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---
library_name: transformers
license: apache-2.0
datasets:
- cometadata/triplet_loss_for_embedding_affiliations_sample_1
base_model:
- Alibaba-NLP/gte-multilingual-base
---
# Affiliation Clustering Model
A fine-tuned multilingual embedding model based on [Alibaba-NLP/gte-multilingual-base](https://huggingface.co/Alibaba-NLP/gte-multilingual-base) designed for clustering and matching academic affiliations. This model was trained using triplet loss to learn semantic representations that can distinguish between similar and dissimilar institutional affiliations.
## Model Description
This model is specifically trained to understand academic affiliations and institutional names, making it useful for:
- Deduplicating author affiliations in academic databases
- Clustering similar institutional names
- Matching affiliations across different naming conventions
- Academic author disambiguation tasks
### Architecture
- **Base Model**: Alibaba-NLP/gte-multilingual-base (12-layer transformer)
- **Embedding Dimension**: 768
- **Training Objective**: Triplet margin loss with L2 normalization
- **Tokenization**: Up to 8192 tokens with padding and truncation
## Training Details
### Training Data
- Dataset: `cometadata/triplet_loss_for_embedding_affiliations_sample_1`
- Training/Test Split: 90%/10%
- Triplet format: (anchor, positive, negative) affiliation texts
### Training Configuration
```json
{
"model": "Alibaba-NLP/gte-multilingual-base",
"learning_rate": 1e-4,
"batch_size": 32,
"num_epochs": 3,
"margin": 1.0,
"warmup_steps": 30,
"optimizer": "AdamW",
"scheduler": "cosine"
}
```
### Hardware
- **GPU**: NVIDIA H100 80GB HBM3 (8x GPUs available)
- **Training Time**: ~2 minutes (120 seconds total)
- **Platform**: Linux SLURM cluster
### Performance Metrics
- **Final Training Loss**: 0.179
- **Test Loss**: 0.192
- **Training Steps**: 686
- **Total Runtime**: 120 seconds
<img width="600" alt="triplet scores distribution" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABr0AAAVlCAYAAACiNweWAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjUsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvWftoOwAAAAlwSFlzAAAuIwAALiMBeKU/dgABAABJREFUeJzs3XdcU9f/P/AXe29BEFEU3KDiwL1w1Fkrts66Pq3V1lGto7bVqrVVW9taV7Vq3aPWWfcEt6Liwo0DRVBA9p75/eGPfLm5CSQhIQRfz8ejj0fvyb3nnCQ3Id73fb+PgUQikYCIiIiIiIiIiIiIiIhIjxnqegJEREREREREREREREREpcWgFxEREREREREREREREek9Br2IiIiIiIiIiIiIiIhI7zHoRURERERERERERERERHqPQS8iIiIiIiIiIiIiIiLSewx6ERERERERERERERERkd5j0IuIiIiIiIiIiIiIiIj0HoNeREREREREREREREREpPcY9CIiIiIiIiIiIiIiIiK9x6AXERERERERERERERER6T0GvYiIiIiIiIiIiIiIiEjvMehFREREREREREREREREeo9BLyIiIiIiIiIiIiIiItJ7DHoRERERERERERERERGR3mPQi4iIiIiIiIiIiIiIiPQeg15ERERERERERERERESk9xj0IiIiIiIiIiIiIiIiIr3HoBcRERERERERERERERHpPQa9iIiIiIiIiIiIiIiISO8x6EVERERERERERERERER6j0EvIiIiIiIiIiIiIiIi0nsMehEREREREREREREREZHeY9CLiIiIiIiIiIiIiIiI9B6DXkRERERERERERERERKT3GPQiIiIiIiIiIiIiIiIivcegFxEREREREREREREREek9Br2IiIiIiIiIiIiIiIhI7zHoRURERERERERERERERHqPQS8iIiIiIiIiIiIiIiLSe8a6ngARERERla1hw4bhypUr0m1/f39s3rxZhzPSLyEhIRg+fLigbdOmTWjRokWxxy1btgzLly8XtD18+FDj83sXvHz5Ep07dxa0LViwAIGBgTqaEZWlR48eYf/+/bh16xaeP3+OlJQUZGZmCvb55ptvMHLkSN1MsByoU6eOYHv8+PGYMGGCjmajHHW/W4mIiIiIimLQi4iIiIiIiMq9lJQUzJw5E8eOHdP1VIj0TkxMDO7du4f4+HikpaUhIyMD5ubmsLCwgKOjI9zd3VG1alXY29vreqpEREREpcKgFxEREZEWyMtEUcTIyAhmZmYwNTWFvb09nJyc4O7ujpo1a6Ju3brw8/PjRSgieqdlZmZi6NChePTokdbHks2GLUunTp1C1apVdTI2VTx3797Fzp07cfLkScTFxSl1TJUqVeDj44PGjRujXbt2qF27tpZnSURERKRZDHoRERER6Vh+fj4yMjKQkZGBpKQkREREIDQ0VPq4gYEB6tevj+7du6Nv376oXLmyDmerfSy/WDHpY7k1Kj9+++03uQEvCwsLVK5cGebm5oJ2R0fHspoavcNmzJiBvXv3Srfd3d0RFBSkwxm99erVK8yZMwenT59W+djo6GhER0fj+PHj+OWXX+Dq6oojR47A0tJS8xMlIiIi0gIGvYiIiIjKOYlEgrt37+Lu3btYunQpevbsiUmTJqFKlSq6nhoRkdalpKRg9+7dgjZnZ2f88MMP6NChA4yMjHQ0M6Ly58KFCxg/fjwyMjI00t/r16+Rl5enkb6IiIiIygKDXkRERERlxNLSEtWqVZP7WHp6OlJTU5GWllbsxaXc3Fz8999/OHbsGCZPnoyRI0dqabZEROXDhQsXRBfwf/rpJ3To0EEr41WrVg0pKSkqHfPkyRPk5uYK2ry8vGBiYqJSP6ruT1TUpUuX8PnnnyM7O1v0mLm5OVq1aoU6deqgatWqsLKyQkFBAZKTkxEXFye9uSY+Pl4HMyciIiLSHAa9iIiIiMqIj4+PUmX63rx5g9u3b+P27du4ePEibt26JdonKysLCxYsQFhYGH7++WcYGyv/s46lAkunRYsWePjwoa6n8U6rWrUq34N3yO3btwXbNjY2aNeundbG++mnn1Q+JiAgAFFRUYK21atX62x9Ln4+3j3p6emYMWOGKOBlbW2Nzz//HEOGDFGqRGFYWBhOnjyJI0eO4Pnz59qaLhEREZHWMOhFREREVM5UqlQJAQEBCAgIwKRJk3Dnzh1s3LgRBw4cgEQiEex78OBBAG/XuyEiqohevXol2K5WrRoMDQ11NBui8unvv//G69evBW2VKlXC+vXrUbt2baX78fX1ha+vLyZNmoRz585h69at/LwRERGRXuEvFyIiIqJyzsfHB4sWLcLKlSthb28vevzgwYNYv3592U+MiKgMpKamCraVyVYhetccOnRI1DZnzhyVAl5FGRgYoH379vjrr79gbW1d2ukRERERlRkGvYiIiIj0RKdOnbB79244OjqKHlu8eLGotBYRUUWQk5Mj2DYwMNDRTIjKp+fPnyMiIkLQ5ubmhi5duuhmQkREREQ6xPKGRERERHqkatWq+P333/HJJ58gPz9f2p6dnY0lS5bgl19+KbO55Obm4smTJwgPD0dycjLS0tJgYGAAMzMz2Nraws3NDR4eHjpb00YVEokE4eHhCA8PR2xsLDIzM2FmZobq1auX+UXDxMRE3L59Gy9evEBaWhpsbGzg4uKCunXrolq1amU6l3dJfn4+7t69i5cvXyIxMRGpqamws7ODo6MjPD09UadOnTKZR0JCAm7evInIyEhkZGTAxsYGjo6OaNSoEdzd3ctkDqqQSCR4+PAhnj9/joSEBCQnJ0vnXLVqVTRo0ICl0TQkOjoa9+7dQ3R0NNLT02FkZAQnJyf07NkTFhYWZTaP7Oxs3Lp1C0+fPkVKSgqMjY3h4uICT09PNGjQoNwFJVNSUhAWFoY3b94gMTEROTk5cHBwgKOjI3x9feHi4qLrKZZadHS0qK1evXrl6r3IzMxEWFgY4uLipN+x5ubmsLGxgaenJ7y8vODg4KCRsaKjo3H//n0kJCQgMTERpqamcHR0hIuLCxo3bgxzc3ONjFOcnJwc3LlzB8+ePZOed1ZWVmjcuDEaNWqkdD9Pnz7Fs2fPBM/FwcEBbm5uaNSoEczMzDQ256ysLISHh+PJkydISUmRfs+Ym5vD1tYW7u7uqFatGipXrqyxMYmIiLSBQS8iIiIiPdOqVSsMGTIEmzdvFrQfPnwY06ZNg7Ozc7HHDxs2DFeuXJFu+/v7i/oqzuXLl7Fjxw4EBQUhKyurxP0dHBzQuHFjBAQEoEuXLnIz1YoLKFy5ckWpgMOpU6dEAbaXL1+ic+fOgrYFCxYgMDAQwNsA0/r167Fnzx7ExcWJ+nR3dxcFvUJCQjB8+HBB26ZNm9CiRYsS51icK1eu4K+//sKlS5cEAc2iGjRogMGDB+PDDz9U+WKm7Gs4fvx4TJgwQeV5zpgxA3v37pVuu7u7IygoSLSfvNepqOXLl2P58uXFjqWo75LeV1WEhYVh/fr1OH/+PJKTkxXu5+Ligo4dO2L06NFqBR9L+tyFhIRI3/+CggK5fXh7e2PMmDHo06ePzi9mP3v2DGvXrsWZM2fkfnYK2dvbo23btvjkk09Qv359pfou6fNe0neCJj6PZSkgIECQqduvXz8sXLgQwNubC3bu3Int27fj0aNHco9v0aKF6LtPnc97Sd9tkZGR+PPPP3HkyBFkZmbK7aNKlSp4//33MWbMGJ2WoczKysL27dtx7Ngx3L59W+F3KgDUqlUL77//Pj7++GOl5iz7fhUVFRWl1N8rTZ+j8fHxorbyUAY0OzsbO3fuxNGjR3Hz5k3k5uYq3NfAwAB16tRBhw4dEBgYCE9PT5XGSklJwbp163DixAk8fvxY4X5mZmZo3rw5Bg0ahK5du6o0BgDs2bMH33zzjaCt6O+P8PBwrF27FsePH0dGRobo+H79+pUY9Hr27Bk2bNiAc+fOFZvFX/hcRo0ahbZt26r8XAqdOHECu3fvxvnz54t9jwq5uLigSZMm6Ny5MwICAlj+koiIyh0GvYiIiIj00IgRI7Bt2zbBhbzc3FwcOXKk2EBDaSQnJ+O7777DiRMnVDouMTERwcHBCA4OxqVLl7B48WKtzE9VwcHBmDFjBpKSknQ6j/z8fPz000/YunVrifvevXsXM2fOxN69e/Hzzz/Dw8OjDGZYMSUkJGDevHk4cuQIJBJJifvHxsbi33//xd69ezFo0CBMnz4dpqampZ5HTk4OfvjhB+zcubPEfR8/foxp06bhv//+w7Jly3RyUTszMxM///wzdu7ciby8vBL3T0pKwsGDB3Ho0CH06dMHM2fOhJ2dXRnMVP9FRERgwoQJCoNdZWn37t344YcfSrzRITo6GqtWrcL+/fsxf/58tGrVqoxm+H927tyJJUuWFBuMLSo8PBy//fYbNm7ciFmzZqF79+5anqHmycv20XXJ4+3bt2PFihVKvw8SiQQPHjzAgwcPsHr1aixZsgTvvfeeUsdu3rwZy5YtK/bGhULZ2dk4f/48zp8/Dz8/P8ydO1djmbx//vknVqxYodR3ozyJiYn49ddfsXfv3mIDtYWKPhd/f38sWrQIrq6uSo8XHR2N6dOn4+rVqyrNMzY2FkePHsXRo0cxevRoTJ06VaXjiYiItI11JoiIiIj0kIeHBzp16iRqP336tFbGS05OxrBhw1QOeJVXhw8fxhdffKHzgJdEIsHUqVOVCngVFRoaimHDhiEyMlJLM6vYIiMjMXjwYBw+fFipgFdRubm52Lx5M0aNGqXUBdbiZGdn49NPP1Uq4FXU+fPn8dlnnyl1UVSTEhISMGLECGzfvl3li7oSiQT79+/HkCFD5JZiI6EnT55g4MCB5SLgtW3bNnz77bdKZfYWio6OxujRo7X2N0me3NxcfPfdd5g5c6bSgZai3rx5g0mTJmHFihVamJ12VapUSdQWFhamk8BXdnY2pk6dijlz5qj1PgBvvy/S09NL3C8/Px/ff/89fvzxR7W+j2/cuIEhQ4bg0qVL6kxTYO7cuViyZInaAa9nz55h4MCB2LVrl1rf7VeuXMGHH36I27dvK7X/y5cvMWTIEJUDXkRERPqAmV5EREREeqpVq1Y4efKkoO3mzZuQSCQaL322cOFCPHz4UNTu6emJ1q1bo2bNmrC3t4epqSkyMjKQkpKCiIgIhIeH49atW8jJySm2/7p160r//8WLF4KSQJaWlkqVkzMxMVHquYSHh2PLli3SEnJGRkZo2rQpWrZsCVdXV5ibmyMmJgb37t3D/fv3lepTXevWrcPhw4el21ZWVujcuTN8fX1RqVIlpKSk4OnTpzh+/DhevXolOPbVq1cYMWIE9u3bB1tbW63OUx2WlpaC9/XBgweCxytVqiT3Qm1R2lhrJz4+HoMHD5Z7MdbV1RVdu3aFl5cX7OzskJCQgAcPHuDEiROiAOm1a9cwatQo/PPPP2pnfH377bcICQmRbteoUQPt27dHzZo1YWdnh7S0NNy7dw/Hjx/HmzdvBMdevXoVGzZswCeffKLW2KrKysrCiBEj5AZhHBwc0LVrV9SpUweOjo5ISkrC06dPcezYMcTGxgr2ffz4MYYMGYJ9+/bB3t5e7lhFzxtA9e+E8lDWrTQyMzNFQfnatWujXbt2qFatGmxtbZGQkICIiAgcPXpUq3O5desW/vjjD+m2sbExWrZsiVatWqFy5crIyclBdHQ0goKCcO/ePcGxubm5mDBhAjZv3ozGjRtrdZ4FBQUYN24czpw5I3rMxcUFrVq1Qv369WFvbw8zMzMkJyfj3r17OHfunCAIK5FIsHTpUjg4OGDIkCFyx/Ly8oKNjQ2At9/DRYMtJiYm8PLyKnG+mj5H69evD3Nzc0FgMi8vD19//TVWr15dZp+J3NxcfPLJJ3IDKYaGhmjQoAFatWoFNzc32NvbIycnB0lJSXj48CFu375dbFlCeWbNmoXdu3eL2s3MzNCuXTs0a9YMzs7OyMrKQlRUFE6dOiX6LZOWlobRo0dj48aNaNq0qWpP+P/buXMntm3bJt22tLREmzZt0KRJEzg5OUEikeD169cICQmRu8Zh4feivMBdw4YN0aRJE9SoUQO2trbIzc1FXFwcbty4gbNnzwp+X8XFxeGzzz7D3r174ebmVuycv/32W9HvCuDtWnD+/v7w9PSEra0tjI2NkZ6eLv098vDhQ9y5c6fMb7ogIiJSBYNeRERERHpK3kXE9PR0REREoEaNGhob59WrV4I1nADA0dERP/30EwICAko8PiMjAxcvXsTOnTvlXuwBgP/++0/6/7JrH/n4+Ki05lhJNm7cKL1Y4+/vj9mzZ8Pb21vuvtnZ2RobV54lS5ZI/z8wMBDffPON3ADWjBkzsGHDBvzxxx+COUVFRWHBggVYsGCBVuepDl9fX8H7Kls+atCgQWqtKVYaEokEM2bMEAW8zM3NMXnyZAwfPlzuOTpz5kwsW7YM69atE6y3dffuXfz666/49ttvVZ7LrVu3pO+ls7MzZs2apbCU19SpU/HDDz9g3759gvZVq1Zh6NChMDc3V3l8Vc2fP18U8DIyMsLo0aPxxRdfyC2v9s0332D9+vVYsmSJ4MLsq1evMHPmTIVruhU9bwDtfyeUNydOnJB+R7m7u+P7779Hx44d5e77zTffqJytqIrly5dL5+Ln54f58+ejZs2aov0mTJiAM2fOYNasWYiJiZG25+Tk4JtvvsF///2nkXKgxc1TNuDl6uqKGTNmoFu3bjAyMpJ7XF5eHvbu3Yv58+cLAqvz589Ho0aN0KBBA9Exa9askf6/7BqHLi4uovO3LJiZmaFDhw44duyYoP3q1avo3bs3Pv/8c/Tq1Uvrwa8FCxbIDXh169YNkydPlnvuFPX8+XMcPHhQEEBS5PDhw3IDXp07d8bs2bNRuXJl0WNffvklgoODMXv2bMF5mpubKy0dWxjQVEXRc2LQoEGYNGkSHBwcRPuNHTtW9LsiIyMDX375pSjg1alTJ0ybNq3YIGpcXBx++eUX7N+/X9qWmJiIiRMnYseOHQp/c127dk1wwwXwtoLAzz//rFTgLzk5GWfPnsWOHTt0vr4kERGRPCxvSERERKSn6tatKze7SdMl74KCgkQXVZcsWaJUwAt4e8dzly5d8Ndff+HHH3/U6NzUUXgBt1u3bli3bp3CgBcgf50UTSq8+PXZZ59hwYIFCjO2DA0N8b///Q9LliyBsbHwvrU9e/awPJGSDh48iLNnzwrazMzMsGrVKowcOVLhBUJzc3NMmzYNc+bMET22adMmhIWFqTyXwvfew8MDO3bsKHbtGisrKyxcuBBt27YVtKekpIgucmtDaGgoduzYIWgzNDTE/PnzMXnyZIWfEyMjI3z66adYtmyZ6LvqxIkTZTJ3fVT4HVWjRg1s375dYcALePsay34naFLheerv74+NGzcWG7To0KEDtm7dKsrQfPr0qSAooGk3btzAypUrBW1+fn44ePAgevTooTDgBbzNXPvoo4+wfft2WFtbS9tzc3MFGW76YNy4cXK/w6KiojBz5ky0bNkSo0ePxqpVq3Dp0iWkpKRodPyzZ8+KSvUaGBjg66+/xrJly0oMeAFA9erVMW7cOAQFBaFdu3YK90tPT5f7fTxgwACsWLFCbsCrUKdOnbB161bRPlFRUWq/54Wf2RkzZmDu3LlyA16FZL8vf/nlF1GG29SpU7Fq1aoSswadnZ2xaNEijB8/XtB++/btYrNAT506Jdg2MTHB33//rXSmm52dHfr06YMtW7bgiy++UOoYIiKissSgFxEREZGeMjY2hp2dnai96N3LmiAbRPP09IS/v79afVlYWGhiSqXm7u6OhQsXKl0SUZv8/f0xZcoUpfbt1KkTPv/8c1F7Rc560aT169eL2qZNm4ZWrVopdfzAgQMxaNAgQZtEIsGGDRvUmo+JiQn++OMPuLu7l7ivgYEBvvnmG1H7+fPn1RpbFRs3bhS1jRgxAh988IFSx3fs2BETJ04Utct7P+gtY2Nj/P7778VevC8r9vb2WLp0qVI3AXh4eODXX38VtW/fvh25ubnamB5WrlwpyMB0cXHB6tWrVcrYqVu3LmbPni1oO3v2rKgsa3lWp04dzJgxQ+Hj2dnZOHv2LBYvXoyRI0eiefPm6Nq1KyZPnowtW7bgwYMHpcoa/PPPP0VtY8aMwf/+9z+V+zIzM4Ozs7PCx/fu3SvKjPL19cXcuXOVyjzy8PDAkiVLRPvu2bNH7bUa33vvPYwaNUqlY2JiYrBr1y5B25AhQzB69GiV+pkwYQLatGkjaCsu0Pzy5UvBtr+/P6pXr67SmIXKy+86IiKiohj0IiIiItJj8i7qpaWlaXQM2cXkFa3Do08mTpwIKysrXU8DwNvSeaoYPXo0XF1dBW2nTp0SrZ1EQjdv3sTdu3cFbbVr18bQoUNV6mfKlCmiYPOxY8dEa24po3fv3vDx8VF6f29vb1G5NdnnpGkxMTGitQOdnJzkBrGKM2rUKHh6egrabty4ofX566v3338f9evX1/U0ALy9oF5c5oqsFi1aiDIX4+LiRNklmvDo0SNRWcOvvvpKrXUO+/TpIzpHZc/98m7EiBH4/vvvlS4l+eLFCxw+fBjz5s1D3759ERAQgMWLF6ucMX7t2jXcuHFD0FarVi2tlbDdsmWLqO37779XmK0rj5+fH/r16ydoy8jIwJ49e1Sej6GhIaZPn67ycRs2bBAEg62trZW+CUaWbMbVvXv3EBUVJXffivi7joiIqCgGvYiIiIj0mLxMr6IL2WuC7MWQR48eITU1VaNjlCVra2t0795d19MA8HZdNtm1rkpiZmaGvn37Ctry8vJw8eJFTU6twrlw4YKobdCgQSpdJAUAW1tb9OrVS9CWm5srWHNKWR999JHKx/j6+gq2IyIiVO5DFZcuXZKW7irUt29fldcGMjExkft85b0vBHz44Ye6ngIA+d83yhgwYICoTba0qCbIlsi0srJCz5491erLwMBAVFJPdt0jfTB06FDs3r0bnTt3VvnY6OhorFq1Cj169MCPP/6odAlEeQHNkSNHaqX05qtXr/Ds2TNBm4+PDxo2bKhyX4MHDxa1qfOd1LJlS1StWlXl42TP3x49egjKbKqiSZMmomCvor9Lsr/rbt26hby8PLXGJSIiKo8Y9CIiIiLSY0VLOhXS9KLijRo1EmxnZGRg8uTJSEpK0ug4ZaVRo0YwNzfX9TQAQK2LkgDQtWtXUdutW7dKO50K7fr166K2bt26qdVXjx49lOq/OObm5mpdpK1WrZpgOz8/X3TXvibJe17qBo018bq9C8zNzdG4cWNdTwPA27JnqpQJLNS6dWvRxXttfEfJXtRv0KBBqdZilA1c3L9/X+2+dKl27dr4888/cfjwYYwdO1bl0nW5ubnYvHkzPvzwQ9F6U/LIvg8mJiaimwM0Rd53RnFrIhanYcOGovf85s2bKpd5bNGihcpjR0VFiTKxmjRponI/hQwNDVGlShVB27179+TuK/u35+XLl5g1axYyMzPVHp+IiKg80d6Kt0RERESkdfLuwtZ0QKdt27ZwdnZGXFyctO3cuXPo0qUL+vTpg/feew9NmzYtF+tjKaO8lAwDoFJpu6Lq1KkDY2NjwZ3ZLBNXPNmLf66ursWuGVOcBg0awNDQUBB0VvX1r1KlilqfGUUlTbVVrlP2dTMxMUHdunXV6svd3R2Ojo5ISEhQ2D+9/XwbGRnpehoAICqnqSxDQ0PUrVsX165dk7Y9efIEmZmZGlsDKD8/XxRIe/jwoVqZaYVk13NKTU1Fbm6u3vx9k+Xl5YXJkydj8uTJeP36Na5du4abN2/i/v37uH//fokB8+fPn+Pjjz/G7t27Fa49mJOTIwoO1q1bV2trPcn7rpXNgFWFj4+PYI2r1NRUvHjxQqVAoTq/K+QF71auXCl3DUVlvXjxQrCdmJgod7+ePXti8eLFgsoAe/bswZkzZ9CvXz9069YNvr6+KmdCExERlRcMehERERHpMXlBL01f/DY3N8f333+PiRMnCu5+Tk1NxbZt27Bt2zZYWFigcePGaNSoERo2bIhmzZrJLb1YHjg5Oel6ClI1atRQ6zhTU1NUrVpVUNouPj5eQ7OqeCQSiSgz0cvLS+3+rKys4ObmJrhLX9HFRUXU/XzIKxdWdE0YTZN9Xu7u7qXKpPH29hZkhaj6ur0LHB0ddT0FKXW/owCgZs2agqCXRCJBYmKixoIhSUlJyM7OFrQlJyeLAlellZycjEqVKmm0T11wdXVF79690bt3bwBv348nT57g2rVrOHnyJC5duiS3xF1iYiImTpyIXbt2yc0kT0xMFJVArV27tnaeBOR/Z9SsWVPt/ry9veWOoUrQS53fFa9fvxa1yQatSktRRr6LiwsmT56MBQsWCNrj4+Oxdu1arF27Fra2tvDz80PDhg3RuHFj+Pn5lZu1UImIiErCoBcRERGRnsrJyZEb9HJzc9P4WN26dcOiRYvw/fffIyMjQ/R4ZmYmLl26hEuXLgF4e5d/vXr10L17d/Tp00crc1KXuutlaIM6ZcMKyT4PfV5nTdvS0tJEpUBL89oDb9f2Khr0UvVCu75kjsh+x2jidSsqJydHo9k/FUFF/Y4C3p5PsiXY1FVWJXY1vU5meWFgYABvb294e3tj0KBBePXqFZYuXYo9e/aI9r1z5w6OHTsmt7SpvPdBmze9yPvdI/u9ogp5x6r6fa7OZ7Yszl/ZoHBRI0eORH5+Pn7//Xe5wc6UlBScOXMGZ86cAfD2hotGjRqhZ8+e6NmzZ7kKzhMREclirjIRERGRnrp//77cCxUeHh5aGa9Pnz44evQohgwZUuLdvgUFBbh79y5+++03dO3aFd99952gpJkulZeyYQBKdaHf0tJSsK3NdZ30nbzXRvb1U5Xse1dRX3/Z51Xa4JS84yvqa6cuedl8ulKaz4m8YzX5Xms6o+td5+bmhgULFmDBggVyM7p27twp97i0tDRRW2m/X4sjew4ZGBho9G+pvDFKos7vCnnBu7L2ySef4MCBA+jTp0+JGbx5eXkIDQ3FvHnzEBAQgJ9//lnuTVBERETlQfn5NU1EREREKrlx44aozdraGtWqVdPamJUrV8bs2bPx9ddf49y5c7h8+TKuXbuG8PBwUXmjQrm5udi1axfOnDmDv/76S+01YiqizMxMtbM6ZC82seyQYvJem9JerMvMzCxxjIrAyspKcHFW9nmrSt7xFfW1qwhK8zmRd6wm32t561cWrlVE6gsMDMTNmzexY8cOQXtoaChycnJgamoqaJf3N0ybwRDZc0gikZQqW1Tb56ki8oJMa9asQfv27bU+dlE1a9bEr7/+itTUVJw+fRohISEIDQ3Fs2fPBCWti8rMzMS6desQFBSEdevWKVzvjYiISFcY9CIiIiLSU4WlBIvy8/OTe4e2ppmbm6Nr167o2rUrgLd3Rd+6dQuhoaE4d+4cwsLCROXk4uLiMGbMGBw4cAAODg5an6M+SE1NVTvoJXt3fWnLzilLm+tHaYu1tTUMDQ0F52Rpy0HK3qVfXtewKy1bW1vBc9X062ZqasrShuVYad5veRlApSlDJ0ve3xFmf2nGsGHDREGvzMxMxMTEiLLJ7e3tRcdr832Qdw6lpKSo/T0i7xwvi+/z8nb+2tjYoE+fPujTp490Ljdu3MC1a9dw5swZPHr0SHRMREQExowZgz179oiCoURERLrE8oZEREREeigiIgJnz54VtXfq1EkHs3l7V3Tr1q0xYcIE/PvvvwgODsaYMWNEdzLHxcVh7dq1OpljeRQREaHWcTk5OYL1pADAycmp2GNkS6bJK42pjLJaR0eTDAwMRBcYnzx5onZ/GRkZePXqlaCtogZyZddtefnyJXJyctTuT/Z1r6ivW0Wh7ncUADx79kywLe9zWBqOjo6imzxkvxdJPbVq1ZJb9i8xMVHU5uDgIPr78vDhQ63NTd5aUk+fPlW7v8ePH4vayuJ7qVKlSqK26OhorY+rLDs7O3Ts2BFTp07FgQMHcPToUQwePFhUyjE8PBy7du3S0SyJiIjkY9CLiIiISA9t2LBBlEllamqKHj166GhGQq6urvjqq6+wbt060QWS48eP62hW5c+dO3fUOu7hw4eijKuSykbKZpTJy8JQxosXL9Q6Ttfq168v2H79+jXevHmjVl93794Vff4qatlO2dctLy8P9+/fV6uv6OhoxMfHC9oq6utWUdy9e1et4woKCkTniZeXl0az+szMzFC3bl1BW0REhNqfaxKSV+JP3tpVpqamou+JBw8eaK3EobzvjLCwMLX7kz3W1tZWq2WiCzVq1EjUdvXqVa2Pq64aNWpgzpw5+Pnnn0WP8XcdERGVNwx6EREREemZCxcuiMoOAUCfPn3k3gGtS82aNRNln7148aLYdYFkL6opWiusIjh16pRax504cULUJu8CWlGy5Q8jIyNVHjcmJkbtoJeu31c/Pz9R27Fjx9Tq6+jRo6K2Jk2aqNVXeSfvdZP3/JUh7zh5/VP5ERISolaJw4sXL4oC6yV9R6mjdevWorayvACv6+81bSkoKJCb1SsvOwkA/P39Bdt5eXk4dOiQNqam0e/yO3fu4OXLl4K2Ro0alUmZ6Dp16ogytK9duyY3m6486dOnD+rVqydo02ZmHxERkToY9CIiIiLSI5GRkfjqq69EWSYWFhaYOHGijmZVvJo1a4rairuIKnt3ubbuFi8Pbty4gfDwcJWOycnJwX///SdoMzY2lnvxt6gaNWoItu/cuSM6j0oiL9iqLF2/r+3atRO17dixQ+XXIDU1FQcPHhS0mZiYoEWLFqWaX3nVqlUr0YX9/fv3q/z+5eXl4d9//xW1t23btlTzI+3Kzs7G/v37VT5O3nvdvn17TUxJoHPnzqK2devWqV2+VVW6/l7TlmvXromyiS0tLRWW0S1c37OojRs3auV9cHNzg5eXl6Dtzp07amVOb9u2TdRWVt9JBgYGCAgIELRlZmZi06ZNZTJ+acj+rivtWo9ERESaxqAXERERkZ4ICgrChx9+KPfu66lTp8LV1bXsJ6WEuLg4wXZJ67rILlL/8uVLSCQSrcytPPjpp59U2n/NmjV4/fq1oK1z585wcXEp9jjZklDx8fG4dOmS0uNGR0dj8+bNyk9Uhuz7qk6mWWk0bNgQPj4+graHDx9i+/btKvWzePFi0Wewe/fuJa6ppq8qV66MLl26CNrevHmD5cuXq9TPxo0bRWs8NWnSRFQWjcqfZcuWITk5Wen9r169Ksq8cXZ2lhugKq2mTZuKsowiIyOxcOFCjY8lj+z3WkpKikqvlaZERkYiODhYY/399ddfora2bduK1u4q1LhxYzRv3lzQFh4ejmXLlmlsTkUNHTpU1DZv3jyVfivcvn0be/fuFbRZWloiMDCw1PNT1meffSZ6TdesWYNbt26V2RzUIfu7rrxVGSAiImLQi4iIiKicCwsLw7Rp0/D555/LDXj169cPH3/8sdbGX7ZsmdoXYF69eiUqxefl5QUTExOFx9SpU0ewnZqaiuvXr6s1vj64dOkSFi9erNS+Z86cwcqVK0Xtw4YNK/FYeVkWv/32m+hufnmSk5MxceJEpKSkKDVPeWrXri3Yvnr1aplnRYwaNUrU9ssvvyi9jsquXbtEmQEGBgYYOXKkJqZXbsl7fuvXr1e6fNnZs2flnuP/+9//Sjs1KgOJiYn48ssvkZOTU+K+L1++xNSpU0XtgwYNKvZ7vzQmTZokKke3efNmLF26VO0bJh49eoTp06eXGMCS/XsFvP2eLmvx8fEYO3YsAgMDceLECbXLLEokEvz88884f/686LHevXsXe+y4ceNEbX/99RfWr1+v8jxycnJEgZWiPvjgA9jb2wvabt68iXnz5inVf1RUFCZOnCjK9O3fv78okKlN1apVEwXZcnNz8cUXX6j9uyc/Px+HDh0q9nfFwoUL8fjxY7X6v3v3Lq5duyZok11bj4iISNcY9CIiIiIqZxISEnD69GksWbIEAwYMwIcffqiwvFRgYKDKmUKqOnnyJAYMGIABAwZg48aNiI6OVuq469evY8SIEaJ1Xd5///1ij5O3Xse3336Ly5cvq1yKrrwzMzMDAKxatQozZ85UWCKooKAAGzZswIQJE0RBqsDAQNEd9vI0adJEVBLq7t27mDBhgtxgaqHLly9j4MCBCAsLE8xZVbLva2pqKiZPnownT56o1Z86evfujQ4dOgjasrKy8Nlnn2HLli0Kz6/s7Gz89ttvmDVrlugi+ogRI0QZZBVNkyZNMHjwYEFbQUEBpk+fjmXLlikMhuTn52PdunUYP3686Lzt2rWr3JJoVL4Uft4vXbqEESNGiLL1ijp37hw+/vhjUSZqzZo1MXr0aK3NsWnTphg/fryofcWKFRg+fLjoAr0iiYmJ2LlzJ0aNGoX3338f//33X4nBo0aNGsHQUHhZ5eeff8bJkyeVuqFA0+7evYvx48ejQ4cOWLBgAcLCwpT+u3n9+nUMHz4c69atEz3WokULvPfee8Ue36pVK9GNBRKJBAsXLsTEiROLPXcKRUZGYuXKlQgICMC5c+cU7mdlZYXZs2eL2rdu3YqJEyfizZs3Co89c+YMhgwZglevXgna3d3d8eWXX5Y4R02bMWOG6KaQN2/eYPjw4Vi0aFGxwb+iHjx4gMWLF6Nr16746quv8ODBA4X77tq1C7169cKoUaPw77//Ij4+XqkxgoODMXr0aNE5VdLvOiIiorImPzediIiIiDTuzp076Nu3r9zHMjMzkZKSgrS0NKUulFlaWmLq1KlyS/xoy61bt3Dr1i3Mnz8fNWrUQL169VC7dm04OjrCxsYGwNtARkREBEJCQnD37l1RH56enhg+fHix4zRq1Aje3t6Cu5AjIiIwYsQImJubw9XVFebm5qLjVq9ejcqVK5fyWZatiRMnYtGiRQCAnTt34siRI+jSpQt8fX3h6OiI1NRUPH36FMePH5cbbHR3d8c333yj9HhfffWV6G784OBgdO3aFe+99x58fX1ha2uLtLQ0vHjxAufPn8e9e/ek+zZt2hRVqlTBgQMHVH6uH3zwAZYsWSJY4+X06dM4ffo07Ozs4OTkBFNTU8ExLi4uWLNmjcpjFWfBggXo27ev4EJiRkYG5s2bh7///htdu3aFl5cXbGxskJiYiAcPHuDEiRNITEwU9dWgQQNMmTJFo/Mrr2bMmIHQ0FA8evRI2paXl4fly5dj+/bt6NKlC+rUqQMHBwekpKTg8ePHOHHihCgAArxdk+fHH38sy+mTmsaPH48//vgD+fn5uH79Onr37o1WrVqhVatWqFy5MnJzcxEVFYWgoCC53/mmpqZYsGCB2sFyZY0bNw5Pnz4VZR9euXIFQ4cOhaenJ1q0aAFvb2/Y2dnB1NQUqampSE5OxpMnT3D37l08efJE5QwpFxcXtGvXTpDd9ebNG4wbNw4mJiZwc3ODhYWFKBPtxx9/hK+vr/pPuARxcXHYsGEDNmzYACsrK/j6+sLHxwfOzs6wt7eHhYUFMjIykJCQgMePH+PKlSt4+fKl3L6cnZ2V/rxOnToV9+7dQ0hIiKD92LFjOHHiBHx8fNCqVStUqVIFdnZ2yM7ORnJyMsLDwxEWFlZsoEZWz549cf78eezevVs01pkzZ9C+fXs0bdoUzs7OyM7OxsuXLxEUFIT79++L+jIxMcGiRYukv2XKkpWVFVauXImBAwcKgnW5ublYu3YtNm7cCD8/PzRt2hSurq6ws7NDbm4uUlNTERcXhwcPHuDOnTtKB8eKunjxIi5evIjZs2fD29sb9evXh5eXFxwcHGBjY4OCggIkJSXh6dOnuHDhAp4+fSrqo1mzZujZs2epXgMiIiJNY9CLiIiIqIxkZGSodEFHHhMTE/Tp0wdffvmlTtfwevbsGZ49e4bDhw8rfYyrqyuWL18OCwuLEvedOXMmPvnkE9EFyKysLERERMg9Rhd31ZfWJ598gjt37uDIkSMAgLS0NOzbtw/79u0r8VhXV1ds3LhRpVJMXbp0QWBgIPbs2SNoT0lJwc6dO7Fz506Fx3p5eWH58uX45ZdflB6vKBcXF3z++edy13hJTk6WW0ZMUeZbaTg5OWHbtm349NNP8fz5c8Fj0dHR2Lhxo1L9NG3aFCtXrhQF6ioqc3NzbNy4EWPGjMHt27cFj8XHx2PHjh1K9ePl5YW1a9eKSpNR+dSoUSN89913+OGHHwC8DXSeO3eu2CycQiYmJli6dCkaN26s5Vm+LTP666+/wsPDA3/99ZcoIzMiIkLh347Smj59utxyrbm5uXjx4oXcY8qytGt6ejouX76My5cvq3ysu7s71q9fj2rVqim1v7GxMdasWYNvv/0WBw8eFDxWUFCA27dvi74/SmPevHkwMjLCv//+K2jPysrC8ePHcfz48RL7sLa2xvLly9G0aVONzUtVVatWxa5du/Dll1+Kyknn5ubiypUruHLlitbGLygowKNHjwQ3NSijdu3a+P3330XZjkRERLrGv0xERERE5ZyBgQF8fHwwZcoUBAUFYcGCBWUa8KpUqVKp++jUqRP+/fdf1KpVS6n9W7VqheXLl2tk7PKs8ELtwIEDVTquSZMm2LJlCzw8PFQe88cff8SAAQNUOqZNmzbYtm1bqRer/+KLLzB58mStre2jrGrVquGff/5Bjx49RBkYJTExMcGwYcOwfv162NnZaWmG5ZOjoyM2bdqEQYMGwdhYtfsnDQwM0Lt3b2zfvh1VqlTR0gxJG4YOHYoff/xRpWwtNzc3rF69Gp06ddLizIQMDQ0xefJkrF69utRrDNnY2OCjjz6ClZVVift6e3tj3bp1qF69eqnGLA1PT0+MGTMGNWvW1Eh/JiYm+Oyzz3Dw4EGVn5eZmZm0HKyTk5Na4xsbGysVGDcyMsK8efPw3XffqfV93LhxY2zbtg2tWrVSY5aa5ebmhi1btuCLL74odcaZl5cXevToofDx0v62MjAwQL9+/bBt2za9y7AnIqJ3AzO9iIiIiHTM0NAQpqamMDMzg729PZycnODu7i4tIdikSROdZkX8/fffePLkCc6cOYMrV67g5s2bcku9ybKxsUGXLl3Qv39/pdackhUQEIA2bdogKCgI58+fx6NHj/Dq1Sukp6cjMzNTdCe/vjI2NsYPP/yAHj16YNWqVbhy5YrCNVjq16+PIUOG4MMPP1Q5WFOo8CJhjx49sHTpUty8eVPha1m3bl188sknGluvw9DQEGPHjsWAAQNw5MgRXLt2DY8fP0ZcXBwyMjKQnZ2tkXGU4ejoiD/++ANhYWFYt24dLly4IDfbrJCzszM6deqE0aNHK531UBFZWFhg7ty5GDFiBNauXYuzZ88WW1bL3t4ebdu2xSeffIL69euX4UxJkz766CM0b94cf/75J44dO4asrCy5+7m5uaFv37747LPPlAoYaUP79u3Rvn17BAcHY8+ePbhy5Uqx6xYW8vDwQKtWrdC2bVt06NBBbhldRfz8/HDkyBGcP38ep0+fxsOHDxEZGYm0tDRkZWVpfT1Ke3t7fPXVV/jqq6/w7NkzXLx4EdevX0doaKho7SpFzMzM4Ovri549e6JHjx6lvsnh448/RmBgILZt24Zjx47hzp07xb4OhoaG8PX1RceOHdG/f3+VginDhw9H3759sX79ehw7dkxuGb5CZmZmaNasGQYNGoRu3bqp9Jy0zdTUFF9++SX+97//Yfv27QgKCkJYWJigLLA8JiYm8PX1RevWrdGxY8cSS2cePXoUd+/exZkzZ3Dt2jXcunVLtP6qPE5OTnjvvfcwYMAA1KtXT6XnRkREVJYMJBXlagERERERlZno6Gi8ePECUVFRSE1NRUZGBoyNjWFtbQ0nJyfUrl0b1atXZ8kbNSQkJODWrVt48eIFMjIyYG1tDWdnZ9SvX18rwZaEhASEhoYiNjYWKSkpMDU1hZubG3x9fdXKJNNX+fn5uHPnDqKiopCQkIC0tDTY2NjAyckJnp6epc4cqagkEgkePHiA58+fIz4+HqmpqbC2toajoyOqVq0KHx8ffg/oiZCQENGai5s2bUKLFi0EbVlZWbh16xaePn2K5ORkmJqawtnZGdWrV4evr6/aAXltkUgk0iBUUlISEhMTIZFIYGVlBRsbG1SrVg1eXl4qlYrVJ2lpaYiIiMCLFy+QnJyM9PR05OTkwNLSElZWVrCzs4OXlxc8PT1hZGSktXkkJycjLCwMb968QWJiIrKysmBhYQF7e3t4enrC29sb1tbWGhkrKioK9+/fR2JiIhITE2FiYgJHR0e4uLigcePGSpVZLi8yMjIQFhaGuLg4JCUlISUlBWZmZrCysoKTkxNq1KiB6tWrlyqDuqCgAFFRUXjx4gWio6ORlpaGzMxMmJqaSn+D1KlTB1WrVtXgMyMiItIeBr2IiIiIiIiI3nHKBr2IiIiIiMoz3nJHREREREREREREREREeo9BLyIiIiIiIiIiIiIiItJ7DHoRERERERERERERERGR3mPQi4iIiIiIiIiIiIiIiPQeg15ERERERERERERERESk9xj0IiIiIiIiIiIiIiIiIr3HoBcRERERERERERERERHpPQa9iIiIiIiIiIiIiIiISO8ZSCQSia4nQURERERERERERERERFQazPQiIiIiIiIiIiIiIiIivcegFxEREREREREREREREek9Br2IiIiIiIiIiIiIiIhI7zHoRURERERERERERERERHqPQS8iIiIiIiIiIiIiIiLSewx6ERERERERERERERERkd5j0IuIiIiIiIiIiIiIiIj0HoNeREREREREREREREREpPcY9CIiIiIiIiIiIiIiIiK9x6AXERERERERERERERER6T0GvYiIiIiIiIiIiIiIiEjvGet6AkT6pKCgAJmZmaJ2Y2NjGBgY6GBGRERERERERERERES6J5FIkJeXJ2q3sLCAoWHZ5GAx6EWkgszMTDx48EDX0yAiIiIiIiIiIiIi0gt169aFlZVVmYzF8oZERERERERERERERESk9xj0IiIiIiIiIiIiIiIiIr3HoBcRERERERERERERERHpPQa9iIiIiIiIiIiIiIiISO8Z63oCRPrE2Fj+R6Zu3bowMTEp49mI5eXl4f79+4K2evXqKZw3ka7xnCV9w3OW9BHPW9I3PGdJ3/CcJX3E85b0Dc9Z0jfv6jmbm5uLBw8eiNrL8nlX7FeYSMMMDAzktpuYmMDU1LSMZyMmb34mJiblIiBHJA/PWdI3PGdJH/G8JX3Dc5b0Dc9Z0kc8b0nf8JwlfcNzVkjRdXVtYHlDIiIiIiIiIiIiIiIi0nsMehEREREREREREREREZHeY9CLiIiIiIiIiIiIiIiI9B6DXkRERERERERERERERKT3GPQiIiIiIiIiIiIiIiIivcegFxEREREREREREREREek9Br2IiIiIiIiIiIiIiIhI7zHoRURERERERERERERERHqPQS8iIiIiIiIiIiIiIiLSewx6ERERERERERERERERkd5j0IuIiIiIiIiIiIiIiIj0HoNeREREREREREREREREpPcY9CIiIiIiIiIiIiIiIiK9x6AXERERERERERERERER6T0GvYiIiIiIiIiIiIiIiEjvGet6AkSkGolEgoKCAkgkEtFjeXl5ctsMDAzKYmpEKuM5S/qG5yypy8DAAIaGhjxXiIiIiIiIiLSIQS+ick4ikSAjIwMpKSlIS0uTe8G16L6ynj17xgtsVG7xnCV9w3OWSsvY2BjW1tawtbWFpaUlzx0iIiIiIiIiDWLQi6ickkgkiI2NRXJyMvLz83U9HSIiItKAvLw8JCUlISkpCUZGRrCzs4OLiwuDX0REREREREQawKAXUTkkkUgQHR2NlJQUlY81NzfXwoyItIfnLOkbnrOkKfn5+UhISEBeXh6qVKnCwBcRERERERFRKRnqegJEJFSagBcRERHpn5SUFERHR8stn0lEREREREREymOmF1E5ExsbKzfgZW5uDhsbG1hZWcHY2Fju3eAFBQXIysoSHWdoyPg2lU88Z0nf8JwldUkkEuTl5SE9PR2pqami8yglJQXGxsaoXLmyjmZIREREREREpP8Y9CIqRyQSCZKTkwVtBgYGqFq1KqytrUs8vqCgAEZGRoI2Y2NjXoylcovnLOkbnrNUGiYmJrCwsEClSpWQlpaGly9fCrK7kpOTub4XERERERERUSnwCg1ROZKRkYH8/HxBm7IBLyIiItIf1tbWqFq1qqAtPz8fGRkZOpoRERERERERkf5j0IuoHJEta2hubs6AFxERUQVlbW0Nc3NzQRvX9CQiIiIiIiJSH4NeROVIWlqaYNvGxkZHMyEiIqKyIPu3Xva3ABEREREREREpj0EvonKicIH7oqysrHQ0GyIiIioLsn/r8/LyBOt8EREREREREZHyGPQiKicKCgpEbcbGxjqYCREREZUVIyMjUZu83wREREREREREVDIGvYjKCXl3dRsYGOhgJkRERFRWDA3FP8eZ6UVERERERESkHga9iIiIiIiIiIiIiIiISO8x6EVERERERERERERERER6j0EvIiIiIiIiIiIiIiIi0nsMehEREREREREREREREZHeY9CLiIiIiIiIiIiIiIiI9B6DXkRERERERERERERERKT3GPQiIiIiIiIiIiIiIiIivcegFxEREREREREREREREek9Br2IiIiUNGPGDNSpU0f637Jly8ps7ICAAMHYISEhZTY2ERERERERERGRPmDQi4iIiIiIiIiIiIiIiPSesa4nQEREVJHJZoONGDECtra2OpoNERERERERERFRxcWgFxERkRYtX75csN2vXz8GvYiIiIiIiIiIiLSA5Q2JiIiIiIiIiIiIiIhI7zHTi4iISEkLFy7EwoULdTJ2UFCQTsYlIiIiIiIiIiLSF8z0IiIiIiIiIiIiIiIiIr3HoBcRERERERERERERERHpPZY3JCIiIiIiIiIiInpH5ebl486TeJiaGMHTzRZWFia6nhIRkdoY9CIiIoGIiAjcuXMHr1+/RkFBAZydneHh4QE/Pz8YGRlpZIycnBzcvn0bL1++RExMDPLy8uDg4IBKlSqhRYsWsLOz08g4KSkpePDgAZ4/f47U1FRkZWXBzMwMlpaWqFKlCqpWrYoaNWrA0JCJz9oikUhw7949PH/+HImJiUhNTYWdnR0qVaqEhg0bonLlyrqeYoni4+Px4MEDvHz5EikpKcjIyIC5uTksLS3h5uYGb29vVK9eHQYGBqUeKy4uDnfu3EFCQgISExORn58Pa2truLu7o1atWnB3dy9V/4WfvaioKCQkJCA3NxdOTk5wdnaGn58fbGxsSv0cFElMTMTt27cRGRmJ1NRUGBkZwd3dHb169VLq+JiYGNy9exfx8fFITEyEqakpnJyc4OnpiQYNGvBzTERERESkhkcvEvHL5muIScgAABgbGaJpXRe0bVQF/g1cYWnOABgR6RcGvYiI3iEBAQGIioqSbm/atAktWrQAABw8eBB//fUXHj16JPdYJycn9OvXD1988QWsrKzUGv/evXtYtWoVzp07h4yMDLn7GBsbw8/PDyNHjkSXLl3UGufw4cP4559/cPXqVRQUFBS7r6WlJRo3bozOnTujV69ecHBwULjvjBkzsHfvXun2+PHjMWHCBNF+derUUdhH586di51Pv379sHDhQlF7ce9dodzcXLRv3x4JCQnStu+//x5Dhw4tdkxFLl68iFGjRkm3jYyMEBwcrFSg6smTJ1izZg3OnDkjmI+sOnXqYNiwYQgMDNRYUFUT8vPzsXv3buzcuRO3b98ucX97e3v4+fmha9eu6N69u0qfkdTUVGzcuBHHjh1T+PkrVKVKFbRr1w79+/dHo0aNlB5D25+9YcOG4cqVK9LtBQsWIDAwEABw+fJl/PXXX7h8+bLo82hjY1Ns0CszMxObN2/GwYMH8fDhQ4X7OTo6onv37vjiiy/g7Oys0tyJiIiIiN5VBQUSrNh1SxrwAoC8/AKE3H2NkLuvYWL8NgDWoUlVtGlYRSM3+hERaRuDXkRE77isrCxMnz4dx44dK3a/+Ph4rF27FocPH8bixYvRuHFjpcfIzs7G3LlzsWfPHkgkkmL3zcvLw9WrV3H16lU0bdoUv//+O1xdXZUaJykpCRMnTkRISIjSc8vIyMDFixdx8eJFGBkZYfDgwUofW96YmJigd+/e2LRpk7Rtz549age99uzZI9hu3bp1iQGvrKwszJ8/H7t27UJ+fn6JYzx8+BAzZ87Ehg0bsGzZMtSsWVOtuWpSVFQUvvjiCzx48EDpY5KSkhAcHIzg4GA4Ozujffv2Sh23ceNGLF++HCkpKUrtHx0djR07dmDHjh3YsmULmjdvXuz+ZfXZU9TfTz/9hG3btql1/KFDh7BgwQLExcWVuG9CQgK2bduGffv24euvv8agQYPUGpOIiIiI6F0SHpmIp1HJCh/PzSvA5TuvcfnOazT0roSZ/2sBCzNeTiai8o11YIiI3mEFBQWYNGlSiQGvoqKjo/HJJ5/g1q1bSu2fkpKC//3vf9i9e3eJF91lhYaGYuDAgQgPDy9x35ycHIwcOVKlgFdFVJhdU+jOnTtKvX6y0tLScPLkyWL7lvXmzRsMGzYMO3bsUCrgVdTjx48xePBgpc8rbUlISMDQoUNVCnipIycnB9OnT8f8+fOVDnjJKimLsaw+e4p89913age8li1bhq+++kqpgFdRGRkZmD17NhYvXqzWuERERERE75K7T+OV3vf24zc4dOGZFmdDRKQZDM0TEb3DNm7ciODgYACAoaEhPvjgA/Tq1Qve3t6wtLREbGwszp8/j23btuH58+fS49LS0jBmzBgcPnwYjo6OxY4xZcoUXLt2TdBmbm6OgQMHomvXrnB2doapqSliYmJw4cIF7Nq1C69evZLu+/r1a3z22Wf477//YGtrq3Cc1atX4/79+4K2GjVq4KOPPkKTJk3g7u4OKysr5OXlIS0tDZGRkQgPD8elS5dw6dIlhSXf1DF69Gjp/69Zs0bw2KBBg4pdN6lBgwalGrtevXqoV6+e4LXYu3cvpk+frlI/R44cQWZmpnTbzs6u2JJ3WVlZGDVqlKg8n6enJz788EM0a9YMVapUgZWVFVJSUnDv3j0cPnwYR44ckQZvkpKSMH78ePz3338lnlfasmjRIsH5BwC+vr7o168fGjZsCFdXVxgYGCA7Oxvp6el48eIFIiIicOnSJVy5cgU5OTlKjTNjxgwcOnRI1N6yZUu89957aNKkCSpVqgRzc3MkJyfjxYsXuH37NoKDg3Hz5k2lgljFffa6deuGatWqwdTUFK9fv8bZs2exbds2tT578uzdu1da7tDAwAC9evVC9+7dUbduXTg4OCAxMRFPnz7FqVOnRMeuWLECy5cvF7RZWlqib9++aNu2LerUqQN7e3vk5OTg5cuXOHfuHLZs2YLExETp/qtWrYK3tzf69Omj0ryJiIiIiN4ld58qLkUvT9C1SHwYUEtLsyEi0gwGvYiI3mGFAS97e3usXLkSTZo0ETxua2sLb29vDBo0CLNnz8a+ffukjyUmJuLHH3/E77//rrD/rVu34uzZs4I2b29v/Pnnn6hevToKCgqkgRU7OzvUrl0bw4cPx8yZMwXZZ9HR0Zg7dy5+++03ueNIJBLs3LlT0NavXz/8+OOPMDYW/6mzs7ODu7s7WrZsiWHDhiErKwv79+8vVSm3oqZOnSr9f9mg1+jRo1G1alWNjKNIv379BEGv/fv3Y8qUKSqtmVV07TIA6NmzJ0xNTRXuP3fuXEHAy9TUFFOnTsXw4cNFdd+tra1RpUoVdOnSBUOHDsWECRMQH//2DsPY2FjMmTMHS5cuVXqumpKWliYKRI0dOxaTJ0+WbheesxYWFrC3t4e7uzsCAgLw6aefIiUlBbt27Sp2XTgA2Lx5s2gcZ2dnLFq0CK1atRLtb21tDXd3d7Rq1QpjxozBy5cvsX79epibmysco6TPXlH29vaoW7cuhgwZgm+//Valz54ihQEvJycnrFy5UrT+mLW1NTw8PNChQwdBe0hICFasWCFo69SpE+bPny83EOrk5IRGjRphxIgRmDJlCs6cOSN9bPbs2fD391dqDToiIiIiondNQYEEd58pn+kFAFGxqcjMzmOJQyIq1/gNRVSB5eTmIyUzA4aGrGRaFhxszGBqonxQobwwNjbG6tWrRRelizI3N8eCBQuQlJSE06dPS9sPHTqEzz77DHXr1hUdk5OTI8rWqFy5MtatW1fsRWhra2v89ttvSElJwaVLl6TtBw8exOjRo+WO9fLlS7x+/VrQx+zZs+UGvBQ9vwEDBii1rz7o06cPFi1ahNzcXABAXFwczp8/LwowKPLixQuEhoYK2oorbXjjxg3B+l+GhoZYvHhxsZlhhZo2bYrVq1djyJAhyM7OBgAcP34cjx8/hre3t1Lz1ZQ7d+5I5wC8zVKbNGmS0sfb2trif//7X7H7JCUliQLFrq6u2Lp1q9LB0KpVq2LWrFkKHy/Lz15xTE1NsX79etSpU0ep/SUSCebMmSMojdm9e3csXry4xL9jNjY2WLFiBYYPH47r168DANLT07Fp0yZMmzZNpXkTEREREb0Lnr9OQXpmrtzHrCxM5D5WIAGeRiWjQU0nbU+PiEhtDHoRVUDZOflYte8erj2IQ25e8Wu+kOaYGhuihY8bJg5sDHNT/fl6HTZsWLEBr0KGhoaYM2cOevbsKSgFuGPHDsyePVu0/6FDh5CQICyV8N133ymVdWFiYoJ58+ahd+/eyMrKkrZv2rQJ8+fPF+1fmCVUyNvbGxYWFiWOU1E5OjqiY8eOOHHihLRt7969Sge9ZLO8vL290bBhQ4X7yyvhqEzAq5CPjw+GDRuGtWvXAngb/Ni8eTPmzp2rdB+aIHseNWjQQJSlVlqbN28WfH4MDAzw888/azT7ryw/e8UZM2aM0gEvADh16hSePn0q3XZ2dsZPP/2k9I0bJiYm+OGHH9CnTx9p+cd///0XX375ZbFZikRERERE76J7CtbzMjYywPpZ3TBq3nG5ga/HL5MY9CKico3pH0QV0Kp993DpTgwDXmUsJ68A525GYemOm7qeitIMDQ1LzEwpys3NDb179xa0HT58WO76QkeOHBFs16hRA++9957SY3l4eIjGOnbsmHT9p6JMTEwE23FxcUqPU1H169dPsH3q1CmkpKSUeJxEIsF///1XbF9FxcbGIigoSLptaGiIsWPHqjhbYPDgwYLtoplGZaUszqOiGXEA0KFDB7Rs2VKjY5TlZ08RExMT0Xtakn/++UewPXz4cFhbW6vUR61atdC8eXPpdkpKCsLCwlTqg4iIiIjoXXBHQdDLu6o9LMyM4V3VTu7j4S+StDgrIqLSY9CLqILJyc3HtQe84K9LIXdeISc3v+Qdy4FmzZrBxcVFpWN69eol2E5KSkJERISgTSKR4ObNm4K2Pn36qDy/vn37CrbT0tIE60YVql69uqCUYVRUFLZu3aryeBVJhw4d4OT0f3ff5eTk4ODBgyUed/nyZURFRUm3jYyMRO9DUVevXhUEPRs1aqTWGkpVq1YVrKn2/PnzMg9eenl5CbavXr0qCOiVVmRkJKKjowVtAwcO1Fj/QNl/9hRp3Lix4PwrSV5enqikZrdu3ZQ+vqimTZsKtmX7JSIiIiJ610kkEtxTsJ5XYRaXd1V7uY8/fpmorWkREWkEg15ERO8wZcoayvL19RWVfLt9+7ZgOyIiAsnJyYI2Pz8/lcdq2LAhjIyE66TJy9qwtrZGq1atBG0//PADxo4di9OnTyMnJ0flsfWdsbEx3n//fUHbvn37SjxOdp927drB2dlZ4f7Xrl0TbNerV0/pOcqSHScyMlLtvtTh5eUlCHxJJBKMGzcOU6dORUhIiGCtKXXIBl8MDQ0FWUmaUNafPUUaNGig0nj37t0TlH20tLRE9erVVeqjkK7PIyIiIiKi8u5VfDoSUrLlPlYY9KpVzUHu41Fx6QrXAiMiKg/0Z9EZIlKKqYkRmtV1xqU7MbqeyjurhY8bTE2MSt6xHPD29lb5GCsrK1SpUkWQDRQbGyvYR16GTu3atVUey9zcHB4eHoJMMtmxCk2ZMgVXrlxBdvb//XAPDg5GcHAwLC0t4efnhyZNmsDPzw9+fn6wtLRUeT76pl+/fli/fr10+9atW3jy5Ikoo6lQeno6jh8/LuqjOLIBhW3btmHbtm1qzlgoKSlJI/2o4uuvv8bYsWOlpfwKCgpw4MABHDhwALa2tmjatCl8fX3RsGFD+Pj4qLRW1OvXrwXbHh4esLGx0ej8dfHZk0fVbL+XL18KtjMyMlC3bl2V+lBEF+cREREREVF5pmg9LwMDoF6N/x/0UpDpBQBPopLQ0FvxzZFERLrETC+iCmjsB/XRyqcyTIz5ES9LpsaGaNfYHRMHNtb1VJRma2urkeNk14qSt3aUumPZ29uX2DfwNsNoxYoVcsfJyMjAhQsXsGzZMvzvf/+Dv78/Bg8ejA0bNlTo9b/q1KkjyrjZu3evwv2PHj0qyLaxt7dHQEBAsWNoM6CgzBpkmtahQwfMnz8fZmZmcucTHByMpUuX4tNPP0WHDh3w+eef499//1VqrrKvley5rQm6+OzJo2owLzFReyVSdHEeERERERGVZ4rW86rhZgdri7drHTs7WMDWSv5Nfo8jk7Q1NSKiUmOmF1EFZGZqhC8H+CInNx9ZeYYwNGTwqyw42JjpTYZXIQsLC40cVzRQArzNGCrK2NhYpYyY4saS7buodu3a4fDhw1i1ahX27duHtLQ0ufvl5ubi+vXruH79On777TcMGDAAkydPhrW1tVpzLM8CAwNx9+5d6fb+/fvx1Vdfyf1ekC1t2Lt37xLft9TUVI3MU57CbKuy1q9fPzRt2hQrVqzAkSNHBNmDRWVnZyMkJAQhISH45ZdfMHLkSIwdO1bhayZ7Pmoj21BXnz1ZsqURS1IRzyMiIiIiovLqroKgV/2ajtL/NzAwgLeHPa4/EFd8CGfQi4jKMQa9iCowUxMj2NlaMOhFCmVmZmrkONmL91ZWVoLtvLw85OTkqHXxXXYs2b5lOTs7Y9asWZg2bRrOnz+Py5cv49q1a3j06JHcNZlycnKwZcsWnDlzBps3b4abm5vKcyzPevfujYULFyI3923N9ZiYGFy4cAHt2rUT7BcZGYmrV68K2koqbQhAlBHl5+eHZs2alXLWb6lTlk9TqlWrhp9//hkzZ87E2bNnERISgmvXruHp06eQSCSi/dPT07FixQqcOXMGGzZskJvpJBtUlQ0Wa4IuP3ulYW5uLhpryJAhGunbw8NDI/0QEREREVUE8cmZeB0v/98iPjUrCbZrVZUf9Hr8MkkbUyMi0ggGvYiI3mHqlv2SPU62fJq8cmopKSmoVKmSqL0ksiXhlC3VZm5uji5duqBLly4A3mbZ3Lx5EyEhIQgODkZ4eLhg/8jISIwfPx67du2CgYGByvMsrwpLFB47dkzatnfvXlHQa9++fYJgTu3ateHj41Ni/w4OwsWNfXx8MHXq1FLOuvywsbFBr1690KtXLwBAQkICLl++jCtXruDs2bOCte0A4M6dO/j222+xbNkyUV92dnaCbW2UhiwPnz11yCv1WJHOIyIiIiKi8kJRlhcgzPQCAG8Pe7n7vY7PQGpGDmws1asqQUSkTUz/ICJ6hz1+/FjlY9LT0/Hq1StBm4uLi2Db2Vm8oK1skEkZWVlZiIyMLHYsZVlbW6Nt27aYMmUKDh48iO3bt6NevXqCfe7cuYPTp0+r1X95FhgYKNg+efKkoJycRCIRlTaUPUYR2fcjNlZ8F2BFYm9vjw4dOmDatGnYv38/li5diqpVqwr2OX78OB4+fCg6VjaLMDIyUuNl/crjZ08ZlStXFmynp6erVE6RiIiIiIiUoyjo5e5sBQcbYQWGWgqCXgBLHBJR+cWgFxHRO+zWrVsqH3Pnzh3RGjkNGzYUbHt6eoqyWm7evKnyWLdv3xaVJPT19VW5H3maNGmCTZs2iYIE586d00j/5Um7du0EzzM7OxuHDx+Wbl+9ehUvX76UbhsbG+P9999Xqm/ZUobXr18v5Wz1h4GBAdq2bYsNGzaIyvOdP39etH/Tpk0F2wUFBaKSkqWlD589eRo1agQTExNBW2hoqNbGIyIiIiJ6VykKejWoKa4O4WhrDgcbMzl7A48Z9CKicopBLyKid1hoaCji4uJUOubQoUOCbXt7e3h6egraDAwM0Lhx42KPU8aBAwcE29bW1hpd58nW1hadO3cWtEVHR2usfwCitZQK19YqS0ZGRujTp4+gbe/evXL/H3gbJHNyclKq79atWwu24+LiEBISouZM9ZO7uzuaN28uaJN3Hnl4eMDd3V3Q9u+//2p0Lvry2ZNlaWkpmnfRwCwREREREZVeakYOnr+WX22igUxpQ+Dtvy8UlTjkul5EVF4x6EVE9A7Lz8/HunXrlN4/JiZGdDG8Z8+ectfA6tmzp2A7PDwcp06dUnqsqKgo0Vjdu3eHoaFm/3RZWVlptD9Z1tbWgu3ExEStjqdI//79Bds3btzAs2fPkJGRgaNHjxa7b3E8PDzg7+8vaFuyZIkoG7CiU/Y8kn1tT58+jStXrmh0Lvry2ZMl+9ocOHBArRKsREREREQk371i1vOSl+kFALU8HOS2s7whEZVXDHoREb3jNm/ejNu3b5e4X0FBAebMmYOMjAxB+8CBA+Xu37NnTzg6Cu8U++mnn5CQkFDiWHl5efj++++RmZkpaB82bJjc/WNiYpCTk1Niv/LIllCTXXeptKpUqSLYvnv3rkb7V5a3t7eoPN2+fftw/PhxwXvq4OCAjh07qtT3hAkTBNuhoaH4+eef1Z5rQUGBUueJpkVFRakVrMvLyxOVClV0Hn388cewtLSUbkskEkyfPl2jGYZl+dnTpPfffx/Vq1cXzGXcuHGlOhfevHmjiakREREREVUIdxQEvSrZmcPFwULuY4rW9XqTlInE1CxNTY2ISGMY9CIiesfl5ubis88+K3bdn+zsbHz33XcICgoStPfq1Qt169aVe4ypqSnGjx8vaIuKisKoUaME60fJSk9Px9SpU0VrIvXu3VvhWEeOHEFAQABWrVqFV69eKexb1vLly0XPW9WAT0kaNGgg2N68ebPKJSU1pV+/foLt//77D7t37xa09e7dW7S2Ukn8/f3Rt29fQduGDRswceJElYIO8fHx2LhxI7p166aT0nYbNmxA9+7dsXnzZqUDLXl5eZg7d67ovOvUqZPc/e3s7DB16lRB26tXrzBw4ECly0JGRUXhxx9/VLgmn7qfvbS0NJU/e5pkZGSE2bNnw8jISNoWERGB/v374/Lly0r3k5ubizNnzuCzzz7D2LFjtTFVIiIiIiK9dO+Z4vW85FVwAQCvqnZy2wHgyctkjcyLiEiTjHU9ASIi0p1OnTohODgYiYmJGDx4MD744AP06dMHXl5esLS0RGxsLC5cuICtW7ciIiJCcKyDgwNmzpxZbP9Dhw7F6dOncfbsWWnbgwcP0KdPHwwaNAhdunSBs7MzTExMEBMTgwsXLmDnzp2iAIKbmxtmz55d7FhxcXFYvHgxFi9eDF9fX7Rp0wb169eHl5cX7O3tYWlpiezsbLx69Qo3b97Enj17EBYWJuijQYMGaNu2rRKvnPJ69OiBHTt2SLefP3+Orl27wt/fH9WqVYO5ubloDj169NDoHAr17t0bCxculGbFvXr1SvRaq1LasKh58+bh6dOngtf02LFjCA4ORq9evdC6dWs0aNAADg4OMDMzQ1paGlJSUvD06VPcv38fISEhuHnzps7LIj5//hw//vgjFixYgKZNm6JFixaoX78+PD09YW9vD1NTUyQlJSEqKkp6Hsl+Nrp06QIvLy+FYwwdOhShoaGCtbZiY2MxfPhwtG7dGu+99x6aNGmCSpUqwdTUFKmpqXjx4gXCwsIQHByM0NBQSCQSdO3atdgxivvsde3aFdWqVYOJiQlev36Ns2fPYuvWrWp99jSpTZs2mDZtGhYuXChti46OxogRI9C4cWN0794dTZo0gaurK6ytrZGdnY20tDRERUXh4cOHuHXrFs6dO4fU1LfrFMgGnYmIiIiI3lWZ2Xl4rCBI1cBL8ZrODjbmqGRvgTdJmaLHwiOT0KxeZY3NkYhIExj0IiJ6h40YMQIAEBwcjIKCAuzZswd79uwp8TgrKyusWrVKVEJNnt9++w2ff/45rl27Jm3LyMjAunXrlFpPzNXVFWvWrIGtrW2J+xYKCwsTBbRK4uzsjF9//VWQZaIJLVu2RIsWLQRZPJmZmThz5ozc/fv166e1oJednR06d+6MI0eOyH28bt26qFevnlp9m5mZYc2aNZgyZQouXLggbc/JycHevXuxd+9etfrVlfz8fFy5ckXl9bZq1KiBH374ocT9Fi5cCAMDAxw8eFDQfvHiRVy8eFGlMRXRxWdPE0aNGgUDAwMsWrQIeXl50vabN28Wm5FKRERERESKPXyegIICidzHGtQo/t/2tTzs5Qa9HnNdLyIqh1jekIjoHWZoaIg//vgDXbp0UfqYKlWq4O+//0bjxo2V2t/W1hbr1q1DYGCgwnIJijRp0gT//PMPatWqVex+qpbjk+Xn54ft27ejZs2apepHHgMDA/zxxx9o06aNxvtWh2yJQ2UfU4aDgwPWrFmDCRMmCNatUpWbm1uxmVLaUtrzqGPHjti+fTucnBTfJVnI1NQUv/32G6ZNmwYrKyu1xjM2Lv7epbL47GnLyJEjsX79+lKdB2ZmZmjevLkGZ0VEREREpL8Uredla2UKj8o2xR7rXdVebnt4ZCIkEvmBNCIiXWGmFxHRO87c3BwrVqzAvn37sHr1ajx58kTufk5OTvjggw8wbtw4lS/Sm5mZYcGCBfj444+xatUqnD9/HhkZGXL3NTY2hp+fH4YPH45u3bop1f/QoUPh7++P06dP4/Lly7h9+zZSUlKKPcbY2BgtW7bEhx9+iO7du6scFFCFo6Mj1q1bh6tXr+Lo0aO4e/cuXr58ibS0NGRmiu+W06a2bdvCxcUFsbGxgnYTExO8//77pe7fyMgI48ePx9ChQ7F582YcP34c4eHhJR7n7e2NVq1aoXPnzmjRogUMDcv+vpxp06ahe/fuOHPmDK5cuYI7d+4oPE8LmZmZoX379hg8eLBagc1PP/0UgYGBWLduHY4dO4YXL14Uu7+Hhwc6duyIDz/8UKl1trT92dMmf39/HDx4EMeOHcPOnTsRGhqKrKziF8q2t7dHixYt0K5dO7z33ntlnqVGRERERFRe3Xsqf93iBjWdSvz3sLeHvdz2xNRsJKRkwcnOorTTIyLSGAMJw/FESsvJyZFbMs3X1xempqal6jsvL090YbhWrVol3slfVEFBgegCuoWFhU4uHlP5FBAQgKioKOn2pk2b0KJFC8E+T548wd27dxETE4OCggJUqlQJ1apVQ5MmTTRW+i8nJwc3b95EVFQUYmJikJeXBwcHB1SqVAktWrSAvb19qfqXSCR48eIFIiIi8OrVK6SlpSEnJweWlpawtbVFjRo1UKdOnVJlI5Hy4uPjERYWhoSEBCQmJiInJwdWVlawtbWFp6cnvLy8YGNT/J2FupCXl4fnz5/j+fPneP36NdLS0pCXlwcTExPY2tqiZs2a0jXjNPU9GxkZiQcPHkhfKyMjI1hbW8Pd3R21atWCm5tbqfov/OxFR0cjISFB+tlzcXGBn59fuQ4SFf4NfvXqFRITE5Gamgpzc3NYW1tLswPd3Ny0GsDWBk38/S9Jbm4ubt++LWhr2LBhqbMbibSF5yzpG56zpI943r57Bs08jPTMXFH7J+/74IMOxVdYSEnPwdDv5ZfJ/26UP1r6lO7fKcrgOUv65l09Z7V5/VxZzPQiIiIBLy8vrZeWMzU1hb+/v8JAbWkZGBigevXqqF69eqn7otJzcnJCx44ddT0NlRkbG4s+D/LOWU3y8PCAh4eH1vov/OzpI1NTUzRt2lTX0yAiIiIi0jvpmblyA14A4FXVrsTjba1MUdnREjEJ4qoRjyOTyiToRUSkLKZ/EBEREREREREREVVQsYmKy7ZXdlCuAoqiEofhL5PUmBERkfYw6EVERERERERERERUQcUlyq9WYWhoACc7c6X6qK0g6PU4MglcPYeIyhMGvYiIiIiIiIiIiIgqKEWZXk525jAyUu7ysKJMr5T0HIVBNSIiXWDQi4iIiIiIiIiIiKiCilUQlHJRsrQhAHi52yt8jCUOiag8YdCLiIiIiIiIiIiIqIJSlOnl7GChdB9WFiZwd7aS+9izqGS15kVEpA3Gup4AERERUXEuXryIixcvaq3/7t27w8fHR2v9ExERERER6VJsgvygV2UVMr0AwNPNDlFx6aL2uCSWNySi8oNBLyIiIirXQkNDsWbNGq31X7NmTQa9iIiIiIiowlK05pazikEvRZlh8ckMehFR+cHyhkREREREREREREQVUHZuPpLSsuU+5qJCeUMAcLKTv/+bpCyV50VEpC3M9CIieocEBQXpegpEREREREREVEbiFKznBQAujqplejnZmcttj0/OhEQigYGBgUr9ERFpA4NeREREVK5NmDABEyZM0PU0iIiIiIiI9E6sgtKGAOBsr1qmVyUFmV5ZOfnIyMqDlYWJSv0REWkDyxsSERERERERERERVUCKMr3sbcxgamKkUl9O9vIzvQDgDdf1IqJygkEvIiIiIiIiIiIiogpIUaaXqut5AYCjrTkUVTCM57peRFROMOhFREREREREREREVAHFKsj0cnZQbT0vADA2MoS9tZncx5jpRUTlBYNeRERERERERERERBVQbIL8oFdlNYJeAOCkYB2w+GRmehFR+cCgFxEREREREREREVEFpMnyhgBQyU7+ul7xzPQionKCQS8iIiIiIiIiIiKiCiYvvwAJCoJRzo7qZXpVspMfLHuTxKAXEZUPDHoRERERERERERERVTDxyVkokMh/zIXlDYmogmLQi4iIiIiIiIiIiKiCiU2Uv54XoH55QycF5Q2Z6UVE5QWDXkREREREREREREQVTJyCoJeVhQkszU3U6lNRecO0zFxk5eSp1ScRkSYx6EVERERERERERERUwcQmys++UjfLCwCc7OVnegFAAkscElE5wKAXERERERERERERUQUTmyA/00vd9bwAwElBphcAvElmiUMi0j0GvYiIiIiIiIiIiIgqmDgFmV7Opcj0MjMxgo2lqdzH3iQx04uIdI9BLyIiIiIiIiIiIqIKJkbBml6VHdXP9AIAJzv5JQ7jmelFROUAg15EREREREREREREFUhBgaSYTK/SBb0q2cvPFIvnml5EVA4w6EVERERERERERERUgSSlZSMvv0DuYy6lKG8IKM70epPETC8i0j0GvYiIiIiIiIiIiIgqkFgFpQ0BwEVrmV4MehGR7jHoRURERERERERERFSBxCXID0CZmhjB1sq0VH1XUpTpxfKGRFQOMOhFREREREREREREVIEoyvRycbCAgYFBqfp2tJOf6ZWclo3cPPklFYmIygqDXkREREREREREREQViOKgV+lKGwKKM70kEiAxhdleRKRbDHoRERERERERERERVSCxifLLGzo7yM/SUoWiNb0A4A3X9SIiHWPQi4iIiIiIiIiIiKgCUZTpVdmx9JleluYmsDAzlvtYfBIzvYhItxj0IiIiIiIiIiIiIqogJBIJ4hQEvZw1UN4QAJwUlDhkphcR6RqDXkRERO+gkJAQ1KlTR/pfQECArqdEREREREREGpCWmYvM7Hy5j7looLwhAFSyk99PfDIzvYhItxj0IiIiIiIiIiIiIqogYhPkZ3kBgIumMr3smelFROWT/OKrREREVC7dv38fJ0+elG67u7sjMDBQhzMiIiIiIiKi8iQ2UX7gycjQAA628oNVqlKY6ZXEoBcR6RaDXkRERHrk/v37WL58uXTb39+fQS8iIiIiIiKSUrSeVyV7CxgZGmhkDCd7+UGvNyxvSEQ6xvKGRERERERERERERBWEokwvTZU2BAAnO/kZYwkpWcgvkGhsHCIiVTHTi4iI6B3UokULPHz4UNfTICIiIiIiIg2LVZDp5ewgPztLHYrKGxYUSJCclg1HDZVRJCJSFTO9iIiIiIiIiIiIiCoIRUGvyo7az/QCgDdc14uIdIhBLyIiIiIiIiIiIqIKIjZBUXlDzWV62VqZwsRY/qXl+GQGvYhIdxj0IiIiIiIiIiIiIqoAsrLzkJqRI/cxZw2u6WVgYKCwxOGbpCyNjUNEpCqu6UVERAIxMTG4efMmoqKikJOTA3t7e7i5uaF58+awtNTcD+SYmBjcuXMHr1+/RmJiIkxNTeHo6IjatWvDx8cHhoaauy/j4cOHCA8PR2xsLPLy8uDg4CAdx8jISGPjFIqPj8eTJ0/w/PlzpKamIjs7GzY2NrCzs4OXlxfq1q2r0ef3rklLS8OtW7cQFxeHhIQEFBQUwNHREW5ubmjSpAnMzMx0PcViFRQU4NmzZ3j48CESEhKQlpYGAwMDmJubw8HBAVWrVkXNmjVhb29f6rEkEgkePHiAiIgIJCYmIiUlBaamprC1tUWNGjVQp04dWFtbl2qM+Ph43Lp1C/Hx8UhMTISZmRmcnJxQrVo1jX+WZT1+/BgPHjxAbGwssrKyYGVlhebNm6N+/folHiuRSHDv3j08f/4ciYmJSE1NhZ2dHSpVqoSGDRuicuXKWps3EREREZG2KCptCAAuGgx6AYCjnTlexaeL2pnpRUS6xKAXEdE7JCAgAFFRUdLtTZs2oUWLFgCAa9euYenSpbhy5QokEonoWBMTE3Tv3h2TJ0+Gu7u7WuNnZmZi8+bNOHjwIB4+fKhwP0dHR3Tv3h1ffPEFnJ2d1RqroKAA27dvx6ZNmxARESF3HycnJwwdOhSffvqpNFBSp04dwT6nTp1C1apVix0rJycH58+fR1BQEEJCQvDixYti97e2tkbnzp0xevRo1KpVq8TnsmfPHnzzzTdyH7ty5YpozrKKvs+FQkJCMHz4cOm2u7s7goKCRMeePHkS48aNk26bmJjg/Pnzagdkpk6digMHDki327Vrh7Vr15Z4nEQiweHDh/HPP//gxo0byM3Nlbufubk52rRpg3HjxqFBgwZqzVFbYmJi8Pfff+PQoUN48+ZNift7enqiVatW6NmzJ/z9/VUa6/79+/j7779x/vx5JCYmKtzPyMgIvr6+6NKlCwIDA+Hk5KRU//n5+dizZw/++ecf3L17V+53BgDY29sjICAAX3zxBTw8PJSe/8uXL9G5c2dBW+F3Rk5ODjZv3oytW7cKvs8KDR8+vNig15MnT7BmzRqcOXMGCQkJCverU6cOhg0bhsDAQK0Ex4mIiIiItCE2UX7AycAAqGSvufKGABRmesUnM9OLiHSHQS8iondcQUEBfv31V6xbt07hhWsAyM3NxYEDBxAUFISVK1eKgiglOXToEBYsWIC4uLgS901ISMC2bduwb98+fP311xg0aJBKY8XGxmLcuHG4fft2sfvFx8dj6dKlOHToEP766y+VLsoXio6ORt++fZGSkqL0MWlpafjvv/+wf/9+fPrpp/jqq6/KbeZXhw4d4OjoKA0O5Obm4tChQxg6dKjKfaWlpeHkyZOCtsDAwBKPu3fvHr777jvcu3evxH2zsrJw6tQpBAUFYcCAAZg1axZMTExUnqum7du3D3PnzkVGhuK7LmVFREQgIiICJ06cwIULF5Q6JiEhAXPmzMHx48eL/TwXys/Px82bN3Hz5k38888/OHXqVInHPHjwAFOnTkV4eHiJ+yYlJWHPnj04cOAAPvnkE0yaNAkGBgZKPRd5Xrx4gc8//xyPHz9W+disrCzMnz8fu3btQn5+fon7P3z4EDNnzsSGDRuwbNky1KxZU50pExERERGVqTgFmV4ONuYK1+BSVyV7c7ntb5jpRUQ6VD6vsBERUZn5/vvv8ffffyt1gRwA0tPTMXr0aDx58kTpMZYtW4avvvpKqYBXURkZGZg9ezYWL16s9DFxcXEYPnx4iQGvop48eYIRI0YgPj5epfkBb7PXVAl4FSWRSLBmzRpMmTJFrePLgomJCXr37i1o27Nnj1p9HTlyBJmZ//ePH1tbW3Tp0qXYY4KDgzF06FClAl5FSSQS7NixA2PGjEFWlm7vMjx48CBmzJihUsBLHeHh4fjoo49w7NgxpT/PRSlzzOXLlzF06FClAl5F5ebmYtWqVfjqq6+QkyN/fYGSvHr1Ch9//LFaAa83b95g2LBh2LFjh1IBr6IeP36MwYMH49atWyqPS0RERERU1hRlerk4aDbLCwCcFGV6cU0vItIhZnoREb3DtmzZguPHjwMAzMzM8NFHH6Fz586oWbMmrK2tkZiYiNDQUPz999949OiR9Ljs7GzMmjUL27ZtK3GMFStWYPny5YI2S0tL9O3bF23atEH16tVha2uL3NxcREVF4erVq9i6daugJNuqVavg7e2NPn36FDuWRCLB5MmT8ezZM0G7o6MjPv74Y3Ts2BFubm4A3mZonT59Glu3bkVCQgKioqLw3Xfflfh8iuPt7Y02bdqgfv368PLygrOzM6ytrSGRSJCSkoKnT5/i4sWL2L9/v6C83eHDh+Hn5ycoN1hU7dq1MXr0aADAo0ePcObMGeljbm5uoqCUrCpVqpTqefXv3x+bNm2Sbt+5cwePHz+Gt7e3Sv3s3btXsN2rVy+Ympoq3D8kJATjxo0TBCkMDQ3RqVMndOvWDb6+vnB0dIShoSFiY2Nx5coVbNu2TRAUuXDhAn766SfMmzdPpblqSnJyMubNmycIKJmYmKBXr17o3LkzvL294ejoCFNTU6SnpyMxMRGPHz9GWFgYzp49q3SA5/Xr1xg+fLioXJ+FhQX69u2L9u3bS8fKzc1FYmIiHj58iOvXr+PEiRN4/fp1iWMUZlnJBu9q1qyJwYMHo3Xr1nBxcUFGRgaePXuGgwcPYu/evYL37/Dhw3BycsLMmTOVel5FTZ8+HTExMQDefqYHDx6Mdu3awd3dHWZmZoiJiUFoaKioFGFWVhZGjRol+A4D3paP/PDDD9GsWTNUqVIFVlZWSElJwb1793D48GEcOXIEBQUFAN5mrI0fPx7//fcfHB0dVZ47EREREVFZiVMY9NLsel5A8ZleEomkVFUeiIjUxaAXEdE7rDDgVbduXfz555+itbqsra3h4eGBXr16YfLkyThx4oT0sdDQUISFhcHX11dh/yEhIVixYoWgrVOnTpg/fz4cHR1RUFAgyPxxdHSEv78/Ro4ciSlTpgiCO7Nnz4a/vz8qV66scLxt27bh6tWrgrY2bdrg999/F61B5ejoCB8fHwwdOhRfffUVLl68iODgYIV9K2JhYYFPP/0UAwYMQPXq1RXuZ2NjA3d3d7Rr1w7jx4/HggULsHPnTunjS5cuRf/+/WFlZSU61sfHBz4+PgDeZlkVfV08PDwwdepUleetirp166JevXq4f/++tG3Pnj2YPn260n28ePECoaGhgrbiShvGx8djypQpgoBJzZo18dtvv8ldr8nOzg61atXC4MGDsXTpUqxcuVL62L///ouAgAB06tRJ6flqyrFjx5CUlCTdtra2xsaNG6XvZ1GWlpZwdnZG7dq10bNnT3z99dd48OABDh48WOwYubm5+PLLL0UBr4CAAPzwww9y18VzdHSEl5cXevbsie+++w7nz58vdpz8/HxMmzZNFPD6+OOP8fXXXwuCl7a2tnB1dUWrVq0wePBgjB07VpDluWXLFnTo0AHt2rUr9nnJunLlivR5/fLLL7CxsRE8bmdnh9q1a4uOmzt3riDgZWpqiqlTp2L48OGif4RbW1ujSpUq6NKlC4YOHYoJEyZIM0BjY2MxZ84cLF26VKV5ExERERGVpaQ0+VlWjnbyA1SloSjTKzevACnpObCzNtP4mEREJWHQi6gCk+TlIDcptdyuFVTRGFnbw9BYcdZKeVWtWjVs2bJFdAG5KBMTEyxYsAA3btwQZCjt379fYdBLIpFgzpw5gqBF9+7dsXjx4hLPSRsbG6xYsQLDhw/H9evXAbwtq7hp0yZMmzZN7jF5eXmCQAcA1KtXDytWrICFheIyDg4ODvjzzz8xePBgQVBHWVWqVFE4J0WsrKzw448/IjU1FUePHgUApKamYu/evfj4449VnkNZ6Nevn+D12b9/P6ZMmSLKqlFEtiSit7c3GjZsqHD/JUuWCAIlNWrUwNatW0vMsjE0NMSkSZOQk5ODv//+W9q+cuVKnQS9ZAN9n376qdyAlyJ169ZF3bp1i91nz549uHnzpqDtgw8+wIIFC5T6/jcwMEC7du2KDUKdOnVKNEZgYCBmzZpVbN8+Pj5Yt24dBgwYIA1wSyQS/P777yoHvQDA398fy5Ytg7Gxcj9hb9y4ITj3DA0NsXjx4hLLagJA06ZNsXr1agwZMgTZ2dkA3t4ooE6WIxERERFRWUlOk19O3MFG8wEop2ICaQkpWQx6EZFOMOhFVAFJcrORfGItsp9cB/JzdT2dd4aBsSksazeHc+9xMDTRnx928+bNKzbgVcjGxgaBgYFYvXq1tK24dbNOnTqFp0+fSrednZ3x008/KR2ENTExwQ8//IA+ffpIS8P9+++/+PLLL+WWxAsKChKtGfbDDz8UG/AqZGFhgTlz5mDgwIFKzU1TJk6cKA16AW/XryqvQa8+ffpg0aJFyM19+50SFxeH8+fPo0OHDiUeK5FIsH//fkFbv379FO7/5s0bQSlEAwMD/PLLLyqVlZs0aRIOHz6MV69eAQBu3bqFW7duoVGjRkr3oQlFg8QAVAp4KSM/Px9r164VtHl5eWHu3LkaveFh8+bNgm1nZ2ely4HWrl0bX3zxBX777Tdp271793Dt2jU0a9ZM6TkYGxvjxx9/VDrgBQBr1qwRbA8aNEipgFchHx8fDBs2TPoaSyQSbN68GXPnzlW6DyIiIiKispSUli23XRsBKHsbcxgaGqCgQLw+8JukTNSoYqfxMYmISsL0D6IKKPnEWmQ/CmHAq4xJ8nKQfu8C4g6uKHnncqJevXpo2bKl0vu3bt1asP3w4UOF+/7zzz+C7eHDh8Pa2lql+dWqVQvNmzeXbqekpCAsLEzuvoWlGgv5+fkVm0kkq3HjxmjcuLFK8ystLy8vwWsSFhYmWPupPHF0dETHjh0FbbJrdCly+fJlREVFSbeNjIzQt29fhfvv2bMHOTn/d3dimzZtVHovgbcl7Pr37y9ou3jxokp9aIKJiYlgWzYIVlpXr17FixcvBG0TJ06EubnmSpfEx8dLSwsWUvXzPGzYMNH+hw8fVmke7du3L7aEqKzY2FgEBQVJtw0NDTF27FiVxgSAwYMHC7YvXbqkch9ERERERGWhoECCFAVBL3stZHoZGRrA0VbRul7yyywSEWkbM72IKhhJXs7bDC/SmYxHV1GQl6MXpQ5VLS/m5eUl2M7MzERWVpboAnteXp6orFu3bt3UmmPTpk0FF9xDQ0PRtGlT0X6yWWfdu3dXeazu3buLSripIy8vD0+fPsWjR4+QkJCAtLQ0ZGZmlhjQSk5ORlxcHFxcXEo9B23o16+fYF23U6dOISUlBba2tsUeJxsca9u2rdx1pgqFhIQItt977z01ZgtRFpHsOVkWvLy8BGvFrV69Gh06dFApa604sq+Vk5OTSplMyrhx44aorU+fPir1YWFhgW7duglKDcrrtziqPq+rV68KPnONGjUqdk1ARapWrQpXV1e8fv0aAPD8+XPExcUVew4TEREREelCakYO5CRdAdBOphcAVLIzx5ukTFF7vJw2IqKywKAXEdE7rKS1gmTJC26kpqaKgl737t1DRkaGdNvS0lKlDI2iZC8sR0ZGivZJS0vD8+fPBW3qlJFr0KCByscUdeHCBezevRtBQUHS9YtUlZKSUm6DXh06dEClSpWk2Uo5OTk4dOiQKBOmqPT0dEGgDHi7FpQiBQUFomCIqudpIWXOHW3r1q2boPzg06dP0bt3bwwbNgy9e/eGh4dHqfqXDeQ1bdpUpfJ/ypANKFeuXBlubm4q99O4cWNB0Ovhw4fIzs6GmZly//hW9fN57do1wXa9evVUOr4oZ2dnadALeHsuMehFREREROVNsoIsLwCw11LQy8nOAkCiqP1NMoNeRKQbDHoRVTAGxqYw82rytrwh6YRl7eZ6keUFAHZ2qtXXllcyLTtb/KP65cuXgu2MjAy1AxeykpKSRG0JCQmiNnWCbOoG5mJjY/H9998LMnrUlZKSUuo+tMXY2Bh9+vTB+vXrpW179+4tNuh19OhRQQDU3t4eAQEBCvdPSEhAenq6oO2jjz4qxaz/j7xzR9saNWqEXr164dChQ9K2+Ph4/PHHH/jjjz/g6emJ5s2bw8/PD02aNEGNGjVU6j8mJkawXb9+fY3MuyjZtfJq166tVj+yx+Xn5yMhIUHpAJqqWVqyQc5t27Zh27ZtKvWhiC7OJSIiIiKikiSn5Sh8zM5aO9cpnOzllzeMZ3lDItIRBr2IKiC7rp8iGXhb5pDrepUZA2NTWNZuDufe43Q9FaXJrjekKYmJ4ru8NEVeUCg5OVnUpur6YQBgY2Oj8jExMTEYPnw4IiIiVD5Wntzc8v2Z7devnyDodevWLTx58kRU+rKQbGnDXr16wdRU8T+2tBlM0FVAcf78+cjNzRWtOwcAERERiIiIwM6dOwEALi4uaNeuHXr37o1WrVrBwMCg2L5lXy97e3tNTVtK9nVTNVhe3HHJyclKB71U/XxWxHOJiIiIiKg4SQoyvazMjWFibKSVMSvZWchtj2emFxHpCINeRBWQgYkZ7HuOgyQvByb52TA0NNT1lN4JRtb2epPhpW2pqala67ugoEDUlpMjvptNnYBeccEYRb755htRwMve3h7du3dH06ZN4enpCVdXV1haWsLMzEw0r4CAAERFRak8rq7UqVMHDRo0wN27d6Vt+/btw5QpU0T7RkZGikrMFVfaENBuMEHeuVMWzM3NsWzZMpw4cQJ//fUXwsLCFO4bGxuL3bt3Y/fu3ahduzamT59e7Np7aWlpgm1LS0uNzbuQbOadhYX8f9SWRN7cZPsujqplG8v6e4iIiIiISNcUlTfU1npegOKg15skZnoRkW4w6EVUgRkYm8LExo5BLypzsmUQraysMGTIENF+EokEeXl5gjZjY+Nis1vkrYEkLwMkPT1d5YwU2QBCSS5cuIALFy4I2vr3749Zs2YpHRhQd+0vXQoMDBQEvf777z9MnjxZ9F2zb98+SCT/t4py7dq1S1xrTV4JzYEDB8pdT07fdO3aFV27dsWTJ09w7tw5XLlyBdevX1eYGfno0SOMHj0aX375JT7//HO5+1hbWwsymoqWktQUKysrwba656y8ucn2rUmya4X5+fmhWbNmGulb3RKPRERERETapCjTS5tBL0c7+eUNM7PzkJGVC0tz7VSYISJShEEvIiLSOHkl1qZOnSpqKygoEF1At7CwUDlQKy8gEh8fr3LQKz4+XqX9jx49Kthu0qQJfvzxR5Xmr49l0nr37o2FCxdKSzHGxMTgwoULgowkiUSCffv2CY7r169fiX07ODiI2gYOHIgGDRqUbtLliJeXF7y8vDBy5EgAwJMnT3D9+nWcO3cO586dEwSHJBIJ/vjjD9SpU0fuWmh2dnaCoJc2SvrJfr7klRNVhrzj1C2VqAzZc8nHx0fu9xARERERUUWhaE0vexstZnrZK77h801SJqq5MuhFRGWLQa9yLCcnB8+fP0d0dDRev36NtLQ0ZGdnw9LSEtbW1qhatSp8fHzUWrdGm548eYK7d+8iLi4OOTk5sLKyQrVq1dC4cWOtrDVCROVP5cqVBdvp6elIT0/XWlaHs7MzLC0tBcGCBw8eoGbNmir18+DBA5X2ly3dN2TIEJUCXhEREaJMN31gb2+PgIAAHDt2TNq2d+9eQdDrypUrePnypXTb2NgY77//fol9Ozk5wdjYWPC6xMbGVqigl6zCINhHH32EtLQ0bNiwAX/++Sfy8/Ol+yxfvlxu0MvV1RXPnz+Xbt+7d0/j83N2dhZsh4eHq9XPo0ePBNtGRkZwdHRUe14lcXFxEWzHxsZqbSwiIiIiovIgKVV+SUGtZnrZys/0AoCElCxUc9X/qh1EpF8Y9CpHXr9+jbNnz+L69eu4c+cOnj17VuLFUAMDA/j4+KB///7o27evVtbyUEZubi62b9+OzZs348WLF3L3MTIyQps2bTBmzBiNlRciovKpUaNGMDExkWYCAUBoaCjat2+vlfGMjIzQoEEDXL16Vdp2+fJl9OzZU6V+QkJCVNr/zZs3gu1atWqpdHxoaKhK+wMotvRjWQoMDBQEvU6ePInU1FRpqUnZLK927dqhUqVKJfZramoKX19f3LhxQ9oWGhqKTp06aWbi5Zy1tTXGjx8PU1NT/Pbbb9L2e/fuISEhQRQkatasmeC8DQ0NRX5+PoyMNLdIdcOGDQXbr1+/RkxMjCi4XZKbN28KtuvUqSMqQahJzZo1w/79+6Xb169f19pYRERERETlgaJMLztr7a0/bmJsCBtLU6RmiMdOSZc/HyIibeJCP+XInj17MGvWLOzduxfh4eFK3f0vkUgQFhaGOXPmoFevXjhz5kwZzFQoIiICgYGB+OmnnxQGvAAgPz8fZ8+exdChQzFv3jzBxXAiqlgsLS3RuHFjQdvhw4e1OqZsMP3YsWPIylJ+4dysrCxRucKSyJZmNDFRrWzDrl27VNofeBsUKkpX36Xt2rUTZABlZ2dL3+OMjAzRaxkYGKh0361btxZsHzt2TJD19C6Qfb0kEgmio6NF+7Vo0UKwHR8fj5MnT2p0Ln5+fqK2AwcOqNRHVlYWjh8/XmK/miR7HsXFxakc2CYiIiIi0ieK1vSy12KmFwDYWskPqjHoRUS6wKBXBRIdHY0xY8Zg+/btZTbmkydPMGjQIFHJopJs2bIFX375pV6W9SIi5fTv31+wfeDAATx+/Fir4xXNgkpKSsJff/2l9PErV65Uea0i2fWInj17pvSx586dUyvzRLakbWJiosp9aIKRkZGoXOHevXsBvA1SFS016eDgoFKm1gcffABj4/9LRn/x4gV2795dyhnrF2VLgTZv3hyenp6CtmXLliE7W/4/dtXh5OQkCq5t3rxZ8B6XZMuWLUhLSxO0qZqJqSoPDw/4+/sL2pYsWYKCggKtjktEREREpCvJioJeWlzTC2DQi4jKFwa9yikPDw8EBgZizpw52LhxI06dOoWQkBCEhobi7Nmz2LBhA8aNGwc3NzfBcRKJBHPmzMHZs2e1Pse0tDSMHTtWdMG1UaNGWLx4MY4fP46QkBDs27cP48ePF63nderUKfz+++9anycR6cb777+P6tWrS7fz8vIwbtw4JCQkqN2nbDnBojw8PNChQwdB25o1a3D69OkS+w0ODsbff/+t8ny8vLwE28pmbsXExOC7775TeTwAqFKlimA7MjISKSkpavVVWrLZSDdu3MCzZ8+kwa9CvXv3VikLrlq1aqKA2k8//SQqj6eKxMREnWSLRUZGqnWc7HpxgPi9BwBDQ0N8+umngrbw8HDMmTNHo8GdYcOGCbZfv36NX375RaljHz9+jBUrVgjaGjRoUCaljidMmCDYDg0Nxc8//6x2fwUFBaX6DiMiIiIi0pac3HxkZMm/uVyba3oBDHoRUfnCoFc5UqNGDUyfPh0nTpzAyZMnsWDBAgwePBgtW7ZE1apVYW9vD2tra1SuXBmtWrXCxIkTcfToUQwdOlTU15w5c7Re8mr58uWicoYjR47Ejh070LNnT1SvXh329vaoV68eJkyYgP/++0+03s26devw4MEDrc6TiHTDyMgIs2fPFqwtFBERgf79++Py5ctK95Obm4szZ87gs88+w9ixY4vd99tvv4W5+f8topubm4sJEyZg5cqVcksdZmVl4c8//8SECROQm5srCs6XRHaNsuDgYKxZs6bYYx48eIChQ4ciJiZGpbEK1axZExYWFtLt/Px8LF26FBKJRK3+SsPb2xu+vr6CthUrVuDKlSuCNlVKGxaaNGmSoHxiVlYWRowYgW3btqkUvLp79y6+//57dOzYUaVyl5rSv39/jB07FmfPnlX673JkZCTmzp0raGvYsKFoPa9CH3zwgahU4J49ezBx4sRiA8WFJBIJzp8/jxkzZijcJyAgQFSydPv27fj555+LfV737t3DqFGjRFlhkyZNKnFemuDv74++ffsK2jZs2KD0a1MoPj4eGzduRLdu3bReqpWIiIiISB2K1vMCWN6QiN4txiXvQmWlR48eKh9jbm6O77//HklJSTh06JC0PSoqChcvXhRlPWhKTEwMtm3bJmjr0qULvvnmG4XHuLq6Ys2aNejVqxfS09MBvL3QtmTJEqxcuVIr8yQi3WrTpg2mTZuGhQsXStuio6MxYsQING7cGO+99x7q16+PypUrw9raGtnZ2YiLi8OrV6/w8OFD3Lp1C+fOnUNqaiqAt9khxalevTpmzJiBOXPmSNtycnLwxx9/YPXq1WjZsiWqVKkiXR8pJCREcDH+u+++w7Rp05R+fgMGDMCqVauk8wOAX3/9FZcuXcLgwYPh6+sLGxsbJCUlITw8HEePHsX+/fulQZvWrVsjIiJC7lpNihgZGaFr167Yv3+/tG3z5s0ICgpC06ZN4eTkJCgNCAADBw6Eh4eH0mOoIjAwEGFhYdJt2bWe6tati/r166vcb+XKlbFs2TIMGzZMGlTJysrC3LlzsXbtWvTt2xfNmjWT3mBRUFCA1NRUvHnzBg8fPsTdu3dx9uxZlV5bbSgoKEBwcDCCg4NhZ2eHDh06oFGjRqhXrx4qV64MOzs7GBgYIDk5GU+ePMGZM2ewZ88eUZBozJgxCscwMTHBH3/8gQ8++ECQfX3ixAlcuHABffv2RYcOHeDt7Q0HBwfk5uYiKSkJjx49wvXr13H8+HFER0fD3d1d4RhGRkZYtGgR+vbtK5jbunXrcP78eQwaNAgtW7aEi4sLMjIy8PTpUxw+fBh79uwRlTIeNmyYKGCsTfPmzcPTp08F5+mxY8cQHByMXr16oXXr1mjQoAEcHBxgZmaGtLQ0pKSk4OnTp7h//z5CQkJw8+ZNlkUkIiIionJNUWlDQJeZXporu05EpCwGvSqIyZMnC4JeAHD+/HmtBb3Wrl0rWC/E3Nwcs2fPLvE4Nzc3TJw4EQsWLJC2BQUF4cGDB6hbt65W5kpEujVq1CgYGBhg0aJFgovfN2/eLFW5OkUGDx6MtLQ0/Prrr4L2jIwMBAUFKTzu888/R58+fURBr+LK8tna2mL27NmYOnWqoP3ChQu4cOFCsfP08PDAokWLMGDAgGL3k2fs2LE4ceIEMjMzpW1RUVGIioqSu3+7du20FvTq3bs3FixYgJwc+Xfw9evXT+2+/fz8sGbNGkyePFkQzImKisKff/6pdr+6kpycjP379wsClsoYOXIkunTpUuw+rq6u2LRpE8aOHSs4DzIyMrB9+3aNrPdZrVo1rFy5EuPGjROsz/Xo0SP88MMPSvXRs2dPTJ8+vdRzUYWZmRnWrFmDKVOmCD6XOTk52Lt3r6gcJxERERGRPkpSEPQyNDSAtYXy5ebVoSjolZqu3SpURETysLxhBeHh4SG6oPn69WutjCWRSHD06FFBW/fu3eHi4qLU8R9++CEsLS0FbUeOHNHY/Iio/Bk5ciTWr18vWgNLFWZmZmjevLlS+44ePRp//vmnaN1DeWxtbbFgwQJMmjRJmoValI2NTbHH9+nTB7NmzRJlVxXHx8cHW7duRaVKlZQ+pigvLy8sX74cTk5Oah2vSba2tujcubPcx0xMTERrc6mqVatW2LNnD9q2bat2HwYGBvD391dpXTFNKc2YFhYW+Prrr4vNoi6qdu3a+Pfff9GpUye1xlPmHG7ZsiW2bNkCb29vlfo2MTHB2LFj8fvvv8PUVP4/iLXJwcEBa9aswYQJE0S/QVTh5uZWqu8xIiIiIiJtUZTpZWdlCkNDA62OzUwvIipPmOlVgVSqVAmRkZHSbdnSSJoSFhaG2NhYQdsHH3yg9PHW1tbo0qWL4E73oKAgTJ48WVNTJKJyyN/fHwcPHsSxY8ewc+dOhIaGlrjGkr29PVq0aIF27drhvffeg62trdLjde7cGa1bt8aJEydw7NgxhIeHIy4uDrm5uXBwcEDt2rXRsWNHfPDBB9LAVnJysqAPY2NjpS6Qf/zxx2jYsCGWLFmCCxcuKFxfy9PTE8OHD8egQYMEa52po23btjhx4gSOHj2K8+fP49GjR3jz5g3S09O1vqajrMDAQLk3L7Rv317hOlSqqFKlCv7++2/cvn0bGzduxIULFwSZX/KYm5ujSZMmaN26Nbp37661TLeSnDx5EhcvXsS5c+cQGhqKJ0+elLj+mqurK3r16oXhw4fD1dVVpfEqVaqEVatW4caNG1i3bh0uXrwoyMqSZWxsLC01quzf8nr16mH//v3YvXs3/vnnH9y7d0/hc7K3t0dAQAA+//xzVKtWTaXnomlGRkYYP348hg4dis2bN+P48eMIDw8v8Thvb2+0atUKnTt3RosWLWBoyHvGiIiIiKj8URj00nJpQwCwsVS8ppdEIoGBgXaDbkRERTHoVYGkpKQItjVxoVGes2fPCrZNTEzQpEkTlfrw9/cXBL0ePXqE6OhoVKlSRSNzJCL5iivvp6yHDx+qfayhoSF69OiBHj16ICcnB7dv38bz58+RlJSEtLQ0mJmZwd7eHu7u7vDy8oKbm1upfhxbWFjg/fffVzrbSPYCuCqZWA0bNsTff/+N+Ph4XLt2DTExMUhLS4O5uTlcXV1Rr1491KhRQ3Rcad4TKysr9O/fH/3791f52BYtWpTqvSyqffv2GuurOA0bNsRvv/0GiUSCR48e4dmzZ0hMTERycjKMjIxgZWUFZ2dn1KxZE9WrV1cp+05brKys0LVrV3Tt2hUAkJaWhqdPn+L58+dISEhARkaGdO6VK1dGnTp1NBKg8/Pzw7Jly5CXl4ewsDBERUUhISEBaWlpsLS0hJ2dHTw9PVGrVi1YW1ur3L+RkREGDBiAAQMG4M2bN7h16xbi4+ORmJgIMzMzODk5oVq1avD19VUrSFS1alWtnVMODg6YOHEiJk6ciPj4eISFhSEhIQGJiYnIycmBlZUVbG1t4enpCS8vrxKzPYmIiIiIyoOkNPkl5+3LIOhlayV/jJy8AmTn5MPcTPf/NiOidwe/cSqIhIQEPHv2TNDWqFEjrYz16NEjwXaDBg1gZqbaH1B5QbJHjx4x6EX0DjE1NUWTJk1Qr149QbuFhYXOMimuX78u2G7QoIHKfTg5OeG9997T1JRIDgMDA9SpUwd16tTR9VRUZm1tjYYNG6Jhw4ZlMp6xsTH8/Pzg5+entTEqVaqksMRleefk5ISOHTvqehpERERERKWmy0wvW2vFJcxT0nMY9CKiMsX6LBXEqlWrUFBQIN02MzNDz549tTLW06dPBds1a9ZUuQ9PT09RaS/ZfomIylJeXh727t0raPP19dXRbIiIiIiIiIiUl5SqIOhlo/01dRWt6QW8DXoREZUlBr30XEFBAdasWYONGzcK2seOHauV8ob5+fmIiIgQtKmTnWVkZAQXFxdBG4NeRKRL69evF61XyIwtIiIiIiIi0gdJCjK9yqK8oZW5CQwVrEzAoBcRlTXmluqZgoICpKenIzIyEqGhodi9ezfu378v2OeDDz7A2LFjtTJ+YmIicnNzBW2urq5q9eXm5oZXr15Jt2NiYko1NyIiAIiOjkZSUhLq1/9/7N17mJxlfT/+z+x5Z2eTkCBREFEoRxFEBTyBGFsVtFQERSuWg7UeCqi1v2rVtl8PRaxSi4dWW7/Vr9QDglarWK1WKloVOQkEEKwgBkg4mmRn9rw7vz9olmz2uTe7m9mZeWZer+vK1cwzM8/cs3nYtfPe9+c+ZMHP+c53vhMXXnjhrGNHHXXUkpqsAAAAUG+p8Yb1CL06OgoxONATWzL2Fds6LPQC6kvo1eRe85rXxA9/+MMFPXbVqlVx7rnnxqte9aplW8/w8PCcY6VSaUnn2vF5WefOi8nJySgUEr/SsohzVKvVWcemp6dnja1cqlqcA+ppV67Zu+++O1796lfHcccdFyeddFI85znPiZ6e7FELd999d3zqU5+Kiy++eNZ/f52dnfHmN7/ZfzssmGuFpZqenp7z839iYmLOsV0xOTm5oGPQLFyz5I1rljxy3baWarWaDL1K/Z1zfoF9OQwWs0OvzVtHavL6rlnypl2v2WZ4j0KvFtDf3x9veMMb4rTTTouBgYFlfa2sYKqvr29J59rxeXkOvXZs2+2qbV+b0dHROXufLdbIyEgtlgR1s6vX7NjYWFSr1bj88svj8ssvj76+vth///3j8Y9/fAwODsb09HRs2bIlbr311uRY1TPPPDMOOugg//2wIK4TdsXU1NRMwDU6OhoRETfffPOyv249XgNqyTVL3rhmySPXbX6NjE/H5FT2L03dt3FD3DCx/NOVOqrZja5f3LEhbhjcuiyv6Zolb1yz9SH0agEjIyPx4Q9/OH70ox/FG9/4xjj66KOX7bWygqne3qXVpHd8Xp5DL6B5jY6Oxo033hg33njjgh7/mte8Jt7whjcs86potM985jOxdevy/D9eERHnnnvusp0bAABge5XRqeR9A30ddVlDsTf7dYbHTMUA6kvo1eROOOGEOPjgg2duT05OxtatW+OOO+6Im2++eeY3gqvVavzkJz+JK6+8Mk4//fR4+9vfvsvj9gDyaLfddou99tor7r777kU976CDDoo3vOENccwxxyzTymgml1xyyax9JWtN6AUAANRLZTQdLNUv9MqeVCT0AupN6NXkTj755OR9w8PD8W//9m9x4YUXxkMPPRQRD4dfn/nMZ2JiYiL+8i//subrKRaLc46NjWXPDN6ZHZ+XdW6AxXr84x8fX//61+OWW26Ja665JtavXx8bNmyI++67LyqVSoyPj0exWIyVK1fG2rVr4ylPeUocffTR8dSnPrXRSwcAAIBFqySCpe6uQvR0aXoB7UXolWPFYjFe8YpXxPOf//w466yzZu0r9bnPfS6e/exnx7p162r+mjva1jZbrB2fl+fQ6+CDD47u7u5dOsfk5GTccccds4719fVFV9fi/jPdcW+Z/v7+XVoXLLflumaf8pSnxFOe8pSanIvWs9xtaN97WajJycmZ63HbdfOEJzxh0T//d/YaO86OP+SQQ2r6GlBLrlnyxjVLHrluW8vG4Tsj4sE5x1ev6IvDDjusLmu4Y/Pt8cObfz7neLXQU5M1uGbJm3a9ZicmJmblFI3Q2l/hNrF69er41Kc+Fccff/ys/Uk+9rGP1SX0KpfLSzrXjs/Lc+jV1dW1y6FXoVCY8yFsR0dHdHQs/Ddypqezf3tmMeeAenLN0iiXX375kp43PT2dGdS6Zlmqjo6OOT//u7u7l/3/EarF/3aBenLNkjeuWfLIdZtfQyPZe3qtKvXV7d90txXZv/g3NDyxbGtwzZI37XDNVqvVRi8hfELTInbfffc4/fTTZx276aab5jSHdtVuu+025z/MTZs2LelcOz5vjz32WPK6AAAAAKAdbSlnbz2ystRbtzUMDvRkHt9aGW+KD8GB9iH0aiHPe97z5hy7/vrra/oanZ2dsc8++8w6ds899yz6PFNTU3HffffNOrbffvvt0toAAAAAoN1sToZe2UHUcliRCL0mp6ZjZGyybusAEHq1kL333nvOsQceeKDmr7NjOHX77bcv+hx33nlnTE7O/oG377777tK6AAAAAKDdbB7KDr1WDdav6ZUKvSIebnsB1IvQq4Vk7f2w4x4RtXDAAQfMun3TTTfF2Fj2D9eUa665ZqfnBQAAAADm1wzjDVcMpF9L6AXUk9Crhdx///1zjq1Zs6bmr3PsscfOuj0xMRHXXXfdos5x1VVXzbp9wAEHxJ577rnLawMAAACAdpIKvVbVMfQa6OuKjo7sX74fGhZ6AfUj9GohP/nJT+Yce+xjH1vz13nSk54Ue+yxx6xjX/3qVxf8/HK5HN/5zndmHVu3bl0tlgYAAAAAbWNyajqGhicy76tn6FUoFJIjDjW9gHoSerWI6enp+PznPz/r2KpVq+LJT35yzV+rUCjEC1/4wlnHvvWtb2U2zbJ85StfieHh4VnHdjwfAAAAADC/+QKllXXc0ysiYrAo9AIaT+jVJO69996oVqtLfv7f/d3fxc033zzr2Ate8ILMfb62d+CBB8768+pXv3pBr/eHf/iH0dv7yA/OkZGReO9737vT523atCkuvPDCWcfWrVsXBx988IJeFwAAAAB4WGq0YUTEylJ2CLVcNL2AZiD0ahJf+tKX4sQTT4zLLrssRkdHF/y83/zmN/H2t789PvnJT846Pjg4GOeee26tlzlj7dq18fu///uzjn3729+OD3zgA8nwbtOmTfHa1742yuXyzLFCoRBvetOblm2deVIozJ17vCtBKADQ/Kanp+ccy/rfBAAAkGXzUHboVShErEg0r5aL0AtoBvPXgKir2267Lf7kT/4kisViHHfccXH44YfHwQcfHI95zGOiVCpFX19fVCqVePDBB+PnP/95/Pd//3d897vfnTMqsKOjI97znvfE7rvvvqzrPfvss+O73/1ubNiwYebYP//zP8e1114bZ5xxRhx66KGxYsWK2LhxY3z3u9+Nf/mXf4nf/OY3s85x5plnxkEHHbSs68yLjo65GfTk5GR0d3c3YDUAQD1MTU3NOZb1vwkAACBLquk1WOyJzs76/u/KdOiVbqMB1JrQqwkNDw/HN7/5zfjmN7+56Od2d3fH+973vjjhhBOWYWWzlUql+Id/+Ic47bTTYvPmzTPHf/azn8Wb3/zmnT5/3bp18da3vnX5FpgzhUIhurq6YnJycuZYpVKJ/v7+Bq4KAFhOlUpl1u2uri5NLwAAFmxzObtFtbJU3/28IjS9gObg10ibRC0+3DjiiCPiX//1X+MlL3nJri9ogfbff//4whe+EPvvv/+invf7v//78ZGPfGSne461m1KpNOv20NBQg1YCANTDjj/rd/zfAgAAMJ9U02tVQ0Kv7NccEnoBdSRxaBKve93r4qlPfWpcccUVcfXVV8ctt9wSExMTO33emjVr4jnPeU6cfPLJ8bSnPa0OK51r3333jX/913+Nz3/+83HRRRfNGne4vY6OjnjWs54Vr3/96xu21ma3YsWKWa250dHRKJfLPgADgBZULpfn7OW6YsWKBq0GAIA8SoVeK0v13c8rQtMLaA5CrybR3d0dz3jGM+IZz3hGRESMj4/HHXfcEXfddVfce++9UalUYmJiIorFYpRKpVizZk0cfPDB8ehHP3qXXvfWW2+txfKju7s7Tj/99Dj99NPjF7/4Rdx8881x3333xcTERAwMDMTjHve4ePKTnxy77bZbTV6vVRWLxejs7Jy1v8ddd90Vj33sYwVfANBCyuVy3HXXXbOOdXZ2RrFYbNCKAADIo81N1fRKh17VatUYb6AuhF5NqqenJw488MA48MADG72URdt///0XPe6QhxUKhVi5cmU89NBDM8eq1Wps2LAh+vr6YnBwMAYGBqKzszNzk/vp6elZgVlExOTkZOZjoRm4Zskb1yxLte3aqVQqMTQ0NKfhFRGxcuVKHwQAALAom4cSTa/B5gm9pqarMTw6GQP93XVeEdCOhF7QZPbYY4+YnJyMrVu3zjo+Ojoao6Ojcf/99yefW61Wo1qtzjpWKBR8gEbTcs2SN65ZlsuKFStijz32aPQyAADImeba0ys9UnFrZVzoBdSFX0uGJlMoFGLPPfe0pwcAtIkVK1bEnnvuKTwFAGBRqtVqbC5n75e1sulCr+xwDqDWNL2gCW0Lvrq6umLLli1zRmnNZ8dxSf39/bVeHtSUa5a8cc1SK52dnbFy5crYY489BF4AACza6PhUjE9kf2bUiKZXf29XdHUWYnKqOue+oeGJuq8HaE9CL2hShUIh1q5dG3vssUcMDw/H1q1bo1wux+TkZKOXBgAsUVdXV5RKpVixYkUUi0VhFwAAS5YabRgRsXIw3bpaLoVCIVYM9MRDW+euS9MLqBehFzS5QqEQAwMDMTAwEBEPV9enp6fn7CkTETExMRE333zzrGNPeMITorvbzGSak2uWvHHNslSFQiE6OjqEXAAA1MzmeUKvRjS9IiIGi6nQK3sMI0CtCb0gZwqFQnR2dmbelxWEdXV1RVeX/9RpTq5Z8sY1CwAANIstQ9mhV3dXR/T3Nub/R1kx0BsRQ3OOC72Aeulo9AIAAAAAAFiczeXsIGllqbdhEwZWDGSPVRR6AfUi9AIAAAAAyJnUnl6rSvXfz2sboRfQaEIvAAAAAICcSYVeKxu0n1eE0AtoPKEXAAAAAEDObBZ6Acwh9AIAAAAAyJn0eMPGhV6DidBrSOgF1InQCwAAAAAgZzYPJUKvwSZseg2Px/R0tc6rAdqR0AsAAAAAIGe2lLPbU8043nB6uhrDoxN1Xg3QjoReAAAAAAA5MjVdja2V5htvuGIg/dr29QLqQegFAAAAAJAj5eHxSE0LXFnKblvVQ6rpFSH0AupD6AUAAAAAkCOby9ktr4jG7unV19MZ3V3ZHzlvHRZ6ActP6AUAAAAAkCNb5gm95hsxuNwKhUKy7bU1sQcZQC0JvQAAAAAAcmTLUHaANNDfnWxa1ctgMRF6GW8I1IHQCwAAAAAgR7ZWspteK+fZU6tekk2vxJoBaknoBQAAAACQI1uHJzKPDzZ16KXpBSw/oRcAAAAAQI6Uh7MDpNRowXoSegGNJPQCAAAAAMiRoWTo1V3nlcy1YqA387jQC6gHoRcAAAAAQI4MpcYbNnHTKxXUAdSS0AsAAAAAIEdS4w1LTRB6pfYV0/QC6kHoBQAAAACQI8093jA79CoPj8fUdLXOqwHajdALAAAAACBH8jjecLoaURnJXjdArQi9AAAAAAByYnq6mhxv2MyhV0TE1spYHVcCtCOhFwAAAABAToyMTUZqSmCpiccbRtjXC1h+Qi8AAAAAgJxI7ecV0RxNr76erujp7sy8b0joBSwzoRcAAAAAQE6UE/t5RUQMNkHTKyJiRWIdml7AchN6AQAAAADkxNZE06ujEFHsa5LQa6A387jQC1huQi8AAAAAgJwoJ0Kvgf6e6Ogo1Hk12VL7egm9gOUm9AIAAAAAyImhxHjDZhltGCH0AhpH6AUAAAAAkBOpptdgMTtoagShF9AoQi8AAAAAgJxINb1KuWh6jdV5JUC7EXoBAAAAAOTEUKrplQiaGiEVeqXWDlArQi8AAAAAgJxIhl5NNN4wFcAZbwgsN6EXAAAAAEBOlBPjDQf7m3+84dDwRExNV+u8GqCdCL0AAAAAAHIi1fQqNVHTa761jIxmh3YAtSD0AgAAAADIiWTTq9g8Ta/SPK2z8ojQC1g+Qi8AAAAAgByoVqvpPb0SIwUbYUDoBTSI0AsAAAAAIAdGxiaTe2INNtF4w2JfOvSqCL2AZST0AgAAAADIgaHEaMOIiFITjTfs7ChEsa8r8z6hF7CchF4AAAAAADmQGm0Y0VxNr4j0iEPjDYHlJPQCAAAAAMiBciL0KhTmHynYCKVE6KXpBSwnoRcAAAAAQA4MVbIDo1J/d3R2FOq8mvmlml5CL2A5Cb0AAAAAAHJgaCS76VVqstGGEREDieaZ8YbAchJ6AQAAAADkQGpPr8Fic402jND0AhpD6AUAAAAAkAPl4cR4wyZsepUSQZymF7CchF4AAAAAADmQbHr1N2HolRhvqOkFLCehFwAAAABADgxVsgOjwYH8jDfU9AKWk9ALAAAAACAH0nt6NWHTKzHeUNMLWE5CLwAAAACAHCiPZIdeqYCpkQZS4w1HhV7A8hF6AQAAAADkwNBwYrxhEza9UuMNx8anYmJyus6rAdqF0AsAAAAAoMlVq9Uo52i8YSr0ijDiEFg+Qi8AAAAAgCY3MjYZk1PVzPsGm3C8Yak/HcQZcQgsF6EXAAAAAECTKydGG0Y0a9OrK3mfphewXIReAAAAAABNbigx2jAiotSEoVd/b1d0dBQy75svwAPYFUIvAAAAAIAmN19QNN/+WY1SKBRioC97XZpewHIRegEAAAAANLmhkeym10B/d3QmGlWNVkqEcWV7egHLROgFAAAAANDkhhJNrxVNONpwm9S+XuV5RjUC7AqhFwAAAABAkxuqZAdFpWLzjTbcJjV20XhDYLkIvQAAAAAAmtxQoh012MRNr1J/9toqo5N1XgnQLoReAAAAAABNrpwYb6jpBfAIoRcAAAAAQJPLY9MrFXrZ0wtYLkIvAAAAAIAmV060o5q56VVKNb1GNb2A5SH0AgAAAABoclsr2e2oFTlsehlvCCwXoRcAAAAAQJNLjQQs5TD0SrXWAHaV0AsAAAAAoIlVq9UYGs4OigbzON5wZCKq1WqdVwO0A6EXAAAAAEATGxufismp6cz7Bpu46ZUKvSanqjE2MVXn1QDtQOgFAAAAANDEUi2viIhSEze9UuMNI+zrBSwPoRcAAAAAQBMbSuznFdHcTa/5Qi/7egHLQegFAAAAANDE5gu9UiMEm8F8a9P0ApaD0AsAAAAAoImVE+MNB/q6orOzeT/i7enujO6u7PUJvYDl0LzfEQEAAAAASDa9Sk082nCb1IhD4w2B5SD0AgAAAABoYqnQa7DYvKMNtxnoy16jphewHIReAAAAAABNbCgx3nAwB02vUiKYE3oBy0HoBQAAAADQxMrJplfzh17GGwL1JPQCAAAAAGhi6T29mn+8Ycl4Q6COhF4AAAAAAE0sz+MNBxLBnKYXsByEXgAAAAAATSw13rCUg9CrlBhvqOkFLAehFwAAAABAE0uNN1wx0PzjDQcS4w01vYDlIPQCAAAAAGhS1Wo1Od4wD02vAU0voI6EXgAAAAAATWpsYiomJqcz7xvsb/7Qq5TY00voBSwHoRcAAAAAQJMqJ1peEelAqZmkxhsOj07E9HS1zqsBWp3QCwAAAACgSaX284qIGMzxeMPpasTI2GSdVwO0OqEXAAAAAECTmj/0av6m13xtNCMOgVoTegEAAAAANKmhxHjDYl9XdHY2/8e7qfGGERGVUaEXUFvN/10RAAAAAKBNlRNNr1IORhtGpMcbRsy/XxnAUgi9AAAAAACaVKrplYfRhhERXZ0d0dfTmXlf2XhDoMaEXgAAAAAATSrV9Brsz0fTKyKilGh72dMLqDWhFwAAAABAk0o2vQbyE3qlRhza0wuoNaEXAAAAAECTGkru6ZWP8YYR6dDLnl5ArQm9AAAAAACaVCr0Gizmp+lVSoxi1PQCak3oBQAAAADQpFJtqMFcNb26Mo/b0wuoNaEXAAAAAECTSo43TLSnmpHxhkC9CL0AAAAAAJrUUCIYWjGQ/9DLeEOg1oReAAAAAABNaGxiKsYnpjLvK+VovGFyTy/jDYEaE3oBAAAAADShcmK0YUTEYDE/Ta9SYk+vstALqDGhFwAAAABAE5ovFColRgY2o+R4w5F0qAewFEIvAAAAAIAmVE7s5xWRDpKaUWq84cjYVExNTdd5NUArE3oBAAAAADShymh26NXT1RE93Z11Xs3SzRfQVUYn67gSoNUJvQAAAAAAmlAlMd4wTy2viPnXWzbiEKghoRcAAAAAQBNqh9Ar9R4BlkLoBQAAAADQhFol9Cr2dkWhkH2f0AuoJaEXAAAAAEATKrdI6NXRUYhiX/aaKyP29AJqR+gFAAAAANCEUi2oUiJAamapoM6eXkAtCb0AAAAAAJpQZTTR9CrmL/QqJUIv4w2BWhJ6AQAAAAA0ofJwoumVs/GGEek1p0Y4AiyF0AsAAAAAoAklm14tNd5Q6AXUjtALAAAAAKAJpUb/pQKkZpYK6ow3BGpJ6AUAAAAA0IRaKfQqJfYhE3oBtST0AgAAAABoMtVqtaVCr9SahV5ALQm9AAAAAACazMjYZExXs+8r5TH0Sow3tKcXUEtCLwAAAACAJlMZmUzel8eml/GGQD0IvQAAAAAAmkxlNB0GpVpTzcx4Q6AehF4AAAAAAE1mvjAoj02vVFA3Pjkd4xNTdV4N0KqEXgAAAAAATaY8PJ55vLenM7q78vex7nz7kGl7AbWSv++OAAAAAAAtLjXeMI+jDSPSe3pFRJSFXkCNCL0AAAAAAJpMKgjK42jDiPnDuvn2LwNYDKEXAAAAAECTqYxMZh6fb0xgM+vt6YzOjkLmfeVhoRdQG0IvAAAAAIAmk9rnKq9Nr0KhkFy7Pb2AWulq9AKY36ZNm+K2226LjRs3xpYtWyIiYuXKlbFmzZp40pOeFGvXrm3wCgEAAACAWkuGXjnd0yvi4Zba1sr4nOPGGwK1IvRqMg888EB873vfix//+Mdx5ZVXxoMPPjjv4/fee+845ZRT4uUvf3msXr26TquMuOuuu+J5z3veLp/nBS94QXzkIx+pwYoAAAAAoHWkgqCB/vx+pJtqehlvCNRKfr9Dtpgbb7wxPvjBD8ZVV10V09PTC37ehg0b4sMf/nD84z/+Y7zjHe+IU045ZRlXCQAAAADUQ6uNN4xIr914Q6BW7OnVJNavXx9XXnnlogKv7VUqlXjnO98Zf/VXf1XjlQEAAAAA9ZZqP5X6e+q8ktoppUIv4w2BGtH0amL77LNPPPOZz4yjjjoq9ttvv1izZk309vbG/fffH9ddd1186Utfip/97GeznvPFL34x1qxZE+eee27d1/va17520c854IADlmElAAAAAJBv5eR4w9ZrepU1vYAaEXo1ma6urjjhhBPiZS97WRx11FGZjxkcHIx99903Tj755Lj44ovjve99b0xMPPKD4ZOf/GQcf/zxsf/++9dr2RER8ad/+qd1fT0AAAAAaFWpkX+ptlQeJJte9vQCasR4wybR0dERL37xi+Ob3/xmfPCDH0wGXjs69dRT493vfvesY5OTk/Hxj398OZYJAAAAACyz6elqDCebXvntMST39DLeEKgRoVeTOOWUU+KCCy6IffbZZ9HPPfnkk+eEZFdccUWMj4/XankAAAAAQJ2MjE1GtZp9X57HGxZ7swO74dHJOq8EaFVCrybR2dm5S89/yUteMut2pVKJW2+9dZfOCQAAAADUX2q0YUTOQ6/E2lOtNoDFEnq1iIMOOmjOsfvvv78BKwEAAAAAdsV84/4G+nIceiWaXhVNL6BGhF4toq+vb86xkZGRBqwEAAAAANgV5TZreo1PTMXk1HSdVwO0IqFXi7jnnnvmHFu9enUDVgIAAAAA7IrUeMP+3s7o6szvR7rztdTs6wXUQnaflNy56qqr5hx73OMeV9c1DA8Px/XXXx+33357/OY3v4lCoRCrVq2KNWvWxOGHHx6Pecxj6roeAAAAAMij8nB26JXn0YYREcW+9MfRw6MTsWKgp46rAVqR0KsFTE1Nxb/927/NOrbffvvFXnvtVdd1HHnkkTE5mf6NjMc+9rFx4oknxqtf/WotNAAAAABISO3plefRhhERRU0vYJnltwvLjEsuuSQ2btw469gJJ5xQ93XMF3hFRNx1113x93//97Fu3br4zGc+U59FAQAAAEDOpMYb5j/0SncwUkEfwGJoeuXcpk2b4kMf+tCsYytXrozTTjutQSvauZGRkXj/+98f1157bVxwwQXR3Z3vH9YRDwd+hUKh0cvIDB53FkZCI7lmyRvXLHnkuiVvXLPkjWuWPHLdNr+tlbHM48XerpiYyHc41NPdEeMT03OOD5VHk+/NNUvetOs12wzvUeiVY5OTk/HWt741hoaGZh1/y1veEqtWrarLGrq7u+OpT31qPOc5z4mDDz449t133xgcHIyurq7YvHlz/OpXv4qf/OQncckll8R9990367nf/va3Y2BgIN7//vfXZa3L6ZZbbmn0EpJuvvnmRi8BFsU1S964Zskj1y1545olb1yz5JHrtrncdc9DmcfHR8txww031Hk1tdXTGTGekW39/Be3R+/kvQs+j2uWvHHN1ofQK8fOO++8uPrqq2cde/aznx2veMUrlv21+/r64txzz41TTz01dt9998zH7LHHHrHHHnvEUUcdFa9//evjE5/4RPzDP/xDTE8/8pscX/nKV+KpT31qnHLKKcu+ZgAAAADIg9GMJlRERF9P4ycN7are7o4oj859f2MT1QasBmg19vTKqYsuuig+97nPzTr26Ec/Oj74wQ/WZcze7rvvHn/8x3+cDLx21NPTE+eee26cf/75c+772Mc+FuPj47VeIgAAAADk0uh4IvTqzv/Hub3d2Z9djiWCPoDFyP93yTZ02WWXxXnnnTfr2ODgYHzyk5+M1atXN2hVC/N7v/d78apXvWrWsY0bN8Y3v/nNBq0IAAAAAJrL6Hh266mvJ/8f56bew6imF1ADxhvmzBVXXBFve9vbZo0I7Ovri0984hNx0EEHNXBlC/fHf/zHcemll8bY2CMbcv7gBz+Il7zkJY1b1C46+OCDo7u7u9HLiMnJyTmzYQ855JDo6vKfOs3JNUveuGbJI9cteeOaJW9cs+SR67b5TX3zexExd+Or/fd9XBx22N71X1AN7XH9NXH7prl7d5VW7BaHHXZo5nNcs+RNu16zExMTccsttzR0Da39FW4xV199dZx77rkxMfHID7zu7u648MIL42lPe1oDV7Y4a9asiSOPPDJ++MMfzhz76U9/2sAV7bqurq6mCL2yNPPaIItrlrxxzZJHrlvyxjVL3rhmySPXbXMZHp3MPL6i1Jf7f6dSsTfz+OjY9KLem2uWvGmHa7ZabXxjM/992Daxfv36eN3rXhcjIyMzxzo6OuIDH/hAHHfccY1b2BI9+clPnnX7gQcemNVeAwAAAIB2NDVdTYZeA/35/8C82Jfdw6iMzm22ASyW0CsHfvGLX8RrXvOaKJfLs46/+93vjhe96EUNWtWu2XHvsenp6di8eXNjFgMAAAAATWJknvCnNUKv7PcwMpYd9AEshtCryd15551x5plnzgmE3v72t8fLX/7yxiwKAAAAAFgW5ZF06FVqgdBroD/R9JrnfQMslNCriW3cuDHOPPPMuP/++2cdP+ecc+LMM89s0Kpq44EHHph1u6OjI1atWtWYxQAAAABAk5gv/GmFpld/b/Z7GDbeEKgBoVeTeuCBB+KMM86Iu+++e9bxs846K84+++wGrap2fvazn826vWbNmujocDkCAAAA0N7m29uq2JvdksqTVNMrtY8ZwGJIGZrQ5s2b48wzz4xf/epXs46feuqp8ba3va0xi6qh+++/P66++upZx4466qgGrQYAAAAAmkeq6dXf2xWdnfn/OLeYanqNTUa1Wq3zaoBWk//vki2mUqnEa1/72rjttttmHT/xxBPj3e9+d4NWVVsf/ehHY3x8fNaxY445pkGrAQAAAIDmkQq9SsX8jzaMiCgmml7T09UYG5+q82qAVpP/PmwLGRsbi9e//vVxww03zDr+/Oc/P84///woFAo1f81169bNGqG41157xfe+9715n3PvvffG2rVrl/R6l156aVx88cWzjq1duzaOP/74JZ0PAAAAAFpJORF6DfS1Rug13/uojE5EXwuMcAQaR9OrSUxOTsab3vSm+OlPfzrr+LHHHhsXXHBBdHZ2Nmhlc33qU5+Kl770pfHtb397TmMrZXR0ND70oQ/Fu971rjn3nXPOOdHX11frZQIAAABA7iRDr/7WCL2KfelQy75ewK4SmzeJj370o3H55ZfPOtbV1RX77LNPfOQjH1nSOZ/4xCcuW4PqpptuinPPPTdKpVIcd9xx8eQnPzkOPvjgWLt2bQwODkZXV1ds2bIlbr/99rjyyivjy1/+cjz00ENzzvPSl740Xvayly3LGgEAAAAgb5LjDVsm9Eq/j+HR7PcOsFBCryZx7733zjk2OTkZF1100ZLPedJJJy372MByuRzf+MY34hvf+Main/viF7843vve9y7DqgAAAAAgn1KhV6s0vfp6OqOjEDFdnXtfRdML2EVCL+pu5cqV8fa3vz1e+tKXNnopAAAAANBUKiPZwU+rhF6FQiH6+7ozw70RoRewi4ReLNqrX/3q2GuvveLKK6+MG2+8Me6///6dPqe7uzsOOeSQeOlLXxq/93u/F/39/XVYKQAAAADkSyUx4m9gnrGAeTPQ15UZeqXeO8BCCb2axPnnnx/nn39+3V/3e9/73qKf87jHPS7OOOOMOOOMMyIi4qGHHoo77rgjNm7cGA899FCMjIzE9PR0DA4OxooVK2KvvfaKQw89NHp7e2u8egAAAABoLa0+3jBi275eI3OO29ML2FVCL3bZ6tWrY/Xq1Y1eBgAAAADkXjkRepX6W+ej3GJf9nsZNt4Q2EUdjV4AAAAAAAAPq4yMZx4f6O+p80qWTzExqtF4Q2BXCb0AAAAAAJrA1NR0jIxNZd5Xaqnxhomm14imF7BrhF4AAAAAAE2gMs94v1ba02sg0fQaHtP0AnaN0AsAAAAAoAlUEvt5RbRW6KXpBSwXoRcAAAAAQBNon9BL0wtYHkIvAAAAAIAmkAq9CoWIYm92OyqPBhJNr4qmF7CLhF4AAAAAAE2gPJodehV7u6Kjo1Dn1Syf/lTTK/H+ARZK6AUAAAAA0ARSTa9WGm0YkW56DY9pegG7RugFAAAAANAEysPtEXoVE+9nbHwqJqem67waoJUIvQAAAAAAmkAlMd6v1N9T55Usr/n2Jxse1fYClk7oBQAAAADQBNLjDdMhUR7N11yzrxewK4ReAAAAAABNoF329OrX9AKWidALAAAAAKAJlNsk9NL0ApaL0AsAAAAAoAmkml6lvtYKvbo6O6KnuzPzPk0vYFcIvQAAAAAAmkAl0XJqtaZXRESxL3vEYeprALAQQi8AAAAAgCbQLnt6RUQMJEIvTS9gVwi9AAAAAACaQDuFXv2JkY329AJ2hdALAAAAAKDBJqemY3R8KvO+UguGXqmmVyr4A1gIoRcAAAAAQIPNF/a0YtOrmGp6jRlvCCyd0AsAAAAAoMHaL/RK7Ok1IvQClk7oBQAAAADQYOV5Qq/WHG+YanoZbwgsndALAAAAAKDBUk2vjkJEX092KyrPkuMNRzW9gKUTegEAAAAANFhlNDv0KvZ1R0dHoc6rWX6p8YbzjXkE2BmhFwAAAABAg6XCnlbczytinqbXmKYXsHRCLwAAAACABmu/0Cu76TWs6QXsAqEXAAAAAECDlRNhT6lFQ6+BeZpe1Wq1zqsBWoXQCwAAAACgwVKhV8s2vfqzm17T09UYG5+q82qAViH0AgAAAABosNR4w1ZtehV7s0OviIjKqBGHwNIIvQAAAAAAGqzd9vSa730Nj07WcSVAKxF6AQAAAAA0WLuFXv3zNL2GNb2AJRJ6AQAAAAA0WGqk30Bf64ZeHYXs+yqaXsASCb0AAAAAABqs3ZpehUIh+hOB3ojQC1gioRcAAAAAQIOVR7KDnlKLhl4REcW+7BGHqdYbwM4IvQAAAAAAGmhicirGJ6Yy72vVpldEenTjsKYXsERCLwAAAACABionRhtGtHbolWp6DWt6AUsk9AIAAAAAaKDUfl4RrT7eMPu9GW8ILJXQCwAAAACggeYLvdqx6TVivCGwREIvAAAAAIAGqoxkhzwdHYXo6+ms82rqR9MLqDWhFwAAAABAA6WaXgN93VEoFOq8mvoZSO3plQgBAXZG6AUAAAAA0EDlRLOplffzikg3vYbHNL2ApRF6AQAAAAA0ULLp1Z/dhGoVqT29UuMeAXZG6AUAAAAA0EDp0Ks9m14jml7AEgm9AAAAAAAaqNy2oVei6TWq6QUsjdALAAAAAKCBUk2vUn9PnVdSXwOJptfY+FRMTk3XeTVAKxB6AQAAAAA0UPuON0zvWTYypu0FLJ7QCwAAAACggdKhVzoUagWpPb0i0l8TgPkIvQAAAAAAGii1p1dpnlCoFczX9Bq2rxewBEIvAAAAAIAGqoy263jD9PsbTnxNAOYj9AIAAAAAaKB23dOru6sjerqyP6LW9AKWQugFAAAAANAg4xNTMTE5nXlfq4deERHFxHvU9AKWQugFAAAAANAgqZZXRJuEXr3Z+3pVNL2AJRB6AQAAAAA0SHme0KvUDqGXphdQQ0IvAAAAAIAGafem10BfdtPLnl7AUgi9AAAAAAAaJNX06uosRG93Z51XU3/Fvuxgr6LpBSyB0AsAAAAAoEFSTa+B/u4oFAp1Xk39FRNNrxFNL2AJhF4AAAAAAA2SajQNJBpQrUbTC6gloRcAAAAAQIPM1/RqB6mmlz29gKUQegEAAAAANEi7h16pRtuwphewBEIvAAAAAIAGKbd56JVqelU0vYAlEHoBAAAAADRIKvQqtU3olWh6Jb4uAPMRegEAAAAANEhyvGEiDGo1yT29xiajWq3WeTVA3gm9AAAAAAAaJBV6lYrtEXqlwr3p6WqMjU/VeTVA3gm9AAAAAAAaJNn0apvxhtlNr4iH214AiyH0AgAAAABokMpou483TL/PVCAIkCL0AgAAAABogGq1quk1X9MrEQgCpAi9AAAAAAAaYGxiKianqpn3ldok9Orv7YpCIfu+4VHjDYHFEXoBAAAAADTAfOP72qXpVSgUotib3fYSegGLJfQCAAAAAGiAstArIiKKifea2u8MIEXoBQAAAADQAJpeD9P0AmpF6AUAAAAA0ACp0Ku7qyN6uzvrvJrGKfZlB3zDml7AIgm9AAAAAAAaIBV6tVPLKyKi2KfpBdSG0AsAAAAAoAGSoVei+dSqUu9X0wtYLKEXAAAAAEADlBOhTqnNml79qabXmKYXsDhCLwAAAACABqiMZIc67TfeMPv9jhhvCCyS0AsAAAAAoAHs6fWw9J5exhsCiyP0AgAAAABoAKHXw4q9xhsCtSH0AgAAAABogPLIeObxgUTzqVWlm15CL2BxhF4AAAAAAA2g6fWw/uSeXsYbAosj9AIAAAAAaIDKSHaTqVTsqfNKGivVbBsem4zp6WqdVwPkmdALAAAAAKAByommVynRfGpVxcT7rVYjRseNOAQWTugFAAAAAFBn1Wo1KonxfW033rA3vYfZyJjQC1g4oRcAAAAAQJ2Njk8lR/cN9KdDoFZUTIw3jIgYHhV6AQsn9AIAAAAAqLNKYrRhRPs1vVLjDSMihhNtOIAsQi8AAAAAgDoTej2ir6czCoXs+zS9gMUQegEAAAAA1Fl5vtBrnuZTKyoUClFM7Os1bE8vYBGEXgAAAAAAdZZqevV0dURPd2edV9N4/Ymgb3iecBBgR0IvAAAAAIA6SzW92m204TYDfZpewK4TegEAAAAA1Fmq6VUqtmfoVUw1vezpBSyC0AsAAAAAoM4qo4mmV5vt57VNf6rplfg6AWQRegEAAAAA1Fmq6dWu4w2Lvdmh14jxhsAiCL0AAAAAAOpM6DWb8YZALQi9AAAAAADqrCz0mqVovCFQA0IvAAAAAIA6SzW9Su0aeiXGG2p6AYsh9AIAAAAAqLNk0ysx5q/VFRNhn6YXsBhCLwAAAACAOrOn12zJpteYphewcEIvAAAAAIA6S443LLZp6JVouBlvCCyG0AsAAAAAoI6mp6vJsX3tOt6wvy+76TUyOhHVarXOqwHySugFAAAAAFBHo+OTMZ3Icdp2vGEi9JquRoxNTNV5NUBeCb0AAAAAAOqonBhtGBFRatfQK7GnV4QRh8DCCb0AAAAAAOootZ9XRDs3vdLve2RM6AUsjNALAAAAAKCO5gu95gt/WllqvGGEphewcEIvAAAAAIA6So037O3pjO6u9vzItq+nKwqF7PuEXsBCted3UAAAAACABkk1vQbatOUVEdHRUYj+xL5exhsCCyX0AgAAAACoo2To1ab7eW1TTIReml7AQgm9AAAAAADqKBV6ldo89OpPNN00vYCFEnoBAAAAANRReVTTK0uxT9ML2DVCLwAAAACAOtL0ypYab6jpBSyU0AsAAAAAoI7s6ZWtmBhvWEk04wB2JPQCAAAAAKijykh2c0nopekF7BqhFwAAAABAHSWbXommU7tINb3s6QUslNALAAAAAKCOyiPjmcc1vTS9gF0j9AIAAAAAqKNU06sk9Mo8rukFLJTQCwAAAACgTqanqzGcaC61e+jV35v9/jW9gIUSegEAAAAA1Mnw2GRUq9n3GW+YaHoJvYAFEnoBAAAAANRJarRhhNBrvvGG1VRSCLAdoRcAAAAAQJ0IvdIG+rLf//R0NSamhF7Azgm9AAAAAADqZN7QK9F0ahf987z/sQmhF7BzQi8AAAAAgDopJ0Kv/t7O6Oxs749ri73pptvYxHQdVwLkVXt/FwUAAAAAqKPKyHjm8dRov3aS2tMrQtMLWBihFwAAAABAnZRHJjOPt/t+XhERfb3zhV6aXsDOCb0AAAAAAOoktaeX0Cuis6MQ/b2dmfdpegELIfQCAAAAAKiTymh26FXq76nzSppTf2JfL00vYCHSfVGawqZNm+K2226LjRs3xpYtWyIiYuXKlbFmzZp40pOeFGvXrm3wCufasGFDrF+/PjZu3Bijo6NRLBbjsY99bBx22GGxxx57NHp5AAAAANAw6aaXj2ojHv46PLR17nFNL2AhfCdtMg888EB873vfix//+Mdx5ZVXxoMPPjjv4/fee+845ZRT4uUvf3msXr26Tqucq1qtxte+9rX49Kc/HT//+c8zH1MoFOIpT3lK/OEf/mGsW7euzisEAAAAgMYz3nB+RU0vYBcIvZrEjTfeGB/84AfjqquuiunphX8D37BhQ3z4wx+Of/zHf4x3vOMdccoppyzjKrM98MAD8eY3vzmuuuqqeR9XrVbjmmuuiWuuuSZe8IIXxPvf//4YGBio0yoBAAAAoPHKQq959fdlf2Qt9AIWwp5eTWL9+vVx5ZVXLirw2l6lUol3vvOd8Vd/9Vc1Xtn87rvvvnjlK1+508BrR9/+9rfjzDPPjEqlskwrAwAAAIDmk2p6lYReERFRTIZexhsCO6fp1cT22WefeOYznxlHHXVU7LfffrFmzZro7e2N+++/P6677rr40pe+FD/72c9mPeeLX/xirFmzJs4999xlX9/k5GSce+658etf/3rW8d/6rd+KM888M4444oh41KMeFRs3bowf//jH8ZnPfCY2btw487jrr78+3vGOd8SFF1647GsFAAAAgGZQGU00vfqEXhHGGwK7RujVZLq6uuKEE06Il73sZXHUUUdlPmZwcDD23XffOPnkk+Piiy+O9773vTEx8cgPy09+8pNx/PHHx/7777+sa/3CF74Q11133axjxx9/fPzN3/xN9PT0zBxbsWJFHHjggfHSl7403vjGN85qhX3rW9+Kyy+/PJ773Ocu61oBAAAAoBmUh403nI+mF7ArjDdsEh0dHfHiF784vvnNb8YHP/jBZOC1o1NPPTXe/e53zzo2OTkZH//4x5djmTNGRkbik5/85Kxjhx56aFxwwQWzAq/trVixIj7xiU/EYx7zmFnHL7zwwqhW/dACAAAAoLVNTU3HyNhk5n1Cr4cl9/Sa1PQCdk7o1SROOeWUuOCCC2KfffZZ9HNPPvnkOSHZFVdcEePj47Va3hwXX3xx3H///bOOve9974vOzs55n1cqleJd73rXrGO33HJL/Od//mfN1wgAAAAAzWQ4EXhFCL22SY03HB33S/PAzgm9msTOwqKdeclLXjLrdqVSiVtvvXWXzjmfb33rW7NuH3nkkXHwwQcv6Lnr1q2Lvfbaa97zAQAAAECrqYxkjzaMiCgJvSIiYqA/Nd5Q0wvYOaFXizjooIPmHNuxiVUrDzzwQFx//fWzju0Yus2no6MjTjzxxFnHrrjiipicTP+mCwAAAADkXVnotVOpptfYpKYXsHNCrxbR19c359jIyMiyvNYPf/jDmJ6e/ZsVRx999KLOsePjt2zZEtddd90urw0AAAAAmtV8Ta/+PqFXxDx7ek1MR7Uq+ALmJ/RqEffcc8+cY6tXr16W19pxbOKjHvWo2HvvvRd1jsMOO2zOSMfbbrttl9cGAAAAAM0qFXoV+7qis6NQ59U0p2Ii9Jqejpg04RDYCaFXi7jqqqvmHHvc4x63LK91++23z7q97777LvocAwMD8ehHP3re8wIAAABAK0mFXgNGG84oztN4s68XsDNCrxYwNTUV//Zv/zbr2H777Rd77bXXsrzeL3/5y1m399xzzyWd5zGPecys20IvAAAAAFpZak+vAaMNZxR7s5teERFjE8YbAvPLZeh1zjnnxI9//ONGL6NpXHLJJbFx48ZZx0444YRle7377rtv1u0dG1sLtWPode+99y55TQAAAADQ7DS9di413jBC0wvYufR3kCb2ne98J7773e/G4x73uHjlK18ZJ510UqxcubLRy2qITZs2xYc+9KFZx1auXBmnnXbasrze1NRUjI2NzTpWKpWWdK4dnzc8PLzkdTXa5ORkFAqNn7s8OTm5oGPQLFyz5I1rljxy3ZI3rlnyxjVLHrluG2drZSzzeLG3MyYmsgOxdtPVmb5v+9DLNUsza9fvs83wHnMZem1z5513xgc+8IH48Ic/HCeccEK84hWviMMPP7zRy6qbycnJeOtb3xpDQ0Ozjr/lLW+JVatWLctrZgVTfX19SzrXjs/Lc+h1yy23NHoJSTfffHOjlwCL4polb1yz5JHrlrxxzZI3rlnyyHVbH3dvfCjz+PhoOW644YY6r6Z5dXcVYmJy7ijD7ccbumbJG9dsfeRyvOE2hUIhqtVqjI2NxVe/+tV4xSteES95yUviS1/6UoyMjDR6ecvuvPPOi6uvvnrWsWc/+9nxile8YtleMyuY6u3tXdK5dnxenkMvAAAAANiZ0fHs8Xx9Pbn+mLbmeruzJyoZbwjsTC6/m3Z1dUW1+nCqXygUZsKvarUaP//5z+Ov/uqv4phjjon3vve98Ytf/KLBq10eF110UXzuc5+bdezRj350fPCDH2yKMXsAAAAAwGyjidCmLxHytKve7uyPrbdvegFkyWXodcUVV8Rb3vKW2HPPPWfCrm3h17YArFwux+c///k48cQT41WvelVcdtllLTMX97LLLovzzjtv1rHBwcH45Cc/GatXr17W1y4Wi3OO7bjH10Lt+LyscwMAAABAq9D0WpjeLk0vYGlyuafX6tWr43Wve1380R/9UXz/+9+PL37xi3HFFVfE9PT0TPAVETNtsGuvvTauvfba2G233eLkk0+Ol7/85bH33ns38i0s2RVXXBFve9vbYnr6kW/wfX198YlPfCIOOuigZX/9rGBqdHR0Sefa8Xl5Dr0OPvjg6O7ubvQyYnJycs5s2EMOOSS6unL5nzptwDVL3rhmySPXLXnjmiVvXLPkkeu2caYueyAiJucc33/ffeKwwx5b/wU1qd1/emXc89CDc45v3/RyzdLM2vX77MTERNxyyy0NXUOuv8KFQiGOO+64OO644+Kee+6Jiy++OL785S/HAw88MHN/xCPh10MPPRSf+tSn4v/+3/8bz372s+OVr3xlHHfccbkZB3j11VfHueeeO6ux1t3dHRdeeGE87WlPq8saOjs7o7e3d1ZLq1wuL+lcOz4vz6FXV1dXU4ReWZp5bZDFNUveuGbJI9cteeOaJW9cs+SR67Y+KiPZk6hWlPp8/bcz0N+TeXz78ZCuWfKmHa7ZbVlMI7VMb3bPPfeMt7zlLfFf//Vf8bd/+7dx1FFHJUcfTk9Pxw9+8IN44xvfGOvWrYtPfOITM0FZs1q/fn287nWvi5GRkZljHR0d8YEPfCCOO+64uq5ljz32mHV706ZNSzrPjs/b8bwAAAAA0Comp6ZjdHwq875Sf2t/EL5Yxb7sroY9vYCdaZnQa5uurq444YQT4rOf/Wxcdtllcdppp8Xg4OCcAGzb7Y0bN8aFF14Yxx13XLz5zW+On/zkJ41+C3P84he/iNe85jVzmlHvfve740UvelHd17PvvvvOun3PPfcs6Tw7Pm+//fZb8poAAAAAoJmlWl4REQNCr1mKfdlfD3t6ATvTcqHX9vbbb79417veFVdccUW8733vi0MPPTTZ/pqcnIxvf/vbceaZZ8bxxx8fn/3sZ2NoaKjRbyHuvPPOOPPMM2Pz5s2zjr/97W+Pl7/85Q1Z047h1O23377ocwwPD89peu0YpgEAAABAq6iMCr0WqtibanoJvYD5tXTotU1fX1+ccsopcemll8all14aJ598cvT19c3Ml9yx/XXHHXfE+9///jj22GPjne98Z9xwww0NWffGjRvjzDPPjPvvv3/W8XPOOSfOPPPMhqwpIuLAAw+cdfv++++PDRs2LOoc119/fUxNza5zH3DAAbu8NgAAAABoRvM1vYw3nM14Q2Cp2iL02t6hhx4af/3Xfx0/+MEP4h3veEfst99+c8KvbQHYyMhIfOUrX4lTTz01TjnllPj6178ek5OTdVnnAw88EGeccUbcfffds46fddZZcfbZZ9dlDSnPfvazo6Nj9qXz05/+dFHn2PHxK1eujCOOOGKX1wYAAAAAzSgVehUKEf2JZlO76jfeEFiitgu9timVSvEHf/AH8YUvfCGe//znzwRfqfbX+vXr48/+7M/it3/7t+OSSy6J6enl+wa7efPmOPPMM+NXv/rVrOOnnnpqvO1tb1u2112o3XffPQ4//PBZx7761a8u+PnVajW+9rWvzTp27LHHRleXH+4AAAAAtKbKSPYv0xf7uqOjo1Dn1TS39HhDTS9gfm0bet10003xrne9K4499tj4zne+MxNwFQqP/IDZfu+vbbc3bdoUf/mXfxmnnHJK/M///E/N11WpVOK1r31t3HbbbbOOn3jiifHud7+75q+3VC984Qtn3f7pT38aP//5zxf03O9973tzGmw7ng8AAAAAWkk50fSyn9dc6fGGml7A/Noq9BobG4svf/nL8bKXvSxOOeWU+PKXvxwjIyOz2l3bml2Dg4Px5Cc/eeb2jqMPb7755nj5y18eV199dU3X9/rXv37OHmLPf/7z4/zzz58VyNXKunXr4sADD5z5s27dugU979RTT43dd9991rG/+Iu/mLNP147K5XK8733vm3XsoIMOiuc973mLWzgAAAAA5EhqvGEpMcqvnRUTX5Op6YjJKW0vIK0tQq/bb789zjvvvDj22GPjXe96V6xfv35OmLXt9gEHHBDvfve74/vf/3588YtfjG9961txxhlnxODg4JzRh8PDw/HmN785hoaGdnmNk5OT8aY3vWnOXlfHHntsXHDBBdHZ2bnLr1FL/f398frXv37WsRtuuCH+7M/+LMbHxzOfMzQ0FG94wxvinnvumXX8zW9+87IEegAAAADQLMoj2Z+ZaXrNlWp6RWh7AfNr2U2Upqam4j/+4z/iC1/4Qlx11VURMXe/rm3Hurq64rd/+7fjtNNOi6c97WmzzvP4xz8+3v72t8eb3vSm+NznPhef/OQno1wuz9z/4IMPxiWXXBJnnXXWLq33ox/9aFx++eWzjnV1dcU+++wTH/nIR5Z0zic+8Ylx/PHH79K65vPKV74yvvGNb8TPfvazmWPf+MY34tZbb42zzjorjjjiiFizZk3ce++98aMf/Sg+85nPzAm8XvCCF8Rzn/vcZVsjAAAAADSDVNNroL9lP6JdslTTK+Lhfb0G+uq4GCBXWu476saNG+Piiy+OSy+9NB588MGImB12bX979913j5e//OXxile8IvbYY495z9vf3x9/+Id/GC9+8YvjzDPPjF/96lcz57v88st3OfS699575xybnJyMiy66aMnnPOmkk5Y19Orq6oqPfOQjcdppp8Wvf/3rmeO/+MUv4s///M93+vzDDjsszjvvvGVbHwAAAAA0i8rIZOZxTa+5NL2ApWqZ0Ov73/9+fOELX4gf/OAHMT09PRNsRcwNu4444oh41ateFS94wQuiu3txP1Qe/ehHx1/8xV/EWWedNTMW8X/+539q90ZyZu3atfH5z38+3vSmN8U111yz4Oc9//nPj/e///1RKpWWcXUAAAAA0Bwqo6mml9BrR/2984Ve9vQC0nIdej300ENx6aWXxpe+9KW4++67I2Juq2vbsb6+vnjRi14Up512Whx88MG79LrPfOYzo7+/P0ZHRyMiarKnV5496lGPis997nPx1a9+NT796U/HrbfemnzsU57ylHjta18b69atq+MKAQAAAKCxUuMNS/09dV5J8+vq7Iie7s4Yn5iac5+mFzCfXIZeV111VXzxi1+M//iP/4jJycl5W12Pfexj45WvfGWccsopsXLlypqtYc8994zbb789Ih7eP2xXnX/++XH++efv8nkW63vf+15NzlMoFOKkk06Kk046KTZs2BA33nhjbNy4McbGxqK/vz/22muvOPzww2Pt2rU1eT0AAAAAyJOyPb0WpdjXlQi9NL2AtFx+R331q189M1owYm6rq1AoxLOf/ew47bTT4jnPec6s+2tlsWMR28nee+8de++9d6OXAQAAAABNI9308jljlmJvV2weGptzfFTTC5hHLkOvbXYMuwYHB+Okk06KV73qVbHPPvss++tv3zADAAAAAEhJ7unVJ/TKUkyEgcYbAvPJdei1LXQ64IAD4lWvelWceOKJ0d/fX5fXft/73hfDw8N1eS0AAAAAIL8mJqdjbDx7i5QBTa9Mxd7sj66NNwTmk9vQq7OzM573vOfFaaedFkceeWTdX//QQw+t+2sCAAAAAPmTGm0YIfRKKfalQi9NLyAtl6HXG9/4xjj11FNj7dq1jV4KAAAAAMC8UqMNI4ReKcXE2EdNL2A+uQy9zj333EYvAQAAAABgQeZrepWEXpmS4w0nNb2AtI5GLwAAAAAAoJWVE6FXRyGiPxHutLv+5HhDTS8gLZffUT/2sY/N/P1Rj3pUnHrqqTU798UXXxz333//zO2zzz67ZucGAAAAANpPquk10N8dhUKhzqvJh+R4w3FNLyAtt6HXth8GBx10UE1Dry984Qtx6623ztwWegEAAAAAu2K+0ItsA5pewBLkerxhtbo83+Cq1eqynRsAAAAAaC9Cr8XrTzW97OkFzCPXoddyUSkGAAAAAGqlMpoIvRLBDhHFZNNL6AWkCb0AAAAAAJZReVjTa7GKvdmh1+RUxOSUKV1ANqHXDqampmb+3tnZ2cCVAAAAAACtIDXesCT0SirO04IbN+IQSBB67aBcLs/8fWBgoIErAQAAAABaQTk13lDolZQabxgRMTah6QVkE3ptp1wux6ZNm2ZuDw4ONnA1AAAAAEArSDW9hF5p/YnxhhERo/b1AhKEXtu59NJLo1p9+LcECoVCPOEJT2jwigAAAACAvDPecPHmG2+o6QWkpOPyBrrnnnsW/NiJiYnYuHHjTFi1GFNTUzE8PBwbNmyIK664Ir7yla9EoVCIarUahUIhDjnkkEWfEwAAAABge5pei9fd1RE9XR2Z+3eNaXoBCU0Zeq1bty4KhcK8j9kWcv3yl7+MdevW1eR1t4Vd27zwhS+syXkBAAAAgPYl9FqaYl93jJfH5hzX9AJSmjL0iogFN7eW0vBK2RZ4FQqFeOYznxkHH3xwzc4NAAAAALSf8YmpzLZSRMTAPCP8iOjv64rNmaGXpheQrWlDr/maXtsHXTtrhC1WtVqN/fffP97//vfX9LwAAAAAQPtJtbwi7Om1M8W+7I+vNb2AlKYNvRrR9Np3333j5JNPjle96lXR19dXs/MCAAAAAO2pPE/oZbzh/Iq92V8fTS8gpSlDr/laVtVqNd7xjndEoVCIarUae+65Z5xzzjlLep3Ozs4YGBiIlStXxv777x8rV65c6pIBAAAAAOaojAq9lkrTC1ispgy9TjrppHnvf8c73hERD482XLly5U4fDwAAAADQCKnxhh0dhejr6azzavKlPxl6aXoB2Zoy9FqIWo41BAAAAABYDqnQa6CvOwqFQp1Xky8DfcYbAouTy9Br+2bXYx7zmAauBAAAAAAgLRV6lYpGG+6M8YbAYuUy9Jpvzy8AAAAAgGZRTjW97Oe1U/29xhsCi9PR6AUAAAAAALSqZNMrMbqPRxST4w01vYBsQi8AAAAAgGVSGZ3MPK7ptXPp8YaaXkA2oRcAAAAAwDIpD49nHhd67VwxOd5Q0wvIJvQCAAAAAFgmqfGGQq+dS403nJiqxuSUthcwV3ZU3gBXXXVV5vEjjzxywY9dDlmvDwAAAACwEJXRVOjVNB/NNq3UeMOIiJGxyejv663jaoA8aJrvrK9+9aujUCjMOlYoFOLmm29e0GOXQ+r1AQAAAAAWItX0KiVaTDwi1fSKiBgZnYxYWcfFALnQNKHXNtXqwuexLuaxAAAAAAD1VhmZzDw+UOyp80ryZ76m1/BY9tcVaG9NF3pta3AtJNBazraXQA0AAAAA2BXVajXKqaaXPb12amfjDQF21FShl5YXAAAAANAqxienY3JqOvO+AeMNd6q7qzO6Ojsyv4bDo0IvYK6mCb0++9nPLstjAQAAAAAaIbWfV0TEQH/TfDTb1Ip9XbG1Mj7nuKYXkKVpvrMeddRRy/JYAAAAAIBGKA/PDWu2GTDecEFSoVdF0wvI0NHoBQAAAAAAtKLKSDqYEXotTDExBnJE6AVkEHoBAAAAACyDymj2eMOuzkL0dnfWeTX5VOzLHlY2bLwhkEHoBQAAAACwDMqJPb0G+rujUCjUeTX5VOzV9AIWTugFAAAAALAMKqnQKzGyj7nSTa/sry3Q3oReAAAAAADLIBV6lYpCr4XqT4Reml5AluzvGC1ueno6fvazn8Wtt94aQ0NDsXr16jjooIPi0EMPbfTSAAAAAIAWoem164q99vQCFi63odf4+Pis2z09PQt63je+8Y340Ic+FPfee++c+57whCfEX/zFX8QznvGMmqwRAAAAAGhfldH0nl4sTDEREA5regEZcjne8Oc//3kcfvjhM3+OPfbYOSFYlk984hPx//1//19s2rQpqtXqnD+33357vOY1r4mLLrqoDu8CAAAAAGhl5VTTS+i1YAOp8YaaXkCGXIZe//7v/z4TVEVEnHLKKTttel155ZVx4YUXRrVajUKhkPwzPT0d73//++P73/9+Pd4KAAAAANCiKsOJPb2EXgvWr+kFLEIuQ68f//jHUSgUZm6fcMIJO33OBz/4wZnAKyIym14RMRN8vec971lQewwAAAAAIEvZeMNdVtT0AhYhd6HX+Ph43HLLLTO3d9999zjkkEPmfc5VV10V69evj0KhMBNuHXLIIfHxj388/v3f/z0++9nPxvOe97yZ+yIi7rnnnvja1762PG8CAAAAAGh5FeMNd1kq9Bodn4qp6WrmfUD7yl3odccdd8TExMM/LAqFQhx++OE7fc43vvGNWbcf//jHx+c+97l43vOeF094whPiqKOOio9//OPxe7/3e7PaYP/2b/9W+zcAAAAAALSFZOiVGNnHXMXe9NdK2wvYUe5Cr7vvvnvW7d/6rd/a6XP+8z//c6blVSgU4pxzzon+/v45j3v7298efX19EfHw+MNrr702RkdHa7NwAAAAAKBtVKtVTa8aSDW9IiKGE+MjgfaVu9Drvvvui4iYGUW45557zvv4O+64Ix544IGZ26VSKX7nd34n87G77bZbPPOZz5w59/T0dNx22221WDYAAAAA0EbG5hm/VyoKvRaqf57Qa2RU0wuYLXeh18jIyKzbAwMD8z7+6quvnvl7oVCIZz3rWdHdnf6h8qQnPWnW7TvuuGMJqwQAAAAA2lllnhaS8YYLV5znazXf1xhoT7kLvXYcN9jT0zPv42+88caIeKQZdvTRR8/7+B2bY0NDQ4tdIgAAAADQ5sqJ0YYRESXjDResp6sjujoLmfcNa3oBO8hd6LVjyDU8PDzv46+77rooFB75pvi0pz1t3sdv2+tr23MqlcpSlgkAAAAAtLHy8DxNL6HXghUKhejvzR5xaLwhsKPchV6lUikiHgmlNm3alHzsb37zm/if//mfWc/df//95z3/jk2yjo7cfYkAAAAAgAZLjd7r7uqInu7OOq8m34qJfb2Gx4w3BGbLXaKzdu3aWbdvueWW5GO///3vz4w1LBQKcfjhh+/0/NvGGW57XrFYXOpSAQAAAIA2lWp6aXktXqrpZbwhsKPchV4HHXTQzN+r1Wr86Ec/So44/PrXvz7zuIiII488cqfnv+eee2bdXrNmzVKXCgAAAAC0qfLIeOZx+3ktXlHoBSxQ7kKvRz/60bHXXnvN3B4aGoqPf/zjcx539dVXx3//93/P2s/rmGOO2en5f/7zn8+6vffee+/CagEAAACAdlRJNL2EXovXb7whsEDZ3y2a3Ite9KL4x3/8xygUClGtVuOf//mfY/PmzfGyl70sVq1aFddcc0186EMfmvWcJzzhCXHIIYfMe95qtRo33XTTzHkLhULss88+y/lWAAAAAIAWVB5JhF7FnjqvJP+STa8RTS9gtlyGXqeddlr8y7/8S4yMjMwEVF/5ylfiK1/5ysxjtoVW2/7vGWecsdPzXnvttbF58+aZdti+++4bpVJpud4GAAAAANCikqGXpteiFfuyv2aaXsCOcjfeMCJijz32iLe+9a0ze3VtC7e2/7MtuCoUCnHwwQfHySefvNPzfuc735n5e6FQiCOOOGJ53gAAAAAA0NLKxhvWTHK8oT29gB3kMvSKiHjVq14Vr3/96yPikVbX9n+2HX/sYx8bH/3oR6Ozs3Pe842Pj8fXv/71mQAtIuIZz3jG8r4JAAAAAKAllUfGM48PFIVei5Uabzgi9AJ2kNvQKyLizW9+c3zmM5+Jpz/96dHR0TGr6bVixYo4/fTT45JLLom99tprp+f6xje+EQ8++OBM4NXZ2RnHHnvscr8FAAAAAKAFpccb2tNrsfpTe3oZbwjsIJd7em3v6KOPjqOPPjrK5XLcc889UalUYtWqVfH4xz9+pvG1EKtWrYo///M/n3Xbfl4AAAAAwFIYb1g7ReMNgQXKfei1TalUigMOOGDJz1+3bl0NVwMAAAAAtLNk08t4w0VLNr2EXsAOcj3eEAAAAACg2UxMTsX4xFTmfZpei5dqeo2MTcbUdLXOqwGamdALAAAAAKCGUqMNIyJKRXt6LVYq9IqIGB3T9gIeIfQCAAAAAKih1GjDiIhB4w0XrZgYbxhhxCEwm9ALAAAAAKCG5mt6DRhvuGj9femv2fBY+msNtB+hFwAAAABADZVHxjOPd3V2RG93Z51Xk3/zNb1GNL2A7aS/W+TQhg0b4qabboo77rgjhoaGolwux8TE0pP+QqEQ5513Xg1XCAAAAAC0utR4w1KxOwqFQp1Xk3893R1RKERUq3PvM94Q2F7uQ69yuRxf+MIX4tJLL41f//rXNTtvtVoVegEAAAAAizY0nN30KhltuCSFQiF6uwsxOj439TLeENherkOvH/7wh/Gud70r7r333qhmxfxL5LctAAAAAIClqiT29BJ6LV1vd0eMjk/NOV4Z0fQCHpHb0Ot73/tenHvuuTE1NTXTygIAAAAAaLT0eMOeOq+kdfR2d0TE3NBrRNML2E4uQ69NmzbFn/zJn8Tk5GQUCoWZwGv7tld/f38MDg5GV1cu3yIAAAAAkFPJ0EvTa8n6urNLD/b0AraXy0TowgsvjNHR0VlhV6FQiOOPPz5OPPHEOOyww2LNmjUNXiUAAAAA0I7KxhvW3MNNr7mEXsD2chd6TUxMxLe+9a1ZgdeqVavi4x//eDz1qU9t8OoAAAAAgHZXHhnPPD5QFHotVW+y6WW8IfCI7Hi8iV133XUxMjISEY80vD760Y8KvAAAAACAppAeb2hPr6VKNr3GNL2AR+Qu9NqwYcPM3wuFQjzjGc+II488soErAgAAAAB4hPGGtZdqeo0YbwhsJ3eh129+85uIeLjlFRHxrGc9q5HLAQAAAACYJdn0Mt5wyXq7Unt6GW8IPCJ3ode2sGubxzzmMQ1aCQAAAADAbBOTUzE+MZV5n6bX0qWaXhVNL2A7uQu91qxZM+v25KRvagAAAABAc0iNNoyIKBXt6bVUvT3ZH2WPaHoB28ld6HXAAQdExMP7eUVEPPDAA41cDgAAAADAjNRow4iIQeMNl6y3OzHecEwpAnhE7kKvJz7xibH77rvP3L7qqqsauBoAAAAAgEfM1/QaMN5wyVLjDUfGJmN6upp5H9B+chd6FQqFePnLXx7VajWq1Wr85Cc/0fYCAAAAAJpCeWQ883hXZ0f0dnfWeTWto7cr+6PsajVidFzbC3hY7kKviIizzjor1q5dG4VCIUZHR+OCCy5o9JIAAAAAAJLjDUvF7pktW1i8VNMr4uG2F0BETkOvUqkUF1xwQXR1dUVExFe/+tX45Cc/2eBVAQAAAADtLjXesGS04S5J7ekVETE8KvQCHpbL0Csi4mlPe1p85CMfiZ6enqhWq/F3f/d38aY3vSk2bNjQ6KUBAAAAAG2qPJw93lDotWvma3pVRtP7qAHtpavRC1iKq666KiIebnz9yZ/8Sfzt3/5tjI2NxX/8x3/Ed7/73Xj6058eRx55ZOyzzz6xatWqmUbYUhx55JG1WjYAAAAA0OLS4w176ryS1tLTVYhC4eE9vHak6QVsk8vQ69WvfvWc+beFQiGq1WpMTU3Fj370o/jRj360y69TKBTi5ptv3uXzAAAAAADtIRl6aXrtkkKhEL1dhRidmJt6jQi9gP+Vy9Brm+oOsf62IGzH4wAAAAAA9WBPr+XT290RoxNTc44PG28I/K9ch147tr12dnwxBGcAAAAAwGKVR7L39BooCr12VWpfr+ExTS/gYbkNvYRSAAAAAECzSY83tKfXrurt7sg8bk8vYJtchl6f/exnG70EAAAAAIA5jDdcPsmml/GGwP/KZeh11FFHNXoJAAAAAABzJJtexhvuMk0vYGeyv0sAAAAAALAoE5NTMT4xlXmfpteuS4deml7Aw4ReAAAAAAA1kBptGBFRKtrTa1clxxuOaXoBDxN6AQAAAADUQGq0YUTEoPGGuyzV9Box3hD4X0IvAAAAAIAamK/pNWC84S5LNr2MNwT+l9ALAAAAAKAGyiPjmce7Ojuit7uzzqtpPck9vYw3BP5XV6MXUGsTExNx/fXXx8033xy/+c1vYvPmzTE6OhqFQiHOO++8Ri8PAAAAAGhRqfGGpWJ3FArZLSUWLt30EnoBD2uZ0OvGG2+Mf/qnf4orrrgixsbGZt1XrVZ3Gnp95jOfibvuumvm9nOe85w45phjlm29AAAAAEBrSY03LBltWBPpPb0mZj4DBtpb7kOvSqUS73znO+Pb3/52RDwccC1Ff39//Mu//MvMN8Ybb7xR6AUAAAAALFiy6SX0qolU02u6GjE6PhX9vbn/uBvYRbne0+vXv/51nHzyyfHtb387qtXqTJq/45+FOOmkk2L33XePiIeDsxtuuCFuv/325Vw+AAAAANBCysPZe3qVij11Xklr6ks0vSIihkezA0egveQ29BoaGorXve518atf/WpW2LUt/CqVStHZufDNIXt6euJFL3rRrKbYf/7nfy7H0gEAAACAFqTptbxS4w0j7OsFPCy3odc73/nOuOOOO2aFXfvuu2/8zd/8TVx55ZVx1VVXxW/91m8t6pwvfOELIyJm2mE//vGPa75uAAAAAKA12dNreaXGG0ZEjIwJvYCc7ul1ww03xH/8x3/MhF2FQiFe+tKXxnve857o6lr6WzriiCNi1apVsWXLlqhWq3HdddfZABEAAAAAWJDySPZ4w4Gi0KsWurvSn9MabwhE5LTp9alPfWrm74VCIZ797GfHeeedt0uB1zZPfOITZ0Ycjo6OxoYNG3b5nAAAAABA60uPN7SnVy10FArJtpfxhkBEDkOvqamp+O///u+ZlldnZ2f85V/+Zc3O/8QnPnHW7TvuuKNm5wYAAAAAWpfxhssvta+X0AuIyGHodeONN0alUomIh1teT3/602Pvvfeu2fn32GOPWbfvu+++mp0bAAAAAGhdyaaX8YY1k256GW8I5DD0uvvuu2fdPuqoo2p6/sHBwVm3twVsAAAAAAApE5NTMT4xlXmfplftJJteY5peQA5Dr4ceeigiYmbfrbVr19b0/H19fRHxcIss4uF9vQAAAAAA5pMabRgRUSra06tW7OkFzCd3odfIyMis29tCqlrZunVrRDwSqpVKpZqeHwAAAABoPanRhhERg8Yb1kx6Ty/jDYEchl6rVq2adXtbSFUrO+7htePrAQAAAADsaL6m14DxhjWTanqNaHoBkcPQa/Xq1RHxyPjBu+66q6bnv+6662bdXrNmTU3PDwAAAAC0nvLIeObxrs6O6O3urPNqWldvlz29gLTchV577733rNs7hlS7olwuxzXXXDMTqHV0dMShhx5as/MDAAAAAK0pNd6wVOye+byRXZfe08t4QyCHodeBBx4Yu+++e0Q8vO/WNddcE5s2barJuT//+c/P2jPswAMPjMHBwZqcGwAAAABoXanxhiWjDWsqvaeXpheQw9ArIuKZz3xmVKvViIiYnp6Oj33sY7t8zl/+8pfxiU98IgqFQlSr1SgUCnHcccft8nkBAAAAgNaXbHoJvWqqrycVeml6ATkNvf7gD/4gImImoPryl78c3/zmN5d8vrvuuive+MY3xvDw8Myx3t7eOO2003Z5rQAAAABA60vt6VUq9tR5Ja0tNd6woukFRE5Dr0MPPTR+53d+Z6aRVa1W48/+7M/i05/+9EwDbCGmpqbiK1/5Spx88snx61//elbL65RTTonVq1cv47sAAAAAAFqF8Yb10duV/ZH2yNjkoj4bBlpTV6MXsFR//ud/Htdee2089NBDUSgUYnJyMv7mb/4mvvjFL8bJJ58cRxxxRExMzP5B86tf/So2b94c99xzT1x11VXxX//1X7Fp06aZoCvi4fbY4x//+HjLW97SiLcFAAAAAOSQ0Ks+enuym17T09UYHZ+K/t7cfuQN1EBuvwPsueee8fGPfzxOP/30GB8fn2lp3XnnnfHhD3945nHb0v1qtRrHH3/8rHNsu29b4FWtVqNYLMZHP/rRGBgYqNM7AQAAAADyLjXecKAo9Kqlvu708LLh0QmhF7S5XI433ObJT35y/OM//mOsWbNmpq21Lfza9md72x/f/vHb7ttjjz3is5/9bPzWb/1WI94OAAAAAJBT5ZFU08ueXrXUO0/oVUn8GwDtI9ehV0TE0UcfHV/96lfjmGOOmRNm7exPxCNB2LOe9ay49NJL49BDD23wOwIAAAAA8sZ4w/roS4w3jIiojEzWcSVAM2qJrufuu+8e//RP/xQ33HBDfOpTn4r/+q//ivHx7Drx9rq6uuKoo46KN7zhDXHkkUfWYaUAAAAAQCtKNr2MN6yp7s5CdBQipqtz76uManpBu2uJ0Gubww47LD7ykY/E+Ph4XH/99XHttdfGpk2bYvPmzbF169bo7e2N3XbbLXbfffc47LDD4uijj45SqdToZQMAAAAAOTYxORXjE1OZ92l61VahUIjeno4YGZuec9+w0AvaXkuFXtv09PTEkUcemfv21m9+85tYv3593HjjjXHDDTfE+vXr4/7775/1mLPPPjvOOeechqzvyiuvjD/4gz/Y5fOcddZZ8ba3va0GKwIAAACA+kuNNoyIKBXt6VVrfd2FGBmbe7wyarwhtLuWDL3y7NOf/vRMyLVhw4ZGLwcAAAAA2InUaMOIiEHjDWuut7sjIuY264bn+XcA2oPQq8mcf/75jV4CAAAAALAI8zW9Bow3rLm+7o7M4/b0AoRe1EypVIpXvvKVi35e3sdQAgAAANDeyiPjmce7Ojuit7uzzqtpfb09hczjFU0vaHstEXrdeeedsWHDhti0aVOUy+UYGxt7eEPD3t4olUrxmMc8Jvbee+/Ye++9G73URSsWi3HooYfGoYceGk960pPiLW95S6OXlLRy5cr40z/900YvAwAAAADqKjXesFTsjkIhO6Bh6VJNr2F7ekHby2Xo9eCDD8a///u/x+WXXx7XX399VCqVBT2vVCrFEUccEc997nPjhS98Yey2227LvNLFO+yww+JJT3rSzJ999903Ojoe+SbezKEXAAAAALSj1HjDktGGy8J4QyAlV6HXxo0b48ILL4xvfvObMTHx8DewarW64OcPDQ3FD37wg/jBD34Q559/fpx44olx9tlnx9q1a5dryYt2ySWXNHoJAAAAAMAiJJteQq9lkRpvqOkFZEfiTegzn/lMHH/88fG1r30txsfHo1qtRrVajUKhsKg/2543NjYWl156abzwhS+Mz3/+841+ewAAAABATqX29CoVe+q8kvaQbHrZ0wvaXtM3vaampuJtb3tbXHbZZTOtrp3NwZ3vcdsfq1arMTIyEu9973tj/fr18dd//ddm7AIAAAAAi2K8YX31Jvf0EnpBu2v60OvP/uzP4rLLLouIuSHW9qMNu7q6YtWqVTE4OBgrV66M6enp2Lp168yfyclHqq3bzrPt/1ar1fjXf/3XKBQK8dd//dfL/ZYAAAAAgBYi9KqvvsR4Q00voKlDr//3//5fXHbZZZlhV2dnZzz3uc+NZzzjGfHkJz85DjrooOjs7Mw8z8TERNxyyy1x3XXXxY9//OO44oorYnp6elb4Va1W4ytf+Uoceuih8cpXvnLZ3xsAAAAA0BpS4w0HikKv5ZAabzg8NhnT09Xo6DDNC9pV04ZeGzdujA9/+MNzxhF2dnbGK1/5yjjjjDPisY997ILO1d3dHYcddlgcdthhcfrpp8edd94Zn/70p+NLX/rSrFGI1Wo1PvjBD8a6deti7dq1y/K+Wt3WrVvjuuuui1//+texefPm6O7ujpUrV8ajHvWoOOKII2LNmjWNXiIAAAAA1FQ50TAq9dvTazmkxhtWqxGj45NR7BM2Qrtq2tDr7/7u72J0dHTWCMLVq1fH3/7t38bTn/70XTr3PvvsE//n//yf+J3f+Z1461vfGlu2bJm5b2RkJD7ykY8Yc7gEGzdujKOPPjqmp6eTj9lvv/3ilFNOiVNPPTUGBgbquDoAAAAAWB7GG9ZXarxhRERlROgF7awpQ69777131ljDarUau+22W1xyySWx11571ex1nvWsZ8Ull1wSp5xySmzdunWm7fX1r3893vKWt8Tuu+9es9dqB/OFXdv88pe/jA984APxiU98Iv7yL/8yXvziF9dhZctvcnJyzhjORq1jIcegWbhmyRvXLHnkuiVvXLPkjWuWPHLd1l5qvGF/T0dMTNhnalfteH2mml4REVvKI7Gq1JQfe9NG2vX7bDO8x6b8r/9rX/vaTIhQrVajo6Mjzj///JoGXtvsvffe8f73vz/e+MY3zoQWExMT8bWvfS1e85rX1Pz1eNiWLVvirW99a/zsZz+Ld73rXY1ezi675ZZbGr2EpJtvvrnRS4BFcc2SN65Z8sh1S964Zskb1yx55LpdusmpaoxPZP8y+KaNv44bpu6t84paX2pPr4iIG2/6eWy5r7eOq4GF8X22Ppoy9PrWt74VEQ83vAqFQvzu7/5uPOc5z1m211u3bl387u/+bnz961+fCb6+9a1vCb0WqK+vL57+9KfHMcccEwcddFDss88+MTg4GIVCITZv3hy33XZb/OhHP4ovf/nLs0ZJRkRcdNFFsWrVqjj77LMbtHoAAAAAWLqR8fT0o/6edDjD0nV1RnR0RGQNnhqd598DaH1NF3pt2bIlbrnllpmWV0TE6aefvuyve/rpp8fXv/71iHg4bLvpppti69atsWLFimV/7bzabbfd4s///M/j5JNPjsHBwczHrF27NtauXRvHHHNMnH322fGBD3wgLr744lmP+ehHPxpPfepT4xnPeEY9lg0AAAAANTMyJvSqt0KhEH3dHTGc8bUfnag2YEVAs2i677rXXXfdTNhVKBTi8MMPj0MOOWTZX/fQQw+Nww8/fOa1q9VqXHvttcv+unl2wAEHxBlnnJEMvHY0MDAQ73nPe+LNb37znPsuuOCCGq8OAAAAAJbf8DzNomJv03382jJSIw7HEqMmgfbQdE2vn//85xHxyGjDZz7zmXV77Wc961lx/fXXz9y+5ZZb4rjjjqvb67eLN7zhDXH99dfH5ZdfPnPsxhtvjKuuuiqOPPLIBq5s6Q4++ODo7u5u9DJicnJyzmzYQw45JLq6mu4/dYgI1yz545olj1y35I1rlrxxzZJHrtvaGl6/KSLun3O8r6cznnLE4fVfUAvKumZXrSjGQ+Wtcx6725q1cdhh+9VraZCpXb/PTkxMxC233NLQNTTdV/j222+fdfuwww6r22sffvjDP4S27et1xx131O21281b3vKWWaFXRMQPfvCD3IZeXV1dTRF6ZWnmtUEW1yx545olj1y35I1rlrxxzZJHrtulyxqxFxExONDja7qMBvqzv7aj49O+7jSldvg+u22SXiM1Xb/27rvvnnW7nqHXk570pHnXQu0ceOCB8fjHP37WsZ/+9KeNWQwAAAAALFF5eDzz+GB/T51X0l6Kfdl9jsroRJ1XAjSTpgu9HnzwwZmmVWdnZ6xevbpur7169eqZemG1Wo0HHnigbq/djo444ohZt++7774GrQQAAAAAlmYoFXoNtHajo9FSodfwyGSdVwI0k6YLvTZv3jzz98HBwbq//vavuf1aqL0dA82HHnqoQSsBAAAAgKXZWkmEXkVNr+U00JcdKmp6QXtrutBrbGxs5u+NCL1WrFgx8/fx8ewfWNTGjvM9tzX8AAAAACAv0k0voddySo43HBF6QTtrutBr+6BpYGCg7q/f39+fuRZq78EHH5x1e7fddmvQSgAAAABgaYaGs0MWTa/llWp6DWt6QVtrutBramqq0UuYMT093egltLSf/exns27vsccejVkIAAAAACxRsukl9FpWyabXqD29oJ01XehFe7j55pvjzjvvnHXsyCOPbNBqAAAAAGBphhJ7eq0YyG4iURup0EvTC9qb0IuGuOCCC+YcO+aYYxqwEgAAAABYmmq1qunVIMXEeMORscmYnq7WeTVAs8iOw2krBx544KzbRx11VFx00UXzPufee++NtWvXLun1LrzwwvjhD38469gTn/hETS8AAAAAcmVkbDImp7IDlsEBoddyGujP/mi7Wo0YHpuMUr+mHbQjTS+W5D3veU+cfvrp8cMf/nDB+7Bt3bo13v72t8ff//3fz7nvT//0T6NQKNR6mQAAAACwbMrD6VF6ml7LK9X0iogYHjHiENpVUze97rzzzviDP/iDur9mI61fvz6+9a1vLfjxP/rRj2JsbCzzvhUrVsQf/dEf1Wpps1Sr1fjJT34SP/nJT2LNmjXx3Oc+Nw477LA46KCDYvfdd4/BwcEoFAqxefPmuO222+JHP/pR/Ou//mtUKpU55zrnnHPimc985rKsEwAAAACWy9bEaMMIoddyS+3pFRFRsa8XtK2mDr1GRkbiqquuavQy6uq2226Lf/qnf1rw46+99tq49tprM+/ba6+9li302t6DDz4Yl156aVx66aWLfu5ZZ50VZ5999jKsCgAAAACW11AlO/QqFCIGjNdbVgPzhF7Do5N1XAnQTJo69KpWG7PhoDF7y2/t2rXx3ve+N57znOc0eikAAAAAsCRDiaZXqb87Ojt8xricurs6o7urIyYmp+fcp+kF7atpQy/BU3N705veFIcffnj89Kc/jfXr18fmzZt3+py+vr44/PDD42Uve1m88IUvjO5uv+0CAAAAQH4NJfb0KhltWBcDfd2xuTx36xd7ekH7asrQq1ENr2bw0pe+NF760pfW9TVvvfXWRT/nwAMPjAMPPDBe97rXRUTEvffeG3feeWds3LgxNm/eHCMjI1EoFKJUKsXKlSvjcY97XBx88MGCLgAAAABaRqrptULoVRcD/V2ZoVdF6AVtq+lCr//8z/9s9BJYgrVr18batWsbvQwAAAAAqJvUnl6DA0Kveij2Zf+CfcWeXtC2mi702muvvRq9BAAAAACAndqaaHoNFk07qoeBROg1bE8vaFsdjV4AAAAAAEAeaXo1VrE/u9Oh6QXtS+gFAAAAALAE5eHsRtGgPb3qItn0sqcXtC2hFwAAAADAEqTHGwq96iG9p5fQC9qV0AsAAAAAYAlS4w1XCL3qYqA/EXppekHbEnoBAAAAACzS1HQ12SgaHMgOY6itgT57egGzCb0AAAAAABapMjIR1Wr2fSVNr7pIjTccNt4Q2pbQCwAAAABgkYYS+3lFGG9YLwP92U0voRe0L6EXAAAAAMAipfbziogYHBB61UOq6TUyNhVT04kaHtDShF4AAAAAAIu0NdH06ursiL6ezjqvpj0NJEKviIgRbS9oS0IvAAAAAIBFSjW9Vgx0R6FQqPNq2tNAfzr0Ko8IvaAdCb0AAAAAABZpaDg7VCnZz6tuin3Ze3pFRAyPTtZxJUCzEHoBAAAAACzSUGK84aDQq27ma3pVjDeEtiT0AgAAAABYpPR4Q6FXvXR1dkRPd/b+acPGG0JbEnoBAAAAACzSVk2vpjCQGHFYMd4Q2pLQCwAAAABgkcrJ0Cs9co/aK/Zlf72HjTeEtiT0AgAAAABYpKFKdqii6VVfpcS+XhXjDaEtCb0AAAAAABYpOd7Qnl51VTTeENiO0AsAAAAAYJGG7OnVFIqJppfxhtCehF4AAAAAAIswPjEVY+NTmfet0PSqq4HEnl7GG0J7EnoBAAAAACxCquUVEVEqZocwLI/UeMNh4w2hLQm9AAAAAAAWYWg43SJaYbxhXQ0kxhtWjDeEtiT0AgAAAABYhKHKfE0voVc9pcYb2tML2pPQCwAAAABgEbYmxhv293ZFd5ePXOtpoD97vKE9vaA9+Q4MAAAAALAI5UToNWg/r7orJppeFXt6QVsSegEAAAAALMLWxHjDwQGjDestNd5wbHwqJqem67waoNGEXgAAAAAAizA0nD06b9B+XnVX7MsebxgRMaztBW1H6AUAAAAAsAhDiabXCqFX3Q30p0dKDo/a1wvajdALAAAAA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" />
The model successfully learns to separate positive and negative samples, as shown in the distribution of positive and negative scores from the test set above.
## Usage
### Installation
```bash
pip install torch transformers
```
### Basic Usage
```python
import torch
import torch.nn.functional as F
from transformers import AutoModel, AutoTokenizer
class AffiliationEmbeddingModel(torch.nn.Module):
def __init__(self, model_path):
super().__init__()
self.model = AutoModel.from_pretrained(model_path, trust_remote_code=True)
self.tokenizer = AutoTokenizer.from_pretrained(model_path, trust_remote_code=True)
self.embedding_dim = 768
def tokenize(self, input_texts):
return self.tokenizer(
input_texts,
max_length=8192,
padding=True,
truncation=True,
return_tensors='pt'
)
def forward(self, **inputs):
outputs = self.model(**inputs)
embeddings = outputs.last_hidden_state[:, 0][:self.embedding_dim]
embeddings = F.normalize(embeddings, p=2, dim=1)
return embeddings
# Load the model
model = AffiliationEmbeddingModel("cometadata/affiliation-clustering-0.3b")
model.eval()
# Example affiliations
affiliations = [
"Stanford University Department of Computer Science",
"Massachusetts Institute of Technology",
"Stanford University",
"University of California, Berkeley"
]
# Get embeddings
with torch.no_grad():
tokens = model.tokenize(affiliations)
embeddings = model(**tokens)
# Compute similarity
similarities = [
(embeddings[0] @ embeddings[i]).item()
for i in range(1, len(embeddings))
]
print(similarities)
# => [0.5692405700683594, 0.9963535666465759, 0.11983194202184677]
```
## Model Architecture Details
The model uses the following forward pass:
1. Tokenize input text (max 8192 tokens)
2. Pass through 12-layer transformer encoder
3. Extract token representation (first 768 dimensions)
4. Apply L2 normalization
## Training Objective
The model was trained using triplet margin loss:
```
loss = max(0, ||f(a) - f(p)||² - ||f(a) - f(n)||² + margin)
```
Where:
- `f(a)` = anchor embedding (target affiliation)
- `f(p)` = positive embedding (similar affiliation)
- `f(n)` = negative embedding (dissimilar affiliation)
- `margin` = 1.0
## Limitations
- Optimized specifically for academic affiliations
- May not generalize well to other domains
- Performance depends on quality of affiliation text preprocessing
- Limited by base model's multilingual capabilities
## Citation
If you use this model in your research, please cite:
```bibtex
@misc{affiliation-clustering-model,
title={Fine-tuned Multilingual Embedding Model for Academic Affiliation Clustering},
author={COMET},
year={2025},
howpublished={\\url{https://huggingface.co/cometadata/affiliation-clustering-0.3b/}},
}
```