{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "view-in-github" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "_FpIfnReur6z" }, "source": [ "# MakeItTalk Quick Demo (natural human face animation)\n", "\n", "## TDLR version\n", "\n", "Remember to change to GPU runtime first!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hi\n" ] } ], "source": [ "print('hi')" ] }, { "cell_type": "markdown", "metadata": { "id": "7PZQxNvvuuNZ" }, "source": [ "## Preparation (run only once)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "56UHwyJKuaWw", "outputId": "b85928a8-4556-45be-e2bb-bd2c285a3be7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Errno 2] No such file or directory: 'MakeItTalk/'\n", "/Users/marlenemhangami/Downloads/MakeItTalk-main\n", "^C\n", "mkdir: MakeItTalk/examples/dump: File exists\n", "mkdir: MakeItTalk/examples/ckpt: File exists\n", "Done!\n", "Download pre-trained models...\n", "zsh:1: no matches found: https://drive.google.com/uc?id=1ZiwPp_h62LtjU0DwpelLUoodKPR85K7x\n", "zsh:1: no matches found: https://drive.google.com/uc?id=1r3bfEvTVl6pCNw5xwUhEglwDHjWtAqQp\n", "zsh:1: no matches found: https://drive.google.com/uc?id=1rV0jkyDqPW-aDJcj7xSO6Zt1zSXqn1mu\n", "zsh:1: no matches found: https://drive.google.com/uc?id=1i2LJXKp-yWKIEEgJ7C6cE3_2NirfY_0a\n", "zsh:1: no matches found: https://drive.google.com/uc?id=18-0CYl5E6ungS3H4rRSHjfYvvm-WwjTI\n", "Done!\n" ] } ], "source": [ "# # print('Git clone project and install requirements...')\n", "# # !git clone https://github.com/yzhou359/MakeItTalk &> /dev/null\n", "# %cd MakeItTalk/\n", "# !export PYTHONPATH=/content/MakeItTalk:$PYTHONPATH\n", "# !pip install -r requirements.txt &> /dev/null\n", "# !pip install tensorboardX &> /dev/null\n", "# !mkdir MakeItTalk/examples/dump\n", "# !mkdir MakeItTalk/examples/ckpt\n", "# !pip install gdown &> /dev/null\n", "# print('Done!')\n", "# print('Download pre-trained models...')\n", "# !gdown -O MakeItTalk/examples/ckpt/ckpt_autovc.pth https://drive.google.com/uc?id=1ZiwPp_h62LtjU0DwpelLUoodKPR85K7x\n", "# !gdown -O MakeItTalk/examples/ckpt/ckpt_content_branch.pth https://drive.google.com/uc?id=1r3bfEvTVl6pCNw5xwUhEglwDHjWtAqQp\n", "# !gdown -O MakeItTalk/examples/ckpt/ckpt_speaker_branch.pth https://drive.google.com/uc?id=1rV0jkyDqPW-aDJcj7xSO6Zt1zSXqn1mu\n", "# !gdown -O MakeItTalk/examples/ckpt/ckpt_116_i2i_comb.pth https://drive.google.com/uc?id=1i2LJXKp-yWKIEEgJ7C6cE3_2NirfY_0a\n", "# !gdown -O MakeItTalk/examples/dump/emb.pickle https://drive.google.com/uc?id=18-0CYl5E6ungS3H4rRSHjfYvvm-WwjTI\n", "# print('Done!')" ] }, { "cell_type": "markdown", "metadata": { "id": "jlEgsX1Ivzbm" }, "source": [ "## Animate your photos here!\n", "\n", "- Upload your images to `examples` with size `256x256`. Or use existing ones.\n", "\n", "- Upload your speech audio files (could be many) to `examples`. Since it will process all `.wav` files under `examples`, remember to delete non-necessary `.wav` files. Or use an existing one `M6_04_16k.wav`." ] }, { "cell_type": "markdown", "metadata": { "id": "F1IVS6EpHhK6" }, "source": [ "## Step 1/3: Choose your image (in below Dropdown). " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 511, "referenced_widgets": [ "8f388e32c2dd4d118c3926d13a40a639", "9bbc2a0602734ef7929d0ae34849b8b7", "422e4dc6267b4717a3cb075376761645" ] }, "id": "xe8DGOmwuqlx", "outputId": "a09e6b3a-4d61-48ac-f6f8-b1bcab36af78" }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8f388e32c2dd4d118c3926d13a40a639", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(index=41, options=('angelina', 'anne', 'anne2', 'audrey', 'aya', 'captain', 'captain2', 'cesi', 'chri…" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "data": { "image/png": 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", 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NGatPpWj9dDIQdcwc6wwFRe3nHBV9sKACH0AC4j2o0nYtofF0Xctm07K/2vD558/4+uuv+c1vfsPTp0/NhoypSF0jTuc9XTD3iicRfDiJx61qSnX+r7UNLaxUqi+1rJqclZxsnIL3aIZDVKYhQuPwIiQ1m7ZpmtkVVMP7YoyA4sTcMdWfFlMsxFeikMpKVTUimV0yqkYsxe4R5/GtEUDoe1zbWhB9imSNSIaU86zquWgMqpVtYdKOxjueXm1ov/4lnz9/yr/9X/83b9685e44ME3Rfg8WV5CNhM25AxVDkENoLTi/JAt4J6ZluICWDKdi1M/jbcZ8WWBrwpQVo7wn8U6ld23neMd8XFNhrGs12HCAE4yjCqMLZtk6icAYE2h+WGt4NyB0/l7uP1Alioo2PGRTPt4u2Zqrb8/tAjtoNm+RtK6omd4FQmjn69u2pd/0eC9cXe149vyGL774nD/84Q98/vlnNE2LakQE2tbPTEGKutk0phbrwhMsyED1xHZYT3hVoUXM+Y/z4DzLPJrERc3Vst1uOR6PTONIFgGnFtIH86SufZ71Nyrh1v6E4vO8BHLUa+sCMTBKSFkZS0ywqYnFBVQZUJHZqS6wVBhtaBA1wvBqTKTvW8TB3//xD3zz3ff87W/f8PL1a1JOhjx7QSal8Z6UlbbbAMrxeMS7wOwCKlrbzI9nlVVO33O+Hs+J7nStPoTSvrtdltLvOgcum20/Wq2V8x6slPqqQspMmOW12loXiPKhjlVJuv7ukm16v4PO1D1dAqLBFXXRULucM5vNhq4L3B3e4PyW3/zmV/z+737PZ599Rts03B0OpDHRdS2qtihCWKRjztGAk5WqfZ5TWoGae4ESzqEeQslwmXNIncd5YZomhmFg02/ZbDZ478kxMkxHUjbpVsEeVWUcxxPJXAnMpuU0xrmCRueMo75WWzVgktH6n0yNL+fHlFDNJv0xEwabeuI0lHs5C6ZwQkqmSVxdbem6huv9jr998w1/+9s3vLm9tT57U//HKeJ9N6v4TdOisKi5yBxbLFUKrl9PTK5qB69UWxbNdk2UJ5rNB7XFhrV7nCHDwj0p/ZCN+eOJswRjl94s/ZsJQZfvLurg99t5Z9adzScPcWpUL9fd55beL476HA3ASFHpuo7Qe1sk1zt+/Zsv+e3vvuaPf/wD+/2eGEeG4TBLpaot1VA+il+q+iLPGc96PFRAvCGblShijGgCr4GUI6OMpg62LW3b0XcbGuB4PJLSG7p2Q/CefrulzYFhHOb7NE0z37e+n6aJGOP87M45DofDPD7ni3DtCF+PnxNTpU3N0jKG5nvNOS8IcrAFmZIRcJxGYvHZOWeMx4eG4DzD8Ujbtjx/foNzCiTct5m3b98Sk4UjOic0TUNKisgRVQOpnHM4HxHRYrYY4dcwxDWBnjzrGYHW6VkT5cdJTRZ1lXPCXK3HM03vkmZ1Lqw+njhXKkQ5ML/WCSu/ciJhVU8nv3bkvFOXVNiHiPO8X7M9Wz77iiR6QbD3oQn0fcsUR3b7T/iXf/knfvmrL+n7nmEYGMfR4me7bsmZLIt+IUhWEvR0MCtBrFXM5dwiRUsfU4wlBUuZxomcIE6J4D2bzWaWeDFNpBjZ7HpCEzgcDjOBrhdXJdRq61pAQiUUN0voNdiSZ+l4+pdSNCwJLbhAYTJkplSkac5oWgjBi+CaBpci4zgxDQdGMekXmhZyYjiMTDnROPjsk2c4UcsEujsSYyT4hiZ4cp4QpDChkrzuPCoZSLPtWMf8nDjnNSkVST5T+Fbr7pK6/86mC86xaGjnxAo8IJzWzOGcYT6GVL9Tra2Lf36Mk45cIJzVD9bBWL8+1PFqc7J84rGxW/dJVUk5z7GpTejYbrfs9ltynri5esLvfvdbvvjyM7xX7g5viZOpixVwSRX+Lwt8TXB1UJ0LaEE9KfyoJm6HEMrz27nBSwlEgCklaFrIFiGUs0kxC2qf5oTqpmkIITAcDrx+PdC0TTnmS6WDNKvPUInQnUj5rutOmMa5Ole/q89oTMGCtGtKHTATrXeBmCaG48DxOAIWYB9CQAqK2vc9FRRLOTGNR8vGUUUnA9j2uw7vntE1jm9fvuX7H74nxcQ4HIhTpm0adCZAQ9pnY6dQ2+KQOSWMU3VWZl22mly6Ovf9CRKTliqclki5TJiC3KOGtRCqY37e7x8lORdhuVB9Xtmb59xIBBzuhMNfMtwvq6uX9fD1OesFJiJMMRHjBCRA6TY7nt48IQRPSpG2C/zx7//A3/3htzRt4Di8ZRozIWwsh1FkDuYGCKE5zfuU6rpRRMLJc5/0raB4eRUsQC5ASs5mx60kcVsD7FNiHEfGcSTnTN91tG3LcTwwjgOgsxQEy3YZx7zy3RqyukaLgXu2Zv3uEhaAWJWFkwQJ53BikrehNfT7IByPR27vjihKEAOtQtMWRhIIyhxbO04mCTebja31OPHp82dcP33Ok+s93377HYfDESeOacrEpHhn0Vqh8UwpIXiUREyRMAfFnKGkZ+vHaFLnow8RwVqI3Fc55ez4KWNYJCiwQCQnGsoldfpccK2TS87bO9HaRVDK6vU+cnrW9ZPbvEuEq5o7ZG1MVzDq0qCuy4tYRkY/q6fXV3u2my05Z3a7LZ9/8Sl/+se/Z7vdcHv7ipQGgt/Q91v6boMR/OLIr4OuuWRaznaFkEizSlX7XeNKa8xklWjVZSBAaBoQZpt6/RwiZneZRI0Mo9KFhrZtSTnNLo8qXavErQRbVeiq9qZhmJ+jTn59tmmaFrV09byahSzGWGKyLJr6bHa9xSKHpqFpO16/fs3r16+RPBZtJeAb00KqJmJSK9GEhv12W9y8Stu27K+f8vqLz/j2m2+ZYiIlDDT65gfe3h7Z7vbghOH2iIjigkfjfVBr/ZynC8qmzMZ/IaZLau1DwMz58RNiLCu0rvVzMHNta9b+rfNs18/w0Wrt+kbvb0Zf/tGPNsQvtJMI/6xkTTx5csMXX3xW7LrEF19+yi9/+Qs++/xTrq93HI+3TNPIZtOx6fd0bW+ZGCspbHamEdhaalZ1KRdDuE70+k9EUDGOzmrgqzrsnKcJi51oIXlKM1dIMP9lTgn1AeeFrDIDUmuiMj8n8/G1Tdpvt/N410VSpWglzjVzM85tqYBCKfEhZr+6ApIpmTGa+r3ZbfFNoOs7Xv3wnZ0X/El/mqah6zr62QYv6m9ryedxHHE5sdu0tF2HDy193+Kd49//nz/TdRbvfHtw5GzS0wVB8gIGXV51Z8fkFKRZt4fW4xr/uHj39XePENalvjxm3l1q71Brlw4InCy6tSxfC9cKFZ1zqdo+hkjXBvdaLTAHuqPvO66vd3zxxadc7bd47/niy8/o+w1N43n16gdinLi62nJzsyf4DTl5C0vzDpElGL2WErnYz1W85XnfQgjz8Zr5YucWSSc1qXuJzEkxWurVKhwOsMB2Z1OjqGWN1NKXTmjbhpyrm2QhPudkJsBzQOjyeNr7FBPTGEshs2J7+hIPXFTvKY7kbGrnZtPTdQ3bri0SoapoNUTS0XXdLOWnaSLnPINw3hmjfHP7dib47Sbw69/8At94Xr58y3Gc2G+23A1HUErE12OAUF0fzP15V3sYOV2bWpexlY9p5wT6rj6+AxCqqt0pIFTs7EXTXV/00wnI5ZYr9eBcjVGU/X7Hp58+5+vf/JJ/+OPfEeOEc6ZO5pR59fIFzgld1+NdQy1JYhX1rBIdBYBqmlUxrdmXaRMXpCmRSxfstpNJdCsCd6gmS66dJf5il1YpugQUKFOcCE7LwJrbwSLczeXTds3sRokpoiR8EGMs69q6zt0jxPVrfW+VAS3ndEZxU7Kgg5TMnSGAJo7HaWYGfbvFp2yRSc6VsiwVbPIMw1CQ70jO9pyHwxHSgSlOHIcDbRdQmVAcoev5+ldf0W9e8O///j9N0+k3FqlUwLDa5/vorU3B8mh18euja/K+16BKTlfmc+0fWc/1ulUifjjL5CHC/GhAaG1zriVnJdhzc/w8cOBc9ftY1XZNnOuwORHBN56mCfzpH//EP//zn7i+2vLq1Uu8twHzXUeOO2JMeB+IMeNE8d6ezZXwsOrrrIHa1tdqQ1ImzM/EWZ3/6wW/RubODX+yhaflXJOuKzTvTqSfYOcRl2x8OFXlq5R+F6hwbv/Ue5wzOhEQNSQ55Tir3qrKMByJcZrVY/v9hrZteHP71vK/y3M5JzQl0ALg7u6OWKoo3N7eznZ5PI7ENCFe2Wyu8KLcHt9yHI5cPwncXO8JjRDfTGw2O7wPjDrMeGhVVx+UPPLId4+ssfdrlwjzw9olgOhSe++i0pfF5MPtpyDKS11YL0ZVSyD+wx//wL/8yz+V0LuEc8o4DXRtR0ojSrYqB6EpiyyT0ji7JaoUsuCA9sLirX9uln5rohSR2YYEZiDlnFhltm1L7ZiiijpXgZ4Rih1agwDOx7P2txJa9c/GaPGr4k5dJbAgt+fo5EzwmiGbdDPCjKQcTWPI2ULvcpolcopHXh/eAh1t2892cPUbX+33vHzxkre3bxERXr9+zTfffIP3nv1uj0ymJsc8kfNI0wVDh9uO777/hqyBtm25ub5mignnAm3bzRFJnKu0dmj1dq3FPKyWXtaAHmg/wRI+J8p3/e6jxKmu9usUJAnFFikQnP2IgpbEXivfYbrvJemZip/Owigt0N06bKlJc+l7tZhZwdH3e7p2Q9s0iCaQxGbT0myu+MPv/2AqeMoMw0TOoMkzHjOCY9NdIU6IcTSHurd+55SIaUJTQmPkGAfy1FrGhjjEO4uHdVZq0jlf+nU+qbalQlYr7jVGy7/03rZ4UOftu2SLXDLmA1VlKkW7BJkzRbIqeTqCJkJjyK3liA7gG2KymkRCKZRdhHxK2exGFQsagEJwsUTaOLLGWXrPiwZTm1NOxFVES8LOE+donENTJh1tvCRnQuhJdwOHcWDKI20X8AJxes233/6Vw3Fg229gmnBxwCWPhJbWbUgxQYqMh8TLFy/JJG6u9uQEznU89R3bfsOr25FxEmg99GWLi5gsNUIskcJKnM4Yuj1TrmRZF3FGVGfNZ1Zay/oq4Q7zWrd1XPGWBZFdgMLKiKvLqjK9+9XxK4M+Z5DvItD3k5xz6JIRZalqOmvkgpDJs3qvwBzUeN7heobMI8NJBAY1nnJxqfTbDV484zgwjSOOTNPA1dWGr778iidPbspAZcbhyDAczZ4MPa5UtYtTZBhHnMPcHDBXM8ixlBzRzPFwMJd82T/F+cbC8sRcBsK57WbukqgrGweLqqHc0yUj3Lp3CnBiY6qahKpS2RhAQnWyc0v0kyHJaXE5qZClADdZEHWgFphebeicCzGK0nhX1p0W+7L4BHMmx+nU6e/EVmtVmAruoNkm2TvPNA6MY2SIIz4AeI7HAy9fHfjhhxc45xjuDqRx4mq7wannu2/+xq6/5tknz4m03B1vSTny4rvvePHt3/j0+ad07Za28wQnBKfcxSNZPa4PdcHNa8OqELqi8i7J7GvHx8o5B6qrpXeuBq5uXj5XwjyX1DYfl0PzHpKO90ydd7R3EOfp4637vwa2Zsmp9ZpzB+7q/EfvvxjgskLfRISYJqbBtihwZKTU5dnuWkQy43BAXMnsF0NhsybIViMnlpC8GhiPCDEXgklGnA5hHKc5Jc7nBhcgEFCBcRioKpVzRWo5wRWpGJoS1F6QxZwzcYrkqRBdiRBCTMpbIWmTfFXqqlYCScVFklGVUiTMMlwcfuVHM4leeWGVilVKqyq5AiWTrOzKVcGxnMhpsrEXV6o3KDGnpQp9nTEn1O2JpPUIisPhgkOxmNpXr+548/pAcJab6hT6q5bj8ZZv/vpn3r75V77+za95+ukz+v2G580T7t684cX33+EybDc7+u2E73bmJ3aRURNxLDG2NZldda7Hc46BLKtJCyE+hMy+u12ScI+7Yk6/+1D7t7b3tzkf6Mi9Yw86li4dXIhzlqhUcQ8iJlnH8QhqQEPbtIgm2g42m46nT/Y4yRyPtyCJrMl8dSpoTgiRWpjMOW/o6N0duUSAiJZtB2rcrNg+JnXXMC2EJ6JF/TRGk6vKI1amJedkqlPWEk5nC8JKhBTNoUYKaSa6RCpqqfNuyTcm3mIAACAASURBVNVM0XZHw0LhzFMxQmeJzikZoFXBFSPOZU+T7Kq6nuZdwGqu6zpqqKLQdR6c2NhETfPUVK1IKBs55aomlhS9Rmh9A74wogQQaMKGJmy4u32Dy8qub7l984Y3r1/jnRLzgf/4H/+dt8fXfPnLX7Lb73n+/DkO5e7NW1ITmaajFbTGG1aAY9BcNBhfgOxc9oq5v/hVOMm11qrDfkB7SAV91+ule3xM+yjivOQfeujYAk2ft0t8jtl+l2rXYnZozsW2wlwKfb/l+fNnfPn5c7rWMw2HYk9FVKFtI03oyDWft2TYDMORIU5YorPtWyJqmfcpJdq2pZbYyFXVjMZ3t6uiW2hxcWCLIOdE0olpLEnR87Z+xbGvWCZGKepVkduoloPZtW1ZdJ4xJciKy0IuWz2IWGmUnDK4leTEyo/kCv5IqYuaLaBCUUg2lm52ryxVIaz/GVELI9QUFzR+BpQydV+HynYyShwHfAi0fV+gBkGD0viOIA1/HSM/fPMNhzeKd3D79hXDcOTLr76k7XqavjdwLipN6HCuISUYx0TTJEZN3E2JbrPFdQ0OC7j3RUpqleIPSTFhtXXfkvj/PpLzEmGeA2r1/aXXeo8fA4b+KMl53kwlO+/MAgydHHukzbZbOa1pAylCmpSUIsEp+/2WL7/8nOCV491rpmnE+1I9LisaleRt+7uphsA1DahayFmpB+ud2ZE5ZXxBJKWIxzqpdQuGaShSZW2aFAIBym5eCedlTpQWhNaH2aFfa9qaO0BLrdqI5ETfb/AoTg2c8UV9SzGRhwFtdckpVcVV7aKEEGpWBo3LGFfzQwUVIXhvarRU1XRhnlUKN6XqQyXclJIBKVrkqFgkVM24nvfKKeo1HpI43H7P8clTXv3wA8fhwG7T4ZqO8e7At9+95Ktf/JLrJ5/Sb7dcX19bgbHQcXw7cHd7QPGo99wdBnxoaXuhVOQFzSv7Vwszf4gIdH75GEL5EAJ7THJ+zG8/jta+436n0vLCdYsJWVo10y+UgrB9A86aEWlKEdUS6O2ENgg3N9d88ulzpuOdRZ4MA/12Y3tQRkV1RPWOpm0ZxokUE7v9FdfX1/i2Ic+ZCyVReKX2mkSqfcwz07kbhxkQmv2u5bVpPGhCNOOyA40LACRhLiwGpfK8YPWAyQzjgKZMUwIINCVczgTvyQKaa8KzzISgxdYTXEFaMzkmYjoiUiSkqzuGGdw2zV56U/ujLgnWomnOjPElIyTGiGhReWe0vtrT0IeOFBO3b94QY5pjfWOMkJXtdsMvfv01Dui7ljhZ0vqL719xHAde3w4cExyGxCefPOeLL39FFzr+7V//jSklchRiVLIGvGuQVKvk5+IoWOzNyoze1c41vMsX1UCby1Lwkv15CQw6ueMZkb8Psb6n5KzUXwlPT0LURKqjvnC1ImlUT9WIauOcgkSCiKcWwxAsA34eaynpSzETip+t6yx2M04Dx7uX5KQWfD3j4UqaTJocj0f6bsv+6poQWiRb9TwXfFnkQhxGUs62ML1nGkbGabTQuoJ0pRTxlGCAXICpEuETY2TTl53EvAe16jioWWhS3BmJlbooS1D6pgmknLl984oQzMeXUHQcEVUasfF2WivoWanLGus7Lw5VDq/fELq2qOfexlItTXmKZSPdMrD1veSyxYJYsvrx7sAwDLO/tqr5oSDYqlavaBqmOWBBUNI0zfObyfgm8PzT57hSdnOz2dJ1HW9KytjLN68RD9I0vHrzmsPdW549u+FP//yPfPPNd7y+O/Dksy9xTcuoSt+byXE8Hku9oVD8xqdB5etW12BVa2v/TonJmKzKqqRoymf3sS/OM07WwSHvpKIPJND3RGvvt8d07vvH4Lww1/r+C/xdJespiuudtzo1ZRfpmvERY2I4HIgx0m/2BN8SpGEcDry9uyXGyM2TG3a7bQnRM/tJp5E8GeJrmR7LM9kmQ1a9rymSLaeMSibkkknivdl0KeI1471DS9GtomPNqqCTZb+Sqk5KZTx6ast5V6y5NKHTiJTNipwqrjK+akeqwWhSjteB3vaWOG6F1LJVg89KVlc2TxLbir64xLSYEClnjodjkZY6j75KJhc1VyjFp8vfNA5oEvsrWEDOiUkjOLFc06YjNB0utGQfiOLY7K/4arfnyXDg5ZsXHO5eMyUj7FdvMw7Hk2c3XD97Dr7lzeHI+PYteRrBBSverYrGZBs/rfyQywJ9cOk+0u5LzJNbXpCY58d/DAB03j7a5rxEjOfH7RWqa2Vp9x+glqBQahGsRTe2anpLlQHBfEzDOBjAM0x435OTMmq0Le2GkbZtcN4TczTgomtBnKGZeSAmNZdJyRrBKVMJRs9xAk2gEY2RNA14HL7EjxryalXiQ1GHEUGLK3thM2I+yGIP12NVodKysVAoRC9UR3vEsaSyOVWkRO+orqTAahUKsAudBU8AY0zoFJdKB86CKxS3qq1rW84nNcknQFMqDNYEdJxJpzTFAkjZ7Hitsa7L3Fshr0TTt7hg4ZW+bXC+IYtjykrXBNq2odv3NNvAq5eO29cvieOBwzDRNQ1t29P2e1zb4/uWLPD67S0xjvNv5pyQVD6c4AB1NMyE+tBWEI8HEdrH1vtj7UNdLD8JIPS40Vwf9fwYZ8fPpebqPF1su8rdcuH0BvS0hLZDy8Jr+x3ddsd2twFnlQg8iU0bcK4h52ghZOPBQvdcoG06svc4sagTKQ570UxWkOxgiHPBZO/EnPowlwYNolUpL+NSnkgVl61Eh1tXyELn6vnOlTKZCjGaY927AuKUe6GK5hppkucxOvHxqQFEqiApISni0lJp3EwGZ3ynjLeKID6wreValFIWM5PGSNJi05p8xHmTwpvQ4TyFKQk5C04dXj277d6YjfP2nCXaCFViUuIQ8Y1tWWjYWeLuVcJlq297HO6YcqKXa/bbnhCeIc7z6tVLctZiv5eIK/ELh1itnY/HSS+v6UseifPjD7VLhPkj1dqPazMCqOec5jFOYXmFRsprgl6q24m4GRVUtUp0OUV2uxvazQZcIDQd2/0TQusRDz5YxfacM2NKND7QtoFGWlKMDINtG5DiRA62zYJ4R1KH04yoQ72396lsLKRK6xvapgGwa1VmX2VdFrX4dMqp2K4JTaaimnQr41EKirkiB70TnDf71bs1jF/G0pWlt96ZW+1u0zjNrhKXEgFbCMGZOpvL+Fa70EyuGqIIaZoYjse5+rsr0UJ1KwtTVz2+CZBK/SGx6DBxjkCLc8p2sydmnYEqJ4JlwQlZHaiY1MMj4tn2e3xUxrtbRK142OH2jpQzu+trNtsbnuoTUrJA+mpvx5QolZRtPKum9pFrdx7PB1DW93HDfOhvPNQ+yuasoNC6j6py79haai7I2JkknUEhytiukmnrQVxRP22/Eysl4k2iec92f0W/2SGhpd/trBKCU2KaCH2gC1vGceQ4TKRxxLeBxgl92+HEM44WC5vihJea4DyhcSqFmw3N7EKDhBJfHMIsBYM0c9pUdVJUaeicw6cCauU8U5GUPRyr+iSUOraY5KbY1wrzhru2c5lHnFJrimjZx7PglwZ4rd0K4gneSsvk4lpJahKwgkiaLfIoTRPTaEkAgmW/WPUDA2KSQNIiQVMm5iNTmshRQR3BNQQXTEUnIKWigggEkTJeZivWKKcpFrBPelwnyKSQIl49YBkxh7tb8D27zQ59/pyXL19yd3dHdhmPPzOhVuv2o82/+9reuX/0ITX3IYL7yV0p939geV8rBpwSan0tkY5ng7bunl56nQXsWtIuqWLOu7L1elPKdgSe3nzOJ59+TtftENew213RNB1jGtCYGaeJzgtt35EyHMeJ4xBt78tVmY9pMteHa5njcdU5fFE71YGPbq49m7PZhXPfxM51M0NZjosv4E3M5JJY7VbV8sSJ7Rda0tXMzrRJTmWLPSmoqyomGWXZsk9JhdCYC0Evg5pRcXiEMcfiD00lZ9N+M6kwJUuKFqBrW5rQIMA4TUzTaG4mlClbnicC0io5RVLMeBrbf6VxiAsl19RyQX0wsMuXuR1zZkqJpGXLDDWJ58XTNRsiRwPGXIvLiRRHjoe3bK82XO/3jOPI3d0dqNUwsmr050ShZ4vqtF1WK9+PgB5XZ9/vHj86tnZt6K9/uHLDemxx1it5YepFra2EulIV1ncTUM1MabIdsyXgcHgpCdFeyJLIMiCNsL3acfPkKddPP+f6yXOeXt3Q+g7UqrW7EAmtowstt4dIHBUdIxJgFwJNzhzubnkrJjnTOOHSxDY40MRw+6L4+zz4QJ7M19c0HSHEAuIkTLiZfSZqu3St7R5zNwCS8KKIl7k+rNmsBcdQoEjMeT/wlMk4cnHw++pXRQiupJNpTZsTwLacUDM0536I+LKPitUHcmL7iJIVj9iOBjFDjBATLkW8F3wayFMmq1XPVwkcD3fcHSd8E2hLlYPDMOG8YxNaOh8sMGE84NqJFIUxxVLsq6Mxn42NVWt5s15H8hhJ2fI7NWeyZHKIqFca5wkaSjraHXdvv2G73dN1Std7CzWUgCZFk2kBs25W4qbV1fSUolmstgqxAzXCqCQB1DWeT8Ggx+zPhdD0QWk9Yw0f0H7y2Fq4zJUe4xQiQhuaAq4tVezMkW5ctQkNm77n6mrPs2fPePr0Kbvdjs1uS7dpUSyXMefEYTjiUwlAD42V4RgsV9I5R9s0xHFkPB4hWe3YxlvhZ58LARUXiPqAE2i8L0S0TIAUlwlKcTWs1Umo1nPNG61o8zoZ+6FxsUV0VvXhbEFUW/xkTqbF51fjtebCYrlud18zVixMUAugJd4q3Q3HIwpmKojnOFqgfNM0NF1rqWclL7aOZ9+0huQCTSFec+Go7X0SI1abCDS4eWPgXKQ/EhCXyXGwZB4t2U/OEYJDxdxCh8Mdzlsxt9vDYMxmNqnMdLI6SGYGPIbVzgDjfGApCPYxVqUJ6oevXM/lT5CV8khHzrjKWrqugw3e14C2ekClViwl/rMEkOec6fue/X5P3/d0XUu/6dhsNjS9VYWrngIVZndDKBE3mWQZHzHRtA1dCASUPCUb0JTKdgQFXBCFVDYPokT0wBzGWXMx0WovXmZUQrU9A+KWcaiRNmuOfu9aWcXAsuLoutj1spKo9p+Q02S+y6quzNvjWkCSlQw1bYWiKkt2RLUq7t4Lrm1JBSRTMtNkvtKm31oVBqDtWp42W5x3tAbZWiaMZrKMhE3PzDecI6FQflO0pNCp7dOSS/yrAOLCnPpGNgL13uFEi396ogst+03P8XDk7lD2LtVcnlSou7fh5EEqW6v+c+rfDALVUf/Q9v4q7buYM/zEkvNSJNCaONedOu/YUvPGiLOCROKEq+0Vu+2Wq/2OJzc3PH32lKdPn7Db7Q1dDc7QDrcY8lYrVnFYelYQRyQxDQPiPZ33aCtEVcbhOJfZcN4VVTXPYXYewSnMETWVqBQ7rnXhAdWtUQlHBPHNrDrVxbCwsgcmdBWBxQymWTP3gSzHCmEa8tIw5yDmbFpuWWziMk3JukkpF01CSF7I0Z7DlcCMKIlxMneKatlVTkwzESf0mw3bq2sD2m4PjDFaWJ0IySX6psMV14tU27ugqdNkARtCCQckz1k2TjBUPOY5R9Z7M2+Cs4qEmiLBeXabnuNxJGMRW1aaNM/zdNGLd95m2+JiKMOHNX3kB6UwwjJXNVPqsfaTS84Z/LmAat3v76pzuux6hXO0bcN209P1DVdXVyiWMfLs2VOePXtK07akFNnttyBKHCYr6IySYt1FSy3UroJKIkzDxMCBXHanFjKuqNFN6ApIpPO2fV5sAx8U8oUMiJls1lvSuTPOOEs4zsZJS4TO/VaS+4tdfpqr+KiJUAL5LWanrtCIlOB4sDQ5Uvkj47HUr+wsB9aYldJ1PUkFJJEJWK0lA2GyJo53dxyPA8NxIDhH03Y0XUfTd7RdZ77P+gyVQWcl3h1L+KMtVC8QnLPSomRoLKY4Rdv23qtpQ1KkWxoGc5uheDXtR92yXcasFTzSFu9BmY8CZv5I8nz4d4vGtY7L/v8kCGH+fa0B5KfFrurxGZ28ID1jjoRgG/x0vQWwd21D0zhev3mJF+HZzQ1Xuz192xIKAqsiZE3FlVG26wvecJUUIVuVBqfgSmnHaUhMhwPeOTZtZ2oTFPuwoqErSa+mBqbC82RWGatdZ88sQNkgc7l2LeEoRKM6L4YHx5KKzMoJgQNFs1jGbx5PEbCoXFALDJhV4qo2FqRXBFxlLc5sOqp7RxzRmTQKIeBDy5ASsai9aObNq1fkJHgf2Gw2tF2PeE/bdfS7HVlKUrRoQVNtzNQJ274hpUiMYwl7rJsVa8mHdeBNFZZsYzupcEwREILzTCmSxoE2eHzGUGTyXGqkKDbzqD+0XqtNXhmhLuz2g9tjBHcJg3kXgX4wcT5mP9aFXH90LVXXBFrPre+992y6re281W/wwUpQHseBu7sR7+D66RM+ef6U7aZnHAaSZrb7XamnatzTbNYSXpfUpsrWK1oyRJzYPibHaHWDJic0wWzClCNB/bxhsBRVdQ4wFyOauqilqEJFVynqqqy/uTfN56P3kI/soUVSAaWLY09dmAWkWms0TghiScoOD9kT6wrOJWFcrTpD6Hvb9iFFLP7YEZLlinonJJRxOOBo2fQb9vs9TdvZ/byft+2r5UOco9ijxiC2m5ZxVHIyolKNaLZxjeM0B29gocXkYrKYAqwW/DEZUbfBMcZMymDpc1oYmZuZVBmgixpnxQVqTaLFVr9UzUPvHTufg3Mw9BLxzRlND1RNrO29iHNdSa528lz61e+y6kk441q9qz7F9fUiQtu2NI3V6hnjSBpHXPAEX/yHXvjk+TNurq8J3kjDFQl9nKwsSdt3NAWuzsmiUsBsJI0Jp7niS4QmsHWbktJVSowUh7sLnopkzNy3SIFaJCCvwgn9eW3Y9cAVNanmGl6atDWzOnnlfuX4x5rO0niR6BXkqLt7i6Zil5kE9eJIufgivUNcQ0qWXpfVipZpSuRk2kH97ES4udrT+A2+bkeYIr5pCX1HaGzj4lT65MUhXkhYnd3j0eoV+SbMpUk1Z8gJL2KpZaoW4xsM5Us5zmORUqlu33VkHfDZJLrPVmZUawV7ZRlDKOVXlvVr9OosvJKFjg03yQ8S4cMC6tzQtc9rwGkdnPKTSM4PC1laOleJtr6e101d7/I1DIMV0moC4oNlPwRP44RtF7i5vmK36U1qeUfTWiHoGCfaplQ0EFaDWoCHnPFiNXiCB+8FTRPjKEzjSMpx7otl9JuvtsqtDHNonMx25SI3qS6P+uh1zOaPikg6GYf1hDzkVjHGUIIPqgQQqFUNP2i+KhiFqZloqdfrHFJTcmpBL7AghRJT3DQdgm0YJWomgmIMzoVlL9OkSpxGJpSUlRCaZSTEtBBVK+WSZmnmIThEvQVvOqF3bhWlVJ3BguQJF81UiTkieNrgYWObUTFVxiPETCl/mpBQK+cbeFeJZZaA6FyG1CKoTvTheTzX7XFGabrJcq67R5wVif9JJOd5R88X2L3uraTCOYGuRX8lzrrPh4E23lKypIStCVxdXfH05gl9Z7sgeydl1y1l2/eEYEhijKMRXEqQlnzJII4mQOMATYwpz3tl1v5aTmlFUXUGeNYTJb6oWvX4PARa0rGWS9YK6sneLmcA2T2JOY9dXoh7JtCV2vrQ/LDYd5b3eZ7YXlPG1GxP721Rp2VujJjKEtNMzuZSCk3DlCKH8UjMEXBI8HRtwPcbxgx3w8CLV6/YdD2NDzRtQ2iMyHLGiq75rpgDxhOKW9JyddvOcmRTJCdKvmjGE1D1lnubilaE0DrHMETQpc4uVI3G7NZZzT9bo3WcRORk4+Ziot/TFj+0nTPh+vqTSM51h95XelYd/lJb79tRF2yVqE3TGMoZTJUxCF5o2oab62v2ux3eOaY4IgREMkkTm34HmJM7TlZYGbUMj6ZpDUX0DkcijkeOxwNxOFjoHdA1bUkZcxbUHgKemr8oc2iZA+P8stifVOm2cuGcD4bqIs3Px7SOST1eOWwdx3rm2odsnx8afWUWf/OiLMCc6lyH2GApSzSwW5rkUMFsO/WzKQO12qEnFLC6EattZLY/iPfs2pZus0WagAuNRTnlTJ5GVAO+cfRNoAmemNZrZFG/U8q8fvOGtm1NRW5rkTVwkiCPTEPdeyUxTRHVid1+Q2haMnfk41iCIaS4OUvZVnSl0lcJhpksqgvQJw8T4rvX/ymmUlXYNRGeB6L8KOI8v/idHZRZybtoHK87CbZw64Y7NX3KB6u5s+k6nt7seXJzQwh+LmFZF17OCS0ZJyma7dm1fSnc5XFqML2o1WU9TgN3d7foNNF6TxcamqajKbuNldLOxU5ZgASTIKBMq8LZpnRa1gmmInJKosaZs9UN4j6DqwDayeCtkV2Rmbjea+wBJZVrmK+tar6mSp3mqLcQwYoJ1QwVmaOyqnQJLpBVmI4D6oRN15rNuL0i44h54u5wxyY09Nsd+6sb3r54xXA4cHt3x9ucCI2j33T4xkMy4Gw91NU8DF5ogqNtfNFGSp/FkXOxlduGFCPOjQb8DANCtOD6sv7MNBF843DqLAjljIHK/OML81uP1zKP7xvcfv/YOfizJszzvWzO2wcGvl8GhM668yjYUSVmDToXsZ2RRSy1C29Jx94JTd+y2+/Y7XaIUEABWzxVDZm3zUNLmRDbSk4zkLWUiByJ49F2h86p2B4W8OClqhirQtm6FLgSXRTLWU2kxGGqnQuXy1WYdL2/IN7p851H8qI8frCd2EtrNa3e50wTutcvkTnEz+xDk2bBt7Y9fLKAgKZspDSMI77raLseFeU4HMkIm15tTlMkD55hGjiME4fDLc45+qadAT0r3G1z6rynaa306TQeC7rrcD5YjHXJiEGYdwFv21QAvIASkNByGCaOw8Q4JRrvS7B/LS+yXseFMZVav2ZnG2HKCq19aMwuzAD3mOvqdS0tfzJXyjmRXWqzTVn7SMUvquVkB8TZNunzdnPBI8ETfECTkEs+pPeOvrXdr9pgwc0eV6qdmErigoV1SShV5ZxDxALQRRTNAxpH8ngkDwf0eETGiUqYLjRICGQELQEQs3ewgAtzgoyCOCvFgVafoZR0LoW5gkN5UK2EDZWSF2DAbmh8e6l0D5gajRT/bVFLgSUpbK3arhOu7Xc8ddHVqkxUjjNfXQtk1Q2VtNRFyiXKp/KUFCc0qQVfhEC/3ZKACYe2DfFwa4nsCn7jEZc5jgNTTlztr2j2GzZBcAfPOJhJcbg7kvyR0HjatiHgS/ieKZ/uUIpkO4dzgRAsPBPviCVh2wi7RJS1nr3bsukzm11kcxxNysfMixcveXV3wFVQqKjlMSYa3zAX1dYlYSNXO3RFnI+ZJef2fFXRRRawTIRlzkXKtpPr45fbO7edfxdSdQ7+1BCt6us64f5SsujFUACpzmY1RNWFUMFPgnf0IdCGQBBvgMWsCtsCd97273C+QVywSgjiS6hZYhzubM+R8YjEETeNyDjiQo8Pre2KHYLtvaGzFWZQQ13QNTVOlAIvmGpbH0hLPVpqcSiZa/DUVuoPlJHI89FlhOynZj+pSikpsgao6vVFzbq33VxRn2oWkMn31fvCI2ohXy3fzMSpcz2jGsKYdTL1vRQxC6FFJRABCS03Ny3DNDJknUtrIkIk83a4sy0B+4bWb5DGI6HBNwPx+MqCBoaETGD7kxb7dlYDPcG3JD8QfSB7Rw4WtdU2bbEA7BnaNqCdENqGtm/Y7q/Zbnb88MMP/Ot//zM/vHrFsXgDvG8Qr8SUlyGdEfClzJxcIMzzdv/4EoSzJr41YVZirec81t4LELok2h9CG+sqKLTJahnPNuWySWsh1GJ7OR9woeROlhIdfS22LBiMnwVfuZMTSAugIGUj3Lq5T06Z4Tgg04SWLdzB9rH01Se68rtasnTZ80UX21JLtTtK1fdTRqTzfWaI4yy3sEL2dsJCnHWMbPzqNvXCulDyzNzm6uwlXrgeL5pUdfec2rynqu1DvjtjdJbGlef4VCPoVO3lyUppNpsr+q5nzInQBPC9BXw4q82E84SmYRxGJCt90yC+JflM0wld38O2sfpPxwPjNGLVGwXnYMpWeM05K5Vi7i9wXUtwVpmw67qC1tscawG4HNlyQrsNN0+f0W13+O0T/s//9t+4O9yVDbQiITRl3xyHFKP7xM7M9wnvfez+tZp6rrKeq7Tv095JnO/SuS8FJDwkq6UQp21B4AuBlf02sUp1Pti+JPbe07WtZf5TiKckXKOgMVm5y6IG1dy8qWQvTONoCyYnUtnItWmCpT1V+zevObauhIpJkprIbISz7C9iDwMg5R6l7CQU9M++uyT5Fql5OrazniGZkpqMGc9ablHUVFnMh5lAy3cVkVwT5rlL4P770pNSQT3nlcQQSl1cS7kTf0SCo2tbC6FTSGqFr5NONC4QnEd8MJs/JgSr4zQMA8459t2WTejpui25bP5bAT4rsyl4V/ad8VautNl0NJt+TpCwPlpVwVS0m6xCzGIJ9eNERnj+7Cm/+/3vaNqGv/7tGw6HgZyFpBmyK9ctmTE6mxGnY3gJU7jkBnvs7xKB/ii09l3EeY8wucwZFptztS1A/asdLX9epORYekLjS2FmwfuW0JoqqmoxsqGzmFCPlVREzTcWx6HscG11c6YpFpeNRSMpFcSpkSJiu3PpCnIv4E8FWuat86q0qkalmkpXtV05eWpZEfKiR7hz5LD+zRpIwlGk6WrBSAWjlkmZpboxlpWDPZ8RKMz9l6LdCJT0LUqlTp1LqtScWs2JlCHgmIZbYpq4efYUxBM1F5Na0ZgsUTom+rZlilNBVR2u+K7v7u7QYcJ5bxpMaItPUmsuEqZumzbhKBiFenK0zZ5StDjfrGoBK84KdrsQaJ0FsUylEsM0Rb74/DPe15h9ygAAIABJREFUvn3Li5evQFyp3F/HabXOS/5pVYgeI8zz9X+JQNefL4FB72ofrdZesj3PifPcVF4AIVf2wFyFMhUbS9SyxttSPtGMZy3earMznTeCyzlxPA6ICzStBb0LlC3tIpoTjXMMxZbq+562bc2OymUrPRGLGlJKrOkipapkm03MuncKzPZvTbauWwTMXKiOl2BO//qlWo2fGl63jE+eJS9U21eXU+abqwnWqnLndHKfSxJzlvyyqOEzUym2ayx8RNWy7+ozipbEdwBNtlvbNBDeCP3Ns7IbeEnlUkvPi6UYtnPVlLUMl4wwjBMxWVnR4VjGQIrWVOOci3blnS/1hj1xiOgYQSwdMObie20sFVBFaLuN5ZvmzHA8Mowjd4c7drsrco4WgdT3iE5M06FOmw1JlhkoMz53X+O41C5JwXdJzvdt70RrH5Kc73KnrJdetTfNFi1JxPNGP7YM6w7NAEGc1S5tAsHXZFsrkpw14bBNbZCCls5Z+ebjG45H4jjYJr+aySkSQmC/2+GcY4zJ4mOdw3lBs4Wf5ZQLB6/qpczpZgA56WpxV+KVQux59fQLeSp27zoqQrbE4+JVlfJTubypDM7s34WYpIA35aaFOC0c7nReToM77LWo7u7USV5vVlXb2cxQQZ3gxRPHsaTiCTmONpE58+r7b6DtkdCScDjf2t4uYjV2h8Mdu93OJFWK+BI/7UMgDmPREsrCL2p01MzAsai1Mhev9sUdggihCaYJFVvTjxOh7xAxdNkYmvm1b+/uyCnychzQOJFT5HAc8b6z+SyLdJaSZV7t8OMa470Vf0EqvkvNfde9Pyi2dn2jdQTJfdXWLQ8nFbWSWZVV6sY3VbU1dK4uTl9q7fiZm1rupS8uk1gKLjs8KYNzi9qZYiTHaKqx8+TjwDgN7Lqevt+QUrINcdQWe0pVhZJCLAvaahC7zv3XrPM5aN0weG34LWquVsLDAubrVoB1W8M52q/ar+VFSl/M3q1bz5flUvplsaCFKEsf63cpxxMObcfrdQ9pQqtAhVKAzIdgleYF0ojZ8bXUirfr3rx6we7mGRlvRb7arZV6ceYmqY5/EUyTAfq+Y7gby540ufiZlzRnJ56cItM0MeqyHURlNKFpcI3tPi7OCFVSsI2fCm5wPLxlmiLH4x2H4wEXWpxv8KpMw0Cz7WdzodrXuW6OhGle/y9rb94kOXJkef7sAuDuEZFZWQfZ7OnpY1Z2Z/f7f52VFemeabLJYmXG5Q7ADt0/VA1ARGWx2SS9JCoyLncHzNRU9enTpyK/jNK+f3zNGP8SAOj942/SMnb0ou9/6rAQ8AD+cLwYrxfSRDmz+nyqSpBiUCGqLWc7eCURu4l7zaiZKnkvcGPq7V6c5pmipIQN6MCwF3s+FaCyLvrGHqpufnD//PZq9w3uZP++OSSLnUySWdRjOJvmree/HmjeXkKk7t+X/RTfQ6y3czb1m+3g1N8CGX0N6oFP/GYdRa9IOvDkHApIVbzXaV+hBA0/vbcA3HG9vjJMJ6bzAyVXSl4ZTxeWZdb74YyymSJ9aPCYBsJ5UkLIqqJeeVUZmZJX8rrQ6qpj6fvENKeKgMMwkrMnxpE0DIRhIni4vT4TU8LFwJcfv/D45bNGXNHz8vhEiInxcs/H+wu1Nl5uV12WrzgdMbmaIyX9aFzH3/2lkPb9z3/JOP8z4/+Txnnkv37t8TVX3VOuvn17n1avXzlTC+8y/8cTJqS4KaZPKSmpPQUwGQscxGh/K1CLQMC8rnrU1ioBIThHzivLbTatW1NxywWc6KHQwRoRepe/39LDPYTdxvcdIoV+SxzvQYMtQbUv+0bf8+4eNh/zmoBsanv9d3sh/O0a/Lwgfiyme68RQR+4A5Y74kDqO7DKDlY0bUCUmdsZNc4OG++8MnmshlpL0VENwOMf/0gMA6fpoj2yTQ/EUgoxRdIQEZTb64OSTcKoYaVUlchUg1Clg3GItOpoMdNqj2K0bzN6HaA0l8Ky3vBpJgTVDJ6mievTZ/79f/9vnp++8PHDPZfTCY8jBo9bZj7cPRD8QPmPPxKd8Hpd2be202Zt09r17mieX9/7f873jj/7mrH+1WHt+xf5eZ3s7WmxX+/u4unj0Ts7IniDxa0uaQYUEFJwnE4n7s4nUjQ5f9twWwZmOaIYUwTYuLf97ZRSWJaFadChs9VCGO81bNwaPJ1seU/tx8oRobPraLVu16/X3DrcaffEuoM78NKjXHVNGhL/LKM5Nhh1V/v2sYemP8+Djoapb/uQ+7ojy6X+jGS/g0T6dhsmYdLf+8Zz0OK9SLUDUNuxUgo8f/mCc56//8f/gQyR59dn/Diq1m0QHR/hCi3LQamwIVQqOuoBJwzDgGuNdb3pz0o2aRLtw81FtNcUbb4W53G5gA/4EFmXG49fPvP5xx9pNTO4RigZ5wJ1mQnDmduSKS4xpsD1+rodltLvp6HzTXQcxtceP0/h/rRRfu3vvlbW+trjv2Sc72Prr31Pc629UNABIGc1ShVsdtoJ4rxOELOwVUxVf0jJyAemwmaxrDuo8TWTViS93YQOzSdrUTHkWlYkevK66oIa4KL20yyXNG+01TXhcKSqyTgbq9APHIt99XnUcDrpmi1b7IVtG2Dku+mZ59zCYN7Y5G4wbxfu54v68zpmqUUBNO/V4Fo/2OQXN4jD4ZrBePaeOkjULOT1zr/5Hjhazpxi4Pr4yJfPf+Th2+9xyJaf6nRt7b0EPRzFV0IKWwTV1FrxOmJN+0JLYVlXSlmAqt0lN7uGEJURFiI4HXEYY2RdFl6enjQsLgsvj5lE4zKe+Pz5j3z8/tecpxO1FE5D4jYO3GalKzajMTY7bP+cFPFPhbNfe3zNCP+z8YF/lnH+0hv4qmtnP993N773sB172Y6AkIaNyps8TSPjOGx5gQpuBTVWtNalkquyv5503mJA6sqyzMzzDGjeU2tVLq4PG1K4jWbfKFoKEBynR/d8V94Zi5YbVPNm94/ORKp2MKbjPT1M1Rsj2/N377o/GogZQs8hDd0V2b/aASLZ/5OugcT2nvpHP4y+nnM6fdntBQ/ta65PRtN1EHqUkyjzzBgDc8n89OMfiDZ/c7nNiqgWQ2VTIrhAq1kJkOmEC4E4jMTSWNpCW1Vt3odETJUqFaFSStXmhbYDYFIbjawJkGjdfAyRaRxYrrDMN+bnlbosvMbEv//2P5iXzD+d7nAuUfJKipEcmjEWK3VraHDsuc3f9vEeiPvPaqj/Kbf2z/ne21/4ynX1Pdk97js0C6eADbWRok6eOo2T1bm0QbeTiFVWpClhwLkNHNLn18lcNTdWE40evFM1dg7x/h6vHUSW9xLKW6Cl1wi/frG2XXXjW0i/UdTNOPXs6Qfcfn+k53aua612r7zRXPtvKpj05rHnrPSrcaKRiD1339D9XtefheXsh4ARMramxr5eXmzEhJZI3GFkYqyNp5cXvDhKzjw+fuHj9z8QU+Q639RritjQ4y4kXbnNs47USIk0aqi82jTs6FEygRugFUpdWXPeGGO1KclEHDgjH0zjyKcPH1mXM60sUDLX58rz4xO/+/yZp5crtzUzXT7w6Tf/XQ/jZuW72tffvKZHuc2/PI/3q07qv+I539eff+nxJ40zHJpzN6vr70GsRrnlUtv5ChgjPzjlRUZRZl0ElzRHaFVzvxgCUisTnuYb33285ze/+ob7U8T7zLpk0jgRDQ7PNbPUheBU2NiPAwVFP0MI0CptmWnXV9zyyvlyIsqi2rHOk0VwUghZkcCuO9svS+ljTeee4NAivdL8NvW9/p+hzTu6iQlTb6u28XypooT5fr+ctTJZGrAvcKOJ0uK2dyVsuSqCtsQBXc9qXyFPq/1KGkjYDi+x8FTQco6Yx9D6XkP8gRbREXC0hFE6b7jpTE4nOitmJpMmYbkt1OtMiZCj4zRecFVYa6EslbWCG2ULWUPSe+rxxFYZaAQPpVZuz1eaqAr/OF3AR5Ys3F6fcDWbCNxEKap1dHk48d0PP7CWyvnDJ74LIxL/g1v7PcvzCw/nE67+RMsLn3/3/3K+OM4fviOL47ZCc4EwjEiN5LzgbWZrdm8PQ/fmPr/794YOvi2lbIqMPV3QUBAvqkh4JLV87fEnjfONxonswfhWinBWyzPv1/M5DpvWda/h2Gqbeh3OPJ1+fZuvfPvpI//P//0/+cf/9gOff/o9Xz7/0eaWKOmgj3gXEYhh63DpR0NrjbrMXK9X5vmK63ngBqj0azkyP+hC5LwJFcWB31k/x0V5s2h0TOhwEh4Wq5vEHr+at3UdlHmXs4unH9sbOvzuNY+o8bFc2nPCforu4e3utfd3fDxpnTWR91O9axfx9nqO70X0AFapmWrCbpV1ninN4eNIy4XVwtJSGzGpWnxdMl58b7xRal8TfIM4JGrR9yMixBC5v1wYPZTluuEBKQ2c04mPHz8xpAFxlTRM3N15amlcX2+0KtwnYTxFrusjt3nm8ctnPg4XhniPp+JsUrhuYw9SDRB6u8Z7/vQGHDikbrt9eNOzwr1du51EsqdSf6Owdt+eG2Jrhnk0OLXGnlNaa4zfAaH+O+7Y6xY8KQz8j3/5Z/7lX/4ZKTfWZWGcBi7nOwtlbKCroY4heG2rwkod6MSrdZm5Xa+stxuT35lKPX/djkDpJYN9s/XLFQFxsrWRvVkk++yPi8K7RXhzx94eDD1EPhqYO5RQ+l/u4c7eO9pfpYtvd+Hrt21NvxwmefO4++/2AwF7XtlapdQm7eZYLG4CklvO7r0j4Bl8pAX1Auuy4KqQJq9KFbYBS8uIiX277FWlYtAGBB/jhngHGcE5qo0WdA7O45n700gtF0oueK+gUEgj42kCFxjGSEjJyjcDz8/PBB/5Pk2s5ZXf/q7wfH1kvt2oawYaUZwKnDXBeSEERzXl+6Mm1BG068ft18qIR1s47og3a3M4xKvl0r/0+IuMU1faAW9ZEIKePorKmnEaKoeNVBfLQbx32+cxJb55uPBP//j3XC4Tv/v3/6BJ43w+6+JWJV5L78E79sI12bW4WqPmlZpVy9aFPf/i6AE6D7TtJ9eO4up1Ca1LoKphH37+S8CYc24znJ7XdSLB8dGBnf43x6frhtE97XZqH1ah9ec+hFAbWu3eHxP71+6o/6iLaL+jJ733+/04AlJ9LEUPnjrtLjrfSYiaAJRKzZnoI7Ws5l31gEa6uLQQSqM5T3NB1fGs5o13qr7oHT476rpCs1ELzhBwr8ac0oCPidIq0QnBBhn7mLiMJ+4fPhDjwLd3DyzLM398/hGWV7yLSHO42ohEvFTVV0Ipi9Uojv5wH39uBft9/5qRvl/TfV3btg9VuOyvME7v3tYs+8J28asewr4Ja10nGWjOqR0oDnxQLVHc5vm8g8v5xHfffsN//82vuTtPvL4+45zjfD4putd0grVg0iPSQ7a4bUpnIZXUTCsZrKDdSy+A1TWNisduYN2vecsPTWpBPx88h3eOrpm5eU69GjMg1UzdykjbPeJdRC3QJ0G/W8E3CN4hD94iFnsvRzCng1B7Pfn9Vur/1Cv9+oFrSKwIzgV0pP1OazweJMe41gG+OZstY7XUUvCjrlNrlVwbaynENhCHPtZeaKVSctWxhE7bvXBKGwwpIjFQvacuK1ILpVSd6Vkbpa40FxjjoKlSCFhXhDoC75nOZ0JMhHHicg58+O575rLo1LkqTFPCFUfwOo6iOSsbWarg3tzzt3fMu7dg5maQxwjSnuFt/dnCWasT/3XGaX5cl/UQ4B1yFzkYJ86p1zSiug+HN93LKabI7pxOvPr07Uf+5//1f/IPf/cdrhVenh4pJYNzlNpIMXFdX8EHm0pVQQL+FEnjRG1+81htXajrorXNVvFu2EPwXi7t3ugrQacyaYDmEerGsT2irfTF2f47GOFmjH0z25fumHP+HKFrTZ3H1qPY9nd1fN1tw2zGufNlt6llv0hskQ2sku3DbT/bS149b/aHOrzskivsyy1NfyG4QLLm6JoztWRTqVADLAKFyugd3g+EMCDilHvr9UCne2rbWzFEfFLQpLSKd4FxmKyLREs5ISZ8jISkU9GGcdQDuzbGadKOlqB9ofcfP7LUFe88axOi6UR1R9JoULVd0flgPaI/f3zVSx7bHvt6fcVz9rXvB/CRxfW1x58V1jq39e3v+88WtyOWb050Z3/EPt0ZZ4YZgsHVQgyeb7/5hn/6538ktplWqm7SDfKH5XozKpmjNqV7edQTD+PIMgcNQlu1kHam5UW955Ys2FnYvSfY4Bt7n+oizLPrrzvRRVIvqmYoVN57u+PN/6UEf0tz5a2R7gkcG9DhBPXQrpd7vHnn3Wsdmw62UNa8+y6h8rN3wV7k6d6wHxTdCvU1nTc9pA4yid9VB/cAanu/0UYwLDYFu8w3m2KtaL1zAVXPq+ScOQ0T2mYmuFJ1TUwmpRPkxTvNf52jeW2gpuooyCGNxKTK8l2APDdI5pnn2404DDQRhmGitZUWIueHj7gQeHktPM5XSCda1NDeNUGK4K1bqbmvG43r0aLdxjcelIPxfmVvbGyuAxj0F5dSjqeAOxrn9mZsZ3krGQRjAwWVAYlbr6Y3BfeImMFKyZzPE//wD3/P5TwRauNf/7//ZVISwrKsrEvWnNIF7VLIBT+MXO7uSGlgXlacTOR1pdxUj7YsV6Rla2ZuNl4+gG0QaUJu1i2BjpE/gjqdCBH8gKMirW43Ncb4Jkft3RKqrxO3778v9Jdcvm7U7mBch4UEm7CFNTt7JU94wuF37T17Z4ef5XWH0HVffDtAO3i0RQL6N5rLh60TRRULNdQIdj2tqJ5QD6FxXQHRWvmKcm2908M12CZ0OFzQo01KIbfG4lbGcUJQiuUwDEwhsJTM6/XGOA2kYcK5QHN6oIbR05rR8argXFO9oPsHxAVC0ry1imxsqGEYtzmgw3QmjAPXZeXWVnxwLMuNkCawMQ3OOQ1jStuaMPqaHh2Ppi1mpMFGP/SU7eg5D+CPRneaa8qBVFHrLxdU/yzj3KONLrbc19WZUNch9u5hrW0GZ43U3uvkL2cNtcM08KsffuCbTx8RqVxfHpmvL8TBZEewfNXBy+sN0OnWaRwZhpGUBsQH2ipG0K7QNN9UyK0LOO3lEdcaOjFZQ7h+F237HsAY7O9lYwP0TgxpO0NHQ0XZqYSH+7apEGz3sRvsfn87QeBYAnlzytIOFN/9Hm+I4HZQ9tZs2VKJDqbvdTRnDe7WqeI6NtE0UtiCdM3VnenfqsJDw8VE8w6Khq+5qXTmW/QXtCZccDbPxOHw4hGpONNGKq3gjD2EOGpx6l1bw0tjuV5pLTOOo6aSSdFc33TdQojE4UQaBr0n3pyC015UjdB0IoAXnWDnfCSGyBAGxgVaGEjVU6RRbeS9d44QkkYMX4lA3jirg8F+9SFHj7kjs20j+v+twlpdMs1RLKzR/MxvG0TD1e4lFfAJxqP1XnsxlfgeTKmuMU0jl9OEQ3h9fuL6+sxd/EAMCRGHdxHvIaUuZeFtEK3moyIe39CTqBSkZKQUpA+9sZtUDTDqxXech9BzZtgMVPY8Tmh7fdQU6rqyu/mBrQ+wNUG7+a2O60Bcs/xYNkmSPfTd80kxA9jWtL++6Otqzu+2iWldCKyrEHlxyqTASH4GJDm6loPfjTpEtCNnX9sOPm1AmwhJsOtSRYnWaX9iQp6Wl4nTgUSd2G9iFSCqFeycKhnoc3l09KCKg2dZcKjaQXOO6ppqPdXCkhdyWag1KxPGEN9oeynFgWGciCHRqio1uhA0/PcdcIw0GgGPrDMiyueOCPjAmitxHCh9fEdr+G2qtl7Dezv4pa9tm9FBtH0t34av1SaoY0bZQaFfevzZJIRunOKUV+qc34nkB10grI/O+3AwzkgIERGYxpHTaWJIjo8f7okxUPLKersy366cL3dI1EE0zWQvvI+74pxAb8MSUfheP8w4a8ZZ76DerKZTsqzR2fVd9A7g6NfYPZDS+WyTNyM40InvbNScLcwVYUNE+3u1BeqE8jd5hgESfmPD99ft3k7200WUb9tMsrOXrXDOuj5EZUEtJN1yRqeN0X1ieK51Owy80/VSvrlFBebp6aFsrRS/UrJKuEgX+fQBHzDUlANa7PBVuzpayUjQ69P7qro9PjiQSs3V8AiHSKW6Zt2t6v2FxjzfqKKTtMdxxEXtjJEoW+5WpTD4aat5g7dDvVgKrUOYdHlUdsU1yMuK84lWCmysLlGObWUDw/YS4QHwefNvthLTFq3IHlUdveTmSd99/RcZ59sTYg+ljhN6xcKKrgt07NfsSuohBN2ExnNVtW6Nw9e8aC9jyeR5JueMj9W8iyqODzHSil6QFw2BRJzSykpBsnYw1Gpe0+7uruZWAR1559wOZm1p9CFEcaJ/R22WVjgQD81vSgB9JY755/sEf/u6aZjX12BnEelrNtdb3I55Iurh6PmKAUXejkgX3qYX+4VgwaOVekBc6MVGtXHLSTs4Zy9qUYAeLN5buUMEH5PKvQDlcFCIN4jZ6eBdFwLBvIEYsKORTjSDUMqec40osJaMWP27WTuSePDJMzAgNJ2JklXZoflKQUXEV7fivGoLuah7TFDE3m9Eff3/kjPravM/vSeJ4xRGVirr9aYHnq1ho1kDgNuu+WgHrqd1br/f/bEduEdE1iKu94b5N+HWvqlzfm0zOw0jeiirhAO3hbcbUGSIbh8L9/LyQoowz9o5cpkStTXmeWaZF0JSxC74aKR3JQV4lCA/DAMZz7rOhKyhbKs6N8XLPmy99TFw1hPYycLd2/f8zbte3lEPV4ogovmuDovV52pSNhygWR7a71Ou5c292256a7iSdbu4nnNaeLyR3fV7OzMHhEqn8WkEIxvxQ1rRHNhFfKibAp2IkKMR3c17I1mv08WtH9bhcGvWcFqcquvlbC1xXml2ouMVW604aXivyrA+BI1qTETa+QDBRlxsspVF6XrBGrYRvQ/ecPNqAmwh6Nh4ASSAg+JUasaj9z6Mg5ayvNvArJwr3hdCFMZpwHuvnr1C8we1h9YoRUNJj85MaVWI2CzPdVGd5NCnjds+PtS4fxbScsg130W3cgjH1BDfhbSHsPavrnMeDfL4ZvT09hrGdYLvJjt/rAGp0g90kMLQKSc6EflyIQZPKZmcF3A6f1EpekpeECe83q7asZAicRgZxwlExZ1auyKt7KHg4Y0qKKPvt6vAhWAqxSYo5l3cRKScg1YLXqJFrWLqeUFJFNIQZ8p/wlYLE9nzyw6fdX6qQxSgsvvRs/hjrbJvhC31Aw3fLO/pEp5iQE/ONsnbEGgNY9Wjl+QVQbV8GNHfc95RS7P2qx7GeQvfZSMRIDs3tNW6NTxPw8BpGgz51mtofq9za95pKYOzfKt72h77tQJoowNFr0Faw26yXVshr6u2Dg4DMSblMbm9V3iLXozb61ykdxq1avKZtVBFZ3kqAo+OlmiVVtQr6/ZWQ1RCh0AwwC3v/NotjbB/9zWUvtf2RbMDsWMAPZXRe7570rp9/MU5Zwu7+1bF+oO38AYCBMEH/dp7wQWHj8nyxIAjgBea03yjOUNX6ehcYQh62v/6N78BFxDRiWG3ZWZebzgXiGPEnyZcCix5ZV4LdVlAbsBK8EoJW6vDNfWGIp5q6Cwh0EJC0oAfR5oPWq7YMB9D1Ro0Ceq3LEfzKJdTgrYv5Xml5FU7I3JGamFIEYdwGlQEueSME535Uks24+8wzh5RaA0Xe51D+NSKTp0Wq/VZjTeXSq0abjZxzHOmmJpgE7gVR855U7dPKRHTuIkx57JSqpWSTOFOk+qCk0ZeVIndA+fTyGkciNGzRM88JNI4kFLU6xKHjAlZhVJWCAJRjFxQqbIYPqA6wzRwLVKyoukezT+laiW3Vahz0X3jI7lGKlFlL0MgAiF6Lg8PhHEAH2k+sFbdyj54rtdnXl+/gMvUuvByvVkkFch1YTifOYV75pdHJCREvKYtTkyytFBEKYjd9hSmUDbYRmhxnRt2VJdQgewOpokIVYryhEUlTLsKhEhRBPsX69L/hVLK+9h4V2wP28L3miauv/ljB0oPIx3R6ZzGZZ55fnxELgPnyx1pGJmXzPNt5nZ7QQRCjMoGsVCttQbVRiKgHMgqmuMUOzHFpC9KzdTlhouJyzSRhpFaGrd50daxpjU+kb1pu5PDa1OxMM1zNVx5uX7RmmrOlLLSSrHG78I0JFLwnE8jQ4oaxjk92cchbvdvp+bZPZHtgDbVAX2UVm1BFdeotbIsK8u6qg4SgSUXrteZZdWctrbGy9IoVaVCobcuBXo0HUJXu7M19jaXJgWkVfK6sM4LwTtaGZmvgdM4cHd/Rmrh+fmZGAPn80kPYgtVN/APoZWGSFYvRtVhVS5Y5FRopSlNLwbVESqLHuguaDtcR/6aIK4iljs27zkPZ/U464IOllpwXkPSEILtgYZQlPZZKykOtFJZl8LpcsdpHAnBUWx3bzmqATw/Y/tsVtq/d/z+jtB2O3lT5+5eVH7545ce//kgI97G0v37G+n3qHAQOoHZyM4OBXD61yjfZRwiKXhenp75bbtxfzeSvIYYzRBWaISYmKZJIW7nwKv0frOZnPp8nlrFhucqKOSd/n0zXdeueVqKMN8WHq9XlqZ5jXI8C4h67xAjDdERd7eZZVmoqyqXPz09WugnxKDCUcE7kMarVKaUyMuJaUr2My0beCebLq+IHgigB4Hvq7qvtea9Rn4AG1RbMtfbjdvtxryoMNW8Zm631cpKWuS+rir3WauFvmgYLiIb6hlCoDZNH3SzVagr06AHS3QOVYjR8s26zDy3gvcWPYnw+OULaQikITEETwyecYhE73U6dWnqoVsh+YgPOse0rhkKWgPX2NwOP7EaeNJIoKmQmPQuEaddLMuamcuqU8+mC1Uiw6h4c6s2gqOT96sSTV5fXnANTtMJpBF84NPHj7zAgxYvAAAgAElEQVSuhdY8UjQt0WYHY0m9M9C3nJ9jjXNPpX7RANsBqW9vc9G/IufsxrK/Kb8Z5k4wULL0Lha95aEGgnQ1b7/bLnnNvLQVVxyRC/HhjiY2/ck5hnHEubgfBIY4NmlQixXnBVcFSqOt6umkFkU1ja7ig87FeH55ZsnC9TpzW1aKVKQ21nlhvs2UnDdaWsMSeJuU3bLmtOu8bAX8FDzJpl5517SWORnw1CrjmHCDjqJrV2UQxRgJbo8mtiFKh5y8I7y9gwPUa87rwny9cbtdwZnCum3+ZoRwDXm9sqlWPcAcfjvYYgxkqawIa1m18Tl6oodAIzoh+WkbRV+Wik+RgnC7VlKKTNMEwLwu1BKoObMA3gnTkJjGPnjKQzOFiGopj+X+Eaf3NFaGYSIOXpvLm6UX1cpfCqOqx0WoS8OtCyFFLg/3pEHnhkoTFpu/uqwzrc7EAHldcc1RlpWAg2Gk5gIRztNErjeqg2qzAbv499vOHXCHNXtvnDtndtcSPnJnpfVZLB253xHcv4qEUHnrep1XqYg3jIwesgbP3rcZjLnv8cLWt9mJCaVWrnklTJHp4Z77i9LxlnXVOp3zjEMihIjzgbXIpl/bQQSpVbmYa6auWdXI645w6ggHBRKWdeY2X7ldV5alMOesG7kU8rKyzDpXpTUDTDZgBw17q4bS/iAV4qKWG8RreSA4oWTPQqOVFWmTFbYduKZj64YRYrQoQhe8iSgfYkNqbU6JgVm1qtTkuq7kvJJz3sKnWrWGmoxQUauQTLlBqBRp1okTcFRarqxloUm1sLfhUbbWebIhQVa4j9GTQiQFm20Z1RNX4746UeodracXukbjMBKCdn54Vza5lWZUPm/lrIYhlU5pkU4gl0Y25L012cgs3gcasLYGTr3/NJ7xOPK6MIwe1yplmcnzFaHikqOURptnhhhwTZivr9ZqFsl5ZZ5vSAt23xULCd7b0OPOmXLb4dkN9Fj62g10L58psq99om+MsL6tef5V3NrjH/fwNZi8ZYhaP9MSStjCNgzp6/llvwzvbUUPF5TSwOl8IfjIvKxGVB43z9wUgTftG52ATDdOUdSLNUMpOr9TxIr00E+zdZ25ZZjnxjxX8lLI5mXyovljqw0xJLOUYopwGEOm0ux3kpHmFW6PiI9azLchPEglr5laNCzcxhM41dFtsQ+KPSLaOu4+OM16xQxLwyQ27m4zrVgdKtQUpaURQ+9NbWSptFzAykfR6XuSVtTYLa2K3nMaIylFYlIgJXpI3jGkoAOLh4EUgs4uQQ2xlLLNUvMxKgjkLN/0gnfK0vHitEyEjvLTC6nggpIenKr6O9OhldVp83TQEX/ZZ9X22XcLISUGux8hxA30imkgxUQtK60sitzTKBmW20x+fSWFwBiTllzqytgmztPIl8dnJZYYWNVnxCDvw1g2w9w/K6/4zaM7sp4vb1+Da7sy/9uQ9y/0nJthbmCO37mzna4X3qrqKbK7t9Bon6QiHa01YoJk4eowDMSQyLXRvGOYJoJ3lLxqWNMay1JY10qI+9i+1qoW9kuhFW1RaiVvmrX9tUst3NZGrgERJRHUVu2kbwTf8B7T62lIUQChdohbereEUsv60dIEiitEl6hE9QgxEPprSyPnlTUqIKSzL2UT2Aq9+H9Y9HI8Ubf73za4vRpf2Dt9LXAakmG1vJwp66q6v8lzGqIdbE3H87lKaVXbu1JgHBPTaSQNiWgTv1JKDFG/DqYnTC9/CSoZc1hnhq6Q2A9LIa9ZWV1RifTbJm2C800ZidZ3aRUUquECMXriOOgU63W1GmWh4fB1Z6SVXGltIQ0DwxRYblfm65VlvpHzonI2tfD68kKiUUXw48R4OrHcbkiMfPfdD9yWzPPLjXUpWke16OWoTPGeQ/sWJOr7be84ORplNR4tR3KK5Zy9r/OvAIR6btmH/kQ69cv5Pg2qM4H66HcjIeiWZQO3TMo/pUhwCUUSIz4mVXoPjjQksByqlELOlfm6UqwGtvUA1oKnKU2vFWvGVS6m99qwi9+BIhcSYxxpzZNCIucZ5pkQxKh8erIOSZjnhXlZWcuKiBCDloIqTYnz5lWlenUGEUMZnRKyg7dxeoVaPCmoyJZ00rP3NPfWcx4X83AyqmG2oh+bce4RjUO5sD2SCN7jRWeG4JxO35JqoWNgdIqQxqijFQfvGaJGPViPqrRGMZTUG7srhkiKSQ9Hadt+SIaOrutqg6G0FtmA6APRecQ8vtZ4hVazcZSViZViwKeB0hxVdI5na2pQpaqwtPeOIEIaT4zjZNTQSAqBPM98+fyZUpXnmxcF8UopSGm4qDjJMt8oWYGkD6eBT99+ZLp/4N/+7bf84Q8/kde6jVp0vM0z1Q7edg8dc8U3OeZhLVsnux+pen8ztHbjxh69oxbke5uS3nQ7Sd0hF7UeRG1e1QKv8x7x2r7lPIgPVLw1UcPt6QXKipNGLaq85+gKcjtM3bmq3lTjcIZsivYixhBxcSRQidFBiKQ4MsSJ6CMiM8s1MN9m8qKN2XXQksE8NJZFWFenaKZYMT6ASDIOrSrgxaSgUArOxOOVhuaO8DxtPyX7B9DcLmXSUwLnnKGGKJm/VlrLiBR9ng1J7JGitnZJ1ZphcI4hJVoTStbGZ2miXswinBCUkOCsrFFWQYLWpUU8Eu1dq7wB0SkSq8V5XeONRy2QXJdJaaa2eEhvRPtztU1QD2hXGyKV4BPNaflniJHWnLJ8nGfJs4bx0ihFa94haRNEa8XEyD11zby+PvH05bNtP+E2z8zXBecc43gir7OmFk2oIWzTBD48PPDrh28YhjO1wu9+94cN1dfQfQd/jp+/ZljK/FH0+5foeq3tOeh7A/2LjPO4aXwIPx966/dQt+ekm2c1CoIuFFrecNowLa7iEdbWuK1FDdVV1mVB1pnotDDvARccee1GqScy0pBSKGvGt5VaV62fiYIZPiQVJ5bAmCIuJD3VvcfjGGJkCiODryy+UHOjFkf2MMREnhzr6rXOWSs1CzV6RNIG2nivCLQNPtO+z6rIsLPEVzsPGsFVzQvF01rnBmu3jHOonIu1jnUJC8w4tSdyazswSFONt2YVXW4VqNoo3KOFbKAXYsVy0QZi1c8BnEqKlBwIoSqIExuxt/uByncMdRfktlJZlKbNDahSe4h7T6y5HbYSgybdRiRX1owCZbJFAeqFlT8dBwfaIUgKAT8k9fI25m9dFpa6sPgrSGO5XZmSp9bCPM/k61UVAKuw3GaEynlUIbA0JNJp4nQaidEzjJEffviOn376wo9/+IlcCjEMP1MIfmukO/gj71DadjyAD55Tezh3MKi+96Z/qXECG6m91wFxxnA5EA82UoIzgrl0T+vMuzlwsums4pVhohozjRDgNJ2J00BbZvJy4zbfeH6dOT98iyMQwwC+0KjkpZKXK5Qbpa46gKY1VD/WckxpDMNESAMOT83aLVHmG1JnfKtMMaiwU/Dk4lizEFwgIhQnlFWo1VG8Y7X5nYLJdhhXE/HWiG3apJj6g3jtPPJ7OLMttdvYrxb6mzvsC98qnV/bqXw9r9GabiNn/az9pCqgled1k6LszQOuNZxbEccbqqL23VacrwRXCSHrgej6weMoZSANAz4qUu+jo7aIr5oKHD1/Yz9EmzMqm3aK2UORbYeYR1cvHbwS5INUhjSwXq/MOVMslKcpy4qgdd9aCmtuutJOOJ9PiFSGBK5l5usr5ZYhNSRACR6YLK0KpCFQWub19YXz5QOfPn1iPJ+Yc95IKDs69BUzPaQj23opeqeH5sEoO4jXDXcz4J6f/qWA0E40sBPSQKAj+MOh0VoJ1x5P15T1mxdxXgxAiupVfYIQqai4ErUipXBbXrk9P1KWGyLgnSJ4Qz+dRQPdYjlcK+o1VTXAbY3aYk5mGBPDMOGcp7pMpiEqsKATPMQI8tm6YmxQD6L1U4qeer7qSd8hTw2j3oIFalTWOoXHNW03K6Vsm1haQ+y+vh9P0Z9DP+vkrQ62qGZvJufCumYt8udGK9CMM1prY8ltN0y3s4OkYXKiUdurjLcszmufo489cAMRgtMD5zjyT9+bs1KTTuTyzW9eRKOiLnnqjC2mk9ucQ4kCUgkCUgo+jZomNSFET7Le3cv5QlkWbvNViQXLzQDDE6fTnSLILStb0Ae8NIYhcDc94KXx9PkRJ5VpuJBRMsSyLOAa491pQ6C1RxfCEElDwgVPRVHV8CdM443XPNQ1dRLBbpjtYIyt7jKhrb7tVvmLjRM0OT7S87yFtG+Msv97q2X17xlB3lmLkYEBvWvFGokoubC+vpBvL9TllTzfGKeJb7/7gWHSceKIUsN6qcA7THJExzUE4k5Xc3oAxKgQPSL00ZvSBKpQ1qqo4Jp1tsqybIRorRtWylpoZqBrmxUweIfkKRdWqYTNeSQIGBe7NQdpzy1DCDrWQGwkXjy0bh2es8lOjC4lU2s241QDbVlHUigYKOpFS0OcMpyaKQE6G52Ac0zTSLD8E6cHgHpJT7Qm6E6K761+IcRN6jSkzgQz8EfEPLrfGguwOuYm+O0DNM05lfjt8c1RarF8VZ8n0Mkqnof7e+q60PJMq8pQmm8LVSAQiD7hcFqL9VqqEgPbUgjE4JWKOC8wxR3hZ1AVjnEwrkzgtsy8Xl+1E6ZXG954s5970E5m343SvKXsoevxo4e0fy4Q9GcZp8S++YIW3Q8cWg7G1//rLVAavjjc5lwdzmlN0CmDHu+0VFEb5KYd/SENhPBAmybiuOC9ZxVvXhOca3ivTbnVYnes7uaslugdu46M5ZiuVe0MKTOtXlnKlTXfFHp/zSq/WKqOoLveVNzJe5ZcWXMj20ddXgg25QrLAkNQnnCoVqP0leYLLQadaek9LQfcFEkBWnS0wMagAtTCaDipCqK0wmDodGleVVeWRpl1vuha1JeJV7J7larUARfwLZgmkGrojMOAQ0dgXO7urQwj5JLxrXBKGplIjJScWdaVJS88LQttvjIMibu7M/d3Z5s50/BV5SSraHkkSK/96oHtQXN/AwlV8qPpeEFnagqi1MlkjKHk9SAQHwhDIJ7O+NsrLQvBj5yD5vW1LPiE/q7TCCc08K3q55wZvSNFz3V5wXsl6i81k2QixonQBtzNEYHnxxfmx5s2SxBpracklokZ0NdDdv1oWv4x4yvNohWrJOwes1ojt4X7PYxtrQ9C3VKZ/7Jx2q4/AECd2L57xqNMpLf2MHRNtotzYHkoO1JFH8KqciMhRGVyoPlWOxXz2Ep2aAjBYlXld7Y3WnJ60lv+E7S0k4LW7LygXme5scxXluWq4wGtMLyulfn1pv2h0bPWwtPLCy+3mSULzg2EODKKNoWXlmlN9WZOp8AQg+aeznJOEXITXNHNSNVQXkXOEmnos0n9dn9AmUKyXxDivIIHpVFzpRbNf2vzh0bnDWZRV10dQes7DMPE6XyhlMp8W+F6o4jYiHa4HweGaWBMJ2oM4NU4JAQFxNaZx5cXXq6v3G4XHu4uXKaBaUwkH6zTbW+d2kJ8cRta7ewCdcxEgaBRRnBsEURnDoUUWYtWCU7nM6+vE8t6Q5zXQ6Y1nAm2eXXFdGVGcqZQqfONVjIpqmD16mwIlkmZ1Cq8PL4i7ScaT1zXysvji0U+KtalB7o2uWPsckTURPveE9073UnUboyWhoghtxspwX5fYXbsvf8VgJA3ssDPC7Fvi7N7Leg9B/Ht7/XSQUcm+9yTGCNRdMME74x/a68bw6Yi0Zunm+z9jIq/aPd+tDqqTwnCQEgj0SfKqmySeZ65vl7J641yW5hfV/JckSKU5snF8+Xpldt61TmXaeDhbiLEEe8T53Cnh0qD0oRSFdp/fr1xdx4JUf14P7j6KeuqnbROCENkFNVU9VFLSnoVAXFl29CtatP32iprqeTWlJjoOsJi29+BQ8O4Vis+DMTgWWvltlaaW7heb3z+/IVxPLHUzFqzquzf3fH8Mmt9UIRhSFwuFy6XE+fTHU0KT09fuF6feHp6Zb7duL+cebi/cDpPpDRC1aluUhvO90PH0emJx/XvaoVOCqWDZ+ZVoVmEpYDcxw+fuL6+cH19VkoljhgHVUCwk1+ksayZp6cvyO2Vy3lCcJQ1c3u9IiEQpwFK1Va2tfDjH37k+WVmmC4UAi6NrCZlYrf0SGTbHnueKcgvha9a4H5jvG9DWSujcHyuvzLnfCs7r17pyBryzr9Rwe4lFlxXttufT5/Titn29yklfFXamua0+6J6a5/3zm1iWltHinMGcDR8tFDKa4WqI5OgcH3ORT9Kps4rclsoS6YUh7RAkcDSAtUNXO7OjGNiGAfG0wlwvLxcoSx4PGlMuJAQ5yhlJedFW8ialk9Uk8rvYma1sdYC60pcFk6tboV65zHyPEgLeFfw4shRyFEnbW+GabNFoxdqE2o1xgn7AjscpVRe5pmXL0+UBuuaycvKcMq4oFHIXITr+kRwLxs/dpwm7u8WHuY7JZTXlWEIPNx9ZJlnSrnx8nKlirCWxv1JyQ0dyY8p4ke3XbceHn4DiLQzxkjmpRrQVYhFa4QBFRr3Ds6nE5fLHY9fEqAoexVrDHcaKdWycnt+5ukPP1JvL7QPH0jTibyu5GVBYrIoprHcMrfrTOUL+MRwuefu4yfi6QJhOEx1M9WJQ+lkO2RFqKJsrT4ipOezx2Zq17tQNi96MFTEGuFlwwb+YuM8es733vHt93fD5Cj+BdrF7nSuhh4URuoW9UC5NmPSWAHf0FBpjbVVUkqG0RwLwlaLCwFasiG2lqzXCq5sFLze46cGreymOE2keOLxZeGPX165zRUfAt/98Pfc318odeV6vWp4PAyEdSHFO2qprFVJEj3vjmGwjn4jlNuhE/t0bpNerMiOtprMh7JvvLJ6WqM6T0b5ttRK8x4JXmu1NHyz3tPcNlqdwXA4PNfbjVXglitfbitrbZzGM5dvPyBSiWPEpciaK7e1cJounMeRttxYa+GPT688vrySHEoFjI7LNHC+jKR4AlfJuXFbMtGpzGmKQWdtxn1aea9/b1O2na67V/YErhYV76o6gzPUDKIK/z0VO53OnE93XNEuM2lNDygXVaHRZ3IpGzg5L6uqy2cVOYvDwLpoSaZVh7iES0EHHo0j4/mEHwaKaNuYmJ6QHLfa4eATEQ2bqnKuNyqeCcy1Qyi7/ds8aq8AdMXGvxla+x7y38sm7wyzG+rh946P90hVCMGaiBfOd6NycAUtWncKeKskAxZcUJFoqn/jK/Q9GgpqOU5DubVO/EaL817FxVwdoTle1yuPT4+8XBeG0x3ffvsDl8sd0TnytbLkwtP1lVwLr7cr9/GsshkhWc7XQ3zPmCZEtOPdC6qxWizvChFr7qCKqAoeTsncw6Bd/t2j5ExwmcZMyMXojSOxb6BSqc0mfAWsbFQRlJh+m1fGh49K1sjCNEw61MfBkmcIjuF8ptXG6/ONu4dPfPfrXzH5xu31hZeffuL1y2eW240oFcrKPESkfuDu7kSIqopR1oKkpA3XLhBDIgY1mhASQ0q4uOsX6zbXDVql4WtWMn6r1mGkeZriidpPe3e55+7ugWVZ8NHKS2h5yvvAOI4Mw8BCp4Kq/IwfBmjwOq8MceQ83TGcJtL5QjydSaczYTwRhlEHKZWdWud6uejtxj0g02/LJLXuXx/ZQO0Q/iLvw9u3Ie9fZJzvc8ojrLwZJu6dcb792+PjOEagG6dzTj1bM4FgVFNGcNaVIpvBe/FI0DIJVrOXpkJZ4PSUDgFipHq/JeAb7c/pIlbxvLzc+I8fPzPnyjfffsPp8gGc5/PjF56fnnh6euT1duP59YWlZoZp5He3z6Q4qOx/1DHn95cT96eJOAxW8yv2xqCtWoJJl7CRNHA2MMcHYhwY0sQQFf6nCdVFHIFVBB8yISZiGmjiEQpNnI5zF0cKyZQDCllmai746Pn47UfydcEvhfH+HkmJ3/7+97y8fCEOge9/83eE8cQaAktMhPsHPtwPfCifmL954KffTjz/+HvK9VURchrXl2domcvlbGH/xDCMDENiMCOJw0iI2s+ZhnETfLMC8bZhXVPZlkpnUynoor2f2oFU8so333zD5XLmp5+U9eVErK0wI3Eghcg0TvDwgTomFVoTwQ2D1m2XlTQ+cP/hA6e7C2EY8eNI9Z45a5+uRwcOi6A1dOdodrj3kHYPbQ8fViLhDTXzbS7Zt/omMH4AQ/fn/uXHfyrw5XuIcswx/W6ou4c8eMuDUb831PdE754/zkvm7ny2DvxCFUGwpuug+jwpjWTRepZ36nWTDwoiBJXb8DGwSqNksZ5LTCsn0oryap9fF376cmUpMJ0vTOcLpVW+fPnMb3/3e/74x8+8vN7w44BPCQmJ8fQAQUPauVW+u//I6e7C0+MjX56/8KuPHziPOvmK1rtfFMNeciaBqTp4StWWsJQGYtLx69HQ7CE0YkhUr6DOPC/U3HCinTohCClGHYUnHimVtYtq18bdxw/cfXjgizzjU2Q6n3HO8zJfmdeVX3//a77/u1+zVsfnWyGOA8PdmXj2hBoY00cilVNo3B4jgzSm6EyDW0gxMMTI3WnicjlvaohhSIzjoLNMxoHpNOkGtDqm9jcaQX9IpFIoUpiXheYSw5SpeSWEQcdCeE8phfv7B+7u7nn+/BNeIBBxQUkSQ9Ty3LKunKwJPJfC+XKn3Te5cX//ndILQ6B5T3EBweFSJIuHXHFoc/iWKTftN+0EELd5y7p9PhINpFboer19WvjBk2qRYicr6Pd3W/iLjPNr6Cv0bpNj2NrzS0uoexhjv7Ol177P+rAap8BaKm5ZcYjmLSEQnNLHVHndbSCPN1S28zl98PgawJkcZj9EtsRbp1N1lfR5WXh+fuV1LmQ3MZ4n7u7veXp54l//9d/48vxMHE7E6czgB84PH5guF5r3XO4feHi4I5fC7Xrl7371A//tN7/m5ctnHv/wW17++CPz0ytj8Hy43HE5XwAoUnFDNNJ5UjWEGA2gV85y8NEiA8DrhGfvV4KLJK8dIa002qAHlPcz0evYgJfPT7w8P/P68krLhbvzicvdiY847p5egMrpdOKf/+kfeHr6wodPH3AO1rwwjJEPH+65nAa8X4kenHjGKeIeznw8RS4pMhqJvdashAE79DpAI9YJlIaR6XRiPE24sAtfiVRoIL5Tg7t6RrU8zBQdykqrmRASzQxiGAbOd2euT4/Ikk172O9hqHPEcSAOkbUW1hZxYcANE3FytHGiuUPpqSPJTtUklPJrNeeOJPbyCerV1fOZ5KbKNeg1yUH6E/0asHqm+ceeQJvBaimlf4+91v1fNc6jYSoX1L0JY/X7O3L73nMeH/306M/VT5HVNF+kKcVtiIFxSAwmP4ETZfj07WzE+hgCKSa8FAiCawXnFMbXUoyYlKRQTQoxr5l1WclVaC4x3155fPwtr9dX5nllHM5UH3Gj5/7+xMOnb4njxG1eqM0xB0+czlSpXJ0Q7s58e56ISRgGz/r0SLndWEpmqJXTOBL9QJkaKSVOp5O2YMVITCM+RA0D08A277Pp4B2/zARDslNK1GLCzVEV8GppzFctg4zTqEV855DoCF749HDH99/c8ePjC3V2fLicGKPDJc/t5ZmaK99dzvzqwx13yROsjtwkE1xlHD3n85nJe4I0gkuEcNkOF+89NXk9UEcNbdM0qs5sTBt5HoTWvG7eVrV/8115TkSoudLIuLAS4oisjZICl8uFh4d7Xj9/Zs4FHzWt8V5R/JAi5/MdMTrm243mKy4OMJwIMVJksLCavUa/VWE7LqsYRj/Ud+PUT8cSikiXG7F6fGP72noF91yyHdKqZr3BZpd/QnTvzzPON0b3M2/5dcPsnvJo2N0oO8f0OOZhk5908CJXYnBMQ+I0DHjvOIcTzgftcJe3c0ZCCPgW1UPKzlcNAtFBQ6ljgljiruJX67Kyro2nxyd+/P3vCMEznS/46UwOiRhHWkxk5/jy5Qs//v735GXhu//jv/PNN9/wcrshDl7mhV9984Fv3fecoqPcn3n56TOvj498/vKF9XxmOp+Jg+fufOHu/k7zTafsnZgGYhoIKalHsHsVgGjh4jiOG9rsW9NBTtPE8/MzpWbwcLm/4Jpurps0lusr6XLPDx/uybcr19dH8hoV/l8dhMCH+3t+8+tf8+tP95yCIEVoeaGVjHONFlUaTGUdBYI2Y58uZ6bTmZgijDofM5mSXgzKisKraqKufdsOaxExYosHFzD+FhhFUcFAzVfFOXIOOH/m7k7z3DzPOhPF94HM2gPcyqBWZCodLgzUoLXuJuGwF90bw6T/y4DI4/TSN7mmheNKqewiXfa5tkP93YzaDHUnuPfcdEdtOTiqv8o4vYFBb43wbS66e823L3iMqY/jC96/MVWQy6w0FdZaM+MQOZ9O9jxsNc4me7kihIjUipe2NX4HHL4BRrCXQVhiorXGMi8s641aKtFXvvv0gHM6Av3+h++4+/5XXAn8/ssXHh+feb0+UZZXKJlPHz9xPl3Iy8o0TAwxbUvtvSfFxPl8IrRGWVSucllmwnRiiANjGsmtS2ambQBsMAkN3wkk4tUIy8qQVWe2ipBLxQftfx1PJz580jw231baqursH1JSsbLlxqfLQPzhE09PL6ylkVtDogpzf/r0Db/+9MAkmfL0SisL63LDSyOiddiWFxuhGAlDIowDYRpIF216DufRpEuj1WrdJuYWvLNw0IMUHdngVFLFbWGtNik0K3dJFcRF0qRSmbXqvM8QPdPlhH+OJtHSlDuNmFROsEPe2trCgEhQj22pGXYo6jgPjGq4R3QN2cb7CWZ4nVBgTQW1vWugbrsn7b9/9JydlMDBmF0HJ/t74pdd6J8Z1r5nA/38615wttrCzxLdjpZ+zTBBm26dM93T1piXhY7w9edv/VRzbCqAwWui31vU+mESnDKcgou0IgxJvdA4TgI+qLQAACAASURBVKR4ZW1XAisPHy+EkHhZKz/86nu+/ad/4ncvV3738oj4wjef7vj+fiC2SlsLr/kZsvDx7oH705nk1KNkHEspeBwfP3wghUjNlTWvjJcTKWovaHDOxhgOeyteiPuMD9HG4D5+PaaBcTKu76qF+FIyw2lkOk20+8o6z9S5UG1G5ryuVA8pBR6+/0T++IElVxoRUrIZniCvz8ylqDG3RlkXnBNSEPrMmZAiw2nkdDlzvtxzutwxnS+M0wk/RgvT+xwaM05UFFuc2CBk9ZBeep17V2t0mHxMydrgHTIlrwwhUFvldntlPI2Mp4HhPPJyu4FFWgSv5RprMNf6ZNQxFRp/0OfIeHQc4MY+s33XQLtzrHQnsBPYu/yKecba6ht0dlc5MDkSaVZFMG8p7eBF99xz75uEYwXkv2ScKlXvtr//JQPV7x1eSPZu/W6YwMYn7d87GrBY6BSjqomXXDZF9p7HHhibb7pjjkl1f1/BB3wcqOuu3XN3d0+IkQ8PF9bbC8vrlcFH0nThx+eradoIuS48vTwx5xuXy5kpROp1Yb3NpHHi4XzHp/sHXBPW241TcAwhsbSmoVdMjOfEdD5z8RemD4pqIpBS4nw+M46jlVd2rjJ69Oi19oMmeNIwbNKga1GEdVkX8lqJwXO5v6ONhXVeYK0MQ6JIUaX0MeHGiTkX1gphOrPWwuvzM7dl5hQC55AQ76kJBO2ACU51YqfTyPl85v6DgmMhjfiovx8H7fIIQTnRG/ABVu46TGXb3FTfJ4f906Mi9i6cwU1Iq8zLjI+BNI5MlzO3krX9LaosJmXAlUZbi3ll6KBlCInaMtAN0m0H4L5l+vvVt18RPVSakhJ2BpCWTjZvaXu3e8itRHKsXwobcCWye0275D9hlvr40ySEYDfWydYC5HuYQG9s1kvfX0rQDgS/NWT33PQICG1pp/n3Hq6sTWiWS4QxGZUvk1RtlSILjYqPEaYTvGSaQPIaYoloPXVIg4ZUvpFCQqYTaToxPdxzW5WOti6LihDnysdhotbG7X/9K7/6/3l71y3Jkd1K84NdSPe4VGWem6TukVrq7oeY93+NmWlJs1ojnXOqKisvEeEkzQz9AzAj3TMyK89lmmtFZoSHhzudNBiAjY2N6cT/+Z/+nn/5n//O+3cvfCKxlEc+vP+Bf/w//jP/5bdv+E1W7l7ek9qF56f3XJ4/EkV4/PVbTneP3J2/J00nayqfKk2ELNbSNOWZUzpzSjNRZZR7RMRFqA1omc5nU29vLyCVKWfylHm5LN5EHigIlwZbhHpqyPt3rigo/tobMVZOIpwziD5DUN58FyllZisFWkGaadrW2ohT4nSamc8z08kR2NOZ83xiOs2uwB9J0ggUInrYdPvqsDpfw8c+pIBohKJUpzZSzNNOBKjGnNJ1hQDz/QPLslJq5u5xZo7C27tH6kvj0/PKFE7MKaOxcgkbLzFRzg+skkzxQRaiFqI8DDnOfjR6JOe1yGZe9QjoEF25vq7O5a60VoY6Rq+xt2bECAlGjjAj9A1n1DWP9U2GLK78pWFtN6bxv8DXwtOeQPcCiv3+sMuoeq302jhDtPyD/qFFHXbfE3I8Vu88XnvN5l7VXstoYxGJRpCOojDjQ1qhqrFuUp7I+YXlcmG7LKweTtdtRSRwf0r8w9/9Dc9vN5bSuCwb92//ib/5za/57jTRlieefn7iPJluT7j/zt4vT+T53gzTsiKrDbpy3RysRasLL2u/fh66qxPbgytKWOgewMsvYBO+1wZraazVGqGnYOJriokpry8Xtm1lqQVZDebvHk69o6epCSlr9XYmgTgb+nq6O3M6z8ynE/Np5nx3Zjo52aDPwoldTSFcR0QdzfT7dcuKGd0Z1wsH/B48PT2R3r9H55kogWW5INk2+Jji0E62IUqW2sSQidE4zc1BydZan5E80io4inMdPNnwahbg9iFOvce1lb1n8/j8jgENcPfGQ75iTOOa/JLr/Ha0VuRg8vbPbpgN1egfzOP3Q1zd52T01+yo6/73dlNGaNea10gh+dDdNm747r07SESvUXmDsLhwMBKRKCZhOVWaGHE5bJvVVsUaa2vZ0Eul1JVtvXBZnknxxMN05mG+Y6u2Cz6+eeQ8R6Re2LYXQqtQTaZStPOHDbBp6hOwghBTZc6JOWammJhSHqoS4i1xKp2SKI5mWqgbg/Fvo/TP6Ayj2lAtNHy8nTeVS3zDuqyk6cK2LvbZfGGt6+IkbL+HHtWkKZIlEVNgmjLn88x8d2KeMzlP5CkPqpyVUZzx5LNcpN8M9c1yyGFe80e7FObRi5iBuE5vUwiNy8sFPvxMvn9kDoHL8wvxPBOCGGFj4nAeaUhthhg835ThuZHrgv/RCHEj6fnlyDHV5ESbg0BHul5zUGeErP19usHRA2Vu3u8V2+Lr9vntxPfP6pu3L+ttTH1H2B3m3kVyxdHdebBgYxgYk6PttVNMTPMJCGN32j3mbrAx9DcUxOufuNxjkETqOUSArVUkZWKaDfr3lqVaLdc6M/FyuVDXJzRUAonYIIfItAW0PAOVGciT0w+3SgsCIRJjJiQLP/NkA3MkmOr4nI1UkLoCnqs2iLNWzHN2+RovX2EeVAOju6OJEKOSYmZq0DrxQyI1ZUiZkCdOvbG3I9y4Yp/a5O8QrfxhwU0lJROUnqdEmvIQ+4peRrFxe2E/77arDBob2kI60zSyxX2rbt5DSg5G0muItW4EsSinbCuyLEhOpHmmTraJpTwxVRnk+uilFVPZiI4Ey94be1j+u7E48+dgsD233PPFfs4Hg7I7NDzmjsjucqU9rP2M7ndTOjHw8+vHLxvnQGGvf3drm/vueLgk40ReYxqNP3RD7lfB4HYQYkjMeUKodJxb6CGLDSAKTa31qp+DLx4Ntk2HELBpbpEqipNVULEQT8QkNlGbgF3WSAiKlsZpykac3yrQmHS1kNpb0J5ejBiQ5olpOpPPd0x3D+RpYh+Dbp0d2cntsSsWSvAdP5mmED6Mx/IG8/p+7SUI0nb6pAAhBVKOZII1SqgxdohGVQsuzXJscI8hjNYmvE6cUtfcxZrVk6myjw20r4NumId7mGIfLYEbZRsYRdfJ+WyS86C0XXsT03EqCJF8mlFHfMu6UreVWiYkJdMGnnZCTE9R4lYJBQcwg5fapJNkrwyzS7FcGevhPD/rFhlL0zchV0A8rv0rI/yCYd4eX6txwreISh/wr9deTKSfvbvKcYL28+s83OsdRDHxZgN03DP2nEWEJHse0Q+D300CwnoETYj4eCFC6OWWDkaZLEovzKQkBDKiZ1orQOX5k8kiB4UUktUeU7SPVldq8fduoARynjk/fMd8/2B1wDwPRkrvHJm7tu2oNInLiabh8ezszCgRryO7HKk1GJcx09PjNUSUJHZv6F4sZVqtToj3xeEzVaZptkXopRRGvgghqo+Q8J/DvrP38sjxVg+GS9MRMI1888rzfAnwuEE7m/V2IsLEDN7dQ2uUy4U1RQMAHR3uazKkxHQ6kWtDNleN8CFIgqktjHfUV5DWnoPr0cO/zvK5HqnANTILh7X/Ba85bGZn0v3ZYe3RIF8PZ3cD6ndNe/7IDhK8xiLqgJCIxehGyUsmHXJsv6kNyeLiWeMqjxyg69ZYJ0tzrNgXavBGX9c2Uq0IkIJ5ZUVoOXroqaTsMx7Xle2ysF0Wlq2YvKWaFOO2FdPjefyOh+/eMt8/kqYZpmRCli5RkXPk/u7MnAOyfjRDdbTbzsuFt1xku1MNwQGuGAewFeKGtjhkY3Jn30gY3jb5tV820BhoskczLYiHcYpE/FrhM03YwzD6vXExMo9oxO9x6Jusc1JVrUcVDCdotdl4xtqQagho047c9vKE56W+fmwNeEqjzTR4SoUoiJqqf1kXtsU8ZAimc9ujqBACeZqZayNdCmyr1zyVSBxyObZsjoY6Pvh+nUYIfhhI1MsoB8O7eo0dCdofe8VbvmaEv4AHfVs/p+3ShxcV8RDm2iNaqQVGVUkOIdzhBW4BoT5hee9SMTBlyslkL1Mawl0BNV3WzWT9QzKDFiCHfUhtb/Lt+TK0IfcIxY2oq9TJIAWkNI3JY8vLhbp2PVyxpuJkUpt5MvkSDZEavFE8+hiCkEkRYjDTmU8nW0xq16ILpGkwWUpC8EWrbjTmlTUk66ypybVfe47WHMxhqMglV9iLXkrvY+dqM09i4xLUJ2B5ZBMgqImzEaJtWm6U4gs8J3vtQB+25OvQC4NNLb+spdA2Qzi1GqDXPag2k6fsI+/7UGAbBy8G/rUedtuUthgDZb0QUHK02ZtlXQkS0eiSmmDjCmsl5cT5fOZpU7ZWrCfYncZx7XXPeDxsPVqpZPRpljKaqVuzBuurBHQYo/1zhUq7cznaRicevEbi+dLxi/M5b1+gj8n+kic9PPGzV7s25l3xoAOUYeSbuNSJ0EWWBtig/fsume/InKFFIDJoWPvRL5SHmikayKKBWHdhsJIKOc3UuTKfNsq9eQG6Z88+K8a78W2sPW76EJLJNaZgrV0pjAjXNwnPM2OfNRMHHxSwBRBwjxMGyEGI5vl8dLnEfm3sOdYzCUhgOnU1eeMSl1opwaYjmnJCl9EYZ215erOJ0tUFfVMw6ZTg1NgwQKqRpFiO6wwYqergk/3cc9uGTekuzSe4XYV7XHkva7xWtGxInkjZgDOq5Z5pmn3Qrm04ff2UarXulKwBuxJccMvmuhzDWD9193BHxPU6N+6/00Oq1tfUERCS/tqH1z9goa+u/6/ZyPH4pmbr6+/lykAH4rrftc/Q3T2UPZLnu3ymXeAAVMEZP658dlAyY4QQvvOJ5UhUGUp8CjD6B72dqecLsofpRq5wnmc3GiopJFpSm3M5+RwSVfdSga5YrxVq8fymWR6bT0YAn6ZIij7FDCWoh/gSsGHA0cdFuJGKDF0dW4h+fY/UvhhR6uBo+krAWuXcO1iQzuRMpKZCTZFSA6WaR1q2QnKOp/2NjPc3O1GkeVgtHRDEDM7nq8jYTX34b+ebHua2DM+jSkEpWscIgnoAX7pn7X2efYyBqKvzde2gUggo9XQij3JH5/H63FeBmIQUiwFvIhAjRbtn9PfgEKJy1AA6CnUdSkCdfndluL7+x0fYda3cRLgl3VzZxvHrzzfODubsIaw9fjDW8b4dFLo2TvjcQPtrH43Tdl2vdxk2bWFGrVhjwZFOVQBjLZViht1GyLHXSps0WrDdXAQrXosMwSV7op1j54ZGwQWOA0Ws02B4Yg9PtMM30vNXmGMk5cCcfQalWh3SDNMkUoIkJDjR3dHPnnwHB7x8DzAUNyVaManK1qJ9foQ+DMnCKUctxYsZnaPsO57ESNJoHj7ZuHojYI/bB+P6WV+slTOc/ICFn81lMG3R2ffaw9mudO4/q+dqPb9UP6+mx9pnN5LD4lYDBmdX+N+qzYIhBqREalnRWgwg0w72BU6nmVBhcR0ibZXgZI/n1QYOGzG+jQ98RG6vDFNvVPOGYd4oHrwGCNEBzs/D6ddSQDk8/trxTc3WRlTuu8D1m+0Qnrv1LsV/ABc+B4SuvW4HhWTHLH2H8zYdlfG7ruMiLvOPBJraGHodF8dsXaRR1ahWQcQ1hhQV8XDUvJQp/AnR6VxdBNkWcj8HHQCVVoUqZLGODEIw5ky20oRI857ciNDcSDoIlMagJZvc3fnB7OALYEOPvHQQs40BVOu2CU6PNOF2I4H3zLrWza5t9JDZN9goQg49nLPdpndJuKXjibGJQvumOwzIREXsOU5gN5qgsWfUJ4W34ovdQ0L1e3n8eeR9Ry9UrXF5mmdDmt1Yu8KiotTNpnsLEUnZ16LaWMlkmrfJmWa2ychh87EaZn+k55l7jbONx4bC46tGuofkt4hsD2fNJ900fxyM8a9knNfe8vj9QGg9F9nh5C/sEjeJ8EDqOtjkY8Wie7JweG5HWa2dfk/oraywx/rdvFF21NifY3mGq8D54g1qw3qsWdsWaifcR7HhtPvESVP0blZQJBHJ0UcA5onpNBM9yez0uJ59KNWYK85oGXKiPiFcQvDRguo8T9+9Q/Qvb31S21S0NAg+0yP23LF44h5H3j22PN+Q0mRK9TS/X4fQbYgoC4Shy1r3Rddv71jMoKUw5oAUu27VH1NsD/Ard9Pp0XM4Hbla81wSbXz69NFArrs74mxgWq2FbV0Jl4vJk0bbdGwTNhzh7u6O+5fCZW2s62ZMo34/DgDNEbjpn2k8NhQP9No4b7zk0XPajqM27uNLnnOsdfnMPr50fB0QuvWSB7PqHoqRKHeYYA9l97/vuwnjpMfOAV49cG2X/loiPhTH1Q3Y6X0G/8vYGxQxPVHU+ZYydjuHPm2ROmIWgxCJLmAtxhLyBKJuKyZM2Yi2rGwzaBVC7yEUkiSmaeZ0mk139zA6TxuoRFR8IG5Py0WsUTg5ChuigUtBvB5nCGwEtoqpDaaIFDc4v/haK1pBRWjJmrBDs+ek+czt3TLOgcmLgGDJutJqcOMzEkYIwfJ0+6uuuuEvo4cQ0D2Jl01s0+qykPZVMe/SVP375iffxnppByOwpm5LWbQ1ilZ0sxGArcHWlJQyZV3IXaepdKwhMmWY5omH+zueXi68vLxQSkVO2abcBYsUaveWDhJeDRxyj9ia596+gfXNy9aURxytpwJ7fhDcKYg60eVgRsey5MhJv5pxfsM4ht2693DAIqN9ulQ/9sLqwSqDOLp4EAnrIe9x95Hob2hnX1RpGolpsqGsIlSpGLXZ2D21GRRfgQ01Ywr299rqmJWCA0O1VpvJ0oTg7Uz0hdiBAmkQTR82euiHmohziNHDdpMLSfNMnGeTztBqN6Y1b+g1xLBuiiTbTNQnlPWc0zYR8fzP/iZ42G+hsI24k7rRln2ymrFx/P28/hpQkEAom21o9LJoGKGkXSmbXdLAAhHXwekCY3ZBek3TRX+aTRQzMvjmIR8j5xwlMO1X0oEf9XEF2kaOb3uqbQ61OnBVjHElbSOlifPdPQ3habWp3mojWW0SXV1tLoo2ylbQGMkqRNvbmOfElKNNxW7QymrGEGXwZI+1+TGmzz2gVotMggNatObTw83ipDv4q5DV0zHvbumbzzBOOdiD9P9l33D/LOP8wvGaK95d9Xjgs1C2A0K9mL17XYah9+f2rvoxT0T28kH3yiF0L+0v0jmdEka4e0TX9vypS5d4gRmn8YUwwA5xr202FIixEXNGJfr0rWmoAITgCvbumZtWqPi4CUNr7QTc47OHif267CF68QbzQAqJGhtx8G8DlT1fbKqIVlSiybQE82IS9hcfYTyya+T0hahKV4JD7TN00M1ywuq83DoWsc2btNdobphljE1kJ48cNsRy4PZWgSpmbdXD43pgEm1bIW8VDoObO5p9VeLoTJ9mE8hLKYPrm1Ikx4RqYasGHo4csxWPpPpN6M3SO/DDAdH9PJz93JxuyQ23ANH+w+eh7F8p53xdxu/z/JKbn/eTGaT38TLXH3gEyM7lHaMGLZEdBqrBgi9Vn/0YAlIV7R0EwfKqIDJ2dMAWZ/D4I2BA0oHOdQxtjiPwYrT3isnCUGIiOtna0F/z4FBHaGajAz2MbnY+vX+pb1KtLzS/EgNYGAAE5lmDCYLluRCCUNaFQkC98bitFQlOdWyKxmjhWM5erDcI2Ab1dGPEEXEdi/XYgSFGp2eX6vDcsu75mxEcjp5H9/KTyP53h1yzCbQUDHQZ79sXRGC5LKBKnGYKAYnF+kChS/1YvbcbQetqBdWIEsl6UU+niXZRXpbLvtIOiuyjZu7ro7UK/dzb68bZvvB4X8NHNKWnflfA6SvO6mvHN8mUfMlIj4/vA2D14OnCEI6+ftF+tfZDb386eL6x2/traghjJ7bI2fKa6mFXjS6J0YzSN3oLXbi5BbiuuTJ2efB+UXaNJKL9PiQjIMTorJ4OIHg4a+PFC61sLOsCTU0szEWyezgfQ3Bv4MQAsU4TrYWmFUEHMKY+CFdVfPSgKUqkWtmWi3stpa1mVKkV455Ok20o0Us2TqDvxZdgH5rUNybdUctWi20QjhE0Z1N1tsyOYH5BEcDv2b6ZHzzL4TuLVBwADJEskW15sQZ4hSaZlooNWvY0Sgaq6uWdUJFaKawmgDYl5myh7eXi4eghsqKad7yqY9ZmIxUOhntLhL+i8H3haLeLmj3V6+v+yjDD4XevHL8ACMnV94ba6QHh2Z92i8S+5jn3MHOc6zjRKxSsgwl9sch1bns8evgrYAXxUtDBV1VnqzT3Bu6Ba6VPJhufw29UCNEHM3WwyGu9goE4snOGFUv0zbALdVtBG6VslPVCa5iQV568bGIkhL7ImgMUA2Bpxi+1kXVpoMdl2Vi3lVoKAszzmdQqKSWKDyla60IthZdWSCnSWmVqjZYqNkDX1QAO6JzquOAGGmkj9NYy7deM4ZkG6HMouH/Rwwh7SWVPvhBhbwse52Ilk2lKROx9pIEE9QaEiEXzx/fZz6NVq2NKqMSYrQykBu65NJ2dq4h93iE34muxqW2CpYxrw+3n0WuiwWvek+Pn5GiIB1vylEzl2um9dvwyWntl+dLjr92y+uN9F/Dfd895PIEBynRImd2JSr9wbpjGvHHycVAztIN9jhBQ/AsPa1sd7CBaQ0MbOVIv0PdBMhWvCXZu7IGL2/3LsTPHFlp1Sp/fDc9bjPBdPFSsNpzW8+F8PhuY1BHc5syXAxul1eLhsdocyVKorbJcLrxcninFmsODq9oHDaRojdgBaLVQt8C6LrSWxn3LWMdJa5YKiLOdjNM6LrmBHSPqgV7M74jqYAG1XaX/WLw/SkZ2JtB4Tl9LMMpGbYgyN6gF0cacAioTy8vFc8qK1EbSRhMjUugNltAJFaaYB6b+3zuRGsmZ775907C1pR7CCteGhto1eq3c8rVjRJO3JvSad/zG0Pabc84vPf5a2Hskut9+KIOQdV/Xh9cIVy05fpOdaVKl75Q9tO27leV7KUWaFuq2UWMk5ZlWbbx5Jx3XhnMtK6ihtTFGp6U5utk3iOYILj0HNgR4R+rcZFvF1L4NPCnbyuX5heXlmfPJpD7yafbQ1DaSVotJZzan3zVrNNZiEpgtBFQrVc3I12Wh1ULKiZin/Ry1EVDmnNA5o2VjK0JtjbVszuPtKgoN40NYp4Y1PfdNEZv7If5gl+JoDpA0NXKBL+hdNvIWCNkNtXrPpI26Y4R0fSQevhGpNrZ1IalR91IQWoqspaCl0eqGqI2oaN5z15qJkSuBkC1FqZup99VSSWni/u7sRP025Cxt/djnq8VQZ5Nusday6gw14NUa6C0o9Bnwc1zrN2Gr9M2Qzw34S8efbJxfyjn3J/Sc7fp5Hb4epAD9HOXqeY+t/b4TGQQe6Mwg231r/9mx1+gf3ihkFUl9Fz/saH3DaDaVK4T+8e2EjLSgo52tOe2v+Xn0ojzKLoiMgQm1bFCqGefLJ7Z14fHhgbu7e2RKpjS/rfR2OgEfJbdZWOU5D84jXsrLYCYVp8OlLaJ1pqVk10HbCJ+sFxMIwUTBtgJiBjpQ8BBGyKftsHOrvVbvwe1hdwem6uDOVoscOhB08I7mZa4X8PiScQcsd6YjzWYQ63IhxEAtG9Np4nSakDX4NXHB6Tx5JGcyMBQrm+VjriymnyQxMZ9mRITqEUoHrdSjlIHwSt+TDmHyK6H6cZ0e/z/agRqC9hnwAxxQ82u7+Zo//otLKbe55fjNa3Z7yElHZKyWTZZabcAsAMFURjyMa9tmrNLuLA83JHsuYmz0hraCeOhp5ScPabp3dvCFZvVFC29wGWVs4BEQxCY1t2odKYjQQmGUQ8ZHMUBiuyzQCmVZ2NaNKJGHu3vmeeJ5Wxz9VMp6YV036zwphW1ZYYT6QLXREWtbqFpc7b3aopbOTW7OMhJyDJxOkxMhhCaB5rIsbVvRIExYqKdBaK7ve8yfrHJ8KHEdehg7SnsspfTHtrpdgRyvIprsOII/yUJbN9CyFdZlJSRhkUorK3mafKarATODNN9wUnynaNrGobKNPHbbNuJUBhhZSuWIGtdSxkR19XBdlOFdbZ3u4XM/fimsPSzyVwzzC2HsX5ZzfoMD7knKITftu9EXYWM1g2ptj21v5Sx6+DJQwa432F/Cd/WhzomOXb2UQovVeao9d+wbR3DjMvc4ELpxnpb/WPNzn8lRPR45cDP74i2GzmqtLOvCclnQqtzd3XE+39O2wvPz86CfbZeFdV1NeKtWmkst9l7KViqXy4W1rdRW2baNPmdDEbRaWNwZSSlFHh7uefzugXmeCId8SRVTKo9GyOje43hdwUj/gWiI8WHRXglbjYGxu7EaDX+/r92jWp65G2fDcy+/b1Zv9fB023hZFuoGohPTFCmqlGbTtyXvQFVtNr3cmsxN6GyrjRSsLgzWntZqI8XI6XRCf343DMvWRr0yNItWbsGeTvT/slEeo8HbSHKsezeEo/PSw9//0vFnec7XTmT3nCOR/Oy5cBMW6G6cBhR0aP4Iyx925t4ydWhcRXu7lAyDLlthCxspZFNBwGp83inlIBKDzmd8QDt/m4pdrW6pAdTg/lEM77tqA90aZVuo24YAdVkpq6m+351tyti7n97x8dOFp6dPXF6ePU90hk+ro4Ojkx5qNRDo0/OnoWGLQlk3nj898/L0ggTxOZn3zOcZ48Q2lmWiBKPo9ZBd1drb0AKahlDYfu0NbCueg+Ph6ZVxVt3ztsNiPcphHj1sR2v777SnMrgxhIiqxRJbVZ6XlbWH6OnEuixctspSlHgCWTem2e53Q11dQWwI71hCCr4JNwUJifv7e0KIBraNTZ+r8LLPDL0NV4/qka+t++N6vn3si7XNQ2T5Fxvn117gs13i8LiM8/oCXOwL4xYhO7y6N1vb2HLRaKUHXwSix5DXm6GDt121RmkbJazEbA3VJltpf2vhoPVbHne84BIgdjGxuZLm3y1hwtUNugAAIABJREFUEKF0kkR/zU5fK8XCtNpzQDOo56cX/vD7P/LxwycuLy+UbSFEIcVI73oBjBpHozUDsEopbOvi/Y1weXrh3Y/v+PEPP/Lx5w+A8tvf/Za/+09/y5tfv7Wc1wGjcH5gmmwymY3Ks/yzFQvfTNz1oA3lO3+pNk+035c9nDZksx6U9GxDtHvcDs9t9dDJ4XdydKM0B/KaDZUyGmGkNrisBakrrVVe1outm5SQ6cw0n9A8GWMo2ISx1hpVZOjWSghG/xMlx9moltI4nU6mqFB3Dq0vr7Exd2/PIYobuMc32MPRc97axavh7Bec1mvHn+05XzvJY075NUzq6nP3m9n22lMv1Fvz8kRtxbmptqsHGM8prVq/ZOelOshQ64ameYgy9XO0nbwT2u3xEIzjGlxzSOEgC7Izk5Z1RRCiJKKr9wWgibBcXhARUkwsPmpwLYUff/iRp59+5qeffuTdzz/RWuXNr77nb/7md0zzbPXLVtlqYdmKo9Nq4VtRPn34xI+//yM//Mcf+fThyXifQbg8v/D89EzKiYqVkObzxDmfCdPMnGfPuTa24rNQNkeur6hxfl1L3a/PwRN2ecta9wUrauULU1rY82JUxzCpeuWNeh5nXrQ0HEE2/aOtNtpq4EzKifl04v6777n7/g3T/QOSZ1RsoDCuCeykSw9nzThDMME14x2bar644mB17ykeXdVB4j/wbft6HEoRn0d9Izx9xSCvfv6KYd46sy8dv2CcniAf/3XkbUgi7qnmyDW7tL14CPmZoXq4Oj6gmAxi21ZSTrS6kZPw6+8f+f7uzEu9sDXrS24S2UqhIYRpJr2cLBRjI6ZGnle2i83bDCGQ8h2lBHJM1k1fijVgB4PNrXVTQN3ruqZQtBZ7vGnSJGSqM3uCGJJaCq1tqA+WFfe6McKyPvFyufD88QfWdz/x8Q9/4Iff/54f3r1Dpsw//tf/xj/843/hdL5j2yovzxfLPaPVAZeysCwLH99/5PnpmZAib3791oSdJfDd94/c3d8hAuvzQpbAKSZifiDkEyGdrSVNXLaE6nRGK/t0KmVrvbxRrw2z/9yjB3GaXC8xwGg87mrodvMdqW9YjixY3u9i4EEDK6A+3uOprMj5RD7PJkx2f098eKTNZ8L9rwjnO+I02TrZCjEZYFcqhkNs1i5n+IWj3WVDpTBPE2++f8OH9x8JklGxfLc5X8uAIQw09PVo+ISOn3nNCPtmP6r0/vAOtrwKDI3XOOSiXzu+LvD1BUt/vbbZ4RYGuVv8Ll5hQTe5prLnLJZrmkRiiifuziemnNm63MQIS/oOj6noaaEnOX1wrhGyFyRMbMXCmIhC3TAWnDfyuhJdwzxCa713NIEFqyPkFnXhMocge+G9abO+TGxHj1hOVUulNGVbjTl0//BADcKny8IPP/1Emk/89re/M3GzYj2INRgjRpvl0fPpxOP3ytnzp5yST0zLEH2wkUCIkWmeOd2dbZDtNJOiUGqfs2llEG3XKu3q1/yooXMUV25dyQD7/shF7q9jM1G9ZNLnj+BpwcAMZHjQFK28s5WNZV0hBqbTidPpxK/evDWP6m1i5zyRpplttalzXXsqig3hNeTawnhaV+zo6VJjnk9DDMyaHGzRtQOmwfHr2t6uUp/hXQ+549HxqP+OW6O8NdD+Gn+JcQ590K8Y6WeP61DeGB/uFh27rSE1N0jF8pdSCnmaxyTo6Dfz9kKVWklToBWhjwY3salGbA0pFUkVIVLKStVqw3faPvqgbyO9VavfgFbbiBJwfmYM0aICzy+PRPmYnPcqlku1Bmk+M5/uWOcz+e6BN3cPvE1/x/PlwvOyUFvjZV14uLsnTZllfWFdK5oykgLT+cTp4Z7v9a2BNM4TMKExsYUahLvTmbe/esObt2/Ip9M+OiEKoVqZqNSNUjgYo352j64VAdrVY7dSHvZ3viE6UHYkkCgHKRgXEhvrJZhxbN7Ncro78+btWx7vH/jV21972KmENHF3f6ap8Lyunv8rKVrzg/jGmlIaeENwooKq5bY22yUN3vRgMNV6tQaPGMgx9z5eo18EcW5+fURor2zlrxHW3hrn8fsvvagIV8JHyDUCZqGRfrYIarWp17Wa5zqdbZEZ8ONDf/z1xJW8mzaak9Jb8Xy1FmuUbQ2pFS2NFCLbQb0cFK1KBSJe9xQjg49owYGQxiFSCM6Y0Q7B76ylziIKMdtUMwUNkYc3K+v7Z6ZilLbpdObubTDukXQJ0ExdhXWa2HQxbx0j8TRxd3fPPHlBve7GEmNknjKn88zD/T0PD/ecTmeYZ/I0uQGDakRzIocOfuzdGCN3Uh1h7a1RvmagV/eTg8fwBV3bhsqocfnC3r2ZTSm3UDqkyDk98v2bX3GabaL13cMjOWeW1TSBLi8vXC5PzHlyiiNkCdaZ44yfXr8e81zdKHLOV7Kr7eaz9erAn3J8ce336/DK86+Nky+Gvcfjq8aZc/7shEZZ4xU4q+86PWQaoR8dDHBQzKJJKy73ViL1fKA1zqcT9/f346L2grL9rCheqxKhSvOhq5YHVxEzntJ4qRdiy+TzsTPGvR4mrWmkGAMqFAZYYgsJO+HeGlYriLer+QLr26V2rZ48udq6EOc7WotszwU93bGuq8mjpEieJ3JOaGuslxeQxqmeCGIF8TBl8vnEfH/m7nxvE7zVNqQggRSjjaU/2VDg02lmmjIhn8eMU1xuOgRFg1DKSqumk1nHXIp+rz43xFuPemucZYw1sCvbN93aGqGP97JF40bTkLFCdFD7YsrEPNNCpIZAnGy6WeOZdV1YLi+gFe29l9jrZ0yzYuSAx/sWjEnUQ9pOoLjykAPYuYllX1nnv+SUxvvzeup3+xojVfpzjXOapq8iS7e1oR4S7p0aOwJ4LPbfIl1WHrFOihACD4+PPD4+IiEYNxZTzks5o20bhi4ibMVKABLCELWqKiyt8nxZiJvw3WSTpUU6Ba/u5OZ+UXXPf8dnUfyr3yAwGHcPDQVTRwgxoQRinpEYXboxcE8ixZnvlwvLsrA5p7MjwLWsqDRitHkqS060VgjzTD6fbNTAPJF9clpwIeqYDM22YUSBOE1m0L45hOCGHKCXLVJKXovEVBDo4dzeVnfrMW/v99WmrHvoan/XSyccNi5f+F5e6nVnVE1uRW2Kd5pncp54uH9g9qgpT4n3P/+M0MgpWbrhUpwpmfqi9XB6fbP3iIp95j6e49gQHg6Go9rb1m6IKOwJz+3a/5q3O4avX/u7bzF0+AbjvH2j445yvFnjpqnfDt1h615fPO7EI4TtF0oaFPub+/t77u/v7e+9ON3nhhBcKQBAAquanEgKCWKmxcwWAosKn7ZKlMKMkFM2itrWKV96cwP01c/VxUEVRkPz8fOqOCCSsk3/crWErouU5kCa7kjLhWlZ2TYz0M4Q0g5aTJmyZXK2qV+aEiFnpsnCspgT83wip4ltK0zTxOlsdTwRYwql5MCHd2hYB4ltRqh67lUIRWxEg4tS9XzdcNlDNNODVsG8lqh3B/lmFQRp7Pkb14SDPeh1Xd4B5DnTiIqEyOnuju++/948aIhGFvF18P7nn3h+fvaySPJgxl7ZSmgwJRveVGqllOYKUE6m6N7cw9rgkdFxPd4ip/KZaX6+9o+P/+LxmYP7K3Sl9JzvttZz+/0twNMZPCmlV0OifrGOxqtVyfOENOV0OnG+MzBoXdtosBW/G6oGJgDM0x2X5ye0NXKcCKcTqT5a/vW9ojLR0sSqglaY1FTXm1aa4Crzdr59TouIddRHV1If5+w77dh1JULcZ0SmlEGDKeylQJNA0My6Wd4r04nsIsm0jXW9sLwEck6U7dlHK6iVA3yMX86GRE4p+7i+wMPDA9E3q16bBahVCaESjIE9NhW73lbrDNE+27ZtbJuPZBczpKFo4Is16B6qdkPrtqeqzlu1xxu2UYmnCE0P6YwWRIJNxE4+qCkE1m0ju4r+0/MTj4/fj7B0XVe0FT5+/IgIpDwZO7mBbhvEjZAygim+JxfALqWiQYnZGuJDLeScqbX6KI792MEgbh63mu4v5YS3x2th7auhruzP/9rxiznna8b5GtJ3fPwYDr2G9gVVKILEMB7bNgtpT3cnHr/7jpTzSO6L7n2PfUe3KcNKSidiPiG10dpGlYmaZooGqsDWbEhQCpHkRmbq64dePlzjtA91FKv9FQ2d2Yev2KvPWUVJvguLz2bRIL6J9NwVQgyoVJf9cFAMy6OnnKmiBJko3hGjzYYlpZS9WTuTk+nXmrKB32j18/Iv1SNXuOeRbWj09Ciks6/k8Hluo5p+b1/LP8f31CEBOlaEAQ7uXK8jk+Y5ZysQUkaLcZODN8Uvzy+WL59mRAOXl9W5sF5njjZ8KqhvHL1O558358xWjZfbU+mUDKvoVMPa2qgIjM8ptwYqV7jO0cu95jX313k93/ws1GVHbP/inPM2lB2X+xXDvH3Orbc8hrlHSFuw0sXj4yNv3r4x49xW74NiJ1I773PbNrZSkGBDaRUfIRcSpMlYJA3WVWkqzCHQsJzLctROOtBdDVCCpUaqPgfEDCr4gFkDjTqDxMWoBVMX9K8u4q6io1xD7IXt5nC2i5XFSJgnWhBKMK+mJVBbtD6RYOPu0mEE/T7ifejr0Q0TjApoYKCTB5qFzr1c1QERc/rBvF9vRn9lk/2acfa7vA8GkkPJ0Ar6tmhl96qq1GZqeb2CKgplXWhlY5omcjD1xY+fPpi8ZUwmbBYMFCtqqX9uu7eyAb8zpULbtr7HXtEOOzINOy+4n3evKgxjGTjD1/PEq5wSPgthv5ar/lU8Z3+h1wCg10Lb43G8wR197Ul6rdU6MVojBrvJ5/OZ0/kMajS8NKZyybjptTUuizFoNoXv7u9JYoTnIDYpLBocTBVjxK7A5F5NsGXdFweqzmCBPVPqC9Z25hC652TkZNJzrKFq7xs5OkAGxWqenbCAdukPFzyT5N4nIdLMi2qwYblYxwi7mfuxKxDaGe+bpwFkzSkAO/FAm09mO56bG7ApMLUhadk93xDHFt03R9mNr29S/dB+7XrO2RsKbgr1ISaW1Ub1pZi8Qf2J2VvFtnBhWzc+fvhIyplpmtliRsNEcUOzzhXDAYJHITkn0lYItTlqL6M9bBwiQ9eq1z57RDTW+mHo7i/lhrce8kth7dXzX/HKrx1fNU4bM/55InxEXW9D2dc859F7DmN0Qx1qbzlSa2GejRPatWeUtu9KfiH7667ryqrGqLmbMgkf047JSoZWUV/wmyorrs/TgEMnv+GKZvRyCHFsSt5hYXaFAPcEXeoDbGGaPGbt2Zl1T2ihat5JEu4pxGujgpH+WwxAdMMRYrBFHXwK2T6m/miYrnp+c72hq8wVWivgKua1mICYqdDpCHU7mNNwg+0/36CYKvvjPXztRzdMDhuFnaJwtTqBEBKXy5NNJg/CtlzQupHkgSaBtTWvcYrn7xMSJor43FGUpsFGP9a2zyv18DZGAe9CsundaeSbZdvGmrTlJCMH7uv2NQ94/P/KkK/j35GvX33dvt4hrP3a8ScZZz+xHYJ+HRC6ffxLrJNSyjBWtBJjYJ5nUoy28IOwrcXqch1294vd84hVG5dtZc6JOUZ0LWNwa1DLNYsIpVU2aeQAoXktcVwoRwCdCNHLHH20XsNC3OY3Ywh/+XWprevguLdtZmAVC6krFtJ1LcggeJ1LbfSeiM2dlGrN3s2br5Wxy9pLW7Ao+xLaQ0v/Vzk2SRcPZU27tdSOErex2Y0F+co9fu1rgEYcPKQeoo2eg6pFFb3ZZzym0KqBSZfLBQTylNAaucgzUSGUSClqKhI+UFljpOARlJiUS1Mo1ckUiM3/9LVJiGhtV6nAOE+9Qd0dObtGbPfjNnr8Uqh7m3OO1/uFkPhLxy8aZ3+RW0957OW79aBH4zSpDwMm+gWyhbOXU+ym483DeaCQWgtLLehWHNQAJLiYcyZPE2VA/0avq/QSDYPx0/snt6DUKPtwWPHvZQdqYKfgGVvouNn4ZzgYqLoxNg9rtfWw1ueaIFYCUNcpCparSrOct5tb8Cbisal2r9a8GVgLihHV8xxMQDkytFwtZ5IRMg/hsN43epAXaaW4594ZQtKD432t2mduOkLYfj43mYs/f1gq10vbH/bPqdrciAyRra0SwhnRxuXZms6nfEIkcD6fWaupwbdsKg7jBL1cIkMtEFOEbzqmhzeFUmzYUj9iiENRYl0XxgU/OHjbFMdP15/VcYe+qXP4XyzZfx0MOhpo//7w+GvHn1TnvD1eyz33MHYnCgdf/LW6xmtQhApSUBUrukfzmH28m6jY+DcSRRPEO1QLZd0obYMwo1IItVAJPC2VlIWYE7pB0MKp2XCdRQWNmRIzz8lI6WlzsEQaU7CxBx2plOC7szqjRczDhpiMkF5xyUafcdIqhYq2YBNWNIJmosxISmwuZBXU0F1RE67aLi/Uy+rQTmSWOzOG2ggJiroqwrpQykJrRjk8390TpmzDZGOy3sdkG9oswRXtjCXVajXDbhvbtnpvZ/G5UYfxD2JqC8H7LUXVxzxYO11tlW3ZKKWQYuZ0OtPwSdAA1cNiAGmm7SvidDnT5rVaNZS08rR9pHqD99P7j3z/3QMhVHR5JubI+f47WttQmQgps+lMJbHUlZSUVCtBlWmKNG0UbPBxqNYRQxCrFQdHclNkuWykmCl1dVDSRceDju6ZQV/T3aC7mTZ67Xe3KQm7MXbpmG6Et0b6mlf9s3POa0Tr9eM1IKiXEFShSUP7VCsOnlWMQGc0M+vT6+Gqv8oIR+Z5ZlsWT+4tb4s+x7Eu1gDU1crDUEk4jpx3vzA8eXCtIAvDWlOrL/r7jk1n+BD7v7Q6gkqjIppKQK3KWosNKIomRBVIEA1ImmIyr9gqbdt4fnri+f17tsvF+b/2TjlaPTPGhLbCslx4enricnmhlkEJ4Hn+aIN3YyCkRJ5nTucTeZrhnFxZ3rpuGvgskpXl8mIqddWmqEUfVy9BiLHnyN0z2f0zcSzzmDGl0cQ9Ojz8uo7SjvBZk/HgHbtKw/KysF5Waq3kmJEQx4aAC2A3j4A2LTR8GNEwIF9c/f0O63CEpx7ddDdvG9C+bq9D1cOC7kZ34zFv/ehrIeproex47sFjHn7B145vIr5/7bg1zqN4VGt49/vndD7RfT8SSTQVck5elBb67JIYbfGUdUXEhrpaeAgpR3LLrFsfP1dJoijBJ4cFEFcyGOG0gzkpG/Df1IATZYf+PTRrbp59i6pOsA4SUaC42HJpdfxOKL4wEsG9j1SlLCvLywuXpyc+vf+ZD+/eUZcFUVOM083yzZyyMXnWlXVZvBhvAl1982rLhvZhQQIhmdrcPM/oFIy0cMqkHEGMgNCqTeUqpZq+rgQkiW0aauUN+9g7lXG3A0NdU083VCnlSO2zcQ+9d7cbZN/WbCbq/tyyFS4vF16eXtBJmXJCMA3enGfr8JGAtoASnO/sXNSwh909vJQeblfz3V1Rv8kuN3LlrdiBG9Dxvx7E4G5BLIHdu3Idrl4TDF7PR6+M1r/+opzza8Z5W8CGz8Gi0LvsK1fGayhh/xzOM0WYJiu69+QnRkFjoKzFwaCATBPxcvHSRCOnbKPgaqU1TJ4QxkIbuRVYaUWhpQBiY99Ve2jdvJSy55k9b22+CJovPu11TIWtFkothiJuilQ7zyn7TVdle3rm4/sPvP/5J54+fGR5fmJ9ebbOmaZs60ZZt2ERCoM1pdpcFSKyuVaR+PWpagoI1bnCIQZqFKP2nU6czjPTaSI6JfByWSllsX7ZYGlLSwbKxbQbQD/6NUjO6TWyyOb3P45r1Qcrqyv46XEhOuJuG6S1eW3LxrZstqGGgmTr4knZpn6LC0hXrGdTPM+3Tpo9J7cJaZYX19aI1fp6DdCzs2vaeczBMQLciwutmTvdjeRovDees6eWuwG8GqJ+KWT9lufcHn92WHtb9+z52nX+ud9g9YKxhUMNad3w3aOpjvYeu6E6Lqq1ZTVDj5PwcoDOU8wEWXtZyrtDDoBG3wX7FC2tbAI1uL5uSKAuFg0OCoUBCDQsr1Tf/U0xHEdlTfS51JW1VqoEUj5xd+4tXpX1svLpj+/4+d2PvPvxJ5aXJ2gmk6nFNFu1GkCm4CPcrY6nvshyTJRWQA2BRXtujAlP1805tPb5QwjEnJhOM6fTiWm2qdtKZS0raCGnjrZnyxQ9GvlMEFxkSI90hF3Eohww0nhHpQSsCUCMhG7XE9x/Avb4y8cnpCln5wqnlAfjqyks20bTgCZB0+TgmgNnvuEO4oOnF7XY5O8e/Ygvup0xFa7W7G4gt8Yprs641yf7Rxhm9BVD+99mnF/6w1toGXaPeDTQENR3J4XgQsxBgWidEdYwZBdAm7eF7XM/HXskOLk7xkgM+3CkEKJ3YPQBQ5EQoPgVlW5kfgqWbyplgy0FpmR5l9Zgxt329+SwL/Xw1pDLSlEbwa5q3Q5b3Vi3jUYgkAgnpW2Fj09PfHr3kU+//wOfPnzg6dNHWtmIIiSxEYHLZRmqdXaOhrSuvmHF4OF+yoMksayLeZAglGZUtF5GqNU3tRiJ2RDtPGdiTqQUaLoRonI+T/RJaiF0rnP4PA1SPejtNEfw3Xj9LilClw3t+WXFvFgvn/RoRMWmVIcgxGgklyAm+xKiDVBei1/LNJuIW/CWs4Mh9SlsfcMPtVKwocaDQdBDco5Gcbu2D6Ho+Pcr4eatMTqnF7keP/Il4/tWw4S/QH3vS8/tnnJ81FGsM+hf9Rjy9t1bRzjS43+w0koFYgojxI4xkqfsw3o6JNFnd1quKsHBlz4ASXV/r9aoQalqoa1NPQ4ETdCMTdQ/dl9UQ3rD4qSdDN4qxb2WaeRagb+VwmV55sc//sSP//FHth9+Yrm8UNYF1ELrpTOFaqUs6yDy19rYSqGupgQvIqwe1kYfWb9si3sZM5yt1WGc+KYVUkRSRqKpqWMfF9VCniPff/9g5P5kQ4LmYGMckHAwPQOIulfvGySI1R6Ra88ou8cR9rpia809sK2PEIM1gxNY1pW1BO7O1sMZknf0RCuZaexDhnciiGEF1T9QBbUoJYgVsbucjYgDd32z9TTLQCTdCRJt/ww9WhDPxfeVzLgG116Q3WAP9t6fO07ksK4GsPWXGGc/XrP0Yz1zgDzHcOgKcr72tPbVtVod4OGwywW7FDFGNv+7lBLbthDixOPjPe/fz9ajV+29TG7SivAxRR/N7oN3/HSETgQX76KI9vyYSSF4m1HfdWVcZDNMNVUh7/+rrVLW1SYvY3zfUitaBS3CujR++P0f+PH3PxA+fGBZ1mGc0porCtrCXy4X0yEKiVIbL5cXwlJJyLhGW+pEeHtOEzuXlJMpJcSEBGFpxjdGAhVlq5Vl2aw9Kwqlrsw1cfdw50wnoTQl1OpasHqVzqgYGaQv6ur31UZfdABoX3m9tBJCoDq63Y1ViGxlJU2J+5yZpokf/vAjT8/PvHn7PWmaCDkRNRBOJ2SeWFQNeHMBNmuHq0grpmBfGxKEWi3yMiZUJTbrYoohjrDWCC/2/VGXdl+3+5o/1vGB0abY7wcHozwarI6/vwZ8vgVcvT2+apzHMPWXnvf145pVoSNJ73mIDEnIDhV2tknOmW2tpBSoNQzE93w+sa0rL58W81rBcrAQg80WwvLUURy3E0Ww2SOXrTBlM0qJkdBA0oRu68hnxl+Om9c89NMxusCMcuPjp0+spaIagfcsl8IPf/iZj+/eIx8+sG3GzjFHbZ/TCBCm9JclEtPEDJxPMycVku8OMSbyNDlYEkjzRIgZyYmQMnFKpPlEzhM/fXxnJZ0Q2Fq1EFFrr1axlgWkcHc3W5dLyFfkkO49xobLl3GHzw7pt89EzVTYwSZ/nVorp/s7gkTOpzsua2H78R1bq74xCELyDUYMrSXuqLH2W+IG4qWwqmqMKA3EYMSLHXS8OU25NsTduXQe83X4q6qjfgmMyWGv5ZFfyi1vJ+59y/GLnvPoEb/tONY8d+/ZyxNmqPjju2fQsrlHKhaWOccz5UgrAVJyT2mtZXd3d6zLyuXpMl7DukLUgBLppmk7uZ2S0QRLVS4UTqWQcySqhWc9Z+oAyR5g7+frq2R8vlqrbRKXFz49vfD06cLlUlmXyuWlUi8bsdjMzPvTyaYuz5k5JaPx4e1qGJJoNzHYjfGpXlOeOJ3vCDFRVTmd78gna9DeSuVlubCUSlFlvr9nPs2uZ2vXM6ZInC3nLG2j1g2LTCBP2bGB1b3JzuQylHu/AteYwuGOi2LW73moGpKsjaGSb/tMM3mUmIhpIp/PnO4fkI+fbCsN4oCWzTKtEhEiVpBSSzt83KPlqr7jYCwtmzC2d+G0q9KOHozFjU85GI+RLWQM83VAqIe5xzUQvm6Irxnrt3AGbo9f9Jy3N+U6dP38+T0vuLp5Iy/5nPpln8YugDZl21aCTMRo06tTV0BAPbQ1KH/2wvs0ZSMHdC7sLoxjSupavIZnVDaaq40DW620bGCSuuGKGHUe8UU38IFOE9ulIpW9Fc4awzd+evcTHz68oDUy5TtO08TD4z13pzOP93fcnU+cpokcIwGvyYn4WIauqmB0vz61OsVEnjKCsNVqUNmckZxpQdiqsFYb2HN6uLPBRnM2Y0CZ5kSeExJ8oJHagN9t24w9pNXkQ750bw/Ayu5dDxuXAlQfk3B8bqVU8bRkbycjJsgTLWbSdGI63dFCpqoxrGKcaCGjGlESSqRh/GBj9kAKNjENqQN4qk7o74ZkuS4jFx7SCV269ZC6mNxpN6ADBcEN8yp/lBuD7I/5tXjNODm+xjceXzXO3lLzJWj4aLz9aJ5PHT+oHftzr//Ovvpuva4rKQjE2booBNvx60FZwUPbaZq4uzvTaJTaW528BUp1PNeEk4N1nbSKSKS0xstl4RQC51P2BuxoYxp60dxnqniNwFqqmqLFh+RJ1dYQAAAgAElEQVSqWtcL6uFjIebE43ePnOdHHh/ecp7P3CXLr3KyWZDUja32sYXBAr6QvC80EV12I7hgs6qyHQwq5URdlLpcrMbaKlOOhDgxudeMSZyoX5HU0Fg9vzZUm5RAmklxts+7jMZOrxY29o25ex4zTg8D/fY3VR9w270ue++uv3YphRInppBAIvl05vHNW6cJRpoGUsxmkE3QYI9pL1/1qEbwqePO1PI+1iZ9Looxm/a8MCDSrg1GeiR3XN+CkxavjHJsXHL0tkZ0GIboO9aXPOmfenzVOEsp4/svQcS3BqouPLyHDD2cZTzvSDLvR/Q62rptzDlhns+8Uq/JhRhIKXDZVlTNWM/nkxnGutBLMObbKlULVbtxGsfTZq4U1qXyUldyq5zjPbMAtTOAfJcPx8Xgr6HOEXZPhQgSA6fTiTdv33L/+IY533F/94Z5ujMv7OMGWy2sLy9UtYVUa6W8WJ3Tbra1NsUQmaYzIVotsbVK3XzsQTOFc5vcYsoJsysxiFgnTGnFGgmi9Z4TFaUQ4nAaVtNMQqji/aY7/a3fpxAsVO2G5ZQOwGaeWIi5AyeGIDevSRraaSUTO7dSCi+XCz88PfEbSYQ0M813/OpXJ8q20rSijqKLRFqzWTfanDzgmEFH9i1fslC6j0ms0gn+zeVW+/rd15o4SLkbaf+N10gPnvPWmD9PyQ6ha0e6jwbLdX76pxxfN86tG+exRiTcvs9VFDQakZtxLNldfu+AYIS+h/zUL3SrsBVDVAOJ58vG4/2JkCa2bUFCIObIy/MLIQqnObGu0XfW6jM8EtsSKFv2gUPFpSsiz88LH979zMd3H1lfnnj6299w+q//QHo4G8gjwhjc6wugqY8qb77ReKnG0pFAjhPzwx0P94rEzOl0zzSd7O9qQzcDjurWkDihWzDAYi0INloPNSJ9dBJ+2VYoNv+jy5HEEIjB1A6wrihL9cI++6U072mVQI7R5rqESB8KNRaQWkjdYqRVM4Lm5PW+pdbRo2u3yLW1YbCSe0uYe0nFQ9Peywl4OBpj5LIpHz9d+P1PT9Qyo/LA/WMmnxKSMvXyRHBxhxSEpB69NbvOKoJWIUokJkFMQhCtFammxl9pFC1ILegGsQVysIirigfHzhOu1fPPfq/HqEg5GGxfBxzC10NoG8KwiyDX3vK1//+U46vGua1lvPBrMfSrh8m+Xf1d/76HmkfaXzfOKuo7tLAslSVXppxYi7JuSgyRZS2kZLSzy+WFpjZZap4iWoRtdZJ9CZQt0WpGVWzMe2mspfGHHz/y+//5B97/4Ud++sN/8Ptff8/35zP3//T3zDGYCiB7l4Jio+ZKtYQqYDlqpQxvkkImhGSyItPEdDoRUrCBvE44KpvxYCVFNEG9VFpU4mTgF7URBaI0UJ8c3btGOrCGeatS17HRVbF6rkSLLFQxJQVNNM3mEbtKZRVCstxe+ywbf+XeT9qTEQtJ901qJCCHjbg5kyb2aWYK1YcMBWmkgKUJtaE50xQuW+XDTwsfPvwbH5+Vv/37v+fXv3uLSuSlNiQJTQtZEkkiW6uIqX+jzjCJGp264iFsMfqHaPC6poFDoSVCCySJVLyPFvvsUQLl0BzRDfTKENmN6hi+jsdvgKEud3P8u1s7+FOOrxrnslw8lz6iXLsHffVQvTLO4/+3RnkMiQt6NfHqSQTuTG92XVdi8NqZN0nP88zLywutWntSzpNNSS7FRKF8Qff8tLXC+/cf+fD+Pdu6AcKHT5/4+OEH/vs//QP/6W9/S36YCT2PctRRsRYkNS7iQCqPZRbxwbcpJWI24KWrBYQYIQmh7RS92myKd3+OEbQra9u8AqQs1cJDADnU5BTLr5o0iAoR4pSYolMfZVek2G/Jfp07jnDbAN+/hqIFMiiZ/kE7arDfa/9VF5KupZpxiqU2eY6kmFzxYn9vRfn08SPb//fvtBiRBI/fnY3r2+z+xWhc5xgF6eP7PFWyUNLRX9cIstoqoL0sZO2GuxSJJ1hHYwrfbpzdU+63fQ9X93U+ZoP//+85y7b2dzrE0H7ir8KufvTFdHs+DhaogwjH/4ti5G2sS76WQhRhenykbBsqyjTPlG3hsjwTQ2DKmfWyor4DGrkZv8EbzVXZg1gd9cPHD5RSOJ1PhKb86re/5o//9q/8P//yz/z3//b3nE+/Q5KFfjjSp135rzaXLME7Wfz8xRqlY4rEKZuKu5hioP3OJnwpFZVKs4F9NKqVNYpNvC7rahIaxRbiWusAQdoh31IgT0baD8FCPBHQIBAFPRjyUSLmqGBwa5B9I9ofZyDRHUyBHswejuAbiHrY7o0FtimBqtV9+0KutXG5LKSc4ALPz0/8+OMP5FNmnv6Ox7uZ7VJ8Do0SszCJc5RV2fqA3wCIAVW04tfJPZn6sODWCMHa/I6ln97pRBC6/zWE/iYyDLee7xUDu/WcPSTmdaP8q6K1Zd0+Q5y+VkoBT84HDf2V3x/zzMNhE+Ts9Vut1HUjiY3uu7+bWS7PhAAxWOG8lpXWrEBfqqnAm8hTBrHOiyCmxVNLY11WPn34wLo1zvMDWid+89vf8unDT/zLv/4r//f/+Gd+9fY74v15TLIfEYL149KJEQZ67JQ2OpEhmPRe33RG/a0WL+u41HpQSELbGquubLqy1YWtmuZPrQcBLt1HoPfNMYiQUyRk+5Lk8qHbSo6fK1R0IzvqPB2/P4QB9DJY++w+6Y1p9tdzg6iu4uf5mPWkbpRiDKwQAutW+PjpE6UInz59ZFWY7+9ZX1Yb06d3TDEBEZuw0dAonKZgZI+CR2VtoPIW1lwv+loKjc2iqRuBr2Gc7Ij0fl3DF43z1tEcw9r+89fC2j/n+IWwdtlP/htzzo6W2m5sj8CXjdkOQZuMnTuYy+KTfkJrZUq/IUjkclk5zZlpOvNSTB5zCr3VaSc0pBiIwbxfa9UK8QLaKpfnCzmeSFPm7rsHfv273/Hjf/w7/++//Tv/9E//yOl0IosSUEduGU3LqmKfznM2dXCsqwN2gS9CHyBrZQpal/dwGMVvLNFHSKRoygZRaDUSWkM892w9PxQvuneRr2jAWIji7aq2aUSbb3ilnXObVnSPel1S8F1fOxzU75mwb0v7/QKj8onqYUBxc20lr0HqXp6ppbEsK8/PL6icmE4TVKil8u7dz0gQppTIDyfDCVQpZUOiMuVIibAeOodaqwSpiDZCSCMFAN8o6org5bge1ve1HK8JAZ+t668Y2BWGIje2cQUu/flG2Y+vG+flcnXyI87my4wHAxZfzytvj6sPTxqNxTknUGVbL6wvF2iNf/iH/8yyNJ6fXzifZ/uLmGjbNmp3ZbPu+hCFPCW252dqMQL5w8M93z1+x6dPF5blwvl8h4TA21//hhQD//7HH/i//sc/86u3b7k/ZZL0e+QlAYk2PasDzuPEgxGq8RCqunJeEJMKcdAqiDqiamQHbQWkmX5sFsxbHDp6nBygA9ARJ77H3ZhcgEy8cyXmeOjY2Yc/dTG0kfMd7sW+qPZ7vP8+XG+wtvTGnbbhU/hUuR1niNHKPymId8LAtm4sy8pWKkxCKRul7PXQ5+cXnp9feLg/mw5Ua7StkVFyFqZgek8F73MNDZNRZIyF6B6w1eZyKtW0p7rX170N0WaNcvWJhlEevr96/Ob/cJN3/m81zsvlxd8keBK+S//fNubuh46dHH7JY+5HwNQMzHvaKHltylZt8Ozj4x33d2dAuFxWX4TVGDNtz6Vq20waJMX/1d67LVeSXGl6n58iYh8A5KEqi2RP01pSa2Z0owu9iV5At3pUmUkvIJsxjTWn2WSxMrMSwD5EhB91sdwjAigkimRzxvqi3ApWyA1gHyJ8+Tr96/95jLFO/YNWhr6zWG3IKfJ4emToe+7evsE5jfcT//T7f+G3v/0tv/3NrwW3irQbSkpobVA5PcnLJAyslJpadEALglRRRcagKAJa0AqcMSI3SKEUV1P3vGxsq+zi2UxpRZk66oaSinADEdS0X9dilOvsolMJq+fcesptQWi5W89+Xm8h5bkHbVLvmxZYNlbeewWANE6iRqClENn6mBVFGWYfMLYjFwGbZCWM9/t+oOt77h9OfPPNe7TpCSmgTaZToIoM1fe9Jc1tKH3dJ3IO1pSophvaWGJK+FnabyJFIZSrkqfrOkn0Qq7YAgZWx1S0evJvucjPgAbLs6zrX2Ogr+ecsxSElN4M3P5MaFtquf+nj9c32/79pJoIWptlFKvi2GQTZCG5+v77P/Hh2/fsdgM5R0KoRM+VfCrlDd6zlJqXacapMv0Z2TQpBnzMoA3D4GSSRBv2N7dM08Tvv/+Bu7s7Prx7S8pBkuFSqjxhqax2rZKbawgmY0wSXBdUFv7b1u5QuVSO21ZlrBUTUyidvOltJJJSkhtT9Iq4oWqwbKQFGhLHWitwNlrf7eX6wEv5ftNBeXI/Wijbop+lz/g0l/XeUyjokoWR3so8rjWmtntibc2YKkGYq6GIDIPPifF6Ybc/sL+5Raksk0JV2ZoCIUchVLOWziiSM5hUuXfJwpdUo5ylXVdkUqUguXjzzmJA4kWV1kLOBks0uJiWWq/ttioLrVqsl797YsQvGOe/Zv1ZOad+dsNfzT0VLxon8GSzPPesugKn6wtStEDdSu35ffr0Ea0Kf/d3v5HigvcLfUYJipwa9aRGEYFKNlwECN25Hcf9gb7ruIyP2K4j58z5fAag3x2JMfH7P/yJ92/fcXO8waqMLRmrED3O1MjKWrOFujkrjlNnVN4qWAnD38LIxtO6glScuychJ8hz2SoN2x5VSgSTJKxlIYVuJ78xNee262jSS/fopRbLcuPauytrZTdFOYyaxqe8PzmoJi/7o7daBgiMAB2ULqjYCLsUqvIGjeOM95HRJ2IQrdOGQtNaC5ugdcR6eCkUUz0Ahq6jcxa768mzJ4eJXAIYJ3MrlXg7lkzMGaPXkLl9OjGyym2knl2f6jG1eoohXzznMwOVN/0szOXrdvHnRpDb9ToIYeGLWdso7ST5Osq+csqoJVCo/63/L7SCiniWAhLulUYlkRe+GCn0yCn95csXbm8P3N7eVtqMIhMMtOS8hd25csdkwbNmjTOa4+HA3e0d4zhTtCZMM7OPC6tcN+y5NO95e8M3b2/RVskkRWsxLEWSlveJkaZSaGrRC6dO/Tu2hxIbL1mlIYS/5+mNtlT2eWorY1Ez04vkvaqRRfN1mkIxPyX7bmtLJfPsltEKP9u/K3l9XKhk5GBqLP0LqZmqzPRKQZEDzBgBQgAUpQlT4nQ+M00z9w8XSsrsbw7sB9HiTDlSsqFo0UVRxqJJxAA6FbqccVZhdztCKYxBCmamvb7SYCQFaZQmbD+nUpv9xE+uQ6vIqmcG9rWwdlsQWn93pcZ8vpY54b9gvQ58jytCaPvGto+9vPJP/ubnTpTlJFOiSJxZQwilpMhyOj3yww8f6boOYxVxzgzKSIiiWkV1YRNCKRiGnrniUpWGzln6zpFKYZo9pQhTOChcv6OUwsfPP/K73w84qzA3B9CNcLm910ooXT9r/WF91UpetgkVSxuqXw42W6uckr+1ok27TlprjBIUSw0HlgFqGSxOtdeapbCUC9SDIG3C0eciRNv79pIBL39TQ/ic1p/lnAk1pG/PaTuLNUbaOkbXHLpQ6gC8RlIPrQ0xzVzGCR8Sl8tVIg4th6l1Gh8DGkXIGa3EGyalyMqSMsSQ6E2mcwaMZm79VE3VS6my8wqU0XL4hp/uXzkc5Tqn2stu0IGWbz4v6qj2vM/3snr6e695zr8m9/yzplL+0heoplX3YguJtz+vlcYWoyuBXLUTuBVc2kYVpIgwdF8uZ6ZpxHVS0c16jfQbAVVKgudUSkRzQ4z4EGuV2SzhS3tLKcomN9ahjeN8PfH7P37PrrdoPvD2RhjJVW5TOmUJg0ptGemnH3A9tZVAEtuLaWWqmNLaU3ROcsmKaZAQT+mlLVFa4aG+hrGungVJZj5zzcFKJm74ftr92uqCPA9r27XeCk7l2rNMKS9/H2PEp1UhzhiD7fratlo3vLxmretu+i/TPHM6PTJOmRQSymqhYSlSdJuDgA8mP2N7R0aUyJS2pJyYJ0+vFehODqRGV9IOFlVBEgqhPdVCgdKilSUnFMuTf2/D0rJ6z2WPbgzx6edr9sByT37ONv4bGGfYPv0TA/tqCN2KIK/kqFsPsZxMJQuLQV6nClpZ3llLKSvJdM6JlMTwVlVlOUxCaEx0zXuIQRlj2BvHMAw0SXRrLSlUMSWl8CEIzWLKPJ5OfP+nHzjuOm4OHeSErXmtjJRJxSK3loLWT3vhqgbwm7aLbAi9kJK11dTcVqY4ybmkcCTRRKE6yFIw1qz8BErJDHkGcuXkrTlsKU81bb6+QZ5521KeSOfJdY1VclEvwkDamjqPWlpQsGzi3jlyikv4e72OfPnywNWvQk195+j7nr5znOaJOWTGeWY4HoSLVmWcMsI86Ge8USSzqoJjpPijpZi8GJipVfEQIy9t023r4/neXtI3nu5XNnt4iT6eeU5aqvY3Wj8D3xufvHm1eTOCQK1TAXL0Ln0vjanzkGsyDU9PKzaPo4S5oMQVsWGUTLaQwHsYdkfe3r7n5vCGnB3gKEoz50lGw1BgLcVq/BwJcSKXKDdWlUWSfTco9seBh/OFDLjeknWVFQxTVb7SBAof70+Y338mq4Fv37/jRn/GaFBUouwEBofTFhUVxkpua5SAFXIJoISPVW53A0sY1BIp6IWWU2EwSqOUFe9cr29O8YmBtTxPtXBXO5YjwF+WnBDWqmNbW2NdBKVyxkepeKdYiFFY/HIWjp4QIzF6oS/V4Bzs9gZlpb6glcZooSIRuu2M9zNd1zGmzBgTj/OIL5GiIaNwrkf3Pbkz/Hi9ELII8V7Pj3zz/q7WDgxJFZJyZGW5zFDSGeKZlD3OOYodCMaRMIBBqY4cNZOPco8qIkspMBU5XZueTwt1i/HJRi95G9ZWT7oUzFbjXXLUwqLC9lLx5/l9+HM86etMCFXjYvkINW9S7R2W9UvekMzUZVaQcqtyLSfVIon4zKvqNmq0nltSMMpLX6zvS+W1bV6mDtqWsjSat/nAVuqt0VBYa7CVQFkk2B0xI3XRIlMUQn+RuY6ej58/M3QdWmn275SI6qSINQZrHBRhb+g6V1PPldozLcJCZbnxK2JnzdHq3WOhSKExyD3NC38Spma1hKpL3tjywrKe4avnroKGtXgVY8T7QIiJmOR6NvmFEAIplSUSMVbTW03fdwKRZEmHa+ph6vbN6CbiVIthOWeu4yh5v+kkT3WOru9xXbfx2EJ2Fn1gN/SbGoKSfLokGWP0HgU410kLrqYApeaUVL0ZSlqKPItRtH21WU8Lnu16qeVvFzMs697aPta+L6o8ea0VxtnKEmX947VO+NX1OjVm2eQOqtE/tI/WNlVeQ9mWvzRDXN3t08tRT3+2p1JVj64PyBiUkoqtMVaEXxV0Q4/rHUo3YPqmH1dfRdopzYAzcqJKKNl1Hbv9nn0olCJ8tdcpEEPVBClIHmVEUGkcZ77/4SMhBAb1ll3v6Lu+YmipnhGUTsu1KcVUXltdC0RFmuVGL8WrtuGkF7pSoOiiEB2ZDJuW1NJy0qvcRVvbCRNouaOMdBXVWAlbCK6kwBIzMWbmEOXAqeF8CJHgKxduFPZCyTE7druBvu9oIKWmtKbrFhZFt8amqJdWT0qJx8dHUoo40xELGGs5Ho8c9geuITDPs4S/lwvzNLIbejQQlwq4QqWCT540jux3ElpnpJqttCahKKnUQesa1quf0uu89L1ig7VF1RRlk8qVWmtgY+ztsXqbdH2i5VB8uuk3323//usW+rocQ4u32O4TyfKFq6Vm/PUmlLLxfC0BbyGAqpsR5ASqEwRLPF/a8ylk0h2UyohUhiKlgussw9DTdY6sE1Q6kpIbQKAWX2jFjzpcotdye9/3ONcB43Ilm+FSdA0JEeJn15Oj53y+Mk8zKk18+OYdH755B70mpBmjMoNrorfS3lmIlutXMaqC42UWtIVTOSU53Wk9S/FsqlSoH3n5HNDyx6f0MNuqbK6Y3NVQnx5eSwuk/l8MUL5CNdJ59nXIXt5j4wmW6+ZqP3HdByyfNjcxhjVqqs8Sguf0+LiANxIZ13X0w4BShhCu4qmLTKpczhdub24xVi8exmgx/Dh7/Dyx3x2Xz2QcoHSVZmgSg42W82mt5PlaCz76yb+X9GtZPw1V2/NuOw6LW5Q7/5O/2hbMUOvvvrRel2PYTpcsBgggKJ6nb7/9W4Ey6/ZU7eJskmXFMkEvXr5V3VINHSozfD2VSpLwunHjYORv5xAEYN0KL9VQZc80sICwprd81zknuUophBhlYBhhH9dKqrlhngizpzfyOWQELfOnH6/4ZIhZ8+7NnkOncSpzTYGhNyStMdkKNYi2KFXpHRUyKKwbDnf1mjmL5xQ8rSivFTSpCt5ub37RipJWkMFT45QKa1HPDXc13hBSLaalpcgT6wDBPHu8D3gvEz7Wyvjb0A8Liffz9oII/JbNyS3GqinkJdwGXwHvIACG3bDjcDyiFJxOJ87XMyDA9zB7LuczKUbRaq172CiFLhC9VONLKcQQyVaQUc0mSm5EbkLhUmoqtjgGpTbGtPk8sHy1vJPNp1qr7yuNDdvH6y9uK8hsw9rmieuRtaSGz6xou173nItLXw2r9e9KEXph/SzK3ljw0w+s1JO3ISa4fq+qRokCiqpaIrQqbMC6PV3f1RC5gIE4BmwLnSk1wpZCRimgWsC1GQUS3qEdwzAQLldynf0rpbUOmiZIkgtZ2dxNZ/DJ8PlhZPaR63jg2zcHbvcOZ6SNYZTC2IzJBW2KIGWMkCkrqD1I+axCeh2lIp5l0kXl9T1nEgt/7ianfH7CPx+azpuL3Iyyecr2vXhKCSVF/zMQQhOLMsvonXPiMcUwN5MuSovIFGmJSEwrVNV3vwgNx4Svh4C1llwKx7s73n3znm7Y8fDlC9N1pN/tBfYXA/M0Cccv3dJ2AiHu9n4SsAcCknFu2PS4GypLog9bpQS3WebWTzXTWL5aFLfd0e1gbPt/kysutYBqIyvWdj0gl2cqCrXkpM8N9OX1M3IMPDHutcEvxYqFPuPJKbP2KOVvKynM5j2sla/2Owpd5KYucs1L2CS/1neW3SCUmaJLKaGHphle9ZTLZMem+lb08iGUUiJPoAoxelKWTeeMALXDLERhru9wRhP9TIqBDJymGVUSp0vm8eELD28P/LsP73n/9kBUAhmzGWxRmE6J+KzSmKzJqpC1nOxtlK1UHl4aIiqDKg03m2iVvy0ofVttbbe2jaPlukGaG2nG2IyztVi2htmMsxQJYbuuq4a5as+A5GbGrNMujalfoWo7RS93VStVB3S14KDr2Ja1HVNMdEPP7d0b3G7Hj4+PgCaljI6CxY2zJ1cAwdIyypkUPSEGXP2EuRSMs7Xt9DRiUIqK4411j60OY3U0m32+uJqWW+pnv1+W51mJtkvb8TTnrWoKsvipzWs1w1wNdJN/vrB+RmWsXZeWW4CgfyRPW/ONl1ZLtvPyBvSmGLJUrdtrLS52Pakk92rOuJbDrSGmhHGGu9s74uOZlCIh+A08TQxVawvEBb1ircWHwDxPhCTkyqWANk6EiConbaPL8N7jnGHYdaSYiCFwczzSac14vud3v/8T83XGh+84Do6uM3R9waWETZF+6Ol0BdejansCUa4ukm+WLEx+lDbHmivRVgV2t6vZTvCUqk7M6hG3Bqx00zdVT/LKBiiRCq1nnmfmea4esw5wO1dlGCvlimmGqJb3sA0JTYXsCUXlShzW8mdQxJR5fDwTYsbYnvdvv+Xb737NFAKP1yshBvb7Pa7vUUUG06fryOnxkbfv7gQnawVJ5KOoWWstVeXj0Fd5+QxKJmRSknE8hSHFsO6zbRO6dQieryVSfJovLob1bI+2w2n9Q2k4v2QPzUv+zTynhFC1xN+IoouBUpv79UNvX6TW7dYYW61v7WnbF8ljW4Ks1mS5JfFSN1JSFKonM3kFe6PUIq7bPId4TNkYorkpPDZFiccJIRCip9QyO7Wt0IaGrdGEIHlXvxtIMXAeR5Ef1NImKtrQ9XtiUTycPeF3f+JX377lcOjYR4fziq7zoupNIUSwto4qIbLwjWiyFbspa94sitmr55RLtd5Eqa6ubaL285yz5OTydOSclmKP5Jq5/tsvz9F6rV3VLnHOLmpvAr1bw7itxPq61VafIBFKESWxHEW1XGkeHs+MPnD37h23N3coozlfLpyvV87jiFKKQ850zqGyRDTBi7Cwq+NxpEipjBcCFEkCMogRbcrGDVZF71qpfbrh1qVapeknq2x+58kfvLy2Nl820d4Lv7bY9dff1pP1Z3jOFi7W7LogJ3q1Hvn82w8kYc7y703SvW6wLep//b3mkUt717VhjarMBqV6HQNGWxQZ5Yz0uMqW/FjoIUtufUV5zmac1+uFGCN93xFDwvuIQrPb7XDO8fh4YpomUkpM80wIHtc5Sk7M80iOoQpmG8mDzhOP599zd7vj7ZsjNwfH/uDwKTH3AWuGqlgt5NWNXcGoAmUNbVstQYDtacndW79sDd1qilFYxvlqPIb3gupqnjWE8KQq277avRBiMrNUY50z1SgV2jzjZW2Pt16t2sRO7fAs7bAVlE7MhcfThVI0b99/4Pbte9AGP44UwBrD7D3n85nDsKPvLHEOTNcRcsE5szBraAXOalyVZ8g1Vy9tX26qpgtelq/YYL2yXzePr3u0r65XLG31URuHtLXSF9brxtn6QdXJl8YoR8WoLu9nPcG3SIqXIHvbx58gV4xaQiEpYwtEbqG90LoSM4uKs62gcGXtot8pu7Y9d2NwF8HWXC9KznLiykRL7QEWJb+rDdM0Uwp0XY/Sil4qIYyTJ8dAMoaobWUAEGk+Zxw/frR0eLcAACAASURBVP6ByzRyupx5e7fnzZs9h71ILxyGjHMdzsWKptHo2iLSlU2v8VeWLFy3lLQceq3q3PZLiIGa2C9ztg2qmCpDfCv8bMNaARSsuNuWO1pjMcaysiZUo9c1R18G7fWT4hrVKFvsWKrIE8VgO8scI9McSKXw9u17vv32A3Z35PFy5TrP8jlqOL3f7Tjs94RplPGy65WcI04PUCT/bKRuluob2lztSqhbjbEe9PmVnf/fZH3doNe0Tdbi1P9646xM66q+7FKMkOmIpYL+5GhSbEGmz8vvLz0uL9ZOEr2cLAvio57UJRdSSKKfgpacrW5QtdkkrY0iz9/+tgn0yMFSlMZPMl9odA9oLpcRP4fKNCAsBLvdgWHYcf94T5kmWkwSs6hMZ0Q/8vjmHX46c3+6MM8j0zhxeyPaKOlG8tjO9QujuzFVd1QVShGWQKXqIHIGUlw95ybiKEXEZ3PjFaqFmdZ4zyk8qcqK3sraB30CA2wcQ7UWsGKdK6RXPfWUTaR4PQDb3pIDVKIsBUrwv9F7ruOE7Qa++dV7XD8QY+E6jvgg0MYWZRml0TUqzCkJKCEE9G6gqDalVOq9bwdQRGeJOtRyjVZgSzGvGWd50gX589fX/26Tjr74dysGYPntvz6sdVXvEDbFgMqwtgVur5TD7ZR/2SDbY9v/t+8lVK5GVh/LNReltPyssqMnocQo1RtumRqKajOHVWCoSdnrdQi65Vs1BgCEn8ca6G/2lFK4XC+EFOl6IQNzrsd1UYy2tGJMEW9K5mZ/oFd7ooZpmvjk77meRw77gel0Zhh27HZ7+l5AFJLbgcyeChDB6rrBM5WB4esctNtrty385LTxnCkus5+lZYhaVQZ4GUFrxTM290VC2qeTGK1K2w7Q0hz5cpi2L3l/saKNxuss1+54w+P5yuQj0yz0mKKSLdfr8fGEHyf2ux6KMD/KwRIrmF/SJevck/0mSy+tlJYBSy9S8XULVF8lBXh1VbqWl1bryb78apvcvP3/Zxz7662UGkqy9Gty1Q9poefyykBmRTKtPnyNgLahEE9UrZZPxhoyKdqgee1h5VK9ghBf5drBWqc8pEndJjfadIXTdUq+qCXvnOeZGBPDMKBUIHgJn29ubtFKE6LooOy0wnWO63jhch257ToohXka8T7IhtUWClyuF4bO0e/2aGAaL/jzyGWamC6Gw/7A8RAYhoGht/R9X4m9Uh0MB1WZBHMRdoU1rM3LJiuI4G79gdyVCihIKVb29bWNshby6jRL2TbQtxXY9h6at2z6qVQFt5ZnqiU3bod0SylqI4KYBRZ4Hj3nEFCuJ2vN4/mCDxnj5D3GEOTwiEk8Z41sVIUoriOLdfaz68FCSUISjpZwXCoTMpyuluIiNPgebPLRzf7e9hl+Ym5fMerXstRt5Ppyi2QpA1IT9r8+rM31clctnCWBzaoQVRZlYdXyULPQ+7dMFSQCknOu9T9XqJx0zCuNpJHpkdYfkumWmoOiiP6KD2e6oyWWwhQcu90OckUOFYWKmVa4S0TsYNBOQQ4YZQgJFAajLc408Lf0ASPC/Ke0FEfu3A1Y4Sc6XyL7Q482Fqs0l2kmhkjvOlQUmFjf9QSfCArMcMANe87XC6frlRQCPk4EX9h1I7tei0xf50SewSiUMfVaSmhYcS/C4ZsjQmG1Nry1EmiDqkWyHAslK6YU69VvhQdDk/jLSVgAJQxUqFJJqcmk5Cml0W7aGlSo1SB1YwOQfxcyWNO4nDGk+jyFkDMPc+A//fEjn84Bc/ueMWSmMpOVwkaPVgJ1NMpAMfjZQ5J5V2MsGVFVGzpblQcUZncgpY5pHJnDSGc1JmWsmhmsRjtN8XkR4Q0hynACrEyBzXQUyy4trJlY26uvxrxfMajtgbrUelqIvUlN6jsA9VqX8+fEc1temesrb3MNtZImLe954/Xa21Sb0GGtyK6x93rvazFBVcPcvGtrHXOsqlpKLvo8efb7A7MPcpONhGoxNPUtg1IrjYYghSrxtLUoQj2Zy3L6S4/tyjiO7Pd7dNFM8ySzoHbPru+5nM4ordjv95Dl9AfwCLjBh0gcr1hn2Q079l0PlxOP14nrOPHmuKeoHXMcUWbEdsLkYGxldNDtQDKUIgWs0sisKAu42ii1ydMqa0HOi/hQLaZv7k9j3quh/GZ2VCnDgtktP8012x2UQpJeQlzjOoKfSUrgfjFEximQTMenL5+4XKdaWZbQdRon6TWnQNf1YgR5JbyWyaMOiJBtPR9kHE2rshTSpB0mgArvZ7TeoZRIQuYE1+tESlmmZ+r1eeobV5elNv9aovtSNuiHv2DVD7tFCa3fP7UDWsr2yvrzjFNR+4vNIW9fGCkAVMNt/Ud5nOX31xNr7UO2xL1thgV7oVb0ETS9DPB+JsWMcpacCt5HoheqRGu7Sod4JcYkOYqxsslqKKYU2M7SdQ4Yl8kFow1U3Q0FXMcLhYTtOnzwoKR5/zjPpBjFY5fC9XSRwkYphNkzDMNSMTXaYGrol9wARROi5/7qmVOm7zR953A51zG1WhWtE/5Fd1BDXJXLYpzUayStmAaZo2KKy6qEsVRaNQ33LClBVRRT62kuhXfbdk69jyshtUz8rKs9b8mJrutQGWIqpKKZE3z88Qv//IcfSEg7ZbxcBFPbD4R6Pa2zBJ8E5WMr73CMoiRHhmyXCMrUzdz6uq2qLHIPK1ND13X0/UBKhXn28h5TG7guNe9un/ErnnFxcC//fP37l3/2tZrKk9/7Oaus6/Wcc/lY1IrZ+m/FU4KjBh5GSUl9PTmePadSi9xBaV5Ti8QepdKVCENqfS0FRnQW59kze8+b4xu07TifLpiaq+paYZXCSJADw9jK3K5p1MLWmTr8LE16VQ8JISIOiC5kwntPKgW/9DgzrhsI/sI0XTGImJKzVmYQKyRuCV8yhDkSU5KC0qEnBc98vTBdZ/pgOBTYYTAqY1SpTPMZXQpJRbKqsgHtatbnjll6nLYWw5RSSwO8IPDHtZJblp/nkqqytaJUL92MvhV+1JJHblomy+GmlseF0b7J5ypSUYQC9xfPf/3DD0xBofcDKke5LlDJphWqDsqnIjmnspW9IItujCKTUycCTikvr7FFTLXIsxW/xnGEojkcDhwOB5SSnu9mB8NXCkBqk/79TBr4qmGJs6nWobbPJEPppTz3mq8b6evD1giQ2tCig/Yha+ClFCx8Qc049cp8sLhztXjPZgzLW6sUF87WAd5SPURTy1IQc8JaVzeoMAsUFNEndKfIsemJmIoEUiJXoAWN0woWBZkjNLZRV7bwuSwK0TF6jJKwLdVhZG0Mt7e3GCNg8IM/MF4v+Gmi9RuH3Y6pDhRba4UcLWeU0ULUmTNKWfRwIEXP1U/488jkLZ2FwYIyir4yKQjaKUrerWpu2S5/lusucgjy/nXNcbZ0HSsLO+KN6l0F0e8UUj+D1paV62ljlJsdu63aKqWhKDpjGMeZhEbpjh9PV/7w6YGLL9y++8D9eCUVhes6zuczuRbhWpTSQvBWlVUKoSCtZGWKgioZg0I7Q1Glgir8wplrjK7hbOZ6vWKM4XA4stvtpL+73U9LUeiZJ6tfDSq6bs4X1it5ol4ixC3yrT5SWsL7nBHhK0/Gz4W1FSe4BFRqPXxWj9nOtTUP3eptqGdHklLr5y7b79okvZKB4VJfrFAnrVyH6wb6YSAnodXQ2hLjTPSeFIUCQxmD7qxwDWtdJ+IR42w5Vs3rdPUSIk9XFcnqWFnMiZykp9rC5tYzHPaS4/hpwjjL3e0tD1/uJffVms7aOkiqcNZySRFbm/2dG0jZ4bUi+Ik4B7oI2WmwimIKnYasa0ixTDJIOFsKovWxOIF6WDaAeksgloNzPVRbBVP61Cy5o7WSry/0lu2ZSw2Xa2rQ5CAaWCTEiNYGHzL3Dye+//TAeUqY3S1BOUIEHypnkBIW3pISygk/knMdBiUGV/JSnafec2saFluuayxxwQaHEGrP2DH00v6aponL5YJznXAT9R3Xca5GuR1Qf2og9SouEUr7/mWbKE/aiE/XU8N9CR33Utj7tfWzw9bN4FpYVW/t9r2uBaDS9kxZLrSq5t20C5c0vMW0SlHQhFAn3iuWoGQZOM4UbNdRlGK3P2CdY/YelK3haFpwlilntDV0dDWcq7jglGseKrSKqmFclVpCo3a5tROialLGWoMzhhgz59OJfjcwzzPX6xWtFMPhyOAs+37g4f4e2zk0EqKFEKBEdBBRWqUcSteDTinssAOtCX4ilMTFJ1KAaA2D0WhbKkxRmCWE2Fwvs6ksmNc2wylfAvavj5dNtNM+Z5sm0WtO+QSQUKOeUtpzFKk3mGa8enmuGCLdIKief/n+Bz49elS3JyvH/ZdHQkpVtzOKhy6QQsJYQxsp0zWS0rpFYyIzP3Qdw9BLSlIk5Qg54P0kAIUk+a4A9KUfb4zBe884Xul7+fuYZnxNNyrwbInAnhrSGig8MZutl1uv7E9978ZxrX9WKy7lJW/5cwH0zyGEcqnAD5HzXuTENxQUDccqD6uF+aApMsvNrWd/lU+g5jwsw8gK2/e1MV2Vs6gCuKqGG9pwvLlFG0uICdc5pumCUnVOMSdiTrXyaaEKBjnjhOSLhLKWMM1L4adB3sjNkCF6jzKmwvc00yyndEwR1w/sdnumaRStjzqoPI4Tyhr63Y6SErnKDlCovDmRFGSDlXooaa3BWNxuj0qJ6CcuIRB8ZDKaodd0naJz4uFFjTlX8EDLKeupXI2zbdDVS7aBBVXHytJShV2pPJtXbdtyHa+TjaQqg4NdctJcWuVXMfvAx89f+P7TPXPpcEZxHq+MPlSPLulFTkrUpbWALELVj8mtPqEKwQcyGWsVd3c3DP1ATDJZIgdwYJomQhWv2u0O3N7eMQxDjWqkh30+n5fcM5dAjKKD2qK8RcGouo4nxlqji+ems80R1eanT1O0l6zoWfH0hZ99bf2M56wnLmXhE1qqebpJom+KBw3nV2TjUJvhalNClOKB2I6ugrPGWrTpsNZhrJzkmZp31M90OB7RnUMpTWc0ucos5CinaMpyfCRq87okbCkUrXFGctRziDw8nriO04I1bYrVUrkVaJwumWwtOQamaSblIhsgxMoq17PfHzifT1wuFyYvIVbXOZIPzGlaiM0yuRqCNNtjQ1hZi65K2K4bUF2Pv16ZpwnvM5HEXhuME23LBo5XOeL01oBWMMcajGzDqRrVqULOz2U11t9/Xpxsv+OcvE9VUUErqbTAIE/XiS/3Z8YpoIYdqShGH1DaknMgx7jk/TIxqzCVx0iKf4VCqiJWiZwDh8MNf//bv69tlcLt7S3X+cLj9Z6xTrHs93vevHnDhw/fcXNzwzRNnE4nShGJjfPlRD90y8B4TjJHu3y+7Wfdmspzj8r6w+159rXvv7a2tvPnrtc9Z6rGaaScsDAXqDpgC7TeZwMZlNK0QzbhkpVeVcoQUiIWQBvMMLC7ueVwOII2KN1mB6VY0OL08/kRbXtmH1Eq0fcDFJEmn6tXiykQYiBWQ1UlQxJuG6sNOStOpwuff7xnrMaZ61ep2iBKaawzxJC5Xs8obRf0UevDgXx/e3vHN99+w5++/56HhwfpaQ494+Ui9B8hELModPdNrLWGpw1qJt5eizy7c2hlSHZAlUKYL5ymSMwTu8HRN1Z4DaVKCopXAxDOXMVT42wesQhPypPdU0pDDzVmi1bbWttdEupatJJh5tKIw+phK4wQs4DbM5CgiES5RCUxkGMQkL/SIlBUMiUk+q5Dqcw4jvh5RGvonWWaPLvdjjd3b4gpCNSxd4RrlINwmtjtdnRdD7CwV3Rdz+2t3Jt5nrlcLgxDz83NUeQeYiTMflX+Lk+93pPaalkfb0utZZQXH/95s3sdcPDSet1z5jbNXhW6Nidt6x02OFlWQsMBkpPqWmFUSlX8giFSKMYxHHr6ww2H2zt2N7cMw1BzB8kf2ghUy4M+ffooyf3lzDyPhDjXSqooWMfKqxpiIOaqcl0/Q4qZosCnzPl05XKZiHFlNpfwrFbyVMF1A8YUfJTqahuHMtZhnOPu9o4fPv7Aw+Mjv/rVr9gfj3RDTymFXTeAVox+Qo0TOUTSnLmO85IbyaxhlkHvLN7LB0MxMk5mhwFnLME64nxhDJGiEnZvUNaiVKqg9FKhdpqFDg+qHF8zsmZwawFJqTZOVpZplaakDdAGpVv+2UihBaCwVrlBpBg/f3ngx/sH5pDpehmujj4x9E4GDIyVPrU2aN04omo/vKySgVZL0cYYxftv3rI77sAIlvbx8ZGPHz+K6JSCYRhqPzPx8PDI6XSuXl5oTpRWxDksc7nGGIy10hNvh8/G0F4zmhc951cf//oz/bm9ze36GeOsxQYlfZtW0mk5gBQGJALPpSxQPaVV1duoxFW6YArYfsfucOT47h23797TH44o15FR9E5gdUvuU9ae2zff/Zrg51pdVMQoyJOUfR2Dqg1mjSgUVB4Zg1k8QoqFaRIu1kKVJl+8c5GqLqBNwNqOfd/hc2GaPFob+n6Hn0UX9Hg8ysZ4fOQ6TRKONW6e2cvolJHChnaOhEgoWCNgh5IjKich7CqRabzilcEpizOOnKDrBsmv5yuJwBQT1hZ0JTjTqjLSCUJd8veiKCVsQtbmGjLkJmorrH4NvN/kK5qRNkyy2tCayLXdTkhWAy9wvlw5nS8oe2S/PxKxlHxiniOaWMnBlVCzJPFPnXWL0LHVBrcfpD0SZnb7HR8+fLcMfU9+4tOnTzyc7lFKcTgcOB6PtSWjltlUKcLNyxxsKcJ1PPu51kBqSF85iXJMS4fhJbN6PRv869ZfaqA/w1tL7a+VRnooqxRCkA/XphvkBG++v9ScS26o0RbrOu7eveXu3Tfsbu/Y3b7BDANJaWJlSlN1KqVUK298pA7DeB2xXUcXHd5fSCkwjldykCKJsQaHhM0pJVIIKAxGFGhISaj+Y0yUJJXGGEV1msLCXqeNtFZK9iQUISRKkbDNOsfnT5/YHfZYawkxstvtOV8eiTkRJultGmvIyaKLkEyBsDU0JbJU4XiqKEpWC/hBWbneqURylnEq4zpyiEyzxynNUCUDG+5VVa8k0A5p1DfEVdsLhSxshlAZEcISujVis9aacM5UGcFNUahVdetjjZfoerlIipAr0KMUUskYI1Xo3ko7RNV2VSlFACopLzop0qqRlMJZy5s3d9y9uRN6y5x5ePjCp8+fGHYdh+OB4/EG13VALS6VlS2ivS9dq7fX64VhN9AtJNgSBa3Z+n/P9XM++qfrdX3OeMaaHqVczS2teEkUWVe6klIwSJ5pq9pVSbFWYgUmZnvL7bu3vP3mG27evmc43AiLQEhy+heFQFQLRotmimwuyRkv44UQZzqrKDkR/UycruBnkgflZDi6bDr1WUF24jlDzIwlMF4vjPcnqVg6TZ5znREVEiijpKqYU2ScZpE6QFTIjAJ32KO0qqxvThA/U2LoBshw9/YO5ywPD4/MfuLh/gGlE4euF8aEecJaR5okF+26jkzBlKaFEon1Pqbs2HUDBkfJipQtc05E1ZNVxijhqCVLFVIrSy6g7WqULQndElKprKRul4WGsxFM55jJIZF8IpmEUU6YA5V4na6TUa5xlJRinmdOpzPjOFHxH8xpJGTARHb7DkqmWCtpQafQKTFNI9dJKE2zKuQUURWE0FnFbz78ive3t3QUrFVw6Ol//Q0YjXM9putQJROD3B+jTe0pF4gRlcFmjcuWPCVBaFkrnQYt1eumnre0CNvVqdctw5J4tj79Ni/d4o3leervsrn2z9ba7mr3ZulIf9X+XjXOMSdcjhgM2nTCvJ4LPshcI6XgjKXvegEkew9F0bmBmDNJKYztGI43HN+8YXd7i+17YkrM8yRE0a7DuY5YE9qiFbYowWY3Dtbka/W3yhSESJpmSoykoLDaUrIM4hpdiZ2VJhRB0Ix+4nodmWdPmGe0s+SS8UFUqHLIMitopSijjEYrETVSCkGpKDidzxyPR0ipIoiE9OvN3RtiiAz9IMiUVLC+Y5oD0XtMjgsGtLeObJ149iIoq1IKMWeiktRAG03fO7phB1XYSWdNYsbHQm8UTqtlM7Q5Ql1YqnZLZ2Rb428bTa+esYX9JdXaQWp0L/X5ly2k1vpCygQvlewQo3hxZ1BWUXykENGmJ2e9QhDr5yqU+oYrtLBodDFQMlZrDrudzLUWGUHsO4e1e2LKGNst70dmfQtGQSxJ8vd6v8lFqJVjxeMWKvZ4xSFvKS632KnFXnK7dIWl2rZUjZ4Z1JLPf713WVqluIXRpUaXrwTQr1dr93dgDNkILK4RROVcKgxOtEIeTidijDhjUMYSpkIsGdt3vLm95fj+W47vvmU43JBLYbxeiSERY2IaL1jbYfp97W8acpTwKGUprwMkHyglEWZP9InoAyoWSioL1UZGRq3YsKKHlPny4yNfvjxwuU6krBd6i1yEWUEUqwtaxYqUETmGVE9dV5vdyronbYoGNhjHkev1iveeruuEJaGSazUIpK4D31khv9M2tVJCkZkzRJaB8fFyIYciw9m7Hqsd2Rcu85XOWTqlwVQ+Ii05bs5Unty6gVr5dtkgZQ1vWb1Aa3k9ZUxo9QLx6jHGpSAkFVFf2fsCIFLzbRKo4V3b4HzLZ01trxm9AesrltpCAcZxAqWxXUdoVJjO4lw7TMSq1m5BxhpbRY0KsarGxZwIKVKitLBKany2bbRLbVI2tqA2Nt8+OZza/7/m657w1L70czYV4Wev89J6HVtrB3KlRowxEILHWMOw72UiJCaK0tjdkeOwZ78/0B1usMNRjKtkXN+zu71B93um3AadA9YaDIroIyFM2F5K9rpIEz/FsDT/vQ/C4E0h+0kmDWLBoGjkbLc3R+4f5JDou57rOGKNUFyOPvDl/oHJZ7IS4+v7HZ0dGYMQTeWcCT6SYq6IE7mMxhqG3U4qrbsjoRIyd11H13V476WVsttxvV6X6QiNYrfbSRYYZlyd+i85Y5RmVzdwLlWLBCmkkRWlJHLyjDEzhSvD0DPsumVD+qzI2OrhBSSgatFWqw20TK09UICsKk1plikfamRQEIOLRb7c0l4pFepYCbdLy1tlIEAGvNtB1/qpYIwjJykoqbppc/WEueQFUplSWFgGtSqEVPj85YF//pc/8u7dHYfjgW44VlxdEuoWJE8tyyGZUdU7lyJiR6lk0doxurJKSE1seZMvtVHK1nAqCOEvLOBs89+vrZcgfV9br+tz5oIPM8ZI/087UYQuMVOUYXdzxzcffs23v/o7bt68A2VRpqM/3mGsZvIzPsyi5qUVMc5kdSWViyBsvEej2O92OAOUVD1OwM8z3vtFLsBoK2TC9fQrKUGurPQ5sesHfkz3lJjoh4GHxxMoj7GOfthh3R7janhY2y2NdckYS5XblBAzRinQKFE/bqNK19OpbkC1QMKUUtiqSm2tQP+GYSAEqZqmlNC2oxt6UUsbBSxvOgdRQYJOKTEIJdMxKSd2vSOXwpwDPoHOil1nUXpHKJmIQWlLrceJYSswSxOJNYTaVCSlKFLqplwFdhP52eZqlfkKZMi1mJTzIkYcKnCjVeal0EUFTazeF9rsdjssSj0QEjlH4RGqXv7Hhwf+3//8X3j77o5f/eY7vvvwHaazWAS8IAWdZjxSkGwcuyknfPRMYSKVhHF6+SjtvjXDW4HorI1NWm4of7TFw/6cIf3cetKqUj+F9L20XjXOzip8lr6aUZZcK3LG7fjVr/8df/8P/8i3v/kt2IHLnMhFkwvMc8YWjQ+KVCwOjU+RkjXd7oh1HY/3PzKdr1it2BUWUIAPM/M4Ms9TNU65wcMwCOtekXwihiBDyFoRQ2G8nDBaZOZbyBBDxNqeYRDS4qJH0JBCYzh3WBtFvDYL3b9CMc9ebrw1daBXWihTyHR9T+c65nliHMeFC2carxhrcZ1MvfggRYpcIXMxRrSxuL6XIohaQRqUjVBt1UicpyspJuxxLx5kP+CsJl0zPs6kokG7WulMCyb5ifR5y4+WPVBhe6osG3yl2yzLhl024mKYlVgsZ3wQPRU/BykksVbZRZqx5nl1A5acK2je1X0kSt05N1JNwVPLtc5cxonDbeLxMvH4//2Oj19OfPvhA+9u9ziV6ZyA70uRGsMw9Nzd3eGc4eHhgev1TPATKc5Y3dfKtgYjhG0USGpLGP10dhgq3PGVaeuvGeprxvbXGPfrnnO+YuuUfkgRn+HNt7/i3/3DP/Kr3/6PuP0tuT+KuGlJTCFLny/OMEd89LhOSvMhRr7/w58YnOXvfv2BN+8+YJSjROGCEb2OwPU6Ml4vTNNYNSIld7s5JHadY+gsmUQqlRYjRGLUfP78kf3hhtvDns/39wx9h3U9pXq/cZoYpxmtLLbrsE7V2UKhW0wxyXRLFYu1Fpzulr6fNRqLFqLkipahlOoNAArOSgXbewnd9/u9tBVCYJoltB12e0rOhHkiKkXOlhQCIHmnMQaNIqZIyJHgJ66jI5DZ7XZoZYhZEbOh4MQwK8i/qIzCbKq1q2E2D6hgwThXIv8Nc518DvGu4jkX+fl6HYOPzHMgRqkZpIzQt1iZ0Wxiu72xxJTRutYErJXQVamq51LdcUmUImAP02hOjQMrLPyf7088XDzfffOW93cHDoc9rt6DndFoK/o5MSameeR6PTNPVwTQ0IvoVaVcQUkhqU0L63YwNe6hzTVYSMdRayHt1fINPB0JebraUaiWI2lNA762XjVOay2jD4zjI8V0/PYf/yP/y//6v3F4/x3K7SmmZ86Ck8Q6yImiIhTZXNFHruNIP3zDbn/EdgP/8od/wXU9//Ef/ydyAj/NlBRxdsB1e4zbYe2ANiemaRRBIePxQTah1qUigTI5CTO4dR33Xz4xjiNv3rxjPwzM00zJsWpveo7HIyFmHh+vlJQZOsfhIGzwlAJdQ8BkCAAACmhJREFUIRjL5XKpClhqYUooMcoImTJLONKEflrO1GBjSgldhtaa0+m0PE8bCN4NA3c3d5Qs1WKllRSLsiRCGQHvO+dIJRFKkdJ/Rbs4FAczMMfMZQwc3h0wOjL7E/vjgE5PttgSwkn4LZ+1AS6geUzxIG26J8SIjXEN5yrhVgwrfK+hhIw2FCNACNd15FII9ZA7Hg9obaXOEAJkgTX6yxWZxaxtHiWHR270oEqhTUf0iXkM5FEOg/vHR477PXc3R25vDhjjGKfA9foJrQo//PBHHr58lhTMKlCS+tze3eKc4+H+nvPpBEUKm1D1ZUodfmAdglbKPOuzrFHG15YckC9bW6OXqU/05Hm/an+vvdj9mNjfvuUffv0b3n33G3719/8D7777DXMxxKIp2qBFHoIYE4QR4lzxlIq+6/CXiYcf73n37Tu+ef8tf/rjn/hP//m/8Ob2HTc3b7mOH0mpYPoOAzgsKav6/B0meobaRiEFQhIETjGacZzpjWKerlxHjz6PUBSH21vevbnj+0+fOZ9PnM8nSkkcDnuscZweHykl0+8G/DxzuV5RueDneYGtzTXn1dbQu6HqrCTBl8KSZwoDn1nyUpAN74xl1w90Xc+PX+7RKlUdD8HUplIwtqPvLCkIskgEfFZRItc5FAofI2mC4uTm91YR0EwhM4XMvtdo41BZL4x5ZTmWX8ht6vteq7UVMNLIuZe/31QYayso5UKICR8zIcrcrbadVNw3LRqtdUXvSCvIGk0MgoYySsn8bd2Y2khom1Mm+ShygcYRQkJbh9WWq09c/ZnLFBnnwPk6MjiLrQJSzsDjw2dC9ByPO3Zdz36/Fwxv0QzdgLp7A6lwPj1SlBQdFUIDoyt7pFbC8BGXaOKn1vO18DW/Erpq/WwG989Yrxrn//5//J9gDLvDDaobiMpwiTB6j+t30sZQYEtiHs+E60XmIJUVXKMCqzUPD184HHbc3Nzw4cMH/umf/onf/dd/5j/8+38P2nKdr2KgxqCBrBwYB6ZiI61Gk5mvkek6UdJEAnzMpHkmV40TrTSnh0e8F8TN5fGRz3/6xOcvD4SkUbajMcyN1yvn85kSU+1vyqRD8L7Cvnw9VXMdxE7i0SukTcSTqkZLtvh5phu6OrK1bm6lwBkrLakkg+SLHIJSpFyLG0bLhE5Ft1wuUYpvWsa9VMrYTtMZR0gZj2bSicvo6buertvVyEIvr18270Mey7XPudKTaNWG0BvwQy0eM1eyZl2KYHFTwrdiUAj4GCjFiJandWTEq6pGAGYMIKFuo4uxzkJowwnS+zTb91zk2uZUcF2P7QZ8CIzTXAt54m3naSbOI/N4wU8X9ruO/b7nzdtbiu6YA1znjNIBP3/kchy5vT2y3x/wsxe2v7LpjW4JAvh5L/m19a8tHG3X60wIx28IKeGj0F5mlWUEa9iJcGmKdEaY3NJ8JY4XrHH0ux0xBS6XC7EkpnFkmkYOxwPffvuBUgo/fv7Mx0+f2O92jNPMJVzoq8qVUnJCx1wIUYoQKXqSnzk/XpjODzhTAMs0nWRqovYWUxqZP37G+8DpOvLDx8+cxglte7QZKBhiikyTZ55GDvs9vbX42TNOM03IVtjlbMVaZGKCrhfPIpC++npZ4GIxRtHj7AWQkVLk/v4kZNWqQxnpzeXag9VGL+ADqqFqKwAIVRR7eyfV7hhwJVNSYR4nskl0riMamIvi7CPHNLDf7QCP0WtlcUvMVcqq2LYpAz3ZUFvDlF5+gZSEXyllQsqk2GTdMyU3nRQpoLS2iqsiuFYL6D3mjPcTOQgl5pxmUpZhdm1NhdsJ1tc60ZTpOofpBqzt8bOw2GutpefZdWgyPiQeHy9czo+ce8vbN3e4YU9klty1D3Sd9E6vo8fHzO3tDcP+RuQ1VICcJB1LEgKmOtub1ZY5YV0vjddtfvpVhJD06/+y1szrYe1c0NpJJbF6Qucsg9GkKB8s0fIljbYWSVE0w9Bzf3rg8fTIOE+kHClK+lA3Nzfcf/mRx/Mju2Hgcj0TZ0/cDShzwNkq96BaAzxzvU6UGHg8Xfn8p0/sOsvNoUdFiCUyjZ4wC2xwHEceHh+5fzxxf7pQlKXfGaKahIiqDt7udgcx/CDl/FIKneukQFQyk5+qRJ4Yjfd+8Zxa68qhxJJnlpofthwvpUTwgV4Ll1CunlAIyWrRJcrkDzovM7MKRQqZufq3znZgJM9ztkNpQ1KKAIwxcQ2ROzVgdY9RqW6en1ZjVW0PqEoMXto0Ttta2yrvBglTCjKDW8rSHsm1R5pyxuQKpN9ILwpZtyeqKlOYBb8bw4wPQrxlrMVZt1Szc46UbBb0lslgj72MfJVAKRFnNL0TGprQDVjXMQwHlNHMWXN/CdgA3dChrglrzvRdRwqR68fPzClze3Pk+O49Xz5/XqrMRcXa6yw1wnjZAl/zjK8Z7t+8WnseZ25ub8klMk0iLGNUIYVBEDVaE7Kcx7rbYYsmzJ7JzyijsM4sM5bUiYA5zMRYYXMxMU0X7u+/UHICnRl6GR3LRciUpVEPIST8OPP4cOZ0uhI7x3wZ0eERpTQ5wjwJWud0unAdr5wvI+dpwtielBS5aIq2HG9vOdweCbPn8+fPjONI34kEnrDAC8LpOl6ZppGUE9ZZSpbRr4acMcagigC7rbVL4Sd4v/QYtdZCnxnk5plOJO8XtE0l4RIqSuHbFcrLwt3+gNMwny/4caRhZJXWxCJtCZ8Tl3Fmjju6oRfc7CZf3BonlRFBSrRVu2vpmqxUJbqGpI1bKBdV9UQFGim9ZwEgxJzRKTFohSpVKzNlwQ1HaQtZa8kqE30DqlPDaFNbN5th7JzQFCHiniOu22G1pXdWgA/zxKSgcx1aK4bhQEpStLLdEeyObCxROX48e5J/YLcboBa8znPgmxg57gbGJEyHUrGukh41R18J0X5iZV+1l23d4W+xXjXO/+v//n/4D//zP/LmzS2KTElROFzGK7vdDmudgC6UwdiO4oQJbwozaRLOnq7vG+EIKUX6vkcX8H4ipqFOsD9CkbL74AwFEaud5kngXChikELB6XwlJ5ES+fH+nnD+KDObWXE5X/j48RPz7Bn6ClKfPWWwuFyw1grvz27P+XzBzxPv378nzDNffvyRpBOn06mKteo6MyhaHdZaGQGr+VFT6MoVehdrdRPAB2kLTdOE1QabLalktDHoYmkQuFb1zVUDxqcIJchkijV89+Fbbvc7/vi735G8p3c9MQn5V8rCvhdLYfSeOSQOu9d7ba2FsvQ0S6vkrrOzYpRNccxW0LgilxbyrtKCchhBycIcn7VMFMUQScg4mDHSK57GiRCjAD5UXChWUtpw0Voh/hKpio7r6Il+Bi0sEDon5uDJIbAfBrSSqvZud5BBB6WZQqKzPX1/wDjL7jjg5wkfZqAwPz5yGq/sdh27zgk4ouRajFSgNVoVdA5fuYhfByT8LfNNAPW3fsJf1i/rl/W3WX8N6fwv65f1y/rvsH4xzl/WL+vf6PrFOH9Zv6x/o+sX4/xl/bL+ja5fjPOX9cv6N7p+Mc5f1i/r3+j6/wEPMbvu18ZamwAAAABJRU5ErkJggg==", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "import ipywidgets as widgets\n", "import glob\n", "import matplotlib.pyplot as plt\n", "print(\"Choose the image name to animate: (saved in folder 'MakeItTalk/examples/')\")\n", "img_list = glob.glob1('MakeItTalk/examples', '*.jpg')\n", "img_list.sort()\n", "img_list = [item.split('.')[0] for item in img_list]\n", "default_head_name = widgets.Dropdown(options=img_list, value='paint_boy')\n", "def on_change(change):\n", " if change['type'] == 'change' and change['name'] == 'value':\n", " plt.imshow(plt.imread('MakeItTalk/examples/{}.jpg'.format(default_head_name.value)))\n", " plt.axis('off')\n", " plt.show()\n", "default_head_name.observe(on_change)\n", "display(default_head_name)\n", "plt.imshow(plt.imread('MakeItTalk/examples/{}.jpg'.format(default_head_name.value)))\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "3bF2RPbCEM2I" }, "source": [ "## Step 2/3: Setup your animation controllers (on right Sliders)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "hzeK4TPzy_82" }, "outputs": [], "source": [ "#@markdown # Animation Controllers\n", "#@markdown Amplify the lip motion in horizontal direction\n", "AMP_LIP_SHAPE_X = 2 #@param {type:\"slider\", min:0.5, max:5.0, step:0.1}\n", "\n", "#@markdown Amplify the lip motion in vertical direction\n", "AMP_LIP_SHAPE_Y = 2 #@param {type:\"slider\", min:0.5, max:5.0, step:0.1}\n", "\n", "#@markdown Amplify the head pose motion (usually smaller than 1.0, put it to 0. for a static head pose)\n", "AMP_HEAD_POSE_MOTION = 0.35 #@param {type:\"slider\", min:0.0, max:1.0, step:0.05}\n", "\n", "#@markdown Add naive eye blink\n", "ADD_NAIVE_EYE = True #@param [\"False\", \"True\"] {type:\"raw\"}\n", "\n", "#@markdown If your image has an opened mouth, put this as True, else False\n", "CLOSE_INPUT_FACE_MOUTH = False #@param [\"False\", \"True\"] {type:\"raw\"} \n", "\n", "\n", "#@markdown # Landmark Adjustment\n", "\n", "#@markdown Adjust upper lip thickness (postive value means thicker)\n", "UPPER_LIP_ADJUST = -1 #@param {type:\"slider\", min:-3.0, max:3.0, step:1.0}\n", "\n", "#@markdown Adjust lower lip thickness (postive value means thicker)\n", "LOWER_LIP_ADJUST = -1 #@param {type:\"slider\", min:-3.0, max:3.0, step:1.0}\n", "\n", "#@markdown Adjust static lip width (in multipication)\n", "LIP_WIDTH_ADJUST = 1.0 #@param {type:\"slider\", min:0.8, max:1.2, step:0.01}" ] }, { "cell_type": "markdown", "metadata": { "id": "A0KE1rLxB_Ce" }, "source": [ "## Step 3/3: One-click to Run (just wait in seconds)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "XFQh-tlKzQCm", "outputId": "617a2c4d-f8cf-4f44-a2a6-5dcc92673302" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loaded Image...\n", "Loaded audio...\n", "/content/MakeItTalk/src/approaches/train_audio2landmark.py:98: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", " z = torch.tensor(torch.zeros(aus.shape[0], 128), requires_grad=False, dtype=torch.float).to(device)\n", "Audio->Landmark...\n", "1 / 1: Landmark->Face...\n", "Done!\n" ] } ], "source": [ "import sys\n", "sys.path.append(\"thirdparty/AdaptiveWingLoss\")\n", "import os, glob\n", "import numpy as np\n", "import cv2\n", "import argparse\n", "from src.approaches.train_image_translation import Image_translation_block\n", "import torch\n", "import pickle\n", "import face_alignment\n", "from src.autovc.AutoVC_mel_Convertor_retrain_version import AutoVC_mel_Convertor\n", "import shutil\n", "import time\n", "import util.utils as util\n", "from scipy.signal import savgol_filter\n", "from src.approaches.train_audio2landmark import Audio2landmark_model\n", "\n", "sys.stdout = open(os.devnull, 'a')\n", "\n", "parser = argparse.ArgumentParser()\n", "parser.add_argument('--jpg', type=str, default='{}.jpg'.format(default_head_name.value))\n", "parser.add_argument('--close_input_face_mouth', default=CLOSE_INPUT_FACE_MOUTH, action='store_true')\n", "parser.add_argument('--load_AUTOVC_name', type=str, default='MakeItTalk/examples/ckpt/ckpt_autovc.pth')\n", "parser.add_argument('--load_a2l_G_name', type=str, default='MakeItTalk/examples/ckpt/ckpt_speaker_branch.pth')\n", "parser.add_argument('--load_a2l_C_name', type=str, default='MakeItTalk/examples/ckpt/ckpt_content_branch.pth') #ckpt_audio2landmark_c.pth')\n", "parser.add_argument('--load_G_name', type=str, default='MakeItTalk/examples/ckpt/ckpt_116_i2i_comb.pth') #ckpt_image2image.pth') #ckpt_i2i_finetune_150.pth') #c\n", "parser.add_argument('--amp_lip_x', type=float, default=AMP_LIP_SHAPE_X)\n", "parser.add_argument('--amp_lip_y', type=float, default=AMP_LIP_SHAPE_Y)\n", "parser.add_argument('--amp_pos', type=float, default=AMP_HEAD_POSE_MOTION)\n", "parser.add_argument('--reuse_train_emb_list', type=str, nargs='+', default=[]) # ['iWeklsXc0H8']) #['45hn7-LXDX8']) #['E_kmpT-EfOg']) #'iWeklsXc0H8', '29k8RtSUjE0', '45hn7-LXDX8',\n", "parser.add_argument('--add_audio_in', default=False, action='store_true')\n", "parser.add_argument('--comb_fan_awing', default=False, action='store_true')\n", "parser.add_argument('--output_folder', type=str, default='MakeItTalk/examples')\n", "parser.add_argument('--test_end2end', default=True, action='store_true')\n", "parser.add_argument('--dump_dir', type=str, default='', help='')\n", "parser.add_argument('--pos_dim', default=7, type=int)\n", "parser.add_argument('--use_prior_net', default=True, action='store_true')\n", "parser.add_argument('--transformer_d_model', default=32, type=int)\n", "parser.add_argument('--transformer_N', default=2, type=int)\n", "parser.add_argument('--transformer_heads', default=2, type=int)\n", "parser.add_argument('--spk_emb_enc_size', default=16, type=int)\n", "parser.add_argument('--init_content_encoder', type=str, default='')\n", "parser.add_argument('--lr', type=float, default=1e-3, help='learning rate')\n", "parser.add_argument('--reg_lr', type=float, default=1e-6, help='weight decay')\n", "parser.add_argument('--write', default=False, action='store_true')\n", "parser.add_argument('--segment_batch_size', type=int, default=1, help='batch size')\n", "parser.add_argument('--emb_coef', default=3.0, type=float)\n", "parser.add_argument('--lambda_laplacian_smooth_loss', default=1.0, type=float)\n", "parser.add_argument('--use_11spk_only', default=False, action='store_true')\n", "parser.add_argument('-f')\n", "opt_parser = parser.parse_args()\n", "\n", "img = cv2.imread('MakeItTalk/examples/' + opt_parser.jpg)\n", "predictor = face_alignment.FaceAlignment(face_alignment.LandmarksType._3D, device='gpu', flip_input=True)\n", "shapes = predictor.get_landmarks(img)\n", "if (not shapes or len(shapes) != 1):\n", " print('Cannot detect face landmarks. Exit.')\n", " exit(-1)\n", "shape_3d = shapes[0]\n", "if(opt_parser.close_input_face_mouth):\n", " util.close_input_face_mouth(shape_3d)\n", "shape_3d[48:, 0] = (shape_3d[48:, 0] - np.mean(shape_3d[48:, 0])) * LIP_WIDTH_ADJUST + np.mean(shape_3d[48:, 0]) # wider lips\n", "shape_3d[49:54, 1] -= UPPER_LIP_ADJUST # thinner upper lip\n", "shape_3d[55:60, 1] += LOWER_LIP_ADJUST # thinner lower lip\n", "shape_3d[[37,38,43,44], 1] -=2. # larger eyes\n", "shape_3d[[40,41,46,47], 1] +=2. # larger eyes\n", "shape_3d, scale, shift = util.norm_input_face(shape_3d)\n", "\n", "print(\"Loaded Image...\", file=sys.stderr)\n", "\n", "au_data = []\n", "au_emb = []\n", "ains = glob.glob1('MakeItTalk/examples', '*.wav')\n", "ains = [item for item in ains if item is not 'tmp.wav']\n", "ains.sort()\n", "for ain in ains:\n", " os.system('ffmpeg -y -loglevel error -i MakeItTalk/examples/{} -ar 16000 MakeItTalk/examples/tmp.wav'.format(ain))\n", " shutil.copyfile('MakeItTalk/examples/tmp.wav', 'MakeItTalk/examples/{}'.format(ain))\n", "\n", " # au embedding\n", " from thirdparty.resemblyer_util.speaker_emb import get_spk_emb\n", " me, ae = get_spk_emb('MakeItTalk/examples/{}'.format(ain))\n", " au_emb.append(me.reshape(-1))\n", "\n", " print('Processing audio file', ain)\n", " c = AutoVC_mel_Convertor('MakeItTalk/examples')\n", "\n", " au_data_i = c.convert_single_wav_to_autovc_input(audio_filename=os.path.join('MakeItTalk/examples', ain),\n", " autovc_model_path=opt_parser.load_AUTOVC_name)\n", " au_data += au_data_i\n", "if(os.path.isfile('MakeItTalk/examples/tmp.wav')):\n", " os.remove('MakeItTalk/examples/tmp.wav')\n", "\n", "print(\"Loaded audio...\", file=sys.stderr)\n", "\n", "# landmark fake placeholder\n", "fl_data = []\n", "rot_tran, rot_quat, anchor_t_shape = [], [], []\n", "for au, info in au_data:\n", " au_length = au.shape[0]\n", " fl = np.zeros(shape=(au_length, 68 * 3))\n", " fl_data.append((fl, info))\n", " rot_tran.append(np.zeros(shape=(au_length, 3, 4)))\n", " rot_quat.append(np.zeros(shape=(au_length, 4)))\n", " anchor_t_shape.append(np.zeros(shape=(au_length, 68 * 3)))\n", "\n", "if(os.path.exists(os.path.join('MakeItTalk/examples', 'dump', 'random_val_fl.pickle'))):\n", " os.remove(os.path.join('MakeItTalk/examples', 'dump', 'random_val_fl.pickle'))\n", "if(os.path.exists(os.path.join('MakeItTalk/examples', 'dump', 'random_val_fl_interp.pickle'))):\n", " os.remove(os.path.join('MakeItTalk/examples', 'dump', 'random_val_fl_interp.pickle'))\n", "if(os.path.exists(os.path.join('MakeItTalk/examples', 'dump', 'random_val_au.pickle'))):\n", " os.remove(os.path.join('MakeItTalk/examples', 'dump', 'random_val_au.pickle'))\n", "if (os.path.exists(os.path.join('MakeItTalk/examples', 'dump', 'random_val_gaze.pickle'))):\n", " os.remove(os.path.join('MakeItTalk/examples', 'dump', 'random_val_gaze.pickle'))\n", "\n", "with open(os.path.join('MakeItTalk/examples', 'dump', 'random_val_fl.pickle'), 'wb') as fp:\n", " pickle.dump(fl_data, fp)\n", "with open(os.path.join('MakeItTalk/examples', 'dump', 'random_val_au.pickle'), 'wb') as fp:\n", " pickle.dump(au_data, fp)\n", "with open(os.path.join('MakeItTalk/examples', 'dump', 'random_val_gaze.pickle'), 'wb') as fp:\n", " gaze = {'rot_trans':rot_tran, 'rot_quat':rot_quat, 'anchor_t_shape':anchor_t_shape}\n", " pickle.dump(gaze, fp)\n", "\n", "model = Audio2landmark_model(opt_parser, jpg_shape=shape_3d)\n", "if(len(opt_parser.reuse_train_emb_list) == 0):\n", " model.test(au_emb=au_emb)\n", "else:\n", " model.test(au_emb=None)\n", "\n", "print(\"Audio->Landmark...\", file=sys.stderr)\n", "\n", "fls = glob.glob1('MakeItTalk/examples', 'pred_fls_*.txt')\n", "fls.sort()\n", "\n", "for i in range(0,len(fls)):\n", " fl = np.loadtxt(os.path.join('MakeItTalk/examples', fls[i])).reshape((-1, 68,3))\n", " fl[:, :, 0:2] = -fl[:, :, 0:2]\n", " fl[:, :, 0:2] = fl[:, :, 0:2] / scale - shift\n", "\n", " if (ADD_NAIVE_EYE):\n", " fl = util.add_naive_eye(fl)\n", "\n", " # additional smooth\n", " fl = fl.reshape((-1, 204))\n", " fl[:, :48 * 3] = savgol_filter(fl[:, :48 * 3], 15, 3, axis=0)\n", " fl[:, 48*3:] = savgol_filter(fl[:, 48*3:], 5, 3, axis=0)\n", " fl = fl.reshape((-1, 68, 3))\n", "\n", " ''' STEP 6: Imag2image translation '''\n", " model = Image_translation_block(opt_parser, single_test=True)\n", " with torch.no_grad():\n", " model.single_test(jpg=img, fls=fl, filename=fls[i], prefix=opt_parser.jpg.split('.')[0])\n", " print('finish image2image gen')\n", " os.remove(os.path.join('MakeItTalk/examples', fls[i]))\n", "\n", " print(\"{} / {}: Landmark->Face...\".format(i+1, len(fls)), file=sys.stderr)\n", "print(\"Done!\", file=sys.stderr)" ] }, { "cell_type": "markdown", "metadata": { "id": "ApCZszX-CvuP" }, "source": [ "## Visualize your animation!" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 238 }, "id": "qFBozkB1Cf8g", "outputId": "525045a3-069b-4600-f437-4ca669eb70d4" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Display animation: MakeItTalk/examples/dragonmom_pred_fls_M6_04_16k_audio_embed.mp4\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "from IPython.display import HTML\n", "from base64 import b64encode\n", "\n", "for ain in ains:\n", " OUTPUT_MP4_NAME = '{}_pred_fls_{}_audio_embed.mp4'.format(\n", " opt_parser.jpg.split('.')[0],\n", " ain.split('.')[0]\n", " )\n", " mp4 = open('MakeItTalk/examples/{}'.format(OUTPUT_MP4_NAME),'rb').read()\n", " data_url = \"data:video/mp4;base64,\" + b64encode(mp4).decode()\n", "\n", " print('Display animation: MakeItTalk/examples/{}'.format(OUTPUT_MP4_NAME), file=sys.stderr)\n", " display(HTML(\"\"\"\n", " \n", " \"\"\" % data_url))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "P0etBPyAC1e7" }, "outputs": [], "source": [] } ], "metadata": { 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