diff --git a/UFCFVQ-15-M Programming Task 2.ipynb b/UFCFVQ-15-M Programming Task 2.ipynb
index e41eca29fb9e5d80a616fbbd3b01f4f0bf3f95d4..9d2cb47d269bd4bdae517b4ed6f8252cc7fadd37 100644
--- a/UFCFVQ-15-M Programming Task 2.ipynb	
+++ b/UFCFVQ-15-M Programming Task 2.ipynb	
@@ -1418,7 +1418,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -1532,7 +1532,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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v22VMsX5OnHMsXrw46th4429ploUxFvU78Omnn6KiogL9+vU7q7G3l7P9NyueZH7eJHkUNJHzQlpaGl566SXMmDEDtbW1+NGPfoS8vDzU1NTgm2++QU1NDRYtWhT38Q888AA++OADjBs3Dg8++CCGDx8OVVVx7NgxrFy5EnPnzsUVV1yR9LgSPe93vvMdlJSU4E9/+hNOnjyJqVOnwmQy4euvv4bVasX9998PABg2bBiWLFmC9957D3379oXZbMawYcMwbdo0DB06FCNHjkRubi6OHj2KF154Ab169UL//v3jju/BBx/E3/72N0yZMgV/+MMf0KtXL3z66ad45ZVXcM8992DAgAFJv+Yrr7wSd911F26//XZs3boV48aNg81mQ2VlJdavX49hw4bhnnvuSfp9fP3113HDDTfgD3/4A/Lz8/Huu+9i7969AABB0NIzL7roIhQXF+N///d/wTlHVlYWli1bhlWrVkWd8w9/+AOmTJmCSZMm4Re/+AUURcHTTz+NtLQ01NbWdujriecvf/kLrrrqKnznO9/BPffcg969e6OhoQEHDx7EsmXL2pRjNmzYMHz44YdYtGgRRowYAUEQ4i7ZDhw4EHfddRdeeuklCIKAG264AUeOHMFvf/tb9OjRAw8++ODZvkQAwPXXXw+j0Yif/OQn+NWvfgWPx4NFixahrq4u4fHb7Xb06tULH3/8Ma699lpkZWUhJycHvXv3xtSpU/Hmm2/ioosuwvDhw7Ft2zY8/fTTUbNnXels/82KZ9iwYVizZg2WLVuGwsJC2O12DBw4sANewQWqK7PQCeE8sd1z77//ftjtsXa9cK5tNZ4yZQrPysriBoOBd+vWjU+ZMiXq8bE0Njby3/zmN3p9muDW7wcffDBqW3miu+eSOa+iKPz555/nQ4cO1Y8bM2YMX7ZsmX7MkSNH+MSJE7ndbg+r0/Tss8/ysWPH8pycHG40GnnPnj35nXfeyY8cOdLq6z569Ci/5ZZbeHZ2NjcYDHzgwIH86aefjqq1k+juuaDXX3+dX3HFFdxms3GLxcKLi4v5bbfdFrazLN57OWPGjKgdU7t27eLXXXcdN5vNPCsri9955538rbfe4gD4N998ox/37bff8uuvv57b7XaemZnJf/zjH/Njx47F3Gm1dOlSvU5Tz549+Z///Gc+Z84cnpmZ2a6vJ957h0Cdn1CHDx/md9xxB+/WrRs3GAw8NzeXjx07lv/pT3/Sj0nm76K2tpb/6Ec/4hkZGZwxlnCdpgEDBnCDwcBzcnL4T3/607h1miLF+tnFsmzZMr3uVbdu3fgvf/lLvnz58qjdkC2Nf/Xq1fzSSy/lJpMprE5TXV0dv/POO3leXh63Wq38qquu4v/973/5+PHjw3aftrR7LrKu1xtvvBFVnyzezw8Af/rpp8Nuj/czS+TfrGTGVFpayq+88kputVqpTlMHYJxz3qlRGiGEtJO77roL//jHP3D69Ol2Wc7y+/245JJL0K1bN6xcubIdRkgIOZ/Q8hwh5Jzwhz/8AUVFRejbt6+ee/T//t//w29+85s2B0x33nknrr/+ehQWFqKqqgqvvvoq9uzZg7/85S/tPHpCyPmAgiZCyDnBYDDg6aefRnl5OWRZRv/+/fHcc8/hF7/4RZvP2dDQgHnz5qGmpgYGgwGXXXYZPvvsM1x33XXtOHJCyPmClucIIYQQQhJAFcEJIYQQQhLQpUHTokWLMHz4cKSnpyM9PR1jxozR20kAWt2Oxx57DEVFRbBYLJgwYQJ2794ddg6v14v7778fOTk5sNlsuPHGG1FeXh52TF1dHUpKSuBwOOBwOFBSUoL6+vqwY44dO4Zp06bBZrMhJycHc+bMgc/n67DXTgghhJBzS5cGTd27d8ef//xnbN26FVu3bsU111yD733ve3pg9NRTT+G5557DwoUL8dVXX6GgoADXX389Ghoa9HM88MADWLp0KZYsWYL169ejsbERU6dOhaIo+jG33HILSktLsWLFCqxYsQKlpaUoKSnR71cUBVOmTEFTUxPWr1+PJUuW4IMPPsDcuXM7780ghBBCSEpLuZymrKwsPP3007jjjjtQVFSEBx54AA8//DAAbVYpPz8fTz75JO6++244nU7k5ubi7bffxs033wxAK/Xfo0cPfPbZZ5g0aRL27NmDwYMHY9OmTXpxwk2bNmHMmDHYu3cvBg4ciOXLl2Pq1Kk4fvy43nNryZIlmDlzJqqrq5Genp7Q2FVVxYkTJ2C328MaNRJCCCEkdXHO0dDQgKKiIr1YbrwDU4Isy/wf//gHNxqNfPfu3bysrIwD4Nu3bw877sYbb+S33XYb55zzzz//nAPgtbW1YccMHz6c/+53v+Occ/7Xv/6VOxyOqOdzOBz89ddf55xz/tvf/pYPHz487P7a2loOgH/xxRdxx+zxeLjT6dS/vv32Ww6AvuiLvuiLvuiLvs7Br8girpG6vOTAzp07MWbMGHg8HqSlpWHp0qUYPHgwNmzYACC6YWF+fr7eabuqqgpGoxGZmZlRxwSbblZVVSEvLy/qefPy8sKOiXyezMxMGI3GqOadoRYsWIDHH3886vbjx48nPDtFCCGEkK7lcrnQo0cP2O32Fo/r8qBp4MCBKC0tRX19PT744APMmDEDa9eu1e+PXObinLe69BV5TKzj23JMpEceeQQPPfSQ/n3wTQ8mthNCCCHk3NFafNHlJQeMRiP69euHkSNHYsGCBbj44ovxl7/8BQUFBQAQNdNTXV2tzwoVFBTA5/NFNXmMPObkyZNRz1tTUxN2TOTz1NXVwe/3R81AhTKZTHqARIESIYQQcn7r8qApEuccXq8Xffr0QUFBQVh3cp/Ph7Vr12Ls2LEAgBEjRsBgMIQdU1lZiV27dunHjBkzBk6nE1u2bNGP2bx5M5xOZ9gxu3btQmVlpX7MypUrYTKZMGLEiA59vYQQQgg5N3Tp8tyjjz6KG264AT169EBDQwOWLFmCNWvWYMWKFWCM4YEHHsD8+fPRv39/9O/fH/Pnz4fVasUtt9wCAHA4HLjzzjsxd+5cZGdnIysrC/PmzcOwYcP0NgiDBg3C5MmTMWvWLLz22msAtCafU6dOxcCBAwEAEydOxODBg1FSUoKnn34atbW1mDdvHmbNmkWzR4QQQggB0MVB08mTJ1FSUoLKyko4HA4MHz4cK1aswPXXXw8A+NWvfgW32417770XdXV1uOKKK7By5cqwRK3nn38ekiThpptugtvtxrXXXos333wToijqx7zzzjuYM2cOJk6cCAC48cYbsXDhQv1+URTx6aef4t5778WVV14Ji8WCW265Bc8880wnvROEEEIISXUpV6fpXOZyueBwOOB0OmmGihBCCDlHJHr9TrmcJkIIIYSQVERBEyGEEEJIAihoIoQQQghJAAVNhBBCCCEJ6PKK4IQQQkhnk2UVy3ZUoqK+Gd0yrJg2vBCSRPMIpGUUNBFCCLmgLF5XhpfXlKHB7YcKbcnl8U92Y/aEYswaV9zVwyMpjIImQgghF4zF68rw5Ip9UFQOSWSQGKBywNnsx5Mr9gEABU4kLpqLJIQQckGQZRUvrymDonIYJQZJECAwAZIgwCgxKCrHy2vKIMtqVw+VpCgKmgghhFwQlu2oRIPbD0lkEFj45U9gAiSRocHtx7IdlXHOQNqDLKtYur0CC784gKXbK86pIJWW5wghhFwQKuqboQKQWOz7BQYogeNIxzjX88koaCKEEHJB6JZhhQAth0mIETipHGCB40j7Ox/yyWh5jhBCyAVh2vBC2C0GyAqHysOXhFSuQlY47BYDpg0v7KIRnr/Ol3wyCpoIIYRcECRJwOwJxRAFBp/MIauqFiypKnwyhygwzJ5QTPWaOsD5kk9Gy3OEEEIuGMHln2BejQJtSc5hNZwzeTXnovMln4yCJkIIIReUWeOKcfvYPlQRvBOdL/lkFDQRQgi54EiSgO9f1q2rh3HBmDa8EI9/shvOZj8EpoYt0QXzyRzW1M8no7CaEEIIIR3qfMkno5kmQgghhHS48yGfjHHOeVcP4nzhcrngcDjgdDqRnp7e1cMhhBBCUo4sqymXT5bo9ZtmmgghhBDSac7lfLLUXjwkhBBCCEkRFDQRQgghhCSAgiZCCCGEkARQ0EQIIYQQkgAKmgghhBBCEkBBEyGEEEJIAihoIoQQQghJAAVNhBBCCCEJoKCJEEIIISQBFDQRQgghhCSAgiZCCCGEkARQ0EQIIYQQkgAKmgghhBBCEkBBEyGEEEJIAihoIoQQQghJAAVNhBBCCCEJoKCJEEIIISQBFDQRQgghhCSAgiZCCCGEkARQ0EQIIYQQkgAKmgghhBBCEkBBEyGEEEJIAihoIoQQQghJgNTVAyCEEELIhcvnU/DqukM4WtuEXlk2/HxcXxiNYlcPKyYKmgghhBDSJX794Q68t7Ucssr121784gBuHtkdT/xgeBeOLDYKmgghhBDS6X794Q68s+V41O2yyvXbUy1w6tKcpgULFuDyyy+H3W5HXl4epk+fjn379oUdM3PmTDDGwr5Gjx4ddozX68X999+PnJwc2Gw23HjjjSgvLw87pq6uDiUlJXA4HHA4HCgpKUF9fX3YMceOHcO0adNgs9mQk5ODOXPmwOfzdchrJ4QQQi5UPp+C97aeuU4zduYr6L2t5fD5lC4YXXxdGjStXbsWs2fPxqZNm7Bq1SrIsoyJEyeiqakp7LjJkyejsrJS//rss8/C7n/ggQewdOlSLFmyBOvXr0djYyOmTp0KRTnzZt9yyy0oLS3FihUrsGLFCpSWlqKkpES/X1EUTJkyBU1NTVi/fj2WLFmCDz74AHPnzu3YN4EQQgi5wLy67pC+JBcaKIV+L6scr6471Mkja1mXLs+tWLEi7Ps33ngDeXl52LZtG8aNG6ffbjKZUFBQEPMcTqcTf/3rX/H222/juuuuAwD8/e9/R48ePbB69WpMmjQJe/bswYoVK7Bp0yZcccUVAIDFixdjzJgx2LdvHwYOHIiVK1fi22+/xfHjx1FUVAQAePbZZzFz5kw88cQTSE9P74i3gBBCCLngHK1tav2gJI7rLClVcsDpdAIAsrKywm5fs2YN8vLyMGDAAMyaNQvV1dX6fdu2bYPf78fEiRP124qKijB06FBs2LABALBx40Y4HA49YAKA0aNHw+FwhB0zdOhQPWACgEmTJsHr9WLbtm0xx+v1euFyucK+CCGEENKyXlm2dj2us6RM0MQ5x0MPPYSrrroKQ4cO1W+/4YYb8M477+CLL77As88+i6+++grXXHMNvF4vAKCqqgpGoxGZmZlh58vPz0dVVZV+TF5eXtRz5uXlhR2Tn58fdn9mZiaMRqN+TKQFCxboOVIOhwM9evRo+xtACCGEXCB+Pq4vJEFbh+M8/L7g95LA8PNxfTt5ZC1LmaDpvvvuw44dO/CPf/wj7Pabb74ZU6ZMwdChQzFt2jQsX74c+/fvx6efftri+TjnYCELpSxy0bSNx4R65JFH4HQ69a/jx6N3ARBCCCEknNEo4uaR3fXvOT/zFXTzyO4pV68pJUoO3H///fj3v/+NdevWoXv37i0eW1hYiF69euHAgQMAgIKCAvh8PtTV1YXNNlVXV2Ps2LH6MSdPnow6V01NjT67VFBQgM2bN4fdX1dXB7/fHzUDFWQymWAymRJ/oYQQQkgKkmUVy3ZUoqK+Gd0yrJg2vBCS1LHzKsFyApF1miSBUZ2mWDjnuP/++7F06VKsWbMGffr0afUxp0+fxvHjx1FYWAgAGDFiBAwGA1atWoWbbroJAFBZWYldu3bhqaeeAgCMGTMGTqcTW7ZswahRowAAmzdvhtPp1AOrMWPG4IknnkBlZaV+7pUrV8JkMmHEiBHt/toJIYSQVLB4XRleXlOGBrcfKrQlqMc/2Y3ZE4oxa1xxhz73Ez8Yjt9PHXLOVARnnEeuJnaee++9F++++y4+/vhjDBw4UL/d4XDAYrGgsbERjz32GH74wx+isLAQR44cwaOPPopjx45hz549sNvtAIB77rkHn3zyCd58801kZWVh3rx5OH36NLZt2wZR1N74G264ASdOnMBrr70GALjrrrvQq1cvLFu2DIBWcuCSSy5Bfn4+nn76adTW1mLmzJmYPn06XnrppYRej8vlgsPhgNPppN12hBBCUt7idWV4csU+KCqHJDIIDFA5ICscosDw8OSBHR44pYJEr99dmtO0aNEiOJ1OTJgwAYWFhfrXe++9BwAQRRE7d+7E9773PQwYMAAzZszAgAEDsHHjRj1gAoDnn38e06dPx0033YQrr7wSVqsVy5Yt0wMmAHjnnXcwbNgwTJw4ERMnTsTw4cPx9ttv6/eLoohPP/0UZrMZV155JW666SZMnz4dzzzzTOe9IYQQQkgnkWUVL68pg6JyGCUGSRAgMAGSIMAoMSgqx8tryiDLalcPNWV06UzT+YZmmgghhJwrlm6vwLz3SyEIWsAUSVZVqCrHMz++BN+/rFsXjLDznBMzTYQQQgjpGhX1zVoOU+wN4hAYwAPHEQ0FTYQQQsgFqFuGFQK0HKZYVA6wwHFEQ0ETIYQQcgGaNrwQdosBssKh8vC8JZWrkBUOu8WAacMLu2iEqYeCJkIIIeQCJEkCZk8ohigw+GSu5TBxFbKqwidru+dmTyju8HpN55KUKG5JCCGEkM4XLCcQrNOkQFuSc1gNnVKn6VxDu+faEe2eI4QQci7qiorgqSTR6zfNNBFCCCEXOEkSzvuyAu3hwgkjCSGEEELOAgVNhBBCCCEJoKCJEEIIISQBFDQRQgghhCSAgiZCCCGEkARQ0EQIIYQQkgAKmgghhBBCEkBBEyGEEEJIAihoIoQQQghJAAVNhBBCCCEJoKCJEEIIISQBFDQRQgghhCSAgiZCCCGEkARQ0EQIIYQQkgAKmgghhBBCEkBBEyGEEEJIAihoIoQQQghJAAVNhBBCCCEJoKCJEEIIISQBFDQRQgghhCSAgiZCCCGEkARQ0EQIIYQQkgAKmgghhBBCEkBBEyGEEEJIAqSuHgAhhBCSimRZxbIdlaiob0a3DCumDS+EJNFcw4WMgiZCCCEkwuJ1ZXh5TRka3H6o0JZlHv9kN2ZPKMasccVdPTwAgKpy7D7hQm2zD1lWI4YUpUMQWFcP67xGQRMhhBASYvG6Mjy5Yh8UlUMSGSQGqBxwNvvx5Ip9ANDlgdOGg6ewaG0Zyqob4Vc4DCJDcV4a7hlfjLH9crp0bOczmmckhBBCAmRZxctryqCoHEaJQRIECEyAJAgwSgyKyvHymjLIstplY9xw8BQeXboTeypdsJkk5NlNsJkk7KlswKNLd2LDwVNdNrbzHQVNhBBCSMCyHZVocPshiQwCC79ECkyAJDI0uP1YtqOyS8anqhyL1pah0SujIN0Ms0GEIDCYDSIK0k1o9CpYtLYMqsq7ZHznOwqaCCGEkICK+mYthylOapDAAB44rivsPuFCWXUjMq1GMBY+SMYYMqwGlFU3YvcJV5eM73xHQRMhhBAS0C3DCgFaDlMsKgdY4LiuUNvsg1/hMIqxL98mUYBf5aht9nXyyC4MFDQRQgghAdOGF8JuMUBWOFQenrekchWywmG3GDBteGGXjC/LaoRBZPApsXOqvIoKg8CQZTV28sguDBQ0EUIIIQGSJGD2hGKIAoNP5pBVVQuWVBU+mUMUGGZPKO6yek1DitJRnJeGumY/OA+fDuOco77Zj+K8NAwpSu+S8Z3vKGgihBBCQswaV4yHJw+Ew2qAqnL4FQ5V5XBYDXh48sAuLTcgCAz3jC9GmklElcuD+mYfnG4f6pt9qHJ5kGYScc/4YqrX1EEYjwxVSZu5XC44HA44nU6kp1OUTwgh57JUrggeWnyTQ8uzslsMKVV881yS6PWbilsSQgghMUiSgO9f1q2rhxFlw8FTeGfzMYgMKMqwQGAMKudo9il4Z/MxDClyUIHLDpIaITMhhBBCWhVap6nQYUGG1Yh0iwEZViMKHWaq09TBKGgihBBCzhFUp6lrdWnQtGDBAlx++eWw2+3Iy8vD9OnTsW/fvrBjOOd47LHHUFRUBIvFggkTJmD37t1hx3i9Xtx///3IycmBzWbDjTfeiPLy8rBj6urqUFJSAofDAYfDgZKSEtTX14cdc+zYMUybNg02mw05OTmYM2cOfD6qdUEIISQ1pFKdJllWsXR7BRZ+cQBLt1d0aWuZztKlQdPatWsxe/ZsbNq0CatWrYIsy5g4cSKampr0Y5566ik899xzWLhwIb766isUFBTg+uuvR0NDg37MAw88gKVLl2LJkiVYv349GhsbMXXqVCiKoh9zyy23oLS0FCtWrMCKFStQWlqKkpIS/X5FUTBlyhQ0NTVh/fr1WLJkCT744APMnTu3c94MQgghpBWpUqdp8boyjJy/GvPeL8Wzq/Zj3vulGDl/NRavK+vQ5+1qKbV7rqamBnl5eVi7di3GjRsHzjmKiorwwAMP4OGHHwagzSrl5+fjySefxN133w2n04nc3Fy8/fbbuPnmmwEAJ06cQI8ePfDZZ59h0qRJ2LNnDwYPHoxNmzbhiiuuAABs2rQJY8aMwd69ezFw4EAsX74cU6dOxfHjx1FUVAQAWLJkCWbOnInq6uqEdsPR7jlCCCEdSVU5ZryxBXsqG1CQbgpbouOco8rlxaBCO966fVSHlR1YvK4MT67YB0XlgR59WqV0WdHqWHV1WYa2SPT6nVI5TU6nEwCQlZUFADh8+DCqqqowceJE/RiTyYTx48djw4YNAIBt27bB7/eHHVNUVIShQ4fqx2zcuBEOh0MPmABg9OjRcDgcYccMHTpUD5gAYNKkSfB6vdi2bVsHvWJCCCEkceF1mrxw+xWoKofbr6DK5W23Ok3xlt5kWcXLa8qgqBwGERAYA+cMAmMwiICicry8puy8XapLmZIDnHM89NBDuOqqqzB06FAAQFVVFQAgPz8/7Nj8/HwcPXpUP8ZoNCIzMzPqmODjq6qqkJeXF/WceXl5YcdEPk9mZiaMRqN+TCSv1wuv16t/73JR4h0hhJCONbZfDuZ/fxgWrS1DWXUjnCqHQWAYVGjHPeOLz7rcQGgNKBXa7Mrjn+zG7AnFyEkzo8HthyAAsgpwrup1ohgDBAFocPuxbEdlSpZrOFspEzTdd9992LFjB9avXx91X+QOAc551G2RIo+JdXxbjgm1YMECPP744y2OgxBCCGlvY/vlYHTfbOw+4UJtsw9ZViOGFKWf9QxT5NKbFFh6czb78eSKfbiyXzYUDiAisYcD4IHbGYCK+uazGkeqSonlufvvvx///ve/8eWXX6J79+767QUFBQAQNdNTXV2tzwoVFBTA5/Ohrq6uxWNOnjwZ9bw1NTVhx0Q+T11dHfx+f9QMVNAjjzwCp9Opfx0/fjyZl00IIYQA0HKVdpY7sXZ/DXaWO2PWWYo8BgCGdXdg/IBcDOvuaJclueDSm1FikAQBAhMgCQKMEoOicmw+XBv2GMbOfAVxAIUOy1mNJVV16UwT5xz3338/li5dijVr1qBPnz5h9/fp0wcFBQVYtWoVLr30UgCAz+fD2rVr8eSTTwIARowYAYPBgFWrVuGmm24CAFRWVmLXrl146qmnAABjxoyB0+nEli1bMGrUKADA5s2b4XQ6MXbsWP2YJ554ApWVlSgs1LpXr1y5EiaTCSNGjIg5fpPJBJPJ1M7vCiGEkAvJhoOn9KU2v8JhEBmK89LCltoSOeZsLdtRiQa3P5DcHT6nIjABkqjC41fBAH1JLpR+OwOKc2ztMqZU06VB0+zZs/Huu+/i448/ht1u12d6HA4HLBYLGGN44IEHMH/+fPTv3x/9+/fH/PnzYbVaccstt+jH3nnnnZg7dy6ys7ORlZWFefPmYdiwYbjuuusAAIMGDcLkyZMxa9YsvPbaawCAu+66C1OnTsXAgQMBABMnTsTgwYNRUlKCp59+GrW1tZg3bx5mzZpFO+EIIYR0iA0HT+HRpTvR6JWRaTXCKArwKSr2VDbg0aU7Mf/7wwCg1WPaI3CqqG+GCkCKM2ElMC0wkkQGv8K1AClkQiz4n1ajCKdXPuvxpKIuDZoWLVoEAJgwYULY7W+88QZmzpwJAPjVr34Ft9uNe++9F3V1dbjiiiuwcuVK2O12/fjnn38ekiThpptugtvtxrXXXos333wToijqx7zzzjuYM2eOvsvuxhtvxMKFC/X7RVHEp59+invvvRdXXnklLBYLbrnlFjzzzDMd9OoJIYRcyEJbohSkm/X8WbMgoiBdQJXLi1fWHATAWjxm0doyjO6bfVbLc6rKoapaEKSoHEyIzudVuRYYiQKDSRLh9ilQQqoWiQJDhsUAkyR0eJ2orpJSdZrOdVSniRBCSKJ2ljtx99tbYTNJMBvEqPvdfgX1zT4waO1R4h3T7JXxWslIDOvuaNM4gkt/B6sbUeX06EtvBlGAGAjEfLKiJYCHYADSLQaYDQIMogCHWcLJBl+H14nqCOdknSZCCCHkQpFQSxSFw6eoHdY2Jbg8uKfShTSThDy7lqfLAfgUFbKiwBsSMAkMMASGwgE43X6AA2aDiJMNvnarE5WqUqbkACGEEHIhCW2JYhaiZ5G8igqDyMDQyjFtbJsSa3nQbBDBGEN1gwcqB/whNSpFBhglbQyMcfgVrUZTdYMXQjvWiUplFDQRQgghXWBIUTqK89ICLVGEqJYo9c1+XFRgB8Cwtyr+MYMK7RhSlHxKyO4TLpRVNyLTagw7b67dhJw0I6obvHB5/PD41bCACdDylwQmQFZVqCrwk8t74r5r+p23M0xBtDxHCCGEdIFEWqLcO6Ef7p3QMW1TWloeZIwhN80EMRBMSWL0+RljWs5ToBL4+R4wARQ0EUIIIV0m2BJlUKEdzV4Z1Y1eNHtlDCq066UEEjmmLUKXB2PxKioMkgAB2s65WNRABfBuGdY2jeFcQ8tzhBBCSBdKpCVKR7RNSWR5cEhhOnadcMLlliEwNazopcpVyAqHw2rAtOGFbR7HuYSCJkIIIaSLCQJrtWRAIsck+5z3jC/Go0t3osrlRYbVAJMowKuoqG/2I80kYvbV/bD7hBNPrtgHn8whiSqEQD86WeEQBYbZE4ohSRfGwhUFTYQQQsgFKrj0F2zR4lQ5DBE74YLLfy+vKUOD2w8F2pKcw2rA7AnFmDWuuEtfQ2ei4pbtiIpbEkIIORepKm916U+WVSzbUYmK+mZ0y7Bi2vDC82aGKdHrN800EUIIIRe4RJb+JEnA9y/r1kkjSk3nR4hICCGEENLBaKaJEEIIIV0mkaXBVEFBEyGEEEKS1h45TsFmwWXVjfArHAaRoTgvLWXbsVAieDuiRHBCCCEXgsXryvTddCq0XB+7JbnddMFmwY1eGZlWI4yiAJ+ioi5Q7uBsCncmK9HrN+U0EUIIISRhi9eV4ckV++Bs9kMQGIwigyAwOJv9eHLFPixeV9bqOSKbBZsNIgRBaxhckG5Co1fBorVlUOOVIu8iFDQRQgghJCGyrOLlNWVQVA6jxCAJAgQmQBIEGCUGReV4eU0ZZDl2a5ageM2CAa2nXYbVgLLqRuw+4erIl5M0CpoIIYQQkpBlOyrR4PZDEllYSxUAWvAkMjS4/Vi2o7LF87TULBgATKIAv8pR2+xrt7G3B0oEJ4QQQrpYZ+4ga2sCtyyrWPVtldakl3NwcDCEj1FggAKgor65xXOFNgs2C2LU/V5FhUFgyLIak3ptHY2CJkIIIaQLdeYOslgJ3I9/srvVBO7g45zNfnAAsgrIqgpJYDCIoU18tRYr3TKsLY4jkWbBgwrtGFKUWpuqaHmOEEII6SLBHWR7Kl2wmSTk2U2wmSTsqWzAo0t3YsPBU+32XG1N4A57XMTkl6xy+BUtf0nlKmSFw24xYNrwwhbHEmwWnGYSUeXywu1XoKocbr+CKpcXaSYR94wvTrl6TRQ0EUIISUmqyrGz3Im1+2uws9yZcjupzlZn7iBrawJ35OOMkggpsiedyiGrKnwyhygwzJ5QnNByX7BZ8KBCO5q9MqobvWj2yhhUaO/UcgPJoOU5QgghKedcK3rYFsnsIGutL1xrWk/gVvUE7tD+crEepy3HqZBDgjlZ5XBYk6vTBGiB0+i+2VQRnBBCCGmLeEUPg0tWqToLkaxEdpA522kHWUV9M1QAUpxYJF4Cd7zHGUQBIlOhcA5ZBSYPKcBL/3Np0hXBgcSaBacKWp4jhBCSMs7VoodtEbqDLJb23EHWLcMKAVqidizxErhbepwgaAncIgMmDi5oU8AUjyyrWLq9Agu/OICl2ytarfvUWShoIoQQkjLO1aKHbRHcQVbX7EdkR7PgDrLivLR22UE2bXgh7BYDZIVD5eEBSEsJ3G193NlYvK4MI+evxrz3S/Hsqv2Y934pRs5fnVCl8Y5GQRMhhJCUca4WPWyLztxBJkkCZk8ohigw+GQtcVvlaqsJ3G19XFu1R4uWjkRBEyGEkJTRmUtWqaAzd5DNGleMhycPhMNqgKpy+BUONZDA/fDkgXETuNv6uGS1V4uWjsR45JxgK/72t7/h5ptvhslkCrvd5/NhyZIluO2229p1gOeSRLskE0IIiU1VOWa8sSVQ9NAUVfSwyuXFoEI73rp9VMrusGqLc6UieFsel6il2ysw7/1SCIIWMEU9v6pCVTme+fElYTv82kOi1++kgyZRFFFZWYm8vLyw20+fPo28vDwoitK2EZ8HKGgihJCzd2b3nIIMqwEmUYBXUVHf7EeaSTxvds+RcAu/OIBnV+3XluRYdNCkchV+heOh6wfgvmv6t+tzJ3r9TjpE5JxHJecBQHl5ORyOc2PLICGEkNSVqkUPz/dim12trTv8OlPCdZouvfRSMMbAGMO1114LSTrzUEVRcPjwYUyePLlDBkkIIeTCkmpFD1Ox2GZHL5d1tmnDC/H4J7sD7VrUsNmm4E49h7V9d+olK+Ggafr06QCA0tJSTJo0CWlpafp9RqMRvXv3xg9/+MN2HyAhhJALU6oUPUzFYpvxGu/eO74vxhTnpkSgmazgTr0nV+yDT+aQRBUC02aYZKX9d+q1RdI5TW+99RZuvvlmmM3mjhrTOYtymggh5PxyJjHdhYJ0c0okpge35SsqD7Q30QILv6JdztPNEkySmBKzYW2xeF0ZXvriABo8Cji0JTm7WcT91/Rvt516kTosp2nGjBkwm83w+XwoLy/HsWPHwr4IIYSQ80WqFduMty2f4czYGr0yctOMsJkkfTZsw8FTnTK+9sKYADAtYAILfJ8Cku49d+DAAdxxxx3YsGFD2O3BBPELefccIYSQ80tn9odLRKwGupxrRSeDVA64AkuJBekCqlxeLFpbhtF9s1N+qS7eLJrLrRW3BNBhs02JSDpomjlzJiRJwieffILCwsKYO+kIIYSQ80FosU2zIEbd39nFNmM10OUAgok2LPC9P1AcVJsNk7C3sgF/23QUI3pmpmyeU+QsWjAoFBggMK0C+ctrynD72D5dlteUdNBUWlqKbdu24aKLLuqI8RBCCCEpI9gfTiu2KUTlNNU3+zGo0N4u/eESEbotPxj3cK4FSqEMgZmxRq+MapcHbr+C51fuh80ktjnPqaMLcMaaRQsSmABJVNHg9mPZjsp2L26ZqKRDtcGDB+PUqXNrbZQQQghpi87sD5eIyAa6KudQQ/ZzcQCiwJBhMaDRK6Oizg2PX4HAGLLPIs9pw8FTmPHGFtz99lbM++c3uPvtrZjxxpZ2zZUKzqLFeysFpr2+ivrmdnvOZCUdND355JP41a9+hTVr1uD06dNwuVxhX4QQQsj5JJWKbQa35QsM8MocXlmFHFENMjfNBDCgpsELRVUBBpgNAqxGEWaDiIJ0Exq9ChatLUuoQGew5MKeShdsJgl5dlOHJJmfV8Utg6677joAwLXXXht2OyWCE0IIOV+lUrHNIUUOpFsMqG/2Ry3LMWgzTc1eBR6/DAAQGUO6WZt5kgQBZoMQtuuvpVpYqsqxaG0ZGr1yWMkFsyC2e5L5eVXcMujLL7/siHEQQgghKS0Vim0GgxhRYBhUkAaXR4FfUWEQBYiM44TLi1ONXpgNIlQObdcfA2oaveAcYAwwSQKybSb4E9j1l0zJhbN9b86F4pZJB03jx4/viHEQQgghpBWhQYwoisi0he/okyQRTrcfP7ysO5ZsOYYmnwwOBklgYIGcILdfxQmnG+lmqdVdf2dbciHZVi/BcgILvzyIBrcMGdrsWbpFwn1X9+vScgNAG4ImAPjvf/+L1157DYcOHcL777+Pbt264e2330afPn1w1VVXtfcYCSGEEILWgxizJMLFZIzqm4X3th6HogJGCRACs0QMgCRw+GQOhQODCuwA4u+MO5uSC/FavcyeUNxi8DOkyIGhRQ7srnTBL6swSAKGFKZjSFHXt9RJOmj64IMPUFJSgltvvRXbt2+H1+sFADQ0NGD+/Pn47LPP2n2QhBBCCEm8bpSrWYbIGESBQVEBCFybaQosdQkMUBSOZTsqkWs34rV1h2I2Ix7dN7tNJRcii1RKgWU2Z3PLRSpD+/zlppn0Pn/7TjZ2WZ+/UEkvDP7pT3/Cq6++isWLF8NgMOi3jx07Ftu3b2/XwRFCCCHkjGDdqLpmPyJbxwaDmOK8NGRaDRAYQ7dMSyC/iUNWQiqHM4ZGn4zf/XsXfva3rfjmeH3MnXGbDp1OuuRCvFYvkiDAKDEoqlakUpbVsPFHJp2bDSIEgbVpx19HSTpo2rdvH8aNGxd1e3p6Ourr69tjTIQQQgiJIdG6UdlpJhhEBqMooHeOFb2ybMhOM0IINHQTGCAywCer8PpVuH0ymgJfnAP5dqMepIzum51wyQVV5XhlTRlczX5oOejhyeNakUqmF6kMlWp9/mJJOmgqLCzEwYMHo25fv349+vbtm9S51q1bh2nTpqGoqAiMMXz00Udh98+cOROMsbCv0aNHhx3j9Xpx//33IycnBzabDTfeeCPKy8vDjqmrq0NJSQkcDgccDgdKSkqiArxjx45h2rRpsNlsyMnJwZw5c+DzdU4vIULIhUmWVSzdXoGFXxzA0u0VUZ+8yYWrpd+NROpGhc5IgWt1mpq8staCRWDgHDCIIlSVQxQAvwpU1ntQXufG0domHK1thlFiepAytl8O3rp9FF4rGYlnfnwxXisZibduHxUWMAULYC5efwgqAFkFfIoKJWJmKF6RykSSzhPZ8deRks5puvvuu/GLX/wCr7/+OhhjOHHiBDZu3Ih58+bhd7/7XVLnampqwsUXX4zbb78dP/zhD2MeM3nyZLzxxhv690ZjeLLZAw88gGXLlmHJkiXIzs7G3LlzMXXqVGzbtg2iqK333nLLLSgvL8eKFSsAAHfddRdKSkqwbNkyAICiKJgyZQpyc3Oxfv16nD59GjNmzADnHC+99FJSr4kQQhLR1iRZcv5bvK5M3z0W/N14bNmusN1jrdWNCs5IPbp0J6pcXpgNArx+bQu/omqJ4Q6LAdUNHr1vHYcW0DDG4PYrcPu0SuJv/N9h/Pn7w1rc9Raai2Q1imjwaDWiVB7sgydADIwtXpHKVOvzFwvjkYuiCfj1r3+N559/Hh6PBwBgMpkwb948/PGPf2z7QBjD0qVLMX36dP22mTNnor6+PmoGKsjpdCI3Nxdvv/02br75ZgDAiRMn0KNHD3z22WeYNGkS9uzZg8GDB2PTpk244oorAACbNm3CmDFjsHfvXgwcOBDLly/H1KlTcfz4cRQVFQEAlixZgpkzZ6K6uhrp6Yn1FHK5XHA4HHA6nQk/hhBy4YnXyT1Yi+bhyQMpcLrABLfmf/R1OdYdOBVVtBLQAppHbrgoqd+NDQdPYdHaMuyucKLO7YfIALNBQq7dBAHAoVNNYc9lFAUonEfNDokM2mMYi5ksPuONLdhT6UJBuhkAsKeqIewcAtPOzaHt3HNYDdj66HVhgZiq8sB5GlCQbopKOq9yeTGo0I63bh/V7kVFE71+t6lC1BNPPIFTp05hy5Yt2LRpE2pqas4qYGrJmjVrkJeXhwEDBmDWrFmorq7W79u2bRv8fj8mTpyo31ZUVIShQ4diw4YNAICNGzfC4XDoARMAjB49Gg6HI+yYoUOH6gETAEyaNAlerxfbtm2LOzav10ttZAghSUk2SZaW8M6ez6fgxdUHMPefpXhx9QH4fKnVuWLxujKMnL8aD/2zFGvjBEyAFli/8PmBpH4Hgstqv506BFlWIwodFvTOsSLNJCE03YgFvmQ1ejkNABQOVLm8aPT6o5LF391yLCwXiTGmtXKJGLusqvDJ8YtUplqfv1jaVKcJAKxWK0aOHNmeY4lyww034Mc//jF69eqFw4cP47e//S2uueYabNu2DSaTCVVVVTAajcjMzAx7XH5+PqqqqgAAVVVVyMvLizp3Xl5e2DH5+flh92dmZsJoNOrHxLJgwQI8/vjjZ/syCSEXkGQ6uZ9q9NAS3ln69Yc78N7W8rD+bC9+cQA3j+yOJ34wvN2fL169o3hCZx0ZEDNgCpYKAIAmr4KPvzmBH47ontS4+ubaUOAwo6LejXSLpLU9UzkExqBwDh54ntY2prk8CqpdbpgMEvLSDKhu9GPJlmNRuUi5di1oqmn06kGYqgIOqwH3ju+L0X1zsHZ/TdR7FMzXWrS2DGXVjXCqHAaBYVChHfeML+7ScgNAG4Imj8eDl156CV9++SWqq6uhquERb3uWHQguuQHA0KFDMXLkSPTq1QuffvopfvCDH8R9XLAPXlBkFn5bj4n0yCOP4KGHHtK/d7lc6NGjR/wXRAi54AU7uUstdHJXAHxUWo7/O3g66To35Ixff7gD72w5HnW7rHL99vYMnIJLYbHqHcW62EfOOsoKjx01ITxw+vp4XcJBU+iYmrwKGn0y9p9sRJ7dDJMkgDFA4ABPYvKmpskPQFvqy7AaUOXygCE6FynXbkJOmhHVDdqs0ayr+uLSHhl4dV0ZXll7KKxw5eyr++nvUSr1+YuUdNB0xx13YNWqVfjRj36EUaNGtRhUtLfCwkL06tULBw4cAAAUFBTA5/Ohrq4ubLapuroaY8eO1Y85efJk1Llqamr02aWCggJs3rw57P66ujr4/f6oGahQJpMJJpMp7v2EEBIptJN7rGtA8JP+liN1+sU0OCMlMEBg2hLHy2vKcPvYPl3ahyuV+XwK3tta3uIx720tx++nDoHRGJ10nKzQROhMq1EvyhhcwopVlDFq1pEpsYMmjrClNJsxsUt35JgyrUbUu32obvCiyuWBzShCYAxMBLplmHG6ya8ncCdC4cDpJj+sBgF9ctNw0uWNLoAJDp+iomeWFRk2A+5fsh1Ot3zmZfoUbCg7jW8rXXj5lsv09ygV+vzFknTQ9Omnn+Kzzz7DlVde2RHjadHp06dx/PhxFBZqHY5HjBgBg8GAVatW4aabbgIAVFZWYteuXXjqqacAAGPGjIHT6cSWLVswatQoAMDmzZvhdDr1wGrMmDF44oknUFlZqZ975cqVMJlMGDFiRGe/TELIeSyRTu4Wowi3T0loCe/7l3Xr7JdwTnh13aGwJblYZJXj1XWHMOe6/mf1XJFFGYNBg1kQUZAuoMrl1esdhc6WRM46CtBmGSNxACzwUhgDbhhS0OYxZdlMyLAYUFHvQfdMC26+vAf+3/rDaPQqMCQxkxM68+X2q7hpZA+88X+HUeXyIsNqgEkUUO/2o7rBA5UD5bVuPL7sW32pLvSZOIC6Zj9+/dFOfP7QhJSYUYon6Y8o3bp1g91ub5cnb2xsRGlpKUpLSwEAhw8fRmlpKY4dO4bGxkbMmzcPGzduxJEjR7BmzRpMmzYNOTk5+P73vw8AcDgcuPPOOzF37lx8/vnn+Prrr/HTn/4Uw4YNw3XXXQcAGDRoECZPnoxZs2Zh06ZN2LRpE2bNmoWpU6di4MCBAICJEydi8ODBKCkpwddff43PP/8c8+bNw6xZs2gXHCGkXQU7uYsCg0/WKjSrXA1Lkr28V6ZegDCWeHVuyBlHa5va9biWtLUoY+isIwCIQvxLcjD8651txfAeGWc1JkEQkGM3obbJh0t6ZGJBoOaTyZDcjFvwtBxAmkkKqx1VXu9GlUvbYV+QbkJWmiEswZwDevZ5cHRHTjdjx/H6pMbQ2ZIOmp599lk8/PDDOHr06Fk/+datW3HppZfi0ksvBQA89NBDuPTSS/G73/0Ooihi586d+N73vocBAwZgxowZGDBgADZu3BgWtD3//POYPn06brrpJlx55ZWwWq1YtmyZXqMJAN555x0MGzYMEydOxMSJEzF8+HC8/fbb+v2iKOLTTz+F2WzGlVdeiZtuugnTp0/HM888c9avkRBCIs0aV4yHJw+Ew2qAqnL4FQ5V1bZhPzx5IKZf2j3sYhopXp0bckbPzMTem0SPa0lbizJOG14Iu8UAWeFQuQrGWNxzMACZVgOemD4soZmYZMYU3GH3/5WMxNUDWk+0ZoGM9eBMEwNQ6XTr51n00xHokWmB3SRiQF4asmymmMt+esEjdub75bvjb75KBUkvz40cORIejwd9+/aF1WoN6z8HALW1tQmfa8KECVG9c0L95z//afUcZrMZL730UotFKLOysvD3v/+9xfP07NkTn3zySavPRwgh7WHWuGLcPrYPlu2oREV9M7plWDFteCEkSYAsq60u4TmsBkwbXtiFryC1fad/Dp7//EBCx52tthZlDM46PrliH3wyhyRqxSdFQStACQBGkcFqkqKSpdt7TMEcojfuuCLmjsMgBi24YQjm2GnfBwN4QWAQGENtkw+5djOEwOxZou3imnyJ51R1haSDpp/85CeoqKjA/PnzkZ+f36mJ4IQQcj6RJCFmTlK8i2loAcxYdW7IGQ0+BUaRwafEv1obRQEN7VCzKdiyRCvKKEQVZaxv9iHLZsKafSdxsLpRD46BMzsgg6UlFGgBicMi4YeXdcf4gXlt2j3W+pj8GFRox5Ci6BSUJ34wHL+fOgSvrjuEI6cb8NnOk/DIKkyStp7GeXBp7kyhymAAr6oc24/WocmnwGwQwcHBwGA1ioi3Eho6d3Jpj8zYB6WIpIOmDRs2YOPGjbj44os7YjyEEELQwsXUaqA6TQnIsBgCgUL8oIkx7bh4Eq25FNmyJJgI7VVUVNa74fYrqG304bnVDTFrbbU069iW8bQ2pvpmf6uFIo1GUU+QH1RYFhLAQw/g/QqHyIDJQ/Kxp6oBTrcPr607hD2VLjR4/Gjy+vXq4xkWA07Uu6NmnEIDJptJxPcuLkIqSzpouuiii+B2uztiLIQQQkIkejElsXGutf+QBAYlkIPDmHabrHK01EQs2ZpLsYoyev0KmgIzWYaQdjmxam3Fm3UMHc8raw5ib1UD/DKHQWIYmJ+GG4YVoUeWNWYQ1V6FImMF8ODa+2o1ivh8Tw1WfVuNJp8Moyggz26C26fA41fg9smoqFPRLdOCPLtZTw6PJDDggWv767/bwbYyqfZ7n3TvuZUrV+Lxxx/HE088gWHDhkXlNF3Iu82o9xwhhKSGtftrMOfdr+H2y1ACF/jgvJOsajMkFqOEF39yKcYPyA17bLyaS3WBGZrQmkuRsz+DCuzYU9WAmgYP5rxXikaPDJPEovLS4vVfi2XDwVN48J+lqG3ynWmuy7m2IYABdrMBNqMYN6hLtkp5PD6fglfXHcJXR2uxs9wJUWDIsmm5U4dPNcPjV2AQGboFkusr6txQuApwwGwQUZhhRmW9B26/EpZEbrdIYc2IYzWztls6doY10et30jNNkydPBgBce+21YbcHq2crSmr19CGEEHLhybIaYTOJSDOLcLr98MqqPtNkMQiwmyX4FY4jNU1hgUQyNZc2HToddzbK6Zbh9sqBGaa219pSVY4Fy/egpsELxgBJEKByjmD7Oc4Br19Brt0Yt5BmexSKDM68HTzZgFNNPigqh8Ug6jN2sqrCIGozejUNHvTOtqFbpgU1DR54/CrcfgXOZhmX9crEXVf1xakmX8xZpMhm1qlWCT/poOnLL7/siHEQQggh7SY0EbpXlhXeQE0sSRDgVxSccHogMIaFXx4MC3bsZkNCNZfe3XIM/++/h+JWAB/VOyuhdjmt1draWeHEvqpGMAAGQQAYoEQkt3tlFVzV6iHFK6R5NkJn3iwGEeCAKDB4ZRUVdW5k2YzaUqjIwLg2Ho9fRZpJgs1oQ7NPwekmH2Zf0w+3je4Vd1yRbWVSsRJ+0kHT+PHjO2IchBBCSLsJTYQ+2eBDhtUAm1FCnduHKqeWV5PnMCPDYggLdm6+vGer9Y3qFRX/2HKsxdmo0nInGG+5XU4itba+Pl6vBXsiA2MMKuf6ln8EtvtzAM1+BVaTFFZIsz3akETOvDV6tRYoEmOAoO3mdLr9YaUIgjNPgAjGGASBwWYUMaJnZouBXDLNrLuqEn7SQRMA1NfXY8uWLTEb9t52223tMjBCCCHkbEQmQtcrKlxuGaLA0C3DArtZy8kNDXb+s7sKkoAW6xsBQLXL2+JsVIPHD6tZQpNHblOtrWAi9H/31Wj5P4H+c8EgKV7oYRIFOCMKaZ5NTlNkZXFJ0Jr8cgACGEQBgaBOgF9RIQjQlxGB1ssbhEq0mXVXVsJPOmhatmwZbr31VjQ1NcFut4f9wjDGKGgihBCSMsb2y8HovtnYfcKFbcfq8PIXB+GwSrAYwi9/wWCn2uVBvsOC8jp33PpGBelmnHR5W5yNcqocU4cV4F/bKpKutRWaCB1cifMpHBJXIQYS2sPGDsAaaDocWbQy0V2A8QKryMriZoMAkyTA7VdhCARIXNXqSp1u9MEvc5gNIowig9uvJFTeICiRZtZdXQk/6UXBuXPn4o477kBDQwPq6+tRV1enfyVTDZwQQgjpDMFE6D45NgCASYzdYy3YWmTSkHykmURUubxw+xWoKofbr6DK5UWaScT/jOqpV9uOJRi43HpF79jtciwGlIzphQEF6dhZ7oQaUrwomAjtbPZDEBiMIUOVVS0vKzjTE9yBZjIIsBhEPagrzkvDkKJ0PRdpT6ULNpOEPLsJNpOkL0VuOHgKgBZYzXhjC+5+eyvm/fMb3P32Vsx4Yws2HDwVVlkc0ILLXLsZImPwqzzQT47DIAqwmkSYDAKsRgE1TT40e2UMKrRHJabHE9lWJlRwds5u6dpK+EnPNFVUVGDOnDmwWqnnESGEkHNHoq1FruqXi4u7Z8StbzS6bzb+s7sqoWrbw7o7wmptNfkU7Dheh//sqsIn31SGzfyM6p0VMxHaCK4HLYoavjQnCgz5djM8cnjRSgAJ7QJUOcdvPtoVN6H9T9OHRlUWTzNJ6JZpQbVLKx8gCgyKyjG8ewbuHtcXDouxTUuB50Il/KSDpkmTJmHr1q3o27dvR4yHEEII6RDJtBYRBKYv68UKAJKpth0sXBmc+Wnw+GE1SjCIWvmAb0+48OjSnfju0MKYidCiwGCEljPEodU8MkoCGLQ+dc1+BQZFDStaubPc2eouwIMnG/DMyv0tBlavrTuEu8f1xW8+2hX2WkWBwWwQkW4x4LYxvXBVv9yYAZKqcuwsdyYcRKV6Jfykg6YpU6bgl7/8Jb799tuYxS1vvPHGdhscIYQQ0l6SbS2iqhwHqxv1ekKDCuz6fclW2w7uQqsN1DhyeTx63SijKMCvcHy6s1IrxBkjphADz+tXgO8OK8DMsX30QpqhAQkA7Cx3Yu3+arj9CjKssdvEmEQBp2QVx2ubkWVrubyCw2KM+VoHF6W3WFk82arqQalcCT/piuDBjsUxT3aBF7ekiuCEEJL6wi7mgQAg8mK+eF0ZXvriABo8ir5bzW4Wcf81/cNmOxLdmbaz3ImZb2yGyyNDjVGhXGCAURLg9ioQRabvPgslqypUleOZH18Sc8t96Otq9ilo8PhhlEQUOMxIM4XPkWj98LzgAIoclphjVlWO6kYvnvnxxRg/IDepXXjJVFVPBR1WETyyxAAhhBDSVdrSoyx0R12sAGDxujLM/2xvWKtfDsDlUTD/s70Akq9KfarJGwiYOAzCmaVBrWgl4FdV+GQVZqMAt09NukxBZJCSYTHgiKxV4i6vbUb3LKseOAWXIntm21Dt8rSa4xXciZdoZfFkqqq3VwHOztKmOk2EEEJIV4vVo+zxT3YnlPsSLwCQZRXPrtqPeEswHMCzq/bj9rF9sOVIbcLLT/VNfqgqhyCwmEthAtNauFw3tACf7ayCV+YQ2ZmVm2D/vFiJ0PGClHyHGRV1zfArHFVOD/rkWOFTuL4UOW/iALy27lBCOV7JiKztFPla27sAZ2dKKGh68cUXcdddd8FsNuPFF19s8dg5c+a0y8AIIYSQeJLpUZbMstLS0gp4/C2vqHj8Kp5euQ//2V0Vd9dZ5PJTptWg97bjAkdotSUOrgdUP7i0O5q8Mj7fW4OIbikYPyAnZjAYL0jRdrlZUeX0wCcrqHR6YDGIYXlXAmMJ53glKrK2U6RYBTjPFQkFTc8//zxuvfVWmM1mPP/883GPY4xR0EQIIaRDJdOjLJnZIAD4Ym91QmP417ZyMIao5ad8O8OxWjce+XAn5lzbH9+7uAiSJCA7zYR0swFOtz+wfT5QGJIDiqo1vE83G7D2QA3W7j8FhvACjyoH1u4/hcXryqICp5aClDSThD7ZVpxweXDnVX0wfkBeWNCYbEJ7IhIt7RBc9juXJBQ0HT58OOZ/E0IIIZ0t0R5lz67ej+U7KxOeDQLityeJ1OCV0TPLEjazU9PgRU2jF4rK0eCV8cv3v8EfP/0WsycU486r+mJwUTp2lNdDVrS6S1zVAieTJEASGS4qSMPS7RVRwSCg5TTFa1jbWpDiUzmsBhHjB+TFXA5rLccrWcmUdjjXdP3+PUIIISQJwR5l8a7pQqBi9mc7KvU8H7NBhBCoLVSQbkKjV9GKO6rha2DXXJSX0Bj8sorKeg8avTIALWCqcnkCFbI1TDizXPjX9Ydwz/hiZFqNsBhFFKSbUZRhRkG6GRajiEyrEcN7ZKLB01IwyPSGtaGCQUpdsx+RG+Ijq4THE8zxGj8gVw+stNIFNVFVy1sTLO0Qr6q61cAwtJsDr6w5iKXbKyDL584GszYlgpeXl+Pf//43jh07Bp8vfE3yueeea5eBEUIIIbEk0qMMAJxuH3Lt5qSSkadf0g2/+XhXq3lNosDg8SuoqHOjKMOMmkavdm6caagrCQIgcH2GaOuj14Uthfn1pTCt3tH2Y3VtalibbP2p1sSrrxRZ7XtgXho+3VUVc+dicNnvlTUHsbeqQT9PmknEqUYf/r+1ZUkn76eCpIOmzz//HDfeeCP69OmDffv2YejQoThy5Ag457jssss6YoyEEEKIbtrwQjz+yW6tP1ucrflWowiRsaSTkSVJwNzrB2DB8r2IN7mSbzehySfD7VegqCoqndoMUzBgArRlNwaAhSwXLttRie9f1g2jemfFLJNw0uVtc8PaZHKTWkqMj1dfaUd5PX72t60wigIYGGRVgcevVSjniB/8cB7omadoy4unGrX329BK8n6qSjpoeuSRRzB37lz84Q9/gN1uxwcffIC8vDzceuutmDx5ckeMkRBCSBdpSx2kjpZIj7KbLu+B/+yqalMycvDCvfDLMrjcfj0QEhiQZzcj125Co1dGRZ0bCtfqKwEhARO0WabgDFfoDFGsWZwPvy7HPeOLEwoG49VpAhLLTWqpSvfovtkxSxfIfo5GjwyFI+YMnEHQIsTQ4GdIkQMP/rMUtU0+cM61hPeQIJRBK7MQK3m/q3+/WpJ0RXC73Y7S0lIUFxcjMzMT69evx5AhQ/DNN9/ge9/7Ho4cOdJBQ019VBGcEHI+iVUHyW5JjR5gQPj49KrdgfHdeVVfzHhjSyAZ2RSVjFzl8mJQoR1v3T4q7rKVLKt4auU+/H3jUWTaDMiwGMK6YjR6ZVS7PGj2KWGBlSQIetsT4Ewl77vHFeOzXdGJ6aFVsnefcIaVUogMBh+ePLDN731rVbp/9p2+eOXLg7CZJJgNWqDJwVFW3Qh3C8uVDIDJIIBzbSky3SKhR6YV31a6tAAy0GPPHxI1MWgJ8Hpg1kq1846W6PU76XDOZrPB69XWbouKilBWVqbfd+rUqTYMlRBCSKoJ1kFyNvshCAxGkUEQmD6bsHhdWesn6WCzxhVj06+uwf9c3hNjirPxP5f3xKZfXYNZ44pbTUZOJM9HkgRMG16EDKsBVqMU1UYszSShwGFGllWCxaDdJwkIC5iCM0RpZgnflNe3mph+51V98fDkgXBYDVBVLdBQVW2GKTJgkmUVS7dXYOEXB1pNqI4sgBn9/DJeX38YTT4FisrBA2Gg26e0GDAB2gybqnI9Wd3llrG3qkGrdi4JEBhD5PQMB6AGbtTmbjhUDmw7VptU0nlnS3p5bvTo0fi///s/DB48GFOmTMHcuXOxc+dOfPjhhxg9enRHjJEQQkgnSqYOUlcupUTOhG0qO41Pd1XqM2FnW4NIVTlUzpFlM6K8zo1uGeawwIlzDqdbxuBuGbiqXw6e/s8++BUOjujlwh9e1h0rdlUlVCU7kYa1yVZDb6lKd5NPQZNXQW2jD5wBTV4/zAYJuXYTPP7E+smqHBBxZueiompLf8EinixGbBqsUSWrqp4/9smOShw93dzmGlEdLemg6bnnnkNjYyMA4LHHHkNjYyPee+899OvXr8XCl4QQQs4NidZBCiY2d4VEK4K3tQZRaO5Pk09Bo1fG/upG5NpNyLQYo3amadW1oQcyCrQlKIdVWy4cUJCOZd9UJpyYLklC3Pc2mWroQfEKYOq5WaoKMG0cfkWF2yejok6FMcGgODhrFAx+gjNJArTq56LAwpbngo9RVR62tJljM7ZYR6urJR009e3bV/9vq9WKV155pV0HRAghpGsF6yAlu/W9syQ7E5Zoo9mgyNyfTKsR9W4/qhs8OOnyosmrwGYUo2asWpoh2lnubJcq2Ym89hc/P4i+eWnISzPrAWKsApgcHDUNXqicQxS1JbQsmxGnGn1QuApFVeH2JVhDiQM+WQlL9pZVLVdJZIAoCBBZeDJ4ZJuYPLsZFqOWT5WqTX3bFDR99dVXyM7ODru9vr4el112GQ4dOtRugyOEENL5EqmDFG/re6LOZldeR86ExWt+m2UzIsMqoaLeg24ZFsz//jAM6+aIuqDHmyFqryrZLb12DgYOrRr5PW9vg9UoYkhROmZf3R+j+2ZHPb/Hp8IrK1oQrAIWg4AsmxEmg4iaBg88fjWsWGeL75s2AAAIK70AaMGRosQPvkSBITfNhFy7SXt8Cjf1TTpoOnLkCBQleo3T6/WioqKiXQZFCCGk65zt1vfWJJuPE6kjZ8Jayv0RmICcNBPqmnzadvkkZkDaqwBlvNeucK6XPgAAn8Lhc8vYUFaL3Se2Yd6kizC2OAcHqxtR5fIgw2qET9GS48EAkQl6IdA0kwSrwYp6tx+nGnzwthDwRBIZYJRE+BUVcpyAS2TA5b2zsLPCCYfVgKwY73WqNvVNOGj697//rf/3f/7zHzgcZyI/RVHw+eefo3fv3u06OEIIIZ0vkTpIsycUtykJvC35OJE6ciaspea3QPTFvKVCkZHONjFdDrRuQeDnIAkqBEEAB4c/zs45DqDeLeP3H+9Cls0ElatQOFDX5NPzkEyiiHyHGWkmLSRo9MpnZpoSqEoUXHYLBkycc/3coQSmzWZJogCPrCLdLMFmlKICJiB1m/omHDRNnz5d/+8ZM2aE3WcwGNC7d288++yz7TYwQgghXScYuMRLbG4psIm39Baaj2MQtWUYHgh8DKK2vT6RXXkdORPWWvPb0Iv5hoOn8MqaMuyraoBPUWEUBQwssOPeCfEDoLYmpgdn54LFNrUlLw6JqxAFhtZCG4UDNqMAg2RAbZMPRklAyeieWPltNY7XNsNm1F5raNFOcC3IaW4lr4kxBnAtCFZVLdBSQ5bqAC14y7AaUZRhhsevotrlQb7DgvI69znV1DfhoElVtTetT58++Oqrr5CTk1oZ7YQQcqHorCrdiWx9j9TS0ltOmhkNbj8EQUsS5lzVi1IyBggCEspF6siZsERzj5xuH+a+/w1qm3xaXSOuvYbNh304UN2A52+6JG7glGxieuTsHFO5nkQtqzzuMlikRp+CQosRhQ4zqlxebDxUi3kTB+A3H+1ClcsLh0VCtcuj7aSDlrydYTGi2edp8bzB5/crZ4KloNBvrUYRDEyfrZs0JB/vfXW8XfrldZakc5oef/xx2O32qNt9Ph+WLFmC2267rV0GRgghJNrZ5gMlq6Wt77HG1tLS25XF2drFPsaFNVDfEAyJ5SKdzUxYSxLJPbp7XF88uWIvql3esJfCOaAqHNUuLxYs34OPZ1911hf9mLvlBLSYM9TSuYLMBgG7K5yoafDhT9OH4rV1h7Cn0gW3X0sMD9ZpavD4Ezp3MGiNhzEgw2IAcGa27qp+ubi4e0ablyu7QtJtVERRRGVlJfLy8sJuP336NPLy8mImiV8oqI0KIeGSyfcgrYsMStqzxcbZkmUVI+evhrPZH7YVHtCWzHwyh9kghFWXDk1lCb0SPfvji/HDEd0Tft6OmHUL69EWuJgHe7TZTBJ+sGhDizvLBAY8/aOL8f1Lu7Xpdz74ulZ9W4Xlu6ogBPKFQgVzmSK37sdjN4nIsZtR0+CB169C5hxZViMGF6Xj7nF9UVbdhOdW70e2zQirSZsVqqh3o7ap9WTsyHICkRgDhhRq18XIFjap8O9EotfvpGeaOOcxk7bKy8vDksMJIRe2lhqDpuInyFSX6lW6EykD4PGr+nb0yKuIfjsDinNsnTPoFrSUe/TGfw+1uhVf5cDjy3bjo9KKpH/nw2YTOfQcJr+iwhCSoM7AIIkMipxY1KSoPJCvxCEwrYK31ShiT2UDfvPRLvzsO31hM4pajpQKnHC60eSTY54rGAYEg10VLc82cQ5UN3ihciDNJGLSkAL89+Ap/X1tbbkyFQIrIImg6dJLLwVjDIwxXHvttZCkMw9VFAWHDx/G5MmTO2SQhJBzS7zGoF1d6dfnU/DqukM4WtuEXlk2/HxcXxiN0cm+qSjVq3QnUgYAACSRBVqNACzkAhv8T6tRhNMb+0IdqaOXKuPlHu084Uro8T5ZxZ5KV1K/81H5S5wjuKqmLceFB07JrND5VS3nSBK0ukxmgwSH1QAH12Z/VuyqRN/cNGw5fBq+1qavOMIqeQfPa5QEPceLQ/vf4BjdfgW9s7Udja98eTDhD1Op9AEs6d1zpaWlmDRpEtLS0vT7jEYjevfujX79+rX7AAkh55Z4xQHNgoiCdKHLKv3++sMdeG9reVgeyItfHMDNI7vjiR8M77RxtFWqV+lOtAyAzSRBZAz1bn/YbI0oMGRYDDBJQkLbzNujdEFbWYyJzeR5ZBW+Jh/cPiWh3/lYs4kcWm82/RiVg3NFO08goEo3S2jyyWitnJKicC0JX9GSvHPtJq03HAMyrAYcqmmC3SS1HjAhPC0t+GP0q4AKFULgb16rZaXNcKkqMGlwAb46chpNPiXhD1Op9gEs4aDp97//PQCgd+/euPnmm2E2mwEATqcT77zzDp5++ml88803F3ROEyGk5eKAXVXp99cf7sA7W45H3S6rXL891QOnzqjSfTYSKQOQbpEwpDAd+0424qL8NDg9sr7k5DBLONngQ3FeWqvbzLt6qfKynll4Z3P071MsKtca4n5zvL7V3/lYs4kMDJLAwoL9YLkB7X7g/mv64cipppi/42FjAaCqWv5Rls2o12UCAKPAUO3x44Sz5Z1ykQQGGAQGb2A8igooMQogOCwSKp1uNPmUhD9MpeIHsKR/m2bMmAGz2YwvvvgCP/3pT1FYWIiXXnoJ3/3ud7F169aOGCMh5BySSHFAfydW+vX5FLy3tVz/nrEzX0HvbS2Hz5faH/imDS+E3WKArHCoPHxKIRiU2C1tr9J9toJlAESBwScHO9erkFUtiBEFhvuu7ofZV/dDmknEyQYfzAYROTYTzAbt+0S3mbe+VMn0pcp4ZFnF0u0VWPjFASzdXhG2s6w137u4CDZT68u6jJ3J3WrwaAUjWxrPqm+rtBwmzsGhFYjUlrriz/wEf4+f+MFw3DqqB6QY751JEpCfboLAtCU0MKC2yYfGwDJoo1fG4dPNcHkT+xsQWfC8DCZJhCAIMQP5UAPy03D4VFNCH6aCkvkA1lmSSgQvLy/Hm2++iddffx1NTU246aab4Pf78cEHH2Dw4MEdNUZCyDkkmeKAneHVdYf0T+mRe1gCNfkgqxyvrjuEOdf175QxtUVH1iZqLy2VAbhnfDFG981BbbMPP/tOXyzfWYn9Jxv1opAXtVIUMtTZLlUuXleGhV8eRINb1nOhHlu2C/dd3S+hJT1JEjD94qJWZ3YA6BnuHMCuCheuGZQfczwvrymDs1krXBlsdBuPwLTlTIEhbFbtiR8Mx++nDsGr6w7hyOlGbD1ajyavjEKHGWBAk1eBx69AErTf+ZoGDzg34US9G36FR/WMi0fhgEHUcpxlVQ3LW4rn28oGWA1iwpXWgeSrs3eGhIOm7373u1i/fj2mTJmCl156CZMnT4Yoinj11Vc7cnyEkHNMezQmbc+dMkdrm9r1uK7UUbWJ2lOsgpjZaQYs/u9hvLXhSKAAYiBPhwMINJlN7HKtOZulysXryrBg+d6wi7wKwOmWsWD5Xv01tERVOY7VuWEzinD7FMQNb3j4q2Is+jWG5mYJrWzbDzJKgpaLBERtADAaRcy5rj92ljux6dBWZNnOzNLk2k3a7rnAc3n8KiqdHvgVHpiB0pL0E6GqvMVjGaAnsqsAmr0KBDB4FQVmQYTHp81CSoIAs1GI+WEq1T6AAUkETStXrsScOXNwzz33oH//1P00RgjpWmfbmLS9d8r0ykps+3qix3W1tlTp7myhBTEjE3l9iqpfuCWRochhgVESsLeqMeHE3ra2UZFlFS98fiDurIjKgRc+P9BqLlRw2agowwKTJOBEvSfmbEfo0wgAumdqv2PBDwU1DR785YuDkFUOk6TN3Cj+lpcJI/9q4s2qxZqlSTNJ6JZpQU2DFx6/ljiuqhyiyALJ2okHrq3FVoI+i3vmfWj2yzh8SoZBYFA49CrqRlFbUh3ePSPsw1R7fABrbwn/lf33v/9FQ0MDRo4ciSuuuAILFy5ETU1NR46NEHKOCjYmHVRoR7NXRnWjF81eGYMK7S1eFIMX2D2VLthMEvLsJthMkr5TZsPBU0mP5efj+up5HpGpIcHvJYHh5+P6Jn3urhIMSu67pj++f1m3lAqYQkUm8poMAk43asGFUWJQOXC6yQuTJKAg3YRGr7bLrLWLdyL5U7GWKj/+5gSaQvJ2YuW3NXkV/O7jXS3mOIUGJIwxFGWYIcb5EBC81WQUcby2CU8t34uSv27G3W9vxS/eK0WjRwaDlqDdWu2noODvLQeHrGjb+ivrPWFjDp2l4ZzD7VPQ4PFDZAy9si0odFiQZpZgkIRAnlx0QHY2lMCyd+grskgiFBXwyFqeVjCea/YpaPIqGNc/J+zDVPADWJpJRJXLC7dfgapyuP0KqlzeLmm1kvBf2pgxY7B48WJUVlbi7rvvxpIlS9CtWzeoqopVq1ahoaGhI8dJCDnHjO2Xg7duH4XXSkbimR9fjNdKRuKt20fFDZgiL7BmgwhBYDAbxKQuqJGMRhE3jzxTXZrzM19BN4/sfs7UazqXRCbyenwqvLISyMcRIAkMXjlQ9DLBxF5V5dhZ7sSAgnTcNqYX0i2SvlSkqtoMU7zK6F8fr9P/O141cgB496vjGDl/NRavK4s5htCARDsXQ26aKeo4AWdmWTw+Bc+tPoBX1pZhQ9lpeGUVFoN2CebQaiglsjQWbDnjV7T3TQksAb675VjYmIOzNCddXhw+1YSjtU0or3PjaG0TjpxqhtMtozjHBm8g0GKB/9da+NHW8FwAwNmZxysq9BIJVqMIq1HCugOnov6+2/oBrKMkXRHcarXijjvuwB133IF9+/bhr3/9K/785z/jf//3f3H99dfj3//+d0eMkxByDkqmMWlHlioIlhOIrNMkCeycqdN0LopcIgomDQdX0xiCSzgqALHVxN4NB0/hlTUHsbeqAX6ZwyAxDClMxyU9MmE1ia0uVdqM0Ze8WBvTBLRc7ynWslGu3QSfrKC2+UyvttC5KjFQUDKYvXW6yQdHoBdba9LNElyeMwU//YoanisFbTmsvtmPPy/fi0qnB+MH5qFfXho2lp3Wc5iCr7dZUSAKKnpkWVFa7tRuR3ix0VhEpv0tJvvBBdCCVK9fgUESwLmW15ZrN8FmlGA2CPDIaty/75aqs3e2s5rTHThwIJ566imUl5fjH//4R9KPX7duHaZNm4aioiIwxvDRRx+F3c85x2OPPYaioiJYLBZMmDABu3fvDjvG6/Xi/vvvR05ODmw2G2688UaUl5eHHVNXV4eSkhI4HA44HA6UlJSgvr4+7Jhjx45h2rRpsNlsyMnJwZw5c+DzdV5GPiGhzmY79Lmqo0sVPPGD4fj2sUl46LoB+OFl3fDQdQPw7WOTKGDqQJFLRLKibaUPbqMPtk2RBO1n3lJi74aDp/DgP0ux+XAt6pv9aPLJqG/246ujdfjg63Jc1jOz1aXKG4YUnJlhaiH3XBABg6gtl728pizq7y/WspHL44crsNQmMiDdJIbP2oR8ENDLELgTa4abbTMgw3Im4IscdrDNCgL/+8b/HcH9727D3zcdhRpYIlP4mS8O7QPDjkDAFHqelsIhlQNqcu1qdQrXliAZQ6D4JYNJEmAximCMtfr3HfwANn5ALoZ1d3RZD8t2WQgXRRHTp09PepapqakJF198MRYuXBjz/qeeegrPPfccFi5ciK+++goFBQW4/vrrw5YCH3jgASxduhRLlizB+vXr0djYiKlTp4YV2bzllltQWlqKFStWYMWKFSgtLUVJSYl+v6IomDJlCpqamrB+/XosWbIEH3zwAebOnZvkO0HI2Vu8rgwj56/GvPdL8eyq/Zj3fmmLSwXni8glj0jtsVMmuLPo2ZsuwZzr+tOSXAeLXCI62eCBqgJ+hcMrq/rSkMcvQ1EU1Df7Yxa3VFWOBcv3oKbBC5VrOUuSwCAKDCrnqGnwYsHyPfoMSHAJb+3+Guwsd+q3D++RobfxaClAkBUtgVkQELfeU3DZ6KKCNNQ3+1Be1wxF5bAYBPTMtiHdYgw7v6KE5PcElsFURJfBiOVorRv1bi0gsybwO8sBuDyKtmQZcnvoU3lkFdUNnqTymDiSa9sS8/EqDwRe2u+A26dAURTUNHrh9sn45lh9Sn9ITHp5rj3dcMMNuOGGG2LexznHCy+8gF//+tf4wQ9+AAB46623kJ+fj3fffRd33303nE4n/vrXv+Ltt9/GddddBwD4+9//jh49emD16tWYNGkS9uzZgxUrVmDTpk244oorAACLFy/GmDFjsG/fPgwcOBArV67Et99+i+PHj6OoqAgA8Oyzz2LmzJl44oknWux4TEh76srWEF0tFXfKkLMjCAzj+ufoS0SSqAU7/pAEYb/CUV6vXbwzAvWcImcRdlY4sa+qEQyAQTjzuxH83q+o2FfViJ0VTjR55RZ3Xz4xfRhmv7sd9YGaSPGogaiKobXWNFq1blXVZlCCY/OHBP8t1j9KIAgJBiqiwGBIcKpDAGKWQmAhdaO0XLLYS5QdgQN6ixYGoKbBi5PcExaI/eXz/Xh9w+GUKaERKTW3XAA4fPgwqqqqMHHiRP02k8mE8ePHY8OGDQCAbdu2we/3hx1TVFSEoUOH6sds3LgRDodDD5gAYPTo0XA4HGHHDB06VA+YAGDSpEnwer3Ytm1b3DF6vV64XK6wL0LaKrI1hCQIgWRZAUaJxV0qOF+k4k6Z84nPp+DF1Qcw95+leHH1gQ6tgB5cXn7p8/14f1sFbEZRnyFR4lyhOQCX24/dJ5xR9319vB6yqkIUWcx8N1HUiix+sL281d2XY/vl4OVbLsPY4uyYszaRu+k4gEKHJeq44E7PvVUuWA2iVnBSBDyygmO1zWjw+MPOEfZaQ+o3JRKvaMGhdmxTgj+3lv6VCH3uzvxrCg04tGCNhwVMItP+HQh+SEzF2fUunWlqSVVVFQAgPz+8emp+fj6OHj2qH2M0GpGZmRl1TPDxVVVVyMvLizp/Xl5e2DGRz5OZmQmj0agfE8uCBQvw+OOPJ/nKCIkt1bvYd4bgkkdwpsCpchgEhkGF9i7paH6+6MxmxcHq1g1uv55nIzAgz26GzSTi8CmtiGjo7ItB1Kpbe2WOv3xxEMW5aci1m/VkX9baVT6wG3L9gVMJ9SkLJhZ/uL0c8/61Qz9NaLAUHB9jQHFOeA2vyJ2eHr8KQWCBsgHagJrPZh0r+uVB4YDAeKtNeSPHH3WuiBsTrGXZomBNptZOFXo/59GBHQcgMgZBQof3D2yrlA2agiI/VXDOo26LFHlMrOPbckykRx55BA899JD+vcvlQo8ePVocGyHxpHoX+84Sa6fMoAI79lQ1YO3+mi7dOXMu6sxmxZHLywLn8Kva8lKVywOHxXCmHlDIVZ2BabvqwNHokfGL90phN0n6stolPTNgEAXIigpB4Ho1bAB6YrkkMrg8/oR3XwoCQ266FsjptZtCrurB/7QaRTi9ctj5Ind6mo3akqE/0YimDbQk7MSPj1VdvLWHJ9pGJfJ5RMYgt7LGZzWI8CkqBEH7efsVVQ/ggkuEwcArlT8kpk74FqGgoAAAomZ6qqur9VmhgoIC+Hw+1NXVtXjMyZMno85fU1MTdkzk89TV1cHv90fNQIUymUxIT08P+yKkrUJbQ8TS1V3sO1PoTpkGjx+3v/UV7n57K+b98xvc/fZWzHhjS5sKXV5oOrNZcczlZUEImxhyxdgtxqDtyArdRm8xCGHLag0ePwbkp2n1jGQVakhDW7+sPa5bhgUMLKndl1lWIxxmA7JtRogC05PDObT8oUyLBIPAsHr3ybBdrFE7PTkgd2DA1BaSmPyHikQDpjy7AUZR0HsfhuaoxdPs137HBDAtSArczkKeOFiDCgjMXiH1PiSmbNDUp08fFBQUYNWqVfptPp8Pa9euxdixYwEAI0aMgMFgCDumsrISu3bt0o8ZM2YMnE4ntmzZoh+zefNmOJ3OsGN27dqFysozOyRWrlwJk8mEESNGdOjrJCQo1bvYd4WOqBDeWeLt4OpMrTUrBs40Kz5bsZaXGaLzg/T/1meZtK39ofcZJTGsqOlr6w7h4ckXIddugiAwKKoKv6xCUbVlsTy7CT/7Tt+kd18GNx8wxnBRfhq6Z1qQn25C90wLsm0G1Ltl1Ltl/H3zUcx9vxQjn9B2sUbu9Kx3+89qV1lH6agL/OU9s6AG8pEkIXb/v1g4B2Su7ZrjoYFS4P7Q35dU/ZDYpctzjY2NOHjwoP794cOHUVpaiqysLPTs2RMPPPAA5s+fj/79+6N///6YP38+rFYrbrnlFgCAw+HAnXfeiblz5yI7OxtZWVmYN28ehg0bpu+mGzRoECZPnoxZs2bhtddeAwDcddddmDp1KgYOHAgAmDhxIgYPHoySkhI8/fTTqK2txbx58zBr1iyaPSKd5lzoYt+ZIvNGWspRSbWluvbunxdJltWEes8l2oR4xe5K9Miy4obB+Vj+7ck29bSLtbzMmDbjFFmMMfQiKQosLNdKFBgyAkUfQ5fVHBYjnr/pEryypgz7qhrgU1QYRQED8tNww7BCdMu0IC/djPK65rDfFyD+7svQPoknG3zIsBrgMBtQ5XLjdFN4IjfnWnC0YPle/HhEd/258u2mmDNoXc0ntz7701ar91VDEhiMorYTMtEPBJxzBKsBxdu1p808xu8f2NUY55212TDamjVrcPXVV0fdPmPGDLz55pvgnOPxxx/Ha6+9hrq6OlxxxRV4+eWXMXToUP1Yj8eDX/7yl3j33Xfhdrtx7bXX4pVXXgnLLaqtrcWcOXP0OlI33ngjFi5ciIyMDP2YY8eO4d5778UXX3wBi8WCW265Bc888wxMpujS+PG4XC44HA44nU4KtkibhSbSBvNe7ZbU6WLfWXaWO3H321thM0kwG6J3Obn9Cpq9Ml4rGZl0hfCOFNmg1igK8Ckq6gLNis+29UPo74cKbTYh3u/Hi6sP4LnV+xM6r574HPimpfPGsnR7Bea9XwpBYHqxyiBFPbP8ZpIEvT6TKGjPE9qjtiDdjFz7mX93VZWjutGLZ358McYPyA0LGJt8CnYcr8PhU81aTSKuosmnwCQJyLWbQxpFa0ty1wzMw5jinKhgcMPBU3j5y4PYXemC1yfDLZ+5LIbmX4VeLNNNApr9PCzgawurQUBzK01628IgMsjKmVnGjpgJYwCybAY0eWV45OSeQBIZuMqj8q6kQOV0UWBx2+F0hESv310aNJ1vKGgi7SXRmYTz2dr9NZj3z2+QF1iSiRR5MU0Fqsox440t2FPpijnbUen0oEeWFQ9c2x/ZaaaEEtp9PgWvrjuEo7VNqGnw4r8HtCVJKbDjLHQmMvQio6ocpcfq8KPXNrZ6wRQjkoaDW79jnTceWVYxcv5qOJv9MErhO0BVrsIrc6SZJbx48yVYf/AU/rXtOBo9ir6DSgCQFxEwAeHBcYPHr8/gNfkUNHrlwM48EzIsRvgUFSddXvgUBTajBEFg8PoVNPu08hU8TjC4eF0ZFn55EA1uOWpHF4sRMAFtS5qOJcMiod4tt35gkkb2zMDX5fVhCdYdxWIQ4E4y8Av9rQ8dmwAg3dr5HxITvX6n/O45Qi5EwS72F7LQvBGzED3T1B4VwttbS/3zmnzaxXtneT0e/GcpLAax1SW7WKUCAO3CEpzNERggMDVsi/aWI7V6cCEw1mLrC4boXVYK1y4ORoklvPW7teVlSWD4xTX9cM2gfJgNIvZVNWB3pQs+vwKfwsEYYI6o3Bi6rOZ0+/Cbj3ah0Ssjw2qA0+0HuFbxuqbBB6MkIs0koWeWRQ9OB+an4V/byqHwM2UNIovFAsCTK/ZBVjnEGJFQvLeuvYKQjgiYAGDXCVfC5QnOVrIBExD9/pkCmwd+OroXfjlxYMp+SKSgiRCSks7FCuHx+uc1emVU1LmhBBL87WYJJknUE9pjLdnFKxUAaPVtvLICk6QFk6FbtJ9btR+f7arUgguLodVeYfHu1fKTktv6HZwZ0Os0QQvKHCEzB6HLl7lpJhhFAfVuHyqdHhyrbUZ2mhEWgwjOtVmmNJOEu8f1xWvrDoXVRfIpKiRR253nVzlqGjywGW1gjCHTZkRVfTPKqhuhcu2CjEBZA4EBxkAdoIVfloFzVQ9K26NmUVtJAotKiD8bnnOsCK5X5oDEMXV4UcoGTAAFTYSQFBWapFvl8iLDagjJUfGnZIXwWLNjnGsXdIVzCAA4QyCwAvLtRpxs8EUltMcqFRAZ+6hc65spisHACZA58OnOSjT5tOAiuKurLUtJoVu/k6kPNmtcMW4f2yfm8nK85P4smwmyylHt8qKmwQch0JvNbjbg6ovycLCmCXsrG5BhNYAxrfo35wAL1PyRBMArq/D4VViMIkyigCq/imafDFHQ3m+9QXDg/RQFwOXxd1oLkdbIKu/U6typyCurKM7SdsupKg+r1ZYqtdkoaCKEpKxzrUJ4rNkxj19rTMugFXoM9tw6xbwwSQLSLeFFF4HYpQJiBT4qgODCZTA4cnr8yE3T8oKafdrST1vigrPZ+h1veTne8mWjV0Zdk18LaAA4LAZwcDR6/PjbxqMwiQI8soJmn4y8dDMkQdADSRYIsDgHZFV7R7yKCnAe2OIeeD04k5+UbKHI9hKvH1xQisRvXeqhD3bgp6N74rV1hzps9+nZoKCJEJLSYlUIT5VPnZFizY75FRWKeqbHligySEwrpOj2q/DJXliMUljRxZilAmJETcFzBrdoW00iDAKDT1ZR6XTD7Wv7Eo2A9t/6HWv5MjgTJ6uqXrPHGVL3SGBaEUuBMXj8Cirq3HBYJL2qtFES9HYnkiDoS7dFDgv2VzcCiKhRFRJktVUwNypZ59aCWdudTRPgz/ecxJr91TCKAvLTzfru05aWsjtT6i4cEkJIQGiF8GALjFQVnB0bVGhHs1dGvdunX2ANIoNB0GagBMZgCOSxuH2KXpsIAHpl2eKcPRyDNrvik7VdbjeP7AGVc5xwuuH2qxCj8+fjnieUyLQLfPC87VUfLLIoJAB4/CrcfhVqyA6v0AuuygGfosIgCvp/1zT64FO0x3j8KnyyVrOJg6PK5YXNKGDCRWd2VEZewM92SS4VC1l2tbDdcGfx/qicw+tX4fErkFUOQWAwG0TkpxtR7/bjic/24Jvj9V1SLBagoIkQQtrd2H45eOv2UXitZCQeuG4ADCKDyLTaM2GCS28RN/98XF9IgWNDL0CRxylcy/1wWA14ePJAPHrDICj6bjWE9WhrDQv5X47w87bX1u/g8mVdsx/Bajd+VQ27AAZbbIRWh+Zcy0GKd5nkABSuBZ+FDhPSLQZ8sK0i6kIe/EoGAzC6T2bCVa8vVO0VwqiBnY4KB2oaPOCco9Er4+hpNxo9fuypdOHOt77qslZKtDxHCCEdIDg7Vtvsg9UoodkrB+oenVm+UIJ5SwA+21mJIYXpkCQBRqOIm0d213fPxbrQj+mbhSv75YQlWu8sd0JkDKLAoKgAY/EvZSIDsm0GNMsckwbn46p+uWdVETzR9yRy+VIOqRbOELv5KwfQ6I3dHy8Y5IkCw8/HFeOvGw6jyStrjXbdgff5LK7oDosBosCQZpKgqFoLEDWQL0UTTu2PQ/s9YVxLDK9t9uFUg09fogUAoyh02XIdBU2EENKBsqxG2IxaDSGn2w+vrICr0Ht3AYAiq1i87hDe23pc35r/xA+GA0BUnSZJYLh5ZHf9/lC1zT4IjKFbpgWnG33w+M8EGsEdaTwwpvx0E7wKh+SVMXNsHz0JvbWyAme7qykyub/Re6ZOkVawM2TrfYJRiSgAbq+Cv285hiavjPx0Ezx+rSSBX+EwCVpZAjFQ3tsfEqzGqpYtBJ5aYMB3BuTg/w6cgsNiQLpZglfm2pKooqKq3nPB5Cl1Js7P5J3VNmkBkySywO0cVqOELEPXtFKioIkQQjpQ6I66XtkWeP0cp5u8qGs+06+MARCE8KKLwcDp91OH6BXBe2XZ8PNxfWE0xk5WCuYMGUUBvXOscPsUVNS74Zd5YMlDC9SCbWkia121FhCdTU+9yHO/MeNy7KlqwPajdXh21T64fYq2U48lV6uIA3oRx0qnG+lmA46edsMrK1BVbdlOhRZYqVz7PvSx8ZbrrCYRuWkmrNt/Ci63H06PjNpmAXl2M+xmA2oavEkHTJGV10lsPlnVl7JlRYUoaGuzssphMQgwG4SwvoShO087GgVNhBDSgcKawrp8yLBoM05BDIBBFCAKDKKgRlXgNhpFzLmuf0LPFV7ywASrUUKhw4Ljtc1hxQ4rnW6cbGDIshn1WletBUTxeuolskzS0rlLxvTC6r0n8c1xJ5TADE4igj3hQoMeWeGodnn05TpRAgRVuz2ZWo9j++XgQHUDKurdWvsVaEupTV4Fx/3N6J5pQU2jN/ETBggCg0JRU4ukQANnOVBeRFEBQdB+fiJjyLWfqe9lEgU4VR6287SjUSI4IYR0sNAddaeafCHb6c8ETNr3AiSR6RW4kxUM0NJMIqpcXrj9SiD/5syFWkBIQjkHPtxegZL/txn3vrMNu8rrYDNJyLObYDNJekC0/kBNWFFKs0HUdzUVpJvQ6FWwaG1ZzB1NwWBrT6Ur5rk3HTqNe8YXI8tmgNmgLWMmI3RRRlZVfSlHYAwsUAU82TDlYHWjNpOkckiiEJYELqscx+vcej5a5Bha4qeAqUXBGdfg+62CBzYlaP3tumVawn4/uqKVEgVNhBDSCYI76qYG6h0ZRC2hNXJHnRDYPZZoBe5YzzP/+8NwUYEd9c0+VNS5oQKwGUUUOczomW1F7+w0pBlFnGzw4l/by/Hfg6dQ75ZR51ZwqtEbFRA9s3I/Dp5siNlTL3KZJFRkBfB4wdbovtmY//1hGFyUHpa/xaDNPEgx8lWCOU/Bo82ScGbWKfC/fkWN6tuXiGqXR5sBlAQIjEGKaIujRJxTpJ117UJgWpBrNYooyjAj02pE3xwb0kwSemVZwwKmYD2u4ry0Tm2lREETIYR0EkFgGNEzS09IjgxAgLZV4I6NQw4U1gz+Q28yiLCbDaht8qIuTqPYumY/yuu0gC0YEB2vbYbbr0b11AsyiQL8MZZJWmpgHBlsBYPKWVf1DTQkBkySoM/ExYpLgstw2TYjbCYJJkk71q9yKLxtARMQqLQusIRLNsg0gXRWhMBOzh5ZFvTKsqF3tg2ZFu135kcjuyPDasDJBp82c6pyuP0KqlzeLmmlREETIYR0omnDC2G3GCArHCoPT7QJVuC2W9pegTu4HLa3qgFWoxTIlWLwyioq6txo8PhRG5KEHktdsx+Kou28M4lCYLs34uYbeWQFnHMcqWnCznKnvkwXr4ExAHBwqCpHk0/B9qN1UAOFDO+dUIx0qwGKqh0jqyrkiOcVGJBvN6F7pgUX5aeBMYYeWVakmyXk2k2wGAQosSsUJITp/08bgz/BPCvSNioHnG4ZjDFYjCIYY/rS21X9csOKxVY3etHslTGo0N4l1cEpEZwQQjqRJAmYPaEYT67YB5/MIYmq3pZDVrTg5AeXdsP/HTqd9Jb+yOUwj18FY14wxiAFgp7jtYkt+51q9CPfofVxsxhE5KWbUV7n1nvqBTV4/Kiod0NgDAu/PAiDyNA314bJQwuhKBwcHF5ZgcV45nLT6JVR0+CFxy9D5cBLXx7A6r0n9aTz2ROKsWD5XnjjTOFkWo3ISTPBq6g42eBDmknEvIkD8Nq6Q9ouxSwrKurdqI8zm9YaUQAUhYMJKlScfQVx0jpZ5ah0utEvNw1A+M5OQWAp00qJgiZCCOlkwQrbL68pQ4PbDwXaxIa2zd2If39zAh9sq4BBYriowI57J/RL6BN15HKY2SDAJAlo9ipJb49v9PqRqxr1i9fd4/riNx/tQpXLA4tBBGOA26fgdJO2JJfnMCPDYkC924fNh2ux8VAt0kwSPH4FTrcf3TIssJsNaPTKqKhzQ1G1EVkMIjIshrBdeEDLgUqjV8bBmkYYRQHDuqXju8OLoHBg0pACHDvdhJMNvrPa2t8z04rDp5vhpcTtDhXZTtHrV1Hf7INH5kgziZg0pAD/PXhKD5I6q6xASxjnFEO3F5fLBYfDAafTifT0zktMI4Scm2RZxbIdlaiob0azV8G/tpejrtkX1TrFbpYw6zvFuKpfToufsNfur8G8f36DPLtJP6a8rjmsJlQyGIAMqwEv33IZxvbLweJ1ZXqgF+wVxwDk2U3ISzefCYi4ClXVkrjTTCKcHm3Gp8BhhrPZrxXdZIAAhqw0I+wmA0wGhpMuHwbmp2HXCSdcbhlSYKsf59r7EG/3mdUowmaUYBAZstOM4Bw4VNOIZn/yy2qMAdcPysPne6qpplISQgOgGL2lE2YziuiTYwNjwOlGX9L1wNoq0es3zTQRQkgXkSQB37+sG1SV43svr8epRi8Y03YRaTvDOPwKUNvkxzMr9+JvG0zol2+Pe/EIbYhrFkSoqgqXu20BE6Bd+Oqb/dh9wgkAeGfzMYgMKMqwwK9w1DR4wcFR1+yHxSjiVKMXsqLqs1p+laPOLWtbyRlQ0+ANLEFqBZZUxnG60YfaJh9Mkoh0s4Svj9ej2adADLwPgqDlQ3nl+ElKzT4FJpEhw2rGsdpmeGU16XpIAoO+THqwuklrRUNRU8Ky04wQGVDT6DurhsaKquJAdQNMkoj8dHNS9cA6AyWCE0JIF9tZ4cS+qkYAWk0aWeHwq+EFGVVV29EVvHjEalYa2RDX6ZbPeraEA3h21X68/OUBNHplFDosyLAaA1WZteaqKuc46fKi2Rd7GVBrqKsVJzRJAlhgHkISBL2mUrNPxgmnB80+LThSOOBVtCRsRVFavRDXuWX4FRXNXgUef3I75yRBq6IezPc+VtsEHwVMCWMAxg/IhUkSkGkxIMtmgElqW76Ryjl8MofHr0AObA5IpB5YZ6GgiRBCutjXx+vhV1V9ySuWYODR0sUjsrhlsy88EZoBMLQhedbjV7H7hCusdIAkCIEimcHdebEDG4YzxR+9shbMcJypgcSg9ZqLdx2UVY5EV9lO1HugcJ708pCscnhkrXGwypFU9XCivdcfl55AhdODJp8Cl1uOm8TfGlmB3vKnyumBy+2DOxBIx6sH1pkoaCKEkC7GOdfzmGKUbgo9ssVikkB49XE1tBI4CwQqbdxx1OxTwkoHBJPMZZVrS20tXSP17fs4U51c/x/e6qxQopdfn9Jy4Ek6jqxyKCrgkdteHwuAXu9BVQG3X0F5nRtHa5tw5HQT/LIasx5YZ6KgiRBCuli62XDmmxauN2JIz62WLh7BQpFv3D4KNqMY6G/HIAaSqttCYCysThML9gEDWtxlFtkUVwrUjfIpKmRVhY+mdUgIlWvBb/BXRmDa8q3br+KE0w1VVTu1bUokCpoIIaSLZaUZ9XYqLcU0wWMS6bklCAyX9szEA9f114IUWSsUyZMuPqDpnmnRc6XCJReFSZIAi0EEoO2G68L0FJLitF50WtAkCVqun8KBQQX2LhsTBU2EENLFcmwmZFikFgMnUQAMoph0z61Z44rx8OSBcFgNUFWOyE1oiSzWmQ0Cfj91SFgjYEVRUeX0QFEBiQGFDnMCZ4JWt8mjFbWUkrgCUXu3Cw8P/H+Va0t/oqDNlu6pauiyMVHQRAghXWxIUToGFzlgM0qwGUVIAkNo6pEAwCyJAONt6rk1a1wxtj56HZ758SV48Lr+MIZEK4lM9NwyqidUBvzsO31xUUEamr0yTrg88MkKzAYRPbJtsBklJDKc0H5uioqEHgNA7y1Hzl+xfhX8shY0mQ0iumVaIAisS3OaqE4TIYR0EZ9PwavrDuFobRPy081wmBvQ7GfItBkhMoYmn4z6Zh84GCRRq+w9qDB+naaWBGtCLd1eAUVRIQparhFvIXHaahCQ7zBjxa4qLPumMtAiJQ33Xt0P9c0+/HX9YRQ6zBAFAQ0efyD/BC0mAofex/X/17qcNCOOnE6sBQw5dwgAwOL/HmalGZFhMcJsFODxqzAIXZvTREETIYR0gV9/uAPvbS0PCyJEBuTaTVBVDq+qwigKGN03G5OHFqJHlrVdem5V1DdDBWAUtAKawd5qjAEMWo6RogKX987ESZcXDR4ZmVajXmRwb1UDyuua8bPv9IXFIMKvcIjCmRIEAmOQRKYVuWwlKAMCuwVbOcZsEFDl9LT5NZPUZZAYWGCDAueAX1XDNg7IgU0GXOVh/ei6CgVNhBDSyX794Q68s+V41O0KB6pcXkwako9bruiVcJCkqrzVZqbBWa3/HqgB54BP5mAhn/AZAoET0/673i2jyac1/g3WZjILIvLtDBX1Hvxj8zHk2U04XudGocMMs1GASRLh8SvaLBYYjCKDJ2R3XKxWG4kkgnva0A6FnBsUlQeWowO/eEwI21Hp8vjR6JXBGJBlMya1LN0RKGgihJAkJRKkxOPzKXhva7n+fWhdpuAn7M/3VOOlmy+F0Si2er4NB09h0doylFU3xu3TFWtWK7IUgP4912Z2Gjz+sGKWgNYot6bBA49fxZ4qF+xmA7yygmO1buSlm5CdZkRFnRs+mUMStb5zwaCJAZDEM4UsadMcAbRCooqqwiAK2kaIiF8MHmgnxFouYNZpKGgihJAkJBKktOTVdYf04CXyOhCc+ZFVjlfXHcKc6/rHPIfHI+OPn+1BaXk9jp1uhlESkGUzhvXpeuTDnZgyrBDrD9ZgR0XLFZSDwwherzIsBvhlFUbrmcTr0Ga8XNWW9fyyCpMowKsoqGvyQhAEOCwGKJxDZAhrRRK8KDLwsHpP5MJlM4po8ing0GozSYGl4SCBaRsHGAOMogCPX6uEP7pvdpfNNlHQRAghCdpw8BQeXboTjd7wPJ9kmokerW1K6LniHXfnm1vw+d6a8Bu92kWnd7YNZkGEyPw4WtuMV9aWJfRcwdBGFBgyLAbtwsWgN/7lnKOmwRMV7DT7FcCvFc7MTjNj2vACdM+0YdJFefh/G46gtLwOG8tq4VdUqJyD0fQSCWEzSTAbRNQ2+cAR3r5GYFqgHfwg4ZVVeGXg2xMu7D7hwrDuji4ZMwVNhBCSAFXlWLS2DI3e6DyfgnQBVS5vQp+Ce2XZEnq+WMfFDJgCGjwyjpxugs0o4WSDN6HnCLKZRGRajciwGMA5UN3gRUG6GVUuLwrStV1LTV4l7uP9Csf+kw14ba0bHCrm+dWofKVgY185ZPZJACCKgD/+qcl5rKbRq+fSRW4GEIN5ToH7majNbLo8fpxuTO73uz1R0QtCSMrx+RS8uPoA5v6zFC+uPgCfr/OuqrKsYun2Ciz84gCWbq+AHPj4u/uEC2XVjVF5PgBa7QcX6ufj+kIKFrGMkb8BaK1Gfj6uLwAtWNtZ7sR/vq2MGzAFNXhknHQlv8vMIAr66/IqKgwiw/+M6hkoZulBTaMnoRykRp+MJp8KhWsBk0FgCLar8ysckqB9IzKtWKckCkg3GVo4Izmf8cDvSTDHLfSvSlY4fIoCf6DdDqBVB1dVjrpmf5eMF6CZJkJIG51NMnRLYiUtv/jFAdw8sjue+MHwsz5/SxavK8PLa8rQ4PZDhfap8vFPduOe8cUwS1r+hdkgaompEaX4TKIAZwLNRI1GETeP7K7vnovVC+7mkd1hNIph+VOnmxIr6NeWFTBTILJRuYpTjV50y7BgWDcHxhRn4/2In0UyZJXDZBAArgVS7sCUksK199ZuEUHpTSSIR/y39ruh3epXuL6ZIMPWdYE2BU2EkKSdbTJ0PPG24ssq12/vqMBp8boyPLlin7YFWmSQmPYJ2Nnsx5+X74XFIMAjq2jy+mE2SMi1m5BmOvNPaCL94IKCryEyOJQEpgeHkflT9R346TrLZkRtkw/VDR6oHCivdaPkr5vQ4FHOapcbB/R6TUEMWr6KwoHTTV03Y0DOPRza7GWOzdRlY6CgiRCSlPZIho4lka34720tx++nDkloK34yZFnFy2vKoKgcRolBYNrMCw/8HwB4ZBUmkcGncLh9MirqVHTLtCDNJOn94JIpvPfED4bj91OH6BXBe2XZ8PNxfWE0imH5U3lpRrg8CtRYU1Lt5HidG26/AgaOdJMBogCcamqfJVE5YiZJFFibZ64I8cgq/LICVeVdsoOOgiZCSMLaKxk6lvbYit9Wy3ZUosHthySGB0xyyNqRygGb2QDFLUPhKhRVRbXLAzHDjPpmOaofXCLLl0ajGPO1BPOnwDn2nWyE0sExhlFk8MkcPgWoc3fM7E+wmCU/q7krcqFTOXDH37ZiWDfHWc9stwUFTYSQhCWTDJ3sluCz3YrfVqrKsf1oHdRAnk0wXynY1iG0irXIGLplWvQCj26/AmezHNUP7myXL2ubfXA2+9GU5Lay/7+9O4+Pqjr/B/45995ZMpPJkIVs7AREFGgVREEErFZxrdrW1gXRWkWrVqpUq7Sv+u1XcWldfrYulfpFq7VYLbRqEcWqgKIgm4R9lTUhhCSzZGbu3HvP+f1xZ25mkkkySSYbPO/XK0pm7tx75iSZeeac5zxnTD8PNh0OtFplW5HM56Vz87nVdEFibTzRl1MOE+kgCejwyHZHrk0IIWmpCUWhGQJ2OfVLh0OWoKWRDJ1KR5bit9fKXdWYMX813t14CAJmsmlU5zCEaNgzLSE2tMkSsh0KBue7MTDPBY/Thju+Mwyv3jQ+KWB6cFE5tlb44XYoKPQ44HYo1ov8yl3VrbYrx6mYNZBirO1NWhi8O+/kvlh4+yRrZV5LGGPQeNdX5c52KjTORDpM5wJFOXYEVbPYJe/C6V4Kmgghactz2WGTWbMVnduSDN1YW5fid1RicJPvtiMea3Bh1oMxR5wari0zwJtlDs4zxiBJDG67jLEDc5Om5BKnL502GZLE4LTJKM5xpP0iv+dofcMebSmmKuOGFbpx3fiB2PbQhXj5xvH499eHk6pwN0fr7Pm+FAqz7XDIPWMrDNK7BVUd+46F4VCktMp8ZBIFTYSQtJ1amoOywmzUhjSIRpFNPBm6rDC7XbuQx5fiN5yv4SsuvhS/oxoHNy6HDYUeZ8O1YdaJSXyGfT1OSLE6Q4ZhoNIXgU2WsONIIGUtJyEEauujqPJHUFsfhRCiSS2n5mpCVfjCDVubxPaDizcs3h8MwBXf7odHrhoNp9MM5jbsr2tzX8hdtKfX0WCUVssROG0SHErT3zlZYmn/LjLGENEMVPkjqI8a7RrZbi/KaSKENKHrHO9urMChuhD69XHhsjElUBQJksRw+5QyPLioHJV+FX1cttjeYxx1Ia1JMnRbpbMUPxMSgxsACEcNOG0S8t121NZHwRHLwYltvO5UZGQ7FXAuUOkPo6ZegwBQr+q47+2v8b//2YI7ppbhpOIcaIaAL2xWLU4c0KnwAfnZdmiGwLIdVVi4/iAWrTuEQCS5JtQdU8vQr4/L3HcrVvYgMb9KirVJCLOYZflBn5Vk7rS353Nw14w60bQcUSQg26HAbVcwrDAbH2+rMrdLUSQwmJs5G2mMgsrMLHSp6RwRzUCfrK6r28RE44+LpN38fj+8Xi98Ph9yctr+SZuQniBVgUdPlg13TC3DLZPLADRKdOYCNikzdZriolEj5VL8TFm24yhm/+NruOwyjtWrUHVuBiWxjUGzbBJCGsf1Zw3CpGH5mLdiL3ZXBeELa6iPVSdXJPPTMRfmqJQsMdwwYRDeXnsA/kjzCdwMgEMxaz41d57Z3x2BF1fshi+kwa4wIJaYzhjAOYfGzX8XuO2wyZLV94frwpj99saM9RMhmWSTgJOKPKj0q7DJDEf8KhSZxTZyZtA5T2vq2Cabo1KawSFLEt66bQK+NaBPh9qW7vs3jTQRQiwtFXh8fMl2AMAtk83A6Kyh+Z1SERxofil+puS57OCC47AvCi7MkSzGzNGQiM4RNThynAouG1OK0f29mDSsL74+WIfr/7IKDEiq5SQxQGIcUV3grTX7EdIaXvSt2QaRNMNmBUyAWfVYkhgUiVnneXHFbtw+eQh+/+FORHUBRTavo3NhVdB22xUwBhhCYGuFHw8uKsfV4wZAjhWOJKSn0Tiw62gQQsDKvdMMAYObHxbSHcIRQkAT5oeNLLuMuk4qk5FKj85peuihh8AYS/oqLi627hdC4KGHHkJpaSmysrIwdepUbN68OekcqqrirrvuQkFBAdxuNy6//HIcPHgw6Zja2lpMnz4dXq8XXq8X06dPR11dXVc8RUJ6jMYFHhVJgsQkKJIEu2IOnT/36W4r70aSGEb392LKSX0xur+3WwrNtdfIYg+M2MiOIgFS7PVFYgyKZN5uCPM4wHyu31SHENGMpFpOcRKToMgMQZUnJ3mLpP81EQ/UNIODCwHGGBSZIRDWUJjjwv3TRsDrsoFzgagukrYcCao6qgJRHPGrqAlGcTSg4sMtR+DNsqGlH0V8eo+Q7qDqosliBS7M4CndoqdCmLlRBR4H3Ha5XQtP2qtHB00AcOqpp6KiosL6Ki8vt+574okn8NRTT+FPf/oTvvrqKxQXF+O73/0uAoGAdcysWbOwaNEiLFiwAJ999hmCwSAuvfRSGEbD8Pm1116LDRs2YMmSJViyZAk2bNiA6dOnd+nzJKS7pSrwGBcPCgJhDe9urOimFmbO1soAZGZOCxgc4MKs/M2FGZjEk1K3Vja8lhyqC5nTlc1EHBJrCI5sErOOa+nTc/w+IQBV54jqHBACXACf7TqKs4YWYOXsc/HjMwZiTH8vbM2sPuMA6qMG9hwNYmC+Gx6nApddSmorg5kL4ogXaSKkFxNcoF7V273wpL16/PScoihJo0txQgg888wzmDNnDq666ioAwKuvvoqioiK88cYbmDlzJnw+H15++WW89tprOP/88wEAr7/+OgYMGICPPvoIF154IbZu3YolS5bgyy+/xJlnngkAmDdvHiZMmIDt27djxIgRXfdkCelG8aAgxcIWALH9wmLH9URt2UC4JhSFFCtUeSwYhaobELE8IadNRn62HaGEVTm6zlFRFwGs0SluraSzrh9L1IaZggS7LEEIwODmJ+jEIpmpMDTs+A4AH2w+gqVbjiAUNbeMSKcmpD+i47sjC/HW2iiCER1OxUxK5yIW7DEGCelPgxDSIzEgrHFEDYHJwwu6dJS7x4807dy5E6WlpRgyZAh+/OMfY8+ePQCAvXv3orKyEhdccIF1rMPhwJQpU7By5UoAwNq1a6FpWtIxpaWlGDVqlHXMF198Aa/XawVMAHDWWWfB6/VaxxByIujXxwUJaLaadDwo6NfH1ZXNSku8SOXM19Zg9j++xszX1mDG/NXNFpKM15uyyxIGF7gwKM+N/rlZGJTnxuACF2yyZNWbmrd8N8bN/Qh//2q/ufO6AFRDIKobMHh8dMqAbgh4nDJynDazXIEQsREsU/z/6b6+ZykM/ogOPRYwpfu2oBkcZ5floy6soSakwYjlUxmxAK6tVcYJ6WmYAFx2GS67guU7q6m4ZdyZZ56Jv/71r/jggw8wb948VFZWYuLEiTh27BgqKysBAEVFRUmPKSoqsu6rrKyE3W5Hbm5ui8cUFhY2uXZhYaF1THNUVYXf70/6IqS3umxMCTxZ5hs+F8njGlxwMyjIsuGyMSXd1MLU2lOBO6neFBeI6AbCmoGIbkDwhnpTX+w+iseXbIcvpMWm7BrOYQgganBzWs0wR6nu+s5w3HluGRgzczfiSa6Jcl2pc44Sj2IAjjXa2iTdt4XFGw9bJRsUqYe/yBPSDrkuO4YUuFGY46DilokuuugifP/738fo0aNx/vnn4z//+Q8AcxourvH+VyKWTNmSxsekOj6d8zz66KNW8rjX68WAAQNafU6E9FSKIuGOqWWQJXPzVp1zM1ji5oouWWK4Y2oZFKXnvGy0twJ3vN6UwTm2VARwsDaMI34VB2vD2FIRgME5bp00FM8v25OUGC83s30MA+DNsuHUUnO/vZY++GoGt+otpSJLDfWZ2mN3dQgGF3AoZl4WbfVGjjeSZC7c6Mi2Te2+dpddKQPcbjdGjx6NnTt3WnlOjUeDqqqqrNGn4uJiRKNR1NbWtnjMkSNHmlzr6NGjTUaxGnvggQfg8/msrwMHDrT7uRHSE9wyuSxpxZZmCHAu4HXZcP+0EVadpnRxLlB+0IdlO46i/KAv48PobdlAuOljffCFtSYjOAJAXUjDI4u3wJeQGC8goMeWryVeKtdlwyklHsiShOc+2YUnP9zeYpv9EQOGMFfsOWUg2yGbydkw69goUsdelg0Bq80UMJHjkS324aUj2za1V49PBE+kqiq2bt2Kc845B0OGDEFxcTGWLl2K0047DQAQjUaxbNkyPP744wCAsWPHwmazYenSpbj66qsBABUVFdi0aROeeOIJAMCECRPg8/mwevVqjB8/HgCwatUq+Hw+TJw4scX2OBwOOByOznq6hHSLWyaX4aaJQ1JWBG+LpAKYhoBNzmwBTCC9DYR9KT6JxssrCAHYZYCxeNI2t3KAth0JAjCXQgvBrToyjQeI7LIESZLQx2VD+aE6RPTWA8PSHDtqQjqihkBEbcgx0jggCQ5FYmntIdec+ChWOtWVCelN4ntAxrdtGlniodVzcbNnz8Zll12GgQMHoqqqCg8//DD8fj9mzJgBxhhmzZqFuXPnYvjw4Rg+fDjmzp0Ll8uFa6+9FgDg9Xpx8803495770V+fj7y8vIwe/Zsa7oPAEaOHIlp06bhlltuwZ///GcAwK233opLL72UVs6RE5aiSLjy9H7tfnw8zyio6sh12WGXJUQNjq0VATywsByXjC6ByyG3OyCLS9xA2Ck1rRje3CfRxPIKcmxkR4sFTKno3Ezojm+tkij+qdchS4ho6Y3tSJKUVOAyEReAXZEQNdqesO1QJKg6h8EFJDnWVoqbyHHEaZOhGgJ1oWiHt21qjx4dNB08eBDXXHMNqqur0bdvX5x11ln48ssvMWjQIADAfffdh3A4jJ/97Geora3FmWeeiQ8//BAej8c6x9NPPw1FUXD11VcjHA7jvPPOwyuvvAJZbniB/dvf/oaf//zn1iq7yy+/HH/605+69skScpxonGcUnzZzSjJkpmF/TQjPL9sNwPzU+NC7m/D90/tjyojCNlcWjyd0b60IoDhHSpqia+mTaOPyCgKtF9YzYmUDEqt7xz/1AkBEN9Iuzne4LtLi/UG1fSvc1FggpnOAc6NJgEdIbxeKGgiGoxhZkpPRUet00d5zGUR7zxEClB/0YeZra+B2KHDaGj6cHA2oqPQ3BAs22RxVsbYFccjwOm1tnsJrGNUyUm4gPPfK0U3OtWjdIcx+a0Ns+xKp2T2vpFYSsrMdMvq47JAZcNgXSWvfLEJI+zEAvzj/JNz5nWEZHWFK9/27VyWCE0J6vlR5RkIIHA2qSccJwcATZqjCUQMuu9xiqYBUJg4rwNwrR2NkiQchVUdVUEVI1TGyxNMkYNJ1jkXrDuFATRAOm2yVV2juo6PMzNVszQmqBg7WhrGvJgzdEMjqhJWFbX1boMElcjwzp8hFt23b1KOn5wghvU+qPKO6sGZNb8XjE4M3FH6MV8OO6BzFOQ5U+lW8sGw3zhqan9aLY3MbCAPmyFdNKIpl26vwz7UHEVB1iIQpNlUXaGZ3EuixKuFSrN0jirKtBPHGBMwcqkyJ91Vbx65orIsc7zYd9kPXebeUP6GgiRCSUanyjLRYMJH4hp7qzV0zeJNSAaP7e9O6bnwD4bjE1Xu+iIb6FvKEUk3BxZOo4/e5bAwHasMttiGTFRW8WQrqwnrmTkjIceKDzUcwbu5HuGNqWZvLoHQUTc8RQjIqXjgy2yGj0q8irBmQWxktsja6TViJ1pGidYlVwiWJpQyYWKN/2xq1MXE0CgCy7Arqo123BYmtpXlBQk5gMgN8IQ2PL9mOect3d+m16a+SEJJxjfOMtDRqFzGYS+YFRLuK1sXzlf743x146N0tqK2PIhw1zI12U0hsEQegNTNMJDMg321DqAsDpmyHAl+ERpkISUWSGOwKg8EFnvt0N/Rmynd0BpqeI4R0isQ8o+p6FXMWluOwr/ml9gLAvmP1cCgyFJlhTP8+aRetm7d8N/748U4EIkZSMNSRXFGnIqEg2xErKcCwuzp1LlMmxbdXGVWagy/31nT69QjprSQmQZE5AmEN726s6FBduTZdt0uuQgg5IcXzjArcDqg6TyuICUUN1KsGJg8vSCsJfN7y3Zi7eBv8jQImoGM5RhGdI8cpQ5LMEgYupXNX6zAALoeM/rkurN1f2+rxhJyo4qtdJWZ+2DpUF+qya1PQRAjpdMeCKvwRDQyA0ybBJrOUS+O5AFx2GS67guU7q1vdq07XOZ5cuqPFFWMdCZyqg5pVJHNgfnaruVnpYkiuLM4A3HrOEHAusK8mRPWeCGmR+ffBY9sa9evj6rIrU9BECOl0tSENnJu1VRgYpFjE0Dh4KHA7MKTAjcIcR7Mb7SZatOFQ2luXtCZVOBTSdFT6VbhsDP1zs6BkKGgSQFJtqGvO6I+31h5EOEPPhZDjmcQYuODQDQFPlg2XjSnpumt32ZUIISesPm4bJImBCwEhRMPKNJYcPGTZzRIF6a6e+3hbVeYayVIHTh6njJqQhsWbKq1tStp4WhRmO+B1Nt0bT5EYrhs/AFed1h81Ia3tbSbkBKQbAlFdQJYY7pha1qX1migRnBACzkWTwpCN84l0nePdjRU4VBdq80a7BW4HcpwK/BEdGufW0rXEgEmWAFtsT8h0V89lNMtIAInVNyUAk0/qiw83H4HBBRSZgbdj2kwAUHUDsiShX46E0rxs1Ks6Bua58cSVo/DfHdX45cKNGXwihBzfOMwPHD8a17/L6zRR0ETICS6xCKRmCNhkhqF93Zg2qgQD8lzIc9mxcrd5TCCsgcMMKP7nvc1pF5c7tTQHp5R68dXempT5OgxAlk2G0ya1uNFuY985uRCLN1W263knVidH/N8JNygMeL+8EgJNazi1lS+iQ2JAQGKoDNSCA9haEcCSzZVN2kEIaZnHIcMmS/h89zGs3FXdpZv2UtBESJo6MtLSVdIZMUrUsNmtjlyXHXZZQl04ilV7a/DFnhpkOxQIwRGImDWKFJlBiW1iGy8uB6DVwEmSGAbmZmHFztTTWwKAIkmI6A0b7d4+pazFtsdrs8hSw6a/baHIDLohUgYsOU4ZHqcNh2I1nnTe8b2uuAC4ISDFtmWJV32igImQtsl12ZCTZW/zdkuZQEETIWmYt3w3nvu0/SMtXSHViFFZYTZun1KW8pMY5wIvLNuNoKqjOMcJxhiCqo6jgSh4LOkoqulQEwILxswkbokBEuOI6mZxuZsmDmkxgNR1jv/ERoTiL22Ng4W6sAaJCZxS6sXPpg5r8dNj0s+jlahDYqlX0GmGsNriUCTkOGUEVQOD87KgKAqq/A01pQTQ6kq+dGVyqxVCTkT+sAaP09au7ZY6qmd9TCakB5q3fDceX7IdvpBmVqKVGSSJdVsZ/1QStw1xOxQUehxwOxRsrQjgwUXlWLmrusljNh/2Y3dVELkuOxhjEELgaCACQwjYJAmKLCFqiKQ3ed3giIdQZnE5ZhWXS4VzgfKDPjzx4Xb4wxpsMoNDkWBXJNhl8/GJnw/Notstf2Js8vNQWLP1nxSJwaHIzd4ff2pTR/SFTTZrJCmK+VkycRsTmkIjpOeoixjYVhmAP6x1aLul9qCRJkJaoOscz326GwYXsTdn8420rSMtnSnViBEAOCUZxTlSs0PYNaEoNEPAHgsOIhqHqnMoEoudIzlgYojtxyYaygRIzJxmSlVcLnHkqy5kjggJQ4ApDDJjMCBg6MnTY0IIbDnswwMLy3HJ6BK4HHLSVGjjnwcX5tScLDHYAKiGgC22Sg8wg6b4ar2WbDzoQ31Eh9MmQwgBxhi8WQoqfIAhKGAipKcxBFAVUJHjlNu03VJHUdBESAve3ViBQFiDIjcETHHdVca/scYjRokYY80OYee57LDJDFGDwynJ0DlPCoiEiAVF1txcQ9AUHwxqXFwunvf1xe5qfLy9ChBArtsOxoBQnVmxW9M5oEixUatk9VEDoaiBmpCG55eZI3gSgIfe3YQ7zx2GgmwnAmENjAFqM/vZaTyWN8TMfzOWOm8pUUVse5dgVEeWTUZhjhPZDgV9PU5U+pvf+oUQ0r1CUY4Rhdlddj0KmghpwaG6kLm8tZnpnZZGWrpK4xGjxhyyBF+KIexTS3NQVpiNrRUBFOdIUCQJjMVHVQQMLuBQzORsHh9hQkNQFS8u53WZxeXieUb+kJn3BZj9o8gS8t02VPoi1qiNZvBmR3+abIUCwBfW8ej723DO8AKzLa30CRfml8QEeBuSxLkwA7dvjtWj0OOALDGamiOkB+NC4D+bKmnvOUJ6gn59XJDQfPJud5TxbyxxxCiV5moeSRLD7VPKkO2QUelXIWAGXrrBoekcEmMo8mah0OO0HhMPqHRuTk0yBnyrnxf3vLUBjy7eFsszargGF0ClP4Jj9Rr6Jp6nHVEIF8AXu6vbFMC0N+laCOCIX8XhuggFTIT0QBJrKAVCe88R0kNcNqYEniwbdEOAi+SgpLvK+DcWHzGqDZn7pCWK1zwqK8xOWfNo4rACzL1yNEaWeBCOGlBkCWBmontfjwMum4xspwKXTTZHmQBEdQEttqJOCGD5rmq883WFuaqQAYmp3fF/HQ2qKMi2ozjHmdamvc2JGq0f0xgFPYQcf+yKZFXx78oPrTQ9R0gLFEXCHVPL8PiS7YjqAorMrSXsutE9Zfwbi48YPbioHJV+FX1cNjhkCaqRXs2jicMKcNbQfKu+04GaEJZsqsSeo0FUBVXYJIayQjeEAA7WhVGv6laBSsl83UI8vcgQgJEQuMX/ZXCBurBmBmJ2CQdqw7QpLSGkXWQGcM6hG7DSA7oKBU2EtCJehyleF8iAGSh4XbYeU6cpPmIUX63m4+YqspElnmbrNCWSJJaUJH7t+IFJQdS8FXtQr+oocNvhDzfskcZ58oa7LTHzmAT8EQN9smw4Guy6ZcKEkOOHIQDDMKfKaO85csLqyRW3b5lchpsmDumx7QOajhilUxG8OfEginOBGfNXoz5WzqAuVkwynhzdeOuRlggBVPpVZDtknDOsAK+t2t/mdhFCiKVrioAnoaCJ9Ai9oeK2okjdVlYgXY1HjDqqcTkDLSHZnMVLEKR5Li4ERpbkYMbEgXhp2Z6MtZEQcmLiAl1eJ6/nfEwmJ6zeUHG7t4pX5F624yjKD/ravBVIYjkDzjmisf3e4kng6XIoEu78znAEIhp++uo6rP6mrk3tIISQVHyh5nck6Aw00kS6VW+ouN1btXUvulTi5QyO+MOoDWloa+62BCDXbYNDkfHGl/uwoyrY9ifSAqqhRMiJTQDYdyyzrystoXch0q1ar7jd8t5mJLX27EWXKD5CVV2vQgCork8/YGIwg16ZMWTZZWgGMDDXkfGACaCAiRACbKvsuqCJRppIt+oNFbc7inORkeTstlyvpb3oKnwRPPHBdszSOfKzHU3akzhCpWrmliZxLPaflqbmzADYzDcIRQ3IEkdNuB0FlgghJA0uW9dlhFPQRDKuLUFCYsXtVId0VsXtzgpkGq8ALHDb8dJnezo0RdYWnAv8e8NhbD7kg9uhQAiBiMahcw5FkqBzjlDUQPnBOvziHxuQZZNRVpiNmZOHwptlx2e7juKvX+xDVDeQ53aYyd4JQVNzq+XkWJAkYNZk4mBgDHDZJSiyhIM14Yw/V0IIAYDBBZ4uuxYFTSSj0s2jiQct3iwFWQ4FwYgOifGkKbrGe5t1dRvbqvEKQBbb2DbLJqO0TxbssoSowbG1wo973/oaN0wYjEnDCjIWsMWf15bDftSGNfgiOg7XiVjVXAaBhn3YGABFYpAlhq8P1OGnr66BIjOEogaEALLsEupVHaE0S3ALALLEzIApFlnFstNgVyTUq1STiRCSeYrEcNvkoV12PSYa77tA2s3v98Pr9cLn8yEnp+mWFZnSU+sZxfNogqqOXJfdChJqY1Wp5145GhOHFTQJWlTdgD+iAwBsCVM78Yrb908bkbGyA+m2sa3iKwANLqDIZoiiGQ2DMsU5TvT1OBBUdVT5IwhrBmSJocBtx7CipgUoU/2MJYk1OzqW+LyybDIO1YWT9l1TGKzNcuNkxgAm0MyWdQDST7SmhGxCSHc4bYAXi+6Y1OHzpPv+TSNNvUxPrWfUWh5NpV/FC8t2gwuBX/9rU5OgxeBhhDUDhiFgsM6puJ1uG88amg9JYmkHp6lWAHIhADREI0eDKpw2CYfrIuDCDAYhAEWWrOTseMCW6mf8m3+Xo6/HAVXjTUbHzhqan/S8AOCwL5KUeKSnmlKTRKt7uaUbCFHARAjpDnuPhaDrvMsGDiho6kUaj2YosRGZeD0jAN0WODUugpiIMYY+Lht2HQngDx/uSBm0DClwo9IfQZ7bgcvGFKN/rjtlkNKRXKR02ri7KojNh/34ck912sFpqhWAjYs+GlzgQG0YQpg1jwBAjwVPxTkOK2ArP+TD7z9I/hkbXCCoGgiqIXidCrwuG4SANc13wSnF2FYRQB+XDYwxhNOeUqPxIUJI78QAyBKs1dVdVXiYgqZeoqfXM0osgpiKQ5ZQrXMcqAkhz91c0GJHMKJh6oiilFWtO5qL1FIbzXwfgfqogT9+vBMfb6tKOzhNtQKQsaZTVkZsviyic2sVmi+kwWWT0Mdlw85KPzbsr0v6GQuI2KiVyRfREYjoYBKDEAJCAK+v+gZCAKGojsIcZ+z21oMhg1PARAjpnQQAnZuvs125urr7E2FIi3SdY9G6Q/j5gvVmxexYUi8XIpZ0K8DAur2eUbwIYrSZBBnV4LFVcs0HVnaZIawZWLajqkn16o7WHWqpjUFVxzfVIeyvqUcgouHDLUegcwFFYlAkyawXJUmwK2ai83Of7oauN5wjcQVgXGtjOPGK2rVhDVsqg6gOqAhqHPVRPZYTFfsZGwKNYxvGzBG3+Go1IczfiYhm4FBtGFGdN3kMIYQcjwSAEm9Wl12PgqYebN7y3Rg39yPMfmsD3t9UaS7nFuZIRVTniBoN/4cQEOi+ekanluagrDAbtSGtySiHEAJ1IQ0D893IsskpA6ugqmNvdQj+sIa/rNiLma+twYz5q7FyV3WTXCSnTYYkMThtMoo8dtSFNMxdvBVfH6hrcZuQVG0MqjoO1YYRjuoQArAlBHQ6FzASnktzxTYvG1MCT5YNuiHABbeec1vUhTWosTZACEQNDlXn0FI8n3hCd3xgiwvApphDWwbnOFaf3ko1CqwIIceDwQWZLUnTEgqaeqjG+7E1HpwRCf/nAtC4+U2m6xmlS5IYbp9ShmyHjEq/irBmgHOBsGZYO9vPvuCklIFVUNVxsCaEiGbAocgo9TqTRpHeWL0/ZS5SUNWxryaEoKpjS4UfP321IdBqvY0RHPFHcLAmZG5CywBZkuCyydbxAoBucIhYbwuY015cAEu3VFqjTYoi4Y6pZZAlhqguoHOeFGylS+MN/28toGk8kqVIEiSYo06q3sJyOEIIOc5sPOjrsmtR0NQDNc5fUiSzQGBrJInhklHFADq+UWt7TBxWgLlXjsbIEg9Cqo6qoIqQqmNkiQdzrxyNScP7NgmsDM5R6YtA52aOUpHXCVmW4LTJKM5xIKga+Pvq/YjqPGlazxoh0jgkyQwibDJrdbpu4rACnF2Wj7qQhqqACo2LWEFGwGmTIMsNQRlDLKFbAJrBY0UizWDl/U2VGDf3I2sz4Vsml+H+aSPgddnAuUB745b2rlYLqrrVNkIIOZEcru264rmUCN4DNbcaqzUuu4ztVUEEIlqnFG9Mx8RhBThraH6zK9zigVW8fcc0A1HdQJZNRpHXiWxHw69kfEVblV8FGBA1OJySDCEEjgYiMISATWIQACQJcNkV5Nmalg5ING/5bry55iB0Lqx6UHHxWlFx8bt0LpokTQsAdY0Sw2+ZXIbrxg3EPf/ciK8P1qLCp2akT9NFARMh5ER0NNh1r7UUNPVAqVZjtRY0ycwMMj7bVY03v9rfpA5S41pAXa1xqYD5M87A1soAlu2owl9W7EVpbIQpkRDmiraozlGQbUdNfRQlXicimpnvo0hmlWvdELApkjWN5s1SsLXCj9e+2IfTB+VaQVviCJ5DYQBYyqksOVYIMq6lVWY6F/h/H+9CWd9s/GPNASzdeqTFYpGEEEIyy+2QWz8oQyho6oESV2OxWCiQKrFYAiDHKmjrhkBI1fHB5oq0izd2hpW7qvH8p7uwrTIATRewKWYdIsYYjgWjTUa+ppxUiDdW7YfGBeSE3/ugquNoIIKIxs0l9wxQdQP7a8JwO2QIARiCN0yD6QL7a0JW0ciowfHURzvgtsvWtY741aQRvHjSdmNcmH2bbuwTjOi45bU1FCwRQkg3OH1gXpddi3KaeqD4aixzi5HmV1GZNZpYQ3I0Aw7WhtMq3tgZVu6qxi/+sQFf7jmG2vooAqqGmmAUmw4HUH7ID83gcNllyBLDlsN+PLioHL5wtPkVbZoBIQSybDL6euxwKBKihgF/OAo9IW9IkRlssjlNF9E4IrE78t12uB0KNh/y4ecL1uPlFXvMESQhwDlvdgQpsZZ3uqElBUyEENI9Ljm1uMuuRUFTD6QokpXQ3dKsnB5bKRWJLbuyyVKrBSY1LlATSn/z1HQSyjkX+PpAHR5cVI4jfhU6N6e3uEgerTkajOJQXRiV/ggimoGaeg1/Xr4HMycPtZLDQ1FzbzaDcwhuBnvZTgUQDH2ybDC4aDKlJri5RF9PmFNjMDedDUR01IU1VAej2FRhBosaB1QjvWRtyhMihJCe7f0tR7rsWjQ91wNxLrByz7E2PcYQgE1iVg6TU0qe4xUQ8Ec0cC5QE4xawU9LW5KkU4E7fszWCj+qg+kEY2aFIXPDWo4th33wZtkx98rReO6TXfj6oA+h2DYgzJxpw7FgFNWxNrPY7YlJ3EaKyEYA2H203gooCSGEHJ/2VAW67FoUNPVAGw/U4Zvqthep9Ed0TCzzYvuRIIpzJGuKLqjqqPKHEYpySBLDw//ZjJc/2wPGkJRnNLSvG9NGlWBAngsHakKYt3w36qNGUkL5lsPmfmc3TBgEj9OGect3IxDR0q4NZB5mBj8GF/BHdFTXq9h1JIBNh30Iqg0r2IQAZAjIsln/SCA28pPG8A8XoICJEEJOAG+t2Yd7p53cJdeioKkH+s+minZNCwkA543oG5sCU9HHZYNmcBysCVmjMUII1IY0HKvXAAB9sx1w2WWEojq+3HMMX+ypQbZDQUQzwIVAvz5ZcMYKPuqaQEQzUBuK4qmlOyAxZhaGRNurS8e3/xCGwPzP9uLzXdUpR4yMxAQjQgghpJHKoN76QRlCOU2NPP/88xgyZAicTifGjh2LFStWdHkb9lTWtfuxi9buSyoweag2bAUjNomZdY0SgpPqoIqDtSEcDUbN4ohcQI0VneRc4HBdBEFVt5KzIzqHLDGrFAAXHduOQwBYvjN1wBRncEG5RYQQQrodBU0J3nzzTcyaNQtz5szB+vXrcc455+Ciiy7C/v37u7Qdy3bWtvux5UfCmDisAK/eNB73XjACgPlDdsjMrCrOWFIAEt/PLo7DXK4vYpsAG0Kgyh82k7NjxSRliVmbxRJCCCEnCgqaEjz11FO4+eab8dOf/hQjR47EM888gwEDBuCFF17o0nZkYqBRkhgCqg4uBBSFQZLMH3Vz26kkLq3nIl4XikGRmFX2QJHM8gaxskmEEELICYWCpphoNIq1a9figgsuSLr9ggsuwMqVK1M+RlVV+P3+pK+ehCXu6mvd2MLxCffZZClWx0hYQZS5Say5pUjiHm2EEELIiYCCppjq6moYhoGioqKk24uKilBZWZnyMY8++ii8Xq/1NWDAgIy0JVMF4b89sI8V/FhZQWnMqTEAfVw2SIxBN8xgCcycqtMNAYkxeLNsGWolIYQQ0jtQ0NRI40raQogmt8U98MAD8Pl81teBAwcy0obTBvfJyHlG9/PipKJsCACabm5Hwhr9xBnMmkfx1WyAObXncdhQ2scJSWKQmLlVi7lnm4R+uVko8jjQXYNNDDQ9SAghvZ2jmULMPVnva3EnKSgogCzLTUaVqqqqmow+xTkcDuTk5CR9ZcIr089o92MX/3y89W9JYnjgopHo63FAkhgMzqHryUNNksTAEkIQiQHO2Oa3QdVAvz5Z+O3lp+Ke745AUY4TWbFtUABzWxbrce1usXm9lgzOd+HCUwqt7616TQmybPSrTAghvcWci0/G/JvOQK4r9axFrsuG+y4alNa5Xrn51Ew2rUX0ThNjt9sxduxYLF26NOn2pUuXYuLEiV3almy3HcP6utv12FNK+yZ9P3FYAZ6++ts4c0g+cl0OeLJs8DptcNokeLMUlHqd6JfrRF+PHTbZTPRWZAnhqIGRJR7MvXI0rj9rEG6fWoYnf/gtjCzJQUjVURVU4VBkDClwIdshg7H2jf70cSrwNvNHwwDYZYaowfHl3pZXFIY7qZCl2y7DZe+6HbQ7E43OEUI6m01q+bXG45Aw5+KTcctkc2eJ5649HWeX5aNPlg0uu4w+WTacXZaP5649HT+bMiqta04dPjgjbU8HE0LQyvGYN998E9OnT8eLL76ICRMm4KWXXsK8efOwefNmDBrUesTr9/vh9Xrh8/kyMup0/pOfYtfR+rSP/+axS5q9j3ORtGWKLxzFn5fvMbdI4WYpgaF9szFtVDEG5LlSbquS6jynluaAc4F3N1bgUF0IIdXAV98cw9p9deAwo/Jsh4yAanRriQJvloL+uS4UeZw4a2geirxO9PU40DfbgffLK/DnT3eiPmHZolMGSnJdUDVzs+T6iIZQo8CMASjMcYBzs0wDAOiahig3VyAqMsOQPCckScL+2gg0Q0ACIEsCsiQDzNxouDjHAc65dYxNZji12I0BBTkQQmBQnhvr9lXj05017XruTpsEhyLDLksYUezBjAkD8X+f78OhuhD69XHhpkkD8X/L92D9QT90Q7RYM6s9JAbIsWCccw410xdoJ5kBuS4F1fUdW68any6mGqyks5mLcdrOqZj7khodfLtvfH2ZAaeU5uCkIg8G5blx2+ShkCRmvR/06+PCRacU4f0tR6zvLxtTAqXR7EKq95XE957Bv/pPs21q6X2vLdJ9/6agqZHnn38eTzzxBCoqKjBq1Cg8/fTTmDx5clqPzXTQBADB+ihu+ds66xdu3nWnY7/Ph4ufXW0ds/jn45uMMKWjtV/UxsJRA9VBFVUBFUcDKo4Gzf9X+SOoCqioDqiorldRHYhaQURn8DgVFGQ7UOhxoK/HgUKPGQAVZNtRmOOE16Hg/U2VqApGMCQ/G7dNHgp7K6NFus6T/tAvG1MCSWJJ/TO8wI2XPtuLfTX11guEokhJx4ws9mBrZSCpTwG0+ZhUP4tIRMf/Lt6Kb2rqMTjPjQcuHIGl248mtZlzgReX77HaeOukIdhZXd/qz7jx78IArwPTX1mDSl8Yxd4s/O2mM+C0K0nnvn58f9yx4Ouk3027TW71+qGwlvQ7/ccfjcHT/91tPa/fXDwSAJKe6y/OK8Ndb25s8Vo/HleKa19eg6OBCPp6nHj71jNhl2Xc88+N2F9Tj4F5bvzhqtHYWxtOao+u86Tz3HDmAPzqX5utxzz1/TGoi0Rw/tOfI6IZcNpkLLl7AtbuDyb1fTRqJF3rwYuG4QcvfgVfOApvlh2L75oIRZLwg5dWWW3807Wn4ocvrkUoqsNlV7B01tnok+VMeu43T+qPS/+4yrr2R784G9l2O66b/5X183l5+mn4fx/vSerDgz4/Lnj6C+vDyzt3nYG/rzqSdEwoquHy579ATb2KPLcDz147Ele/uA46BxQJ+OgXZ6PYk53UnpvO7odL/7gKqs7hUCTzGG920t/PlGF5mPHq2qTfH53zpGu9ctO3ceP8Ddb37/xsAqpDIVz4zJexHSqBv906BrPe2N5iH75x8zgsWHM46e8yqhlJv2OPXnkyrv7zmqTz5GQ5kn7ul3+rLy5+9sukfnYqSlKbX7/5dNy1YFPS84r/bkQNAbvM8PbtY3HPm9uSfg9dDlurfzuuLFvS3+CgPk7MfGN90jFOh5LUz98d0RePfrA96WeqG7zJe0bjc5flufDIkm1Jj5MkltTGn0wYhP/7Yl9SvwJIOiad19ZM+XTnN7jx5c3W96/cfGpGR5goaOoGnRE0dTbN4DgWjMaCoAiqA1FUBcwgKB4cVQdUHKuPJu0Ll2lORUKBx4GCbHP0pzCnIRiKB0R9Y/fHt3UhhBBCMiHd92/ae+44xLlAXVgzA6FYMHQ0oOKIX024TcWxoIrakNZp7VAkhjx3Q7ATHxkqynFat8UDomyH0uwqRUIIIaQnoKCplxBCIKjqqI6PCsWmxY4EVBwNRHA0GDWnx4LmqJDRkQ3hWpHrsiE/OzYd5nHGRoXigVHD6FCfLFuL032EEEJIb0JBUw/31poDePbjnTjqVxHROy9PyO2Qke9uGPmJB0NFnoZRocIcB/Lcdth6YW0NQgghpKMoaOrhuBA4UBNu12PtsoS8bDv6xqbB4qvFir0OFGQ7Y0nUZkCUdZwsqyeEEEI6CwVNPVxfjyPpe4kBeW478t0OFHgaAqKiHCcKPQ4UJuQL5TgpT4gQQgjJFAqaerhvD8jFX38y3hopynXZYxW5CSGEENKVKGjq4fLcdkw+qe01mAghhBCSWZTRSwghhBCSBgqaCCGEEELSQEETIYQQQkgaKGgihBBCCEkDBU2EEEIIIWmgoIkQQgghJA0UNBFCCCGEpIGCJkIIIYSQNFDQRAghhBCSBgqaCCGEEELSQEETIYQQQkgaKGgihBBCCEkDBU2EEEIIIWmgoIkQQgghJA1KdzfgeCKEAAD4/f5ubgkhhBBC0hV/346/jzeHgqYMCgQCAIABAwZ0c0sIIYQQ0laBQABer7fZ+5loLawiaeOc4/Dhw/B4PGCMZey8fr8fAwYMwIEDB5CTk5Ox85Jk1M9dh/q6a1A/dw3q567Rmf0shEAgEEBpaSkkqfnMJRppyiBJktC/f/9OO39OTg79QXYB6ueuQ33dNaifuwb1c9forH5uaYQpjhLBCSGEEELSQEETIYQQQkgaKGjqBRwOB37729/C4XB0d1OOa9TPXYf6umtQP3cN6ueu0RP6mRLBCSGEEELSQCNNhBBCCCFpoKCJEEIIISQNFDQRQgghhKSBgiZCCCGEkDRQ0NQLPP/88xgyZAicTifGjh2LFStWdHeTerVHH30UZ5xxBjweDwoLC3HFFVdg+/btSccIIfDQQw+htLQUWVlZmDp1KjZv3txNLe79Hn30UTDGMGvWLOs26uPMOXToEK6//nrk5+fD5XLh29/+NtauXWvdT33dcbqu49e//jWGDBmCrKwsDB06FL/73e/AObeOoX5uu+XLl+Oyyy5DaWkpGGP417/+lXR/On2qqiruuusuFBQUwO124/LLL8fBgwc7p8GC9GgLFiwQNptNzJs3T2zZskXcfffdwu12i3379nV303qtCy+8UMyfP19s2rRJbNiwQVxyySVi4MCBIhgMWsc89thjwuPxiH/+85+ivLxc/OhHPxIlJSXC7/d3Y8t7p9WrV4vBgweLMWPGiLvvvtu6nfo4M2pqasSgQYPEjTfeKFatWiX27t0rPvroI7Fr1y7rGOrrjnv44YdFfn6+eO+998TevXvFW2+9JbKzs8UzzzxjHUP93HaLFy8Wc+bMEf/85z8FALFo0aKk+9Pp09tuu03069dPLF26VKxbt06ce+654lvf+pbQdT3j7aWgqYcbP368uO2225JuO/nkk8WvfvWrbmrR8aeqqkoAEMuWLRNCCME5F8XFxeKxxx6zjolEIsLr9YoXX3yxu5rZKwUCATF8+HCxdOlSMWXKFCtooj7OnPvvv19MmjSp2fuprzPjkksuET/5yU+SbrvqqqvE9ddfL4Sgfs6ExkFTOn1aV1cnbDabWLBggXXMoUOHhCRJYsmSJRlvI03P9WDRaBRr167FBRdckHT7BRdcgJUrV3ZTq44/Pp8PAJCXlwcA2Lt3LyorK5P63eFwYMqUKdTvbXTHHXfgkksuwfnnn590O/Vx5rzzzjsYN24cfvjDH6KwsBCnnXYa5s2bZ91PfZ0ZkyZNwn//+1/s2LEDAPD111/js88+w8UXXwyA+rkzpNOna9euhaZpSceUlpZi1KhRndLvtGFvD1ZdXQ3DMFBUVJR0e1FRESorK7upVccXIQTuueceTJo0CaNGjQIAq29T9fu+ffu6vI291YIFC7B27VqsWbOmyX3Ux5mzZ88evPDCC7jnnnvw4IMPYvXq1fj5z38Oh8OBG264gfo6Q+6//374fD6cfPLJkGUZhmHgkUcewTXXXAOAfqc7Qzp9WllZCbvdjtzc3CbHdMb7JAVNvQBjLOl7IUST20j73Hnnndi4cSM+++yzJvdRv7ffgQMHcPfdd+PDDz+E0+ls9jjq447jnGPcuHGYO3cuAOC0007D5s2b8cILL+CGG26wjqO+7pg333wTr7/+Ot544w2ceuqp2LBhA2bNmoXS0lLMmDHDOo76OfPa06ed1e80PdeDFRQUQJblJtFyVVVVk8ibtN1dd92Fd955B5988gn69+9v3V5cXAwA1O8dsHbtWlRVVWHs2LFQFAWKomDZsmV49tlnoSiK1Y/Uxx1XUlKCU045Jem2kSNHYv/+/QDo9zlTfvnLX+JXv/oVfvzjH2P06NGYPn06fvGLX+DRRx8FQP3cGdLp0+LiYkSjUdTW1jZ7TCZR0NSD2e12jB07FkuXLk26fenSpZg4cWI3tar3E0LgzjvvxMKFC/Hxxx9jyJAhSfcPGTIExcXFSf0ejUaxbNky6vc0nXfeeSgvL8eGDRusr3HjxuG6667Dhg0bMHToUOrjDDn77LOblMzYsWMHBg0aBIB+nzMlFApBkpLfMmVZtkoOUD9nXjp9OnbsWNhstqRjKioqsGnTps7p94ynlpOMipccePnll8WWLVvErFmzhNvtFt988013N63Xuv3224XX6xWffvqpqKiosL5CoZB1zGOPPSa8Xq9YuHChKC8vF9dccw0tHe6gxNVzQlAfZ8rq1auFoijikUceETt37hR/+9vfhMvlEq+//rp1DPV1x82YMUP069fPKjmwcOFCUVBQIO677z7rGOrntgsEAmL9+vVi/fr1AoB46qmnxPr1662yOun06W233Sb69+8vPvroI7Fu3Trxne98h0oOnMiee+45MWjQIGG328Xpp59uLY0n7QMg5df8+fOtYzjn4re//a0oLi4WDodDTJ48WZSXl3dfo48DjYMm6uPMeffdd8WoUaOEw+EQJ598snjppZeS7qe+7ji/3y/uvvtuMXDgQOF0OsXQoUPFnDlzhKqq1jHUz233ySefpHw9njFjhhAivT4Nh8PizjvvFHl5eSIrK0tceumlYv/+/Z3SXiaEEJkfvyKEEEIIOb5QThMhhBBCSBooaCKEEEIISQMFTYQQQgghaaCgiRBCCCEkDRQ0EUIIIYSkgYImQgghhJA0UNBECCGEEJIGCpoIIYQQQtJAQRMhpFvdeOONYIw1+Zo2bVp3N61XufHGG3HFFVd0dzMIOa4p3d0AQgiZNm0a5s+fn3Sbw+HoptYQQkhqNNJECOl2DocDxcXFSV+5ubkAAMYY/vKXv+DKK6+Ey+XC8OHD8c477yQ9/p133sHw4cORlZWFc889F6+++ioYY6irqwMAHDt2DNdccw369+8Pl8uF0aNH4+9//3vSOQKBAK677jq43W6UlJTg6aefxtSpUzFr1izrmGg0ivvuuw/9+vWD2+3GmWeeiU8//dS6/5VXXkGfPn3w3nvvYcSIEXC5XPjBD36A+vp6vPrqqxg8eDByc3Nx1113wTCMNp/3gw8+wMiRI5GdnY1p06ahoqICAPDQQw/h1Vdfxb///W9rpC7x8YSQzKCgiRDS4/3P//wPrr76amzcuBEXX3wxrrvuOtTU1AAAvvnmG/zgBz/AFVdcgQ0bNmDmzJmYM2dO0uMjkQjGjh2L9957D5s2bcKtt96K6dOnY9WqVdYx99xzDz7//HO88847WLp0KVasWIF169Ylneemm27C559/jgULFmDjxo344Q9/iGnTpmHnzp3WMaFQCM8++ywWLFiAJUuW4NNPP8VVV12FxYsXY/HixXjttdfw0ksv4e23327zef/whz/gtddew/Lly7F//37Mnj0bADB79mxcffXVViBVUVGBiRMnZu4HQAgxdco2wIQQkqYZM2YIWZaF2+1O+vrd734nhBACgPj1r39tHR8MBgVjTLz//vtCCCHuv/9+MWrUqKRzzpkzRwAQtbW1zV734osvFvfee68QwtzB3mazibfeesu6v66uTrhcLnH33XcLIYTYtWuXYIyJQ4cOJZ3nvPPOEw888IAQQoj58+cLAGLXrl3W/TNnzhQul0sEAgHrtgsvvFDMnDmzQ+d97rnnRFFRUVI/fu9732v2+RJCOo5ymggh3e7cc8/FCy+8kHRbXl6e9e8xY8ZY/3a73fB4PKiqqgIAbN++HWeccUbSY8ePH5/0vWEYeOyxx/Dmm2/i0KFDUFUVqqrC7XYDAPbs2QNN05Ie5/V6MWLECOv7devWQQiBk046KencqqoiPz/f+t7lcqGsrMz6vqioCIMHD0Z2dnbSbfH2t/e8JSUl1jkIIV2DgiZCSLdzu90YNmxYs/fbbLak7xlj4JwDAIQQYIwl3S+ESPr+ySefxNNPP41nnnkGo0ePhtvtxqxZsxCNRpOOb+k8nHPIsoy1a9dCluWk4xIDolRtban9HTlv4+dJCOlcFDQRQnq1k08+GYsXL066bc2aNUnfr1ixAt/73vdw/fXXAzADlZ07d2LkyJEAgLKyMthsNqxevRoDBgwAAPj9fuzcuRNTpkwBAJx22mkwDANVVVU455xzMtb+TJ3XbrcnJZcTQjKPEsEJId1OVVVUVlYmfVVXV6f12JkzZ2Lbtm24//77sWPHDvzjH//AK6+8AqBh5GjYsGFYunQpVq5cia1bt2LmzJmorKy0zuHxeDBjxgz88pe/xCeffILNmzfjJz/5CSRJss5x0kkn4brrrsMNN9yAhQsXYu/evfjqq6/w+OOPNwna2iJT5x08eDA2btyI7du3o7q6GpqmtbtNhJDUKGgihHS7JUuWoKSkJOlr0qRJaT12yJAhePvtt7Fw4UKMGTMGL7zwgrV6Ll7r6Te/+Q1OP/10XHjhhZg6dSqKi4ubFIJ86qmnMGHCBFx66aU4//zzcfbZZ2PkyJFwOp3WMfPnz8cNN9yAe++9FyNGjMDll1+OVatWWaNT7ZWJ895yyy0YMWIExo0bh759++Lzzz/vUJsIIU0xQZPihJDjzCOPPIIXX3wRBw4caPc56uvr0a9fPzz55JO4+eabM9g6QkhvRTlNhJBe7/nnn8cZZ5yB/Px8fP755/j973+PO++8s03nWL9+PbZt24bx48fD5/Phd7/7HQDge9/7Xmc0mRDSC1HQRAjp9Xbu3ImHH34YNTU1GDhwIO6991488MADbT7PH/7wB2zfvh12ux1jx47FihUrUFBQ0AktJoT0RjQ9RwghhBCSBkoEJ4QQQghJAwVNhBBCCCFpoKCJEEIIISQNFDQRQgghhKSBgiZCCCGEkDRQ0EQIIYQQkgYKmgghhBBC0kBBEyGEEEJIGihoIoQQQghJw/8Hi+gauuLtKYIAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1647,40 +1647,57 @@
     "\n",
     "- Overall, those tasks require less effort as libraries such as pandas can solve them fast without needing coding skills. Moreover, it’s all about basic data cleaning and merging.\n",
     "\n",
+    "\n",
     "#### Task 2.10\n",
     "\n",
     "-\tBar plot is used to show and clearly visualize the relationship between the age group and the other two columns. Each column [final_mark] and [click_event] is printed to be only compared with the age band of the students. The age band is located on the x-axis while the other two columns are on the y-axis.\n",
+    "\n",
     "-\tFinally,  and with respect to the plotted bar, the more clicks the higher the marks. However, the effects are not that much higher, which concludes that older student requires more engagement than younger student to get around the same mark range.\n",
     "\n",
+    "\n",
     "#### Task 2.11 \n",
     "\n",
+    "\n",
     "- Heatmap is used as it is considered one of the best visualizing graphs, especially for correlation mapping. Moreover and according to the shown result, a weak positive (negative) linear relationship is presented. \n",
+    "\n",
     "- On the other hand, the regPlot shows that the linear correlation does not exist, meaning that there is no relationship at all.\n",
     "\n",
+    "\n",
     "#### Task 2.12 \n",
     "\n",
+    "\n",
     "- p-value indicates that the result is (not a null hypothesis) and the relationship is statistically significant as a result is in the range of 0 to 0.05.\n",
     "\n",
+    "\n",
     "### 2) Strength\n",
     "\n",
+    "\n",
     "- The use of the library makes the task easy and solvable in fewer code lines.\n",
     "\n",
+    "\n",
     "### 3) Weaknesses\n",
     "\n",
+    "\n",
     "- The correlation plot is better when more data is visualized inside it, instead of two columns compared to each other (engagement and attainment).\n",
     "\n",
+    "\n",
     "### 4) Improvement Points\n",
     "\n",
+    "\n",
     "- Writing better code structure, as no code is perfect.\n",
     "- More graphs to explain the dataset in detail.\n",
     "\n",
+    "\n",
     "### 5) Alternative\n",
     "\n",
+    "\n",
     "- Using different visualization libraries such as (plotly.express)\n",
     "\n",
     "\n",
+    "\n",
     "### 6) Algorithm (FR.2.10 to 2.12)\n",
     "\n",
+    "\n",
     "- This code is generating scatter plots, bar plots, and a heatmap to visualize the relationship between two columns in a dataframe: 'click_events' and 'final_mark'. It is also calculating the Pearson correlation coefficient and p-value between the two columns using the scipy library. The scatter plot and heatmap show a weak positive linear relationship between the two columns, while the bar plots show the distribution of 'click_events' and 'final_mark' within different age bands. The Pearson correlation coefficient and p-value are then used to determine the statistical significance of the relationship between the two columns. If the p-value is less than or equal to 0.05, it indicates that the relationship is statistically significant and the null hypothesis is rejected. If the p-value is greater than 0.05, it indicates that the relationship is not statistically significant and the null hypothesis is accepted."
    ]
   }