{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# 🦠 Cell Instance Segmentation with PyTorch⚡Lightning\n\nLightning forces the following structure to your code which makes it reusable and shareable:\n\n- Research code (the LightningModule).\n- Engineering code (you delete, and is handled by the Trainer).\n- Non-essential research code (logging, etc... this goes in Callbacks).\n- Data (use PyTorch DataLoaders or organize them into a LightningDataModule).\n\nOnce you do this, you can train on multiple-GPUs, TPUs, CPUs and even in 16-bit precision without changing your code!","metadata":{}},{"cell_type":"code","source":"! ls -l /kaggle/input/sartorius-cell-instance-segmentation\n! pip install -q https://github.com/Borda/kaggle_cell-inst-segm/archive/refs/heads/main.zip\n! pip list | grep lightning\n\nimport kaggle_instsegm\nprint(kaggle_instsegm.__version__)","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2021-10-20T22:20:27.449748Z","iopub.execute_input":"2021-10-20T22:20:27.450430Z","iopub.status.idle":"2021-10-20T22:20:55.191607Z","shell.execute_reply.started":"2021-10-20T22:20:27.450312Z","shell.execute_reply":"2021-10-20T22:20:55.190499Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Data explorartion\n\nBrowsing the provided data/images/annotations...","metadata":{}},{"cell_type":"code","source":"import os\nimport pandas as pd\n\nPATH_DATASET = \"/kaggle/input/sartorius-cell-instance-segmentation\"\nPATH_IMAGES = os.path.join(PATH_DATASET, \"train\")\nPATH_TRAIN_CSV = os.path.join(PATH_DATASET, \"train.csv\")\n\ndf_train = pd.read_csv(PATH_TRAIN_CSV)\ndisplay(df_train.head())\ndf_train.loc[0, \"annotation\"]","metadata":{"execution":{"iopub.status.busy":"2021-10-20T22:20:55.194443Z","iopub.execute_input":"2021-10-20T22:20:55.194826Z","iopub.status.idle":"2021-10-20T22:20:55.953991Z","shell.execute_reply.started":"2021-10-20T22:20:55.194774Z","shell.execute_reply":"2021-10-20T22:20:55.952094Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Histogram of annotation per image","metadata":{}},{"cell_type":"code","source":"df_counts = df_train.groupby(['id']).size()\ndisplay(df_counts.head())\nax = df_counts.hist(bins=50, grid=True)\nax.set_xlabel(\"Annotations per image\")\nax.set_ylabel(\"Images with particular annot. count\")","metadata":{"execution":{"iopub.status.busy":"2021-10-20T22:20:55.955333Z","iopub.execute_input":"2021-10-20T22:20:55.955553Z","iopub.status.idle":"2021-10-20T22:20:56.390214Z","shell.execute_reply.started":"2021-10-20T22:20:55.955527Z","shell.execute_reply":"2021-10-20T22:20:56.389336Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Browse annottaions","metadata":{}},{"cell_type":"markdown","source":"### Create complete mask","metadata":{}},{"cell_type":"code","source":"from matplotlib import pyplot as plt\nfrom kaggle_instsegm.utils import create_mask\n    \n# print(df_train[\"sample_id\"].unique())\nmask = create_mask(df_train[df_train[\"id\"] == \"0030fd0e6378\"])\n_= plt.imshow(mask, interpolation='antialiased')","metadata":{"execution":{"iopub.status.busy":"2021-10-20T22:20:56.392360Z","iopub.execute_input":"2021-10-20T22:20:56.393392Z","iopub.status.idle":"2021-10-20T22:20:56.842271Z","shell.execute_reply.started":"2021-10-20T22:20:56.393336Z","shell.execute_reply":"2021-10-20T22:20:56.841637Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Interactive view","metadata":{}},{"cell_type":"code","source":"from ipywidgets import interact, SelectionSlider\nfrom kaggle_instsegm.visual import show_image_annot\n\n\ndef interactive_show(df_train: pd.DataFrame, img_folder: str):\n    uq_images = df_train[\"id\"].unique()\n    interact(\n        lambda im: plt.show(show_image_annot(im, df_train, img_folder)),\n        im=SelectionSlider(\n            options=uq_images,\n            value=uq_images[0],\n            description='Selet image:',\n            disabled=False,\n            continuous_update=False,\n            orientation='horizontal',\n            readout=True\n        ),\n    )\n\ninteractive_show(df_train, PATH_IMAGES)","metadata":{"execution":{"iopub.status.busy":"2021-10-20T22:20:56.843232Z","iopub.execute_input":"2021-10-20T22:20:56.843577Z","iopub.status.idle":"2021-10-20T22:21:04.130173Z","shell.execute_reply.started":"2021-10-20T22:20:56.843548Z","shell.execute_reply":"2021-10-20T22:21:04.128919Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Prepare dataset\n\n### Pytorch Dataset","metadata":{}},{"cell_type":"markdown","source":"![WIP](attachment:82fbc51e-961d-469d-9227-d696ff4abd86.png)","metadata":{},"attachments":{"82fbc51e-961d-469d-9227-d696ff4abd86.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAecAAAG1CAYAAADDSzyoAAAgAElEQVR4Aey9v69ty1Xv+c7xaev6Ht/btjjurXcONkaXzKZFQGQBKQlBkzrgJSQ4AQJLTg1JB0gPIbVEgJCcbLg+1/zQC8gJWy8n6n+Dpu/F3q3PmPWZa6xac64114+99/oxllSqmjVr/qhvjTG+Napq1vov/6V+hUAhUAgUAoVAIVAIFAKFQCGwHwJf/vIHD7/yK7/68OLFywgcv3791QfinNcfU8ZyxL/zvd982PXkX/ziFw+EXeXqfCFQCBQChUAhcLEIZKLL6akKcR4Shkh/6Ze+8fDB1/63SEuyOYaIJeOcTxrC9lwul4mc+3Muv8eu9zu0bL6u0oVAIVAIFAKFwLMiMEd2c/n/+69/d41UJVkJVsKVZCVlj40pJ0lbxth7GHMNHQKO83vlNCBy3Oc9K7j18EKgECgECoFC4FgEpsiNPEgxD1lDouRJnsQSax+/+PD1RlnL5+tJE/CW+/ubB0mb/pM//cFWj3qqLsfiU9cXAoVAIVAIFAJPhsAUkWVSziTKMHY+lozNm/KMOWfgfE5DttzT64wp45C510jMHGdPmncFrKl6PBmI9aBCoBAoBAqBQuBUCEhs3M80xCj5SYzZm+0JmfLkQaYSKHlcm8uSF/kfvh7zKeMzvA/X9PmvPvjSmOc9KaNH77vnepwKo7pPIVAIFAKFQCHwbAhAcJBrJtaRUBPR9mRq+T5fLzvfI5cxP5Mtae/neWLL5Nhy+Z7PBl49uBAoBAqBQqAQ2AcBvUpjrs1pjiE6vWUIEMKTKDNJnlua99R79t3Epq+j+VP1z+cqXQgUAoVAIVAIPCoCEpQxD8tpjiE1CTmTcvZIJb5zi/H0fWe9at7ROs7Fjwp63bwQKAQKgUKgEDgUAYgLYjPogXLs8Pa5kXH/Pr6rdeA8aTYzIQ02PUHnvEOxq+sKgUKgECgECoGDEZCY+htIZsR4nBCz3jOkpkfak+G5Hfv+LBjj/XOnAoKeq/9cfo9THRcChUAhUAgUAk+GgOQroUnWHEvS5J0bGffv47vmeuQ0m6ZQD4HNpJzTnq+4ECgECoFCoBB4cgT0NB3ChuwkZggbYpMAc9q8c4t5d9+bdF8f8qhr3rSkSPnJxa4eWAgUAoVAITCHAKSUt9+E1BzOhtT8lpg0xCzZnRsh5/fxPYmpD+d4bwN5EjQx2BQ5z0lI5RcChUAhUAg8OQJ6yxKWRKaHDHmRlvAyCZ5r2rpIxn0dct2s/5MDXw8sBAqBQqAQuG0EprxC8iQvyUxi3kW6eNOUOTT+6ocvHghc38fk5cA+3H3Y9X67ztvRsN7gMIeRkjN13nMVFwKFQCFQCBQCixHIhJLT3AAC6z1K8vQqdxHcMeenyDkTck73xJz/NOPQd5Ccqb+eM/cCF3ASq5z23GLwq2AhUAgUAoVAITCHgETDedMQkQTlH0xIysa7iA8Cpcy+8XDfTx6+/OVPHl6//Ggt/tL/8ksPBPKJd73DMef7jon1zjhtS8/hXfmFQCFQCBQChcDeCEhK2WsknYd4jyG9uWvXSfyTh2+8ehPE3JN0T86PQdLUl/fUa6buBs5NgWrHZupc5RUChUAhUAgUAkchwCYcEJCes2mP9SDnSNb8dbLd7UF73RB/0jzjVay3TDwbXr1o3vbq7ybX77s8P9ez75hIxMYZ8Km8fL7ShUAhUAgUAoXAXghAZJAxZGQakpKYyev/NWqK/CTmqXNzeV4zxJtD2hCyXvQGUTdSDtJ+9eLo4e5cZ0naTorvL7BFxiJRcSFQCBQChcCjICApSUAc90TtuV3xOtnu5zm/+PjlA4F7GJN25Tbp14mEB+L+YPSod73brvMSsh4z5U0TO9zdN0IRdY9IHRcChUAhUAgchQAEhHdoDEFxrMfo8S5iO/R8JnPJWWI2poyB50DQessRtyHvQ9/B66wrRGya54qFOBUZHyVydXEhUAgUAoXAFAKSSxDdif+POZMt98/HkhzER/D5xpmcc1pi5vrIfzF4194n8p9gb2/fmfcVV7H0uOJCoBAoBAqBQmAvBDKRkGYRGIQjaUI6jxUgWJ5FzPN60h6J98PXo5dsOQg53vPjtnq8DX0z3B3XtYVsj/Xu+b6+P8BnPPdqiCpcCBQChUAhUAhkBCSUTMrOq2YSOjSdSZd7eGw6k6nDx6tnDd85swDMwCdTBq617OhZN6Ln2HOPGfMOYMczMq6VLgQKgUKgECgEjkIAguZPLSSZU5LzHDFmkua5eqCS9XB+RcqQ8/At82oFt2WJ4/q2gAxizvefe4dT5NupAT87Okc1Rl1cCBQChUAhUAiAACSlByjhSdTHEpgk2cfclzyeI8HxbPLpHBD+68sXWwPXUc7V29aBfJ937Ptvu37q3UuiCoFCoBAoBAqBoxGA0KY8ZYhnGzEdew7ylIxJZ6L2HOT8na+sE3SszGZ1dg4dwT+V5wxGGb+5T6uObqS6QSFQCBQChcDtIMAwLCQLwUgyEA5kfSz5ej1ES7qPyeNZmZR9D2LO/R/fffXwR7/7lYe/+sNvPNz/8LsPf/mD7zz8+PvfinxI++3/+jJIGhKnvJ9ROSftOzxm7LvyfNI8q4a3b0eHqqaFQCFQCJwcgUxaes+SjGSay5wyLSlLaDyXPN+D/P/v07cP//537yJ8/rOvPxDIg7CdI//mt9p3zq9exD7czksPe3I/3mpzsOAd9Zbt0IjfyRurblgIFAKFQCFwGwhAKJIiRCMhGx9DxvxlI1t8xr9Zffwy5oV51rCL17DQayDSgVyZN/7j7714+OLTtxsBQib8v59+8+Hzz7798B//+CsPn//0l6Mc5P3nv//lcfibZ7iym/fnedaH2LA2LN6GyDmX/3pyV/3BLOqUPj+TsJGg7EHPpW9D0qqWhUAhUAgUAmsIZFLghMcQTyZnCSwI7UQLqpj7lZxJQ8CZnPFuITeGp/GGIV0IGCKeImnyJGrJ2TyGvrkP5Cg5D88avGeeI/nGe+Q565am7vuQ89ARWHnnErX5Ge+1RqmDQqAQKAQKgdtGQDIGBdPEELOEPBfv8hy3nQ+Sa580cX8JC4815ohffhQxhMo88hJiniJsyBpvGlLnPtxv6r0y6ZLOZfSieU+CZXOZqTR1GjoD6wSt9yzety2BVftCoBAoBAqBWQQyUUA0EEhPyuSbN0VG++bhNQfZ+ecVL17GvDAebRD0q2FHry/e3z0QtnnMU8RsngSNN029gmwZQscjfvlRfB8t4QahJnKWmPGmrb9ll9SX+9nxkKgzadMgGfup49lGqxOFQCFQCBQC14eApGBMDSGcTCiScZBoW7VNWsJZQlBTZbiHhIeXzvxyEOfrr47fLjPHHPPIP/3lGWK+e/jiU8L8MHc+BzlD1NxX8ufdeDYdhRyTJuR3550NvXedy5mmPtSNY4mZtNi5WKyXrNwe/bk6LgQKgUKgELgRBCQDYkhEIskkTLo/JwkdGnM/7is548VGx+DVi4ff/uSrsQo7e8t5Hnkg3f3ImWsY4v7sz34jFojZOYBoV2T8SQxbr45XQ9ISc2CRvOu5+lM/6iNu1JO0BG3+jYhZVbMQKAQKgULgEAQkDQgFApJ0TEMmpj13TOyQsVtvQojkMS/MAi7mmbPnu5k+jJzxxn/yB1+K5/QE7WIx3wnips4EyppeUm+JmbJgx7HXSdIe9+1lh6nPr+NCoBAoBAqBG0IAMtCz60k4E7JpY8nlkJjnQcYSITHHeM1+s7xJyHkIe39y9n4QNJ0AyZn3X3nLwz7dHEvOmZiX1l08iTM+sUK9edBgnffdLlK+IaWrqhYChcDtIrDL2Hse8oAoIBLIRy9PIjLOJHNsmmFsnicpQoBsGsJOX5tD2JmUj0/z/fPf/8XvjSvC7SQ492yHQXKm/hL0sfX2evAWZ/KQUtvjdiW2al4IFAKFwI0hgOGfMv6QBIuTJGVJY4qQzTOWaA6JV8O+w6YjECTP/vk/vInV2Y9N0Mxn46XzXLxong0pGyDmTM7UOXvah9Q5X0P9xSB7zzcmllXdQqAQKAQKgYyARA1hQEx6zRxLvn2cyeXYNF6q3jOrp/GaWazl0PNjx3lxmKu38eL1nvOwNjiIhZ7+sfUXc+4zdAzKe87yWelCoBAoBG4WAQkme3GQNGQhGVmG2DzjfG7fNCTHs7hOrxlCfmyPOZM+BM32npAz3rPfPeM9T3nOvCvvvW9dp8qDMbiLt170zQpjVbwQKAQKgUJgQOB3vvebIzlIyBAvRAGhSMLGUyRzaB7PYzgdYmZ4OZPmU6VZGPbF/bt4PgTNlqG8Vyzaaiu1/YvJFQbDgrFD6+11krIxzyWUbBYChUAhUAjcMAKQhB4zxAMxSBTkr8ho/Vtfrps6J+ksjfFA8VTxWFkExoYi+bvmpyJonsPze+9Zz7kn51MNa9sBAnfbgTT43bBYVtULgUKgELhdBJhvxmuVjIkhXI8l3z5eSrxLykFIkBF/arGclJfvCLaM3O/Cc8Z75v+h9Z55f+pukKBXxMzCsVWn5ZB07gyJO3m1OOx29bJqXggUAjeMAMQMmUAEmSAgIvMk5Z50zDfuz+97DEH/7Y9+a2M3sHliPTU5rz7Lou6SM/UzSMwc4037mdW+dZ0rn4nZNGVvWESr6oVAIVAI3A4Crs6GhBxSnSOMJfl6kZAWnxgxd8wwNcG52yCbj18+QHCE4bnD50rf+cqLWIyF17zcc16R6TyBH14GLx6Cpg6ScAxvW4f25xzUbwlG28qAG+f72Dzby/h2JLVqWggUAoXADSGgkcf4Q9DbiGPJuUzOQczt7x4hNciL8/Esia39+xTnCZAzw8kRNv684vE85G2k7r7bA/kOC78yOUOknDsFOc9hLFlzHvG03RTV/tj8iguBQqAQKAQuFAEJ4RTkDGlJwHrN3B+vk/xhCPiD0WsOj71513infMIEUfI50zbC3Dx3+Ladm/daedl8wuWnVXQcwoNmXpzNSNKnZdT1FJuRSMJ9DIbk8UzChYpavXYhUAgUAoXAEgTwuCTnU8R6zt5L79n8+BwJgmmeM4Tm8DeLnrZ7zds858chZ4kbknbnMIbhnQeWRK2n9T517HMkZz1l4yVtXWUKgUKgECgELgQBSASDL+GcklSGOdoPwssMr69tfakHTRye6KsXMZzNv05JhsbDvLPEO0fOu86vPGHvOx/fDVuFdkPq7LvNv1bpPTOETf0IucNxLH6ScB9zX9qIQHtxrIgVQYtExYVAIVAIXAECGHW8VQw9Bh9v8Fhy8XqJ2eMYBm7kDJkRIGc9Tp7P5h/Ti8DuHv7z/dcjTJPqacl5+hnDArX8aRV1pA7UBTI9xbC2ePVxJmvS/adVRdBXoJBVhUKgECgEMOYQgKRMjFfWk8K+x5At10hcIym7AOzD10FmLhDDc2a4ePv+2XMesx7xKcnZe67H0Wm4f/fwrz/65trOYdQjPOdWv33x6stnEuacx6Zze5GnJBc5i0TFhUAhUAhcKAIYcgKGXlLOw6U9Yex7HN5w8yodwnaOOYisLRr7ta/9agxr440Oq7OnSHgqb5042UVsFfpzpz2GpHlfhrcd2oagrd++WC0tL0nnoW02jLEtL1QU67ULgUKgELg9BLI3ZdpYYpacNf5LyWKu3BLP2Y6AXjOroT//l29uzDfPDS8/bX5H/O0zrzz3zOiA3vMcLkvzbYc+5nryxI4pCI4Z3kaybddeynN+Tvfl6rgQKAQKgULgmRDQOEPIrjbG6Js+xZyzc8h4zKPXzFxzGta2QxCLwV5+FF5vfLL0018+Q4LuyLktFAM33h/vOerZ6iepLiXjpeW8r23FsThyj16kbOs+v44LgUKgECgEzhABjDb/OoVhx6jnYVLSS8lirhykIZFYJs87c85Pp2I4e21V9JIh7NMOUx/shad/rQrCfII5Z/AUW2K96H5x2JTYFVlPoVJ5hUAhUAg8MwIaZwmTWDKGqA35/CFpSEMCWfOcm/fMOf5xCq+TTsIX92+at3xBxNz+XzowbJuPxMhA7LF93B9fzGEuprQTnQGOiSVorutFjDa33ftzdVwIFAKFQCFwJghgqFlEhIHHqGdyxtDPEcM++ZBGeMptW07SXs8KbrxmiJn9qodFXMkTHok65a151meW//5u/NeqGA040cgDeEnGxubZdoFza0fysvdchHwmClevUQgUAoVAj4AG2pjzGHgMOTHEjIHX8zopOTdiDgL58PX4WVUmZzcXmf6u+cxIeFsH4f1drNyOufYTkDNtMxUkadvL9qM97XBxnXKQ2928iguBQqAQKATODAEMtwSMYZcAsrGXuD13SKzXzDDvSCjpX6lWXnNHwKyCDhJ0AVZ3fiRIzxvPlTs2f/f96ViwcQr7gVMvwiGY5WvErI8pk/NoN9tOcqZ9acNe9Iqoe0TquBAoBAqBZ0BAY2zMK2C0c8jGHcOvoc9EcUjaudc5cma+GUIjrC3GukBy9v2pC59W+RnZIbjtukZipg0l4ZyX859B5OqRhUAhUAgUArsQyKRMWQy/xnsXCRx7XlI2ZlEYnxvhVUJg9z/8biNmPNO3sSXnz//BRWHHertPcf3w3hIzMZ+B/dMPvx71Y0MS6gxxRkelreKm80M+Q/tuXgKZM1dNWRfPHYs/z9klH3W+ECgECoFC4JkRgKhZLKS3dazx33V9kJL/OtV2AoOQIKJxJzC85PcrcjadCe9805vk7Lv+8fdeBMlC0D050zmCODknOdNhoRwEzXQABL0L3yXnaWvave+kPbMo1uMLgUKgECgERABjrtdMvMS4H1MGsiGwYxb3gZCy1yyRXW48Q87372JUgLrqEQfpuvnKi5eBCQQsCVOOAF7RTmll+6FtQBvbzsoAcRF1RqPShUAhUAg8MwKxrWQjhkMN/j7XjUO5bUtLiAfCgjDYP3tjrnlc6PUUQ9KneAbkPEPQn76Nek6RMxhKzDGS0EYTTk3OtpX7bj+z+NXjC4FCoBAoBHoEMNSQ4jCcOv2Jjsb8FLEecxC031K/Gv516v/5v/5rzM2es8fM6uvtf035Nv7rmTI9Qbv9KP+u5eKw8JzxZN17u/1lZqxoP4GXPNVmtvWU99zLRx0XAoVAIVAIPAMCGG/mHzHYT0XSQcyQEOT88qPYDYwNRyC+S/imWXKee9cpYs4dDkiaToq7oNEGeMyMYBCLzxSxniIP3A22/TOIXj2yECgECoFCICPgQiD3z9ZAY/j1qk5BAvP3GFYrM1zLcPaS/bMhtPNZsb192HogYsvMDG/fvxt3DvOPMfzXqjzs7yIwF8yB2Tyuy0Y+IGbuEZ2j1inL8lHpQqAQKAQKgWdCIBtn05C0hvtYAth+/UDOPA9yjm0639+d/ZD2yvuVeLfNT+8uQ72pP/9ZHR5zm/cfyfnjl2tz0AyBn4KcHSWx3Y0RxVoU9kwKWY8tBAqBQgADLBFnQ53T28l1u4cmweuFe7y65yfxuRBEIzGviG8b4V3PuRgST95ztIerto3b/DPEjecMfqcg57hP2wHONs/7bqMhkrRxaU0hUAgUAoXAIyGgocU4O6Spcc55pI8N3Fdy3rzX8B0vXuPf/ui3YuHU3PzttZM27cDiMDBiHjp7zaQhZskZYj4FOfNMO2c8M7cVoqec9OlHEsu6bSFQCBQCt4PAnIHNhrknT85tEun+RK2x7+/vMaQMIbEhR7+i+drJuK8fc+mMHkC6DFuvEXRbrZ1XbnP+2DainW0L7kWaPPffvh0tqZoWAoVAIfDECMyRM8Y4G+ec9tyxxn/qeghgDK+GeVa+ab5Nj3l9kdjf/8XvRWcFco5Pq9qwdhB1+pzqFMRM20jGtkcvA4jqnPw8sRjX4wqBQqAQuH4EJM3eKGucNdqWOybmnlPXM3eK18y/NOE19p7kLXjSsfL8b/gO+u3Dv/8d/7R19/Dj738rPq3qh64hZEP2oKewXZqX29k0w9ykuQdtl7UhE3XOr3QhUAgUAoXAkQhgYFn0kw04Rti5R/I1zrnMqdI8S8Ie98/e2Plr9wrnTTK/3EVidk4YPSD89idfnZxTPjU506Z9u0vStlMvbkXQPSJ1XAgUAoXAgQhkg4pBxvBqhD12606PMdqkTxV8ns/m/j/5gy9NeMxvH37x09cRhk08NknX8+dE0MOw/N24a5gblGwdARj/+tJNV+7Cg/7LH3wnvGf/9II2GImZoe62evvYtrEtuA9piTqnOZflJ6cPFMe6rBAoBAqBQiAjgGFlsU826j0JS6J9fr7m0DRGn2u5N+/xH//4K/GPU3qOkq3k+/nPhiFf84097/H5xJvkvHUu/X7z7y/ZT3z0ntlTu+2rDW4QdKziPhE5c8+eiMlDBgik877bRcxZmypdCBQChcCJEMDYapA1vuYdEuvB+ZkP9xgJpHl4nOOvDwnOM7NdZU/I6wS7vlBq/dymJ33p5/Wy17b7vH8Xc/LMy2cPevRuP56eyz+kHbddYycti2CRdEaj0oVAIVAIHIGAHhKGWO94m1Feck5yJh5IeDc58/kUc6qX/49Tp+kk0EnJ5MzWpHjOBNoAvDI5gzUdIKYhlrTRsWWQlfq06gjFq0sLgUKgEJhCQC8HciacwmPW4DsPSkye20qG99wI2z9xwGv2u+atQ70bi8NOQ4KX6l3jOY8E7Srq9omV7fBYsZ045IZnIF/K05SsVV4hUAgUAoXAHghovCVmydT8Q2PJmev59IdjY9J40w7D4v1BNHjNMddcJDy5GK7vRECMkDP7boMtx/4xxqHttu91tiHX7SF2VbQQKAQKgUJgGwIMS2Jg9YSysd3XUOfyfourx0wsKUPMeMvMNUMuBD6d2j7XfGte8oJPxtK+24E3u3h9/DJwzm3xGGk6AsiK9+bfy8pz3qZpda4QKAQKgYUIYFg1ssQ5rdE9NIYsMjFznMlZgmYBGF4znwgVOecOyEDOu4b52Xeczg342rHCewbrQ9tuyXV25pAZ5525bqHoVbFCoBAoBAqBKQQ0qhp0jG0OSwz0tjJ+5gNB6zUP5VersyEUiHnYPzsT022nB0Ke85zX81k8B34QNDgPi+/A+HTfoU/dK8uN6fxp1ZTMVV4hUAgUAoXADgQwuBA0Hlb2mCHoKWO8bx7ES5CYGW4d7jGQMyTCXDOkgsf8+WffXjTP2s+7XusxK7OnNymBnNc7L5A5IxDg7SK7fdvr0PISszH3qeHtHcpXpwuBQqAQAAGNpfGhhnjf6yB6yNl5UL06YhYxQcx/9Yff2CCbnnzqeJ2MN/EY9t2GnMF1+HZ8tdUqnS9HRWjDU3XA+k5dPs6ap9zlvEoXAoVAIVAIJAQwlPuS7CHlJYDwzCc2HcGQszr7sz/7jfiuueabdxHwrvN3gacdIEnYdiAGc8Ih7dlf472yx0wZ85GzIuWkeJUsBAqBQkAEsnE0rQHtje1jHEMUYazTd82QBB4zoRaB7SLc5ecZ2mYUQmwzCYN5JmfSx7a39/NePI8hdfM5Rg6VO2Wy4kKgECgECoGGgAaSmH+dyob7WCM9dz27VXEudgprhju+wWWI9VX7dKrmmU86pA9B80laLMabIGTJU0Kda7sl+ZIwZfP98KQ5Rs6QN2UPUczpUs5CoBAoBAqBhkCQZfd96hJDfEgZhrOHz3k+iRXEeNGu4GaF9v0Pv3tSYtqch13udV7mta7aHhaIMS3Ayu1/+uHXYwU8BGmgM0bIx4e0ab7GDt7UfXmO50v5CoFCoBAoBCYQ0FvBWOLVYGAxntnQPkbaVdquHpacGXb9o9/9SuwPPb0a+dpJ9VT1k5zX7wdBgy/tLXHSvpJlJs5j2j3L09RzuHd9WjWhkJVVCBQChQAIOLSoge4X8BxjoLddi9fM8DUrhzMxuwjsMr3VdSJ8vDrcPXxx/yb+t3r6GXfj/1pTjjIMaeM98wkW3rPt3BOn3vO2tltyjvvQ8aJsJn7vnzsBdhBLIwuBQqAQKAQSAhpoDafGdIkRPrRMrNJu3rrkzLe4eHUQCmQyTTyVDy7b/5d68JqHb6HfPnxx/27EElzJB38J2nY/tC2nrpN8iTNJI1sGnm85xFGSNk4iWslCoBAoBG4HAY1gNpakMZhTBjfnxUKuD1/Hgi7J1f9dHvbFHv4CEhIwuAiM+/BtcyxAevlRbDbCPDPh3//uXRCzf4VYQ9un7YxAzgRwBm86RLQPbecUA8dOO9BOtBttbDvbvlke9k1LysZonfJ4OxpYNS0ECoGbRKA3dv0xoGBUNZDEBDyaXca2J2cMt/8djPHmmHtIzDkm3+u9DqL48fe/NXp5Rc6nJeWpUQg+VYOcaQuIOQcJ2naSuG3jXfKx9HzuDCKPUzJ6k8pblS4ECoHrRSAbupy2xuT5pwQYXwyqBL3NuIbBbh4VaT2quD7+TWpFyuF5tf8QpixlNPgYZsiBRWB84pOHXwePeXpR0xTRVN5+ZK73HJ9WtW09JWDbqe9Q2b6n8pyVNeTAT6uUzYoLgUKgELhZBIIo0yc0GMvsyXB+LgTBJoLWYBuvDYu2vynU6Mdzm7fGojDImecWOe9HsKfokIz/WkXbM03BnHDrRD0mOSMD3L8fpUEZpzqSN6ukVfFCoBC4LgR2GTiMsAtyMimbP0fKEmsY8jbnTB5kDNE6HErce81eI4H7xxb8a1L9scXTEzPe8xfv78Z/raKTxCgIHjRtRdp2pW0N22Rj6bnoBLStQpU/5JH869LEqk0hUAgUAnsgECTbfduskSTeZWSDaJvnrIclOW8Qc/KwvS8EDRkw18y3t0EUtUJ7XFV9Cq946T3+7a9/PdqB9oAgIWUDbUm7co4YsrYNj40lY+8DMZPeQ4yraCFQCBQCl4nAnAetQYSI+6CRtMxUrGdFzHmNuETtKt8g8eRhY/QzMde/Tj29x7xB2vdvHv78978cBA350kbDP1d9Mu7aJjnbnlMysU8eMgc5KzvEyiHpy9S2eutCoBAoBBYiMEXOLL7RGELE2dsXaOoAACAASURBVIPBQC4hZwx4NtQOf24jZ72xTM7MM5fXfA4E/S4W5dH2w+LA4X+1gzDbkDYEndscGTo08BxCdOqSzCl7C8W7ihUChUAhcHkIZGI2LSkfalS5DgOtdzXEg5HG0HpfyzhMitFljpmYoWwCw6l6cZ//7OuR5hMq8yp+StK+i38Bk4DxnFnJH/PPL16O3z3TxgN5H07Mysiu+PI0rt64ECgECoGFCEjKFCeNwXU4cZdx3HZeL3iKnPWuLIMxJw0x8+wggG519kDOdw9Fzk9JyKtnDQvy7qKNaCe9Z9qNNnMxmG1LvE0+jj3nvtu9/C4U+ypWCBQChcD5I6CBw2BieI81nMP1q3+T6u83EPbqfGxc0f6nme+ae68ZD1lSHrecrMVhzzKC4KdVsTnJi5fRqRo7V+3ztzxC0rf9qY6V0167lOU+v44LgUKgELgYBLIh09gtnVPeZWQzAfdlOWdgeJQ0xt4NRyi/OWQ9/LVhkfPKm93E6GnOISsEpyRYI0Ab4i1DzI/tNSMfju4gw1mOc/piFLFetBAoBAqBOQQeh5xX844YbYKkbIyR5dkMZTvX/FykU89dTu62lcRse9KWT+E5Q9DKLDLdk/ScnFd+IVAIFAIXg4CGzq06OT424D1hsDXUrNY2rSE3/rWv/er4rSwGl40viiiXE+VzYMU+5xA07ZWHtU818rJL/nhuftbFKFu9aCFQCBQCSxDA44CUIU692F2Gccl57keQlI25VlImxsh+81sfhOfMPs58NkVgAZgrtJ+DfOqZOzoH98OnVSwEc3ib9mRqgrwlMnJMGYmZuPbdXqLpVaYQKAQuCgEMJAR5SmLmnpJzJmjSnJOc/XTKIW3+BYm/KpQYf/HPH9Q3zme88A3vmVGP3KYQM+1J3mMGSJn7Z7m9KMWrly0ECoHbRiAvkMlpUIGUHco2drjwWMPKsLZD25Axc5Pc0/20GQqVwDHo7J9dm43s8FafnaiHT9lcOc8GMbQbw9t0tGhT2pdY+bFDRj5pZCLPUw9ysVq5r9x4/Vys58x5CJqQ5Tunb9sCVO0LgULgYhDQcGHYMHKEMJxtHk+DOmcYl+RrZCVmYq6L5zRDLUFj3NlwpPbQvjBy/vTtA59W0X540HTsot0/HuaDlRPybHfzlAtX63NMUG4sty3OIz52CFBC5ftiFLJetBAoBG4LgW1GCqOHt4HR1AuRqLcZxH3PSfR5zpl7YFj9dOqPfvcr9a9Tz+4VL+0YdP+h3bxnhrJp40yueMWZmCVo8pABPWjLea3nl8haHtZWrm5Ly6u2hUAhcPEISNbEmZjDaKZ5Zwl1iXHcVYZ75WD56Ai8evHw2598tYazL4aYIfCOnFm899NfDu+ZzpYESztLuiFfDmu32PPG2WteSs52JunocZ/w3F+8XBvevnilrQoUAoXA7SCgIcvGDQPKsYaOMscEDDMhvCkNc/u8ivlJF4Hxr1MY95pvXuq5nl85FvHRjnrPtj2EG7LW1h+43sD5ZzttypnEvpScY467TcVwjyy/t6PNVdNCoBC4aASy18ynJ5BweDTJuJHXDxNqOPeNNdAOZ2uQMdiSM59OfXH/Zlyd7Srtis+PgHe1CZ0rRkFY3BefU7UFgMhNkC7/2Z2CxIx8UCZkURJfuC+3ZJxj7tV/WqXsX7QC18sXAoXA9SAwZZTCWKYNHDIh5zTljgkY6ZGYm8eMkYa09Zrvf/jddWIuol7H40KGuyFmVnDTniwOo33pgNERM2SvWJKWoImVNcrpcZs3FSOrkLLnJOjcuZyS/+vR7qpJIVAIXA0CGCuMWHgpzUt27tk8DaZG79C4J+dsdDHeeFnhNd+375ohZkLtDnaRBD141nfRrrSvIycQ7Rox4x03D1pZI1bOJHOP52LJOZMyZe1g8mlgT8798dUodlWkECgELhsBDJdGDUOmUZyL5wzjknyew32HT1w+eeCTGQLeNN4V38juGiqt8+c+vD189+yfkcS6gft30b60MR00v3+GdJEF54khbOVOeRo85uGbZ/OWxNmD7sursUXMIlFxIVAInBUCGC28ZIf9NIzGvVE79jjPMUvQPBuPavenU7W39iV1TPptVqMD2Ig50i8/ClLWK86edJY/zw8kfdy0ivJOfFaKWC9TCBQChYAI4DX8zvd+cxzy06vNBKyRNM7n9k3HUGMbutQbcq6Z4Ww2G7kk8ql3nfPgh07UuGOYc+Tv70bvOYa4X70Y556RBzprxL33jIy4Kcm+MteXR8YJLA5TD4jLg85oVLoQKASeFQEMl4TcDwGegox7wxjP68jZFdrsn13kPEd2l5Y/Q86fvo21DRAzK7fj++f271VOb+g9Z9mBsA05/5A08u4oEdejgBBzkfOzmqJ6eCFQCIgAxojFMZJyeLUT/7krSRsfYhDzNdwHD4nnYaSZg+TTKb5p3vREaxh7E5NLI+rV+8bc8/u7aG/aPrznNrSt15w9Z2TFT6oG7/n4IW3kzjC1OEz9qLgQKAQKgWdBAMLMXrPkLJGeioy9n7GeEd6L5PzZn/1GLATbJOgi52siZ+vCvtuSs+sN5sj51HKonPuHLsjlsyhgPbQQKAQKgR4Bh/Y0VBhIjaAxRst0H0u0h8XDqluGNPGa//z3vzzpNfu/zb/46eu2NeTKA9PIV3yOmEx3qFwcxq5hBBb/0f4ObTts7XwzMkfAc/a7+MPkbd3bzjKP3BPQhxrW7q1EHRcChcCTIoARwshhkCRpjCDpbPwk5Jx3irQekl5zfDo18fnUYMyHT3KGfZvPkYjqnTY7SNPk3Ldh3jkMgoSckY0pcpaoTyGTWc7VAeT6SZWwHlYIFAK3iYBegDEomJZgMUx6EWEUu52VLNfHzgkSOw/Id6tuLjLel4Vf/iVgI36fRww5//j73xrnmTeHtIv4NonvijB5fzd6z8jRSM5pIxLyxoViLb+Xx32PkU+95T7O1kJ9yXmVLgQKgULg0RDw0ykIEsM2kmnnOc8ZPQymgTKZmElnLyd2fGr7IkfZtq8y5eYXgV0RAfkJUcVjJ6zvcPAJnVt6QsR5l7DHIGfkEBlF/g3oAEGlg5glZ2PPVVwIFAKFwFEIZKNiGsMkGes1eEyMB02ZbUFiHr1m/mUqe854OP55RiLmeE7bV5u5Rj6d6g11Hd9Ox2TYNexNyAHywEjKXOdumzwecg5yVv6JuQfySdwrnbrT59dxIVAIFAIHIdAbFY5ZoYoBwiDpORNrmDRU2wye5EwZCFpi1rDG/T58Pcwf+peQbcjc8jyPYez1oey72j/7Jj3s4dMq5MfPpiBPd5JjakR5pIzpY2I9Z+RQokZukf9ebw5SvrqoECgECoElCGBwNGYYJAMGSXI2ttxcDDkHyTZippxGE0Ma95ac2zFGl/sT4yXx6dQ6MQ//XjR4ztsWFM2dux2P89pGFz7/7NsP//qjb4ZchPfc5p8d3pakGfp2tGZONpfkK+eQsp9TIbMQMzH3kKCNl+hYlSkECoFCYDECGhcMjoRsTJ6GinQ2ThzPhUzOcY82pG157u+qW9M+BxLn06lhJ7C7hxjaHL1FiNcwRbbbzk2Vr7xLIXI6asgF5AwJI0uZnKNz9/Kj8ZyydkiMLOo5m0ZOzVMPUDL1R4Xrj82vuBAoBAqBxQhoSIjD2DXvAINEcIU2hsk84l0GL3vNDlPH/dv8MuSdyZnvWDGuPMf9s3uv+VJIpN7zcTo8IQ/378adw7I8SdKn8pwlYWRdUoaQzSeP56s/ixWuChYChUAhsA8CYegSAWN8csAwaaj2Iuc038wzNKiZnMPLbp4KJI0BZAOKdY/5cQx+Een54goZT8mA3rOyFJ289gkVHcHVqu75kR1lcVuMHKIDyL6ectYBCTrrWZF1RqPShUAhcBQCGBTm1TQ8Gp1thmvXuTXPuS3QCWP34ev4xGpYwPNJGD88ZkiZgNdchHm+hPncbeNoCnKCvPgvVI7CKHe75HPXeWSVMsQ5bZ4dVP61SkI2PkoZ6+JCoBAoBDQmGBy9ZAl6l/HadV4j6SIwYskZYtZzDq+5zUezCIz36HeJem5CqOefV2cBb5p9t5EpSBmCRrZII0+n6Fz28i1Bk2+a50jSWBP1qSxLIVAIFAJHI4BBcchOY6PB6Q3UPseSM9fgGWPQCLFSu5Gzw9ks8CGw4UgR4XkR4Tm2B1MeLBZEXpAbZAxZIihn+8jqVFkJ2JgyptEPO7HEruY+WhnrBoVAIVAI2MvH6EDKzqtxfGpy1rBh3DI5+1wMLF7zz//hTZHzuCq9SHpbxwBy/vu/+L3xDzEgyFOSMzKbg8SsLNuhRVc8V1alECgECoGTIJCND2m9AUizP7fvsZ4MZIzxCmJm0U5arc1z9JpZ5LPNGNe5WyVrP40zfjssEuNPUO6Hf61ShvLUyb7y2peXcI0536fVF/Iha8qcRDHrJoVAIXDbCNj7N8bYaHB6Y7XvseSsUXOTCMmZOIa+X70YFoHdv5lcmVukfKukbL0lZeMhn3lnF4c5vI0cQ5SZRPeV27ny+Z6kHfUhVmdI37ZFqdoXAoXA0QhImhg0jQt5Hs8ZqaX5krOes9+hRty8Z8iZ4ez1Fdr+/aPGueJb7qD85/uvPxD4a1BisZCY8Z7/6g+/ESMwyFIm0aWyOlXO+xhTpk/3nVr0iHJHK2fdoBAoBG4XARexaGCM9QSmDNY+eZmc14g5DW0zDMm/X7E6ezS279c9JI1xxbfZSenJOX/3rPeM7Og9n0p+e1nvidkOLfkE9Sd/WnW71qVqXggUAlsRcNFXXwjDo7GZi3vjdMgxhpKV2u78xacufo9KHnOF//TDlTdUBHybBHxsu7M47P6H313tu82neezs1fZsj7htUiKJIvfIIB1EgvIdZdOfaJjfx9yfe+ktS9bkURadQ//UQWPze52s40KgELghBDQIxlSdNAakJ2WNj/keHxrrwWD42CxC4zUSdNuBjGFJQvaIjjXWdf3tkDxyAzkTkDk6fMgbIzfILmQbHcL2z2fIt0FiPoSceRb3V64lZfIZlULP1Ls+viETVFUtBAqBXQhoIDAehJ6E++NDSdnrwvCxwCz9xR/P1ZNmfrBI9HZI9PRtvZoKgZgZ2uZfzJArArImOesNEyPnEGpP0JQlz7LK8ZKYZ3FPCNrncl2vk+pgn1/HhUAhcOMIYDAwHvbyOe5JuT9eYpymymCsMkFrwMKLfjUYz/KWi5xPQdoQswT94+9/axyqDq82DW3rQRMj5yGfbVhbuV9KziHf7esG9UqCjue2TvAUIU/l3bhpquoXAreHQDYELFbBcOwiZQ3VFOkuzYOEJeSIX34Uw40MO9ZOYEXKx5PyauEg5OyuYUyRsPofOWOUJnuzQc6JrCVoZJqyHBMg6KVyjj5xX8oj58YStBZHPTQ2v+JCoBC4UQQ0BhoNjFUm35ymTH9M3iHB4WyNFPNwGEwCi3dirrl2w6qh/YNl4O7hi/er//rWe8aD/ssffGfcOUx5hzghUeaie+8YWUXuDUvI2U6uHVCPs55J1tn0qI85r9KFQCFwowhgEDBSehEarEy6mZRzOpfZJ41hcmEOBpFnQsx//L0XRcwHE1J53HMeN+Q8TJPchRft9AkxXnEmZz1o5FlCJtZ7XiLnkHHcJy0M4zrk3A4pz6xPq27U6Fa1C4FdCEDMGiFiDEcm35zO5UgfEzB0BIkZQxWLwNrq7DkjW/lFwPvIAKTMd/KuX+D488++HbIrQSOHyLKeszEeciZl0r0+zOkA8iwR6zWTZ5rrJGnS6Kles/Eu3a3zhUAhcKEIZCXP6VwdDARGJBsT0r0R6o/njNLSfO7HszGEXIOBXN8JrEhoHxKqsvvJCyT9R7/7lXEqhaFrOooSs8PbyCkB+TylDmSiRg/+5E9/sLF6O+tppQuBQuCGEICwIUaMA0FDlAm2N0j9cS67T5rnYaAwhgS8GAhm8HT2M7RFTIXXITKArDFaoweNTPLfzxBzT87IvR72PnI+V3Z41qB7lOH4hkxPVbUQKAS2IYBRgCAlSWKMEIaiJ+H+eM7oLMnnXnrrGEbmmutfp4pgDyHYQ6/x0yq8ZwgaGUTuMzHHwrC0OYmyTRnTh8Y8C31TD7zPNn2tc4VAIXADCOA1s2+15IxxwGD0xNyTcn+sUdk35jkaphjOfn8X36IeamzruiL3fWRgNUJzN35a9Y1Xb9bmnqfI+RTErK5kciaNPs5NP92ASaoqFgK3i0BWfAyExiGnJV9jDUl/bP6hMXN8v/a14fMpPp1ywc4+BrbKFiEfIwPKHPKH5xze88uPooMaxMw3z53nrGd9qNzn69A/j+2ocny7FqpqXgjcEAKZkK02eXxX7NCa3nI+1mj0pNwfW27fGGMEQTOsOBhYNo0osikMnk4GIGdWbrOaG1m0wwhpzpEzf2N6Cu8ZXVPf/Ac4dMh9t9XViguBQuBKEejJmWMIVq+ZWENhPsc9CffH+5JxLs+9GEKMT6faIrBf/PT18NeQP6t/oSqC3oegVzuB7YMb8kZYDW+/jYVhjOZkcg6daN4zMnwqzxkd435ZD7P33OvtlZqnqlYhUAiIAMYAo5AJmWMNgzF5hJ6U+2PL7RvjpXCNBjUMZRHziIe4VLyLqI8jZ7b1FOMgZRdpMaTdvnN2aBt5PRU5rz0rfbqIXnIOci6C1mpVXAhcGQIqtzHV0yjsS6Z9eQwWwWE+PGEMF6TLJyeeH4YAPxm/H+X5rNDGa3bOT+NY8RQR3T385/saTTi1bCB7rNjmvhB0eNDv70IukV3k1s/8Qq5ffjR2YHtdOOTYTu5czOIwzZH6a2x+xYVAIXDBCKDQKjVGBM/4EGPSX4MB07BA0HwfSuxmDZmc88YODpn/5A++NGzTyY5gNde8BYMi58eQD8h41TkcdhCDrPnXKmQ3y2zINnPSbbFYrwuPcaye9qZHXe7z67gQKAQuFAGUmn188VxV/GOMiiSs52wMYRsYFsTr0PNw0U3861SR8hZCnvKgK+/UJL0i57dB1P/xj78Sf5bBp32M7jjKFFNAEPOJydnO7VSM7vT7bhcxX6jxrdcuBHoEsjJLxBgcjI3Hh8YSMNdLzMTmE+dhQYa9IXSM3t/+6LdiKPHUxrbuVwR+jAzgOROQT2Q1SJlV1YmYnZY5VG+WXIfu8Gx1Fb3OupzTvc7XcSFQCFwAAioxMcreL/ZaYih2lcErtsz4+UlbTMNwoMPdfkfKp1PM8WWv5RiDen7XukDJuAjz/Nro7cMX928efv4Pb+ILAd/PeWjkk39HQ2bpTCLfyDmdTQlTmT8mhoS5vo/N41l+WqUuX4DZqVcsBAqBpQig5AYV/xijMnftSM4sFktD2nyegvfBIjCJuci5SFtSfJb4/k0QNP/5nJ/PXHQsFLt/F/LKVIydWgjaXcTmdOAU+ZA1+upzuedSXa9yhUAhcCEIoNj2wFX4UxgQ55G9VxiURsoQMx4zZQiQMuG69s92oda6cc+GvtLn2wGJ7+oh6LYYcaOzeP8u5DV2DUt7bmfCVPYPjXuP2WPuh65y7PA2x+U9X4jRrdcsBLYhoCKzqERlx7Co7IcaFK/L88zk9eQsMYfX/OrFg4vA8Jw1iJcdFzlfdPvdv9n4RC0TdKST98zwMjLN0Dayrx48RiwpE5tGj7fpe50rBAqBM0JAAuaVctrjPM8sKRsfa1QkXw0IcXw+1eabOU9vH88Dr/mv/vAbV0LKh3mDDJUOxv/u4X/+j/9201icA6n3nvPmO909sHr7L3/wnXHltl4zsn2s/nA9OjMVk6ee+kxi8qfMT6/7U2UqrxAoBJ4YgayYfTp/OpWJGtJE0Y8JkjP3kJgjTnPN4am//ChIetP4HUZyl3Afhu8ZKSA4pE/MJzrksSjun37IxiI1JP5s7TnhOffvYmeKdrPjmeX+GP3Zdq2knYkZne0/rXpiU1OPKwQKgX0Q6AnZa1F+FJpPQrKSm7/NOCw5Fz37tr0hxkSDwrUYMBbSuBMY//rTG77nPz7damqMOEOdGHFGChjKZ+EQgXwC7UDAyIOVpE0bTWHBSuLP2c40FiwViU9h9Nh5tCsjHsgvsoxM017I/hId2VVGneljriOP5xh4ruXU8YoLgULgAhDoSVql1pCg3Cg9x6Z3GY9t512NjcHIIYi5bXUIUbHj0jDPPOzC9NgGdfn9JefjiA/D3XvI1LsnZwx7xsnhfkmaT3f6lcNDXe5m8q935GF5Gz4+BpAzIUi57Qe/TS9OcU4S5pl2rNFb0h5fgEmqVywECoGMACSNgciKndOnMB5x//Zft3qC5OklQkySz/UsANskAgwm9TRIyBhQv/Gms+LKdRYTUYaYPDxsYogbkv7mtz6IDTDOiZzqXVbtThvR1ujTKfRIEu5j7k3eIEebac7nzrj6P5XnuYoLgULgmRHQaOghE+c80qcwLjEH1/78QuOSyRnCwWteLYRaGbmLMPjd96/9O4OhxhqDHcOebX7deUnjTNTkDfivPjWzM8N9GBr/7M9+Y/gGt/Ycnxzy79viMY6Hv5JcjaowxI0800bItjr1GLH6hJwQ9JZJ+9/PpHtTU+TcI1LHhcAzIaAy5jiTr8psHkqeyfoYw9KTs8SM8YJsIJmLJeZtpNi+fx07P2242vlkcYGsHVWgHQgY9cCJqYXWscGLzp40+EH6lH8M0ql77tNJXJ/6YBQIuaatj9Edr5WE+5jz5IXMtHln0uQpd5RR75/J/NRjC4FCYCkCKKwKbZpjFVulPwVBSy4SEPeGeBza5RjvY/BA9jGI512Wf9OCPO2MgGUQczOeGRexCaPaiFl8LMdQtpu24GFznvsTikifWxYaObfNSvCeketTkTP3mgqSNV6yJG3HWl0m5tqltqHKFQKFwDMhQC/aOSrjKcXPeRqBQ2KJx7lTiRlSicVN27zPCz0HiQYxHzmsGd5P85xdWOfQNzhi/PG88dIk6M//ZfjvYY8vOYbkphe/PTcZL3j+/bDvdoyMBEF+EnrnFAajILQpoyR2xIxpYztlWQ8PSUPO6Hn2nnP6mcxQPbYQKAREQIVEwYfh0ene+CEGYO4ayDx69O1P6SUWvb74dOrC/xLyP9/zHfK6scYgMux8Cs9JIw2OGHYxlJwx7hJAfo+f/83X43+wr21EgjrGXzZ2mOe6n0v6X3/0zaGT1v6xyvaTmGlbdMcpHtoW3SBWb+Z0a598R8CwBdoB7ULFhUAh8IwIqJAOcamsxrsUHUNBmX1jr3FxCoSCISJco9eMp8ffCEKWEPMpFgSBuSSvcdd4c45ngCfD3uFpfvr2wqYJVouptpHqxU19tD/MQM6RB9oJ/YOYCbSdo0qOJkHMpAl2ynbp5q7zMfrSvOc/+dMf1PD2M9rhenQhsIFAJmcJ2eGuXcp9zHkMECE8hRcv45MgjFTMk+5Y5bzNUJ/zOYwxddSbPQY/rhVDYsmZmGNImwA5gymrtz//7Nsbnvw547Vr9zN2URu2dF1G4udWVzpMdJxoI3SPths957Y5D/LikDbETOfrVORshxxZIo1x0B5sGIrKKAQKgadHQOWUKFFUiXoXgUAEEsU+MXNqoyF68TIICxK5rn+dWg1ps+qc+mGIIc1sGHdhvO957k+78AwMO88kfW7kdOj7sPMZW5fa8SBmE5f5+/kHI6v2mC/7dGVYuY28Ixd22Nb0ou0EB0ETkANi2la921c2cnllUA+a46e3PvXEQqAQmESAnjL77bIwBOVEUU1nRT51GuMCOeMt8DyMDgb2Kj+d+vRtbN8IiWiEl3Z+luKusdZz5pj2ZJMSSewcCOlU7wA5Q2p2eIiRn2Gb196TPk9yBgu8Z94b+ae9RnJO3/9zjg4XsnBKco77pd3+fud7v1nkPGklK7MQeAYEUFCMgnO/QZRp05Fd5CApHBYPm2hAWAQMq3OjpzLiz30f5kP1kCBJvWY6Jruw3XUeIpaM9ZaDlJvHxRCoe3RDXs+Nxcmefz94ztTPOlJPO3jTz+kJ++k85On3GYgZ2bCjgXzoxY6jSomkR4I+0d9N2kFE/3OH/BnMUD2yECgEMgJ4zShlGIJE0CjrLmI49jwkArFgXDWqDFfyecy1ETTGGe8ojO8JhyUl50zMkvOw2ncgL4a2IefwKq9kPh9Ccw42Fkq1xW/Uk3/s2vzM6vzIWdJmtEj5kCR3kfOgO8d/VYGuS9LoNJ30mnfOVrLShcAzIIAyrhmDtNXfUvKd85i5nnMofg4Sf+S11ad8iwtxXO6nPRj+Lcb//t1ofB2WZPhyKcZz5SBdjLT3BO/wzJPnTOfHeefY0vMCPjOStObju/A2ITA7KKO8vRq2L4Xw5q9/fq85v1vI/fu7cYjedkVGIrT2VNeiQ3si71lyNkYvSWOOiqSfwSjXI28TgaxsGDOJOadVUuI5UliSLzFzH++J4pO/lteMzGV7yzvIufOcwe8U5Dx4T8PIQ/aeV6t5V54zBh9vc9OjPC+iyqS1LU1dRu+ydXSQLefXGS7edv05nqOTSkeLtgodmSFnRwyW6OGuMuomsbrJGhSuywSdbUdO36YlrVoXAo+AgIolQRJj5Owxq6y7lNrzKDTpPg7PuPXCVfxcjjSG1B2sLu8zn0xqu8j5buU5t/n8UwxLhtf88qNhhCINl9MWw/zkipwZ7r0Gz3noxN09sIkHnZAglDQvC7khV3xTvknAu9opt+nTpnvvGQJ2VEAPWh17DM8ZfdQmmH4E81O3LAQKgR4BSZl8lI8AgeI998QsWVvukBhD4n0zUZtPHkYUg/BF23d405g+rYE8/PkafeLpd+YbZ+qrV3QKctaA52Ft8CU458zzCDz7i9hxbf4d5979HPPxnHtypkNyqeQsxn/5g++McoKOICc9OT+G55x1HJ3ELpA3Z0eyPenL1HEhUAjsiQAKRWDRB4qHEhqTlkTJI028K0AElOlj88hH0YMw2jNIY0RZBHOJw48a0uXxR98GVwAAIABJREFUXSxSgiCptx7RLmz3Pe99wZfAsZ9SBTnPdByW12O64/HU1+M94zlLxsoqMXnUddpzPo/3n8OLeqEPLg6DhAmZnGnXfeViV3nxoxxpAvaA4e2ehPvjPU1QFS8ECoGMQFYoFDCTsoqrgnJOovbcIbFGxHsZO8/N8y7RgM4Z1l357GTF0DLEIYkeguvcNeKNMSdN4Dl4zeTF9MHFj1CsyBXPmc/vJBNwgZgJ4HzJssW7R0eukTPtCEHbrnMysG8+Ouk1pD2WnD3OtoR0tif9uTouBAqBPRBQmVS2TJAaN2IU1TIMbau422JJoY+5RiXnHPf1WaQJm4Tm8PDKCE+X2Xb+/M4xn85nYo9BzuI+tNHw3bh5el4Y+mm8zw+rzfbefEe8Szxnh+ztgER925zzsBmJ1y6RK8s+bRxz6PdvQj6oO6vMqR/tZb0gZtrXhX50QGzjbbq56xzPUEdJ9+XJY2MS4mxutCc5r9KFQCFwBAIqn0rJca+UmUAtf0iM8XA4WwNgbOdg0xAvmQ9dUuZpDexmPaafj/eKt8eCHryhQ3DN14BxNtLDPYd/LSI/2vLlR9EpoJ2XvucllMNztvMBiVF3yXnTcz5fcgbrX/z0dXxG2P+jlt4zbR5D2+mTqtzuWSb2SWsHiE3HsxpRq6/kaXYkZmPzKy4ECoEDEUDBIEVilI742KBxdNjNuTF69syt8hzOEfDEMSgYnGvdP3sXqTG0Tf3BR6w0usZglANtlMuKJbGeo6TEdZD/iH/7IxFXxPN+eGp48RDCrvc9l/PDX2+ud8rwjHs5RuaoOxiD27m8/6Hv4b7bdDZoa9YP0LHTg57S3yw7pnM59ZE450+l7URL3pieIuUDDXBdVgj0CKhMfrtob7g3bFPKuStPcoZ4UXYJRiPJ9eR7HmXnX3iu5VvbQ4wuRInRDMPX/vyDYwwgcbQPnwa14zjXvncVSz1v8QdnSKkPkBSBe+VNUoLs7t9czE5sc+QMYWUZBatrImfkC3mRnB0hkJzRt77+HIODIZ8njQwZ+nP9MXqL7GgzettSx4VAIXAkAigdSpYVDeXtlXHfY8ghX4Ox6I2C3jpGEyMz/MXf9LDvIWT3vNcsHy7lO1bmE/nWWO/WNgEbcCI2jw5Oxpa02FKOtEZW0ibmes7zDIiZlb/Pi9HxbT1Hzn0H007htXjOfPqm90yd7IwEaX78Mto/y4g6rZwoM7kMaeSkz5s75lmcQ66IjzRFdXkhUAiIAJ4zhp9gDzgr25xSLs3PBN0bhXhe691jOCGKfl7tsoljOTlbT4aVf/z9bwW5ThGypAx2pI1pD0k544zxJEjUUb5di9dFZ+CStrIUpxzPkTNkJSGBD2kwuhpybp+++WkVw9q0NfXEe6at1dNMuGJCbDqX47pc3nN9DCEjo3YYGX3TrlRcCBQCRyKAwqGMKJixeb0yHnocJNL+c5a0RIEh4bl4zAQW8WSje/np/cjZ71hZjeumJJIJuNlG4pdj2kZjyzUE56ItB956zODNhhaXvfPa4HXPkXMmJ/ARl6si5/t3se887Um9IEvam7amzqSn9FZZUW6myizJUyaJCVyDSXK67EjzVJcXAreJAMqUPWYVbYlS7lMGYsFwSNKSBffAgHKOfwqCKC73zy2mhmf3I2c6IxC0JI1nC5mCG7FeivjlGCwxuBCQcXR+2ny0HSFGMrgv3nl4zFfwL19z5HwrnjPD26G7dIBffrQ2UjKlp8iH8mLa46nyc3l25rPdUEZv06JWrQuBAxDoe7Ico1QoHrFKhcKpdHNKuTRfzy0TM8Zj6M1/Es+FdCCLzaFViG2K8G4jDzzorNBpET+wIoA/ZCuOxGKNsXVBkCTtddyHIVA85k28LxfXOXJGjrOsXqXnrI7cvwk9miLnQU5WX19IyMQ5DVb9ccZvLp3JmTShtzcHmKy6pBC4PQQkZpQIhdOIZSUzb04hl+RLGGuec+vZs6IYguEci1oYyr1lMp6qOx703//F7wWZ0oEBKwjGjpQYYnyzlww5a3gpr+dN+w6rsvf36Kfe71zy5sj5ZjznRtB05Ghr5GIIK0Ke0tdMxFPpqWv6PGSK7X61JdoQ4tuzrFXjQmBPBHIv1jQGvlc0jlXSqXP75kHOEnAo7cuPBmL58HV4fTxLr/m6hrNP44XGMP9n3x683LYyF7ycX9SjxiCTxkMmbaAcAW/5+ubzVxjPkXPfwbwuz/nugXoPdR92DqMzh3woF+geOitxqtvi4jFxn/Z4ic57P5/FcyHsPc1UFS8Ebg8BCdkYJUKhslItUcJ9y6CkBHvTkAZp8vD2NADOs56LJ3bS97h/d9Q8Op2WsePCv0bdv4l9ocERQ8x34RpjSZo8zlEm/gayvcN4H4dCrySeI+fr9pzvYqMYyVmZpc1DHl5+FKMsEia6pr6TVvc4b9p846X6nm0Jz+c6O/9YW+2O8e1Z4KpxIbAAARSEXq0KuVQB9y2n1xxD2+kv5lBeFBcvBo9Oo1LxyhPchsWqI+PQ9GpunnMxbP3+biB0SHljkd1g1Lc949LOzZGzZKTsXpfn3Nr601X7225+WiXJonM57bG45Fi7YJzPbUuj55zn3gbsTCbknF5gqqpIIXBbCGQF2qZspzgXxNxWC3s/DCZGkiFY/l2HhUkDqSwjJw3QtcZP4d0GmV3RP1DNkfN1e86ZnNcJmtESpjNieqPpm+Ss/vcdF/VTUjY2fyqWhHed08IWOYtExYVAhwDKhCLNKeaUkh2T59ynQ9vcC1Jm2I3FK0XM0x2SlXc8ff5aOyaH1muOnHs5vz7POcnH+4Ggo3N3P3wnH+T58bDCX3IGkyXEe4zec63Yu1hMU1QELRIVFwINAZTCni6xynOsEm67HmPIs5xjpizHzIcyd3qoMb7W69i6lE4Lw5IENiL5yR98aTXnfCVzxKduvzlyvn7PeSDnqfqDMWsPQuc/HrZshZRd6U8++pg/s8rpbXrtOWzIlB0xj9jnaIiLnEWi4kKgLchAoVAWlVMFUtEeI8ZDjsUpr786LgzDc965fzYLn26BiO7frX0m5TAkpML3qrQVBpVODmTN98k3gcuebT9FTlP/SnW5nvP6sPW0DKzKxDTR/ZuHP/nTH4TsIEN+XmeHOev7vqScr8WOaEsk4nyetOcxxkXORUmFQFIEFIJ9b1EeFEWC7pXo1MeuHua5PJP74zXHBhj3725+rhks8mdRrrKFmAngJTlzjrJ403wTvjZP34Y0w2jn9J4kN23009Dpmd5vjpyvx3NeEe90G22eRz7+6Sf/ffCek+ccRO1WvelfqyRo4yW2QDKWfD32Wu0N8e987zfHxWFF0EVPV49AFvKptHkqy5wSeX4uhihQ2oEwPok0x+OCL/7CsP3jFPcIDzDIZdgMAWKWXHZ9b4tRwdgOBvf8iWHaWG5/bzDSOwZTPTpjsA2827adgfWL4V+GMHR+JnXIs6/xmjlyVt6Va/FFFsm7RiyoU3Tc3t/Fn8gwgkCnDlJ2esnOuXiox6Pcpc6h2B0aI692zLnHEqOs3VpStsoUAmeLQBZk0vmYl0Yh6LWiJKQ1WMZLlC6IopGtChyE0VZiq9wYgHjGK/++zp2KPhkXgW14fRPemOS85h1OlLtE48qcsuQKMQ8dnvV/lBJjOjkYUDAlDyNHeciFe2B4a+5+6Mzl/6NGLsDmejzn7Z29KT1Adwb9uQvdl5wlaPQf2ULGYrvXtjEQ57NcLrEPc2V4hnaHmNG73j5ho6bs1tka3HqxQmApAlnYp9Iqjkri8RJyRqElXK7LSrtGznjOzXv2/sSZZOi984kH391OGZP1PIbpNofq1svsb7Ce83qG8plrZ86dtoA4xCdjlvEO49n+vo+yGE4C10PQzEM/Z53O5dnlOc/rAqu36RCjf8oT8iM5K3tZ7rKee/7QWILO9gfblm3VUltX5QqBq0EAhfJThkzGWVG2Kd0kObc/EwhyboQsMVMeL5p7ouASCs8jLDfm10fODOc7tA9B4wWDjzjZDtlIksagUs7Anslcy70IrOaOOfwrGVlYLiMrQpoj51v2nHscHa1BprItQO6yzKm7yJYyeWiMziOrxj6X46sxslWRQmApArlHCjFnxUIpVJCcP5dGafMqT4fBYk751TCPZRmHto2DeNqezxiG3ljc2jFeLgZPYqYtJFxiSNdjMAxcW6dGj9k/NIihx7aHdmE7P6zdyzryS5B4bkUG3dgG79m6o/PKm/pMnM/P2YWl+eCvzcnpIuel1rzKXQ0CmZhVIJRCxSCPniwxCmKZuVhihigyMZsmfxs5awj5BOga54+XGHcMI/+6hWEkxBxf+sa0J2Y8aXHN7SYxE0ve4rvz07Qr96rLc16NImyTSfRQGZSYiSVniDnS7UuBObuwNF/51Xvm2DT3uBrDWxUpBHYhIDkT6zVLxiiGSqXSeDwX6wX35Kwyc51lpmIMAR7j0w+7ntGw+P278EYwfBomOkako2MT0wCD16z3bKcI8iVQXmNKGT1pztEWtz73PEfOWeaRVfHUO9xGZNdxbvjnqlVd7kJWqD/6ascQGZKYPcf5ObuwTz5toL3JU2yktVe77FqdLwQuDoEp4SYvSLN5Zxh2yUAlUWF2KVkQbvtvYAmZWFLw+iliJg9FH1YUP/WmIudDznorYPFrXxv+9zYTMzhpJCXgIGTm818MWy9Cxp4bCbwNfTNMTifoC//s4sq95BXRrLzFOXKuOee3IRcZM/QRmcnypG5L0Oqz+n1obGeU600TY3+855QNuzhDXC9cCEwh0As3xxj1rAAqwr7xijiGP21XiYOc04IvFd1n6qGwYUY2DEP6NKuwB4O8MtC7n9MIm21Dn3DrUAxhGL2XH0W7QLQjObeOj/gR00Z4znaAwNx243wmatKcD3K+QVK2zefIWXkUP+WS9iDP6683tpM66ByrtgmsU0Bu1G+mUiRP8pUxcXusmPbRfhlP2bjKKwQuGgGFG0XSWz5WqSADFNj7oLhjaGQjYaDQdgoYroWUNry52L3qGHLW2GwjZc7NlIOUj36HXc9enf/7v/i9wEGPBKwCUz8968hZMnFYe8S6EbTtIeZ61uyh7P82Xy/RrHDt6zhHzjfvOY+7xa30gbUfEDSyJglDzqOssYir+yc59f/UsfKO4dV+XbQRrpcvBOYQkJTtBR+jTPaqIYKp+5BviKGqpuAQEeHH3//WjGdyCnJefo/NhWgrQ9Ub+dMe3wVuGD08NjAE0+jENFLOJMx5yroYLHvO/T1sG67RM+fvN0/7/vNkeG7PmSNnjb/ye3ue83obQsq0HXsNsBmOnUbIOWxHk0/wQk7F7TFjbVW2aUXUGY1KXzQCCnMm594wHaJgku8UQXsu974lCobNMAQQ4zo5LifVKQIIIzx6A4Ph8TORqfJhiH76yx1pHfcOc8+Zynf4UNLVI5GAJWeOLSMRm+cxMW0oMYO/hg0juwuHqfe7lrw5cr55z3nHVAfyic0AJ+yF8kledCLTqNkh9mPJNfHcFy/H4e2LNsT18oWACEjKxGG4X7yc3HRkiZJMlZEIiDOhqMQQBEqMgukxo/B8OvRUZMFzMCasWObZzL/SSdDwPAcB2SnRM8FjAz/IWExzh0cv2XJ4Mpy3LNf27SP21J1hbeoJFuudoXXP6TmweIpnzpFz30G9dc/ZtggP+v5d7FiHvtDxk5yRK+QNrHqZe4xjyZl7a9cqLgSuBgHIOYaW02cLvWE6RLFQVALXSi4Rtzkpz/Msydl/TdIQTMen8179hpjn67lLzhgeAt8BP1VnwfryzCDntocxuI3Ydf9xnck5DGUjZ/HlOtuPtG0CMZOmvhD6U9fRuj53PEfO5Tnv7pwhQ8icsmRnO8ucsnfqWGImntt3+2qMdFXk9hCY8ppRolOQs8ro8Gt4fm0xE0ocQ18vhpXFEBFEGJ9O7RhOm12wNV63YF74/k14x0GAbYWpnxlJanRYOP843wHfbXymkkmKZ0IOMWTY5p0xgHrDvmtejCNJc85AXRypoD0kZ+tIjHHFe2ae/+m/Kd9NABmXx0jPkXOvA+U5+2nV3cPP/+brMdqCvqK3yGbo84evh85e+kpAO3DqWHL2+2fu72jg7VnyqvHVIRAGP+1hy7FzkadSJgghE7PDsygz5yAHSBAvdhhWXeIZbyuzm5yzx8zzJStIjfcihvj0nil/cuLq5r8z8fBcyZk2gRgCx/ZdM+/rO/L+EjNxJmYNJgRNe+Z7UC7IuY1c8Ez22nZYPb/PNafnyLk8567jtCavK/2jI4lsaTeQR0ZjTmU/ltxHu1XkfHUUdbsV8u8gVSyMN8rQew1LFKQvIyFnsqDMKn9QaAgFYjg5+TVP+uf/8GZtUReKzPN4ru+y8i4/ibpjYCjH+2JonJfNJBVG/STfPK8MHcTIxiOnMG7WiZh2tW1zOw0kP6z05pl0kqh3rqfpFYmt3tdzOV7eweqM/zjysZ4fw+33SzeiuXv4xU9fR9j9z2Tz9fCPRsDKjhs4kkZ2lo3wrNcjY3QZafCZx4g6oLPMQbNGI0ahYoOQYeQmRnXaVp7KH/qm/HlefImzzFpuLlY/tVUez1nzIu45ZCr/yRHohbE/RughZRRHckbQp4z4nIJsy5f4JOchXpEziohnBxFyn+Eb4tMbNEllII238awwJP4Xrd8NN+PL+/hOvBeYQFwbhur+zcNw72Pfed0A8plKfv42jLedy4ZO42jbahCpG0aNICaQD+/gpzOZSJbU99TkHM+/f7d4TvxU5AwO4CtWjkKA0218erabnJUNRpZi9CaRM7hBwGCY5U8Z5BxlsAumORZn5HebfGebpRy77fCTG9t6YCFwDAI9ObOIAqOMYCvcxCrTNsXY55zGLSso5KOnRq9bJX+sOJMK746B7T1n3zOTM0ZDowNhrb/fcuO1ft00mUNqBEjh1OQ81V4aQmLkgHpGXds0A/XlfZ5zoVhut3UM1zs0+dxwzZK2mb4H9Z3ynMEJHMtzXsmv8kHM8PYgt5ueM0SL/keHvaWzTKJnY2eydZbz+al0kHgb3dJ+IceMBs7Zyd4GzpWr/ELgSRFAMBVOhB1BJug9k5aoJekppdg3L4x/GlpFSSUCSJLnbnilM0Oc2QgvT989xNB2mzPj/TfIOX2mJDljMCjLMe+L8WEDBgzR8OwlBGDZZfG//fWvx7udeljbNtNrkZBj5KJ1yKgjz6W+4AMJsXoesnougj6EnAdZWtI20+RM20rOYAFWyjB6ATY1rL0pz4wmaE/ETB0K4u02z1Em18q0Lzny8LflpmKeR8jneNaUYdX2TZ2rvELgLBBASF3hKBkr5BxrwLPAH5JG6VxU4xC3SoeBI0zvn72p+MuJeOratDL6/l3M6UI8kFHuzaPUGBXeOwiamNA+Z4K41ufFlxDA1PtM50H6eKvgwrsdgnm+Rk+EPNLE1M8ypoltf2Nwoe14F/Km8bf+8yQ3fd10/ZeWhbCXece73mv6PO3wrz/6ZtRdzMCIgFzcjue8rJ3AC70g0IFFZtQfZUxZzHYAGUPOKWuc9VE53RY7tE0Z9NTj+teqs6Caeok5BHJPMacRZAwuioBAa5AlZo+3KcWScxh35pNGhUvDVZzDyH1xP+wEttQwH1ZOEhmMDXtW82yMwvhu6dtrDUsQc0fO63tQr9/3sHdbN4C8l++2BONtZSRk475sbvsgnrbLE2lkQHLmfWJIn3nfz76diNr6T5PcKfCYusdjkzPPnPWc2wr+2/Cc12Vzqi36PEZYQn9YtzHOKae/hm02AL0jSMrE5kHgpHt5nTqWjJFlAmWUa9LaRu2fsfkVFwJngQCCicAi0MQogIJsmhjDzPljAgYe404Ye8sQ4MerYVMWkawp9+IVufsbjXHYnGek/0iO+jqU9uHrwGMk5eY5gwM4YUDm9/zO7yRp5bycnj6PYYMIA7MTtIGkTKwHQ12yQdRrAQeGuA15ER94bPegc92eIi1+uzoFh53vPWewiA5LG32gjYqc3w5TReMUT2v393cxGqYcS9DI4FpoBIzc9fK41O5gp7Rf6qh5HEvc2fhiA4ugMyKVfjYEsiBKzgqwMQqCkAdRpXnnpUoyVw6S2fCc29wzxh5ixhAGQffEvPZN5ekNPsaDd4g6J8MRSu5wdiJnyjGszbDd7lXlksfce0+fh/h5J3CDNOdwXZovOVM+pyVk2h/DSL1s+4HEV5uY0H68D2V4N6Yhxjaz7WZivM99A52oqVXia5248V/DDiPf1b3mr9dzBjswMaAnRc5zcj3k28mEmMVPGRwJ+gTkzD1pDwlaMkauCfHMFy/Le3429qkHL0ZAYUWIJWPyMMxTMXnHhPA22s5BPCNWV374OgiBb3lXRnK7sp+83P27tbkxicnFUbx39p6jHm3nI0hq9/tMk+/qus3zEN44X9fm6o/BnmvtfJGmDsR6KRowOyl8x02e7UT5aK82DMl1kHMOXpvzctprjCX4/pjOAtdxnvSvfe1X411WeB0qH5s4L70n5Mz7iAMxAb3hXZfe57rLbeIbCwff38WWt8oCbaoHLY5BpGljnCjTOqSWPVb+JWvus9hIVsFC4KkRwGvm0ykEtSfjY5Vg7noUMYZo/Yyieah8OvUf//grz2rg8AAxHtHrbkYihtydt2pes+8PcUEqj0XOGPFxI4c0VzeH7dL87DFzjcRI+v/+x/8zSJDnSpzU0yHtkZxb+0mi4LaLmEfD3IbENb4Y3sC9Geyclpwpi2GNxYJHjaBsksdSssyeMzgQkGfwGT79496Hdhqu5bpt+N4FTrRljAS9/upaRwcclU1kknLIpJ1isF4q43PleAZy5L7beRTxqe1vPa8QmEUAAR4M72ooqCfp/nhO6JfmS3w8N9LtH5Ce1WtuK0uZ74YYghDSt90QNIY4DErX4wcfDMnxRnndqLHIyiFtjdkpjBPvK/a0Gffm/SFWho+H4em7hy/aPuPkgwfXxLXNawYT5UfjCT6847YQ13RTBnHfljem2zAkuPsc4uE9jyGydZz3aTfJWe+LdwssXw3rDtZX7R/zjtd5LR40ep47ccifnRzlhnY2hGwxTH2izintZfvxjFnjWCcKgedCgM8KCAoqRpE0sYrxGLEGjdhnozAxZ3uUR3S8QWNBj95dvCeEAUmwYK0ZCImIHj7GBLwgt6FzIbkd8i6bpDEOaTdPg+edok2CUJrXoocSnl+P//36FoxiAR6EIFI6WeM8/LBIysVSxOKk4eU4rksxddrIb+RMvh06Ygx7LBrs1yMs9lg3cV4naM5Pt5/kTGeFd1aWGf7ne17mxZfOvc894xbykaM8OoL8ICvgqZwo58pWn+/5fePQ4zYnjf3RczZ+Lntczy0EAgEEEaHWSI9GNn3PTB5l+nhfZejLY2x9LgoKKfApUsxLzRjFxzNYd+tbbd6/C+NPb14lDmzCSxy2E4xzqbcvUW3uFDZt4JfUJQx8+ocs8LIj0+O573HGP+rY5nanvy0f8KGNsgftMzWcHovFXBwdgW5hXeCZ815/dRihMK+NVPAs5IX38F3XP+Faivcucp6+D/IJOev1QdAG6l9e8zRuG/L+/i5WtYOjMkXbDh1PO3crz1n7g9wqZ8fEyLz2h5h7YRSLnIsczwIBBBIhJQ7yaUPMKsIxwr/rWolGkovPkOKPIuY9lg0FPymJrxtrja8YSc5BZBBGIzOMBQaFGNLByx3mzE9Tj+zF8y56Fbvw3XWe+tjOkjMkg+c/7/UNc4WQo/eXmMWFfLHaSc55brmRcHhSiZAZIterHwm8YT/IzNI/vehJY729J2WrH0Fo8sYmJMoHmCkL1P15Opd93S7n2I11bPd+SkR5IgbnU5JzyGnq8GKTzsIw10vcNgL0EBFGBDQTNJ5ZVggNeB9T5pgAofEsFA5CmycEDE3+N6HHMDyDof78Z8P/0OKJOZQMRuATivzxsEKXdw9j0jxnDIZENCwIOv4dwYPhUY0XRot34Vm21zH42+7ck/vQDv27s6EHfxTBvPNAXqs5aFZN804GSZr7ipWYEMcz2kpzrrHMtnjtXmmuG7KGHDcJdQHhjh26fcqu2lM5xWunc0C9wBB52JTj9owRv9V9Nt/99s4NHZlVhw+5UI4GD3ro6CkHOT5G9kMW25A293Q0inYsz/m2efEsaq9RIVY4MfoI6CmM/y7lcZ4OUoh52q27gWVyxuCd2pANRlRy5v7ggFdEHPi0uVXeGwMiOUOWes6QENesFlQd/54QJs/yXXgf3mEXvrvOex9iyo7k3BFJkPOGB3kXnzRJ0BpUYogTg5eJeY6cLafRpZxpZbIvEzL68fTfdO4nF0vIeZmsgR+dhegwrM2Bt2d0mO73nsfL0Dk/D4Jm7QDY0eYhS20dhDKsTCkbxJ47NB71uq1pcMti7ncWBrpe4nYROFSovQ5CIqgwGPcIbUiSckHA6VvYQamGjSsgHBQSb4NduQ6bNzzGcM0bZ7wjhpN5v/CKm2fM+2M86OFbfwkF0uAc9aLug0G8e4Dwg+D27FBgtJiD534YEp9JGmNlOxwaS57cy7b4qz/8xsQIxjxOtB0YGbiPgc6Eac77jBxPnfc6Yt/NPMrzzNXucdvJ0608h722j5GVHdemBXO2vR52T4xDvph2779G7PmZQ3nrc4g89e/x3MfWJe+7jf1QvtE1dcxYezLYkeNG7nRE6BBwPwLP9tOqzAzZm87pXKbShcBJEDjUoOfrVJiRnBI5ey4EPn1ywzHnIBqN9PP9960GMhvB9XRPztQ1ht7avxHFKuTm7U2T89uHX/zzB0HOc8Z6m5EcP6FKHQKecwpy1tBhkCA/6konafN9tuPE9QRIk0AaOTG/j1nRjMeNLGR5yuVyfr6X7zYsutr+XpSVAB6bnGlb3h8MY2rg/s1EJ0fZciX/xPvP/i/1UJZ6QMyPXR9xfvQ4jcjQztgEZBssw3bE4q9hcRjyupPnAAAgAElEQVR2Q31DD3sZ2fdYcs5x6HBbg4OhLSI+Cd3UTfZBACHcV5j78nqUGtnsNXv/MLgzn9tgyFzZvL6IRqNFrEF72jiItK2Spt5R1/aNMwYEDxlDQTx2TpLnTL1X7z54z6vj3XXRu8LQg6teMwbKnn7fHvseQ87cj3fFIPbzzav3tT2m3zu3Hel8vLpHu/b+Xdt+8/naduOdDpaxVIf7dw/+YUp0cg6+5zTGp3vn87w/8k6Hi3l88BttSf6zFUav3N/+BPZLIo5OQJvKIw99YIj7T/70BzX/vA+pVNnDEbAXGITZvJt9DXouLzkTkz8qVPscQkGHvDD+KAEx+ZDNYMSmDH/7f+XYI/l5jQmERd2oI+8PoUUdkifLsT15h7UH70kvtPtMaw/DDUZ0BiBkOgOQqVjmtjgsPeyRTZ3wnPFoVwu/Mu5TbZTP32q6w6UNbUsu106oj1E/CFqZx06EXWlxkKi79Z3gcyrsIM8gcG+fxbHntLbaTo8rLgROjgACiOANxv64ORsEehRqCbltZh/PSYTmcyEBSBzCWc0bZuM+rAb++T+4OjifM90ZxT3IbqlBCe/v/V0M00qG0RlhExI/82mLViDmkZzb3srUb/1ZvLPvPxcP9dJrZpEc98leM+QM5rwTmB4TuBeEzzMIp/wnpa3ec/tDE4Znn2eI9pHk5/7d6PkxvL+7vbfLweHXz933XPPX28PFYcgktgJ5R7+0N+rfMbKvPZKcOY7nNNtoPrby5Ea4blgI9AjQ+2OxA4J3rGArzAg0aQw9SjMY/IE0FHY8M58HqaBweJbuosRCsIGQNB67PM11ZX5MI4aRBa+oi8NqkHP7Ppf6UifJmXpKduv/7WzddsXUbSjDs7mX5AyREjAY8cyjvYfV/WIU471zobve8TTnJWdi6/w08ePKD1gGnmvz96t23V3Hx32/3c8/Tfsuf85mfbEPyD6yTgj9c21HWnCqXTkkloC1YRz7LO5HPsPb5TX3TFLHJ0cAgUP48icDhwi116gwK1Iehl3J9xzPg5wpA8mgcBguvML5P7fYZcg2lXm5IVhueOg0QLB4+1EfyNmhsOQ9j/VNw/vUMzbI2Oktb74PXicjB+BEJ0BSpiMAljyPd7IdDo1zexzn6W3W4THaY/6eTyMP889fr7/kPD0ytF526T2vudxq9OTu4ed/8/VYlMhXA+BIJzTrF6NXdowPlXuvc+2GhKzT4jHnSVNeY1xELRIVnwwBhApSVuAURAX1kNihJkhj8JiHBVIqk0TCOYRcMqBXjKds2DQ850HOvBdECRHy/tSHGAzpbFgn6yum5EPOsdhtzXvaZpjX6+xnXJmcJWnunz31Q9qOa3hHO0tDR2L9HTbbZdv7P965eTl5vGfO1f0nf/ClmOpg4RIdGgPHyDXHknN0eBa3/9PXZa6OT55//2ZYfZ5XuLf5+9C9tPf6KckZvUWXjNFf7SOx+fnTqiLnk1HS7dxol9BgjBFEhI60RHKoYec6e7V6zhJ0CHUbglLYIWaN1q75yCc3Dtu827ZiG5K0EwKO4hck3Ya7Y066ec+Qnp2QVX12e3gQEcP9GHvuIaYjMTdDBfbHtB3X2lniOat3fGaSaIZ6GOre1Vlonta29ps4h/yB89I6W5Z2QQ7AywCGtIWB8+SJ7dJnzJUbPhmbetdd2Exdc0l5g66AK3ql7tFBjrwTLGhVf7BXpIlzOus552GTXXb2dhinaroVgaWCwicBkIkhk7QCekisMKs4EAhp8/HuQsBfvYjvWjFoHM8ZonPNxwOaImeImXywk5iJqT91pTPCTmGreuX0dkMJsftMiZmY+2OcNCKHtJvXQCC8I+/KNAPeOn/oACEQG8hnL2nP4z0yZLskMHqgl0nMNdwXgozw2bcTPmAyLAgcvuNdjtcK4wFXnqNXe0zsu3sP2gXMiPlWm8AqdwOjU+aDK/leuy3un0NZ8gxgtl7Hw7FZv892OXzusqFbL1Zb5qID2LFTyD/3nrqPedle0q7YUQ3yUttr+YoLgTUEFCCETEImRijJ00gfGivEXj94eSui8rkMTa3I6ryNQW+M8Jrc29rOh/WFPB01yORMmnPUeb0zgkHdblTDS7sf5ua9N96CxOy97RT4LofEdqp4R0iEzhRtReD+xBCRXiCdAvJpd+LofKUNZjzmPGk7EVGW0YZ2Dfd1RAXCn/cOt8nKQOJr7XX/5uF3vvebQYZgT+BZOU1dNLq8n+eN8zW8L/nEEdp37LQFBKy8U18D7SOu1NF6ei/fxedw//xs8Y73TOs0aB/3BFir8x4jAJd4HR04MEFGtVnIFngfIvNT13gvY8vwPPK0Y8QYWO3qmrGtg0JgCoFtwoKgKdgaCmOF8NA4C7OGingkqqZQGh/3z740I+EuXdQNBSWAmUZbYzzWu5GzRmVVX7/f3kY6b2MhGcbbIXPuH/PdrhZvnYJD283ruKdBIqWtSGfisp7GEopkbBxGrP3fNXkcI2ti5n2RRwJ1BCO8wxVG27EZyk13cP7tr389PFoJ0Pft49AHCXdHLB5xj/Z9vu1NHG2eOygfvg5MORcdqtYpAQf1gHtF+84928WGxmkonREBOjMOte+H2xJsz6+MuhY60GwKbagcHxpn+5XvYb6x8uvxlA2uvEJgEoFMzjlN4bwIDAFEwMKInkC4NVLcMwfzUSA8DAwRw3TTW0OenzHoDZ77W2twwS9wbMbV+obxwFCneeeo9+jdbP9ETK+ZIVMw477ca7xv989O2aAcks6dCdM8i+cak2/9LGMcnQeMZVscF6TX0kFmbdjf88Q5aGCJ13E6RCZW/2yEzPvOECTtxTExxwaOPUd9zcdrJc17cZ1xvifnlXnwULcoaz55XON9vV4Mol1t37RuIb+L10Yn59UwTM4zehm95mPm+pEPdIIOnh2/Q2R+6hray/bzPHngrCODnJBmcRh2tbezk4a5MguBLCg5jaBlASONkBErhMfEGhuNkbH53JvnoVSxf/YFr1zFw7NeGGPqqgdEfhhzDGwjZ85Tb65b/aHHMBS7y+vhOgL31YDrnXJfhzyPaTuujXu3LUklXOJcT9+BsuO7NCJxiDjHpPuAUct5khPvIOlQXwwwn5AxlLkv2TAqA9bchw4h7WE9iHmWxxIeemDeVMy7TeVzvdjZ3uIneZBPGa73ecbi5b29NmNv2fFZ7dt26scQ967pkX3xO+fyyAPtS90ZfaDdwPZY+ed69Km/j3k8BxnwGFtmulinEFiEgIRszEUKlmSMkJHHcS+Mhx+3TSzaHJAEgkHB8IQRav8ys678E/OFo3d5iNf0mNfcBbli+KkP9dKYYiwgaI3sSF4ND85z3aru/XDs5hy0Q+gQGPddI4F2X4nu8HZbbRITZNK8X8mIZw/kMBgv2xXDZJr3ysc5bRniyE/epOUyVqQd8u2HuOnI8K9ew195rvAzH2xJM9wL1uLG+9NOPi+/y1C/Vd0o43uCKXpiTDqfH+/X8m17nsd9kQfLr+656iiMesioiyMJbQTG68SPe1OeQFnqZ1jJ1GPK/lPeexhVmvpDDzxnv2CQnE9px8Cd9jZWr2wPRmKyHSWdbe0iI12FCgEQQHAUMIwLwiUxG3v+uHhidfbHK28EgwVBoVhrxoT/tr2w/7dlqJn6aIxR3CWeM/XfvlPYQDh4B5AM3mMmmW3kzLsc037UAWNnXTI5c29khftDFpC4xopYAhlJTyJOcS4zptPoAnUj+B52ZlgZnheJZXIGo5UsrXY0g5xpDztQkvP43FYH6kHdILt8LtLtTxWoMwaY96K8dQePse6tozuQxNBJ5dmWN6Z8lhsw9r6SM2V5d6/hXeI5bRQDjCgLPmK0wiDjccnpeXKmrm4IRP1DJ040+je0z/o2uOZFG7Q2p50N6kWxTSEwi0DuveW0xuUYw73kWowcBgkPhfIa2+gANGPCTj8akkOGK732ceNNDzae59/Z3b8ZV2xb3/Ceu7+t07iq3BhUDDOrbFdD28PGJuyE5N//8Sx2S+NfjSBLsByIdzU/ynPJ97kY8CVttK2M7batzKnOYdjy86wHWPWkNgzbLiOagazvAmOwow24pyTIc8LIOnzPYrRGehh6PTENPuckS8mQdqQ9cgAX7kvgPHUgJkTd2lxyGPTWafB+XodsSNzE47umTgBleTeeTcw96Lw9rj4sw/4p34F2ppNPJ0wMxA97Y0cLvGgb8KItKEPHx84P5+2IHSvbPFdnaNZI14nbRkBiNrZnd6zw7boe4ddoaPCMUSC8TVbQ6hU+pTLv96wZck5eGp0M6tSTs8YALHpy1kDgDeMJrq2yvX/X/pN3NVTLvFoQQ1vApPHR8HM/jdApyHlX+z72eclIMgRL0hDmF3aMUhtsa1Pah+swwhpfYgiN+4ZRTsTMsykvOXOM3lDed6C9CeAA9rZHtCudjbZKm/bJgXvE/Zon7jlHRHwX7pfnx+Oa5uH7aRtluZ/35H2QJxZXnm9n9/HInQ6sCyZtD9o8MG3tQdr2Qi/VTfLHcs2hOFbGtbmZgaby8vlK3wgCCoIxwvZk5NwWl2E4wjNqQ00oC4Zo8JqHOdtthvXszzVDiGGknhpKjKmGG2OAUUf5ybPjQj6Gdm2YlgVP4+K4YWgWzxmjC3Z4fd5D40JMXhiXtiCL40sO4Ed9ovORDCwYUK9dcjHOTwaRD6u1uRbCi3s6p6tn27C1/SjL8zkmYOzjHEPW7fMl2pR38Zqh3GrYm+t9X9oI3YO0o51azHnbEXngHvk5lDWf66NsugackAnug17xbfgtEjPywIhT7ijTzuCXA1iCoXHgn9YCRCfoBOSsne2pRlvc59fxjSKAQBBY6q/QPLbh1sAg7KQhLp6JMugtZiOS07sM77md590hZ4xB1LsRJAZAI5DJ2XzKc92aJzgS88rDYNgOjyAMSVoVmg217Xkq4+L9niu2Htl4giHHyPBuGVj/NI1r9E4lQ2LagMB5SI6YYHvZVpIzeOiF03YcW4Z35ljyhYg55jnEhKhX8+JI80yeTxnuY715B+oa90orx+1ccI3rRXzfYSOSYaRnff59JUu7cbuUspsjWoMNGf7K1Ta1HcEILAPjhmfIQb/g7kSdW55X+27fKOHuqnbfQwvDsLZQ5XE9qzVvuS2YwJjZu99uJFbDudvLnYkhSXtsa1w1tBpujbNGGGMfRvnVsD3mWE/JOcUsGgM3DQ3YSgDkESQx7sszfd6lxuIY9Xr5UdSXemL0Yuh24ZD2iOunb+OTGzo5YJkDckmIZ6U/OABHOlsSM8eUsfyumPfty9heEDxp3sMyMYzeOrOWs7OnPuXyphl9Yb51Y3HlARhlvJ4zzcjHOPqxsB7OPbOdKdjQVuCozqmLyBb6Q6BM1hHlLucdkra9uFZb3dtk8yu+YQQwaPayERYE5xCB2+canqnHzPM0avTuUaL5nv2FEXMzHNQXI4tyYwSMNQgZO/Iw+DEc+fKjtvViq3ciZY2jC13i/v4DVvO+NOIrI3Nl5NyGnzGk1hVyZhHdvAxt6bTdD39QwT1yYGtPMKQdaStijLrETEybugVovpY0pJ/z+mPPmY9XZZqY4MgWz6Gu1DlkxNXALz+Kcl7HPbmG9Qh4jQbl5pLj3eS86TlTXwla4qVNJWfaUN30PHHWTbAn5LxD0iE/r78adrdI+YbJd67qCAVBY6PAaIAOEbql17gghmfhIUIsGBUUaBh+mjag+/aWH98ATRuB/rluhKAh0ONR0TUCAzG3FaOt0yIu/T0Dq8++HVtYgp/31sCMGLeFQrSNhLK0nc61nEYS44r8gF8Y1NcDkR1CzBD65//yzWFInE5QDp/ehbdFuymv44KwNsQMGfaf+bFeAHlmXQAhjn/29THNMR4tgc++KOPnXx675gBdccic4WuOo63bUDvnWPQU9eBPQdr7r2Fh526htzklc+eQt5ucp+1HYPH+Lj5RRK/UG4g5k7Nz/3SC0AFwRnfU12P1grbLDlER9BxL3XA+QuIQS3iwJ9wFbJsAj8SRyLn/bGjaCJyb57yMnDHQYQjaamqUfCTRricexNM8M4wDQ3BrBrYzrOAWw3QvP4rRiPG+zl22xUW0B8SiodnWPud+biTnNi+MHBPAC5IMgjpgt7Bt3qWGHCNNpyCO8bzaTnbRiXq/+n56Wn5X/0VOm+YACQcRv78bV+fndqd+PJNAGxLwnMNrb+fG3fTu360tJMzvwsKobR3gXPZc04eSM/URc/TGzk4mZzt6jk6gC+rMqchZ/UJ2SNO2N0xDt1v13CvLaRBhGA7BQMmJFRSF5zFihB8PhBgFwNhs8w7P1UAsfa8whO8HzwtyBGfJpTcEHhPTJpIzu39NPu/+3bg9IffWyBCHd94RNEbmMdr0qe8pfkGU7VM0MMPYHSZLd+Gx8l/QOYg5nq0dIJ4pSULStBEhPOeu4+T1q7jvzA073vFMCEfiWJVfeYCstHauNLdzEEf7FyzKTF1beSscwZj2JAZPgnqpHdR5QKaQbdpc3THvGJlHTrPdJY097u2zrDWX7/mKrwQBGzqELvXcsrAcI3hLrpWcEVJ7r9duQDDeGHUUXXJx+AyFnwp2Xujlb8NHA9Mb7f6euc2XtNO5lhG/DXJ+NXT08Jy34bV5bli9HcT8zx+MBJ33oabtMOJT5My5IOed31hPkPPa/1CvSKR/x23kjO6iR/HfzQu89/7et3gMOTvdZLtGRyd9h47+kBf5beEhecfqBXZPguZ+wwjIanGYVKOt9rjiK0eABie4wMTeIgIHaR4reLuuRxgxJhAPnscyj2PeaJ23YWnDnO/vxm8sMeSSCxiAh1iQDnzweBNGeIMYk76u4ZXfr/55B+LA0AztOCxSyh6099/VRud+PjwbNuroNorA4B3mOWdsJVDiln8/eM60HdhgrG3DiD8+cJX4/Zu0oUx6ns8d47v4AxjaD53hHZAP2jbepZEzBK6cOPRLPNZjvF+u722m8Z6Zl7fTjA6CKTIUOthNN6k7xMfqh8/JMfZ4FxnvOn/l1HV91csNahrhsvdGGiW3J3es4C25HqHkEw+MHb1Xh5mu1YhgMAnUN5OzCt+TcxiHRs6UxzPG8M7NFYIhpERZFgvZ2x9JBLJnpWkb5l7SRudchrqA0QY5H+w57yYo2gB8wUV8R4Ju5MyCLtt6iSwHccZe8XYI5t+D+WQ7c7bN2L7tO23JmXcocp7HMreN3jNtK0Hb+aN9wVi81VePD42xfxKzdpeY+/UMhM3Wbvfn6vjKEEAowpvqFoMpMIcK3D7XoQgEhmtdjZoV5hrSGMhh9W7znu/fjQQqVhgDidk8iQcDwTA1nrCG43/+j/+24QW5Ovcnf/ClIHGxJeaeKj3tG4T2BJ/KWZfHisEm6tI+hZG0qOvxnvOmUXfOGUzpEAwGu83rt04PHli0+V7e6W5Sjnu+Hzzn3BnIBELb8m6xIGzt+du88c16XoPe7V+HYX918GNqAJm18yUxK2/K2bFy3RMy7Uceo5gSsTH0k9NXRke3Wx0b1RgkEKxMxAoKeZL2scK363oUAU9ktRXllRoKvKI2B4jXq3er0kMwkvM4XJn+cIFykjN48Z/FeGfZADm/yv3ZnpByBBcrofAxdQGJtB77rvY59/NBTB+n7SrbUCR1BmMxyTgdmxZTyZm2CX1J5KznvPxZu8nZe0G8IyG70K9tSkK7Qizjau2RoIucxW97fDeufcEe0immfQl2lvWaiU+hH7SZhEw6Ty/KWNlu57TnK74iBBQqBIE0wpEJeRDMx90djOdi6Ng8Q4VhIU54mRf4l5DWoY8dWvzFP38QBM0IAUpI3VV8CdThWfNXw2mrvxSkQzPsOT7dkYGcISUWBUFQI5m0b4FtW56lHFxqrCcDfmIYnvSRnjPfFm9brU0b5LYCPztY656zpLudHBl6dqV2Xnw2ypJD3u/vYlrDets5GT3pWc95WlbG+48kflvl+JwsY0Cnl1G8kKe2uYwETRuL96k8Z+yAsiMpo5/cP5438WlVkfMVEbGNmWMb3p4aAkHaY2PKPWaAONwkAVJBOTBOQ3w9hsLVvxh9yJm6Mies9yWxZINvb51Ok6uv8Z7BLHB7fzc794zB4RnEtB8kHfduw7+RvrZh7fatcZBzW2AYQ/0HfOcsWUrQ2YCPnZ30pxjqCO0YCxvH1drLyFlijrlnVm33ZNnImY4e88lT5IycUHc6Dpue8/Xo0gY2PVZ7Hg8EPWAOvkwZxT96BXGub0oCvhl72/3QGLubbS/3wfZ6Pz5x1W5LSf2x+RVfAQI0PAKhABwTR489bdyP0YdAiLlvCDPDfQ7RMoTTNm4IgkkkgtJJKKdWwOe8n3OFeVgbg8CIgT3xwOnFy/HfkCRjCNqeO8Y3lLl9y4oSb9arkYGeVsa0rRT/4+8NQ76SPDEG3TB3bH4f99dNnWeoldCX5Zjyfcj1FyONInI15rWVtNHZ4NO0NswLTnRINvE5jqScc8azAX/ah2dptJHtx3gu9UCO6NhBzk6B8FyCHTneCSwpc+q638L9YuX2p8POYcimiyrRPTAGa0cbj7GbS6/VTl8B7VQVdiFAr4vt4k4lYGEMG/lKzJIzxw632auXXDBiQS5Xso3gvoaLTsi//uiboewovMNYYighZ5JCocEP3MAPI8zQ9WaHpnleo/eWCamRd3hnQzkMEvf0/ksNx9JyGphd5dlyEo+PgFG07hIusfcY82bIGUwhyX5eft92mipPJ0NyjE7BBDk/xly37zJHzuhYJudrXWApDo8dq2ehc83GhT1rc8TqjDL5GDHP0Hsuj3kXu13Y+b5BEaAQulN5zs1TCQ8iDfNhvDCQGNGI26cIek8Qy2Mr11nf//5NzDEyfAbRgheBtgFLFX0NQ793bnttU/7SvSS8wRhZcP/q5h3qsYwk3PYFDzJsq6QzTuZbHoP6GB4s7wrmua14lu1Ex5TnbnaYcgfpsLRYzZEzeCA/6Fh5zodg3Dq1DIvfv4t9tx3pQUfVybCf2LoT2VDvOxfzPM5l6untej5X6QtCwIYModLzOpFgaQwlZ4xTeM54xq4k/XggHMsg8LzLWZPnnvNWh9YFpQMPjD1GdWwje+qsA2g4BgE0ghZniIJharzfx/TWDq3frusknL5cyFDaoQkMwEgSDiJqGIFhL3Ng9diec7RVM9KSM0Y8yJk/zzhgrrvHYep4jpzLcz6EkLdfE23c1jIgZxznhVvkPWbwWcYXRDv1qvsggGAZYqgmLTw4VMAkDonX2Hxi52swrBDRY3g0U0bs3PPCY/z0LvCQoJ3Dz/hJ3EFObVUyODPsC6FDCLSr9R3uu83o5KHtbeWe5hyL5Nwog3l5hqLBIzorrWMy1j2taRgwGIyjpJ1xeww5A1s9Z54Z8n4GnjNyw7sgB5c+mqIcn0Xc/oMdeUTPaPNTTQkusbnYTsrRrsQ4WjpbxvtwQJU9IwRsQBsYUrYXtkQ4dpXRGIaR0lilhTl6FJ7HcMSfN8SCpacx/meh5Fs8cTAelb/zFsEXDAmQld6jeKK0GA1w5ROQYUHLLlwbOZ9NGwzDicNK5bcjOVM35Yv6U3dHDCRG5bMnZ8qX59z+9nKL7J27bpzD++X/SUfOkMv8N4/K4GPEod9tRbfD6GdEL/UqxyBgT8v9sxEgydnGPkaoNJr5Hmven4vF2gpthmD5jnn4v9w0x3PTBmTlPQcZuaEE2OE5NgLWSx7abbU5AoaCdtCDZmHVORi1uXfInylRhuFfvzfV64eEGRkIWXKLzua5BBGnOUBkrydnMHp0z/nV8J06zwJ/2or35rmPMaQNNoS5YW09Z+Sk5px3dVB3nR9sE4vq6PC67zbtiz5qQ7Pde4x0Jmfu7+KwYzihrj0jBGhUGzmnT0XOGKYsmJmcnQfjWXiHeM0YLgw0w5ka4zlDfgv54IHXCz6h9G0qQBwhXQyu3jVtOQx3rQgafC2DF00n6FyxXSfnVQctE5oechBOI+fogLjocAc5UzZIcu9/pdpltN+OIxihUzXnfNYdwcPtx0ouuQd2C71CLtG1lQ4+zZyz9pXnkj4jeqlXmUPAYWvPTx07BKNQ2euzoW34w+KBIDCGBjwIjKqfwiDQEAsEhKBDGrHJyNkMq+42yIcr+dJ7D94zROwcPfg5fI1nKDlHOzbCsgxEzrUEyhno8dPOhL4Oz0veGL9kANsndUHQ9+/CCFK36Ny1EQTJmeHtUdYmPqXiHDL46J6z0zhn4DnT/nrOkEh5zkv1brocHUhC1hm9Z+3n0EF+XHJGb31ejns7r/0n3nYul6v0MyMA4WqcTedGPoyQVwIpCWMwYwi2LeAh3wA5YzA++7PfSMI+/G9uFv5bT9M7x/ulvehQia1eZPTa2+IvsMY4DAZiGP6FmGkHiXkqph0IGBoCHraBubVTB+7tPflDDto4e8i2OXk5f+0750TOyCv17Ml5xCaV1XPO9/V5x8S0Ucg70w3lOSednia6Y7B+rmunyBm9RHeQv+g0nmBB7RL7S2dcx4oY+811PbUUKfeInMFx3ygeI0w2qkKAUSHtuf+/vbfnuWXJ7vtwrya4vodz4QEu8EBzTJECHcqAAgeGQDh1ok/gwEqcmInJgABTK1IgwIABAw4IAkoeaHiGIAcKmCsUlDvy9xBG0Fzjt6p+3aurq/fu7r3383YqKFR3ddWq9VbrX1X9Zvn5vHzeLkClAjPA4arZFR8BehEkv9KPj6yDTVlBohvubwFmgCoD0Puo6FKA1p6uDmPrG0ByBVlXz9iZIEL9nFrAjnq1DsfQjXaVjkDYy/EZeYS/ljbnbTmASbtWD7FK8aMpdeWMj+YJH7zpp1FeZc58WB+ZH75yHvecV3Zs7fp+z5udHSaVv/7D6bvbTqL1x0fl+HH4d/MKrAusNwA/g4UjGsjg3IKwxo7Ad5eZXwFn6BIYBQ0BheAdQfL58xKcv+oHwPIKY97aZX3ydWMAACAASURBVJuZh0/QF2AIsKFHATDyCqTqedrOrEA1gXJdRS+AlrZp29trtCFFEKirUv0j6NUP8WPj9txJg7kALSibW07O6gMZl+9lL3dSaIe8MflYTPrKrs1qUlLvRQvO6GfdR9b7+eOxcj6vu/cD1mtwlnf8ivHhCvZRwCwok+f+OI54m36KYcw3P4IXo+4La0CDZjDWiShz5mXZ2dyt1wiK9T/BEcDryotAzE/MdWzeY52OB0CvdVH/OoTeBDRsBVgVXddPeApYadWsDQFdjqnP9ht5TtMq24erak4fbVpMDJr6XGPyAO0Ay2p/gDEmD/Wpc7ffyZGFa3wZDR67vvD8edo+DDp10hd+Ve/zCs6TzAmcbUMQ7dK/we+YQGGbzAvjyT7RX0wKHvABEvom9Z7WRh9hh/Ge891trg+he+IXt58Ym0zS9L9H5gJxjtmMJft8YWgZ3Z3RgLMmcl+d0rDOvMjzsQY+mxv0DU6unl2VcV9z/Y3fAdAO+PJQVKuPEgAI8gQBQJCgDxBiO3UdeQPOArP21D4ZIDnWDwTjLRD2+lZegsTywS18wP4ADY4zH8H3N+WBLQFn1kdZlSE3fepPtAEQoQOvExjVHQPqIntMEiuYB0g+4EtdY+X8Nayct2XEZ4lr7VhzzN07J4aToMu4NaaTj1erziDlK7bJRszHGhUDW05+SyJotiCB0xJcWR0xy19uX247fRugv9ZztrZJ/LOZVRr6BJQKEJYBClBNdkz3m7GlQcM2AhnngjLtSdrPnLoCXAbG3jF19R36lCY55+EX6bUvAJQHvfANEz/u6NnZyUBMGtL9b8qRI2RJExMnF/KOrz985TzuOXdt17Pn2y0r29e9B8Bmnp/i2wz+xpbnQ4hrjE39/1G5MdtVM+dtGX23cONCrS0f56+ogT/9sz+JJ30xGEbUaTSo5QZ2r5/NF0GbYFlX5qwumF36m0QdHcdePBh2wxajND9izuwcgEaf6JIccCYHmGKw1r80CZKCsjk2FcjySlYgDvBke7wC8uLcX3xuXa+r0/AntpQbcBag8Tt4yPfOAWa37XlQcPFKVfUHrsdquNKGfqS6fX0NnJHFlfO9/WOsnD/SBPsKOPvgavoFq/6Ef+UYezaGXmqX4zZj3/4Ea9ryZscA41cE3b1dYzzTJaN7LQJzXYHkY4N6m9OOIEnwIwC7UqEtqxcCKoGVNED4tiCG/pit8woSgcDVJjYIvdf7jOgdO2l3BnEMZAGtk2O/AONqe8Eu2xub0pd1zfUd6saEodLguiBNTj2uSxt61MFvADjkKeCc9FT/TsUKG1+yrwnsvbdc+/R6XjnTB/p5+Mo56d0+4TkmBeOe8wdYVSe/3FhEOMl04oivA5zk+KZjIq6nZ0G4bh19+EwuWNO2Bej2fC+GjHoP0gBGwmB5lnXJ6BmQPaY+jkPA84Efgk52JoKlAYlASBCmvqsiHprgt2vOMkd+faBv6QiQZhuNnQjsgG1dCWsncsEUexAgAECCAjbJOcfYDjtrc3Jo5CQ96uaU/Yk6AjR1BFFy/UiADl71zfo98ADnzsdoBGfaQMfghvz4GX05QRGYyaNs3HMOf1k/63HeB7d882sv1zfd3SJe6u/k+Km+O+V1NwnfdozlMXXk2DjvSvpBsDLI3qIBZkk8HKCx8ozqkrFxDlMOwBzndhFYA6zLbJDgayA0SBI4AYJHrFi+5iAQ9+zritLPCDrQ0TcDM9s7gAu7Nq/KGQzITYIptgbcch7HaZcEuoIu16AhMBtk4ItrXrcf86jP9lz9JKkfJlnYtz6tjT9JizxkritnZfS6AK1Poo9H+CG3G1gtqTfkoq/gZ3xb+6ubjPvqY0yA62IGgNYf8EfHjT6Kz3hd/z2bG+8d62O1fAuKPqgtxsVA3H/gmIC9x+BbwIzz0B5HyjnHOpsOxoNfHBNMCVzwMVbNj1mleB+aVbQAIVCjd+wJWJBrw+wH2JNrzu6lQZ294JzpQkuauR9oUZ6TQA5/+CcBjWcSerc/8CUS7YM3t+bTtnb4X/u0NpOSZuW8AP6N7ckjdcY958f49hEbvKW6LIoYg2UyOb9aGP5Z/0POcR4TnJPymDlzzFiinStnjoWYAdRq4hVzjAAoE/w0MIFaw1l2KddZCNbtca+ddQz0AgRfuHpLA+ej8QKQ+fqRq2hALuztZwUrYAqGGUAFS2b3JX23Wg3Pdcq292RrHw6ruy3UkzbHrgwMQtCn3Dzq1A+h4C+bK9vnzwHcJdiVVTg8hI81K2f6xz/tW2Am36R/A0AvVs7jnvMY69ySef4xbjnl1XP2Q44j1edyGAfG2V5sPVpGnCcRA3iFVlA2f0VoGl1jTAzj7ElQNt9jbAOwuc7jeUvDcoIjffuAz1/9xR/Hq1MEsY8GjG9FHsGZp5yZtXtvOcCrDlICgMDZ5mUSV+6NaUftGwCa3iP2+hRsKjCH3Zv71NAQmM2hh18GP9VHnchRf8tPXDlTh75oE6v8jZVzBmd5BZy5JdBbmd9iy7FyHmM7+w/39ol77Bq6embcTKBcwZkx4PjiOv7suLs1j8l5HfvQGqj4BjQgKMcqqa6WAWWB+prRdRbq6TAG5JxLh/oeR0CsKyECln+dyo47jo8GsvJqR9YbAPa7v/5U/uRVJz0Bas/lyeCYsdd7w9hH4MQHtCmBwHqCI7nXybGrEzpocC7QLQJNAmj9IecCpTkBi77onwBGuugrfiHMz3emLXppKuPCF9MDYcjx8JXzeM95TMDreGQC6HfxXUGHj7pqTrtOMc7Ssxn68JkcPwcDgmZdQRv73wA8fd0sYBgBmlxjabBrBieoEvDCuDVYC8p59cx16xqII1DiEN/+PD44wvaOoOIL+56PfC9Ir8EZ3fU+ksCTzhlwsREBAftg/2xHAZn6tiFvbay/CH5nwVlfwR/pm8kboEyfADPBbGtFS3nwWP0SXuAzZNhYOTsBcBKB7K6c7+17Y+W815e/rnr4rT6O38d4bMDZ8UWOP+fzM8fGe3JAGRrG/rGt/QJzgy0lnzHmuk35sYKAa0A3jyD76ffifjYgvAi63/58+uJTvDo1trKnycm9AaFHj0DAAA/gqrNmBysDVEDENiQeIjPRtpcARZOBJufQ5Lo5fqJPGZCmSVtdLQOS9MtkYuuLYH6IJAD7wMoZ4Kb/6LOunOEJkH74ytnx8Aae1s6TMuzFq3c9nxllj5kw6Ld81Y/xwWSRWGnKk1xA1O1vx87ZnHFOcpfMVbM58LSFHy8AXV9HF1nBHJMwwFmj2o6gxgM7BjdB2dxgj5PletR3tULgDecc4Py4gNj8MIRXkATNWFFWcMau2IwyggTHq5+N1Ney4on6epzv/TrgoeWxuX5DDvgxMRAgyekPX6Gc/qkXOyrx4Myl997ZMZgDpwEOmiQnAfqpZeT0MZXXlQr1XTnf2zfHynm2U7bZ13tcfFeAJh4aHzM4u6vDWMrxNI+po8eOS8E4xn7d6uaauGE+wPqB8wWVrFGOGrOtj5PgSMVZ5u9sGxQn5/rm2wDjAOS6tUgAJTlLjwDfgMjXO2AfGMDqyhLdMxjxBXJtq10Apwy6Z2yRgS0fA+zcY3Pl7mQOv4EXzuED3nK/JYCVJ1zzbZD8AxDqhGwX7jnbnzK34AwPD185j3vOC9tmO3+1x8+f4y98TJzz6nkCZiaPcY94fltCHz6T5/EvJrho83wLkMWSB8LV10UahZKcKZ0xaG4j+BLcLG+BOddxRohTEJhZRSwG4penBAjL1dCiXloljfJjQM4vOBn8JEHKQYoNATauxUNXD/xKG6t3fAAe7D/y9AR/AOTzj8kniqw84MZ99Nn2y3vtyEBw0xfpA9kmEK6raa5T7i5O1B/vOY8vhL1ifGFCzLgoMbWAMP7r1ja7SuxCkvBb4+6ZXBwAiB2D0BGg86tVXxdSvpK0KB9DnDFm20Y64Twp4BHkAGUcjCfBDYpuVxI8BebFiupXA5BnwDkGuut2S8DyOoCXBzW2cmASFLBNXjUSLABD7+tKh3x+0KzfV667OK7b4fRFn/gFPoTPBECme96LdhE0q4+kBwjbOgG2J1fOBsKsg5b+2XN0ycQHeRkTMUbGPec0ybrV5z9Ge/9axfgg5k7fHKhPVgOeBbzn3co2Nu85L6vwcvuJGGAcyOXQaaFqrJpbjZw8z4p0huTMaI8Br9UhmJkisDavygjSGB5AJhiTw0sOcgWk88r5Ywy0LOPLHq8Bk1UzA55vT6N/kgOfwc613qq5rFLX9AK0AyTX1/bICgDCQ4CVT6imlTP88JBM/s5zPMn//GOdMPR9hHYAdPZH/NhJYvbXXO72Idfhbbzn3NfvHtuOOrfpLvySf4ynb+Hrt/g2cfVabL52Hdrt6lmAtq3XhZ+MJ5aN/EYNoFSMEUZPDwBphDO5Wy05jwBXAdpVM/0KygROHnrIg/e3f/OLn0i91Zn1yv3PcyAgjY+XL/VR7sl+joeoAE5XvJQDcOjdwT6tUisYMuCxTYBS+isSwCyt5VbybcEHW+Bz9EkiKMBTTBYqYPd8ZY8NDV4ZnAlsLTjr85YLzvDy8JXzuOe8iAF77Pq11CHW+d1t4qbjghw/dqdJ/z2bxwrcSXFelVd8yEAtKJvfCEejuRpAoRhQZZOfNWhuh6NsATOBEWeirwh+9fvGrJqhAVi4pc1qSPC1rD8QCxiVureDQ7+P90R3Cc4hT2wZl5VlAedfxgqQrTLADv072AVCAJvVNIGA4zxJwja/+813AdCA8z11jx8EMOMbCZzhjwDENVbyqyfGr9wTBJxJ+iA5fQnCrkAsp27I3nla+94+gv6RLSasPByZtrXh4VErduXAD2KnIn2XQH+AJ/RNnbxbYduRv2xswB6OV2xEoiwmkRVMczw+eozvQS/GRsKE6COBtXXAkwHOourO/JrCuM7NfZSsQciPGrOt70qDcp0nHKiunDkGAMgJgGdXQiMo7AsKTGy6k5svTxH0sYHbVAAUtiFxPAFhAj7AeF4tMxHYx8fuevUrZfiR/gM/gBT8ACIEJ/x2P83ybe0AwAq20oYuyXNz+qKch2wo47jd3dnd/wUdMbHJ95yZLNCfk1zs0+5clH5v1z19kzI4Iyd9qwf0LDjfQ95B4/J4WY6vTt3nz+EP2ATf8EEw4y62w8+Ny/oTdcOPO2/SWNeJqee9XKwgZoyHw3aC8Va1LZBG8ShaQBakewY5UqaTOLh1DgxPorwFZ+57jr9OdQbihaB+S5D7T3/7BxGQlwO8fA1McA5/mFbNM29Xg8cdePaVquwvgIaAeRicf/XLCdhX/ulHV+r7+fq6K+opqFVwZmvxFt332uaVM+ODPgVn5O6vnG8HZ3nZAmd8IYPzWDnP40Dd3TvfM76w13Ls/lFZOdeJJ+CM/0SMT9+dAMiNx/o5/saxY83yrVycICdRD+zZwpktXPpqy7Oi8nFWiKslZ0JbxjhajlPoGG1bHQCHoF+C7fjr1KMGfGd7u66UCLICoOCjbchJgAIB4N7B5yq958/xwBcBxkkcuatm+OJafxX7VFf1a+CyfQvO0CLhq/glsuO/9BMp3YJZ9tnqtz3fZ9d25QwPJHiAV+wzVs77dHnVt+4wcXx8H1f8qL7VgC/i0/hHxPIGmLNPt4DMNfzLvI3T187FDsCZvxduYUzGm3FcNbClLMtRPopVydeMceQ6Rif12hD4KI8Vew3+rEQAC4LU4x3/a+pje5ALCIAPgxt7CArYh2NXp69il+fPETjgC34AZwIJwUhwhr+1v+wHZ3wROaFL4pi+KCdtgTP+WnTS6rc93+9reeVMIMUmgjN8vNbKGZ0QJ5ikjXvO++259ssjbff5kXZpwbkHui04G6PN8fsjKeJ3/QQzfNB2gO8dNKARAGaUjHJVtoq2zpkcRyAR8AykBr+4xkqkrkr4NnL3fugA6g7wHBng1i1gNd8jLvcYsTNABygECFSgIhiHjerE6df/8p/eiQ/52ZM/TU+l4jfwCljGJALfqitn+I/bIclXys9R+sGN+kGPFUaSlzKSeuAax/qoEwTKWK04WVlvP/b7vRaonSjBA7rHBqTg55VWzox7dYT+Bedrsozre/z7tjrhf3X1zEeB9OuYSFXfxXdI2pHcMnZj9Hfzo3Een2jxg7I7wNPHJuHquCcl1yLYpVWzAH2vVXQE9wacdRScIIxaVwOsQh5xD28ECQPAGpwBXIKt4Bz+EDsa5X/MgjNAxL1pweildcpqUb8BKGICWcFZ4Gx/E1kmIX2QNIjFtvYlcK5fA7MPwZlzdOLK+V7gjF7blTN9Iju80u9rrZzHPWfH0dvN8Q3GMLYiCcJ57LTgnOt4vBegxQt9g3ZiSg9zRlnSwCVw1gAGHJSqss2tcz4vT7c6KyPA4ADtqowPSfBBh5cO+l9Xf0+rd8WxK0AVICwIfP8pBjYPjHDtNVdKTAa4zcEkAh8iwbOTPvJYRVfQ2jt5aMHZp1yznzIJMFEeAF231gXn2X/6k4D5+r6ADv/oO/qru06vvXJ2vMZqbKyc32SMCr9//jGez2Byx5hw9TzteiR/xqbG4pig1rhMueOL9tfiPjjBAivXA6g9T1A0Drc00II059y8R4muks0pA6hV8C05BiaAYvScoBkBtq5A8n3msbW9L5AfDfy8m+yHXAQxgACgCYDjtkYdpIAVtgPEWCGWp+efDr9PfJzHtezwSmpXlNPW9rc/j2vwunfnZQLnGrCUN4NzBLB6fQuc5/7uA87oK8uJDZAzeHnllTO8EBecrDFm72HfQWPt82d04jhh9UxsLRPOdEsigXNMOutDY/oWOX5ObDZuX4v9eUHn6tmFHa9WbeHRKO9oQJBW6RjE48fk5QPsbrE4S8OoBCGCpEAxOySB7j4OO+is9cjkh8DKNjCBX2CK4FsHrKBAIPZeM3aKD47Ed7TXdB+la/qFX54ox19iBVvvx8J/gHS997zrv9/+zzm9w1sC2R+VFWt6uAU94LvR58++me6trVfO99EHsuaVM/2TDKDIGtva6QttRe+3jxn6JrWvUhEXptVXAudH2XvQveRLzSTw+cd4IyF/pInxyjghYTv8h4WXvhQgWoFavyIXC6iXwf1WXOjA0HjVSqUIyPmc2Q3pVsVfb19WYIAxDhLO4AME8VGH7zrgfMk5x7V7BC8AmiAvuDEgAShmzkygApC+/fm8auahk1/9MlbefvLzHnzspQFoALzTCrZuZ8M/PghYco1VvrswtNmij+wEL+QkCc74aaS6tS8oxXip73nnHR8BbaufM+WunKMftra93fDKK+cI6gmcx8p527/O2H1fmwac+RHQ9O36X8YDtfgk4yAmrXWimYHZY3x7C5xpW2LCsSe3WzxoX60Si8zFpK8yVwnmKAEFGoRaZd773KBPfxHw6xPhBCBWCPsc8jUGwcfqEzDmgS70zb19n+wUlLQTgxWgc1eD3zYubWRwuH2ltqS7re8JAL88hc/AH/wGYNb7suHTP5TdmBaUV7dJ6lfHAOeQd9oCrJOTCtACN32hD8ASP6Yv2sZ2/zQBUC/bcuyRF97f2soZHaEDEvLDH6vrPfKMOrf5wzX9ha/Xn7xwHL7+/Dl2u7ATYyX/xIZjbRn2TFvdxn6vl9XzbeDseAF3wKCMQ18lILdCZ4VgAFfMKk6jPCLH0ABA3OOoK2ZXP/S/CpxTsHusU19z+o96XX2zcsQOZeVZdjemlXP9CYnbp8sH9e4DQmf1C08EHP3YVSxACogg01/9xR9f3Y1x5RzgHDtI5fZLgHBdqeK70CVn1wdAZux4zARHfZZvjd9nwgIPMUbqxOOtrJzRQwbnsXJ+GzHKNwWclArQjg0AGZ/lXBtm347YXL85wbji2r1WzvguPkNqcWmcp0+pAdL5+9mPAOOWJkbBQAQ5jgk6BDmC4xjcLzu4Hbxhk7o6Bpw41z4MSuxD4gn66yB6H0C61g+88/CVXzKD7wDoCtTwzzn+hTyX6T3FLoIrVMAQuQ1mQaNZUQRoN58MZRIw9VPv/U3nJyeZyClfBlOCZdhpvOc86/ukfm+1z3tpXyaN5Xv57oThwzH2660S/IrUgnMbw289Z2z+j//sv5/AOS8Wv2qAzopQyRjI40fnBBUDqbM3Aj8fjBAs3ovDfxQ+XTUyaLm/jA8wgJwxO3nCPtdt9DLgrO7xm1hV1tUtMoQcgGmd/P3+P/pu8dcs27Y5wQrfpD3gHABd712jjwDEeu9ZcI7gVt8w8DYBdOM+fNz7u33CRV8h4xtbOaMT5Hdbe0yub7d165P3PmdsM57x8fDh6lMtMBujze+FC/gL953JoQkYg0kZl756gEYZKMltOZQFWN7LCFt0IsgQQNP7qNyry9uBlz4WcW9n/drpYXcGK4nj6el5PuxRBy7Bl2vqqnxpqwQit8zKtfJqVnk96/GBKiYKX55KkGnA2RUA/oZs//4veq/5PBUQ/VJWzv/2X//z2MER4P0lJjTQC4EqALo+iGWQi2Dz/adJP2xp+z9rdXY2R8a3tnJGB1MwT+B8VsbR7shYOX8b6bd///uxYiXe4ruLSV/6RK8Phunv+D/H5FtxfW+529rUzw+HDXBOW9ooh4BLjuJR2l4F31IPh6DfWDXXz0Ay0NfgjMO+7CrsawwSrJoJ/gCSg1EgwkYMYkAq/xUswPlLss3z52K/Ly8LztgLv2FlDK8GkJhkpKerkY0H2Zb3yot/+coJIPgf/92/iPvT0KONK2eOY5VYn1qP8VJXHga4//C3/yrRz+Cc9HRy69U+nCwxVuEBO8EbNkS2eQzdd+y0r1LRdw+cx8r5CMierXsenBkv+CljBR93colfUca4cVKLjU2PAGf6Eqi/OmBWYPO8VSA49vJrwOv9CHIHqPkUPL79eTE8K6+6SoYubXjIiPoYHFBoP7G4BZA+5LB1fZTvH+yx4nz+HLcSACDsEeDDVnB9r9ltXWxE8M9btksQ2N/vvWwE//AQK/QvTz/xDXYCTZbFLVf8Txly/9DAp373m+8icY6MIeeXp7iXTTvo5pxjEyuQv/vzXxRe6nvGodtfzZ9FnXeBjuspaNV3sBkvji/lJLiRljtPW/0cD+rR/5eneBI7B3L4wGfiwc76fYLrT2sf7z/baxxv2fVAORPqL8U3fTsDW2JHkxNzAdnYzngqNr/taW3xRWDmPGNUPs6Y9aGPs9AoxIHtDMZzlbeVC84aLecEDYwduQ/L1K1R6BXjFkcQnFm57An2A5wPDMKdKzSCetiqbmmFbSs4a0eACB8poHN/Hk4H3S9PwROrNT+yIGg5AUQewBlgifvOzT1gfQqAhg9kNEEXwCGIoScBmYkKD6HFw1/1BwM9/5W24HyL/ui7B86MKcrhD34v93EeHNEDq3cn2gZ0xjO+AX/U6elhtu/5/mcab8j/do6xt8h78ZPyGiJjRmB2d8gVM7lxG1tzfQsX9pYLyuS0Mf/Q4LtXOBTCgCK5laHSVdQlRWfDEfxigNbcdtMgrk/OWk59jh3ofr3p8qAuA9Jg9xad/W3ytB0M0beAhq2wP3bFPuT4AYBGAojepHx1Wx1ZSAAE/OKPJuQBvJQFn1/KMq9wl+UFpKUdW/oViBfHdw3Q2GsNPoDuBM71YTfsgyzIhr0A517bZdm2PyzrzTxEEG9XzumBO/lgPF9fOc90t/ob5S+nI/zKHSdxAHsa32MyWON3L8Yb04/m+kyb4897Mexd18urZATxnJxH2FEECQWRVHA+tqzNNR6BT7A1ty4z6wDotKWNgbkOEHAt7pP9zS+uzPZnZx3gPOtiXxC7HIwJ6IBW2Ipg75Z2Wm0CCvGpTu8pd8BjHy9Heb9ePz+UBg+ubl0142/4quCszy1XlwWcyxfOrveZZQW48/ntx31whu4KnOvzAYxX5EN2/4a1zcdlf9huVz7f6YQ6xjUfX6njnzgCfwOcj/nPJX2/1DUAmjiMTQHosiNSn0GqbykY0wVoz8/mGXc8JieJU+8afI8wnwVGoSgBQ6jcPYBsXXIDniB9KRe0zWkPIDCYF++EvqGg/1ID43w/BtleML90rQQPwAndY4MA5wTM2BJ/YJByjVXztHp8IzZym3jxsGC9f45MeZs+AzR+TyBa6f0u7yOr91sCtDT8/OJsr8lWddXqitnnA/atnC/x1vOl+tpcXTmHXmv/+En0DUDvvud8qf9xbeWXLzTe+HYBY92HIGOyHvehy73lmIzVL/BlHDh7jO+IP8Qa8Ygcmkew7cPUBaR5dF2lCsooxWOvXcovgXHvGrQAZ1fOBn1mbYsA+0LO+FqD4H79piC+0tmla3MAdJUZAy9tZTmJIhADCG9x1dyumLNe8S14Z3cGf4vZfgUPV9C5PsdvZ0cm2a65N44t8so1g7MrZ8bTcldgtncr8/q8D87UczJHP4xlfCbA2Z2WsXJeT/hW4/KILV62LpNvnqvArowfwZkcmwvOlzDh6DW30c0F6fxq1YcB3muCAMwBkuk+c1aoyslll44ZnA5SA0UM2PowEUE+J2nRhtVLAeaeE24HiXVA6bX/GspSEO8GAa/3dcFkDJsR7LELdspgllfN8+tTb8cuAc4NeIVvPH+O7V0CTJZHv9TH22+D+8vMbf+6rM/tdup/vq9dVv2WL/PljsCsb8bKtHKuK5ppbNXxxmTrPDDDx9zfWp6n2GmJlXPTP3rGn8Y956Ut1zp8u9fxG26JTBPA+gCviyljN3mvLF/fe5wXg45Lc2jk3d5r2PburyOwsxQGk8dteVbaNUULzgQ/k9tsU/CoIC0t2uQHjG4LKG/X4R87OAWLrYDq9b5+BGdsgR9gO4KsgCY4cw+RQVvurda+nn+8EQT6PB3RFyC2dY/Y10O874xMGZz1v3x/9vEfTLkNnBkjgjPjCPtNctUH+ABnV87nxtSWLxV7cRtkDzhvT7pvt/sRHxl1L+v7v/zlL+LPVfiKz064etbOPSDuzV/5qgAAIABJREFUlRnb9+b4LzgjGItFjFOOodOCc3v+7gE5C8RDYEeA95Ki3fagDsHOlAGZ4BHn1RCs1FjREGR0huUAElAuB4llm8sOOOr29YP9puDOyquunH2dAjvdvhLr9/0om4RP1Xuj+BgBgECS5TQIcP1RfFymq48f042rGuyijZCNFGPsh28fZq8A+vpHIz5Eo17hA93CA3GF8T2eITlm18u+8hhajJMCzOV3r/AQAP3rP4wx4STQGBFxvE4GPb6EDUeu4TO9+vgYSQAWx8wtf9e5wqAAZyQI3VPIkbIeONNecHbQmtMngQUQpx4vwa8d08DVu/YYR13z8PH7YUsX+0VgZxBUcObcwI+tSqAt7xG/Jz0RaMLX6l+lQs782c3vP8UE8XVk0seP+xlBkxUN8pAYW9yfi4D5/afDbz4clR9/QK/2T66/wAPb2vrMUdqj/nF/uEln05sX61hLfCZOO5HV14jh2v4IVpypy2RPvBKAxTLPP0SOUL46FYpPr02dURxtMJIAHXl9XUrjCcrkzI4wNgOb1dj1VfPaYW5yxO492RceDG+IB24puG0FMGOfsFG9z4SdeCYgVkxviO89PgDPrDKR0YenCCpul3FMAujw4+s0BVPz1/GbvHLGdiSA0cCJfI+12fyFsNBrndwxvgmi9I/fjFepXsc/rvvxAb7Sf82J24wX47n+dhY39rZzu5u/JQrK5h8ClBUChSisx3uVtFVvBc71nWbBWSOSM3gxsgGxH/QNfuYHnOmdAchdB9IJ2Vk5C86AMoGVARi+UV+f4i9PPAimrfoTqrdrIz5sg88BJK4ABBFkBUjIr9tCfzR/PZkZP8gU46lOpJCBc16BYeJbPq8Kr4/hE73BA/5D3453jtE1/vLefOVRunrPdLEnto6JWH3VKQP0Fi7cszxjllj2oQAaJbP1RZ7TvZTIQCXFoE1P+AnO9AkAcD0/BPaeHfdd816/cIU9HHwEfRLn5PEeMPUeFOAfSbdMJsq3g5UJufBRAg1pknGHfNJbv2olWJs/BgzVFYDH+MkycRzBs47B5X+278lXAXt0wQRAP6F/9UpZ+M0OnSrTyB/rM7fo190n7Brjh9jefKzqXhjSowNuCM4f9tUqBEdQFaDAnt8jD4CuwOy9TGdZ5FwvAX/f97NvcarRdt+AxydyoHcQYidXzegSUJhXQiVIvxcd81lC5EE2QEwZOQ4g81OcVwFlftJ6ll3wM9+n97n98frYIYNjlgd7xqr1139YdzvuxdeSDr6BThnT9C84s3KPz/D2Xm+7qt/jurhFj6PtPn3z61Rt7O7TSwF0xiwxytXzh8gRKrbA/MdtnfmgYAU+m7MVSgpgTgNVcGbljIIJhKycCZS3DwoDBfk+B/s66xU9ze/MdnT1/DmCKcEekCZxHO//NqtmX1nyxxBvS6fLL2nJW6x4n38MEAZMsox+VIW6royn/y7vBuyOTg/5pL68QSdAblmH173gndddlId8/W36opNit/5YUW71tZWrF+qTWFHx0Ff2m2lC96unZiK35H+rj1G+4QOH/Ok8DSZ98fR29KfNit/oawHSLMDqLs1Z3NjbDmyhLhgihnH+IYCZvXkEI7laNt+roEv1BGe3rJ1J0wZgJmfVTD0GL4PaAX5+MC4d5zyd8478PvpMeuo+FZ/k74DRvFIu9QzQbxGcYwKysVoTTP7z84/x/9q/+zf/Z/0fdQaRX/7Ez+epcwnM7m93bZRssQjG9XrzTjn3lBeTLv6d/df/zfR+s3yGLBPA9/rY+RT+6rOm8l1uHfBfYFZYvX9kl4+aUL/X/yh7U3q58PS2OyW8RvdS4OwCMmMWWPYuwDnfGPfYHAEARwQDHN2SQDhnJJeAd881nvIFfGPbOm1pT09w1/ceWTk7s5+dcQzYWRcjSD1cF05Amh2B0q9gM+xw2A71v8BrYB66PKzLF5/AXPd7JrdMWrkFxA4NsdxX53hl1kXYFPM7OEAd64E9gPseDBKcxTGwC6zhHHwT68zfJGj3mKOMR9BdNTv7AKQRbo9yrgE0NEj0QV1f75gMxRZ6NUS801z/u/v2nXYElmGj4QPDBz66D1wH59kHnuI2BvG8BWeBl7jv1rdvggjM1hF7Cp3yQ40tnBG7uM6xC0xeCc6Yl4/fHED3mFMgwFOhFJCyPCvZUs618vhwRQVmlD+Bcr0vwSyL2Vb5KMHs6IstuRefLc58zI43yoYuhg8MHxg+sO0DT/GQKDEdYPVDU+QZJwRd83yNY7DHVzfba+25iz4XlvmNI+puAXEPD7fqPqz8EhMAMkKZEDQD9d3A+Yf5+6iCM7Mmn/Cj3/jO7uK+Z7lXte0IY5AM3QwfGD4wfOCt+QDxHOANwEw/NQIsBWTzFmw5PwLO0Ud6Xir6qO9bv4tXq3oALRArnCvlnFOnp7wjZdlQtIvzurUBOLNqXjtXeYq0rJ7H4FvrZ+hk6GT4wPCBt+ADy21vHjrkTQEeDiO+u3oGVzgmN7Gr6nEvZ/V8DWvyAlIs456zO8G0F//MH7YSvhfhAMk6w/BY4RAoC3dNQZeuC87k9hP3GuprVeuHwHS48s7oGIDqY+TDF4YPDB94az4AOK95Iq4LzuDDXmB2O5v80uo6Yw5YxTn4JVibWy/jpiBtnq+96HGPAW6WM1MRLBXKMnIFVriz+bS9UcFZ0KecdyAnw/qE7MbrLlO9jiOMa+vBMXQydDJ8YPjAY33g6af4X/pGTCa+R/yvD/wGvrDNXX+gE3n9xzjXjgByxqMMxD6pDbaJNdTt4eCLAvGlzmROoWRcYEYYFMQ+PWWck6x/NocGDwj4JJ79Upa/MDU7UX8mNl8fA27oYvjA8IHhA6/vA/mLeOu4zatVXXAWoBMwC87kR7BGrDKnrRjTHl/Cx1e/BkDDOIKgBME3K8Rj8yOK6tUFlOmTa2xtRP/tqnkx81rew3h9BxxBYNhg+MDwgeEDPR/w4z5bb9ewemYhRgJvAjjTQ2Lek87YwUPD4IYLunztzLH9ukB9dSDuMYBgoZy6ShakFVhANrf8llzFkLPlwNYF39dla72/JTLAuTcIRtkIjsMHhg+8OR+oX4bbAmewA2Dm/jOxHxwAkMECgZk8Y8w9wdkVtQtEcFGQNu9h5YuWoRRAV+All2HLsoJ6Zfn63mNnQCgJ42AkvsNaPtk3BtubG2yLXYxhn2Gf4QPDB675gAuq5dY2T27nv1bxZk4GZ7GBHEAGUzIw32PlLDiTuzB9UeC91BmzAxJfAgNwUQ5MepxB2GPzvQB8qR4zJJRMn9x/4BH7+Nzbr5aGHAPg2gAY14ePDB8YPvAWfaAPztqKb1gAzCzM2DUFg8QFAVpgNs/ll/Dl2jVAWYC2Lnj5ZlbNMAXgOnOAWc5RktdkPOf3Aek/CnB21cxfpwo4v0UnGzw5oEY+fGH4wPCBe/kAcR9w9t6z29qCMCtmFm/ij1venp/NwTjBmVw6lxa0L3aNGUL76hQMC7zmMO2xuYLckqP8eAK8PgTGfWa2O0j3MvygM4LI8IHhA8MH3rYP+GoVi0RwAQCewJkvitWtbfDm3uAsQNM3u8gvBsBbHQHMgq6rZnMA2JlED4x7ZWdAGuXTJ9saz3/+TyZA9im/ce/5bQ+oEfCGfYYPDB+4yQeef4x7z8R/n9wWgMEHV83srrJ6zu8/n8Gctg04l8HZHeMt3Hx4OcBMAhhhFuYEZBltAdhz81bIM+dOBlBIXi0DzvO/ZIfz3+T84yGuadI39DjG0vCBt+kD3M5k9QwWuDJ2tez70PFEd33/GZA+gzm5DX2Jd2IR5y/63W2AGMQXlDnOTN56jPKc2RSF/lH8Fsx7B852AHbq8cswZkXcZ2i/n+3/Px87iHxIYXZUJgS//ZuSHtu3fV5/6A2eTDFZufuDcms97JO9bdeeK+Njc3VzfIflLL+2I3+cbMpFvpbtKSauxR/uzcNR+ax/jg9kQMZ5In5Gr4WHWVe38bS06/whDWIDfOY017XPM/y3upv7XNu+rbv3/J787e1zXz3iPQ+F/fbvf/+nv/vzX0zf3fa3kuTghhhC7nb3rbgFXUA56Puedc2h/SKr5LYTZgyumm8VkPYTME/3Bgr4osQA6DTbQRGU+w1tHgbAOIsHwR7+mU6ddXYgAyKDcB508/X7l10fyPJkELvfYFWutR72ydm2a8+l/9hc/RzXy1l+bUf+ONmUi7wnmwDRu3YbX0fls/45XejX5P85xvwZvRYeZl3dxtNSfzNQQl+9mxf925/5OV3M/c593s++8kZ+K3+PaS9I8yoti73/9r/+x4v/PudVs7hyK3bllbOY2AK12JkXuJbdnEtUQpwjFMzcKpzt3XbgPO4R1K+40AfgHAIL0PWXYT46H7+DXDnMazjR23fgtzqw1nzNAaYEzccM6HW/X0M/j/DTTDMfX9In9S5df1vXyuQ/y3aG/9z+bcn3WFuc0dUx/WAfbm3yUDC7qSzeSABxbD2nz3mKK+LP2Rxcclsbmhy7vc05Sdx8kRxB6PSeK+cAZVbN9XF3FOrshtwtCZTBDIi+qVu+n/1jZ5A/3hnWzvy1Drxjg2itt177Ac779NTT3Z4yfXVP3T11pNfml9pS99L1t3htKd9it+6gLPkZmfenh6O2eVlbg08s3gDnsr1dMEsc4TpAehaUbQcNEzSlG/hU/yFBXYE5L3TzsddP5RIi51FxmZDJs7mPu7ftAeFYLdfH4Vk9xwzoZ+VdNoCZm//rwbEcPNtOX/7pvH1d57vmVKU/VneXVnh5S+tSvev8yNdbzdX/PfmTZi+/Zz/3oFUmFffbTrwHTy9BA9vs7Uc77q0/6l3X7RH9fx36BB8A6NiVTUDpws6FYIs9R89dPQPSAnRgV32l2FerwE5x9BQIt41aYjAuMJMfFaStDzhbBvh6LDiT5xV0Vuy//df/PB6hbwGabY3rAPh64Bz3x3YHsvc2kB4ReKXZy9+afgY47wOSjwomrY++lH9+VH2e199f/cUfx/Y2OMXiTvCMlW7apRVzzuTSFBPBK+gIzly3TGxtMdXyw3kmBAOAI53T6Rlh2jY+8g4AZ3DO2w8olq0JtiiYCZG46d+CcgkKl/8BOgcOB9F548+0Co3YpuK/0c+fr38IpdZrabDiYmJhmh8Yucan8phv10dvM/3temverteNSdH0YM5bDhjX9XRE/uKLPdtd19mRfkrdOgGY9PyIPo7QvKedtUsv7/HU1uvV6ZflcRB+uzlhLn1crtPvY9u28n20Xb/+/IDZ5evUOyIHdXsJudb6Q6Z+/3N5O0au1b/l+lPgBO8+8xyTu6/gTKym0xfDWlzaey74go2AMOc5iZmUiaVtfhiUcwOJwbAzhL3MX6vXA+eYdfxQhHXbG4Xy9B1KjlenvjyFc5SgeMaA9x0ck/M9fy6P9V/7SlkC8altOHbrvHv5tJ75ZZ044M7rb4N+/YvM/knFBp2rg/zWdvv0tLTNpT4LPfVK/rit7bLr89g+LsnaXkP2tuzsuXbp5T2abb1ene2ybK/tsWAf23SOy39fmoLzlgzIaZ0jb5Nk/eRj5V2WIdM1HS3j2xa/1+l0+iGmNq+KQt/vbZeFZXkL6F7gLB5mQHbVLFhbByzMuHq3YwgjHB1xDDMeXwPgS9dbcHb1zMoZ4co7zd9Nq2aA+f/4n//RDifoGO+K4xRHqauSMPIeZ1v2w+p58aDHl0rDvPKwqJP4wtlxsHmGe5wH2pffZZ5pu5RnPUig6S2BmX7h+1pbr8/t1vRLHWyBDGGTL0WeIpM0tvLCn3rcon9bufybb/Fyprzwf5m/on985HK9srrJ/kSbfXo8w/s92qjTNr+ddgYSj7v6e/487cpd9+tiL+mZxxhJ47rXD75dbHjJ5l7LeaOLAKWmLPf9/Dn6we5FHmiV+vRP2pZzrhttrvU19Wu7Nr/A59T2PnXQL2/y/F//a3l42AUeu7AZMC/h07VrYBR1LuX0lfsDlF3w3gzQEBKIAWWY8fwa89eut+DMucIK0Jy7pc1fp8r7jPcxoE465zjTPLuby8/2p3PubT/3X/o+2j73c0vbTCcfV5pMNpoJRwlIe/sU4DPt9XGe5e8DFfrPE6w1zVmvpe45Gx9seyioXdNhmbztf6+36COAgK3wld22dPRa5a38B3W9EeTDf75U30APcVtgljEmgk3bDFq/+813ZWKz0t9sj0nHzQpuy8cmsFzRlK8q+9aO1E6/EoCDv9QX5yR1s+Yz2WJnX/P4QobUvtHtui9lvm8OQLO1zeKyLP7KR0lc+F3DqCPXBWnb5EWsx3cDZpCdjkR/BLQTgVpGzuSCM/m0ak4AjbBsQbBi5l4zs6CtVec9jL2XNgPZ1PYLjRgED3bG3/76D6cZcMvDfH6fwDbTmwdOL5j16vXLHjFo86RqJ/0p6M1y9fm91/WdfF31nWN23fLVe8qq3xvwyTO43bOvmZaTvHvpVTvfm550S66OyoTzPn3xb+NZL8v+vury58+x2yqGBJ7Vd57PYFZuIxibey2fB4Y1f2o8vWLOyM4x3wkNge68pR00v/80fQdVcCZHoBCqPlUHMPNo/F7wfLQzEuyYkWV+8uB4dFDaD4zrIL6/7eUBnmU/p+91UHLCkXW5oP3laaHzxbXFjkehDb1NWicejIPebXKv7bGU4bLO27r3smVL98h51oegY/7wldO0Au740o4/0+lva3nX9NZ1jtmqbb9vJ+i2Pto+v+Zzdl3ZgWWxB7awMyuY3iuHbqbldnb0V7e3+YtjxtirQJ0r5+MA0PrCtitmO7/H1rZKykIBzqT4Ulh9rzkeAru6mjjhyM+fY1UOfRIysTvANkju0wBEzpPi8QTgz8pL7kwcbJ+dPwLn8+f4WxbXqUfCQazPhIM2vSDhl89i1+L7TzE5wcHkjWMfdqBO7nvz+MvT1Lf8ZN4uHXMNfvWJ//C3/2rd5/OP8W1b5ct9UMa3b3u8wb91efAv68h+/7//+x922/boTWVJXujQB7k6nOrhW6ku16nrrg1tsPuivv5YZZZ/836bY+AMDRM8yZfH2J9jtuhyv9qpyy98V7+nHWNvK5d+Di6UEWBIfb+r3+7+zXcrfeHTvAKJLkn4MPIhA8fwDU1eg2l5X09Eyk5JD+ToBzokaNIH+iGnH8rxY3hp++md214d93LraCPOlYu+enTzuKe+NPB/Uq+fXGZflNmevNcXZeiQPvl4k7pBH7bXBvDbs8FMdzl5IS5CE5syZqQJXfVNPrc/Easdb2fyFIfRWfhzeo0Xec8kccscGh5HH9XP0DXnGUOvgrIVMiBb9qd/9icBVD4Ilre0de4zAuU23ld2FrMAZn6Q/ak4DkZnwK0H6O1GxmkcFDiWfYaT19eifvrL/+EnEjww2POgcLBM9ZvtZr79LX1Bx4HHNe99tSu8X//Lf7oYcPazlcMXv02DTh707YCQly06uTzX9ZjcAUeQ36Kf60OTc8AZ3rIdc5CmXtYRbUj/5n/5B+UVtUa3bd+9c2lkuTxu779SV16tY45+4zW5Dg/2AXBZHx8pbeqDbRFUlkGtx28uk640yfFRzz2mL5L1c86tIHwi65w+qAMomxiDHOfcoGKZ1+kLWfEDfNjJa+F9vr2Q+8Q30Qe8076VJZdDW3+GRqYz66evS+S1H/XU5shOmfxv91Hii/Xlu6W3dZ7rQwNdteNcebhuP9DTti1t65jbh+3Je+MSGQFQdGObTFt6OYdf4hA7IMuYMk8ytavtpMm5KZf97//sm4mmsr9I/vw57A0vYJkgmvHo1uOWJq9vOYagDbZQh/57mCv2dnMbkIvybGvTAeeW2dE9hIFZBj+5K+byybU/igHEQO0Pzj3ArBOZz20IKP/lL3/xE86Cs/o+dSj0+0/RN46HowPKOicOB7/eJ6e+zkdgyI7GQAR8uM5OwDT5+PR7EQj7K8nyfp7OTjv0QVv1wjH9a2h05GAm4MDDMmBWuZ8/By/SCTn8Znm6xZBl09Y4VATnuiLhOCYXNXiiI3QF39azHwCXlGfjPOzFBBDd41/QVz8cUw4tbIDuu/Jcm0VXedG/vOQ824pjec914EndYsu2jTJTx3a0wS8IhKv613j2euVd+0ubPPuq59hMuwXPTG7rztOK72onrhe+i//EeW0Xx817m5RhKxO8oTPOkbO1kedcjzFQf0iAfUvsKH+fUzb4ljY+RH8r3tVPetgo4kNzbxH/UTfoy2SsibhDXKtfG4yxPtGe4wS0i/98F/4Jf7SFnjpvxxHXkCXLBQ101ZWn2hqZ9R35zf0Yb40lXrMf7ZF97j/97R+EXYgL9B82/KFMrkIHPb9JPkC7+Exy0g12ZUzi39BENhJ2BSPkXfrkyIZNqAdNZMl8njtex/UVnbqACF+su2PES+yoPs/myEVb83xMmXhJ7jXLOBdvu2DcFlrZAYKyOZZgziF+a0KAPFigl50aQ1KmwieQnu41zYPIOstc45kv62MwHI9+4AWnckDjTAE+zz+Gc4dx6yCCZx0QfnF4nBSgb++zOYtHl8oWevzh2/paC7zNfEEDWtnpHXzmMSgroIUOv5m3PGlX+F6vaumn6LQExQgu6Z1ygw18eqyN6Qed5ERfrGqxizsblKEPZJRfcsE59FjlDWB2clAnPMhGW2gwiJ0Uba04su56x8jLVjkyqX/5gvbkUwmc23q0hw6ytX0gtzJLlxx9YXv1kvtpaWyd02cPnHM/HGsrZSRH3wQhaJDj50yI5CN4rkEYG4fN8nkK0HEtAznXPv1e6FW9tBNTZEL27M/wZGxxrCmLvEOXsZKDOf58zf4ZKMKvvpl/DQhtdZSBVLBABtrHrZPmKW7k0J/hC75jzAFq1WeNYVMeW6ZlEkXfyGhf6J0xg26y3eEh+J4eji3tJ77T5FldKYs6RL/Qb3WF/iif+nDMy3/tE7rQwAbU1X/QDX6j78A3MkiTuiT0NOmm8jvpK926oi5ts/znjvtxfaIFMD//GIsw4074X43f8Gp8u0ee6YUeKnZmHKXccxYnLQavzgVlL/A9UJiFEIay0za/VSCcAePpZJzTHw5CIjhPik4Adu8ynCUGRgUKnRSnzH0hL3U1cAycupLA2Vp+cWbq0y7krIBKGUHL7XL7MHChZ3VPcFYfOD9tDZYcwzfGpg/qxsda6gpHuuY4KG0IfOp96ic9Fd8OOu1EEOAYexlE6U/6yAs/zkxjoNd78xzDY9St92nD3gT6BATwR/8EeweU9K/n68GqvugbWeE9+v30e6H/vAWIXoKXussR9etKCZnQOzZa8FFn41xDP9qZfgxqi/rhx+UjOuvyeZLGJA9esK36hzZ61/7oWh+AL/RGGe20Lzmy45tTcH3+PPk7MkK/2KdMolr72x99UD/0QvD9Zt4KJ2YoT5lQPcV9aXbe1Cl06Ee+pRs8V/0pLzwZF7DLSu8pHnANPcCX+ieHBjbhOn0E3zUwc800yfTNtz/9x3/3LyY5Qp60yyAf4Sd1LDpx0w76mzIjD8fIrez4Uu7HcTnxUeOQ+oJmTtCTd2WkjDrYbrJD+ksTPMt/8FQnW5TRThvAA/ypK3W7iIVpR4q21BEnaAff0JMm17UrvogeaNfdRUh2DX+dXv1aLmKU8XJeHiBFv7Pvz8/FOKmBN3jU3zhWryVPO0voreofWc4m9EU/Yu6unM5gFiVzbN4en2Uqt1MBrVJweAzotvJlA+SAdu6YwBVOVgcFoIsBCtjOTgHvOD8OjV4MACiZ9mVgzPUtzzJDF+cFfJjhAtAEYra4GRSZNu1pSxsHtg/j0B8JWugPXkg6GrxA05WbOmTAQFed04YyaGU+OSbgkuaBVVbcyB40vvk2JgPeN6cP6NiHfCszbahDDn/IFNcqCDmo+dAMumFATYMqDVplWecb4Fx1Dt/6M4MjdF+fK4AWuocfBi055+op8sr3v/+L+TYH7ZAFuSd//v5TtI2AVr9m1/K6Ry5o6mPQJqE79IRvkqtvbUgZvEfd6s/IjK695w8vYaM0GZV36pXjOfDQJ34X+kg7NgYYruO7rMxdtdGX9eEnbM3EooKI/EIXWTiXB/Qv//AOHeqUeJDv4f8yxhHX0AN1XWmiN4MvOqEfeMSO1FOvyKCd4YEdBn1Pm0GbRF1oUZ9EWTtm0AVjJuxQbYHMWW764WE0HmZzAgotaIYMlUdp5AkAZfBOGTmJ8Yl+oVFi0BwHWTXTH7TJoS9deM38cx7JOFjjCu3QMeOceML41Oe5Rv/Qpy16pg/pUqausam+IK/Kr65X+TR+9kxoZ7mDzgTsy3JiL/yjw82xnnYT4Bn51JtyKOPZnIlrD5TbxfJURwPhiCrZXCbac8vP5BgOeiYUgOEisBE4Ow/grAy4K3AvDZRpwDd9Gog12OTolQ8clDIHuIEA3nW28gBF6Qu61I9AU4Ma8gXd+iUigjQOj7xcUx8OOujSb9k2rB88+NVTtHG7iv6pbxCADmXQzCDAMYMJG8NbOFkNOJOsky59h/SXMRjhg8RAdIDRD/QAK/VJWXZk6odPpVcXpJXpSMstTHjNvEv/cr4BzvU7upOPESwrOBscyOFLHaIb6kfQqcGKY4JguX1R+asrK8rxh7D1959CL+HDkz63/W9LJmiGvut9PGyGngAZQdC28A940SdyhJ0NsnXyiG6jvitngD6t6mi39gP4Lv4mbcaHQZccPcGXfgBv1KVcXwve62qBPoKXOgbKFu/TIuiH39TnKrAVdFb6bJ6Upw7yILuylC8K6sslwGM/rpv0Pc4Za63fYQfoYlsTtu7qqt7jpF/8BR3YRl3TT44T2IQy9Br+k+yGrdtbZdganem7tJ+O6204xw/ywAe0TfSBTpkgeGsn4uzz5/BteEE2co+zrOgZnUz81i1+eM1PwEMTX2j13aOpX+adLGWIa+kZg3J+fTz1nuS3H3xJuyKPtsJexFJtFrqq8QM/CT++w8oZOvTzq+v7AAAgAElEQVRLAnw3AVlkpoHBFONxnhOM5/NbjwU3VyURiCo4w/ReI9xaDzlQvOCMQXA8nChm63UGxkwLJ+V6Bmj41pHj4Yk6QJGB+uS0iS2+uurJA46BSkDRMcjRDTaALgMMp80D0gEK7/BiAKMv+MHZ6Jv7aCX4FWemPGRNW00OljwwWp1Sh3YEmCmvgZCgLFhQL/oA9OtKKeSp27wMYOoEvboND8/IzzYXD7Bkfls+Lp/vA+ewdwPO0JUnA3H2CXScg34OrrRjoGdwRgcBJhuz98tyFFvl4AHP6BGe4KNtb3DW5+SdNtCBR4IkdiLocQ6P1A+bpm3RFpzsC7vQDl9mLJRxUmIGtHzdDd3gezGe06d+tTN6Cl9OE29BIvjBz2hXV5DQsW3oPekUfkzR9lNZhVOGzuQ958iHbaiDHOoUnkkxyUh9UIYOBSPlphy9L0Gk2I5ta3SC/qlPwDem0O//+//8dzOgboAz7QOcO/fBkUebt7Jl+yEnuiw8zw8TYgMm/Iy3zD8PbaJHdGfi3AkpfbE6Rm/qhOvYCl6ZlOyhCU9M0DYBdDWpnXcks7yXj7fb4EfwT2I8KQNycJwBGj3gI+bokjGjfm7J9W0xeJWL2tF5HUwoD8eizFwm2nPLj+ahiLp1gpJwRhx3617EIz7uEQ5e7xtqGB0ZXnC2qJNWSMgv7xgSBcM/9QNI02qYMuhl+VzBxCD68hT6pd5Es64YKGNwEcioi/ytMzMQ6BPnwWHgR9tRVlYO8yzTQEQ9+CLRD4Gm5+gxo676oR6OHMG8BkFsloNBXK/BVT4muXwQ5ftPk/OrF2zeCzbBUzzY0X/AbcnzPnCW/9yWvpGPa/BE7sCRf84ppx5y255z2mRwRg8BzqsgM9vC9pHXCd1Ulu51YisSNIPHn819W18bIAe2xM7B9/efgjf4kx9sKs/KSTBCJvqQVvY36FIObcY5suprtMn+w3VoxTip9ajDeb43HbdDAJ4EhPQBn/CHb9IPvOFL0KBP/YR+kDMAtm4dIye8KGvRz9IvGE880ITPMT5IjEnyAkIpqPvUvPp0VfvDUmZ5oj8mQKTgt8Y3gBn/Qa6sK+1Heei0rkKxHfqChnUu5fZvTl2O86oVW6NTaKI3+gRokXtaVLR+CJ36tkTQfi67IrSFP2xj4hy7o3vsVN7O2NiObj4oxIdrLsmXr+GXOeVry+Ol3adr9VbWQjc/K/6GLMZF7JExDf3l81uP8WlpCMpiseeRU8jKDgU76GxozjWP75FHX/UBHfqm37JKXN5XKkqt38XdG+wO1guHqgOCgeQsFwMymPNMy2BNoEEGlGzQhg4BxkCGE3M9AkwdEOG06V4nbWJwJvAKugSEZgehgHMKHjxNWremzWlLgia0XdWixxacg68KOO3KGeCnjfdoQpbKE/JCK2b2aaA58OEbHtSVOYMXp3cABBDWSYSrOnQ3DSSObwXnOqjUC76LrugjB7OQrwb5kK9OVA2UyCS/BNhYxaUVtwMb+dANus/As5CpJ2NTRl/RX92FQHfar7VVlgU5SPItnQCeGnyVA5kCBNMEAFrYnoCZbUEAR27lpJ0+56SUtsgddk5b3tRD/4AB36nOdFu9wBNy6iOco1NkgraTVY7VB7lyUg/A4VXJAig/rraGoaEO8TtpuqOVxwz0oK8+9WV0Af2eLOy4Cc7IQTxBb9AyxmW5ow/8LYEzY0s9MnnYk/C3zA96gDYpTy4tI0cOEzqlDTrP/HmMvMY66iCT+oA+PEs702zpZR6hDdjax7U8A/PldiVOtgsa6cOD8Ypcf9O/sUXGuWLHsqOQj3OdI8cxdipAd0FZhIZoBNM6SB1MludOqZfPzx5Hf3Evcn5KFMf47d/P9zBVJPllQzQBvQl0mU4+xtlI9KuhMjiXoPNUJix1VaUzGoQjkFewgob0cVKDhg7tgLYOAcItIuqiEwYkOXXR7VQ3gQk8U46DUccBwTH84WDQgYbtaWM9+LEefWW+rU/ONQIq/gBN6TMIaV/uhc+6p7+gXQNzBJe02ig0yuRHB0du6Al2c/915ruxrTfXs//1TFkbwDeykMJeFZwzjawbeCOg0I6gY5BED5RBA57RP6BAfWTDJ9QngS7TP3Tsig2/qn3CD7raslX2BXiWF/jDLgHO1WeQlQkxPJNC3u8/RVmPT2RmLCCbtkcn0IE244f+SY4jY4jn1Of1EehTj5VzeSBS+5VyJgHQVc9hrzr29GfAFD7oA51Qh3GrrOjKMdKT50gZvNDHNO6rPzNuM+ggE32iI3SFvBzrG+rKnbPMA9eoF3ZwvFR7Y0uuQ4/kuKUc3dKHtDPNmGjUlS71SPo0vqG/IhvtpzhUJ+v4BzaAZshW4zIraexAoo2+Q11owo82j9wxU5+3keaS19kH9pevx/t22wLU+ToTUGyBHMiP7+BDMXbS4kI/1D7IR6L81oT/ahOxeJUHA7UiHRsQcuf3YkiaOFmhWQYVToLycPD+wForOCv7lmNWszgSzp/BmTLookCMRxBwkCIH17mG4XRy6hOsMDgpAki9PxsBO600qauTU9cBjV44p48IZM1kI+tHPiKA1FUGPHIO7bx6i8FCMKsPnznQkYG6bbJ+tj3HtCM4cm8tr3jhGeeGPvWsq87I1W/Jy+qAdnE7YzHzr4PvzuCMvrCJKyf9Bh7UOXbGpgQokkDgQKI9dfULcoMdMnNNW0v/aA4NfA7aBFODMbpFBgIL27Pk6I7+sB/t4C90Xt88oDwmUnXlDI2gW303846s2L31BegKDtpTOctKs4xP2lIveKhPctMXdBlnPNUdK9fw6Wrj5N88VATdsFOdnGAP+AEMtBsyGEipiz+hL+qgi7glk+iif7cylQ0QpS/PyfMOA224HvoSNGsOT/SV23o8tal+gX6hEZN9tvHTVv7UR/U57aaf0o6k7mNMNbcVlKHnY0x2sk3wa2hPAF1jBfIY48ilCc/xpH+Ac/laGBNpZKWNvg9daHIOj/Ac/dRbbfAgTdq2Oujxfrls7Tv9+tv1iKP6ALY0NiGHsQsZkM1EOYnyeyTGCbuwK1C2IBipSqQyncqAuYy055YfzaGDw+EIGKvco6gzqN0B+cyMa9kG8COFs9XtMQyB4+FgOBsG1HE5ZwARYAgCljuIoIVxHaABVhWcnTUHuNbtWge4AxC9kGiPTluHy8DMNeyF49MeIIkBUrdWYxCkAGU9B7pBGRrIQUI+ztGBzmoe9SswYy+BGT7YPlKH6I4+kCMCKAGt3p+XFufQC/3UiQSTmlne8pTt/h8prAehNkCP6jXs2q6c0z1e6mb7s3NAmbqDZ64jK4CDPJyrS20X4Jx0P8u19L9eOb4F79DFnvQPfexCOQl+0LF6xv7UN6l7+Aw/qMDMihW+BQF5J0cW+ggfqKtR7cV12tiW/pExj1t8n3L4gy94wr/JaQcNtpt7MtOW1R70aI+dkNvx5TixLTyGDM0kn3r0Y705f5oCMfyY4JN+6BM9tXajf+hpX+2hXqBDO3mmvtfgkXOuQTceMO34BNfhQR0jF3ZAB7QnhU3quIQX+qAs8z7Jqq2rThmnTOC0DfzS1rGHDJyrT22sL1O/2KfeCqpvsDjZgX9oq1OOw/7Vh+QX+ahLgubEb0cn87X1uJ6vXR9Ll+s+hU20X7FdmbgYL7QLvJNyOdfOpoiLCXM3t7Y1PB3TGY7Rduq1tvzsOX3iBBiUAZVnuo/Ywr5spPlemQNLgEG+cDzAuoIOfDPzY8DheBpVJwfMdVbk5Drn8NCCK7KTcFja49QkHIa+2/qc5zLq2DYCK0BY37WNAZBW6g6M4DOtBHA6AwE5yQGlPiIY1K3PeA3j739/ulfnwM1OTh8TPz/UQBB+Nb/WAZ8RhOrWGvrM29v4AfcoAZTrPrEexKGXGuTzoKLP1h/UzezP5X3nsPWvnqb3Vx1U1Mem2Bb9IQuJfrhWgjw8nQsg0MUOBoUIngzmurUd+k3+kvmmTfBZH1wKeVPAhj/4hF/sTKKNAb9ne+stAvj3n2Ic4I/4AGMY34dX+si8cg6P1At/Sc9dZB1Nt5jSqhk94FuMk1g5P3+O2BEyJHCG/+j325+v7jPTBzaBDnzJn3rknBR2S7oqY7tMwLRz0XXxYwHOce54oR2J6/BNG/TksxxZZnkOH6rjMuim1WyAXQVnfUI70z7G+oavoW92ueAR+yCj9kR++sKXybWvubS9LSLfxiFy/Au6jBXo0EZwhiY6kWfOpVnGVh0fmwuy9biWh1tyfRYa6MPxhizYSt/iWN65Rjmp+MB5cIYW9rA/6LlYnnIKqRSGcUviBZ7WxilwKBKz5RmcH2OMLUMaLNj2w2mykVAcWw7qiCCB8+F4DDLbUE9lUx9dOujRLYOzHTw4B4EGx6BfBgNGZ9CQR1nzYEbvgbAwcF3x0ydtKYPPCDRpwHKdcq7TH+cOFvoj5cFFPa47uPQR6mAztyfRIfIgY8hdAT7rRfoGrRj8dVtVnbcyQ3frgY61Pdd+Az34wX7ohYQN4attb11BljbwFTr88hRPtCJfBJ201cjADX1WYKY/aLW6b/ubzzsA/ly2Z6FtEIWv0GelD28CwcRDHezYRz6XuxElEMIjdbQFOoFn5CPnmjSQjev0ke0PDQJyXjmz8kVu2nJdXYR96+psKfda9ugvPT2LHZBbneJzjD36Dl+vuzLwF7Zd9WPwL2NNGdGn+iUnTfZ2zDx/XsSDsEGddKrfiYe02sUujh34lndXzjH27aNunQuG5uGrKUbCNwm5c648lM+6nSeE9IXOSMRYdGesZbsa0KUtPCIT/QOa+hZ5jl8x1n/dfO/e21HPn2MLHJr4gTxH/Exb3spGnz2eX6oM3YQu6s6ZOoC/sGt6KAzfynGE43ukiB11B2QCZQ986tiBB1O9TrfKe3X3lOEAKIO6zoaL066D7EsYC6fDmWKAp9eSDIgRYOoXhXBmnJ1VHgHIaw5IA1MM4AroOCxt6Ed5GCjIjx5iUOLANdgQ4CLA1481EPh6QAUv9Kf94BdbQZPAXO4HLoOyAdB61HWQkxuYocvgBCDQi3JSRx1keSiHj5AfECRQptVkPFzmqiVNACfaNRhxnyzTjYdbkt7U3zJf+w1yFRlmcEbf6GjZdr6tMdmhTqqwAbzgmxxDL4OPgR1dkrhOv2G7qzxjlzVAwRt00Iv0ybltEeVpC1vwDhtVQKQO4wv7tz4H7cw/NoVfE9c4xnc5xp7Rb/qSG/Sthx/k+4f4OX5Ae+hYl1yfKbr34yDzeKAcvUFbufEfErTwW2xBYptWIKEc+cM/vbfbWYnJG/xRnz7MOUbfxW6zTYJmndAJzuFDVcfhL2m7X76jTp30qNugPY3nWW71LS1yfAl9IZvxcc5/rGU8iV7pIG9a8fPeOc8kMCEgEavIAeR4jc1dPNo8fw470Zc8oBcBGnAmUY/2LErIoQ9djic/q/SCZgU0fAF60sa+lGGHzPMkizK9UA5Ai0fwhh7QP/bGjtiU3ATvHp/N6YM4RA4Nxtlqa5vCCCrNMpsyGpnLRHtu+dEcw4Rx6nbYMcPMg+dYu3lA5HYEXu+ZTgOlDvgYtPWD/F4j6BkkHHgqOZywfnUGIxownDU7MGjPVi3OjUOgV9qSRxBIDx3Ba5m4FP5xJs6pi/3C0Gm1Cj348sMQtqeMICmvOAdl2CHTD918eYqHjWzD4CR4IVP0V1+Byu24psPJF3Xhk8Co7AQp6FofHaMncupHwL84MHv2p2xZLu/6MXwgQw+crRsBpAICPBmsmUgRhNCVvEMPnkkck2gzt+v7W/a97rFPa9en5NULdhXkHD/wQuIcXgEtgif8TgGz0aV0Qhd10iUNfYX28uYOEXXQHfJhX+hgQ/RrO3UUfdQtQvrBrrTJdWnDOHAlp1+FD9WVFm0EeMYK9eGNFTvlwVPdHaGdZdCS/wCABBoBHMS7uoWs7aBV7C3glfeVoZnrUo8Uvu+q8VdPwRcTS3RCCnnqpIb62AhdTnxVu3BNP8r9oMO27h4wY0IOcNIfvOcETXykpYss3K6y/xac4ZFJGLZXFugLaguadZJgbAj9pXiKrNgqaDa+2fL1sPPK40S/fnEO/Wg3+My4hp8gSy47exx9NJhLmYvmyOmQDmJA1EBqWe64V5avHz3GMDjyHmebFDgZchmE19fPBUVAAb6QlSTQZmdi0BEYCBAEChwUh0Wx1I+6DYhBE0cl0SbzyzkBwf7MCUq0g6eyNbmU2dcAqM+AMtCG0X3P1vt7tU8djzbaHGejn7z6kT/4pX/aUYe6BmbOI5Cle9oGavVAXfoiYWvAAtpMVKQXATVtmyJHj7Y8tQC8LF/qKProbEfR59yu2IO6EVAJ2PXpaHgpwbrQxVYEIfRAXeTC3sirnAavaLdxX7Xtu3cOHRK0SdgVO5AWYJP9KQDI93rhefneq/3A/5TSD1PwZQOqdckpo390BC+CLbxAB1nRjb7NeeiyrgrCNytw0kf48/PyewaUOf7wfWXmmL6hqf8Eb1/KA170Dx/4MzagX/gkMUYWbZ4/T7TwAeoLRhwrSx4L0KGcetqcHDl6sUtdUQe+4F3d0Ua/yPqlD1ap+JL82D7XO3KM7NCFh0kGVmvVXnlHTbqAM2BLQh/smLh6xhepBy19nGMT4wKarf9Akz6xIwkZSRzTljbE0radPL1kTozCVugen4XPjGvIgV5y2T2O0YV0J3CWsBfIYY7yXGa9XJ7Ljh4jJANx4dxf/Hb0EryycRj8rDavPxy0TSPTy8c4CcYx4DhIMFAEpApiOK6OxIyfwYaToTfqWd+Biaxs5xq4CriUoMl7nvTLagN94BT2C70IanVlQ7/0xW0IaDLQyalPvyQGDWX0Dc0sH8fQx1bRR30YiLoRaHKQN9B+SU/P1gFmX207dBIy11Wn+iAI0i+rnsxPyJdWPrk+bdRpbhO6e/4xPpCxLMfeBYxyOTTQh36LTwsUuR7H1A3/r6sp5KQsVvxVN9iKhK1Ch3WsUJe2JGxAiiDc6LTt89J58F5XnOhGfaHjS+3ma8uJiuX4IXwSEJiElAA0/72JetSZn5Iv506oDNa0M6iQSx87UFf90Ic+E/pNXzvDlwUDg2Hhp/po/Wwq/jnvPJVPkBI7WIVyTdsF/Wo/fAia+B72MsEX9bgWeq3+yjl0sNs8VtMtAFY5VV/Yl36NA7PsJe6oY2RDdnTGzpPtMn3ahq3rLkPozfvX9WFZZUQW+IwxXPVYALTcGoOOE3liDu3wf+SFB3hBv8iNPozb0MQWJK5ZH9rwDF3qM9HB/0ocKQ/ESZM28gINaUszdF0nB9CDDvpBF1t6bPVaztfjfF2v7/vrerO9ik2egid4Qyck/RE9hv7vtHLWhjEO067SJjjbQMXmvBhs3nfP184et8qaQLfdckhBTnBuHbyldfW80wdOokPHIKmBBQNhHJ2U7Vn7x+kYeOQ6KvXRF8Z0QBXwmEEEYCZBh6TzGjwIBAQYt5Pt31wHp0+DBs5EfQcSg0k+0Uc4XX3HOdrV1QAy53pL3T1N7Rh8BlsBNNeFPtetgx7UAcF1+Y7rL2MgKEfInx7AgBZyZF2jwwwaue+94IyvwvuybQmQ8GpwRAYCU9mOr4BQ/RBeqeuYCF3WoGYwC3C+YeWMXvQr+9N+Le+9c3Qdzyh0eAg7pUkIgRt56VNaoWeelK+3CvAPrhvkyQ1e6CGvNmkDOOgv4RP1HhsBGR82KVMJgnPA1w7UQ/6Jfh636YFK6unTtA07E2DrZFV65ARErkMXXzBHvrBbeg+ZsuCh7qhELKhPjy8WFylGoUN1DE/oinaCc9su+kg7PPBIn9ifa6bgo/Ic9JtJG+M4XtesOmL8tPqVD/yXa9CmnX0IFtTLshJLmJgCttiba8hlQk7KpSk9eC46KNhBOWX0j02PAfMcP/XTfn4MnKXhE+2hs7BH8fHwpcqzfkV+a8Lv1Dc5Y2YCZ06yc3J8tEONSDsD1jQQ0sycehhGp1AhbypPW2UEFBzPwYVu4D8Aow5EAhYzVcoZSNlhOd6WdZ79zaD4FFum0HKw4MQGwMwLtDEmgwEDW58cMBGUpR15vY/pYDLf5rHMKrGP9OlLGS2b7VdmnfoA9KmL/pCDWwHyYxtW09IhaGf6HCMffmV9c4DD45L7edd5UNKXdlFWcvjBtrm9kzKCp/LBM4O0vwIussKjfmIftIcO7fYFnvVHKWgH79Ikhy42pzzzvn08+5h10AkJnSsnNDlGXsrxHevnvMcTfNEu8wR96jIxwBehSUKX2hcb2H+WEb3h79CjDfniXmYCwNAtE4+0e2U/0Mh06av0VwJqjJu6gqacsUvf8Nf2h3yZlm3pK3hI98zRF2XoAHlbGemDdj29Wt825DGpYbJbJ1Kee83YBH/SnuLTl6e478w5eoS+fYTfJpqMMcrIkdeYQDsSdkQmJl38GETbcI36tEUv+FLhqX5/3TcY6u4ZdUm0hyZgn3XxusfzeFE+9KA82h3fOoOT6DYnaECTHP2puwmcmQWFQRIoH+kYZ8FRymAonSMQzhTCJHCGAWhzvZ2dvq5RZhCCD2ebbdBFTxgNORyU1Ad0KGdw5EEceqnb9/udsAC0zqHjQ4uU6TsYXIkwUByYmb+sW+hlGhxjD/org2+pC9pCywFefKPMlumPdvxhx4BuAIA3eca58Q/vORfeZhAlGEIrBnp6j5N26Br50DGBQR73gDO8Q7OVl3Noy7P6gXdsKN/oivb6qn1bH76hQ2r7sN2WHaRxKYefli4gAl+X2i2vzXrO5dgNvpWVXHlzvfYYP6Bu5gufQF7uLeYVYTzk9WXpzwSgdhIrLXmRD3gsQDkHzZYfztUxwR4+aF+2V4ufSpccf2Ic4/P4KBNr+ucatqc9fTJeneBCTx5LXrbcsY8PsvX4crKZ29oHfOQ28p1jCDxhowDkumrn2LHV+h5t0S02UifwZ3yKPiqwhC4SOGPDEu9KDEdmEjaAV8c4Y8BxwDV0AF3yoFFBOviuE1fKIyWa4E74St4FSROvrJvXOM6+BO/4DHr3OOMd184maaJjxgb0J3CmwAt0wDGK3dMZhHUUjG0bywVonR+BMCQDg0D9Gkq/1idO7b01nBOnIwlgOGRsGzWORDmykSunzlsCzBr0Nnl5/hw8MMikC20TfHFMDl8cAyDek9sMGOldPts7uOhnyU8K6s9lFdjywjkJn4m2lb7lBAt5pb++zXmdZn7Xm7a0MYhxTlt04f+Cl3yq17Jynm6LYJ/EDzTatKCTdGOf1OcY3RqQaMMxD7AQvOGLeugRnrM+A9QbP1n0eeEafdA3CX8ieU5+nU61X9qendokWZURmh5P9dI9/JC/+oHy4ntZXp4OntsWu4QvPv8Yvok+aGvSN8wthxf0qj+3NHvnjFsSY1ObSI88685j/Bb+suzUhc9p4lZ1BeiR9Evkpl2PF8rQ1xTg671v+aHdQraOn+YxYDtz+aUOwZzznOh3wVf4wPJ/2dKQZptzHT1wTx9ZnKgUunNsILZJy7yllc+lueDvwjh4rXrs6ME3OgbbFpOZaffwPChnrMSGgjTlEzhzoQVnymx8KReEYZzgYV0GLddiK6beswWgI8hUwGOWjcGd4b2WEfr9zp/5YxBiIEEQB1wMrDoQcTqukahv0CJQ6OAR4HTEzjuYK16ef4xZL/aBPjNx6EMbuuRcIwFEsTrvvEOZ6cojjpeDK/R8zSnX95gBb1tl8xx5rWcZ9A1kHFMe4Ny5/0lbVjC2xU9saxl5vpdmf3PeAecEcLSXD/jnvL3fZV/UM1EWwW7j3lgOTtpd+qsgqe27+RzwlIm+oaW+pautFv60ormmJ13yVlbOkVnapW7dqagAT3/K28pKe8B5m6fyTjO+SpzAn/Vh5OKYMq4Vf+ad3fm5jsz71eP0zi50sy3pAz/06WD4xdcAXnWive3Hcurpl/IcY2Zj9YeuqGeCD2m1vmw5ufzIdy+nXh6/mXZMkjZ4QiZ0QiwhR27pQxP9EM/JY2JVgV1drPMyuWZ1jt2gCZ2WJtdi96uOo7cZ953ol1w50Ad+KaaJc/fI0UsGZ/qYwJmVswMig3I+3mLClbHbIQI0HeA4rMALnbJtpMFw1rdsnOCtAc/ZUZcGDGdlIJhqkIwg9fxjvaeSAmV8KCB9OGAVVGf6gC1p1pUPT5SguR0IpUG/qe/M26Lf9DGI+iR02TYubUP2Rf30G8cLQcCBTPtYidS68aDRX3+qT1yXwR36a/pA7mKLrN96b7mxj32tcu1S+w6dTUA766crY8NPSxtaObXXH3Ie8ug/M/9bfaG/xW5CRyZlKD4s7V/G5CX8YNJ16S90qF6lt1ihX+YLXwh/sG0dJ0HXskt52LL4bPbTtQ4SH1/KO8joY9GPcpjTb5bFcnOue7wx0Sx8lB9EZJ7ClzPtLGOiKX3tYj7Rsu6l9nXctx8tggd8vfV3ymOxVK+116e+c5/1WP5yTv2JZh3HIX+n/SXaL31tHivzAs2dX8FZ3NvCxb3lQa+CM204J98E5z2gbOcyCTgLzOR0YkfMOlxZcw2AZnbVA42XNsSj+9NZl/081Q//p8BxwmH3Ofq5PgTPvJLe15+Tgk7+XO7hQUf65OhoqZ/r5zGAJsC4Xn+b/jn9bNObeblZX7v0spd/6s28XTuebDK9snasfRnb19scAYAVz8+fy+RuY7Ibu0gHZG7p86R7LuvaE5C8oY8WOG+h1Wv7aPq9Pt97WdYZuwfgFTsZADSrXDAPjCQXB8/mQSeBs6voFTjnDvYCNAxmJgVhadGZ4Jy3gxD6/RoxzdivbvnkgGggnR9qWuugDWjteaa3dTz3s6a/1cby8tQw4FdmkGf6ryuLraCFzkgG1S/97ejjvCtDyivt7YmgukpttvhuygnW7d+VYmBvrYya9neRL90Tvk7voC2rHAFKuydC9nFer305NugFX/XadHzclvNgVPcAABHsSURBVLnPmJjslbe3gl3YWX30eSqr/v61zBP+e3g8MrH6zXcxgYmJxsovyxiEbgakZb+Vt2hb9OyCo/X9bruFLvbI+fp1JpvU52DALcE5Vro+RHdncA7aFagncBaIfTAMQPVYkN3KW3B29Wx9zqEFQAvOzEQAZ7+u9S6NWlcUZcDsdKjJwWv9XQHg8uBe664GqlVfe2f4tf3zj9cH7E0Dr/QT+qtB9ZAud/dd5Yn669eVtkF7p02he+PqaW1DaKat5STrevWW5bvGM3Wv1dm4vsHPih71qj3volv4nXy5x7/y53xDhrOyP7CdQHDd94/KV8C80C8gXAB4qUP6LX0vy1d2DR3IQ9HvoUlMT4ePGDe9fg6WaRN0sLVyBvfcGRbrzuTiLBgsOFO2AOcMyB7v6UxwzvecY/Vcv6DiStocYOZ+M0JPW2cHldd3nLc6IHXoPc6vDLlNPvZ6L8/1PO7Vu0eZ9Mk79K6uJjptenRevSzf21bma7xbz3yr/obuVjIXOseC6Fafl8rl9xhfs/1z++s0AhAuAn5Lz/NLMly7dp2vWZ4eLXnIdCzr1afMutfqbbW/V7n9y88+uiVGzztb2Q8BMdMRgKeu7S7rex+PD6NRvwkBZnnPGZwT8+4BzmAtwCw4g7nQncAZpG6B2NV0W96ey6jlgrDn5JRZLjjHPefpY/GvbIRVQLwnP2cGRW6Tjy/xlet5fKn+LdekT96hU8F5vcrr1O21fzNlA5y79g376APa1HNzy/v5DM4bPjRt10vPvE9vm89cf6uvXOfSsTxkOpZttbPutXpb7e9Vbv/yc4RuH5wzyObV5jVb5Hbz5OUIPw+sG7s0M33w6pHgDD5mYPZ4Auf8LdQMyvk4g20+jqX4D34F57vpoTDKlzOL5dPaPMZ/zYjj+uwkb1cX60E/g/JyUJeBuDc43NL2HnrLcu3l+R79fi001O97l/e9y3Er/2fbn233Mv7Cw4S8bgcwc2vWBaaLUV4jzDh49lgwZgUNDTCTsgmcXTm7xD7SEcwGQNfvIed7zrxKFdei4/qOc31am63trftqbxeIXsYx3pf8DjLyVj+3AOwtbVs+zpxnuXqynaE52sw+on7fu07euxzvnf/H+Y/3mwXneFq7Pgz2CHAGlL2lPIGzn1njIglwtuI1oAZ8Sc4srG95BmeEQ1AEY0YSn/pbBfTHKXsODKOPoYvhA8MH8IGPBk7X5Ll2/fZxwX1qtq5zenPb1xV32qfU4Z3Ex1LKdvb8fXDvN7PoDBxLH90S947m4CwYSTuPFz++8ImxvIIWsK91Jgh7T9n6rpoDnOu3ta0jOPNFKF56Lw8d3O4UI9gMHQ4fGD5wzAceD1bH+LnVftfkuXb91v5pv9z1AqTfbozv64NnojI4Bx7Wh8HANMC5vF512+c7WSkHvbow5pw0rZx7P74QZPfmeeUsYOctb67nlTPgzbbByzruLY6nEclvoWNb6Xl+JLftdV58+ML8rc1g4eu+q5e9urHeEb2v6xJ0igzra7v8ZPFk+16enuK3m+1HMmY9Sod8D1+X6hVa9FX6u1SXvkp9blnt00utv4vPPbJs1dnq55o8W/RuKw/dXHxa/Sj9AojbT0HPgLn/4a25DfwWe76Ovvb58TGdlQnDU7wLPtF//hyfpwWYwShwixVzgHPd0gbf5nefbwdnVszuVEN7Ac4so10pUwlApsIeYPYVKlfFtkEwwRnagjN0WTn7rdnFZ/IePkCPGW8yWPDl4L6Xc0rvDE+2vc4LA4rBaL6U6Uzf920zD/jrsuzjfa9urHe7PMhwemXwQcE57LoLfO5nh8v+sdUP5bf7wGEauycve3nbB87Ggn38fmxwRgd8pIVJp+OXfyDwPW0SODUBcwJosO3e4CwoC9LTyhlAtZBKHlPO+aVcMD6b9/9SVByyzPBeafC8xoAdfb5CoDRot/neoDjq7Qv0Q09DT2/PB7ytytPZ/niHVTPADKaxqHT1LMb53BS5ZWfzjLUe/+53v5u3tSWc0ZuKArPXH5HH+87MsFlBZHBq3jdbXMv1xvFSb0Mfx/Sx8DMB+u0FkeH/wybDBx7nA/5m1OehXhqcwVvw9U//7E9mYGb57Ba2YEzOVjSVc1nv/FbAZpZyafU83cOaQOdp+rrM/nsnjzPqGDBDt8MHhg8MH3gdH4hvh/P98Db99addnx/mmwzgHzjkipkVcV4xx1PaPAz2/acJDwFvtrdvxT/bu2qGl2lLmwOW0a6UrcST2wKzBB6Ru7+/WjlP/3FtVzPtvRWuv45jjH6H3ocPDB8YPvCaPlDwgAcQWazFgs0/qbEju9gZW/L5d3/+i8W/p30OCnAGJH1WqgXnR+Ci+LvY0haleWIbhnytisqAsYxs5bcCttsIx5/cbkF7qfgxYIY+hg8MHxg+8LF9gAe5ttKW7cEsX5UC80iUgX2umMlbcAYDfciZHNC+Ff9oT//gLQ9md8GZSnQuOAvG9+j8Eg3AmRkLK+j/7X/6r3669R+sWwYZ5R97kA77DvsOHxg+0PrA85//k59I3FNmAehOLVvYHLs1DQ4BkoKzP7rg3O3sFpjvhZGCMwDtYnmRC852uDe/BLzXrsV2wQ9l+yBmIt98G7MH2sGw6RqdR16Hh0fSH7Rve0/wnvrT39hFYiAzuybl49659d5rjrzy/lrH9n8m38NzS5dv+xOcvdeYf2dL2dFz6Yx81ukeXfhK0tn8Uh8s+rgOAJPANMc42MPKODAofSQLUI7vcdRPaRpfaGuyDbnXb83x4e6q2fvOdADzIDjpJYDJ7YHIf/g2lOjeP4pVwfnYQWV+yUD3vNb2x7n8jeMyEN6jHrRh9jsGM+cO7K1z/MtA/t7yPKbacaJO9pa39Y6eH9Ud9G1zra9WFm+l2a6lc/RcOiM/BszoS12fzbd0ro3JSQIrgCwoB1hXYAZoXTXnHBwEF21vGwH6VlCmPX34yc5NgG6BmUYwI3O9/FbmFNItA/ozIKpUFaTSyvtl5Tvdgvo9c/rfS89tD3J0kc81uOXmlpsr18jLO4UvqYfJ/+rTmIfP/fFL/XrQXr95E/WUucd7/VThis9eeaXTBi51ebW81/+lssRDS7s9l4ec5zp5vOZj6uuHvWPLRl70dEYPtJkS9tauR/JMIx9nepd8yXq1rXgGxgjsOee6+IN/WH8rF7vAVm4Zc84xE4SgVc8FZfPFtjYnVHa1jANvdXjPcgySZzL0CziiEHL5oJ6Dxc+Akq+CxzVD3Pm6usgDm7I959ZTrpG/Q3Cur1fghwb9yN/LucGpl+8pq0FtIXvSicG3q5NUb9F+h+6gu2izda4MW9fTyskYcyanjXEstx/l5Z5tq4dJR9jnTMLv6q+Ks96hO6W9dFMbYjBxuQfO4JHXjNWcX0sAsqBMXZ/rEmvJN0FZlKYCDXF6EZ9jCG7l1xi7dj2UUD8iztaG2xtuVwjU9J9TzGbS+2gq66VzJxEjL5Op96aH7FNnjq/5997rBgXqe2yey/Lxva5L52yeeeL40rl9tPVyee+4V2Y/xBCub+XU27p2xuajzTIWn9WHiy/anz3OwA4dJ8mZp7A/29ushptk+7b+1KYuEgNvEg0Whtknqd9LgrJ4ChCbKCO1Hx5ZAbUFwVTdzpZgr9N7laGsHihTDkAb7LPyLCNHQUVJRVkvfZx5cSIx8tlub10/+tXZ4MA4cJCeyfHz3O4lz9u+zsrS0jl7Trw5owva2OdWvlVH+4/8PoB7Ro957OX2e8oF1x4oQwsa+DVxCN9ok+1zv1P9er862tbjuJYmg5xfSvi0K+S8Ys7HYm9eJHscuRUgZENX0XQO8738EmN7rqksHw7IQG1gV3Eai1yFefxaOfwqwy3H0hj5egC9dZ3g5/B4Jm/bMJgzrUedL/roBK1DOj/Js32og9X5Bt1Vvcq/dNq8rb+43gnAxpa9+WvFng/R742+hy17CZs7IZvtX55TMk6TC+Di27Tdnra6W+CnP2iTen3nMsYv5y1Ic852vLi7AGNP8kWP87JbpnOH9zxmAMQKua6UUZjnDg4ViJJ0SNt5/lq5htfgnJ89tt3Iy4TnpfSgDc/kMfDqrDyOT4K0fbc0KL9UduZ60KvAZ79nc3nLfOTji9cNXB0Z97abgt9WkE999GQ0bhhrjua2H/m53bKeTY6U9fBJ/8vg7HNKxJR8THvxBZ+jzXTPugI01zNAc90+aHMttQte6rua7uGwZfHpzumkHuDwrJp1fIiphDa/xti1624rRF6V0VNQVphKJ79G/9HXw3B5lnXg2LaR73gIZtT/BzFw7qkvaN2SHLS35JNvp4eX8ni497F+ZL+en82z7EFTX1aezjn1or9UR34Oy3tgzE19pFhDHBnpdXRAfMYmR3PbYDeOzVv7xvmFB8NiMlYnh60PLB4069E48J4zWEoKmt98G/eZXQyTe9xicZx70TxvaT8S4GIgKngdMBpqUrQDuBlQzIJQaObvpc/hkSBzr2Sgk944L09BP0of0j2ba5/TOT6d/fvRx3UM2ady68eHc/k9kNOn/a/GeEtnr36U62DeBuRx/rIgrf2N+Udz7SWdVY4/XUiAM31Kh5yVNSDK8QTQDY3w4Z3g/Ad/8I9jpSwwcy7OdsF4q9BGbm0LfK6iXY6be/1R+dTvTkU8io9B9/r2zdDR0NHwgeED790HAHhkaPOeXD6fBR7m3WZxi9xrGTPBX7F2C4tX5TYgDwbr5yshTEcyw7XMTI/xUTYG6vCB4QPDB4YPfFQfEBeRj+Ne4prYyWtTYuwKfK8V5IZ05JI8M0FHpo+q9CHXCCjDB4YPDB8YPnDJBzIucpwXrGIkOdc2/zp1DZTz9QzQMAZhcjtx9Wz5JebHteHcwweGDwwfGD7wEX0ATFQuwZhzsVGsbH9skTE2Y++hY4jQEYnO6czOM2MyOPIxCIcPDB8YPjB84GvwATBQbPQYucVKrrUr5rsAsyhOB25vtwx8DQYYMo5AM3xg+MDwgeEDPR/I4Mx1sFKczMCcQTkfi7OHc4lkgIYBO+8xO8qGEw8fGD4wfGD4wEf3AXeSkTODNMcZmAVe8ZTzfOz1Vb6rUvprFcD80ZU+5BuBZfjA8IHhA8MHrvkA7zxTB0D2HvNdgHmF1BcKAHEYyEzAVAZrjj2n3jXBxvXh/MMHhg8MHxg+8BZ9QCwT18A0jgXhjIeW3fS61AX8vXoJgObJM5k0h2EZJX+Lih48jQAwfGD4wPCB4QN7fUBMo75b2JaRUyYoi3vuRJtfBdVbK+SOOJbBlrl8M1xh9ipi1BuDZvjA8IHhA8MH3ooP5BUzmOequcU9F6xgY8bKW3F3d/vcKcco0NkC3w31XCEQ5K0oefAxBvzwgeEDwweGDxz1AXeFaQfO5XOOe9vYGSt3A+yZilsdZYAGkPPy3uOjihj1x+AZPjB8YPjA8IG34APimj+tAIwFaHeGW0wVL83b63c7twPzHmGU6GxCxhGK47eg4MHDGOjDB4YPDB8YPnDUB8Q1d4PJTS0m5vN83MPMu5e1HeZzhGbfXeERwOORj0ExfGD4wPCB4QPvzQcA5wzQvVekMtCCieKieb7+kOO2o/bcTl3qj23tMRDf20Ac/A6fHT4wfCD7gItM8i3MA/vaa+25+PiqOUwhnEt/Zx15BqLwADjlnr/VXFm2+PMl9JGXl/Hfsx6wNfyTY29lGcfFtu9ND8adHGe0Kbnl47jE4Y+sB+O4YxxfdpzrJ5ZR7ierM9Dm41cF2ls6F6Td6lYxCO/qOpdRTnKwtOdZea9x3PIFf/DvQOeYMs7H8fvRg76kHbWh/jfKy7j8KHpwfCqP+bD7+5x8XRunxmjHOdijzbnmApFjEtvW5IKwuVjYnlv+LnNBGuWgCJXgucpVeZ6TUzefv8ax/JrDg7ySc46xx/H70wN2067m+lhrU+088mLn96KHPC61cc71AXJk4to4/jh62LI/NgaPWB3zKhR2/1DAuzVbQMieoAI1g8AtA44dFA4azlEqyvN61Pn+03T+zQsda9zMR/BSZ1q53EFN2Th++ysu7OTMGTvrfznPdsy2HsfFvm9ZD9gOu2YbWobds+2pN9LH0wE7t66G9dUt3BrlQwNDA0MDQwNDA0MDQwMXNfD/AzYSOp07OrDHAAAAAElFTkSuQmCC"}}}]}