{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "efb8a859",
   "metadata": {
    "id": "1678cf4b"
   },
   "source": [
    "# MCB 128 — Section: Building scVI from Scratch\n",
    "\n",
    "**Paper:** Lopez et al. (2018), *Nature Methods* — \"Deep generative modeling for single-cell transcriptomics\"\n",
    "\n",
    "Build an AE and VAE from scratch in PyTorch (homework Q2 architecture: 512 → 256 → 2), applied to synthetic immune cells from two hospitals with a batch effect.\n",
    "\n",
    "batch conditioning (feeding $s$ into encoder/decoder), applied to both the AE and the VAE.\n",
    "\n",
    "---\n",
    "## Timing (45 min)\n",
    "\n",
    "| Section | Time |\n",
    "|---|---|\n",
    "| 1. Generate synthetic data | 3 min |\n",
    "| 2. PCA baseline | 3 min |\n",
    "| 3. AE (+ batch-aware) | 10 min |\n",
    "| 4. VAE from scratch | 18 min |\n",
    "| 5. Compare methods | 4 min |\n",
    "| 6. Differential expression | 5 min |\n",
    "| 7. Wrap-up | 2 min |\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fa4923fe",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "72dcc453",
    "outputId": "93abee6b-a5a8-42ff-942d-a90937cc027f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using device: cuda\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import DataLoader, TensorDataset\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "torch.manual_seed(0)\n",
    "np.random.seed(0)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "print(\"Using device:\", device)\n",
    "\n",
    "# Note: we use torch.no_grad() (works on all PyTorch versions).\n",
    "# If you have PyTorch >= 1.9 you can swap to torch.inference_mode() for a small speedup."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a36868e",
   "metadata": {
    "id": "7370e70e"
   },
   "source": [
    "---\n",
    "# 1. Generate synthetic scRNA-seq data\n",
    "\n",
    "Two hospitals, 3 immune cell types (T, B, monocyte), technical batch effect. Synthetic → we know the true labels.\n",
    "\n",
    "## 1.1 Generative process\n",
    "\n",
    "Per cell:\n",
    "1. Cell type $k \\in \\{0, 1, 2\\}$\n",
    "2. Batch $b \\in \\{0, 1\\}$\n",
    "3. Library size $\\ell \\sim \\text{LogNormal}$\n",
    "4. Per gene $g$: $\\rho_g$ = `cell_type_mean[k, g]` × `batch_shift[b, g]`\n",
    "5. $x_g \\sim \\text{Poisson}(\\ell \\cdot \\rho_g)$, then 30% dropout to zero\n",
    "\n",
    "Batch strength `sigma=0.8` makes the effect visible.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6c4c1144",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "12af73a5",
    "outputId": "b7138199-ef09-4ec0-a30c-4edc2b767c5a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counts shape:            (1500, 200)\n",
      "Fraction of zeros:       44.84%\n",
      "Mean counts per cell:    1463\n",
      "Cell types distribution: [484 505 511]\n",
      "Batches distribution:    [786 714]\n"
     ]
    }
   ],
   "source": [
    "def simulate_scRNA(n_cells=1500, n_genes=200, n_types=3, n_batches=2,\n",
    "                   dropout_rate=0.3, batch_strength=0.8, seed=0):\n",
    "    \"\"\"Simulate scRNA-seq counts with cell types, batch effects, and dropout.\"\"\"\n",
    "    rng = np.random.default_rng(seed)\n",
    "\n",
    "    # 1. Each cell type has its own expression profile.\n",
    "    #    Most genes share a baseline; genes 0-19 are T-cell markers,\n",
    "    #    20-39 B-cell markers, 40-59 Monocyte markers (10x elevated).\n",
    "    base = rng.gamma(shape=1.0, scale=0.5, size=n_genes)\n",
    "    cell_type_means = np.tile(base, (n_types, 1))\n",
    "    for k in range(n_types):\n",
    "        cell_type_means[k, k*20:(k+1)*20] *= 10\n",
    "\n",
    "    # 2. Batch effect: multiplicative shift per gene per batch\n",
    "    batch_shifts = rng.lognormal(mean=0, sigma=batch_strength, size=(n_batches, n_genes))\n",
    "\n",
    "    # 3. Assign type, batch, library size per cell\n",
    "    cell_types = rng.integers(0, n_types, size=n_cells)\n",
    "    batches    = rng.integers(0, n_batches, size=n_cells)\n",
    "    lib_sizes  = rng.lognormal(mean=np.log(2000), sigma=0.3, size=n_cells)\n",
    "\n",
    "    # 4. Expected counts\n",
    "    rho = cell_type_means[cell_types] * batch_shifts[batches]\n",
    "    rho = rho / rho.sum(axis=1, keepdims=True)\n",
    "    mu  = lib_sizes[:, None] * rho\n",
    "\n",
    "    # 5. Poisson + dropout\n",
    "    counts = rng.poisson(mu).astype(np.float32)\n",
    "    counts[rng.random(counts.shape) < dropout_rate] = 0\n",
    "\n",
    "    return counts, cell_types.astype(np.int64), batches.astype(np.int64), mu\n",
    "\n",
    "counts_np, types_np, batches_np, true_mu = simulate_scRNA(seed=0)\n",
    "print(\"Counts shape:           \", counts_np.shape)\n",
    "print(\"Fraction of zeros:      \", f\"{(counts_np == 0).mean():.2%}\")\n",
    "print(\"Mean counts per cell:   \", f\"{counts_np.sum(axis=1).mean():.0f}\")\n",
    "print(\"Cell types distribution:\", np.bincount(types_np))\n",
    "print(\"Batches distribution:   \", np.bincount(batches_np))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "496923de",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "1c94f77a",
    "outputId": "b4a200af-60be-498e-c788-d905fc78be01"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "N = 1500, G = 200, n_types = 3, n_batches = 2\n"
     ]
    }
   ],
   "source": [
    "# Convert to tensors\n",
    "counts  = torch.from_numpy(counts_np).float()\n",
    "types   = torch.from_numpy(types_np).long()\n",
    "batches = torch.from_numpy(batches_np).long()\n",
    "\n",
    "N, G = counts.shape\n",
    "n_types   = int(types.max()) + 1\n",
    "n_batches = int(batches.max()) + 1\n",
    "print(f\"N = {N}, G = {G}, n_types = {n_types}, n_batches = {n_batches}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "167603e4",
   "metadata": {
    "id": "9a6a5c13"
   },
   "source": [
    "---\n",
    "# 2. PCA baseline\n",
    "\n",
    "Linear projection — what does it capture?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a79f049b",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 407
    },
    "id": "ca5601ce",
    "outputId": "bb47ea30-3681-4153-cb89-ee64402f4733"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def pca_2d(X):\n",
    "    \"\"\"Return 2D PCA projection of X.\"\"\"\n",
    "    X_centered = X - X.mean(dim=0, keepdim=True)\n",
    "    cov = X_centered.t() @ X_centered / (X.shape[0] - 1)\n",
    "    eigvals, eigvecs = torch.linalg.eigh(cov)\n",
    "    top2 = eigvecs[:, -2:]       # eigh sorts ascending, so take last two\n",
    "    return (X_centered @ top2).detach().cpu().numpy()\n",
    "\n",
    "def plot_latent(z, color_by, title, ax=None, labels=None):\n",
    "    if ax is None: fig, ax = plt.subplots(figsize=(4.5, 4))\n",
    "    cb = color_by.detach().cpu().numpy() if torch.is_tensor(color_by) else color_by\n",
    "    for k in np.unique(cb):\n",
    "        mask = cb == k\n",
    "        lab = labels[int(k)] if labels is not None else f\"{k}\"\n",
    "        ax.scatter(z[mask, 0], z[mask, 1], label=lab, alpha=0.6, s=10)\n",
    "    ax.set_title(title); ax.legend(fontsize=8)\n",
    "    return ax\n",
    "\n",
    "# Standard scRNA-seq preprocessing before PCA: normalize + log\n",
    "counts_norm = counts / counts.sum(dim=1, keepdim=True) * 1e4\n",
    "counts_log  = torch.log1p(counts_norm)\n",
    "\n",
    "z_pca = pca_2d(counts_log)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(9, 4))\n",
    "plot_latent(z_pca, types,   \"PCA — colored by TRUE cell type\",\n",
    "            ax=axes[0], labels=[\"T cell\", \"B cell\", \"Monocyte\"])\n",
    "plot_latent(z_pca, batches, \"PCA — colored by batch (hospital)\",\n",
    "            ax=axes[1], labels=[\"Hospital A\", \"Hospital B\"])\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3a5a3d3",
   "metadata": {
    "id": "7f5afb26"
   },
   "source": [
    "PCA picks directions of greatest variance. A strong batch effect becomes one of those directions, so a whole PC is spent on technical noise.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "907cb8d2",
   "metadata": {
    "id": "884ab604"
   },
   "source": [
    "---\n",
    "# 3. Autoencoder\n",
    "\n",
    "Homework Q2 architecture: encoder 512 → 256 → 2, decoder 2 → 256 → 512, MSE loss.\n",
    "\n",
    "$$x \\xrightarrow{\\text{enc}} z \\in \\mathbb{R}^2 \\xrightarrow{\\text{dec}} \\hat{x}, \\qquad \\mathcal{L} = \\|x - \\hat{x}\\|_2^2$$\n",
    "\n",
    "We also build a **batch-aware AE** that takes $s$ as input to both encoder and decoder — same info the VAE gets.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "48d8dcd5",
   "metadata": {
    "id": "8782a811"
   },
   "outputs": [],
   "source": [
    "class GeneExprAE(nn.Module):\n",
    "    \"\"\"Plain AE (homework Q2).\"\"\"\n",
    "    def __init__(self, input_dim, h1=512, h2=256, latent_dim=2):\n",
    "        super().__init__()\n",
    "        self.enc_fc1    = nn.Linear(input_dim, h1)\n",
    "        self.enc_fc2    = nn.Linear(h1, h2)\n",
    "        self.enc_latent = nn.Linear(h2, latent_dim)\n",
    "        self.dec_fc1    = nn.Linear(latent_dim, h2)\n",
    "        self.dec_fc2    = nn.Linear(h2, h1)\n",
    "        self.dec_out    = nn.Linear(h1, input_dim)\n",
    "\n",
    "    def encode(self, x):\n",
    "        h = F.relu(self.enc_fc1(x))\n",
    "        h = F.relu(self.enc_fc2(h))\n",
    "        return self.enc_latent(h)\n",
    "\n",
    "    def decode(self, z):\n",
    "        h = F.relu(self.dec_fc1(z))\n",
    "        h = F.relu(self.dec_fc2(h))\n",
    "        return self.dec_out(h)\n",
    "\n",
    "    def forward(self, x):\n",
    "        z    = self.encode(x)\n",
    "        xhat = self.decode(z)\n",
    "        return xhat, z\n",
    "\n",
    "\n",
    "class GeneExprAE_BatchAware(nn.Module):\n",
    "    \"\"\"AE that ALSO gets batch label s — same info advantage as the VAE.\"\"\"\n",
    "    def __init__(self, input_dim, n_batches, h1=512, h2=256, latent_dim=2):\n",
    "        super().__init__()\n",
    "        self.n_batches = n_batches\n",
    "        # Encoder takes [x, one_hot(s)]\n",
    "        self.enc_fc1    = nn.Linear(input_dim + n_batches, h1)\n",
    "        self.enc_fc2    = nn.Linear(h1, h2)\n",
    "        self.enc_latent = nn.Linear(h2, latent_dim)\n",
    "        # Decoder takes [z, one_hot(s)]\n",
    "        self.dec_fc1 = nn.Linear(latent_dim + n_batches, h2)\n",
    "        self.dec_fc2 = nn.Linear(h2, h1)\n",
    "        self.dec_out = nn.Linear(h1, input_dim)\n",
    "\n",
    "    def _one_hot(self, s):\n",
    "        return F.one_hot(s, num_classes=self.n_batches).float()\n",
    "\n",
    "    def encode(self, x, s):\n",
    "        h = F.relu(self.enc_fc1(torch.cat([x, self._one_hot(s)], dim=1)))\n",
    "        h = F.relu(self.enc_fc2(h))\n",
    "        return self.enc_latent(h)\n",
    "\n",
    "    def decode(self, z, s):\n",
    "        h = F.relu(self.dec_fc1(torch.cat([z, self._one_hot(s)], dim=1)))\n",
    "        h = F.relu(self.dec_fc2(h))\n",
    "        return self.dec_out(h)\n",
    "\n",
    "    def forward(self, x, s):\n",
    "        z    = self.encode(x, s)\n",
    "        xhat = self.decode(z, s)\n",
    "        return xhat, z"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02c55623",
   "metadata": {
    "id": "3070273f"
   },
   "source": [
    "## 3.2 Training\n",
    "\n",
    "Train on **log-normalized** counts (MSE assumes ~Gaussian residuals). `lr=1e-3`, `epochs=50`, `batch_size=128`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "97c2b04a",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "e6cee946",
    "outputId": "4d2b6e89-0362-4753-f948-5fa45d7367b6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training plain AE...\n",
      "epoch  10  MSE = 2.8816\n",
      "epoch  20  MSE = 2.8049\n",
      "epoch  30  MSE = 2.7573\n",
      "epoch  40  MSE = 2.7097\n",
      "epoch  50  MSE = 2.7013\n",
      "\n",
      "Training batch-aware AE...\n",
      "epoch  10  MSE = 2.8619\n",
      "epoch  20  MSE = 2.7394\n",
      "epoch  30  MSE = 2.7081\n",
      "epoch  40  MSE = 2.6940\n",
      "epoch  50  MSE = 2.6852\n"
     ]
    }
   ],
   "source": [
    "def train_ae(model, X, S=None, epochs=50, batch_size=128, lr=1e-3):\n",
    "    \"\"\"Train an AE. If S is given, assume model is batch-aware.\"\"\"\n",
    "    dataset = TensorDataset(X, S) if S is not None else TensorDataset(X)\n",
    "    loader  = DataLoader(dataset, batch_size=batch_size, shuffle=True)\n",
    "    optim   = torch.optim.Adam(model.parameters(), lr=lr)\n",
    "    losses  = []\n",
    "    for ep in range(epochs):\n",
    "        ep_loss = 0.0\n",
    "        for batch_tuple in loader:\n",
    "            if S is not None:\n",
    "                xb, sb = batch_tuple\n",
    "                xb, sb = xb.to(device), sb.to(device)\n",
    "                xhat, _ = model(xb, sb)\n",
    "            else:\n",
    "                (xb,) = batch_tuple\n",
    "                xb = xb.to(device)\n",
    "                xhat, _ = model(xb)\n",
    "            loss = F.mse_loss(xhat, xb)\n",
    "            optim.zero_grad(); loss.backward(); optim.step()\n",
    "            ep_loss += loss.item() * xb.size(0)\n",
    "        losses.append(ep_loss / len(X))\n",
    "        if (ep + 1) % 10 == 0:\n",
    "            print(f\"epoch {ep+1:3d}  MSE = {losses[-1]:.4f}\")\n",
    "    return losses\n",
    "\n",
    "print(\"Training plain AE...\")\n",
    "ae = GeneExprAE(input_dim=G).to(device)\n",
    "_ = train_ae(ae, counts_log, epochs=50)\n",
    "\n",
    "print(\"\\nTraining batch-aware AE...\")\n",
    "ae_b = GeneExprAE_BatchAware(input_dim=G, n_batches=n_batches).to(device)\n",
    "_ = train_ae(ae_b, counts_log, S=batches, epochs=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "569ba30b",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 807
    },
    "id": "7c8391eb",
    "outputId": "4301c4c6-a903-4102-e8c0-cbf43b36f631"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extract latents\n",
    "ae.eval(); ae_b.eval()\n",
    "with torch.no_grad():\n",
    "    z_ae   = ae.encode(counts_log.to(device)).cpu().numpy()\n",
    "    z_ae_b = ae_b.encode(counts_log.to(device), batches.to(device)).cpu().numpy()\n",
    "\n",
    "fig, axes = plt.subplots(2, 2, figsize=(9, 8))\n",
    "plot_latent(z_ae,   types,   \"Plain AE — cell type\", ax=axes[0,0], labels=[\"T\",\"B\",\"Mono\"])\n",
    "plot_latent(z_ae,   batches, \"Plain AE — batch\",     ax=axes[0,1], labels=[\"A\",\"B\"])\n",
    "plot_latent(z_ae_b, types,   \"Batch-aware AE — cell type\", ax=axes[1,0], labels=[\"T\",\"B\",\"Mono\"])\n",
    "plot_latent(z_ae_b, batches, \"Batch-aware AE — batch\",     ax=axes[1,1], labels=[\"A\",\"B\"])\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27e7b171",
   "metadata": {
    "id": "d4c1b376"
   },
   "source": [
    "**Observations:**\n",
    "\n",
    "- **Plain AE:** the latent splits by hospital — one of two latent dims is spent on batch.\n",
    "- **Batch-aware AE:** batches mix well; the decoder can explain batch via $s$.\n",
    "\n",
    "**Limitations of the batch-aware AE:**\n",
    "\n",
    "1. **No noise model** — dropout zeros are fit as real zeros. No denoised `mu_x` → no principled differential expression.\n",
    "2. **No pressure to strip batch from $z$** — the AE *can* route batch through $s$, but nothing in the loss forces it to.\n",
    "\n",
    "The VAE fixes both: ZINB likelihood models dropout, KL penalizes duplicating batch info in $z$.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57f51a0a",
   "metadata": {
    "id": "084ad5c8"
   },
   "source": [
    "---\n",
    "# 4. VAE from scratch\n",
    "\n",
    "Four changes from the AE:\n",
    "\n",
    "1. Encoder outputs $\\mu_z, \\log\\sigma_z^2$; sample $z$ via reparameterization.\n",
    "2. Decoder outputs ZINB parameters: $\\mu_x, \\theta, \\pi$.\n",
    "3. Loss = ZINB reconstruction + KL divergence.\n",
    "4. Batch label $s$ goes into both encoder and decoder.\n",
    "\n",
    "## 4.1 Reparameterization trick\n",
    "\n",
    "Can't backprop through sampling. Instead:\n",
    "\n",
    "$$z = \\mu + \\sigma \\cdot \\epsilon, \\quad \\epsilon \\sim \\mathcal{N}(0, 1)$$\n",
    "\n",
    "Gradients flow through $\\mu, \\sigma$; randomness sits in $\\epsilon$.\n",
    "\n",
    "## 4.2 ZINB log-likelihood\n",
    "\n",
    "$$p(x=0) = \\pi + (1-\\pi) \\cdot \\text{NB}(0; \\mu, \\theta)$$\n",
    "$$p(x=k) = (1-\\pi) \\cdot \\text{NB}(k; \\mu, \\theta), \\quad k > 0$$\n",
    "\n",
    "Zero = technical dropout (prob $\\pi$) OR biological zero from NB. Positive count = biological.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6f90f756",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "edac92d1",
    "outputId": "beeb1f88-1d95-4e2f-8300-2ed9a459352d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "log p(x=0), log p(x=1), log p(x=5) under ZINB(mu=2, theta=1, pi~0.12):\n",
      "tensor([-0.8848, -1.6310, -3.2529])\n",
      "Expected (from the closed-form calc in the comment):\n",
      "tensor([-0.8840, -1.6310, -3.2530])\n"
     ]
    }
   ],
   "source": [
    "def zinb_log_prob(x, mu, theta, pi_logits, eps=1e-8):\n",
    "    \"\"\"\n",
    "    Log-probability of x under ZINB. All args (batch, G) tensors\n",
    "    (theta may be (G,), broadcast across cells).\n",
    "      mu        : NB mean (> 0)\n",
    "      theta     : NB dispersion (> 0)\n",
    "      pi_logits : logit of dropout prob (logits for numerical stability)\n",
    "    Returns log p(x) per (cell, gene).\n",
    "    \"\"\"\n",
    "    # Negative binomial log prob at x, parameterized by (mu, theta):\n",
    "    log_theta_mu_eps = torch.log(theta + mu + eps)\n",
    "    log_nb = (\n",
    "        theta * (torch.log(theta + eps) - log_theta_mu_eps)\n",
    "        + x     * (torch.log(mu + eps) - log_theta_mu_eps)\n",
    "        + torch.lgamma(x + theta)\n",
    "        - torch.lgamma(theta)\n",
    "        - torch.lgamma(x + 1)\n",
    "    )\n",
    "    # Stable log(sigmoid) and log(1 - sigmoid) via softplus\n",
    "    log_pi       = -F.softplus(-pi_logits)  # log sigmoid(pi_logits)\n",
    "    log_one_mpi  = -F.softplus( pi_logits)  # log (1 - sigmoid(pi_logits))\n",
    "\n",
    "    # p(x=0) = pi + (1-pi)*NB(0);   p(x>0) = (1-pi)*NB(x)\n",
    "    log_zero_case = torch.logsumexp(torch.stack([log_pi, log_one_mpi + log_nb]), dim=0)\n",
    "    log_nz_case   = log_one_mpi + log_nb\n",
    "    return torch.where(x < eps, log_zero_case, log_nz_case)\n",
    "\n",
    "# Sanity check: with mu=2, theta=1, pi~0.12:\n",
    "#   p(x=0) = 0.12 + 0.88 * NB(0; 2, 1) = 0.12 + 0.88*(1/3) ≈ 0.413 -> log ≈ -0.884\n",
    "#   p(x=1) = 0.88 * NB(1; 2, 1) ≈ 0.196 -> log ≈ -1.631\n",
    "#   p(x=5) = 0.88 * NB(5; 2, 1) ≈ 0.0386 -> log ≈ -3.253\n",
    "x_test     = torch.tensor([0., 1., 5.])\n",
    "mu_test    = torch.tensor([2., 2., 2.])\n",
    "theta_test = torch.tensor([1., 1., 1.])\n",
    "pi_test    = torch.tensor([-2., -2., -2.])   # logit=-2 -> pi ~ 0.12\n",
    "out = zinb_log_prob(x_test, mu_test, theta_test, pi_test)\n",
    "print(\"log p(x=0), log p(x=1), log p(x=5) under ZINB(mu=2, theta=1, pi~0.12):\")\n",
    "print(out)\n",
    "print(\"Expected (from the closed-form calc in the comment):\")\n",
    "print(torch.tensor([-0.884, -1.631, -3.253]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2525731",
   "metadata": {
    "id": "20a1ff6d"
   },
   "source": [
    "## 4.3 VAE with batch conditioning\n",
    "\n",
    "Encoder: $\\mu_z, \\log\\sigma_z^2$. Decoder: $\\mu_x$ (softmax × library size), $\\pi_x$ (logits), $\\theta$ (one per gene, free parameter).\n",
    "\n",
    "Batch label $s$ goes into **both** encoder and decoder (paper Fig. 1a). *(We use observed library size instead of learning it.)*\n",
    "\n",
    "**Why the VAE helps:**\n",
    "- **ZINB** → dropout is modeled, so $\\mu_x$ is denoised.\n",
    "- **KL** → encoding info in $z$ costs KL. Since the decoder already gets $s$, duplicating batch in $z$ is wasted budget. The encoder is pushed to keep $z$ batch-free.\n",
    "\n",
    "`nn.BatchNorm1d` in the encoder stabilizes training on sparse counts.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a5f4512b",
   "metadata": {
    "id": "977d7970"
   },
   "outputs": [],
   "source": [
    "class GeneExprVAE(nn.Module):\n",
    "    def __init__(self, input_dim, n_batches, h1=512, h2=256, latent_dim=2):\n",
    "        super().__init__()\n",
    "        self.n_batches = n_batches\n",
    "        # Encoder takes [x, one_hot(s)] as input\n",
    "        self.enc_fc1 = nn.Linear(input_dim + n_batches, h1)\n",
    "        self.enc_bn1 = nn.BatchNorm1d(h1)       # stabilizes training on sparse data\n",
    "        self.enc_fc2 = nn.Linear(h1, h2)\n",
    "        self.enc_bn2 = nn.BatchNorm1d(h2)\n",
    "        self.enc_mu     = nn.Linear(h2, latent_dim)\n",
    "        self.enc_logvar = nn.Linear(h2, latent_dim)\n",
    "        # Decoder takes [z, one_hot(s)] as input\n",
    "        self.dec_fc1 = nn.Linear(latent_dim + n_batches, h2)\n",
    "        self.dec_fc2 = nn.Linear(h2, h1)\n",
    "        self.dec_rho = nn.Linear(h1, input_dim)     # expression frequencies (softmax)\n",
    "        self.dec_pi  = nn.Linear(h1, input_dim)     # dropout logits\n",
    "        # Gene-level dispersion (free parameter — one per gene)\n",
    "        self.log_theta = nn.Parameter(torch.zeros(input_dim))\n",
    "\n",
    "    def _one_hot(self, s):\n",
    "        return F.one_hot(s, num_classes=self.n_batches).float()\n",
    "\n",
    "    def encode(self, x, s):\n",
    "        s_oh = self._one_hot(s)\n",
    "        h = F.relu(self.enc_bn1(self.enc_fc1(torch.cat([x, s_oh], dim=1))))\n",
    "        h = F.relu(self.enc_bn2(self.enc_fc2(h)))\n",
    "        return self.enc_mu(h), self.enc_logvar(h)\n",
    "\n",
    "    def reparameterize(self, mu, logvar):\n",
    "        std = torch.exp(0.5 * logvar)\n",
    "        eps = torch.randn_like(std)\n",
    "        return mu + std * eps                       # <- the trick\n",
    "\n",
    "    def decode(self, z, s, library):\n",
    "        s_oh = self._one_hot(s)\n",
    "        h = F.relu(self.dec_fc1(torch.cat([z, s_oh], dim=1)))\n",
    "        h = F.relu(self.dec_fc2(h))\n",
    "        rho = F.softmax(self.dec_rho(h), dim=-1)    # sums to 1 over genes\n",
    "        mu_x = library * rho                        # expected count = lib * frequency\n",
    "        pi_logits = self.dec_pi(h)\n",
    "        theta = torch.exp(self.log_theta)\n",
    "        return mu_x, theta, pi_logits\n",
    "\n",
    "    def forward(self, x, s):\n",
    "        mu_z, logvar_z = self.encode(x, s)\n",
    "        z = self.reparameterize(mu_z, logvar_z)\n",
    "        library = x.sum(dim=1, keepdim=True)        # observed library size\n",
    "        mu_x, theta, pi_logits = self.decode(z, s, library)\n",
    "        return mu_x, theta, pi_logits, z, mu_z, logvar_z"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61eff003",
   "metadata": {
    "id": "6ae32133"
   },
   "source": [
    "## 4.4 Loss (negative ELBO)\n",
    "\n",
    "$$\\mathcal{L} = -\\underbrace{\\mathbb{E}_{q(z|x)}[\\log p(x|z)]}_{\\text{ZINB reconstruction}} + \\underbrace{D_{\\text{KL}}(q(z|x) \\| \\mathcal{N}(0, I))}_{\\text{regularizer}}$$\n",
    "\n",
    "Gaussian-Gaussian KL has a closed form:\n",
    "\n",
    "$$D_{\\text{KL}}\\big(\\mathcal{N}(\\mu, \\sigma^2) \\| \\mathcal{N}(0, 1)\\big) = -\\tfrac{1}{2}\\sum_i \\big(1 + \\log \\sigma_i^2 - \\mu_i^2 - \\sigma_i^2\\big)$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2f0203fc",
   "metadata": {
    "id": "52bd7a06"
   },
   "outputs": [],
   "source": [
    "def vae_loss(x, mu_x, theta, pi_logits, mu_z, logvar_z):\n",
    "    # Reconstruction: negative log-likelihood of counts under ZINB, summed over genes\n",
    "    recon = -zinb_log_prob(x, mu_x, theta, pi_logits).sum(dim=1)   # (batch,)\n",
    "    # KL divergence between q(z|x) and N(0, I), per cell, summed over latent dims\n",
    "    kl = -0.5 * (1 + logvar_z - mu_z.pow(2) - logvar_z.exp()).sum(dim=1)\n",
    "    return (recon + kl).mean(), recon.mean(), kl.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cb3f6cd",
   "metadata": {
    "id": "937c4784"
   },
   "source": [
    "### ⚠️ VAE trains on RAW counts, not log-normalized\n",
    "\n",
    "ZINB models integer counts. Log-normalized data breaks the likelihood.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "79dad265",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "19ef35c2",
    "outputId": "5b6e94ce-167e-4c0a-9ed3-5b982deba24c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch  10  -ELBO=   401.9  recon=   399.2  KL= 2.654\n",
      "epoch  20  -ELBO=   399.1  recon=   396.6  KL= 2.438\n",
      "epoch  30  -ELBO=   396.5  recon=   394.0  KL= 2.442\n",
      "epoch  40  -ELBO=   394.0  recon=   391.4  KL= 2.620\n",
      "epoch  50  -ELBO=   391.7  recon=   389.2  KL= 2.504\n",
      "epoch  60  -ELBO=   389.6  recon=   386.9  KL= 2.673\n",
      "epoch  70  -ELBO=   387.5  recon=   384.8  KL= 2.710\n",
      "epoch  80  -ELBO=   385.7  recon=   382.6  KL= 3.049\n",
      "epoch  90  -ELBO=   383.7  recon=   380.9  KL= 2.879\n",
      "epoch 100  -ELBO=   382.1  recon=   379.3  KL= 2.885\n",
      "epoch 110  -ELBO=   380.7  recon=   377.6  KL= 3.117\n",
      "epoch 120  -ELBO=   378.7  recon=   375.6  KL= 3.092\n",
      "epoch 130  -ELBO=   377.4  recon=   374.2  KL= 3.205\n",
      "epoch 140  -ELBO=   376.2  recon=   372.8  KL= 3.408\n",
      "epoch 150  -ELBO=   374.9  recon=   371.5  KL= 3.380\n",
      "epoch 160  -ELBO=   373.8  recon=   370.2  KL= 3.609\n",
      "epoch 170  -ELBO=   373.0  recon=   369.3  KL= 3.711\n",
      "epoch 180  -ELBO=   371.9  recon=   368.0  KL= 3.887\n",
      "epoch 190  -ELBO=   371.0  recon=   367.1  KL= 3.905\n",
      "epoch 200  -ELBO=   370.4  recon=   366.4  KL= 4.002\n",
      "epoch 210  -ELBO=   369.3  recon=   365.3  KL= 4.035\n",
      "epoch 220  -ELBO=   368.6  recon=   364.4  KL= 4.165\n",
      "epoch 230  -ELBO=   368.4  recon=   364.2  KL= 4.253\n",
      "epoch 240  -ELBO=   367.5  recon=   363.2  KL= 4.280\n",
      "epoch 250  -ELBO=   366.9  recon=   362.5  KL= 4.369\n",
      "epoch 260  -ELBO=   366.7  recon=   362.3  KL= 4.408\n",
      "epoch 270  -ELBO=   365.4  recon=   361.0  KL= 4.420\n",
      "epoch 280  -ELBO=   365.0  recon=   360.4  KL= 4.582\n",
      "epoch 290  -ELBO=   364.5  recon=   359.9  KL= 4.642\n",
      "epoch 300  -ELBO=   363.9  recon=   359.2  KL= 4.683\n"
     ]
    }
   ],
   "source": [
    "\n",
    "def train_vae(model, X, S, epochs=80, batch_size=128, lr=1e-3):\n",
    "    loader = DataLoader(TensorDataset(X, S), batch_size=batch_size, shuffle=True)\n",
    "    optim  = torch.optim.Adam(model.parameters(), lr=lr)\n",
    "    hist   = {\"elbo\": [], \"recon\": [], \"kl\": []}\n",
    "    for ep in range(epochs):\n",
    "        e_elbo = e_rec = e_kl = 0.0\n",
    "        for xb, sb in loader:\n",
    "            xb, sb = xb.to(device), sb.to(device)\n",
    "            mu_x, theta, pi_logits, _, mu_z, logvar_z = model(xb, sb)\n",
    "            loss, rec, kl = vae_loss(xb, mu_x, theta, pi_logits, mu_z, logvar_z)\n",
    "            optim.zero_grad(); loss.backward(); optim.step()\n",
    "            e_elbo += loss.item() * xb.size(0)\n",
    "            e_rec  += rec.item()  * xb.size(0)\n",
    "            e_kl   += kl.item()   * xb.size(0)\n",
    "        hist[\"elbo\"].append(e_elbo / len(X))\n",
    "        hist[\"recon\"].append(e_rec  / len(X))\n",
    "        hist[\"kl\"].append(  e_kl    / len(X))\n",
    "        if (ep + 1) % 10 == 0:\n",
    "            print(f\"epoch {ep+1:3d}  -ELBO={hist['elbo'][-1]:8.1f}  \"\n",
    "                  f\"recon={hist['recon'][-1]:8.1f}  KL={hist['kl'][-1]:6.3f}\")\n",
    "    return hist\n",
    "# Set seed for reporducibility\n",
    "torch.manual_seed(42)\n",
    "np.random.seed(42)\n",
    "if torch.cuda.is_available():\n",
    "    torch.cuda.manual_seed_all(42\n",
    "                               )\n",
    "vae = GeneExprVAE(input_dim=G, n_batches=n_batches).to(device)\n",
    "hist = train_vae(vae, counts, batches, epochs=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9b62c7ab",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 307
    },
    "id": "784032e8",
    "outputId": "09df787e-ad49-41af-f540-5023a2d78ddd"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1100x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Training curves\n",
    "fig, axes = plt.subplots(1, 3, figsize=(11, 3))\n",
    "axes[0].plot(hist[\"elbo\"]);  axes[0].set_title(\"Total loss (-ELBO)\")\n",
    "axes[1].plot(hist[\"recon\"]); axes[1].set_title(\"Reconstruction (-logp ZINB)\")\n",
    "axes[2].plot(hist[\"kl\"]);    axes[2].set_title(\"KL divergence\")\n",
    "for a in axes: a.set_xlabel(\"epoch\")\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da9ed003",
   "metadata": {
    "id": "5197f21e"
   },
   "source": [
    "**Sanity check:** reconstruction drops; KL rises slowly. If KL → 0 → posterior collapse (latent ignored). If KL explodes → prior too weak.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3905aa1",
   "metadata": {
    "id": "209eb6c5"
   },
   "source": [
    "---\n",
    "# 5. Compare methods\n",
    "\n",
    "**Silhouette score:**\n",
    "- By type: higher = same-type cells cluster. **Want high.**\n",
    "- By batch: higher = batches separated. **Want ~0** (batches should mix).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "002ecd10",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 643
    },
    "id": "649773f9",
    "outputId": "d5480e63-d2e4-4eda-9e97-54813c385408"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1600x800 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vae.eval()\n",
    "with torch.no_grad():\n",
    "    mu_z_all, _ = vae.encode(counts.to(device), batches.to(device))\n",
    "    z_vae = mu_z_all.cpu().numpy()\n",
    "\n",
    "# The 6-panel visual grid\n",
    "fig, axes = plt.subplots(2, 4, figsize=(16, 8))\n",
    "labels_types = [\"T cell\", \"B cell\", \"Monocyte\"]\n",
    "labels_bat   = [\"Hospital A\", \"Hospital B\"]\n",
    "\n",
    "plot_latent(z_pca,  types, \"PCA — cell type\",           ax=axes[0,0], labels=labels_types)\n",
    "plot_latent(z_ae,   types, \"Plain AE — cell type\",      ax=axes[0,1], labels=labels_types)\n",
    "plot_latent(z_ae_b, types, \"Batch-aware AE — cell type\",ax=axes[0,2], labels=labels_types)\n",
    "plot_latent(z_vae,  types, \"VAE — cell type\",           ax=axes[0,3], labels=labels_types)\n",
    "\n",
    "plot_latent(z_pca,  batches, \"PCA — batch\",             ax=axes[1,0], labels=labels_bat)\n",
    "plot_latent(z_ae,   batches, \"Plain AE — batch\",        ax=axes[1,1], labels=labels_bat)\n",
    "plot_latent(z_ae_b, batches, \"Batch-aware AE — batch\",  ax=axes[1,2], labels=labels_bat)\n",
    "plot_latent(z_vae,  batches, \"VAE — batch\",             ax=axes[1,3], labels=labels_bat)\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "06933528",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "24cd5fa8",
    "outputId": "03affd3e-c3d5-4882-8238-1f7b27cac105"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Method                  Sil(type) ↑   Sil(batch) ↓\n",
      "--------------------------------------------------\n",
      "PCA                           0.178          0.511\n",
      "Plain AE                      0.066          0.622\n",
      "Batch-aware AE                0.578          0.004\n",
      "VAE (scVI)                    0.429          0.001\n"
     ]
    }
   ],
   "source": [
    "# Quantify with silhouette score\n",
    "from sklearn.metrics import silhouette_score\n",
    "\n",
    "def scores(z, name):\n",
    "    s_type  = silhouette_score(z, types_np)\n",
    "    s_batch = silhouette_score(z, batches_np)\n",
    "    return s_type, s_batch\n",
    "\n",
    "print(f\"{'Method':<22} {'Sil(type) ↑':>12} {'Sil(batch) ↓':>14}\")\n",
    "print(\"-\" * 50)\n",
    "for name, z in [(\"PCA\",           z_pca),\n",
    "                (\"Plain AE\",      z_ae),\n",
    "                (\"Batch-aware AE\",z_ae_b),\n",
    "                (\"VAE (scVI)\",    z_vae)]:\n",
    "    st, sb = scores(z, name)\n",
    "    print(f\"{name:<22} {st:>12.3f} {sb:>14.3f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1912327",
   "metadata": {
    "id": "34edca2c"
   },
   "source": [
    "**Silhouette results:**\n",
    "\n",
    "| Method | Sil(type) ↑ | Sil(batch) ↓ |\n",
    "|---|---|---|\n",
    "| Plain AE | 0.066 | 0.622 |\n",
    "| Batch-aware AE | **0.578** | 0.004 |\n",
    "| VAE (scVI) | 0.460 | 0.000 |\n",
    "\n",
    "- **Plain AE:** fails on both axes.\n",
    "- **Batch-aware AE:** mixes batches perfectly, highest sil-type here. Feeding $s$ does most of the work on this easy dataset.\n",
    "- **VAE:** mixes batches perfectly, slightly lower sil-type.\n",
    "\n",
    "**On 2D cluster separation alone, the AE matches or beats the VAE here.** So where does the VAE win?\n",
    "\n",
    "**Not in the latent — in the outputs.** The AE returns a point $\\hat{x}$. The VAE returns distribution parameters $\\mu_x, \\theta, \\pi$:\n",
    "\n",
    "1. **Noise model.** AE fits dropout zeros literally. VAE's ZINB separates technical from biological zeros → $\\mu_x$ is denoised. AE has no analog.\n",
    "2. **Principled batch correction.** AE *can* offload batch to $s$ but isn't forced to — works here, fragile on harder data. VAE's KL penalty makes batch-free $z$ the optimum.\n",
    "3. **Differential expression.** Needs a per-cell expression estimate. $\\mu_x$ enables Bayes-factor DE (Section 6). AE can't do this.\n",
    "\n",
    "The scVI win isn't \"deep nets beat PCA\" or \"batch labels help\" — the AE showed both. It's that a generative model with a count likelihood gives you denoising, DE, and uncertainty.\n",
    "\n",
    "## 5.1 VAE $\\mu_x$ as a denoised expression estimate\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "efa8c3e1",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 407
    },
    "id": "2b85a30d",
    "outputId": "37e32385-e440-41e3-fc03-11e97d5c08fa"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIoAAAGGCAYAAAAU62opAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAzMVJREFUeJzs3XlYVNX/B/D3zAAz7IjsLqCI4q6Zmoj7guKuqaAIrpWpZZbfssytslwyy3KpFA1ccCuw3FABzb0UTSUUFXEBEZBVtmHO7w+b+TmyCAgOyPv1PDw1555753Mv47nM555FIoQQICIiIiIiIiKiGk+q6wCIiIiIiIiIiKhqYKKIiIiIiIiIiIgAMFFERERERERERET/YaKIiIiIiIiIiIgAMFFERERERERERET/YaKIiIiIiIiIiIgAMFFERERERERERET/YaKIiIiIiIiIiIgAMFFERERERERERET/YaKIiHQuPDwcEokEO3fu1HUoRERUCuPHj4eJiYmuwyAiIqJKwEQRFWvjxo2QSCSaHz09PdSpUwfjx4/H3bt3dR1etbB48WL89ttvug6j1Pbu3YsFCxZU2vG3bNmClStXVtrxiahsBg8eDCMjI2RkZBRbZ+zYsTAwMEBycrKmLDU1FQqFAhKJBFFRUUXuN378eK17yJM/CoWiws+lpqrM+8yjR4+wYMEChIeHV8rxiYiIqGpiooieadGiRQgICMDatWvRv39/BAYGolu3bsjJydF1aFVedUwULVy4sNKOz0QRUdUyduxYZGdn49dffy1y+6NHjxAcHIx+/fqhdu3amvIdO3ZAIpHAzs4OmzdvLvb4crkcAQEBhX78/f0r/FxqqspOFC1cuJCJIiIiohpGT9cBUNXXv39/vPrqqwCAyZMnw8rKCkuWLEFISAhGjRql4+hIV5RKJVQqFQwMDHQdChGV0+DBg2FqaootW7bA19e30Pbg4GBkZWVh7NixWuWBgYHw9PSEo6MjtmzZgs8//7zI4+vp6cHHx6dSYqeyy8rKgrGxsa7DICIioiqOPYqozLp06QIAuH79uqYsLy8P8+bNQ7t27WBubg5jY2N06dIFYWFhWvu+8sorGD58uFZZy5YtIZFIcPHiRU1ZUFBQiUMa1HJycrBgwQI0btwYCoUC9vb2GD58uFZsWVlZeP/991GvXj3I5XI0adIEy5cvhxBCUyc2NhYSiQQbN24s9B4SiURrONaCBQsgkUgQExOD8ePHw8LCAubm5pgwYQIePXqktV9WVhY2bdqkGW4xfvx4AEBGRgZmzpwJJycnyOVy2NjYoE+fPjh37lyx57pz505IJBJEREQU2rZu3TpIJBJcunQJAJCQkIAJEyagbt26kMvlsLe3x5AhQxAbG1vs8cePH48ffvhBE7v658nrs3z5cqxcuRLOzs6Qy+W4cuWKZoji08dWzzukfhLdvXt3/PHHH7h165bm2E5OTlr7qFQqfPHFF6hbty4UCgV69eqFmJiYYmMmoudjaGiI4cOH4/Dhw0hMTCy0fcuWLTA1NcXgwYM1ZXFxcTh27Bi8vLzg5eWFmzdv4sSJExUa15Ntzg8//ICGDRvCyMgIffv2xe3btyGEwGeffYa6devC0NAQQ4YMQUpKitYxnm671ZycnDRtcWn4+/tDIpFgw4YNWuWLFy+GRCLB3r17i9134MCBaNiwYZHbOnXqpHkIAwChoaFwd3eHhYUFTExM0KRJE3z88cclxlbSfUZ9r7py5QrGjBmDWrVqwd3dHcDj9rh79+6Fjjd+/HhNuxwbGwtra2sAwMKFCzXHf/qa3r17F0OHDoWJiQmsra3xwQcfoKCgoMS4iYiIqGpjjyIqM3VCoFatWpqy9PR0/Pzzz/D29saUKVOQkZGB9evXw8PDA2fOnEGbNm0APE4ybd26VbNfSkoKLl++DKlUimPHjqFVq1YAgGPHjsHa2hpNmzYtNo6CggIMHDgQhw8fhpeXF959911kZGQgNDQUly5dgrOzM4QQGDx4MMLCwjBp0iS0adMGBw4cwOzZs3H37l1888035b4Oo0aNQoMGDfDll1/i3Llz+Pnnn2FjY4MlS5YAAAICAjB58mR06NABb7zxBgDA2dkZAPDWW29h586dmD59Opo1a4bk5GT8+eefiIqKwiuvvFLk+w0YMAAmJibYvn07unXrprUtKCgIzZs3R4sWLQAAI0aMwOXLlzFjxgw4OTkhMTERoaGhiIuLK5ScUXvzzTdx7949hIaGIiAgoMg6/v7+yMnJwRtvvAG5XA5LS8tSX69PPvkEaWlpuHPnjua6Pz0R6ldffQWpVIoPPvgAaWlpWLp0KcaOHYvTp0+X+n2IqGzGjh2LTZs2Yfv27Zg+fbqmPCUlBQcOHIC3tzcMDQ015Vu3boWxsTEGDhwIQ0NDODs7Y/PmzXBzcyvy+ElJSYXKDAwMYGZm9szYNm/ejLy8PMyYMQMpKSlYunQpRo0ahZ49eyI8PBwffvghYmJisGrVKnzwwQeFkjkVYcKECdi9ezdmzZqFPn36oF69evjnn3+wcOFCTJo0CZ6ensXuO3r0aPj6+uLs2bNo3769pvzWrVs4deoUli1bBgC4fPkyBg4ciFatWmHRokWQy+WIiYnB8ePHS4ytpPuM2siRI+Hi4oLFixdrPSB5Fmtra6xZswZTp07FsGHDNA951Pdp4PF92MPDAx07dsTy5ctx6NAhfP3113B2dsbUqVNL/V5ERERUxQiiYvj7+wsA4tChQ+LBgwfi9u3bYufOncLa2lrI5XJx+/ZtTV2lUilyc3O19n/48KGwtbUVEydO1JTt2LFDABBXrlwRQggREhIi5HK5GDx4sBg9erSmXqtWrcSwYcNKjG/Dhg0CgFixYkWhbSqVSgghxG+//SYAiM8//1xr++uvvy4kEomIiYkRQghx8+ZNAUD4+/sXOhYAMX/+fM3r+fPnCwBa5yWEEMOGDRO1a9fWKjM2NhZ+fn6Fjmlubi6mTZtW4vkVxdvbW9jY2AilUqkpi4+PF1KpVCxatEgI8fi6AxDLli0r8/GnTZsmimoW1NfHzMxMJCYmam1Tf05u3rypVR4WFiYAiLCwME3ZgAEDhKOjY6Hjq+s2bdpU63P07bffCgDin3/+KfO5EFHpKJVKYW9vLzp16qRVvnbtWgFAHDhwQKu8ZcuWYuzYsZrXH3/8sbCyshL5+fla9fz8/ASAIn88PDxKjEnd5lhbW4vU1FRN+Zw5cwQA0bp1a6338/b2FgYGBiInJ0dT9nTbrebo6Fhku1yS+Ph4YWlpKfr06SNyc3NF27ZtRf369UVaWlqJ+6WlpQm5XC7ef/99rfKlS5cKiUQibt26JYQQ4ptvvhEAxIMHD8oUlxDF32fU9ypvb+9C27p16ya6detWqNzPz0+rjX7w4EGx11H9+1Xfe9Tatm0r2rVrV9bTICIioiqEQ8/omXr37g1ra2vUq1cPr7/+OoyNjRESEoK6detq6shkMs1cNSqVCikpKVAqlXj11Ve1hlOph60dPXoUwOOeQ+3bt0efPn1w7NgxAI9X07l06ZKmbnF27doFKysrzJgxo9A29ZCpvXv3QiaT4Z133tHa/v7770MIgX379pX1cmi89dZbWq+7dOmC5ORkpKenP3NfCwsLnD59Gvfu3SvTe44ePRqJiYlaE4vu3LkTKpUKo0ePBvB4KImBgQHCw8Px8OHDMh3/WUaMGKEZilAZJkyYoDXnkfozcOPGjUp7T6KaTiaTwcvLCydPntQaQrplyxbY2tqiV69emrKLFy/in3/+gbe3t6bM29sbSUlJOHDgQKFjKxQKhIaGFvr56quvShXbyJEjYW5urnndsWNHAICPjw/09PS0yvPy8iptRU47Ozv88MMPCA0NRZcuXRAZGYkNGzY8s1eUmZkZ+vfvj+3bt2v15gkKCsJrr72G+vXrA3h8TwAezwmlUqkqNPan71UVrah7IdtsIiKi6o2JInom9R/HO3fuhKenJ5KSkiCXywvV27RpE1q1agWFQoHatWvD2toaf/zxB9LS0jR1bG1t4eLiokkKHTt2DF26dEHXrl1x79493LhxA8ePH4dKpXpmouj69eto0qSJ1peFp926dQsODg4wNTXVKlcPabt161apr8PT1H/gq6mH4pUmObN06VJcunQJ9erVQ4cOHbBgwYJS/WHdr18/mJubIygoSFMWFBSENm3aoHHjxgAerzK0ZMkS7Nu3D7a2tujatSuWLl2KhISEspxekRo0aPDcxyjJ81xTIio/9WTVW7ZsAQDcuXNHMw+RTCbT1AsMDISxsTEaNmyImJgYxMTEQKFQwMnJqcjVz2QyGXr37l3oRz0c+VmebhPUSaN69eoVWV6ZbYWXlxcGDBiAM2fOYMqUKVoJtJKMHj0at2/fxsmTJwE8vnf9/fffmuS+uk7nzp0xefJk2NrawsvLC9u3b6+QpFFlttsKhaLQw4NatWqxzSYiIqrmmCiiZ+rQoQN69+6NESNGICQkBC1atMCYMWOQmZmpqRMYGIjx48fD2dkZ69evx/79+xEaGoqePXsW+kPX3d0dx44dQ3Z2Nv7++2906dIFLVq0gIWFBY4dO4Zjx47BxMQEbdu2fWHnqO6B9LSSJuR88svTk0Qp5oAYNWoUbty4gVWrVsHBwQHLli1D8+bNn9nDSS6XY+jQofj111+hVCpx9+5dHD9+XOsLBwDMnDkTV69exZdffgmFQoFPP/0UTZs2xfnz558ZW0menKdErTzXrjjPc02JqPzatWsHV1dXzRxyW7duhRBCa7UzIQS2bt2KrKwsNGvWDC4uLpqf2NhYBAcHa90XKkJxbcLztBXlnWg5OTkZf/31FwDgypUrpU7iDBo0CEZGRti+fTsAYPv27ZBKpRg5cqSmjqGhIY4ePYpDhw5h3LhxuHjxIkaPHo0+ffo898TQldluF/d7ICIiouqNiSIqE5lMhi+//BL37t3D999/rynfuXMnGjZsiN27d2PcuHHw8PBA7969kZOTU+gYXbp0QVxcHLZt24aCggK4ublBKpVqEkjHjh2Dm5vbM/8AdXZ2RnR0NPLz84ut4+joiHv37iEjI0Or/N9//9VsB/6/50pqaqpWvefpcQQU/8c4ANjb2+Ptt9/Gb7/9hps3b6J27dr44osvnnnM0aNHIykpCYcPH8aOHTsghCiUKAIeX5/3338fBw8exKVLl5CXl4evv/663PEWpyzXrjzHJ6IXY+zYsbh06RIuXryILVu2wMXFRWsC5oiICNy5cweLFi3Cjh07tH5+/PFHPHr0CL/99pvuTuAptWrVKtQu5eXlIT4+vlzHmzZtGjIyMvDll1/izz//xMqVK0u1n3ri7x07dkClUiEoKAhdunSBg4ODVj2pVIpevXphxYoVuHLlCr744gscOXKk0OqhTytvu/30tQEKt9tss4mIiGomJoqozLp3744OHTpg5cqVmkSQOqnz5NPc06dPa7raP0k9pGzJkiVo1aqVZshAly5dcPjwYfz111/PHHYGPJ4vJykpSSthpaaOw9PTEwUFBYXqfPPNN5BIJOjfvz+Ax/NIWFlZaeZOUlu9evUz4yiJsbFxoT/GCwoKtIbjAYCNjQ0cHByQm5v7zGP27t0blpaWCAoKQlBQEDp06KA1tODRo0eFEnTOzs4wNTV95vGNjY0BFE76lES9ws6T166goAA//vhjkcd/+tyJqGpQ9x6aN28eIiMjtXoTAf8/7Gz27Nl4/fXXtX6mTJkCFxeXIoef6Yqzs3OhNv3HH38sVw+dnTt3IigoCF999RU++ugjeHl5Ye7cubh69Wqp9h89ejTu3buHn3/+GRcuXCiU3E9JSSm0j3p4Xmna7bK02cDja/Pvv//iwYMHmrILFy4UWmXNyMgIQNnuCURERFT9FT+5C1EJZs+ejZEjR2Ljxo146623MHDgQOzevRvDhg3DgAEDcPPmTaxduxbNmjUrNBShUaNGsLOzQ3R0tNZE1F27dsWHH34IAKVKFPn6+uKXX37BrFmzcObMGXTp0gVZWVk4dOgQ3n77bQwZMgSDBg1Cjx498MknnyA2NhatW7fGwYMHERwcjJkzZ2otIzx58mR89dVXmDx5Ml599VUcPXq01F8CitOuXTscOnQIK1asgIODAxo0aIAmTZqgbt26eP3119G6dWuYmJjg0KFDOHv27DN7/ACAvr4+hg8fjm3btiErKwvLly/X2n716lX06tULo0aNQrNmzaCnp4dff/0V9+/fh5eX1zPjBYB33nkHHh4emkluS9K8eXO89tprmDNnDlJSUmBpaYlt27ZBqVQWefygoCDMmjUL7du3h4mJCQYNGvTMcyaiytegQQO4ubkhODgYALQSRbm5udi1axf69OkDhUJR5P6DBw/Gt99+i8TERNjY2AAAlEolAgMDi6w/bNgwTXK6MkyePBlvvfUWRowYgT59+uDChQs4cOAArKysynScxMRETJ06FT169MD06dMBAN9//z3CwsIwfvx4/Pnnn5BKS37u5unpCVNTU3zwwQeQyWQYMWKE1vZFixbh6NGjGDBgABwdHZGYmIjVq1ejbt26cHd3L/HYRd1n1JN+F2fixIlYsWIFPDw8MGnSJCQmJmLt2rVo3ry51oIMhoaGaNasGYKCgtC4cWNYWlqiRYsWaNGiRYnHJyIiompOV8utUdWnXvb87NmzhbYVFBQIZ2dn4ezsLJRKpVCpVGLx4sXC0dFRyOVy0bZtW/H7778XWmpXbeTIkQKACAoK0pTl5eUJIyMjYWBgILKzs0sV46NHj8Qnn3wiGjRoIPT19YWdnZ14/fXXxfXr1zV1MjIyxHvvvSccHByEvr6+cHFxEcuWLRMqlarQsSZNmiTMzc2FqampGDVqlEhMTCy0NLB6yeGnlzEuapn4f//9V3Tt2lUYGhoKAMLPz0/k5uaK2bNni9atWwtTU1NhbGwsWrduLVavXl2qcxZCiNDQUAFASCQScfv2ba1tSUlJYtq0acLV1VUYGxsLc3Nz0bFjR7F9+/ZnHlepVIoZM2YIa2trIZFIhLqJUC9VvWzZsiL3u379uujdu7eQy+XC1tZWfPzxx5oYw8LCNPUyMzPFmDFjhIWFhQCg+WyEhYUJAGLHjh1ax1W/r7+/f6mvDRGV3w8//CAAiA4dOmiV79q1SwAQ69evL3bf8PBwAUB8++23Qoj/Xz69uJ8n28qnFdfmFNdWFHW/KigoEB9++KGwsrISRkZGwsPDQ8TExAhHR8cil5MvzvDhw4WpqamIjY3VKg8ODhYAxJIlS0p1nLFjxwoAonfv3oW2HT58WAwZMkQ4ODgIAwMD4eDgILy9vcXVq1efedyi7jNCFH+vUgsMDBQNGzYUBgYGok2bNuLAgQNF3rNPnDgh2rVrJwwMDLTuh35+fsLY2LjQcdXvS0RERNWXRAjOEktERERERERERJyjiIiIiIiIiIiI/sM5ioiIiKhGSkhIKHG7oaGhZsEFIiIiopqCQ8+IiIioRnrW8u9+fn7YuHHjiwmGiIiIqIpgjyIiIiKqkUJDQ0vc7uDg8IIiISIiIqo62KOIiIiIiIiIiIgAcDJrIiIiIiIiIiL6DxNFL4GlS5fC1dUVKpWqxHqxsbGQSCScb6EKCg8Ph0QiQXh4uK5DqTLGjx8PJyenSjl2cnIyjI2NsXfv3ko5PhGVT2nuZ1XtXlaZbVVxiroGH330ETp27PhC4yAiIqKXExNF1Vx6ejqWLFmCDz/8EFJpzft1rl69WmdfFpycnCCRSDQ/NjY26NKlC3799VedxEOlV7t2bUyePBmffvqprkMhov/U9PvZ85o5cyYuXLiAkJAQXYdCRERE1Rz/EqvmNmzYAKVSCW9vb12HohO6TBQBQJs2bRAQEICAgAB88MEHuHfvHoYPH461a9eW6Thdu3ZFdnY2unbtWkmRVj8//fQToqOjK+34b731Fs6dO4cjR45U2nsQUelV1/tZZbdVpWVnZ4chQ4Zg+fLlug6FiIiIqjkmiqo5f39/DB48GAqFosKOmZWVVWHHquo2btz4zOWRS1KnTh34+PjAx8cH//vf/3D8+HEYGxvjm2++KdNxpFIpFAoFn6I/QV9fH3K5vNKO37RpU7Ro0aLKDF8hqukq4372IlR2W1UWo0aNwp9//okbN27oOhQiIiKqxvittBq7efMmLl68iN69exfalpqaivHjx8Pc3BwWFhbw8/NDampqoXrjx4+HiYkJrl+/Dk9PT5iammLs2LEAHieM3n//fdSrVw9yuRxNmjTB8uXL8fRCeRKJBNOnT8fmzZvRpEkTKBQKtGvXDkePHi30fufPn0f//v1hZmYGExMT9OrVC6dOndKqs2DBgiKTN+qkTmxsLIDHQ78uX76MiIgIzfCv7t27l/LqVQ47Ozs0bdoUN2/e1JSV5pyLmqPo2rVrGDFiBOzs7KBQKFC3bl14eXkhLS1NUyc0NBTu7u6wsLCAiYkJmjRpgo8//ljr2ImJiZg0aRJsbW2hUCjQunVrbNq0SauOer6L5cuX48cff4SzszPkcjnat2+Ps2fPPvO81b+b48ePY9asWbC2toaxsTGGDRuGBw8eFKq/evVqNG/eHHK5HA4ODpg2bVqhz2dR835s27YN7dq1g6mpKczMzNCyZUt8++23WnVSU1Mxc+ZMzee2UaNGWLJkSZFznvTp0wd79uwp9JkmoheruPtZae9lAPDvv//i9ddfh6WlJRQKBV599dVCw7CqY1tVlmugvn7BwcFFbiciIiIqDT1dB0Dld+LECQDAK6+8olUuhMCQIUPw559/4q233kLTpk3x66+/ws/Pr8jjKJVKeHh4wN3dHcuXL4eRkRGEEBg8eDDCwsIwadIktGnTBgcOHMDs2bNx9+7dQj1mIiIiEBQUhHfeeQdyuRyrV69Gv379cObMGbRo0QIAcPnyZXTp0gVmZmb43//+B319faxbtw7du3dHREREmSfhXLlyJWbMmAETExN88sknAABbW9syHaOi5efn4/bt26hduzaA8p9zXl4ePDw8kJubixkzZsDOzg53797F77//jtTUVJibm+Py5csYOHAgWrVqhUWLFkEulyMmJgbHjx/XHCc7Oxvdu3dHTEwMpk+fjgYNGmDHjh0YP348UlNT8e6772q975YtW5CRkYE333wTEokES5cuxfDhw3Hjxg3o6+s/8/xnzJiBWrVqYf78+YiNjcXKlSsxffp0BAUFaeosWLAACxcuRO/evTF16lRER0djzZo1OHv2LI4fP17s+4SGhsLb2xu9evXCkiVLAABRUVE4fvy45jwePXqEbt264e7du3jzzTdRv359nDhxAnPmzEF8fDxWrlypdcx27drhm2++weXLlzWfUyJ68Yq6n5XlXnb58mV07twZderUwUcffQRjY2Ns374dQ4cOxa5duzBs2DCt+tWlrSrr/dzc3BzOzs44fvw43nvvvVJefSIiIqKnCKq25s6dKwCIjIwMrfLffvtNABBLly7VlCmVStGlSxcBQPj7+2vK/fz8BADx0UcfFXmMzz//XKv89ddfFxKJRMTExGjKAAgA4q+//tKU3bp1SygUCjFs2DBN2dChQ4WBgYG4fv26puzevXvC1NRUdO3aVVM2f/58UdRH09/fXwAQN2/e1JQ1b95cdOvWrZgr9GzqY5aHo6Oj6Nu3r3jw4IF48OCBuHDhgvDy8hIAxIwZM4QQpT/nsLAwAUCEhYUJIYQ4f/68ACB27NhR7Pt/8803AoB48OBBsXVWrlwpAIjAwEBNWV5enujUqZMwMTER6enpQgghbt68KQCI2rVri5SUFE3d4OBgAUDs2bOnxGuhvo69e/cWKpVKU/7ee+8JmUwmUlNThRBCJCYmCgMDA9G3b19RUFCgqff9998LAGLDhg2aMj8/P+Ho6Kh5/e677wozMzOhVCqLjeOzzz4TxsbG4urVq1rlH330kZDJZCIuLk6r/MSJEwKACAoKKvH8iKhyFXU/K8u9rFevXqJly5YiJydHU6ZSqYSbm5twcXHRlFW3tqos10Ctb9++omnTpsW+NxEREdGzcOhZNZacnAw9PT2YmJhole/duxd6enqYOnWqpkwmk2HGjBnFHuvJuupjyGQyvPPOO1rl77//PoQQ2Ldvn1Z5p06d0K5dO83r+vXrY8iQIThw4AAKCgpQUFCAgwcPYujQoWjYsKGmnr29PcaMGYM///wT6enppT/5cnr48CGSkpI0P5mZmQCgVZaUlIRHjx6V6ngHDx6EtbU1rK2t0bp1a+zYsQPjxo3DkiVLnuuczc3NAQAHDhwoNhYLCwsAj4cYFLeU9N69e2FnZ6c1Oay+vj7eeecdZGZmIiIiQqv+6NGjUatWLc3rLl26AECp57t44403tIYNdunSBQUFBbh16xYA4NChQ8jLy8PMmTO15mOaMmUKzMzM8McffxR7bAsLC2RlZSE0NLTYOjt27ECXLl1Qq1Ytrd9n7969UVBQUGg4pPpck5KSSnV+RFQ5irqflfZelpKSgiNHjmDUqFHIyMjQ/LtPTk6Gh4cHrl27hrt372rtU13aqvLcz9XHJCIiIiovJopeQrdu3YK9vX2hBFKTJk2KrK+np4e6desWOoaDgwNMTU21yps2barZ/iQXF5dCx23cuDEePXqEBw8e4MGDB3j06FGRMTRt2hQqlQq3b99+9sk9p7Zt22oSO9bW1po/tp8ss7a2xtKlS0t1vI4dOyI0NBSHDh3CiRMnkJSUhF9++QWGhobPdc4NGjTArFmz8PPPP8PKygoeHh744YcftOYnGj16NDp37ozJkyfD1tYWXl5e2L59u1bS6NatW3BxcSk0SXZxv8f69etrvVYnUh4+fFiq6/Gs/dXv9/Q1MTAwQMOGDQvF86S3334bjRs3Rv/+/VG3bl1MnDgR+/fv16pz7do17N+/v9DvUz1vR2JiolZ98d/cRM8zoTkRVY7S3stiYmIghMCnn35a6N/+/PnzART+t19d2qqy3s+Bx+0a2zQiIiJ6HpyjqBqrXbs2lEolMjIyCiV0ykIul1ep1baK+wO3oKDguY+9efNmZGdna14fPHgQy5YtK/Tk98keQCWxsrIqcjLxivD1119j/PjxCA4OxsGDB/HOO+/gyy+/xKlTp1C3bl0YGhri6NGjCAsLwx9//IH9+/cjKCgIPXv2xMGDByGTycr8nsXtI0o52fPz7l8SGxsbREZG4sCBA9i3bx/27dsHf39/+Pr6aibnVqlU6NOnD/73v/8VeYzGjRtrvVZ/KbSysnru+Iio/J7nfqZOjn/wwQfw8PAosk6jRo20Xle3tqosHj58yDaNiIiIngsTRdWYq6srgMerxbRq1UpT7ujoiMOHDyMzM1PrKWR0dHSpj+3o6IhDhw4V+qP933//1Wx/0rVr1wod4+rVqzAyMoK1tTUAwMjIqMgY/v33X0ilUtSrVw/A/z/ZTU1N1QyvAgr3fgHK3hOkc+fOWq/v3LkDAJWS7LG2ti71ORenZcuWaNmyJebOnYsTJ06gc+fOWLt2LT7//HMAgFQqRa9evdCrVy+sWLECixcvxieffIKwsDD07t0bjo6OuHjxIlQqlVYysLjfY2VTv190dLRWMi4vLw83b9585u/BwMAAgwYNwqBBg6BSqfD2229j3bp1+PTTT9GoUSM4OzsjMzOz1L9P9ep06h5WRKQbRd3PSnsvU7cl+vr6FdaWV5W2qjz385s3b6J169alOU0iIiKiIlWdbiRUZp06dQIA/PXXX1rlnp6eUCqVWLNmjaasoKAAq1atKvWxPT09UVBQgO+//16r/JtvvoFEIkH//v21yk+ePIlz585pXt++fRvBwcHo27cvZDIZZDIZ+vbti+DgYM3y9gBw//59bNmyBe7u7jAzMwMAODs7A4DWfDJZWVmFlnQHAGNj42KXCda1spzz09LT06FUKrXKWrZsCalUitzcXACP5+V4Wps2bQBAU8fT0xMJCQlaK/kolUqsWrUKJiYm6Nat2/OcYpn17t0bBgYG+O6777Se3K9fvx5paWkYMGBAsfsmJydrvZZKpZovlOrzHTVqFE6ePIkDBw4U2j81NbXQNf37779hbm6O5s2bl/uciOj5FXU/K+29zMbGBt27d8e6desQHx9f6NhFLXv/LFWlrSrr/TwtLQ3Xr1+Hm5tbKc+UiIiIqDD2KKrGGjZsiBYtWuDQoUOYOHGipnzQoEHo3LkzPvroI8TGxqJZs2bYvXu31vw2zzJo0CD06NEDn3zyCWJjY9G6dWscPHgQwcHBmDlzpiaZo9aiRQt4eHjgnXfegVwux+rVqwEACxcu1NT5/PPPERoaCnd3d7z99tvQ09PDunXrkJubqzUnUN++fVG/fn1MmjQJs2fPhkwmw4YNG2BtbY24uDit923Xrh3WrFmDzz//HI0aNYKNjQ169uxZputYmUp7zk87cuQIpk+fjpEjR6Jx48ZQKpUICAiATCbDiBEjAACLFi3C0aNHMWDAADg6OiIxMRGrV69G3bp14e7uDuDxhK3r1q3D+PHj8ffff8PJyQk7d+7E8ePHsXLlyucaslge1tbWmDNnDhYuXIh+/fph8ODBiI6OxurVq9G+fXv4+PgUu+/kyZORkpKCnj17om7durh16xZWrVqFNm3aaHoEzZ49GyEhIRg4cCDGjx+Pdu3aISsrC//88w927tyJ2NhYrSEZoaGhGDRoEOfzINKxou5nZbmX/fDDD3B3d0fLli0xZcoUNGzYEPfv38fJkydx584dXLhwoUzxVJW2qqz380OHDkEIgSFDhpTpfImIiIi06Gq5NaoYK1asECYmJuLRo0da5cnJyWLcuHHCzMxMmJubi3HjxmmWXH9yOV0/Pz9hbGxc5LEzMjLEe++9JxwcHIS+vr5wcXERy5Yt01pSWAghAIhp06aJwMBA4eLiIuRyuWjbtq1mqfcnnTt3Tnh4eAgTExNhZGQkevToIU6cOFGo3t9//y06duwoDAwMRP369cWKFSs0yxrfvHlTUy8hIUEMGDBAmJqaCgCiW7dupb52Qvz/Usnl4ejoKAYMGPDMeqU557CwMAFAc81u3LghJk6cKJydnYVCoRCWlpaiR48e4tChQ5p9Dh8+LIYMGSIcHByEgYGBcHBwEN7e3oWWW75//76YMGGCsLKyEgYGBqJly5aFllS+efOmACCWLVtWKH4AYv78+SWeo/o6nj17tsTzUvv++++Fq6ur0NfXF7a2tmLq1Kni4cOHWnWeXnJ6586dom/fvsLGxkbzuXjzzTdFfHy81n4ZGRlizpw5olGjRsLAwEBYWVkJNzc3sXz5cpGXl6epFxUVJQBoXVMi0p2i7melvZcJIcT169eFr6+vsLOzE/r6+qJOnTpi4MCBYufOnZo61bGtKss1GD16tHB3d3/GlSYiIiIqmUSICpi5kXQmLS0NDRs2xNKlSzFp0iSdxCCRSDBt2rRCw9SIqrKZM2fi6NGj+Pvvv9mjiKgKqAr3s+osISEBDRo0wLZt29ijiIiIiJ4L5yiq5szNzfG///0Py5Yt01oWnYiKl5ycjJ9//hmff/45k0REVQTvZ89n5cqVaNmyJZNERERE9NzYo4ieG3sUEREREREREb0c2KOIiIiIiIiIiIgAcNUzqgDslEZERERERET0cmCPIiIiIiIiIiIiAsBEERERERERERER/YdDzwCoVCrcu3cPpqamXAGJiKoFIQQyMjLg4OAAqZQ5/yexTSei6oZtOhERVSVMFAG4d+8e6tWrp+swiIjK7Pbt26hbt66uw6hS2KYTUXXFNp2IiKoCJooAmJqaAnh8czYzM9NxNEREz5aeno569epp2i/6f2zTiai6YZtORERVCRNFgGZogpmZGb9UEFG1wqFVhbFNJ6Lqim06ERFVBRwETUREREREREREAJgoIiIiIiIiIiKi/zBRREREREREREREAJgoIiIiIiIiIiKi/zBRREREREREREREAJgoIiIiIiIiIiKi/zBRREREREREREREAJgoIiIiIiIiIiKi/zBRREREREREREREAJgoIiLSGSEE4uLidB0GERFVAKVSibt37+o6DCIioufGRBERkY4kJCRg06ZN+Oeff3QdChERPaeYmBj4+/sjNjZW16EQERE9FyaKiIh0xN7eHkOHDoVKpdJ1KERE9JxcXV3Rs2dPtulERFTt6ek6ACKimiQvLw+PHj2ChYUFAKBly5a6DYiIiMotMzMTUqkURkZGAAA3NzcdR0RERPT82KOIiOgFycnJQUBAADZt2oSMjAxdh0NERM8hLS0N/v7+2Lx5M3Jzc3UdDhERUYVhooiI6AXIzMzExo0bcfv2bWRnZzNRRERUjSUlJWHDhg1ITk5GZmYmHj16pOuQiIiIKgyHnhERVbK0tDT88ssvSE5OhomJCcaNGwdbW1tdh0VEROWQkJCAgIAAZGVlwcrKCr6+vjAzM9N1WERERBWGiSIiokqUlJSEgIAApKWlwcLCAr6+vrC0tNR1WEREVA5xcXHYsmULcnJyYG9vDx8fHxgbG+s6LCIiogrFRBERUSVJTEzEpk2b+NSZiOglcOPGDWzduhX5+flwdHSEt7c3FAqFrsMiIiKqcEwUERFVEhMTExgZGcHMzIxPnYmIqjkLCwvI5XI4OTlh1KhR0NfX13VIRERElUKnk1kXFBTg008/RYMGDWBoaAhnZ2d89tlnEEJo6gghMG/ePNjb28PQ0BC9e/fGtWvXtI6TkpKCsWPHwszMDBYWFpg0aRIyMzNf9OkQEWkxMjKCr68v/Pz8XvokEdtzInrZWVpaYuLEifDy8mKSiIiIXmo6TRQtWbIEa9aswffff4+oqCgsWbIES5cuxapVqzR1li5diu+++w5r167F6dOnYWxsDA8PD+Tk5GjqjB07FpcvX0ZoaCh+//13HD16FG+88YYuTomIarjLly/j77//1rw2NTWtEUMT2J4T0cvo1KlTWgltS0tLyGQyHUZERERU+STiyce9L9jAgQNha2uL9evXa8pGjBgBQ0NDBAYGQggBBwcHvP/++/jggw8APF49yNbWFhs3boSXlxeioqLQrFkznD17Fq+++ioAYP/+/fD09MSdO3fg4ODwzDjS09Nhbm6OtLQ0zh9CROV2/vx5hISEAADGjx8PR0fHSnuvqtZuVZX2HKh614aIqh8hBCIiIhAeHg49PT1MmzYNtWrVqrT3Y7tFRERViU57FLm5ueHw4cO4evUqAODChQv4888/0b9/fwDAzZs3kZCQgN69e2v2MTc3R8eOHXHy5EkAwMmTJ2FhYaH5UgEAvXv3hlQqxenTp4t839zcXKSnp2v9EBE9j5MnTyI4OBhCCLRt2xb16tXTdUgvlK7ac4BtOhFVLCEEDhw4gPDwcABA165dYWFhodOYiIiIXiSdTmb90UcfIT09Ha6urpDJZCgoKMAXX3yBsWPHAgASEhIAALa2tlr72draarYlJCTAxsZGa7uenh4sLS01dZ725ZdfYuHChRV9OkRUAwkhEB4ejoiICACPEyZ9+vSBRCLRcWQvlq7ac4BtOhFVHJVKhZCQEERGRgIAPD090aFDB90GRURE9ILptEfR9u3bsXnzZmzZsgXnzp3Dpk2bsHz5cmzatKlS33fOnDlIS0vT/Ny+fbtS34+IXk7qp87qJFHPnj1rZJII0F17DrBNJ6KKoVQqsWPHDkRGRkIqlWLYsGFMEhERUY2k0x5Fs2fPxkcffQQvLy8AQMuWLXHr1i18+eWX8PPzg52dHQDg/v37sLe31+x3//59tGnTBgBgZ2eHxMREreMqlUqkpKRo9n+aXC6HXC6vhDMioprk6tWrOHXqFAA+ddZVew6wTSeiivHXX38hKioKMpkMI0eOhKurq65DIiIi0gmd9ih69OgRpFLtEGQyGVQqFQCgQYMGsLOzw+HDhzXb09PTcfr0aXTq1AkA0KlTJ6SmpmqtMnTkyBGoVCp07NjxBZwFEdVUjRs3hru7O586g+05EVV/HTp0QJs2bTB27FgmiYiIqEbTaY+iQYMG4YsvvkD9+vXRvHlznD9/HitWrMDEiRMBABKJBDNnzsTnn38OFxcXNGjQAJ9++ikcHBwwdOhQAEDTpk3Rr18/TJkyBWvXrkV+fj6mT58OLy+vUq+QQ0RUWnl5eQAAAwMDSCQSrcmZazK250RUHT169AgKhQJSqRRSqVTTHhEREdVkEiGE0NWbZ2Rk4NNPP8Wvv/6KxMREODg4wNvbG/PmzYOBgQGAx3OAzJ8/Hz/++CNSU1Ph7u6O1atXo3HjxprjpKSkYPr06dizZw+kUilGjBiB7777DiYmJqWKg0uSElFpZGdnY8uWLdDX18eYMWOgp6e7XHtVa7eqSnsOVL1rQ0RVU2pqKgICAlCvXj0MGTJEp/PLsd0iIqKqRKeJoqqCN2ciepbMzEwEBATg/v37UCgUmDhxYqEVul4ktlvF47UhomdJSkpCQEAA0tLSYGFhgcmTJ5cpIV3R2G4REVFVotOhZ0RE1YH6qXNycjJMTEwwbtw4nSaJiIio/OLj4xEYGIisrCxYWVnB19dXp0kiIiKiqoaJIiKiEjz91NnX1xeWlpa6DouIiMohLi4OW7ZsQU5ODuzt7eHj4wNjY2Ndh0VERFSlMFFERFSMhIQEBAQEaD115pAAIqLqKSYmBkFBQcjPz4ejoyO8vb2hUCh0HRYREVGVw0QREVEJCgoK+NSZiOgloVKp4OLiglGjRkFfX1/X4RAREVVJTBQRERXDzs4Ofn5+qFWrFp86ExFVc40aNcL48ePh4OAAmUym63CIiIiqLKmuAyAiqkquXLmCuLg4zWt7e3smiYiIqqmzZ88iOTlZ87pevXpMEhERET0DE0VERP85f/48duzYgc2bNyMlJUXX4RARUTkJIRAeHo4//vgDv/zyC7Kzs3UdEhERUbXBoWdERABOnTqF/fv3AwCaN28OCwsL3QZERETlIoTAgQMHcOrUKQBAu3bt2DOUiIioDJgoIqIaTQiBiIgIhIeHAwDc3NzQp08fSCQS3QZGRERlplKpEBISgsjISACAp6cnOnTooNugiIiIqhkmioioxnr6qXPPnj3RpUsXJomIiKohpVKJXbt2ISoqClKpFEOGDEHr1q11HRYREVG1w0QREdVYf/31lyZJxKfORETV25EjRxAVFQWZTIaRI0fC1dVV1yERERFVS0wUEVGN1bZtW0RHR6Nly5Z86kxEVM116dIFt2/fRo8ePdCwYUNdh0NERFRtMVFERDVKfn4+9PT0IJFIoKenh7Fjx3KoGRFRNZWfnw99fX0AgKGhISZOnMg2nYiI6DlJdR0AEdGLkp2djV9++QUHDx6EEAIA+IWCiKiaSk1Nxdq1a3H69GlNGdt0IiKi58dEERHVCJmZmdi4cSNu376N8+fPIz09XdchERFROSUlJcHf3x/Jyck4deoU8vLydB0SERHRS4NDz4jopZeamoqAgAAkJyfDxMQE48aNg7m5ua7DIiKicoiPj0dgYCCysrJgZWUFX19fGBgY6DosIiKilwYTRUT0UktKSkJAQADS0tJgYWEBX19fWFpa6josIiIqh7i4OGzZsgU5OTmwt7eHj48PjI2NdR0WERHRS4WJIiJ6aRX11NnMzEzXYRERUTnExMQgKCgI+fn5cHR0hLe3NxQKha7DIiIieukwUUREL62UlBQ8evSIT52JiF4CiYmJyM/Ph4uLC0aNGqVZ7YyIiIgqFhNFRPTSat68OWQyGZycnPjUmYiomnNzc4OZmRmaNm0KmUym63CIiIheWlz1jIheKtHR0Vormrm6ujJJRERUTV28eBG5ubma1y1atGCSiIiIqJIxUUREL43z589j27Zt+OWXX5Cdna3rcIiIqJyEEAgPD8fu3buxZcsWFBQU6DokIiKiGoNDz4jopXDq1Cns378fAFC/fn3I5XIdR0REROUhhMCBAwdw6tQpAICzszOkUj7bJCIielGYKCKiak0IgYiICISHhwN4PIdFnz59IJFIdBsYERGVmUqlQkhICCIjIwEAnp6e6NChg26DIiIiqmGYKCKiaksIgf379+P06dMAgJ49e6JLly5MEhERVUNKpRK7du1CVFQUpFIphgwZgtatW+s6LCIiohqHiSIiqrYiIiI0SSI+dSYiqt727NmDqKgoyGQyjBw5Eq6urroOiYiIqEZiooiIqq127drhn3/+QdeuXfnUmYiomuvcuTNiY2MxZMgQNGzYUNfhEBER1VgSIYTQdRC6lp6eDnNzc6SlpcHMzEzX4RBRCYQQWkPLCgoKauRSyWy3isdrQ1R9sE1/jO0WERFVJVxCgoiqjZycHPj7++PixYuaspr4hYKI6GWQlpaGtWvXIjY2VlPGNp2IiEj3mCgiomohMzMTGzduRFxcHA4cOIDc3Fxdh0REROWUlJSEDRs24P79+9i3bx/YwZ2IiKjq4BxFRFTlpaamIiAgAMnJyTAxMcG4ceMgl8t1HRYREZVDfHw8AgMDkZWVBSsrK4wdO5arVRIREVUhTBQRUZWWlJSEgIAApKWlwcLCAr6+vrC0tNR1WEREVA5xcXHYsmULcnJyYG9vDx8fHxgbG+s6LCIiInoCE0VEVGU9/dTZ19eXk3wSEVVTMTExCAoKQn5+PhwdHeHt7Q2FQqHrsIiIiOgpTBQRUZUVHR2NrKwsPnUmInoJ/PPPP8jPz4eLiwtGjRoFfX19XYdERERERWCiiIiqrG7dukEul6Nt27Z86kxEVM0NHjwYNjY2eO2117i6GRERURXGVc+IqEq5efMmlEolAEAikaBTp05MEhERVVMxMTGaFc1kMhk6d+7MJBEREVEVx0QREVUZ58+fxy+//IIdO3agoKBA1+EQEVE5CSEQHh6OwMBA7Nu3T5MsIiIioqqPQ8+IqEo4deoU9u/fDwAwMTHhUslERNWUEAIHDhzAqVOnAACmpqY6joiIiIjKgokiItIpIQQiIiIQHh4OAHBzc0OfPn2YKCIiqoZUKhVCQkIQGRkJAPD09ESHDh10GxQRERGVCRNFRKQzTz917tmzJ7p06cIkERFRNaRUKrFr1y5ERUVBKpViyJAhaN26ta7DIiIiojJiooiIdObJJBGfOhMRVV9CCOzYsQPR0dGQyWQYOXIkXF1ddR0WERERlQMnsyYinWnRogUUCgWGDRvGJBERUTUmkUjQpk0byOVyjB07lkkiIiKiaow9iohIZ+rWrYt3330XhoaGug6FiIieU9OmTeHk5MQ2nYiIqJpjjyIiemGys7MRGBiIe/fuacr4hYKIqHpKS0vDpk2bkJqaqiljm05ERFT9MVFERC9EZmYmNm7ciJiYGOzatQsqlUrXIRERUTklJSVhw4YNuHnzJvbs2aPrcIiIiKgCcegZEVW61NRUBAQEIDk5GSYmJhg1ahSkUuapiYiqo/j4eAQGBiIrKwtWVlYYMmSIrkMiIiKiCsRvakRUqZKSkuDv74/k5GRYWFhg4sSJsLW11XVYRERUDnFxcdi0aROysrJgb2+PCRMmwMzMTNdhEb201qxZAzMzMyQnJ+s6lOeyceNGSCQShIeH6zoUqma+/fZbWFpaIiUlRdeh1ChMFBFRpYmPj4e/vz/S0tJgZWWFiRMnwtLSUtdhERFROcTExCAgIAA5OTlwdHSEn58fjI2NdR0W0UsrLS0N8+fPx8yZM1G7du1i661cuRIbN258cYE9JTY2FgsWLEBkZKTOYqCqYePGjVi5cmWFHvPNN9+EoaEhFi1aVKHHLa2HDx/izTffhK2tLYyMjNCxY0fs37//uY978OBBdO/eHVZWVjA3N0e7du2wbt26QtNzbNy4EQMHDkT9+vUhl8tRp04dTJo0CXfv3i3yuMHBwWjfvj0MDQ1hZ2eH6dOnIyMjo8zxMVFERJXmzz//5FNnIqKXgBACYWFhyM/Ph4uLC3x8fKBQKHQdFtFLbfXq1Xj48CGmT59eYr2qkChauHAhE0VUKYkihUKBN954A2vWrMGDBw8q9NjPUlBQgP79+8Pf3x8TJkzAihUrkJeXh4EDB+Lw4cPlPu7u3bvh4eGBtLQ0zJs3D1999RUsLCzw1ltv4ZNPPtHUUyqVmDBhgiZZ9cMPP2Do0KEICAhA+/bttRYIAoA9e/Zg2LBhAB63C+PGjcPatWsxZMgQCCHKFCPnKCKiSjNkyBCYmpqie/fu/EJBRFSNSSQSeHt748SJE+jVqxdkMpmuQyJ6qalUKqxbtw59+/aFjY2NrsMh0ikfHx8sWLAAGzZswIcffvjC3jcoKAinT5/G8uXL8f777wMAvLy84OLigtmzZ+PcuXPlOu73338PAwMDhIeHw9zcHAAwefJkNGzYEP7+/vjyyy8BAFKpFMeOHYO7u7vW/s7Oznj//ffx9ddf4+uvv9aUf/DBB7Czs0NYWBhMTEwAABYWFpg7dy727NmDwYMHlzpGnfcounv3Lnx8fFC7dm0YGhqiZcuW+OuvvzTbhRCYN28e7O3tYWhoiN69e+PatWtax0hJScHYsWNhZmYGCwsLTJo0CZmZmS/6VIgIQEJCgiZjbWBggH79+jFJVEOwPSd6+SQkJGj+38TEBH379mWSiKqluLg4TJkyRTN8w9HREVOmTMGtW7e06t27dw/jx4+Hra0tDAwM4OLigs8++wxKpbLQMWNjYyGRSLBgwQIcOXIEbm5uMDIygpWVFfz8/LTqhoeHQyKRYOPGjdixYwfatGmjGRoyZ86cQsc+c+YMbt26BU9PzyLPZ8GCBZBIJJBIJLh16xYiIiI0r9Xv87Tx48dDIpEgOzsb7733nuZ+3KxZMxw9erTQORUXv5qTkxMkEgl69OgBAJgwYYJWDEV59OgRpk+fDmtra1haWsLb2xtpaWlF1q0MT86VtHr1ajRp0gQKhQL16tXDqlWrNPW2bduGQYMGoV69epDL5bC1tcWYMWNw/fp1TZ1x48bB3Ny8xJ4aEyZMgLGxcZGfn9Ko6M+t+nMTGxurVa7+bBRVFhsbiwEDBsDU1BT169fHggULtIZHqa+pRCJBREQEbt26pfU5ePqzBADr16/HK6+8AjMzM5iZmaF169b4/PPPi70Ozs7OaNKkCXbs2FHKK1cxdu/eDZlMhsmTJ2vKLCwsMHr0aJw/f17r81AWGRkZMDQ01Bptoa+vj1q1asHQ0FBTJpVKCyWJAMDDwwMAcPnyZU3ZpUuXcPXqVYwZM0aTJAKAN954AwDKfO102qPo4cOH6Ny5M3r06IF9+/bB2toa165dQ61atTR1li5diu+++w6bNm1CgwYN8Omnn8LDwwNXrlzRfPkcO3Ys4uPjERoaivz8fEyYMAFvvPEGtmzZoqtTI6qRzp8/j5CQEHTr1g3du3fXdTj0ArE9J3q5CCEQERGB8PBwDB06FG3atNF1SETlFh0djc6dOyMzMxOTJ09Gq1at8PDhQ2zbtg1hYWEYP348ACA9PR3u7u64ffs2pk2bhsaNG2P//v2YN28erl+/XuzwrnPnzmH58uXw8/ODr68vEhIS8OeffxZZNyQkBEeOHMGUKVMwdepU3Lx5s9CXdgCIiIgAAHTo0KHI4wwfPhyNGjUCALz33nuwsrLSGrLi5uZW7PXw8fHBrVu38M4778DU1BQnT54slHgojZUrVyIzMxNRUVFYvHgx3njjDXTp0qXEfWbNmoWmTZti0aJFOHPmjOaabt26tczv/zxWrVqFkydPYuLEiahXrx6ioqK0vvR/++23kMlkePvtt2Fra4tbt25hzZo1OHToEK5cuQIrKyt07twZgYGB+Pfff9G0adMi3+fMmTPo2LEj9PTK/rW7sj+3pTVw4ED07t0bAwcOxLZt27Bw4ULY29vjzTffBAB07doVAQEBAIAvvvgCSUlJ+OabbzT7t2rVSut4v/zyCyZPnox+/fphypQpUKlUuHz5Mnbv3o25c+cWG8drr72GwMBApKWlaXrhFGX8+PHYtGkT/Pz8nvvcIyMj4ezsXOj92rVrBwC4cOECnJ2dy3zcvn374q+//sK7776LGTNmQE9PD1u3bsXly5fx888/P3P/+Ph4AECdOnW0Yn0yNjVra2vUr18fFy5cKFuQQoc+/PBD4e7uXux2lUol7OzsxLJlyzRlqampQi6Xi61btwohhLhy5YoAIM6ePaups2/fPiGRSMTdu3dLFUdaWpoAINLS0sp5JkR08uRJMX/+fDF//nwRHBwsVCqVrkN6qVW1dquqtOdCVL1rQ1TdqFQqsW/fPk2bfvToUV2H9NJju1W5evXqJSQSiTh+/LhWeUFBgYiPj9e8/uqrrwQAsWbNGq16AwcOFADExYsXtcpv3rwpAAgAIiIiQmubUqnUeh0WFiYACIVCIaKjo0usK4QQvr6+AoBITk5+5vk5OjqKbt26PbOen5+fACD69u0r8vPzi4xBfU7z588vMn5/f/9Cxy1pm5q/v78AIAYMGKBV3q1bN6FQKArFU1nUcdja2orExEStbU/+HuLi4grte+TIEQFAfP3110IIIS5evCgAiI0bNwohHred8fHxIjs7WwghRHp6upBKpWLu3LnlirUyPrfz588XAMTNmze16qo/G0WVPfm3W3p6ujA1NRW9e/cuMuZu3boJR0fHEs9r2LBhwtzcXBQUFGiVP+sz8NlnnwkA4tSpUyXWU8ft5+dXYr3SMDIyEl27dhVCPL6ednZ2IioqSuzdu1cAEKtWrSrXcbOzs8XEiROFnp6epg0xNzcXwcHBpdq/f//+AoD4888/NWVLly4VAMSRI0dEWFiYsLCwEDNmzBBCCNGhQwdRu3btMsWo06FnISEhePXVVzFy5EjY2Nigbdu2+OmnnzTbb968iYSEBPTu3VtTZm5ujo4dO+LkyZMAgJMnT8LCwgKvvvqqpk7v3r0hlUpx+vTpIt83NzcX6enpWj9EVD7ivwlO1bP/u7m5YdCgQcV2OaaXk67ac4BtOlFFUqlUCA4OxqlTpwAAnp6ez+whQFSVJSUl4ciRI/D09CzUy0YqlcLOzk7zOjQ0FHp6eoWGjU2ZMkWzvSg9e/ZE165dtcqKG6I5ZswYNG7c+Jl1Hzx4AIlEAgsLi6JP7DnMnTu3UA+XFzWk1MvLS+t1+/btkZOTg8TExBfy/mrTpk2DtbW1VtmT16BevXoAHv+dm5aWhqSkJM3vTT1svnnz5jA3N9f8jXL+/HnY29tr5pf566+/oFKp0Llz5zLH9yI+t6X15O/M1NQUTZo0KVcPNDUzMzNkZmbixIkTWuXP6nWlXvnvWZ8Ve3t7NGnSBPb29uWOUS0nJwdyuRzA4997UlISUlNTNWXZ2dnlOq5MJoOTkxN8fHywZcsWbNmyBR06dICXlxcOHDhQ4r7ff/899u3bhxkzZmh9tnJycgAAcrkc8fHxSE1Nxc2bNzVlZY1Vp4miGzduYM2aNXBxccGBAwcwdepUvPPOO9i0aROA/x8Xb2trq7Wfra2tZltCQkKhCd709PRgaWmpNa7+SV9++SXMzc01P+qGgIjKRgiB/fv3a7pH9+zZE3369GGSqAbSVXsOsE0nqihKpRI7duxAZGQkpFIphg0bVuywF6Lq4vr16xBCoEWLFs+se/v2bdja2mrNEQIADRo0APB4vpiiNG/evNTxlLZuZf4tVZZ4K9rTX96NjY0BAHl5eS80jmddg/Pnz8PT0xMmJiawsLCAtbU16tatC+D/v5BLpVJ06tQJZ86cAfA4IWNpaan5on/mzBlNnbJ6EZ/b0irqd/Y8v685c+agTp066NKlCxo0aIDRo0dj3bp1ePToUYn7if/mgnrWv40vv/wS//77ryZh9zwUCoXmXM+fP4979+7htddeQ25uLgAUuual5efnh127dmH9+vXw9vaGt7c39u3bh0aNGmHSpEnIz88vcr99+/bhvffeg4eHB1asWFEoVuDxvyVvb2/cvXsXv/76K4DHD1XLGqtOE0UqlQqvvPIKFi9ejLZt2+KNN97AlClTsHbt2kp93zlz5iAtLU3zc/v27Up9P6KX1Z49ezRPUTw9PdG1a1cmiWooXbXnANt0oopQUFCArVu3IioqCjKZDKNGjULr1q11HRZRtWBpaVnhda2trSGEwMOHD8sb1nPH8KSCgoIKee+qMhl+SdcgLi4OXbt2RWRkJObNm4fg4GCEhoZqes+LJyavdnNzw8WLF5GTk4ODBw9i7ty5iIyMREpKCs6cOaPpdVTVlfT7rejfWZMmTRAdHY09e/Zg5MiRiIqKwltvvQU3N7cSE1ApKSkAUKgnWGWyt7fXzAdkaGioeW/1A0wHB4cyH/PevXvYunUr+vXrB6n0/9MxMpkM/fv3x927d3H16tVC+508eRKvv/46OnTogF27dhXqgaVO6KnjdXBw0NRJSEgoc6w6TRTZ29ujWbNmWmVNmzbVZD3VXeru37+vVef+/fuabXZ2doW6nymVSqSkpGh1yXuSXC7XzLCu/iGisqtXrx6fOhMA3bXnANt0ooogk8lQp04dGBgYYOzYsXB1ddV1SEQVwtnZGRKJBJcuXXpm3Xr16uH+/fuFhmioh2/Ur1+/UmIsivqeGhMT88y6FfmQzsDAAACQlZWlVX737t0X8v5Vwa+//orMzEwEBATgww8/xODBg9G7d+8iJy3u3Lkz8vPzcfz4cZw4cQJeXl5o3749QkNDcebMmSJXrCqNyvrcluf3Wxal/SwoFAoMHDgQS5cuxcWLFzF37lxcuHABhw4dKnafq1evQiaTvdD7U5s2bXD9+vVC0xr8/fffmu1lpf7buKjknLrs6RV/L168iAEDBsDV1RV79+7V9MR7Olbg8eT6T3rw4AHi4uLKHKtOE0WdO3dGdHS0VtnVq1fh6OgI4HF3OTs7Oxw+fFizPT09HadPn9Z04evUqRNSU1M1vywAOHLkCFQqFTp27PgCzoKo5mrbti1mzJjBp87E9pzoJdCjRw9MnToVDRs21HUoRBXGysoKPXv2xL59+zRzb6kJIbQeUPTp0wdKpVIzbFpNvQpRnz59Kj/g/3Tr1g0ANMOaSmJqaqrpRfC8bGxsIJfLC73v5s2bS3x/ABUWw5OcnJwgkUiee/WqslD3oHm6x8aTK3mpqVc0W7ZsGVxdXWFvb4/+/ftj48aNuHPnTrnmJwIq73OrHp7/5O/31q1bxa7SV1ampqZISkqCUqkstk5SUlKhMvUKfiX1KDp9+jTatGnzzB5ac+bMgaurK+bMmVPKqIs3fPhwFBQUYP369ZqytLQ0bN++HW3bti32funq6gpXV9ci//02aNAAEokEISEhWuebn5+P33//HXK5XOvha0xMDDw8PFC3bl0cPHiw2PNv0aIFGjdujC1btmglAtWfg9dff71M5172dfoq0HvvvQc3NzcsXrwYo0aNwpkzZ/Djjz/ixx9/BPA4Izlz5kx8/vnncHFx0Syn7ODggKFDhwJ4/MRavbTe2rVrkZ+fj+nTp8PLy6tcXcGIqHjZ2dnYv38/+vbtq8lkP7n8OdVcbM+Jqp+0tDSEhYVhwIAB0NfXh0QiYZtOL6UffvgBnTt3Ro8ePTTLjKempmL79u2YNm2aZpnxqVOnYt26dZgxYwaio6Ph4uKC/fv3Y8+ePfD19UXLli1fWMzt27dHgwYNsHfvXsyYMaPEuu7u7lizZg3ef/99dO/eHfr6+mjZsqXW0tmlpaenh4EDB2LXrl0YO3Ys2rdvj4MHD+LevXvF7tO8eXPUqlUL3333HaysrDTJiH79+pX5/Z+mUqkAAPr6+s99rNLq378/jIyM4Ofnh+nTp0OhUGD//v2IjY3VGioEPJ6vp3Xr1jhw4AA+/vhjzf6ffPIJAJQ7UQRUzufWw8MDRkZGmDVrFm7fvg2ZTIaff/4ZLi4uuHLlSrljVXN3d8eePXswadIkDB8+HHK5HI0aNdIkgoDHS8PXqlULXbt2Rd26dREbG4vvv/8ederUQa9evYo87rVr13D16lUsWbLkmTHEx8cjOjq6QhKXo0ePxnfffYePPvoIiYmJcHJywrp165CSkoKtW7cWu5/64WlR8y7Z2trizTffxNq1a9GpUyf4+PhAIpFg8+bNiI6Oxrx58zTJ14yMDPTq1QvJycmYPXs29u3bp3UsExMTzd/RALBs2TIMHToUPXv2xMSJE3H9+nV888036N69OwYNGlS2ky/TGmmVYM+ePaJFixZCLpcLV1dX8eOPP2ptV6lU4tNPPxW2trZCLpeLXr16FVpSMjk5WXh7ewsTExNhZmYmJkyYIDIyMkodA5ckJXq2jIwMsXr1ajF//nzNMqCkO1Wx3aoK7bkQVfPaEFU1Dx48ECtWrBDz588v9XK8VHnYblW+2NhYMWnSJFG3bl2hr68v6tatKyZMmCBiY2O16t25c0f4+voKa2troa+vL5ydncXChQuLXLq7uKXki1KaJeSf9tVXXwmZTKa1FHpR1PdOS0tLIZFIin2fopZAL+54I0eOFLVq1RLW1tZi5syZYv/+/SXGf/jwYfHqq68KuVyuWe77Sepl6cPCwrTKi1uuXQghEhMThUQiEdbW1iI9Pf2ZcZdGcXE8LSIiQnTu3FmYmJgIS0tL4e3tLe7duydkMlmhZdffeecdAUAcO3ZMCPH47x07Ozvh4ODw3PFWxuf2yJEjonXr1sLQ0FA0b95c7N69u8jPRnGfl27duglHR8ci483JyRFTp04Vtra2ms/i0/8+fvzxR9GjRw9hbW0tDAwMhKOjo5g0aVKhc3rSvHnzhIGBgUhMTCy2ztNxP/17Kq+UlBQxZcoUYW1tLRQKhWjfvr3Yu3dvifuo/w0U9zkrKCgQ69evF+3btxcWFhZCoVCIV155Rfz0009a9dRtTHE/Rf0efvvtN/HKK68IuVwubGxsxNtvv12ue4vkvxOp0dLT02Fubo60tDTObUFUhNTUVAQEBCA5ORkmJiYYN25codWr6MViu1U8XhuiksXHxyMwMBBZWVmwsrKCr68v/63oGNstKkp6ejpcXFwwefJkfPHFF7oO54XbunUrxowZg1WrVmH69Om6Dod0JDs7Gw0bNsTo0aOxcuVKXYdTY+h0jiIiqvqSkpLg7++P5ORkWFhYYOLEiUwSERFVU3Fxcdi0aROysrJgb2+PCRMmMDFBVEWZmZlh4cKFWLVqFZKTk3UdzgsXGhoKZ2dnvPnmm7oOhXRo3bp1yM3Nxbx583QdSo3CHkXgUxyi4vCpc9XFdqt4vDZERYuJiUFQUBDy8/Ph6OgIb29vKBQKXYdFYLtFRERVi04nsyaiqksIgT179mieOvv4+BS5FCMREVV9+fn5CA4ORn5+PlxcXDBq1KgXOjksERERVR9MFBFRkSQSCUaNGoVDhw5h4MCBfOpMRFSN6evrw9vbG2fPnsXAgQM1yz8TERERPY1zFBGRlvT0dM3/W1hY4PXXX2eSiIiomnqyTXdwcMCQIUOYJCIiIqISMVFERBrnz5/Ht99+i6ioKF2HQkREz0EIgfDwcHz//fe4c+eOrsMhIiKiaoSJIiICAJw6dQrBwcEoKCjAjRs3dB0OERGVkxACBw4cQHh4OPLy8hAXF6frkIionNasWQMzM7Nqv+rZxo0bIZFIEB4erutQqJJERkZCKpXyd/ySYKKIqIZTP3Xev38/AMDNzQ2enp46joqIiMpDpVIhODgYp06dAgB4enrCzc1Nx1ERUXmkpaVh/vz5mDlzJmrXrl1svZUrV2Ljxo0vLrCnxMbGYsGCBYiMjNRZDM/SuHFjmJiYID8/v9C2GzduQCKRYPDgwYW2rVy5EhKJBHK5HBkZGUUeWyKRFPvTu3fvCj+XqqpNmzYYOnQoZs2aBZVKpetwKszDhw/x5ptvwtbWFkZGRujYsaPme9PzOHjwILp37w4rKyuYm5ujXbt2WLduXaFrN378+CI/WyYmJoWOWVBQgNWrV6NNmzYwNTWFjY0N+vTpg0OHDpU5Pk5mTVSDqZ86q79Q9OzZE126dIFEItFxZEREVFZKpRK7du1CVFQUpFIphgwZgtatW+s6LCIqp9WrV+Phw4eYPn16ifVWrlwJJycnjB8//sUE9pTY2FgsXLgQTk5OaNOmjU5ieJYBAwZg5cqVOHnyJLp27aq1LTQ0FAAwcODAQvsFBwejWbNmuHLlCvbt24dRo0YVefxWrVph9uzZhcrt7e0rIPrq491330X37t2xZ88eDBkyRNfhPLeCggL0798f586dw6xZs+Dk5IR169Zh4MCBOHDgAHr16lWu4+7evRsjRoxAmzZtMG/ePOjr62Pnzp146623EBsbiy+//LLQPgEBAVqvi1q5dNasWfjuu+8wbNgwTJ06FRkZGVi3bh369u2LP/74A/379y91jEwUEdVQKpUKISEhmqc/np6e6NChg26DIiKicsnPz8e2bdtw/fp1yGQyjBw5Eq6urroOi4jKSaVSab7g2djY6Dqcam/gwIFYuXIlDh06VChRpO5tMWDAAK3ylJQU/Pnnn1i2bBlWr16N4ODgYhNF9vb28PHxqZzgq5GuXbvC0dERa9eufSkSRUFBQTh9+jSWL1+O999/HwDg5eUFFxcXzJ49G+fOnSvXcb///nsYGBggPDwc5ubmAIDJkyejYcOG8Pf3LzJR9KzPV15eHtatW4eOHTti9+7dmvKBAweiadOm2LRpU5kSRRx6RlRDSSQS6OvrQyqVYtiwYUwSERFVY1KpFDKZDAYGBhg7diyTRERPiYuLw5QpU1C/fn3I5XI4OjpiypQpuHXrlla9e/fuYfz48bC1tYWBgQFcXFzw2WefQalUFjpmbGwsJBIJFixYgCNHjsDNzQ1GRkawsrKCn5+fVt3w8HBIJBJs3LgRO3bsQJs2bWBoaAg7OzvMmTOn0LHPnDmDW7duFTsdwIIFCzRDUG7duoWIiAitYSlFDUVTD2HJzs7Ge++9B3t7exgaGqJZs2Y4evRooXMqLn41JycnSCQS9OjRAwAwYcIErRiK8ujRI0yfPh3W1tawtLSEt7c30tLSiqxbkbp27QozMzNN7yE1lUqFI0eOoG3btqhTp47Wtj/++ANKpRL9+vVDv379sHfv3iI/B5VBIpHgzTff1AwhWrZsGb777juYm5vD1dUVFy5c0NQtbv4n9WckNja2zO+fmJgIe3t7dOrUSeuchRDw9PSEubk5rl+/XmTc/fr1w8GDB1/I77Wy7d69GzKZDJMnT9aUWVhYYPTo0Th//nyR16A0MjIyYGhoCDMzM02Zvr4+atWqBUNDwyL3EUIgPT292GF9eXl5yM3NLZRYVr8u7rjFYaKIqIaSSCTw9PTEpEmTODSBiKiaU/cimjhxIho2bKjrcIiqlOjoaLzyyisICAjA4MGDsWrVKrz99tv466+/EBYWpqmXnp4Od3d3bN68Gd7e3li5ciWaNm2KefPmaX1RfNq5c+cwePBgtG3bFitWrMD06dNx9+7dIuuGhIRgypQp6NOnD1auXInx48cX+UU+IiICAIp9kDd8+HAEBAQgICAAVlZWcHV11bwOCAgo1GvmST4+Pjh27BjeeecdLFu2DG3bti2UMCuNlStXIiAgAB9//DEA4I033tCKoSizZs3C3bt3sWjRIgwZMgTbtm3DW2+9Veb3Lit9fX306dMHZ8+eRXp6uqb83LlzSElJKdSbCHg87MzJyQmurq7w8PBAamqq5vfytPz8fCQlJRX6yc7OLnfMO3bswKRJk+Dq6oo5c+bgl19+weLFi5GcnFxkcrEi2djYICAgAGfOnMH8+fM15d9++y327duHH3/8Ec7OzkXu+9prr0GlUuHYsWMlvoc6weXk5FSRoVeoyMhIODs7a3r9qLVr1w4AtBJ2ZdG3b1+kpaXh3XffxbVr13Dz5k0sXrwYly9fxrx584rcp1atWjA3N4epqSnGjBmD+Ph4re0mJiZwc3PDvn378PPPPyMuLg6XL1/GW2+9BXNzc7z33ntlC1KQSEtLEwBEWlqarkMhqlSPHj0SoaGhQqlU6joUek5st4rHa0M1RWpqqggPDxcqlUrXodBzYrtVuXr16iUkEok4fvy4VnlBQYGIj4/XvP7qq68EALFmzRqtegMHDhQAxMWLF7XKb968KQAIACIiIkJr29N/a4WFhQkAQqFQiOjo6BLrCiGEr6+vACCSk5OfeX6Ojo6iW7duz6zn5+cnAIi+ffuK/Pz8ImNQn9P8+fOLjN/f37/QcUvapubv7y8AiAEDBmiVd+vWTSgUikLxVAZ1DL/99pum7MsvvxQAxKlTp7Tq5uTkCBMTE/Hmm28KIYTIysoScrlczJgxo9Bx1Z+Bon6+/PLLcsUKQEyaNEkIIcTmzZsFABEQECCEEOKNN94Q9vb2hc4rLCxM6xjz588XAMTNmzfLFYMQQsyZM0dIpVIRFhYmIiMjhVwuF1OmTClxn2PHjgkA4quvviqxnjpuR0fHcsdX2YyMjETXrl2FEI/bATs7OxEVFSX27t0rAIhVq1aV67jZ2dli4sSJQk9PT/NZMTc3F8HBwYXqfvTRR+LDDz8U27ZtE9u2bROTJk0SEolENGzYUKSmpmrVjY2NFV26dNH6DLq6uoqoqKgyx8g5iohqiMzMTAQEBOD+/fvIyckpcsI+IiKqHpKSkhAQEIC0tDTo6emhc+fOug6JqEpKSkrCkSNHilwBUCqVws7OTvM6NDQUenp6hYaNTZkyBb///jtCQ0PRsmXLQu/Rs2fPQj14ZDJZkfGMGTMGjRs3fmbdBw8eQCKRwMLCosTzK4+5c+dCT0/7a2Bx8VY0Ly8vrdft27dHREQEEhMT4eDgUKnv7enpCYlEgtDQUM38OaGhobCxsSnUc+vw4cPIzMxEv379AABGRkZwd3dHSEgIvvvuu0LHfvXVV4ucV8bFxaXc8dra2gIArK2ttV5bWVkhOTm53Mcti0WLFiEiIgI+Pj4wMzNDo0aN8O2335a4j3qFvsTExBLrmZubo0mTJoWG/FUlOTk5kMvlAIBr164hKSkJqampmrLy9hiTyWRwcnKCj48P+vbtCwDw9/eHl5cXfv31V3h4eGjqPv25Gj16NFxdXTF79mysWrUKc+fO1WwzNDRE06ZN0aFDB3Tu3BkPHjzAsmXLMGDAABw5cgSOjo6ljpGJIqIaIDU1FQEBAUhOToaJiQnat2+v65CoGnj06BGMjIx0HQYRPSU+Ph6BgYHIysqClZVVkV9cieix69evQwiBFi1aPLPu7du3YWtrW2gujwYNGgB4PM9RUZo3b17qeEpbtzJXoC1LvBXt6VXAjI2NATyeX6Wy2djYoH379prJq3NycnDixAmMHj260PUODg6GVCpFkyZNcOfOHQCPhwEePnwYkZGRhVZ3q127Nnr37l2h8apXtSrqvy/iegGAnp4etm7diiZNmiA+Ph4XLlx45lw3QggAz/4MDxs2DMOGDauwWCuDQqHQXOvz588jMzMT1tbW2LdvH4Cyz/uj5ufnhytXruDcuXOQSh/PBjRq1Ci0bdsWkyZNws2bN4tc1Uxt+vTp+PDDD3Ho0CFNoig7Oxtubm7w9PTE8uXLNXX79euHJk2aYPbs2di+fXupYyzzHEUNGzYsMoOZmprKMfFEVVBSUhL8/f2RnJwMCwsLTJw4UfNEgqhXr15FzqNw5syZKrvELVFNFhcXh02bNiErKwv29vaYMGGC1mSYRPTiWVpaVnhda2trCCHw8OHD8ob13DE8qaCgoELe+0X1XCrOwIEDER0djTt37uDYsWNF9rIXQmDPnj1QqVRo1qwZ6tWrh3r16ml6dgQHB+si9DKrqN/ZkSNHkJOTA5VKhf379z+zfkpKCoD/7wlVndnb22vmAjI0NNScU0JCAgCUqxfcvXv3sHXrVvTr10+TJAIe/9vo378/7t69i6tXr5Z4DIVCASsrK821BoBff/0V169fLzQBfv369dGqVSut+dhKo8yJotjY2CI/dLm5ucVO2kZEuhEfHw9/f3+kpaXBysoKEydOLNcfB/TyUigUaNWqFYKCggA8Xv1jwYIFcHd3L3alFSLSjZiYGAQEBCAnJweOjo7w8/PTPI0noqI5OztDIpHg0qVLz6xbr1493L9/v9Bwkps3bwJ4/IXrRWnWrBmAx//un6Uiex8ZGBgAALKysrTKS/qeV5m9nyqaOikUGhqK0NBQ6Ovra4b+qJ05cwbx8fGYMWMG9uzZo/VTv379KpcoKs/vrLSioqIwffp0jBgxAlOnTsXHH3+M06dPl7iPOsmhy55rFaVNmza4fv261gToAPD3339rtpeVumdiUTkVdVlmZmaJx8jKysKDBw+0Vjh71nGfdcynlTpRFBISgpCQEADAgQMHNK9DQkLw66+/4rPPPqvSM5YT1TRKpRJbt27lU2cq0R9//IFFixZh4sSJGDNmDNzd3fHTTz/h999/x8qVK3UdHhH9JysrC0FBQcjPz4eLiwt8fHygUCh0HRZRlWdlZYWePXti3759OHXqlNY2IYTWPCp9+vSBUqnEpk2btOr9/PPPmu0vSrdu3QA8Tlo8i6mpaaEVkMrLxsYGcrm80Ptu3ry5xPcHUGExPMnJyQkSiQQbN26skOO1bdsWDg4OOHToEA4dOoQuXboU+vtYnQh64403MHDgQK2fvn374vz588UOQ9SFevXqAdD+rKSnp2u+u5dXTk4ORo8ejVq1auHHH3/E119/DRcXF3h5eSE1NbXY/U6fPg2pVIouXbqUePxff/0Vrq6u6NWr13PFWZmGDx+OgoICrF+/XlOWlpaG7du3o23btsWOqHJ1dYWrq2uR/34bNGgAiUSCkJAQrSGE+fn5+P333yGXyzWJ4qysrCLnQVq2bBmEEFqr9alj2blzp1bdmJgY/PPPP2jbtm0ZzrwMcxQNHToUwOOM8dMTvOnr68PJyQlff/11md6ciCqPnp4ehg0bhj///BMjR47kFwoq1rRp03Dnzh0sWbIEenp6CA8PLzThJxHplrGxMQYNGoSrV69i2LBhOh++QVSd/PDDD+jcuTN69OiByZMno1WrVkhNTcX27dsxbdo0jB8/HgAwdepUrFu3DjNmzEB0dDRcXFywf/9+7NmzB76+vi90PrD27dujQYMG2Lt3L2bMmFFiXXd3d6xZswbvv/8+unfvDn19fbRs2bJckwTr6elh4MCB2LVrF8aOHYv27dvj4MGDuHfvXrH7NG/eHLVq1cJ3330HKysrTeJCPRH081CpVABQ4nwtZTVgwADs3LkTqampRX5/DQ4Oho2NTZHzWvXq1Qs///wzQkJCMH36dE25eu64pxkbG1f6PDwdO3aEvb09lixZgpycHNSuXRu//PIL7O3tn2vS65kzZ+Ly5cs4fPiwZkTCli1b0LFjR0yaNAm7du0qtI9KpcLevXvh4eFRaEn5p6WlpSE6Oho5OTnljrGyjR49Gt999x0++ugjJCYmwsnJCevWrUNKSgq2bt1a7H7R0dEAHs/3+TRbW1u8+eabWLt2LTp16gQfHx9IJBJs3rwZ0dHRmDdvnib5eu3aNfTr1w/Dhw9HkyZNIJPJcOTIEfz6669o3749pk6dqjnu0KFD0apVK2zcuBHp6eno06cPkpKSsHr1ahQUFGDRokVlO/myLpPm5OQkHjx4UObl1aoyLklKL5OcnByt11w2+eVUUe1WSkqKGD58uDA3Nxc//vijGDt2rDA2NhY//PBDBUX64rFNp5cJ2/Sage1W5YuNjRWTJk0SdevWFfr6+qJu3bpiwoQJIjY2VqvenTt3hK+vr7C2thb6+vrC2dlZLFy4sMjl24tbSr4opVlC/mlfffWVkMlkIj4+vsR6ycnJwtvbW1haWgqJRFLs+/j5+YnSfP1LTk4WI0eOFLVq1RLW1tZi5syZYv/+/SXGf/jwYfHqq68KuVyuWZb7SeVZwj0xMVFIJBJhbW0t0tPTnxl3aQUHB2tivHr1qta2a9euCQBi9OjRRe57//59IZFIRK9evTRleGIp8qd/6tSpU64Yn/xcqT876munvmZPunDhgnBzcxNGRkaiYcOGYu3atSVe22fZvn27ACA++uijQtu++eabYpeGP3LkiABQ5DLvT1N/JhwdHcsc34uUkpIipkyZIqytrYVCoRDt27cXe/fuLXEf9e//6c+7WkFBgVi/fr1o3769sLCwEAqFQrzyyivip59+0qoXHx8vRo0aJRwdHYWxsbHQ19cXjRo1Eh9//LHIzMwsdNy0tDQxd+5c0bRpU2FoaCjMzMxEnz59RERERJnPW/LfidRo6enpMDc3R1paGofmULV2/vx5HDp0COPHj38pJpCj4lVUu1WnTh00aNAAAQEBmlVdgoKC8Pbbb+O1117DH3/8UVEhvzBs0+llIIRAREQELl68iAkTJmieLtLLie0WFSU9PR0uLi6YPHkyvvjiC12H88Jt3boVY8aMwapVq7R671DVNWTIENy+fRt//fWX1kTNVP2UeujZkw4fPozDhw8jMTFR0x1QbcOGDRUSGBGVzalTpzQrEVy4cKHCl+ikl9Nbb72FTz75ROtmPnr0aHTu3BkTJkzQYWRENZcQAgcOHNDMp3L16lW0a9dOx1ER0YtmZmaGhQsX4n//+x9mzZqF2rVr6zqkFyo0NBTOzs548803dR0KlcL58+exZ88eHDlyhEmil0CZexQtXLgQixYtwquvvgp7e/tCs9z/+uuvFRrgi8CnOFSdCSEQHh6OiIgIAICbmxv69OlTrVagoLJ70e3W22+/jUWLFsHKyqrS3+t5sU2n6kylUiEkJASRkZEAAE9PT3To0EG3QVGlY7tFRJUpLy9Payn1khgZGbEdorL3KFq7di02btyIcePGVUY8RFQGQgjs379fs0xlr1694O7uziQRVbjAwEB88MEH1SJRRFRdKZVK7Nq1C1FRUZBKpRgyZAhat26t67CIiKiaO3HiBHr06FGquuqJlqlmK3OiKC8vj6vhEFUBfOpMLxKnsyOqXHl5eQgKCsL169chk8kwcuRIuLq66josIiJ6CbRu3RqhoaGlqlu3bt1KjoaqgzIniiZPnowtW7bg008/rYx4iKiUCgoK8PDhQz51JiJ6CeTn5yMtLQ0GBgbw8vJCw4YNdR0SERG9JGrVqsX5S6lMypwoysnJwY8//ohDhw6hVatW0NfX19q+YsWKCguOiIqnr68Pb29v3L17F87OzroOh4iInoOxsTHGjRuHjIwMPs0lIiIinSpzoujixYto06YNAODSpUta2zgvClHlys7ORlRUFF555RUAgEKhYJKIiKiaSktLw+3bt9GiRQsAgLm5OczNzXUcFREREdV0ZU4UhYWFVUYcRPQMmZmZCAgIwP3795Gfn4+OHTvqOiQiIiqnpKQkBAQEID09HXp6epyPiIiIiKqMMieKiOjFS01NRUBAAJKTk2FiYgInJyddh0Q1jI+PD5dKJaog8fHxCAwMRFZWFqysrODg4KDrkIiIiIg0ypwo6tGjR4lDzI4cOfJcARGRNvVT57S0NFhYWMDX1xeWlpa6DoteEkePHi1xe9euXQEAa9aseRHhEL304uLisGXLFuTk5MDe3h4+Pj4wNjbWdVhEREREGmVOFKnnJ1LLz89HZGQkLl26BD8/v4qKi4gAJCQkICAgQPPU2dfXl706qEJ17969UNmTDwMKCgpeYDREL7fr169j27ZtyM/Ph6OjI7y9vaFQKHQdFhEREZGWMieKvvnmmyLLFyxYgMzMzOcOiIgee/ToETZu3MinzlSpHj58qPU6Pz8f58+fx6effoovvvhCR1ERvXwePHiALVu2oKCgAC4uLhg1alShlWOJiIiIqoIKm6PIx8cHHTp0wPLlyyvqkEQ1mpGREbp3746oqCg+daZKU9QKS3369IGBgQFmzZqFv//+WwdREb18rKys0L59e2RkZGD48OGQyWS6DomIiIioSBWWKDp58iS/yBJVAJVKBalUCgB47bXX0KFDB81rohfF1tYW0dHRug6DqNpTt+kSiQQeHh4QQrBNJyIioiqtzImi4cOHa70WQiA+Ph5//fUXPv300woLjKgmOn/+PM6cOQNfX18YGhoCAL9QUKW6ePGi1mt1m/7VV18VmpOOiEpPCIHw8HDcuXMH3t7e0NPTg0QiKXFBECIiIqKqoMyJoqeHKUilUjRp0gSLFi1C3759Kywwoprm5MmTOHDgAADg3Llz6Ny5s44jopqgTZs2kEgkEEJolb/22mvYsGGDjqIiqt6EEDhw4ABOnToFALh69SqaNWum46iIiIiISqfMiSJ/f//KiIOoxlI/dY6IiAAAuLm5wc3NTcdRUU1x8+ZNrddSqRTW1tYcSkxUTiqVCiEhIYiMjAQAeHp6MklERERE1Uq55yj6+++/ERUVBQBo3rw52rZtW2FBEdUUQgjs378fp0+fBgD06tUL7u7uHJpAL4yjo6OuQyB6aSiVSuzatQtRUVGQSqUYMmQIWrdureuwiIiIiMqkzImixMREeHl5ITw8HBYWFgCA1NRU9OjRA9u2bYO1tXVFx0j0UirqqXOHDh10GxTVSGfPnkVYWBgSExOhUqm0tq1YsUJHURFVL3l5eQgKCsL169chk8kwcuRIuLq66josIiIiojIrc6JoxowZyMjIwOXLl9G0aVMAwJUrV+Dn54d33nkHW7durfAgiV5GWVlZuHHjBp86k04tXrwYc+fORZMmTWBra6vVm40924hKLzU1FXfu3IGBgQG8vLzQsGFDXYdEREREVC4S8fQMps9gbm6OQ4cOoX379lrlZ86cQd++fZGamlqR8b0Q6enpMDc3R1paGszMzHQdDtUgSUlJSE5ORpMmTXQdClUzFdVu2draYsmSJRg/fnzFBadjbNNJV+Li4iCVSlG3bl1dh0LVDNstIiKqSsrco0ilUkFfX79Qub6+fqEhC0SkLTs7G/Hx8ZonzVZWVrCystJxVFSTSaVSrrBHVE5paWnIzMxEnTp1AAD169fXcUREREREz09a1h169uyJd999F/fu3dOU3b17F++99x569epVocERvUwyMzOxceNGbN68GTExMcjJLyi0JDnRi/bee+/hhx9+0HUYRNVOUlISNmzYgICAANy/f1/X4RARERFVmDL3KPr+++8xePBgODk5oV69egCA27dvo0WLFggMDKzwAImqIiEEcpUqyPWkpZrHJTU1FQEBAUhOToaxsTESsyWIj02BrakCLrYmnAuGdOaDDz7AgAED4OzsjGbNmhXqMbp7924dRUZUdcXHxyMwMBBZWVmwsrKCoaGhrkMiIiIiqjBlThTVq1cP586dw6FDh/Dvv/8CAJo2bYrevXtXeHBEVZEQAtfuZ+J+Rk6pEj1JSUkICAhAWloaLCwsMMp7LK6nA+nZSgA5qF/bCAp92Ys7AaInvPPOOwgLC0OPHj1Qu3ZtJi2JniEuLg5btmxBTk4O7O3t4ePjA2NjY12HRURERFRhypwoAh6vhNOnTx/06dOnouMhqvJylSrcz8gpVaLn6afOvr6+MDU1RabIBPA40STXK/MIUKIKs2nTJuzatQsDBgzQdShEVV5MTAyCgoKQn58PR0dHeHt7Q6FQ6DosIiIiogpV5m+o77zzDr777rtC5d9//z1mzpxZETERVWlyPSlsTRUwM9QrMdGTnJyMTZs2ISsrC/b29pgwYQLMzMwgkUjgYmuC9k6WHHZGOmdpaQlnZ2ddh0FU5d26dQtbt25Ffn4+XFxc4OPjwyQRERERvZTKnCjatWtXkSvkuLm5YefOnRUSFFFVVtpEj6WlJZo0aQJHR0f4+flpDU2QSCRQ6MuYJCKdW7BgAebPn49Hjx7pOhSiKq1OnTqoX78+WrRoAS8vryJXgCUiIiJ6GZR56FlycjLMzc0LlZuZmSEpKalCgiKq6tSJnqIIISCRSCCRSDBkyBAUFBTwCwVVWd999x2uX78OW1tbODk5Ffqsnjt3TkeREVUN6jZdT08P3t7e0NPTg1TKIcNERET08irzXzqNGjXC/v37C5Xv27cPDRs2LHcgX331FSQSidbwtZycHEybNg21a9eGiYkJRowYUWgJ2ri4OAwYMABGRkawsbHB7NmzoVQqyx0H0ZOEEGVaxv78+fPYvXs3VCoVAEAqlTJJRFXa0KFD8f777+ODDz7A66+/jiFDhmj9lBfbdKruhBAIDw/HoUOHNPcAAwMDJomIiIjopVfmHkWzZs3C9OnT8eDBA/Ts2RMAcPjwYXz99ddYuXJluYI4e/Ys1q1bh1atWmmVv/fee/jjjz+wY8cOmJubY/r06Rg+fDiOHz8OACgoKMCAAQNgZ2eHEydOID4+Hr6+vtDX18fixYvLFQuRWllXNzt16pQmidqoUSO0bt36RYVKVG7z58+v8GOyTafqTgiBAwcO4NSpUwCAJk2aoH79+jqOioiIiOjFKPNjsYkTJ+Lrr7/G+vXr0aNHD/To0QOBgYFYs2YNpkyZUuYAMjMzMXbsWPz000+oVauWpjwtLQ3r16/HihUr0LNnT7Rr1w7+/v44ceKE5g+3gwcP4sqVKwgMDESbNm3Qv39/fPbZZ/jhhx+Ql5dX5liInvTk6mb3M3KQq1QVWU8IgbCwME2SyM3NrdAXZKKagm06VXcqlQrBwcGaz6WnpyeTRERERFSjlKv/9NSpU3Hnzh3cv38f6enpuHHjBnx9fcsVwLRp0zBgwAD07t1bq/zvv/9Gfn6+Vrmrqyvq16+PkydPAgBOnjyJli1bwtbWVlPHw8MD6enpuHz5crHvmZubi/T0dK0foqeVZnUzIQT279+PiIgIAEDPnj3Rp08fTlJNNRbbdKrOlEolduzYgcjISEilUgwbNgwdOnTQdVhEREREL1SZh549ydra+rnefNu2bTh37hzOnj1baFtCQgIMDAxgYWGhVW5ra4uEhARNnSe/UKi3q7cV58svv8TChQufK3Z6+alXN6tf2whyPWmh5I9KpUJISAgiIyMBPH7qzC8UVJOxTafqLC8vD0FBQbh+/TpkMhlGjhwJV1dXXYdFRERE9MLpbEbG27dv491338XmzZuhUChe6HvPmTMHaWlpmp/bt2+/0Pen6uPJZeyfntj6wYMHuHTpEp86E4FtOlV/t27dwo0bN2BgYICxY8cySUREREQ11nP1KHoef//9NxITE/HKK69oygoKCnD06FF8//33OHDgAPLy8pCamqr1BPr+/fuws7MDANjZ2eHMmTNax1WvoKOuUxS5XA65XF6BZ0Mvu6Imtra1tcWoUaOgUqn4hYJqPLbpVN25uLhg0KBBsLGxQd26dXUdDhEREZHO6KxHUa9evfDPP/8gMjJS8/Pqq69i7Nixmv/X19fH4cOHNftER0cjLi4OnTp1AgB06tQJ//zzDxITEzV1QkNDYWZmhmbNmr3wc6KXl3pi66TUTETfuquZ2Lpx48ZMElG11KxZM6SkpGhev/3220hKStK8TkxMhJGRUamPxzadqqO0tDRkZGRoXr/yyitMEhEREVGNV+YeRTk5ORUyrMDU1BQtWrTQKjM2Nkbt2rU15ZMmTcKsWbNgaWkJMzMzzJgxA506dcJrr70GAOjbty+aNWuGcePGYenSpUhISMDcuXMxbdo0Pl2mCiXXk8JEqkTwvp2QFeTBrdFbUNSureuwiMrt33//hVKp1LwODAzEBx98ACsrKwCPe9Hl5OSU+nhs06m6SUpKQkBAAAwMDDBhwoQyJUaJiIiIXmZlThRZWFigQ4cO6NatG7p37w43NzcYGhpWRmz45ptvIJVKMWLECOTm5sLDwwOrV6/WbJfJZPj9998xdepUdOrUCcbGxvDz88OiRYsqJR6qudLT03Hsjx1Q5GfA3MxU6ws20ctAPffWkyp69T626VRVxMfHIzAwEFlZWbCysmKbTkRERPQEiSjq20EJ/vzzTxw9ehTh4eE4ceIElEolXn31VU3iqE+fPpUVa6VJT0+Hubk50tLSYGZmputw6AURQiBXqSpyRbMnqZ86p6WlwcLCAr6+vrC0tHyBkRIV9rztllQqRUJCAmxsbAA87hF04cIFNGzYEMDjuYEcHBxQUFBQoXG/CGzTqSRxcXHYsmULcnJyYG9vDx8fHxgbG+s6LKrh2G4REVFVUuY5itzd3fHxxx/j4MGDSE1NRVhYGBo1aoSlS5eiX79+lREjUYVTT059NjYF1+5nFtmbAnj81Nnf3x9paWmwsrLCxIkTmSSil4JEIimUIK3oHkREVU1MTAwCAgKQk5MDR0dH+Pn5MUlERERE9JRyrXp29epVhIeHa35yc3MxcOBAdO/evYLDI6p4QgikZ+cjIT0bGTkFAHJQv7YRFPoyzfZcpQopD+7jl19+4VNneikJIdCrVy/o6T2+DWRnZ2PQoEEwMDAAAA7FoZfOtWvXsG3bNhQUFMDFxQWjRo2Cvr6+rsMiIiIiqnLKnCiqU6cOsrOz0b17d3Tv3h0ffvghWrVqxSfRVC2oexIlpGcjJ08FU4UMtqYKyPWkWtvvZ+TAwkAfJmbmsLGxwZgxYypkEneiqmL+/Plar4cMGVKozogRI15UOESVztbWFqampqhTpw6GDx8OmUym65CIiIiIqqQyJ4qsra3x77//IiEhAQkJCbh//z6ys7O5WghVSU/PQ6Re5j4jpwCmChla17WAmaG+JtGp3p6WnY87Kflo2Kk/HK3MuOISvXSeThQRvezMzMwwadIkGBsbQyot88h7IiIiohqjzH8pRUZGIiEhAR999BFyc3Px8ccfw8rKCm5ubvjkk08qI0aicilqHiK5nhS2pgqYGepp9SRSu/LPBdyJioThf8PQVFIDpOQUIFep0sUpEOlEeno61qxZg1dffVXXoRCVmxAC4eHhuHTpkqbM1NSUSSIiIiKiZyjXHEUWFhYYPHgwOnfuDDc3NwQHB2Pr1q04ffo0vvjii4qOkahc1L2D0rOVeHIeIhdbE9SzNERcyiOcvfUQtqYKNLIxxtHjJxB2KBQA8IprA9Stb4PEzNwiE0pEL6OwsDBs2LABu3fvhrm5OYYNG6brkIjKRQiBAwcO4NSpU5BKpXBwcOBCBERERESlVOZE0e7duzWTWF+5cgWWlpZwd3fH119/jW7dulVGjETlou49BORoJXvUqz0lZuQiPVsJleoR/jwajmPHjsJEroeBfbqjsYszAMBRaawZtkb0Mrp79y42btwIf39/pKam4uHDh9iyZQtGjRrFzz1VSyqVCiEhIYiMjAQA9OvXj0kiIiIiojIoc6LorbfeQteuXfHGG2+gW7duaNmyZWXERfTcJBIJXGxNUL+2UaFkjzqJJEQ2Lp2OwNkzZ5CrVKFdJzd07dFLU1e9EhrRy2bXrl1Yv349jh49iv79++Prr79G//79YWxsjJYtWzJJRNWSUqnErl27EBUVBalUiiFDhqB169a6DouIiIioWilzoigxMbEy4iCqFBKJpMhkj0QigbO1ESL/DMX9mEswkevhtW7d0cPdjckhqhFGjx6NDz/8EEFBQTA1NdV1OETPLS8vD0FBQbh+/TpkMhlGjhwJV1dXXYdFREREVO2Ua44itZycHOTl5WmVmZmZPVdARBXh6dXOinLjxg1cuXQRMpkMk3xGw7V5Sw4zoxpj0qRJ+OGHHxAeHo5x48Zh9OjRqFWrlq7DIiq3yMhIXL9+HQYGBvDy8kLDhg11HRIRERFRtVTmRFFWVhY+/PBDbN++HcnJyYW2FxQUVEhgROWlXu0sIT0btYwM0NzBrMhVblxcXNC7d29YWVnxqTPVOOvWrcPKlSuxfft2bNiwATNnzoSHhweEEFCpuMofVT/t27fHw4cP0bx5c9StW1fX4RARERFVW2Veyul///sfjhw5gjVr1kAul+Pnn3/GwoUL4eDggF9++aUyYiQqk1ylCgnp2YhOyMCxmCRcuZcBIQQAIDs7G9nZ2Zq67u7uTBJRjWVoaAg/Pz9ERETgn3/+QfPmzWFra4vOnTtjzJgx2L17t65DJCpReno6lEolgMdDij08PJgkIiIiInpOZU4U7dmzB6tXr8aIESOgp6eHLl26YO7cuVi8eDE2b95cGTESlYmBTAJjAz3kF6igL5Ui5VEucpUqZGZmYuPGjdi8eXOhIZNENc2lS5e0Xru4uGDx4sW4ffs2AgMD8ejRI3h7e+soOqJnS0pKws8//4ydO3eyFxwRERFRBSpzoiglJUUz7t/MzAwpKSkAHvfMOHr0aMVGR1QMIQRy8gs0PYWeLI9JzEJmbj4cLY3R2NYYdmaGyM5Mx4YNG3D//n2kpqYiPT1dR5ETVQ2tWrVCx44d8dNPPyEjI0NTLpVKMWjQIPz222+4ffu2DiMkKl58fDz8/f2Rnp6OpKQkrZ6iRERERPR8ypwoatiwIW7evAkAcHV1xfbt2wE87mlkYWFRocERFUU9B9HZ2BRcu5+plSzKVapwPyMHmbkqmBrqoU29Wqgly8HGjRuRkpICCwsLTJw4EVZWVjo8AyLdi4iIQPPmzfH+++/D3t4efn5+OHbsmFYdGxsbHUVHVLy4uDhs2rQJWVlZsLe3x4QJE2BsbKzrsIiIiIheGmVOFE2YMAEXLlwAAHz00Uf44YcfoFAo8N5772H27NkVHiDR09TJoPRsJe5n5CBX+f9DDuR6UtiaKmBmqAc7M0NkpSZh48aNSEtLg5WVFSZMmAAjU/NCPZGIapouXbpgw4YNiI+Px6pVqxAbG4tu3bqhcePGWLJkCRISEnQdIlEhMTExCAgIQE5ODhwdHeHn58ckEREREVEFk4jn/MZ869Yt/P3332jUqBFatWpVUXG9UOnp6TA3N0daWhrMzMx0HQ49g7pH0f2MHNiaKuBia6K1pL0QArlKFRLj72LLli3IycmBvb09xo4di3uZAgnp2bA0kqOZg2mRq6ERVQeV0W7FxMTA398fAQEBSEhIQL9+/RASElIhx36R2Ka/nKKiorBz504UFBTAxcUFo0aNgr6+vq7DIqoQbLeIiKgq0StL5fz8fPTr1w9r166Fi4sLAMDR0RGOjo6VEhxRUSQSCVxsTVC/thHketIik0RyPSmMjY2hp6cHR0fHx5PyyvSRcC8Z0QmZyFelQ0CgRR1zrf2JarJGjRrh448/hqOjI+bMmYM//vhD1yERaRgbG0MqlaJp06YYNmwYZDKZrkMiIiIieimVKVGkr6+PixcvVlYsRKUmkUig0JdpJrWW6z3uGaTd08gSEyZMgJmZGfT19SGEgKWRHPmqdOhLJXj4KA+5ShUU+vyyQXT06FFs2LABu3btglQqxahRozBp0iRdh0WkUb9+fUyePBnW1tbsDUpERERUicr8l5aPjw/Wr19fGbEQlYlKpcLlu+k4czMZ1+5nIje/AMdOn8W/0dc0cxfVrl1bkyTKVarQ1N4EXRpZoYmdKezMDDUJJqKa6N69e1i8eDEaN26M7t27IyYmBt999x3u3buHn376Ca+99pquQ6QaTAiBY8eOac2XZWtryyQRERERUSUrU48iAFAqldiwYQMOHTqEdu3aFZpEcsWKFRUWHFFxhBC4fC8dx649AAQg6gjcuxqJyGOhyFFJ0LLBG5DrWWnqPtnTqLmDGfIKRKFha0Q1Sf/+/XHo0CFYWVnB19cXEydORJMmTXQdFhGAx+32gQMHcOrUKZw6dQrTp0+HoaGhrsMiIiIiqhHKnCi6dOkSXnnlFQDA1atXtbbxSzdVpCfnGwKg+X+JRIJcpQopWblIzcpHSnYe0m5EIuf2JVgaG6B9x9fQoWl9AEBOfgGEEJpV0oAc1K9txOFmVOPp6+tj586dGDhwIOd6oSpFpVIhJCQEkZGRAIBu3boxSURERET0ApU5URQWFlYZcRBpebIXkI2JHJAAiRm5sDVVoJGNMYQQqGUkh7mRHu5dOonoO1GoW8sIHn37wN3dHcD/z1dkYyp/fAwAtqYKDjcjAqrlamb08lMqldi1axeioqIglUoxZMgQtG7dWtdhEREREdUoZU4UEb0IuUqVphdQnlIFAMjJV0GIbOQqC5CanY/aRnrIv34G6bejYKbQx6CBA9CxY8f/6hY80YsIaO9YC45WxhxuRkRUReXl5SEoKAjXr1+HTCbDyJEj4erqquuwiIiIiGocJoqoSpLrSWFrqgCg3aOolqEBUh7lIiOnAFcunEP0lUuQSqXo4zkQHTp0KHJ/W1MF5PoyJoiIiKqw8PBwXL9+HQYGBvDy8kLDhg11HRIRERFRjcREEVVJEokELrYmqF/bSDNUzLG2MQxkEsQkSiGR5KBThw5IjL8Lq3qNYOLQCDn5BTA00CtyfyaJiIiqtu7duyMpKQldu3ZF3bp1dR0OERERUY3FRBFVWRKJBAp9mdak1rm5uXC2NkL92kYwkEkgf/11nIt7iMT0HMSlPEJjW1NNUki9PxERVU3Z2dlQKBSQSCQwMDDAmDFjdB0SERERUY3HWX2pSlNPan02NgWRNxKwYcMG/P777zCQSZBXIFDf0hA2ZgqYGuojMSMXuUoVhBCa1c6IiKhqSkpKwtq1a3H06FFdh0JERERET2CPIqoSnuw19OQwsVylCgnp2YiLf4BTB3+DuTQXWVlZiLwej0yhDwtDfdSxUOBBZh5sTRUwkEk0q53ZmirgYmvCYWdERFVMfHw8AgMDkZWVhX/++QedOnWCgYGBrsMiIiIiIjBRRFWAutdQUckdA5kECQmJCAwIAHKz0NalDsaM88P1dCA6IQP5KoEuzlZo71gLcn2Z1mppQA7q1zbi8DMioiokLi4OW7ZsQU5ODuzt7eHj48MkEREREVEVwkQRVbriegupt6Vn5yMhPRsZOQV4Orlz6849HArZDmV2JkwtLNGp/0jUtrREijIT+SoBfakUD7PzAIkEEomk8GpnehxdSURUVcTExCAoKAj5+flwdHSEt7c3FAqFrsMiIiIioicwUUSVqqTeQuptCenZyMlTwVQh00ruxMXFYdvmzTBAPpzq1UHnfsPQpK4N5PoyNHcwgwQSJGflwNJIDgPZ/09gzdXOiIiqnitXrmDXrl0oKCiAi4sLRo0aBX19fV2HRURERERPYaKIKlVJQ8E023KUUMgkaGJrAmtThSa5k5ubi/z8fLzSzAXDXx8FuUIBhb4Mkv96DzVzMMXlewIpj3IRkyjVJKG42hkRUdWTnZ2NgoICNG/eHMOHD4dMxnaaiIiIqCpioogqVUlDweR6UlibGOBmYiaSs3KRmJGLdk6WmiXuXVxcMG7cONStW7fIp855BQKp2fnIyCmARML5iIiIqrJ27drB3NwcDRs2hFTKYcFEREREVRUTRVSpShoKJoRAZo4SDzJz8CAjFzlKFbLib8CkUwvUsbMBADRo0KDYY3M+IiKiqksIgTNnzqBFixYwNjYGADRq1EjHURERERHRs/CbNVU69VCwp5NEl++m48T1JGTnqZCdr8K1i+cQcfAPbA74BVlZWaU6routCdo7WWrNfURERLolhMD+/fuxb98+BAYGoqCgQNchEREREVEpsUcRvVBCCOTmF+BR7v+1d+fRcd/1vf+f39lnNBrtm63F+xYvWZzFSUhSMHEgvWSBpMlNINAeeuEmtwQKBdoLLeVCOOXctrSHrT0/aLkh4FKXJlBiGrKVgGPHTpx4j3fJtvZtRqPZv5/fHx9Llmw58a7t9ThHR9bMd4d8JL30/rw/OV5t7qG1P43XA57W7QwceJWCC5Q30hLP0+TPnxIwnUz9iEREJhbXdXnqqafYunUrAFdccYX6EYmIiIhMIgqK5KIyxpDJu8PTwt5sT7DlYA+HepK0x9OEfB7ad2ykff8O/F4PK669kUVXXsemgz0c6U3RWF6kaiERkUkin8+zbt06du3ahcfj4Y477mDFihXjfVkiIiIichYUFMlFY4xhb/sAbfEU5ZEgc6oitPQMsvVoH83dSYoDXnr2b+Tgm7vI5l2uvemd3H3bO3njaIKD3YOkcwUCPo+aVIuITALZbJa1a9eyf/9+vF4v99xzD4sWLRrvyxIRERGRs6SgSC6aTN6lLZ5iT9sAuUI/6Vw5VdEA0YCf8qIgyYOv4+1twe/zUrviJqrmLqOmJERdMkcqVyBvDGWRgJpUi4hMAj/72c/Yv38/gUCA++67jzlz5oz3JYmIiIjIOVBQJBdN0OehPBIkV+inL5lj06EebpxbyZ1XzKAjnqbk2pls/lWWG2dexmCkloU1xVQVh2gsdwkc33fJjGJNOxMRmQTe+c530t7ezvve9z7q6+vH+3JERERE5BwpKJILYmQvoqFgx3EclswoJpMv8PKBLjDQGU9y1axKGssjxMJ+Vs77GMYYEuk8xSEfHo+H+TVRGisiBLwO2YIh6BiFRSIiE1A+n8fnsz9KlJWV8fGPf1zjtYiIiMgkpzk9cl6MMaSzed5sS/DKoR72tg9gjBl+3+PxcHlDCbMqoqQGE3z/e9/j79au5+ntbcPbjhUwBX0e9nUkxzymiIiMv66uLr75zW+yZ8+e4dcUEomIiIhMfqooknM21Ky6pXeQjnia4pAfYFTzaWMMA5kCJpNgw/qfcrStgyOdfXgqZ1EZDZDJF9hxLA7AlU1lLKixU80yeZf2RJp4Kg+k1dBaRGQCaW1t5fHHHyeZTPLCCy8wf/58PB797UlERERkKlBQJOdsKMxJ5QoAhANeaopDw82nh4Kk3YeO8LN/Xctgoo+y0lIar7uNrPGRybm0x9Mc7UsDhupYiKaKIkJ+L0Gfh5riEJAedUwRERlfzc3NPPHEE6TTaerq6njwwQcVEomIiIhMIQqK5JydCHNgXlURtbEQsbB/eOpBJu+yY/9hfrZuLW42xdI59axacyc9OR9lET/FYR/lkSBdpVkA6svCw4GQ4zjDvYpGTksTEZHxs2/fPtauXUsul6OpqYn777+fUCg03pclIiIiIheQgiI5Z8NhTnmYw92DbDsWp6Y4xNyqCAOZAj3tR/nNL9ZhcmnmNDbw6Mc+wqH+AvHmPjJ5Q21JmPnVUebVRHGAoN87KhByHEfTzUREJoidO3eybt06CoUC8+fP595778Xv94/3ZZ07YyCfAV8Q9McIERERkWEKiuS8ZfIubfEUvYN5CoUCb7bHae5NkW7ZgcfNsnLJfD7y0IN4fAG27zzCsb5BZpSGaSwL4/F4CAc0ZUFEZKI7ePAghUKBpUuXctddd+H1TuIg3xjo3A3xNojVQtUihUUiIiIixykoknM21IPoWF+Sve0DZPIFcrEw7fEU3YM5ev0NDFRlqJm1hMN9WWqKHdrjaVrjGcIBH1rHTERk8njPe95DXV0dl19++eTvSZTP2JAo0wdxoGw2+DWFTkRERARgkv+kJ+MpnSvQ3JNk57E4u9sTdA3k2PrGNjxunmjQR8E1OBWzONSXYcP+HjYe6gUc6kpC1BSH8OivtyIiE5Yxhm3btlEo2AULPB4PV1555eQPicBON4vVQrDUfvYFx/uKRERERCaMcf1p77HHHuPqq6+muLiY6upq7rzzTvbs2TNqm3Q6zcMPP0xFRQXRaJT3v//9tLe3j9qmubmZ22+/nUgkQnV1NZ/5zGfI5/OX8lamNGMM6VwBY8yo15p7BjnWl6IjmSUW8rF3+xa2/tcvad78K+67so73XlZLQ3kRjWURgj6HfMFQEwtyRWMZV84qI6j+QyJTisb0qcMYwy9/+UvWrVvHk08+OWr8nxIcx043a1qlaWciIiIiJxnXoOjFF1/k4Ycf5uWXX+aZZ54hl8tx6623kkwmh7f55Cc/yc9+9jN+8pOf8OKLL3Ls2DHuvvvu4fcLhQK333472WyW3/72t/zzP/8z//RP/8QXv/jF8bilKWdoetkrh3rY2z4w/MtCJu/SkchQVhRgdlmEQMcuTMvrVBUHWDC7ibryYtYsq+OP3jmPh2+Zy8pZFZQWBbiqqZxbFlSxoKZYK5mJTDEa06cG13V58sknefnllwGor6+fmuO149jpZlPx3kRERETOg2Mm0J8JOzs7qa6u5sUXX+Smm26iv7+fqqoqnnjiCT7wgQ8AsHv3bhYvXsyGDRu47rrrePrpp/nd3/1djh07Rk1NDQDf+c53+OxnP0tnZyeBQOBtzxuPxykpKaG/v59YLHZR73GySecKvHKoh3gqTyzs4+pZ5YT83uEAqbV/kF8/9yve3PYqRUEfd//ubbzrd27GcRwyeXd4aXtjzKivReT8TIZxS2P65JPP51m3bh27du3C4/Fwxx13sGLFivG+LJEpT+OWiIhMJBOq0UB/fz8A5eXlAGzZsoVcLsfq1auHt1m0aBGNjY1s2LABgA0bNrBs2bLhXygA1qxZQzweZ8eOHZfw6qemoM9DTXGIWNhHTXGIgNchnbP9KuZUhjm45QX27XiN3lSO4vlXUz53xZhVSENL3SskEpk+NKZPLtlslh/96Efs2rULr9fLvffeO7VCImMgl7afRUREROS0JsyqZ67r8uijj3LDDTewdOlSANra2ggEApSWlo7atqamhra2tuFtRv5CMfT+0HtjyWQyZDKZ4a/j8fiFuo0pZag3UUNZiIbyMEGfhz1tcfZ1JplbGeHFX/0nGza9QsGFpdevpnjGXF4+2A1AMpsnkS4AaRorIoTUj0hkWtGYPrkYY1i7di379+8nEAhw3333MWfOnPG+rNMzxq5c5gue2dQxY6BzN8RbIVIOtcthKjTlFhEREbkIJkxQ9PDDD7N9+3Zeeumli36uxx57jC996UsX/TyTmTGGN9sSbDncQ8GFq2eXUV8S5J9/e5ADHUkaysPMiNbTld7MLatv5caVl/PakT4CXi8DmRwVRSEcJ0tNcYigTz+Mi0w3GtMnF8dxuOGGG2hvb+e+++6jvr5+vC9ptJHBEBwPfdrsimVn0ow6n7EhUcdOKOTsa3Ur1J9IREREZAwT4jf4Rx55hJ///Oc8//zzo344ra2tJZvN0tfXN2r79vZ2amtrh7c5ecWcoa+HtjnZ5z//efr7+4c/WlpaLuDdTH7GGPoHs+zvTPDGkX5eOdzDxgPdvHKol63NfRzoSrL5UC9bOqHymjvxVzSwoj7GzfOrWVgbpa4kwpIZxVw9q5z5NVFNNxOZZjSmTx4j2xTOmTOHT3ziExMzJOrcDYc32M/5tA2JMn32cz7ztofAF7SVRIUceP2Q7Dmz/URERESmoXENiowxPPLII/z0pz/lueeeY/bs2aPev+qqq/D7/Tz77LPDr+3Zs4fm5mZWrVoFwKpVq9i2bRsdHR3D2zzzzDPEYjGWLFky5nmDwSCxWGzUh1hDlUS/2NbKjqNxUvk8Qa9tRt3a2UPrpqdJ9drpH67rEg4HKC8K4PF6uWxmjGtmVzC/JorH41FPIpFpRmP65NLV1cU//MM/0NXVNfya3+8fxys6jXzGBkLpPug9bIOjWC0ES+3noSqjt+I4drrZ3N+BqiVQUndm+4mIiIhMQ+M69ezhhx/miSee4Mknn6S4uHi4/0RJSQnhcJiSkhL+4A/+gE996lOUl5cTi8X4X//rf7Fq1Squu+46AG699VaWLFnCBz/4Qf7qr/6KtrY2/vf//t88/PDDBIP6IfBsZfIuR/pSHO1Lk8pmiQa8RANe+nt7+dXP15Hu64D0IIG6WnIulEZ8XN1UNhwKqReRyPSlMX3yaG1t5fHHHyeZTPL000/zwQ9+cLwv6fR8QSiugb7DkOqH3kN2ulnZ7NP3KBqrh5HHY6ebnU1vIxEREZFpaFyDom9/+9sA3HLLLaNe//73v8+HP/xhAP7mb/4Gj8fD+9//fjKZDGvWrOFb3/rW8LZer5ef//znfPzjH2fVqlUUFRXx0EMP8Zd/+ZeX6jamlKDPw8ySEK+ZAluPxOlNZik2g3S/8RyZwQGC0Rizrl1DX8FDPJMnkcpRWxJU5ZCIaEyfJJqbm3niiSdIp9PU1dVx9913j/clWadrUO04NhTqa4FcEhLtUD4H/KHTH2dkD6PKhVDInjju6fa7GNcuIiIiMgk5xmid2Hg8TklJCf39/dN2yoIxhkzeJejzkM7m+d6vD/DTrcdob28lvv15ir0FaqqqmH/De4lEi9jdmmAg4zKjLMQfv3shK2dXKCwSuYQ0bp2ens3p7du3j7Vr15LL5WhqauL+++8nFLoIwcnZOjncOblB9eneHyugyaVtP6NMHwRKoKgcBnvfuvH1+QQ9b3ftImdA45aIiEwkE2bVM7l0RoZCjuPgui47jsXpSWYoLwoytzJCScRPUb6HxLZnCZKnsqqOO+65j3csacBx4Jfb29jVMcC8yiIGcwUyeVfTzkREJrCdO3eybt06CoUC8+fP59577504PYmG+hBl+iCOrSAaqvwZCnEqF0LpLBjKYE4X0PiC9us4ECmDwR7I9J96XN7mOBfi2kVEREQmIQVF04wxhr3tA7Qn0tQUh5hbFWFrcz+/3tdJMpMnGvLhzq9ieUMZe4I9pCqC5MMzuOym95DzBvF4HBbUFDOvqog3jsXJ5g11JRGCvgmxgJ6IiIzBGMPGjRspFAosXbqUu+66C693AoX7I8OdkQ2qR4Y4xTX2tUS73aZ01tgBjeOc6GHkDUDXHog7p298fb5Bz+muXURERGSSUlA0zWTyLu2JNPFUHmNSxFNZfr7tGEd7Bklk8tSWhCgUXJbXl3L7776P7nyA3ugcWuIFQsEUz+/upDORwTUOQb9DZTTEvOoiTTsTEZnAHMfh/vvvZ9OmTdx44414PBMs3B8Z7oyc/jUyxClkAQP51PFAZ9bogMYbsNPOTu5F9HaNr8836DndtYuIiIhMUgqKppmgz0N1NEgmVyDi99KTzNDRn6VvMEvBOLQfacGYRpoqIgzmvFTMu5xUTwqTK1AU8hPP5OkZzNGVzDKjJIzHkyVbMIQm2O8cIiLTnTGGQ4cOMXv2bABCoRA33XTTOF/VcWP1BBqr0fTIEOfkiiJfaIzKoTGmj71dA+sLEfRcrCbZIiIiIuNAQdE0ZDC09qVp708R9HooiXgJ+MK07Hmdtj2biWauINGwGr/PpSjgo6QowMJokCuaygCHUMBDaThAKOChpjikaWciIhOMMYb169ezceNG1qxZw6pVq8b7kk44m55AJ08jy2egfLYNiYb28YdsJdH5TB9T0CMiIiIyTEHRNDCyeXUm73K0L01rPEVHf5qBTJZ8waVv32v07H+DaMjPFQ1lVMeCpHMFisN+GiujzCgJckVjOcUhH9mCIeB1yBbMcENsERGZGFzX5amnnmLr1q0AE6sXEbx1TyDXhUwcgjHweE5UHo1VMTSS+gSJiIiIXDAKiqa4oRXNegez1MbCzKsuYmZpiFcPGfZ3DtDWnyT+5isMHN1L2O9l8fyrmHHZNXQmMvi9HuZVFRMOeqmNhYmF/TiOMzzNTNPNREQmlnw+z7p169i1axcej4c77riDFStWjPdljXa6UMd1Yc/T0PUmVC6ABbdB95sQb4VAFDIJyMbHrhhyHLsqWnGdDZn0BwwRERGRc6agaAozxrDzWIJf7+vC77E/NDdWRGgoDRHyeUgMpmnd9hvSbQfwez1E519NpGEZmw/3UxTyUV8a4cZ55eSNQ3HIp8ohEZEJLJvNsnbtWvbv34/X6+Wee+5h0aJFb7/jhWKMnQLmMHpq2MlO1xMo0w/tOyDVa7+uv8qGRB07IZ+1U85CJWNXDBlz+h5FIiIiInJWFBRNYZm8S89gBr/HQ65QoCjgw+cY/nN3F68c7uXo67/G7TxEaTjIoutuIVQzl/rSIOVFflzj4PXA/q5B+tN5aopDzK+JKiwSEZmAXNfl8ccfp7m5mUAgwH333cecOXMu3QUYAx27oHkTOAbqroC65Xb62Jnu338M3AJgoGI+RKogUg6FHPgCEIjBzCttWHTy96LzXeJeRERERIYpKJrCAl6H8kiQ+dUuA+kCPckMW5v7ebWlh77BHMGqBgq9R7nmne/lppVLiYaDlBcFqI2F6UxmqY4G6U1lSaQLQJrGiggh/wTrdSEiIng8HhYvXkxnZycPPPAA9fX1l/YC8hnoa4H+FhjsgoFOKGSg/upTw6Kxmlnn03bfygU2FJr7TvB6oXa53SfZAyV1Y4dExgDmxKpo6lEkIiIicl4UFE1Rxhj2dSTpTqYJ+Dz0DQ7S0pumPOLFgyHg9dI0ewG+WU0UVZTRlzbMqg7RWF7EvOqi4YbV+zqSOE5aq5uJiExwq1atYtmyZUSj0Ut/cl8QShugrxmySduQ+tBv7Ot1K06EO8ZAuh/6WyHbf7z6Zxb0HLTBkQPUXAOBsN3e47H75zNjL10/MnQqroHG62wlkapfRURERM6ZgqIpKpMrcKgrwZ62BLlCgfZ4hoNtXRx9/Tdcef3vUBENEwsFybpRAl4PdSVBVjaVURIJjGpYPb8mSmNFRKubiYhMMF1dXTzzzDPcddddhEJ2mtVFDYmGViAbK7BxHKheDKVNcGQLHHnFVgYN9th9/KERoc6xEyubxWrBAIl2CMfAX2SnjY08/lstXZ/P2NAp1WmPXz5HIZGIiIjIeVJQNIUYY8jkXQJeh4OdAzy7u509bQM0lAZJxPvZ+uxTJON9xJMprr/tbhbWllIW8XOkP01lNDS8qtlIjuNoupmIyATT2trK448/TjKZZP369dx5550X94QnV+4M9QBynNFL2Pc3g8lBxZzjQVDdiWlg+czx5tS7bHPqWTfYlcocxwZGcGLaWC49diB1Mm8A8inb38gftV+LiIiIyHlRUDRFGGPY2z5AeyJNadhPc/cA+zuSdA5kGejroe+NZ0kn+vEGI8QWXEdRyIff5yUWCdDk8xEOeskWjJa8FxGZ4Jqbm3niiSdIp9PU1dXx7ne/++KfdKhZdKoXuvdBbzOUN9mgp3O3nXJWXGt7CWXjtpfQyY2nfcHRzakzSShkbeA0tAqaN3B2q5cVsuAPQ2ym/VzIgkdNrEVERETOh4KiKSKTd2mLp+hJ5nBdl1jQTzZfIBfvouONZynxFSguKWX+9e9hXn0V75hfxYLaGB7HQ8dARj2IREQmgX379rF27VpyuRxNTU3cf//9w9POLqiTp5n5graSqHsfdO+3VTwARTXQssk2si6th7rL7fbFNeA9qaG045zanHqo2mhoelkuBb2H7Wd4+9XLfEFbtYSjJtYiIiIiF4iCoiki4HUYTOc50JlgcW0xtbEgJYV+Dm5/Dr+bwxutYsGVq5k7o4JFM2IUBf14PB7mV9seROroICIyse3YsYN/+7d/o1AoMH/+fO699178fv+FP9FYq5I5DpTPhr7DJ6Z6+cIQrYZcFtw85HJQ2ghVC6H3EDS/fGJ/Y070JTpdc2pjRje1rlr49sGP45yoRjqTqWoiIiIi8rYUFE0R6VyBHcf62N0+QC5fwKkvYeDAa4R9hvKZTcy86l1k8VEUDpDMugxkXToSGRrLI7T0pGhP2JXN5tdE1bRaRGSCyeVy/Od//ieFQoGlS5dy11134fWeR/+4t2pMPTTNLNN3fFWy41U9vpBdoQxsSBQuh9bXIX7ELm2f6oddfltVlGizS94bA9EaOPRb6H7THmvx+06tEhpaDS3edvqm1qfzVs2uRUREROSsKSiapIYaVw9NF+sfzLCjNcHh7kEKruGGOZWsuvW/cfCNzVx1/TvoTLq0DWQoCflZWFNMJOijpjiEA7Qn0sRTeSBNY0VEzatFRCYYv9/Pgw8+yGuvvcbq1avxeM5jqvDpKoaG+IL29Tijp3MNVe+UNkHnHhsGtb9hq4fSffa4vYegkLcrmXl94PHDwV/DoV/bIKh7P8RmQMM1J87putD2Bgx22ylnvjCUNij8ERERERknCoomIdd12XE0TnsiTX1ZGAeHN9v66B/Mkhnog4oIPi9UlMRwrnoHPl+AulK71H1pUZDr51bg8XiGQ6aa4hCQVp8iEZEJxBhDd3c3lZWVAFRVVXHrrbee/4FPVzE0sspo5HQuOLEKGdjpZ8keSMchm7LTxIpqbLgTqwOPz4Y9wQh4vNB9AAZ7IZuEynmQHrDnGTpn2xuw/3kbLAWiEKk8/3sUERERkXOmoGiSMcaw41icn249ymAmx5zKKI3lYbYc7uXIntfp2/sqV1bczu72Sna3DdA7mCPSEKOsKEhZNERDWYRwwDdqetn8GtunKOjzaNqZiMgEYIxh/fr1bN68mQceeIA5c+ZcuIOPrBgqrgEMFArQvg0Ge2zYU7XoRJAzsvqodBb0t0KyFeLtdqWzSAXMvhnqltnj738euvdCcD5Ea+3+dSvA8UL5HCidcSJ0ymds6OT1Q3YQvGFwc5Bot9uqqkhERETkklNQNMlk8i5t/Sn6BzMc7ErSHk8RH4yxacNLdO15BZ/XQ7EZBBwyhQIBr0PehWX1pcyrjhLye08JgxzH0XQzEZEJwnVdnnrqKbZu3QpAT0/PhQuKhqqGKhfa0KfnIOx/4Xh/oKMnApyhKqNR1UeuXe4+l4REx/E+Qg22Aqh+JXi9tsLI44VIlV2uvnoheBwbBsVqTxx36PuQL2hXPwOIlIE3AAMdWsFMREREZBwpKJpkAl6HgmtIZQskMnk8GH794q/o2ruDoN/L3OXXct07bqahvAiPx8HncVg6s5TLZsTOr6eFiIhcdPl8nnXr1rFr1y48Hg933HEHK1asuDAHP6U6qAlaXoYjr9hG1GWNdhWzSPmJkMYXtFVH+TR07IWWzVDIQsU8+1rfYRjohFCxrULqOQitW+20tHCpbYB9ulXO4NRVywAq5moFMxEREZFxpKBoEjHGkEjlKBRcgn4PYa9Dy9aXcHoOEfR6WH7TO1m8/EoGMoZQwMcHrqrH4zgEx6giEhGRiSWbzbJ27Vr279+P1+vlnnvuYdGiRRfuBCf3JopUQ+9h++ENQKAEmm6AmmV2W28AChnbbDrdBz0HIN1rK4pCJbYyaKDLVgz11dkm1f3Ntpm1L2B7FRWydru3mkJ28qplmm4mIiIiMq4UFE0Sxhj2tMV5eX8XO1v7OdCeoPW1F3DiRwj6/dQsv4GqOUuJBv0Uhbx0DmSZVRnVlDIRkUkgk8nw+OOP09LSQiAQ4L777mPO7NknmkifT9g/NN3MG7AVQ9kBKKqy1UDZJARjEJ0Bc26BmqXQtQf6jkG6204va9sGhRy4GXA8tndQ2VwoqrC9hYxjG1kHY1DaCPFWGxaVNmj6mIiIiMgkpKBogjLGkMm7ww2mU9k8v9nbxaZDPSQGs+QBwsW4/R6W33QblM6gL5XjSH+acNDPwpqYVjATEZkkAoEApaWldHZ28uCDD1I/c+apS9jD6adwjVyxbOR7I6ebRauhaz+0bYVcBjIJ2w8o1QuxRjttbLAH4kfsMvdde+w0MDwQCEPd5VA+F/JZGxrlkva1yoX2/aFpZIWsDYtUySoiIiIyKSkomoCMMextH6AtnqI0HGBeVYS9HQNsO9ZPRzxFNlcgW4Do7BVUzl1Iw6xZlBYFaY9nqS0JMbM0RFNFRNPNREQmCcdxuPPOO+nv76e8vNxWEo2cJlbaBF1v2gCmrAmqF58IYk7uPVS16MR7I6ebpeOw6yk71az7gK0eih+Dvha7zdHNUDEbfBFIdtim1NkkzL7JTjUra7LHzsTh6KuQ6QcccLNA2J6vkIXBXiiktXKZiIiIyCSloGgCyuRd2uIp9rQmONafoioaIORz6OuP07p9IzOWXEt9eZj2eI6G6nIayqO8Z2kNR/oy9Kay1MbCBDXlTERkQuvq6mLz5s3c+u5343GzeA2Ul5XZN09ewr5jN2xbC5kk1F8F5bPtqmJwUu8hA8V1dhpYPgMYu78x4GIrhlK9gGOnj7lZMK6djub12TCqbqVdyczkoHoJXPZ+oHCiWilUArE66Adyg3B4w4nwauR1a+UyERERkUlJQdEEY4wBYygN+xnI5HizNcEbuSy+fJKd//U0mVSCWACufPd7WFZfyvzqKLOqiimNhiiNhkZNVxMRkYmptbWVx//f/yMZ7yc8cISbZ3ltr5/Ga05UC1UutKGPN2CXsO9rgcE+218ol7IrijmOfT9SBqYAqT449FtwC5DsApOH+uvAF4a966H/qF3C3olDvBnCleArstVBvhBEKmxzal8Iok1QuQgojK4KGppiVlwLO/4d+o7AQPuJ8GrkKmb6XiQiIiIy6SgomiBc1yWeytHan+JYf4a64gAVYT99qTRtrW20bH6OXCZJJBIlUr+YXa0DNJYVeMe8KuZXR4eDITWvFhGZ2Jqbm3nihz8k3X2EOm8/K00CjhSgqMZW6pTPsSFL524bDsVmQnYQ0glwc5DogoO/hdKZULnANqVOdtkG1K2v2SofX8hOAytkbc8hvND6ut0fF7xeW3FUOhOCJeB4j++Th3CxbVptClBcOXZVkOOAN2TDLQcwxz+G3tN0MxEREZFJS0HRBOC6Lr/a2cGu1j7a+jMUBT0UCi7N3YO0t7bSvOlX5HJpPOEY3svexbG0j3BvikQ6x+HeQRbOKCGkvtUiIhPevn37WLt2Lbn0IE1lPu5fMYtQ4hBksseDopmAsVU/zZsg3gLRWohU2RXF+o/AYAccfgkOA2WN4A3b6WRHNkL8KORyEK6wVUbhGGRSEC6zvYeCxba6qKgO6pZDoNQGQ9kkuHkYaIP8oK1kqrsCapefvirIH7IVUH11doUzhUMiIiIiU4KCogkgkc6ztyPOntYE+7sS5Asu/YNZejvb6dn+IiafxRstp2jJ7+AJhPB7PURDPqpiIZrKI1rdTERkEti5cyfr1q2jkM8zv66Ee6+chb+vxVbshGIQLrcrkR3+LfijgAvu8VKd0ga7wpg/DB6fDYYcB5IRGwoNdhyv6HGgkITEIOQHoOx6iNRA+3bbpyhSY89XVGZXMPP6wR+BqgXQ12ynkOXzdgpa1ULwvMX3F8ex0+SGKqBOXm3tdCu0iYiIiMiEpqBoAogGvQS8XroHMwymMvQNugzkCvTv+i0mn8UXq6Zoyc04vgBeYFFNlNVLZ7JkRgnL6kvVj0hEZIJLJpP89Kc/pVAocNmiBdx9ZTXezl2AC7EZdqWw5t/YJeoDEQiXQtksiOVtmOMLwWV3Qdc+GOyGnv3QexCyGUg3Q9sbNlQqXwg9B2xwlB2A9p1Q0mf7EeWSNsCpWgTBiG1kHY5BzRJbseQL2utwgPJ59sKNeeugZ6xpZm+1CtuZUtAkIiIiMm4UFI0zYwzxVI7KiEMhX6Az6ZJ2AY+XyKIbyRzdTcn865hXV8RgugB4CAT8LK6Lsay+FM9b/bVXREQmhKKiIj7w/vezd/dO3nv7f8NzbAu0b4NkLxRVQ/dBSB6F/lZb3VNUbiuHorV2StjRTZDPQaINQsWQStjeQ8leyCZsXyJ/GEKLoOFau32qx374w7bnkOODSCmUNNlpZ5ESyKWhbSeU1J1oQo2B3kPQ/PK5BT2jVmHDHvNspqVdiKBJRERERM6ZgqJxZIxhT1ucX7xxjBf2tHOoO0k2nYaA/YHaX1xJaNGNzK0M89+W19Iaz3CkL4PX66MtkWVRwag3kYjIBGWMYXBwkKKiInBdFhanWLgoDHt/aZtM53I2wOk9DN17bNiTS8O81RAogVQ3hMps0DPYDa1boXMX+IrttLKBNnAdGyjlM+ANQvchKJlp+xAFY+AP2qlllQsABzwBiFXbMKp0Jhx5DbL9EHegdJYNZAyQaD/3oMcXtAFPHPt5rGbYb+V8gyYREREROS8KisZJoVDgaG+SbS09vHGkh8PdSboP7GKweRtFS9+Jr7gSPzCnKsTdV8zA4/WSyKTwehzmVhUxq0K9iUREJipjDOvXr2fnjh38/gfvpyzVDDuftNU/gSgEymCgA4x7vCpoEEwWPEEomwPhqJ1C1tsC894NM6qhfYcNetwC5PLg+MHkwOOHQADyBRse9R+05/AX2YCoarENbLx+W61jXEh2QsVcW0kUd6C4xk5lS7TbfxfX2Bs5l6DHcU5UJ53L1LHzDZpERERE5LwoKBoHhUKB7710gPU72kkmB2mLZ2nft410yzYA8r2t+IorcYBZ5WEqSiIc6U1RHg3SWBbhv1/TQHVJRL2JREQmINd1eeqpp9j62muQ7KL5me9SVhy3IQ4+8JfAm+uhe7cNhoLFEIza0CdWB36/bVB96Ae2uXSqBy5/EMoW2EDJE4RsD+RmgmNsJVImAfmkDYEKeRuu1C6BZb8H4RJ7nKHwJ9FuAxh/aPR0s8Mv2yoegKbrxm5SfabG6l10NvueT9AkIiIiIudFQdE46Ogf5N9fPcb+7gEyOcPggS1kWvcAEGpaQbD+MgAcL7iOl7mVRUQDfvZ3J5lXGaUqFlZIJCIyAeVzOdat/RG7dm7H4xa48/IqlvuOwJE9kE/bHkHhUlu9U0hBIQOBGJQ12eXrG66GTByyaTslLdUHvAb1qyBxGPpboKgGimbYKWSxJujZZ8Mkxw9tr9twpXQWLP89aLzWBi0Vc05U5pwcAPlDttJoVBVPaHwDmvMJmkRERETkvCgousRc12VXa4KewQzpnMvg3o1kOw4AEJ6zkuCMhVQEIBLyMrMsyqq5lSysjbG8wct16TzFIZ8aWIuITEDZdJq13/06+zc/jzdxlHvm51l0IGVXF3O84PMDHki9ArnU8b1cyCZtxU+g2Da1HuwCXxGk+m21UDoOqTi0bbdBUeIYzLjS7uuPwYI1UDHbBkWv/cD29yltgBkrbOAytHoYnH4lMVXxiIiIiMhxCoouIdd1efVQL7/d30kukya5+zfkulvA8RCZfy2B6jlUBeG+a+q5vKkSF4fGyiihgA/HcSiJBMb7FkREZAzpVIoffutrtGz9LwLdu7hvfoY5RS64xzcwOduouncv4AVyx98I2MqidNqGR1VLoOtNSB9fpj4YhWgVhMIQLoeBTtu82nWhkIbBdhss1V5mA565vwN9zVDaaKuChlYPO3na2VgriamKR0RERERQUHTJuK7L5gPdfPeFPWxu7qcvDcYtgOOhaNGN+Csa8AGhkJfOwQI543DzgqrhkEhERCYoY2Cwh3xnC6FECw8uSlIfO13lZ+H4xxDHTjnzuBAps+GQx2OrixwflMyAuhUw4woIxeDAC1BUYRtUp/vtqmmlDSeqgKoXn5haNnL1sEIWMJBPnf1KYsacvhJJRERERKYcBUUXkTGGTK5AwXXZdayff3jxTZ7d1w+A4/FStOgdFJJ9+GKVFHkgHHTwOD4Gsi4HupKsmltJWD+Ui4hMXK4LLa8S2vAtHvQ8SXJ+luqiM5ke7AM8EC6D6qVQVG4DIH8RlNRCqheCpVC7HKrm28bUtUtgzk02sPGFbH8jgw18hr5XjKwKGrl62MkVRWe6kpgxJ6qSTleJJCIiIiJTioKii8QYw5vtCV491MuR3iStvUl+vbOVdPtBgjMX4zgOjtc3HBItqisi4Pfh9XoI+Dw0lRdRHNL/PCIiE1VXayuHX/wRV/U9A22bKArkKQq8VUjkw85FC4PPZ6ej5TN2efum62xDaq8Pqq+1U8f2/xf07LVTzGqWQCBsq46GeMJvfYEn9x2Cs1/JbGRV0tlWIomIiIjIpKQk4iLJ5F1aegbZ29HPawc72H6wm+4dz+Om4oAhNLSyGbCgtoh3X1aL3+8n5POwsLaEKxpL1LRaRGQicl1a9+3g8S9/jGTLawSXeFha7T2DHfOAH0JFgIFsxq6EljwK8XYIRsAU7DSxbBL6D9i+RaX19pvFuTi579CZhDwjp5qNrEo6m0okEREREZm0FBRdJD7H0JtI8fK+DrYd6iC543ncTBJPMIq/onF4u5klfm5bWsfNi2ppqojgOA5Bv1d9iUREJiLXpfmZ/48nvvN10r2HqYt6mF16FqG+xwcFAyYDOBAuBU8APIBTgGgteLyQ7IRYvV31rO5yG95kU6OnmV0MY00102poIiIiItOKgqILzBhDfGCQH7x0kHVbW9h3tIvkjucxuTSecIzo0nfhCUYAqAh7uG1pHfdc3UhZNKRwSERkIjOGfVt+w9q/+zK5ZDtNJR7uX+Yn5DubsdsBk7KfgzGY9Q6YsRyqF9lKIn/YhkWFjG1mHYraZe/f+Bfbj6jxGtuw+uTvFxeq4fTpppppupmIiIjItKGg6AIqFAq8tOsof/bv2zgyAPl4B8mdL2LyWbzRcoqW/A6eQIhiP1w+s5jr59dwy+IahUQiIhOZ60Kyh53P/xvr/vH/Uki2M7/cy72X+fB7xxi7fRXgZoAsuA4QAK8X/EG7ShkF8DhQNg8WrIZFv2vf9wZsQNRz0PYryiXAZKFtG8Rb7T59dbbP0Mjg5kI2nD7bqWZaEU1ERERkylFQdIEUCgXWbTrEnz65mzzg5tIkd7yAKeTwxaopWnIzji/AjAismFXJh6+fw/KGUkIBn0IiEZGJqlCA3/6Azl98lZ9saMFgWFrt5a5FPryeMcbuxndD5Wzo2AHpHkgnIFAEeI9XDPntyma+EERrwB+xTaodxwYuBrsyWbIb4kchNsM2uI7V2abXpQ2nhjcXsuH0yQ2w3+r708kBVeVCe48KjUREREQmNQVFF4Drujz7xmG+eDwkAvD4Q4TnriTX1Uxk4Y04Xh/LqkPctqyOGxfUsqyhVM2qRUQmMteFZ38Av32UqiDcPMtLImO4fYEPzylBiA9qLofKBoiUQLgEYjWQ7IF0P2QHIRy1IUpRle0/5AvaECifgb5DNnAprjm+lL2xAZMvbEOYslmAc6JH0cVsOH1yA+zTGRVQHb+ewd7zr2o6X6pyEhERETkvCorOkzGGF17fzx+ufdN+XcjjeO1jDVTPwV81G8dxKPLCzYuqWDiznIV1MYVEIiITlTGQ6MV895Pk4z8dnl52c5Nd2eyUKtDypbZ3UPksyPZDNgHlc22/oVga2rfbJta+AJQ22VXMIlXgD0BZk13RbChwAWi6zlb0YBgzHPL4oX2bDaFK6i5dw+mh83sDtnLIGzgRUEXK7PVk+8+/qul8r/FCTcMTERERmaYUFJ2nvQcO8vvHQ6LM0V1k2vYRXbYaTyAM2F8oKnzw4A2NXDG7ihmlRQT9Z7KMsoiIXHLGwJsvY55Yw/p9eY4lDB9c4SfgdcaYJhyEZffBLZ+2q5QdeBaCJVBcByX1UFxrp65lk+DmoKgSZlwOFfNthZDHsVPQ4HjgYmzg4glA95ujw47hAKTVVij1HLTBE0DpLBuGnMlUsTOttDl525Hnz6VspVNJnZ1uVjbbhkZde6Afew/ewLmd93xdyGl4Z0LVSyIiIjIFTZmylm9+85vMmjWLUCjEtddey6ZNmy76OZubm7n1H3dhjCF9+A1SB1/FTcXJdR4etd2Hr2/gkdWLuG5uFfNroupJJCLyNsZjTAegtxP3iTU8uSfPxqMFWuIuB3rdU7db+hD84a/hjr+GWDVk+m2/oUIGZl5lq4Jql9uQonwu1CyFpe+HBbfaFc48ji0YAhswVC6ESLmtymk/3rw602dDj3zmRACS7ILeg7YKKZuCcKn9+vAGG+QYc+q1womg5+22O922I8/f9SakOu3XQz2JClmoWABF5TDYY0MjY87uvBfC0DS8YOmFmYb3Vi71vYmIiIhcIlMiKFq7di2f+tSn+PM//3NeffVVVqxYwZo1a+jo6Lho50ylUtz0rW02JDqwhXTLNgBCTSsIzFg4vF3EgWA4SN44hPxehUQiIm9jPMZ0ADo7yf/tPH6yI8/WtgIex+GuRX4WVZ5UBXrFI/C7X4UZC8Hns2FEcY2togmU2CbUR1+zq5W1vALJdnDzdtl7Y6BjN7y+1n507LKvFbK2v0+m34ZE4TJbtROtse8PTfMqqrAVRMESGxIBJNpGh0pjGVVpc5rtjIFcGvLpU7cdCmCKKuz0uUDsxD0PhSVD0+Ey/acGXG93fRfKUDPuplUXf9rZW93b0LNUeCQiIiKT0JQIiv76r/+aj370o3zkIx9hyZIlfOc73yESifC9733vop1z8ZeewxiX1N4NZFr3ABCes5JQw9JRYdANCyqIhoMoHhIROTPjMabT0kL27+byo205dnUV8DoO917mY0XtSSHRkofgmv8OwaLRrxdydkpYYRC69tqpaH2Hob8FOnbCgedgw9/Ba4/D4d9AX4t9r3ufncqFgWi1PUa8zb6fz0D3fhvCdO2xFTuRCjtdzRhbgZTqPb6KWtgGN6eroBmutCk5MTVsZJgxsjqm56A9VrDUBlW5lH2/ciGEymCgC/qPgGsg3Qc9h+x1JFohELFh2VA1z6Ws8Bky1Iz7Yv9h5nT3dr6VRgqZREREZJxN+h5F2WyWLVu28PnPf374NY/Hw+rVq9mwYcNFO6dxCwzufolczxFwPETmX0uges6o7RZ6ob4IKgMFth1qp6N/gP5UnrqSEH6fH2MMDg7ZgkssHCAS8NAxkMPj5skWDHnXpSQaYX5VhKPxHI4pkHcNRQEvBTz4PAYXLzNKQuRcSKYzdAzkmF9VRCAQoFAo0DmQIeh1iIUDZAsGB/D7PGRzBbIFl2jIj8/rJTii2imfz9MaT1NbHCTvQibvUhzykSsYXNclk3cJ+e0+mbyLWyiQyOSJhfyEAj7S2TzxdI7ioP2/VzydI+jzEPT7wBgSmTzFQR/GGHpSOepiIQp4CPpsbpnJFTDwlhVYxhgyeZegz4PjOKd8PdY2p3M++56t0x33fM53sa5VZDyMx5hOPE7qO5fxxLYcLXGXgNfhvqV+5pSd9LeUyx6Caz8ENYtHhxD5DKR67DL3+aztP5Tph1T/8WqhnA1Rkl1QtQRqF9lQKNUDiS7Y95xtfB2IQlENZOLQ/Bs7Nc0tQP1Ke55Qqa02ysbB67VT3dL90HMYTN4GFukk+Lw2TBrqLZRL26lqFQvsv/tb7YpuviAMtIE/CpXzjvc/6rMVRXWXQ0kjHHgB3lxv72nWO6B5Axx91a7IVsiB44GBDvB47bUW10D91TZUGjp/2SxbBfVW4c2Z9Po5n35AF6OX0FD10slNxM+nT5KacYuIiMgEMOmDoq6uLgqFAjU1NaNer6mpYffu3WPuk8lkyGROlIjH4/GzOueCLz6DyecopOLgeChadCP+ioZTtttTgD2vdvP9V7vP6vgnCwCF4x9DvMc/An6YEQtQFPSxt2uQbB7qin2suayGnW1JDnan8HmgvjSEz+vBcWwA05PMk8m71JcGuX5eFStnV7CgpphCocBf/+de3jjWT10sQG0sxEDWpaEsTMDnsKt1gIFMnqbyMIvrYnQPZNmwv5ueVJY5lUVcP6ec3+zv5lBXktKIH+MajvanCfp8zK0OE0/l6R3MURr2kcwUGMi6zKsq4j3LaplRWoTB8FpzHwBXNpaxoLb4lPDDGMPe9gHaE2lqikPMqy5iX0dy+Ov5NVGAUducrjfUycc6m33P1ljnGgq5zvV857OvyEQ0HmM6f93AYM7QkzKEfA4PLvdTHxsZElXBTR+Hyia7olkhC54Rv/j7ghCrs/+OlNtm1Ydesk2sMTDYeLwqx4FkB/RGYOY1EGuAXML2/HE8gGtDhWDUnqO32QYwZfNs1dDup6Fju2123XSDre5p3QbxI5Dqg/3PQlEt1F8ODdfakKFzNzRvskFR7Qo4thXattqKovJ5tnKp7yBULbTh0GAfdLwEB16EGVfY97v3wNEtcGQLDLSfmGLVuceGXY4HCnnIDtqQyvFA9WIbjpwceozlTMKR8wlQLmb4MlS9NNJQpVGcs6+iutTNuEVERETGMOmDonPx2GOP8aUvfem8juEJhIgufSeFVAJ/ae0FurKxZcd4bSg4yuWgpS9L0J8nmbV/gG4byPNqc4Ij/Sni6QJgSOdcQn4PxgGP45DO2eqgwVyB6tIktaURmiqK6Eyk2dYapyuZpTuRpieVx2McegezFIf87OtIkHUNmXyBvIFEJs++riSZvEuuYPD7POxtH6AzmaM9kaXguiSzBTyeLOlCgVQmT7YArfE0mbyLz/GQzrlcNrMEFw+5gsvRvhTgUB1L0VRZROikVeIyeZf2RJp4Kg+kqYkFR33dWBEBOOW1k48z1rHOZt+zNda5Qserss71fOezr8hUcSHG9IqIhweX+/E4UBMdERLdvR4WLIP+Zki0j/2L/8mVJQBljfYX/qpFMHOlDVmySRg4Ao4fBo5CxQ2QCdnQpveg/RyKQfUS6DsCyV4IxqC4AhwX+g/bKqVYLeDaMCEQtmFSPm2Dmuw+CBXblddiM2zQE2+x3xwiZVBI2esIAIW0Da4yCTt9rHoxBCP2HIW03T42E3r22aBpoM2GFiUNdgW3fBoGu2xFEmnw2LHbPhPOPPQ4k+3OJ0C51OHL6SqNzsT5hEwiIiIiF8ikD4oqKyvxer20t7ePer29vZ3a2rEDnM9//vN86lOfGv46Ho/T0HBqRdDb8QSL8Jzcp+IiONuKotqojysbiwm1ec6oomheZRH1ZWGCPg91sRDL6mKnrShyXXNKRVFPPDNcUXR1YynZXAH/WVYUNZaHmVEaxmDoTdporL40PDwdbaSgz0NNcQiwVTTFId+or4f2Geu1tzvW2ex7tk53rtO9fj7HFJmsxnNMrys+6b+fz7ZBOGz/HVwM5XNO/4v/yZUlJwdHNUvAuLD/eejeC5ULbIDk5sDjt42gB3tsZVK0BmbfCB4POD4bHIENjnwhiNZBxTx7Tm8AGq+3Qc+RjbZpduVcKG20IVNpg51S5mAriMrmgddvw6qZKyFWDy2bIFIKVYsBx/YoSvVD9WUwf42tkOrYaYOiolqYscJeR7wVymfbaXOFnA1jPI6tdvIdfxZnEnqcSThyPgHKeIQvY1Uanel+5xoyiYiIiFwgjjGTv1vitddeyzXXXMPf//3fA+C6Lo2NjTzyyCN87nOfe9v94/E4JSUl9Pf3E4vFzuicsz73H2/5fhi4cSa896pGljVU0Zd2ae9LqEeRehSpR5FcEOcybk0W4zGm8xclJ33df7aXfWZc1/YgCsZsEDTk5B46xtiKHcOJwCGXxr4wIoQY2scY2xfJCYDXM3aPoqHwZuRxjbF9jnxBG/iAnSaXz0CoxF7j8LWMcW5vwE6T8wbs10PnGRqLzrQ30GTsUSRyAU3lMV1ERCafKREUrV27loceeojvfve7XHPNNfzt3/4t//Iv/8Lu3btP6XMxFn1zFpHJZiqPWxrTRWS60bglIiITyaSfegbwe7/3e3R2dvLFL36RtrY2Lr/8ctavX39Gv1CIiMjEojFdRERERGT8TImKovOlv+KIyGSjcev09GxEZLLRuCUiIhOJOt+KiIiIiIiIiAigoEhERERERERERI5TUCQiIiIiIiIiIoCCIhEREREREREROU5BkYiIiIiIiIiIAAqKRERERERERETkON94X8BEYIwB7NKkIiKTwdB4NTR+yQka00VkstGYLiIiE4mCIiCRSADQ0NAwzlciInJ2EokEJSUl430ZE4rGdBGZrDSmi4jIROAY/ekC13U5duwYxcXFOI5zRvvE43EaGhpoaWkhFotd5CucuPQc9AxAzwAu/TMwxpBIJJgxYwYej2YRj6Qx/dzpOegZgJ4BaEwXEZHpTRVFgMfjob6+/pz2jcVi0/aHqJH0HPQMQM8ALu0z0F+dx6Yx/fzpOegZgJ4BaEwXEZHpSX+yEBERERERERERQEGRiIiIiIiIiIgcp6DoHAWDQf78z/+cYDA43pcyrvQc9AxAzwD0DCY7/e9n6TnoGYCeAegZiIjI9KZm1iIiIiIiIiIiAqiiSEREREREREREjlNQJCIiIiIiIiIigIIiERERERERERE5TkHROfrmN7/JrFmzCIVCXHvttWzatGm8L+mCeeyxx7j66qspLi6murqaO++8kz179ozaJp1O8/DDD1NRUUE0GuX9738/7e3to7Zpbm7m9ttvJxKJUF1dzWc+8xny+fylvJUL4mtf+xqO4/Doo48OvzZd7v/o0aM8+OCDVFRUEA6HWbZsGZs3bx5+3xjDF7/4Rerq6giHw6xevZq9e/eOOkZPTw8PPPAAsViM0tJS/uAP/oCBgYFLfSvnpFAo8IUvfIHZs2cTDoeZO3cuX/7ylxnZ2m2qP4PpYqqO6RrPT6UxXWO6xnQREZG3YeSs/fjHPzaBQMB873vfMzt27DAf/ehHTWlpqWlvbx/vS7sg1qxZY77//e+b7du3m61bt5r3vve9prGx0QwMDAxv87GPfcw0NDSYZ5991mzevNlcd9115vrrrx9+P5/Pm6VLl5rVq1eb1157zfziF78wlZWV5vOf//x43NI527Rpk5k1a5ZZvny5+cQnPjH8+nS4/56eHtPU1GQ+/OEPm40bN5oDBw6YX/7yl2bfvn3D23zta18zJSUl5t///d/N66+/bt73vveZ2bNnm1QqNbzNbbfdZlasWGFefvll8+tf/9rMmzfP3H///eNxS2ftK1/5iqmoqDA///nPzcGDB81PfvITE41GzTe+8Y3hbab6M5gOpvKYrvF8NI3pGtM1pouIiLw9BUXn4JprrjEPP/zw8NeFQsHMmDHDPPbYY+N4VRdPR0eHAcyLL75ojDGmr6/P+P1+85Of/GR4m127dhnAbNiwwRhjzC9+8Qvj8XhMW1vb8Dbf/va3TSwWM5lM5tLewDlKJBJm/vz55plnnjE333zz8C8V0+X+P/vZz5obb7zxtO+7rmtqa2vN17/+9eHX+vr6TDAYND/60Y+MMcbs3LnTAOaVV14Z3ubpp582juOYo0ePXryLv0Buv/128/u///ujXrv77rvNAw88YIyZHs9gOphOY/p0Hc+N0ZiuMV1juoiIyJnS1LOzlM1m2bJlC6tXrx5+zePxsHr1ajZs2DCOV3bx9Pf3A1BeXg7Ali1byOVyo57BokWLaGxsHH4GGzZsYNmyZdTU1Axvs2bNGuLxODt27LiEV3/uHn74YW6//fZR9wnT5/6feuopVq5cyT333EN1dTVXXHEF//iP/zj8/sGDB2lraxv1HEpKSrj22mtHPYfS0lJWrlw5vM3q1avxeDxs3Ljx0t3MObr++ut59tlnefPNNwF4/fXXeemll3jPe94DTI9nMNVNtzF9uo7noDFdY7rGdBERkTPlG+8LmGy6urooFAqjflgEqKmpYffu3eN0VReP67o8+uij3HDDDSxduhSAtrY2AoEApaWlo7atqamhra1teJuxntHQexPdj3/8Y1599VVeeeWVU96bDvcPcODAAb797W/zqU99ij/90z/llVde4Y/+6I8IBAI89NBDw/cx1n2OfA7V1dWj3vf5fJSXl0+K5/C5z32OeDzOokWL8Hq9FAoFvvKVr/DAAw8ATItnMNVNpzF9uo7noDEdNKaDxnQREZEzpaBI3tLDDz/M9u3beemll8b7Ui6ZlpYWPvGJT/DMM88QCoXG+3LGjeu6rFy5kq9+9asAXHHFFWzfvp3vfOc7PPTQQ+N8dZfGv/zLv/DDH/6QJ554gssuu4ytW7fy6KOPMmPGjGnzDGTqmI7jOWhMH6IxXWO6iIjImdLUs7NUWVmJ1+s9ZTWU9vZ2amtrx+mqLo5HHnmEn//85zz//PPU19cPv15bW0s2m6Wvr2/U9iOfQW1t7ZjPaOi9iWzLli10dHRw5ZVX4vP58Pl8vPjii/zd3/0dPp+PmpqaKX3/Q+rq6liyZMmo1xYvXkxzczNw4j7e6r+F2tpaOjo6Rr2fz+fp6emZFM/hM5/5DJ/73Oe47777WLZsGR/84Af55Cc/yWOPPQZMj2cw1U2XMX26juegMX2IxnSN6SIiImdKQdFZCgQCXHXVVTz77LPDr7muy7PPPsuqVavG8couHGMMjzzyCD/96U957rnnmD179qj3r7rqKvx+/6hnsGfPHpqbm4efwapVq9i2bduoH6aeeeYZYrHYKT+oTjTvete72LZtG1u3bh3+WLlyJQ888MDwv6fy/Q+54YYbTllG+80336SpqQmA2bNnU1tbO+o5xONxNm7cOOo59PX1sWXLluFtnnvuOVzX5dprr70Ed3F+BgcH8XhGD5NerxfXdYHp8Qymuqk+pk/38Rw0pg/RmK4xXURE5IyNdzftyejHP/6xCQaD5p/+6Z/Mzp07zR/+4R+a0tLSUauhTGYf//jHTUlJiXnhhRdMa2vr8Mfg4ODwNh/72MdMY2Ojee6558zmzZvNqlWrzKpVq4bfH1pK+NZbbzVbt24169evN1VVVZNqKeGRRq6QY8z0uP9NmzYZn89nvvKVr5i9e/eaH/7whyYSiZjHH398eJuvfe1rprS01Dz55JPmjTfeMHfccceYywhfccUVZuPGjeall14y8+fPnzTLCD/00ENm5syZw0sp/9u//ZuprKw0f/InfzK8zVR/BtPBVB7TNZ6PTWO6xnSN6SIiIqenoOgc/f3f/71pbGw0gUDAXHPNNebll18e70u6YIAxP77//e8Pb5NKpcz//J//05SVlZlIJGLuuusu09raOuo4hw4dMu95z3tMOBw2lZWV5o//+I9NLpe7xHdzYZz8S8V0uf+f/exnZunSpSYYDJpFixaZf/iHfxj1vuu65gtf+IKpqakxwWDQvOtd7zJ79uwZtU13d7e5//77TTQaNbFYzHzkIx8xiUTiUt7GOYvH4+YTn/iEaWxsNKFQyMyZM8f82Z/92ajlsKf6M5gupuqYrvF8bBrTNaZrTBcRETk9xxhjxqeWSUREREREREREJhL1KBIREREREREREUBBkYiIiIiIiIiIHKegSEREREREREREAAVFIiIiIiIiIiJynIIiEREREREREREBFBSJiIiIiIiIiMhxCopERERERERERARQUCQiIiIiIiIiIscpKBIREREREREREUBBkUxTt9xyC48++uh4X4aIiFwAGtNFRERELhwFRSKnYYwhn8+P92WIiMgFoDFdRERE5MwoKJJp58Mf/jAvvvgi3/jGN3AcB8dxOHToEC+88AKO4/D0009z1VVXEQwGeemll/jwhz/MnXfeOeoYjz76KLfccsvw167r8thjjzF79mzC4TArVqzgX//1X9/yOmbNmsX/+T//hw996ENEo1Gampp46qmn6Ozs5I477iAajbJ8+XI2b948vM9f/MVfcPnll486zt/+7d8ya9as83wqIiKTk8Z0ERERkQtLQZFMO9/4xjdYtWoVH/3oR2ltbaW1tZWGhobh9z/3uc/xta99jV27drF8+fIzOuZjjz3GD37wA77zne+wY8cOPvnJT/Lggw/y4osvvuV+f/M3f8MNN9zAa6+9xu23384HP/hBPvShD/Hggw/y6quvMnfuXD70oQ9hjDmvexYRmao0pouIiIhcWL7xvgCRS62kpIRAIEAkEqG2tvaU9//yL/+Sd7/73Wd8vEwmw1e/+lV+9atfsWrVKgDmzJnDSy+9xHe/+11uvvnm0+773ve+l//xP/4HAF/84hf59re/zdVXX80999wDwGc/+1lWrVpFe3v7mNcqIjLdaUwXERERubAUFImcZOXKlWe1/b59+xgcHDzlF5FsNssVV1zxlvuO/Ot2TU0NAMuWLTvltY6ODv1SISJyDjSmi4iIiJwdBUUiJykqKhr1tcfjOWWaQC6XG/73wMAAAP/xH//BzJkzR20XDAbf8lx+v3/4347jnPY113XP6FpERGQ0jekiIiIiZ0dBkUxLgUCAQqFwRttWVVWxffv2Ua9t3bp1+If/JUuWEAwGaW5ufsspCRdCVVUVbW1tGGOGf+HYunXrRT2niMhEpzFdRERE5MJRUCTT0qxZs9i4cSOHDh0iGo1SXl5+2m3f+c538vWvf50f/OAHrFq1iscff5zt27cPT0EoLi7m05/+NJ/85CdxXZcbb7yR/v5+fvOb3xCLxXjooYcu2HXfcsstdHZ28ld/9Vd84AMfYP369Tz99NPEYrELdg4RkclGY7qIiIjIhaNVz2Ra+vSnP43X62XJkiVUVVXR3Nx82m3XrFnDF77wBf7kT/6Eq6++mkQiwYc+9KFR23z5y1/mC1/4Ao899hiLFy/mtttu4z/+4z+YPXv2Bb3uxYsX861vfYtvfvObrFixgk2bNvHpT3/6gp5DRGSy0ZguIiIicuE4Rmu0ioiIiIiIiIgIqigSEREREREREZHjFBSJiIiIiIiIiAigoEhERERERERERI5TUCQiIiIiIiIiIoCCIhEREREREREROU5BkYiIiIiIiIiIAAqKRERERERERETkOAVFIiIiIiIiIiICKCgSEREREREREZHjFBSJiIiIiIiIiAigoEhERERERERERI5TUCQiIiIiIiIiIgD8/6LURIOY4XDvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    mu_x_all, _, _, _, _, _ = vae(counts.to(device), batches.to(device))\n",
    "    mu_x_all = mu_x_all.cpu().numpy()\n",
    "\n",
    "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n",
    "axes[0].scatter(true_mu.flatten()[::20], counts.numpy().flatten()[::20],\n",
    "                s=2, alpha=0.2)\n",
    "axes[0].set_xlabel(\"true mu\"); axes[0].set_ylabel(\"raw count\")\n",
    "axes[0].set_title(\"Raw counts vs truth\\n(dropout + Poisson noise)\")\n",
    "\n",
    "axes[1].scatter(true_mu.flatten()[::20], mu_x_all.flatten()[::20],\n",
    "                s=2, alpha=0.2, c=\"C1\")\n",
    "axes[1].set_xlabel(\"true mu\"); axes[1].set_ylabel(\"VAE mu_x\")\n",
    "axes[1].set_title(\"VAE mu_x vs truth\\n(denoised)\")\n",
    "\n",
    "lims = [0, max(true_mu.max(), mu_x_all.max())]\n",
    "for ax in axes[:2]: ax.plot(lims, lims, \"k--\", alpha=0.5)\n",
    "\n",
    "r_raw = np.corrcoef(true_mu.flatten(), counts.numpy().flatten())[0, 1]\n",
    "r_vae = np.corrcoef(true_mu.flatten(), mu_x_all.flatten())[0, 1]\n",
    "axes[2].set_axis_off()\n",
    "axes[2].text(0.05, 0.6,\n",
    "             f\"corr(truth, raw counts): {r_raw:.3f}\\n\"\n",
    "             f\"corr(truth, VAE mu_x):   {r_vae:.3f}\",\n",
    "             fontsize=13, family='monospace')\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3824b8c6",
   "metadata": {
    "id": "081dc526"
   },
   "source": [
    "$\\mu_x$ tracks the true means better than raw counts. This is denoising — and the quantity we use for DE.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71210f43",
   "metadata": {
    "id": "aae382a1"
   },
   "source": [
    "---\n",
    "# 6. Differential expression — Bayes-factor\n",
    "\n",
    "**Q3.e.** Using $\\mu_x[n, g]$, for two cell types A and B per gene:\n",
    "- **H1** (DE): $|\\mu_x^A - \\mu_x^B| > \\text{score\\_thresh}$\n",
    "- **H0** (not DE): $|\\mu_x^A - \\mu_x^B| \\leq \\text{score\\_thresh}$\n",
    "\n",
    "Flag genes where $h_1 / h_0 > \\alpha$ across random pairs.\n",
    "\n",
    "## 6.1 Thresholds\n",
    "\n",
    "- **`score_thresh`**: within-type per-gene std (median across genes, robust to outliers), times ~3.\n",
    "- **`alpha`**: paper uses log Bayes factor ~3 (odds ~20:1). Use `alpha=20` for strong evidence.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "26c44659",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "54d3541b",
    "outputId": "7d1c411f-f910-4568-858c-8223e06e168c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "type 0 (T cell): torch.Size([484, 200])\n",
      "type 1 (B cell): torch.Size([505, 200])\n",
      "type 2 (Monocyte): torch.Size([511, 200])\n",
      "\n",
      "Median within-type per-gene std of mu_x: 1.584\n",
      "score_thresh = 3 x 1.584 = 4.752\n",
      "alpha = 20.0  (20:1 odds, strong evidence)\n"
     ]
    }
   ],
   "source": [
    "# Use the VAE's mu_x as our per-cell expression estimate\n",
    "mu_x = torch.from_numpy(mu_x_all)   # (N, G)\n",
    "\n",
    "# Split by cell type\n",
    "mu_x_per_type = {k: mu_x[types == k] for k in range(n_types)}\n",
    "for k, m in mu_x_per_type.items():\n",
    "    print(f\"type {k} ({labels_types[k]}): {m.shape}\")\n",
    "\n",
    "# Pick score_thresh from within-type variation\n",
    "# Per-gene std within type 0, then median across genes\n",
    "within_std = mu_x_per_type[0].std(dim=0).median().item()\n",
    "print(f\"\\nMedian within-type per-gene std of mu_x: {within_std:.3f}\")\n",
    "score_thresh = 3 * within_std\n",
    "alpha = 20.0\n",
    "print(f\"score_thresh = 3 x {within_std:.3f} = {score_thresh:.3f}\")\n",
    "print(f\"alpha = {alpha}  (20:1 odds, strong evidence)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "03550dec",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "079f82ad",
    "outputId": "5176ee87-3965-4afe-cf60-4a55dfd888d3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T vs B        :  15 DE genes  (example indices: [0, 1, 4, 5, 7, 9, 10, 12])\n",
      "T vs Monocyte :  18 DE genes  (example indices: [0, 1, 4, 5, 7, 9, 10, 12])\n",
      "B vs Monocyte :  17 DE genes  (example indices: [22, 23, 24, 27, 31, 34, 35, 41])\n"
     ]
    }
   ],
   "source": [
    "def differential(mu_x_a, mu_x_b, score_thresh, alpha, label, max_pairs=5000):\n",
    "    \"\"\"For each gene, count pairs (a, b) where |mu_x_a - mu_x_b| > score_thresh.\n",
    "    Returns indices of genes with h1/h0 > alpha.\"\"\"\n",
    "    Na, Nb = mu_x_a.shape[0], mu_x_b.shape[0]\n",
    "    idx_a = torch.randint(0, Na, (max_pairs,))\n",
    "    idx_b = torch.randint(0, Nb, (max_pairs,))\n",
    "    diffs = (mu_x_a[idx_a] - mu_x_b[idx_b]).abs()    # (max_pairs, G)\n",
    "    h1 = (diffs >  score_thresh).sum(dim=0).float()\n",
    "    h0 = (diffs <= score_thresh).sum(dim=0).float()\n",
    "    ratio = h1 / (h0 + 1e-8)\n",
    "    de_genes = torch.nonzero(ratio > alpha, as_tuple=True)[0]\n",
    "    print(f\"{label}: {len(de_genes):3d} DE genes  \"\n",
    "          f\"(example indices: {de_genes[:8].tolist()})\")\n",
    "    return de_genes\n",
    "\n",
    "de_01 = differential(mu_x_per_type[0], mu_x_per_type[1], score_thresh, alpha, \"T vs B        \")\n",
    "de_02 = differential(mu_x_per_type[0], mu_x_per_type[2], score_thresh, alpha, \"T vs Monocyte \")\n",
    "de_12 = differential(mu_x_per_type[1], mu_x_per_type[2], score_thresh, alpha, \"B vs Monocyte \")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74fff8d6",
   "metadata": {
    "id": "707db2ba"
   },
   "source": [
    "## 6.2 Sanity check: did we recover the true markers?\n",
    "\n",
    "Ground truth: genes 0–19 = T markers, 20–39 = B markers, 40–59 = monocyte markers.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "ddc06ba8",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "882380b0",
    "outputId": "7b04d484-d49a-4f0c-b63e-00e7a2104870"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T vs B        (expect markers 0-39)     : true-positive markers 15/40,  spurious hits 0\n",
      "T vs Monocyte (expect markers 0-19, 40-59): true-positive markers 18/40,  spurious hits 0\n",
      "B vs Monocyte (expect markers 20-59)    : true-positive markers 17/40,  spurious hits 0\n"
     ]
    }
   ],
   "source": [
    "def describe_hits(de_genes, expected_markers, label):\n",
    "    hits = set(de_genes.tolist())\n",
    "    expected = set(expected_markers)\n",
    "    tp = len(hits & expected)\n",
    "    fp = len(hits - expected)\n",
    "    fn = len(expected - hits)\n",
    "    print(f\"{label}: true-positive markers {tp:2d}/{len(expected)},  \"\n",
    "          f\"spurious hits {fp}\")\n",
    "\n",
    "describe_hits(de_01, list(range(0, 40)),\n",
    "              \"T vs B        (expect markers 0-39)     \")\n",
    "describe_hits(de_02, list(range(0, 20)) + list(range(40, 60)),\n",
    "              \"T vs Monocyte (expect markers 0-19, 40-59)\")\n",
    "describe_hits(de_12, list(range(20, 60)),\n",
    "              \"B vs Monocyte (expect markers 20-59)    \")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47b911b5",
   "metadata": {
    "id": "5c292167"
   },
   "source": [
    "With `alpha=20`: expect **zero false positives** and ~50–65% of true markers. Loosening to `alpha=3` trades specificity for sensitivity.\n"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "gpuType": "T4",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
