diff --git a/.github/workflows/pages.yml b/.github/workflows/pages.yml new file mode 100644 index 0000000..a1cf6d6 --- /dev/null +++ b/.github/workflows/pages.yml @@ -0,0 +1,18 @@ +name: Deploy Sphinx documentation to Pages + +on: + push: + branches: [master] # branch to trigger deployment + +jobs: + pages: + runs-on: ubuntu-latest + environment: + name: github-pages + url: ${{ steps.deployment.outputs.page_url }} + permissions: + pages: write + id-token: write + steps: + - id: deployment + uses: sphinx-notes/pages@v3 diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml index 0170cc8..96a2b68 100644 --- a/.github/workflows/tests.yml +++ b/.github/workflows/tests.yml @@ -18,7 +18,6 @@ jobs: - { python: "3.12", os: "ubuntu-latest", session: "tests" } - { python: "3.12", os: "ubuntu-latest", session: "typeguard" } - { python: "3.12", os: "ubuntu-latest", session: "xdoctest" } - - { python: "3.12", os: "ubuntu-latest", session: "docs-build" } - { python: "3.11", os: "ubuntu-latest", session: "mypy" } - { python: "3.11", os: "ubuntu-latest", session: "tests" } - { python: "3.11", os: "ubuntu-latest", session: "xdoctest" } @@ -46,8 +45,8 @@ jobs: - name: Check out the repository uses: actions/checkout@v4 - - name: Set up R if not on Windows - if: matrix.os != 'windows-latest' + - name: Set up R if on MacOS + if: matrix.os == 'macos-latest' uses: r-lib/actions/setup-r@v2 - name: Install remotes R package if on MacOS @@ -128,14 +127,14 @@ jobs: include-hidden-files: true - name: Upload documentation - if: matrix.session == 'docs-build' + if: matrix.session == 'docs-build' && matrix.os == 'macos-latest' uses: actions/upload-artifact@v3 with: name: docs path: docs/_build coverage: - runs-on: ubuntu-latest + runs-on: macos-latest needs: tests steps: - name: Check out the repository diff --git a/docs/index.md b/docs/index.md index 792530a..23a3252 100644 --- a/docs/index.md +++ b/docs/index.md @@ -30,4 +30,5 @@ caption: Notebooks: --- notebooks/basics +notebooks/denoise ``` diff --git a/docs/notebooks/basics.ipynb b/docs/notebooks/basics.ipynb index 1b93061..8d1bdba 100644 --- a/docs/notebooks/basics.ipynb +++ b/docs/notebooks/basics.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -83,20 +83,9 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 2, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "nibabel.nifti1.Nifti1Image" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from dynamicpet.petbids.petbidsimage import load\n", "\n", @@ -120,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -129,7 +118,7 @@ "(182, 218, 182, 23)" ] }, - "execution_count": 50, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -148,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -229,7 +218,7 @@ " 'AttenuationCorrection': 'Activity decay corrected'}" ] }, - "execution_count": 69, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -259,19 +248,9 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 5, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Frame duration vs. frame start')" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -311,19 +290,9 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 6, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -354,19 +323,9 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 7, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -398,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 8, "metadata": { "editable": true, "slideshow": { @@ -407,16 +366,6 @@ "tags": [] }, "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Time activity curve (TAC) for a single voxel')" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -454,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -463,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -500,7 +449,7 @@ " 'AttenuationCorrection': 'Activity decay corrected'}" ] }, - "execution_count": 56, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -520,7 +469,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ diff --git a/docs/notebooks/denoise.ipynb b/docs/notebooks/denoise.ipynb new file mode 100644 index 0000000..0c4b00c --- /dev/null +++ b/docs/notebooks/denoise.ipynb @@ -0,0 +1,245 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Denoising" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook illustrates 4-D image denoising with [_Dynamic PET_].\n", + "\n", + "First, we download a 4-D PET image with its [PET-BIDS] json sidecar from\n", + "[OpenNeuro](https://openneuro.org/):\n", + "\n", + "[_Dynamic PET_]: https://github.com/bilgelm/dynamicpet\n", + "[PET-BIDS]: https://bids-specification.readthedocs.io/en/stable/modality-specific-files/positron-emission-tomography.html" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "\n", + "import requests\n", + "\n", + "\n", + "outdir = Path.cwd() / \"nb_data\"\n", + "outdir.mkdir(exist_ok=True)\n", + "\n", + "petjson_fname = outdir / \"pet_to_denoise.json\"\n", + "pet_fname = outdir / \"pet_to_denoise.nii.gz\"\n", + "\n", + "# we will download the PET for the baseline session for subject 01 from\n", + "# https://openneuro.org/datasets/ds001420/versions/1.2.0\n", + "baseurl = \"https://s3.amazonaws.com/openneuro.org/ds001420/sub-01/ses-baseline/\"\n", + "\n", + "peturl = (\n", + " baseurl\n", + " + \"pet/sub-01_ses-baseline_pet.nii.gz\"\n", + " + \"?versionId=8Qon4IjB8ejnZq7JgCUlFJhLUYSG1zJB\"\n", + ")\n", + "\n", + "if not petjson_fname.exists():\n", + " r = requests.get(\n", + " baseurl\n", + " + \"pet/sub-01_ses-baseline_pet.json\"\n", + " + \"?versionId=rLpwPCPOzgW1MduO53VKxsKGuD5K0j5R\",\n", + " timeout=10,\n", + " )\n", + " r.raise_for_status()\n", + " with open(petjson_fname, \"wb\") as f:\n", + " f.write(r.content)\n", + "\n", + "if not pet_fname.exists():\n", + " with requests.get(peturl, timeout=10, stream=True) as r:\n", + " r.raise_for_status()\n", + " with open(pet_fname, \"wb\") as f:\n", + " for chunk in r.iter_content(chunk_size=8192):\n", + " f.write(chunk)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Denoise\n", + "\n", + "We read in a PET image and apply HYPR-LR denoising." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from dynamicpet.denoise.hypr import hypr_lr\n", + "from dynamicpet.petbids.petbidsimage import load\n", + "\n", + "\n", + "pet = load(pet_fname)\n", + "pet_hyprlr = hypr_lr(pet, fwhm=5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualize result\n", + "\n", + "We inspect the middle time frame without and with HYPR-LR denoising." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Lv/RLv878V71er7/hDW94wZ9761vfWs/n8/XXv/71R33P7/fXC4VC/Q//8A+P+3Wvv/56mWp/rK9vfetb9R/96EcNjz3xxBP1f//3f3/e3+nu7q5Xq9X66173uuM+jkAgUK/X6/VqtXrcX/V6vR4IBF7U531eZNyVc59isYjBwcGj7Dg3btyIT3/607Db7XjrW996lo5OURRFUZRThc/na5h4vnTpUlx55ZVIJBIYGxvDpz/9aXR3d+O2224DsCCPeeCBB/Dnf/7nePrppyUTXigUkMlkkMvl8M///M/43Oc+B6vViscffxyhUAgvf/nLkclk8LWvfe2Ej/Hzn/88fvnLX+L9738/fvrTn+Ktb30r1q9fj3e9613yHj7xiU/ge9/7Hqanp7F8+XL8v//3/3Do0CE89NBDJ/x69ZO0yT6h1zqeL824K7+OqampOoD6qlWr6r/zO79Tf9Ob3lS/8sor5fz553/+59P6+ppx1y/90i/90i/9OjNf119//THvxffdd18dQP2+++6rb9y4UX5+48aNv/bn+fW+972vvnfv3nqpVKpHo9H6gw8+WH/lK1/5vMfw6zLuAOpvetOb6vv27asXi8X6zp0767fccot8z+121zds2FCPRqP1UqlUHxoaqv/Hf/xHPRKJnNBnwYx7uVw+7q96/cVn3C3///95QdatW/e8+mZFKRQK+PjHP46HH34YY2NjyGQyCIfDuOaaa/Bnf/Znp30K2VVXXdXQwKIoiqIoinK6CQQCyGQyqFQqx/07drsdwWCwobH2uH/3hH9DUY6Bx+PBPffcc7YPQ1EURVEU5YxTP0NSGQ3cFUVRFEVRFOUk0MBdURRFURRFUc4DNHBXFEVRFEVRlPOAMxW4n9hMV0VRFEVRFEVRzgqacVcURVEURVGUk+Cck8rE43EUCgV4PJ7TeTyKcsIUCgXE4/GzfRiKoiiKolyknHOB+9jYGFatWoXW1tbTeTyKcsLE43GMjY2d7cNQFEVRFOUi5ZwL3IGF4F0DJEVRFEVRFEU5gjanKoqiKIqiKIoiaHOqoiiKoiiKopwE56RURlEURVEURVGURjRwVxRFURRFUZTzAA3cFUVRFEVRFOU8QJtTFUVRFEVRFEURNOOuKIqiKIqiKCeBSmUURVEURVEU5TxAA3dFURRFURRFOU84nuDdYrGc1Gto4K4oiqIoiqIoJ0G9Xj8jWXcN3BVFURRFURTlJDhTgbu6yiiKoiiKoijKeYBm3BVFURRFURTlJFCpjKIoiqIoiqKcB2jgriiKoiiKoijnARq4K4qiKIqiKMp5gDanKoqiKIqiKIoiaMZdURRFURRFUU4ClcooiqIoiqIoynmABu6KoiiKoiiKch6ggbuiKIqiKIqinAdoc6qiKIqiKIqiKIJm3BVFURRFURTlJFCpjKIoiqIoiqKcB2jgriiKoiiKoijnARq4K4qiKIqiKMp5gDanKoqiKIqiKIoiaMZdURRFURRFUU4ClcooiqIoiqIoynmABu6KoiiKoiiKch6ggbuiKIqiKIqinCccT+BusVhO6jU0cFcURVEURVGUk+B4M+4nm5VXVxlFURRFURRFOQ/QjLuiKIqiKIqinARnKuOugbuiKIqiKIqinAQauCuKoiiKoijKeYAG7oqiKIqiKIpyHqDNqYqiKIqiKIqiCJpxVxRFURRFUZSTQKUyiqIoiqIoinIeoIG7oiiKoiiKopwHaOCuKIqiKIqiKOcB2pyqKIqiKIqiKIqgGXdFURRFURRFOQlUKqMoiqIoiqIo5wEqlVEURVGU84jbbrsN9XodV1999dk+FOUihuchv8rlMsbHx3Hfffehq6vrbB/eBYv5mb/Q18mgGXdFURRFUZQLjI997GMYGhqC2+3Gtddei3e+8514xStegcsvvxylUulsH94Fh0plFEVRFEVRlBfFgw8+iGeffRYA8NWvfhXxeBwf/vCH8frXvx7/8z//c5aP7sJDpTKKoiiKoijKKeGxxx4DACxfvvwsH4lyMmjGXVEURVEU5QJnyZIlAIBkMnl2D+QCRaUyiqIoiqIoyosiFAqhpaUFbrcbL33pS/GJT3wCxWIRP/nJT872oV2QaOCuKIqiKIqivCgeffTRhn8PDQ3hD//wDzExMXGWjujCRgN3RVEURVEU5UVx11134cCBAwiFQrjjjjvwG7/xG+omc5o52aD8eNDAXVEURVEU5QLjmWeeEVeZH/zgB3j88cfxjW98A6tWrcLc3NxZPjrlxaKuMoqiKIqiKBcwtVoNH/nIR9Dd3Y33vve9Z/twLkjO1AAmDdwVRVEURVEucH75y1/i6aefxt133w2Xy3W2D+eCQyenKoqiKMp5yB133IGbb775qMc///nPI5fLnYUjUpQF7rnnHnz3u9/FO9/5TvzHf/zH2T6cCwptTlUURVGU85C77rrrmI/ff//9GrgrZ5Xvf//7OHToEP7yL/8SX/7yl1Gr1c72IV0wnKnA3QLg9LfAKoqiKIqiKMoFRiAQQCaTwVNPPYVqtfqCP2+z2XDttdciGAwim82e8Oupxl1RFEVRFEU57fj9fnzuc5/D8PAw8vk8nnjiCaxfv/60vuZdd92FoaEhFAoFPPXUU7jmmmue92d/9rOfoV6v4w1veMMJv442pyqKoiiKoigXDF/5ylfwW7/1W3jHO96BNWvW4Oc//zkeeeQRdHV1vajnu+2227Bx48bn/f7v//7v47Of/Sz+9m//FldddRW2b9+Ohx56CG1tbUf97N13331SQbUG7oqiKIqiKMoFgdvtxq233ooPfvCDeOyxx3D48GH87d/+LQ4dOoR3v/vdAACn04l77rkH4+PjyOVyeOqpp3D99de/6Nd8//vfjy9/+cu4//77sXfvXtx5553I5/O44447Gn7uyiuvxAc+8IGjHj8RNHBXFEVRFEVRLgjsdjvsdjuKxWLD44VCAa94xSsAAPfeey+uu+46vPWtb8UVV1yB//mf/8GGDRswMDBwwq/ncDhw9dVX45FHHpHH6vU6HnnkEVx33XXymMfjwTe+8Q285z3vQTQafZHvTgN3RVEURVEU5QIhl8vhySefxMc+9jF0dnbCarXiD/7gD3Ddddehs7MTvb29uP322/HmN78Zjz/+OAYHB/GZz3wGjz/+OG6//fYTfr3W1lbY7fajgvFoNIqOjg759+c+9zk8+eST+NGPfnTS7/FMcE4E7rfddhvq9Tquvvrqs30oykUOz0V+lctljI+P47777nvRGjxFURRFUYB3vOMdsFgsmJycRKlUwvve9z5885vfRK1Ww5o1a2C323HgwAFks1n5uv7667F8+XIAQG9vb8P3vvSlL+GVr3xlw2Mf+chHjvt4Xve61+HVr3417r777pN+bzqASVHOIh/72McwNDQEt9uNa6+9Fu985zvxile8ApdffjlKpdLZPjxFURRFOe8YHBzEq171Kni9XgSDQUxPT+Nb3/oWBgcH4ff7UalUcPXVVx9lq8j5B5OTk1i7dq08/nu/93u49dZb8Qd/8AfyWCKRAADE43FUKhW0t7c3PFd7ezump6cBAK9+9auxfPlypFKphp/53ve+h8ceeww33HDDcb83HcCkKGeRBx98EM8++ywA4Ktf/Sri8Tg+/OEP4/Wvfz3+53/+5ywfnaIoiqKcv+TzeeTzeYTDYdx000344Ac/iK1bt8JutyMSieDxxx8/5u9Vq1UcPnxY/h2LxVAoFBoeI+VyGc8++yxuvPFG/PCHPwQAWCwW3Hjjjbj33nsBAP/4j/+Ir3zlKw2/t2vXLvzFX/wFfvzjH5/Qe9LAXVHOIR577DF8+MMflnKdoiiKoignxmte8xpYLBbs378fAwMDuOeee7Bv3z7cd999qFQq+PrXv46vfe1r+MAHPoCtW7eira0NN954I3bs2IGf/exnJ/x6n/3sZ/HAAw9gy5YteOaZZ3D33XfD5/PhvvvuA7Cgdz9WQ+ro6CiGh4dP6LU0cFeUc4glS5YAAJLJ5Nk9EEU5h7BYLABO/kakKMrFQSgUwj/8wz+gp6cHiUQC3/ve9/DRj34UlUoFAHD77bfjb/7mb/CZz3wG3d3diMfjeOqpp/CTn/zkRb3ed77zHbS1teFTn/oUOjo6sG3bNtx8882IxWKn8m0BOHOBuwXAWV9xb7vtNtx///1Yv369yBMU5WzAc/HGG2/E9u3b4Xa78dKXvhT//u//jmAwiIGBAUxMTJztw1QURVEU5RwgEAggk8lg48aNR2nzj4XNZsMNN9yAYDCIbDZ7wq+nGXdFOQaPPvpow7+Hhobwh3/4hxq0K8qLwGKxwOPxoFQqHdeNTVEU5XxDpTKKcha56667cODAAYRCIdxxxx34jd/4DXWTUZQXSb1eR7FYRK1WO9uHoiiKclrQwF1RziLPPPOMyLZ+8IMf4PHHH8c3vvENrFq1CnNzc2f56BTlzGGxWE6Jhl2DdkU5vWjPydnlTAXu58QAJkU5l6nVavjIRz6C7u5uvPe97z3bh6MoZxSbzXa2D0FRlONAA/azy5kawKSBu6IcB7/85S/x9NNP4+6774bL5Trbh6MoZwy6PSiKcu6jwfuFzzkllbnjjjtw8803H/X45z//eZmapShni3vuuQff/e538c53vhP/8R//cbYPR1EURTmLnCoZmXLhcCbOh3MqcL/rrruO+fj9999/WgJ3q9X6grpL1Ywp5Pvf/z4OHTqEv/zLv8SXv/xl1ewqiqJcxGhcoJhcVD7uFzPHs3k4Fg6HAy6XC8Vi8bSUsjWToCgXNuba82LXIUVRlIsd+rg/9NBDxxWP2e123HTTTerj/nycqhuS1WqF1Wo9JUEys/h2ux0Oh+NF2aRVKhVYLBbY7fbTErhr0K4oFzbmmqPXu6IoysmhdpCniFOVRarVaqfsuer1OqxWK+r1OgqFwov6I9brdczPz5+S41EU5eJGA3dFUZTzgws+cD9XOZUbAUVRFEVRFOXsoRl35YJHG3+VX4f2WSiKoijnCxq4K6cFq3XBuv9cyPZrUKb8Ok56cbPbYbVaVVKmKKcBm812ygbKKMqFgAbuyinHYrGgtbUVNpsN0Wj0nAjeFeV0oYODFOX0Ua1Wz/YhKMo5hQbuyimnXq8jFoud7cNQFEVRFABHJJOAVmEV5XjQwF1RFEVRlLOCBuvKhYJm3BVFURRFueA41Vl2bWRXzgU0cFcURVEU5YLjWIGLxWKBxWKRYYf1eh3ValV6sczBhfyZWq2GcrmMer1+1O9brVZUq9WGBlrt61JOJxq4K4qiKIpywcOg2+FwwOPxwO/3o1QqIZ/Po1QqNTTC1mo11Ot1VCoVCZSYcWewzyGHDodDfq9SqTT8jqKcajRwVxRFURTlgsOUyvDftCquVqsol8uoVqsIBoOw2WyYn59HoVBAsVhEtVqVn2dAz0DIfN5qtQqbzQaHwwG/349arYZUKoVyuYxyuXyG3qminHo0cFcURVEU5YzBLPnix6rVKorFIorFIhwOB0qlUkN2kpn1Y1lR8vksFgtsNhsAyHPNzc3BZrPBZrM1SHE0866cSjTjriiKoijKBQmDFwbSFosFtVpNpDDmf4FGDfxi3ftiarXaUdl3bhYcDkeDpOZC1r1r0+6ZRQN3RVEURVHOK04kWGQgbmrU+buLs+r8Hn+e/zUbUPmc/DKPg8H6r3O00UBXORk0cFcURVEU5ZzFarWKLIWZ68XBC4No/jwz306nE1arFcViUZpGTczf4+8wWOfrMWg/FubreL1elEolFAoFVCqVBsmMxWKB3W6H3W6XjcHc3JwE+eezpOZ8Pe7zFQ3cFUVRFEU5Z6G7C4CGIJswOLbZbLDb7bBYLCiXy6JDr1Qqzxt8HysIMh871vfNYN98LBAIwO12NzS+msfMxxf/vga+yomggbuiKMpZxOVyYX5+Xm/eivI8MKvNxk9KV6rVakN2nAG60+mULLjP50M2mz2h16Lu/XiOCVjIyheLRUxNTcnx2e128X437SS5AQGOvQlRlHMFDdwVRTlvOJM31F9XhlcU5YhG3W63i/zEZrOJ9/qxMubm4KRjucP8Op7vejyWQw2DdOCIrMb8ecpg+Ls2m62hOdZ8Xl0HlONBM+4XOYubZBY33BxPJ/wLlfx0UVLON07XuXqspjQzA6coytHwnsQsOzlWZnxxFrxYLDY4y5g8n3Tm+Y7BZrPJpoCZ9Xq9Lrr1arWKSqXyvG40DLhYZXsxwbs2tioauF/kHCtTYf6XWQ4AUvYDFsr75gJCHeH8/Lw81/NZaCnK+Q6zbItHpZt2c8dqOGMW8Pk0sxeyZZyinAimDpyTSXm9LW4mNYNfMzjnz/Ix/rwZ3NtsNjidTtjtdrk26/W63O+YHefvO51OOJ1OhEIhhMNh5PN5TE5Ool6vSwMtm2CPdT3TQ95MkgFHGmpfqAK3+D0rFydn4u+vgft5gjlcAlhYTJxOJwKBAFKpFIrFIoCFwN1qtaJQKKBWq8HhcEgJkwvg4gXWXHy5+LhcLlSrVZRKpbPwbhXl+DCrUGYw3tvbi6mpKblBs5TPG7P5+8zSMfgwN8l2ux0OhwPFYhG1Wq3Bug5Aw+ZAb9jKhY4Z0DLTDqDherBYLPD5fA1BN7AQNJdKJVitVvh8PrjdbiQSCVQqFXg8HjidTrkf+Xw+eDweJJNJ1Go1BINBtLW1IRqNIhqNiuNLqVSSDDmwsJGYm5tDKpWC2+3GypUrMTU1hUKhAI/Hg3A4jHq9jqGhoePajLOp1mazycTVX/d7ugZc3GjG/SLiWFm9Y9lguVwutLa2olarIRqNSlYiEAhI8w+7+NmAw0Cdv8/uefPnQqEQvF4vJiYmUCqVGjYH5rALRTmbmFZyDLY9Ho8EABxjbrFYEIvFGmzfmDFj6RyA3PwZgDDocLvdcLlcSKVSqNVqYhXH642j1FnN4rFpI6tyobPYF32xCwuvzXK5jPn5eZGxOJ1OtLS0yOPt7e1wuVzIZrNyf/J4PPD7/QAg124gEECxWESpVMLIyAiq1Sqam5sxMzMjLjB0qwkGg/B4PLDb7Zibm4PFYsH69etx8OBBjI+Po1qtSkW6vb0d6XQa8/PzR2XSF0tMq9Uq3G43gCPJLb3OlbOJBu7nABaLBX6/H/l8HpVKBRaLBeFwGC6XCzMzM3C73RJcNzc3o1KpYGpqCuVyGbOzsw0ZENPeyrS8YsBSKpUkQGHwkc1mZQF1OByo1WoirVk86EJRzgbUsPK8dbvdEkRznLnVaoXD4YDdbkcmk5Gbq9PpRLlcliDb1MKaTWssoXPzarpNMBPPn7Xb7VLmZzDAzTc3BGZ5X1EuBHg/4DnNiq4pJTGTPS6XCy0tLYhEIli5ciU2b96Mer2Oubk5zM3NSaBeLpeRyWRgt9vhcrlQqVQQCoUAANFoFJVKpcFr3eFwoFKpSELK5/PB5/Mhk8k0WDsePnwYS5YsgdvtxqFDh5BIJERW09bWhkAggKmpKaTT6YZ1wKzi8Zrm/fJ43W2Uiw/NuF9E1Go1ZLNZWRStVityuRxSqZRo+rLZLBKJBAYHBwEsBA4ejwcWiwVzc3OykKRSKXkOj8eDlpYWFItF5HI5lEqlBhkAA3TKAQBI1nKx9ABYWIQ9Hg+q1Sry+bwG8sopw9x82u12BINB2O12JBIJ2VBS28pgnRtKc3gLs3wMniuViljOmYNWWJrP5/Ny/fBnKpUKcrkcgIUNcKFQANC42PLct1qtRwX+lJqx6sWbPY/P7ElRlPMBs8oFNA434vXG858bWovFgpaWFlxzzTUol8soFot429vehkOHDmHbtm0oFosYGBjA2NgYEomEZOZbW1tRqVTQ3d2NQqGAmZkZeW2bzYb5+Xn4fL4Gf3gmpex2O9xuN0qlEiqVCvbu3SvJL16XwJHrtlKpoKenB+3t7RLAA2ioMtfrdRQKhaMaaBVlMRq4XwQwc8Ev/nuxZMbpdIoUBjiyqFAmwIXFbLxhxi8Wi6FcLsPhcMDpdAIACoVCw+uWSiXRyJuZFLP8z4V6cce9opwKKHvp7+/H6OhoQzDN4MBsRAMWgmduOAmvI6/XC7fbLUG4eb56vV6RwlBeZlahzKa353OU4PVg/iyz/gz2HQ4H3G435ufnUalU4PV6pSfF9LdWlHMd6tUpv2SFiZVZ8xowN6y0hkyn04jH47BarRgdHcX09DTq9bpUkxloz8/Py7U/PDyMXC6HeDzekPHmvam7uxterxeTk5PIZDIIBoPo6urCFVdcgWg0iqGhIcTjcQn8uV74fD5EIhHE43Hk83kAwKpVq3DZZZdhw4YNcs8zrSHNCrbe+5TnQwP3iwDT6cIM3M0/PhtwzGCZGfVCoSAL3uJAg9l0szHIzLYv/lp8XAz0zWYcZuep96OsZ7H3raKcCLwOWJ5mths4MpnRdIZY7CbBsrmpuW1qakKpVILH40G5XG6oNvl8vobytzkIhtegmV3j//M1n68hdbGkrFqtNryXfD4vx+fxeBo2wea1rfIa5VzCarUiFAqJ1pznJtd/0wfd6XTKBra3txfLly9HPB7H4cOHUSwWZbPM4H92dhZtbW3o6upCoVBAPp9HPB5HqVRCIBBoGOIEoEGfDkB6ULxeL8LhMILBoGySW1paGnT02WwWxWIRDocDqVRKElrlchkHDx5ET08Puru7kc1mpUIwPz9/VO+KXpvK86GB+0WAy+VCOBxGW1sbEokEotGoLFLmZDezAc7U2M3Pz0tWj44ZZgbPzBAsPlEWu9QQOmkAkCy8+T1+UXJgtVpRLBZht9sbtMCK8kLYbDYpXTPbNj4+DgDH1Ihzw2puVKl9Ne0ca7Uacrlcg080g+xKpSKuFLVaTZ4rEAiIQwWAhuekqwRv4PwZcyPMY6GHtPkeiNlzwgBosUsUpT5m5U0da5SzBatXuVxOdONAY4bd3NDW63X4/X688Y1vxM6dO/HEE09gbm4OACThEwwGEQwGpb9qfHwcbW1taGpqwuzsLAqFAmw2G6ampkRDz7WipaUF6XQaqVRKGktpsjAxMYGxsTHs27cPl156Kfr7+7Fjxw40NzejqakJDodDKtB8ztnZWZTLZeTzeTidTrS3tyOTyciaYLfbkUwmRSrD9cdsaDWvY71OlTOBBu5nCWpp4/E4KpUKCoUC5ufnGwZILF4MzOwjF5ByuQyv1wsADVpas9THf1On6Ha74fV6MT8/j3w+f1QAAkDs70z4+lyIzYXsWL63uogpJoszZx6PBwMDA0ilUpienpbzyMyymdalZiBvNo8BaLCdq9frsok1b6oMpBdrzKvVKrxer5zLvL5YbeJmmBpZh8MhN26W0M1GNlN7W6vVRJpmfga8Dilzq9frCIVCku0zN+B6HSmnkhPdCLLaZZ7npr2w+W+PxwOXy4Wnn34auVwO3d3dCAQCKBQKiEajcLvd8Hg8kuzxer1wOBzI5XJIp9MNySde+3RBs9vtCAQCCAaDSKfTsFgsIpVj4opJpauuugptbW34+c9/DrfbjUAggDVr1qC9vR3T09PI5XLiPsMm16amJrzvfe/DvffeiwMHDsj75fGaCSu64yxeX/h5KRcnmnG/wKHmjtlBZrlZ+mdnPFmsfef/s1HPtLUDjpQteSKxWY8ZEjaXUn7AQANAg47RlAkszoCaw2xM2y860zBjr3aSFye/zuaU5HI5sWmcn5+XTDSlWmYFyrRfNDep1LMnk0k5/71er8jIWLo3A3Cet5TK0PqR1+Riizie49TIUgbDa4uYPu8WiwWBQKDBltXcJDNI4ePJZFI27QwOzA23VrOUF+KFgnKeS8drLLBYvmneXxwOB+bn5+X6YkO2y+WS5NCqVatQLpfx6KOPIp1Oy0bW1Ju7XK6G696UtDmdzgb9+8TEBG644QbRpgeDQXFXGxoakkB/586d8Pv9IielbzurWm63W4JvJgxGRkbw85//HMuXL0epVEIsFkOxWEQ4HEalUkGxWJRkFe+1i3Xv5merlbKLDw3cL0AW2zaanrcs+ZkZuGMFPoTymEqlcpS+l5nxxZlwu90Ov9+PYrEoZc9Vq1YhHA7Lglcul7F3714pa5olfdMGDGg8SbmxcDqdDRpGXbguXsyhR7RprNfr8Pl84pQ0Ojoqw03MrLTZvMnzb3GmnE1qDGp5Uy6Xy6KB5XOwNE5JF5+zUqkgk8k0DGA61nlrOtgkk0kAkIyb3W6XqY1zc3Oy4S6VSg2NsTxW4NgyNl5/DNw9Hg+AhcbAdDqt15LygrxQ0H4iazKdyWw2myR6zAxzpVKRChSfm/ecubk5ZLNZjI2NIZ1OI5/PS6Mqz22fzyczSMrlsgxlSiaTKJfL8Pv9DU2w8/PzSCaTKBaL6O/vRzqdlopzvV7HxMSEVIR37NjR0DwbjUYxNzeHSCQCh8OB3t5e+Hw+TE9PS3U5kUjgv//7v9Ha2opgMCjVObfbjde85jXYu3cvotGo3K+5npmfp/kZ6/V68aGB+wWCmWE0m/CAI2Odm5ubUavVEI/H5XeYeePP8OcJu/zZ4EZva+r+Fgf7fF2fz4eWlpaGLGRnZyfK5TJ27dolgQbLnwyKjtUcy6yDmYlnVpOZxGNJfpQLH567LHG3tLQgFApJcBqPx1Gv149yqeDvsurEc4sZdrPHg4E8deHAEVcZcwE1NePm5nPx75iZcgbf5tAnVpHM56AsxuFwoK+vD5OTk0gmkw0b2sVSNNpbLtbM8vm4yaHW1+PxIJVKne4/mXIRcLyBBRtSfT5fg+wMaMwk+/1+hMNhzM/Py7RuXpN0K+O0YpodsJ+Dw5IKhQJyuRzy+bw4PlH/bt5bmNwaGxtDpVIRu2Tey4LBILLZrATvvAfxOrPZbOjo6IDX68XMzAzWr1+P+fl57NixA8lkEqVSSfTuvKadTidcLhc+8IEPYO/evfjKV76C/fv3S8Z/8cRlbuTNz0u5eNDA/QJgccBt6nXN4L1QKEiW7Vjjlc0hF8xqcOjMYq1tMBgUvbz5esBChrK9vR39/f3I5/M4fPgwpqam4HK5cNlll0npk7penoRcdLkQ0lmGQbpZGjTf77EaYHUxu/BZvEHlxF7qUunWQJi94g3Ybrejv78fyWQSMzMzDb0alHPxZskb5mJ3CwANGXpeI6Y+nXCjzCoTM2os25uuEuY1wSoUr9umpiZ4PB4cPHiwQW/PGQ08bvN5zOCCnxUznPwe3Zwoc+N70WtJOVFe6JzhtcB7Aauzi3+P10UsFsPs7Kxk57u6uuD1etHU1ITrrrtO7jOTk5PI5XKSXZ+bm5N7lrlhZs8VpTfAESkcH2cTq91uh8/nw7p16zA3N4dHH31UNsGUmnKN4GvGYjHZOOzevbtB2uJ2u0UWw+nJLpcL+Xweb3nLW1Cv18WCOZfLScMqk2y8Z7LqoNencrrQwP0UsfhCNV0izJ8xtbVmFs/UlHPnbwYLXBR4AweOOF9wofB6vfid3/kd7NixA9FoVGQuDJTK5TJGR0cRi8XEJcBmsyEYDOJd73oXHn/8cTzyyCPYtm2bbBx4HNwkAAvBR7FYbMjsm+XBxdl6fp+yiV/3GfL9Kucfx6ooMfDk5tS8BswmVA4B40a1UqmgubkZpVKpYTgZzzlTduLz+RrOz87OTkxNTTU8N7N+5hAZABI4OBwO+P1+sWmcm5uTDCLP3cUBMxtMQ6EQrFYrDh8+LNcMpz5yUAyz9LSd5Gvz+uB7Nx0r+Dlls9mGgIC6X3NzoCi/jsW9Jb8OBrrA0b1VwJF5BeYwJt6bODytXq/jwIEDyGQymJuba7BV5M+Zful8Pm5WmSByOp3iXMafKxQKCAQCcDqdaGpqQrVaxfDwcMMGn++XawSPkRtfStJ4PbGvxe/3o7W1FX19fVIFTyaTiMfjcg/l8y/evAM46vtn+trUDcPZRTPu5xnPl5EAjlzE7MJnOdz0QTez5uYfn3ZcXMg6Ozvh9XrlsVQqhZmZGdGrHz58GNlsVkrsdI+JxWIAFoYvcSFlMLJr1y684x3vkNeq1xeahDwejzQUmaVAc3E0pQTme1ksr1k8KGcxZsB3rM9TObfhRtVut0u2i39DZvAANGTZzJuM2asBAKlUCoFAAC6Xq6FZc25uTs7PcDiMYrGIpUuXIplMIp1Oy83ezOIzU20GvOZwJJvNhlWrVknTXDAYxLJly7Bv376G56vX68jn8wiFQvB4PHjFK16BG2+8EePj43jyySfx8MMPN1ShGCCY1zKPie+D1w7HvHODAzTaTJobYjNDr1pa5Xh4vl6pxZhyLjNxZFZPqVFvbW1tsFX1eDyo1WqShafkxJTImNI40w7WnJvAc9rlcqG/vx9er1cCc5vNJve7SqWCfD6PUqmEQqEgz81Ek2k1ayYLABy1RnH9Yu9NNBpFU1MTCoUC0ul0w73abCg3r18zscDnPBvTxTV4P3to4H4e8XwXChcQoDG7xsCFDiwsHx7LNo4/zwWwubkZdrsd+Xwe+XxeNOkMCthFb7FYpPRn6tYpcwkGgwiHw0gmk8hmszIcprW1VYZhmIu1mW0w35+ZVedjiz8TLvYMnBa/Rw0+zm/4d6SNoZmBMm/si2+ewBFZlWl/mM/nRSPLwDscDku2mpWi1atXY3Z2VryZef5edtllUnEigUAAfr8f09PTDfr7QCCA1tZWXHHFFdi9ezdyuRz8fj8cDofoWLl54JAXZgCbmprg9XoxMjKCVCoFv98vQX0qlcLc3Jxs1tkY63a7j3KhYeXMvL64KQZw1PVSqVSO6TylKM/H8QTtpmTFDErN65XnMTfobrcbdrtdgnXe7yixYeOqOePArB4xwWQ2ZvOeYlZo6VLjdDrR3d2NfD6PmZkZTE5OyvwTboq5ltBVDTiykXY4HHC5XDKdlfc1Jq08Hg8KhQKGh4el0mez2dDW1iYb/lQqJfaQZnWMklbTIvNMB9F6Hz27nKnA3QJA/9InCS3l2HkPQDJo3HXz4jYXFqBx2qKZKbBarWJVZU6Q4w3b6XSipaVFynl8brvdLl7QXq8XwWAQFsuRLn8uKIFAAKFQCCMjI6jX6wiHw7jkkkuwevVqfP3rX4fFYsGyZcvwyle+EhMTEzh8+DD27t0r74kLYCQSwdDQUEPpHjgijQEgGRrqdhdnJszf0YXn/MSsKDGbnc/npQRNFjdfAgvVGGbkXS4XCoUCwuGwNJhZLBaZiEg3CmbZli9fjmq1img0iunpaQALmlhuNtva2tDW1gZgwVmCmnmbzYaenh40Nzdjfn4eIyMjDcE1g3ZWEUzbVovFgmQyKUGG1WqVBm9eB5T+sOp14MABeZzvqVQqNWxkPR6PzEgwpXS1Wk16SsyqBD8zBjqmvEFRXixm0siUlQFH5JncyK5fvx5jY2PSbE6rVJ63pqyS9z42mfL6cTqdDcPSGPi6XC5ZT5qbmxEOhxGPx7F06VKEQiFMTU3JNNRSqdTgyW5KV1j54nW0dOlSzM7OilyUAb3b7UZbWxtcLhcymYy4sAFAf38/ZmZmYLVaxQ0rkUg0BO2mW5ZZVTfv98qFSSAQQCaTwVe+8pXjSqY4HA788R//sTRUnyiacT8F1Ov1BttEs0RuTnZjgL7YqWWxXo4ZNbfbLfp0BgLZbBbz8/OSFWRzKwMIv9+PlpYWOJ1OkcnYbDZxpWCZktZbzEQuX74ckUgEzz77LHK5HGw2G8bHx/HTn/5UtIh8DU58ZUDe3t4uE+/MDQo/AwboPKGfr7FOA47zE567PLd5czOdUszzfPGmjfIZBs6cWMjn83g8slGkt7vf75csXnNzswwyM/2hWcUaGxuT7Hu9XpfMGgODQCCASy+9FCtXrgQAPPPMMygUCrjqqquwcuVKPPHEE9i3b58EFz6fT4bH0BLOZrNhenq6QUfL47ZarfD5fHIjr9VqWLduHTKZDHbt2iU+1WaFbvHntFi7a2b7fD4fPB6PBE98Hb2elBeDmWlffG8ye6psNhtuvPFGPPjgg7K2u91uqTRZrVbMzc3JZpbXM+G6wIDbvMfQOpJVJU4uZoMpM/C8x83OziKdTkvzKucnZDKZhk0BN8CmlM50p0qlUujp6YHf70cqlZKgu6mpCS6XC9lsVixfF0s7TSc1PsZ79PFUPJTzH5XKnEeYO3bTP33xaPTFi5OpAWYQYWbem5qaZPBEJBLB2rVrsWvXLhk0sVhHHwgEsHTpUjgcDhlAMzMzI9kJNuBx0WMGwmq1IplMYmRkBJOTk7LIpNNpGf9s2l4BCztMZlAuv/xyTE9PNzTwuFwuTE9PS/CmgcSFiSmDYumcUhJiaj65abVYFian8ubMGx/PHeL3+3HFFVcAAMbGxuRmXSwW4Xa7sXPnTtkY075u6dKlmJmZQbFYRD6fh8vlgt/vlw1mS0sL2tvbMTU1hUQiIZMbeb5ms1nY7XaMjY1hfn4eTU1NiEQisoGllr6rq0ua46ixdTqdcLvdIlUrFAqyaWdm0Gq1Yvfu3UgkErBYLOjo6BCfaV775rVmSgwWf44cBMXgxlxDFOVkoHY7HA5LPwnXd55n9913n1S/ACCRSKBarWLlypXw+XwYGxuT3hEaLzAJRZkNe7KARl14R0eHDGcCFtaCa665Bk6nE4VCAfl8XrLu1WpVNvZtbW0IBAKYmJiQRBNfK5/PY2RkRN6jKaUBFmR6iURCZKw+nw+tra2o1+tob28X+Y7f7xfJK12ozMSVWWlfLCdVlJNFA/dThDkCeXFgDjQ2+DgcDoRCIbHHYuabg12cTif8fr/oe+lecdlll2HNmjXYsGED0uk0HA4HhoeHRfqyatUqpNNpTE1NoV6vw+/3S0Y9EomgXC6jt7cXHo8HsVgM1WoVK1asgN/vFxkBvaMZeNDHlzaRLAFarVbkcjnJaFDCwLHttPUiDNYWNzxpgHF+w8yvmRUzLdKAIzdFE4fDgZaWFsRisaOanBkkOBwOdHZ24sYbb4TH48EXv/hFkd/kcjnJ1HGTu3r1avj9fszMzGB6elrOWafTiUAgIPpU2qKGQiGkUilEo1E5zmq1ilKpJPMOeM43NTWhtbUVtVoNW7duBQDxnna73SKDaWpqgsPhkCpYOp3GDTfcgF/96leiq63VashmsyiVSrLJ9vl8Dc47ZgOf3W6X4IUZS7OZm1l+fo6qe1dOFlOLTmcnlvTptc7AmVVdSrdsNhtyuZzcNxZXmM3/XyyZYaWMAbTZqMrk1sjICKLRqPRlUarCzXUsFsPU1JRsws17jGn+YDpTAUfWMjOB4Pf7Ua/XMT4+jng8LrKeUqmE+fl5kfmxj8e8v/H5zM9TubDRjPt5xrEuWgYjfJxNbk6nE5FIRKwgmSlgSZGLG7XstVoN+Xwe3/ve99DR0YF0Oo3+/n4Ui0UMDw+LhjAajUrGPxwOY9myZbBYLJidnZXHx8fHkc1mZVrkb//2byMSiWB4eFjKf263WxZC+mlPTU1hbm4Ofr8fN954Izo7O7Fx40ZkMhkkEgk0Nzejp6cHa9euxb59+7B7927RBptl/sV6v8UOGsr5hSkDAyCBMs9f02mI5zUrTNSAM4AFFjatq1atwp49e5DP5zE8PIwvfvGL4p3s9/tlyEqlUkFHRwcikQi6urowOjqKLVu2IJPJiNzM4XCgXC5jampKgoxEIiFDXBKJBIrFIiKRSEM1gME1N6cul0ss4vL5PAKBAIrFIrLZLFwuFzo6OtDU1AQAEjRQx//ggw8il8tJNjCXy0mwXy6XkUqlRMPv9XqlHM/PkwkB3vzNZl+zMZhokKC8WExZDADZJDOY5RrObLw5bbhWq8m9LJfLSSXIHFDE52SlzWwgp+yT1pGmZSPvSWNjY5iZmRFtO2Wfzc3N6O3txeTkpEhZKOsxNwj84qaecpnFZgqUuyaTSeTzeTQ3N0sDLTfTppvO4onhpn0scPYcZpQziwbu5wG8adLxhQsE3TUIFwar1Yr29nasWbMG/f392LlzJ3bt2iVNm36/X27Y5vAXygoymQwymQzm5+cxOjraYD1XqVRw4MABRCIRubnPzMxIZsBms6GzsxOhUAixWAz79u1DOp3Gj370I/HG5UL2mte8Bna7HZOTk0in0+jr60MkEsGmTZtQqVSwadMmyTpwAaaW+LnnnpNsZjgcRiqVQjwelwXP1LybC6U5rOqFTmoNTM4+LpfrKOcYl8vVMFwFgEhnFjsP8XxpbW3FwMAA4vE4MpkMHA4HnnvuObS0tOCSSy5BrVbD6OgootEoWlpaACxkuq1WK5YvX47BwUGMj49jcHAQfr9f+j+CwaBshL1eLyqVilw7pVJJhrq0tbXB4/FgaGhI3heHMY2Pj0vGcH5+Hs8++6w0mwYCARlkVigUsGTJEhQKBRw+fBjhcBhLly5FMBjEnj17RH/v9XqlMe7QoUNSSWNWDwCSySRaW1ulFD87O9sQwJiyI2YaGYQQuvBUKhWZPqkoL4QZtJtJF1a1mPlmw3ZzczOi0WjDLITm5mYEAgEMDQ01VJjMgMYMaAGgubkZTU1NKBaLsnbw3sbnDYfDcLlcSKVSmJ+fh8vlarg3tra2IhwOo1qtIhAIoFKpyJAkUw7DoJubYb4ONypMQpjyVsoBQ6FQQ1IikUjI+6EZhSln4yA1M7uv1+KFjQbu5zCLsxJsTjXHtJvfZ6Nod3c31q9fj+HhYQwPD8Pv96OzsxOpVErcLIaGhhoyAVyIgIWbOoP/er2OTCYDq9WK1tZW2ThQQ5vJZKSsVywW0d3djYGBARSLRUxOTsLr9criaTrCVCoVkQKYI6hp7WW32xGNRkXDzMCIwXuhUEAsFpNAjk27zDiYWUJ+lmb5/3hOfA3azw0YuNP9KJPJyN+WOlbKZwCI3tSsKKVSKbS3t2PlypVIpVIysCWRSGBubg69vb0i2brzzjuxceNG7NixA3a7He973/vwkY98RDS0HNICQKwZAUjTKG3s+DM+n0+kZczccQx7KBTCxMSENMMyAEmlUjJVsVwuo7m5GcFgEGvWrMEXv/hFJJNJ0cezeXX16tU4cOAAPB4PgIXNDIMfr9crThaUHLW1tWFsbOwoKQAHSfF6omTNDLJ4bTDrqJI05XgxG1DNJAuzzwyguVkEFoJhj8fTMIzJDMD5mCmNMR+jdKVYLCKTyTQMH2TCi9djZ2cnLBaL9F2ZzZ9MEBWLRbF2BCD9NwzyKX9hssxs8maVzOPxSH8ZNy0TExOSPFi6dCnC4bAE8awQMAHFzQA3Abw22YOy+DPXa/PC4kz8PTVwP0HMbnsGLvRN502SX+aFysVjy5YtmJyclACVN2U2+FAr2N7ejkwmAwB4yUtegj179shimMvlEAqFZLFpbW0VL11uIChZoNd7MpnE3NycSFu46HGDUK/XJdCnFIHNdvTQ5uJqLnRscOWESJY46/U6gsEgHA6HDHyiXnjx4sWF1hwtv9haEjjxC0IXxdOLaXNqyjgYVHKACacf+v1+2UiSUqmEPXv2YHR0FM3NzXA6nQiFQigWi9IIRuu273znO4jH4yiVSnC5XNJoao4h93g8IjsJBoMyvKVQKIhm3ufzSfM0s4LMTlcqFbS3t8v5T7kNA4l8Pi8BvsViQTQaxcjICHbu3IlUKgWPx4N6vY5oNCoOOS95yUuQy+WQzWYxNDSEdDotjbyBQADVahXxeBw+nw+/8zu/g2QyiVgshkKhIAE9gwBeP8wW8jphQy+z85QoAEemsnLjDJwbm1+9Ps9NeD8AGhMrTqcTPT09KJVKmJ6eFpmIaUCQz+eRyWTkells/Ws2b5rnIo0QzMZqfn9+fh4TExMoFoti1mA6lSUSCQnEef47nU6Rn5qJA7rdcE3ic5kSVa4dnZ2dcLvdAIBHH31UElx+vx9tbW1obm5GMplsmOrK90apab1+ZPLxsTbRev4rLwYN3F8E3D2bO26gcYAFALnpUhowPz8vixx1flzggCMZydbWVlx99dXYunUrcrkcfD4furq6GsptdM2g5pCNrPSJ5uLKyXJWqxXBYFB08HS5cLvdkmHo6enB4OCgbBgcDgeWLFmCSCSCycnJhmYjLnz0zQWAYDCIQqGASqUCp9OJl7/85XC73UgkEti9ezei0ahUI8yyIjONDHpMP2qzX8CUChwPuiieHnies/RMvTZvrKz80J7QZrNJBox/S2aymRnmUJNgMCjZaI/H0+BdfvjwYdncVatVfPnLX8b4+LgECNyMBoNBJJNJTE5OAjhyvTocDvT29sLv92NoaAj5fF5eh25KlUpFnDQYDIfDYbGYm52dxdTUFMbHxxEKheRc5kZjyZIlDWPe0+k0Nm/eLJIcznpgVc3hcCCTyWBqago2mw3PPPMMZmdnMTc3h2KxCKfTid7eXgBosLzk++L1RK0wq35MHFgsFrS3t2Nubg7JZPIo7e3ZRK/Pc4fFCSdiWotyPgL/v1gsoq+vDytWrECtVsOePXswMjKCXC4nCSlm43O5HABIZpprADfcZtWXAXZfX5/ITtl0yvtDvb5gg9rd3Y2mpibMzMwc5RZjzkngucamcR4DK4C8t7DKffDgQRw4cECMH+hM43a7EY/HkUqlsHbtWhw6dAijo6MNmnpgYQBVKpVCOBwWbfyJuj3pxvb8Q6UyZwFm0Y/HupALg3nRm01kzHo1NTXJQsesMm3p6H1udt5XKhXMzc1h69atmJ2dRb1ex969e+HxeOD3+5FOp6VhjtmFWCwGr9crer5AIIB169bB7/fj6aeflkz+6OgoDh48iGKxCK/XKxsKZt3Hx8dFCkB/28nJSYyNjSGdTgM4otenAwcAyea1tbWJtpZj4w8cOIBCoQCv1ytBymJHDAANDYrHCioYoChnFzaK8f9pDWdKNpi54o2QuvBwOIzW1lYUi0XY7XbMzMyIJIT9HBweVq/XRbvKoS4cgsKS+vDwcIMWld7P8Xgcq1atwtTUFGZmZgBApgXTHYO2dR0dHejr6xNLOV7/c3Nzcr5xGMvq1avR0tKC0dFRafB2uVwIBoOw2+1obW0FAHG7YYmfwQLfu8fjwYEDB1AulxGLxWRzzc0NNy7AwlCmN7/5zdIIbrfbG+wfKfFhxtFs9uN1Njs721AV0WBAeT54HzOz7txklkolDA0NyTXC6cXz8/NyvzLnJTDRRBtiVtB47vp8PjidTqRSqQZtON2ZrrnmGmzevBnZbFZkOgAwPDyMarWKfD6PWCyGUCiESy+9FENDQxI4cxNg6uvNxBrXMM6HYAV7dnZW7uP5fF4Ccl7jXq8XTU1NsmFvampCKpVq6CXha6bT6Qb5nmrcL3w0cD8LsPxsfqiLg0UzM7FYV2ouEADEW5bNn+l0GsFgEL/4xS9w11134bHHHgMAsc6iVrdQKEhDp9vtxtTUlAxMMm22uAjQq5rjmt1uNyKRCHp6erB3716Z8lir1cTNpqOjA5OTkyKv4aLHTAh9qdm0alYLFsuC6AaQy+XQ29uLUCiEQCCAw4cPY8+ePVI65XOYnyFwxJea7//5AgwNOM485t+Y2TjTp31x9t38Pf63Wq1ibm5Oph9ynHi1WkVXVxeSyaRsgs2x5V6vF11dXaJ3Z9aO2nluEHn+sfIzOzuL4eFhRCIR5PN5qUxRi2qOOec5ftVVV2FoaEgGuczNzUnGPZ/Pw2q1YvPmzUgmk1LSNzea3AQz+GcFgM9BhxkGHYFAAPV6XbzcfT4f1q1bh3Xr1qFSqaCrqwvPPfccuru78c53vhP33XefyH38fr9cl+3t7Whvb8fOnTsBHH2NmNl9M3hXFBPTwpjXs9lfQecUBtBM/mSzWezYsQOjo6MN7mFNTU3o6OgQuQqrqNFoVORnlKctrhCxCrxlyxaR5LS2tuLaa68V0wQmu6rVKsbHx5FOpxEIBJBKpRp6zOx2e4PjEivT/JlisYhcLod0Oo3m5mapTjEhUa/XEQqF5D1wIvmaNWvEftLlcmH//v3IZrPyPvgZMplmxgXKhcuZCtwtAHQVPw7MMqJ5IXKxYkDDBjiObvd6vbIIUAbQ398v5fpAIICWlhY8/fTTIr9hNoPNNEuWLBHf3GKxiM7OTjzzzDNIpVKwWq3S9Far1dDa2orOzk4pa9L1JZVKyXNPTEwgl8vJEIx0Ot3gv+3xeOQ5Of2O2bxqtYpgMChlfx4TsCANog+vzWZDe3u7WFWykz8Wi4lEgJsDfn4M3Pr7+1GpVDA6OioyJOXsYDYOMzB3Op0yLGhxs/Hi3zNlMR6PBwMDA2K1GI1G4fF4ZDCL2+1Ga2srCoUCPB4PZmZmMD8/L7/P8ymZTEqvR2dnJ2q1Gubm5qTPYm5uDoVCAWvWrAEADA4OSpZ65cqVMvClvb1dLN8sFgt6enpQrVYxOjoq5zSz8m1tbZiamsLIyIhMXl21ahVmZ2dlk22xWNDV1SUygnw+j1QqhYGBAbGBpBWk1WoVWzsG76YkgdOO6/U6li9fLo13nB7JjXo6nZYKhRkc0HKT0gJz0uPimws3/MrFienBzoDWbrcjGAyiubm5odG0s7MTa9eulUTP/Pw8otEoksmkVIyr1SpuueUW3HXXXdi9ezf27t0rVsg//OEPGwYWsVLEe6fH40EgEIDP58P4+LjcC0OhEHp6etDS0oJnn31WZi2Y7jKBQACxWEwsljnciVlvVgG4sV4sv6SBBADpCeNsEs56sFoXpiBTA8/rnMMOU6mUbES4aeZrm42ryoVFIBBAJpPBvffee1wxi9PpxHvf+16pAp8omnE/TnhTNAc4mI0olAlwSAQDVnqxu91u9PT0wG63Y2RkBPV6vWG3z8UEWCjrc4iRzWZDb28visWi3OAnJibEto7HxIxAsVhENBqVhaW3txfd3d3YtGmTNOOxFMqgKhgMyoLDQVLMoAYCAVx11VV4zWteg5/+9KdiY8csntPplKDAdO0olUqiOWRA1tHRAY/HI5NcKZEwAwmLxYLx8XHZJChnl8XVJ9MtxvwZM9sGHAkAarUampub0dzcLDfGsbExpFIpGaYUDofR0dEhto2HDh2C3+8X67lwOIze3l6ZJeD1ekXKMjU1JeXrSCSC6elp5HI5zM/PS6XK7/dLhq+1tRWBQADBYBBtbW3Yu3evWDIODAxg3759ct1dffXV0pcxMTEhQ52YReeGl9eux+NBS0uL+MjPzc3BarWKJ30wGMQrXvEKzM/PY+PGjeJOw6BkcnISk5OTmJ2dFTkCAIyPj8Pr9Urmv7m5GatXr4bVasWTTz7ZkEU3JzYCaOgRWJzl4fplNgsrFxemiQLPG24Kly1bhmAwiIMHD8owI244WRVmUE/HIwblY2Nj+MpXviJN1t3d3ejv78cll1yCdDot/RZMapk9WnSJ4ZRVt9uNarUq2XdmwP1+v2z6K5WKDGXi2sOKN18DOLJWUd5HYwVW4qLRqCS8TEMFJpb4WSWTSUxMTEiSrrm5Waazck0w5UZAo+GCopwMGrgfJ3a7HT6fT3ZHZvaKCx6dXHjx8vcYtNjtdvj9frmZhkIh6cpnBptd65VKRUrvBw8ehMfjkaafubk5aeZhEMVFggsQA/lKpYLp6WnJ5ufzeQBHsuNssOUmgJsOyluSyaQMYIrFYg3ZOy5oLS0tsghSZ2y1WpHP5+F0OtHS0oLOzk7YbDasX78e3d3d+NGPfiSNQGbgV6vVXlQjj3L64YaMlms8X8y/02KvfgBisTg+Po6hoSGRqPj9fpTLZczOzsJqtaKvrw+zs7OSTbdarejp6RF7U+rBPR6P3Jy5EaV7EoMHh8MhzdfcZIRCIQwPD6OnpwcOhwPT09NIp9Pwer1wOp2YmJhAPB6XRrTp6WkZhkS5DV87Eomgvb1dhi2l0+mG5lYGNN3d3di+fTvm5+fh8XgwNTUlAQivn8svvxxvf/vb8dnPfhaTk5Oy2afNKwc+1Wo1yVBSzmNuePlffv7MopuZ+MVSGXMwjMpoLj7M84V/eyaFBgcHJRnEALlWq2Hv3r3o7OxEOBxu8El3Op3yvPF4HLFYTO5Ns7OzGBoawqWXXiomBpS+mSYFnEZsbjjp2sbHeC5z0jB/l9cce28oa6FVstknZSaMOKSNQTrvZbzHBQKBhmZxM0HF52DPmd1ub0jsaW/JxYVq3M8x6LfMAUnmgsEbLac1+nw+0ayzOYyWUIFAAGvWrJFFhN7ntNLy+/3o7u7G4cOHpQQ+OzsrkgJgoTPf7I4HgLa2NrS2tkp2hKPU6f7CzDqn2tXrdczNzWFmZqbBVo7ZCHMhTyaTyOVyDVkLs9QYCARgs9lko8EBGmxAstvtmJqaQiaTgc/nk2wJMynmAsisBoM70wv4RDC12crJYTaemkO/TE9mnofcCJrnCucGUFPKwIB/W1aJ2NDp9/tlg5BOpxuuNW4M+dzMePn9fvk9MyvG647Hc+WVV2L58uVwuVzYvn070um0TEjN5/OiU7Xb7TIRmG5HPM9px0o5itfrRalUQiwWw7Zt29Dc3CyBhtfrlcFRPT09qNVqSKfTsNls4hU9Pj6Ob3/72+LmxM0PNfy8xtiAd+DAAbGUDAQCYtvK6y6dTjfIAqjnX3xd8zPVwOLihOevGQxTlkK5GTeYkUgEwMLmt6WlBdPT05idnRVPd1apmpqa4PV6Rb42OzsLAGILTPeoQqEgmXLgyHlouruYenv2pczNzUmSifJNBvhsHqUJBJ2UWFUwA3j2nvl8PvT390uWPRwOI5PJNAw4pGTHtHns6OhALpdDLBZDJpORhB6lbtzkmL0DvJ8rFy4auJ9lzMwhL2oOSjKzwQxaenp6pDRODStvmObwB5fLhfe+973wer34+te/jsOHD0tmj0HvzMyMLITMdDAYXzzEgcETAPGhZtm+VluYOskAmllDALLYMnhipoCB0eKAl4uQmSGnRp5d+Pyvw+GQUqXZcMqM4fj4OAKBgPycGThwgaP86MVm3jUQOTXQUcFms0lgSczP19xw+Xw+uXlyY2az2dDc3IxisYiOjg4UCgUcOHCgobk5FovJ+HIO8SqXy+jr60NPTw8OHDiAUqkkY8gpo/H5fOjo6JDNQCqVOmY22mq1IhqNYvv27ajX6+JWw0w9dbjAwnCmQCCA1tZW0aZzg0t/+nw+j9nZWbmuly5dKhtTbkJ6enqQz+dxww03wOl04oc//CFyuZxMXqSFXGdnJ7q7uxGLxQAsONPE43EkEgk4HA4kEgkcPHgQTU1NACAbEqfTiUAgAKfTKZl8bjza2tpQLpfFEYpB/LEkM3qtXHxwM83NHBtRy+WyVHcp5+LQIrqambMIeI3TYICN2uzJIHSTMs9Rc+NIeDycP8DmWM5TYGP24qSPOQXV3KSaMjJWANrb20XbzxkrnLtwySWXoLu7GzMzMyK9Y/WKuv7W1lZxljJ7AACIdI6Jp8VmDMqFiwbu5whmts9cMMxSmBlcUybC3X9fX580rjBL8cUvfhGveMUr8NKXvhRr1qzBQw89hF27dqG3txc9PT2YmJiQhQ04IsdhCZCLJLvza7Wa6GrL5bJkE7iAlctlvOxlL0NnZ6c4YkSjUYyPj8smgTII6gy5EPF5mLVnVo8Bmt1uRzqdljImPzNOTaVXdk9PD9xuNwqFAoLBIK666iokk0kAkMZB4IgO0Jx4x89AObPw/DbLv4u/Bxz529Trdfj9fpF1EGavqR9lUOzz+SRYYIWGmXJqbZ1Op2TAMpmMnDN8PTaCjo+Pi17V4/EgFovB4XCgp6dHnGLot07LSc4vACD6VGbJW1tbMTMzg9nZWZEKtLW1iVUddbb0dK7X6+jp6cGyZcsQjUalCZubku3bt8vz+f3+hnUkFArB5XJhdHQUt9xyC4rFIn7xi1/IDAefzyeleF5j3ERQd8zH+Hmz14ZVMW78GZiZn6E5CVO5OOD1a1bOrFarXE+8fqvVhYnEbW1tGBoaEktSADIV2ZS6cPJvW1sbxsfHG5JfvHewgZX3Tt4vGZjzOfnFfrFQKAS/3y/3MK5NZiMoe0s4gInXhCkFZSKOlb/JyUmpUqVSKaRSKSxZsgSrV6/Gvn37EIvFZPAbJT6sIlKaSgkNk06sWuRyuYYq4en+m+p98uyigftZxrSo4s2OC5oZVPNGXiwWG6aWAgsZhqGhISkTUqKSSqXwq1/9qmGYkdfrxTve8Q5Eo1HR/HKBi0QiCIfDsFqtSKVSSKfT0tjJATgcesTMfyAQwPr16+Hz+bBjxw7s3r0be/bsQWtrq2QjW1paxJ6LmRIGUOYJSD9qc6GiY4b5ebDpr6urC+vXr8e2bduQSqVQqVSwZMkSDAwMYMOGDRgfH8eTTz4p5VJq5s3MCD8TM3OqnHmYGeY5YQbzvCnSkcLj8cDn88lNzufzIRwOI5FIoKmpCa997WuRSqVw6NAhHDp0SDaIdrsd7e3t6O/vRzabRaFQQCAQQF9fH5599lkZNsbA/4/+6I8wMzODLVu2oL+/H7t27ZJG1CuuuAKdnZ3YtGkTyuUytm/fjmq1Cp/PJ+X0l770pZibm2vQrXKTy/POarViYGAA1157LeLxuKwH4XAY3/nOdySIpktMc3MznnvuOTz33HPo6uqC3+/H9PQ0YrEYwuEwHn/8cdHcNjc3Y2BgAC6XC9FoFNPT09iyZQtsNhvGxsakZ4Ta2XQ6jaamJnR1dTXMWchmswiHw9L8m0wmEY/HRf/OrCmvJ1pumsG8+W+9zi4uKLdkhpgbZW6OqS+32WzSV2WxWNDc3CxSy0wmI5IbZpiZdHG73Q2OLuZ90zz36KUeDofFKYnNoebv0ZXFtFvkc5vSPCaWgsFgQyKNG4t6vY6ZmRkxSjA3B6VSCdFoFAcOHJDerL6+PkSjUbnHl8tl7Ny5EzfffLMkNdxuN9ra2sT9aWZmRjbnfL+nO+Ou1+/FgwbuJ8DishsXnKamJpRKJdl1VyoVsaxjCY7TJSuVCsLhMOx2uzTiUbv37W9/G+l0WsY7syE2FAqhXC7LOGl2u3PxBCAa8+npaRkDPTMzI6X7lpYWtLe3IxgMyo3cLH8ODw83NNSa1QTTQaSjowOdnZ2YmZnBoUOHJFsPLMhvksmklAkpIchmszh48CDGx8dlgZ6YmJD3YQaFwJHBPolE4kz+eRUD3iz5t2UgCRy5OfJ7vFHW63V0dHSgVqvJppRyrFQqhaeeegoOh0McIxgUUM+eSqXEipR//8nJSWk0Y3YumUyKs0UymcTy5cvlHJ2YmJD+EHpP88bKjFs0GhVpGpvC5+fnEQ6H0dXVJZnqq666Cm63G7FYDENDQ4jH43C73RJgDAwMYGRkBIVCAQMDA2KJt2rVKvT19WFwcBA+nw8HDx4EALGuSyQSOHToEIrFYsPmob29XQKfUCgkchgAaG5uhs/nQzqdFonQ/Pw8WlpaMDMzg8nJSZnwavYFHCtYWFw5UVnZxQeDXV5T5tTtxdUXq9WKffv2SXWIWXOv1yvnGmWPzDZTQmZKNHlem82nbPgGFhJdTU1NYgnLRnYmrWidymw6q9xMHpmZf/P+bLFY4PV6xRmHFSfeX0ulkkx4ZXCez+fFkWr16tXYtGmTfGaUtHImA6vxrIqZuntuNkzJjF5rFy6acT9HoMsK0Dh8ydReFwoFNDc3I5PJyEJID1hexAwUAoEABgYGMDMzg2g0KpZXDLwTiYQ4v1AfPzk5KQuBOSCKDTrUHtfrdQlW2AQ3NzcnDbOJRAKZTEZK5tPT0w3uMwyeme03AzVKDBKJBKanp2Uz4vV6kUwmZbEvl8uIRqP49re/LZsE+tyGw2G88Y1vxLPPPivj6KnT5aLJxdEscfLvwJ/Xxe/MwCw0zzOTxfp2XifUufM8opvK3NycBJderxft7e2SNaMWlv9PByUGFtyg8nm3b9+OK664ArFYDO3t7XjLW96CTCaDjRs34vDhw6hUKli5ciWuvvpqTE9Pw+l0SrNZNpuVihGzZczi0Q0qn8+jv78fmzZtwvz8PBwOB6LRKDKZDNxuN/r6+hAMBtHf34+2tjYcOnRINixs/h4ZGZENLIMWNpizSpZMJuWct1gsyOfzsmllYOR2u1Eul7Fs2TKkUinZwPBn+dmY02bNqh/7UsyMn9kXwxuNXlMXD6wkU+POQJfyRjNDThwOx1FuUKlUSgYyRSIR9Pf3IxwOS7M3s+7JZFLuOfQ953XhdrvhcDjkfprL5ZBIJOD1emUWSqFQQFNTk8wyqVQqor3n3BG3243R0VGR0/T398skZgCIxWKYmZmRpFW9XheNOuVifr8fa9euxdTUFCqVCq688kqsXr0aTqcT2WxWKlZMNI2MjMhkZFpJ0q41kUjIusJ7Ka99s3lfubDQwP0cwbyx8cLj/1ssFvj9fvFYZunRbHjhbpvBaK1WQ1tbm5T9Gbxw0Eu5XJaR7rzAmfk0te0M+KkbNBcCfp/Z7N7eXnGwyGazmJqakkWIul/gyCCOtrY2zM7Oil6Pgby5eLMxqb29HfF4XAI8LvqU+NDu0ul0Yt26dbjmmmuwdetWybJw8WZjrek5zRIsHQV4I9EhFmcG3tBZ8l7c20HMm/zw8LBUXSKRCNxuNwYGBjA6Ogq32w2n09mwueSExenpaYyNjaFQKCCbzcJut+Pyyy9HvV7H1q1bxR7SYrEgGo1ibm4Oq1atkqbN5uZm0crTlm7fvn1yDUajUXi9Xrzuda9DKpXCjh074PV6ZSPKbDWlb7/1W7+Ff/qnf5Kx5pRsOZ1OHDhwALVaDZs3bxa3ClbRyuWyZCcZrNx0000YGhrC6OioDC3zeDwIh8Ni/coR7JSsccPATfP4+LgMomLQValUEAgEpHLW1NQk05W5KaFHtTkXgVIGyu0A1cdebFDPzsSSxWKRijHnIPC6drlcCAQCUj3mMLJUKoWmpibxdmdPhtPpxMqVK+WeMDU1Jf1hbNrmfylnYQ8Gq042m62hess1IRwOo1qtyv2Wm+VAICCWkBzsx+uV1W42pgJouB8DEPvliYkJqRYDC8PbuE7Nzs42THju6+tDLpcTZzZeX2ZTPn+en7kG7Bc2GrifA5gBO3VyzCia+rx4PC6e7FwQ5ufn4Xa7EQgEJPhh+XB6elqaSXkjtlqt2Lt3rzTRmc05pkzB6XQiEomIhMBs5mS2jlkELpyJRAKJREKkKeZ0VwbxZqOPxWJBKBSSRZuuGs3NzTIinq8zMzMjCy1v/rwJXHnllQCAAwcOiGb54YcfRjablcCFkiGr1SoNPYR6etOqTMv6ZwaeBx6PB5FIBLFYTDTTpoyK5yZL5O3t7Zifnxd9+9TUFIaHh+H3+9HW1oZSqYRQKCR9GZFIBK2trSIPo86UAWtLSwsCgYBsHOv1BdehzZs3IxgMolgsir69UCjIhpOuM3R4oqd7c3MzNm3ahJGREfj9fsmk8zWy2Sx8Pp8EAKxImQ10TqdTqmmssnGaKcvu3ES43W7ccccd2LZtG+6//37p+ZiYmAAAycBxCFu9vuCa0d7eDrvdjng8DpvNJlUAVr6ABecZNthSrsRhUmyeZYaTaw2vH7/fLxtis7pGmJXXQOPCwdxsc41m8EoNO4PbxdI4ZqnZz8IqKgDZ2M/OziKVSuGSSy5BOBzGzMxMQy9JJpNBrVaTbLnb7UYoFEI8Hm/Y6EYiEXFCYhWuUCjA6XSKw00ymWxo+KTcjL/DjTb7P4LBoHjLc+NAdyduvvleeRxjY2Nyz1+yZAmsVqvIN1lpYLM9q2AA5N6+eFNsOs/oRvnC5EwF7hYAevYcAy4uzEiY/sem3SGDFzqs0CmD2fhoNCo7+Lm5OdRqNaxcuRLNzc0Ih8MYHR2VRWh6errBT51ZZ2YJePP1+XyiI+ZrmVPnGFzwJGJQEwqF8Ju/+ZuYnp7G7t27RQ9vbkQAoKWlRcqD1CNTJ8xjYPagUqlIVo+leo6hj8fjkiXke1m2bBn+6I/+CFNTU/jVr37VYLfF8e18vwzSFl8MGkycepjNZkacUhUz2DMbtun/TCkGN37UepfLZXR3d6OtrQ3VahVerxe5XA5+vx8WiwXJZFKmlFIzzr6OpqYmkZaZNqXpdBoul0s2t9wUz83Nob29HZdffjlisRiee+45uUbq9bq4xDQ3N2N2dhaTk5NyPtO2jvpbVog4gIke6ZS5dHd3w2q1YnZ2VhrzWD1Kp9Po7u6G0+mUjfWKFSvw8pe/HA899JBkzelg09HRAafTKRp1Dlry+/0yibJeX/CPDwQCmJ2dxfj4OICFRmAGYlxXOLeBtqsOh0N6DEyLVwZH1OUyG8mJyjr87MJjca+Dw+EQG1H2TTHpws0kzwGXy4Xly5dLksZut4uzSygUgs/nAwDJiq9cuVL6nUzNPJMy5mwRj8eDVColPTHMdNOjnXp0bva5yeC9Ajhi88jricF2qVRCa2srBgYGYLFYMDw8jH379klvC7PkvMcWCgV0dXXB7XZjbm5O5GisNFPDzqoCG285SIobYSbNeGysxJlyT72HXVgEAgFkMhncc889x+XQ5XQ68Vd/9VcIBoOSiDkRNOP+PPDmZQaNXPyYteYCxGCDJW5OT6SUhRpeZrwPHz6MVCoFv9+PsbExyUKYgyX4mlxAmSUHIHIAasMZYJk3ah5TpVJBW1ubZFE4YCIUCkkAw40JgzcO3uDx8LPgQCmz/Eifdn4+tVpNsvvcWLS2tiISichi9ctf/lKaC1lqpVTG1PHz5sIFkuVH5dTDkjP10dzEmc4NQKP1IzeLXq+3IbjnjY43/FAohGXLluGrX/0q9u7dK0OWfD6fzAKgPMzn82FgYAC7du2SEnQgEEBHR4eU6nt6etDc3Iz+/n5pDl23bh1uueUW5HI5fPzjH5dsHOVXyWQS0WhU/JhbW1txxRVXwGq1Ytu2bZicnJQpwfSNbmlpQVtbG/x+v+h2mQnkZFNzzHt7e7sE9bxWBwcHJTBhg3ixWMRll10Gv9+PLVu2SDBQr9elB6C3txdDQ0M4dOgQotEo1q5di6uvvhpLlixBIpGQCa8DAwPYsmVLw/XDv4Fp17k4ELfZbDL50vSb5oZcA/cLF27GuZ4zA811nra/XAf8fr9c00ymAJAZHrzf8FqmC5S5WeT9KRKJwOl0SuUJgDSO8t7H4+K67/V60dnZCY/Hg/HxcaluMbEGQKpN/f398Hq9iMfjGBkZwdTUFOr1ugx+onzF5XKhra1N7tccWHjNNdfg8OHDmJubE3cp2i2zlywcDiMcDkvTOWU/iyvxTGxQSqvWxgt0dXXhn/7pn3DLLbfA6/Xi0KFDuP322/Hss8+ette866678Fd/9Vfo6OjA9u3b8Wd/9mfYvHnzMX/2Zz/7GW655Rb87u/+Ln74wx+etmM6GTRwfx54E+QO3sw4MlDmhU33GPohM2ihtR0DWNOWLRqNYnJyUuyqGABzI8BduWm3SK05A22WG9kYaNpRchPBMjwX123btqGpqQkrVqzAyMgI4vG4PDd/j+VASm8IMxMcBGX6PzPwqFarkhHl72ezWaTTaTQ3N8NqtWJoaEgcOJj1YdWCmnv+m9pfM2OhnB540zSrPYtL5jz/gYVMXDAYREdHhwTFlFTl83lMTExICXrz5s04dOgQstmsNKmFQiFEIhFUq1XMzs5Kdo46b24e3G43lixZApvNhpmZGVx11VX47d/+bTz33HPYtGkTisUiJicn8eSTT2LZsmVYunQppqamxJuZAYnL5UJnZ6dk/gYHB9HT0yOBCl+X1xClb5ST8Dqfn58XKQolAx6PB3a7HdFoVL5fry/YzqXTafj9frS2tsrPDg8PI5vNSoM4ryNm77gR4HVNmzkeEzOC8XhcAvRqtSrBDDOJxMy4sloyOzvbEEwsTlAoFwaLJTLmcEEG3qYO2+/3y33P7/c39E5Qwsb7Dyu83KhSrsZ7IytH3OCvWrUKLpcLBw4ckIGGAER6xqQRm7J5XuZyOZnESgcoc74Bde7FYhHJZBLT09NIJBLyvHyt1tZWZDIZ6euihIbN72xO58ac97V9+/bJvJF8Po+2tjaRDfFz45rFRBxwZLpzIBBAKpU6I7aQ5zLhcBhPPPEENm7ciFtuuQUzMzNYsWJFw3yOE+W2227DO9/5Ttxwww3H/P7v//7v47Of/SzuvPNOPP3007j77rvx0EMPYdWqVZiZmWn42bvvvvukNlaqcT8HsNlsYkXHi41ZdOriTE1ua2srmpqakMvlxB7SzGIBCzdNNpQyU80A3fyjc8fOwJ2vx6ZX2jAyuGHmj0NogsGgaGRnZmZkARkbG4PT6WwY5W5uSMxjMEt6DocDa9euFetKljL5HukCUK1WRbPIsfBcuD0ej2TaTRsth8OBVatWYXx8HLFYTDZN2WwWyWQSTqezwYZMOfWY1SRTrsVzj1k6bh55U6WLw/j4OEqlEvx+PxKJhFSZYrGYuDQwMxUKhdDW1iae5BaLBW1tbTKdlME4sHDedXR04Oabb8bnP/955PN5dHR04Jvf/CYOHDggkxxpH5lOp9HX14fm5mbJ3PE64bnK36nVahgeHm6QhzAjx/fH4KNUKsl1zc+AvSG8jil5KxaL8v5pcdfU1IS+vj6MjY1hdnZWZGV2ux2FQgFzc3PyWfO8dzgcsqak02mMj4+jUCjIWPd8Po+dO3c22Lv29vbiwIEDYsFnDlzi35USnMXVMjObqlw4MKg07y0MUmmowGudjzN4z+fzyGazWLlyJVpbWzE+Pi6lfdolUjJJVylOFub9i9cTr7Mrr7wS11xzDUZHRzE5OYlNmzaJLpwBODe4NC+wWCyyPvDewOPg8VerVYyOjgIASqUSmpub4XK5EI/H4XA40N3djZtuugnJZBIPP/ywbC56enpkQxKNRqUpdnZ2FhMTE5LA4Hudm5vDtm3b0NXVhdbW1oYm72q1ipGREZGgsnLA/hpWFi9WjfuHPvQhjI2N4Y477pDHhoeHG37G6XTi7//+7/G2t70N4XAYu3btwoc+9CH88pe/fFGv+f73vx9f/vKXcf/99wMA7rzzTrz2ta/FHXfcgX/6p3+Sn7vyyivxgQ98AOvXr8f09PSLei0N3M8yLNuZAS3LcYsnPfKGZ7FY0NfXJ9ZzVqtVmlpMy8RMJiM36cXZDl7QZmDP12EGhBZZbKZbvIOnVzqzdSwNcnHiFzMlZrBmuuYw6GawnEwmpazJ7Agz4YVCAW63WxZbBhfUN1PXG4lEUK/XZZql3W5HZ2cnVq9ejYMHD0qVAEDDBD1Og1VODzy/zcZTXgOsfvDmlU6n5bxIp9Mi/aKshQ4wvMmZZXefzydOQZw6GggEpPxcqVSwf/9+OT+Z8frpT3+KgwcPSgWJLhfNzc2yWeB1QB272VBOjXy1WkUwGJRzl3apPMdZQeOxz8zMIBKJNEgF5ubmRJrCvhYOjero6JCyPK/xSy65BG63G6lUCtPT09Jox81oIBCQAW9utxv5fF4+X1YbJiYm0NTUJINdWNXg9cLKAP3r2TyXTCZlk2IGF6yWmYE7ry9uTJQLE1aVzIQUH+day0w2f3ZoaAjlclmGI/HeZep5mRzi2kFtN5NIxWIRe/bsQb2+MGWYgTIDWQByzrNviraobMo2HdpMWQob0Om2FgwG0dbWJokhSkfD4TBGRkYAQOYijIyMwGazYfny5bKRpjEDpa7mAEUA4pp11113YWJiAnv27MHw8HCDw4x5v2Kf28WcbQeA17/+9XjooYfwne98B9dffz0mJibwxS9+EV/5ylfkZ+69915ceumleOtb34rJyUm88Y1vxIYNG7BmzRocOnTohF7P4XDg6quvxj/8wz/IY/V6HY888giuu+46eczj8eAb3/gG3vOe9yAajb7o96eB+1mGmQczW8HyeVtbG+bm5kRDzkEMyWRSbrq8Efb19aG9vR2pVEoufLp1LA7QzVK1eaM13R9Mz2Zmy7lQ8mcTiYQsysx0chExG9D4/szNgymHYODD52C2nsfCpjYzA0l5AuU+zJgwEHrDG96AwcFB/OpXv5Iu/KmpKWmEZeaHX1ycZ2ZmzsjY6IsZM3AzHYKsVqt89jxXeN6xyZODVnguMJicn58Xm9NarYbu7m6pBJXLZQk8q9Uq/H4/gAXNq9nkxemhwJENNStQS5cuRWdnJ5LJpJw/sVgM8/PzCAaD0uzG6llTUxPWr1+PH/zgB+IqYcp/eN7yvTIDPTs7Kxk+l8slFQHzuTkanVlHZhtf9rKXIR6PY9++ffK5hEIhABB9e29vL8rlssiOOLbd7XZL1Wz9+vVoaWnBjh07MD09Db/f35AlL5fL2L9/f8O1S00/PzseLxvYTbtaUwpHyY5y/rM4SDADbl5PZsadrkqLrYyZ8eZzlkolBAIBNDU1weFwYHBwUCqpPAeZcAoGgwCAmZmZhimmk5OTCIVC0uxJGZu5aQAgwT2z7/wZHlutVsPExIRUgXltmAOiyuWyzHpwu91oaWlBrVaTQI2SU6/Xi3A4jLVr1yIej2PXrl2SKAMgDekrVqzA6173OuzduxfPPfcc9u/fLxt6c+AScKTX5mJvTF22bBne/e5347Of/Sw+/elP45prrsG//uu/Yn5+Hl/72tfQ29uL22+/HX19fZiamgIAfOYzn8HNN9+M22+/HR/96EdP6PVaW1tFwmgSjUaxevVq+ffnPvc5PPnkk/jRj350Uu9PA/ezDG9i7CDP5XLI5/OixWXXutvtFss5anxZQpyZmcHo6KhkuLmQmZp2M0DnzZayk7m5OcmK8Yt6eTarLm7Y5ILIrAhfj5nJiYkJ5PP5hvKoWbbjwkK9selqw+yDCW/4i73mGbhQi5tOp+Hz+bBt2zbs3LlTApzm5mbYbDZEo1EEg0FEIhHxu2ZAxwCfx6ecHugaZMpEWlpaxMGBGTQGitVqFblcDlNTUzLAhFanXq8XPT09ABaakVhiHx0dlXNv3bp1sFgsGB8fh9/vR3d3t+hLOUsgk8mI7znHqvt8PrS2tsJms0nlhtlnu92OlpYWcUkJhUJwuVzYt2+fODf97//+L3K5XINszQxq29rasHLlSpmwGovFGryhA4GA6OALhQJSqRQASLMtNbRs9v3P//xP5HI5OBwOrFy5Utw0SqUSRkZGJBtYLBbxx3/8x1i1ahU+8YlP4ODBg9iyZYtcf4888ojIDrhBcTqdCAaDsia5XC4kk0m4XC709vZiYGAAQ0ND2Lt3LxKJhLhkUc7GNQA4ci2Hw+GGicjK+Y25Zpr9EIv7V/hfGhxwPeeaYJoW+Hw+tLS0oKWlBX19fbDZbJienpZGbFoSU5KVyWTk3tbW1oampiaMj4+LTI6BLRvdaecIQPrEADRUvniNm83VfH8MoGndyqQApZgcQEib21qthj179qCpqQkWiwUDAwN4/etfj5/97GfYtWuXrIf8qlQqOHjwIP7+7/8eNpsNQ0ND8t75vvk7iz/jixmr1YotW7ZIAL5t2zZcfvnluPPOO/G1r30Na9asgd1ux4EDBxp+z+VyYXZ2FgDQ29uLPXv2yPfYGG26s3z6059uyLL/Ol73utfh1a9+NdatW3eyb++MoYG7gZllNDvv6YPMhYxSAKvVKo2YbNRhoMkGsba2NmnKzOVymJ2dbViUFpeozSCechVmAU05A7OVzNazYZRBiJlpq9fryGQy4k3NRdliWfBr5+JHzS0DEZvNhtbWVoTDYZnCytegTpbyHS5YfE+0tGNJnpKdLVu2yALHrJ/D4ZBMTL1ebxgMwucz34tyeqBshBNEGZizsZkNl5RqcQPJRjY2WZrWcuxrYECcz+fF+5yBtsfjkemH6XQaiUSiwdqUz7NmzRoMDw/D4XCIXIfHyvPebrdL5Sufz2N6ehqhUAherxfAQvOnmVVmBYHXHh1o9u7dK5tKbt7Zk8ENLa9387UZgFATbwbF5XIZ09PTYhlLHTGvw3A4jO9///vw+XzweDxYsmSJDGhyOBzo7OzE0NAQ8vk8vF6vSIXq9YUpjh6PB5deeil27dol0gIOzKENntmwaspkgCOZeFYulAsDc11evEkj/B7NBczeDZvNhu7ublgsFnFbaWlpkYnCzJTPzs7K9cGKL+9XvJ+xAjY8PIxYLCbTTxn41ut1aWinBSTvpezjAhbud8FgUHziud6YFWBOeeW1lcvlZIYI75FmootJA05oHRsbQz6fh8vlknsS30+1WkUqlcLw8LDo2PkezcD9WNeR6fZ0sTE1NdUQdAPA3r17ceuttwKArHdXX311g+89cKRxf3JyEmvXrpXHf+/3fg+33nor/uAP/kAeo8FGPB5HpVJBe3t7w3O1t7eLjv3Vr341li9fLnEP+d73vofHHnvseZtej8XxVlQ0436K4EXHk4Wa8MXWaLzo2AAKQLTmDMAZ5Hd0dOCSSy6RaWz07DTHtwcCAQSDQVSrVcRiMclwMCvO7By1r6ZsBmg8AbhoUZpSrVYbSpBmhp8LNSsGlUoFLS0tkmlnBsMM3kxfbQASdPF9McAoFAqYnJyUYMbsFzADfG5KzGBnfHxcyqvMcHKx5yJ7MS54ZwJu5kwJBW+UzG45HA60tLQgGo2KFzmnlqbTacTjcdlwUq8ajUZRry8M/TFtVpPJJNxuN4LBIObn57F//345/zKZjGjceX60traKZpVOEcyq0aOdlQHgiMTM5XKJTzzlJ9x4mgG3w+EQpya3290w5IwZPrP8z00Oz8l0Ot2gkTc32vx8Z2ZmxEGBAQozkoVCQfpTOjo6xEeablGU2zFIaG1tRXt7O/L5vHjSDw8PY8mSJdi/fz/GxsbEZpbrxWLrPzNJwd4Vfn7KhYMZtPPvbZb1GVwz485/U7Pe1tYm19DSpUtFwvLEE09gYmJCKtJmfxT7S8yZKExccSPLpBDlnTxXzTkGzPZTLsN7JCUrtVpNqrLm+2EPi8/nw+zsrDSMmzIerneUAvb398PtdiMcDuO5557D3r17pVmXnxsr3W1tbWJ/SScZXkfHkr+af4eL9R72xBNPYNWqVQ2PrVy5UvoOtm7dKr1wjz/++DGfo1qt4vDhw/JvVkTNx0i5XMazzz6LG2+8UawdLRYLbrzxRtx7770AgH/8x39s0NgDwK5du/AXf/EX+PGPf3xC70+lMmcY3sT4/1xEPB6PLBqmjITZRbpe+P1+8W/2er0ynjmZTCIej0v2i4EFdXerVq3C29/+dsRiMfzzP/+zBKoul0sGWwDA+vXrUavVcPDgQUxOTordFINsZiZNC65yuSxT4KgdNAMJNqtS807HF2Y7uWAyk0EXAgYwfA5KE2hX53a7ZSFmRp6fJTcxXOAoIWBGlCV6XgAMkPj3YCCjnHq46eONk9N1mdFmAGn+PANt0x6OmVufz4dbb70VDz30kDRJsq+C52sgEMDatWtx8OBBjI+Pizc0z11KSur1Op599lkUCgXRlzY1NWHnzp0SaPJGTXiT52aZPvG8qQNHssy8gfN7bA41g1zKC7xer1ha8ibMdYGva9rDmZlN/psyG/YIcAosj6uzsxPhcBibNm0SS76xsTF5flYceI2wWjE9PY2VK1dKg+Hw8LCsR6yMcFPPIILXPx/3er0NFTvl/MbMeNMKkhtVs3LEzalpusD74tKlS5HP5/Hkk09i27ZtCIfDuPzyy7F06VKMj49Lpc3lcqG7u7thgJvf75eMd7VaxdKlS9Hb24tEIoHh4WEcOHBA5Jyczl2tVhGNRhvubU6nU5xgWFHj49yM83rlfa9UKmFqakqq5cyO9/b2IhKJYHp6WjYV9Xod09PT6O7uxqZNm8QDnsYKlApRs2+327FlyxapwHOuA7O8pgzNvDczgQVcfMMEqSX/yEc+gu985zt4yUtegne9611417veBQA4ePAgvv71r+NrX/saPvCBD2Dr1q1oa2vDjTfeiB07duBnP/vZCb/mZz/7WTzwwAPYsmULnnnmGdx9993w+Xy47777ACzo3Y/VkDo6OnqU480LoYH7GYY3ZuBIRsK8+PgHYaPn4tLYkiVLsGrVKqxYsQKXX345HnzwQTz77LMNmWZavvn9fgSDQaxYsQJvfOMbkUqlsGXLFllYm5ub5TXZ7JlIJBAOh+X1mBUFjmTaeQOmPV69Xhc5ghmIWa1WydozWKPUwezwN4MS/pdNgZQ6VKtVDAwMIJFIYGZmBl6vF5dddhnK5TJ+/OMfw2q1wuPx4IorrsAll1yCf/3Xf5XPnHpFAA0NkMCRwT8saS6ufCinHtNFiJlo/ps3GF4jHo9HMsYMtHkO8UZKK69XvvKV6OjowPe//32RivDcy2az2L9/P8rlMnp7e1GtVpFIJMQVpb+/Hy6XC9FoVIYtlUolZLNZdHV1ia4xn8/LDZ/XKq8RcxNIqQ4A0ZY7nU7RvpqVLLpALK64mU40zN6ZDa7cDLAnhZUvym1YSWOzejAYxOte9zps27YN+/fvh9vtxtjYmGzg2cgaj8cxPz+PSCSCYDCIWCwm1pKU9PDzpOyA0gX2uNAa1tzAm5OKgSPVx4stqLiQ4fVsbowZSAKNmWFzIwdA5izMz8/L2t/R0YG+vj7ZQGaz2QZbSJ6rDLKpZec6nkwmJclDeUp3dzfWrl2LWq2GHTt2YGJiAgBkrWhqasKll16KoaEhAJD+DqfTiXg8jkQi0dAbxXserw+6znC2CDe0rAzQYCIYDCIYDIqtLTfr7GujdI9D2er1BZec/v5+HDx4UOSzzLybMld+nhfr/WzLli144xvfiH/4h3/Axz/+cQwNDeHuu+/GN77xDfmZ22+/HX/zN3+Dz3zmM+ju7kY8HsdTTz2Fn/zkJy/qNb/zne+gra0Nn/rUp9DR0YFt27bh5ptvRiwWO1VvS9DA/Sxg3qh4U6NHq2kZx+Y5v98vWcTx8XG0t7fD7/fj+9//PrZt24ZIJIKenh4UCgVs2bJFLOuYTe/p6cH+/fvFx5aezcFgEFNTU9KcWiqV8Mwzz8iCS+0vg2cen8/nk8WIgUowGITX6xWnCi48LGH6fD40Nzejt7cXU1NTGBwcbJjGambl2HBkZgssFguWL1+OdevWYf/+/QAW/FCLxSI2btwIv98Pv98vVmD8/FipYIaXFnpccJlpNb3uL8aF7kxiOsIARxxkAEhma+XKlYhEInj66acb+he8Xi8uvfRSTExMyNTgRCKBsbExeL1evP/978fGjRsxNjYmGbhEIoFUKiUWcZyOyBscrVcnJycxOTkJYGGAByUq1157LTZs2NBwIzQlIOyz4E3Z7FVxu91oa2uDxWKRpicG19ygs5LAsj+lNMzamY3i/B1T22qer3xdXj/mtMhsNosf//jHyGaz4oIwNjaGZDKJYrGISCQiGtxarQa/349IJIJ8Pg+bzYapqSlx+OC1RhkCANnI+3w+yaian5Up6+FnzzVAuTBglYubR27WTAcinutmVYob0qGhIQwMDGDlypViC8xAmQO9eI5zciqvhWq1KgOV2PfBii7PP1aQd+zYgVqthlQqdVS2mo4ytEAOBoNoaWmRTfrc3JwMh+Lxs2GbNrW0IKYbFaVnIyMjYk3r9XolecGNSEdHB1asWAGr1SrTW2OxmFTdarUaWltbMTU1JYE9J8dyHeCG4mK/l/30pz/FT3/60+f9fqVSwSc/+Ul88pOfPK7ne+CBB/DAAw/82p/5whe+gC984QvHfYxmX925iAbuz4OZEePIZzqqeDweKeXxhun1erF3717s2LFDhtFwSMob3/hGhEIhPPfcc2KpFYvF8PDDD6O1tbUhiz80NCQbBL/fL5MeTUtF2tqZPu6BQABWqxVzc3MIBAJYtWoVenp6sHv3bllIPR4P2tvb0dHRAa/Xi6mpKUxPTyMajWLXrl0AFm7YbHyr1WqSVaXTAABZKFtbWxEMBjEzM4N9+/ZhcHAQ09PTeOihhxCJRNDX1ycZkVKphIMHD4rMgNNjm5ub0dLSgs7OTgkCOegGOHJjuZh1gacb9jrw/DY/a/6/1bowk6BWq+Hpp59Gd3c3wuEw9u3bh3w+j0KhgG3btolGmpn3pqYmHD58GP/yL/+Cjo4ODA4OimXp4cOH0dXVhbVr12Lbtm0yuIR9HdlsFuVyGQMDA+jv7xdXmlQqhf379+Nb3/oWXC4XIpEILBYLpqenJYCguwsDFnM6KclkMgiHw7jyyisxMjIimW5uhqkPd7vdCAQCqFQWJsvG43HZfFL+VqvV5Ge42aUDj9VqRSgUko24mcFjwxy1+1u2bBENPfW7IyMjuPXWW3HJJZdI1nzDhg3IZDJYuXIlbrzxRszPz2NiYgKTk5PStFsqldDa2oq2tjZMTk5K1pSZUW5wzM0G1z31cb+wYLad1wcTSAw6GUxyrgaz5gw+c7kccrmcSLJmZmakf4qZbG4GKHOjtNHr9aKpqUlko2wyNH3XmQSgnTKDbl4LTErNzMyIkUKlUhHfdK/Xi2XLlmFoaEhmQPCezQ0onaEsFou8H05a5b2HVrXmdFU2urI5n5l5fqa1Wg3j4+Ny3bHvhteXOstcPGjG/Sxj+qO3tLQ0BK5sIlu2bBmy2SyCwaBoUJPJpOhUK5WFATWPPPKI6FMjkQiam5sxPj6OSqUigWsmkxGvcmbiuKjE43FZJBhI04oyEAg0dF9zR8+AfHp6GtlsVhbWrq4uXHbZZbIY0mbJnIjKYTvU8NdqNfl/Nivx+5VKRSz7WAoNBAK49tpr8dBDDyEajaK7uxvt7e2w2+24/PLLkUqlMDk5KY4AgUBAggoucosbfE6mqUeD/l8PA8nF/stA40Jkt9sRi8UwNzeHSCSCUCjUYNvV3NwsWd1EIiESqcHBQTzxxBNyDvBmzOekTpZBhd1ux9zcHNLpNLLZrEwe7e3tBQCReU1NTUmmjsGI6V5Bxxdmxk15C6s86XQaqVRK7OJYyapWqwgEAuKmlEgkRGZm2p8yAOZAJcLsIiVEzO6zp4N6euruA4GAuBxws9Ha2or+/n6sW7cO//d//4d169bB6XSipaVFxru3tLTg//v//j9s374dv/zlL1GpVNDd3S0TVQHI36xWqx2VBWQ1je+D16By4cCqkM1ma/AjZ9KIvRYARNpIWSZtQ5cvXw6Hw4FYLCb3OLfbjdnZWQn8qUW32WwIBoNSwXM6nWJFSukMB/gBkGnglNfweuIQJt5rqDmnRIZBPq8Vzkvh1GFuSkzPekqFhoaGxLqZQ6V4vKzQcT3hWsjpzAzoW1paYLVa5TVZiTCfw6xamfI0M6Or96YLBw3czzJmyY3uFZRxMKAMh8PyWDAYlKY2lh7p7z4xMSFNc/l8Ht3d3TJYhQsfs/tmkxtvtGZJG4AEKytWrECtVsPhw4fFwst8jkAggK6uLiQSCczOzkpAtXnz5gbpQ3d3NwYHB/HUU0+JBpC6Q1Mqw6FR5qhpm82GnTt3yut7vV5YLBZs2rRJMjYc2sTGVI/HI423LpcLfX19SCQSIgXiQsts5smWrXRhfH7MXgoOPmIQbFY7FjuomNkvykSmp6cl00bP9ampKeTzeSQSCakssUkyFAph2bJlYosYDofh9/tloio3kwykV6xYAeCIFj+TyUjwwEZr6tz5czx3KAuj5MZutyMQCIj0JBQK4YorrsD8/DxSqRQOHz7cMEjN6XSio6MDlUpFmtBNDXu9vuA9HQqFRIrCyhx18TwOBuzMTDqdTvmc2traxOKS193AwAAeeOAByXhyY8vR8NR+0kJ1ZGQEpVIJnZ2dABY2NR6PB6lUqsGK1nT/IabrFKDXzoUC7RRN69RYLCb9TrzXVatVdHV1ye8xsA8GgxgbG8Po6CiSyaRkw3me8osbWM4loBNSOp2Gy+WC0+lEIBCQ5+a1TUvGxVVdylV4/3W73ejp6YHVapV7ZzAYhM/nw6FDh5BKpRqqa7wX1moLwxOZoKDxAitT7EMxXc94HOZ9NRQKyeTjvr4+TE9Py3pm6uqfz/3MdLPRa+vCQwP3swiDFl60ppUig+dEIoEtW7agVCrB5XLJrps3SXrcxmIxyZTTlrG9vV127VzUcrmcdMxnMhm5mZo7f4/Hg97eXrS3t2NwcBDhcBgul0ssFFklYGBfq9XQ19eHa665BocOHcL09LR0tdPXnRlHr9eLzs5OVCoVHDhwoEF3yE0Mm3Noq8chO3xflEywGYjHHovFpIRZLBbh9/ul8Y4+vcBC5oU3Az6HqRvWhe7UY3625s3GLO9yE0fbLYvFgkgkgmw2K4Erm1gDgYDMA0in05iYmGiozpiuFkuWLEEgEEChUJCBXZVKBeFwGD6fT4Jb3hBpy8ZBZ3xO0+nB6/Uik8nIADNm9+ncEovF4PP5cOmll+LSSy8V68lnnnkGXV1dWLp0KTKZDPx+v2TLOfCpvb0dBw8elBs3PagZVGQyGdRqNcmI83phkMMsIOU/ABoCG1NPT5lRf38/Nm/ejFKpJMeVyWTkmEZGRvB///d/WL58uVSueNwcXEUXGvaoEDN4MLPsXPdU435hwIw7rxde75RZAgt/f/YjjY2NIZfLwe/34xWveAVyuRw2bdqESCQCACKp4gwQWhebm2fqwmlr6vV64fF4xPKVVT6uKzwus/+Cm3b2cIVCIRnMxgTQqlWrJFBm9dassvE+1traKhuTlpYWsXLOZDJoamqC1bownbu5uRmJREL6ALjhz2Qy2LRpkzTeM8FQq9XQ09ODFStWSAzg8XjE2hk40tBvJhTMplXlwkED97MIA2WyuOQFHHHSYDauVqshHA5L4Mkdv+mfzECYpUjaJFJr53a70dXVhVwuJ0ESM/i8Uff09OCKK65Ae3s7QqEQduzYAQCSxViyZAlWrFiB2dlZjI6OYmhoCLFYTLIgPDZqAC0Wi5QgTVcXvg8zkDY/g/n5eaTTaRw6dAidnZ3o7e1tKEsyoKNciDppZhi5AYjH45iYmEB7e7sEDLQVTCaTGrSfIRi4A0eyQsy480bDG73L5cKhQ4ca5Ev8+/h8PtF5ut1uhEIhTExMYH5+HsViUWzUKpUKQqEQcrkcMpkMBgYG0NXVhc2bN8Nms6Gvrw+1Wg179+5FNBpFrVbDwMAAmpqaRIbCcwiAuFYsWbIEW7duFZcZbga4iTbt6cbHx6V0Pz8/j82bN2Pbtm0Nlo3ckHA8O5vuOBadN2+e+7lcTmQJzLpTSsabPgDJMLJPhVnBRCIhz33ZZZfhmmuuwWOPPSZBSkdHB5588knJ/nGzzCbBYrGIQCCAUCjU4GrBa9nElEPx/1lhMS0BlfMbXrO0PCSmVSnNDdrb26XHYX5+Hi0tLVi6dClyuZz0IfHxYDCIeDwuEjSeb5wHYA4na2trQygUwp49e0R2akpZGLRzk8H7L11sfD4fVq9ejRUrVuB///d/pTk1GAyKjSwnCNPkgJt+VudaWlrQ1tYGl8uFQqEg5zpdqphY4roRDAbR0dEBq9WK9vZ20cj39PSgt7cXjz/+OJqamhAOh7F7926Rw/b396NWW7ChTSaTDe5NpjWsorxYNHBfBG9alHeYtoSUi/Di42N9fX2SWeaFb5afzYmLwIJcZtmyZQiHw5L5np+fx+TkJKampsSVIxQKweFwiJvEzMwM5ufnMTs7K9ID+sOzoW/37t04cOCALGIsdYbDYVx33XUYGxvDnj17EIvFJBCjLpk3cL5vHi81iy95yUukeS4YDKK/vx/BYBA7duyA3W7HihUr8Fu/9Vt45plnZJAChyfRkYOuBi0tLViyZAnC4TAKhQLGx8clS0uPXgZJpgMCNwCLp6opLx7aibKfg/pTZrvq9bpUUjhFcOfOnejv78eqVatk+Fhvby/C4bAEyWympjyD0q+lS5di/fr1+Pa3v41kMonh4WHs3LlTMtQ+nw+jo6MAII1j9Xodzz33nMh2mEEbHByUYzx06BBGR0dFd2o2hFG+RovL5557DitWrMDVV18tk/gY4PJ6m5iYkGw/m/LK5TLa29sxPz8vmnSfzyeNa9TKUk7W0tIiiQBOcKVjxvT0tMxRaG5uFlvWrq4uBINBbNq0CQ899JBYQvb392NychIOhwPxeByPPPIIvF4vurq6EAgEEIlEMDMzg5GREZl9UC6X0dLSgt7eXuzdu7fhb7pYEgAcCeZPpqdEObdwuVxoamqSplCg0amFlVpWdTkNNJfLYd++ffjN3/xNNDU1STKJ12kmk5G1glUvJoTm5+cxNjYm51EoFJIqFdcTzoYwE2OsCFssFjQ3N0sQzwC+s7MTra2tyGazcDqdGB4extTUFJqbm5FMJmV+CO/ZwML9N51OSwMqsJBQowtcNpuV9YI6d16vra2tiMfjeMMb3oBqtYpHHnkEzc3NyOVyGB0dlanhqVQK+XwedrsduVxONtX8rBk7LI4NlAsLzbifRZhxZAaYgaPdbscVV1wBn88n2fLR0VG0tbXhmWeeaXB44TRILoZOpxOzs7OwWq247bbb8OlPfxpf//rX8YUvfEEuepYETS0wdfLMyDFgoIUdsxaFQgGpVKqhgZVZM96s9+7dK02APp9PsgLpdFqei6V6/huAlEVHR0clY7ly5Uq0tLQgmUzC6XQik8lgx44dmJ6eFlsuLtIMIKh9ZmaS8gC6apiOFnTkYfbE7NA/162azid4ntEmlJ+/1WpFS0uLbBC50JiSl1gshtWrV+Pyyy/H008/je3bt8Pv98v55na74fV64fV6RZva3t6Ol7/85aItn5+flw0qpWL79u0DAJGhMKNNCYy5kWCWjgEIr1Vm7MwmTAYV3Kg6nU50d3cjm81i27ZtWL16NZqbmzEzMyPnJDfdpoyIbjfMoDFTt3z5clx11VVwuVzYtWsXcrkcWlpakM1mxRqTFpfU5XJD+9KXvhRNTU1y7ZTLZWQyGZkue8UVV4j7DQBxrSiVShgaGhKNbVNTE2ZnZ6UpkJIdygReSP5iBuvczGvwfn7j8/ng8/kkcFy8lvJvXKlUMDk5KXMz7HY7hoaG8NRTTyEcDmNsbAzpdFqSUF6vF62trTIZmZVkVrPMKg437V1dXYhEIuINPzQ0JGsP75XAQkUqEonA7/eLwUIsFsPWrVvR3NwsLmq0dwyHw8hmsw3nONc2VhJrtZpYwrIywDWPG2gmi2q1GmZnZ2Wzs2HDBrS2tsrmJRgMIp1OY+/evSL3oxNUS0sL3G43xsfHG64dU6uv19SFiQbuZwkuYPwDmIE7AIRCIaxcuRKXXnopmpqa8M1vfhMjIyOyuwYgO/5IJCLBi6lbn5mZwZe//GU8/fTTSKVSMumtra0NACRwphzA9IDmIsfjY9Mgy5Lt7e1YvXo1ksmkTIwDIC4TVqsV4XAYwWAQbrdbBmdwwikt8Dgwii4UHEtdrVZlKiMdabgJyGQyGBkZkedbvny5yAni8TgAiL4+FoshGo2KVRilR8ywMsvJhdT8+yinDspBCLPNAKS0bjYq8vOna0s+n8fIyAgmJycbfJ+BhemfPJ96e3uxbt06TE9PY8+ePbBarVi+fHlDeTuTyUhgsPg1Wdan13omk2mYYWD2Q9RqNalacdIrqwUM3LPZLKanp7Fv3z5kMhlxOXK73aJRp40k1wRzMJHVakUgEIDb7UYul8Pc3BwGBwfhdDqxbNky5HI5zM7OyjAWc1pwvV4X2U5TUxPa2tpwww03YHJyEkNDQ6I/5trBTHwsFkM+n5eMfWdnJ6anp0XPWy6XJfvOZuOuri6x73shFmfZme3UScXnLwxMBwcHARzpXeFmjteWz+eTxInZL5VOp7F161ZcccUVDRaNXDM4N8ThcEiT95IlS9DZ2Qmn04mZmRkkEgmRjfh8PsTjcZlxkkqlZCAaN5fUltOSMZPJyPRj+qSzP4pDnGjXmMvlpCqwePKyea/kOsFjNzf84XBY+muYRNq2bRuWLl2KSCQi758NspSC2mw2+P1+XHrppdizZ49Iac0Kl7mGakXrwkMD97PI85WRy+Uytm7dKhnqbDaL8fFxTE9PH1NOw0UtkUiINZzVasVTTz2Fffv2SWmPDXDveMc7cODAAYyMjCCTyUjZjYsOJSzVahWhUEgafPx+P+bm5jAzMyNSF3rScsASB1+Ew2EMDAxIsMTMJMup7e3t8Hq9GB0dlewrgwJT70w/bQ56aW5uluw5ZSxsFjLdcfh+qLml/rG7uxvRaPQozfDz/X2UUweD88V6df59PB6PWCFyIiib2fL5PCYmJhq0rMDCDfA3f/M3sXr1anzxi19EU1MTDh48iMHBQVitC5MX4/G4+CHTZYi/y+Og3Io3V3NeAQMOZpVnZ2fFUYJZeDpQ0M6xtbUVkUgEU1NTqFQqOHToUIPVKT3gOzo6ZPPLTbnD4ZDgm8fA8jjdL6LRKC677DJccsklePbZZ6WqZFqomnIU/vexxx5DPB7H7t27G6pM/GK2M5PJyBqzdu1aPP744/JYKpXCE088gdbWVtmocC1hQGRWEs3ryNS1899MBijnLxbLkWFhZu+KaXFoSrs6OzulmlWtVpFKpaQqy0ZrOkbRRSkUCsm9ZG5uDjt27JDzPJfLyT2Lr8vzj5lyDnVKJBKwWq1YvXq1zDfo7e1FW1sbRkZGMD8/j7a2NjQ3N+Pw4cNIJpMAgKVLl2LNmjUYGRlBe3s7gAWJXSqVEhMFVsVoZUlzBLN5nRJMl8uFrq4uZDIZcUarVqsy62F2dhaHDh2SdWpubk6CdgDYtGkTJiYmjkqyMfMP6D3sQkUD97PM4lKi2X3PJlTThpG7fTMIol6buldmMiYnJxua2KhP/dGPfiRaPNPGin7OdJ+hFIbadlNmw8xBe3s7wuGw6JcPHDiA+fl5aYZlIMFJjcy42+12HDhwQDx1zcwnO/H5u9Q6jo+PS+DDhler1YpYLIZ6vY6ZmRmkUimZykdnDC5s4+PjkpHne7Lb7aKdNi+GxfZ1yqnDrDLxxkqnk0gkIq4uHPzjcrmwe/duVCoV+P1+tLa2SvNac3MzSqUS+vv70dbWhnQ6jaGhIZGTsZrDABNAQ0Ms/+4MzoPBICwWC3p6enDo0CG5UdJpiecrrxlgwQ0pFothfn5epFgs58/OzooLBIMRDgcDFmY1vOQlL0E2mxW700AggEwmg0QiIWuAmW3jtbh582bRs3OT73K54PF4ZDP6spe9DAcOHBAveVYQAMh6wc1SpVJBIpEQ+z5ek6ZTCGUO9Xod1157LdasWYPh4WHs2rVLsv3Hc1MxdcEqkzn/MTdpPE/N69yUzRSLRaTTabExNfu7eG5y8BgbUAHINb/YxpSBKjcB/OJmPBQKScJn1apVGBsbk0oYzQ2SySTC4TCWLl0qEk/aTrrdbkQiEVQqFTz99NNi4NDf34+JiQkMDQ3h4MGD4sLENYUJBrP/xmq1IhgMipsNkwCsnnNyMV2ostksvF6vVAApf/P7/RgaGhKZ3eKNMD8Pva4uTDRwP0uY+mkzk8YbZi6Xw86dO7Fnzx7JfHPMOC9WLpDUrjOLx0WQWXL6OPN5JyYmxF3G4XCIq8zMzIxIabgBYCBBmQqw4Cvf1NSEFStWoLu7G8PDwzh8+DAOHjyIbDYrw2VMF5m+vj4EAgFEo1EkEgkpbTI4NjNvdMTw+/3wer1oaWnB/v37RW/v8XgQCATENSCVSjUM96hUKnC5XKLtZcPRyMiIZFAdDgeamppkATUvBFPGpJw85rlubojYyGlORqSVqDkpMZfLIZlMolqtoqenB6985SvFU5wl6o0bN2LXrl1yPlMGxv+n9pwSlXQ6jf3798uGgVkwzlLgQCSeJ5lMBvv37xdZmdlwxxuu6RJz+PBhqRDwcerMqV2PxWJy7l555ZXo6OjAE088gXw+L/ZwnZ2d4oJDu1SW36enpzE1NSU3dGYjOT2yUqmgra1NspGFQgFDQ0Mol8tobm6WPgG/34/e3l5xhqIFJv92s7OzUtanJR6/1q5di/HxcQmiFuvbzWvI7Aegbp+yJzNLqJyfLK6kUc5mJqPoOpPNZsX/v1QqibUxf489VLyXMMPN52BV1ev1SmXVXFdM/XlTUxMikQgGBwfR0dEh1qfT09NS1eJ16PP50NXVhfb2dtm4M7lDg4dwOCybjOHhYRkOyEowcMTamJl0bui5OeBax99b7ATDRByTDLS0BBbihZaWFsRiMXGaoxSV65gG7cqpQAP3RZgXFTMKXOA8Ho8E8F6vFwBEE7h8+XIAkCmM7EZnxozNZJTPjI6ONmS0mUUolUoSbDATUKvVEI1GJXvX2tqKr371q/jGN76BZ599VgINACKxmZmZwc6dOzE1NSX6cfrrmhsMym9on8dJdF6vV4IRZuymp6dFr2+z2aSzPxQKwe12w+VyoaenB8lkUiQRXIDpJx0IBKSMyGoDJ+QBkLItsxvm588AQx1lTg3MPjEbnE6nJXPMmzTL7Cwhs+n4937v95DJZDA4OCjZ4I0bN2J6eloChWq1ilgsBrvdjre97W0YGBjA//3f/yGfz+Pw4cO44oorMDw8DADyXN3d3ejo6BCJSaVSEakKA2Oep6zIsDrAzTG1uPRb5iAxABgfH0c+n5cNAwPUyy67DHv37pXqFYfHjIyMyPXKaZFsoB0cHITL5UJHRweAhRs33zeraZxayk0BA5wnnngCXq9XBi5x09zU1CTa+kQigQMHDsBms6GlpQWhUEg2Dbt378bu3bvR0dGBRCIhGxmbzYahoSHcc889AI7025iVs8UyGafTKf74lOkwYaGc/5gbN9Pik5UtWiLyumlpaZGAtqWlBX6/Xxq25+fnJcvc1NSEaDQqMlDK5agxN4cqsVGU1bxisYihoSEZDDg9PY1LLrlEElGcRcD+kVwuh3w+j5mZGUSjUWmQZ6XM6/XKDAlWsXic5j2P7z+RSDRUHubn55FMJqXizUQSB6aZVUDgSGWY9ySuU/F4HMuXL5egfWhoCNVqFT6fT3rEnm8DrZz/aMb9LGI27ZhBIxcflvlomcgBRLR08/v94k/NKaQMQnK5XIN23OwwN2+UlL7Qn9btdqO5uVlcOL773e9i9+7dmJyclCC3Xq/D5/PJpMpCoQCPx4O2tjbpcGdWm0Exu/vZbMTBLcyUc9Hi71LfyEwlHWIqlYro7Cn1aW5uRr1el6CejXUMJFwuFwYGBsQrmzcASgSYGeL/a+B+euCmjhUNWrtxswUcKXczS/30008jm81KgMyMPUvOtIYsFouyCXzkkUewc+dOydbPzc2hpaUF5XIZqVRKekE444DOLovlOzweoNG+lU3VZj8GN8fMBi5duhROpxNzc3OyOens7MTo6CgqlQqampoAQK4nDjmbmpoCAPGmn5mZkQzbb//2byOfz2Pr1q0YGxuTAWXMPrJyUK8fGeXe19eHyy67DB0dHfjZz36GRCIBYKEvhJ8Xq0vFYhFNTU0IBoNwOBwyZKZQKMgkWF4fgUBAKhddXV3Yvn27yNAIewcYyFGyRMkc9fB6nV0Y8NxY7GbCbDptEnk/M21QWcmixp2bSspWaOsIQM4dSjnN4YGs4rGqQ5/1XC4Hn8+HqakpWd/b29vFEhiAyFTS6TTGx8cl483ruqOjA5FIRGxUx8fHpaeLa5MpieFaZt4PgYVrj5tg4Og1xvxZblSoy7fb7TJNmu5ufH5KhIAj1ruafb8w0cD9LEMtHYMVepAzgGBGiiXD6elpuQEGg0HJEjBDx8WR2XR28TNopU0UFzc2knZ0dGBsbAyFQkE69xnYsvGGzTW84U5OTiKRSMiUUi44PNZarSYlT3PwBCsD5uAWs6GJ5XkGUGZ5lO/PdPro6upCc3MzisUixsfHG4bleDwerFy5EjfddBM2b96MtrY2bN68WTY7XJyBRo9ps+9AOTkY8FI2ZTrCVKtVyUrxfOd5ZLFY8Itf/AKZTEb6JIAFCVVnZyc6OjpEKtPR0YFUKoWNGzdKEE+3im3btiEQCIjLUSKREEs2Vmd4PMxgsY8EOFKB4bnHShiz3R6PRwJgDjnq6emRa5fnkdvtxste9jLs3LkT7e3tSKfTmJ6exszMDCYnJ9Hc3CwuFhzl7vf7padk3759iEajMmjKzG5aLBYsX75cqnd+vx+1Wk0ycLOzs5iZmYHVakVzc7NIALjBZcXD4/FgyZIl6OvrkyoGdcaUs9CVJxAIyERW0z2EFQYAolNmxYGbBAY2i0e/K+cfvG4X/z//rsxWm97mLpdLpC4ej0dMDHj+BINBaer0eDxYtmwZAEiSiJ7olHfy/mPOPuF1y2PiWpNOpxEMBnHFFVfA6/XiiSeekGZQXg/sqzLXJco4y+WyTHHlfZe2s2aW22y6pkyGmwlKYyh/MSt6TAgEg0FJPgCQ5EUkEsHs7Cyi0ahIQQmTW5QH8jp7IXtW5fxCA/ezCDNjhUIBwEIQz2lovGlygaLNI4NXszPd7DSn9221WhWXDlMPb8oWWM6z2Wyi33M4HPLfeDwOm80mVnMApKTJm7nL5RKf7Lm5OdGy0w0AWMgaFAoF2QiUy2W0trYiGAxidna2wYkAOCJZob0dy5nM3psNcNXqwgj49vZ2ybZHIhHEYjEJzicnJ/Gzn/1MhtsUCoWGANK86QBHe3MrJwenCvJmtVgLazolUTLldDrR19eHYrEo1pHUfgMLWbd4PC69GsBCxqyzsxOhUAgdHR04ePAgPB6PNIwBkNI3h5kAC0FuIBCQrDOzxDxGs4Gbj/N5+LO8Ds2pkTzHeA0ODg6ir68PHo8HyWRSNo1NTU3o6ekBAAwNDUk5nJt5Pt/Y2JhUG+goRW0vr1seJxvDKRGIRCKyCS+Xy/KeGfxns1nU63WREu3btw8zMzNSMQgEApidnRVHnLm5OaTTaekL4LW4+O/JpIGZCQWO6Nw1237+Y67XpiwEWPg7s58iHo/LWlCtVtHf349IJILR0VEkEgl4PB50dnbCYlmY4cFgvqmpCTfddBNmZ2fx2GOPSVNmIBCQqjOvU0pGeV2tWLECdrtdDB7MPpGtW7eiXl9oWudrMeillCybzUq23ZTPccPQ0dEBh8OBgwcPNvRuMEnGKgDldXa7Hb29vejo6JB7ej6fl7XE4/EgkUjA7XbLz1xyySW49NJLkU6n8dRTTyEej8Pj8eCqq65CIpGQdZD3fW5SeG1x7VMuHDRwP0twN2xOXjR1aSwFmmV5swRpdo/Tl7xWqzWUFE1LODOzzCy82dxJ7W5bWxsikYgsCGNjY9L4ah4PG9go6SmXy2Kjdf311yMUCmHv3r3YunWrDM5g4E2t4Gtf+1rs2bMHo6Oj4r9bKpUkO8sFlplOblZYAeDnNTMzA5vNhoGBAfT392PlypX44Q9/KP68sVgM1WoVl112GaLRaENJ1yyxmhIizVCcWvj3NCcW8nNnBYgbKQaB2WwWa9asgcViQTQaFbs4OsZ4PJ6GrK05MXR8fBzlcln03RMTE6JZZeDN64cOSqxYBQIBqeowY754U8mF09S2MjsNLMxhYJaOAYPT6cTo6Cj2798v01EB4JprrsEll1yC0dFRKXEzC0nbU7MCZOpe+V6oVTczhNwkORwOzMzMSCXK4XBg+fLlWLZsGYrFIn71q19JpjGfz4s0gRsWq3XBfo9BFz9Dc1jU4kwjAJGl8Zho68nfN6V0yvmN6aQCNDak9/b2IhQKSYM5A+wVK1agt7cX0WhUKjodHR0iC3W73VixYgVaWlrwpS99Sa4HDipjk3VLS4tcZ+zxYJN6qVTC5ZdfjomJCUxPTzds4OlSUy6Xxb8dWDiXk8kkli5dCvv/r70zj47zrNL8U6VS7Zuk0r7ZipckdlZnwSQhCUkgaRoIhG0m0EloeoDmNE3TwMzA0AEmMA2TA9McOJ0emM4ChjQB0iGEkD04i7M4cew43m3JkrVWlapUUu2l+uYP9XP1Vkmy5TVxcn/n1LFVy1dfVX3v+9733ufe63Agm81KZDkWi6GlpQWRSATRaFSkb+aGhfOAaTAzSsfo9muvvYZgMIiOjg7E43EMDw8jl8shHo9LLlhvb6+Mx+bmZsRiMZmPGHWk4c/kVAAVDjpFORrUcJ8Hl8s1pxpKKpWSRS2VSklSJQ13TnosiwjM6uCASl22qTNniUhgxuigPICGACdDJsGmUqk5rZSpO6Q8h0YDDZxisYidO3ciFotJVRfq1CmTMd97+fLl0iRpfHy8wmjjJGQaVKa3jlp8YKbRVD6fx+joKHK5HIaHh5FIJCSRzuv14rTTThM9s2XNJO/S089NjWmEqLf92GGGz83NZyAQQCAQkMgOQ+jcmEWjUWzcuFEkKez2y4YoXHi5SAYCAfT39yObzYouPhAIyHmYMrHqvBLKXWjsMikum81K8yN60PkZWCqOY9OUzVB+whKM9Djv3LlTrmVe6wcOHJBOpoFAAO3t7bLppMyE1Ti4oWC0gJsfyskYMWDNeafTKXKW6elpaba0f/9+DA4OorGxUeRybAy1ZMkSuFwuJJNJPPvss8hmswiFQiItYxTBNNxNWZk5djjn2Gw2qYdd/Zjy5oBeY7ORHwCMj4+L5AuYjciwzwgrqxSLRfT19WF6ehqBQACnnXYaVqxYgX379mFoaEjWO44JlkrkZh2Y9S4zEZQdx+vr63HgwAHZ7FPCSYcNI2XVSbThcFg+E73p0WgUHo9H1kHKwABI/oY5FrjetLe3w+fziWHe3d2Nr371q+jt7cUPfvAD9PX1iYOKG5Pp6WmMjo5i165diMfj0nwqFApJjXmzuEW1bEn17W9eTsTvqob7f2DuwlnCzYShuzVr1qCpqQnbtm3D8PCwdH1btWoV4vE40uk0stnsnNJt1QOX4TZ2SGQIbWxsDADQ1tYGt9stLaHpHeSi7/V6pY01PRH0LtKbSQOJNaL9fj9qamokAc/tduPss89GR0cHNm7ciI0bN2L37t34whe+UJGYyvKV1OZyYmV5wL1798oGhB0rabCNj49j//794sWkN4PVabZv3w63242bbrpJOslms1nxwjKawO+Nv4sp4VGODDNB0Sx7xgoLlKgAs7KqyclJOBwOXHHFFdizZw8cDgc6OjpkIWK9d9ZiZtm3aDQqdY9bW1uRyWSwdevWCnkVF0UmXxaLRen+a1a5yefzIruZnJyU5iwAxJvOjTWNXnrKt27dipaWFpx99tniYc9kMnC5XKLfTafTkjBLT5vNZpMux2vWrMEll1yCvr4+7NmzBzabDfX19TIG6ekzG0bxvGjIMCzP53MTwvlkz5490twpEAigsbER0WgUzzzzjDgR2DSNG2QaBNWGN+cEHptUJ+E7nU7Z8CsnN/xtGU3z+XywrJlmQdyg7t69G2NjY2LMcw3kOmbmObHKSqlUQjQaxcsvv4zJyUkpDcyNMmVhlK6wX4e5nnAe37p1q2ysORexKo2Z70VHFD8TpWJutxtutxvZbFacWQ6HA83NzYjH4xWbemIazNWOi2g0Kg6Khx56CK+++ipGRkYkN8ftdovUhnPjli1bZI1kDhnPo/pzcQ1Uw/3Ni0plXic4qZiDm0YNvX4MGZrJJkxaY4WZ6nrjpoa4VCphcHBQjslJtVQqSefQRCJR4aWgh5z6U+rrQ6EQGhoapMY7dbLU1KfTadHZM5Q/MTFR4e0bGhqC1+vF6aefjsHBQQwNDUmzJpaKo/ebXhAu7uYizyoa/f394sFvaWmB1+uViZUTpDnBpVIpPPLII+Ld56RHeQK/O373pjxCJ78jx5xkaGhyM8Zr21xwgRk5FxsL5XI5qeVO43NoaAjT09Nobm6Gz+cTYzeTychmgLXQzdKDPAd6qOvr65FMJuU5ppZ9enqmMcvU1JQ0BTM/ByVqjY2NaGtrg2XNlDLlIhyLxdDQ0AC32418Pg+v14uenh5s27ZNztGs/EDDhh60yclJrF+/HqOjo5IHMzExUeFlB2YNZl6z5ua1u7sbNTU10rysu7sb27ZtQ6lUQnd3t0iSaPS0tLTId8vzo9TGbDo1H+VyWeQG1XADzuR1jlPlzQGvX16n5qaOGu6GhoaKztwsD8uyvMBMFI7XLMcSo191dXUoFovSV6ChoQG7d++WTakZzWMTNM4zbMTG82PeCaNZXH/NsqasMsOmgZTeBAIBtLW1wel0Ih6Pw+PxIBqNyvtSKmNKMdPpNPbv3w+v1yvFJEZGRnD33XcjkUhIFTdGplhRh69nr4S6ujrU19cjHo8jGAxKbho3SdUSUOXNiRruJxhOClz459OhTU9PY9u2bbLYdXR0oKmpSZI0OfmYGeoMX5seD4brqUOnF3tgYEDOw5ShcHNAD4NZwm1iYkK0dqOjowiHw/B4PIjFYjJh0EsyPDwsHgW+T29vL3bs2CHH5obD5/NJfXXW76Vuz5T3mIl1hBMWN0BLlizBeeedh3e84x34u7/7u4qkWmqhKaFgwh29q+yyx0WFk556248es8kWAPGu87vlAkU9NsvHUZbFhZDXBH8nt9st2k8mS+ZyOblGuJnktcZFtVQqIRQKweVyoaGhAV6vF7FYTDS4wOzmk/ITjiPK2Ojt8/l8uPzyy9HQ0IDXXntNatQzqjA8PFxRWWVoaEh069TDzue9tiwLu3btks2EWdnC1LHTsOa1HIvFpAoFq08MDAyIHnh6ehrhcBjFYhFnnnkmOjs78eSTT2J8fByFQgGvvfYaCoWCSHOCwSDa29uxe/fug44F0/NaHaUy8xHsdvscyYzy5oDrhSmTMaMzrCzjcDgQDofFgOV6wPySjo4OlEolJBIJqd6STqel3OLQ0BDcbjdWrVqF/fv3ixTNTEyltM5McqXDiV5sU5IJVBpDrBjDiDaloVwX2PyIUh06F1gWlrIgYGYzYnb8bmxslM1EJpMRT3tra6v0f6AHnzll3PwkEgkkEgnkcjk0NzfLe3I+Mb97dTa9eVHD/XXATBwxk/IAiGd82bJlUkOZhrPdPts0iA1camtrUV9fj9bWVnR2diKTySCdTksHSrOqDGUoXFwZTuQGgZMuDRUaE9PTM10XR0ZGpFTeBRdcgOHhYalyQ+04vfYM3dEQpneV2kGbzSZGWSgUqsj2ByBtqkdHRyVk7/f7JcpA+H7Dw8MYGxvDli1bcP/994v0gF5XemVYqcQsT0nj38w3MLvYKccGhngpbZmvugx/M5vNhlQqhf7+fkQiEYTDYanA1NzcjHK5jPPOOw+dnZ146KGHRBPPsmvMawiHw9i8eXNFabTa2lo0NDQgEAigqakJ5XIZ7e3tePHFF8XAoCzF5XIhHo9jYmJCrtWenh5JqG5ra4Pf78emTZukiVJTUxOi0aiE49nyHJhtVARASr5xHFB3a7PZpPoRjQXKwljCknpfziPRaLSimRjL7bFxDb2hjFBR497e3i4Vm7LZLLZt2wZgtjY2nQR8r+qolHm/uRkx9e/V3ljlzcV8uUG8DmjU1tTUoLOzEw6HA729vSJ1HBwclBLELC+6fv16mSe4iTzvvPMwPDwszQHL5bL0DuCawKgpnWJmrfNisSgSNRaFYFUXs0IUN51c87jRz2az4jyy2+0StTKv/ZqaGulwyvWT60tjY6Mk2tbW1uLuu++WuYCe/mg0KiWUzUR0Nljk+DcTajlf8Hcw89g0h0Q5WtRw/w/Mig9cME3vLvV7DQ0N8Hg82L59u9RuZz1nM4Rm7rK3bduGeDwOu32mjfnb3vY2xONxvPbaa0ilUhgdHZXSV9SuU7pQX1+P7du3V5TuozFBbwMlKiwHx00AK8rQi005DmUQ9N7Rg2l6PPL5vJwzjWUm4dXV1UkzJWpti8WilLn0+XzSUpqhUuqGqXMOBoMoFArSIfPMM8+UCiOJRKKiWo8ZbmRlEfW4Hz2UQrFjL6//aq8BN3vJZBKhUKiiJGlHRwcaGhowOTmJxsZGDA0NiYGbTCZlUWVSWygUEukKS5/yd+ZiSA8hm7Mw2kRj2mz4wgRwszNxsVhELBbDAw88INch8zuY8Eq5DxdRszQijV8athzL1UZvdZlFLtb8PNTsm5uCfD4vIXd+z/l8HgcOHBDPJaVi5XJZZDam5IDGU39/vzTOIWa0AIB4FFmGFkDF51Cj/c1LdSUZOnBYppjX5p49e6Towvj4ONra2ipkiVwXLMuSpmy8Jjs6OpDP55FKpaSHAiupcC7huOPYYOSUsjgmktbX16OpqUmeY26kzY0ymxsxodSyLOnezc08K7yYnyGZTEp0kIUeGDFkQQXKQFltxiwQAcxUXqurq0OpVML+/ftlfayW4vD8q7979ba/uVGP+wmCA5TGC6FUhEYKvdJ/+tOf0NTUJHIQn88nEwYACcWxudG+fftgt9vFE18sFvHcc89VaIc5CTE8yYoeiUQCqVQKfr9fPHnUJA4ODooGkMZLXV0dNm/eDGAmDNjV1YVkMinGOiUHXNzL5bKUrqJx4fF4ZEOQy+Wk+g1LVE5OTmLLli2ij6+trZWSl16vF5ZlYXh4WAwCfkZGAGgwsSY9JTj33nuvbCbMzrIAKiZ9s0yncnTwmjJLAfIaYEMkm80mizMXNV4rvLZYQrG3txeXXnopXn31VfGwW5YlZR1ZszkUCuHv//7v8dJLL0lJUWBG+33OOecglUpJvfj29nbs27dPjNlNmzZVdFTkppJdRVOpFJLJpCR90xO/dOlS7Nu3T7qSNjU1YcmSJdizZ480nJmcnJRNODeZbBDF55lRORrvlBF9/OMfl7bnlLawhjyrwTB0zw0JI05mtIrfGTevhB5Djg2OherxwMe5meEmhF5R832UNyfmdQpUloFkdCYSiUgeFDdzlmWhr69PrjMAInOhQ8dMaj799NPR1NQEt9stZWE5LwAQbzmvNTN/jPMNKzexXKQ593PN5LlRggagotmaw+GQ3gh0JHFs8f1psHNTQb391NSUOKlocPO49PTT+Oe6yL/NvBuuwzyGabjzs5i/hY6/Nx9quJ8guMAxVBcKhZBMJsUDz46LbG9uDkiXy4W2tjY0NDRgfHxcpCY81qmnnoq6ujoUCgUJ0dfW1kpCH2sycwJisxbWz+Xk29jYiM7OTsTjcSnRSI0tF3a2Ud+1a5dU3mDiDyc/M2GWFxgTaUxDm+cTDodFLkNJUF1dHdra2iR0v2LFCmzevFkMe3onqkOC5gRGbw/DmPTK8rsl5sRoRj9MT5J63o+c6ooLpFwuY3x8XMpAUsPNxZWNhagZD4VCUnFo9+7dmJqaQkdHB5YsWYL9+/fLhosa8nw+j7vvvrtC9+pyudDR0YFrr70WP/7xj0Uvu3//fqTTaUQiEWSzWSSTyYoSpFy0w+Gw3Ghgm3pWr9crhnoikZDzYfIaz4uSFeaMMAxOz161QUTNLQBs374dNTU1iMfjknDHjQ69cVzwKdGp1u9Sd89SfOYYMg0IU9JkJnIzymWOPx0nb21MDTjXO7vdjs7OThnPExMTmJiYqFgvqEc3vd+s9sJr709/+hNaWlqk5KopkTFlptUeaXq8zURNbuKry/6af09PT4tHnbXU6SDIZrPw+/1oaGjA1NSUnAelgOzmbJZvtixLtOvmBoMbXn4/9PazhDI35ewkbUa+zGgbv/Nq1Pv+5kQN9xNIdWjO7XZL5RM+Rr02Jy22NGY3SYb6mcA3PT2NZcuWYevWrRgeHhbZC+vM0nvJ92SJK1M6QIM2k8lIQwlOWNTUArPVKyhf4LmZExRlMabB43K50NzcXNHSmu9fLpcloS4UCiESiYiRkEgkZAHwer143/veh61bt0rda9OwphedRgc3SezMyiolAETbaBpH1R4LM+SoE9+xxVxEufDyumf4GID8pjTk6+rqcNppp6GlpQWvvPIKPB4PJiYmMDIygoGBAXkNX5/P57FlyxaJvvD6HBsbw7p16xAOh8WQZpI1GxFxQw3MJleGw2GsXLlS5G00EqiJpzHObsPpdBrhcLgikZTj12xJHggERGPOcWp6zWy2mTrrPT09GBwclEpNvLZNeY051kn1NUxju9pwAVBRY56wKyw3BpQJ8fxML77y1mOhuZJe40AgAKfTCQCIRCJ47bXXZF2hBIQVYKjzrqmpQTgcrugPwqaATEQ3ZaaUZ3KDS28/1xlzA2p24J5vrPBfjikeNxAIyKYgn8/LOVdHxpirQocXc9I4lim9A2Y2C4zs0Wjnd8VzYb7X+Pi4RBX5PB7H3JSbzDfGlZMfNdxPIEwcpSeMhiZ1eDSkqzt42u12TE1NYWBgQIwZ1mQHgMcff1zkKdTAM9PcLHsFoOL/wGwybCQSkfdiGNHc3dPTxs0AJ1uWxWKFgEAggIGBAcnw58TM6EJHRwccDgcSiQRGRkbk2JxA0+k0uru7kc1mceDAAWltzYmard7pZWQyj9/vRzgcRjAYlO56lAZQtuPz+WTiMydvRgSo7682npSjx9SOArMVZcwNEzd01Mcy6YvXK3XU4XAYjY2NYnDv3bsX6XQaHR0daG1txa5duyRxmtcPF28upNu2bYPL5cLSpUslWY1yqlQqJedJY9zpdKKlpQWrVq3Cli1bAMwsqOFwWJLEzjzzTIRCIbz22msSEcpkMjjjjDMwMDAg9dNZ9jSbzSIej0vOCBP0KHkzNxDU4/OcotGoVI+pra2d08zN/N75PZtGielhN19jPs/cvPj9fsTjcWSzWckF4PhWw10x4Zxq5lew1jnnaUriamtrpYIZrzsa22xwxk7JHD+U3ACQPAszn4JROl6bfA9zPaOBa+rjTYeN2dODhrSZGMtKM6wFz3HDMWiWpjT/zw0EocOOET1WqTG/u2AwiHA4LNI+Pqe7uxvRaFQSfM3I+Hzed0U5XN7yhnu1PIOhMS6OZqiQMhgaqdxhc3Cy4QSNblN+Yia4+f1+acnOjYIZjqO3jAmiTLTJZrPi/aOXkJ4Khu5cLpfUY2Y7ayYSsdxeU1OTGODFYhF2ux2pVEp0gfS+M6GVSTysUMNwaalUwp49e1AsFtHZ2Ylly5ZhenqmiRQnPVbUMDWP1BACMxKGlpYW7N+/X/ICzFrSbDCjYf/jg1mRgYscjWlGblhzuVwuy/VFfbXNNlOFaMOGDdi0aVNFp8NCoQCHw4GlS5fC7/djaGiooioQ80jMpDUA0sDJ7/fLxrOpqUkSOKkpX7lypVRtYTnFSCSC3t5e7N27V4yD8fFxNDQ0oFgs4iMf+YjUgGdZUlbIYKdHy5qplMS8DG62Oe7MkDgrxDgcDpx66qkYGhqSxzgGTK9ndbKaOTdUU23Um4s+Nwysk8+qU/wt+T1p8qlCDzowu5ksFot45ZVXpAfI0NAQRkZGUC6XEQqFKoxfGu/ctI+NjUkyKDfC9KgzV8zhcCASiUgydrFYlEaAbJLU0dGBAwcOIB6PV2xKA4FARUljSt7MCALnjGw2i1QqJUY9N+VmZRgzUZbznekIAmYLUJjFGDg2GV1gLpzb7RZ57MDAAAqFAiKRCHw+HxKJhFRcM5N4zfGu0eI3L+pxfx0wPVnm4sfwISdAVmDhjj4SiaCtrQ2Dg4NSVpFheobwnE4namtr5XWshFFfX4+6ujr09vYiHo/D5XKhqalJNPDM0Kdxwg1EdZtqGgg0gAYHBxGPx2WC4gSWz+dF9kKjhQlC9KTS4PD5fAgEAohGo5icnJTvhc12gsEgkskk0uk0EokE6urqxHNfLBbFG8/k1traWml0wc1RoVCQ7n18f76PZVmIx+MVlT34O+nEd2wwK6IwGZk6U/4GTEQGIElrLI3Ga5tdPHnd8jEA2LZtm0ioenp6kMvlMDAwgFAoJBtXVpEBZhPamMjJ/BJuKLhBHRsbk83k008/jYmJCYyPj4uWnlISXkPBYBCXX345nnjiCezYsQM7d+6EZc1UyjC9+6zuwi6nAMR4B2ajXHb7bMdE07A2q7ow72WhBftg17Fp5JvXPo9lyuo4r5iVbnSDqwCQdYydfOkgoTbb4/FI9KtQKOCcc87Bjh07MDU1JR5ns+oUMOORZhEF5oHRQDX7Q/h8PtTX11fkfLAfSCQSQTQardjUcgMQCoXkeLzWKd/j+DLfh3/PVxWLVXSqnXCc38wNtLm2cA7kfWaJYib0s8MsHU6FQkGKLlDnzvPRUsZvftRwP0GYO3hg9gtlwpmZPQ6gQhfHxL1oNCoLOxfOyclJeDweMdhzuRzGx8cBQHR2ZtUITiTZbBZ9fX0VCzBDfcCsLIHJrOwe19LSgmg0ipaWFvh8PvT392NiYkK870uWLMHy5cvx6quvYtOmTeL59/l8SKVScyQApVIJAwMDMllz4mL5QNbA5oQ9OjqK4eFh+e4sa6ZDpt1uh8/nw9q1a5HL5TA2NiZeHwASWZiampINEiuEsK47Fw/Tc8HvwFwwlMPHZrNJ3XxT1sFIjilN4eJJrxivC0rNHA4HTjnlFMlVCAaDcDqdeOqppwBAavczmrNt2zZ4vV6sWLECgUAAzz33nGweOjs7ceWVV6JUKuHf//3fsXnzZoRCIQlbNzY2ymagra2tovSo3+9HV1cXgsEgxsbGMDIygq1bt8KyZkqzMoJEfazL5ZLKUU6nEz09Pejs7MQf/vAHAJBSklyEOVb9fr/o2ycnJ/HII4/IZ5/ve2a0qVomU60/5vHNihZ8jDcaFGYlLHogFYWY65R5vdHRk8lksHv3brne+BidN263Gx6PR3p2cI7geAsGg4jFYhXFD3hjk6bW1lYEg0Hs3r1b1pnJyUk899xzc65XSnlYeYm12lnKlJtxFlSg84yvrS6IwM7fbOjHsUPZafV3ZW5OTCcZo8fArJynqalJeqWwWSDHYPXGmedis9nmVItS3jyo4X6CMA1306vLCYU6OtPLxeeztTp35qZHgGUNg8EgfD5fhQ6WA7e6gorpNase9GY0gJMka09PTU0hmUxKoqfP50NraysAiHb84osvxiWXXILh4WGZwPx+Pzo7OzE0NIS9e/eKRp6fk5MYPRw220wyIPXIwMxE2tPTgxUrVkiyEutjv/3tb0csFsPo6Chefvll8cwwCkBNoFm5A5jR03MhMZOZ+F0AkKhFtYRAOTy4kJmLGasnmF7daoOTcim/3y95HIVCAbt374bP50NPTw+6u7uxb9++ilyJQqGARCIhsq3a2losXboUHR0d2LNnj1w7u3fvxvDwMFpbWzE5OSka9MnJSSQSCcRiMYTDYSlHSlkMr9vx8XH09vZifHxcxpbD4cA73vEObNu2DZOTk/B6vVISb3p6GvF4XMZ0d3c36uvrZRFnFRgAsoFJp9Po7++Xzbzp/SamAV6tqTXL1FUb8dWaWxOOC/WoKweD149ZRtQc37lcTvppmHKwvXv3VsivzKhUfX09UqmUVC3jejDfmsXXs/uvWZ2pWCxKuVlT9sl8Jsuy0NraKp56nkNHRwfi8bg0bzLHlLmpNZNTGbmjoU65C7+PascPvx/TGUeDnDI9rl2mfJY2QCAQkEgbe6mYVX2UNy9quB8FhyuloIFqdlYDKku9mUkpphHNNvEcuDwOB20mk0E2m513YecxzMlrvmxz8z3pzaacgQZBsVhEPp/H7t27EQqFxNNfW1uLyclJ+Hw++P1+NDY2YmRkBKVSCclkEj09PWhvb0csFpMkG4Yz6dWnt51l6nhOLpcLra2tWLlyJcLhMEZGRkTv7/P5MDo6it7eXqkIUi6XZaIvlUriZTd1hfzOGZGwLKuixr7pDdFk1WODmXNgeq2oUzc3Rwy7mws9r01KVCiR4vUfDAZRKpUQiUTQ2dmJffv2IZ/PSxOxBx54QBI/i8UiGhsbpfoLr0W73Y7ly5ejv79fNOVc4DOZjNRi9/l8KJfLmJiYkPMxZW6nn366JMiWSiVJxDbzQcbGxvDSSy9h5cqVGBkZwfDwcIXWlmOO0SLeN991yO+Lr6lOjiPVrzUT68z5wty4KsrB4LXC8c05lc3yaFRWR4LS6bQUBaBjheMEmPU4c242nVmmg4sOJurbzepMPC+uadXFGcrlcsWmm+OoublZqpD19vZidHRUxgINc0Z5OTdQQlOdI2JKXvm6ahmaOceZ9+dyOUlgp8PMbDzFCnOMTDCKXb3BUd5cqOF+FBzOl8JBRG+56fECIHpdGsLMgJ+v5is97/Q0eDwe1NXVieF+qB/VlOSY52A2g+Akx1bPZglKTnDUk7PDqc1mw+joKB5//HExQizLwuTkpBjWDGtSow9U1uzlhMOJyfSoDA8PY2xsDAcOHBBdcCAQwO7duyVJiJ/LPA4nQX5Ws5IBFxgz5wCY9R7p5HdsMX8L83fm98xayD6fD8ViUWRNpobTTMaOxWLIZrPyPCZxb9myRbztXV1dePnllyu8YXa7XULPTqcToVBINKRutxvnn38+RkZG0NfXh7GxMdlI8pxpzFdfIzzHF154ASMjIyIF4HlzI0LjPJ1OIxaLIRqNymcIBALwer0YHBysOC4/s/m3+b2yHj7nhupxXo05r/DYpgRBUQ6GKflg5Ncsc8oE60KhIE2LPB4PfD4fAIiTqbGxEWvWrEFzczMefvhhiTJxHuA4bmhokMRWOns4h1Nqwveuxm63IxKJAIBI9qanZzptZ7NZqdbS2tqKpqYmyWE544wzxPA2nUn0nnOd5rzFjQUlmnQaMRLHErScF+iQ4+dhtTN61TnvMf+MEe9rrrkGmUwGg4ODiMViMg/xO9d1SzkWvCkN9yOBEx09YjTSuVvnbpyJdDQUuJDS8DAlHW63G+FwGD6fT5JYqhd6Gqw8XrVns6amBp2dnZiYmBDvAScsswKO3+8XiUA+n8fIyAgikYiU1jv11FPx5JNPIhaLiVEPQCrb0FNuSic4uTOcyAojpnxiYmJCNhGUz3g8HgmNMqRpfo98D3OTZHa7M+VL5ndjt8800TCrzijHBi60ACquQXp+GQ4OhUIYHBysqJdOGF4GZpupWNZMO3L2L+BGsqamRpqSmRGy2tpaNDQ0iCfbZrNhyZIlcj3x8YGBAfGWcWNplm8z9aumJnz//v2oqalBU1MT3vnOd+LCCy/EXXfdhU2bNkk4HpjtfMzxxc2DGXkz5SyMBPHz89xprJsRCj62GCPclBEoymLgtVK9PvF6NRuTcQyxogplHpz/mSvV0NCAmpoaDAwMSO5RLpdDLBarWBdYgIBrpMvlkvXK6XSKF930bnNt8Pl8FblMjBI7nU60traivb0dO3bsEEfU2NgY8vm8dEAdGxsT55Up9eTcxvdlPXmeQyAQQFtbG+LxOCYnJ2X94/dDiSglL2a3Vsp1bDYb6urqcMUVV+COO+5AX18fkslkxZyqY/jNj3rcTzA220wzFbZvN2uvmsYBJ8OFZC2EXvjh4WGRsZjPNSdXDm7TI2HqjHt7eys0sqZejjd6DSlRsNvtGB8fh8PhQGdnJ+655x7s3bsXNTU1OO2009DR0YFMJiMVN1hnnp/LlKFwIqO332wmM5+hQg8rE/rMz7fQZ6Wnn+9Fw4sGH703ExMTasgcB7jIElZgYDWJcnmmIlF/f7/85qZMhIukeR9ZunQpnE6ndFF1Op1ob29HKpWSkpOUS4XDYVmAaTgwoXlgYEAiMtFoVBZjc/PADa0JjRWXy4VCoYClS5ciHA4jEAigoaFBImJerxfZbFaSXjkm+HlYhYnvY2606W2srlTBx6qT1cyN60JwHJlGF19HY0clM8p88Po0c6to1PK6qpZi1dfXo6WlBYODg2hqakIkEkF3dzcKhQKefvppiWhxzaKMjnMHHU0Oh0OaCbLKitkAzbyuTU07pZ11dXWy1kxOTkq0ihGv4eHhirrx3GybzjT+ayZvM6LLCENDQwPcbjeWL1+O8847D7/5zW9ELsr5h+O6u7sbQ0NDskaZRSI4J7jdbvT29mL37t1IJpMVa76uWW8N1HA/wUxPTyMWi1UkQnK37vV64Xa7pTYrF1Fz0eSEyNebk2a1d97ENABMraB5bCaHmpuGQCCAQCCANWvWSFKg2bWOz1uyZAlCoRBeeuklFAoFaco0OjqKiYkJ6bZabfwAsxsD1tOmHp0eG3Nzw89J7S/r3JvJrTT6qzHvq/ZkUqds/k46AR4fuIDabDa5VngtmUlivM+UM9HjzOuO1w47CQ4ODkqjlFwuh127dsHv90v50HK5LJWK2traUCgUMDQ0hImJCaRSKSkHeeDAAfHe0RiYmpqS92SN6EwmI6UiCcPaO3fulATYjRs3orGxEV6vd051GbOaBlDp/TYNc0K5XTXzJaRVJ1ubG2S+n8/nw5lnnokdO3bAsixcdtlleOGFF6TUajgclkpOilKNGZGio8TUkpvzLHsltLW1YdeuXYhGo0gkEkgmk/B4PBgdHZWKLsznMqPUHo8HS5YsATDTBdzUvvPfVCo1J6rMeYTrHzfOLArBzcHevXsxOTkpDgWHw4FQKFRRNtjMQeH7UtbKzYPNZpPInd/vBwCMjo5iz549Ioc1E08Z3Q0EAgiFQiJD5VhnGU3mhG3YsEGS5auj6+b/j2QNU6/9Gx813F8HKMegAcBJhjt/05NnJpYCqDBczOOZofWFqH682nCuq6tDsVgUuQ29k06nE7t37xY9MSUn3HDU1dXBbrdjaGhIQpc0yhKJhBhq9LhzIjWNkpqaGoRCoYr72Kxpoc9lhl+rW71XGzHm6xmSZNJitbSAv41OYMeHauORGypuSnmNOBwOKQNHTxk9T5SWmOOHkhiWkqMXa/Xq1bAsC8PDw+K1czgcGBgYqChPCsxKynh+9fX1CIfD6OzsxK5du8R47+npwSOPPIKPfexjeOqpp5DJZCpC2y0tLWLUj4+P4/nnn4dlWfB6vRgfH6/IyaDXEKhMDJ3Po877F/peD/adEzMJzrJmujhv2bJFNkj33XefyBEAiLZXUQ4Fr1dKyuhVNjuDUtqYTqclosUKaZzPmWRZX18vm2TK2AKBABKJhBi3NLpZCIHaeebGMApmOq3MnBB2JeWGe2hoCMFgUF4TDAZRLpclqTwQCCCfz0svBo5PGuPhcBixWAyZTAbhcFjOc2pqCn19feIMACClG3lOjAKbkfJgMIizzjoLuVwOu3fvRi6Xm9Ms0PyXHOnaRfmS8sZFDffXAQ4wJtLxy53PS1xtjC6UdHYwOc2hoKGaTqdlkuV7pNNpaU1No8hms0kiEhNWU6kUUqkUPB6PyAoymQzcbjcCgQCSyaQYxfX19eLtoMY/n89LFQ56UUzP/0LQeDc9lNWPz/d5WW2G3yONGfPGjQmPqwk/xw6v14u6ujrxkrOrKL9jljalR55adm4CzdAwr0FWQqLRwMd5rRYKBYTDYVx22WXIZrO46667ZIGngZHJZODxeNDS0iL9AWw2GwYGBuB0OhGJRDA6Oop4PC6Vi3K5nGww+W9XVxccDgf27NmDaDQqi/HKlSuxZcsWuWbNevbEvI7nG+tHirkR5Xvy+6qOGpgbmWpJkKIsRHW+UHW1lPHxcSQSCakeY1ZUYalVSsW4HrlcLqxZswZ+vx/btm3D6OgoBgYGMDU1JfMyHUXVUjEAsh5xXFGqZ7PZ0NLSIt1ZOUbpvGpsbEQ0GpUkcTPPi5sLM/+Gm33mqACQYzU3N6Orqwsejwfbt29HNBqVLsoApDoNZX5ut1s6nVPuE4/HEYvFYLfPNGQzNw3VEeIjtQXUWaWYqOH+H5ierurua6aHrXrwmAlo1QvsfMZtdZ30amOArzXDm0zYNM+LchROfDwm9YfUGVLO0tPTI2XzisUikskkIpEI4vG4ePWXLl2KHTt2IJ1Oo66uTowr6nxp/CyW6qoeB4Of1TRGTB08P3M1OpkdW+hlbmpqkuvTbBjCBZ1JpqYBa4beWfmIlStY5cHs8Nvb24tQKIRUKiUVXM4991z4/X65lhkyp9eNDWFYDcNmm2nAZLfbMTg4iPHxcfz1X/81YrFYhSectyuuuALd3d144okn8OCDD0qyHBuo+Hw+uFwuSaQl1WP7WBntZiI436N6Y0rMrpXc2CjKweB1zzWB64XP5xNZJauoFItF7N27V5xAgUBAGqbV1NSgoaEBPp8P0WgUExMTiEQieOyxx+S1LOdqNkaqdnAx+kXjOBQKoaOjAwcOHJByitSsDwwMiHPK7XaL9BKYrfYyNTUlUTVG8hglACCVcLjZoMEdiUSQzWYxNTWFTZs2IZFIoFAoSGIt/x8KhZDNZpFKpeB2u8VxUFtbi1gshqeeekoqujkcDqRSKYlMArNrppmMe6Sog+qNj3rcTzDmF2lqAE3pDPVxpocgGAzCZpupYc3QII/FHb8ZUqeXku9Znb3O96TXm55Dt9tdkcTJcCMND2C2FTvLabG0Vk1NDfbu3VshjeHn6+7uxoEDBzA+Pl7RDXVycnLO+R8vI9nc5My3MToR56DMYrPZMDg4KIuvqd02w8DmxnO+Day5yaSnKxgMoqamBolEAvl8XhJUuShycWZtZHYjnJiYQD6frwjbT09Pw+fzoaGhQVq4Z7NZ3HPPPQiFQjIePB6PjN1f//rXiEQiGBkZES2q2+2WZjAdHR348Ic/jI0bN+KRRx6ZsyGfryrMfJv6ha5TziXVNav5GAAZ66a+nrIEv9+P0dHRObkfinIwGMHh+kMDE4BIJblZNnOYEokEampqUFdXh3K5LB7ncrmMZDKJoaEhABDPOv8/31igJ9zv98s4Ztlky5rptJ3NZqUMJPs4cPPu9/vh9/uRyWTEEcBjcs2kc4qdoE855RTs2bNHDHdK7hhJ9Hq9UqqZ58iEfMprgsEgdu3aJTlurH5js81UjmP0Op1OY2pqSirCmd/B0TZM03Xv5OFE/FZquGNuyTWGFdmpsbqaDCeAcnmmHCInNGbCU9duVn6gh52GAmUhLBNHTJ09NfIejwetra1obGyUyZJdThn2ZM1a6tGZwU9vRENDA4aHh6XEZbk80yGPnwOYqW0LQCYlej7Zxp3GBo018/syL1ZTi24aPgsZegCkZBjr57pcLvj9fsTj8QV3sZTuzOeJV44MylKqpVkm3FxSTsXxYPY3cLlccDqdUqGJG9zp6Wm4XC5ceeWVeOmllzAxMSHjhO3XmSQaCATwkY98BLlcDn/4wx9gWTMVlszqR52dnYhGo5K8BkDGQk9PDy655BK8733vw1133YWBgQEEAgEsW7YMLS0tyGazEnliAt6+ffvw3e9+t0KWZVkzXYYDgYDoWPmZq0vIMk+DORr8Ts2NJ+cAM4LFJF4m5/G5ZHp6Wowkt9uN5uZmJJPJio6uinIwmHTNOdN0TDE/qlQqobW1FbW1tRgbG0OhUIDNNpOk2d/fj1gsJiUezWR1oLIpnhkxNjf7vHYDgQBGRkaQz+elVwLHUj6fFycVxyDzpYLBIPL5vHT9npyclCgyN/1MNGcNe45Pvr/X60W5XBbv+dTUlFS74RrndDrR1dWFD3zgAxgaGsL27dthWZaUizz99NOlWhyTZvld8bswe1MAany/FVCP+wmkOpzHHTzbRANzm6Kw1BWhsWAa+Fz86WGrlntU/3h8DUOTfP+pqSns27cPw8PDUhObkxuNYyb70JPS2tqK+vp69Pf3z9Hk0VNRLQfi/30+Hy644AK0t7ejUChgz5492LdvHzKZjJSbNOtmzzdZz6eFNw1+Gl58LJ/PV5S5ZCfL+S5wU8Jh/q0cG/g7sWa+ucni4sdEM2D2d7fb7bjhhhuwYcMG5HI5WZhLpZJsyOiNamxsFG86F1Yarx/4wAfwwAMPYHx8HA899BBaW1srkl65Efb5fFi6dCny+TwaGhrEq8gqD5OTk+jv78fvfvc7qdNeV1eHgYEBDA0NYXp6GvX19ZKUaibP0ZABIBV1PB6PJNDy2nc6nRWt3Jl/Ui2toUeQm2Zqd/mdmnKZ+Ta9nFsoBZiampo390ZRFoJrVrVUk9cVr2W3241Vq1bh1VdfhWXN5KowL2R8fFzkZOVyGeFwWCQ3NPBNY57XNq9rjo9gMIiWlhaRpdBpwzWvUCiIJIURAVahstvtmJiYkMgAN9XRaFScV5ZliccemJWZAZDSry6XSxoPMjrHhok+nw/d3d04++yz0djYWGF8s8Ty8PCwrIlMtGWDQCbqc/xqdOytgRrurxNc/M1OqouRaZiTonks1n0FZicxs/4yJzVzAWcokUYxO1JS50tPvCm54aRIz0WxWITX64VlzejUnU4nGhoakEgk5L3nSxgCZnTOzz77rHgNTC8NQ6msh8tmOObG5FAhQdMDX/0dApASfwsZ5tWbKNX6Hnu4kDICxNCvuTkzfwd6m9atWyf/N6UyXBiBmd/r1VdfBTCTDEvpFzeWf/jDHyTSVSgU8La3vQ21tbXYtm2blGRLJBIIBoOwLAtDQ0MSPmeJSDYN27t3L5LJpNRVLpVK0jTM4XCgtbUVDoejIlGV506Nu2mQ9/T0SBWLQqEgY7Nap25em6zawRrZ9KqbhrmZz+Hz+cQIMjcEHB/cPKvmVTkcuLYBlWtR9eaQSemMDLW2tqKjowOxWAzJZLLiul+zZg327t2LUqkknVepczfnC/6by+UQj8cBzBjc3JAHg0EZf1zj6uvr4fF4EI1GJTKdSCTg8/kQDAaRSCQwPj4Op9OJ5uZm5HI5BINBdHd3Ix6PS2NBGtvm+mSz2STiHA6HJZnV7XYjGo1KM7n169fjmWeekbWUc+HAwAA6OzvhdrsxOTmJmpoakZmaktmFcuMU5WhQw30e5ltQq+Uh1RzKeGRSjtfrlUoR5sTJ45vJe5wkqP/1er3Yv3+/6NqrJwdzo9HV1YWVK1eitrZW6mezcx2jCjQOqmHyIb2CDFmaRjkTY00P/OHsNKsb0Jj6fGr7F4tOiscHc9MKzC7sTOyq/o1MY5fXsmlE87pOJBLwer1oamoSSRc3CQ6HA+Pj4+JVHxoawu23346enh4sWbIES5cuRTQaxUsvvYR0Oo0dO3ZI8javqUQiAZfLhbq6OtGo+v1+pFIpjI6OirecdZwjkQjGxsYOmmsBzGxod+7cKZtx0wiggW6+3hybHo+nIjplGvZmeJ3VnWgAmOON3yk3RmYrdkVZDPRemwY1MOscKZfL4jSh97i/vx/lchlLlixBIpHA6OiojHM2QWK+SW1tLbLZbEWVKb4nN+bZbFZywvL5POrr6yX5lOOCOV7JZFLGGbt+BwIBBINB0bJns1n09fUBgLwHc2Sol6ezjDfq/NkNOhwOI5FIYGpqSiLew8PD6O3tRSwWQ3d3t4z1dDqN3t5edHV1yXcwNTUlyfimJJR5Yupxf2ugHvcThKmzBlCx0DK8fyij/VCYizg1v8Csx5vvyZsZBmeInZny83m06VFgaD8UCknJrK6uLqxYsQIPPPCAeBU5KbKkXHWzCBpcPT09aG5uxubNm+c0laDHkcaF+fqDbW6qFwoTr9crEz+9sOZAWEzkQzl2BINBJJNJiRzxtx4YGFhUlIPGpXnd0OvndDpxySWX4Omnn5bFmeOupaUF8Xhcci5SqRT6+vrQ09MDp9OJ5cuXI5vNYufOndIQplgsinHAiFQikUAikUBzczPq6+sxMjIikrL6+npceumlOHDggHj3aEiYhrT5OXij0V69qW9ubpYqFPT4URo0OTkp+TAcz+l0umLzzk3rihUrsHv37oqNeDgclg27z+er2DSY3SGVtx6HuzZR6sV654yesvABAFkD7PaZDtwjIyNYvnw53v72t+OZZ54RqdnIyIhs5q+77jpcccUVuP322/GrX/2qYvzwGqcErVwuS1StWCxWGL40sjke2e373HPPRSKRwNNPP41SqYTm5macc845In1ZsmQJcrkc/vSnPyGfz6OzsxO5XE7GHfNxuHGhpGXPnj2wLEscXBzv4+Pj4ulPJpMIBoMYGRmRilV9fX0VTQi5Vpt/81813N8aqOF+gqjWogKzRqn5t6nbqzYk6e0+1HuYLeV5v1nWjRMww5S8b3p6Gtu3b5dMe1Pvy+dR2+f3+2Gz2fD444+Lt2HTpk2IRqOSyFZXVwcAottlaJJRAZ7D8PAwOjs7EQ6HMTExIR5FYHZSMjceptd8odKNC0mPKPPhZM0Jno2lTA/j0W6klMVBox2AGMRMhna73fK3qfU2fxN62s1QvMvlQrFYxJ49e6SUG41un8+HlpYWkXY1NTUhEAhIV8ShoSHEYjGcdtppomOl9zuXy6Gurg4f/OAHkclk8Nxzz2FsbAxTU1MSXvf7/ejq6kJXVxdeeeUVvPjii1KqsqurC21tbdIpkkYJ4finVKyurg7j4+OSA1BbWwufzwe32439+/cjl8vJ/cFgEGNjY+LpN2tTm3MMv9fe3l7ZZPA5Xq8X0WgUwExr+nJ5pvGMKbFRlEPBMcP5k4Yzk8kpiWQElZvMbDaLaDSKbdu2ifStWCzC7XYjEongvPPOwzvf+U5ccskleOGFF8RAZj10RngZTTOTQCORiGzSzbXB5/PJc4eGhkRSU1tbW1GacmpqCpFIRIopsG8EN+gs7VodFeaYi0ajMpexwRMrUdE5lclkZM7hZ+NcwDHo9XoRCASkmzGfa5bTVd7cqOF+gphPOw2gQl9t6nqBSl06n1OdpFmtdWX3OMpfXC6XeO5Mg8c0ygGIYc96t/v27ZMGFwDEO0E9X3t7O1avXo1kMolYLAan0wmv14ve3l4JxZuVcswNB//PBk6pVAp/+MMfZONiegDNcnbUP1drcQ+F6YFn44rqMndmxR/qemtqahAIBCpqzCvHHnM8FAoFuSaBmYRNszIKNa/ma8226BwTpgRk//79AGauYdaN37dvn3ivGxsb0d/fLwlgbW1taG1tlSS2d7zjHXj22WcRCASwZs0aTE1N4f777wcAqdBiWRaSySTGx8fhdrtx3XXXoa+vT0LvwMz1a9aRTiQScz4LPfXs/FooFOD3+8WA4bUZiURQX1+Pffv2SaKdx+OB1+uVkH0+nxepgdvtRkNDg2xOVq5cKRtfjjWG/RkpY9djc+OuvHU5HCPAdBZx7qXHOxgMApiZc+k8qq2txfnnn4/NmzcjnU5jZGREumm73W65Frdt24ZvfOMbACAJqvRW0yHU2NgoieDAzBgNh8N4+9vfju3btyOdTovchhKaUCgk+SADAwNyjuXyTEU3ynaodwcgEbzR0VGZK+ar3sbxZcrRmpqaEA6HpQAEjX6n04lQKCT9I5jMWyqVZCxTemce27QTlDc/ari/TtAQttlm6rSbOlNgrtEOVHqdTY3eQuUkAYixY4a8qxssmRrEQqGA0dHRioou1VISy5pJ1CsWizjllFPQ2dlZkYjHCZPG1nwTisfjEeOKk111pRyeFydCenDMxeBgVJ8zAPkeqjXA5v/NJkDJZPKQ76McO8xrkr+H+bvzGjY3r8CsV4vP4/UEAIFAQLxg9Jrz+cPDwxgdHZXxxxyLRCKBxsZGpFKpivMLh8NoamrC1NQUotEoJicnEQ6Hpe4za6J///vfRy6XQ21tLTweD04//XSUy2U88cQTcybTamkXQ+3hcBidnZ1Skz6bzUrpPDaSMiVGTHrzeDySYM73oseeY+2VV16RyJnZ7n3//v0ybhn5yufzCAaDEuJXlMVgRk15fTOvidIuGu6pVArDw8PirOHN7/ejvr4eu3fvxvT0NPr7+zExMSERMM4X9JjTCAYgeVvhcBjLli3D1NSUJI/7fD6Ew2HEYjGkUin8l//yX3DFFVfgjjvukGZPLAXp8/mQSqUkasc1i/KzTCYjG1tWY+ImgmUiq51HZ555JoLBIDo7O1Eul/HAAw+IbHVkZATZbFZkRLlcThLemXtiFqg4VCReUY4UNdyrMHflXq+3ogZ7td56voXelJCUSiU0NjYiHA4jHo8jHo/LZEYpTrUhZA5001Cl3o6SBaBSn282bWIHSKfTiR07dkgTi0AgAL/fL/Wrq7Wx1AECMx5V0wirnoR47tWGtmngH86ukvkE1e9RW1srTUPMTYRy4jG/93A4LL8FO436fL6KEp7VG7Tq362trU2SUdm5kM81F0B67AuFghgHTIBramqSShhTU1OIx+Oor6+X7o7RaLTiWqXxwPrN27Ztk3GRz+fnXPdmpI3j0eVyob+/H5ZlYdWqVfjmN7+J559/Hvfeey/OPfdcPP300xgdHZUNCaUGY2NjFZpY87OapTEnJiYqytcxogagopkVoN0UlcPH3Iya8khGe4HZJM9isShlD222maIGk5OTcDqdOO+88xCLxWTuBjBHFsIxbMrsuAkeHx/Hq6++imw2i+bmZvF4B4NBbN++HfF4HAMDA4jH4+jt7RVvfalUwvnnn49LLrkEo6OjyGazyOfzSCaTIvthrfbGxkY0NTXN2fD29fXB4XBUJJnX1NRgxYoVaG9vx4oVK/DUU0+hWCyKnJSlI8PhMCzLwtjYWIWczUzC56bIlAoqb37U4/46QkM1k8lI+2W73V6R3DKfppcaby7OzM5n5r1pxNjtdum2Rj3soRZhamA9Ho8kytHYYOiOk1Mul0NPTw9effVVFAoFKRN52mmnIZ1OY9euXaLtI5zUqj2nNTU1qK+vlwSihfR6izXWq6MT/H7nO67pcVWd4OsPfzN6vFmFApjZfHEDSQ/6QteEzTZTjs2UYQGzOnjTgOZ4ASDdgsvlsni/mOzGsQlAKh6xZXokEoHP50MsFkNraysAYNeuXVI29ZprrsEDDzxQYYTw8/G4/BzJZFLGxeDgIP72b/8WhUIBHR0d6OnpwY4dOzA4OAibzYaWlhb4/X6Rt3Fip+yIsrTm5maUSiXs27dvwc0py8/t2bMH5XJZmjApyuFAQ5M3jjVujumxBiCSEzqESqUSAoEAUqkUXn75ZUxOTopsrrm5GaOjoxWN/Lhx5SaABjw3n+l0Gq2trZiYmEAymcTu3bvFOG9vb8dTTz2F9evXI5/PIxKJwOv1IpfL4YknnsCDDz5YUeqY71EqlRCLxWBZFsbHxxEOh3HqqacinU5j//79SCaT0iyNJS+Zn7J+/XqsWrUK/f39eO655yQHhk4jNpXjukQDnfkB5vdnrvnKWwM13F9nGN5uaGjA4OCgTHaEjVvMOs6mfpAGDOtUs7wjPX80OEzjhsc3O6eaHnW2iAYg4UcaNDRS2L118+bNGBwclM0FJ5Vt27ahXC6L4WV6FBe6mFgBYCH9Oj8XdYGc5MwOqvM1nqpOFKp+f9Nbo7yxqPaqmb8zq8ZUaz2rMfMkzOMyiZPH5rgyDXg+xprQTPqsq6tDQ0MDhoaGZDN7xhlnYMWKFVi/fj1SqRQcDgdyuZyE9ePxOH7/+9/LWDThtWd+XhrxgUAAAKSb4o4dOxCLxUQKY7PZkEgkMDY2JnOBGUUw81PGxsawYsUK9Pf3V0hizA0rEwRNbW5zc7PkCijKYuGY4v+rI8mUwQEz8ztzkNihtFyeKdVaU1ODcDiMcDiMQCAgXmdgVkLq9/vhdruRz+eRSqUqvPKWZWF4eLhCokrnEwsmULo5OTmJaDSK1tZWNDU1SUdvQsM9k8lILgoja7t27ZLjcq5gpCsUCklUjJsORshZ7tjhcMDv92N6elo8/KyYxUhCdS6YGu1vPdRwfx0x9XnT09Ooq6vD9PS0TDqWZUk9aPM1nKiCwSCCwSBGR0dF7sGEHwDibahOEDWT+cxGGTw29YXVnmpg1sBgBjyT7OgN4MTDJhn01LF6SygUkkQbehSYBMpukebnN3WSrO/NRLp8Po9cLieTPSdDk+rKMvMZ52YC7kLPUd440MvNhZ+/bW1t7ZzrlkZ49UTHDV8kEkEikZAFmIYquxuyOynzUHw+H9rb21FTU4N4PA6v1yv121taWvDkk0+iv79fKlvQaGeSG40GXmv8u3oRpiGSTqfhcrngdruxfPlyLFmyBH/84x+lhCZ1wolEQgxwhs0pLTKPmc1msW3bNni9XtlUM6k1lUqhUChI8h3PJxaLIRKJHP8fVnlTwuvIrJY2X25RuVwW43t6elp03dlsFnV1dbIppfHOCC/XM84LdCLxPo6tiYkJuFwukUVSL85SlDSeOYZisRhCoRCAGdkaz4lJ5ea6zJrsdCgBqEgo5+OMAkSjUWzYsAFut7siUu7z+aRgg5mnY1Z/q5aOquH+1kMN99cRDkKG0NLpNJqbm+F2u3HgwAG5b6Evn4s7k+lofPAxTkD0ntObbmraTRwOh4QqWWvXnFRramoQDAbFY8iOkGvXrsWLL76IfD6PgYEBjI2NIRqNIhAISPk6evHNSbWhoUE05TabDalUSpL8zI0Fz2H16tVwOBzYsWOHSAKYvGPqKc2oAr9j0/NSjan9N79bnRDfmPB3qm4sxnwOLpC8Dmgk03NF71Uul8OBAwfmaOSBmYXS1K1zDNEbzVKOZmMiRpksy8Jll12GiYkJbNu2rWK80bNnXo/VSek0KkZHRwHMhPkdDgeamppEc797926JTjFq19bWJkl882FZlnjx3G639GugLI0bk2XLlmF6ehpbt26Vc2PEQVGOlOocJjNpleMglUrB5/NJlIljBoAkUZdKJTQ1NaGrqwt79uyRSki5XE4qQ1WPKWBmg8oOxqZziDp1s8pSIBAQ+Q2ACskLJXO8r1wuSydlRrzZkZw9EbhxByAbkkwmI84qyv6cTidSqRRSqZRIZqujFGahCXUyvTVRw/11xLIsBINBNDc3Y+XKlbDZbOI1ZsMX04hl+I2Dlpnu1KBXH5taciaymJnt5g/K4wcCgYrHTYMFmJlE2Y2VE5fD4cD27dsRi8WkTjYNh1wuV+HZML0GNTU10mDCZpupH+33+0U7WK1Pt9vt0k2SrwFmJuP6+np5j1gsJvp5vg+bXJmhU9PANw17M2lqPomF8vrCzSNbkLMBmHldmNeNGY43mxkBCyd+M7Gai7h5bTD8vXz5cuzZs0fGB2tJ0+O2efPmimTz6uZQ5r/mmOO4oyeO71lTU4NLLrkEdrsdPp9PIgC5XA5utxv19fWSyFq9eTHfh2F8m22mmhXnHM4Tdrsdg4ODknDHkpJ2u33e7seKcii4XjBqymuSY9WMiHEzylrlLpcLzc3N6O3tFSdPKpXC3r17pVRkqVSSqBfXSEbkuFHnuGlubpaa7NSSOxwOkb3QicQKLpY1U2OeHVR5nuYaRekcnQE8h3A4LI43s6Mqo2H8XrxeL7q6utDa2opdu3ZJ5ajqggycJ3gMdSwpxxs13BcgmUwilUphx44dssNvaWlBd3c3wuGwyFGYLENDobm5WUprVe/Mq6luvmSG5gnLzZma9/l0w+b/p6enMTAwIBMvvRSsa00vBjAb6gNmPS2mx8CMCvB9zBrT/KwApEJBuVyGy+USCUJbWxtcLheGhoZQKpVw6qmniv7XbrdLnV6Xy4XzzjsPW7ZsqagwAszKLfg+Wr/6jYVZopPNu+jlamxsRDqdnrcxF39f0xvN68gMb8/nfTePwWs2n8+jo6MDe/bsqShXyWubZSFZjs70Fh5qwWV7dWA2Ed2yLDz77LMIhUJob2/H0qVLkU6nEY/HRVJnbrJramrQ0dGBrq4ubN26FZlMRmQDhUJBNibt7e1S7WZ0dFSaLjU3N8Pj8eD5559HsVgU6ZuiHAm89j0ej+jBzZLHNOrz+TympqaQy+UwOTkpPRwYpaIcjMUWgsGgRKRWrVqF5cuXo1Qq4bXXXkM8HhdjvFwuIx6PS5Ira8dbliUdxHkOXAPYEZlyuHQ6LfXWgdmk2JqaGpG2TE9Pw+v1SpQ5FArJ+5vlkSORiEg+m5ub5VyGh4fF+DcrwVVvcJS3Nupxf50xDWT+HY1G0dDQgD179kjNWybr0CPPRBtm6ANzf6T5yijy/9V/M4GmtrYWACqMZnMCoTyG3n6GBVkGknVrqyccE05wpu6PyTicDM2Nhelp4HfE49KjUSgU0NvbK81q2tracP755+O5557DxMSEeFjsdjtaWlowPj4u0QMzSdesSMBqPBqOfGNgalaB2dJvwMy1ce6558KyLDz33HNzqrbMx/T0NFauXIloNIqxsTG55iYnJ+d9PpPnpqenceDAgQo9Oa9Vegm5eczlcvB4PNKifL7xSo9c9fj1+XxobGzE2NgYcrmcNIHq6uqSkqzUrXPMmWMlHo/jzDPPRGtra0Uyqtnqva+vT6IYDocD6XQajY2NiEQiOHDggETW1FhQjhbKRVgtzYyccu41I1SslDY+Pi4ad3YpbWtrQy6Xw/DwMNLptCSUejweWJaF1tZW2Qgweso1tL6+XmqtJ5NJOSca6JlMRtYMy7KQyWSkwhPzyMxIMOchRsGSySRGRkZQLpdx4YUXYtWqVZiensZLL72E8fFxqSNvs9mkqRT7oNDpxfMz12DKVxVFDfc3ANzpc1FnwxPuvEulklSU4MTGXTwNbdNIpyFNr4YpC3G73dKAplouY1br4GOsSsPQHY2W+vp6OJ1OeT8mFM3HQhcPjX4aHma5PT7ORh2WZcn3YX6Wrq4ulMtlaRvP5jMPPvggbrvtNhSLRbS2tkr5O5ttpvzm2NiYfG6W3qoeDJy4ldcfXocdHR1SWcWUmNhsNjQ1NWHr1q1Si/xQWJaFuro6JJNJ0bkyQQ2Yre/P/A62JzcTtM1NHQ0NANK0BYDITVjFxhyrwGxlqVwuJ2PIbrdL4yWOX84Nu3btQl9fX8WG09zk8jW5XE4aNAEzNeVZcaZcLiOZTIqEbXJyEjabDR6PBy0tLfB6vXjXu96Fnp4edHV14bbbbjvi305RTHj9mXIZri1mhNd8LJfLIRAIoFgsYmxsTJ5HiQqbIFF2mUqlMDExUeFJp2yOm2nez1KNXq9XGqtxHJt5aF6vFzabTTqTM1mV58skU84L7IC8d+9ehMNhKd3MPBUAIhEFKucTRvUASKloLVOskBNluNsAqAV0EKq15z6fTxZy0/Dmv9yN8zWcSMxJr9pTzFrOU1NTYpBQZsBQoJlsV1NTI5UtqqUH1Mg2NzfDZrNhbGwMfr8fF110EV566SXRmvMCmy8aYGrLg8Egzj//fKnbS6PJ6XSKp2E+o76+vh5nn3029u3bh66uLjz77LPI5XJobGzEkiVLYFmWGOmWZUlpseourDSm3G53RSe8w6W626tyfGB1CLOSEFuIj42NHfL7rzZ6q5ObAcj1R8/cfMeoNsDNUHhtbS0CgQAikQi2bNkixrv5eo/HIy3a+Vl4brxGPR6PyAXM68s8b76Onn0z8Y7SoZqaGvh8PqmiwffPZrMyB1ATbJafpZeS0gNFOVo4/7N4AaUv1WOK0VqHwyFJqMz54PUMQOQuXBtra2vleqWmnE4dym0AiD4+EAjA4XBIYQWWQKZ8lXOBz+eTscSSkHxfRrOA2VwZcyzzeXSOuVwu1NXVSQ17rpfVDolwOCzeeOWtDXsbfOQjH1nU9eDxePCrX/0KwWBwwUjywVCP+yEwDW7Lsiq8hqaBbi7U9Bab+jnTQDYlKg6HA52dnZicnMTk5OScCips4mTCCEC1scH3oVSFnvDp6Wk88sgjc0rQVWOGQ8nk5CQ2bNgghgdDhblcbo5nE5iVGI2Pj6OpqQkjIyPo6+sTr8vFF1+MQCCAPXv2SNlIZu+bHh/zHOnVPBpUVnNiYOjbhPrTQxntNpsNHR0d6O/vl/vMcUPvXLVMrBrztzaNaWAmd4XJnf39/WI0mOOansKBgYE5JV8pI7PZbKirq5MQvGVZaG5ulmRwethZZvXWW2/FL37xCzzxxBOwLKti80yD3uwFwahcMBjEJz7xCfz0pz8VL6Xb7RZDKh6PL0p+pCiLwYwaM6JFGYqZo2I6rEqlEhoaGtDQ0CDOnGKxiGAwiIaGBkxMTIiTybIsiZDRSOY44JpCIz8UCsn4YoUyUxLD96EHnJFhevfNxmdM+OYxmFtilmbm+LLb7VJBxozyVUfPzPdWlBOJGu6HSbUHnveZWmzWbJ/PWDSNeO7yaaiw9FRtbS0aGxtht9uxf//+CqOcr6k2vE0JDUvi1dfX44tf/CI+/elPS1iPUA5jVt/gZGoaKzRieG4M9Ztae24WWEmAE+p9990nBjc3Kzt37kQymRTvq/naxsbGimYyNJRUP3jyMN81X22wmxEqj8dTUdkoHo/PWST5XEqnWCXG7XbPOx6r38eEC246nZbE8oVeO99GgzWti8WilJGrqakRb104HK6oBpNMJuFyufDzn/8czz//vFzvwWBQElEBVPRK4HMaGxtx4YUX4tlnn60oKUuj3uVy4ZJLLsHmzZulRKWiHA2mM4pGtJkcauZt8Lmc77k2TUxMyDXu9XolSZVSGXPTykgS1xPmOzmdThQKBbjdbpGsBQIB+Hw+FAoFjI2NSYEI6t25LpbLZZGWcQOSyWQwOTkpzeGYpGqu21z7OAbNDf986705JhUFUI37G45DfdHmAOZkMV8CaLUxQc8BMBuK9/v98Pv92Lt3b4WHw8ScVMzH6e0GZrzl3/rWt/AP//APc86XSafAjCdzxYoVmJqakmog1dDLYG4gOBlPTEyIsUHDCABOPfVUKRfW0NCAaDQqLa35ffH7yGazIp2pPk/l5IJhbC6E1Yubea0y8Zl/s9Qix87SpUulmgsbrFDzaupY56M6vA3MhDSTyaQYGCa8pqvHFj8T7zOlM2aEyO12Y3x8vCJXhQbA+vXrK7yBTMpmGN/lcolBzmOHw2GRlLW0tAAAotGoGFRtbW1oaWnB/v371XBXjjmmnDKXy1VIJM3ru1gsYnR0VMYnyw+XSiX4fD7xcNPrToOXhnsoFJI1k02RPB4PJiYmpHEgx0VXVxdGRkZEUgbMrpscS06nU6LVTABnl1U6iUKhkCSqUu5mVm0DKtdqU/fPv3VtUqpRjfsbCIbPzBqxpg7c7AIHzBrxpl4XmE1OpaZpoR+P3jROkJwsWPM2n89LPdxqmpubpeEFMGOUM1nnYFACwPKTpoFuagrN4/A+eu19Pp8k71iWhbvuugu33HILRkZGpGJMuVyumEQ7OjrQ3t6OjRs3ikfHNOoP9j0pb0wikQi8Xq/oQ+djPq/6fJjtyenV49gg872WmlbCPAmfzyfXYfX5MJl7ampqTplUliClJ95ut0soP5PJwLIs8RJWY5ZSZX6KWeXJnF+Y78JjMhLW0tKClStX4oUXXsDk5GRFc5pjISVTlENB543b7ZaEcdNhYxq5ZsMjFlFg5TCOXW7YV65ciUwmg6GhISmfyrFglobl+7FPCQD4/X60tbXB6XSir68P5XJZNrwcY2aFK/O4zFXj42bkrNrTbka4dT1SqqHG/brrrlu0xv03v/nNEWvc7Yd+imJm1jc2NsLhcEgHNrN2uQkNfFMSUF9fv6AHvfr9TAOWRjTvP1jN6Xw+j7q6OrjdbvEshEIhmex4zjw/j8cDn88Hp9MpchUzIZCfYXp6GpFIRCZMM8TIv/1+v3TWsywL3/zmNzE9PY3ly5fj+uuvx8qVKyu+M5fLBZ/PJ/XeOdkT/n8+Pf58hEKhRT9XOX6k02kMDQ0d9BrnNXAwox2A9Akwm4SZm9b29vY5US2n04n3ve996OzsrOjya7PZMDExIbIbt9tdkbRWLBaliot5TLMcqellW7NmDaampvCxj30Mq1atmmM8c/xwfNXW1iIYDCISiVTMH6xAxffiht2M3A0PD0sr9oaGBtx6661SEUMNCeVEQA85o2ShUKgi6lRbWyvSFo5r1n/PZrOYmprC0NCQ/J1Op5HNZvHss8/ixRdfxODgoFz7AOS9GJ2iXKe1tRXnnHOOVFZqbm5GJpNBJpNBLpeT45uJ45xvTLknJXpm1MtMkJ1vXOlYUw6FGala6Ha0qMf9CDlUlRIu/I2NjSgUCkin03A6nairq8PQ0NAcQ9/tdsPv90uJOobUA4EAstksli9fjp/97Gf4/Oc/j4cffnhe3TA9IqZhb7PZxDNITzrvJwe7kGjEsGMkP5sZcTCPQX1iR0eH1GSnp5SVChobG+F0OnHgwAGR2bArpll271hWgfF6vdph8nViIePc4/HA4/GItItw8U+n05LgCczo3w8G5SW85swupdWce+65SKVS2LNnzxF/LrvdjkgkglKpJNUzTKor4nAMAKjYpDocDgSDQfG683N6vV55n2uvvRZPPPGENF0aGxtDNpuVpHFNUFVOJPS8mx21qYVnbXMaKbzOTf06DX4z4dX03Ju5Vhw3lOosWbIETU1NmJiYkDrt+/fvx/DwsByfx2C1G2rYuUbSAcYottfrlURYs+mbRn2VxWB63BdjZ3i93qPyuKvG/Qg5VFIKH2enuXK5XKHvMz0V9HyvXr0aNTU12LRpkyTYjIyMoFQqIZFI4LTTTqsIr9MYpTfC7/dL8yITanlNDzYTiQ41IfG5pmFAT6DdbkdPTw/Wrl2LX/7yl6ITLBQK0ljG9L7Qw1EqleS8ybnnnitd9Rbz/R4u2mn19eNg0aFqSQsAKT8HoMKQPZR3vlwuY2pqas5CPR+bNm2ac5/NNttPYTELNZNJ55Ot2e126aIci8XkftOYqaurg91ul2YzTCg3tcOU1fzsZz+TBL36+nr4fD7JR0mlUnLeinIiYPSXEksz2RSYO+Ypw6RBToPddPgAs00ATakm76ehPzo6ilgsJlXO2AOBxjrLQprFFswGfsDsZsDj8UgderNfA5+jBrtyOJwojbtKZY4D7NLInT0wWzGGE4Pf75eFG5iRF6xfvx5PPvkkJicnkUqlMDw8LBMhDX/+4EuXLsUll1wi4b8zzzyzQooDzNaHN8P+nFxZptKEYXsz6ae9vR1ut3vez1kul9HX14ft27fPMZCmp6cRCATwv/7X/8LnPve5ik2Dqc2ll8XlcuGDH/ygNI861qgG+MTy/ve/Hy6XC0DlhpGl4IBZWch8xvV8nvLqv3mtOJ1OacJSKBQqfmtGhxjBWehYvG++c2FJPI61jo4OtLS0oKOjY0543YRVNczPRAPC4/Hg6quvhs/nk6oc7KrKyZ+f5YILLgAAZLNZRKNR9PX1we/3Y2JiAvF4HKVSScvSKScEM0ETmO2WTSOXjhkz0ZMyT3rmqTGvjkjR6DYNbMLxyqTysbExjI2NYWRkBMPDw7LpZslYri88Hx6b/2djxXw+j1gshlgsVuEpPVaSBuWtxWJkMsfi2nrDG+42mw033HAD7rvvPvT392Nqagqvvvoqvva1r4lhsBAXXXSRfEkNDQ3H/TyJZVloamqSZNQVK1bgL/7iLxAOh6U6RaFQwJo1ayoWfk4urNF+sB93cHAQjz32mBjgvb29GBgYqEgm9Xg8qKurk3Oar8KHef40pJubm6Vpzfj4OCKRCL7yla+IccTnswLHrl27AMzKZBoaGhAIBFAoFHDrrbdi/fr1FZ4VfmaWrvR6vdi4cSP+8Ic/aKb+cebaa6/FH//4RwwODiKXy2FgYAD33HMPVq1adUzfZ/v27RIJMpO/2tvbJU8CwLwbSACy8a2GnjRgdjM2PT2NCy+8UJ5vXuNmTer5NgLVBvdCiUUul0s25FNTUxgdHUVvb6/ob+cbV2NjYxgdHZ3z3na7HZlMBr/97W8xPDwMr9cr8jHz+7CsmSo7vb29Mj7L5TLGxsawYcOGipD+fN+VohxrzOu42jA2DXXTODEdNYw6s2wypWPma4HKDYJp/JfLM91aWW6VcwyjUeFwWIpF0EHFSK/pbeem2Nw0V6P5UsrhcqIM9ze8xt3n82FqagobNmzA73//e4yNjWHt2rW44YYbsH79erzzne+c93U2mw0vvfQSli9fDr/fj0gkckiN7LGEBnQgEMDatWuxZcsWjIyMyI9WW1uLSCQiiTQADqteuenlcDgc0lTGLHFHb7aZ8LPYY5sXlsfjwc6dO/F3f/d3uP/++8VjweQj83z4uU1jJhgMSm1cm82Grq4u2Gw29Pf3i8fG4XCIxhc4dBnI6k5+yuL4+te/jtNPPx2bNm1CLBZDS0sLPvnJT6K1tVWu0+MFQ+qL+d38fr9ouc1rkddX9XFoBHi9XjQ3N2PHjh3zHncxmlWWoGPZR3Z3tKyZShXcePN4DoejIkmb58N60YlEQv5vVuQ49dRTcd5558HtdmP9+vXYtGmTlN3jOTY2NuKMM87AK6+8gng8PqcLs7kh1vGgvJ4cLKJlrg/0jtOBw2aBZjU2esSrNwrVMhpzzWE019z4muOFDi0AEj0DMGfjoSiHCzXu73//+xetcb/vvvuOWOP+hjfca2trcd5552HDhg0V93/961/Ht771LVx55ZV47LHH5rzu05/+NG655Rb8/Oc/xxe+8IUTbrgvBk465oR1MI8469NWezccDgfC4TBcLpeUuuNkRI50QmIyD9u7U9rA0nqxWEw89S6XC8FgEOVyWbpl8nOZkyr1jqakwZz0qxNfj+ScdQJePE1NTThw4AD+3//7f/jsZz97zI9vJiaz1rP52JH8VtTLmjidTqxduxYtLS34t3/7t3lf19PTg0AggNdee23BvAdWnKmtrUU+n5drvrm5GZOTk5JQbX4GVlWiJ4+GRSAQgGVZCAaDcv/ExASCwSC6u7vR19eHiYkJ+TzlchmrV6+W+9773veit7cXsVgMe/fuRT6fRzablQ1zKBRCOp1e0OuvKCeS+TbGC8nPKJFkRafqUoxm1SVK1djUzNy88v1MQ948h+o5xqwaZXaE1TVDOVJOtOF+WFKZyy67DJZl4dprr53z2H/6T/8JlmXhbW9722GfxMEoFotzjHYAuPfeewEAp5122pzH6urqcMstt+Af/uEfkEwmj+n5LJZDha5NLzOZT8NLI6KlpUWqR5RKJQSDQXlNsVhENBrFgQMHpCQWJyJOaGeffTZ++tOf4sILL0RdXR18Pt+iPodlWXC73bj88suxZMkS+Hw+OBwOLFu2DGeffTYcDgd8Ph+uu+463HvvvVi2bNmcajCWZcHlckm5RrO9dH19fUVyE70kR8PJPAG73W5s374d27dvr8gtYDWiZ555Zk75w6OFXQjD4fAxPS6hh7raaOdjJrwuDxWmNq8RbgwLhQL+9Kc/4Z577lnwdfv27cOWLVvgdDoRDAbn1acXCgWkUinE43Gp6V4oFDAwMIBkMgmfz4ezzz4be/fuxYoVK+R1LI/Ha53Rrq9+9asYHx9HLBaT6Foul5OuyB//+MfxwgsvoKenB06nE9u3b8fQ0BD6+vrwwx/+EH/84x/x7LPPYnR0FJOTkxVGey6Xk7bxivJ6s5DcpRoay/l8XrztpgwTgDyeTqeRSqWQSqUqpGwLSQ6q7+em1kyKpUQmn88vKNdTjj2f+cxnsHnzZkxMTGBiYgLPPvssrr766uP6nt/85jcxNDSETCaDRx55BMuWLZv3eU6nE5s2bYJlWTjrrLOO6L3ekBr3J598Ev39/bj++uvnPHb99ddjz549eO6550TnvJjbkcJOgmbFBvI//+f/xMjICP7lX/7liI9/NDidTnz4wx9Gc3PzvI/Tg3366acjGAyKbjccDosn4pprrsF73/te1NTUIJfLYXR0tCIEGAgEFu1hK5fL2LZtG7785S/jtddeg9PpRH19/ZxJdaGJdmpqCvfffz8mJydht9tRLBaxdetWPPLIIygWi8hkMrj33nvx3ve+F5s2bRKZADX+DodDjCHzgvX7/fB4PPKZj7VBejKSy+Vwww03YNmyZfj2t78t9//4xz9GKBTCjTfeiHK5fNRjLBQKIRKJYPXq1fjpT3+KUCg0b+TqeFJ9rbFRCzBrjC+G+TTk83HttdeK9y2TyUinUiafmq83N97Vk+zU1BReeeUVnHLKKVJOkpuTuro6OJ1OZDIZqWZx//33i7fd6/Wip6cHdrtd6lhv3LgRn/jEJ5BIJMSQ4MbbZpvpHcHz8ng8stmgtCyfz6O7u3tR35WinCjmM1aq5TRmMiuju8x/4nPMspHlclnWS/NYHNfV0pqD5bccCwNKOTwOHDiA//bf/hvWrFmD8847D48//jjuu+8+nH766Ud0vJtvvhm33377go9/5Stfwec//3l85jOfwYUXXoh0Oo2HHnpo3vzI733vexgaGjqi8yAnynAHZqQyi759+9vftrLZrBUMBuW+SCRiFQoF6+abb7YAWDfccIO1WA73/Xl7+OGHrWQyaYVCoYr7zzjjDKtYLFpXXXWVBcC6+eabLcuyrIaGhiN+r8O92Ww2q6amxrLZbBX32+12edzr9VrhcFjuA2C53W7LbrdbNpvNCoVC1kUXXWR1dnbOOc7BbrW1tZbb7bbcbvecc+JxbDab5Xa7rbq6ujnnd6j3Mo+z0LH5/0AgYNXW1lo2m82y2+3y/5qaGsvlclnd3d1zzlNvM7dvf/vbVqlUsi6++GLruuuusyzLsj7/+c/L40c7xrZv3y6Pp1Ip61vf+tZhXWeHc/N6vYd8Tk1NjXXjjTdaPp9PrkWn03nI1/F64vXV0NBgeTwey+FwzHnuxRdfvKjz5fEO5zPabDbrbW97m3XxxRdbra2tVm1trVVTU2PV1NRYTU1NMrbD4bBVV1dnXXHFFVZra6vl8/nkMd48Hs+848Jms1kOh8Nqbm62PvShD1ldXV2v+3WqN70dzq16/TDXhtraWhkDfB4fr6mpkbXN6XTOeY75vMWsY3p749zi8bj1yU9+0gJghUIh6yc/+Yk1NjZmTUxMWI899ph15plnLvjam2++2br99tsXfHxoaMj6+7//e/k7GAxa2WzW+uhHP1rxvKuvvtratm2bddppp1mWZVlnnXXWYX2GQCBgWZZlvec977Euv/zyQ97e8573WJZlWYFA4Ii+s8Ou437XXXfhq1/9Kj70oQ/hX//1XwEAH/3oR1FbW4uf//znAICHHnoIV1555eEeetH89//+33HVVVfhs5/9bEUyJgD88Ic/xIMPPohHHnnkuL3/oeBOfyH9Lj0P1VpZsw7zxMQEnnvuuYoqGofapbESTKFQEL2t2X3VfP98Po/TTz8df/VXf4X77rsPAwMDEj6cD1a8cDgcIuFJp9PSXInQXPBIHgAAFAxJREFUEzg9PQ2v11uh32LbeCbnDQ8Pa5nGBfjGN76BP//zP8edd94Jv9+PJ598Ej/84Q/l8aMdYzfddBOCwSB6enpw0003SeTj9ap3Pz09jTvvvFOu03K5jGXLlmH79u1yX21t7Zzrk9cUx1w8Hp+TJE2eeeaZQ56H6cmuvo/nOR+WZWHXrl3STCmTycDj8eBd73oX/uqv/gpPPvkkfvSjHyGVSiGfz6OrqwsjIyMol8tzei+YTWmq36NUKmF0dBT33Xcfpqen0dDQ8IbL3VGUhahew+h9NMtKmg2b+Bx63Q9WwOFYeDGVE4fdbseHP/xh+Hw+kUPfc889yGazuOaaazAxMYFPf/rTeOyxx7BixYp5pZYHY+nSpWhtbcWjjz4q96VSKTz//PNYu3at5EE1NTXhJz/5Ca699tqjbtK4WG/60V6rh22479y5Ey+88AKuv/56Mdyvv/56bNiwAXv37gUAjIyMYGRk5LCO6/P54Pf75e/qxiXkIx/5CG655Rb89Kc/xW233Tbnsbe//e1YvXr14X6sY858PwwnpnA4jFAohL6+vjmPm6+lJs9ms2Hp0qUYHh5esFwdUNlkKJPJwOl0Vhjv1ef38ssv4+WXX573WOwox+eyEx61xOVyGZdffjmeeeYZpNPpisx9n8+HfD6PG2+8Ef/n//wfea157jabDfX19RUSIGWWYrGIT37yk9i4cSOy2SxuuummisePZIyZPPfcc/L/u+++G9u3bwcAfPnLXz7iYy7EwSRd5ua2+jowJ1Hbf9SAr04im28hNydPs+qL+bqFNtVmzfmenh5EIhFMT0/jjDPOwLJly/Dd734XU1NTsokwP1smk4HL5UI4HEYikUA2m5U67b/5zW+QTqdlQ/uv//qvuPzyyxGNRhEKhaSTaj6fr9jMmoncLHPH5HMAGB8f12Rs5U0B80O4fszXTFCv9ZOf1atXY8OGDXC73ZiamsIHPvABbN++HRdddBEuuOACNDU1yRz45S9/Gddeey0+9KEP4Sc/+clhvQ/l1KOjoxX3j46OymMAcMcdd+C2227DSy+9dNSSwzes4Q7MeN3/6Z/+Ce3t7XC5XFi7di0+97nPyeNut1valB8Kfqlf+tKX8I1vfEPu7+vrw9KlSyuee+WVV+Kuu+7CAw88gM985jNzjvW///f/xj333INCoSA/ABPuOjs74XQ6MTw8vOC5HOtJ4frrr8fjjz+OX//611i3bh1+/OMfA5jZpPT39wOorI7h8XjgdrvlNjg4iHw+j9raWlx00UX45S9/Ka+hgTA2NjbHO8cE0KPxntITWA0HVLFYxKOPPoovfelL2LVrF6LRKDZs2ACbzYZsNotCoYDvfve7qKmpwfve9z48/vjjUl4PmLlw1Wg/OO9+97sBzFwXy5cvr9joHckYW4hkMonHH38c119//XEx3A/W0fNgC7P5eS3LQiqVkud0dnZiYGCg4vU+nw/nnHMONm/eLNeu9R/J24d6X2Julvfu3SvOiI0bNwKYrfxUbbSzPGomk8GePXtk4/zrX/8at912m+RwWJaFyy67DGeffTa2bNly0Ouf45jzQ6lUqqh7rUaM8mbCrNG+kAGk1/vJz86dO3H22WcjFArhQx/6EO68805ceumlOOuss+D3++dEED0eD0455RQAwMUXX4wHH3xQHmOlvQ996ENy36c//Wn84he/WNS5/M3f/I00ijyZOKJykA0NDRgaGsLXvvY1eDwe/I//8T/Q1tYmX/gNN9yAO+64Y3En8B9e5qVLl6Knp0fuz2azePbZZ+XvCy64AI899hg2b96MK6+8cl5j4FCD+pVXXsE555yzqPM6FixU3rG+vl4S0AKBAMbGxg7rWFyw2cim2kC32+1SsaajowOxWAwTExPwer3SQOZoJSpmTe7GxkaMjY2hubkZ0Wi04ndwu92or6/HihUrsH79epTLZYTDYfEaHm1o6s3KGWecgRdffBHr1q3D2WefjUgkgjPOOEOM1yMZYwfjt7/9Ld797ncvutrQ64nNZsO1114Ll8uFu+++u+L+UCiEcrks39NCBAIBqck+H+Fw+KAVqUzvN8dba2srbr31Vtx555148cUX8YUvfAG5XA633norwuEwhoeHK8bwoeQ3Jhz/NpsNkUgEN910E371q1/NidopiqKcTDzyyCPYu3cv9u3bh7/5m7/BZZddNuc5yWQS8Xgcbrcb7e3tcv/nP/95tLe347/+1/8q942OjmJqagpLly7Fvn37cPbZZ2Pz5s3y+JNPPolXXnkFX/jCF6SohrkOUH65bt063HjjjYv6DCwHec011yy6HOSDDz544uu4//u//zuWLFkCt9uNnTt34v3vf7881tLSsuhOjIupZHHqqafiqaeewsjICC655JIFF1TzHMjHPvYxfOxjH8MnPvEJHDhwAE8++eSizuto6OzsxPDw8HHXC3s8HmQyGbS3t1dkQ0ciESQSCTEI7HY73G63SF1cLtdh68VMnE4n8vk82traJIJRXReXA8Hr9YoHRetMLw6Hw4Hnn38edXV1OPPMM7F06VIx4v/yL/8SwJGPscbGRkSj0YrHu7u7sWXLFrzyyiu49NJLj90HWQCn0ym5Di6XS8obHora2tqD1lumV9vhcCwoKbPZbDjrrLNw1llnYd26dSiVSvPWhD/UedTW1soE7Xa7cc011+Dhhx9GIBCAzWZDQ0MDenp68OCDD8Lr9Ur1pWrcbneFE+KFF17ABRdcMOd54XBY8nkcDgc8Hg/8fj/+7M/+DHv37oXb7a7wRCmKopwMPPbYY+jv78e6devw4IMPYtmyZdi/f/+iXnvzzTdjyZIlc6SkZGhoCLfeeiu+//3vA4A4Sm+88Ub827/9Gzo7O6W0NgC0tbXh4YcfxnXXXYfnn38eg4ODizoPGu5XX331og33P/7xj0dsuANHmAn8wQ9+UKpSfPjDHz7mmca8+f1+a//+/VapVLK+8pWvWNdff33F7W1ve9tBX/96VJXRm96O5vaNb3zDmp6eti677DK576tf/aplWZZ1zTXXHNWxR0ZGrHXr1llf/vKXrU996lPWd7/7XSsWi1mZTMZau3bt6/7Z9aY3velNb2/O23e+8x3rkksusbq7u63Vq1db3/nOd6zp6WnryiuvtABY69evtzZt2mRdddVVVnd3t7V27VrrlltusdasWTPv8Q5VVeYrX/mKNT4+br33ve+1Vq9ebd17773W3r17LZfLNe/zu7u7j6qqzLve9S7r4osvPuTtXe9614mtKkPuv/9+jI+Pw26343e/+92RHuaQNDQ0oKurCwDw3e9+d87jd9xxR0WinaKczJxzzjn46le/ih/96EcV0aF//Md/xPvf/3785Cc/wapVq+ZUU1os//zP/4z3vOc9uPrqq8X78PDDD+M73/kOtm7deow+haIoxxvNcVBONpqamnDXXXehtbUVExMT2LJlC9797ndL5Zc/+7M/w7e//W3cfvvtaGxsxMjICNavX3/IPK2F+N73vgefz4f/+3//L8LhMJ5++mlcffXVi47yHi4nKjn1iKUyNTU1GBoawv33349PfepTR3USiqIoiqIoinKyQanMu971rkVLZR5++OEjlsocscf92muvld2ToiiKoiiKorxVecOWg7zgggtw5pln4utf/zpefvllrF+//qhOQFEURVEU5WRCpUpKNSfKcLcf7gs++9nP4p//+Z8xNjaGv/iLvziqN1cURVEURTnZUKNdqYaG+2JuR8Nhe9xvuummBUvvKIqiKIqiKMpbjTesx11RFEVRFEVRlBPPESenKoqiKIqiKIoyw4mQUKnhriiKoiiKoihHgUplFEVRFOVNwlVXXYWf/vSnePXVV1EqldDb2zvv81pbW/Gzn/0MO3bsQCqVQiKRwPPPP6/FIBTlDc4bNjlVURRFUZTD4z//5/+Mj370o3j55ZcxNDS04PMikQg6Ojrw61//Gv39/aitrcVVV12FO++8EytXrsTXvva1E3jWiqIsljd851RFURRFURZHa2srotEoSqUS7r//fqxevRpLly5d9Ot/97vf4fLLL0coFEK5XD6OZ6ooyuHAzqmXXnop0un0IZ/v8/nwpz/96Yg7p6pURlEURXlL0d3dfdzC2AsxPDyMUql0xK/v6+uD1+uF0+k8hmelKMqxQqUyiqIoinIciEaj+PjHP15xX21tLX7wgx+gUCgAADweD7xe7yGPNT09jWQyeczP0e12w+fzwe/349JLL8VNN92EDRs2IJfLHfP3UhTl6DlRUhk13BVFUZS3FJlMBuvWrau470c/+hH8fj+uuuoqAMBXvvIVfOMb3zjksfr6+g5L8rJY/vZv/xb/+I//KH8/+uij2vxQUd7AqOGuKIqiKCeAT3ziE/jc5z6HL37xi3jyyScBAHfddReefvrpQ742m80el3P65S9/iY0bN6KxsRF//ud/jubmZng8nuPyXoqiHD1quCuKoijKceass87Cbbfdhl/84hf4wQ9+IPf39vYuWLJxIYLBYIVxXSgUkEgkjui8+vv70d/fDwC4++678S//8i949NFHsXLlSpXLKMobEK3jriiKoijHkXA4jN/85jfYtWsXPvWpT1U85vP50NzcfMhbJBKR1/zTP/0TRkZG5Pbb3/72mJ3rr3/9a3R1deEd73jHMTumoignH+pxVxRFUd5y2Gw2rFu3DuFwGFdeeeUcycuXvvSlw9a4f+9738PPf/5zeexIve3zQU9+KBQ6ZsdUFOXYoVIZRVEURTlO3HzzzXj3u9+Na665Bn19fXMePxKN+/bt27F9+/ajOq9IJIJYLDbn/r/8y79EuVzGyy+/fFTHVxTl+KCGu6IoiqIcB1avXo2vf/3rWL9+PZqamnD99ddXPL5u3boj0rgfjDPOOAPve9/7AADLli1DKBSSLqibN2/G73//ewDA1772NVx00UX44x//iP7+ftTX1+O6667DBRdcgB/+8IfYu3fvMTsnRVGOHWq4K4qiKMpxoKGhAXa7HZdddhkuu+yyOY9Xl4o8Fpx77rm45ZZbKu7j33fccYcY7g888ABOOeUUfPKTn0RjYyNyuRy2bNmCG2+8EXfeeecxPy9FUY4NJ8pwtwE4Pm3iFEVRFEVRFOVNTCAQQCqVwgUXXIB0On3I5/t8PrzwwgsIBoOYnJw87PdTj7uiKIqiKIqiHAUqlVEURVEURVGUkwA13BVFURRFURTlJEANd0VRFEVRFEU5CdDOqYqiKIqiKIqiCOpxVxRFURRFUZSjQKUyiqIoiqIoinKScLRG+WJQw11RFEVRFEVRjgL1uCuKoiiKoijKSYAmpyqKoiiKoiiKIqjHXVEURVEURVGOApXKKIqiKIqiKMpJgBruiqIoiqIoinISoIa7oiiKoiiKopwEqOGuKIqiKIqiKCcBWlVGURRFURRFURRBPe6KoiiKoiiKchSoVEZRFEVRFEVRTgLUcFcURVEURVGUkwA13BVFURRFURTlJECTUxVFURRFURRFEdTjriiKoiiKoihHgUplFEVRFEVRFOUkQA13RVEURVEURTkJUMNdURRFURRFUU4CNDlVURRFURRFURRBPe6KoiiKoiiKchSoVEZRFEVRFEVRTgLUcFcURVEURVGUk4SjNcoXgxruiqIoiqIoinIUaHKqoiiKoiiKoiiCetwVRVEURVEU5ShQjbuiKIqiKIqinASo4a4oiqIoiqIoJwFquCuKoiiKoijKSYAa7oqiKIqiKIpyEqBVZRRFURRFURRFEdTjriiKoiiKoihHgUplFEVRFEVRFOUkQA13RVEURVEURTkJUMNdURRFURRFUU4CNDlVURRFURRFURRBPe6KoiiKoiiKchSoVEZRFEVRFEVRTgLUcFcURVEURVGUkwA13BVFURRFURTlJECTUxVFURRFURRFEdRwVxRFURRFUd6y/PVf/zV6e3uRzWbx3HPP4fzzzz/sY9Djvpjb0aCGu6IoiqIoivKW5CMf+Qi+//3v45vf/CbOPfdcbN68GQ899BAaGxsP6zhquCuKoiiKoijKceSLX/wifvKTn+COO+7A9u3b8ZnPfAaZTAaf/OQnD+s4argriqIoiqIoynGitrYWa9aswaOPPir3WZaFRx99FGvXrj2sY50ow12ryiiKoiiKoihvOSKRCBwOB0ZHRyvuHx0dxamnnnpYxwoGg8f0eQuhhruiKIqiKIqiHAGFQgHDw8M4cODAol8zPDyMQqFwRO+nhruiKIqiKIryliMWi6FUKqG5ubni/ubmZoyMjCzqGPl8HkuXLoXT6Vz0+xYKBeTz+cM6V6KGu6IoiqIoivKWo1gs4qWXXsIVV1yB++67DwBgs9lwxRVX4Ec/+tGij5PP54/YED9c1HBXFEVRFEVR3pJ8//vfx5133omNGzfihRdewBe+8AX4fD7cfvvtr/epzYsa7oqiKIqiKMpbkl/96ldobGzEt771LbS0tOCVV17B1VdfjbGxsdf71ObFBuDo6tIoiqIoiqIoinLc0TruiqIoiqIoinISoIa7oiiKoiiKopwEqOGuKIqiKIqiKCcBargriqIoiqIoykmAGu6KoiiKoiiKchKghruiKIqiKIqinASo4a4oiqIoiqIoJwFquCuKoiiKoijKSYAa7oqiKIqiKIpyEqCGu6IoiqIoiqKcBKjhriiKoiiKoignAWq4K4qiKIqiKMpJgBruiqIoiqIoinISoIa7oiiKoiiKopwEqOGuKIqiKIqiKCcBargriqIoiqIoykmAGu6KoiiKoiiKchKghruiKIqiKIqinASo4a4oiqIoiqIoJwFquCuKoiiKoijKSYAa7oqiKIqiKIpyEvD/ATNDRhFPPZkmAAAAAElFTkSuQmCC", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from nilearn.image import index_img\n", + "from nilearn.plotting import plot_anat\n", + "\n", + "\n", + "# get mid slice index (slice 16)\n", + "slice_index = pet.num_frames // 2\n", + "\n", + "# pick common colorbar limits\n", + "vmin = 0\n", + "vmax = 1.2e5\n", + "\n", + "plot_anat(\n", + " index_img(pet.img, slice_index),\n", + " title=\"4-D PET image\",\n", + " colorbar=True,\n", + " draw_cross=False,\n", + " vmin=vmin,\n", + " vmax=vmax,\n", + ")\n", + "\n", + "# plot HYPR-LR denoised image\n", + "plot_anat(\n", + " index_img(pet_hyprlr.img, slice_index),\n", + " title=\"HYPR-LR denoised PET image\",\n", + " colorbar=True,\n", + " draw_cross=False,\n", + " vmin=vmin,\n", + " vmax=vmax,\n", + ");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also look at the time activity curve for a single voxel." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "voxel_index = (100, 100, 100) # an arbitrarily selected voxel\n", + "\n", + "time = pet.frame_mid\n", + "pet_tac = pet.dataobj[*voxel_index, ...]\n", + "pet_hyprlr_tac = pet_hyprlr.dataobj[*voxel_index, ...]\n", + "\n", + "plt.figure()\n", + "plt.plot(time, pet_tac, label=\"Without denoising\")\n", + "plt.plot(time, pet_hyprlr_tac, label=\"HYPR-LR\")\n", + "plt.xlabel(\"Time (minutes)\")\n", + "plt.ylabel(f'Radioactivity ({pet.json_dict[\"Units\"]})')\n", + "plt.title(\"Time activity curve (TAC) for a single voxel\")\n", + "plt.legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Command line interface\n", + "\n", + "Instead of using the Python API, we can also perform denoising via the\n", + "command line:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "!denoise --method HYPRLR --fwhm 5 --outputdir nb_data nb_data/pet_to_denoise.nii.gz" + ] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "dynamicpet-9lkmTgRy-py3.12", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/notebooks/denoise.py b/docs/notebooks/denoise.py new file mode 100644 index 0000000..157990e --- /dev/null +++ b/docs/notebooks/denoise.py @@ -0,0 +1,145 @@ +# --- +# jupyter: +# jupytext: +# formats: ipynb,py:percent +# text_representation: +# extension: .py +# format_name: percent +# format_version: '1.3' +# jupytext_version: 1.16.4 +# kernelspec: +# display_name: dynamicpet-9lkmTgRy-py3.12 +# language: python +# name: python3 +# --- + +# %% [markdown] +# # Denoising + +# %% [markdown] +# This notebook illustrates 4-D image denoising with [_Dynamic PET_]. +# +# First, we download a 4-D PET image with its [PET-BIDS] json sidecar from +# [OpenNeuro](https://openneuro.org/): +# +# [_Dynamic PET_]: https://github.com/bilgelm/dynamicpet +# [PET-BIDS]: https://bids-specification.readthedocs.io/en/stable/modality-specific-files/positron-emission-tomography.html + +# %% +from pathlib import Path + +import requests + + +outdir = Path.cwd() / "nb_data" +outdir.mkdir(exist_ok=True) + +petjson_fname = outdir / "pet_to_denoise.json" +pet_fname = outdir / "pet_to_denoise.nii.gz" + +# we will download the PET for the baseline session for subject 01 from +# https://openneuro.org/datasets/ds001420/versions/1.2.0 +baseurl = "https://s3.amazonaws.com/openneuro.org/ds001420/sub-01/ses-baseline/" + +peturl = ( + baseurl + + "pet/sub-01_ses-baseline_pet.nii.gz" + + "?versionId=8Qon4IjB8ejnZq7JgCUlFJhLUYSG1zJB" +) + +if not petjson_fname.exists(): + r = requests.get( + baseurl + + "pet/sub-01_ses-baseline_pet.json" + + "?versionId=rLpwPCPOzgW1MduO53VKxsKGuD5K0j5R", + timeout=10, + ) + r.raise_for_status() + with open(petjson_fname, "wb") as f: + f.write(r.content) + +if not pet_fname.exists(): + with requests.get(peturl, timeout=10, stream=True) as r: + r.raise_for_status() + with open(pet_fname, "wb") as f: + for chunk in r.iter_content(chunk_size=8192): + f.write(chunk) + +# %% [markdown] +# ## Denoise +# +# We read in a PET image and apply HYPR-LR denoising. + +# %% +from dynamicpet.denoise.hypr import hypr_lr +from dynamicpet.petbids.petbidsimage import load + + +pet = load(pet_fname) +pet_hyprlr = hypr_lr(pet, fwhm=5) + +# %% [markdown] +# ## Visualize result +# +# We inspect the middle time frame without and with HYPR-LR denoising. + +# %% +from nilearn.image import index_img +from nilearn.plotting import plot_anat + + +# get mid slice index (slice 16) +slice_index = pet.num_frames // 2 + +# pick common colorbar limits +vmin = 0 +vmax = 1.2e5 + +plot_anat( + index_img(pet.img, slice_index), + title="4-D PET image", + colorbar=True, + draw_cross=False, + vmin=vmin, + vmax=vmax, +) + +# plot HYPR-LR denoised image +plot_anat( + index_img(pet_hyprlr.img, slice_index), + title="HYPR-LR denoised PET image", + colorbar=True, + draw_cross=False, + vmin=vmin, + vmax=vmax, +); + +# %% [markdown] +# We can also look at the time activity curve for a single voxel. + +# %% +import matplotlib.pyplot as plt + + +voxel_index = (100, 100, 100) # an arbitrarily selected voxel + +time = pet.frame_mid +pet_tac = pet.dataobj[*voxel_index, ...] +pet_hyprlr_tac = pet_hyprlr.dataobj[*voxel_index, ...] + +plt.figure() +plt.plot(time, pet_tac, label="Without denoising") +plt.plot(time, pet_hyprlr_tac, label="HYPR-LR") +plt.xlabel("Time (minutes)") +plt.ylabel(f'Radioactivity ({pet.json_dict["Units"]})') +plt.title("Time activity curve (TAC) for a single voxel") +plt.legend(); + +# %% [markdown] +# ## Command line interface +# +# Instead of using the Python API, we can also perform denoising via the +# command line: + +# %% +# !denoise --method HYPRLR --fwhm 5 --outputdir nb_data nb_data/pet_to_denoise.nii.gz diff --git a/poetry.lock b/poetry.lock index b522815..6033a21 100644 --- a/poetry.lock +++ b/poetry.lock @@ -4109,13 +4109,13 @@ devenv = ["check-manifest", "pytest (>=4.3)", "pytest-cov", "pytest-mock (>=3.3) [[package]] name = "urllib3" -version = "2.2.2" +version = "2.2.3" description = "HTTP library with thread-safe connection pooling, file post, and more." optional = false python-versions = ">=3.8" files = [ - {file = "urllib3-2.2.2-py3-none-any.whl", hash = "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472"}, - {file = "urllib3-2.2.2.tar.gz", hash = "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"}, + {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"}, + {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"}, ] [package.extras]