/2bAfoBjAGwAfD+nP/C/73/jwJAAFIA1AAQAfYD4wGQAe4AhQAkAowAVgEkANgAHQM7AXoDPwKNAmcCEwGWApQBbwDz/2ICRAEwAX8BAgGC/xoD+wBxAWgBCADNAb/+0gCOAMIB+/1d/qH+n/3oAP7/UP3C/Q//wf/B/L/7Xf5D/Rn9Iv7g+9j7rvym+0b/Rf+1/7T90vx4/Uf+qv0S/Yz/EwAv/tD/SwD5/tABhv98/8wBHgEdAAH/bgDo/oQBHwHrACr/egHpAS4AdwAXAWsDaQCyAiQBJQHhABgC5wG/ArkBggB8AjgB2/96ACgAfAAtAWYAVgNYAyn/kwFGAZf/lAIc/3n/7wAaAMICBwDm/sP/jgF5AGMAQ/5cAL8AFf+LASr+ZADGAHn/FgEeATkAif5Q/ir/AQBl/T/9T/6A/1T8qv9p/3j8Cv8x/P78rfxr/Eb+Fv/R/k3+sgA5/fT80P39ABUBvQFj/8H+uf+VADACEQKk/5f+ZgLc/xwBrwHrAvj/JgGpAisAnACM/+UAoQICAPv+xv67AnACYAIhAS//jQBfAvwBvADm/ycClP8UAjAAQAHDAiQBXP86/5L/nAHoAcD/pgBoAoEBYv/A/9v/8/4nAjUBVAAbAMMAkQAIAG3+VwD0AN4BKP/d/x8Bcv8jAIv9IgB2AGcAAQA8/noA9/08/QP/4f7u/K/9V/19/wv9JP/HAJz9EAC2/zsAWQF2/V/+qwFNAUP+WABM/ikBywGm/ncBm/4MAuj/pv6wAJn+HAGs/tkA8/9C/18BTP/oAEkA+//r/zgCMQEj/9gAMQHpAWUCkv63/1T/tv+iANkBAQJzAGIBsgEx/48CeAGfAWgAYAKyAJ3+Af85ALABhAAQAnkAKAEaAu/+XP9H/u3+8v/9/yIBNv7+/k/+BwBU/2kAiQCAASwApf5E/eUAkwBi/icA6gCdAD///f7N/Ub+s/7hAEn98f3gAMn/0wAV/nH/8P8NAR8BGQF3AB0AQ//y/oIBRQH4/8f/bgDT/ocATgLbAVn+6P+6/gQBAABGAEUArf7V/zMBcgHv/i//dP/H/1sCwf8HArv/f/5I//YBmQBwAIUATwE2/hb/hgFe/+EAwQBrAJ0B7gAwAOr/hv4MAksA7gGv/qT+Y/9yAR0BOwBH//EBGwAKArgB1gE5/wb/Mf/4AIr+VAGF/9cBwgCqAZf90f3K/7b/jwFF/r4B8/37AEEAJP4s/nD/bP4AAOEA1AHT/3T/T//r/ToBTAHx/dcA1wF4AR0CMQCvAEYBw//wAScB2P6LAQ8CJP7zAT0Bhf+xAdj/xwGWAQwCiAFKAJEAmQG9AAQC9v4qAfn+uP63ADP+If7YAV0BhACw/+T/Av9sAp3/qP6XAb8AEwI1AmgAnwGJ/tz/YQCM/ib/M/7q//3+8v+LAX0A0wCEAOb/sQB6/yP+mwDO/S3+u/05AXYBoQBYAMn/x/1l/mT9MQBa/pIA2QA1/2b9Gv5oACP/lgBxAdb+WwG1/wv/u/6wAKX/Fv+X/mn+S/40/5n/EgDk/lL+Wf+QAGf+8wEmAtL+FgI+AMwB9P6SAhL/UQBEAM//xAC3AM8AMQKtAMb/5P9tAHH+pQgoDFUO3Ay+BnH+GPkV+Qf45fcl/Fn/yP77/hf+vfjZ9rj2Hfix+OMAiAT5AkAFjQL8/4f9MgCz/HX+Gv8LASsB1gOKAoT+RP33/Sr/dvzuDt4LQww8CuIBE/WI8YTtoe0m9g8AHwfYBEEH2v2F9SDyg/Dl83/69we2CPoNxgulB6ACYv7K/uD9YgQWBwwLQQpKCh8C+/5P+/74yfvA/DsAZgGSAMMAff3M+ZT7N/jJ+dv9ZP/+AVADbQOe/jP9O/5o/hcA5/+xBG4FvgEeANX/Rv94/EP9DP7F/3kDHQLJ/58BMf/u/gP/RP9R/ggCPwG6A54ChgMzBmcFMwUjAlABjv6s/soA/QDsAgwFsQCp/8r/kPlI+NX5XPyY+kf/4wF8ASUAxfwF++X9dPsHAK0BewGnA6oBN/9C/oj8uf2KALgB3wKfAPD+RgEFABn8D/8JAMr/QQHIAX0AXQFuAqH/gwDK/H/9m//IAnIDIwMxBD0BOgAUAOP/Xf/e/7gBcwAlAM4BWQDa/R3+Zv4x/0f+Ov99ACICXf90ASr+Av9NALkAawKlATT/rAHxAAkA3f1/AGT+pP0y/hz+PQAR/wL9cv2b/fj+Ff/iAHr+//zR/uX9z/8B/7D+lwBZAM/8vv0t/skAq/2UAJD/o/7v/+oAiQA7/60APv+aAar/NwG1AF8CAAK/ASMAbQHyAY4BRABFAroAPQI/AmMD1ACbAPkC8AIEAY0C8AHjAuABcf+B/w8AGgDuARsBhgHs/jcBQf8gAfcAGv/jAM4BAv5rAUwAV/9pAJ3+Tf6u/zH8mP5T/Qr99v8j/Yb8/f5r+1f7cPx8/u386Pzb/Sv95vtKAL3/f/wr/tP/EP23/Gr9av+u/7/+HP82AaD/XACn/3cBqgHxAGkC9wJLAVsDigNtBGgEzgUyAggFTQR1AtYBRwHLAPsC1QJwAYIDbAH9AfkCWgONAG4AdAJBAOcCcAJ//+wCqwGB/3QBO/9E/1QA6f1fAGr9ef+Y+7j73/zZ+jn93fuI+cz5G/zU+sL4wPsj+sr3pvid+nT4g/iT96n50vo/+dP69vyU/awAmv/1/tEB4gBVBdUE4wQSBlkItwbIAxYGxgOBB9YHwgQlBbwFbARYAigELQLIBZkFbwT5Ak8DgAJHA6IC9QNbASkDqAX2BHMFTAEuA24DwwICAuoDKwRFA5QBuv4FAQoAXgBe/XMA8/1V/P36KPsy+vn6FPrm9333vPg++8H4tPsb+lD3ZPq5+Er58/rk+Nj45Pdk+uX5c/fZ+vP4pvuu/of+HQA1ACT//f6CAUgAFgIHBZ0EYAfnAwgGdAStBHQFpgbTBGYHnwNWA3UE7wKvAPwBFwKKBEUGXAbjBawFUgXaAxcEDwV0BCQC/wIhBesBSgEaAnIDKQKNBCQBqATyAP7/QP+PACgAXQF6/rj/jf40/Vb//P29+Zz8dfuJ+nD5wfvf++n8gf6m/Sn95fkN/FX5NPw0/eL8Avoc+pT7I/r792X4Uvzx/Hf8PPvE/Uf7P/wF/q3/9/+CAnsF9QS+AgAETQQDA8IEqQOiBFkFGATOAwIBGQB4ACACnQNxBNUElwEEA3MA9/8zAosAkQRwAcUF8wTJBkkEaAQ3BFgFaQLIBAYF6QUDBbkEiQM8AdcDOgOiAxcBIADcAZr/OQAc/mH//f6T/msAUv9p+kb5hfl/++r7evtN/6T9oP1b+4X9cfs5+yX98/3P/TX7\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sr = 16000\n",
        "torchaudio.save('/content/OriginalAudio.wav', audiooo, sr)\n",
        "torchaudio.save('/content/FGSMAttack.wav', FGSM_orig, sr)\n",
        "torchaudio.save('/content/PGDAttack.wav', PGD, sr)\n",
        "torchaudio.save('/content/RandomAttackk.wav',RandomAttackk,sr)\n",
        "torchaudio.save('/content/FGSM_Plus_RandomAttack.wav', MixRanFGSM, sr)\n",
        "torchaudio.save('/content/FGSM_WithIteration.wav', FGSM_Iter, sr)"
      ],
      "metadata": {
        "id": "RSjacyVWMAH6"
      },
      "execution_count": 380,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "transcripts1 = ctc_brain.transcribe_dataset(\n",
        "        dataset= '/content/OriginalAudio.wav',\n",
        "        min_key=\"PER\",\n",
        "        label = label_encoder \n",
        ")#Original Transcript\n",
        "transcripts2 = ctc_brain.transcribe_dataset(\n",
        "        dataset= '/content/FGSMAttack.wav',\n",
        "        min_key=\"PER\",\n",
        "        label = label_encoder \n",
        ")#Normal FGSM attack\n",
        "transcripts3 = ctc_brain.transcribe_dataset(\n",
        "        dataset= '/content/PGDAttack.wav',\n",
        "        min_key=\"PER\",\n",
        "        label = label_encoder \n",
        ")#Normal PGD attack\n",
        "transcripts4 = ctc_brain.transcribe_dataset(\n",
        "        dataset= '/content/RandomAttackk.wav',\n",
        "        min_key=\"PER\",\n",
        "        label = label_encoder \n",
        ")#Random Attack\n",
        "transcripts5 = ctc_brain.transcribe_dataset(\n",
        "        dataset= '/content/FGSM_Plus_RandomAttack.wav',\n",
        "        min_key=\"PER\",\n",
        "        label = label_encoder \n",
        ")#Mix of FGSM and Random attack\n",
        "transcripts6 = ctc_brain.transcribe_dataset(\n",
        "        dataset= '/content/FGSM_WithIteration.wav',\n",
        "        min_key=\"PER\",\n",
        "        label = label_encoder \n",
        ")#Updated FGSM with iteration\n",
        "print(\"Phoneme Transcription for original audio is :\")\n",
        "print(transcripts1) #Original Transcript\n",
        "print(label_encoder.decode_torch(transcripts1))\n",
        "print(\"Phoneme Transcription after FGSM attack is :\")\n",
        "print(transcripts2) #Normal FGSM attack\n",
        "print(label_encoder.decode_torch(transcripts2))\n",
        "print(\"Phoneme Transcription after PGD attack is :\")\n",
        "print(transcripts3) #Normal PGD attack\n",
        "print(label_encoder.decode_torch(transcripts3))\n",
        "print(\"Phoneme Transcription after Random noise attack is :\")\n",
        "print(transcripts4) #Random attack\n",
        "print(label_encoder.decode_torch(transcripts4))\n",
        "print(\"Phoneme Transcription after FGSM+random noise attack is :\")\n",
        "print(transcripts5) #Mix of FGSM and Random attack\n",
        "print(label_encoder.decode_torch(transcripts5))\n",
        "print(\"Phoneme Transcription after FGSM with iteration attack is :\")\n",
        "print(transcripts6) #Updated FGSM with iteration"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tqw9mFt6MfdR",
        "outputId": "4243f12c-6fd8-40db-f0e9-5decaabee5a6"
      },
      "execution_count": 381,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "speechbrain.utils.checkpoints - Loading a checkpoint from /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-37+00\n",
            "speechbrain.utils.checkpoints - Loading a checkpoint from /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-37+00\n",
            "speechbrain.utils.checkpoints - Loading a checkpoint from /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-37+00\n",
            "speechbrain.utils.checkpoints - Loading a checkpoint from /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-37+00\n",
            "speechbrain.utils.checkpoints - Loading a checkpoint from /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-37+00\n",
            "speechbrain.utils.checkpoints - Loading a checkpoint from /content/CRDNN_Model/result/save/CKPT+2023-01-29+19-50-37+00\n",
            "Phoneme Transcription for original audio is :\n",
            "tensor([[ 1,  2,  4,  5,  6,  7,  5,  8,  9, 11, 12, 13, 11,  1,  2, 10,  8,  7,\n",
            "          5,  6,  7]])\n",
            "[['dh', 'ax', 'ay', 'l', 'd', 'ao', 'l', 'm', 'ow', 't', 'hh', 'er', 't', 'dh', 'ax', 's', 'm', 'ao', 'l', 'd', 'ao']]\n",
            "Phoneme Transcription after FGSM attack is :\n",
            "tensor([[ 1,  4,  5,  6,  5,  1, 11, 13, 11,  1,  6]])\n",
            "[['dh', 'ay', 'l', 'd', 'l', 'dh', 't', 'er', 't', 'dh', 'd']]\n",
            "Phoneme Transcription after PGD attack is :\n",
            "tensor([[ 1,  2,  4,  5,  6,  7,  5,  8,  9,  6, 11, 13, 11,  1,  6,  7,  6]])\n",
            "[['dh', 'ax', 'ay', 'l', 'd', 'ao', 'l', 'm', 'ow', 'd', 't', 'er', 't', 'dh', 'd', 'ao', 'd']]\n",
            "Phoneme Transcription after Random noise attack is :\n",
            "tensor([[ 4,  5,  6,  7,  5,  8,  9, 11, 13, 11,  1,  2,  1,  6]])\n",
            "[['ay', 'l', 'd', 'ao', 'l', 'm', 'ow', 't', 'er', 't', 'dh', 'ax', 'dh', 'd']]\n",
            "Phoneme Transcription after FGSM+random noise attack is :\n",
            "tensor([[ 1,  2,  4,  5,  6,  7,  5,  8,  9, 11, 13, 11,  1,  2, 10,  8,  7,  5,\n",
            "          6,  7]])\n",
            "[['dh', 'ax', 'ay', 'l', 'd', 'ao', 'l', 'm', 'ow', 't', 'er', 't', 'dh', 'ax', 's', 'm', 'ao', 'l', 'd', 'ao']]\n",
            "Phoneme Transcription after FGSM with iteration attack is :\n",
            "tensor([[11,  6,  5,  1,  6,  1,  6,  1, 11,  6, 11, 11,  6, 11,  1,  6,  1,  6,\n",
            "          6,  1]])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%capture\n",
        "!pip install python-Levenshtein #[['t', 'r', 'ay', 'd', 't', 't', 'ay', 't', 't', 'r', 'd', 'ay', 'd']]"
      ],
      "metadata": {
        "id": "JWbp4NzoRJuS"
      },
      "execution_count": 382,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def calculate_snr(original, noisy):\n",
        "    original = np.asarray(original)\n",
        "    noisy = np.asarray(noisy)\n",
        "    original_power = np.mean(original ** 2)\n",
        "    noise_power = np.mean((original - noisy) ** 2)\n",
        "    snr = 10 * np.log10(original_power / noise_power)\n",
        "    return snr"
      ],
      "metadata": {
        "id": "3eMxWJ9QiPAL"
      },
      "execution_count": 383,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "original = audiooo.detach().numpy()\n",
        "noisy1 = FGSM_orig\n",
        "noisy2 = PGD.detach().numpy()\n",
        "noisy3 = RandomAttackk\n",
        "noisy4 = MixRanFGSM\n",
        "noisy5 = FGSM_Iter"
      ],
      "metadata": {
        "id": "J2Uw_j6GjPjJ"
      },
      "execution_count": 384,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**This is Levenshtein distance. It is a string metric for measuring difference between two sequences**\n",
        "\n",
        "Also added the feature of SNR and higher SNR tell us better signal meaning that we are more closer to generating imperceptible adversarial attack."
      ],
      "metadata": {
        "id": "DgMwjZJHUB9d"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import Levenshtein\n",
        "def compute_dis(ground_truth, predictions):\n",
        "    num_errors = Levenshtein.distance(''.join(ground_truth), ''.join(predictions))\n",
        "    total_phones = len(ground_truth)\n",
        "    per = num_errors / total_phones\n",
        "    return per\n",
        "distance = compute_dis(label_encoder.decode_torch(transcripts1.squeeze()), label_encoder.decode_torch(transcripts2.squeeze()))\n",
        "print(distance)\n",
        "#Lower value means both answer match more, indicating poor attack\n",
        "#Higher the value the better the attack is.\n",
        "snr_value = calculate_snr(original, noisy1)\n",
        "print(\"SNR value of simple FGSM:\", snr_value, \"dB\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EbYitGEiQxmZ",
        "outputId": "846878b3-dda9-4be6-a405-d6f8b2bbbe53"
      },
      "execution_count": 385,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.8571428571428571\n",
            "SNR value of simple FGSM: 27.202181816101074 dB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "distance = compute_dis(label_encoder.decode_torch(transcripts1.squeeze()), label_encoder.decode_torch(transcripts3.squeeze()))\n",
        "print(distance) #PGD\n",
        "snr_value = calculate_snr(original, noisy2)\n",
        "print(\"SNR value of simple PGD:\", snr_value, \"dB\")"
      ],
      "metadata": {
        "id": "q7qRI_5VJ-6H",
        "outputId": "af9606f6-e450-4fb6-d9a8-55447bd269ac",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 386,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.47619047619047616\n",
            "SNR value of simple PGD: 59.28004264831543 dB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "distance = compute_dis(label_encoder.decode_torch(transcripts1.squeeze()), label_encoder.decode_torch(transcripts4.squeeze()))\n",
        "print(distance) #random attack\n",
        "snr_value = calculate_snr(original, noisy3)\n",
        "print(\"SNR value of Random Attack:\", snr_value, \"dB\")"
      ],
      "metadata": {
        "id": "My84q5pwPjgf",
        "outputId": "dfe08766-f7e2-470c-db29-bc10347e2a10",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 387,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.6190476190476191\n",
            "SNR value of Random Attack: 22.44609832763672 dB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "distance = compute_dis(label_encoder.decode_torch(transcripts1.squeeze()), label_encoder.decode_torch(transcripts5.squeeze()))\n",
        "print(distance) #mix FGSM\n",
        "snr_value = calculate_snr(original, noisy4)\n",
        "print(\"SNR value of FGSM + Random Attack:\", snr_value, \"dB\")"
      ],
      "metadata": {
        "id": "6XQgphzsTr-d",
        "outputId": "13136312-059d-40cf-d55b-bfe83388de54",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 388,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.09523809523809523\n",
            "SNR value of FGSM + Random Attack: 51.81851863861084 dB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "distance = compute_dis(label_encoder.decode_torch(transcripts1.squeeze()), label_encoder.decode_torch(transcripts6.squeeze()))\n",
        "print(distance) #FGSM with iteration\n",
        "snr_value = calculate_snr(original, noisy5)\n",
        "print(\"SNR value of FGSM with iteration:\", snr_value, \"dB\")"
      ],
      "metadata": {
        "id": "uJdChk94_Q87",
        "outputId": "0438e47a-26ae-483a-88b5-f614100d102e",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 389,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1.2380952380952381\n",
            "SNR value of FGSM with iteration: 45.67756175994873 dB\n"
          ]
        }
      ]
    }
  ]
}