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authorGeorgeFI2023-08-25 15:35:58 +0200
committerGeorgeFI2023-08-25 15:35:58 +0200
commit4cc6915c5778512ee6a73c0ef9bdcd3da519f666 (patch)
tree060f597422af4ec9b4026f8f0b75b77993644e28
parent57bbc564496d1b2e8fb6c26e31a3842c6a6e87a1 (diff)
downloadsec-certs-4cc6915c5778512ee6a73c0ef9bdcd3da519f666.tar.gz
sec-certs-4cc6915c5778512ee6a73c0ef9bdcd3da519f666.tar.zst
sec-certs-4cc6915c5778512ee6a73c0ef9bdcd3da519f666.zip
chore: Renaming titles, refactoring
-rw-r--r--notebooks/fips/references.ipynb388
1 files changed, 212 insertions, 176 deletions
diff --git a/notebooks/fips/references.ipynb b/notebooks/fips/references.ipynb
index eab2c56f..a5f71fb7 100644
--- a/notebooks/fips/references.ipynb
+++ b/notebooks/fips/references.ipynb
@@ -69,7 +69,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Downloading FIPS Dataset: 100%|█████████████████████████████████████| 57.2M/57.2M [00:05<00:00, 10.8MB/s]\n"
+ "Downloading FIPS Dataset: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 57.3M/57.3M [00:34<00:00, 1.76MB/s]\n"
]
}
],
@@ -200,9 +200,9 @@
{
"data": {
"text/plain": [
- "count 476.000000\n",
- "mean 1.323529\n",
- "std 0.800232\n",
+ "count 477.000000\n",
+ "mean 1.322851\n",
+ "std 0.799528\n",
"min 1.000000\n",
"25% 1.000000\n",
"50% 1.000000\n",
@@ -237,9 +237,9 @@
{
"data": {
"text/plain": [
- "count 476.000000\n",
- "mean 2.210084\n",
- "std 2.926105\n",
+ "count 477.000000\n",
+ "mean 2.207547\n",
+ "std 2.923554\n",
"min 1.000000\n",
"25% 1.000000\n",
"50% 1.000000\n",
@@ -275,7 +275,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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ob+ze/bWgoABJSUnYvHkzDhw4YHrcYDCgsLCwyve5fv16ueZHoLT5UKFQwGAwQKlUAqi4jWrz2nu/77J6y95DEARTMzYAeHh4YMKECffdBve+b9nnzM/PR3p6eoVm1PvtE9evX6/wmo4dO1b7efPy8ioMyKpsW5lTZX9rAExNfgCQkpKCBQsWIDs7G0qlslw/VlWuX78Onufx2muvmR4zGo0IDg5GWloaOnXqhBEjRuC5555D165d8eijj2LYsGGmZWsUTunp6aYDS2BgIKZMmYLHHnsMDz74IA4dOlRlOBUVFWHixIkYOnQolixZAp7nsXnz5hqN6uA4DuyuS7AkSSr3vFqtxtq1a3H+/Hls3rwZ7777LjZs2IDvvvvONBquvuqzDkEQzFJDZcra4xvS3fXf+13ca9GiRTh06BB++ukneHt7AwBatGhR4TWVbROeL3/yXt16alprQ6jN+977mcrMmjWrRr/g68PFxQWDBg3C5s2b0a1bN5SUlFQ4QFamqv118uTJGD16dK1qaNas2X3P/KtaX21fW/a91GW/udfd39v99vm7110fPXv2xKJFi6pdpiGPJTWRmJiIyZMnY8aMGaYBF8uXL8eJEydq9Pp169ZV+RkWL16MqVOnYvPmzVi6dCm++uor/PLLL3Bzc6vZUPI333wT6enp5R7z9/eHs7Oz6ZcLUP7LKigowK1bt5CZmYnBgwebvniDwVDufe7eISRJQlFREYDyv1wAVLj26ObNm4iOjkb79u0xf/58/PTTTzh37lyVzU8RERGIj48v91hycnK1n/t+67j78+p0ugqfraburSM+Pt7UYQrcf1vcW0tVZznNmjVDeno6iouLTY/FxcVBEARTU0NdnDp1Ct26dTMFkznOjMPCwqBWq3H79m3TY6IoIjExsdwggvupy/ceERFhWleZpKSkGq/zXmWfJSYmptzjGzZswMmTJwGUfjf31rl7927cuHEDQPm/E71eX+02fvzxx3HkyBGsWrUKI0aMqFPNWq0WQUFBFWretWsXfv/99ypf16xZM9y+fbvcj8nMzEy8//77911nfV5793vc+91lZWXVaxSuq6srfH19a70fNWvWrMJ1nxcuXMDBgwdNz9+7faOjo2v0472q42ZdlO2f936+r776CsXFxbh48SJKSkowdOhQ03PVHceNRiNKSkrQrFkzSJKE2NjYcsu+9957yM7ORmpqKs6ePYtmzZph9uzZ2LlzJ9LS0nD06NHS96zpB1i1ahWMRqPp35s3b4YkSejdu7fpMS8vL+Tl5SEzMxMTJ05EcHAwNBqNaWWiKGLv3r3l3tfDwwM8zyMvLw8XL140XZDasmVLXLp0yfRHuHPnznKvO3/+PFauXGn6dWM0GqFSqSo0kZUZN24czpw5Y7rwLD4+3rSTVOV+6/Dy8kJubi6A0n6lv//+u9r3q249ZXXdvHkThw4dKneq36pVK5w9exZAaTPH/v37K7xH2bY3Go0VRpaVGTZsGPz8/Ey/TA0GA7755hs88cQT9bpeJyIiAufOnTOFnjkucNRoNJg0aRJ++OEH0x/e5s2bwfM8xowZU+P3qex7P3LkSLWv6dmzZ7lh/6Io1uuyibLP8t1335n2l9jYWHzzzTemHwUvvfQS9u7da+o7SUlJwZIlS+Dl5QWgtI8mPz8fjDGsX7++2n6fLl26IDg4GFu2bMGgQYPqXPdLL72ErVu3moI5KysLK1asQLNmzap8zbhx41BcXGyqjzGGzz//3PQ5qlOf15bp3r07OnTogLVr15oe+/rrr5GWllbj96jMhAkTsHXrVmRnZwMAfv/9d+Tk5FT7mnHjxiE/P9/Ur6jX67Fo0SJTq8vUqVNx+fJl/PXXXwBK/x4/++yz+zaXAVUfN+vi7r+1sr/hQ4cO4c8//4STkxOaNGliGpUHlPZR3dvfVPYd5ebm4o8//sBnn31m+i5WrVpl+sHx22+/4datW/D09ERsbCwWL15sCjpJksAYMzUvcqwG58N79+7Ftm3bkJSUBCcnJ+j1eri6umLGjBmmjmYA+Pbbb/Hdd9/B1dUVU6dOxSOPPII///wTS5YsgZubG/z8/ODm5oZff/0VHTt2xPr16wEA//d//4eDBw/C2dkZs2fPRqdOnaDT6TB79mxER0cjLCwMjz76KGbOnIn27dtj1qxZ8Pb2xtKlS5GcnAyNRgOdTodp06ZV21n4888/Y9WqVaYhxZ6enti6dSs6deqERYsWmYaSBwcHY9y4cejVq1e168jMzMSLL74IpVIJV1dXrFixArNnz8bhw4fh5uaGZs2amYYq37hxA/Pnz8eJEyfQsmVLTJs2DQcPHsShQ4fQrVs3aLVa3Lx50zSUfOrUqaa64+PjMXPmTEiShLCwMLRo0QLLly9HZGQkVq1aBRcXF+zevRtLly6Fu7s7hg8fjoiICNNQ8rJt1rlzZ8TGxuKDDz5AdnY2DAYDOnfujNmzZ0Oj0eDQoUP45JNPcPXqVXTt2hXLly/HokWL8Oeff8LNza3cEPe7paam4p133kFMTAyaNWuG1q1bY8WKFWjZsiVmzZqFS5cu4ccff0ReXh4GDhyIF154AW+//baptg8//BCrV6/Gvn374ObmhqeffhovvPBCpUPJ3377bVMfUtkw++DgYLzyyisQBAHLli1DYmJiuf2r7Hsvu4TA1dUV165dK3cAu1fZUPKCggL4+flhyJAheOedd0zbct++fdi9ezfy8vLQqVMnLFiwAG+++abp++3fv3+54cVGoxGfffYZ/vzzT/j4+ECpVOLNN99E27ZtTcvcPZRcEAS89tprpgEker0eL774IvLz8+Hk5ITPPvsMs2bNwrlz5+Dm5oaRI0dixowZpvdasWKFqZ+gOndvw06dOlWYXWDt2rX4+eef4eHhAUEQ8OKLL6J3797lhqEHBwcjJCQEa9asAVA6fPrjjz9GcXExnJyc0LlzZ7z22msQBAGrV6827QutWrXCggULyvV11PS1AwcOxLx58/Dyyy+btvmsWbPQq1cv0/Dl27dvw9nZGS1btsTbb78NpVJpGkoOAP3798e4cePw3nvvldsXt23bZpr5ZdiwYZgzZw6MRiM+/vhj7NmzB40bN0b37t3x119/oVevXpg2bVqV27fs8xgMBvA8j5EjR5qGigPA4cOHsXTpUvA8D6VSiUGDBpkG4ixcuNDU99ykSRPT33qZe4+bUVFR2LhxIxITE03Hhsq+o8mTJyMqKgpubm6mYfBllzocPHgQHh4e0Gq1eO+990z9aj/++CNWr16NwMBAUwvJkSNH0K9fP3zyyScASi9luHnzJjQaDT788EM0adIEGRkZWLhwIa5duwZvb2/4+PjgnXfegbe3N9LT0/Hpp5/i2rVrcHFxQVFREZ555hlTM3KNwokQW2UwGFBSUmK6TgcA5s2bB8bYfQ/ctmzevHkYNWpUuQ54UncFBQVQqVTlZsAYNGgQXnnlFQwfPlzGyuxXjZv1CLFFMTExePXVV02DSFJTU7Fnzx67PKAcP34cZ86cQV5eHq5fv07BZEZbt24tN8z5r7/+Qk5ODvr27StjVfbNPMPaCLFSvr6+8PT0xJgxY0xN0m+99Ra6du0qd2lml5+fj/nz58PX1xf//ve/5S7HrrRr1w6ffPIJxo4dC47joFAosGbNGtNMB8T8qFmPEEKI1aFmPUIIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB2F3AUQYgtESYIkARwAjgcE3jy/6xhjECUGxgCOAwSeA8dxZnlvQmwZhRNxeJLEIEkMgvBPMDDGkFugR0ZOMXILdMgv1qOgyICCYsOd/73733oUlhggisz0eo4r+48rDbS7HlcqBLg6K+HmooabixKuziq4uajg6qKCu4sK7lo13LVquLmo4KxRmuo0itKdAKMGD2L/KJyIwyg7S1EIpQd3UZSQll2M2yl5SEwvQHJGIVKzipCaVYT07GIYRUnmigEXjQJBvloE+WoR7OuCIF8tQv1dEeTjArWq9M/33s9FiD3gGGNM7iIIaQhGo2Q6GyrRG3E9LgdXYrNwPT4bt5PzkZpdBEmy3d3fw1WNYF8tgn21CA9ywwNNvBEW4Aae5yBKpcFKZ1nEVlE4EbtQFjI8z0GSGOJS83A5JgvRcdmIjstBQlo+HGFPV6sENA3xQMswT7Rs7IXW4d5wc1EBKG0WpLMrYisonIjNKjvYiqKESzGZOHUlDVdjs3ArMRc6gyh3eVbDz9MJLRt7oUWoJyKb+yI0wA0SY2CM0ZkVsVoUTsRmlB5QS0e0ZeeV4PilFJy6koqoGxko1hnlLs9m+Ho4oVMrf3R7IADtm/lAqRDorIpYHQonYtVEUYIg8JAkhqu3s3DiTiDdTsmXuzS7oFYKaNfUB11a+6N720B4umogShI4jgNPQ9qJjCiciNWRGAMYwMBw+moa9p+Ox9mraSgsobOjhtYk2B1dWvmjT2QwwgLd6IyKyIbCiViNsrOkW4m52HMiDofOJSC3QC93WQ4rPMgND3YJxYOdG0HrrDJ9P4RYAoUTkVXZL/Oc/BLsORmP/afiEZdKTXbWRCFw6NwqAA93DUXnVv4A/rnAmJCGQuFELI7dGdhgFCX8HZWEfafiEXU9HTZ8yZHD8NCq0a9jCAZ1D0Mjf1dq9iMNhsKJWIwkMfA8h5x8HbYduonfjsaisNggd1mkjiKC3TG0VzgGdmoEjucg8HQmRcyHwok0uLK+iriUfPyy7zoOn0uAUaTdzl64a1UY0jMcw/s0gdZJCQbQSD9SbxROpMGUNfmcvZaGzQdu4Fx0utwlkQakVPAY0CkETwxsjkAfF4iSRBf5kjqjcCJmJ0oSwIADZxKw5cANuibJwfAc0L1tIJ5+uAXCg9xplB+pEwonYjaiWHrDo9+OxOLnvdeRlVcid0lEZh1a+GLsIy3RqrEXnUmRWqFwIvVW9sv40NkEbPjtKpIzC+UuiViZLq38MWVEGwT7aiExRn1S5L4onEidlf0SjrqRjq93XMLNhFy5SyJWjOc5PNw1FBOGtoLWSQWeRveRalA4kVorGxIek5SLr3dcooEOpFY0KgGj+jfFEwObQeA56o8ilaJwIrXCGENGTjHW7byMw+cSHeIeSaRheLqq8ezglni4a1jp7TsopMhdHGJv2LVrFwYNGoTNmzdXeO7TTz/Fd999V+3rExISMHDgwHrV8K9//Qv79++v02uLioowc+bMetdQH0ZRgsEo4ZtdV/DCR3tw6CwFE6mf7HwdVvx8HtOX7MfZO2fftnxnYmJeCrkLsIShQ4fi0KFDlT733HPPQalUNngNs2bNgoeHR51e6+zsjDfeeAMTJkwwb1E1UNZ5fTkmEyt+Ok+DHYjZxafmY/6aY+jRNhCvPNEeWmcljeojjhFOZaKjozFjxgxER0djypQpaNOmDRYtWoSAgAB8/PHHyMzMxPz589GoUSNkZWWhadOmmDJlCpYvX46cnBy8//77CAkJweTJk3H8+HF8//33CA4ORmJiIqZNm4aWLVvinXfewfbt2zFjxgwcO3YMx44dwyeffIIvv/wS/fr1w6uvvgpJkrBs2TJkZWVBrVbj1q1b+M9//oPAwEC88sorCA8Ph06ng6enJ2bMmCHb9hJFCSV6EV9suYD9p+Nlq4M4hqMXkhF1IwNThj2Ah7uF0dBzB+dQ4ZSRkYFly5bh5s2bmDRpEg4fPozhw4fjxIkTAIDt27fDy8sL//73vyGKIr7++msAwKuvvoqTJ0/i3XffBQBkZ2fj9ddfx/bt2+Hr64uoqChMnz4dv/32GxYsWIAjR45Ao9FgzZo12LRpE/r164fo6GhTHZs2bcLVq1exatUqAMDKlSuRkpKCwMBAjBw5EkOGDAEAvPDCCzh//jzat29vyc1kOigcOpeINdsuIq+QbltBLKOw2IBlP53DwbOJeO2pSHi7O9GoPgflUOHUuXNnAEDjxo2Rnl5xhFnXrl3x1VdfoaCgAIMHD8Zzzz1X6fucO3cO7u7u8PX1BQC0a9cOqampiImJQfPmzQEAPXv2BACMHj26wusPHz6Mjh07mv49bdo0AKWDDVJTU/HWW29Bq9UiISEBMTExFg0nSWLIyi3B8p/OmfoBCLG089fTMW3xPowb3BLD+0TQgAkH5FDhpFKpAACCIKCyQYoPPPAA9uzZg3379mHdunX44Ycf8NVXX9VrXbWxc+dObNq0CVu3boUgCJgzZw4kSarT+mtLlCRw4LD14A18/8c16PSiRdZLSFV0ehFfbb+Ew+eS8MbYDgjy1dLFuw6EforcZePGjUhISMDQoUOxcuVKREVFAQDUajVEsfRgvWnTJkRGRiI3NxdpaWkAgKioKAQEBCA8PLxG6+nbty/OnDlj+veaNWtw6tQp5OTkQKvVQhAEAEBSUpI5P16VRFFCfqEBc1f9jbW/XqZgIlYlOi4bry7Zj5/+jIYksdK5G4ndc4gzp7179+L8+fNISUlBx44dsX37dgDASy+9hJKSEqSmpuK3336Dr68v/u///g9NmjRBeno65s6dCwDw8fFB8+bN8e6778JgMGD06NH473//iwULFiAwMBDJyclYvnw5lEolvv76a+Tk5GD58uV44YUXEBERgaNHj+LgwYMASpsWH3/8cSQkJOCdd96BRqOBs7MzOnXqhBYtWmDfvn2YMWMGgoODkZeXh+3bt6N169ZYu3YtcnJysGrVKrz00ktm3T7nr6fjk+/PUN8SsVpGkeG7368i6kYGZk/oDK2Tkpr57BxdhOugyn59rt95GVsP3qRrlojN8HBVY9a4zmgT4U23irdjFE4OSJQkZOXp8PH6k4iOy5a7HEJqjeeApx5ugbGPtIDEGA05t0MUTg6EMQaO43AkKgnLNp5FYYlR7pIIqZf2zXwxa3xnuGgU1MxnZyicHIQoSWASsHrrBfx2NFbucggxG09XNWaN74wHmlAznz2hcHIARlFCQZEB7391DNfjc+QuhxCz43kOYx9pgacfbkH3i7ITFE52TpIYbifn4T9rjtGdaYnd690+CDOf6QSO5yDQzBI2jcLJzh2JSsKn35+BzkDXLhHH0DrcC+9O6Q6NSqB+KBtG4WSHygY+/LQnGht2X6Fh4sThBPm44P0Xe8LHXUMBZaMonOxM2f1w/vfLefxx/LbM1RAiHzcXFd57vjuahnjQ5LE2iMLJjoiiBKPE8NG6Ezh9NU3ucgiRnUrBY+azndCjbSCN5LMxFE52QhQlFBQb8N7qo7iZmCt3OYRYDY4DnnvsAYzq31TuUkgtUDjZAVGUkFeox+z//YXkDLpTLSGVeax3OF4c1c7UJ0usG4WTjRNFCbkFesz+32GkZBbJXQ4hVu2RbqF4dUwHCigb4BCzktsrUZSQU6DD7BV/ITWLgomQ+/njeBwADq+OiaSAsnIUTjZKFCVk5eswZ8VhpGUXy10OITbjj+O3wXHA9Ccj5S6FVIPCyQaJooSsvBLM/t9fSKdgIqTWfj92GxyAVyigrBZdnWZjRFFCRm4JZq04TMFESD3sPnYb//vlvNxlkCrQmZMNEUUJ6TnFmPO/v5CZS/PkEVJfu4/GggPw8hPt5S6F3IPCyUaYRuWt+IsmcCXEjMpuIUMBZV2oWc8GSBKD3ihh3hdHKJgIaQC/HY3Ful8vyV0GuQuFk5VjjIExhg++Oo641Hy5yyHEbm3afwO/H4uFRJd+WgUKJyvHcRyW/nAGF25myF0KIXZv5aYoRF1PhyhJcpfi8CicrNz6nZdx8Gyi3GUQ4hBEieHDdSeRmFYIUaSAkhOFk5VijOG3ozH4Zd91uUshxKEU64x478sjyC8yUEDJiMLJCokSw+mraVi1+YLcpRDikDJySvCfL4/CKDHTPdKIZVE4WRlRlHA7OQ+LvjlJfxSEyOhmYi4+Xn9S7jIcFoWTFRElCYUlRsxfcwwlelHucghxeKeupOKLrdSCIQcKJyvCcxwWfXOSrmUixIrs+jsGfx6/DZFaMiyKwslKMMbw3e6riLpBQ8YJsTZfbLmA5IwCGiBhQRROVkAUJZy/no6f9kbLXQohpBI6g4gP152EKJVeFE8aHoWTzESp9Bbr/7fhNGifJ8R6xafm4/NN5+kGhRZC4SQzDhw+/uYk8gr1cpdCCLmPvSfjsfdkHPU/WQCFk8zW7byEyzFZcpdBCKmhlZujkJJJM0g0NAonmYiihBOXU7DlwE25SyGE1IJOL+LDdSeo/6mBUTjJQJIYcgv1+PT7M3KXQgipg7iUfKzaHEX9Tw2IwkkGPM9h2cazKCw2yF0KIaSO/jwRh8PnEql5r4FQOFmYKErYfzoep6+myV0KIaSeVm2OQpHOSPeAagAUThYkMYbCEiO+pOlQCLELeYV6/O/n8+Cpec/sKJwsiOc4fP7LeeQXUXMeIfbi76gkHIlKouY9M6NwshBRlHDsQjL+jkqSuxRCiJmt3BSFEr1IzXtmROFkARJj0BlEfL7pvNylEEIaQE6BDl9uu0jNe2ZE4WQBPMdh9dYLyM7XyV0KIaSB7D0Zh8sxmdS8ZyYUTg3MKEo4ey0Ne0/Gy10KIaSBLf/pnNwl2A0KJwv43y/UnEeII0hIK8DPe6/TXazNgMKpAYkSw7ZDN5GaVSR3KYQQC/lpbzSy8koooOpJIXcB9ooxhhKdET/vsb17NKWc24iijJsQVE7lHmdMgj4/FYGdxkMb0AZF6dHIjTsBXX4yOF4BMAnOvs3h1XQgFGptjdZTnBULXqEq97hK64/Ajs+Y/q0vzETahc0w6vIBAN7NBsI1KLLcawpSLiLt0g407jezwvsRYkkGo4T1Oy9j5rOd5C7FplE4NaDvdl9FYYlR7jLqxLvFI3Bv1LncY/nJF5AatQkufi0h6gqQeOIreDUdiMBOz4LjeBiKspBw7EsUpFxCWN83ICg1912Pf7sn4OwTUe0yKWd/gLNPBHxaDoEuLxlxfy2HyjUQald/AIBkLEHaxW3wazuKgolYhYNnEzB6YDM08tdC4KmBqi5oqzUASWJIzSrCb0dj5C6lTtzDusPJK7zC47m3j8G9USfwghIAwCud4N3iEXBc6W6kdPaCZ0R/GIuzUZBsnlkwREMJSnLi4BrUAQCgdguEytUfRRk3TMtkXP0dGo9QaP1bm2WdhNQXY8DX2y9SMNUDbbkGwPMcvtp+CUbRNtucnTzDoHLxLveYvjATRRk34B7aHQCg0Lgi4uF5pmAqo3RyBwCIBvP0s5XN+syYaHqMSaLp8ZKceOQlnoFfm+FmWR8h5nI2Oh3notNpaHkdUTiZmShKuBKbhWMXk+Uuxaxy447D2acpVFpf02McX7FVWF+QDgD3baork5d4FvFHViL24Ce4fei/yLj6G0RDsel5XqGGk3cEcmL/BmMSijJuwFCYAWffFmCSiNSoX+Dd/BEoNO71/ISEmN/aXy9BEOgwWxfU52RmgsBjzbaLcpdhVkwSkRd/Cn5tR913udy4E3AN7giNe8h935dXqAFwCOryHASlBrq8JCSd3oCClMsI7f0KeEVpn1Vgh7FIv7wDsQc+gaByRlCXSVC5eCPr5gFwvAIejXsgN+4EcmKPAAA8GveCe2iXen9uQurrVmIuDpxJQJ/2QRRStUThZEaiKOHvqCREx2XLXYpZFaRcBDj+vn06GVd3gxMU8G87skbv69em/HJqtyD4th6GpJNrkRN7FF5NBwAAFBo3BHZ8ttyyhqIsZF3fh5AeL6E48xbSr+xCWJ8ZAIDbhz+D0sULzt41O3sjpCF9u+syercPkrsMm0NRbkYcx+GbXVfkLsPscm4fh3toV3C8UOUyWTcPoigjGiHdnjed8dSFk2cYAKA4K7ba5VIvbIF7aFdo3IOQl3gW2oDWUDp7QensBa1/a+QlnK1zDYSYU1p2MXYcvgVRor6n2qBwMhNRlHD4XKLdXXCrL0hHcVYM3EO7VblM5vV9KEiOQkj3FyGoXGr0voxJMOoKKj5hmjiz6sEkeYnnoC9Ig3fzRwAAxpJcKNRupucVGjcYS3JrVAchlvDz3mgYjBROtUHhZCaCwOOXfdflLsPscuOOQ+vfyjQK714ZV3ejKP0aQrpPhaByBgAUpF5GZvSf5ZYTDcWQRL3p38biHMTs/QiMlf+D1eUmAADUVfRZiYZipF/eDr82I0zXNCnUrhD1hf8soy+EQu1ay09KSMPJLzLgtyOxNHKvFiiczEAUJZy5lobY5Dy5SzErJhmRl3Aa7mHdK30+7dJ25Nw+CtfgDihIuYy8hDPISziDwtQrMBRlmZaTjDrE7FuEuMPL7nl/AzKv/W4KKGNJLtIv74RC4wHP8F6VrjPjyk44eYaX6//SBrRBQepliPoiiPoiFKRegTawbX0/PiFmtf3wTYDuqFFjNCDCDASBx897bW+aovvJT74AXqGBs0+zCs/p8pKRE/MXACDtwuYKz7uF3DV1CydAULlAoSnf9ObfbjTyky/g9sGlABgk0QBnn6bwafFIpc2DxVkxyE+KQuP+M8s9rg14ALr8VMQf+RwA4BneC1r/VnX5yIQ0mIycEhw+m4g+kcE0cq8GOMbo1o31IUoSbiXm4s3/HpK7FEKIlQsPcsOymQPkLsMmUHzXk8Dz+GmP/fU1EULMLyYpD+ev06wRNUHhVA+SxJCcUYDjl+xrNghCSMPZtO86NevVAG2heuB5Dj/vvQ5qGCWE1NTZ6HTEpeTR/Z7ug8KpHnIKdNh/OkHuMgghNuaXfdfB8zR0rzoUTnUkShJ2H4mFkdqOCSG1dPhcIrLzSkDj0apG4VRHAs9jz8k4ucsghNggo8iw60gMJAqnKlE41YEoSbh4K8PupioihFjOvlPxdDPCatCWqQOB5/HHsdtyl0EIsWFp2cW4dCuTJoStAoVTHZTojTgSRcPHCSH18+eJOPAcDYyoDIVTLRlFCQdOJ0BnEO+/MCGEVONIVBLNVl4FCqdaUgg89pyggRCEkPor1hnx9/kkGvVbCQqnWpAYQ2J6Aa7Z2Z1uCSHy2XMqDgqaMaIC2iK1wYDfj8XKXQUhxI5cuJGBrNwSucuwOhROtUQzQhBCzIkxYM/JOBq1dw8KpxqSJIbLsZnIydfJXQohxM7sPRlH1zzdg7ZGLdDwcUJIQ0jKKERCWr7cZVgVCqca4nkOxy5SOBFCGsaxiyk0au8uFE41wBhDbFIu0rOL5S6FEGKnTl1JpVF7d6EtUQMSY/g7KknuMgghduxKbBaKSgxyl2E1KJxqQOB5nLycKncZhBA7JkkMp6+kUtPeHRRONZBboMOtpFy5yyCE2LmT1LRnQlvhPoyihBOXU+hW7ISQBnf6ahrdgPAOCqf7UAg8Tl2hJj1CSMPLK9TjenwOBRQonO5LkhjOR6fLXQYhxEEcv5RCd8gFhdN9xSbnobDEKHcZhBAHcepKKs0WAQqnahlFCZdiMuUugxDiQGKSclGsox/EFE7VUAg8rsZmyV0GIcSBMAZEx2U7fNMehdN9XKFwIoRY2JXYLEgShROpQm6BjqYsIoRY3LXb2Q5/vZNjf/pqiJKES7eov4kQYnnRdLdtCqeqcOBwOYaa9AghlpdXqEdadpHcZciKwqkKPM/h6m0KJ0KIPC7dyoTowPPsUThVwShKuJlA8+kRQuQRHZcNjuPkLkM2FE6VYIzhVmIuzQ5MCJHNtdvZ4HkKJ3IXUWK4Hp8jdxmEEAcWk5QLg9FxfyBTOFWC5zgkphfIXQYhxIEZRYbE9Hy5y5ANhVMleJ5DYhqFEyFEXvGpBRAlxzx7onCqAp05EULklpRe4LD3kqNwqoTBKCHdwa8xIITILymj0GFninDMT30faVlFcPBprQghViApw3FbcCoNp4SEBGzduhUXLlwAABQUFGD27NkYMWIEFi1aBKPRfqdzlySG2yl5cpdBCCFIziiUuwTZVBpOX3/9NVauXIn09NI7wH7yySfYsWMHgoKCsGfPHqxcudKiRVqSxBgSaDAEIcQK5BboUeKg93aqNJzOnDmD7777DgMHDoROp8O2bdswYcIErFy5Ehs3bsQff/xh6TotRiHwNBiCEGI1kjId8+yp0nDieR4+Pj4AgKNHj6K4uBhPP/00AMDLywsKhcJyFcqAwokQYi3iU/Mdcjh5peFkMBgg3dkYW7duRevWrdG4cWPT86IoWqQ4uaQ46C8VQoj1SU4vdMjh5JWeAnXr1g1Tp05FcHAw/vjjD8yfPx8AoNPp8O2338LLy8uiRVoSYwz5hXq5yyCEEABASpZjDiev9BO/+eabCAwMxNmzZ/Hss8/iySefBAC8//77+P777zFy5EhL1mhRRSVGGkZOCLEauQWO+WOZY8wRTxirlpJZiKkf7pG7DEIIAQC0CPPEkhl95S7D4up0rvjpp5+auw6rkZOvk7sEQggxKSgyyF2CLCrtczp58mS1L/r999/x5ptvNkhBcmKMIZvCiRBiRfKLHLNZr9JwGj9+vEPegVGUGHILKJwIIdajoJjOnExCQ0OxYMGCco8VFhbi5s2b2LNnD6ZMmWKR4iyOAXk0Uo8QYkUkiaFYZ4ST2r6vL71XpZ/2mWeeQdeuXSs8PmDAAAwfPhxLlizBww8/3ODFWRrHcxROhBCrU1hscLhwqnRAxKRJk6p8gZ+fH6KjoxuqHlkJPIe8QmrWI4RYF0f80Vzr0XqHDh1CXp79ztrtiDsBIcS6OWJfeKXniQ8++GCFxxhjyM3NRVFREWbMmNHghcnFYHS8OawIIdYtr0gPUZIg8I4zU0Sl4VRQUICBAweWe6xsMtju3bujR48eFilODhJdk0wIsTI6vehw8+tVGk5hYWH46KOPLF2LVXC0HYAQYv0kB5xTrcqbDVYmNjYW27Ztg8Fgv+PuaTYnQoi1ccQWnUrDafz48ZUuXFhYiB9++AGzZs1q0KLk5Ig7ASHEukkSc7hWnUqb9ao6e3jggQfw448/Yvjw4Q1alJwc8J5epAF0ax2A4f2ayF0GsRNBPlq5S7A4UzglJSUhMTERAFBcXIxTp05VCCnGGFJSUlBQYL93iqVmPWIOD3cPRdsIb4hF+XKXQuwArxIATkId5+q2SaZw2rx5M1asWGGaU6+ypj3GGHiex8svv2y5Ci2MmvWIOQT7aKFPi0Pimplyl0LsgPcjk+HWcZDcZViUKZxGjRqFrl27gjGGefPmVZhbDwAUCgWCg4Ph7+9v0SItibKJmIOXqwr6m7flLoPYC85xzpjKmMIpODgYwcHBAICnnnqq0rn1HIEjDtkk5qdRC8jJTJS7DGIvHPAuEZXG8f1mHf/yyy8bpBhrIAiOtxMQ8wrydQEvKGDITJK7FGInOMGxJn0FqhitVyYrKwvx8fHQ68vPN/fLL79g6tSpDVqYXFw0SrlLIDauXVNfAICezpyImfAqZ4dr2qty+qI5c+Zg7969lq5Hdi5OFE6kflqEeoAxBmNWstylEDvBa5zBOdC8ekAV4fTZZ5+B4zh88cUXWLBggWlwRFpaGtauXVth3j17oqVwIvUUGuAGY14mmGi/M6kQy+I1LnKXYHGVhtPJkyfx448/QqPRwMXFpdzgiD59+uBf//qXxQq0JFGS6MyJ1JufhwaGtCtyl0HsCK92lrsEi6v0PJHneWg0GgCA0Wgs95y7uzuysrIavjIZMIma9Uj9aTUC9BkJcpdB7AivcpK7BIurNJxEUYROV3pzKw8PDxw7dsz03MWLF5GRkWGZ6mRA4UTqQ6NSQFAqYaDBEMSMHDGcKm3Wa9euHZ5//nl89tlneOyxx/DCCy+gZ8+e4HkeR44csdu59TgO0NJoPVIP7Zv6gOM4CidiVpxSLXcJFldpOL344ouIioqCUqnEk08+iaSkJGzZsgV6vR5Dhgyx21nJeZ6DizOFE6m71k28ANAwcmI+vMbF4UbqAVWEU0hICEJCQkz/fuONN/DGG29YrCi5cBwHN2eV3GUQGxYe5A6xpBBSUZ7cpRA7Ibh6yV2CLCqN46pmgNi3bx8efvhhHDp0qEGLkpObC4UTqbtAHxdq0iNmpXD1lrsEWVQaTrt27ap04R49euDdd9/FkiVLGrQoOXm7a+QugdgwDxcF9OnxcpdB7IjCzdshb+VTq4ZMJycn9OnTB6IoNlQ9slOrFHDX0tkTqRu1SkFnTsSsBFcvQLLfY25VTH1OW7ZswZYtWwAAt2/fxoQJEyoszBhDWloa3N3dLVehDAK8XJBboL//goTcpUmQOzheoHAiZkXNeigNn+r+UyqV6NatGxYvXixXvRYR4ON4U4WQ+mvXzAcAoM+gcCLmo3DzAXhB7jIsrtzNBkeNGgUAGDlyJL799lvZipKTUZQQ4OV4U4WQ+mvWyANMFGHMSZW7FGJHFB5+pjuUO5JKh5Jv2LABSUlJ0Gq1cHNzAwBs2rQJV69eRa9evdC/f39L1mhxAd505kRqL8TPFYac1NJ5sAgxC670zMkBVTogYt26dRgyZAg2b95s+vfcuXOxbds2TJ8+HTt27LBokZakEHgE+1I4kdrzcVfDkEEj9Yj5KNx8wDvg7BBAFeF04MABrF+/HpMmTQJjDGvXrkX//v1x7NgxfP/991i/fr2l67SoQB+t3CUQG+RCE74SM1P6htx/ITtVaThJkoTIyEgAQFRUFFJTU/H888+D53m0a9euwkzl9sbDVQ2VwvGmCyF156FVQVDQhK/EvFQ+IWCSYzYTV3oEvvuCr127diEoKAidO3c2PeYInXN+NCiC1EL7ZqW3ZqdwIuak9GnksH2YlQ6ICAoKwueff47Q0FD8/PPPmDRpkum5U6dOgXeASQjDAtyQkFYgdxnERrRsXDbha5LMlRB7ovILAydUepi2e5WmzL///W9s27YN//rXvxAWFobJkycDABYuXIhJkybZ9W3agdLh5M1CPeQug9iQxoFuEAtzwXRFcpdC7IjKx3H7nCqN5MaNG+P3339HdnY2PD09TY9PmzYNkyZNgo+PfQ9tFHgOLcI8778gIXf4ezlDnxEjdxnEjgiuXuBVjjvXZ7Xni3cHEwB4eTnG1O0cx6FpiAd4DpAcb75FUgfuzgoU36Jh5MR81AFN5C5BVvbfeVRHGpUCwX6ucpdBbICCB5RKBQw0bRExI3VwczDRvkdGV4fCqRrNGnnIXQKxAS0ae4PjeRqpR8xKE9LSIefUK0PhVAWjUaJwIjXSNqJ01mi6NTsxG46HOqipQ1y2UxUKpyooFLxpeDAh1YkI9oBk1EPMy5S7FGInVL6NHHbaojIUTtVoHOgGheC4v1xIzQT7aWHISgZAo2eIeaiDmzvk3W/vRuFUDYXAo3Ggfd9YkdSfl6sKhrQ4ucsgdkQT3Mwh7357NwqnakiMoRU17ZH7cFIJ1N9EzEoT+oDDzgxRhsKpGowxRLbwlbsMYsX8vZzBKxQ0Uo+YjeDqDaVngNxlyI7CqRoCz6N9Ux8IPPU7kcq1v3NrdgonYi7OTSIdvr8JoHC6L7VKQVMZkSq1CPMCY+zOgAhC6s8pItJhZyK/G4XTfYiihA7N/eQug1ipsABXiPlZYEa93KUQe8DxcG4SCc6BL74tQ+F0HzzPoXMrf7nLIFbKz9MJ+nQaqUfMQx0YAV5N95IDKJzui+M4RIS4w0Pr2BfEkcq5agQY6NbsxEycmkSCOfgQ8jIUTjXUqRU17ZHyNCoeglJJw8iJ2Tg37QhwdFgGKJxqRJIYuramoZ2kvDYRPuA4jkbqEbPgnd2gDnTs+fTuRuFUA4LAo1NLP5rKiJTzQDgNIyfm49KiG0DBZELhVENqlQJtm9r3HYBJ7YQHu0HSFUMszJW7FGIHtK17A3R9kwmFUw0ZRQn9OzaSuwxiRYJ8XKi/iZgF7+wGTVhrcDwdksvQlqghhcCjV/sgqFV0/QEp5alVwkDDyIkZuLToBoCa9O5G4VQLaqWAHm0C5S6DWAm1UkFnTsQstA9Qk969KJxqQZQkPNiFmvZI6b2+OEGgwRCk3gQXd2hCqUnvXrQ1akHgebRr6gtPV7og19G1uzM4xpBB4UTqx6Vld1CTXkUUTnXQr2OI3CUQmTUP9QSTRBhyUuUuhdg418iHqEmvEhROtcRxwENdQuUug8gsxE8LY066w9+tlNSPyj8c6oAm1KRXCdoitcRxHMIC3RAW4Cp3KURGvh4amvCV1Jtrh4fARPqBUxkKpzoQRQkDOtPACEfmoqbBEKR+OKUarm37gxPo8pTKUDjVgSDweKhLKE1n5KBcnZU04SupN5dWPcEpaXBVVSic6shdq0bv9sFyl0Fk0L6ZLwDQrTJIvbh1GkwDIapB4VRHksQwemAzucsgMmgV7gUAMGQlyVwJsVVK31BogprSQIhq0JapI57n0DjQDW0jaDJYRxMe6A6xKB9SSaHcpRAb5d5pMA2EuA8Kp3oQRQmj+kfIXQaxMH9vZ+gz4uUug9go3skVru0H0kCI+6BwqgdB4NGldQCCfbVyl0IsyMNZAQOFE6kjt06DAJ6C6X4Uchdg60RRwvC+TbByU5TcpRAL4HlAqVQgz0amLUrO1+O36CycTMwHAyBKDAFaFZ5q64s2/i6m5YZ8cxFNPDUVXp9TYkSxUcLmsa2rXc8nfyfgUloRnBTlf++Geqgxu88/l10k5+ux/FgisouNAICn2/qhX7h7udccicvDFyeT8cXwZtAo7ev3Myco4d7lMeprqgEKp3oqG1b+3e6ryCvUy10OaWAtQj3B8bzNXOP0v+NJyCkxYsFDjeHtrIRRYlh5Ihmzfo/BvP6h6BHq9s+yw5pWeP17+27D11lZo3W93iMI7QKqb0VYdDgekQEumNQxADHZJXh910009lQjzKM0GIsMIlaeSML07kF2F0wAoG3XH7wTtbTUhP19+zJQCDwGd28sdxnEAtpG3BlGbiPhBABj2/nB+07AKHgOL3QOAM8Bmy9nmJb5d++K80WmF+pxKjEfj7bwMksdhXoR1zKK0T/cAwAQ7qlBqLsa55L/GViy/mwqWvg4o1uIWxXvYsM4Hh69RgOg4eM1QeFkBjzPYXjfJlAItDntXdNG7mBGA4y5Gfdf2Ar8Z2AYejYqP9WWWsHDVS2gQP/PaLGBTTwqvHb39Wy09HFGeCXNfXXB37lm3Sj9c3A2Sgxl17JfyyjCvlu5mNbVPu+Z5tKqB5TuvuA4Ok7UBG0lM3FzUWFIj8Zyl0EaWLCvFobsFNjKr18Fz4Hjys9kkq8zIrdERPtqmuBEieH3G9m1OmvafysX//79Fl7afh3Tf72BdWdSUHhXADopBbQPcMH2q5kQJYbzKQVIytejY7AWosSw7GgSxkf+c5ZnXzh49n4STJLkLsRmUJ+TGY0d1AJ7TsahWGeUuxTSQLzd1NDH3Ja7jHrZGZ0FN42AMW2rvkbvREI+DCJD77CaNa85KXhwHPCfAWFwUQm4lVWMDw/G42h8PpYObQJnZenotFm9Q7D6VApe2n4drmoB7w4IRZCrGr9cTIdS4PBYCy/8fj0LO65lAQCGtfDGoGae9f/QMtM+0BsqX5qPszYonMyE4zi4aJQY0S8CP/5xTe5ySANxUgnItaH+pnvdyCzGpksZeKd/KLycqj5D2XU9C4809YSqhk3VL3cLKvfvJl5OeKFLIN7bdxu/Xs3CmLalfXVezkrM6Vv+IJ1aoMcPF9KxeFA4LqQW4qvTqVj2aOn1g6/uvIFAVxXaBbjAZvEKeA54FoxJ1KRXC7SlzIjnOTwxoCnctSq5SyENwNfTCbxCYbMTvsbllOD9/XH4V++Qapv0Ugv0OJtUgKHN6zcQopWvEwDgUnpRtcutOJaEwc08EeHlhH23ctC9kSsCXFUIcFWheyM37L+VU6865OYa+SAUbj4UTLVEW8vMFAoeYx5sLncZpAFENrW9kXplbmYVY97e23i9Z/B9R8Ltvp6NDoFaBLrW7EeWKDHklFRsyubv9HWxaiY3PRCTg7hcHca39wcAZBYZ4XVXn5O3kwIZRYYa1WGNOIUKXn2fgq30UVoTCiczE3gej/YKh7+Xs9ylEDNr0bi078OQlSxzJbVzNb0I7++Pw797h6Bj0D9nTDN23qiwrCgx/HGfgRCFehElxn869jOKDJi06RpEqfwBODqzGADQ3Nup0vcp0ItYfTIFL3cLNF3T5KFRIO+uoMvVifB0st3eB7cuQ8E7u9JZUx3QFmsgzw5uKXcJxMzCAtxgzM8CM+jkLqXGLqQW4u09sejeyBVphQbsu5Vj+u96ZkmF5Y/F50HgOHQJrvxOz8UGEc9tjsaMnTfLPa4TGb49l2oKqMwiA9acSoGvsxLDWnpX+l5fnU5Ba7/y1zT1DnPDsYR85OuMyNcZcTwhH73D3Ct9vbXj1c7w7DWagqmObPcniRUTBB79O4Zg8/4biE3Ok7scYiZ+nk7Qp0fLXUatfHEyGcUGCduvZgHIuu/yu6KzMaS5JwS+8htpCjwHd40A77vOZrycFHitRxAOx+bh5R03wADojBI6BGoxPtIP7pqKh5mLqYU4HJuLL0aUv+1M90ZuiM0pwczdMQCAES290TWk8qC0dh49HwenNM81Yo6IY9U1CJM6M4oSzkWnY/6aY3KXQsxk80dDUHTuT2T++bXcpRArp/QKQsiL/wVHE7zWGZ1vNhCFwKNzK390bOEndynEDFQKHgql7Y7UI5blM3gqjYGoJwqnBiRKEqY/2R5qJf16snVtIkqHAtviSD1iWS4tusMpvB3dr6meKJwakMDz8HZ3wtOPtJC7FFJPDzQp7dQ3ZCbIXAmxZpxSDe9BU2iaIjOgcGpgPM/h8f5N0TjQDmdZdiBNgt0h6UsgFuTIXQqxYh69RkNw8aD7NZkBbUELYIzhtac6oIoBUMQGBPm4UJMeqZbSKxAePUZSMJkJbUULEAQeTRt5YHDPcLlLIXXkqVVCnx4ndxnEanHwGTqNBkGYEYWThTDG8NxjreHlRtc92CK1SkFnTqRKbp0GwSnsARoEYUYUThbCcRyUAo+XHm8rdymklkL9XcELAg0jJ5VSeAbA66GJ1c4hSGqPwsmCBIFHj7ZB6PZAgNylkFpo36z0vkeGDAoncg+Oh9/wGeA4ocJNHUn9UDhZmCQxzHgqEh5atdylkBpqHuoJJkkwZKfKXQqxMu5dhkId3Jya8xoAhZOF8XzpTQlnPtsR9EPLNjTyd4UxNx2Q6A7H5B9KryB4DRhHZ0wNhMJJBoLAI7K5H0b2ayp3KaQGfNw1NFKPlMfx8BvxGkAzjjcY2rIymvhoKzQP9ZS7DHIfLhoBhgyaGYL8w7PfWKgCI6g5rwFROMlszsQucKnklgLEOrg6KSEoFDBkJcldCrESTk07wrPX49Sc18AonGQk8Dy83NR4dUyk3KWQKrRt6gOO46CnkXoEgODmA78Rr9PceRZA4SQzgefRq30wHukWJncppBKtm5TertyQReHk8HgF/Ef/C7xSQ1MUWQBtYSvAGMOLo9oi1N827/hpzxoHuUMsLoBUXCB3KURmXgOehZr6mSyGwskKcBwHgefw1qQucFJT/5M1CfByocEQBM7Nu8Kj+3BwNDrPYmhLWwlB4BHo44I5E7uAp+nLrYaHiwB9RrzcZRAZKX1C4DfiNTBG/UyWROFkRQSeR4fmvpg6oo3cpRAAPA+olAqatsiB8c5uCHx6HjiFks6aLIy2tpXhOA6P9W6CR3vR7TXk1izEExxPE746LEGBgCfnQHAt3Q+IZVE4WakXRrZFp5Z+cpfh0No2Lbs1O4WTI/J99GWog5pRMMmEwsmKzZnYBaEBNIJPLk1DPMFEY+m8esShePR8HK5t+9GQcRnRlrdSPF96/6f5U3vQDOYyCfHTwpCdAlBHuENxadkdXgOelbsMh0fhZMUEgYenqxrvTukGlYK+KkvzdlNDn0YTvjoSTaPWpTNA0A8S2dERz8oJAo+IEA/8a1wnGmJuYc5qnvqbHIgqMAIBT88FeIFG5lkB+gZsAM9z6NYmEDOf6QjKJ8vwdteAVyihz6QLcB2B0icEgc+8VzpknPqZrAJ9CzaC5zj0iQzG62MpoCwhspkvABqp5wgU7n4IHDf/zpx5NDLPWlA42RCO49C/YwimPxlJd9FtYC3C7kz4mpkscyWkIQlaTwSOfx+CxpXmzLMyFE42huM4PNQ1FNNGt5O7FLsWFugKY0E2mKFE7lJIA+GdXBE4bj4UWi8KJitE4WSDOI7DkB7heHFUW7lLsVv+Xk404asdE1w8EDRhAZSeARRMVorCyYY91rsJpgx/QO4y7JKbkwL6dJrw1R4Jrt4ImrgQSq9A6mOyYnR/Bhs3sl9TGEWG9Tsvy12K3VAqeCiUChoMYYcUHv4IGv8BBBcPCiYrR2dOduCJgc0wbXQ7GsVnJg+Ee4HjeJrw1c4ofUIQPOmj0mCipjyrR+FkJ4b0aIzZE7pASTNJ1NsDET4AaBi5PVH5N0bQhIXgnbQUTDaCjmR2guM4dG8TiPdf6AFnDbXW1kdEsDskgw5ifpbcpRAz0DRqhaDxC8Crnagpz4ZQONkRnufQKtwLi6f3gZebRu5ybFagjxaGzCS5yyBm4NKqJwKf/Q84pYqCycZQONkZgecR4qfF0jf6oXGgm9zl2CRvVyX06TThq61z7zES/o/PBHiegskGUTjZIUHg4e6iwpIZfdCxBd2wsLbUKoH6m2wZr4DPoy/De+B4AKBJXG0UfWt2ShB4KBUC3nu+OwZ3D5O7HJsR7KsFLyhgyKBwskW8kxaBz74H13YD5C6F1BOFkx3jeQ4cB7zyZCRefbI93ROqBto3Kx2pR8PIbY/SJwTBkxdDE9KCZha3A/QN2jnuzgyxD3UNwyev90OAt7PMFVm3FmGeYJIEQzZN+GpLXB7ojeAp/weFqw/1L9kJCicHwfMcGvlpsWzmAHRvEyh3OVarkb8rjHkZgGiUuxRSE4IC3oOnwn/kG+AEBV3DZEconByIIPBQqwTMfa4rJg97AAJNKVGBr4cTzalnIxTuvgie9BHcOjwCgAY+2Bv6Nh0Mf6eZb0S/CHz8Sm+6HuoeWg1Ps5HbAKemHREy9VOofMOof8lO0bfqoHiOQ7NGHljx7wFof+eur47OWaOAoFDSMHJrJijgNWAcAp+aC06poWY8O0bh5MAEgYeLRokPXuyBiY+2dvh5+do19QHHcTRSz0qp/Bsj5PlP4N59BADIfsY0cOBAJCT8c5a9ceNGLF68WMaK7AtNwubg+Dv9To/3b4qe7QKx9IczuBqbLXNV8mgd7g2AJny1OhwPj56j4Nn3KYDJH0pVeeyxx6DT6eQuw25QOBEApSHl7+WMxdP7YNuhm9jw21XoDKLcZVlUeJAbxJJCSMX5cpdC7lB6BcFv5OtQBTQxXRbREIxGI1555RWEh4dDp9PB09MTM2bMgE6nw6JFiyAIAgwGA1JSUrB48WJs2bIFOTk5WL58OVxcXPD8889j4cKFyMvLw9q1azF9+nRcuHABs2bNwogRI/D+++/j3Llz+PTTT1FSUoKvv/4a/v7+SEhIwIQJE9ChQ4cG+2y2isKJmAh3fpEO7xOBHm2D8N8fz+DizUyZq7KcQB8XGgxhNTi4dR4C7wcnABzfoMFUZuTIkRgyZAgA4IUXXsD58+exf/9+cByHuXPnAgDmzZuH/Px8TJw4EevXr8err76KkJAQAMCECROwYsUKKBQKLFmyBAMGDECfPn0AAE2bNsXgwYMRHByMIUOG4JtvvkFQUBBu376N8ePH48CBA+Ct9IxQLhROpAKe5+DjocFHL/fGzr9jsH7nZRTr7P+6Hw9nBXRxNIxcbqqAcPgOnQZ1YITF1ikIAlJTU/HWW29Bq9UiISEBMTExOHToEKZMmWJa7oMPPqjR+2m1Wjz44IPYsmULpkyZglOnTuGZZ55BdHQ0UlJSsGrVKtOyPj4+yMrKgo+Pj9k/ly2jcCKVKjuLGtyjMbq3CcBnP57F2eh0matqOBwHqFQKFNCcerLh1c7w7DcWbp0HA4xZdN07d+7Epk2bsHXrVgiCgDlz5kCSpHq955NPPom5c+eie/fuaNWqVbnn5s+fbzobLCoqgpOTU73WZY/oPJJUS+A5eLiq8f6LPfH2pC4I9HaRu6QG0TTEHRxPs5HLRdumLxq9/D+4dRoEjrP8LS5ycnKg1Woh3BmanpRUej+vfv364cyZM6blFi5ciPj40rNrlUoFSZJw4sQJxMbGVnjPTp06ged5fPDBBxg1ahQAIDw8HAEBATh+/DgAoKSkBM8//3xDfjSbxTFm4Z8oxGaJYukvyR1/3cKPf0ajsNggc0Xm8/iApnjusQcQ9/krMGanyF2Ow1D6hMBnyItwCm0NxiTZZnnIz8/Ha6+9Bq1Wi+DgYBw9ehQeHh6YM2cONm7cCI7jIEkSwsLC8NxzzwEAVqxYgRs3bqCoqAj/+c9/sHDhQkRFReHll1/G2LFjAQBr167F6dOnsWLFCtO6rl69iv/+978IDQ1Ffn4+nn76abRv316Wz23NKJxIrYmShBK9iO92X8VvR2JgFG1/F5o9oTN6tfFHzKKxAKtfcw65P0HrAc8+T8E18iGAMbqYllRAfU6k1gSeh7Oaw9QRbTCiTxOs2X4Rxy7a9tlGiK8WhpxUCqYGxqmd4dFjJDy6Db9zh1rqWSCVo3AidVLWmevr6Yy5z3XD5ZhMfLn1Im4k5MhbWB15u6uhj7ssdxl2ixOUcOs8GB69nwSvcqJQIvdF4UTqpWyGiRahnlj6Rj8cu5iMn/ZE43p8jryF1ZKzWkAeDYYwP16Atk1fePV/BoLWEwAscs0SsX0UTsQsBKH0l3DnVv7o3iYQF25k4Ke90ThnA8PPPV3VNOGrmXEKFVwjH4RHz8ehcPW6M9iBQonUHIUTMSvFnZBqHe6FD17siVuJudi45xqOXUiGZKXjJiKbl87KThO+1h+v0cKt82C4dx0GXuMCoPRLp3stkdqicCINouxMKizQFW9N7IqUzEL8vDca+04lwCha16CDlmFeAGjC1/oQXL3g3nVY6XVKgvKuPiU6WyJ1Q+FEGlTZTBN+ns6Y/mQkxg9phS0Hb2LfyXjkFFjHDM5hgW4wFuSA6UvkLsXmaMLawK3jI3Bp2R0ALH7xLLFfFE7EIsoGTrhr1Zg4tDUmDG2Fk5dT8cex2zh9LQ2SjG1+/l7OMGTckG39tobXaOHarj/cOg2B0isATBQplIjZUTgRi+I4DqX94pxp8EROfgn+OB6HPSfikJxZaPGa3J0EFN2g2cjvRx3cAm6dBkHbuhdw11BwuoCWNAQKJyKbssETHq4ajB7YFGMeao5LtzLx+7FYHIlKtsj9pBQCB4VSQf1NVVB6B0Pbuhe0bfpC6RVYepZEYUQsgMKJWIWyvqmWjT3xQBNvTBttxN/nk3D8UjLORqdDp2+YoGrd2Bscz1M43UXh7geX1r3g2rYvVL6hYJII3BltR8FELIXCiViVspByUivQv1MIHuoaCoNRxLnodBy7mIwTl1LNOpCiTUTprdn1Dn6rDIWHP1yad4G2TR+oA5veCaTSfkLqTyJyoHAiVqus2U+pENCxpR86t/IHngSux+fg6IVkHL+UgvjU+t1SPSLEHZJBBzE/yxwl2w5BAU1ISzg37QSXFl2h9AwAu2teQQokIjcKJ2IThLs64Js18kBEiAcmPtoaqVlFOHE5BVdisnAlNhMZObUbDh7kq4UhKxllF4vaLw5KnxA4hbeDc5NIaBq3Aa9QgYlGcELpYYAulCXWhMKJ2ByO4yDcubbT38sZQ3o0xrDeTQAA2XkluHAzA1dis3AlJgsxyXnVDlP3clVBfzPOEmVbFKfUQB3UFJqQFtA0agVNSEvwaqfSsyMG00WyZcFEiLWhPZPYvLLmPwDwdNOgV7sg9I4MBs9x0OmNuHY7G5diMnHtdjZik/OQmfvP2ZVGJSDHxgdDcEo1VD4hUPqGQh0YAU1oa6h8G4Hj+NK+I3D/hBHH06QNxCZQOBG7I9wVVmqVAm2a+uCBJt6mx4t1RsSn5iM5oxC8oACnUEHhGQBjTppV38+JU2qg9PSHyjcUSt9GUPmFQe3fGAo3H9MydzfTAdR3RGwX3QmXOCyjKIGHBP7OwZxJIox5mTDmpsOYlwGxIBvG/Kxy/ysW5oAZzDvtEqdUg1c7g9e4QHByg8LNG4KbDxTuPlC4+UDp6Q+Fqzd4tbPpNUw0lt6sj/qJiJ2icCKkEkwSS8+iOKHCjfGYJIEZ9WAGHSRDCSR9CZiuGJKuCJJBV3prCI4DcOd/Ob70MZ4HJyjAa7TgNS7g1U53brxX8eymdP0M4AW61QRxSBROhJhR6XDsf8KEgoWQuqFwIoQQYnWowZoQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVaHwokQQojVoXAihBBidSicCCGEWB0KJ0IIIVbn/wGTnHEE+VjiOgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -308,7 +308,7 @@
"outputs": [
{
"data": {
- "image/png": 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e73s1TWPQoEFA0e/M09PTVkKNiYnh559/5pFHHrGdj3fdddc1f+sA/fv3x2AwoNfriYiIKHEeffnll/Tp08fWft2yZUtatGhx1e2tWrWK5ORkWy2LTqdjzJgxtvctXbqU4OBgunfvDhTlmUGDBl32/fr4+NiuH/fee+9ltUdlYf78+QwePBg/Pz8A6taty9NPP43RaASKOmoWx2k0Gunbt+81c8a1rtM5OTlkZ2fb+gmYTCY++OCDcu3/YABsP8K8vLxrvuHEiROoqsrDDz9sW1ZQUEBQUBDJycmEhoYC4OfnZ/uyysuJEyds1ZXFin9EAIWFhUybNo1Tp05hNBrJzMwkJSXlqts8e/YsBQUFfPrppyXaif39/W+4w8Sdd97J22+/zdq1axk4cCArVqy4rN3Lz8/P1skMii4qeXl5xMfHc/LkSTRN4+233y7xXYaEhJCamlrqPk+dOmU7BsWuVm0P0KRJE+655x4effRR2rdvz8CBA20XlGu5kU5Vl8YRFhZGdHQ0hYWFZXqunDhxAr1eX+J7CAsLA+D48eM0b97ctjwwMND2/25ubuTk5FxxuwaDgVWrVvHHH38AoCgKGRkZnDt3rsR6vr6+touti4vLZftxdXUlOzsbgOzsbOLj46ldu3aJbdSuXZvjx4+XWHZprMXbgJs77qdPnwYo0QnpRhJsUFBQib+LP8vy5cv566+/bMsLCwtt3+uJEydo1KhRiffdTDtox44dCQ4OZuXKlTzxxBOsWLHismaf64m5OKbExMQSozbS0tKoV6/eFbdzK9fB633vxecRlDzmJ06cAP45r6HofHz66adv6Dso7Tzq2rVrifWvdU6cOHGCgIAA27kORQmzbt26ttcvbsqDomYEg8FQ4rdf3h00r/RbKy4AFK8zadIk4uPjMRqNpKSklLjZKs2JEyeuep328vJi3LhxvPrqq3z77bcMHDiQIUOG2Jpby4MBoF69enh4eHDy5MkSw6KuxMfH55olLb1eXzYR3oKxY8dSr149lixZgpOTEzt27GD06NHX9d7JkydfdtNwo9zc3OjXrx/Lly+nQ4cO5OfnX9aT83r897//van3FSut38Slr8+cOZOxY8eyfPlyZs+ezWeffcYPP/xgu+m7kvI8zqqqltu2ixXfYUPR96BdZVqHRYsWMX/+fJYtW2a7OPTq1euy95T2nVy8H+Cq+7mSi7d7rWN6vevcynuudOzHjBlT7p1ddTodQ4YMYfny5TzyyCPs2bOHqVOnXvN9V4r57rvv5tlnn72hGG7lOngz773W+Xm9Lj3nr+VmzqNLhYeHV/qckZuby8MPP8yAAQOYNWsWiqKwfPnyy0ZpXMnVrtMTJ07kgQcesPXlWLBgAd99990tXdevRoGiL3T48OGsWbOm1JXGjx/PjBkzgKIDlJKSUuIur7g3vcViueYOLz5JLt7GzQgPDycmJqbEsjVr1nDy5EnS0tI4efIkvXv3tlWpFxYWXjOe2rVr4+zszJkzZ0qst3TpUv7+++8rxnKlzzV06FC2bt3K/Pnzueeeey57X2pqaok7wujoaFxcXKhZsybh4eEAl8UyZ84cTp06VWoc9evXv2zMZ3x8/BXjhqJx53v27CE8PJwpU6bwyy+/kJyczLZt24CSFwKz2XzNO9grSUhIKPF3dHQ0YWFhtrvcS0vMxePgL3bx95yTk1PqhS48PLxE0wJgO0+u1AHyeuzatYtmzZqVuOO/2e+imLu7OzVr1uTs2bMllkdHR99QrDdz3ItLpBf/hi49Rjei+LNcer6uXr2a3377DSj9N7t161YiIyOBkueaxWIhPz//ivsbPHgwUVFRzJo1i549e950AgoPD78s5u3bt1+1Kv5WroO3eg0t3gaUPHaFhYXX3YR2JfXr17/s+FzrnCj+PBcfq7Nnz9rG+oeHh3P27NkSN+rnz5/njTfeuK6YyipnFJ+fl36+77//nqSkJE6fPs358+fp37+/7Ty8NGdcfH6qqkpubu41r9PZ2dls2rSJ0NBQJkyYwK+//orJZGLt2rU3/VmuxRblM888g8lkYubMmbaTS9M0vvzyS06cOGEb8jJo0CCCgoJKnECLFy9GUZTrGkfs6+tLZmYmFouFwYMH31Lw48ePZ926dURHRwOQmJjIrFmz8PX1xdvbG39//xITbZQ2UUFxPOfPn+fhhx/GZDLxyCOP8NVXX5GRkQEU9fhcsmQJDRo0uOHP1a5dO0JCQlixYoWt/fNiiqLYLiA5OTl8//33DB8+HIPBQK1atbjrrrtYuHChbfKVyMhIfv/998uqk4oNGzaMlJQU24U0LS2NX3755WpfI1FRUcycOdN2EquqiqZptn34+PiQlZWFpmksXrzY1l56o1JSUmzHICUlhV9++aVE9VyTJk3Yu3cvmqZhsVhKvdH09fW1HZfiHs6X6tixI61bt2bhwoVA0Xn82Wef0bVr1xLV8Deqfv36HDt2zNYMEhkZec2mnesxfvx4Vq5caZsEauvWrZw6dYpHH330urdR2nG/1oWjXr16dO3alSVLltguukuXLr3JT1Gk+LMU31SkpqYyb94828Vv7Nix7N2719YvITs729bjGbD1Zs/IyOD3339nzpw5V9xXrVq1aN++PV9++eV1VcNfLeY///yTo0ePAkUlt9mzZ1+1Kv5WroO3eg0FbNeGxYsX23qa//DDD7Y2+Js1atQo/vjjD1vy279//zXn5xg0aBCBgYG2c0dVVT788ENb0+7IkSPJy8uzXTc0TePjjz++bOTClVx6jb4Vxedn8W/46NGjLFy4ED8/P0JCQjCZTLYCjdVqZd26dSXe7+3tjaIoZGZmcvDgQV588cVrXqfT09OZNm2a7VqlaRpWq7Vch0zqtIuKPAUFBSxYsIDNmzfbhqI0aNCACRMmlGhnKR7akJSUhJeXF/Xq1ePFF1/E1dWV5cuX8+mnnxIXF0erVq147rnnSgx1WbNmDbNnz8bLy4u7776b+vXr24a7tWzZksmTJ7NixQpbG129evWYNm0aP/zwA2vWrCEzM5O2bdvyySefACWHu+n1ep577jnatWsHFJWw3nrrLVRVJSQkxDb0o3379syZMwdfX1++/PJLvvrqKzw8PBg7dix33HEHFouFOXPmsHbtWvz9/TEajUycOPGqSeHSz1XcIQ6KJlhITEzkrbfeKvGe4mqecePG8fvvv3PmzJlSh7vNmDGDnTt3EhAQgJubGy+99NIVEzuUHPYUGBhIkyZN+OSTT2zDnp555hn279+Pp6cngwYNYuTIkbz//vscO3YMNzc3cnNzeeihh2zVqWazmXHjxpGVlYWLiwtz5szhf//7H6tXr7Ydo+LhVMXDCPfu3UtISAgjR44kKSmJX375hZo1a9KyZUv2799PTExMieFuUJQEXnjhBc6fP09YWBhdu3bltddeo3379rz11lvUrl2bXbt28corr+Dt7U27du245557bMPdGjduzJNPPkn//v05d+4cb775JlFRUbbhbq+88go+Pj4cOXKE119/3XbOvfPOO/z4448sX74cKLpQlTbLWXZ2Nq+++ip79+6lUaNGhIWFsXr1atzd3Rk/fjyqqtrO/Xbt2vH+++/bhu41btyYF198kU2bNvHjjz8CMGDAAFv1cfEQHGdnZ9twt06dOgHYhgJ6enoyatQomjVrZhsKePG5fPEwx5CQEBo3bsyyZcuuOvNWSkoKL730EjExMdSsWZOhQ4fywgsv2L7LhIQEvvvuO9vvef78+bbhbiEhIbRt2/ayIVCff/4533//Pd7e3uj1esaNG1ei3XbDhg18+OGHtpqaMWPGlOj0NWnSJE6dOoXJZOKdd95hwYIFtuGvvXv3LlHSW7FiBT/99NNlHQ0vdfF3GB4ebrt+FPvxxx9ZuHAhbm5u6HQ6hg8fzt133w38M1TO09OTkJAQPv74Yzw8PG7pOni9723Xrh2LFi3i8ccfZ8eOHYSEhDB+/HgGDx5sG2K1b98+vLy8CAoK4vXXX8fT09M23K34evnWW28xceLEEufi8ePHWbx4MZmZmXTv3p333nsPKBqS+v333xMaGkqzZs1ISUnBxcXlsuvXxYqH76WlpWE0GunatattKC0U3SBMnz6dvLw8XFxciIiI4LnnnkOv1/Ppp5/y7bffkpmZSZMmTWy/9WKXXqMLCgpsw92Krw3vvPPOZcfozTffZMuWLQAlhuotXLiQH3/8EU9PT5ycnHjppZdstWNr165l1qxZtmunp6cnP//8M23atGHx4sVAUZX7hg0bcHV1ZcqUKbRt2/aq1+nc3Fzef/99IiMjbbWS/fv3v2zisLJUIrGL8vHqq68yZMgQW0/gYsWJvXisphA3S9M00tPT8fHxsS2bP38+O3bsuGbSq8rmz59PSEjIdXf2FFeXn5+PqqolRkiNGTOGdu3a8eSTT9oxMnEjlGuvIm7Gjh07iIyMJDMzkxMnTlyW1IUoS7m5uYwYMcLWzpmZmcmqVatspU5HcuLECf744w8KCwv5888/bRPJiFu3bds23nzzTdvfx48fZ8+ePbZhqqJqkMm1y0lWVhbTpk0jICCg1DH8ixcv5ptvvrENA1mwYEG5Dn8Qjs3JyYlWrVrx0EMP4ebmRn5+Pvfff/8t92OpjPLz8/nPf/5DQEAAjz76qPxuylC9evVIS0vjgQcewGg0oqoqc+fOrRJT6Ip/SFW8EEII4UCkKl4IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAciiV0IIYRwIJLYhRBCCAdisHcAQogimqZhVTU0DRRFh17Rlem2VVVD1UCnA72iQ6cru+0LISoPSexCVBCLVUWnK5mwrapKVk4h6Vn5nM/IJy2rgPTsAtIy80nPLiA9q4C8AguqWpT0i/+1qmqJv4v/1Ss6XJwNmJz0uJgMuDgZcHE24O7qhKebEx6uRjzcnPB0dcLf24VgPzfcXIz/xGNV0QCDXirzhKiqdJqmafYOQghHcmkCLzBbiEnK5kxCBtGJWcQkZZGclkd6Vj7ZeYXY+xfoZjIQ7O9GDT83gv3cqOHvRkiAOzX93fDxNNnWs1hVKekLUQVIYhfiFlyc7EpL4NGJWaSk59k7zJtmNCgE+boSFuxBwzAfmtTxpUGoN05Gva3pQEr3QlQuktiFuAEWq2pLZAnncjhw6hyHz6Ry5Mx54s/l2Dm6iqEoOmoHe9AozIeGtX1oWtePmv5u6HQ6rBdqK5Qy7B8ghLgxktiFuIqLE3lschaRR5NtyTwzx2zn6CoPV5OBBrW8aRTmQ6uGATSr64der5T4/oQQFUMSuxCXKE5GGdkFbD+YwL4T5zhw8hzp2QX2Dq3KcHE20LphAO2aBtOhWTAebk5YrSqKtNELUe4ksQvBP8k8NTOfTXvj2Lo/niNRqXbv2OYIdDpoEOpN+6bBdLgtmLo1vYqG32kaekVK80KUNUnsotqyWlX0eoVz6Xls3BPLlv0JnIhJk2Reznw9TUQ0CaLDbcG0bRSIouhsY/eFELdOEruoVopL5kmpOWzcE8eW/fGcis2wd1jVloerka4tQ+jTPoyGYT5YVVVK8ULcIknswuGpqgY6sFhU/twVw5rtUZLMK6Ea/m70aluLOzrUxtfLJB3vhLhJktiFwypODPEp2azafJr1u2LIybfYOyxxDYoOWjcKpH/HOrRvFgwUtdNLpzshro8kduFwrKqGDth2IIFftpzhwKlz9g5J3CRvD2f6tAtjUNd6+HqZUFVN2uKFuAZJ7MIhFLfNpmfl88uWM/y+I5rUzHx7hyXKiF7RcXvrUB7oE05ooIe0xQtxFZLYRZVWfIE/E5/Bt2uPseNgIlZVTmlHpdNBu6bBDOvdkIa1faQdXohSSGIXVVJxQj+bkMnSNUfYfjDR3iGJCta0ri8P9G5I2yZBkuCFuIgkdlGlFLexxiRlsfTXI2w7mCDjzqu5OjU8ua9XON1ahaBpGnpJ8KKak8QuqoTihB6bnMXSX4+y9UC8JHRRQpCvK8PvaETvdmG2yYeEqI4ksYtKrTihx6Vks3TNEbbsk4Qurq5+qBdPDG5O07p+0oteVEuS2EWlpaoa6dkFfL7qEBv3xCJ94sSN6HhbDR6/5zYCfVwAGQcvqg9J7KLSsVpVNA1+WH+CH/48QYHZau+QRBVl0Cvc1bUuD/VrjJNRkSFyolqQxC4qjeKe7tsPJrDwx4MkpebaOyThIDzdnHjwjkYM7FxXOtgJhyeJXVQKqqpxLiOPj77fR+SxZHuHIxxUaKA7Y++5jTaNg6T9XTgsSezCrqxWFYBl60/y3dpjmC2qnSMS1cHtrUN46t6WmJz0UnoXDkcSu7ALTdPQ6XQcPnOeed/vIyYpy94hiWrG28OZCfe1osNtwVJ6Fw5FEruocFariqrBwp8O8uvWMzJ8TdhV9zahPHlvC0xGKb0LxyCJXVQoVdWIScpixpe7pJQuKg0fD2cm3N+K9s2CUTUNRYbGiSpMEruoEMU93lf8dZIlq49gsUpbuqh8elwovTtL6V1UYZLYRbmzWlWycgt57+vd7D2eYu9whLgqHw9nnnmgFe2aBtv6gghRlUhiF+Wm+KK442AiH/7fHjJzzPYOSYjrNqBzHcYObo5Oh0xsI6oUSeyiXFitKlZV45MVB/h9x1l7hyPETWkQ6s3UR9vj4+EsVfOiypDELsqcVdWITc7i3S/+Ji4l297hCHFL3F2MTHyoDe2aBts7FCGuiyR2UaY0TWPHoUTe+2o3+TLHu3AQOh3c2zOc0QOaoGnImHdRqUliF2WiuD39//44ztI1R2RsunBIbRsHMmV0O5wMilTNi0pLEru4ZVZVRVNhznd7+Csy1t7hCFGuavi78frjHQn2c5VOdaJSksQubonVqpKTX8gbC3dwLDrN3uEIUSFcnA1Meqgt7ZsFyXA4UelIYr+C9evXs2LFCnx8fMjNzSU9PZ1JkybRuHHjK74nNTWVyZMnU69ePY4dO8Ydd9zBgQMHmD59egVGXnGsF2aRe2PhdlLS8+wdjhAVStHBE0OaM7BLPXuHIkQJBnsHUBmZzWamTp3KunXrcHFxAWDWrFlERUVdNbFv2bIFb29vXn75ZbKzs/ntt98qKuQKp2kafx9KZNbXuymQTnKiGlI1mL/8AOlZBYzo38Te4QhhIyX2UmRlZdGlSxdWrVpF7dq1AcjLKyqR6nQ6ZsyYgcFgoKCgAF9fX5577jmOHj3KjBkzSEpKolOnTowePZr//Oc/tr+7dOnCmjVr2Lx5MxMnTuT+++9n0qRJdOnShaFDhzJ79mw2btzI7Nmz+euvvzh8+DABAQEkJiYyefJkgoKCWLp0KfPnz2fQoEHExsayc+dO3n77bZo0acLcuXMJCAggPj6egQMH0qtXr3L9jqSTnBD/uLNTHZ68twUayDzzwu4ksV/BvHnz+Oyzz+jcuTO33347/fr1w9vbmw8++ICsrCxeffVVAMaOHUu/fv247777WL58OTt37rRVvV/6d25uLt27d2f9+vU4OzszcOBAGjRowMcff8z69euxWq306dOH1atX079/fxRF4ddff2X79u1MmzYNgBdffJHc3Fw+/PBDIiMjcXFx4c0332TixIlERESQnZ1Nnz59WLNmDd7e3uXy3SxadYgVf50sl20LUVV1aVGTf49si06nk+Fwwq6kS+cVTJgwgd9//52uXbuyZs0aevXqxbZt29i4cSNt2rSxrRcREcHGjRuva5uurq60bduWjRs3sm3bNsaNG8fOnTvJy8tj8+bNdO3aFYAaNWrw8ssv89Zbb/Hrr78SFRVVYjudO3cGoE2bNtSqVYvdu3ezbNkyXnvtNWbOnEmdOnVISEgomy/iguL7v09W7JekLkQptuyP5/UF2ym0WLGq8pAjYT/Sxn4Fhw8fpmnTpgwfPpzhw4fz/vvvs3jx4lvebt++fVm7di3+/v5MnDiRX375hQ0bNmA2mzGZTJjNZh577DE+//xzWrZsyY4dO5g3b16JbTg5OV223eeff56goCAA8vPzMRqNtxxrseKkPu/7vfy2XaaHFeJK9p1I4cWPtvDGuE64OhtkrLuwCznrrmDKlCmol9x116hRg+7duxMZGWlbtmvXLm6//fZSt+Hs7IzVWtSx7PvvvwegZ8+ebN68mYKCAlxcXOjTpw/vv/8+bdu2BYo67uXm5tqq0a9V8nZ3dyciIoLNmzcDoKoqY8eOJT8//8Y/dClUTUPT4INv90hSF+I6nIxN54U5G0nLKpDHEwu7kDb2K3j11VdJTU0lKCiI3NxcCgsLeeWVV3BxcWHGjBnodDry8/MJDAy8rPNc3759mThxIklJSTz//PPUqVOHRo0a8cgjjwAwatQohgwZwtChQ0lKSqJ3795s2bIFLy8vABYuXMhvv/1GREQEycnJ7Ny5k0mTJuHh4cGsWbMICgpi1KhR9O7dG4C4uDjeffddgoODycvLo2/fvvTo0eOWvwNVLTo1/vvVLjbvjb/l7QlRnfh6mpg5oSv+3i5SchcVShK7KJWqamiaxvQlu9h+sGzb64WoLgJ8XJj17O14uTlJchcVRs40cRlV1VBVjTcX7ZCkLsQtSEnL4+WPt5BbYMEq1fKigkhiFyWomoaqabzx2XZ2H022dzhCVHlxKdlM/d8WzBYVqyoVpKL8SWIXJeiAWUt3s+d4ir1DEcJhnInP5LVPt2K1qra+K0KUF0nsooT5y/ezZb90lBOirB2NSuPNRTuKasUkuYtyJIld2Hz7+zFWb42ydxhCOKy9x1OYsWQX8M/8EEKUNUnsAlXT+G17FF/9dtTeoQjh8LYfTOCDb/fI415FuZHEXs1ZVZW9x1P4eNl+e4ciRLWxfncMC1YesHcYwkFJYq/GrFaV2KRspi/+W9r8hKhgP206zR87z8pvT5Q5SezVlFVVycwx8/qCbeQVWOwdjhDV0kc/7OdUXLqMcRdlShJ7NaRqGharxmufbuN8RtnMKS+EuHEWq8pbi3aSnVcoT4QTZUYSezWk6HR8+N0eohIy7R2KENVeamY+by7agaZJT3lRNiSxVzOqqrF66xk27omzdyhCiAuOnU3j4x/2SU95USYksVcjVqtKVEImC1YetHcoQohLrN0ZzS9bTqNKqV3cIkns1YSqapgtKu98sVOeES1EJbVg5UGORqVKZzpxSySxVxOKouO9r3aTlJpr71CEEFdgVTXe+WIn6dkF0plO3DRJ7NWAqmksX3+CHYcS7R2KEOIaMrLNvP35TnRIe7u4OZLYHZzVqnLsbBpLVh+xdyhCiOt0Iiadr347Kr3kxU2RxO7AVFUjr8DC9MV/y3Oghahiflh3nKNn06RPjLhhktgdmKLomLl0F6mZMgmNEFWNqsGspbsotKjSU17cEEnsDsqqqvy+PYo9x1LsHYoQ4iYlp+Xx8Q/7UGR8u7gBktgdkKpqZOUUsmjVIXuHIoS4RX9FxrL9QIIMgRPXTRK7A1IUHfO+30tOvjzcRQhH8NEP+8gzW+VJcOK6SGJ3MFaryua9cTK0TQgHkp5dwEc/7EVRpEpeXJskdgeiahr5ZiufrDhg71CEEGVs8954tu6Plyp5cU2S2B2IotPxyYr9pGcX2DsUIUQ5+HjZPswWVca3i6uSxO4grFaVyGPJrN8da+9QhBDlJCPbzJe/ymRT4uoksTsATdOwWFXmfb/X3qEIIcrZ6i1niE/JlrnkxRVJYncAOp2Oz38+TEpanr1DEUKUM6uqMX/FAfSKXL5F6eTMqOKsqkpscha/bj1j71CEEBVk7/EUth+Use2idJLYqzi9ovDZT4eQ4a1CVC8LfzyI9KETpZHEXoVZrSoHT59j15Eke4cihKhgSam5LFt/QiatEZeRxF6F6fUKi36SaWOFqK6+//MEGdkF8pAYUYIk9irKalXZtDeOEzHp9g5FCGEnBWYrn/10UB4SI0qQxF6FLVl92N4hCCHsbMOeOI5GpUpHOmEjib0Ksqoqv2w5Q+L5XHuHIoSoBBb/chi9Xi7nooicCVWQuVDluz+O2zsMIUQlcfD0eQ6fOS+ldgFIYq9yVFXj//44TmaO2d6hCCEqkW9/PyaldgFIYq9SNE0jM9fMqk2n7R2KEKKS2XM8hZMx6TLVrMBg7wDE9dM0WL7+BAWFVnuHclWJe78j99wp9E4uJZZrmoo5K4kabUfhUaM5AKq1kLRTG8hOOgSahrUwF6OLD77hvXELaHjV/VgL8zh/7Hdyko+gUwxoqhWPkNb4hfdGp+ht6+VnxJJ88EdUSwE6RU9Ak4G4+jcosa2005vIit9LrS5Po9PJ/a6omr7+7SivPd7R3mEIO5PEXoXkmy2s2XbW3mFcF79Gd+BVK6LEsqyEAyTtX4ZbYGMANNVK3M7PMJi8qdX5SRS9E9bCfGK3f0J+esxVE7umWojd9gmaZqVWl6cxOHtgzk4mZtt8CnNTqdH6Qdt68buW4NugF961O5KTfJT4XUuo22sKeic3AArz0jl/4g9CO46TpC6qtL+PJBGVkEmtIHeZS74akyNfRVhVjZ83nyGvwGLvUK7Jq3ZHXHzrXrY84+x2vGq1RdEbAUiP2oI5K4mgFvei6J0A0BtNBLd60Faiv5LMuL0UZMbj26AXBmcPAJzcA/Gu04WsuEjy02MAMGenYMlLxzOkNUDRTYVOIS/tnxuk5IMr8KrVDpNXzVv/8ELY2Te/HZWkXs3J0a8iVFWrMm3rLj61cXLzK7HMnHOe3HMn8Qr7p5ow/ex2XP3DbYm+mLNHEE7ugVfdR3HidvaoUfK9nkV/ZydemJHvwsQdmnpR84WmAkXLsxIOUJCZiF/DO67vwwlRyW07mEBscpZMNVuNSWKvAqxWlbU7zpKeXWDvUG5aRvQOXP0b4OQeAIClIJvCnHMYXLxJPbmes5vmcGb9TGK3LyAn+dgNbLlkR6HiqnRzdjIATm4BGN38STuzGU3TyIjZhU7R4+JbB2thPskHfyTwtntQDE5l8jmFsDdNg29+P4aiyGx01ZUk9ipAr1f4ceMpe4dx0zTVSmbMLrxq/1Nat+SlAZAetZXC3FRqdX6KOt0nYvKpTdzORWTF773qNk3etQDIz4grsbwgMx4A1VJ0E6RT9IS0e5SCjDii/vovmbGRhLQfg97owrmjv+LiUxu3wCaknvyTqA3vc3bTXLKTZEY/UbVt3htH4vkcmUO+mpLEXslZrSq7jyQRfy7H3qHctOzEg6BTcA9qalumqUV9BXQ6hYBmg1D0RnSKAb+GfTC4eHPu6JqrbtOjZiucPGqQemIdBVlFT7fLT48hI/rvou0q//QLdXIPIKT9o9TtOZlanZ7A5F2LvLSzZMXvJfC2u8mM3UVG9N/U6jSOoOaDSdi9FHPO+bL+GoSoMKpGUdOd5PVqSRJ7JafXK6yswqV1gPSzO/AKa19iCJpicAbA6OZn6zgHRYne2bMmhbmpWM1XvplR9AZqdRqHW1BTEnZ/SdRf75F6cj3BrYcDYHDxvuJ7NdVK0v5l+DW8A4PJi8zYPXiGtkHv5IbJuxYm77Br1hgIUdmt3x0j7ezVlAx3q8RUVSPhXDZ7j6fYO5SbZs5OIS/1DMGthpVYbnTzB51S1CB4CV1xh7drVCPqnVwJbHZ3iWXFpXcX3zpXfF/a6Y0oeiPedToBYMnPQO/saXvdYPLEkp9x1X0LUdll5RayZX88XVrWxCAz0lUrcrQrMZ0OVm6o2qX1jOgduAc1wejiVWK5onfC1T+cwtzzqNaS0+MWZCVicPHB4OxuW2Y159iq74tlJRy8LPnnJB1G7+yOe3CzUuMx55wn9eSfBDa/19bRzuDsjlr4T+2A1ZxjG0InRFW2ZluUJPVqSI54JWaxqmzYE3ftFSspTbWQGbu7RKe5i/k3vhNNUzl/7Ddbgk6P2kphznkCmtxpW68wN5XTf7xN3N+LS7w/IXIpWXF7bH/npZ4h7fRGglrcX6J6/2LJB1fgFdahxJh19xrNyYzbh2otpDA3lbzUKNyDrz6OXoiq4ODp8yScz7lm7ZdwLFIVX0lZrCrbDiRUiQlpriQr4QCKwYSrf3ipr5u8alKr03jOHf2VM3++i06noHf2pGa7R3APamJbT6cYUYwuGEyeJd7vGdqG88d/5/yJdSh6IwZT0XtdfGqXur/M2EjM2SnUbDu6xHLv2p0ozE0letMcQEdg8yE4ewbf2ocXopL4desZHhnYrHhKB1EN6DS5lau0/rNgG7uPJts7DCFEFebp5sSS1/vJk9+qETnSlVRmjpk9VbjTnBCicsjMMbPtQAIWeVZ7tSGJvRKyWlUZqiKEKDNrtp+VTnTViBzpSkivV1i/O8beYQghHMT+kykkp+VKJ7pqQhJ7JaNpGnEp2ZyKlXHUQoiyoWmwdme0TDFbTUhir2Q0Df7YGW3vMIQQDmbr/nh5nGs1IUe5klEUHRsiY+0dhhDCwUQnZpF4vuo+c0JcP0nslYhVVTl4+hwp6Xn2DkUI4YA27onDKr3jHZ4k9kpEp9OxqQrPNCeEqNy27o+X8ezVgBzhSkTR6WRCGiFEuTkVl8E5qRF0eJLYK5HE8zkkpebaOwwhhAPbdlAmq3F0ktgrCYtV5e/DSfYOQwjh4P4+nCiT1Tg4ObqVhEGvsPuoJHYhRPk6eOo8BYVWe4chypEk9kqi0KJy8PR5e4chhHBwhRaVyKPJ0jvegUlirwRUVePwmfMUmOUuWghR/v4+nIiiyHNcHZUk9kpi1xGphhdCVIwDp86hkwe0OyxJ7JWAouiIlGFuQogKkng+l8wcs73DEOVEEnslkJaZT3RSlr3DEEJUIwdPn8OqSju7I5LEbmcWq8rfUg0vhKhgh0+nokOq4x2RJHY70ys6Dp9JtXcYQohq5khUqnSgc1CS2O1Mp9NxKjbd3mEIIaqZ03HpFFpkJI4jksRuZ4UWq7SvCyEqnMWqcSImHU3T7B2KKGOS2O0sKj4TVZUflhCi4h08dR6rXH8cjiR2O7JYVY5Fp9k7DCFENXUkKlXmjXdAckTtSK/oOCnt60IIOzkaJR13HZEkdjvS6XScjEm3dxhCiGoqO6+QhHPZ9g5DlDFJ7HZkLrQSkyw/KiGE/ZyRfj4ORxK7HUUlyA9KCGFfscnZqNIz3qFIYrcT6TgnhKgM4lKypQOdg5GjaScGvcKp2Ax7hyGEqObipDnQ4Uhit6PYZJmYRghhX7EpktgdjSR2O0o8n2PvEIQQ1VxOXiFZufIIV0ciid1OCswWMrLlxySEsL9YqY53KJLY7SQpNdfeIQghBAAxSVlYrPJsdkchid0OVFUjTtq1hBCVRGxyNjp5gqvDkMRuB6qqkXheSuxCiMohLiUbvSLpwFHIkbQDRdFxLj3P3mEIIQQA8VKD6FAksduBoug4lyGJXQhROaRnFdg7BFGG7J7Yd+/ezUcffcSsWbMA2LVrF3l5jp/0zqfn2zsEIYQAICe/UKa3diB2S+z5+fmMGzeOkSNHMnfuXFauXAnAmjVrGDRoEAkJCfYKrUJIiV0IUVloGuQWFNo7DFFG7JbYP/jgA2JjY5k+fTorVqzAx8cHgFdeeYXHHnuM2bNn2yu0cqeqGmlS9SWEqESycyWxOwqDvXa8bt06vvvuO3x9fYsCMfwTyvDhw/n+++/tFVq5yzdbpNpLCFGpZGQXEOznZu8wRBmwW4ndaDTaknppHLmdvaDQau8QhBCihPSsAjR5fKtDsFti1zSNgwcPlvraoUOHUBx4TGV+gSR2IUTlkplrxio1iQ7BblXxw4YNY9SoUdx77720adOG3Nxc1q9fz6FDh1i6dCnPPPOMvUIrd3kFFnuHIIQQJWTlmJECu2OwW2J/5JFHiI+PZ+nSpXz11VdomsZTTz2FTqfj4YcfZsSIEfYKrdxJ71MhRGWTmWNGkWllHYLdEjvAyy+/zKhRo9iyZQvp6en4+PjQuXNnatWqZc+wypWmaeTmS4ldCFG5ZOWa0esdtwm0OrFrYgeoVasWDz74oL3DqDCqpklVvBBVRMqRX0k7tZ6glg/gVSvC3uGUqywZ7uYw7JrYVVVl5cqV7Nmzh6SkJIKCgmjTpg333HOPw3ae0zTIl8QuRLlSrYWcP76W7MSD6BQDOkWPX3gf3IObXfc2zDnnSD+z8Yqvp53eSEb0TtApOLkHEtR8CHqnf4aLaZpK9Oa5eIZG4FO3yy19nopQaJHHtjoKuyX2hIQEHnvsMU6fPl1i+ffff8/ChQv57LPPCA4OtlN05acosUuveCHKU+LebzFnJRHW5Wn0Tm5kJx0mftcSakaMxj2o6XVtI+XQTxhMPhTmniMv9UyJEntO8jHOn/iTOt0noXd2J3HP1yQf/JEabR6yrZN+ZjM6nYJ3nU5l/vnKg8yt4TjsltjfeOMNTCYTH3/8MS1atMDLy4v09HT27dvHxx9/zJtvvslHH31kr/DKVZ5ZSuxClJfc86fITjiAW1BTord8ZCuxO3sEk3LoJ9wCm6C7xsPHs5OOYM5OoTAvrdTXc1KOYzB5Erv9E9ApKAYT5uwk2+uFeWmcP/4HepMH6VHbqkSJXYa6OQ671Xfv3r2bxYsX06tXL/z9/TEajQQEBNCnTx8+//xzdu3aZa/QypVOBwVmKbELUV6y4vcDYM5OJqzL09TpPhG/hn0pyEygMDeVgozYq75fUy2kHF6F3skVk3dYqetY8tIxZ6cQ2nEctW//F6ChWf9po04+sBJnz5roDaZqVWLftWsXo0aNolOnTrz22mu2/0aNGsXatWvp27cvqlr1q/xPnjzJ+PHjadGiBTNmzLAtf+2112jUqBHPP/888fHxV3z/6tWr6devH8uXL7/ufR4/fpzhw4eX+tq7775Lo0aNbH/brcQeGhqKh4dHqa95eXkREhJSwRFVHJndSZSVVx5tx231/Sm0qKiahlXVUC/8Zy3+z6qhahqapqFp2P5VL/lbwzHOy4lP/Y8M4OkJz9Dl9t4XlnbmhQmbOXvmJHe2dqFP/85XfP/K75dCaBC5uTn06juQLxd9RETjIJ588p/3vPfur+xM1pgwNJzgmqFMPepMTLaOt5/szLbN6/li2zny8nN5Y/o86tYPL98PXEbcTMZb3kZERARDhgxh6dKlvPHGG7blf/zxB4GBgSxatMgh+k81aNCARx99lD179jBlyhTb8jfeeIPvvvuOp556ipo1a17x/QMGDGDjxiv337jSPt97771SX3vppZf44osvbH/bLbGHh4ezf/9+WrRocdlr+/fvp3nz5iWWvfjii0yfPr2iwis/GhiNentHIRyAyUmhXdPgEtXK16piriosFhXVqmK1qjdckkw7nwLAoL498PHxtC1v06oFZ8+cJDXxLPWDPUt9b0pKCr+s/BZXV1demfo6p06dBMDD1VjiPeF1w0hLacinH76L2WwmOCiItPPJBLrpWLLgQ4KDAmnSuAm//fgVJ0+eoH79Brw4ZSr+/v43+lVUGDd353LZ7ty5cxkyZAg///wzn376KT/99BOFhYVMmjQJk8lE06ZN2blzJ6Ghofj6+vLTTz/x3HPPsW3bNpKSknj77bf56quvOHz4MH379uXZZ59lx44dTJ48mcaNG/Pmm2+Sm5vLmDFj+PPPPzl06BAvvfQSgwcP5u677+bll1+mQYMGZGRkcNtttzF8+HCys7MZO3YsSUlJDB06lE2bNlFQUMDKlStZsmQJZ86cwWQykZGRwcsvv4y7u/sNf+7U1FRbyX3q1Kl0796dZ599loyMDObMmQPAgQMH2Lt3L7GxsTRq1IjJkyeze/duXn/9derVq4e7uzuRkZHcfvvt6PV6Pv/8c44dOwbAjh07mD17NnXq1KFZs5KdQu2W2Js0acL48ePp06cPDRs2xN3dnaysLI4fP862bdt47LHHbI9yBdi5c6e9Qi1TGmCUsaKiDOSbVdBUcs8cQO/ijiGwNgaDEwAJmclEZ8SRnp+Jq9EFNydXXI0mXIwmnPROOOuNGPVGDDo9ep2CotOhoICiXHeJqrikj3ahrH9x/r1wf6HTgQ4duhuc+cRgUMDwTxxWS1GSt1q1on+L/7aoWCwqFosVS2HRvwUFZnQ6HecSC0mKTfxnvYKixHX86Fk2rztpe+/F2/nhp4/xcg/GyejC6QN6/t5ztug9h5L4ZNZG2/pJSe6cPHma/l2fw8PVnw27FuHn0YjHH/43msWFs2fiSUnIwc+nNp1vm8Cew6sY9dAT9On05A19DxUprK4vj0y4ck3GjYiNjeVf//oXACdOnGDIkCGMHz+e//u//wOgbt26TJkyhSeffJIPPviAF198kWXLljFs2DC2bt2Kt7c3Cxcu5IMPPuCVV17hhx9+wGw2061bN5544gk6dOjA0KFDsVqtBAYGsmDBAvLy8jhy5AjNmjWjefPmjBkzhtTUVB555BE6dy76XIMGDaJXr14EBQXx3//+lzvuuIPevXszYcIEvvrqK7Zt28a6detYvHgxALNnz+bTTz9l4sSJpX7OnJwc2+e8lK+vLzNmzGDw4MF06NABRVGoXbs2Dz30kO05KTk5OcycORNVVbnvvvtYs2YNd955J4899hjz5s3j559/pqCggG3btjFgwAA+//xzAMxmM5MmTeKjjz6iZcuWbNu2rcS+7ZbYi0vfxQf6UtOmTSvxt6OURACMBknsomwUWqxYM8+R9O1bALg164ZnxJ0EBNelhmcgeYX57Ijdw+8nN7A/6SgW9dodNxUUPE3u+Ji88DJ54mXywNPZHQ9nN9yc3HAzFt8kuGAyOONscMJJb8RJZ7joRkFBpygoyo3XTmmqima1XvhPRVOtaKoKmoaiqiiqhkFTi24kdBoYAYOGzk2PTm+0zZ7WrKkf6BRQdKBT2LHHG4CAIHf63tUEnaIrcV2JjIwk6fOTmM1mfvjhB2rVqoXxi1Ns3AHNWtVk4n/6XhTlnaxYUYslS5ZQUFBA1x4R9OzRm8lTJmI0GnnmmWeYPvMN6tSvwca9HxIYUIOjZ05y+52heHv6lbihKO0Go7T/t1pULBcvv/CaxbYNK1arhnaTbeU3evN1NaGhobZHb69cuRKTyVTqeuHh4QQGBgJF04wXa926NVA0z0mDBg1wcnLCyckJb29vUlNTqVmzJn369OGFF15g4sSJxMTEMGTIEP744w+8vLyoUaMGAO7u7uzatYvVq1fj4uJCRkYGMTExBAUFAUXJt0mTJgCMGDGCGTNmkJqaymuvvQZAeno6vr6+xMfH8/DDDwPQp08fW/W7m5vbZY8YX716te3/a9SoQfv27fnxxx8ZPHgwqampJZqZ27RpA4CiKLRv355t27Zx5513AtCqVStcXV1xdXVlwIABJfZx+vRpMjMzadmyJQBt27Yt8brdEnv9+vX59NNPr2tdTdMYN25cOUdUcZykKl6UkZx8FZNXwD9/H9pEzqFNALg17oRnuwF0DW1Dj7qdyLcU8HfcPrbHRLI38TCF1tInJFFRSc/PJD0/85bjU1DwMnng7eKJt7MXXiZ3PE0euDu54e7kVlSTYCiqSSi6SXDGSW/EqNMX3SQY9Sg6I4qioNNf/XejFhZiLSjAaDRSYDaTcPAA7ooea24e1rxcoiMjATCdO8+pj/6HNS8Pa35+UY2DqrLswD4yU1Nx1ut5/P770ekUMgryAfjt55+J3LSZ1g3qM2HofShORrp4+9LthX+jc3JCBR5++SXqh4Xh7+ND4xA/ABrWCeHT92Ywc+5c9uzdibtbHs2a+YGigE6HTnfhX0V34e+iQsytFGRUVbvQjFH0r6W0G4NClUKLFUuhFaulqBYktLb3Te+z2K5du/j000+Jjo62JUeAZcuWMXr0aBITE0v0MXJycip1O8XLdTpdiXV0Op2t812zZs1spdnAwEA6d+7Mf/7zHzw8POjTpw8An3/+OQcOHGDBggUAHD16FKvVetl+LtayZUtb/wBN08jLy8PV1ZW1a9fe1HcyYsQI3nrrLRRF4a677rru913pu7kedkvsQ4cOvaEOckOHDi3HaCqOTicldlF20rMLqOVd+nwPOUe3kXO0qIrOpUEEXh3uomNIC7rVbo/ZYmZX/H62xUSyN+EQBVZzucSnopKWn0FafgYQc0vbUhQFb2fPopoEFw+8nT1xd3bH09kdN6MLbk5uuBhN+AT4kZ2Tw9a4KPrd2R/XCzcJp/73MQDthwwm/MEHsVqtpKen4+dXlITvjYxk87/+xa+//orJYMSan88XSxYza+5cenbpykuPPII1Lw9Lbh6W7BysuSlY8/Kx5uXy3fZtFKSnkxAfzxOdunH6s0UA1Nu9lz3jnqJebi4Ah197gwJX1+v5sOhdTOhNLkX/urigN5lQTM7onS/8azKhc3JC7+yM3tkZnZMRxeiE4mREcXJCMTqhMxpQjEb0BgMGgwGTwYBiMFyo3dCj0zuDoi/an6sLqlVFuYWmwoiICNq2bUtCQkKpnef8/f3LtPa1V69evP7668yZM4dGjRqRmprKpk2beOSRR4CiEreXlxdQNCFaYmLiVbd3++238/rrr2OxWDAYDKxbt46jR48yYcKEm46xY8eOAKxYsYJvvvmmxGt79uzhwQcfRFVVdu7cydixY69rm/Xq1cPLy4u9e/fSqlUrIi/ctBazW2Jfv349jz322HWvfyPrVmaS2EVZSk7Lo06Q3zXXyzu5i7yTRUNIXeq1wqvDINqFNqNzWASF1kIi4w+yLSaSyIQD5FsKyjvsm6KqKql56aTmpUPpw8sByA2wQhS8M+td/i/9dwxuTmQeO8eZY0cB+DJ+FT9+v4WEn08QvyOKgVPup+Ftjdi9YitmrZBB995d1JSg05GVXlRrsf7vnRyJOUu79u14cfJkFJ2CXlHQKXpiYmNZ/sUi/Pz8mPTcc/QZOZK9e/fCsGFkDBpAp7FjifzoI5g/n4YTn6NJWK2iG4O8vAu1CRf9l5uHJTf3kmW5mFPTimoXynGomF/njjSe8u9b2sauXbvYs2cPhYWFvPHGG0yePJkFCxYwZMgQXnvtNZKSkpg+fTojR45kwoQJ5Ofnc++991JYWEhoaCgpKSnExcXx7LPP4uLiwuHDh/Hx8eHhhx/m1KlTpKenM3fuXO655x5eeuklgoKCMJvNuLi40KdPH3r16kVeXh533303gwcPZuDAgTz66KMMHDiw6HhmZbFkyRJq1qzJAw88QFpaGvfddx+KomA2m1m5ciWNGjWif//+eHp6kpuby9KlSy/7nKdOnWLJkiXk5eUxa9YsXnjhBQDbzcwnn3zCpEmTbD3j7733XvR6ve2m5tdff2Xfvn00bdqUadOmER0dTYcOHejfvz+nTp3ip59+IikpiUWLFjFmzBjgn+br6dOn8+KLL/L+++8zffp0wsPDbU0Lxa/pNDuNvWrWrBndunXjvvvuo2fPnuivUc3mKFRVY+uBeGYsccxx+qJiPTqoKUN7hBP1/iOoeVk3/H5TWDO8Ot6DU1gTjM6uWFQLexMOsy1mN7vjD5BbmFcOUZev7DNpnPp8D56N/SlIyUVn0KFTFEDDmm+h8fOd0Ol0JPxxivM746j/WBtcgkr2es5PzuHsD4ew5JixZJnRuxgwepmo2a8BHvV9S6x7evFeFFWHXlUY8soIvFw8saYXMGfCDOo2ro85vwBXV1dOHD7O1z9+S61aYTgphn+aG3RFfRF0inIhziuzFhSg5udjzcsvugHIzf3nJiEv13ajYLHdMOQW1SoU3ywUL7/QBHGxgJ7dafj8s7f8/S9fvpzp06fTpUvRpDwnTpxg/vz5hIaG0qtXL5YsWUJoaCg7duzgySefZM2aNfj6+to6z/Xq1Yunn36ae++9lw8++IA///yzROe5bdu2YTKZmDNnDlarlYkTJ7JgwQIWLVrEokWLaNKkCVOnTuXtt98mNTWVo0ePlug8t3DhQoKCgoiNjeWOO+5g2bJlNGnShK+++op69eoxf/78Ep3nNE27Yue5a4mOjiYsLIypU6fy0ksv3VTv+pth1zb2kSNHsnz5ct5++2369evHvffeS3h41RjzebMURScldlFmziYUJXODlz/mm0js+dGHyI8+BIBzaCO8Ow6mZZ1mRIS0wKpa2Z90lG0xu/k7bh855twyjb28uNf1watZAPnJOTR4vM0/JfZvDlDnwea2UpMltxBrgQW1lCmeTYFuNHqqve0moWb/cHxb1yh1fyGDGnL8f3/TYEwbdiXsty13qeFBXohGUPeGJG2MwiXDgxn7PoV9V47dSTHg7eJVouOih1Nxx0VX3IwuuBhdcDE64+xnwjnIE6NixOXCDcKN3iRY8/Kx5hfVCrjXq3cd3+71cbTOczfrvffew2Aw0KpVqwpL6mDHxP7aa68RERFB165dyczMZNWqVbz44ovo9XruvfdeBg4cWKFfREVyNtr9oXrCQZyMSQfA4BWAOfHMLW2rIPYYST8UzaLlVKM+3p2GcFvd5rQKbsq4iBEcSj7Otpjd7IzbR1ZB9q2GXq7ChjYlcf0ZTi6MtJXY6zx4G16N/xlHbnRzQm8yoDhfXltYXGJXL8wSmfjnaVK2xZRaYo/96Rh+bWviUqPkhFu1H2hGzMqjpB9IQu9ipPZ9134AjVm1kJxznuSc8zfzsUtw1jvj4+KJt8kLb5MHHs4eeDq74e7kjruTK65GF1yNJkxOJkyurujMubgYTGU+gczgwYOv+FpV6Tx3s4rHq1c0u2WYiIh/Hqjg6enJiBEjGD58OAsXLuTNN9/k3XffpW/fvgwdOpROnarGlIzXy9koJXZRNqKTstBUFYNnwLVXvgHmhFMkL58FgDEgDO8uQ2lSrxXNgxozNuIhjqScZGv0bnbG7SWjDHrPlzXFqKfmHQ1w9nEhdtUxgnrUwatxye8ouHc9gnuXXkotLrFfj/qPtC51ubOfKw0ea3NjgZehAmsBidkpJGanXNf6I1oMZmCj3kXzGVQRVaHznD3Y7Qh+/fXXtv+Piori/fffp0ePHsyePRsvLy+GDx9Ot27dWLx4MYMGDWLfvqvUX1Ux7q43P4xBiEtZLRYMXmWb2C9WmBJNysoPiHn/EWI+eY6cAxtp6B7E420f5NO7p/NGr0n0D++Bj4tXucVwMyx5hSSsO33tFS/IS8wm9udjHJ27nWPzdnD0w+1EfXuAvMTLaydStkbb1ov6v4NYLnmWuaZqHP/f35zbcfV56SsTV6fr6K1/Dbt27eKnn36y9YrPz8+3vTZ//nxb57e4uDiWLFliu/YXW7RokW2dqKgofvrpJ/bt28eGDRtYvHix7TWLpWg+hr59+2KxWGjSpAmKotCrVy8aNmxo296oUaOIjY1l8uTJzJw5E03TWLJkCampqcydO5f09HTeeOMN2/Y6derEqFGjmDhxItOnT2fTpk08/vjjt/y9VDS7dZ4bOHAgY8aMYdmyZezZswe9Xs/tt9/O0KFD6dGjBwbDP5UJp06d4t///vcNTZhfmeXkFfLgK6uvvaIQ1+HrN/qjxOwhadl/K3S/Bp8gvDvfi0uDtujdPFF0CifPn2FL9G52xO7hXG5qhcZzqdifj1GYWUDm0XME9ahDcK+rtyEf/XA7Tt4mat/fDL2LEavZSvQPh8g6mUqDx9rgGlI0pWzmifNE/3CIRhM6YHB3Ivr7Q6DoSlS1p2yNJv1AMg3Gti3TiV/K0/OdHqNjaBuHmMu9urNbVfypU6d45ZVXaNCgAZMnT+buu++2jSe9VM2aNUlPT6/YAMuRm4sRJ4OC2VL1n3Ik7C8jx0yAd1CF79eSlsS5X4rGhhs8/fHufC+1G0ZQr9VQHm59H6dTo9kas4sdMXtIyjlXobHlJWaTcTiFeqNaknn0+vcd3Lc+epeih6HonfTU7NeAo0e3c257LGH3Fj3HPetkKu51fTB6FE1R690imJgVh23bMKfnk/hXFA0ebV1lkjqAh5ObJHUHYbfE7uLiwpIlSy572EtUVBT79u1jwIABGI1FP7BHH32U0NBQe4RZbny9TCSerxq9jEXldj4jnxqh5VcVfz0smec4t+YTWPMJipsP3p2HUKtxRx5qPpiRLYdyNj2WrdG72R4TSUJ2crnHE7f6OMG96qI3Xf8lruFT7VEuGbFi9CxK3ta8f6radYquxLStmqqWSOBxPx/Dr02NyzrTVXZ+rjff+1tULnZL7H5+fpcldSiaFP+bb77hr7/+sg2X+Pbbbys6vHLn5+UiiV2UicTzObQMD0BncEKzlM8McjdCzUkjde0iUtcuQnH1xLvTYGo26cwDt93F8Bb3EJuRwJboXWyPjSQu8+qdmW5G2oEk1AILvm1qUpiRf+03XHBpUgcoOFf0G3Wv52Nb5tnIjzNfxpKfnI2Tryupu+LxvNDbPv1QMnnJOYQ9cNstfoqK5+fqc+2VRJVgt8R+pWexN2vWjG+//Za77767giOqWL6epY/rFOJGxVzo3GXw9KcwNd7O0ZSk5maSum4JqeuWoJjc8Oo4mMCmXbiv2QCGNR9EQlZSUZKP2UN0Rtyt789sJeH3k9S+r1mZVIOf2xmHs58rfhH/TH/tXseHkEGNiF52BNWi4l7Hmxp31MeabyFu9XFq3d0YtcBCzPLD5CflYApyI2RgQ1vVfWXkZnTF2SCdeh1FhSb2+Ph44uKKfry5ubns2rWLS/vuaZpGYmIi2dmVe5zsrbCqKn5ekthF2TgZlw4UTVJT2RL7xdT8HNL++oq0v74CJxM+He7B77ZuDGnSn/uaDSQ5+9yFkvwezqRF39Q+kjadxa22N25l8ECTzGPnyDiSQv1HW6M4lRzr7tuqBr6tSk5YE7vqGG61vPBs5M/JzyJxDfGg9gO3Ef/bSaJ/OET9R+039O1a/N2kGt6RVGhiX758OfPmzbPN/DRq1KjL1tE0DUVReOqppyoytAqlqkhiF2XmVGwamqaV65C3MmfOJ23Td6Rt+g4Mznh3uAvv5t25u3EfhjTtz/nctAsl+UhOpkZd1yYL0vI4/3fcdY8/v5rsqDRiVx2j3qiWl003W5qc6AzSDyTRaEIHzBn55JxNJ+zepugUHQEdQzkyexuFmQW2NvvKxl/a1x1KhSb2IUOG0L59ezRN49VXX+Wtt966PCCDgZCQENuUf45IUYra2IUoC/lmFdVqKfNJaiqMpYD0LctI37IMFAOe7Qbg2bInA8J7cnfjvqTlpRd1vIuN5Pi5M2iUPkI3+1QqilHh9NJ/5rzQrEUjT87viifj6Dmc/V2pc43276yTqcT8dJS6I1pcVwc4zaoS+9NRgnvXw+jpTE5MBgBGj6KqbcOFKnhzRn6lTewBbr6omoqik17xjqBCE3tISIjtUa3Dhg2jfftbv7OuivSKQoCPJHZRdsyFKgYv/2uvWNmpFjJ3/ETmjp+KknybO/Bo1Zt+DbozsFFvMvKz2BpT1CZ/9NzJEk15fhEhJdrCAcxpeRyZvQ2/iJolxrFrqoYltxCje8l25Yyj54j/9Tj1RrXEFOAGQGFWAbE/HaPuiBalhpy8JRrFqMevXdG+DRe2acktxOjhjPXC5DXFib4y8nf1RVVv7ZGtovKwW+c5R3kM683ylxK7KENZ+VY87DCWvVypFjJ3rSZz12pAwaN1bzxb30Hfel25M7wnWQXZbIuJZHtMJIdTTqBq1z8vROzPx0jdHU+Dx9riFlY0Y176wSSilx0msFtt8uKzyIsveqiOJaeQvKTS+/wUpOaSvOksDca0sXXWc/ZxwaWGB6mRCQR1r0Pq3gRcQjxw8q68v/kAV18prTsQeRqJnfh4OmPQ67BY7TLxn3AwaZn5+PoE2juMcqSStWctWXvWAgruLXrg2fYOetXpyB0NbifHnMv22D1sj4nkYPIxzDn5nPx8z2VV8QGda+HbqkapD4CJXXUMzaqR9FfUZXs3epfeJ6YsHwBjT0HuATI5jQOx25SyAp7+759EJ974ozaFuNS/R0XQrUUwZ6Y/CDdQcnUEbs264dn2Tow16mIwOJFXmM+OC0l+f9JRLKrF3iFWep8NnoWHs5u9wxBlRErsdhQW7CGJXZSJuKQsdEoIendvrFn2naO9ouUc2kTOoU0AuDXuiGe7gXQNbUOPup3ItxTwd9w+tsdEsjfxMIXWwmtsrfrxcHaXpO5gJLHbicWqUjvIk81U3nHHouqISih6dKrBM6DaJfaL5RzdTs7R7QC4NGiLV4dBdAxpQbfa7TFbzOyK38+2mEj2JhyiwGr/WfoqgzCvkGuvJKoUSex2ouh01K5ic0mLyutYdBpQNElNQdwxO0dTOeSd3E3eyd0AuNRrhVeHQbQLbUbnsAgKrYVExh9kW0wkkQkHyLcU2Dla+wnzqilD3RyMJHY7URQd9UIq1/OrRdV1PiMfzWqtWpPUVKC803vJO70XAFNYM7w63kObsCZ0qNUai2phb8JhtsXsZnf8AXIL8+wbbAUL8w5B1TRuZQbe9evXs2LFCnx8fMjNzSU9PZ1JkybRuHHjK74nNTWVyZMnU69ePY4dO8Ydd9zBgQMHmD59+s0HUoYWLFjA4sWLCQsL47nnnqNDhw6sX7+euXPnkpmZyaOPPsqIESNKfW9ubi6vvvoqe/bs4c8//7zufb7wwgsMHDiQnj17lli+bds2/vvf/9KzZ0+eeeaZa25HErsdBfq44uJsIK9AOveIW1dosWLwdICx7OUsP/oQ+dGHAHAOaYR3p3toWfs2IkJaYFWt7E86yraY3fwdt48cs+M/qKmuTy0Miv7aK16B2Wxm6tSprFu3DheXoiF9s2bNIioq6qqJfcuWLXh7e/Pyyy+TnZ3Nb7/9dtMxlIexY8eyceNG+vXrR4cOHQDo2bMnBw8e5MSJE1dM6gCurq7861//YvTo0Te0z8mTJ+Pt7X3Z8k6dOl2W7K9GErsd6XQ66tb05PCZ6tsmKspOjlnFyduRh7yVvYK4YyT9MBMAp+B6eHcewm11W9AquCnjIkZwKPk422J2szNuH1kFjvf8Cr1OIcyr5i1to6CggOzsbJKTk6lduzYATz/9NAD5+fnMmDEDg8FAQUEBvr6+PPfccxw9epRly5aRlJTEG2+8wejRo1m1apXt7y5durBmzRo2b97MxIkTuf/++5k0aRJdunRh6NChzJ49m40bNzJ79mz++usvDh8+TEBAAImJiUyePJmgoCCWLl3K/PnzGTRoELGxsezcuZO3336bJk2aMHfuXAICAoiPj2fgwIH06tXrpj77ypUrmTZtGj179mTWrFls2LCB6dOn8+STTxIREYGmacybN4+zZ88SHx/Pq6++SuPGjXnllVf46aefePbZZ9m+fTvbt2/nvffeY8GCBXTv3p1nnnkGs9nM66+/TmpqKsHBweTm5hIWFnZdcUlityNV1agf4i2JXZSJjGwzNR1tkpoKZE48TfLy9wAwBoTh3WUoTeq1onlQY8ZGPMSRlJNsjd7Nzri9ZORn2jnashHqVRODcmtpwMPDgyeeeILBgwfTuXNnbr/9dvr164e3tzcffPABiqIwdepUoKgUvGzZMu677z7uvvtudu7cyWuvvQZw2d+dOnWie/fu3HnnnRQWFnLgwAHy8vIYOnQorVq1onnz5tSpU4fAwEBGjx6Noij8+uuvfPzxx0ybNo2RI0dy8OBB4uLimDt3LpGRkbi4uPDvf/+biRMnEhERQXZ2Nn369GHNmjWllpSh6Bknu3fvtv194sQJ6tUrmsVw8ODBREZGUqNGDRRFoWXLlnTt2pXBgwcTGxtLYmIigwYNonbt2qxbt45Jkybxyy+/8NZbb7F161ZMJhMLFy5k2bJldO/enePHj9v28+2335KSksLChQsBGDlypCT2qkDVNOqHSju7KBsp6bmE1Zeq+LJQmBJNysoPADD4heDTeSgNG7SmSdsHebztgxw7d4qtMbvZEbuHtLwM+wZ7C+r5hKFpmu3BXDdrwoQJDBs2jD/++IM1a9YwY8YMPvroIzZu3FhiltGIiAg2btzIfffdd81turq60rZtWzZu3Ii7uzvjxo3j3XffJS8vj82bN/Pvf/8bgBo1avDyyy/j7u5OcnIyGRklj0fnzp0BaNOmDdnZ2ezevZtly5bx008/AVCnTh0SEhL45JNP+OOPPwBYvHgxNWsW1WQMHTqUkSNH2rY3d+5cTpw4Yft7xIgRPPHEE4wdO5bvv/++xGfz8/Oz1WJ06NCBkydPkpycTGBgYInY7r333ss+/44dO0pMu966detrfmfFJLHbkUGv0CjMx95hCAeRcC4HpUkwirMraoHjtw1XFMv5OFJWzQXA4BOEd6eh1A+PoGHr+xnTZhgnz59hS3RRkj+XW7Vq3+r5hGHVrBh0t5YKDh8+TNOmTRk+fDjDhw/n/fffZ/HixbccX9++fVm7di3+/v5MnDiRX375hQ0bNmA2mzGZTJjNZh577DE+//xzWrZsyY4dO5g3b16JbTg5XT5H//PPP2970Fh+fj5Go5EpU6YwZcqUG46xUaNG1KpVi99++41jx44xbty4635vabEVu5WbLRnfYGc1A9xxM8n9lbh1Z4vHskvP+HJjSUvi3Or/ETPnMWLnPUnG7jXUdvJiVKuhfDzobab3fYm7G/clyK1q1Jw0CWhwy1XxAFOmTEFVS854WKNGDbp3705kZKRt2a5du7j99ttL3YazszNWqxWA77//HijqrLZ582YKCgpwcXGhT58+vP/++7Rt2xYo6riXm5trq0ZPSEi4apzu7u5ERESwefNmAFRVZezYseTn59/4h77IiBEjeOONNy5rqz937hzR0dFAUQm8QYMGttL6tXTs2JGdO3fa/t67d+91xyMZxc4URUfzBv5sP5ho71BEFXcqtqgK0uAVgDn5rJ2jcXyWzHOcX7OA82sWoLh54915KLUad+Sh5oMZ2XIoZ9Njix43GxNJQnayvcO9jLuTG2HeZTM5TatWrXjmmWcICgoiNzeXwsJCXnnlFVxcXJgxYwZvvPEG+fn5NGvWjHvvvZcjR47w008/kZSUxPvvv29r8166dCkvvfQSjRo1AsDX15fGjRvTqlUrAHr37s0777xj6yHu7u7OCy+8wAsvvEBERATJyclERUWxcuVKPDw82LdvH4mJiXh5edG7d28AZs6cybvvvsuRI0fIy8vjsccew83t8pn3Fi1aRFRUFGvWrKFRo0a0a9eODRs2sGHDBjIyMvjmm28YPnw4UFSzMHfuXO644w6gaLhbcQe9b775hvT0dM6ePct7771n23Z6ejpz587liSeeoH79+mzbto0NGzYARU0WDzzwAIcPH2b8+PEEBQXh4eHBhg0biIiIoFOnTlc9HjJXvJ1ZrCq/bovi0xUH7B2KqOIUBVbOHMT53z4jc/cae4dTbSmunnh3Goxbk84oHr7oFT2xGQlsid7F9thI4jIrx018h9DWTOryhL3DqNIyMzOxWq2kpqbyyy+/8Oyzz9o7JEBK7HZn0Cu0aSRDlMStU1WwWmSSGntTczNJXbeE1HVLUExueHUcTGDTLtzXbADDmg8iISupKMnH7CE6I85ucTYLbIhFtZRJVXx1debMGaZPn46fnx9vvvmmvcOxkRJ7JTH6P2tIy6q+01qKsvHNm/3hzN8kr5xt71DEpZxMeHe4G/dm3dD7BKFX9CRnn7tQkt/DmbToCg1nzoBp1PCQQoUjklu1SqJFeAAbImPtHYao4jJzC/H1CbZ3GKI05nzSN/0f6Zv+DwzOeLUfiHfz7tzduA9DmvbnfG7ahZJ8JCdTo8o1FC+TpyR1ByaJvRKwWFVahvtLYhe3LDUjn8BgqYqv9CwFZGxdTsbW5aAY8Gw3AM+WPRkQ3pO7G/clLS+9qONdbCTHz51Bo2wrVm8LbFim2xOViyT2SkDa2UVZSTyfQ7N6YaAYQJVnEFQJqoXMHT+RueOnoiTf5g48WvWmX4PuDGzUm4z8LLbGFLXJHz13krJoPZX2dccmR7WS8PNyoYafGwnnc+wdiqjCYpOz0el0GDz9sKQn2TsccaNUC5m7VpO5azWg4NG6Nx6t+9K3XlfuDO9JVkE222Ii2R4TyeGUE6iaes1NlqZlcFNJ6g5MjmwloWkaLcP9JbGLW3Iq7p+x7JLYqzqVrD1rydqzFgD3Fj3wbNOfXnU6ckeD28kx57I9dg/bYyI5mHwMq2q9rq0GuPoS4OZXnoELO5PEXkmomkarhoGs2S4Ti4ibdzI6DZDZ5xxR9v6/yN7/FwBuzbri2fZOuoe1o3e9LuQV5rPjQpLfn3QUy1WaYdqFtkLVVBSdTDzqqCSxVxJ6RSGiaRDORj0Fhdd35y3EpbLzLagWizyX3cHlHNpMzqGiaVHdGnfEs91AuoS2oUfdTuRbCvg7bh/bYyLZm3iYQmthifd2DL3+h4mIqkkSeyXibNTTtkkgW/dffb5jIa7GLJPUVCs5R7eTc3Q7AC4N2uLV/i46hrSgW+32mC1mdsXvZ1tMJHsTDuFkcKKhfz0prTs4SeyViNWq0r11qCR2cUuy81XcvGWURXWUd3I3eSeLnh3uUrclXh0G0a5WMzqHRVBoLSQ2MwEdt/aIVlH5SWKvRPR6hXZNg3FxNpBXIEOVxM1Jy8rHyzvI3mEIO8s7s4+8M/sAcA5rinfHwdSq1wKrasWgl0u/I5P6mErGaFDo0ExmDhM3LyUtD4OHr73DEJVIQfRhUlZ9iF6nSFKvBiSxVzJWq0r3NqH2DkNUYXEp2ej0BvRuXvYORVQibo06grStVwtylCsZvV6hdaMA3F2M9g5FVFFnEzIBGfImSnK/rRvc5IQ2omqRxF4JKTodnVvUsHcYooo6XjyWXYa8iQv0bl6YwpqiU/T2DkVUAEnslZCqaVIdL25awvlcNFWGvIl/uN/WnTJ+joyoxCSxV0J6ReG2ev54ezjbOxRRRVksVgyektgFgA7PiP6gk2Fu1YUk9spKBz2k1C5uUq5ZlRK7AMClbnOM3kHoJLFXG5LYKykdcHe3eijyWxQ3ITOnEIOPjGUX4Nn2TjSrTFNdnUhir6R0Oh0BPq5ENJUx7eLGpaTnSVW8QO/hi2t4BDq9dJqrTiSxV2JWVWXw7fXtHYaoghLP5aA3uaIzmuwdirAjj1a9kV5z1Y8k9kpMryg0b+BPWLCHvUMRVczZxOKx7DLkrdrSKXi26SdD3KohSeyVnNWqMqhrPXuHIaqY0/EZgExSU525hkdgcPexdxjCDiSxV3J6vUKviFoyE524ISdjM9A0TSapqcY8I/qjqdJprjqSxF4FGPQKfTvUtncYogqxWFRUq0VK7NWUwScY17otpRq+mpLEXgXodHDP7fVQZOybuAEFZrXCSuzZZiszNsVw55KDJGWby20/22Myeej/jvLelthy24cj8O48RErr1Zg8v68K0Ol0+Hm50KFZMNsOJNg7HFFFZOZZ8PYp/+GSu+OzmLc9HmfD1csJvx5P5ZfjqVhVDVUDP1cDD7UI5LYgt2vuI7fQyid/J3A6NZ+0fMsV10vPt/DRjnhiMgrQNBjQ0Jd7mviVWOfE+TxeXhvF/Lsb4OfqeE1cBq8APFr0lNJ6NSYl9irCalUZ2qOBvcMQVUhaZn6FVMV/sz+Fqd3D6BrmecV1fjxynrnb4xnZMpD/3R3O/+5uQD0fF15eG8Wp1Lxr7mPdqXT8XIzMHnD14Z//25mAQdHxv0ENeLdvHZbuSyIyPtv2ulXV+HBbHKNaBTpkUgfw7jzU3iEIO5PEXkXo9QqN6/jSIlw6Q4nrk5Sai97Nu9yfwT3jjro08HO56jrrz6RT29uZjrWKkr+i0zGsuT+FqsamqIxr7mNAQ19Gtw7CcI3mqMj4bHrU9UKn0+HraqRlsDu747Nsr/949Dx6RcddjXyv45NVPXpPfzxa9ZbSejUnib0KsVpVRt/ZxN5hiCoiNjkbnaKg9yjfJKa/jr4fig6sl8yTYrnwaPBLl9/sPor3Y7nokeMWVUO5MEd6UraZr/cl80zHmrZljsa78xB7hyAqAUnsVYher9Coti+tG0pPZ3FtxWPZjZWgZ/yDzQNJyjaz+ngqmqZhtqp8HpmIm1GhX3jZjbXuEOrB6mOpmK0qZ9Pz2ZeYQ4fQogmePt6RQL9wH+r7Xr12oarSe/ji2aqPlNaFdJ6raqyqyqgBTdhzPMXeoYhK7kR0GnBhkpqYI3aNpX2oB6/2CGPu9ng+j0yi0KpS39eFDwbWJ9Sz7B5PPK5dDRZFJjLh51OYDDqe6ViT24Lc2BSVQVR6Pi/dXovtMZl8eyCFAotKz7re3H+bv0M8+cy70xB5NKsAJLFXOXpFIbyWD+2aBPH3kSR7hyMqsfRsc9FY9kowSc3PR8/zya5Enu9Ukx51vdGAZYfOMXVtFFO7h9HQv2xK0W5Oep7pGFJiWY7Zyvy/E3i2U03O5xXy7sYYZvWvR5CbkedWn8LX1UCf+lV7hja9uw+ebe6Q0roApCq+SrKqKo8OaiaPdBXXVGix/3PZswqsfLorkXYh7vSu74Ne0WFQdAxrHoC7k56Zm2LKdf+LIpNoEuBKh1BPNkRl0CTAlXA/FzxNBnrX8+bP0+nluv+K4N1psJTWhY0k9ipIryjUCvKgR9ta9g5FVHI5+Va7J/a4zAIKVY2QUqrcQz2diMsyk3GVsem34nByLhuj0nmyfQ0AzucW4uPyT0Wlr6uRc7nls++KYvAKxLNtfymtCxtJ7FWUqmmMHtAE4zUmBRHVW3p2AYYKmKTmaooTaXJO4WWvJeUUYlR0uBj/OY9zzFbyL+7afpMsqsbc7XGMahVkG7PubTKQmf/PjGyZBRZ8TFW7RdKv76OAlNbFPyQrVFGKToevp4kBnevaOxRRiaWk52Eo5+Fu1xLk7kTnME+2nM0oMab895NpHDuXx4BGvjjpiy5FeYVWHl1+nGd/OXXL+/3hUArOBqXEmPUuYZ4cSs4hIcuM2aqyMSqTrrWvPLFOZedStwVujdqj00tpXfyjat+qCh7q14j1u2PIzCm/+blF1RWXkk2HZjVQXNxR87Kv/Yab8NW+ZLZGZ5KWV1Sl/eq6sxgVHRO7hNiGlk3pFsqqo6ks2p3Ep38nogEmg8JznWrS96KOa3pFh5dJj59LyUtTep6FqX9E2f7eHpPF06tO0jjA5bLOcgDxmQX834Fz/Ld/3RJj1uv5uvBUh5pMW38WVYO2Nd0Z0LCKTlaj6PHrNxZNtUo1vChBp2nadUwPISorq1Vlw544Zn8Tae9QRCXUO6IWzw9vQ+zCFzAnnbF3OKIMebYbiF/fRx1iqJ4oW1IVX8UVP6+9eX37D2kSlc+JmHQAu3egE2VLcfXEt8dD9g5DVFKS2B2AVVV55oFWGPRyOEVJMclZaKr9h7yJsuXbcyQ6g1FK66JUkgkcgF5RCPJ15b7e4fYORVQymgZWS+WYpEaUDeca9fFo2Uva1cUVSWJ3EIqiY1ifhoQEuNs7FFHJ5BVqUmJ3GDr8+o8F9daHAwrHJYndwUy4v6W9QxCVTEZOIUafIHuHIcqAZ9s7MNUMl+Ft4qoksTsQg17htvr+9JQZ6cRFzmfkSYndARh8auDb5xFkIJO4FknsDkZVNZ4YfBseF2baEiIpNQe9iwc6g5O9QxE3S6cQeM9z6HR66TAnrkkSu4NRFB0uJgOP3X2bvUMRlUR0QtHENAZPPztHIm6WV8d7cK7ZQKrgxXWRxO6A9IpC73ZhdG5Rw96hiErgdHw6AAZPqY6vipwCa+PbY7iU1MV1k8TuoFRV4/kH2xDoUzbPuRZV14mYdDRNesZXSXoDgYOfB2lWFzdAEruDUhQdRoPClNHt0MuD26u1fLMV1Wr/x7eKG+fTbRhG/1Cpghc3RBK7AzPoFRrU8uahfo3tHYqwM3OhVSapqWKcQxrh3XkwOp1cpsWNkTPGwSk6Hff3DqdVQymtVWdZ+VYMPoH2DkNcJ52TicDBzxVNHSjEDZLEXg1oGrwwoi3e7s72DkXYSVpWPgYvmaSmatARePdzGDz9ZdpYcVMksVcDiqLD3cXIpBFtkI611VNSah4Gdx9AToDKzrvzENwatZekLm6aJPZqQq9XaNUwkMHdG9g7FGEH8clZ6PR69O7e9g5FXIVLvVb4yONYxS2SxF7NPDywCY1q+9g7DFHBzsRnAvJc9srM4B1E0NBJ0q4ubpkk9mrotcc6yvj2auZ4TBqA9IyvpHRGZ4IfeAmdwRmdIpdlcWvkDKpm9IqCm8nAtCc64Woy2DscUUHOpeejyVj2Sivgrqcx+tWU8eqiTEhir4b0eoUa/m689HB7mbymGim0SGKvjLzaD8K9aRfpLCfKjCT2akqvKLQI9+fJe1vYOxRRQXLNqiT2SsZUpzm+fUbbOwzhYCSxV2OKTke/jnUY0kN6ylcH6dlmjD7B9g5DXOAUVIfg+1+UeeBFmZPELnj0rqZ0ai5PgnN059Lz5NGtlYTBO4gaD72OzmCUznKizMkZJWwz04XX8rZ3KKIcxZ/LRnFyQefsau9QqjW9uzc1R05DcXaTdnVRLiSxCxRFh16v4z9jOxIgw+AcVnRiFiBD3uxJcXalxkOvo3f3lR7wotxIYhdA8TA4I2+N7yxzyjuokzHpABilA51d6AxOBA+bitEvRJK6KFeS2IWNXq8Q5OPKO091wdPNyd7hiDIWlZCBpmkYvKTEXuF0CoFDJ+Ec0lCq30W5k8QuStDrFWr6u/H2k11wdzHaOxxRhqwqWC0WDJ5SYq9oAXc9jWuDNtJRTlQIOcvEZfR6hVqB7rw1vrPMTudgCgplLHtF8+vzCB4teqDTyeVWVAw500Sp9HqFOjU9eXt8Z9wkuTuMzNxCDD7yXPYKoVPwv3McXh0G2TsSUc1IYhdXpFcU6tb04p2nukq1vIM4n5GPwSvQ3mE4PkVP4D3P4dG6r70jEdWQJHZxVXq9Qu1gD959uqt0qHMASam56F09QZFamPKi0xsJuu/fuDXtjE4nz2IQFU8Su7im4jb36U93laFwVVxMUhY6nU5moCsnOqOJ4AdfwbV+W2lTF3YjZ564LsW95Wc9dzs1/d3sHY64SWfiMwGZpKY8KM6u1BjxH0xhTaT3u7ArOfvEddPrFfy9TLz/fHea1vW1dzjiJhw/mwogPePLmOLqSY3Rb+Fco56MUxd2J4ld3BC9XsHkrOftJ7vQvU2ovcMRNyg734JqtcgkNWVI7+lPyMPv4OQfKkldVAqS2MUN0ysKekXHCyPaMqxPQ3uHI26QudAqJfYy4lwznNDH/ovBK1CSuqg0JLGLm1Lc23fknU14/sHWGPTS+7eqyM5XMXrLWPZb5da0CzVHv4VicpO530WlImNexC3r2bYWQb6uvPX5TnLyCu0djriG9OwCvGQs+y3xuX0YPt0eQNNU6f0uKh05I8UtUxQdTer48v5ztxPkK8/6ruySU3MxeEjnx5uhczIReO+/8en2QNHfktRFJSRnpSgTer1CkK8rs//VndYNpf22MotPyUFnMKK4eto7lCrF4FODkDEzcWvYzt6hCHFVkthFmdHri57p/sa4zowe0AS9Iu3ulVFUQgYgz2W/ES712xD62H8xegdLJzlR6UliF2VKuZDM7+sVzowJXQnwcbFzROJSJ2LSAOTxrddD0eNz+4MED3sZndFZOsmJKkESuygXOp2OBqHezHuhJx1vC7Z3OOIi8edy0VQZ8nYtBp9gQh55F++u96HT6WQ2OVFlyJkqyk3RZDYGpj7agScGN8egl9OtsrBYrDJJzVV4tOxN6Nj3cQqsIw9yEVWODHcT5Uq5cFEc2KUut9X3493Ff5NwLsfOUYlcsyqPby2F4uJOwMCncWvUHk3TJKmLKkmKUKJCKIqOsCAP5k7qQQ+ZitbuMnMKMfjIJDUXc6nbglrjPsQ1vC2AJHVRZUliFxVGr1cwGvVMGtGW1x/vKB3r7Ohcep484e0Cnd6IX59HqPHQ6yguHmXa633Xrl2MGjWKTp068cknnwCQlpbGpEmTaNSoEVOnTiU3N/emt79t2zaGDh3K3Llzyypk4QAksYsKVVw137phAPOn9Oae2+vbetKLipNwLge9yQ2d0dneodiVc0gjQh6fhWe7gQBl3kEuIiKCIUOGUKNGDcaNGweAj48P//rXvwB4+eWXcXW9+UmdOnXqRM+ePcskVuE4pI1d2IVer6DXw2N3N6N3u1p8+N1eTsam2zusaiMmKQsoei574fk4O0dT8RRXT/x6jcKjZS801WrXHu8nTpxg1qxZhIeHk5ycTN++fenbty9nzpxh0qRJmEwmmjZtys6dOwkNDeWDDz7g9ddfJzU1leDgYHJzcwkLCyM/P5+nnnqKmJgYpkyZQp8+fXjwwQf517/+RYcOHXjhhRdISkpi7ty5LFiwgMzMTNzd3UlLS+PVV1/Fzc2N2bNn8/XXXzN69GgOHz7M9u3b+frrr9HpdCxatIigoCBiY2MZPXo0rVu3ttt3Jq5OEruwK52uqO39veduZ9Xm03y15ih5BRZ7h+XwTsalA0XPZa9WiV2n4NG6D369RtlqKypiwpnY2FhbKR0gLy/P9v96vZ5nn32WZs2aUVhYSJ8+fejZsyd169ZlypQpPPnkk3zwwQe8+OKLLFu2jG+//ZaUlBQWLlwIwMiRIwkLC8NkMjFt2jRGjBhB7969SUlJISYmhj/++IMOHTrQqlUr2rZti7e3N40bN2bQoEEALFy4kK+++oonnniCf/3rX0RGRpKbm8v//vc/1q1bh7e3N6NGjWLJkiXUrFmTs2fPMmrUKP766y8UGQJYKUliF3anvzAM7q6u9ejWKoSPf9jHjkOJdo7KsZ2KzUDTtGo1lt25Rn38B4zHObhehfd4Dw0NZfbs2ba/Y2NjWb9+PQD+/v58/PHHfP/99xiNRrKyskhJSaFGjRoAhIeHExhYNIJh2LBhPP3007Rv3962rYtLzrVq1cLLy4v9+/dz+PBhJk+ezJw5c5g6dSqHDx9m5MiRAHh6ejJlyhQ8PDw4ffo0wcEl55ro3LkzAL179+b48eMkJiYyf/582+v+/v6kpqbi7y/9NCojSeyi0tArOrzdnXllTAe2H0zg0xUHSEnPu/YbxQ0rtKioVku1SOyKyR3fniPwaN0XNBWoXD3eZ82ahU6nY9q0aQCsW7cOq9Vqe93JyanE+teKvW/fvqxdu5aMjAzefPNNPv74Y7Zu3Yq3tzcACQkJTJgwgT/++IOgoCCWL1/Ozp07S2zj0n0CTJs2zbbv3NxcXFyk82tlJfUoolIp7kjXrkkQn77Uh0fvaoqbi9HOUTmmgkLVsXvG6xQ8Wvam1lMf4dGq94XZ4yrflLDp6em2pJuXl0daWtpV1+/YsWOJRLx3794Sr/fp04fVq1fj4eFh+/s///kPvXr1AiArKwtN02yvx8fHX3V/devWJTg4mB07dgCQn5/P448/ft2fT1Q8KbGLSqm4ev6e7g3o36kO3649xs+bz1BoUe0cmePIyrPg5e2IY9l1uDXphG+PhzD61rDrM9N37drFTz/9REJCAgsXLuTxxx8nPT3dNjxtxowZPPzww7z99tukpqbi7u6Ok5MTc+fO5d///jdLliwhKiqK999/n4kTJwLwwAMPcPjwYcaPH09QUBAeHh5s2LCBiIgIOnXqRNOmTQHo3r07UFSCX7FiBW3atAGgYcOGDB8+nCeeeILmzZtz+vRpoqOjWb9+PampqURFRbFkyRL0ej0REREYjUbmzZvHBx98wJ9//klWVhZTpkypVLUeoiSdpmmavYMQ4mqKT9HUzHyWrjnKn7tiUFU5bW/VzAldCffXEf3hWHuHUmZcG7XHt/tDOAXUQlNVmd9dVEtSYheVXnHJwMfTxHPDWvNgn4YsXXOUjXtikfx+85LS8mhcuyboFFvbc1Xl0qANvj1G4BxUB00tap+WpC6qK0nsosoontwmwMeVSSPaMvyORny55ghb98VLgr8JsUlZ6BQFvYcv1sxz9g7nprjUbYFPj4cw1Qy/KKFXvnZ0ISqSJHZR5RR3sAv2c2PKqHYk35XLjxtOsXZntIyBvwFn4jOBoklqqlZi1+FSvzXeXYbiUquJJHQhLiFt7KLKUy+cwuZCK79vP8vPm8+QcF6eIHct3u5OfDntTpJXfkD2oU32DueadM6ueLToiVf7gRi9gy7MGCfJXIhLSYldVHnFVfQmJwMDu9RlULd67DqSxI8bT7PvRIqdo6u80rPNF8ayV+4hb0b/UDwj7sSjRU90hn+GPkpSF6J0ktiFQykeJtemUSDtmgYTm5zFir9OsSEyloJC6zXeXf0UWtTKOUmNTsE1vC1e7e7Cpc5taFYrOr0kciGuhyR24ZCKE3xNf3cm3N+SMYOa8cfOaDbsieVETLp9g6tEcgqsmLwC7R2Gjd7DD/fbuuEVcScGT/9/2s8lqQtx3SSxC4dW3NHOzcXIXV3rck/3+iSn5rJ+dwwb98YRnZhl5wjtKz3LTKidJ6nRu3nh1rgT7rfdjim0EZqqwoXmFaluF+LGSWIX1UZxKT7Q15X7eoUzrG8jYpKyipL8njiSUnPtHGHFS0nPpU5Dvwrfr2Jyw61RR9xv64apdrOihRe68cr4cyFujSR2US0VJ/nQQHdG9G/C6AFNORGTxl+7Y9m8L57UzHw7R1gx4lNyUJrVQDG5o+Znl+u+dE4mXMMjcG/WDdd6rUEpmhjHNt2rzFAqRJmQxC6qNZ1Oh/5CQqkf6k39EG/GDm7O2cRMIo8ms/d4CofOnKfA7Jgd784mXBjL7hWAuawTu07BuUZ9XOq2wKVeK0whjdDp9SWHqemkql2IsiaJXYgLFJ3OVmqsHexJSIA7Q3o0wGpVORadVpToT6RwIibdYeaqPxmbDoDByx9z0plb3p7Bpwau9VrgUrclLnVboDi5FHWA0+lsJXNpNxeifEliF+IKDBeq6/V6hSZ1fGkU5sPIO5uQX2Bh/6lz7D2WwoFT54hOyqqyiT4mOQtNVTF43sSQN52C0bcGzsH1MNW5Ddf6bTB4+KJpKmiaLYFLIheiYkliF+I66HQ69Bfq7E3OBto2DiSicRCKosNcaOVsQibHotM4FZfByZh0YpOzsFgrf7JXVbBezyQ1igGngFo4B9fDKbguzjXq4xRYG8XoDIBmtaDTF11OdDpF2suFsCNJ7ELcBP1FPbedjHrCw3yoW9MLvV6HTqfDqqoknsvlVFw6ZxOziE7MJDY5m3PpeeRXsvb6PLP2zyQ1igGDVwBGn6ALpfG6ONcIx+gXUtQ+rmmgWm1JvNilfwsh7EfmiheiHFlVFbR/euED5BVYSM3IJzktl5T0PFIz8jmXkce59DzOZ+RzPiOPrNzCMo1DUXSYnPS4OBvw9TTh52XCz8sFPy8TA7vUxaRYUc156N28bY/J1TQVVFWSthBVjCR2IexE0zSsqnYh8etsCRWKbggKLf/8Zy60UmhRKSi0UmC2UlBoxVxY9K/VquFs1GNy1uPqbMDF2YDJ2YCzkx5nox4no97WX+Biqqqhqho6XckbDyFE1SaJXYgqStO0oifbaUV9AIpn2RNCVG+S2IUQQggHIvVvQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4EEnsQgghhAORxC6EEEI4kP8HjLL8zwS+TAgAAAAASUVORK5CYII=\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -342,7 +342,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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AGDp06E3braxevRouLi4YPnw4gNJ8eOqppyxXjpYtW4YePXqgbdu2AEq3+eDBgyu837Zt21raCkyfPt3yudWWsv1z4sSJltwLCwsr1+D1ww8/tFzNcXJyQv/+/S1Xbq+nbFtMmTLF8tiECROwa9cuxMbGIj09HbIsWxpKenl5YenSpZZlDQAsO19hYeFN38iFCxegKIrlCw4AiouL4efnh5SUFMtlQm9vbxiNxpuuryYuXLhQYacr+xEAACUlJZg7dy4iIyNhNBqRk5OD1NTUG64zJiYGxcXFWLp0abl7qz4+PhUaE1xPXl4eEhISsG7dOmzbtq1cPfn5+QCAjh07Ijg4GD///DOmT5+On3/+GSNGjCj33pKSksrtIJmZmQgODq5SDQAQGRlZoQFMkyZNkJSUdN3n9OvXD2FhYRg5ciT69u2L4cOH4+67767S65X9mKiKJk2alPt3s2bNsGnTpio/v6ouXLgAX19fODo6Wh4LDAyELMu4ePFiuQZKjRo1svx/Z2dn5OXlXXe9BoMBX375Jfbt2wedTmf58k9LSyu3ja7+AnNwcKjwOk5OTpbXKdv3mjdvbvm7Xq9HQEAAzp8/X+71b1TrrWz3yMhIy2uVKftxVRXXNqqpynF0s+O3qoYOHYq33noLf/75J4YPH47169dX6V73tftrVY7byly4cKHcpXWg9NK4wWBASUmJ5Xvw2s+oOs+9dnuX1Vu2Dr1eb/nuBUrb3Tz00EM3/QyuXW/Z+8zNzUVqamqFWwQ32ycuXLhQ4Tldu3a94fvNycmp0Ki0ss+qNlV2rAGwXM4GgKSkJMybNw+ZmZkwGo3l7ktfz4ULF6DT6fDss89aHjObzQgICEBKSgq6deuGUaNG4V//+hfCw8MxfPjwct/7BgAIDg6Gq6srLl68iEGDBt30zXh6et70bEav1990PXVt6tSpCA4OxsqVK2FnZ4f9+/dXaScFgFmzZlXpF+aNTJky5YaN0UaNGoV169Zh+vTp+PPPPys0Ohg5ciRmzJhRoxqqy97eHsuXL8fx48exbt06vPbaa1i9ejXWrFljaSl9PXW5zcvur9Wlq+uXJAniBl3058+fjx07duD777+Ht7c3AKBNmzYVnlPZZ6LTletteMPXqWqtdaE66732PZWpjePoZpydnTFkyBCsW7cOPXr0QFFRUYVQqMz19tebHbeVCQkJueXvxOo+t2y73Mp+c62rt9vN9vmrX7smevfujfnz599wGbXzIz4+HlOmTMGMGTMsjcYWLVqEAwcOVOn5K1asuO57WLBgAaZOnYp169Zh4cKF+OKLL7B27Vq4ubmVdnvS6/WYOHEiNm/eXOkKpk2bZvkAQ0JCkJqaWu4XeVnrbLPZfNNCr96gNzoDqYqQkBBcvny53GObN2/GxYsXkZmZiYsXL+KOO+6wXDIrKSm5aT3NmzeHvb09oqKiyi23evVqHDx4sEp1ubi4oEmTJhXWsWnTJvz++++Wf48YMQKxsbFYs2YNWrRoUe6WQUhISIXn79u3r1qXrFu2bFnh80lMTLzhcyIjI3H+/Hl06tQJc+fOxffff49jx45ZLt9e/XkVFxdX+plWxbV1XL582dLoAyj/ax1Apf2kq7Ivle2vV1/9iY2NhV6vt1xGuxWHDh1Cjx49LGF89e2aW1W278XExFgek2UZ8fHx1WpQeCvbvWXLlpbXKpOQkFDl17xWVY6jGx2/QPmwMJlMN/yMx44diz179mDJkiUYNWrULdVc1eP2WiEhIYiJiYGiKJbH0tPT8cYbb9z0NWvy3KvXce22y8jIqFHvCVdXV/j6+lZ7PwoJCakwrsOJEyewfft2y9+v/XzPnz9fpe5DV+8PiqKgoKDgps+5nrL989r398UXX6CwsBAnT55EUVERhg0bZvnbtd91V9djNptRVFSEkJAQKIqC6Ojocsu+/vrryMzMRHJyMo4ePYqQkBDMnj0bv/76K1JSUrB3797SdZY94ZlnnoGDgwMWLFhgCVYhBFatWoULFy5YfiWMGDECfn5+5a57f/XVV9DpdDc9gwJKr5nn5OTAbDZXaMVZXdOmTcPff/9tuZeSlJSE9957D15eXvDw8ICPjw/2799vWb6yjvFl9aSnp+Phhx+Gg4MDHnnkEaxZswbZ2dkASlvprly5slpf4NOmTcOGDRssX2oZGRlYvHgxQkJCLMsEBASge/fumD9/foXPYtq0adiyZYslCAsKCrBw4cJqXbKePHkyjhw5YukMf/nyZcuBcT3Hjx/Hp59+avmlbDabYWdnZ7nE7OXlZflc3nnnHezevbvK9Vz7OmV1RUZGYseOHeUuY4WGhuLo0aMASi/hbd26tcI6qrIvjRgxAo0aNbKcgZSUlGDlypUYP358jfrTtmzZEseOHbMEfW0MulC2733zzTeWL5t169ZBp9NhwoQJVV5PZdt9z549N3xO7969y3VRk2W5Qgvl6qjKcXSj4xcovRKXm5sLIQS++uqrG97H7d69OwICArB+/XoMGTLkluuuynF7rcmTJ6OwsNBSnxACn3zyieV93EhNnlumZ8+e6NKlC5YvX2557Msvv0RKSkqV11GZhx56CBs2bEBmZiYA4Pfff0dWVtYNnzN58mTk5uZa2gmYTCbMnz/fkg1Tp07F6dOnsWvXLgClx+OHH35400vBQOlleJ1Oh5ycHJw8ebJGgwtdfayVHcM7duzAn3/+CUdHRwQHB1taUwOl95yvvX9cto2ys7Pxxx9/4MMPP7RsiyVLllh+ZP3222+4dOkSPD09ER0djQULFljCXVEUCCEsl84lcdU1iuLiYnz++efYtWsXjEYjTCYTWrVqhenTp5e7d1DWjSQ5ORnu7u4IDg7Giy++CCcnJ6xbtw5Lly5FfHw8OnfujGeffRZhYWGW527evBkLFy6Eu7s7Ro4ciZYtW1q6qnTq1AmzZs3C+vXrLfdwgoODMXfuXKxduxabN29GTk5Oua4bV3eb0Ov1ePbZZy2NaA4dOoR58+ZBURQEBARYumuEh4fjww8/hJeXF1atWoU1a9bA1dUVU6dOxV133QWz2YwPP/wQf/75J3x8fGA0GvHCCy+gQ4cOlW7cxx57DMeOHYObmxtGjx5tucy8fPly/PDDD/Dw8IBer8cTTzyB22+/vdxzf/jhByxatAjbtm2rcNnvp59+wrJly+Ds7AxJkjBx4kSMHDkSubm5eOqpp3Ds2DEEBATgoYceum5f8R9++AFLliyxdH/x9PTEhg0b0K1bN8yfP9/S7SkgIACTJ09Gnz59sHDhQiQmJsLBwQHFxcV48sknLY0q0tPT8cQTT8BoNMLV1RWLFy/G7NmzsXPnTri5uSEkJMSybS5evIi5c+fiwIEDaNu2LZ588kls374dO3bsQI8ePeDi4oLIyEhLt6epU6da6r58+TJmzpwJRVHQvHlztGnTBosWLULnzp2xZMkSODs7V2lfCgsLQ3R0NN58801kZmaipKQEYWFhmD17NhwcHLBjxw68//77OHv2LMLDw7Fo0SLMnz8ff/75J9zc3Mp1x7pacnIy5syZg6ioKISEhKBdu3ZYvHgx2rZti1mzZuHUqVP49ttvkZOTg0GDBuHxxx/Hyy+/bKnt7bffxtKlS7Flyxa4ubnh/vvvx+OPP15pt6eXX37Zck+4rEtYQEAAnn76aej1enz00UeIj49H165d8dVXX5Xb7mXd3VxdXXHu3LlyX9rXKuv2lJeXh0aNGmHo0KGYM2eO5bPcsmVLuWNw3rx5eOGFFyzbd8CAAeW6wlTlOLrR8WsymfDEE08gNzcXjo6O+PDDDzFr1qxKjzWgdJCfsvt+N3L1Z9itW7cKozxd77i9ustUQEAAmjZtimXLlgEo7erz7rvvorCwEI6OjggLC8Ozzz4LvV6PpUuXWvaF0NBQzJs3r9y9y6o+d9CgQXj11Vfx1FNPWT7zWbNmoU+fPpauNjExMXByckLbtm3x8ssvw2g0Wro9AcCAAQMwefJkvP766+X2xZ9++skyAt+IESPw4osvwmw2491338Vff/2FFi1aoGfPnti1axf69OmDJ5988rqfb9n7KSkpgU6nw+jRoy3dmgBg586dWLhwIXQ6HYxGI4YMGWJpTPjWW29Z2pIEBwdbjvUy//3vf7F9+3Y4OTlh9uzZiIiIwHfffWfJmyVLllS6jaZMmYKIiAi4ublZumyVdcvbvn07PDw84OLigtdff92Sdd9++y2WLl2Kxo0bW66E7dmzB/3798f7778PoLTbXWRkJBwcHPD2228jODgYaWlpeOutt3Du3Dl4e3vDx8cHc+bMgbe3N1JTU/HBBx/g3LlzcHZ2RkFBASZNmmS5RVIukInI+pWUlKCoqMjSjxYAXn31VQghbhpW1uzVV1/FmDFjyjUioluXl5cHOzu7ciORDRkyBE8//TRGjhypYmW2q/KWGERktaKiovDMM89YGsIlJyfjr7/+sskv0f379+PIkSPIycnBhQsXGMa1aMOGDeVuTe7atQtZWVno16+filXZtpvf9CUiq+Lr6wtPT09MmDABjo6OMJlMeOmllxAeHq52abUuNzcXc+fOha+vb52MddCQdezYEe+//z4mTpwISZJgMBiwbNkyy4hTVPt4yZqIiEgDeMmaiIhIAxjIREREGsBAJiIi0gAGMhERkQYwkImIiDSAgUxERKQBDGQiIiINYCATERFpAAOZiIhIAxjIREREGsBAJiIi0gAGMhERkQYwkImIiDSAgUxERKQBDGQiIiINYCATERFpAAOZiIhIAxjIREREGsBAJiIi0gAGMhERkQYwkImIiDSAgUxERKQBDGQiIiINYCATERFpAAOZiIhIAxjIREREGsBAJiIi0gAGMhERkQYwkImIiDSAgUxERKQBDGQiIiINYCATERFpAAOZiIhIAxjIREREGsBAJiIi0gAGMhERkQYwkImIiDSAgUxERKQBDGQiIiINYCATERFpgEHtAojoH0IIyIoAAOh1EiRJqrV1y4qAEAJCAJIE6CQJOl3trZ+IaoaBTFSPZFmBAGDQ/3NxSlEEcvJNSM8pRFpmITJyipCRU4TM3GIUmWSUlMgoMSsokRWYyv6/5b/Sf5vMCsxmBTqdBEd7A5wcDHByMJb+r70Bjg5GODv887ijvQHOjka4O9uhsY8zvN0dLeGsKAKKIqDX1+4PAiK6MUkIIdQugsjWlJ3plgVvYbEZ0QnZSEjLR3JGwVX/5SMjuwiKykehQS/B19MJTXyc0djHGY29ndHE1wVNG7nA19MRel3p+1BEaVhf/YOCiGoHA5mohioL38i4LJyPzcTFuGxcvJyFpIx8WOuRptNJ8PVwRGOf0pBuGeCOdkFeCPB1gSRJkBUFACyhTUS3hoFMVE2yokAnlV7OLSw24+LlLJy/nImLcVmIvJxt1eFbHY72BrRs6o7WgZ5o09wTHYJ94OpsV+EHChFVDQOZqArMsgKDXofiEhnHzqXg0JlkHL+YhsS0fLVL05QAXxe0b+mN9sHe6BTiC083ByhXrsezARnRjTGQiSohKwoklLZCTkzLx/5TiTh0JgWnLqXDLCtql2c1/Lyc0L2dH/p0bIJ2Qd6QpNL70Ly8TVQRA5noirKz4BKzjIiLaTh4OhmHzyYjKb1A7dJsgpuzHbq380efjo3RpU0jGPQ6y2dORAxkauBkWYFer0NeYQl2HInDgdNJOBmZjuISWe3SbJqjvQHd2jZC7w6NEX6bP+ztDAxnavAYyNTglA2OAQBHz6Xgj/0xOHA6mZeiVWI06NApxBe9OjRG7w6N4eJkB1lReFmbGhwGMjUYZWdgyRn52Lw3BlsOXUZGTpHaZdFVDHoJPds3xvDbg9A+2MdyBYOoIWAgk01TFAFJAkxmBTuPxuHPA7E4HZWhdllUBYF+rri7dwsMDg+EvVEPIdhSm2wbA5lsUtnZ8NnoDPy+Pwa7jyegsNisdll0Cxzs9BjQtSlG9A1GoL8b7zWTzWIgk02RZQWSJGH7kTj8uPUCYpJy1S6JalHbFp4Y3jsIt3cOuDI4CzjeNtkMBjLZBEURMMsKNu+NxoYdkUjNLFS7JKpD7i52GBzeHKP7t4Srsx0kMJjJ+jGQyaopikCRyYwN2yPxy65LyC0oUbskqkf2Rj2G9m6B++5sDScHI+8xk1VjIJNVKgviH7dexC+7LqGgiPeHGzJHewNG3B6M8XeEwM6oh57BTFaIgUxWRVEECk1mrGMQUyWcHY0Y078lRg9oBYNeYl9msioMZLIKsqxAEQI//H0BP+2IZBDTDbk522H8oBDcc3swdBLYl5msAgOZNK1sxKY9EQlY9vNJNtaiavFyc8CEO1vj7p7NATCYSdsYyKRJZbtlQlo+Pv0xAscvpKpcEVmzRp6O+Nc9t+H2zgGQFcF7zKRJDGTSHFlWUCIrWP3bWfyy6xJkhbso1Y7OrX3x9PhOaOTlBB27SZHGMJBJM8rGLf77YCxW/HoaWbnFapdENsig12HswFa4f3BrSJLEUb9IMxjIpDohBCRJQlR8Nj7+8TjOxWSqXRI1AH5eTnhyXEd0a+sHRRHsw0yqYyCTqmRZQXGJjC83nsKf+2PAq9NU3/p3bYppYzvC0U7PRl+kKgYyqUYIgVOX0vHemsNIz+Y0iKQedxc7PD66A/p1acqzZVINA5nqnSwrAICVv53Bhm0XeVZMmtE91A/PTOgMN2c7ni1TvWMgU71SFIGkjHwsWHkIkfHZapdDVIGLoxEvTOqK7u381S6FGhgGMtWLssuAv+2Jwhc/n0Jxiax2SUQ3NLp/SzxyTzsA4BCcVC8YyFTnZFlBYbEZC789igOnktQuh6jK2jT3xMsPh8PdhZewqe4xkKnOHTufgg++PoJM9ismK+TqZMQLk7ohLNRP7VLIxjGQqU7IigIhgC83nsIvuy6BexlZM0kCRvdvhUeGt4OA4CVsqhMMZKp1sqygoNiMucv2cZAPsimhLbzw4sPd4c5W2FQHGMhUq2RFQWJaPl5fuhcpnJmJbJCbsx1mTuqKrm15CZtqFwOZao0QAkfPp+Ldrw6isJjzFZPtkiTgvjtb44G7Qy1DvxLVFAOZas0vuy7h859OQuFIH9RA3NE9EDMmdAYAju5FNcZAphopC9+lG07g191RKldDVP+6tW2Elx8Jh14n8b4y1QgDmW5Z2bzF76w4iCPnUtQuh0g1Ic08MPfxXnCyNzCU6ZYxkOmWyLKCjNxi/OfzvYhNylW7HCLVNfZ2xrwne8PbzYGhTLeEgUzVJisCkXFZeOOLfcjOM6ldDpFmeLjY4z9Te6JFEzf2VaZqYyBTtSiKwInINLz5xX6OR01UCQc7PV5+JBydQnzZ0IuqhYFMVaYoAkfPp+Ct5QdQYlbULodIs/Q6Cc9M6Iw7ugeqXQpZEQYyVYmiCBw8nYx3Vx6EWWYYE1XFw8PbYfygELXLICthULsA0j5FCOw7mYgFqw5BZh9joir76tfT0OskjBnQSu1SyAqw1QHdkKII7I1IwHyGMdEt+XLjKfy+Lxq8GEk3w0Cm6yq7TP3f1Yc5+hZRDXyy9jh2HovncUQ3xECmSimKwNFzKXh35UGeGRPVkCKAD74+gsNnkxnKdF0MZKpAvtK16a0VB9iAi6iWyIrAO18dxKlL6ZAVHldUEQOZypFlBediMvDmF/vZtYmolpWYFbzxxT5ExmVD5o9dugYDmSxkWUFqViEH/SCqQ0UmGa8t3Yu4lDyGMpXDQCYApfeMi0tkvL50L/IKS9Quh8im5ReW4JUlu5GcWcBQJgsGMkEIAQGBt1YcQEJavtrlEDUI2XkmvPLpbmTnmRjKBICBTAAkScInayMQcSFN7VKIGpS0rCL8Z9leyIpg62tiIDd0Qghs2H4Rf+yPUbsUogYpKiEHH3x9hBNREAO5IZMVBYfPpmD5xlNql0LUoO2OSMA3f5zlaF4NHAO5gZJlBfEp+Viw6hB4pYxIfd/8cQ77TyZxIJ4GjIHcAMmKgvwiM/6zbC8Ki81ql0NEAIQA3v/6MBJS2R2qoWIgNzBCCAgFeGPZPqRmFqpdDhFdpcgkY96X+1EiK1B4+brBYSA3MJIk4dN1x3EuNlPtUoioEglp+aWNvCQ28mpoGMgNiCwr2HciEX/sj1W7FCK6gb0nEvHj1gts5NXAMJAbCEURyC0w4aPvj6pdChFVwcpNZ3A6KoP3kxsQBnIDodNJeP/rI8gt4LCYRNZAUQTeXXkQhSaZg4Y0EAzkBkBRSgf/OHY+Ve1SiKgasnKL8fHaYxw0pIFgINs4WVZwOSUXKzedUbsUIroFu44lYE9EAi9dNwAMZBsnBLBg5SHObUxkxT758TgKi83sCmXjGMg27ouNJxGbnKt2GURUA9l5Jiz+4Ti7Qtk4BrKNkmUFR86l4JddUWqXQkS1YHdEAnYfj+elaxvGQLZBiiJQWGzGwm+OqF0KEdWiT36MQAEvXdssBrIN0ukkfLz2OLJyi9UuhYhqUU6+CYt/OMZL1zaKgWxjZFnBycg07DqeoHYpRFQH9kQkYtcxXrq2RQxkG1M6VnWE2mUQUR36dN2VS9ccMMSmMJBtiKwo+GXXJcQmsVU1kS3LyTfh4x+Oc8AQG8NAthGKECgoMuPr38+qXQoR1YPdEQk4HZXOS9c2hIFsI3SShOUbTyG/yKx2KURUT5b9dBJ6Pb/GbQW3ZA2UlJTg888/R+fOnXH+/PnrLrdp0yY8+eSTeOWVVzBnzhyUlNTuBA+yrCAyLgt/HeS0ikQNyYXLWdh+NI5nyTaCgVwD33//PcLCwlBYWHjdZZKTk/H222/jvffew1tvvQWdToc1a9bUah16vQ6f/BgBdk0kanhW/noaPPRtAwO5Bh544AF06dLlhsts2rQJXbt2hbOzMwBg4MCBWL9+fa3VIMsK/j4Yi/OxmbW2TiKyHimZhfh5RyRktri2egzkOhYfHw8fHx/Lv729vREXF1dr6zeZFaz45XStrY+IrM/3f19AkckMwctkVo2BbMWEEFiz+Syy8jgiF1FDll9Ygq83s4eFtWMg17GAgACkpaVZ/p2eno6AgIAar1cRApk5xfh1NyePICJg054opGQWcrAQK8ZArgN79+5FdHQ0AGDYsGE4cuQI8vPzAQBbt27F6NGja/waEoBv/zwHM1tXEhEAsyywfOMpDhZixRjINXDo0CG88cYbAIDPPvsMv/32GwBg+fLl+PvvvwEAfn5+mD17NmbOnImXX34ZZrMZkydPrtHrKkIgM7cYfx5gNyci+sfuiAScj81kNygrJQm2ArA6QggsWReBTXui1S6FiDTmtmBvvPv07WqXQbeAZ8hWRhECWbnF+GM/z46JqKJTl9Jx4XImZIVnydaGgWxlJADf/32e946J6LrWbb0IvY5f79aGW8zK5BeW4E+eHRPRDew5kYi0rEL2S7YyDGQroigCP+2IRHGJrHYpRKRhiiKwYftFDqlpZRjIVsQsK+x3TERV8sf+WBSb+OPdmjCQrYQsK9i8Nxq5BbU7UxQR2abCYjM2741mFygrwkC2EpIk4acdkWqXQURWZOPOS5AkDhRiLRjIVsAsK9h/KhEpmdef5pGI6FqpWYXYeTyevTKsBAPZChj0OvY7JqJbsmFbJAx6ftVbA24lK5CVV4wj51LULoOIrNDFuCycjkrnvWQrwEDWOFlW8NeBWM7gQkS3bN3Wi9DzLFnzuIU0Tq/X4S9OIkFENXDwTDJy8jlvutYxkDVMUQTOxWQgPjVP7VKIyIopisCWQ5d52VrjGMgaJknAH/tj1C6DiGzAlkOXedla47h1NKzErGDnsQS1yyAiGxCVkIPY5FwoHN9asxjIGmWWFew6Ho/CYrPapRCRjfjrQAw4wLV2MZA1yqDX4U825iKiWrT9SDw4cJd2MZA1SAiBlMwCnLqUrnYpRGRDMnKKcCY6g90oNYqBrEGKEPhzfwx4q4eIatv2o/EAz5I1iYGsQXqdDvtOJqldBhHZoD0RCcxjjTKoXQBVlJVbjOjEHLXLKKcoOwHp5/9ASX4aIJX+jnNr2g2eQbdD0ukBAGnn/kDO5UPQ2zmWe67O6IhmvabdcP0FaZGIP7gcds7eFf5WUpABR+9gBHT/FwDAlJ+OlBPrYC7OBQB4hwyCa5PO5Z6Tl3QSKac2okX/mdAZ7G7pPRPZoqzcYpyOykBoCy/odIxmLWEga4xZVnDgtLbOjksKMxG37zM4+7ZB837PQdIZUJgZi7i9SyCb8uEbOsyyrHebu+DeLOyWXsfBvSma9S4f3IpsxqW/5sEtoKvlsaSj38DJpyV82g5FcU4iYnctgp1rY9i7+pU+x1yElJM/oVGHMQxjokrsOBqH0CAvtcuga/CStcYY9DocOpOsdhnl5CefhVJSCM+W/SDpSn/DOXoGwsk3BDlxh2vlNexcG8ErZFCFx/OSTkDS6eDi3x4AIJcUoSgrFq5NugAA7N0aw87VDwVpFy3PSTv7Oxw8AuHi165WaiOyNXtPJELH5taaw0DWGFlRcOx8qtpllHflwBVK+WH3hKKgtlqeGexd4ezbusLj2TH74N4s3HJZvGyydSHkq+qQLY8XZV1GTvwRNGo/slbqIrJFmbnFuJycq3YZdA0GsoYoisCZ6AzNDQbiFtAZdq5+SD//J+SSQgBAXvIZFKRdgGdwv3LLFqSeQ9y+pYjevhDR2z9AysmfYC66tfvhprwUFGbGwL15D8tjOoM9HL1bIit6N4RQUJB2ESX5aXDybQOhyEiOWAvv1nfB4OB+62+YqAE4ei4FZo5trSm8h6wxB09r63I1AOgMDmja8wkkR/yAyD/mQm/nBKEo8Os4vtz9Yp2+9H6tf5dJMNi7oKQgA4lH1iBm54cIvP0ZGB09qvW6WTH74NyoDYyOnuUeb9xlIlJPb0T0tveht3NCk+6PwM7ZGxmR2yDpDPBo0QvZsQeQFb0HAODRog/cA7vX7EMgsjERF9Mwsl9LtcugqzCQNUSnkzR3/xgATHmpiNv/ORzcm6Ll4Negt3NCYWYsEg+vgrkoB95X7v16tRpQ7nlGJy/4dboXMds/QMaFv+HXcVyVX1ORS5ATdwSNu9xf4W8GBzc07vpAucdKCjKQcWELmvaahsL0S0g9swnN+84AAMTs/BBGZy84efPLh6jMycg0KIpgS2sN4SVrDcnMKUJskvbu66Sd+x3mwmz4dRwPvZ0TgNJGXZ7B/ZB+bjMKM6Kv+1x7V3/oDA4ozKzerFV5iRHQGx3gVMl95cokn1gP98BwOLg3QU78Ubj4t4PRyQtGJy+4+LVDTtzRar0+ka3LLzIjKjEbgiMQaQYDWSPMsoL9p7TV3amMKTcJejtnSxiXsXPxBQBL2JqLrvNjQpKq3fgrK2Y/3AN7QJJuvovmxB+DKS8F3q3vulJHNgz2bpa/GxzcYC7KrtbrEzUER8+lQuYwmprBQNYIg16Hw2e1d7kaAPR2LpBLCqCYi8s9XlKQeeXvpUF96a83KwSfKT8dSkkhHDyalntcNuVDKJU3XivOTUJxdhzcmt38vq9cUojU0z+jUftRlj7HBntXyKb8cq9lsHe96bqIGpqIi6kwcI5kzeCW0AhFETh+IU3tMirlGXw7IARSTm2EUEq7G5ny05F5aTsMjh5w8e9gWTbt7GYocgmA0rBMObEOOoMDvFr908e4pCADl/56C/EHv6r09bJj9sPFvz0M9i43rS3tzK9w9Awq1+fYxb898pJPQzYVQDYVIC/5DFwad7jBWogaptNRGZAVtrTWCjbq0oj41DzNdXcq4+LfHk17Po6MyK2I3v5+6eAgQoFzo7bwajUIeqMDAMC/y0TkJkQgdudHgAQoJUVw9GqBwNunWy5vA4CkM0JndITBwa3CaylyCXLijyCg+yM3raswIwq5CRFoMWDmNfXehuLcZFze8wkAwDOoD1z8QmvwCRDZpmKTjPOxWWjb3NPSl5/UIwne0VedWVaw7XAcPvyODY+IqH5NGtIGE+5oDT0vXauOW0ADdJKEyPgstcsgogYo4kIaw1gjuBU0QKeTcDEuS+0yiKgBOhuTCZkjdmkCA1kDFEUgKkFb0y0SUcNglhUkpOXffEGqcwxkDUhMz0exSb75gkREdeBSQjZbW2sAA1llsqzgXEym2mUQUQMWm5gLsHmv6hjIKpMk3j8mInXFJuewYZcGcAuoTKeTEMlAJiIVxSRqbwz9hoiBrDIhBC7Fc5xlIlJPckY+Ssxsx6I2BrLKktLzUcQGXUSkIkUAcSl5apfR4DGQVSTLCs7FskEXEakvKiEHZvZHVhUDWUUCQEIq+/8RkfpiknLA4azVxUBWkUGvQ0pmgdplEBEhNikXeh0jQU389FWWnM5AJiL1xSRxtEC1MZBVlswzZCLSgNTMQhSXsIGpmhjIKlIUgfTsIrXLICICAGTlFqtdQoOm6UBOSEhQu4Q6lZlbBEXheHVEpA1ZuTxBUJOmA/npp59Wu4Q6lZpZqHYJREQWGTnFUARPEtRiqM8Xe+ihh6q1fExMTB1Voj5FEUjLZiATkXZk5xVDUQR0evZ/UkO9niGfOHECQogq/2fLZEUgM4f3a4hIO7Lzijnrk4rq9Qy5efPmWLVqVZWXHz16dN0VozJJAjJyeL+GiLQjO88EnY5nx2qp1zPkhQsX1uny1sSg1yGTDSiISEOy84sZyCqq10AOCgqq9PHExERs2LABa9asAQBERUXdcHlbwTNkItKSrDzeRlNTvV6yvpaiKHjzzTfx3XffQVEU+Pj44IEHHsDHH3+M2NhYLFu2DG5ubmqWWKfyCkrULoGIyCKb/ZBVpWq3pyVLluDPP//E9OnTsXjxYnh4eAAAFixYgF69euF///ufmuXVuRIzZ1YhIu3IzjepXUKDpuoZ8s8//4w1a9agefPmAICPP/4YAKDT6TBjxgyMHz9ezfLqHKc6IyItyWEgq0rVM2S9Xm8J48r+VlJi25d0eYZMRFqiKAL5hbb9vatlqgayyWTC5cuXK/3b5cuXYTLZ9q81BjIRaU2Ryax2CQ2Wqpeshw0bhkmTJmHKlCno2rUrSkpKcP78eZw+fRqffPIJRo4cqWZ5dY6XrIlIa2SOr68aVQN5+vTpiIyMxPz58yFJEoQQGDVqFADgrrvuwpNPPqlmeXWOZ8hEpDWc8EY9qgay0WjE4sWLsW/fPuzZsweZmZnw9PTE7bffjvDwcDVLqxclZs49SkTawkBWj6qBvH79eowZMwY9e/ZEz5491SxFFWaZOz4RaQsvWatH1UBeuHAhgoKC0LlzZzXLUAUvV1NtsTPo8N6MfsgvKuHUeVRjPh6OapfQYKkayLIs4/3330dGRgbGjRuH0aNHw8vLS82S6o3MBl1USx4e3g4tmrhBkv4Zgzi3OI/hTLfEzsixrNWiaiD369cP77zzDmJiYrBu3TqMHz8e7du3x7hx49CvX79yXzC2hi2sqbas+u00Boc3haODPcxyCQx6I8yKjG1Re7Eteh8Sc5PVLpGsyPt3v4Zm7o3VLqNBkoSGJh5WFAU7duzADz/8gFOnTmHMmDF49tln1S6rTuTkF+OB1zarXQbZiOaNXfHRc/1gSr6E3ONb4NZ9GAzeAdDr9IjMiMGWS3uwJ/YQ8ksK1C6VNO5/Q/+DJm5+apfRIKk+MMjV0tLScO7cOZw/fx5JSUn4+uuvVaqs7tkbVb04QTYmJjEXi9aegH3jVrD3D0b80udx+f1HkLXvZwTaueOxbvfj89EL8ELvqejauD10kqqHPmmYXsd9Qy2qpsJ9992HH3/8EVu2bMHatWuxa9cuyLKMnj174rnnnsPgwYPVLK9O2dvpoZMANmik2vLXwVjcFuyFO8PvQnFiJHKP/YWMv79Cxt9fwegbCK8BkxAW1AE9m3VFbnEetkXvw/aofYjNjle7dNIQnaRXu4QGS9VL1mFhYXBwcEBaWhr8/f0xduxYjB07Fk2bNlWrpHp1/5xNHDeWat3i/xuAwEYuSFg1B8Xx5yv83bldH3j0HA1Do0Do9QbEZsVjS9Qe7Io5iJziXBUqJi1ZMvIdeDl6qF1Gg6RqILdv3x6DBg3C+PHj0bdvX5tuxFWZKfP+QGpmodplkI1xsNPhq9fugp1ShPhlMyHnZVa+oMEOnn3GwqXjIOhdPSGEwLGk09gWtReHE07ArHBM44bo81EL4O7gqnYZDZKqgfzQQw9h5cqVar286p55byuiE3PULoNs0NWNvBJWvQrINw5Xg6cfvAY8AIeWXWCwd0KBqRA7Yw5gW/ReRGbE1FPVpAVrxn8Eo96odhkNkmZaWScmJiIzMxPt2rWDoijQNYCGBbMX78TpqAy1yyAbdWf3QMyY0Am5x/5C2m+fVfl5jq26wfP28TD4B8OgNyAxNxlbLu3Bjpj9yCzMrsOKSW0OBnusHPc/tctosFRv6rtp0yb873//w+XLl+Hj44OdO3fi3//+N/z9/fHvf/9b7fLqlJMDf4VS3SnXyCvpEnKP/lml5xVePIzCi4cBnQHuPUfCu8tgTOw4ChM7jsLJ5HPYGrUXB+OPwSRrt/2DKbMQ5z4+ADuviqNOBQxrDZcWHtd97ukP9kBn1EHSlz8pkIvMKMkuwm2zbofB2Q5CEUj8KxI559IgSRKcA93RZGgIdMZ/GkXJxWacW7QfTUe0gVsbn1p7f3XF3cFN7RIaNFUD+ffff8fMmTPRo0cP9O/fHzt27AAAzJgxA2+88Qa+/PJLTJkyRc0S65Szg+q/h8jGffjdMYQ080Dg3VNhSolFcfy5qj9ZMSN7zzpk71kHnas3vAdMRGjrcHTsFYoiczF2xx7C9qh9OJt2se7eQA04NnFFqyldb+m5wZM7wc6zfJjH/XoepoxCGJztAADphxOQcyYNIdPCoDPoELn8KJK3R6PxnS0tz0n6+xKcmrpZRRgDgAfvHatK1evCn332GT7++GOsWLECr7zyCpycnAAAzZs3x8KFC/HLL7+oWV6dEkLwDJnqxf99tAOFxWb43zsbehfPW1qHkpuO1I2Lcfn9h5Cw6jWI+IvoHxiON+6YiY/vmYfxtw2Hr7N3LVeujoChIdBfCd0yiklG5vEkeHcPsDyWdzEDbm28obc3QNLr4N6+EXIv/HMLqiA+B5nHkxAwrHW91V5TbvYMZDWpGsgFBQUYNGhQpX9zc3ODotju8JKyIuDEM2SqB0UmBbM+3g3YO8Pv3tmAvmb7XVHsKSSufg2x8ych7fcv4F5UjHHthuLje+Zh7qCZGBDUCw4G+1qqvv65h/pCb1e+L27WyWTo7fVwa33Vjw4dIK4eSEAWlm9UISu4/NNZ+A8KhtHNej4LDwc3aKRZUYOkaiKYTCYUFxfD3r7iDltQUIDsbBtuQCJ4D5nqT0xiLhavPYEZEzrBZ8hjSNu0pBbWqiDn0CbkHNoEnZMbPPvdh1ahfdC2+4N4rNtE7Lt8BNuj9+FkyjlVvuTNeSbE/ngaxWkFMBeWwMHXGT49m8K1ZfUnsEk/lADvsABIun+6Zrq18UHin5Hw7RMIvb0BGceT4HFbIwBA6t446PS6cmfU1sDdwQ2ykGGQeLKgBlU/9bCwMEydOhWzZ8/GbbfdZnk8ISEBb7zxBnr16qVidXXPxZGBTPXnr4OxaBfshcHhg0tH8qpiI6+qUApykL75c6Rv/hx2jVvBa8BE9A7sgn4teiCzMLv+J7rQSYAAvLo1gUsLDyglMlJ2xODSymNoOrItvLs1qfKqCpNyUZiYixYTO5R73LOTP8x5JYhaHQEIAbe2Pmh0eyBMmYVI3h6FVlO6ojijAAmbLsCUVQSnZu4IGBYCvb12w479j9WlarenlJQUTJw4EQkJCXBwcIDZbIaTkxNycnIQGBiIr7/+Gt7etnFf6lqKEDh8JhlvfLFf7VKogVk0cwCa+7sgYeWr1WvkdQtcOg2CR48R0Gtkoovznx1EcXohbpt1O3SGqt2xi9t4DubCErSY0L5Ky19adRwOvk5oPLglzn60Dz69msGnewBifjgFnb0BgWNCa/IW6tQLvacivGlnjnWuElU/9UaNGmHDhg148skn0aZNGzRp0gRBQUF4+umnsXbtWpsNYwDQSRKaNuKvUap//15U80ZeVZV3fAvibjDRRZd6nujCuak7lCIzilLyqrS8bJKRGZEEnypees48kYyi1Hz4DQpG/uUclOSaSi9163Xw6dEUWRFJ5e87a4yXowfDWEWqXztxdXXFjBkzMGPGjAp/e/HFF/Huu++qUFX98PV05AQTVO+KTAr+vWg3PnqhH/zunY2ElXNuOpJXTSmmgutOdJFTnIfttTzRhVxkhqSXyvUJBlB6KRsAqnjMZZ1IhtHNHi5BN//hIheWIOG3C2g2qi30dnqU5BZD72iwnIkbXe0hZAFzQQmMLnY3WZs6PBzd1S6hQavXQN6wYUO1lj9w4EDdFKIRBr0OPh6OSOF41lTPYpNzseiHCDx7X2f4DJmKtE2f1ttrl6TGIvmH0h/azu36wKPXaAxrNQAj2txZaxNdxG86D3tvJ/j1b1Hu8cL4HOiMOjj4OgMAFLMCxSTD4FR5e470g/FVbpiV8GcknAPdLX2Ojc52kIvMEIqApJNgLigBdNJ1X0sL3Oxd1C6hQavXQH7xxRertXxDmGyiia8LA5lU8fehy2gX7I27etyJ4sSLtdrIq6ryT+9G/undlokuGncchIc6j8ODncbWeKKL9IPx8LitEex9Ssc3SDsQh/zYbDQe3BK6K92aotZEID8mC22f6VFhIJCChFwUp+bDq5P/zd9HTBayTqag7fQelsecmrlB72BA1slkeHb0R8axRLiH+pRrqa0lRp3Bqrur2YJ6DeSWLVti6dKlVVpWCIEnnniijitSlyIEGns74xhS1S6FGqhF3x9D62YeaH73VJhSY1EcV7eNvK7LbELm9m+Ruf1by0QXnVp2QbcmHVBgKsSOmP3YHr2vyhNd+PYJhN7BgOjvTgCQIBeVwOhqj8Bx7eB5VcAaXe1gcDJCuvbSNoD0Q/Hw6OAH/U16QwhZweWfz6HxHeX7HOuMegRN7Ii4X88hZUcM7Dwc0HS0dht0+bs2UruEBq9eW1l/8cUXePTRR+tseWtjNivYuOsSvtx4Su1SqAGzM+iw8vW74CCKEHej6RpVcO1EFwm5ydjKiS7qRK9mXfF876lql9GgaWa2p4ZIEQKHTifjzS/Z9YnUFejnio9e6IeSlKh6aeRVbVcmunDrMhh699J7tNYy0YW1uPe24RjTbigMuopXC6h+MJBVlpCWhyfe+VvtMohwR1gzPHtfZ+Qe31Kvjbyqq2yiC4fW4TA6OFvFRBfW4PlejyG8aRfoG8DUt1qlerenhq6RpxO7PpEmlGvklRSJ3CN/qF1SpcomugAAh8Db4NnvPvQPDMcdwX2Qmp+OrVF7sT16H1Lz01Wu1Lq08GzKMFYZz5A1YMq8P5DKltakEZaRvFa9ql4jr2rTwS3sbriFDYXe0w96nR5nUi9ia9Qe7Lt8BEXmYrUL1DS9pMPq8R9BX8PL1fPmzUN+fj7c3Nxw9uxZTJ48GYMHD66w3KZNm7Bx40Z4eXlBkiS8/vrrMBq12x2svjCQNWDOkj04foEtrUkbLI28UFzayCs34+ZP0hCdkxu8+k2EY2gvGBxdUKKYVZ/oQuuaujXGB0Nfq/F65s+fj9mzZwMA9u7di+eeew7795dvI5OcnIxx48bh999/h7OzM1577TUEBwfjkUceqfHrWzten1CZogi0aMwhNEk7TGYFsxbvBuyc4D++5tM11jelIAdpmz/D5YWPIH7FSzDHnELvpl3w6oBnsWTEO5jYYRQau/qpXaamBHk2q5X1lIUxAERHR6NNmzYVltm0aRO6du0KZ+fSwVkGDhyI9evX18rrWzvrOtJskBACrQPrdjxhouqKTc7FRz9E4Ln7OsPn7seR9usnapd0S0wJF5D0zZsA/pnoYmTbwRjT7m7VJ7rQkmDPQJgVMwy6mkfC6dOn8emnnyIxMREff/xxhb/Hx8fDx8fH8m9vb2/ExcXV+HVtAQNZZXq9Du2CbHcSDbJeWw5dxm3BXrirxx2l0zUe+V3tkmok7/gW5B3fAp2dEzz63ovA9v3wWLf78a+uE3Aw/ji2Re3F8aTTUISidqn1rqVXc+il2unu1K5dOyxatAi7d+/GpEmTsHHjRjg5OdXKum0dA1kDfDwc4eZsh5x8k9qlEJWz6PvjCGnmiRZDHoUpJQbFcWfVLqnGKpvoontQB/Sqo4kutE6ChBaezWo8VLEsyygqKrJciu7Tpw/y8/Nx8uRJhIeHW5YLCAjA0aNHLf9OT09HQEDVxgu3dbyHrBFteNmaNOr/PtyBgqIr0zW6eqldTq0qm+gidsEDSF7/AewzUzCs1QC8d/ccvDdkDoa1HgQ3e9tu49HIxadWxrBOTEzEa6/90zAsOTkZ+fn5CAgIwN69exEdHQ0AGDZsGI4cOYL8/HwAwNatWzF69Ogav74tYCtrDTDLCtZuuYA1m63/7INsUzM/Fyx6oT/MqTGI/+pl7Y3kVZuuTHTh0nEQ9K6eEELUeKILLevdLAzP9a75EMV5eXmYM2cOHB0d4ebmhosXL2LMmDG455578Pjjj6NHjx6WoZA3btyIX3/9FV5epT/w/vOf/8DOTptTUtYnBrIGCCFwMjIdL3+6W+1SiK5rYLemeP7+LsiN2Gq1jbyqq2yiC/uWXWC0d7qliS60bmrYJAwM6lUrDbqoZhjIGmEqkXHfK7/CLHNzkHZNv7cThvRsgdTfllp9I6/q+meiiyAY9Eabmeji0xFvw9uJt8y0gIGsIf9etANno7Uz0w5RZT58YQCCGrsgYdVrNtHIq9psaKILfxdffDT8DbXLoCsYyBohKwpW/3YWa7dcULsUohuy9pG8atP1JrrYFrUX59Ii1S7vpoa06o9/dZ0AncT2vVrAQNYIRRE4fiEVry3dq3YpRDd1dSOvhK9egbCis8K64tC8PTz7ToAxoDUMBiNS89Ox5dIe7Ijeh9QCbf5omXX7k+jS+LYaj2FNtYOBrCHFJjMmvLIJCqd+IivwTyOvbUj7teKITA2XDm5hQ+EWdremJ7rQSzqsGLsQ9ga2btYKBrLGzF68E6ejtPlrmuhaZY280jYvRc7hhtXIqyq0PNFFW59WeOOOmaq9PlXEQNYQs6zgl12X8MXPp9QuhajKyhp5Ja5+HUWXz6hdjmbZNQmBV//7YRfYDgaDHTILs7Etai+2Re9DYm5yvddzX/sRGB06hJerNYSBrDFpWYX415vanBieqDL/NPIyIW7ZCw26kVdVlU10ofcOgF6nx8X0aGyN2oM9sYfrbaKLdwe/hKBaGDKTag8DWYOe/WAbLsVbb79GanjYyOvW6Oyc4NFvApxv6wuDsztkIeNgfESdT3ThbOeEL0e/xzDWGAayxsiygh84jCZZobJGXnkntiH1Fzbyqq6yiS7sgzrAYHSo04kuejbtihf6TK3VdVLNMZA1RgiBhNR8TJv/t9qlEFXbU+M7YWivFkjb/DlyDm9Wuxyr5dyuDzx6jYbeNxAGvQGxWfHYErUHu2IOIqc4t8brfyLsAfQP6gUD7x9rCgNZo56c/zfiUvLULoOo2j58oT+CGrsicfV/UHT5tNrlWDeDfelEF50GQu9SOtHF0cRT2Ba1F0cST97SRBeSJGHpyHfh7uBWBwVTTTCQNUhWBFb/doajdpFVKt/Iaybk3PRbWk9kRiFWH0tBfK4J+iu3Ou9o6Ykxod7Q625+73PLpSz8ei4DJllBnkmGk1GPwa08MDq0dLhLWRH46mgy9sXlQicBtzVywuNhjWFv+GfUqoISGU/8dAHTezZBj6bqBpjB07/0kvaViS7yTYXYeQsTXdzWqDVeH/h8HVZKt4qBrEGKEIhKyMZzH2xXuxSiW1LTRl4peSY8/ctFhDVxxQt9AmDU63AurQCzfo/CyLbeeLSb/w2f/9XRZByIy8XrAwPRyMUOsiLwyYEEJOSY8M5dQQCAX89lYP2ZNHw0vCXs9Dq8+EcU2vs545Eufpb1LDmQiLSCEswZEFj9D6EO1WSiiye6T0b/Fj15uVqDOICpBukkCS0DPODr4ah2KUS35HJyHhZ+dwx2fkHwGfpEtZ9/ID4XeSYF427zgVFf+jXVxscJXRq7YMulrBs+93xaIb47kYrnegegkUvpKFR6nYQHO/vhgU6NLMsdScxDj6aucDLqYdBJ6NvcHYfj/7k/ey6tAH9fysKT4Y2rXX9dK7x4GAkrXkLsgslI37oGvrKEiR1H4dMRb2NO/xnoE9gddnpjhecZdQb0btaNYaxRnABToxRFoGeHxti485LapRDdku1H4nFbkDeG9h6I4sSL1WrkpbvSHUe+5gKerAgoN7mo99uFDHg6GhDiXf4HrYeDAR4O/3zl6SRAvqpXkSzEP6+rCHy0NwEPdm4Eb6eKwaYZihnZe9Yhe8+6KxNdTEJo6+7o2Cu00okuujRuD0ejg8pF0/UwkDXs9k5NGMhk1T75MQKtAz0RfNcUmFJiq9zIa0CQO34+m47Vx1Mwu28zuNjpcSAuF0cT8/DwVZeUK3MqpQD+LnbYFZONn86kI6vIDCejHoOCPTCyrZel722Ppq5YcSQZ427zgZNRh78js3B789L7xOvPpMOol3BPG6+afQD1SMlNR+rGRQD+meiif2A47gjuY5noItS3FWRF5uhcGsV7yBo39e0/kZRePyP3ENUFO4MOX71+Fxyr2cgrq9CM/+2Nx8H4XLjbGyALgcfC/DG4pecNnzfm69LQb+5hj9cGBMLT0YD9cbl4a/tl3B3iiad7NAFQ2sXwx9Pp2HIpC0II9GjmhsmdGiG9oARPbbyIBUOCYK/XYcnBRCTnmRDq64Rp4Y3hZLSmMKs40QVpFwNZw2RZwU87IrH8F3YdIesW4OuCj/+v6o284nOK8fKf0QjxdsSzvQLgaq/H2dQCvLU9FsPbeOH+Do2u+9zhq05CEcB/hwShvZ+z5fH3dsVhy6UsLB/bGn4u15/h6NW/oxHobo8pXf3x2IbzGB3qg3vaeOGdHZfhZNThhT5Nq/8BaIBbjxHwvuNhjs6lYWzUpWF6vQ5DeraAnYGbiaxbfGoeFn5b9UZeK48mIzW/BM/2agJX+9Kzura+ThjbzgdfHU3BqZT86z7XyVh6vLT0Kn+vtKWXAwSA8+mF133u9qhsxGYV48FOfjiTWoD0AjOGtfaEXidhZFsvbI3Kvuk9bK1ybd8fgHXW3lDwm17jnB2N6NslQO0yiGps+9F4bN4XA9dOA+EWNvSGy0ZlFcPdQQ9X+/LNXJq62wMAzqReP1QD3UuD+NppxcsabF0vT/NMMj47lIinejSGg1GHtIISuNnrLa28vZyMMCsC2UXyDWvXIrtGzWHvHwRJ4le+lnHraJyiCIy4PVjtMohqxSc/RiAyLgveg/8Fh2btrruch4MeOcUyCkvKh19yngkA4HblrFlWBLIKy49W1bOZKwAgKrOo3OMxWUWQALT2rrw74ZeHk9DO18kyAIinowF5JhnylWTPKZKhl/55bWvi2mkQhGx9PyQaGgayxul0Elo29UBIMw+1SyGqFbMW7UR+kRl+986C3tW70mVGh/pACGDpwSSYrwRiYq4JP55KQyNnI/oElobmx/sT8MDaszid8k/DxxFtvBHgaoevjiWj4Eqgn0srwNaobAxr7QV/14r3j0+l5GNHdHa5Psehvk5wsdNjR3TpQBt/RWaiV6BblUYJ0xLJ6ADXTndA0lvfD4mGho26rIAsK9h6JA4ffntU7VKIaoWlkVdabGkjL7OpwjIRSXn4/mQakvJMMOokyALo7O+M+zv4wutK3+CVx5Lxy9kMLBgShBae/9wzzigowZdHknE8KQ8OBh10koS7QzwxKtTbcum6jFkReHrjRQxv44WRbcv/QDiXVoBP9ieiWFbg52KH53sFwMPRunqLuoUNhfddj7IxlxVgIFuJErOCh+duRm4B55kl29C/SwBmTuqKvJM7LP1nqZZJOgQ+/Sn0bl68f2wFuIWshF4n4c5wbY2nS1QT24/G47e9MXDtOOCmjbzo1ji3CYfB3YdhbCW4layEJAH33B4MXnUiW/LpurJGXlPgEHj9Rl50azx6jYFQ2JjLWjCQrYQkSWjk6YSuba4/IAKRNfq/RTuRX1gCv/GzoHfzUbscm2HftA3sm7SCxNG5rAYD2YrIsoLR/VuqXQZRrTKbFfzfol2A0RH+974IyXD9UbSo6jx6joaQzTdfkDSDgWxF9HodOrduhHZB1jPgPVFVWEbyatT8lqZrpPIMnv5wat0dkt66WoQ3dAxkKyPLCh4eznttZHu2H43HJksjr2Fql2PV3MPvAYRy8wVJUxjIVkav16FdkDc6t/ZVuxSiWrdkXQQulo3kxUZet0Tv4gm3znfy3rEVYiBbIVnhWTLZrn+zkVeNePadAOj41W6NuNWskF6nQ6umHgi/zV/tUohqndmsYOainWzkdQuMXk3gyrNjq8VAtlKyouDhYaHsl0w2KSE1H+9/w0Ze1eU5YNL1p7MizWMgWym9TodAfzf06dRE7VKI6sTOY/H4dU80G3lVkV3jlnAJ7cVJJKwYA9mKKYrAQ0PbQWdls88QVdVn60/gwuXMK428blO7HE3zHvQQp1i0cgxkK6bTSWjs44yB3ZqpXQpRnZm1eBcbed2EY1BHOLZoz7NjK8dAtnKKEJh8d1sY9DxLJtv0TyMvB/hPeImNvCqQ4DXoIY5ZbQMYyFZOJ0nwdnfA0N5BapdCVGcsjbx8A+EzbJra5WiKc2gv2PsHsWW1DWAg24gHh4bC09Ve7TKI6oylkVeH/nDrPlztcjRBMjrAe/C/IBSOymULGMg2QJIk2Bl0eGxUe7VLIapTlkZedz4Ch+bc3z37TYDe2QMSBwKxCdyKNkKv16Ffl6boGMJGL2TbZi3ehbxCE/zG/RsGt4Y7hKydXxDcw0cwjG0It6QNkRUF08d3gkHPzUq265/pGh3gN6GBjuQl6eA7/CkAHATElvCb24bodTr4eTtj7MBWapdCVKcSUvPx3tdHrzTyelLtcuqdW7chsG8czIZcNoaBbGN0koSJg9ugaSMXtUshqlO7jifglz3RcO3Qr0E18tK7esFr4GQIDpFpcxjINkiSgOfu78JxrsnmLW2Ajby8Bz8KyWCExAPc5jCQbZBer0Ob5l4Y3od9k8n2NaRGXk6tusEltCcvVdsoBrKNEkLgkXtuQyNPR7VLIapTZrOCmR/utPlGXpK9E3yGTWOfYxvGQLZRkiRBr5PwzIQuapdCVOcS0wvw3zVHbLqRl8/dU6F3dmc3JxvGLWvDDHodOrf2xah+LdUuhajO7Y5IxMbdUTbZyMu53e1wbd+Pl6ptHAO5AfjXiHZoE+ipdhlEde7zDSdxPta2GnkZ3HzhO2wahOClalvHQG4gXn4kHK5ORrXLIKpzsz/ehbwCG2nkJengO/pZSEY7SBK/rm0dt3ADoNfp4O5ih5mTurErFNk8s1nBzI92QthAIy/PvvfCoWlbXqpuIBjIDYRer0O3UD+MHcBRvMj2JaYX4L2yRl7DrbORl0Pz9vC4/V72N25AGMgNzEPD2qFdkJfaZRDVOUsjr/b94B5+j9rlVIvOyQ1+Y14AeN+4QWEgNzACwEsPd4ebs/VexiOqqrJGXl53PGw9jbwkHfxGPw+dowsvVTcwkuCAqA2OLCuIuJiG1z/fC259snUGgw4rXx0MJ4OM+GUzYc5OVbukG/Ie/C+4dR9e40vVmZmZWLBgAZycnCBJEuLi4vDSSy+hefPmFZbdtGkTNm7cCC8vL0iShNdffx1GIxuB1jeeITdA+iv9k+8d1FrtUojqnKWRl94OfhNe0nQjL9fOd8I9/J5auW+clJQEe3t7vPrqq5gzZw769OmDOXPmVFguOTkZb7/9Nt577z289dZb0Ol0WLNmTY1fn6qPgdxASZKEB+5ui46tfNQuhajOJaYXlE7X6NMMPsOfUrucSjkE3gafoY/X2ixOoaGheP311y3/btasGZKTkysst2nTJnTt2hXOzs4AgIEDB2L9+vW1UgNVDwO5ARMQeOVf4Qj0c1W7FKI6908jr75wDx+hdjnlGDz84HfvbABSrbaqvnpdW7ZswaRJkyosEx8fDx+ff36Ye3t7Iy4urtZqoKpjIDdgep0O9kY93pzWGz4eDmqXQ1TnPt9wEudiM+B150NwaNFB7XIAAJKdI/zvnwOd0aHOxqnetm0bioqK8PDDD9fJ+ql2MJAbOL1eB3dnO7z5RG84O7IRB9m+FxftRG7+lZG83FUeyUvSwW/sTBg9/SDp66ZF9bZt2/D333/jnXfeqfTsOyAgAGlpaZZ/p6enIyAgoE5qoRtjIBP0eh0aezvjtUd7wM7AXYJsm1kBXvhwJ4TBXvVGXl6DHoRjcOc6697022+/YdeuXXjjjTeg1+sxb948AMDevXsRHR0NABg2bBiOHDmC/Px8AMDWrVsxevToOqmHbozdnshCUQQOnErCO18dgMK9gmxc7w6N8eJD3ZB/Zi9SNiys99d3D78H3oP/VWfrP3v2LMaOHQtPz38mlsnNzUVERAQef/xx9OjRA48++igAYOPGjfj111/h5VU6aNB//vMf2NlptzW6rWIgUzlCCGzaE40l6yLULoWozj028jaM6t8K6X+uQPaBjfX2uq5dBsN32LR6ez2yDrw+SeVIkoThfYIw4Q72USbbt+znUzgXU7+NvFxu6wufoU/UWvcmsh0MZKrUg8NCcUf3QLXLIKpzLy6uv0ZeTq3D4TtyBgBw0giqgIFMlRJCYMaEzggL9VO7FKI6ZWnkVccjeTkGdYLf2JmAxDCmyjGQqVJlXxgvPxKO7gxlsnHJGQVYsOYo7Hyawveep2t9/Q7NQuE/4SVA0kGS+LVLleOeQdel00nQ6yS8MiUct3duonY5RHVq74lE/LwzCi633Q73HrU3kpd945bwv38OoNPX2cAfZBu4d9AN6XSlQ/nNmhyGu3pUnCWGyJYs+/kUzsZkwOuOh+DYomON12ffJASNH/gPJIORYUw3xW5PVCVCCEiShGU/ncRPOyLVLoeozhh0wFevD4GzQUb8sv+DOTvlltbjGNwZfvfOhqTTc15jqhL+ZKMqKbun/Nio9ph4VxuVqyGqO1c38vK/xUZezu36wP++lyHpDAxjqjIGMlXbpCFt8djI9mqXQVRnkjMKsGD1ERh9AuA7Ynq1nuvW7W40Gv08IEm8TE3Vwr2Fbsmo/i0xY0Jn6Nh7g2zU3pNJpY282vWBe4+RVXqOZ98J8Ll7KiRJYmtqqjbuMXTL7gwPxL8nh8GgZyqTbfqnkdeDcAy6USMvCd5DHoNnv/vqrTayPWzURTWiKALHLqTi3a8OorDYrHY5RLXupo28dAY0GjUDzqG9OeAH1QgDmWpMVhQkpRdg7uf7kJier3Y5RLXOz8sJS2YNgJKViPjlL0KUFAMAdE5u8L/3RdgHhPASNdUY9yCqMb1OB38vJyx8oT86hag84TtRHbA08vIOsIzkZefXAk0fex/2TVoxjKlW8AyZao1yZRLlZT+dxMZdl1Suhqj2TRlxG8YMaIXckzvg3LYn+xhTrWIgU534+2AsPll7HCazonYpRLVGp5Pw5ZzB8HZ3hBAKz4ypVjGQqU4oikBsci7eWr4fSekFapdDVGPuLnaY/WB3tG/pzcZbVCcYyFRnZFmByazgv6sP4eDpZLXLIbplbQI98cq/wuHmbAe9nmfFVDcYyFSnFEVAp5Pw/V/nseb3s5b7zETWYlifIDw+qj0glTZgJKorDGSqF0IInInOwP++OcquUWQVvNwcMGNCZ3QL9bNMrkJUlxjIVG9kWYGsCKz45TR+2X0J3PNIqwZ2a4ppYzvC3qjnJWqqNwxkUsXpqHSeLZPmeLraY/qEzghv5w9FCOh4Vkz1iIFMqrCcLf96Gr/s4tkyqa9/16Z4clxHOPCsmFTCQCbVnYnOwMJvjiAxjWfLVP88XOzx9L2d0LN9Y0sjRCI1MJBJdWVny1/9ehobebZM9ej2zk3w9PjOcLTjWTGpj4FMmsKzZaoPHi72eHJcR/Tu2IT3ikkzGMikKbKsQAhgw45IrP37PPKLOKUj1R57ox6j+rXEhDtDYNDreFZMmsJAJk2SFYHCYjO+/v0sftsTBbPM3ZRunU4CBnRrhkeGt4O7iz3vE5MmMZBJs8p2zZTMQizfeAq7IxJUroisUccQH0wd1QEtGrux0RZpGgOZNK/sS/R8bCaW/XQSZ6Iz1C6JrECgnyumjLgN3UL9IMsKL0+T5jGQyWqUfanuO5GI5b+cQgIbflElPFzt8cCQtrirR3MIIRjEZDUYyGR1zLICSQJ+2xONb/44h5x8k9olkQY42hswom8wJtzBBltknRjIZLVkRYEsC/y+PwYbd1ziMJwNlLe7A0b0Dcaw3kGwN+p5j5isFgOZrJ4sK9DpJOw/lYT12y7idBTvMTcEQU3cMGZAK/TrEgCAUyOS9WMgk80wywoMeh0i47Lw49aL2BORAJnzL9sUSQK6tmmEcQND0KGVDxtrkU1hIJPNkRUFep0OGdlF2LDjIv7YF8MBRqyc0aDDgK5NMW5QCAJ8XRjEZJMYyGSzhBAQAigxy9i8LwYbd15CckaB2mVRNbg522ForxYY2a8lXJ2MEAK8R0w2i4FMDYIsK5AkCREXU/H3wcvYezIRxSZZ7bKoEga9Dt3b+eGOsECEtWsECRJDmBoEBjI1KGWXs4tLZOw+Ho8th+Jw4mIqeKtZfW0CPTEorBkGdGsKJwcjL0tTg8NApgarrBFYVm4xdhyNw+6IBJyJzuD0j/UoOMAdt3dqgv5dm6KRp5NlmxA1RAxkIpQP553H4rHreDzDuY60aOyGvp0D0L9rU/h5OfFMmOgKBjLRNcrCOSe/GEfOpSDiQhoiLqaxQdgt8nZ3QMdWvugU4oOubRrB082BIUxUCQYy0Q2YZQV6nQRJkpCeXYij51IRcTEVERfTkJ5dpHZ5muTmbIf2Lb3RKcQXXds0gr+3MwDwcjTRTTCQiarh6lBJSs/H0XMpiIhMw4mLacjOa5hjajvaG9AuyMsSwM0buwFgABNVFwOZqAauDp2E1DxciMtCbFLulf9ykJSebzMtuCUJaOTphEB/VzT3d0Pzxq4IbuKBgEbO0Ot0DGCiGmIgE9UiWVEAAcv90RKzgoS0PEQlZCM2KRcxV4I6OaNA0w3GvNwc0NzfFYGW4HVHUz9X2Bv1AEr7dQPgfWCiWsRAJqoH1waYqURGfGoeUjMLkJVnQk6+Cdl5xVf+MyE7vxg5eaWPmcxKrdSg10lwd7GHu4sdPFzsr/x/e3i4/vOYl5sDGvs4w8nBCABQFAFFCJ75EtUDBjKRioQQkBVxZUjIymcsKjbJyC0oDee8whLIioCiKJAVAVkuDUxcGVJSp5Ng0EvQ63Qw6HUwGnXwcLGHm7OdJWSvJisKFKX0cnRZ4zUiUgcDmciKlY3XDQCQAAlgqBJZKQYyERGRBvDGEBERkQYwkImIiDSAgUxERKQBDGQiIiINYCATERFpAAOZiIhIAxjIREREGsBAJiIi0gAGMhERkQYwkImIiDSAgUxERKQBDGQiIiINYCATERFpAAOZiIhIAxjIREREGsBAJiIi0gAGMhERkQYwkImIiDSAgUxERKQBDGQiIiINYCATERFpAAOZiIhIAxjIREREGsBAJiIi0gAGMhERkQYwkImIiDSAgUxERKQBDGQiIiINYCATERFpAAOZiIhIAxjIREREGsBAJiIi0gAGMhERkQYwkImIiDSAgUxERKQBDGQiIiIN+H9op8z/GjWBtgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -376,7 +376,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -410,7 +410,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -452,11 +452,13 @@
"cell_type": "code",
"execution_count": 15,
"id": "900a900b",
- "metadata": {},
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [
{
"data": {
- "image/png": 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2evVq/Prrr9Jtk8mEpk2bSrdDQkJQWFgIk8mEwYMHAwDGjRuHDRs2SH9d7dq1C+fOnZP6CTz33HPIysrCTz/9BMB6ysDRpEyVadGiBfbt2weTyQQA+Pnnn2vyECs1btw4JCcnS7/oz5w5g507d+Lll192yv6jo6MRHx+PlStXSn10Dhw4gJ9//rnCKYqb69q+fTtOnjwJACgpKcHChQsrnHZx9rY2w4cPR1FREbZu3QrA2oz/zjvvSKccXnrpJfz555/S+8ZoNGLRokXS6bSNGzdiy5Yt0v5sI1FuVfOGDRuk01gnT57EypUrERoaCi8vL4waNQpfffWVFBDWr18PuVyOZ599FoB1OHajRo1w8OBBANZThrbHXx1BQUGQy+UoLCzEsWPHMG3aNIfrzZw5E5mZmdLtmz8z1WV7n3z++ecwm80AgO+//17qY3LvvfciLi4Oy5Ytg8ViAQBs3boV58+fr3SIeFpaGl5++WWMGTMG+fn5OHr0KI4ePYqkpCRpnRdffFEaoQVYR4ydP3++Wq2jXl5eePHFF/HNN99I7/F169ZJI6+odpEJd7YZU71y5MgRLFiwAL///jtiYmIwcOBAqal+yZIlSEpKwoULF9C9e3dMmTIFqamp0rDf7t27Y968eTh8+DC++OILadhreHg4Zs2aJf1FtW3bNixcuBCBgYEYNGiQ9MvKNkxTo9FIw3579uwp1WYb9hsYGAitVovWrVtj3bp1UriYNGkSdu7ciYCAALRs2dKuI+mZM2cwe/Zsqe9DTEwMVq5ciY4dO+Ktt97C999/L82n8MQTT0jDO22Pa/HixZg8eTL27dsHrVbrsH+Nzc3DfseOHYuBAwcCuD68GACaNWuGOXPmVPhiv3HYaceOHe2eI8D6V/s777yD33//HeHh4fD19cX06dPRpEkTuyHDHTt2RI8ePfDGG28AsH6pr1y5Er6+vpDJZHjhhRekzsa3eu6qs+2IESPQrl07/Otf/5Keu0WLFiEkJARHjhzB/PnzYTQaIZfLMXjwYGlYLwDs3LkTCxcuhFwuh0qlwqOPPopRo0YBAH755Rf8+9//lr48vby8MGPGDGnIsCMrV67Exo0bERAQALVajenTp0stII6G/c6YMQNt2rSRtt+xYwcSExMRFhaGDh06IDs7G7t27ULv3r3xr3/9CyNGjMChQ4eg1Woxfvx4KBQKfPTRR8jIyEDnzp3x+eefA7CeXtuxYwd8fHwwdepUdOnSpUKtH3zwAX799Vf4+vqipKQE3bp1w5QpU1BUVCQN+9VqtRg+fDh8fHywYsUKZGRkoFu3bvj000/xt7/9DXv37oVWq8W4ceMwePBgaXj44cOHERgYiMjISCQkJCAgIACA9VTKv/71L5w6dQqhoaEICwvDzJkzpY7AN5s4caL0B8GNunfvbjfPiO09qFKpYDAYMHXqVLshvJcvX8bUqVORlZUl/S6JjY3FrFmzpHXMZjMWLlyIHTt2SK/f3//+91v2RSPPYCChekcIgfz8fLu/3pYtW4a9e/dKI3GIiMi9eMqG6p2SkhIMGzZMGj5YWFiIzZs333Y4MRERuQ5H2VC9o1ar0alTJ2nuiLKyMjzzzDNSHxQiInI/nrIhIiIij+MpGyIiIvI4BhIiIiLyOAYSIiIi8jgGEiIiIvK4OjfK5rHHHqv2dTmIiIjIs+pcIImOjsayZcs8XQYRERFVg1sCybx586DX6xEQEICTJ09i+PDh6NevHxYvXowvvvhCukJku3btpAs2GQwGzJkzBwCQm5uLQYMGYcCAAe4ol4iIiNzMLYFEpVIhMTERgPVKm6+//jr69esHwHqRpqioqArbrF69GkqlEnPmzIFer0f//v3RtWtXhIeHu6NkIiIiciO3dGqdOnWq9PPFixfRqlUr6fann36Kd955B2+99RYuXbok3b9x40b07t0bgPXy3XFxcXZX6CQiIqK6w219SP788098/PHHuHLlCpYuXQoA6Nq1Kxo0aICYmBgcPXoUQ4cOxdatW+Hv74+MjAyEhYVJ24eGhiI9Pd1d5RIREZEbuS2QtG3bFosXL8Zvv/2GoUOHYvPmzXaXg+/QoQOCg4Oxe/duPPLII7fcV1JSEpKSkhwu0+l0Tq2biIiIXM/lgcRsNqOsrAy+vr4AgF69ekGv1+PYsWMIDw9HTEyMtK5KpZKuwKrVapGdnS0ty8nJQefOnQEA8fHxiI+Pd3i8cePGueqhEBERkYu4vA/JlStXMHv2bOm2TqeDXq+HVqvF9OnTYTQaAQDZ2dlIS0tDly5dAACDBg1CSkoKAECv1+PgwYMYOHCgq8slIiIiD3B5C0lQUBDMZjOmT5+OgIAAnD17FomJidBqtejRowcmT56MRo0aITU1FfPnz4dWqwUAjBw5EgkJCZgxYwZyc3Mxbdo0REREuLpcIiIi8gCZEEJ4ughnGjduHCdGIyIiusvwWjZERETkcQwkRERE5HEMJERERORxDCRERETkcQwkRERE5HEMJFWQU1CKDTvOoaTM6OlSiIiI6iQGkirYvPM8Ptl0DCs2HPV0KURERHUSA0kV9OzQEACQvC8Npy/lebgaIiKiuoeBpApaNQlB7y5RAICVG4+hjs0lR0RE5HEMJFU06rG20KgVOHExF78czPB0OURERHUKA0kVhQZ646k+LQEAW3df9GwxREREdQwDSTXcd60vyfmMfFgsPG1DRETkLAwk1RAV4Qe1Uo7ScjOu5Og9XQ4REVGdwUBSDQqFHDGNAgEA59LzPVsMERFRHcJAUk3NomyBpMDDlRAREdUdDCTV1CIqCABwLiPfo3UQERHVJQwk1dRce72FhPOREBEROQcDSTU1bhAApUKG4lIjdLklni6HiIioTmAgqSaVUo4mDQMAAOcy2I+EiIjIGRhI7kBzbRAAjrQhIiJyFgaSO9DCNtKGLSREREROwUByB5rbRtqwhYSIiMgpGEjuQONIfwBAQbEBxaVGD1dDRER092MguQNeGiUCfNUAgKw8jrQhIiKqKQaSOxQR4gMAyOTQXyIiohpjILlDEcHeAAAdW0iIiIhqjIHkDkUEW1tIsvJKPVwJERHR3Y+B5A7ZAglnayUiIqo5BpI7FBliayFhICEiIqopBpI7FG7rQ5LLUzZEREQ1xUByh2ynbIpKDCgtN3m4GiIiorsbA8kd8vVWwddbBQDI5GkbIiKiGmEgqYFIjrQhIiJyCgaSGrjej4QtJERERDXBQFIDHGlDRETkHAwkNRDOuUiIiIicgoGkBiJDrKds2IeEiIioZhhIakBqIeEpGyIiohphIKkBWx+S/KJylBvNHq6GiIjo7sVAUgN+3ip4axQA2LGViIioJhhIakAmk0mnbdiPhIiI6M4xkNRQiL8XACCvqNzDlRAREd29GEhqKChAAwDILyrzcCVERER3L6U7DjJv3jzo9XoEBATg5MmTGD58OPr164fCwkIkJCTAz88PmZmZGDNmDLp37w4AMBgMmDNnDgAgNzcXgwYNwoABA9xRbrUEs4WEiIioxtwSSFQqFRITEwEAu3fvxuuvv45+/fph4cKFaNOmDcaOHQudToennnoKycnJ0Gg0WL16NZRKJebMmQO9Xo/+/fuja9euCA8Pd0fJVRbsb20hyStkICEiIrpTbjllM3XqVOnnixcvolWrVgCATZs2oXfv3gCAyMhIREREYOfOnQCAjRs3Sst8fX0RFxeHLVu2uKPcapECCU/ZEBER3TG3tJAAwJ9//omPP/4YV65cwdKlS5Gfn4/i4mKEhYVJ64SFhSE9PR0AkJGRYbcsNDRUWlab8JQNERFRzbktkLRt2xaLFy/Gb7/9hqFDh+LLL7+8430lJSUhKSnJ4TKdTnfH+70TwezUSkREVGMuDyRmsxllZWXw9fUFAPTq1Qt6vR6pqanw9fVFdnY2QkJCAADZ2dnQarUAAK1Wi+zsbGk/OTk56Ny5MwAgPj4e8fHxDo83btw4Vz6cCoIDrC0kRSVGGE1mqJQKtx6fiIioLnB5H5IrV65g9uzZ0m2dTge9Xg+tVotBgwYhJSVFuj8zMxMPPvggANgt0+v1OHjwIAYOHOjqcqvNz1sFpUIGAMgvMni4GiIioruTy1tIgoKCYDabMX36dAQEBODs2bNITEyEVqvFpEmTMHv2bMyaNQs6nQ4LFiyARmM9BTJy5EgkJCRgxowZyM3NxbRp0xAREeHqcqtNJpMhyN8L2fmlyCsqQ3iwt6dLIiIiuuu4PJD4+fnhww8/dLgsMDAQixYtcrhMrVZLQ4Vru2B/jTWQFLIfCRER0Z3gTK1OwJE2RERENcNA4gS2kTYMJERERHeGgcQJgjg5GhERUY0wkDiB7ZRNPltIiIiI7ggDiRNcv54NW0iIiIjuBAOJE7BTKxERUc0wkDjBjZ1ahRAeroaIiOjuw0DiBEF+1kBiMJpRWm7ycDVERER3HwYSJ/DSKOGtsc4xx9M2RERE1cdA4iTs2EpERHTnGEicxHbVX7aQEBERVR8DSRXdrrNqbZ0cjZ1siYjobuDyi+vVFTKZDLuOXEZBseMWkMJr9+8/oYNKUTtyXqCfBvfd08jTZRAREd0WA0k1FBSX3/aUTGGxgadtiIiIqql2/ClfB2jUCgBAmcHs4UqIiIjuPgwkTqJRWRubyo0MJERERNXFQOIkthaScgMnRiMiIqouBhIn8bIFEraQEBERVRsDiZOoVdZAYjBaYLFwqC0REVF1MJA4ieZaIAGs17QhIiKiqmMgcRK5XAa10vp08rQNERFR9TCQONH1jq0MJERERNXBQOJEGnZsJSIiuiMMJE5km4uEk6MRERFVDwOJE7GFhIiI6M4wkDgRJ0cjIiK6MwwkTmQb+stOrURERNXDQOJEnK2ViIjozjCQOBFbSIiIiO4MA4kTcR4SIiKiO8NA4kRSC4nRDCF4PRsiIqKqYiBxIo3aOg+J2SJgMjOQEBERVRUDiRMpFTLI5TIA7NhKRERUHQwkTiSTyeCl4lwkRERE1cVA4mRqdmwlIiKqNgYSJ+NcJERERNXHQOJknIuEiIio+hhInMw2F0kZW0iIiIiqjIHEyWwtJAa2kBAREVUZA4mT2eYiKWMgISIiqjIGEie7Plsrh/0SERFVFQOJk9n6kBiMFg9XQkREdPdgIHEytcr6lHKUDRERUdUpXX2AvLw8vPvuu/Dx8YFMJkN6ejqmT5+OJk2aYPHixfjiiy+gUFhbFdq1a4cVK1YAAAwGA+bMmQMAyM3NxaBBgzBgwABXl1tjUqdWk/UCezKZzMMVERER1X4uDyRXr16FRqPBrFmzAABr1qzBzJkzsWbNGgDA999/j6ioqArbrV69GkqlEnPmzIFer0f//v3RtWtXhIeHu7rkGrEFEiEAo8kC9bXbREREVDmXn7Jp06YNEhISpNvR0dHQ6XTS7U8//RTvvPMO3nrrLVy6dEm6f+PGjejduzcAwNfXF3FxcdiyZYury60xhUIOxbUL7Bk4FwkREVGVuLyFBIDdaYvt27dj6NChAICuXbuiQYMGiImJwdGjRzF06FBs3boV/v7+yMjIQFhYmLRdaGgo0tPT3VFujWlUCpSUm1BuNMPP08UQERHdBdwSSGxSUlJQVlaGkSNHAgB69uwpLevQoQOCg4Oxe/duPPLII7fcT1JSEpKSkhwuu7H1xVPUalsg4UgbIiKiqnBbIElJSUFycjISExOlFpMLFy4gJiZGWkelUqGsrAwAoNVqkZ2dLS3LyclB586dAQDx8fGIj493eJxx48a56iFUmdSxladsiIiIqsQtw363bt2KX3/9FXPnzoVCocC8efMAANOnT4fRaAQAZGdnIy0tDV26dAEADBo0CCkpKQAAvV6PgwcPYuDAge4ot8bUDCRERETV4vIWkpMnT+KNN95AcHAwtm7dCgAoKirCzJkz0aNHD0yePBmNGjVCamoq5s+fD61WCwAYOXIkEhISMGPGDOTm5mLatGmIiIhwdblOoeFcJERERNXi8kDSunVr/Pnnnw6XTZo0qdLt1Go1EhMTXVWWS6ml6eMZSIiIiKqCM7W6APuQEBERVQ8DiQuwhYSIiKh6GEhc4HoLCYf9EhERVQUDiQuo1WwhISIiqg4GEhdgHxIiIqLqYSBxAduwX6PJAotFeLgaIiKi2o+BxAVUyutX+GUrCRER0e0xkLiAXC6DSnltcjQGEiIiottiIHER9iMhIiKqOgYSF9FIc5Fw6C8REdHtMJC4CC+wR0REVHUMJC6iVrMPCRERUVUxkLiIhtPHExERVRkDiYtInVoNDCRERES3w0DiIuxDQkREVHUMJC7CK/4SERFVHQOJi7APCRERUdUxkLiIRm07ZcN5SIiIiG6HgcRF2IeEiIio6hhIXMR2xV+zRcBkZisJERHRrTCQuIhSIYdMZv2Z/UiIiIhujYHERWQyGeciISIiqiIGEhfi0F8iIqKqYSBxIamFhCNtiIiIbomBxIXYQkJERFQ1DCQudH0uEgYSIiKiW2EgcSH1taG/bCEhIiK6NQYSF9JwcjQiIqIqYSBxIakPCYf9EhER3RIDiQuxhYSIiKhqGEhc6PoVfznsl4iI6FYYSFyIF9gjIiKqGgYSF7oxkAghPFwNERFR7cVA4kIatfXpFQCMJp62ISIiqgwDiQsp5HIoFdZL/nIuEiIiosoxkLgY+5EQERHdHgOJi3EuEiIiottjIHExDS+wR0REdFsMJC52fXI0dmolIiKqDAOJi9kusMc+JERERJVjIHExnrIhIiK6PQYSF1OrGUiIiIhuh4HExXiBPSIiottTuvoAeXl5ePfdd+Hj4wOZTIb09HRMnz4dTZo0QWFhIRISEuDn54fMzEyMGTMG3bt3BwAYDAbMmTMHAJCbm4tBgwZhwIABri7X6TgPCRER0e25PJBcvXoVGo0Gs2bNAgCsWbMGM2fOxJo1a7Bw4UK0adMGY8eOhU6nw1NPPYXk5GRoNBqsXr0aSqUSc+bMgV6vR//+/dG1a1eEh4e7umSnkvqQGDjKhoiIqDIuP2XTpk0bJCQkSLejo6Oh0+kAAJs2bULv3r0BAJGRkYiIiMDOnTsBABs3bpSW+fr6Ii4uDlu2bHF1uU6nZqdWIiKi23IYSIqLix2ufPHiRWzcuBFGo7FaB5HJZNLP27dvx9ChQ5Gfn4/i4mKEhYVJy8LCwpCeng4AyMjIsFsWGhoqLbub2FpITGYLLBZe8ZeIiMgRh6dsRowYgR9++KHC/Xq9Hl999RVSUlKwcOHCah8sJSUFZWVlGDlyJAoKCqpf7TVJSUlISkpyuMzW+lJbqFTXM1+50QxvjcvPkhEREd11HH47CuH4L/l27drh66+/xqBBg6p9oJSUFCQnJyMxMREymQxBQUHw9fVFdnY2QkJCAADZ2dnQarUAAK1Wi+zsbGn7nJwcdO7cGQAQHx+P+Ph4h8cZN25ctWtzJblMBrVSDoPJAgMDCRERkUPSt+Ply5eRkZEBACgtLcX+/fsrBBMhBK5evVrpKZ3KbN26FX/88Qfmzp0LmUyGefPmYebMmRg0aBBSUlIQGxsLnU6HzMxMPPjggwAgLevTpw/0ej0OHjyImTNn1vTxeoRarYDBZGE/EiIiokrIxLXUsWTJEixZssSuv8fNhBCQy+V45ZVXMGHChCod4OTJkxgyZAiCg4Ol+4qKinDkyBEUFBRg9uzZCAgIgE6nw1//+lf07NkTgHXYb0JCAmQyGXJzc/H444/jscceu+3xxo0bh2XLllWpturauusC8orKq73dz3tTkVNQhgc6NUJUhL8LKnMs2F+DAffFuO14REREd0pqIXnyySfRvXt3CCEwa9YszJs3r+LKSiW0Wi0iIyOrfIDWrVvjzz//dLgsMDAQixYtcrhMrVYjMTGxysepza6PtOHQXyIiIkekQKLVaqX+G88995w0QRnVnDRbq4GnbIiIiBxxOOx3zJgxt9zo3//+t0uKqas4FwkREdGtVTrkQwiBtLQ0ZGVlwWKxP9Xw/fff46WXXnJ5cXWF5trQX04fT0RE5JjDQHLkyBG88cYbDiciE0LcsuMrVcQWEiIioltzGEj++c9/ok2bNpg8eTKCg4Mhl18/s2Pr9EpVxyv+EhER3ZrDQFJQUID169dXutGIESNcVlBdpFazhYSIiOhWHHZqjY6OvuVGtoveUdWwhYSIiOjWHAaSl19+GQsWLKj0ejMTJ050aVF1jeaGeUgqm5afiIioPnN4yubNN99EUVERPvvsMwQFBcHb29tueWZmpluKqytsnVotFgGzWUCpZKdgIiKiGzkMJHq9Hn379nW4gRAC//vf/1xaVF2jVMgglwEWYe1HolQ6bJgiIiKqtxwGkoYNG95y2vZnn33WZQXVRTKZDGqVAmUGM8qNZvh6qzxdEhERUa3i8E/1b7755pYbffvtty4ppi5jx1YiIqLKOQwkGo3mlhtNmzbNJcXUZWoGEiIioko5PGWzYcOGW270+++/u6KWOk3DuUiIiIgq5TCQVNYCwinj75z6hqG/REREZM9hIGnevDlWrFhhd59er8e5c+ewadMmjB492i3F1SXsQ0JERFQ5h4Fk/Pjx0Gq1Fe6PjY3FAw88gGnTpqFbt24uL64uUV+74m+5gYGEiIjoZg47tQ4cOLDSDfz8/JCamuqyguoqtpAQERFVzmELSWUKCgqwdetWlJeXu6qeOut6HxIGEiIiops5DCStW7eutAOrXC7HP//5T1fWVCexhYSIiKhyDgNJWFgYnn/+ebv75HI5wsLC0L17dzRt2tQdtdUpHGVDRERUOYeBpFOnTpgwYYK7a6nTbPOQGI1mCCE4hJqIiOgGDju1LlmyxN111Hm2FhIBwGBiKwkREdGNKu3Uqtfr8fnnn2Pnzp3Izc1FSEgIHnzwQbz44ovw9fV1Z411gkIug1Ihg8ksYDCapT4lREREVEkgyc3NxdChQ3Hx4kWo1WoEBgbiypUrOHjwIDZv3oy1a9ciJCTE3bXe9dQqBUxmE8oNZvj7eLoaIiKi2sPhKZsPPvgAERERWL9+PY4cOYKdO3fiyJEjWL9+PSIiIrBw4UJ311kncKQNERGRYw5bSHbt2oUtW7bA29vb7v62bdvi//7v/xAfH++W4uoazkVCRETkmMMWEo1GUyGM2Pj4+ECj0bi0qLrKNtLGwKG/REREdhwGEqVSiaNHjzrc4OjRo1Ao2CHzTqiVbCEhIiJyxOEpm+effx6jR4/G008/jQ4dOiAoKAj5+flSP5LXXnvN3XXWCddbSBhIiIiIbuQwkAwbNgzp6en4/PPPIYQAAAghIJfLMXLkSAwbNsytRdYV0hV/GUiIiIjsVDoPydSpUzF06FDs2rULeXl5CA4Oxn333Yfo6Gh31lencJQNERGRY1IgMZlM2LFjBwCgQYMGaNeuHaKjo/Hcc88BAM6fPw+dTsdAUgPSKBsDAwkREdGNpE6t+/btw/jx4/H3v/8du3fvrrBiVlYWhg8fjvfee8+tBdYlbCEhIiJyTAok27dvR4cOHZCcnIy//e1vFVbs0aMHvvrqK2zatAnJycluLbKu0HAeEiIiIoekQLJ//34kJibeckr4uLg4vP/++/jyyy/dUlxdo742ysZkFjBbhIerISIiqj2kQFJUVIQWLVrcdoNu3bohJyfHpUXVVSrl9WlfeNqGiIjoOukb0t/fv8obyWQylxRT18llMmnoLwMJERHRdVIgsVgsMBqNt93AaDRWaT1yTMORNkRERBVIgaRTp0746quvbrvBl19+ibi4OJcWVZfxAntEREQVSfOQjB49Gk8++STy8/MxfPjwCp1bc3JysHbtWqxduxbr1693e6F1BYf+EhERVSQFkiZNmmD+/PmYMmUKli1bhqioKISGhgKwhpH09HRoNBp8+OGHnBytBthCQkREVJHd1PGPPPIImjZtiv/7v//Dzp07cenSJQCAr68vHn30Ubz66qto1qyZRwqtK663kFg8XAkREVHtUeFaNrGxsfjwww8hhEBeXh4AIDg4uEYja4xGI1atWoWlS5fi22+/RWxsLABg8eLF+OKLL6BQWL+k27VrhxUrVgAADAYD5syZAwDIzc3FoEGDMGDAgDuuobawzUXCFhIiIqLrKr24nkwmu+UkadXx7bffomvXrigtLa2w7Pvvv0dUVFSF+1evXg2lUok5c+ZAr9ejf//+6Nq1K8LDw51Sk6dolBz2S0REdLNKA4kzDRs2rNJln376KTQaDQwGA0aOHInGjRsDADZu3IjJkycDsJ4yiouLw5YtWzBq1Ch3lOwybCEhIiKqyC2BpDJdu3ZFgwYNEBMTg6NHj2Lo0KHYunUr/P39kZGRgbCwMGnd0NBQpKene7Ba55D6kHAeEiIiIolHA0nPnj2lnzt06IDg4GDs3r0bjzzyyC23S0pKQlJSksNlOp3OqTU6G0fZEBERVeTRQHLhwgXExMRIt1UqFcrKygAAWq0W2dnZ0rKcnBx07twZABAfH4/4+HiH+xw3bpwLK665G0fZCCE4DT8RERFumKnVE6ZPny5NQ5+dnY20tDR06dIFADBo0CCkpKQAAPR6PQ4ePIiBAwd6qlSnsbWQWISAycwr/hIREQFuaiHZv38/fvzxRwDA8uXL0bdvXwwYMAA9evTA5MmT0ahRI6SmpmL+/PnQarUAgJEjRyIhIQEzZsxAbm4upk2bhoiICHeU61JKhQxymQwWIWAwmu2uAExERFRfyYQQderP9HHjxmHZsmUu2ffWXReQV1Re4/1s2HEWpeVmPHpvE4QEeDmhMseC/TUYcF/M7VckIiLyMP557gFqXs+GiIjIDgOJB3CkDRERkT0GEg/gXCRERET2GEg8QMMWEiIiIjsMJB6g5hV/iYiI7DCQeIBaZX3a2UJCRERkxUDiARqOsiEiIrLDQOIBGl7xl4iIyA4DiQdw2C8REZE9BhIP8LK1kHDYLxEREQAGEo/QqK2XEDKaLDBbONKGiIiIgcQD1Eo5ZDLrz2wlISIiYiDxCJlMJo20KWMgISIiYiDxFA37kRAREUkYSDzE61o/kjKDycOVEBEReR4DiYdwpA0REdF1DCQeYjtlU8a5SIiIiBhIPMV2yoYtJERERAwkHnO9Uyv7kBARETGQeIitDwmH/RIRETGQeIxGGmXDQEJERMRA4iFePGVDREQkYSDxENtMrSazgMnM69kQEVH9xkDiISqlHPJrF7ThSBsiIqrvGEg8RCaTXZ+LhIGEiIjqOQYSD2I/EiIiIisGEg9iCwkREZEVA4kHcbZWIiIiKwYSD7p+PRuesiEiovqNgcSDeMVfIiIiKwYSD+JsrURERFYMJB7EFhIiIiIrBhIPss3WWsZhv0REVM8xkHjQjS0kQggPV0NEROQ5DCQeZBv2a7YImMwMJEREVH8xkHiQUimHQm69ng1P2xARUX3GQOJh3pprI23KGUiIiKj+YiDxMK9rgaS0nCNtiIio/mIg8TBvNUfaEBERMZB42PUWEgYSIiKqvxhIPMybgYSIiIiBxNO8pE6t7ENCRET1FwOJh9n6kJSyDwkREdVjSnccxGg0YtWqVVi6dCm+/fZbxMbGAgAKCwuRkJAAPz8/ZGZmYsyYMejevTsAwGAwYM6cOQCA3NxcDBo0CAMGDHBHuW7FYb9ERERuCiTffvstunbtitLSUrv7Fy5ciDZt2mDs2LHQ6XR46qmnkJycDI1Gg9WrV0OpVGLOnDnQ6/Xo378/unbtivDwcHeU7DbSKRuDGRaLgPzaRGlERET1iVtO2QwbNgxxcXEV7t+0aRN69+4NAIiMjERERAR27twJANi4caO0zNfXF3FxcdiyZYs7ynUrjVoBWwQp41V/iYionvJYH5L8/HwUFxcjLCxMui8sLAzp6ekAgIyMDLtloaGh0rK6RC6TwUvDuUiIiKh+c8spG2dLSkpCUlKSw2U6nc7N1dScl1qJ0nIzh/4SEVG95bFAEhQUBF9fX2RnZyMkJAQAkJ2dDa1WCwDQarXIzs6W1s/JyUHnzp0BAPHx8YiPj3e433Hjxrm4cufz1iiRV1TOjq1ERFRveXTY76BBg5CSkgLA2rKRmZmJBx98sMIyvV6PgwcPYuDAgR6q1LU4WysREdV3bgkk+/fvx9y5cwEAy5cvx9atWwEAkyZNwvHjxzFr1izMmjULCxYsgEajAQCMHDkSBoMBM2bMwBtvvIFp06YhIiLCHeW63fXr2bBTKxER1U8yIYTwdBHONG7cOCxbtswl+9666wLyisqdvt/Tl/Lwx8lMREX44YFOWqftN9hfgwH3xThtf0RERK7CmVprAV7PhoiI6jsGklqA17MhIqL6joGkFrjxejZ17AwaERFRlTCQ1AK2UzYWi4DRZPFwNURERO7HQFILKBRyqJTWl4L9SIiIqD5iIKkl2LGViIjqMwaSWsJLff2qv0RERPUNA0kt4eNlDSQlZUYPV0JEROR+DCS1xPVAwlM2RERU/zCQ1BI+XioAbCEhIqL6iYGklrC1kOjZQkJERPUQA0ktwVM2RERUnzGQ1BK+107ZGIxmmMycHI2IiOoXBpJaQqWUQ6mQAWArCRER1T8MJLWETCZjx1YiIqq3GEhqEfYjISKi+oqBpBax9SPRs4WEiIjqGQaSWoQtJEREVF8xkNQi7ENCRET1FQNJLcIWEiIiqq8YSGqRG1tIhBAeroaIiMh9GEhqEVsLicksYDRxcjQiIqo/GEhqEaVCDo1KAYAjbYiIqH5hIKll2I+EiIjqIwaSWoYjbYiIqD5iIKllbC0keraQEBFRPcJAUsvYZmstKWULCRER1R8MJLWMn481kBQzkBARUT3CQFLL2AJJUQkDCRER1R8MJLWMn7caAGAwmmEwmj1cDRERkXswkNQyKqUcXmrrXCRsJSEiovqCgaQW8vextpIUlRg8XAkREZF7MJDUQlLHVgYSIiKqJxhIaqHrLSQ8ZUNERPUDA0kt5C8N/WULCRER1Q8MJLWQn62FRM8WEiIiqh8YSGohWwtJOYf+EhFRPcFAUguplAporg395YytRERUHzCQ1FL+HGlDRET1CANJLcWRNkREVJ8wkNRSfpwcjYiI6hEGklrK39t2yoYtJEREVPcxkNRSthaSQraQEBFRPaD0dAHTpk3Dzp07pdsPP/ww5s6dCwAoLCxEQkIC/Pz8kJmZiTFjxqB79+6eKtWtAn2tgaTcYEZpuQneGo+/VERERC5TK77lfvvtN4f3L1y4EG3atMHYsWOh0+nw1FNPITk5GRqNxs0Vup9SKYe/jwpFJUbkF5UzkBARUZ1WK77lPvjgAxiNRggh8NJLLyE0NBQAsGnTJnz11VcAgMjISERERGDnzp3o27evJ8t1myB/jRRIGob5erocIiIil/F4IPnLX/6CuLg4hIeH4+eff8aoUaPwww8/oLi4GMXFxQgLC5PWDQsLQ3p6ugerda8gfy+k6YqRX1zusRqEEDibno9CvQFeaiUahPogNNDbY/UQEVHd5PFA8sgjj9j9PG3aNJw6dQparbbSbZKSkpCUlORwmU6nc3qNnhLsZz01lVdU5vZjWywCvxzKwMYdZ3E2vUC6Xy4D+nZvgqGPtmIwISIip/F4ILlw4QJiYmKk2yqVCmVlZQgKCoKvry+ys7MREhICAMjOzoZWq0W/fv0QHx/vcH/jxo1zS93uEORvDSSFegPMFgsUcvcMijIYzfjgqwP47fBlAIBaKYc2wg+l5SZczSnBz3tTkXIgHZNf6IxeHRu5pSYiIqrbPB5IpkyZgu+//x4AcPLkScjlcrRq1QoAMGjQIKSkpCA2NhY6nQ6ZmZl48MEHPVmuW/l4KaFSymE0WVBYbEBwgJfLj6kvNeJfn/2Oo+eyoVTI8GzfVhh4X1MEXmutOXEhF58lHceJi7l4d+1+TEEX3N+x8tYsIiKiqvB4IGnZsiXeeOMNhIaGIjU1FUuWLIGfnx8AYNKkSZg9ezZmzZoFnU6HBQsW1IsRNjYymQzB/hpk5pUir6jc5YHEZLbgrU/34vj5HHhrlHjzr93RsWW43TptYkKQOP5+fPTNQWzfn4YFa/+AQi5Dzw5sKSEiojvn8UCSmJhY6bLAwEAsWrTIjdXUPkHXAok7OrZ+vuVPKYwkvtILzaOCHK6nkMsw8bk4yGRA8r40LPzqIGIaBaJBKEcCERHRneFMrbVckL+1VSS/yLWBZOehDGzYcQ4AMOmFuErDiI1CLsOrz3RC25gQlJab8N4Xf8Bstri0RiIiqrsYSGq5YH/bSJtyCCFccoysvFIs/vYQAOCpPi2qfPpFoZDjjaFd4OulxKnUPHz18ymX1EdERHUfA0ktF+irhkxmHflSWm5y+v6FEFi2/ghKy01o1SQYIwa0qdb2ESE+GP9MJwDAd9vPIPVKodNrJCKiuo+BpJZTKOTSCJfs/FKn7/+3I5fx+59XoVTI8OqznaBQVP8t8UAnLXp2aAiLRWDFhqMua8khIqK6i4HkLhAR7AMA0OWWVGs7L7XiluGguNSI5T8cBQA8/ZdYNGkQcMc1jhnUHmqlHEfOZmPXkSt3vB8ADDRERPWQx0fZ0O1Fhnjj9KU8ZOZVr4VErVJAJpNh15HLKHAwSufXw5eRX1SOIH8NAn1V2LrrQo3qvKdlGPafyMSS7w4hp6AUKmX1826gnwb33cMhxERE9Q0DyV3A1kJSqDegtNxU7Sv/FhSXI++mUTqF+nIcPZcNAOjUMhyFJcYa1xnTKBB/XshFcakR+07o0KZpSI33SURE9QNP2dwF1CqFNNoms5qnbSpz8FQWhAAahfk67UrCSoUcHZpbL4Z44kIujCYOAyYioqphILlLRIRc60eSV/NAcjmrGJez9ZDLgLhWETXe342aNgyAn48K5UYzTl/Kc+q+iYio7mIguUtEXjttU9MWEotF4ODpLABAbONgBPiqa1zbjeRyGdo3CwUAnLyYC4PR7NT9ExFR3cRAcpcID/aGDEBRiRElZXfe3+NMWj4K9QZoVAq0uxYcnK1JwwAE+KphMFlwiq0kRERUBQwkdwm1SiFdXK+6w39tyg0mqSPrPS3DoFYpnFbfjeQyGTo0t4adU6l5KGcrCRER3QYDyV3E1vk09WrRHW1/5GwOjCYLgvw1aKYNdGZpFURH+iPQTw2jyYJTF3NdeiwiIrr7MZDcRWIaWicuu5qtr/Zpm5yCUpxNzwcAdGkVAblM5uzy7MhkMmnEzalLeSg3OH/aeyIiqjsYSO4i/r5qhAd5QwC4cLnq14yxWAT2/akDYB0FYxux42pREX4I9tfAZBb4k60kRER0CwwkdxnbqZYLlwuqPMX6sfM5yCsqh0opR6fYcFeWZ0cmk6FDC2sryZlL+S65OCAREdUNDCR3mehIfygVMhSVGKt0sb3LWcXYe/wqAOuMrNWd5bWmGoX5IjTAC2aLwAm2khARUSUYSO4yKqUc0ZH+AIDTafm3XNdktuCd1fthNFkQHuSN5lGu7cjqyI2tJGfT2EpCRESOMZDchVpGBwMALl0tQkZWcaXrbd+fhvOXC+ClVuC+expC5uKOrJVpEOqDsCBrK8mfF3I8UgMREdVuDCR3odBAL7RuYg0lvx+/inKD/TwfQggcP5+DA6esM7L27dYYPl4qt9dpc+OIm7PpBTWa2I2IiOomBpK7VIcWYQjwVaPMYMaeY1ekUyFmi8AfJzNx5Kx1ArTh/VujcQN/T5YKAIgM8UF4kDcsFoE/L7AvCRER2WMguUspFXLc274BZDLgcrYem3eex/b9aVj/vzM4c61vSb/ujfFcv1aeLfSaG/uSnEvPh76UrSRERHQdA8ldLDTQGw93jZb6Z+hyS2AyC3ipFbi/YyN0ae3cK/nWVGSIDyKCfWARYF8SIiKy494xoOR04cE+6NutMXS5JSjUGxAW5I1gf43HOrDeTocWoUjeV4JzGQVo0zQEfj7OvdowERHdndhCUgfIZDI0CPVFbONghAR41dowAgARwT5oEOoDIYDDZ7I9XQ4REdUSDCTkdp1iwyEDcElXhKy8O7tyMRER1S0MJOR2wf5e0hT4B05lVXkKfCIiqrsYSMgjOrQIg1IhQ25hGS5eqfqFAomIqG5iICGP8NYo0a5ZKADg4KkslBs4pTwRUX3GQEIe06pJCAL91Cg3mqVZZYmIqH7isF/yGIVchu5tG+A/v1/CxSuFaNowAMH+Gk+XJTGbLUjPLMblbD1Ky40oN5jh56NGsL8G0ZH+CPSrPbUSEd3tGEjIo8KCvBHbOBinL+Xh9+NXEdMowKP1ZOeXYvfRK9hz7ApOXsyFwWSpdF1tuB/uaRmGh+Ki0KZpCOTy2jvcmoiotmMgIY+7p0UYrmQXo6jEiOR9aRj8UAu3f7lfzdHj6/+cwv/+SIfFcn3Uj7dGgagIf/h5q6BWKVBcakROQSmu5pQgI6sYGVnF2LrrIiJCfPD4/c3wSA/PXsiQiOhuxUBCHqdSynF/Ry1+3puKS7oifLf9NJ7r655r8OhyS/Dtf08jed8lmK8FkTZNQ3DfPQ3RpXUktOF+DsNRod6AExdysPvYFew6cgWZuSX4ZNMxfP2fU3iyd3M88WBzeKn58SIiqir+xqRaIchfg65tIrH3+FV8se0kGoX64YE4rcuOl5VXiu+ST+M/v6fCZLYGkc6tIjD00VZo1STkttsH+KrRo31D9GjfEOOGmLDjQDp+SDmLjCw91m49iW27LmLEwDbo3Tmap3KIiKqAgYRqjWbaQBiMZhw8nYX3vvgDx85no2lD5/Yp0ZcaceBUJo5fyJVOzUSF+6Fb20g0DPPF+YwCnM8oqNY+A/00ePTepujbvQl2HsrAmh//RGZeKRZ+dRAbfzmP0Y+3Q8eW4U59HEREdQ0DCdUq/bo3RoCvBjsOpuOnPano2aEhoiP9a7zf0nITTlzIxZn0fCmIRAR7o0PzMESE+AAA8orKa3QMhVyG3p2jcF+Hhti88zy+TT6N8xkFmLlsF3p2aIjRj7dDg1DfGj8WIqK6iIGEahW5XIbXX4hD6tVCXLxSiF8PX0a7mBB0aBF2RxcNLC034eTFXJxJy5f6iIQFeaND81BEhvi45EKEapUCT/2lJfp2b4yvfz6FH3dfxO6jV7D/hA6DH2qOZx6OhbeGHz0iohvxtyLVOkqFHP3vbYL/HUjHqdQ8HL+Qiys5JYhrFY6IYJ/bbi+EQH5ROU6n5ePi5UJYrl0rJzTQCx2ah6FBqGuCyM0C/TR4ecg96N+zKf698SgOn8nGd8lnkLwvDS8ObIPeXaKhqEX9S4wmMy5cLsSFywVIvVoEXU4JMvNKUFRiQEmZCSazBQq5DCqlAoF+agT7e6FhmC+iIvzQTBuIVo2D4cWgRUR3iL89qFaSy2Xo3CoCwf4a7D+hQ25hGZL3pSEi2AeNG/ijYZgvfDRKyOUyCCFgNFmQW1iGrLxSXNIVoVBvkPYVGuiF9s1C0TDM1y1B5GZNGgbgrZfvw55jV/HJpmPQ5Zbgw68PYn3KWQzv3xo92jX0SMdXi0Xg4pVCHDqdhcNnsnDsfA4MRvMttzECKDOYUVRiQHpmMY6ey5aWyeUyNNMGom3TELRtFoqOLcLg56N28aMgorqCgYRqtZhGgWgQ6otj57JxLr0AmXnWv9oBQCYD1EoFjGaL3dwhACCXyaCN8EWrJiEID/L2ROl2ZDIZenZoiC6tI5D063l8l3wGl64W4e1V+xAd6Y+n+rTAA520UKsULq1Dl1siBZDDZ7LsghtgHT3UTBuImEaBaBjmi4hgbwT6aeDjpYRSIYfFIlBuMCO/uBy5hWW4nKVHmq4Ipy7lITu/FGfT8nE2LR+bdp6HXAbENg5G59aR6NI6As2jgmrcIiSE8EioJCLXYyChWs9bo0S3tg3QpmkILumKkK4rRl5RGSwCKL/hL3pfLyXCgrwRGeqL6Ag/l3+53wm1SoEhfVrikXub4oeUs0j69TzSdEX48OuD+GTTcTzcLRoPxUWheVSgU754C/UGHD2XjcOns3DodBau5OjtlquUcjS6dtolKsIfIQGa68cVApm5JcjMLal0/yEBGoQEaNCxZRiKSgy4mqPHlWzrpHF5ReU4mZqHk6l5+PKnk/BSKxAV4YfGDfzRONK/2hPIBfppcN89jar9HBDR3YGBhO4afj5qtI0JRduYUAghUGYwo8xgglqpgFqlgEp591wr0s9bhRED2mBI7xb4cdcF/PjbBWQXlGHDjnPYsOMcIoK90bl1JNrFhCC2cTAiQ3ygUNz68ZWUGaXWijOX8nHqUh6uZNsHELlchlaNg9EpNhwdW4bjwuV8FOqN0vL8YsPNu62WsCAfhAX5oEOLMOjLjLiarceVbD2u5pagzGDG2fQCnE23DqsO8tegYagvGob5IizQ67aPz9OEELBYBORyGVtpiFyg1geSy5cvY968eQgLC4NOp8Mbb7yB2NhYT5dFHiaTyeCtUd71o1V8vVV45uFYDOnTEn+c1GH7vjTsP6lDZl4ptu2+iG27LwKwdvSNDPFBgK8a/j5qyOWAENZRRIV6A3IKylBU4jhMREf6oVNsBDq1DEf75qF2LROXrha67rF5qdA8KgjNo4JgsQjkFJTiSk4JrmTrkVtYhvyicuQXlePExVzIZNYWkNAAL4QEeCE4QCNN1+/ML3+jyYJCfTkK9Qbrv2KD3e0Cvf3tkjIjTGYBs0XYnRZUKeVQK+VQqRTQqBQI8FXf8E9jdzvIX2P956eBt0bJMENUiVr/2/yf//wnBg8ejIEDB+LQoUP4+9//jk2bNnm6LCKnsl35uHvbBigzmHD4tLWT6fHzOUi9UgiDyXLt2jm33k+wvwYtooMQ2zgYsdHBaNk4CP61oGOpXC5DeLAPwoN9cE+LMJSVm3A11xpOruboUWYwSwHl3A0T0ykVMvh6q+Dnbb3KckZWMbw1Kvh4KaFRKyDEtZYLIWCxAOVGE0rLTCi59k9fZrwpYJic8niMJguMJgtwbX+6W5zWupFapUCQvwbBfhq7oHLzz75eKnhrrI+RAYbuhMUiUGYwodxgRqnBhLJya4uy9H+DCaXlZpRfW8dgssBgMsNotKDcaIbRZIHB9n+TGWaz9XMW5KfBq892csnVzmt1IMnLy8Mvv/yChQsXAgA6deoEnU6HEydOoE2bNh6ujsg1vNRKaVp6wPqLJSu/FLpcPYr0RhSXGmARgAyAl0aJAB81ggM0iAzxuWsu7OelUaJpwwA0bRgAIQRKyk3ILShDbqH1X0FxOUrLzTCZBQqKDSgoNiAjqxjHzufU+Ni2581LrYC3Rmn/s/R/Jbw01tYPuVwGucx6mkYuAyzC2mJiNguYLNZgUl5u+6VvQpnh+s8GkwVms0B+cbn1l77RfNt+OTeSy6y12mry1iigUiqgUMigVMihVMihkMugVMqhlMuhVFrvByAFGdm1/8gc3VdhnWu37yADCeHgPji407qgOndDON55jfdR2bpOqa/SdW/eo+yW+7AIAZPJ+l4zmSwwma3vKaPZ9rMFJrN1pKHRbEG5wfoeLDfcesRcTTyhK0KH+hZILl++DG9vb/j6Xp/dMiwsDOnp6R4JJK5IhK5kG3J5N9V9N9bs6lrlchkiQ3wQGXL7OViqq7Y8zyGwTuF/I5PZgiK9AUUlRhSWGKBWKRDoq8b5ywUoLjHCZLZAJpNd+6K1frkqFXKoVfJr/YrkUCkV8NYorF/qN4QMd7U63NgRt7TcJLUC5RdfO2VVbEB+URnyi8ulZQXF5SgpN0EIwCIgtfYQ3Sm1Ui71s7vx/2qlHKpr/5QKuTXYKmz/ZDf8LIdcbh1g0Ck2Ai2jg1xSZ60OJJXZv38/1q1b53DZn3/+iXHjxjn9mDqdDpGRkU7f792kvj8Ht3r8q91ci6fwPVD9x1+d94YMQNC1f7VRfX/9gbrxHAgA5df+VddXrnz8ohbLzc0VrVq1EsXFxdJ9PXr0EMePH3d7LS+//LLbj1nb1PfnoL4/fiH4HPDx1+/HLwSfA1c+/lo9zi44OBgPPPAAduzYAQA4dOgQwsPD0bZtWw9XRkRERM5U60/Z/POf/8S8efOwZ88eXL16FQsWLPB0SURERORktT6QaLVafPzxx54ug4iIiFyoVp+yISIiovqBgYSIiIg8rtafsvE0o9GIVatW4bfffsPp06fr3bT1eXl5ePfdd+Hj4wOj0Yhx48Zh+vTpaNKkiadLc6t58+ahuLgYiYmJOHnyJIYPH45+/fp5uiy3+uSTT/C///3P02V4xLRp07Bz506Ul5ejV69eePjhhzF37lxPl+VWZWVlAID58+ejpKQEGRkZ+OSTTzxclXukp6fj8ccfh4+Pj/QeKCgoQFJSEpo2berp8txmx44duHLlChITE5GamorBgwejf//+Tts/A8ltfPvtt+jatSsMhppddOxudfXqVWg0GsyaNQsAsGbNGsycORNr1qzxcGXupVKpsHbtWgDA7t278frrr9erQHL69Gns3bvX02V41G+//ebpEjzqgw8+wKuvvop27doBAA4cOODhitxHoVDglVdewUsvvQQAKCwsxIQJE+pVGAGA6dOn4/3330fPnj1x6dIlDBw4EL1794aXl5dT9s9AchvDhg3zdAke1aZNGyQkJEi3o6OjodPpPFiRZ0ydOlX6+eLFi2jVqpUHq3Evo9GIDz/8EJMnT5aG4NdHH3zwAYxGI4QQeOmllxAaGurpktymrKwMKSkpaNmyJbZt24bi4mKMGjXK02W5TcOGDaUwAgDr1q3DkCFDPFiRZ0RGRiInx3r5hqysLCgUClgsFqftn4GEbuvGaba3b9+OoUOHerAaz/nzzz/x8ccf48qVK1i6dKmny3GbJUuWYMSIEfDz87v9ynXUX/7yF8TFxSE8PBw///wzRo0ahR9++AFKZf34FZqRkYHU1FTIZDK88cYbOHz4MEaMGIFt27bBx8f5lzSozSwWC3766SesXl1f5me+buHChZg8eTJ27dqFI0eOYNGiRU59/dmplaosJSUFZWVlGDlypKdL8Yi2bdti8eLFmDRpEoYOHYqSkqpdIO1uduDAAZSWlqJnz56eLsWjHnnkEYSHh0s/Z2Rk4NSpUx6uyn30ej0ASP0FOnbsCLVajT/++MOTZXnEL7/8gnvvvRdqteevou1OZWVlGDNmDGbMmIG3334bixcvxuLFi6X3hjMwkFCVpKSkIDk5GYmJifXucuhms9nuQ9erVy/o9XocO3bMg1W5R3JyMgoLCzF79mzpqtuzZ8/GTz/95OHK3OvChQt2t1UqldTJsz6wXbtELr/+laFSqVBefidXQ7m7ffXVV3jhhRc8XYbbnT59Grm5uejatSsAICYmBmVlZU7tW8VAQre1detW/Prrr5g7dy4UCgXmzZvn6ZLc6sqVK5g9e7Z0W6fTQa/XQ6vVerAq95gyZQrmz5+PuXPnYtKkSQCAuXPn4tFHH/VwZe41ZcoU6eeTJ09CLpfXq35EkZGR6NKlC/bt2wfA+hnIzc1FXFychytzrwsXLsDb2/uuv7jenYiKioLJZEJGRgYAoLi4GFevXkXDhg2ddgyZEEI4bW910P79+/Hjjz/iiy++QHx8PPr27YsBAwZ4uiy3OXnyJIYMGYLg4GDpvqKiIhw5csSDVblXcXExZs6cCW9vbwQEBODs2bN48sknER8f7+nS3Gbv3r1Yv349NmzYgGHDhuGFF15Ay5YtPV2W20yfPh0GgwGhoaFITU3F2LFj0aVLF0+X5VYZGRlYsGABIiMjkZGRgRdeeAG9evXydFluNW/ePDz66KPo1q2bp0vxiJ9++gnff/89YmJicPHiRdx3331O7dzMQEJEREQex1M2RERE5HEMJERERORxDCRERETkcQwkRERE5HEMJERERORxDCRERETkcfXjQgxE9UR6ejrGjx+PS5cuoX379vXuqsxVkZmZiblz5+LcuXMQQiAkJARLly61m2uHiNyPLSRUJ+zduxeLFy92y7GuXLmCnj17Yu3atW45XnVERUVh48aNaN++fYVl7777Lh5++GGUlpZ6oDLrJdsXL16MEydOeOT4NnPmzEFOTg42b96MpKQk6PV6p16Pgzxv1apV+O9//+vpMqiaGEioTvj999+xZMkStxxLrVajUaNGCAwMdMvxnCU0NBSNGjWCQqHwyPELCwuxZMkSjweS33//HV26dIFSqYRSqcT3339fLy4DUJ+sXr2ageQuxFM2RNUUGhqKdevWebqMahszZgzGjBnj6TI8rrCwEBqNRrqtUqk8WA0R2XDqePKYY8eO4cMPP8S5c+cgl8vRoEEDTJgwAT179sS6devwySef4Ny5c0hMTMSQIUNQVlaG5557rkL/iNdffx379u1DdnY2WrduDQBo0qQJPvroIwDWa3C89dZbOHDgALRaLVq2bIk2bdpg/vz5aN68OZ599lnpegy3qgkADh8+jNmzZ+PcuXOIj4/H/PnzpbquXLkCPz8/zJs3D8uXL0daWhqCgoKQkJCAjh072j32bdu2YdGiRSgpKUF4eDiefPJJbNu2DceOHUPjxo2xePFiNG7cuErP4437atiwIYYOHYrvvvsOAKTnaPr06di9ezeuXLmC5ORkREVFYdWqVfj2229x7tw5JCQk4Pz58zh8+DBOnTqFmJgYbNy4EYD1cutLlixBXl4ezGYz2rdvjylTpiA6Otqujh9//BErV65EcXExNBoNgoKC0L9/fzz//PPYsmULli1bhnPnzqFhw4ZS69L777+PFi1a3PLx7d+/H2+99Zb0nLdv3x5btmzBhQsXkJeXh3379iEgIADnz5/He++9hxMnTkCpVCI8PBwTJ07EvffeK9W3fPlynDx5EmFhYQgLC0NwcDBWrVoFANXa/pVXXoFcLsdvv/2GM2fOQCaTYf/+/dJ7ZOHChbh06RIA61VR//73v6NNmzYAUOF5P3PmDA4fPoycnBz069cPU6dOtQtJRqMRy5cvx+bNm6FUKiGTydC0aVM8/fTT6N27t7ReVV6nnTt3YunSpSgvL4fZbEZwcDAef/xxPP3001V6r9l88cUX+PLLL2GxWKBUKhEZGYnHH38cTzzxhLTO7T5L1fmMv/POO/jvf/+LS5cu4aOPPsJ//vMfnDp1Cnq9Hk8//TReeeUV6TWcNGkSzp07Bx8fH+nCb3/9618xePDgaj1G8gBB5AFHjhwR99xzj3jvvfeExWIRQgixdu1a0aZNG/G///1PCCFEWlqaiI2NFevWrbPbdvjw4WL48OF293300UciNja2wnEMBoN45JFHxJNPPikKCgqEEEIcPHhQ9OjRQ8TGxoq0tLRq1WTTp08fMXXqVLv7pk6dKjp37izmz58vLBaLMJvN4tVXXxV/+ctfhMlkktbbu3evaNWqlVi6dKkQQgiLxSISExNFx44dKzyu23G0r/nz54sePXpU2Ne6desqPGbbc9yvXz9x+PBhIYQQe/bsEYMGDRJCCPHzzz+L1q1bi7Vr1wohhDAajeL1118XDzzwgMjLy5P2s2bNGtG2bVuRkpIi1fHxxx+L2NhY6Xmv7PWsqj59+ohevXpJtRQUFIiuXbuKgoICcenSJdG9e3cxadIkYTQahRBCrF69WrRr107s27fPbj+xsbHio48+sruvutvff//9Yvv27dK23bp1E0IIcfjwYdG+fXsxf/58af358+eLuLg4cfHiRek+23MxcOBAcfbsWSGEEMePHxetW7cW3333nd3xXn31VfHQQw+J1NRUIYQQJSUlYty4cdJrJETVXqdLly6Jdu3aiT179kjbffbZZ6JPnz63fuJvMn/+fNGlSxfp/WIwGERCQoLo0qWLtE5VP0vV+Yzv2bNHxMbGiueff17odDohhBD//e9/RWxsrNi1a5fduo4+n1T7sQ8JecS7774LHx8fTJw4ETKZDAAwbNgwNG/eHPPmzXPacTZu3IiLFy9i4sSJCAgIAAB06tQJDz/8sEtq0uv1eOmllyCTySCXy9G/f3+kp6cjLS1NWmfRokUICwvDyy+/DACQyWR47bXXIJdX/+PoaF8TJ06EwWCo1n7uvfde3HPPPQCAbt26YenSpRBCIDExEc2aNcOwYcMAAEqlEv/4xz+g0+nwxRdfALBeDfn9999Hnz598NBDD0l1jB07Fg0aNJCeS2fw8/OTagkICMAPP/wAPz8/LFmyBEVFRZg2bRqUSuuZ6OHDh6Nhw4ZV6uxc3e1jY2PRp08fAEB0dDS+//57ANffQ6+//rq07sSJEyGEwPLlyyvs595770Xz5s0BAG3btkVMTAx2794tLd+7dy9++uknjB49Wmox8/b2xmuvvQZvb28AqPLrdPz4cRiNRjRt2lTa/9ChQzFkyJDbPj82ly5dwqpVq/DUU09J7xeVSoXXX38dfn5+0nqu/Hz369cPERERAIC//OUv8PHxwZ49e2q0T6odGEjI7UpLS7F//360bdu2wvn7uLg4pKWl4cKFC0451oEDBwAAHTp0sLs/NjbWJTUFBQUhJCREum0bSpqdnQ0AMJvNOHz4MNq0aWPXudTb27vKp2hsnLmvli1bSj/L5XJERUXhwoULyMjIQJcuXezWbdiwIfz9/aUvgYMHD6KkpET6grpxPzt27IC/v3+1aqlqnYB1VJHt1El0dLT0RQVYQ1HLli3xxx9/wGg03nK/1d3+5joaN26M0tJS/PHHH2jfvr1dHxXb6+HoS7NZs2Z2t4ODg6X3CgD8+uuvAFDhuW3dujW+/vprAKjy69SxY0f4+Pjgueeew4oVK3Dx4kWo1WpMmDDhls/NjXbt2gWLxVKhnqCgIKSkpABw/ef7xudMJpMhMDAQWVlZd7w/qj3YqZXcrrCwEBaLBUFBQRWW2e7Lzc1FZGRkjY+VmZkJAFLriM3NX5JVrSkmJuaWx/Px8bG7bWv1MJvNAIC8vDwYjcYK9Tiq6XacuS9fX1+H+weA5ORkHD582G6Zt7c3TCaT3XruGHXkqE5bDXq93q4PAwAUFRUhMDAQhYWFCA0NrXS/1d3eUR2299DRo0cr7KegoMBhS5GtlcNGLpfDYrHY1QXc+rmt6uvUsGFDrFu3DitXrsTy5cvx/vvvo23btnj99dellq3bqUo9zvosVeZ2zxndvRhIyO0CAgIgl8uRn59fYZntvpCQEOmvfnFTv2u9Xl/pF9PNbH/xFhQUICwsTLq/sLDwjmqqqeDgYKhUKhQUFFRYVlhY6DBcuGNfle0fAB577DHMmDHjtus5qsNdgoODERYWhg0bNnhke+D6e8h2yssZqvLcVvV1AqytC2+//TYSEhKQnJyMJUuW4JVXXsHmzZsrtNbcaT3V+Sw54zNOdQdP2ZDbeXt7o2vXrjhx4kSFpvBDhw4hOjoaMTExCA0NhUwms/vlZzAY7Ppj2NjO+9t+se3cuRP5+fno3LkzAODo0aN2658+ffqOaqophUKBjh074sSJE9JfroC1mdvR43LXvhyJiYmBVqt1OG/IN998I/VNiIuLg4+PD44cOWK3jsFgwAsvvCA1z9ua722v0blz55w2J8n999+P1NTUChOcHThwAP/85z9dvj1w/T108uTJCn+x//e//72jifvuv/9+AKjw3B4/fhyjRo2CxWKp8uu0e/duafSVRqPBwIEDsWDBAphMJpw9e7ZK9fTq1QtyubxCPVlZWXjmmWdQVFRUrc9SdT7j1aFUKqX3WW5uLnbt2lWj/ZF7MJCQR0yZMgXFxcVYsmSJ9Ivjq6++wtmzZzFz5kwA1gnI4uLikJycLHXSXLVqlcN5I6KiogAAV69eRVFRESZMmICSkhI88cQTaNq0KRYvXiy1ihw6dMjh+fyq1OQMr732GnJycrBixQoA1i/ojz76CGq12in7WrRoUYW/OO+ETCbDm2++if3799vNu3Lo0CF89NFHUj8CPz8/vPHGG/jf//6HHTt2AAAsFguWLl0KhUJh9+Xj5eWFq1evAgCWLl2K5OTkGtcJABMmTIBarcbbb78tfQnapoi/3bBiZ2xvM2XKFGRlZUmdggHrUNS3334bbdu2rfbj6tGjBx599FF8+umn0jBiWyfiuLg4yOXyKr9OV65cwfLly6HT6aR19u7dC19f3wrD0isTHR2NUaNGYd26dVLINxgMeO+99xATEyOdKqzqZ6k6n/HqiIqKkt5nP//8M5YtW1aj/ZF7cB4S8phjx45h4cKFOH/+PGQyGRo0aIBXX31VmqcAsP4VPXv2bGRkZECr1WLo0KH4+uuvpfk6li5diqioKJSXl2Py5Mk4efIkNBoNHn/8cfy///f/AACXL1/G3LlzceDAAURFRaF9+/Zo1aoV5s6di+3bt9vN0nm7mm6ch8Q2z8F3332HYcOGITU1FSUlJWjevDkWL16MlJQUrFmzBpcuXULjxo3xzDPPYOzYsQCAn376CYsWLYJer6907pCqsu2ruLgYYWFhGDJkCH766Se7OU0+/vhjaR6S5s2b4/nnn4evr680D4RtbpBPP/20Ql+L3377DUuWLMHVq1cRHByMgIAATJgwAV27drVbb8uWLVi5ciX0ej00Gg06duyIv//973Z9Cb755hssX74cvr6+CAsLw/vvv3/bU2GnTp3CP/7xD7vnfPLkyRX6PVy8eBEffPABDh06hJCQECiVSjz33HN45plnADieh+Tll1/GwIEDq7T9zp078d5779ltP3/+fGl+EZujR4/iww8/xJkzZxAWFgYvLy+MHj0affv2BWA//0bDhg0xYMAATJo0Cc8884wUOho3bow1a9YgICBAmodk06ZNUKlUUCgUeOyxx/DSSy/Zjcy63euUlpaGTz/9FPv27YNCoYDFYkF4eDheffVVxMXF3fI1uNnatWvx5ZdfQggBpVKJ+++/H6+//rpdZ96qfL6Bqn3GN2/ejPXr10ufpWHDhqFv374YP3689L5o1qyZ1NH34MGDmDlzJmQyGVQqFebMmVOhIy7VPgwkVC999tlnmD9/Pvbs2VNrLqr2+OOPQ6vV8q85IqqXeMqG6rxJkyZVOKd/+vRpNGzY0CNh5PDhw/j000/t7ispKUF6enqFv7aJiOoLBhKq837//Xe70yD79+/Hjz/+iJdeeskj9RQUFGDFihVITU0FYO1v8cEHH0CpVOL555/3SE1ERJ7GUzZU561YsQLbtm2DwWBAeXk5vLy88OKLL0p9A9zt8uXLWLx4MQ4cOACNRoOCggK0bt0ab7zxhjRhW3JysnQtHkd8fX3x5Zdfuqtklzl69OhtOwx/8cUXdrOAkmu8+eabOHbsWKXLH3/8cfztb39zY0VU3zCQEBERkcf9f97C9sVMbLkiAAAAAElFTkSuQmCC\n",
+ "image/png": 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sWYPffvtNelxSUoImTZpIj/38/JCbm4uSkhIMGDAAABAdHY1NmzZJ/zrbu3cvzp8/L/VTeOmll5Ceno6ff/4ZQGmThK1JqyrSvHlzHDhwACUlJQCAX375pSa3WKHo6Gjs2rVL+kNw9uxZxMfH47XXXpPl/MHBwYiMjMSqVaukPkKHDx/GL7/8Uq4J5PZy7d69G4mJiQCAgoICLFq0qFyzjtzHWg0dOhR5eXnYsWMHgNJmgvnz50tNGq+++ir++usv6XNjMpmwePFiqblu8+bN2L59u3Q+60iaO5V506ZNUjNZYmIiVq1aBX9/f7i6umLkyJH45ptvpACxceNGKJVKvPjiiwBKh5s3atQIR44cAVDaJGm9/6rw8fGBUqlEbm4uTpw4galTp9rcb8aMGUhLS5Me3/6dqSrr5+TLL7+E2WwGAKxfv17q4/Lwww8jLCwMy5cvh8ViAQDs2LEDFy5cqHAIfHJyMl577TWMHj0a169fR0JCAhISErBt2zZpn+HDh0sjzIDSEW8XLlyoUu2qq6srhg8fju+++076jG/YsEEaOUa1j0I4st6Z6Ibjx49jwYIF+PPPPxESEoJ+/fpJTQFLly7Ftm3bcPHiRXTt2hWTJ09GUlKSNKy5a9eumDt3Lo4dO4avvvpKGtYbGBiImTNnSv8i27lzJxYtWgRvb29ERUVJv8ysw1C1Wq00rLl79+5S2azDmr29vaHT6dCqVSts2LBBCh8TJkxAfHw8vLy80KJFizIdXc+ePYtZs2ZJfS9CQkKwatUqdOjQAe+++y7Wr18vzSfRv39/afiq9b6WLFmCiRMn4sCBA9DpdDb791jdPqx5zJgx6NevH4Cbw6cBoGnTppg9e3a5P/y3Dqvt0KFDmdcIKP1X//z58/Hnn38iMDAQHh4emDZtGh588MEyQ6I7dOiAbt264e233wZQ+kd/1apV8PDwgEKhwCuvvCJ1hr7Ta1eVY4cNG4a2bdvi3//+t/TaLV68GH5+fjh+/DjmzZsHk8kEpVKJAQMGSMOWASA+Ph6LFi2CUqmERqPB008/jZEjRwIAfv31V3z66afSH1dXV1dMnz5dGhJty6pVq7B582Z4eXnBxcUF06ZNk2pQbA1rnj59Olq3bi0dv2fPHsTGxiIgIADt27dHRkYG9u7di169euHf//43hg0bhqNHj0Kn02Hs2LFQqVT4+OOPkZqaik6dOuHLL78EUNp8t2fPHri7u2PKlCno3LlzubJ++OGH+O233+Dh4YGCggJ06dIFkydPRl5enjSsWafTYejQoXB3d8fKlSuRmpqKLl264PPPP8c//vEP/PHHH9DpdIiOjsaAAQOk4e/Hjh2Dt7c36tevj5iYGHh5eQEobar597//jdOnT8Pf3x8BAQGYMWOG1FH5duPHj5f+wXCrrl27lplnxfoZ1Gg0MBqNmDJlSpkhyleuXMGUKVOQnp4u/S4JDQ3FzJkzpX3MZjMWLVqEPXv2SO/fpEmT7tgXjpyHgYXoFkIIXL9+vcy//pYvX44//vhDGklERESOxyYholsUFBRgyJAh0vDI3NxcbN269a7DpYmIyL44SojoFi4uLujYsaM0d0ZRURFeeOEFqQ8MERE5B5uEiIiIqNZjkxARERHVegwsREREVOsxsBAREVGtx8BCREREtd59NUromWeeqfK6KERERORcycnJ91dgCQ4OxvLly51dDCIiIqqC6OhoNgkRERFR7cfAQkRERLUeAwsRERHVegwsREREVOsxsBAREVGtx8BCREREtR4DCxEREdV6DCxERERU6zGwEBERUa3HwEJERES1HgMLERER1XoMLERERFTrMbAQERFRrcfAQkRERLUeA0sN5RcYsWnPeWTlFjm7KERERHUWA0sN/d+hFHy25QTW7z7r7KIQERHVWQwsNeSmVQEAUvR5Ti4JERFR3cXAUkNBfu4AAH1WgZNLQkREVHcxsNRQfT8PAEBadiEsFuHk0hAREdVNDCw1FODtCqVSgRKzBdl57HhLRERkDwwsNaRSKRHg4wYAuJbJZiEiIiJ7UDviInPnzoXBYICXlxcSExMxdOhQ9OnTB0uWLMFXX30Flaq042rbtm2xcuVKAIDRaMTs2bMBAFlZWYiKikJERAQAQAiBhQsXQq/Xo7i4GOHh4Rg+fLgjbsWmBn7uSMsqQFp2AdrC32nlICIiqqscElg0Gg1iY2MBAPv27cNbb72FPn36AADWr1+Pxo0blztmzZo1UKvVmD17NgwGA/r27Yvw8HAEBgZi586dSExMxKpVq2A2m9G/f3907twZbdu2dcTtlFOfHW+JiIjsyiFNQlOmTJF+vnTpElq2bCk9/vzzzzF//ny8++67uHz5svT85s2b0atXLwCAh4cHwsLCsH379nLbVCoVevbsiU2bNtn9PioijRRikxAREZFdOKSGBQD++usvfPLJJ7h69SqWLVsGAAgPD0eDBg0QEhKChIQEDB48GDt27EC9evWQmpqKgIAA6Xh/f3+kpKQAgM1thw4dctStlMMaFiIiIvtyWGBp06YNlixZgt9//x2DBw/G1q1b0b17d2l7+/bt4evri3379uGpp56q9nW2bduGbdu22dym1+urfd47kQJLNgMLERGRPdg9sJjNZhQVFcHDo3S+kh49esBgMODEiRMIDAxESEiItK9Go0FRUenQYJ1Oh4yMDGlbZmYmOnXqVOE2nU4HAIiMjERkZKTNskRHR8t7czdYA0vG9UKYzRaoVBx8RUREJCe7/2W9evUqZs2aJT3W6/UwGAzQ6XSYNm0aTCYTACAjIwPJycno3LkzACAqKgpxcXEAAIPBgCNHjqBfv37ltpnNZsTHx2PAgAH2vpUK+dZzhUathMUikH690GnlICIiqqvsXsPi4+MDs9mMadOmwcvLC+fOnUNsbCx0Oh26deuGiRMnolGjRkhKSsK8efOkmpIRI0YgJiYG06dPR1ZWFqZOnYqgoCAAQEREBBISEjBp0iQYjUYMGjQI7dq1s/etVEipVCDI1w2p6QakZReggb+H08pCRERUF9k9sHh6euKjjz6yuW3ChAkVHufi4iINhb6dQqEoM/KoNgjydUdquqF0pFBzZ5eGiIiobmFnC5nUv1GrwpFCRERE8mNgkQmHNhMREdkPA4tMGFiIiIjsh4FFJgHepQsgZuVyxWYiIiK5MbDIxM21tP9ykbHEySUhIiKqexhYZOLqUrridGGx2cklISIiqnsYWGTipi2tYTGazDBbhJNLQ0REVLcwsMjEGlgAoJjNQkRERLJiYJGJRq2EUqkAABQWM7AQERHJiYFFJgqFAm43+rEUGdmPhYiISE4MLDJyvdEsxBoWIiIieTGwyMjV5cbQZgYWIiIiWTGwyMhNyyYhIiIie2BgkRGbhIiIiOyDgUVGbBIiIiKyDwYWGVnnYinkPCxERESyYmCRkXV6/iJOz09ERCQrBhYZWWtYuAAiERGRvBhYZMROt0RERPbBwCKjmys2M7AQERHJiYFFRlKTEPuwEBERyYqBRUbWYc0cJURERCQvBhYZ3axhYWAhIiKSEwOLjNgkREREZB8MLDJyvbGWEJuEiIiI5MXAIiM2CREREdkHA4uMpLWEWMNCREQkKwYWGVmbhIqMZlgswsmlISIiqjsYWGTkdqOGRQjAaGLHWyIiIrkwsMjIRaOCQlH6MzveEhERyYeBRUZKpYIrNhMREdkBA4vM2PGWiIhIfgwsMuOKzURERPJjYJGZteMtm4SIiIjkw8AiM852S0REJD8GFpm5crZbIiIi2TGwyOxmkxADCxERkVwYWGRmbRIqYGAhIiKSDQOLzKQaFiM73RIREcmFgUVm7MNCREQkP7UjLjJ37lwYDAZ4eXkhMTERQ4cORZ8+fZCbm4uYmBh4enoiLS0No0ePRteuXQEARqMRs2fPBgBkZWUhKioKERERAAAhBBYuXAi9Xo/i4mKEh4dj+PDhjriVu3LjPCxERESyc0hg0Wg0iI2NBQDs27cPb731Fvr06YNFixahdevWGDNmDPR6PZ5//nns2rULWq0Wa9asgVqtxuzZs2EwGNC3b1+Eh4cjMDAQO3fuRGJiIlatWgWz2Yz+/fujc+fOaNu2rSNu545uXbGZiIiI5OGQJqEpU6ZIP1+6dAktW7YEAGzZsgW9evUCANSvXx9BQUGIj48HAGzevFna5uHhgbCwMGzfvr3cNpVKhZ49e2LTpk2OuJW7svZhYQ0LERGRfBxSwwIAf/31Fz755BNcvXoVy5Ytw/Xr15Gfn4+AgABpn4CAAKSkpAAAUlNTy2zz9/e/47ZDhw456E7uTOrDwonjiIiIZOOwwNKmTRssWbIEv//+OwYPHoyvv/7aLtfZtm0btm3bZnObXq+3yzVv5cZOt0RERLKze2Axm80oKiqCh4cHAKBHjx4wGAxISkqCh4cHMjIy4OfnBwDIyMiATqcDAOh0OmRkZEjnyczMRKdOnSrcZj0uMjISkZGRNssSHR0t/w3extXlxtT8XEuIiIhINnbvw3L16lXMmjVLeqzX62EwGKDT6RAVFYW4uDjp+bS0NDz22GMAUGabwWDAkSNH0K9fv3LbzGYz4uPjMWDAAHvfSqWwSYiIiEh+dq9h8fHxgdlsxrRp0+Dl5YVz584hNjYWOp0OEyZMwKxZszBz5kzo9XosWLAAWq0WADBixAjExMRg+vTpyMrKwtSpUxEUFAQAiIiIQEJCAiZNmgSj0YhBgwahXbt29r6VSmGTEBERkfzsHlg8PT3x0Ucf2dzm7e2NxYsX29zm4uIiDYW+nUKhKDPyqDaRmoSMZgghoFAonFwiIiKiex9nupWZtYbFYhEwlVicXBoiIqK6gYFFZlqXm5VWnIuFiIhIHgwsMlMpFXBRl76snO2WiIhIHgwsduCiKe3HYjQxsBAREcmBgcUOGFiIiIjkxcBiB1opsLDTLRERkRwYWOxAoyl9WVnDQkREJA8GFjuwNgkVlzCwEBERyYGBxQ6sTUImNgkRERHJgoHFDqzDmovZJERERCQLBhY74CghIiIieTGw2AEDCxERkbwYWOzARcMmISIiIjkxsNiBtYaFix8SERHJg4HFDrRsEiIiIpIVA4sdaDhKiIiISFYMLHbAqfmJiIjkxcBiB9IoIc50S0REJAsGFjvgsGYiIiJ5MbDYgXWmWzYJERERyYOBxQ5Yw0JERCQvBhY7YGAhIiKSFwOLHXCUEBERkbwYWOxAw6n5iYiIZMXAYgdaDmsmIiKSFQOLHUhrCbFJiIiISBYMLHbA1ZqJiIjkxcBiBy5qjhIiIiKSEwOLHVibhMwWAbOZzUJEREQ1xcBiB9YmIQAwljCwEBER1RQDix1Ym4QANgsRERHJgYHFDpRKBTRqdrwlIiKSCwOLndxcAJGBhYiIqKYYWOzEhdPzExERyYaBxU5cONstERGRbBhY7IQrNhMREcmHgcVOrEOb2SRERERUcwwsdmId2sxRQkRERDXHwGInWmkBRAYWIiKimmJgsRNrH5ZiNgkRERHVmNreF8jOzsb7778Pd3d3KBQKpKSkYNq0aXjwwQexZMkSfPXVV1CpSv+4t23bFitXrgQAGI1GzJ49GwCQlZWFqKgoREREAACEEFi4cCH0ej2Ki4sRHh6O4cOH2/tWqkSj4TwsREREcrF7YLl27Rq0Wi1mzpwJAFi7di1mzJiBtWvXAgDWr1+Pxo0blztuzZo1UKvVmD17NgwGA/r27Yvw8HAEBgZi586dSExMxKpVq2A2m9G/f3907twZbdu2tfftVJqWo4SIiIhkY/cmodatWyMmJkZ6HBwcDL1eLz3+/PPPMX/+fLz77ru4fPmy9PzmzZvRq1cvAICHhwfCwsKwffv2cttUKhV69uyJTZs22ftWquTmPCxsEiIiIqopu9ewAIBCoZB+3r17NwYPHgwACA8PR4MGDRASEoKEhAQMHjwYO3bsQL169ZCamoqAgADpOH9/f6SkpACAzW2HDh1yxK1UmgubhIiIiGTjkMBiFRcXh6KiIowYMQIA0L17d2lb+/bt4evri3379uGpp56q9jW2bduGbdu22dx2a82OvVmHNTOwEBER1ZzDAktcXBx27dqF2NhYqcbl4sWLCAkJkfbRaDQoKioCAOh0OmRkZEjbMjMz0alTpwq36XQ6AEBkZCQiIyNtliE6Olrem7qDm6OEGFiIiIhqyiHDmnfs2IHffvsNc+bMgUqlwty5cwEA06ZNg8lkAgBkZGQgOTkZnTt3BgBERUUhLi4OAGAwGHDkyBH069ev3Daz2Yz4+HgMGDDAEbdSadobTUIm9mEhIiKqMbvXsCQmJuLtt9+Gr68vduzYAQDIy8vDjBkz0K1bN0ycOBGNGjVCUlIS5s2bJ9WUjBgxAjExMZg+fTqysrIwdepUBAUFAQAiIiKQkJCASZMmwWg0YtCgQWjXrp29b6VKWMNCREQkH7sHllatWuGvv/6yuW3ChAkVHufi4oLY2Fib2xQKBaZMmSJL+exFwz4sREREsuFMt3ai5SghIiIi2TCw2Ik0Dwun5iciIqoxBhY7uTlxHGtYiIiIaoqBxU44NT8REZF8GFjsxLr4IVdrJiIiqjkGFjthDQsREZF8GFjsxNqHxcTAQkREVGMMLHZiXUuITUJEREQ1x8BiJ9bVmkvMFpgtwsmlISIiurcxsNiJtUkIYLMQERFRTTGw2MmtgcXIBRCJiIhqhIHFTlRKBdQqBQCOFCIiIqopBhY74gKIRERE8mBgsSPrXCzFDCxEREQ1wsBiR9aRQib2YSEiIqoRBhY7cmENCxERkSwYWOzIhX1YiIiIZMHAYkfWJiEGFiIiopphYLEjF2kBRPZhISIiqgkGFjty4YrNREREsmBgsSM2CREREcmDgcWObo4SYpMQERFRTTCw2JF14jhTCWtYiIiIaoKBxY44DwsREZE8GFjsyEVt7cPCJiEiIqKaYGCxI44SIiIikgcDix2xSYiIiEgeDCx2xMUPiYiI5MHAYkdaNgkRERHJgoHFjjRqNgkRERHJgYHFjljDQkREJA+bgSU/P9/mzpcuXcLmzZthMpnsWqi6Qpqan31YiIiIasRmYBk2bJjNnQ0GA7755hv885//tGuh6goOayYiIpKHzcAihLC5c9u2bfHtt9/i/Pnzdi1UXeGiZmAhIiKSg9r6w5UrV5CamgoAKCwsxMGDB8sFFyEErl27VmGTEZXF1ZqJiIjkIQWWjRs3YunSpVAoFABsNwsJIaBUKvH66687roT3sJtNQuzDQkREVBNSYHnuuefQtWtXCCEwc+ZMzJ07t/zOajV0Oh3q16/v0ELeqzhKiIiISB5SYNHpdNDpdACAl156CV27dnVaoeoKzS2jhIQQUu0VERERVY3NTrejR4++40GffvqpXQpT11hrWAAObSYiIqoJdUUbhBBITk5Geno6LJayf2zXr1+PV1991e6Fu9e53BJYTCZzmQBDRERElWczsBw/fhxvv/02UlJSym2ratNGdnY23n//fbi7u0OhUCAlJQXTpk3Dgw8+iNzcXMTExMDT0xNpaWkYPXq01BRlNBoxe/ZsAEBWVhaioqIQEREhlWHhwoXQ6/UoLi5GeHg4hg8fXuWbtze1SgmlUgGLRaDYZIanswtERER0j7IZWP71r3+hdevWmDhxInx9faFU3mw5snbKraxr165Bq9VKx6xduxYzZszA2rVrsWjRIrRu3RpjxoyBXq/H888/j127dkGr1WLNmjVQq9WYPXs2DAYD+vbti/DwcAQGBmLnzp1ITEzEqlWrYDab0b9/f3Tu3Blt27at4cshP61GicJiM0cKERER1YDNwJKTk4ONGzdWeFBFM+Ha0rp1a8TExEiPg4ODodfrAQBbtmzBN998AwCoX78+goKCEB8fjyeffBKbN2/GxIkTAQAeHh4ICwvD9u3bMXLkSGzevBm9evUCAKhUKvTs2RObNm2qlYFFo1bdCCwcKURERFRdNjvdBgcH3/Ega1iorFubkHbv3o3Bgwfj+vXryM/PR0BAgLQtICBAaoZKTU0ts83f379S22obaS6WEgYWIiKi6rJZw/Laa69hwYIFGDNmDLy9vcttHz9+PH788ccqXywuLg5FRUUYMWIEcnJyql7aSti2bRu2bdtmc5u1ZseRtNJst2wSIiIiqi6bgeWdd95BXl4evvjiC/j4+MDNza3M9rS0tCpfKC4uDrt27UJsbCwUCgV8fHzg4eGBjIwM+Pn5AQAyMjKkuWB0Oh0yMjKk4zMzM9GpU6cKt1mPi4yMRGRkpM0yREdHV7ncNWWtYSlmkxAREVG12WwSMhgMePLJJ9G/f388/vjj6Nq1q/Rfly5d4O7uXqWL7NixA7/99hvmzJkDlUolzaIbFRWFuLg4AKW1H2lpaXjsscfKbTMYDDhy5Aj69etXbpvZbEZ8fDwGDBhQxVt3DC6ASEREVHM2a1gaNmyI2NjYCg968cUXK32BxMREvP322/D19cWOHTsAAHl5eZgxYwYmTJiAWbNmYebMmdDr9ViwYAG0Wi0AYMSIEYiJicH06dORlZWFqVOnIigoCAAQERGBhIQETJo0CUajEYMGDUK7du0qXSZHcuH0/ERERDWmELcvyQyguLhYCg51SXR0NJYvX+7Qa/7r0304lJiGN18Kw5NdH3DotYmIiOqC6Oho201CdwsrU6dOtUuB6iKOEiIiIqo5m01CmzZtuuNBf/75pz3KUiexDwsREVHN2QwsFdWgcLXhqnO5MayZo4SIiIiqz2ZgadasGVauXFnmOYPBgPPnz2PLli0YNWqUQwpXF1gXPDRxHhYiIqJqsxlYxo4dK81rcqvQ0FD07NkTU6dORZcuXexeuLqA87AQERHVnM1Ot9b5Tmzx9PREUlKS3QpU12ikmW4ZWIiIiKrLZg1LRXJycrBjxw4UFxfbqzx1jlaah4VNQkRERNVlM7C0atWqwg62SqUS//rXv+xZpjqFw5qJiIhqzmZgCQgIwMsvv1zmOaVSiYCAAHTt2hVNmjRxRNnqBM50S0REVHM2A0vHjh0xbtw4R5elTnJRc7VmIiKimrLZ6Xbp0qWOLkedxVFCRERENVdhp1uDwYAvv/wS8fHxyMrKgp+fHx577DEMHz4cHh4ejizjPU2ah4V9WIiIiKrNZmDJysrC4MGDcenSJbi4uMDb2xtXr17FkSNHsHXrVqxbtw5+fn6OLus9yUXDJiEiIqKastkk9OGHHyIoKAgbN27E8ePHER8fj+PHj2Pjxo0ICgrCokWLHF3OexabhIiIiGrOZg3L3r17sX37dri5uZV5vk2bNvjPf/6DyMhIhxSuLuDih0RERDVns4ZFq9WWCytW7u7u0Gq1di1UXeLCmW6JiIhqzGZgUavVSEhIsHlAQkICVCqVXQtVl9ycOI59WIiIiKrLZpPQyy+/jFGjRmHQoEFo3749fHx8cP36dakfy5tvvunoct6ztLdMHCeEqHAGYSIiIqqYzcAyZMgQpKSk4Msvv4QQAgAghIBSqcSIESMwZMgQhxbyXqa5EViEAErMFmjUrJ0iIiKqqgrnYZkyZQoGDx6MvXv3Ijs7G76+vnjkkUcQHBzsyPLd87Sam61uxSYGFiIiouqQAktJSQn27NkDAGjQoAHatm2L4OBgvPTSSwCACxcuQK/XM7BUkVqlhEJRWsNiMpkBN42zi0RERHTPkf75f+DAAYwdOxaTJk3Cvn37yu2Ynp6OoUOH4oMPPnBoAe91CoWCc7EQERHVkBRYdu/ejfbt22PXrl34xz/+UW7Hbt264ZtvvsGWLVuwa9cuhxbyXndzAUQGFiIiouqQAsvBgwcRGxt7xyn3w8LCsHDhQnz99dcOKVxdIQ1t5vT8RERE1SIFlry8PDRv3vyuB3Tp0gWZmZl2LVRdc3MuFtawEBERVYcUWOrVq1fpgziXSHnW4d+23DoXiyPdqUxERET3EmmUkMVigclkgkZz51EsJpMJJpPJ7gW71ygUCuw9fgU5+cXlthUUlb5e+45fxdUMg0PK4+2pxSMPNXLItYiIiOxNCiwdO3bEN998g+HDh9/xgK+//hphYWF2L9i9KCe/GNl55QOLtZ4jx2B7OxEREd2ZFFhGjRqF5557DtevX8fQoUPLdb7NzMzEunXrsG7dOmzcuNHhBb2XqZSlTWhmC5toiIiIqkMKLA8++CDmzZuHyZMnY/ny5WjcuDH8/f0BlIaVlJQUaLVafPTRR5w8rorUqtKuQmYzAwsREVF1lJma/6mnnkKTJk3wn//8B/Hx8bh8+TIAwMPDA08//TTeeOMNNG3a1CkFvZcpb9SwlFg4rJmIiKg6yq0lFBoaio8++ghCCGRnZwMAfH19OTKoBqQmIdawEBERVUuFix8qFIo7TiJHlWdtErKwDwsREVG1KO++C9WUik1CRERENcLA4gAqdrolIiKqEQYWB+CwZiIiopphYHGAm51u2SRERERUHQwsDiA1CbGGhYiIqFoYWBxArbrR6ZY1LERERNXCwOIAKiU73RIREdVEhfOwyMlkMmH16tVYtmwZvv/+e4SGhgIAlixZgq+++goqlQoA0LZtW6xcuRIAYDQaMXv2bABAVlYWoqKiEBERAQAQQmDhwoXQ6/UoLi5GeHj4XRdtdCbWsBAREdWMQwLL999/j/DwcBQWFpbbtn79ejRu3Ljc82vWrIFarcbs2bNhMBjQt29fhIeHIzAwEDt37kRiYiJWrVoFs9mM/v37o3Pnzmjbtq0jbqfK1OzDQkREVCMOaRIaMmQIwsLCbG77/PPPMX/+fLz77rvS2kUAsHnzZvTq1QtA6VpGYWFh2L59e7ltKpUKPXv2xKZNm+x5CzWiYg0LERFRjTikhqUi4eHhaNCgAUJCQpCQkIDBgwdjx44dqFevHlJTUxEQECDt6+/vj5SUFACwue3QoUMOL39lcbVmIiKimnFqYOnevbv0c/v27eHr64t9+/bhqaeeqvY5t23bhm3bttncptfrq33empCm5mcNCxERUbU4NbBcvHgRISEh0mONRoOioiIAgE6nQ0ZGhrQtMzMTnTp1qnCbTqcDAERGRiIyMtLm9aKjo2W/h8q4dR4WIQRXviYiIqoipw5rnjZtGkwmEwAgIyMDycnJ6Ny5MwAgKioKcXFxAACDwYAjR46gX79+5baZzWbEx8djwIABji5+pVmbhAB2vCUiIqoOh9SwHDx4ED/99BMAYMWKFXjyyScRERGBbt26YeLEiWjUqBGSkpIwb948qaZkxIgRiImJwfTp05GVlYWpU6ciKCgIABAREYGEhARMmjQJRqMRgwYNQrt27RxxK9Vi7XQLlPZjUaucWBgiIqJ7kEIIcd/8kz86OhrLly+32/l37L2I7Lxim9u++98ZWCwCUT2bwsNNY7cyWPnW0yLikZC770hERFTLRUdHc6ZbR1FLKzaz4y0REVFVMbA4iLXjbQmHNhMREVUZA4uDWKfnN3NoMxERUZUxsDgIa1iIiIiqj4HFQaQaFvZhISIiqjIGFgdRKVnDQkREVF0MLA5ycz0h1rAQERFVFQOLg9xcsZk1LERERFXFwOIgaqnTLWtYiIiIqoqBxUFU0sRxrGEhIiKqKgYWB2ENCxERUfUxsDgIJ44jIiKqPgYWB+HEcURERNXHwOIgXPyQiIio+hhYHIQ1LERERNXHwOIg7MNCRERUfQwsDsIaFiIioupjYHEQaR4W1rAQERFVGQOLg0jzsHDiOCIioipjYHEQLn5IRERUfQwsDsLFD4mIiKqPgcVBpBoWiwVCMLQQERFVBQOLg1g73QoBWBhYiIiIqoSBxUGsNSwAYGazEBERUZUwsDiIUqmAorSShSs2ExERVREDiwPdHCnEGhYiIqKqYGBxIOv0/CVcAJGIiKhKGFgcSKVkDQsREVF1MLA40M25WFjDQkREVBUMLA7EPixERETVw8DiQNYmIdawEBERVQ0DiwPd7HTLGhYiIqKqYGBxIC6ASEREVD0MLA7ETrdERETVw8DiQOx0S0REVD0MLA5kXQCRE8cRERFVDQOLA7GGhYiIqHoYWByIfViIiIiqh4HFgVjDQkREVD0MLA6kUnHiOCIioupQO+IiJpMJq1evxrJly/D9998jNDQUAJCbm4uYmBh4enoiLS0No0ePRteuXQEARqMRs2fPBgBkZWUhKioKERERAAAhBBYuXAi9Xo/i4mKEh4dj+PDhjriVGlHf6HRr5sRxREREVeKQwPL9998jPDwchYWFZZ5ftGgRWrdujTFjxkCv1+P555/Hrl27oNVqsWbNGqjVasyePRsGgwF9+/ZFeHg4AgMDsXPnTiQmJmLVqlUwm83o378/OnfujLZt2zridqqNNSxERETV45AmoSFDhiAsLKzc81u2bEGvXr0AAPXr10dQUBDi4+MBAJs3b5a2eXh4ICwsDNu3by+3TaVSoWfPnti0aZO9b6PGrFPzsw8LERFR1TitD8v169eRn5+PgIAA6bmAgACkpKQAAFJTU8ts8/f3r9S22kyqYeE8LERERFXikCYhR9q2bRu2bdtmc5ter3dwacqS+rCwSYiIiKhKnBZYfHx84OHhgYyMDPj5+QEAMjIyoNPpAAA6nQ4ZGRnS/pmZmejUqVOF26zHRUZGIjIy0uY1o6Oj7XIvlaVWl9awmErYJERERFQVTh3WHBUVhbi4OACltR9paWl47LHHym0zGAw4cuQI+vXrV26b2WxGfHw8BgwY4ODSV53mlk63QjC0EBERVZZDalgOHjyIn376CQCwYsUKPPnkk4iIiMCECRMwa9YszJw5E3q9HgsWLIBWqwUAjBgxAjExMZg+fTqysrIwdepUBAUFAQAiIiKQkJCASZMmwWg0YtCgQWjXrp0jbqVGNOqb+bDELKBRK5xYGiIionuHQtxH/9SPjo7G8uXL7Xb+HXsvIjuvuMLtQgh8/78zsAig/2NN4e6qsVtZfOtpEfFIiN3OT0RE5CjR0dGc6daRFAoF1GoVAMBUwo63RERElcXA4mDWfiwMLERERJXHwOJg1n4sJg5tJiIiqjQGFgezBpYS1rAQERFVGgOLg0k1LAwsRERElcbA4mBqBhYiIqIqY2BxMPZhISIiqjoGFge7OUrI7OSSEBER3TsYWByMnW6JiIiqjoHFwdiHhYiIqOoYWBxMw5luiYiIqoyBxcGkPizsdEtERFRpDCwOxnlYiIiIqo6BxcHY6ZaIiKjqGFgcjDUsREREVcfA4mAcJURERFR1DCwOZu10axECZgtDCxERUWUwsDiYtYYFYC0LERFRZTGwOJhSoYBapQDAjrdERESVxcDiBOx4S0REVDUMLE6gVnG2WyIioqpgYHECqYaFs90SERFVCgOLE7BJiIiIqGoYWJyAgYWIiKhqGFic4GZgMTu5JERERPcGBhYnUN+YPK7ELJxcEiIionsDA4sTsIaFiIioahhYnIB9WIiIiKqGgcUJGFiIiIiqhoHFCTRqThxHRERUFQwsTmBdsZlrCREREVUOA4sTqDnTLRERUZUwsDjBvdSHxWIR+PrnRPz7iz+QV2B0dnGIiOg+pXZ2Ae5H90pgsVgE/rPhGH7enwQA8Pb8C+Ne6OjcQhER0X2JNSxOIPVhMVsgRO2dPG75j8fx8/4kKBSlj3/en4TEpCznFoqIiO5LDCxOYK1hAUpDS2106Wouduy9BKUCmPBKJzzRJRgA8Mn64zDX0jITEVHdxcDiBEqlAsobtRa1tVnoj5NXAQDhrRugd+dg/D2yLTzdNLhwJQe7DiY7uXRERHS/YWBxAoVCcXOkUC0NLAdO6gEAXdrUBwB4e2ox4PFmAIA/T15zWrmIiOj+xMDiJFpN6eRxxabat55Qdl4RziRnA7gZWACgU6sgAEDC+Qw2CxERkUMxsDiJ1uVGYDHWvsBy6JQeQgDNG3vD39tNer6pzgeebhoUFJXgbMp15xWQiIjuO04f1jx16lTEx8dLj5944gnMmTMHAJCbm4uYmBh4enoiLS0No0ePRteuXQEARqMRs2fPBgBkZWUhKioKERERjr+BanJ1KX3pi2phYPnzL2tzUIMyz6uUCrRvHoB9CVdx7Gw6Wj3o54ziERHRfcjpgQUAfv/9d5vPL1q0CK1bt8aYMWOg1+vx/PPPY9euXdBqtVizZg3UajVmz54Ng8GAvn37Ijw8HIGBgQ4uffXcrGEpcXJJyjKazDhyOg0A0PW2wAIAHUMDSwPLmQy89GRLRxePiIjuU7WiSejDDz/E/PnzMW/ePGRmZkrPb9myBb169QIA1K9fH0FBQVJtzObNm6VtHh4eCAsLw/bt2x1d9GpzvdGHpbbVsJw4n4kioxl+Xlo01XmX296hRWkgPHUpC0W1LGwREVHd5fQalr/97W8ICwtDYGAgfvnlF4wcORI//vgj8vPzkZ+fj4CAAGnfgIAApKSkAABSU1PLbPP395e23Qu0N5qEalsflr8ulgbGjqFBUFrHXt+iUYAHAnzckHG9EKcuZiGsZZCji0hERPchpweWp556qszPU6dOxenTp6HT6ap1vm3btmHbtm02t+n1+mqd0x5cXaw1LLWrluJs8nUAQMsHfW1uVygU6NAiALsOJOPY2XQGFiIicginB5aLFy8iJCREeqzRaFBUVAQfHx94eHggIyMDfn6lnTszMjKkIKPT6ZCRkSEdl5mZiU6dOiEyMhKRkZE2rxUdHW3HO6karUvtaxISQuDM5dLhzKHBtgMLUNostOtAMk6cz6xwHyIiIjk5vQ/L5MmTpZ8TExOhVCrRsmVpZ86oqCjExcUBKK0dSUtLw2OPPVZum8FgwJEjR9CvXz+Hlr0mXGthk9DVTAPyC01Qq5R4sKFXhftZa18uXMmptUsLEBFR3eL0GpYWLVrg7bffhr+/P5KSkrB06VJ4enoCACZMmIBZs2Zh5syZ0Ov1WLBgAbRaLQBgxIgRiImJwfTp05GVlYWpU6ciKOjeaZ6QRgmZzLAIAaWifH8RRztz+ToAoJnOu8x6R7dr6O8BD1c1DEUluHwtz2bnXCIiIjk5PbDExsZWuM3b2xuLFy+2uc3FxeWOx9Z21pluAcBoNMNV6/S3AmdvzG7b4gGfO+6nUCjQPNgHx85m4GzydQYWIiKyO6c3Cd2vlEoFXGrZ0OazN2pYQh+ouP+KVfPGPgCAc5zxloiIHICBxYlcXWrPekIlZgvO3wgflQksLW50yj13o1aGiIjInhhYnEhbi4Y2X76WB2OJBR5uGjT097jr/s2DfQAAl67mwlTi/MBFRER1GwOLE7nWogUQrcOZWzT2sTlh3O2CfN1Qz12DErNA0tU8exePiIjucwwsTlSbFkCUAstdOtxaKRQKqR8LV24mIiJ7Y2BxIutIodqwAOL5lBwAQIsbTT2VYW0WOndjdlwiIiJ7YWBxItdaMtut0WRG0rVcAECzG7UmldGCgYWIiByEgcWJassCiJeu5sJsEfDycEGgj1ulj2veuHSkUNK13Fox0omIiOouBhYnqi0LIFqHMzdv7ANFFWbcDfBxhbenC8wWgUtXcuxUOiIiIgYWp6otCyCeu9F/pVnjqs1Ye2vHW+s5iIiI7IGBxYmso4RMJRaYLcJp5bDOVluV/itW7HhLRESOwMDiRC4aJawtMM7qx2IqMePyjQ63zasRWFpwin4iInIABhYnUigUTh/anHQ1DyVmgXruGgT5Vr7DrZW1huXytVyn98UhIqK6i4HFyaR+LE4aZXNrc1BVOtxa+Xu7wbeeFhYBXEzNlbl0REREpRhYnMzVyUObpcCiq1qH21tZa1nOpnAhRCIisg8GFiezDm0uLHZOc4o0pLkKM9zeTurHwo63RERkJwwsTubppgEA5BcYZT2vq4sKQtx55FGxyYxLV6vf4dZKGilUyaHNdysXERHR7dTOLsD9rp6HCwAg12CS9bwuGhUUCgX2Hr+CnPxim/tcyTCgxCzg7qrG4UR9tfqwAEBBUWnZk/V52PLrOWjUqgr39fbU4pGHGlXrOkREdP9iYHGyeu6lgSVP5hoWq5z8YmTn2Q4sF2/MTuvn5Yrr+TW7vptWjcLiElxIzUWQn3uNzkVERHQ7Ngk5mdeNGpbC4hKYSiwOvXbG9UIAqNL6QRUJ8HYFAKTfOCcREZGcGFiczEWjkuZisVctiy1CCKRfLwIABMgQWAJ9S2tV0rMZWIiISH4MLLWAtR9LnsFxgSWvwASjyQylUgFfL22Nz2eddC79eiEsTlxmgIiI6iYGllrA2iyU68AaFmtzkL+XK1TKmn8MvOtpoVErUWK24HoFnXyJiIiqi4GlFqjnXjq02ZE1LNbAIkdzEAAoFQqpL0xadoEs5yQiIrJiYKkFrDUsjuzDki5zYAGAQGuzEPuxEBGRzBhYagHr0OZcg8khk6oZTWbk3qjNCfBxle28QTc63qZlF3JyOCIikhUDSy3g6a6BAkCJ2YIiB6wpdC3TAKC0Zse6lpEcfL1coVIqygQiIiIiOTCw1AIqpRIebo7rx5KSlg8AaBToIet5VUqF1MSUlsV+LEREJB8GllqinoNGClksAlcySmtYGgd6yn5+6yy31msQERHJgYGllpCm6LdzDUtadgFMJRZoNSr4y9jh1io4qDQEXcs0wGiyf/MWERHdHxhYagkvj9ImIXvPYZKaXlrz0SjQA8pqLnZ4J96eWnh7usAibjY9ERER1RQDSy1x6wibEjutKSSEQOqNENE4SP7mIKsHGngBAC7r8+x2DSIiur8wsNQSXh4u8HDTwGIRuJZln/4fOflGGIpMUCoVaOAnb4fbWz1Qvx6A0mahYgeMeiIiorqPgaWWUCgU0N3oBGtttpHbxas5AIAGfu5Qq+331nt5uMCnnhZCAClp90Yti6nEzLljiIhqMfkm4aAa0wV64MzlbKSm50MIAYWMfUyMJjPOJZcGluaNfWQ7b0UeqF8P1/OKcelqHpo54HpVlV9gxM/7kxB3OAXp1wthKDTBp54WnVoG4eF2DfFwuwayvv5ERFQzDCy1SKCvOzRqJYqNZmTmFMk6bf7Z5OsoMVvg7eki+/wrtjRp6IWE8xlIyy5AWlaBNNzZ2cxmC37YfRYbdp8tN0nf9bxi7D6YjN0Hk9G6iR/+0b8dQh/wdVJJiYjoVgwstYhKqUBDfw9c1uchNT1ftsBSYrbgdFI2AKB1Ez+H1Bx4uGnQvLEPziZfx9Gz6ejT9QGn11hcSc/Hwq8P4czl6wBKQ1VUz6Zo+aAvvD21SLqWiwN/6bFz3yWcupSFtxf/igGPN8Pwfq2hUaucWnYiovsdA0stowvyxGV9HlLS8vFQ8wBZ/shfSM1BsckMD1cNHrwxgscR2jb1x4XUHGTmFCElLR/BNzrjOpoQAjv3J+GzLSdQbDTDw02D6IEP4fEwXZnX96HmgXioeSAGPN4Ma346hd0Hk7Fpz3kcO5uOSUM6S6OfiIjI8djptpZpFOABlVKBXIMRZ5Ov1/h8GdcLcfRMOgCgdRNfKJWOq+Vw06rRqokfAODY2XSY7DRc+04ycwox57M/8J/1x1BsNOOh5gFY8nZv9OrUuMIw6O/thgmvdMLMUd3g5eGCi1dyMWHRHmz//SI75hIROQkDSy3jolGhY2ggAODomfQazXybnVeEn/Zegtki0MDf3SmdX1s38YXWRYW8AhN+PZLisNBisQj8vP8SXn9/Nw6e0kOjVuIf/dvh3dceQaBv+aY2W0Gka9sGWDqpNzq1CoKxxILlG48jZuU+JDtwfhk5ApIQAmaLgNns+MBIRCSXe7pJ6MqVK5g7dy4CAgKg1+vx9ttvIzQ01NnFqrEWwT5IScuHPqsA+09cRa/OwdBUcRhyWnYBvl95FvmFJtRz16DHQ40cWrtipVGr8HiYDrsPpiAtuxA79l1Cr87B8LqxdpLcLBaBvQlX8N1/z+DS1VwAQOgDPhj/Utgdm8MUCgX2Hr+CHBszDXdrUx/uWjX2JVzFkTPpGLdgN9o29Uf7ZgHwqae1y30ApbMGP/JQo0rvX1BkwvmUHJxNvo7zKddxJSMfadmFZVbO9nDTwLeeFo2DPNFU54Nmjb3RTOcNPy9Xp/cxIiK6k3s6sPzrX//CgAED0K9fPxw9ehSTJk3Cli1bnF2sGlMoFOjWtgF+2nsJGTlF2P77BXRoEYjgoHp3nD/FYhHIzClE0rU8nEu5DiEArUaFx8Iaw0XjvE6j/t5u6NVJh7jDKUhJy8c//v0Lono2w2NhOjQOqlfjIJWdW4TzqTk4eEqPfQlXkZVbBKC0SWrw0y3xbM9mUFXiGjn5xcjOs700QnD9evDx1OLImXSkpucj4XwmEs5nor6fOxoFeqC+rzu8PbUOCYVmswXXsgqQdDUXSdfykHQtF5eu5FRq/h5DoQmGQhNS0vKx/8Q16XkfTy2aNPJCSCNvNGnohZBGXmjg7wE3rXN/RQghkF9owvW8YmTnFSErpwhZucXIyi1Cdl4RCopKUFhcItUeqdVK1HN3gaebBl4eLqjnXjonkG89V/h6aeFTTwsvD22lPg9EVLsoxD3aKJ+dnY3u3bvj0KFD8PAoHabbrVs3rF69Gq1bt7Z5THR0NJYvX263Mu3Ye7HCP3jVoc8qwJ8nryG/0AQAUKB0UjY3VzU0aiWUCgUsFgGT2YLC4hIYCk0oMd98O3s81AjNdF4wmWvHW5xxvRBHTqchI6dIes7DVY1GgZ7wqaeFh5sGaqUSKpUCKqUCapUSAqVBzGIRsAgBU4kFxUYzCopMyM4rRmZOEfJuW+Haw02D/j2b4tmeTeHpXvmanMq+f9cyDTidlF1uRWoFAHdXDdxcVVCrlGX+q6jywtbzQpTes9ZFhQAfNxQbzcgrMCIn34hcgxH5hUZU9K0N8nVD82AfNG/sgwfq10OQnzt8PLVQqZQQQiDXYJRC7fmU6zifmoMUfR4sFZxP66KCj6f1D70LNGolVErljf8vfY/UNz6LAgI3/lfalHXLzwIou+3GfVp/NplL39dioxlFxtIQkpNvRE5+McwVFa6alIrS2iufelq4adVwdVFD66KC1kUFjUoJpVIBhUIBhQJQlvl/hfR+ld5e6Q1ZbrlXy+33LW75f9zyGKXvsdksUGK2wGS2oKTEghLzjf9KSr/XZvPN50wlpfsqFIDqlu9J6X+l5Varbvx827ab+5b+rFQqynzXlNZ9Vcoqh7mKPos33vXbn6xg34rOXbUDqnKeCj9VcpXR5r41P8cdz2OjlFX9C19RWQQAi1nALIT0O9l84/ey9bGbVo1/9G+HBv7yT50RHR1979awXLlyBW5ublJYAYCAgACkpKRUGFjszdtT3uYB33patGjsjWPnMpBwPhOGQhNyDEbk3KFfi6uLCo2DPNGjgw6D/taiwmYOZ/Ctp0XnVkFQKhXY9ttFnL6cDUNRSY07FysUgC7QE62b+KF7+4boGBpYrWHIlX3/fOtp0bqJH3INRpxPuY7UdAOuZhpgKrHAUGSCochU5WtXlVqlRKCvGwJ93BDk64ZAXzc09PeAu6umzH5pWaXz4NyugZ87Gvi5o8dDjWAqMSMtuxD6rAKkZRdAn1WItOwCKUDoswqgt3EOR/Jw08DHUwt/b1f4ebnC18sVfl5aeLhq4OaqLg23QqCkRCCv0Ii8AiPyDCbkFRil2pns3GLkGIphEUB2XsW1aURUfQ+3a2iXwALcwzUsJ0+exNChQ3HkyBHpuWeeeQaPPvookpKSbB7z119/oU2bNnYpj16vR/369e1y7tqA93fvq+v3yPu799X1e+T9VV9ycjIg7lFZWVmiZcuWIj8/X3quW7du4uTJk04pz2uvveaU6zoK7+/eV9fvkfd376vr98j7q5l7dlizr68vevbsiT179gAAjh49isDAQLvVoBAREZHz3LN9WIDSUUJz587F/v37ce3aNSxYsMDZRSIiIiI7uKcDi06nwyeffOLsYhAREZGd3bNNQkRERHT/YGAhIiKiWo+BpYauXLmC119/HUVFRXjttddw5swZZxdJViaTCZ9++il+//33Ondv2dnZmDZtGt59912YTCZER0dXOCT+XjZ37lxMmzYNZrMZI0aMwH//+19nF8kuPDw80LJlS2cXQ3ZTp05Fjx49cPDgQfTo0QOzZs1ydpFkV1RUhAULFsBisWDWrFkYPXq0s4skm5SUFISFhZV5D9u1a4dLly45u2iy2rNnD65evYrY2FhER0dj586dsl/jnu7DUhvU1eUBrL7//nuEh4fDaKz+Ioy11bVr16DVajFz5kwAwNq1azFjxgysXbvWySWTl0ajQWxsLABg3759eOutt9CnTx8nl0peZ86cQV6e4xaldLTff//d2UWwqw8//BD9+/dH27ZtAQCHDx92conko1Kp8Prrr+PVV18FAOTm5mLcuHFo0qSJcwsms2nTpmHhwoXo3r07Ll++jH79+qFXr15wdXWV7RoMLDWQnZ2NX3/9FYsWLQIAdOzYEXq9HqdOnXLabLtyGzJkiLOLYDetW7dGTEyM9Dg4OBh6vd6JJbKPKVOmSD9funSpztVCmEwmfPTRR5g4caI0zUFd8+GHH8JkMkEIgVdffRX+/v7OLpJsioqKEBcXhxYtWmDnzp3Iz8/HyJEjnV0s2TRs2FAKKwCwYcMGDBw40Iklso/69esjMzMTAJCeng6VSgWLRd4V4hlYaqA2Lg9AVXPrCsW7d+/G4MGDnVga+/nrr7/wySef4OrVq1i2bJmziyOrpUuXYtiwYfD09HR2Uezib3/7G8LCwhAYGIhffvkFI0eOxI8//gi1um78+k5NTUVSUhIUCgXefvttHDt2DMOGDcPOnTvh7u7u7OLJymKx4Oeff8aaNWucXRTZLVq0CBMnTsTevXtx/PhxLF68WPb3j31YiADExcWhqKgII0aMcHZR7KJNmzZYsmQJJkyYgMGDB6OgwLlrA8nl8OHDKCwsRPfu3Z1dFLt56qmnEBgYKP2cmpqK06dPO7lU8jEYShcR7du3LwCgQ4cOcHFxwaFDh5xZLLv49ddf8fDDD8PFpfKLst4LioqKMHr0aEyfPh3vvfcelixZgiVLlkjvrVwYWGqgUaNGKCwsLPOmZGZmQqfTObFUVFVxcXHYtWsXYmNjy9S41AVms7nM57NHjx4wGAw4ceKEE0sln127diE3NxezZs2SmmZnzZqFn3/+2cklk8/FixfLPNZoNCgqKqpg73uPde0ZpfLmnyONRoPi4rq3OOU333yDV155xdnFkN2ZM2eQlZWF8PBwAEBISAiKiopk73vFwFIDXB7g3rdjxw789ttvmDNnDlQqFebOnevsIsnq6tWrZUaV6PV6GAyGOhOqJ0+ejHnz5mHOnDmYMGECAGDOnDl4+umnnVwy+UyePFn6OTExEUqlsk71Q6pfvz46d+6MAwcOACj9jGZlZSEsLMzJJZPXxYsX4ebmVicXP2zcuDFKSkqQmpoKAMjPz8e1a9fQsGFDWa9zz67WXFukpqZi7ty5CAwMxLVr1zBx4kS0atXK2cWSzcGDB/HTTz/hq6++QmRkJJ588klEREQ4u1iySExMxMCBA+Hr6ys9l5eXh+PHjzuxVPLKz8/HjBkz4ObmBi8vL5w7dw7PPfccIiMjnV00Wf3xxx/YuHEjNm3ahCFDhuCVV15BixYtnF0sWUybNg1GoxH+/v5ISkrCmDFj0LlzZ2cXS1apqalYsGAB6tevj9TUVLzyyivo0aOHs4slq7lz5+Lpp59Gly5dnF0Uu/j555+xfv16hISE4NKlS3jkkUdk7zzNwEJERES1HpuEiIiIqNZjYCEiIqJaj4GFiIiIaj0GFiIiIqr1GFiIiIio1mNgISIiolqvbixGQUR3lZKSgrFjx+Ly5cto165dnVuVWg5paWmYM2cOzp8/DyEE/Pz8sGzZsjJz9RCRc7CGheq8P/74A0uWLHHIta5evYru3btj3bp1DrleVTRu3BibN29Gu3btym17//338cQTT6CwsNAJJQNyc3OxZMkSnDp1yinXt5o9ezYyMzOxdetWbNu2DQaDQfb1UMi5Vq9ejf/973/OLgZVAwML1Xl//vknli5d6pBrubi4oFGjRvD29nbI9eTi7++PRo0aQaVSOeX6ubm5WLp0qdMDy59//onOnTtDrVZDrVZj/fr1dWYZAyq1Zs0aBpZ7FJuEiGTk7++PDRs2OLsYVTZ69GiMHj3a2cVwutzcXGi1WumxRqNxYmmI6Facmp9qpRMnTuCjjz7C+fPnoVQq0aBBA4wbNw7du3fHhg0b8Nlnn+H8+fOIjY3FwIEDUVRUhJdeeqlc/4y33noLBw4cQEZGhrTG04MPPoiPP/4YQOkaJu+++y4OHz4MnU6HFi1aoHXr1pg3bx6aNWuGF198UVoP405lAoBjx45h1qxZOH/+PCIjIzFv3jypXFevXoWnpyfmzp2LFStWIDk5GT4+PoiJiUGHDh3K3PvOnTuxePFiFBQUIDAwEM899xx27tyJEydO4IEHHsCSJUvwwAMPVOp1vPVcDRs2xODBg/HDDz8AgPQaTZs2Dfv27cPVq1exa9cuNG7cGKtXr8b333+P8+fPIyYmBhcuXMCxY8dw+vRphISEYPPmzQCAX3/9FUuXLkV2djbMZjPatWuHyZMnIzg4uEw5fvrpJ6xatQr5+fnQarXw8fFB37598fLLL2P79u1Yvnw5zp8/j4YNG0q1UwsXLkTz5s3veH8HDx7Eu+++K73m7dq1w/bt23Hx4kVkZ2fjwIED8PLywoULF/DBBx/g1KlTUKvVCAwMxPjx4/Hwww9L5VuxYgUSExMREBCAgIAA+Pr6YvXq1QBQpeNff/11KJVK/P777zh79iwUCgUOHjwofUYWLVqEy5cvAyhd1XbSpElo3bo1AJR73c+ePYtjx44hMzMTffr0wZQpU8qEKJPJhBUrVmDr1q1Qq9VQKBRo0qQJBg0ahF69ekn7VeZ9io+Px7Jly1BcXAyz2QxfX188++yzGDRoUKU+a1ZfffUVvv76a1gsFqjVatSvXx/PPvss+vfvL+1zt+9SVb7j8+fPx//+9z9cvnwZH3/8Mf773//i9OnTMBgMGDRoEF5//XXpPZwwYQLOnz8Pd3d3aWG+v//97xgwYECV7pGcRBDVMsePHxcPPfSQ+OCDD4TFYhFCCLFu3TrRunVr8X//939CCCGSk5NFaGio2LBhQ5ljhw4dKoYOHVrmuY8//liEhoaWu47RaBRPPfWUeO6550ROTo4QQogjR46Ibt26idDQUJGcnFylMln17t1bTJkypcxzU6ZMEZ06dRLz5s0TFotFmM1m8cYbb4i//e1voqSkRNrvjz/+EC1bthTLli0TQghhsVhEbGys6NChQ7n7uhtb55o3b57o1q1buXNt2LCh3D1bX+M+ffqIY8eOCSGE2L9/v4iKihJCCPHLL7+IVq1aiXXr1gkhhDCZTOKtt94SPXv2FNnZ2dJ51q5dK9q0aSPi4uKkcnzyySciNDRUet0rej8rq3fv3qJHjx5SWXJyckR4eLjIyckRly9fFl27dhUTJkwQJpNJCCHEmjVrRNu2bcWBAwfKnCc0NFR8/PHHZZ6r6vGPPvqo2L17t3Rsly5dhBBCHDt2TLRr107MmzdP2n/evHkiLCxMXLp0SXrO+lr069dPnDt3TgghxMmTJ0WrVq3EDz/8UOZ6b7zxhnj88cdFUlKSEEKIgoICER0dLb1HQlTufbp8+bJo27at2L9/v3TcF198IXr37n3nF/428+bNE507d5Y+L0ajUcTExIjOnTtL+1T2u1SV7/j+/ftFaGioePnll4VerxdCCPG///1PhIaGir1795bZ19b3k+4N7MNCtc77778Pd3d3jB8/HgqFAgAwZMgQNGvWDHPnzpXtOps3b8alS5cwfvx4eHl5AQA6duyIJ554wi5lMhgMePXVV6FQKKBUKtG3b1+kpKQgOTlZ2mfx4sUICAjAa6+9BgBQKBR48803oVRW/atq61zjx4+H0Wis0nkefvhhPPTQQwCALl26YNmyZRBCIDY2Fk2bNsWQIUMAAGq1Gv/85z+h1+vx1VdfAShdLXrhwoXo3bs3Hn/8cakcY8aMQYMGDaTXUg6enp5SWby8vPDjjz/C09MTS5cuRV5eHqZOnQq1urQVfOjQoWjYsGGlOmNX9fjQ0FD07t0bABAcHIz169cDuPkZeuutt6R9x48fDyEEVqxYUe48Dz/8MJo1awYAaNOmDUJCQrBv3z5p+x9//IGff/4Zo0aNkmrc3Nzc8Oabb8LNzQ0AKv0+nTx5EiaTCU2aNJHOP3jwYAwcOPCur4/V5cuXsXr1ajz//PPS50Wj0eCtt96Cp6entJ89v999+vRBUFAQAOBvf/sb3N3dsX///hqdk2oPBhaqVQoLC3Hw4EG0adOmXP+BsLAwJCcn4+LFi7Jc6/DhwwCA9u3bl3k+NDTULmXy8fGBn5+f9Ng6VDYjIwMAYDabcezYMbRu3bpM51c3N7dKNwFZyXmuFi1aSD8rlUo0btwYFy9eRGpqKjp37lxm34YNG6JevXrSH4kjR46goKBA+gN263n27NmDevXqVakslS0nUDoqyto0ExwcLP0hA0pDU4sWLXDo0CGYTKY7nreqx99ejgceeACFhYU4dOgQ2rVrV6aPjPX9sPVHtWnTpmUe+/r6Sp8VAPjtt98AoNxr26pVK3z77bcAUOn3qUOHDnB3d8dLL72ElStX4tKlS3BxccG4cePu+Nrcau/evbBYLOXK4+Pjg7i4OAD2/37f+popFAp4e3sjPT292uej2oWdbqlWyc3NhcVigY+PT7lt1ueysrJQv379Gl8rLS0NAKTaFavb/4hWtkwhISF3vJ67u3uZx9ZaE7PZDADIzs6GyWQqVx5bZbobOc/l4eFh8/wAsGvXLhw7dqzMNjc3N5SUlJTZzxGjpmyV01oGg8FQpg8FAOTl5cHb2xu5ubnw9/ev8LxVPd5WOayfoYSEhHLnycnJsVnTZK0lsVIqlbBYLGXKBdz5ta3s+9SwYUNs2LABq1atwooVK7Bw4UK0adMGb731llQzdjeVKY9c36WK3O01o3sbAwvVKl5eXlAqlbh+/Xq5bdbn/Pz8pFoDcVufcYPBUOEfrttZ/8Wck5ODgIAA6fnc3NxqlammfH19odFokJOTU25bbm6uzfDhiHNVdH4AeOaZZzB9+vS77merHI7i6+uLgIAAbNq0ySnHAzc/Q9YmNTlU5rWt7PsElNZOvPfee4iJicGuXbuwdOlSvP7669i6dWu52p7qlqcq3yU5vuNUt7BJiGoVNzc3hIeH49SpU+Wq2o8ePYrg4GCEhITA398fCoWizC9Ho9FYpj+IlbXfgfUXX3x8PK5fv45OnToBABISEsrsf+bMmWqVqaZUKhU6dOiAU6dOSf/yBUqr0W3dl6POZUtISAh0Op3NeVO+++47qW9EWFgY3N3dcfz48TL7GI1GvPLKK1L1v7V5wPoenT9/XrY5WR599FEkJSWVmwDu8OHD+Ne//mX344Gbn6HExMRy/+L/3//+V62JDR999FEAKPfanjx5EiNHjoTFYqn0+7Rv3z5p9JhWq0W/fv2wYMEClJSU4Ny5c5UqT48ePaBUKsuVJz09HS+88ALy8vKq9F2qyne8KtRqtfQ5y8rKwt69e2t0PnIcBhaqdSZPnoz8/HwsXbpU+sXyzTff4Ny5c5gxYwaA0gnawsLCsGvXLqkT6erVq23Om9G4cWMAwLVr15CXl4dx48ahoKAA/fv3R5MmTbBkyRKpVuXo0aM2+xNUpkxyePPNN5GZmYmVK1cCKP0D/vHHH8PFxUWWcy1evLjcv1irQ6FQ4J133sHBgwfLzDtz9OhRfPzxx1I/Bk9PT7z99tv4v//7P+zZswcAYLFYsGzZMqhUqjJ/nFxdXXHt2jUAwLJly7Br164alxMAxo0bBxcXF7z33nvSH0nrFPx3GzYtx/FWkydPRnp6utRpGSgdavvee++hTZs2Vb6vbt264emnn8bnn38uDZO2dnIOCwuDUqms9Pt09epVrFixAnq9Xtrnjz/+gIeHR7lh9xUJDg7GyJEjsWHDBukfAUajER988AFCQkKkpsjKfpeq8h2visaNG0ufs19++QXLly+v0fnIcTgPC9VKJ06cwKJFi3DhwgUoFAo0aNAAb7zxhjRPA1D6r/BZs2YhNTUVOp0OgwcPxrfffivNV7Js2TI0btwYxcXFmDhxIhITE6HVavHss8/i//2//wcAuHLlCubMmYPDhw+jcePGaNeuHVq2bIk5c+Zg9+7dZWY5vVuZbp2HxTrPww8//IAhQ4YgKSkJBQUFaNasGZYsWYK4uDisXbsWly9fxgMPPIAXXngBY8aMAQD8/PPPWLx4MQwGQ4Vzp1SW9Vz5+fkICAjAwIED8fPPP5eZ0+WTTz6R5mFp1qwZXn75ZXh4eEjzYFjnRvn888/L9fX4/fffsXTpUly7dg2+vr7w8vLCuHHjEB4eXma/7du3Y9WqVTAYDNBqtejQoQMmTZpUpi/Dd999hxUrVsDDwwMBAQFYuHDhXZvaTp8+jX/+859lXvOJEyeW63dx6dIlfPjhhzh69Cj8/PygVqvx0ksv4YUXXgBgex6W1157Df369avU8fHx8fjggw/KHD9v3jxpfhWrhIQEfPTRRzh79iwCAgLg6uqKUaNG4cknnwRQdv6Rhg0bIiIiAhMmTMALL7wghZIHHngAa9euhZeXlzQPy5YtW6DRaKBSqfDMM8/g1VdfLTOy7G7vU3JyMj7//HMcOHAAKpUKFosFgYGBeOONNxAWFnbH9+B269atw9dffw0hBNRqNR599FG89dZbZTobV+b7DVTuO75161Zs3LhR+i4NGTIETz75JMaOHSt9Lpo2bSp1RD5y5AhmzJgBhUIBjUaD2bNnl+soTLUTAwvRbb744gvMmzcP+/fvrzWL3j377LPQ6XT81yAR3bfYJET3tQkTJpTrU3DmzBk0bNjQKWHl2LFj+Pzzz8s8V1BQgJSUlHL/Wiciup8wsNB97c8//yzTzHLw4EH89NNPePXVV51SnpycHKxcuRJJSUkASvt7fPjhh1Cr1Xj55ZedUiYiotqATUJ0X1u5ciV27twJo9GI4uJiuLq6Yvjw4VLfBEe7cuUKlixZgsOHD0Or1SInJwetWrXC22+/LU1ot2vXLmktJFs8PDzw9ddfO6rIdpOQkHDXDs1fffVVmVlUyT7eeecdnDhxosLtzz77LP7xj384sER0P2JgISIiolrv/wPW6ik1zM5HhAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -467,7 +469,7 @@
],
"source": [
"YEAR: int = 2016\n",
- "modern_refs = df[(df[\"outgoing_direct_references_count\"] > 0) & (df[\"year_from\"] >= YEAR)]\n",
+ "modern_refs = df[df[\"year_from\"] >= YEAR]\n",
"sns.histplot(modern_refs[\"outgoing_direct_references_count\"], kde=True)\n",
"\n",
"plt.title(f\"Histogram of references count since {YEAR}\")\n",
@@ -521,12 +523,40 @@
{
"cell_type": "code",
"execution_count": 17,
+ "id": "f8dda3e9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def normalize_value_counts(df: DataFrame, series: Series, column: str) -> Series | None:\n",
+ " \"\"\"\n",
+ " Function normalizes the value_counts in subdataset (e.g. cve_df)\n",
+ " compared to the general dataset (e.g. df)\n",
+ " \"\"\"\n",
+ " if column not in df.columns:\n",
+ " return None\n",
+ " \n",
+ " data = []\n",
+ " indices = []\n",
+ " \n",
+ " for tpl in series.items():\n",
+ " index = tpl[0]\n",
+ " count = tpl[1]\n",
+ " amount_in_category = df[df[column] == index].shape[0]\n",
+ " indices.append(index)\n",
+ " data.append(round(count / amount_in_category, 3))\n",
+ " \n",
+ " return Series(index=indices, data=data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
"id": "fb0dad90",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -537,9 +567,11 @@
],
"source": [
"level_counts = cve_df[\"level\"].value_counts()\n",
- "sns.barplot(x=level_counts.index, y=level_counts.values)\n",
+ "normalized_level_counts = normalize_value_counts(df, level_counts, \"level\")\n",
+ "\n",
+ "sns.barplot(x=normalized_level_counts.index, y=normalized_level_counts.values)\n",
"\n",
- "plt.title(\"Distribution of levels of certificates with at least one CVE\")\n",
+ "plt.title(\"Relative counts of certificate levels with at least one assigned CVE\")\n",
"plt.xlabel(\"Level\")\n",
"plt.ylabel(\"Count\")\n",
"plt.show()"
@@ -555,13 +587,13 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 19,
"id": "b1e1fe59",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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6nZycsHLlSvj5+WHYsGE4cuRIrl1Qrq6u6N69O4C/umwKAwaS/4gbN26gRIkS8i+/9zVo0ACnTp3CiRMn4O3tje7du8Pd3V3uJ/0QTQn8n9DR0VFblvPLJr/ktDS8+/ySwKl1unfvjkWLFmHGjBk4fvw4tmzZ8rcfY8iQIbkO2HRwcMDZs2dx5MgR7N+/H1u3bsWaNWvg4ODwb0v/V8zMzD7auvbu30qU4cOH4/PPP8eOHTugr6+PS5cuycHqY6ZMmaIWdnIMGDAAHTp0gK+vL/bv34/Nmzdj27ZtqFevnsbt7ezsMHfuXNy/fx/BwcEYPXo07OzsEBgYiNq1a+d6v0+haT/n9p548+YNBg8ejE6dOmHFihXQ1dWFj48P1q1b94+f/33btm3TWNOnPHdBHu+f8lmS22vRpF69erhw4cInP3/58uXRsGFD+Pn5YeDAgbh//z7q1q370fvlBJPCgF02/wFJSUk4dOgQ+vXrl+ub4eTJk9DT04OzszO2b9+OIUOGYN++ffL6d8NCTur/J3KapYHs7qOXL1/KzcPv/6oAsptc3/Vu+MnMzERqaqrG56levbrcfJ0jLCxMHkT4T1SqVAkGBgYqj/v27Vs8e/bsbz/uu/szJSVFDl6Ojo54+/YtVq1ahSpVqmhssn13H+Y091atWhXGxsaoUKECnjx5orL9b7/9JneLHTt2DCVKlEDfvn3h7e0NBwcHHDhwQGON1atXV3kOIHsuj1evXv2t11u9enV5P+WIj4+XWwuqV6+O2NhYlb97RkYGpk6diszMzI8+fl4dmzm1hIeHqyw7duwYHj58iISEBDx8+BDt2rWTu17en99HUz05x837f5ddu3bhypUr8nOYm5tjyJAhOHz4MKytreHr65trneXLl0eNGjXwyy+/oFSpUihSpAjs7e1x9epV+Pn5fbS75t33UXp6+j9u0Xj8+DFevHgBR0dH+THf3yfvPldWVhbevHnzSY9dvXp1ZGVl4enTpyrL58yZg4SEhE967o8d759y7OT2WVKlSpVPbrH72GvRpF+/fggLC8Pdu3fV1h0/fhytWrVS+7s5OTnhzp07+PHHH/92l91vv/32t7ZXIgYShQsPD8eIESNQtWrVD46i3rFjB86dOyffzszMVGlNKVWqFBITE5GZmakycvzvOnDggBwiduzYAQsLC3To0AFA9he+oaEhrl+/DgC4cOEC4uPjVe5fqlQpANlfjCdOnMCaNWs0Ps/IkSMREBAgfwA8ePAAQUFBGDFixD+uvVixYvjmm2+wZ88e+UPVx8cHurq6KiPbP0WpUqXkfvmxY8fi8ePHAABDQ0M4Ojpi+/btubZyHDhwAFlZWQCA7du3o3bt2mjYsCGA7Nd96NAhObTEx8dj3bp1crhYsWKFSvfS+3/nd1lZWcHJyQnbtm2TA9OWLVtQtWrVv/ULs1mzZmjQoAG2bt0qL9uyZQtiYmIAAJ07d0bZsmVV+rK3b98OXV1deezKh+TVsQn8ddzkhLCoqCisWLECpUqVgqmpKczNzVUm93t3srH363nx4gUGDx4sHzc///yz/Dd/+vQpduzYgWrVqgEAZs2aJe8P4MN/lxx2dnbYs2ePPIaiSZMm0NPTw4kTJz56urmZmRmSkpIgSRK2b98ujzH6uywtLVGsWDH5l/zbt28REBCgso2pqSl0dXWRmJiImzdvfvLEaznHzYYNG+Tj/ejRo3j8+DHMzMw+6bk/dry//7fSZPjw4QgJCZHHaUVHR8PPzw8jR478pNfxKa9Fk+rVq2P69OmYOnUqnj9/Li9/+PAhlixZgmnTpqmdzuvo6IiiRYvihx9++NvTOqxYseJvba9EOpLI9m2ShYSEYPny5bh8+TKqVKmCMmXKID09HTo6OujcuTP69Okjf7gfPnxYPu3X1tYWCxYsQHBwMH7++Wf5FNkyZcrA3d1d7hc9duwYPD09YWJiAmdnZzRq1Ahz5sxBcHAw6tWrB2dnZ7l7Z+vWrdi3bx+ePXuG+vXrY+bMmVi4cCEuX76MadOm4ffff8eLFy8gSRLmz5+POnXqyK/D29sbGzduRPny5dGiRQsEBQXh2bNn6Ny5MyZMmAAAmDRpEh49eoRixYph0aJFOHDgAI4dO4bExEQ0atRIHrj6/mm/rq6u6NSpE4DsGQxzfhF06dIFPXv2xLRp0+TXM3/+fI2DCjWd9ptzqmvOab9//vknLC0tUbFiRWzevFnj3+vRo0cYP348SpQogYoVK2LZsmXyusuXL8Pd3V1tsG9ERATatWuHFStWwNfXF5GRkTAxMcHSpUtVTvvdunUr9u/fD1NTUxQpUgQjRoxAy5YtAWR/0fv6+sqntFarVg2zZs2SW6fe9/5pvxYWFnB3d1c57ffy5cuoWbMmatWqhcWLF2t8nJxTHkNDQ2FoaIiaNWtixowZ8i/Mp0+fYsGCBYiOjoaJiQk+//xzTJs2DYaGhvDx8cGmTZvk42ncuHHyAENA/disWrWqfNpvvXr1MGXKFBw8eFAeV/P555/Dw8Pjo8eNoaEhihQpgnHjxqFJkyYAgKtXr2LBggXIysqCpaWlfMqwra0t1qxZg1KlSmHnzp34+eefUaJECQwfPhxfffUVMjMzsWbNGpw8eRLm5ubQ09PDxIkT5WN/1apVOHfuHIyMjPDmzRs0adIEbm5uH2ze/+OPP+Di4oILFy7I4zu+++47GBgYYOXKlfJ2U6ZMwe+//w4gO8QsXLgQ6enpGDFiBJKSklC8eHGsWbMGP/zwwz96T5w8eRIrVqxAyZIlYWFhgZIlS8LPzw8NGzbE9u3bAQDLly/HmTNnYGhoiKlTp6JRo0Yqj3H58mX5tPZ69eph+vTpaNCgAeLi4rBw4ULcu3cPpUuXhrm5OWbNmoXSpUt/0nN/7HjX9LfS5MyZM1i7di10dXXVTvvdtGkT9u7di8TERLRt2xbu7u4YNWqU/L6YMmUKWrRo8dHXkpuzZ89i69atyMzMhCRJ0NXVVTll/n2urq6Ii4uDj4+PyvI///wTixYtQnBwMKysrOQfdzlu376NmzdvfrAWpWMgIcpjhw8fxrNnz9R+geUEkpy5NYiI6C/ssiHKA/Hx8fKpwz4+PmrXYSEiog9jICHKA5mZmVi7di26deuGFi1aoGzZsirrL1++jIkTJwLIPkU0Z5wNERFlY5cNERERCccWEiIiIhKOgYSIiIiEYyAhIiIi4RhIiIiISLhCdy2br7/+WmWSKSIiIlK+QhdIrKys1C4rTURERMrGLhsiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiI8lhWliS6hHynDa+RClZR0QUQERU2uro6+PWXS4iLTRJdSr4wL1MCXXo3FV0GFTIMJERE+SAuNgnRkS9Fl0H0n8EuGyIiIhKOgYSIiIiEYyAhIiIi4RhIiIiISDgGEiIiIhKOgYSIiIiEYyAhIiIi4RhIiIiISDgGEiIiIhKOgYSIiIiEYyAhIiIi4RhIiIiISDgGEiIiIhKOgYSIiIiEYyAhIiIi4RhIiIiISDgGEiIiIhKOgYSIiIiEYyAhIiIi4RhIiIiISDgGEiIiIhKOgYSIiIiEYyAhIiIi4YoWxJNkZGRg27Zt+P777/HLL7/A2toaAJCYmIg5c+bA2NgYMTExGDp0KGxtbQEA6enp8PDwAADEx8fD2dkZHTt2LIhyiYiIqIAVSCD55Zdf0LhxY6SkpKgs9/T0hI2NDVxdXREdHY0ePXogICAABgYG2LFjB4oWLQoPDw8kJyfD0dERjRs3RpkyZQqiZCIiIipABdJlM2DAADRo0EBtua+vL+zs7AAAZcuWhYWFBYKCggAAv/76q7zOyMgIDRo0wJEjRwqiXCIiIipgBdJCosnLly/x+vVrmJuby8vMzc0REREBAHj27JnKutKlS8vr/Pz84Ofnp/Fxo6Oj87FqIiIiyg/CAsm/4eTkBCcnJ43rRo4cWcDVEBER0b8l7CwbU1NTGBkZIS4uTl4WFxcHS0tLAIClpaXKuhcvXqBixYoFXicRERHlP6Gn/To7OyMwMBBAdldLTEwMWrdurbYuOTkZ169fR6dOnQRVSkRERPmpQALJ1atXMW/ePADAxo0bcfToUQDAhAkTcOvWLbi7u8Pd3R3Lly+HgYEBAGDw4MFIT0/HjBkzMGnSJEybNg0WFhYFUS4REREVMB1JkiTRReSlkSNHYsOGDaLLICIt99P3/oiOfCm6jHxRtoIpho52EF0GFTKcqZWIiIiEYyAhIiIi4RhIiIiISDgGEiIiIhKOgYToI7KyskSXkK8K++sjov+G/+RMrUQFSVdXFxvP7EDkq8J3WYIKJmUxos0g0WUQETGQEH2KyFfRCH0RIboMIqJCi102REREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJFxR0QWcOXMGO3fuRNWqVREaGoquXbvC0dERiYmJmDNnDoyNjRETE4OhQ4fC1tZWdLlERESUD4QHkunTp2PlypX48ssvERYWhk6dOsHOzg6enp6wsbGBq6sroqOj0aNHDwQEBMDAwEB0yURERJTHhHfZlC1bFi9evAAAxMbGokiRIsjKyoKvry/s7OzkbSwsLBAUFCSwUiIiIsovwltIPD09MXHiRJw/fx4hISFYs2YN0tPT8fr1a5ibm8vbmZubIyIiAgDg5+cHPz8/jY8XHR1dIHUTERFR3hEaSFJTUzF06FAsXboUjRs3xpMnTzB58mR4eXl98H5OTk5wcnLSuG7kyJH5USoRERHlI6FdNvfv30d8fDwaN24MAKhSpQpSU1Nx8+ZNGBkZIS4uTt42Li4OlpaWokolIiKifCQ0kFSsWBGZmZl49uwZAOD169eIiopC+fLl4ezsjMDAQADZ3TAxMTFo3bq1wGqJiIgovwjtsilVqhRWrFiBuXPnokqVKnj69CnGjBmDOnXq4LPPPsPs2bPh7u6O6OhoLF++nGfYEBERFVLCB7V26NABHTp0UFtuYmKCNWvWCKiIiIiICprw036JiIiIGEiIiIhIOAYSIiIiEo6BhIiIiIRjICEiIiLhGEiIiIhIOAYSIiIiEo6BhIiIiIRjICEiIiLhGEiIiIhIOAYSIiIiEo6BhIiIiIRjICEiIiLhGEiIiIhIOAYSIiIiEo6BhIiIiIRjICEiIiLhGEiIiIhIOAYSIiIiEo6BhIiIiIRjICEiIiLhGEiIiIhIOAYSIiIiEo6BhIiIiIRjICEiIiLhGEiIiIhIOAYSIiIiEo6BhIiIiIRjICEiIiLhGEiIiIhIOAYSIiIiEo6BhIiIiIRjICEiIiLhGEiIiIhIOAYSIiIiEo6BhIiIiIRjICEiIiLhGEiIiIhIOAYSIiIiEo6BhIiIiIRjICEiIiLhGEiIiIhIOAYSIiIiEo6BhIiIiITTGEhev36tceOnT5/i119/RUZGRr4WRURERNpFYyAZOHCgxo2Tk5OxZ88eTJkyJV+LIiIiIu2iMZBIkqRx4y+++AJ79+7Fo0eP8rUoIiIi0i5Fc/4TGRmJZ8+eAQBSUlJw9epVtWAiSRKioqJy7dIhIiIi+ifkQOLj44N169ZBR0cHgOZuG0mSoKuri1GjRhVchURERFToyYGkW7dusLW1hSRJcHd3x4IFC9Q3LloUlpaWKFu2bIEWSURERIWbHEgsLS1haWkJAOjTpw9sbW2FFUVERETaReOg1qFDh37wTj/++GO+FENERETaqWhuKyRJQnh4OGJjY5GVlaWy7sCBAxg+fHi+F0dERETaQWMgCQkJwaRJkxAREaG2TpIkeeArERERUV7QGEjmzp0LGxsbTJw4EWZmZtDV/atnJ2fQKxEREVFe0RhIXr16BR8fn1zvlNtMrv9EamoqvLy88PbtW7x58wbPnj3DTz/9hMTERMyZMwfGxsaIiYnB0KFDOdCWiIiokNIYSKysrD54Jzs7uzwrYNWqVejSpQu++OILAMAff/wBAPD09ISNjQ1cXV0RHR2NHj16ICAgAAYGBnn23ERERKQMGs+yGTFiBJYvX45Xr15pvNPYsWPz5MlTU1MRGBiI27dvY+XKlfDw8EDp0qUBAL6+vnLwKVu2LCwsLBAUFJQnz0tERETKorGFZObMmUhKSsLWrVthamqK4sWLq6yPiYnJkyd/9uwZQkNDoaOjg0mTJiE4OBgDBw7E/v378fr1a5ibm8vbmpuby4Ns/fz84Ofnp/Exo6Oj86Q2IiIiKjgaA0lycjIcHBw03kGSJJw+fTpPnjw5ORkA4OjoCACoV68e9PX1ce3atQ/ez8nJCU5OThrXjRw5Mk9qIyIiooKjMZCUL18eixcvzvVOvXv3zpMnz5mC/t2zePT09KCvrw8jIyPExcWhVKlSAIC4uDh5JlkiIiIqXDSOIdm3b98H7/TLL7/kyZOXLVsWjRo1wpUrVwBkd7fEx8ejQYMGcHZ2RmBgoLw8JiYGrVu3zpPnJSIiImXR2ELysTNZpk2bhiVLluRJAcuXL8fy5ctx/vx5PHv2DKtWrULp0qUxYcIEzJ49G+7u7oiOjsby5ct5hg0REVEhpTGQHDp06IN3unz5cp4VYGlpidWrV6stNzExwZo1a/LseYiIiEi5NAaSadOmadyYU8YTERFRftAYSKpWrYpNmzapLEtOTsajR4/g6+uLIUOGFEhxREREpB00BpLRo0drPKPF2toarVq1wrRp09CkSZN8L46IiIi0g8azbDp16pTrHYyNjREaGppvBREREZH20dhCkptXr17h6NGjSEtLy696iIiISAtpDCQ1a9bMdQCrrq4u5s6dm581ERERkZbRGEjMzc3Rt29flWW6urowNzeHra0tKleuXBC1ERERkZbQGEjq16+P7777rqBrISIiIi2lcVDrunXrCroOIiIi0mK5DmpNTk7G9u3bERQUhPj4eJQqVQqtW7fGoEGDYGRkVJA1EhERUSGnMZDEx8ejf//+ePr0KfT19WFiYoLnz5/j+vXrOHz4MHbt2iVfhZeIiIjo39LYZbNq1SpYWFjAx8cHISEhCAoKQkhICHx8fGBhYQFPT8+CrpOIiIgKMY0tJOfPn8eRI0dQvHhxleW1atXC+vXr4eTkVCDFERERkXbQ2EJiYGCgFkZyGBoawsDAIF+LIiIiIu2iMZAULVoUN27c0HiHGzduoEiRIvlaFBEREWkXjV02ffv2xZAhQ9CzZ0/UqVMHpqamePnypTyOZNy4cQVdJxERERViGgPJgAEDEBERge3bt0OSJACAJEnQ1dXF4MGDMWDAgAItkoiIiAq3XOchmTp1Kvr374/z588jISEBZmZmaN68OaysrAqyPiIiItICciDJzMzEmTNnAADlypXDF198ASsrK/Tp0wcA8PjxY0RHRzOQEBERUZ6TB7VeuXIFo0ePxuTJk3HhwgW1DWNjY+Hi4oIVK1YUaIFERERU+MmB5NSpU6hTpw4CAgIwbNgwtQ2bNm2KPXv2wNfXFwEBAQVaJBERERVuciC5evUqFi9e/MEp4Rs0aICVK1di9+7dBVIcERERaQc5kCQlJaFatWofvUOTJk3w4sWLfC2KiIiItIscSEqUKPHJd9LR0cmXYoiIiEg7yYEkKysLGRkZH71DRkbGJ21HRERE9KnkQFK/fn3s2bPno3fYvXs3GjRokK9FERERkXaR5yEZMmQIunXrhpcvX8LFxUVtcOuLFy+wa9cu7Nq1Cz4+PgVeKBERERVeciCpVKkSlixZAjc3N2zYsAEVK1ZE6dKlAWSHkYiICBgYGGD16tWcHI2IiIjylMrU8V999RUqV66M9evXIygoCGFhYQAAIyMjdOjQAWPGjMHnn38upFAiIiIqvNSuZWNtbY3Vq1dDkiQkJCQAAMzMzHhmDREREeWbXC+up6Oj88FJ0oiIiIjyiu7HNyEiIiLKXwwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcAwkREREJBwDCREREQnHQEJERETCMZAQERGRcIoJJD/99BNq1Kgh305MTMSECRPg7u6OESNG4PLlywKrIyIiovxUVHQBAHD//n1cunRJZZmnpydsbGzg6uqK6Oho9OjRAwEBATAwMBBUJREREeUX4S0kGRkZWL16NSZOnKiy3NfXF3Z2dgCAsmXLwsLCAkFBQQIqJCIiovwmvIVk3bp1GDhwIIyNjeVlL1++xOvXr2Fubi4vMzc3R0REBADAz88Pfn5+Gh8vOjo6fwsmIiKiPCc0kPzxxx9ISUnBl19+KYeNT+Hk5AQnJyeN60aOHJlX5REREVEBERpIAgICkJiYiNmzZyM5ORkAMHv2bLRo0QJGRkaIi4tDqVKlAABxcXGwtLQUWS4RERHlE6GBxM3NTf5/REQE/Pz8MG/ePADAhQsXEBgYCGtra0RHRyMmJgatW7cWVSoRERHlI+GDWgHg0qVL8PLyAgDMmzcPDx48wIQJE3Dr1i24u7vD3d0dy5cv5xk2REREhZTwQa0A0LRpUzRt2hRLly5VWb5mzRpBFREREVFBUkQLCREREWk3BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhGMgISIiIuEYSIiIiEg4BhIiIiISjoGEiIiIhCsq8skTEhKwbNkyGBoaQkdHBxEREZg+fToqVaqExMREzJkzB8bGxoiJicHQoUNha2srslwiIiLKJ0IDSVRUFAwMDODu7g4A2LlzJ2bNmoWdO3fC09MTNjY2cHV1RXR0NHr06IGAgAAYGBiILJmIiIjygdAuGxsbG8yZM0e+bWVlhejoaACAr68v7OzsAABly5aFhYUFgoKCRJRJRERE+Uz4GBIdHR35/6dOnUL//v3x8uVLvH79Gubm5vI6c3NzREREiCiRiIiI8pnQLpt3BQYGIjU1FYMHD8arV68+uK2fnx/8/Pw0rstpYSEiIqL/DkUEksDAQAQEBGDx4sXQ0dGBqakpjIyMEBcXh1KlSgEA4uLiYGlpCQBwcnKCk5OTxscaOXJkgdVNREREeUN4l83Ro0dx7tw5zJs3D0WKFMGCBQsAAM7OzggMDASQ3eoRExOD1q1bC6yUiIiI8ovQFpK7d+9i0qRJMDMzw9GjRwEASUlJmDVrFiZMmIDZs2fD3d0d0dHRWL58Oc+wISIiKqSEBpKaNWvi9u3bGteZmJhgzZo1BVwRERERiSC8y4aIiIiIgYSIiIiEYyAhIiIi4RhIiIiISDgGEiIiIhKOgYSIiIiEYyAhIiIi4RhIiIiISDgGEiIiIhKOgYSIiIiEYyAhIiIi4RhIiIiISDgGEiIiIhKOgYSIiIiEYyAhIiIi4RhIiIiISDgGEiIiIhKOgYSIiIiEYyAhIiIi4RhIiIiISDitCiRZWZLoEvKdNrxGIiIqfIqKLqAg6erq4Ps9v+NZzCvRpeQLSwsTjO7XQnQZREREf5tWBRIAeBbzCk+fJYgug4iIiN6hVV02REREpEwMJERERCQcAwkREREJx0BCREREwjGQEBERkXAMJERERCQcAwkREREJx0BCREREwjGQEBERkXAMJERERCQcAwkREREJx0BCREREwjGQEBERkXAMJERERCQcAwkREREJx0BCREREwjGQEBERkXAMJERERCQcAwkREREJx0BCREREwjGQEBERkXAMJERERCQcAwkREREJx0BCREREwjGQEBERkXAMJERERCQcAwkREREJx0BCRESkAFKWJLqEfPeh11i0AOsgIiKiXOjo6iD05G2kJbwRXUq+MDAzRKX2tXJdz0BCRESkEGkJb5AS91p0GUKwy4aIiIiEYyAhIiIi4RhIiIiISDjFjyGJjIzEggULYG5ujujoaEyaNAnW1taiyyIiIqI8pPhAMnfuXHTt2hWdOnXCn3/+icmTJ8PX11d0WURERJSHFB1IEhIScPbsWXh6egIA6tevj+joaNy5cwc2Njb/6DEtLUzyskRFKcyvTbQKJmVFl5AvCuvrUgLzMiVEl5BvCvNrE83AzFB0CfnmY69NR5Ikxc7EcuvWLbi4uOD69evysq+//hotW7ZEaGioxvvcvn0btWrlfp5zQYqOjkbZsvzA14T7JnfcN7njvskd903uuG80U9p+UXQLSW4aN26M6dOniy7jo0aOHIkNGzaILkORuG9yx32TO+6b3HHf5I77RjOl7RdFn2VToUIFpKSkIDk5WV724sULWFpaCqyKiIiI8pqiA4mZmRlatWqFM2fOAAD+/PNPlClTRjFdMkRERJQ3FN9lM3fuXCxYsAAXL15EVFQUli9fLrokIiIiymOKDySWlpb44YcfRJdBRERE+UjRXTZERESkHRhI8pGTk5PoEhSL+yZ33De5477JHfdN7rhvNFPaflH0PCRERESkHdhCQkREhd6+fftEl0AfwRaSPPbmzRts3LgRSUlJcHNzw5YtWzB8+HDo6+uLLk2Rli5diqlTp4ouQzHi4+NRqlQp0WUo2qZNm+Dq6iq6DMVITExEZGQkatSogdTUVBQvXlx0ScIMGjQo13WhoaHyFBKk6uLFi2jWrJnoMpR/ls1/zaJFi2Bubo4XL16gePHiqFmzJhYvXow5c+aILk2YmjVrQkdHJ9f1DCTZc+yMGzcOFhYW2LFjB4YNG4apU6eibt26oksTom3btrkeM69evWIg+Z/Tp09jxowZqFKlCrZu3QpXV1cMGzYMbdq0EV2aEEZGRvj2229x9uxZ6Ovro2HDhgCA69evo3LlymKLE2zdunW5rjt79ix++eWXAqxGM3bZ5DETExOMHz8epqamAIB27dqhWLFiYosS7JtvvsGdO3cwc+ZMbN26FcHBwQgODsbWrVsxevRo0eUpws6dO7Fz507UqlULxYsXx08//YS9e/eKLkuYhg0bYseOHejVqxdGjRqFzZs3Y/PmzRg1ahR69eolujzF+O233+Dv74/q1avDwMAA27dvh7+/v+iyhJk7dy5sbW3x+vVrjB07Fi1btkTLli0xZswYrW+lPn36NAAgLCwMly5dQnp6OtLT03Hp0iVYWFgIri4bW0jyWGpqKgDIv+6ysrIQGRkpsiThpk2bBuCviyXmaNasGX777TdRZSlKxYoV8dlnn8m3ixUrhpIlSwqsSKyFCxfCwMAAz549w8iRI+XlVapUwbx58wRWpiwVKlSAkZGRfFtXV1eru2xyLhT38OFDpKWlwcDAAED25/K9e/dEliacm5sbmjVrBg8PD+zcuVNlnYeHh6CqVDGQ5LHKlSvjm2++QUJCAmbPno1Lly59sF9Tmzx58gQ3btxAnTp1AAAhISF48OCB4KqUISoqClFRUXKQvXTpEsLCwgRXJU7OF8nDhw8RExMj/4KLjo7GnTt3RJamKDExMbh27RoyMzMRExOD33//HVFRUaLLEs7BwQF2dnaoXbs2gOwfQ9reGpszRuT58+dq65RyzHBQaz64cOECzp49CwBo06aNIgYLKcGlS5cwefJkJCUlAcju3lq5ciUaN24suDLx7t69izFjxsgfDOXLl8e6detgbW0tuDKxfvvtN7i7u8u/fGNjY7Fw4UJ89dVXgitThsjISLi5ueHatWvQ0dFB48aNsXTpUlSoUEF0acLdvXsXly9fho6ODmxtbVGjRg3RJSnCjBkzEBcXhyZNmgAArly5AgsLCyxYsEBwZQwkea579+7o2bMn+vfvL7oURUpPT8fjx4+ho6ODKlWqaH2/bo67d+/C1NRUDmtVqlRB0aJswASAuLg4BAcHQ0dHB/Xr1+dZSO8ICAiApaUlrKysAECl+4ZU7du3D3369BFdhnAZGRnYs2ePHNaaNWuG3r17Q09PT3RpDCR5rW/fvmqDEbOysqCry/HDmvC032wNGzbEypUrYW9vL7oUxeNpv39p1qwZNmzYgPr164suRRFWrFiBoUOHYuzYsSpnaUmShLCwMJ72mwue9ltItWrVCvfu3VNpHly0aBFmzZolsCqxBgwYgBUrVsDe3l7tQ0JHR4eBBNlfLO+HkT/++EM+bVHbTJo0CVOnTkXfvn3VjpnExEQGkv+xtbVVCyOnT5/W2mD72WefwcDAACYmJipj9yRJUhvIqW3OnDmDL7/8Eps2bVJbp5TTfhlI8pi3tzd++OEHmJmZQV9fX/4A1eZAMnfuXJQrVw7ffvutWvhYunSpoKqUpVatWli2bBlatGghd2Pt2LFDawNJ165dYWZmBltbW4wZM0ZeLknSB+dT0DYVK1bE+PHj0bx5c/m48fX11dpA0rt3bwBA+/btUbJkSdSsWVNe9+5ZbNrIz88PtWrVwpkzZ9TmqVFKRwm7bPJY//79sXz5cvl2zgfokiVLBFalDIsXL0b9+vXRsWNH0aUojqZBd2xiBjZu3Ii6deviyy+/lJelpKRo9amt72rVqhVatmypsiwkJARHjhwRVJEysCsrdydPnkSbNm1Uxu9duHBB5T0mjER5KikpSW1ZQkJCwReiQF999ZX08uVL0WUokqenp9oyb2/vgi9EYdq0aSM9efJEdBmKtWvXLrVlAQEBAipRljFjxqgtO3XqlIBKlKd27dqSj4+P6DI04kjLPGZsbIzY2Fhcu3YNV65cwZUrV+Du7i66LEVo1KiR2qy127ZtE1OMwowfP15tWenSpQu+EIVp1KiRWlP7wYMHBVWjPAMGDFBblnOmljbL6cr65ZdfcOjQIRw6dEjrx5DkaNasGbp166ay7PHjx4KqUcUxJHls79692L17NxITE2FlZYXo6GjRJSnG69ev0alTJ9SvX19uLgwJCcE333wjtjAFSElJwa5duxAaGoq3b98CyN432npNkhxGRkbo378/mjZtKp+WePbsWbUPVG0VGxuL77//XuW4CQ0NRZcuXQRXJtbhw4fRsmVLXL9+XV7Gz+JszZo1w88//6wyXu3HH3/E4sWLBVfGQJLnbt26BV9fXyxatAgzZsxAVlaWypgSbfb48WN89913KsuUMkOgaPPmzUO1atXw/PlzODk5ITIyEgkJCaLLEu78+fPo2rWryjKJw95kS5cuhYODA+Lj4+Hi4oLIyEgEBQWJLku4kSNHqrUenTp1SlA1yrJ27VqULl0aP/30k7wsMTGRgaQwMjExAfDXNW10dXX5xfI/c+fOVZuVVVuvZvu+UqVKYejQoYiKipJ//TPIApMnT4ajo6PKMkUMvlOI8uXLw9HREVevXoWtrS0A4P79+4KrEm/AgAGIjo7GtWvXAGR3/bVt21ZwVcrg7OyM+fPnqyzbunWroGpUMZDksQcPHuDChQsoU6YMRowYARMTE4SHh4suSxEaN26M48eP4/z58wCAFi1acArw/8np909KSkJcXByMjY0REhIiuCrxHB0dcePGDVy4cAEA0Lx5czRq1EhwVcoRGxsLAEhOTsaNGzdgamoqfwlrsyNHjmDu3LnyDLZz587F3Llz0alTJ8GViZcTRuLi4gAA5ubm+Pbbb0WWJGMgyWOLFi2Cjo4OGjVqhG3btiEhIQETJkwQXZYiLF26FJcvX5Z/yW3cuBHBwcFwc3MTXJl4JUuWxJEjR9CxY0f5l1y/fv0EVyXe1q1bsXXrVvn0zV27dmHIkCEcd/Q/NjY2OHr0KPr06YNvvvkGKSkpmDx5suiyhNu9ezeOHTsmDwyPi4vDuHHjGEgA3Lt3D5MmTcLDhw8BANWrV8fKlSsVcd0sBpI8dvjwYfnDkrNJqrp//z4OHDggz7yZlZWF4cOHC65KGVxdXVGyZEkAwIkTJ5CUlITq1asLrkq806dPw9/fXx58l5aWhuHDhzOQ/I+9vb18FtLFixeRlpYGY2NjwVWJ9/nnn6ucpWZubq6IL1wlWLBgASZOnIimTZsCyD5u5s2bh127dgmuDOBpv3ns4MGDcHd3x/r169mX+56KFSuqTAOuq6uLSpUqCaxIOb777jvcvXsXAFCuXDmGkf95/wKMBgYG/GJ5x/jx4xEQEID09HTo6elpfRiJjIxEZGQkLC0t4ePjg6dPn+Lp06c4ePCg2pQD2qp8+fJo27YtjIyMYGRkhHbt2ilmFlu2kOSxxYsXo1atWnj+/DlOnjyJ5cuXo3r16pgyZYro0oQ5dOgQAKBIkSKYNm2aPB369evXkZmZKbAy5ShbtiyuXbuGnTt3wszMDPb29lo9VuLKlSsAsruyvLy8VI6Z9PR0kaUpSuvWrVGkSBEsW7YM6enpaNy4Mezt7VGiRAnRpQnh5OQEMzMzjWdiJSYm8rpZACpVqoTw8HB5fE14eDhMTU3FFvU/nDo+H9y9exf+/v44efIkXrx4AQcHB8ydO1d0WcI4OjqiQYMGGtdxmmt1Fy5cwNy5c5GcnIxz586JLkeIVq1aoUqVKhq/WDilvrq0tDQEBgZi1apVeP78udYOiF6/fj1GjRqlcd3GjRsxYsSIAq5IOdq2bQsdHR1IkoSoqCiV8TUWFhaKeE+xhSSPtWvXDqmpqejWrRs8PDxQr149lW4KbTR27Fh06tQJL1++VEvix44dE1OUwly5cgX+/v4ICAhA0aJF0b59e7Rv3150WcL83//9H/r37y9fEfpde/fuFVSV8hw6dAj+/v64fPky6tSpg2+++Qbt2rUTXZYwOWFk/vz5ajNka3MYAYCGDRtqPMFCUtAFK9lCksdCQ0Nx4sQJhIeHo2zZsnBwcFC7aJq2GjRoEJYtW4Zy5cqJLkVx+vXrh/DwcEydOhWdO3cWXY5ijBo1Cp6enjAwMBBdiiJNnjwZN27cwIgRI9CpUyeOk/if3r17w8rKCvXq1UP37t21fmwN8NdFKX/99Ve1mXyVcsFKBpI8FhcXB3NzcwB/Nb2/ffsW/v7+gisTb8yYMahUqRLi4+PRuXNnTnD1nri4OPj7++P27dsoWbIk2rRpgyZNmoguS6hvv/0WFStWRIkSJdCnTx8OgtYgMzMTFy5cwLlz55CamooGDRqozW6rbZ48eYIqVargzz//hI+PD/T19dG7d28OiAbQoUMHtGrVCj179kTNmjVFl6OCgSSPjRw5EjVq1MDJkyeRlpaGtm3bon379vLcG9osp/k9NTUVvr6+OHjwIL7++mt069YNRkZGossTKiAgAO3atUNISAhOnjyJI0eOQEdHBwEBAaJLEyohIQFmZmaIiorC3r17ERYWhs6dO8Pe3l50aYrg7e2Njh07IjAwEP7+/jh37hxq1qyJHTt2iC5NqKdPn6Jy5cp4/Pgxdu3ahSNHjqBRo0YwNDTEgAEDch3Tpg0CAwNRr1497N+/H/fu3UO7du3w1VdfoWhR8SM4GEjymJ2dHXr06IF27dqhVq1aostRlDNnzqBp06b49ddf5XPee/TogYcPH8LGxkbjlUu1xVdffYX09HSYmJigffv2aNeuHWxsbESXJVxwcDDq1auHc+fOYefOnbhx4wY6deqEhIQEdOjQQetn+m3evDnevn2LRo0awcHBAfb29jAzMxNdlnADBw6Evr4+Hjx4gN69e6N3796wsLBAZmYmJk6ciLVr14ouUbisrCwcO3YMHh4eKFOmDBwdHTFw4ED58iciiI9EhcyyZcvUWkOysrKgq8spXxYsWIDXr1+jSZMmmDVrljwxDwC4ublpdSCxsrJSmeqass2ZMwdpaWkwNDSEi4sLvLy85HlJJk2apPWBpGXLlvDw8FBE/7+SxMbGYuzYsWq//J8/f47Hjx8LrEy8SZMmwdraGnv27IGVlRU8PDzQvn17PH36FO7u7kLDGgNJHrO1tUV6ejri4+ORlZUFAPDy8lLElRRFq1ChApYuXao2qDU8PBwZGRmCqlKG9evXqw3cvHjxIpo1ayaoIrFSU1NRrFgxFClSBIsXL5anjs9ZFxsbi5iYGHEFKoSjo6NKGNm/fz9SUlIwaNAggVWJt2TJEpVjBvirG8fPz09MUQpx6tQpGBsbY9OmTSpjakqXLi1f30YUdtnkMS8vL2zdulXl9NbExERcvXpVXFGCRUVFoVy5cvJ4AE3rtNWHTrc7e/YsfvnllwKsRjnc3d0xc+ZMhIaGqs0iuWTJEnh4eAiqTFkWLFiAWbNmqSybMWMGFi1aJKgiZcjKysKlS5cQExMjz2Xj6+uLLVu2CK5MvEOHDmkc9JyUlIQnT54IvQI7W0jymL+/P4KCglQGaWr7ALNly5Zh9OjRkCQJL168UFm3YcMGrFixQlBl4p0+fRr29vYICwvD8+fP5cF2169fh4WFheDqxNm/fz8OHDigtjxnYLS2B5Lp06cDyJ5YMOf/QPYXcUREhKiyFGPUqFFISEhApUqVUKRIEQBAdHS04KrE2rNnD/r166cxjOzbtw99+vQRGkYABpI8Z2Njo9b0XrlyZTHFKMRvv/2Go0ePyl8m7zbK6ejoaHUgcXNzQ7NmzeDh4YGdO3eqrNPmL10nJydMmDABkiRhwYIF8iRXSprESaTatWujePHiiIqKUhmzZmBgoNWXHMjx8uVL7Nu3T2WZEmYiFWnLli24ePGixnV3795Fnz59CrgidQwkeax///7o2bMnqlatKg++CwkJQevWrQVXJk6fPn3kL9eJEydi1apV8rr58+eLKksRcsaIPH/+XG1dVFRUQZejGLNmzZK7PY2MjGBpaSmve7dFQFv5+/tj3bp1aNSoEedm0aBOnTpITEyUr6ANZHeda7OSJUvKF+08fvw4OnToIK+LjIwUVZYKBpI85u7ujrZt28LKykqe8lqbv1gA1V/6708D/v70ztrKzMwMrq6u8kRoV65c0eoum3fHYL0/zE3kaYlKUaNGDRgZGcHT01NtDImnp6fGKcK1Qc5g3rdv38LBwQGff/459PX1IUmSPIeNthozZgzs7OwAAI8fP8Z3330nr6tTp46gqlQxkOQxCwsLjBs3TmVZzpVKSf3LhbLNmzcPe/fuxaVLl6Cjo4M2bdqgd+/eossSZtOmTXB1dQWgHmK3bNmCIUOGiChLMR49eoQpU6bg1q1bai1GISEhWhtIjIyM8O2332pcp+1j+XLCCKD+nmrTpk0BV6MZA0ke+/LLL3Hw4EE0aNBA7rLZsGGDVp/2u2zZMkyZMgWA+hth1apVmDhxooiyFGXChAlo06YNx0f8z7Zt23DixAkA2aeF9+zZU173/PlzrQ8kS5cuxfnz5xEbG6s275E2t8jOnj0b5cuX17iuatWqBVyNsly5ciXXS1FcvXoVjRs3LuCK1PG03zxWr149+bLOObT9tN969erB0NAQAPD69WuVC12lpKTgzz//FFSZcnTp0gUHDx7kBHr/M2jQIHTr1k3jOl9fX2zdurWAK1Kmu3fvql2PRNMyIhcXF3Ts2BEA4OPjg+7du8vrjh07pjaoXgS2kOQxZ2dntYGa2v7h2bx5c43NqJIkKeJNoAS2trZISEhQCbPaPBZg7Nixuf5ie39eEm1Ws2ZN+Pj4yGeQ2NnZ5RrkSLuFhobi2LFjAABDQ0P5/wAQFhYmqiwVbCHJY6NHj4adnR169eoluhTFePToUa7NpR9ap00GDBiAe/fuoVq1aiqD8LT9VEX6sDVr1uDWrVtyeLt69Spq166NsWPHCq6MlGbz5s0YNmyYxnVbt27NdexNQWILSR6LiIhAjx49RJehKO8HjnfHlDCMZEtJScH69evl22w9ok/x4sULbNq0Sb7t6uqKmTNnCqxIORITExEZGYkaNWogNTVV66/3834YeXeWbCWEEQBgh3Uey2l6f5enp6egapQpICBAdAmKs2rVKtja2sr/mjZtqtUTo9Gn0fQlq+1fvED2DMgdOnTAvHnzkJ6eDldXV7Y2vmfw4MGiS1DDFpI8dvv2bXTo0EGt6V1bxwJowl5CdZUrV0ZWVhZiY2Px9u1bALwoI31cRkYGFixYIE8t8Mcff/D9hezZof39/bFs2TIYGBhg+/btmDNnjmJOb1UCJR4nDCR5jE3vH7d9+3bRJSiOv78/FixYgNevX6NkyZJ4+fKlfNo4UW6mTp2KDRs24KeffpLnr8mZv0WbVahQQeV6Yrq6umw5ek+7du1El6CGgSSPrVq1Su3aNVZWVmKKUZg3b95g48aNSEpKgpubG7Zs2YLhw4fzixfZgSTnF92MGTOQkpKCtWvXii6LFOr+/ft4+vQp2rRpg3HjxsHW1hY7duzAy5cvkZqaqnY9LW0TExODa9euITMzEzExMfj999+1en6W9yUmJqJLly6QJElR42s4hiSP6evrIzIyUuWfl5eX6LIUYdGiRdDR0cGLFy9QvHhx1KxZk10S/2NhYYGiRYsiMzMTQPY4gOTkZMFVkVKtWLECN2/eBAC8evUKY8aMgbW1NYyNjbX++lBA9jTpq1atgre3N9q0aQMfHx9MmzZNdFmKoOTxNWwhySMdOnTAli1b4OzsDFNTU5X+ucTERH7xIvsaJOPHj8ecOXMAZDcZavOEce+6f/8+7ty5AwMDA3h4eMDU1BS3bt0SXRYplKmpqTzD8a+//oq6devK49R48UHgzp07cHd3l1un3+2+0XZKHl/DFpI84ubmhvj4eLi6uiIgIACnTp2S/w0fPlx0eYqQmpoK4K/p47OyshRzlUlRcvbJ5MmTUaxYMYwaNQpv377Fo0eP1C6aRpTj3S/YoKAglSu38ssXmDlzJlJTU2FkZMT98R4lj69hIMkjO3fuRGxsLDp37ozIyEjEx8fL60aMGCGwMuWoXLkyvvnmG1y/fh2zZ89Gx44d1a7DoW0WLlyI1NRUWFpaoly5cihatCimT5+OJUuW4NChQ6LLI4WKj49Heno6wsLCcO7cOTg4OMjroqOjBVamDLa2tqhfv77KstOnT4spRmHeH19z8OBBxYyv4UyteWTOnDnw8PDAunXrcPz4cQwbNgxdunQRXZbiXLhwAWfPngWQfYXJZs2aCa5IrJo1a6pdcPBdd+7cKcBq6L8iMDAQM2fORHJyMoYPH47Ro0fjzp07mDp1KurXr4958+aJLlGoZcuWITIyEs2bN5cHzfv6+mLLli2CKxMvMjISbm5uuHbtGnR0dNC4cWMsXboUFSpUEF0ax5Dkte+++w6PHz9WCSPp6ek8kwRA9+7d0bNnT0ydOlV0KYrh5OSECRMmQJIkLFiwAO7u7gCyTxfnlX8pN3Z2djh9+jTS09Pli1Xa2NjA19dXcGXKcPjwYbRs2RLXr1+Xl7HlKJuSx9cwkOSRd3/lvv+Ld9myZRwPgOwzkPr376+yLCsrS6uvcDtr1iyYmpoCyP5gsLS0lNdxcCJ9iL6+Pn/o5GLkyJEYMGCAyrJTp04JqkZZZs6ciQ0bNigqiORgIMkjJ06ckE/DCw8PR8+ePeV1z58/ZyAB0KpVK9y7dw81atSQly1atEir901OGAHUZ040MTEp4GqICof3wwgAJCUlCahEeXIbX2Nvby+moHcwkOSRatWq5XrZbzajZvP29sYPP/wAMzMzeVr9xMRErQ4kmzZtkmfWfL9lbcuWLRgyZIiIsoj+02JjY/H9998jNDRUvhRDaGgox/UBqFixIsaPH682voaBpBAZO3asfAnw93322WcFXI0ylStXTmUafY6TALZt24YTJ04A0NyyxkBC9PctXboUDg4OiI+Ph4uLCyIjIxEUFCS6LEVQ8vgaBpI8klsYAYBGjRoVYCXKtWnTJnkAXg5tnz2RLWtEea98+fJwdHTE1atX5akF7t+/L7gqZVDy+BoGEiowxsbGiI2NRVhYGLKysgAAO3bs0Oqp9dmyRpT3YmNjAQDJycm4ceMGTE1Nce3aNcFVKYOSx9dwHhIqMHv37sXu3buRmJgIKysruZkwp8uCiCgvbN++HRYWFihfvjyGDh2KlJQUTJ48mV2gyH18jRKuZ8MWEiowt27dgq+vLxYtWoQZM2YgKysLy5cvF10WERUy9vb2cgvjxYsXkZaWptZdrK2UPL5GeyeAoAKXcxprzvVbdHV1kZCQILIkIiqExo8fj4CAAKSnp0NPT49h5B0542ssLCxga2uLrl27omzZsqLLAsAWEipADx48wIULF1CmTBmMGDECJiYmCA8PF10WERUyrVu3RpEiRbBs2TKkp6ejcePGsLe3R4kSJUSXJpySx9dwDAkVmBcvXkBHRwfGxsbYtm0bEhISMGjQIJQvX150aURUCKWlpSEwMBCrVq3C8+fPERISIrok4ZQ8voaBhArMtm3b8M0334gug4gKuUOHDsHf3x+XL19GnTp14ODggHbt2sHCwkJ0acKFhYXJ42syMjIUNb6GXTZUYA4ePIhHjx6hfPnycHBwgLW1teiSiKgQOnfuHB48eIBp06ahU6dOKFasmOiSFGP8+PEYPXo0WrVqBX19fejp6YkuScYWEiowt2/fRq1atfD8+XOcPHkSQUFBqF69OqZMmSK6NCIqZDIzM3HhwgWcO3cOqampaNCgAbp27Sq6LOFWr16N+vXr49y5c4obX8OzbKjA1KpVC3fv3oW3tze8vb1x584dvHnzRnRZRFTIeHt7Iz09HUlJSYiNjcXRo0fh4+MjuixFGD9+POzs7ODm5oYWLVrg+++/R4sWLUSXBYAtJFSA2rVrh9TUVHTr1g0ODg6oV6+e2gXliIj+rebNm+Pt27do1KgRHBwcYG9vDzMzM9FlKYKSx9dwDAkVmC1btuDEiRMIDw/H77//juLFi6NGjRqiyyKiQqZly5bw8PBA8eLFRZeiOEoeX8MWEiowcXFxMDc3BwBcuHABc+fOxdu3b+Hv7y+4MiIqTE6dOoW2bdvKt/fv34+UlBQMGjRIYFXKodTxNWwhoQIza9Ys1KhRAydPnkRaWhratm2L9u3biy6LiAqZ8+fPqwSSXr16YcaMGQIrUg5vb2907NhRHl9z7tw5PHnyRBGBhC0kVGDs7OzQo0cPtGvXDrVq1RJdDhEVMtOnTwcAhISEoG7duvLyrKwsRERE4OeffxZVmmIoeXwNW0iowCxbtgy2trYqy7KysqCry5O9iOjfq127NooXL46oqCiVzxoDAwM0atRIYGXKoeTxNWwhoQKVnp6O+Ph4ZGVlAQC8vLywePFiwVURUWHw7bffYt26dYiLi0OlSpVEl6NISh5fw5+mVGC8vLzQrFkz9O/fHy4uLnBxccHJkydFl0VEhUSNGjVgZGSEnTt3qq3z9PQUUJHynD9/XuV2r169cPfuXUHVqGKXDRUYf39/BAUFwcjISF62Y8cOgRURUWHy6NEjTJkyBbdu3ZLHk+QICQnBhAkTBFUm3rvja97dNznja5SAgYQKjI2NDQwMDFSWVa5cWUwxRFToLF26FOfPn0dsbKzaeLWoqChBVSnDf2F8DceQUIEJCQnB7NmzUbVqVejr68vLjhw5IrgyIipM7t69i5o1a350mTb5L4yvYQsJFRh3d3e0bdsWVlZW8pTx2v6rhYjyXs2aNeHj44MzZ84AyJ5yoFu3boKrEitnfI2npydmzZqlss7T01MR3VlsIaECM3z4cPz4448qy0JDQxWb1onov2nNmjW4desWGjduDAC4evUqateujbFjxwquTJzhw4fDzMwMt27dUpmjBVBOSzVbSKjAfPnllzh48CAaNGggd9ls2LCBp/0SUZ568eIFNm3aJN92dXXFzJkzBVYk3n9hfA0DCRWYNWvWoHTp0irLEhMTGUiIKE9pmvRLiROBFaRSpUrByckJ1apVUxtLY2NjI6gqVQwkVGCcnZ0xf/58lWVbt24VVA0RFVYZGRlYsGABGjZsCAD4448/wNEJ2ZQ8voZjSKjAjB49GnZ2dujVq5foUoioEEtLS8OGDRtw9uxZAECbNm0wYsQItWkHtJGSx9cwkFCB6dKlCw4ePMhr1xARCTJ79mzMmzdPZdnMmTOxcOFCQRX9hd8MVGBsbW2RkJCgsozTORNRXrl//z5OnDiBtLQ0AMDFixcxatQozJ8/H69evRJcnTIoeXwNW0iowAwYMAD37t1DtWrVoK+vD0mSEBYWJvdlEhH9G66urqhZsyZGjx6N1NRUtGvXDgMGDAAAPHv2DCtWrBBcoXjz5s2Drq6u2vgad3d3wZVxUCsVoJSUFKxfv16+LUmSxotgERH9E6amppg4cSIA4Ndff0XdunXlCb/ev7aNtpo6dSo2bNiAn376CTo6OmjTpg1cXV1FlwWAgYQK0KpVq9SuXWNlZSWmGCIqdN69cGdQUBA6dOigcZ02un//Pp4+fYo2bdpg3LhxsLW1xY4dO/Dy5UukpqYqYsAvx5BQgdHX10dkZKTKPy8vL9FlEVEhER8fj/T0dISFheHcuXNwcHCQ10VHRwusTLwVK1bg5s2bAIBXr15hzJgxsLa2hrGxsdp0DKKwhYTyXYcOHbBlyxY4OzvD1NRUZT4AToxGRHmlW7dusLe3R3JyMoYPH47SpUvjzp07mDp1KurXry+6PKH+C91ZDCSU79zc3BAfHw9XV1eMGDFCZd3GjRsFVUVEhY2dnR1Onz6N9PR0GBsbA8iehdTX11dwZeL9F7qz2GVD+W7nzp2IjY1F586dERkZifj4eHnd+wGFiOjf0NfXl8MI/eW/0J3FQEL5rnLlymjbti18fHwwYsQIBAUFiS6JiEir5HRnOTs7Y9iwYXJ3lrOzM8zMzESXB4BdNlSAvvvuOzx+/BhdunSRl6Wnp8tX/iUiovzxX+jOYgsJ5TsdHR2N/weAZcuWFXQ5RERaSendWZyplfJd8+bNUaFCBQBAeHi4ytwjz58/x++//y6qNCIiUgh22VC+q1atWq6Xt1ZScyEREYnDQEL5buzYsfKlrt/32WefFXA1RESkROyyISIiIuE4qJWIiIiEYyAhIiIi4RhIiIiISDgGEiIiIhKOgYSIiIiE42m/RJRv2rZti2LFikFPTw8A8ObNG4SFhaF8+fIwMTEBAGRkZCA1NRWnTp0SWSoRCcZAQkT5atOmTahYsSIA4NKlSxg0aBDGjh2L7t27AwAiIiIwaNAgkSUSkQKwy4aI8k2TJk1QrFixD25TrFgxNGnSpIAqIiKlYgsJEeWbpUuXfnQbfX193L59GzVq1EDp0qVhY2ODn376CQAwcOBA3LlzByYmJhg+fDj27NmDsLAw1K5dG46Ojjh48CBiY2NhZGSEcePGoUOHDiqPHRwcDE9PT4SFhQEAqlSpgsmTJ8PGxibvXywR/StsISEioUqWLInDhw+jWrVqqFy5shxGAGD79u0oWbIk9u7di759++LXX39F7dq1cePGDYSHh2P//v04c+YMOnXqhHHjxuHy5cvyfUNCQuDi4gIbGxucOnUKp06dgrW1NQYMGIDQ0FARL5WIPoCBhIgUoXv37rh27RqePn0qLzt37hysra1RpkwZlW11dXUxbtw46OjoAABGjBiBUqVKYc2aNfI2y5Ytg6GhIcaPHy8vGzt2LCRJwsaNG/P1tRDR38dAQkSK0KVLFxQtWhTe3t7yMh8fH/Ts2VNt20qVKqF48eLybT09PdjY2CA4OBhZWVlISUnBtWvXULt2bRgYGMjbFS9eHJ999hkuXryYvy+GiP42jiEhIkUwNzdHq1atcOjQIYwfPx5JSUn4888/sXz5crVtjY2N1ZaZmpoiIyMD8fHxePv2LbKysnDjxg106dJFZbtXr17JLStEpBwMJESkGD169MDp06dx7tw5hIeHw9HRUZ7D5F1JSUlqy16+fAk9PT2UKlUKaWlp0NXVRZMmTfD9998XROlE9C+xy4aIFMPOzg5mZmbw9vaGj48PevTooXG7sLAwpKSkyLczMjJw584d1KtXD7q6uihevDgaN26Mu3fvIisrS+W+/v7+8PLyytfXQUR/HwMJESmGnp4enJ2d4e/vj6JFi6J69eoat9PX14eXlxckSQIAbNy4EfHx8Rg3bpy8jZubG2JjY/H999/L2z1+/BiLFi1CrVq18v/FENHfoiPlvFOJiPLR2LFjcefOHXnq+MqVK2Pbtm1q2927dw/Ozs7w8PBA37591dYPHDgQANCrVy/s3r0bz58/l8+meX8ekhs3bmD16tV48OABzM3NUaxYMQwZMgQODg758hqJ6J9jICEiRUlPT0erVq3g7++PEiVKqK3PCSQ7d+4s6NKIKB+xy4aIFOX06dNo1aqVxjBCRIUXAwkRCffjjz/C19cXWVlZ2LZtGwYMGCC6JCIqYAwkRCSckZERFi9eDGdnZzRt2hQNGjRQ2+bx48fo0qULbt68iZs3b6JLly6IiIgQUC0R5Yf/B3t0YIkZC1tkAAAAAElFTkSuQmCC\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -572,9 +604,11 @@
],
"source": [
"type_counts = cve_df[\"type\"].value_counts()\n",
- "sns.barplot(x=type_counts.index, y=type_counts.values)\n",
+ "normalized_type_counts = normalize_value_counts(df, type_counts, \"type\")\n",
"\n",
- "plt.title(\"Distribution of types of certificates with at least one CVE\")\n",
+ "sns.barplot(x=normalized_type_counts.index, y=normalized_type_counts.values)\n",
+ "\n",
+ "plt.title(\"Relative counts of certificate type with at least one assigned CVE\")\n",
"plt.xlabel(\"Type\")\n",
"plt.ylabel(\"Count\")\n",
"plt.xticks(rotation=90)\n",
@@ -591,13 +625,13 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 20,
"id": "39e0c5ef",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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uOnPmjI4ePXrTtXl6eurRRx/VmjVr9Oijj2r9+vUKCAi45doOHjyojIwM3XPPPbmGXz7l9Msvv8gYo7vvvtsaV6lSJVWqVEl79+5Vu3btbqp+Ly8v6//ly5fXuXPnrtn+6aef1scff6y//vWvat26tYKDg/XEE08U2P6XX35R06ZNcw2755579Nlnn91wjefOnVNKSkqebdKnTx9J0s8//6yMjAzNnj1bS5YsscZ7eHjozJkzuaa5fKizsPzyyy/y9PTMdai0Vq1aqlWrlqRLf3xjYmKsi2CdnZ11+vRpHTt27LrzvZl+5Ovrq/bt2+vFF19UkyZN9NRTTyk4OPiay3B2dlZcXJxWrVql7OxslShRQvv27btubTeib9++GjBggAICAvTkk0/qmWee0YMPPmitW05Ojl544QWrfUZGhry8vHTkyBG1aNFCjRs31tNPP63mzZvrqaeeumY/r1KliurXr6+vvvpK9evX14EDB/Tyyy+rW7duOnnypHbs2KHHHnvsltflys+Mq6vrNT8zhblNr9cnrrfsW+kjV8tvf1WiRAl5e3tr7969udpWrVrV+v/V+5pb2YefO3dOYWFhSklJkYuLi44eParMzExr/MCBA/Xaa69p27ZtCgwM1LPPPmt9Dq/VH6929uxZHT16NM/prerVq+fb/ur1TEtLs+pNSUnRypUr9dVXX1ltsrKyrDb79u3Lc0NHjRo1lJqaWuB2uBx2zp8/n+ui/oJ4enrK399fa9euVWhoqL799ls1aNAg10Xil12+SPaya12jcscGlMtcXV0VHh6u7t2764cffsjVoR577DGNGTPmhufVp08f1a5dWwsXLlSpUqW0bds2de/e/Zbq6tChgyIiIhQREaE1a9Zo2LBhucbfbG2/19XX50iyvkVczdn5/w7M5Tfd1dzd3bVy5UrFxcVp5cqVGjhwoFq1aqWpU6feesG3yZAhQ/KEoatdub7FYe7cuZo5c6ZWrFhh7dRbtWolcwOPOLqZfuTk5KSxY8eqT58+WrlypSZNmqT33ntPH330UYHntD/99FMNHz5cixcvto4AduvW7YZqu9rV/a1BgwbasGGDvvjiC61YsULPPPOMRowYoZCQEEmSm5vbNe+SmTdvnnbv3q2VK1fqjTfesO5SyG+nKl06irJ+/Xr97W9/k4+Pjxo0aKCKFStq8+bN2rZtm3r16nXT63TZzfSh27lN83OtPnG9Zd9KH/k9rrwIOb99zc307/Pnz+uFF15QYGCgxo8fL2dnZ61cuTLXXYdt2rTR5s2b9cknn2j58uWaN2+epkyZojZt2ly3P96IgvaXV+9Tr36ve/bseVtvBLh8tGXfvn3WNV3X89RTT2n48OH66aeftHbtWnXo0OGGpivw+hNxF48kyd/fXw8++GCuZ2Xcf//9OnDgQK52e/fuLfAW2ZMnT+rXX39V69atrVMCWVlZedpd2QGv9S2pTZs2MsZo2bJlSk9Pz5W0b7a2e+65R6VLl9ahQ4dyDX/vvfeUnp6u+++/X5L022+/WeNOnz6t06dPy8fHR5Ksw6hX1nz58PjNuPKDlp2drQsXLmjPnj06fPiwHn30UY0bN07Tp0/X559/rpMnT+Y7j/vvv18HDx7MNey3336zar0Rrq6uqlGjRp5tsnz5cjkcDmubXb2dFy9erG+//fa687/yfc7IyMi3L9yo+++/X0ePHtWFCxesYQcPHlRMTIwkaceOHXrwwQdzfeO88lvf1fWkp6fr4sWLN92PHA6Hdu3apfvvv1/h4eH65JNPdOTIEevw/pXvbWZmpjIzM7Vjxw5Vr17d+mMm5f1cFLStrvymeHn5V1q3bp1cXFz09NNPa8GCBerZs6eWLVuWa5td2V+zsrIUHh6u7Oxs7du3T3v37tXDDz+sN998Ux9++KHi4+P1008/5bvu0qXTCT/++KOWL1+ugIAAlShRQo8//rg2btyoxMRE1alTp8Bpr17PtLS0Ww4Uv2ebXs/1+sT1ln0rfeRqlz97V37GL168qOTk5Jv6jN9s/96/f7+OHz+udu3aWXVevd0+++wzVahQQZ07d9aKFSvUpk0bffTRR5Ku3R+vVqFCBXl6eubZ/xw+fPiG10/6v/3Y1esZGxurzz//XNKlO8pudjn169eXn5+fYmNj84zLyMhQ06ZNrdObl7Vt21alSpXSihUr9MMPP6hhw4Y3vB4//PCDEhMT8wwnoPx/PXr00GeffWa9cX369NGPP/6or7/+WtKljjplyhTr1tWrVa5cWR4eHrkeNpPfQ3nc3d115swZHT9+PNfh56uVLVtWbdu21YQJE6zzj5fdbG1lypRRjx499P777ys9PV3SpYforFu3TmXLltVdd92loKAgzZ8/3/qWOnfuXNWpU0dt2rSRdGmnUa5cOe3atUvSpTuWLl8zcjPc3d0lXQpAX3zxhaZMmaJNmzblOo2SnZ0tNze3Ap8ZEBoaqvXr11sd+pdfftGWLVvUr1+/m6olNDRUq1evttbjp59+0pw5c1SlShVrmy1ZskSnT5+WdOlOmoULF+q+++67ofW8PN3bb7+tb7755qZqu1JwcLCqVq2qxYsXS7p0fnfq1KnWe1mnTh39/PPP1nrs3Lkzz6nFK+sZOHCg9u/ff9P9KDExUWPHjrV22jk5OTLGWMHIzc1NZ8+elTFGCxYs0PLly1WnTh2lpqZaO9DffvstTwgoaFv5+vpa/e3YsWN5HuS0cOFCq3bpUr+5/PyY4OBgeXl55br+YcGCBXJ2dlbJkiW1e/duzZgxwwoJ2dnZKlWqlGrUqFHQ26B69erJ09NTa9asse6QeOKJJ7Ru3bpct10W5Mr17NSpU67wdTN+zza9nuv1iest+1b6yNWu3F+dP39e0qWH3Dk7O6tTp043tpFuYF2u5u3trTJlylhh6uLFi1q/fn2uNuPHj891munKPnet/pif7t27a/Xq1dYXsc8//1ynTp264fW77PJ+7PIjC06cOKHp06dbXzxDQkK0c+dO6wGRhw4d0qZNm64733Hjxunzzz/Pder8/PnzGj58uB566KE8p+ErVqyoFi1aaOnSpWrWrNkNHT2/bMOGDdq5c2ee4U7mdh0X/APYs2ePxo0bZ93m16hRI+vhMllZWWrdurXKlSunwMBADRw4UFu2bNGkSZPk7OwsFxcXtW3b1roNsXfv3oqPj1fFihXVoUMHDRw4UDt27FB0dLRycnLk7e1t3RLZpEkTTZkyRe7u7lq0aJGWLFmiChUqqE+fPsrIyLBuM27SpImio6OtD/PWrVvVr18/ffPNN3kuvrtWbfm5fMvspk2bVLlyZbm6uioiIsI653n1bcZVq1bViBEjrNtcJWnFihWaNWuWqlevrmbNmmnLli1KTk5WcHCwQkJC9Oqrr2r79u164IEHNHToUO3du1cLFizQmTNn1LJlS02YMEHSpQdE7du3T2XKlNGoUaN07tw5TZs2TWfPnpWLi4tycnI0ePDgXN/Srnb1bcZ9+/a17tcfNmyYdT62du3aevPNN3M9e+RKc+bM0ccff6yKFSuqVKlSev31161vadnZ2ZoyZYrWrVsnDw8Pubi46NVXX1X9+vV19OjRXOv7xBNP6JVXXrHme/z4cfXr108uLi6qUKGCpk+frtDQUO3Zs0cVK1ZUcHCwfH19NWPGDOu9b9OmjXx8fKzbjC/fnti4cWPrltmTJ0/KxcVFjz/+uHUN0blz5zRixAjFx8erbt26uvvuuxUbGytXV1eFhoaqQ4cO2rdvnwYNGqQKFSqoZs2aGjt27E33o6NHj2rixIn6+eefVb58eZ0/f15dunSxDi1nZmaqX79+Onv2rMqWLaspU6aoYsWKio6O1ldffaU6deqoevXq2rNnj86dO6cuXbqod+/e+W6rUqVK6fvvv9e///1vlS9fXvfff79cXV21fPlyNWrUSLNmzdKaNWu0ZMkSqw94enpqxIgR1vn6y7dmOxwOVapUSbVr19bQoUNVrlw5HThwQJMmTdLhw4dVpkwZZWRkqH///rmu9crPiBEjdOrUKetpyKdPn9ajjz6qd99917qG7ddff9Wbb75p9Y3+/furXbt22rFjh4YPH67KlSvrkUceUffu3W/4M3Ol7OzsW96mV5owYYI++eQTnTlzRo888oh16/m1+sT1lt2+ffub7iOXv7RcvY5X32b873//27qWolu3boqPj5e3t7cGDBigEiVKaOrUqUpOTlbDhg21YMGCm+7f0qWjIOPHj1fFihVVtWpVVaxYUWvXrrXmuWDBAq1Zs0blypXThQsXdN9992n48OEqX778Nfvj5duMpUuhduTIkcrOztbo0aP15Zdf6t5771XTpk319ddfq1mzZurfv78SEhIUERFh7QtGjRqljz/+2HpCcHBwsIYOHSrp0unK5cuXq3LlyipRooT69eunxx9/3Fqv5cuXa+bMmfL09JS3t7fc3Ny0evVq67NUEIfDoalTp1rXVV64cEEtW7ZUnz598r2W59NPP9WgQYO0Zs2aPM816du3r/bs2aPMzMw8X/JSU1M1aNAgPfPMM7mG31EBBQAAOzh37pxKlSqVKzi2bdtWAwYMuObdP3cSTvEAAFDEVq9enesU5Ndff61Tp06pRYsWxViVvXAEBQCAIrZnzx5NmDBBmZmZcnJyUsmSJfXaa6+pfv36xV2abRBQAACA7XCKBwAA2A4BBQAA2A4BBQAA2A4BBQAA2M6f+rd4nnrqqTw/xgQAAOzt0KFDf+6Actddd2nmzJnFXQYAALgJoaGhnOIBAAD2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0ABAAC2Q0C5jpwcU9wlwEboDwBQNEoWdwF25+zspP+8/42Sj5wu7lJQzLyrVtKAfzQr7jIA4I5AQLkByUdOKzH5ZHGXAQDAHYNTPAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHaK5NeMU1JSFB0dLQ8PDzkcDoWFhcnHxydPu9jYWMXExMjd3V1OTk6KiIiQi4uLJKlt27Y6d+6c1fa1115Thw4diqJ8AABQxIokoERGRqpDhw4KDAxUfHy8Bg8erDVr1uRq43A4NGrUKH3++ecqX7683njjDS1ZskQ9evSQJDVo0ECjR48uinIBAEAxK/RTPCdPntTmzZvVsmVLSZKfn58cDocSEhJytYuNjVXDhg1Vvnx5SVJAQIBWrVpljXc4HBo9erRGjhyp2bNnKzMzs7BLBwAAxaTQj6CkpKSobNmyVvCQJA8PDyUlJcnX19calpycLA8PD+t1lSpVlJSUZL1+8skn1bFjR7m4uCg6OlrR0dGKiorS2rVrtXbt2nyX7XA4CmGNAABAYSuSUzy3Q6dOnaz/d+zYUd27d1dUVJSCgoIUFBSU7zShoaFFVR4AALiNCv0UT40aNZSenq60tDRr2PHjx+Xt7Z2rnbe3t44dO5Zvm7Nnz+Ya5+LioszMTOXk5BRy9QAAoDgUekBxc3NT8+bNtWnTJklSfHy8PD09Va9ePW3dulWJiYmSpMDAQO3cudMKMhs3brTu0vnxxx81d+5ca55xcXHy9/eXszN3SQMA8GdUZHfxREdHKy4uTqmpqRo3bpwkad68efL391evXr3k5eWl8PBwhYWFyd3dXZIUEhIiSapZs6YOHDigiIgIlSxZUkePHtXIkSOLonQAAFAMiiSgeHt7a8aMGXmGz549O9fr4OBgBQcH3/D0AADgz4lzJAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHZKFsVCUlJSFB0dLQ8PDzkcDoWFhcnHxydPu9jYWMXExMjd3V1OTk6KiIiQi4tLrjahoaFKS0vTokWLiqJ0AABQDIrkCEpkZKSCgoIUFRWl/v37a/DgwXnaOBwOjRo1SuPHj9fIkSPl7OysJUuW5Grz4YcfKj09vShKBgAAxajQA8rJkye1efNmtWzZUpLk5+cnh8OhhISEXO1iY2PVsGFDlS9fXpIUEBCgVatWWeMPHTqkb7/9Vu3bty/skgEAQDEr9ICSkpKismXLWsFDkjw8PJSUlJSrXXJysjw8PKzXVapUsdrk5ORozJgxGjp0aGGXCwAAbKBIrkH5vd577z09/fTTqlKlSp5xa9eu1dq1a/OdzuFwFHZpAACgEBR6QKlRo4bS09OVlpZmHUU5fvy4vL29c7Xz9vbWrl27rNdXttm2bZsOHTqkr7/+WgcOHNCBAwf0xhtvqGvXrgoKClJQUFC+yw4NDS2ktQIAAIWp0AOKm5ubmjdvrk2bNikwMFDx8fHy9PRUvXr1tHXrVlWvXl333nuvAgMD9d5771lBZuPGjerQoYMkac6cOdb8Vq5cqVWrVikqKqqwSwcAAMWkSE7xREZGKjo6WnFxcUpNTdW4ceMkSfPmzZO/v7969eolLy8vhYeHKywsTO7u7pKkkJCQXPP58MMPFRsbq8TEREVFRWno0KEqVapUUawCAAAoQkUSULy9vTVjxow8w2fPnp3rdXBwsIKDgwucT6dOndSpU6fbXh8AALAXniQLAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4ACAABsh4AC/MGYnJziLgE2Q5/An1HJ4i4AwM1xcnbWgbXvKv344eIuBTZQtkp11QrqU9xlALcdAQX4A0o/fljpjt+KuwwAKDSc4gEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALaTb0A5d+5cvo0TExP18ccfKysrq1CLAgAAd7Z8A0q3bt3ybZyWlqb3339fQ4YMKdSiAADAnS3fgGKMybfxgw8+qA8++ED79u0r1KIAAMCdreTl/6SkpCg5OVmSlJ6erh07duQJKsYYpaamFngKCAAA4HawAsrKlSs1ffp0OTk5Scr/NI8xRs7OznrppZeKrkIAAHDHsQJKx44d1aRJExljNGLECEVHR+dtXLKkvL295eXlVaRFAgCAO4sVULy9veXt7S1Jev7559WkSZPbtpCUlBRFR0fLw8NDDodDYWFh8vHxydMuNjZWMTExcnd3l5OTkyIiIuTi4qJTp05pxIgR8vLy0sWLF5WYmKhhw4bpvvvuu201AgAA+8j3ItlevXpdc6J33333phYSGRmpoKAgRUVFqX///ho8eHCeNg6HQ6NGjdL48eM1cuRIOTs7a8mSJZKkjIwMNWrUSMOHD1dERIT8/Pw0ZcqUm6oBAAD8cRT4oDZjjH777Td99913+vbbb3P9++ijj254ASdPntTmzZvVsmVLSZKfn58cDocSEhJytYuNjVXDhg1Vvnx5SVJAQIBWrVolSfLy8lKPHj1y1VW3bt2bWlEAAPDHUTK/gXv27FFYWJiSkpLyjDPGWBfS3oiUlBSVLVvWCh6S5OHhoaSkJPn6+lrDkpOT5eHhYb2uUqVKnuXHxsZq0aJFqlGjhkJDQyVJa9eu1dq1a/NdtsPhuOE6AQCAfeQbUCIjI+Xr66tXX31Vbm5ucnb+vwMtly+iLQ6BgYEKDAzUpEmTNHjwYE2ePFlBQUEKCgrKt/3lEAMAAP5Y8g0op0+f1sqVKwucqKAnzeanRo0aSk9PV1pamnUU5fjx49YFuZd5e3tr165d1usr21y4cEHOzs4qVaqUJCkoKEjt27fXxYsXVaJEiRuuBQAA/DHkew3KXXfddc2JnnjiiRtegJubm5o3b65NmzZJkuLj4+Xp6al69epp69atSkxMlHTp6MjOnTuVlpYmSdq4caM6dOgg6dKpncvXo0jSL7/8opo1axJOAAD4k8r3CEq/fv00btw49e3bV5UqVcozfuDAgbkCw/VERkYqOjpacXFxSk1N1bhx4yRJ8+bNk7+/v3r16iUvLy+Fh4crLCxM7u7ukqSQkBBJkq+vryZOnKiff/5Zzs7OSkxM1KRJk256ZQEAwB9DvgFl2LBhOnv2rObNm6fKlSurbNmyucYfOXLkphbi7e2tGTNm5Bk+e/bsXK+Dg4MVHBycp52vr+9N39oMAAD+uPINKGlpaWrTpk2+ExhjtHHjxkItCgAA3NnyDSjVq1fX22+/XeBEnTp1KrSCAAAA8r1IdtmyZdec6MMPPyyUYgAAAKQCAkrp0qWvOdHQoUMLpRgAAACpgFM8q1evvuZE27dvL4xaAAAAJBUQUAo6QnIzj7gHAAC4VfkGlDp16uS5BTgtLU379u3TmjVr1LNnzyIpDgAA3JnyDSgDBgzI8yh6SfLx8VHz5s01dOhQPfLII4VeHAAAuDPle5FsYGBggRO4urrq4MGDhVYQAABAvkdQCnL69Gl9+umnysjIKKx6AAAA8g8oDzzwQIEXxDo7OysyMrIwawIAAHe4fAOKh4eHOnfunGuYs7OzPDw81KRJE917771FURsAALhD5RtQ/Pz89M9//rOoawEAAJBUwEWy06dPL+o6AAAALAVeJJuWlqYFCxZoy5YtOnHihNzd3dWiRQt1795d5cuXL8oaAQDAHSbfgHLixAl16dJFiYmJKlWqlCpVqqTDhw9r165diomJ0eLFi+Xu7l7UtQIAgDtEvqd4Jk6cqKpVq2rlypXas2ePtmzZoj179mjlypWqWrWqJk2aVNR1AgCAO0i+R1D++9//6pNPPlHZsmVzDa9Xr57eeecdBQUFFUlxAADgzpTvEZTSpUvnCSeXlStXTqVLly7UogAAwJ0t34BSsmRJff/99/lO8P3336tEiRKFWhQAALiz5XuKp3PnzurZs6f+/ve/q379+qpcubJOnTplXYfyr3/9q6jrBAAAd5B8A0rXrl2VlJSkBQsWyBgjSTLGyNnZWS+88IK6du1apEUCAIA7S4HPQQkPD1eXLl303//+VydPnpSbm5see+wx3XXXXUVZHwAAuANZASU7O1ubNm2SJFWrVk0PPvig7rrrLj3//POSpP3798vhcBBQAABAobMukv322281YMAADR48WFu3bs3T8OjRowoJCdH48eOLtEAAAHDnsQLKhg0bVL9+fa1fv169e/fO09Df31/vv/++1qxZo/Xr1xdpkQAA4M5iBZQdO3bo7bffvuYj7Bs0aKAJEyZo6dKlRVIcAAC4M1kB5ezZs7rvvvuuO8Ejjzyi48ePF2pRAADgzmYFlAoVKtzwRE5OToVSDAAAgHRFQMnJyVFWVtZ1J8jKyrqhdgAAALfKCih+fn56//33rzvB0qVL1aBBg0ItCgAA3Nms56D07NlTHTt21KlTpxQSEpLnYtnjx49r8eLFWrx4sVauXFnkhQIAgDuHFVDuuecejR49Wq+99ppmzpypmjVrqkqVKpIuhZOkpCSVLl1akydP5mFtAACgUOV61P3f/vY33XvvvXrnnXe0ZcsW/fbbb5Kk8uXLq23btnr55ZdVu3btYikUAADcOfL8Fo+Pj48mT54sY4xOnjwpSXJzc+POHQAAUGQK/LFAJyenaz60DQAAoLA4X78JAABA0SKgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2yGgAAAA2ylZFAtJSUlRdHS0PDw85HA4FBYWJh8fnzztYmNjFRMTI3d3dzk5OSkiIkIuLi768ccfNWvWLNWoUUOnTp2SJEVERKhMmTJFUT4AAChiRXIEJTIyUkFBQYqKilL//v01ePDgPG0cDodGjRql8ePHa+TIkXJ2dtaSJUskSdu3b1fbtm0VHh6ut99+W+fOndO7775bFKUDAIBiUOgB5eTJk9q8ebNatmwpSfLz85PD4VBCQkKudrGxsWrYsKHKly8vSQoICNCqVaskSS+88IICAwOttjVr1pTD4Sjs0gEAQDEp9ICSkpKismXLWsFDkjw8PJSUlJSrXXJysjw8PKzXVapUsdo4OTlZwy9evKhvvvlGzz//fCFXDgAAikuRXINyO02ePFldunRR/fr1JUlr167V2rVr823LURYAAP6YCj2g1KhRQ+np6UpLS7OOohw/flze3t652nl7e2vXrl3W6/zaTJs2TTVq1FDnzp2tYUFBQQoKCsp32aGhobdrNQAAQBEq9FM8bm5uat68uTZt2iRJio+Pl6enp+rVq6etW7cqMTFRkhQYGKidO3cqLS1NkrRx40Z16NDBms+YMWN099136x//+IckKTo6urBLBwAAxaRITvFERkYqOjpacXFxSk1N1bhx4yRJ8+bNk7+/v3r16iUvLy+Fh4crLCxM7u7ukqSQkBBJ0pIlS7Ro0SJVqlRJY8eOlSTdd999RVE6AAAoBkUSULy9vTVjxow8w2fPnp3rdXBwsIKDg/O069q1q7p27Vpo9QEAAHvhSbIAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2CCgAAMB2ShbFQlJSUhQdHS0PDw85HA6FhYXJx8cnT7vY2FjFxMTI3d1dTk5OioiIkIuLiyTpxIkTGj9+vDZs2KC4uLiiKBsAABSTIjmCEhkZqaCgIEVFRal///4aPHhwnjYOh0OjRo3S+PHjNXLkSDk7O2vJkiXW+Llz58rf31/GmKIoGQAAFKNCDygnT57U5s2b1bJlS0mSn5+fHA6HEhIScrWLjY1Vw4YNVb58eUlSQECAVq1aZY0fPHiwqlWrVtjlAgAAGyj0UzwpKSkqW7asFTwkycPDQ0lJSfL19bWGJScny8PDw3pdpUoVJSUlXXf+a9eu1dq1a/Md53A4fkflAACguBTJNSiFKSgoSEFBQfmOCw0NLeJqAADA7VDop3hq1Kih9PR0paWlWcOOHz8ub2/vXO28vb117Nixa7YBAAB3hkIPKG5ubmrevLk2bdokSYqPj5enp6fq1aunrVu3KjExUZIUGBionTt3WkFm48aN6tChQ2GXBwAAbKhITvFERkYqOjpacXFxSk1N1bhx4yRJ8+bNk7+/v3r16iUvLy+Fh4crLCxM7u7ukqSQkBBrHitWrNCGDRuUnp6uqKgoPffcc7muYQEAAH8eRRJQvL29NWPGjDzDZ8+enet1cHCwgoOD853Hs88+q2effbZQ6gMAAPbCk2QBAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtEFAAAIDtlCyKhaSkpCg6OloeHh5yOBwKCwuTj49PnnaxsbGKiYmRu7u7nJycFBERIRcXF0lSXFyc5s2bp6pVq+rcuXN666235OrqWhTlAwCAIlYkR1AiIyMVFBSkqKgo9e/fX4MHD87TxuFwaNSoURo/frxGjhwpZ2dnLVmyRJJ04cIFhYWFKSoqSm+99ZZ8fX01efLkoigdAAAUg0IPKCdPntTmzZvVsmVLSZKfn58cDocSEhJytYuNjVXDhg1Vvnx5SVJAQIBWrVolSdq8ebO8vLzk5eUlSXriiSe0evXqwi4dAAAUk0I/xZOSkqKyZctawUOSPDw8lJSUJF9fX2tYcnKyPDw8rNdVqlRRUlKSNc7T0zPX9GfPntXp06dVqVKlwl4FeVct/GXA/uzUD8pWqV7cJcAm6Av4syqSa1AK09q1a7V27dp8x/34448KDQ0t4or+nBwOh3UE6051IkEK3bSouMvA/0efvCxFWvtdcReB/49+eXscOnSo8ANKjRo1lJ6errS0NOsoyvHjx+Xt7Z2rnbe3t3bt2mW9vrKNt7e3jh49ao07duyYKlSooEqVKikoKEhBQUGFvRp3vNDQUM2cObO4ywAs9EnYEf3y9in0a1Dc3NzUvHlzbdq0SZIUHx8vT09P1atXT1u3blViYqIkKTAwUDt37lRaWpokaePGjerQoYMkqUWLFkpNTZXD4ZAkffXVV2rfvn1hlw4AAIpJkZziiYyMVHR0tOLi4pSamqpx48ZJkubNmyd/f3/16tVLXl5eCg8PV1hYmNzd3SVJISEhkqQyZcpo/PjxGjFihLy8vHT27FlFRUUVRekAAKAYFElA8fb21owZM/IMnz17dq7XwcHBCg4Ozncejz32mB577LFCqQ8AANgLT5IFAAC2Q0ABAAC2Q0D5g4uNjVXbtm21cuXKPOMmTpxoPY23IElJSWrVqtV1l3OtO6UGDx6sjRs3Xr/YfJw/f15hYWE3VAPQqlUr6/lIQUFBWrZsmcaOHVvMVQH/5/K+cuTIkapbt+4tzyc1NVWhoaHq1q3b7SrtD4eA8gcXGBioBg0a5DvuxRdfvG13O10roAwZMkTNmjW7pfmWK1dOr7zyyq2WhTvY5UcM9O7du7hLASyX95XDhg37XfOpVq2aXnzxxdtR0h/WH/5Bbbhk7969GjhwoPbu3atevXrpL3/5i8aMGaNq1app9OjROn78uN58803dddddOnHihO677z716tVL06ZN06lTpxQVFaWaNWuqZ8+e2rZtm5YuXSpvb28lJyerf//+euCBBzR8+HCtWbNGAwcOVFxcnOLi4jRhwgS9++67atmypV5++WXl5ORo6tSpOnHihEqXLq39+/crMjJS1atX14ABA1SrVi1lZGTIzc1NAwcOLO7NhmKUnZ2db5/IyMjQmDFjVKJECWVlZSk1NVVjx47VqlWrdOrUKU2bNk3ly5dX7969NXLkSJ05c0bz5s3TP//5T33//fcaMmSI2rdvr6ioKMXHx2vixIm6cOGC5s6dKy8vLyUlJal79+4FBnvcGRYvXqyZM2cqODhYSUlJ2r59u4YOHapt27bJ09NTKSkpeuqpp/TQQw9p0KBBOnLkiIYNG6ZmzZrpX//6l86cOaNp06bp559/znd/eaVdu3Zp0KBBatGihfr16ydXV1eNHz9ebm5uOnbsmBo2bKjnnntOkjR//nytW7dOderUUYUKFYpj09iHwR9eeHi4CQsLM8YY8+uvv5rHH3/cGGPMihUrTHh4uDHGmLlz55qIiAhjjDHZ2dlm9uzZxhhjDh06ZAICAqx5nThxwjRt2tQcOXLEGGPM7t27TevWrU1mZqYxxpiAgACzaNEiY4wxH330kUlPTzdTp041U6dONcYY8+GHH5p+/fpZ83vnnXfM9u3bTVZWlomNjbWG9+nTx8THx+dbA+4MBfWJSZMmmaioKGv48OHDTVJSkjHmUv87dOiQNS4uLs6EhIQYY4w5e/asady4sTl+/LgxxpglS5aYbdu2mczMTNO6dWuTnJxsjDEmMTHRNG/e3Fy8eLHQ1xH2Fh4ebl5++WVjjDHfffed8fPzM99++60x5lJ/8vf3NydPnjQHDhwwjz76qLUfHD9+vDl06NB195c+Pj7GGGP+85//mC+//NJa7uDBg82qVauMMZf2x61atTK//vqrSUhIMP7+/iYtLc0YY8zkyZOt/n0n4gjKn0Tjxo0lSffee2+up+5e1qRJE7333ns6d+6c2rVrV+Chw/j4eFWqVMn67aOHHnpIDodDBw4ckI+PjyRZt3s/++yzeabfsmWLGjZsaL3u37+/JMkYI4fDoddff12urq5KSkrSgQMH9PDDD/+OtcYfWYkSJfLtE5s3b1avXr2sdm+99dYNzc/V1VWtW7fWqlWr1KtXL+3YsUNdunTR3r17lZqamuvpnh4eHjpx4kSu3//Cneny/szHx0fnz5/XihUrtGbNGkmX9qeHDx+Wr6+v6tSpo/Xr16t169ZKTU1VzZo1tXHjxuvuL8eMGaMffvhBL730krXMzZs3KyMjQzt37pR06YnrSUlJSkxM1IMPPqhy5cpJkho2bKgdO3YU2bawGwLKn0SpUqUkXdrpG2PyjH/wwQf15ZdfasOGDZo/f77ef/99vffee79rWTfjk08+0YoVK7R69WqVKFFCQ4cOVU5Ozi0tH38OhdEnnnvuOQ0bNkxNmzbN9WOkkvTmm2/KyclJ0qWLs8uWLfu7loU/h6v3Z4MGDbJ+S+fChQtycXGRdKlvLV++XM7OzgoICLjh+Tdr1kxxcXH66KOP9Pe//90a/sILL6hRo0aSpMzMTDk5OengwYO/d3X+VLhI9g6xbNkyJSUlKTAwUDNmzNCePXskSaVLl9bFixclSStWrJCfn59Onz6tI0eOSJL27NmjatWqqVatWje0nBYtWljfCiRpzpw52rFjh06dOiVXV1eVKFFC0qVfucadraA+0bJly1x9aOTIkTp06JCkS39McnJytH37dutnMq7UqFEjOTs766233lLHjh0lSbVq1VK1atW0bds2SZf+6HBhLa7m6uqqxo0b6+uvv5Yk5eTkqE+fPrpw4YIkqW3btvrf//6nZcuWqU2bNpJ0Q/vLxx9/XOPGjdPEiROVnJws6VIf/+abb6w2gwcPVmpqqpo0aaIffvhB58+fl6Rcv093J+IIyh/c+vXrtXv3bqWmpqphw4bWocnQ0FBduHBBDodDn376qTw9PTVu3DjVrl1bR48eta4w9/DwkI+Pj9544w1lZWXp2Wef1eTJkxUdHa3q1avr8OHDmjZtmlxcXDR37lzrIsW+ffuqTp062rp1q/U7S40bN9YzzzyjpKQkDR8+XGXKlFG5cuXUqFEj1a1bVxs2bNDAgQPl7e2tM2fOaM2aNapXr57mzZunU6dOaebMmfz69B2kffv2+faJoUOHatmyZYqKilJOTo7uuece3XXXXZIu3SExceJEnT9/XpGRkVq4cKESExP1/vvv6x//+IekS990v/vuO+v0jYuLi6ZPn67Jkydrw4YNOnv2rMLDw62jKbgzXbnvrFSpklq3bq2xY8fq7bffVkJCgtLT09WrVy/rR25Lly6t4OBglShRwjrq4ubmVuD+cuLEiZIuPe4hMDBQFStW1EsvvaSBAwfq3//+t9566y1FRkbKGKOWLVtafXzAgAHq06ePHnjgAWVmZubp33cSJ5Pf+QAAAIBixCkeAABgOwQUAABgOwQUAABgOwQUAABgOwQUAABgOwQUAABgOwQUAABgOzyoDUCh+OmnnzRr1iz9+uuvcnZ2Vk5OjsqUKSM/Pz+1b99ef/nLXyRd+vXWmjVrWk/nvFkJCQn68ssv9cILL6hixYq3cxUAFCOOoAC47X7++Wd16tRJ1apV04oVK/Txxx8rJiZGgwYN0vLly7Vu3Tqr7cKFC/Xll1/e8rISEhI0ffp0nTlz5naUDsAmCCgAbrvVq1crIyNDL730Uq4fY2vWrFmuH0wDgIJwigfAbZednS1JSk5O1gMPPJBr3KBBg5STk6P9+/frlVde0ZEjR7Rhwwa1b99ekvTiiy+qQ4cOSkhI0Jw5c/TLL79Yp4j+9re/qW/fvlboGTVqlL744gtJUt++feXi4qKyZctqxowZ6tGjh3777Tf95S9/0aJFiyRJY8aM0aeffqrDhw9r/fr1qlmzpiTp6NGjGjdunBISEqwfL3z00UfVp08fubu7F/4GA5CXAYDbbMOGDcbHx8cEBASY5cuXm7NnzxbYNiAgwISHh+cZPmvWLPPKK6+YjIwMY4wxJ0+eNM8//7wZOXJkrnYrVqwwPj4+5tChQ3nmERISYkJCQq7bvkePHmbo0KHm4sWLxhhj9u/fb/z9/U1cXNyNrzSA24pTPABuu4CAAIWFhenYsWMaNmyYmjZtqhdeeEFLly7V2bNnb2geHTt2VGRkpHW0pHLlymrfvr0+/PBDmdv8G6fx8fG6++675ex8aZdYq1Ytvfbaa6pWrdptXQ6AG8cpHgCFom/fvurcubNiY2O1ceNGxcXFKS4uTlOmTNGUKVPUtGnTa05fsWJFLVy4UOvXr1daWpqcnZ11+vRppaen6+jRo6pateptq7Vp06b6z3/+o6SkJAUFBalx48Z69tlnb9v8Adw8jqAAKDQVK1ZU586dNWvWLG3dulVvvPGGzp8/r/Dw8OtOO2zYMM2ZM0dvvPGGYmJi9PHHH2vgwIGSpMzMzNta55QpUzRo0CB999136tGjhx5//HFNmjTpti8HwI0joAC47b7//nvt3r0717By5cqpa9euat++vVJTU3X8+PECp79w4YJiY2P11FNPqV69erdch7Ozc57TQWlpaXnalSpVSr1799Znn32mlStX6oknntDMmTP1zjvv3PKyAfw+BBQAt91XX32lefPm5TvO2dlZLi4ucnV1lSSVLFnSChEnTpzQf//7X2VnZ+vixYvWNSGXHT16NM/8Spa8dKb68jx27Nih1NRUSZKHh4dOnz6dq/3+/fvzzOOVV16x/v/ggw9qzJgx8vHx0U8//XRD6wvg9iOgACgUX3zxhWJjY3MdwdiyZYtiYmLUuXNnlS5dWpJUs2ZNK1B88cUXmjlzplxdXdWkSRPFxsbq0KFDkqTDhw/rgw8+yLOcy7cKOxwOZWdna/DgwdY0TZs21b59+7R3715J0q+//qpt27blmUdsbKzWrl1rvf7tt9+Umpqqxx577HZsCgC3wMnc7svhAdzx9u/frzVr1iguLk5nz55ViRIldO7cObm5ual9+/bq2rWr9byRXbt2afjw4XJycpKLi4vefPNNPfTQQzpy5IhGjRqlHTt2qEaNGqpSpYruuusuLViwQHXq1FHfvn3VoUMHSdKIESP0zTffqGzZsmrSpIkiIiIkSVlZWRozZozWrVunKlWq6OGHH9b999+vN998U3Xq1FHnzp3VvXt3vffee1q3bp11Ma4xRs8884x69OhRTFsQAAEFAADYDqd4AACA7RBQAACA7RBQAACA7RBQAACA7fw/6BtbvI9UuIoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -608,9 +642,11 @@
],
"source": [
"status_counts = cve_df[\"status\"].value_counts()\n",
- "sns.barplot(x=status_counts.index, y=status_counts.values)\n",
+ "normalized_status_counts = normalize_value_counts(df, status_counts, \"status\")\n",
"\n",
- "plt.title(\"Distribution of statuses of certificates with at least one CVE\")\n",
+ "sns.barplot(x=normalized_status_counts.index, y=normalized_status_counts.values)\n",
+ "\n",
+ "plt.title(\"Relative counts of certificate statuses with at least one assigned CVE\")\n",
"plt.xlabel(\"Status\")\n",
"plt.ylabel(\"Count\")\n",
"plt.show()"
@@ -626,7 +662,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 21,
"id": "678835dd",
"metadata": {
"scrolled": false
@@ -657,7 +693,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 22,
"id": "14322ef7",
"metadata": {},
"outputs": [
@@ -665,7 +701,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "{'2343', '1792', '2633', '1500', '2447', '979', '1808', '3342', '1339', '2742', '4176', '1384', '3170', '1817', '2630', '2604', '1053', '4206', '1806', '3469', '3348', '4145', '4135', '2798', '3286', '2446', '1002', '1003', '2212', '1338', '3893', '4266', '1386', '1449', '2721', '1933', '2915', '3939', '3421', '1445', '1805', '2908', '1791', '1385', '3891', '2736', '2404', '1337', '3880', '1859', '4164', '4147', '4136', '2997', '1807', '2605', '3168', '3563', '2582', '3007', '1001', '3733', '4148', '3699', '2162', '3306', '4146', '3921', '3892'}\n"
+ "{'1053', '4176', '3168', '4146', '3342', '3563', '3286', '1339', '1500', '1859', '1807', '4148', '2798', '2582', '4135', '3880', '1449', '2447', '2915', '3469', '2742', '2997', '4266', '3421', '2343', '3892', '979', '3893', '3170', '1792', '4164', '1933', '1003', '2604', '2633', '2605', '3939', '1001', '1445', '1338', '2908', '3348', '2630', '3733', '1791', '4145', '2212', '1808', '3891', '2162', '1817', '2721', '2404', '3921', '3699', '3306', '1805', '2736', '4136', '1384', '3007', '1806', '1386', '4206', '2446', '1385', '1337', '1002', '4147'}\n"
]
}
],
@@ -684,7 +720,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 23,
"id": "3c17e838",
"metadata": {
"scrolled": false
@@ -705,7 +741,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 60,
"id": "6ca75914",
"metadata": {
"scrolled": true
@@ -779,29 +815,6 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>3c4ee858b268931a</th>\n",
- " <td>1336</td>\n",
- " <td>historical</td>\n",
- " <td>FIPS 140-2</td>\n",
- " <td>Software</td>\n",
- " <td>1.0</td>\n",
- " <td>Multi-Chip Stand Alone</td>\n",
- " <td>2010</td>\n",
- " <td>{CVE-2009-0083, CVE-2010-0719, CVE-2009-0093, ...</td>\n",
- " <td>{1807, 2736, 1808, 1805, 1339, 1817, 1806}</td>\n",
- " <td>{1807, 2736, 1808, 1805, 1339, 1817, 1806}</td>\n",
- " <td>{1334}</td>\n",
- " <td>{1334, 1321, 1333}</td>\n",
- " <td>{1807, 1808, 1805, 1339, 1817, 1806}</td>\n",
- " <td>{1807, 1808, 1805, 1339, 1817, 1806}</td>\n",
- " <td>{1334}</td>\n",
- " <td>{1334, 1321, 1333}</td>\n",
- " <td>1</td>\n",
- " <td>7</td>\n",
- " <td>3</td>\n",
- " <td>7</td>\n",
- " </tr>\n",
- " <tr>\n",
" <th>10acb87b3040f4e1</th>\n",
" <td>3616</td>\n",
" <td>historical</td>\n",
@@ -810,13 +823,13 @@
" <td>1.0</td>\n",
" <td>Multi-Chip Stand Alone</td>\n",
" <td>2020</td>\n",
- " <td>{CVE-2016-3477, CVE-2015-8385, CVE-2016-2776, ...</td>\n",
- " <td>{4135, 3893, 4164, 3699, 4147, 4146, 3921}</td>\n",
- " <td>{4135, 3893, 4164, 3699, 4147, 4146, 3921}</td>\n",
+ " <td>{CVE-2016-1908, CVE-2016-0646, CVE-2016-5440, ...</td>\n",
+ " <td>{4147, 3921, 3699, 4146, 3893, 4164, 4135}</td>\n",
+ " <td>{4147, 3921, 3699, 4146, 3893, 4164, 4135}</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>{3921, 3893, 3699}</td>\n",
- " <td>{3921, 3893, 3699}</td>\n",
+ " <td>{3893, 3921, 3699}</td>\n",
+ " <td>{3893, 3921, 3699}</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
@@ -824,6 +837,29 @@
" <td>0</td>\n",
" <td>7</td>\n",
" </tr>\n",
+ " <tr>\n",
+ " <th>3c4ee858b268931a</th>\n",
+ " <td>1336</td>\n",
+ " <td>historical</td>\n",
+ " <td>FIPS 140-2</td>\n",
+ " <td>Software</td>\n",
+ " <td>1.0</td>\n",
+ " <td>Multi-Chip Stand Alone</td>\n",
+ " <td>2010</td>\n",
+ " <td>{CVE-2009-1536, CVE-2008-4268, CVE-2009-0083, ...</td>\n",
+ " <td>{1805, 2736, 1339, 1806, 1807, 1808, 1817}</td>\n",
+ " <td>{1805, 2736, 1339, 1806, 1807, 1808, 1817}</td>\n",
+ " <td>{1334}</td>\n",
+ " <td>{1334, 1333, 1321}</td>\n",
+ " <td>{1805, 1339, 1806, 1807, 1808, 1817}</td>\n",
+ " <td>{1805, 1339, 1806, 1807, 1808, 1817}</td>\n",
+ " <td>{1334}</td>\n",
+ " <td>{1334, 1333, 1321}</td>\n",
+ " <td>1</td>\n",
+ " <td>7</td>\n",
+ " <td>3</td>\n",
+ " <td>7</td>\n",
+ " </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
@@ -831,71 +867,71 @@
"text/plain": [
" cert_id status standard type level \\\n",
"dgst \n",
- "3c4ee858b268931a 1336 historical FIPS 140-2 Software 1.0 \n",
"10acb87b3040f4e1 3616 historical FIPS 140-2 Software 1.0 \n",
+ "3c4ee858b268931a 1336 historical FIPS 140-2 Software 1.0 \n",
"\n",
" embodiment year_from \\\n",
"dgst \n",
- "3c4ee858b268931a Multi-Chip Stand Alone 2010 \n",
"10acb87b3040f4e1 Multi-Chip Stand Alone 2020 \n",
+ "3c4ee858b268931a Multi-Chip Stand Alone 2010 \n",
"\n",
" related_cves \\\n",
"dgst \n",
- "3c4ee858b268931a {CVE-2009-0083, CVE-2010-0719, CVE-2009-0093, ... \n",
- "10acb87b3040f4e1 {CVE-2016-3477, CVE-2015-8385, CVE-2016-2776, ... \n",
+ "10acb87b3040f4e1 {CVE-2016-1908, CVE-2016-0646, CVE-2016-5440, ... \n",
+ "3c4ee858b268931a {CVE-2009-1536, CVE-2008-4268, CVE-2009-0083, ... \n",
"\n",
" module_directly_referenced_by \\\n",
"dgst \n",
- "3c4ee858b268931a {1807, 2736, 1808, 1805, 1339, 1817, 1806} \n",
- "10acb87b3040f4e1 {4135, 3893, 4164, 3699, 4147, 4146, 3921} \n",
+ "10acb87b3040f4e1 {4147, 3921, 3699, 4146, 3893, 4164, 4135} \n",
+ "3c4ee858b268931a {1805, 2736, 1339, 1806, 1807, 1808, 1817} \n",
"\n",
" module_indirectly_referenced_by \\\n",
"dgst \n",
- "3c4ee858b268931a {1807, 2736, 1808, 1805, 1339, 1817, 1806} \n",
- "10acb87b3040f4e1 {4135, 3893, 4164, 3699, 4147, 4146, 3921} \n",
+ "10acb87b3040f4e1 {4147, 3921, 3699, 4146, 3893, 4164, 4135} \n",
+ "3c4ee858b268931a {1805, 2736, 1339, 1806, 1807, 1808, 1817} \n",
"\n",
" module_directly_referencing module_indirectly_referencing \\\n",
"dgst \n",
- "3c4ee858b268931a {1334} {1334, 1321, 1333} \n",
"10acb87b3040f4e1 NaN NaN \n",
+ "3c4ee858b268931a {1334} {1334, 1333, 1321} \n",
"\n",
" policy_directly_referenced_by \\\n",
"dgst \n",
- "3c4ee858b268931a {1807, 1808, 1805, 1339, 1817, 1806} \n",
- "10acb87b3040f4e1 {3921, 3893, 3699} \n",
+ "10acb87b3040f4e1 {3893, 3921, 3699} \n",
+ "3c4ee858b268931a {1805, 1339, 1806, 1807, 1808, 1817} \n",
"\n",
" policy_indirectly_referenced_by \\\n",
"dgst \n",
- "3c4ee858b268931a {1807, 1808, 1805, 1339, 1817, 1806} \n",
- "10acb87b3040f4e1 {3921, 3893, 3699} \n",
+ "10acb87b3040f4e1 {3893, 3921, 3699} \n",
+ "3c4ee858b268931a {1805, 1339, 1806, 1807, 1808, 1817} \n",
"\n",
" policy_directly_referencing policy_indirectly_referencing \\\n",
"dgst \n",
- "3c4ee858b268931a {1334} {1334, 1321, 1333} \n",
"10acb87b3040f4e1 NaN NaN \n",
+ "3c4ee858b268931a {1334} {1334, 1333, 1321} \n",
"\n",
" outgoing_direct_references_count \\\n",
"dgst \n",
- "3c4ee858b268931a 1 \n",
"10acb87b3040f4e1 0 \n",
+ "3c4ee858b268931a 1 \n",
"\n",
" incoming_direct_references_count \\\n",
"dgst \n",
- "3c4ee858b268931a 7 \n",
"10acb87b3040f4e1 7 \n",
+ "3c4ee858b268931a 7 \n",
"\n",
" outgoing_indirect_references_count \\\n",
"dgst \n",
- "3c4ee858b268931a 3 \n",
"10acb87b3040f4e1 0 \n",
+ "3c4ee858b268931a 3 \n",
"\n",
" incoming_indirect_references_count \n",
"dgst \n",
- "3c4ee858b268931a 7 \n",
- "10acb87b3040f4e1 7 "
+ "10acb87b3040f4e1 7 \n",
+ "3c4ee858b268931a 7 "
]
},
- "execution_count": 23,
+ "execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
@@ -914,7 +950,7 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 25,
"id": "b01d5d38",
"metadata": {},
"outputs": [],
@@ -938,7 +974,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 26,
"id": "2d3619d6",
"metadata": {},
"outputs": [
@@ -978,7 +1014,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 27,
"id": "f3402d08",
"metadata": {
"scrolled": true
@@ -997,7 +1033,7 @@
"[(3939, 3860)]"
]
},
- "execution_count": 26,
+ "execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
@@ -1029,7 +1065,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 28,
"id": "b8225902",
"metadata": {
"scrolled": false
@@ -1047,7 +1083,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 29,
"id": "dfca806f",
"metadata": {},
"outputs": [],
@@ -1072,7 +1108,7 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 30,
"id": "681996d3",
"metadata": {},
"outputs": [
@@ -1105,7 +1141,7 @@
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 31,
"id": "88351957",
"metadata": {},
"outputs": [
@@ -1138,7 +1174,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 32,
"id": "91db647f",
"metadata": {
"scrolled": true
@@ -1170,7 +1206,7 @@
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": 33,
"id": "34b5c83b",
"metadata": {},
"outputs": [],
@@ -1189,7 +1225,7 @@
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": 34,
"id": "6e69410d",
"metadata": {
"scrolled": true
@@ -1202,7 +1238,7 @@
"{'Multi-Chip Embedded': {'Multi-Chip Embedded': 13, 'Single Chip': 2},\n",
" 'Multi-Chip Stand Alone': {'Multi-Chip Embedded': 7,\n",
" 'Multi-Chip Stand Alone': 548,\n",
- " 'Single Chip': 29},\n",
+ " 'Single Chip': 30},\n",
" 'Single Chip': {'Multi-Chip Embedded': 2,\n",
" 'Multi-Chip Stand Alone': 1,\n",
" 'Single Chip': 28}}\n"
@@ -1220,13 +1256,13 @@
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 35,
"id": "0737ca41",
"metadata": {},
"outputs": [
{
"data": {
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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -1255,7 +1291,7 @@
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": 36,
"id": "72fb288b",
"metadata": {},
"outputs": [],
@@ -1274,7 +1310,7 @@
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 37,
"id": "79c3b7c8",
"metadata": {
"scrolled": false
@@ -1288,7 +1324,7 @@
" 'Firmware-Hybrid': {'Hardware': 2},\n",
" 'Hardware': {'Firmware': 2,\n",
" 'Firmware-Hybrid': 2,\n",
- " 'Hardware': 77,\n",
+ " 'Hardware': 78,\n",
" 'Software': 9},\n",
" 'Hybrid': {},\n",
" 'Software': {'Firmware': 1,\n",
@@ -1311,13 +1347,13 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 38,
"id": "6694e4cd",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -1341,12 +1377,12 @@
"id": "c0bd6844",
"metadata": {},
"source": [
- "### Temporal evolution of references in time"
+ "### Temporal evolution of referencing certificates amount displayed in percentages per year"
]
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 39,
"id": "366103d5",
"metadata": {},
"outputs": [
@@ -1380,7 +1416,6 @@
"for year in missing_years:\n",
" converted_df.loc[len(converted_df.index)] = (year, 0)\n",
"\n",
- "n_issues_certs = converted_df[\"year_references\"].sum()\n",
"converted_df[\"percentage\"] = converted_df[\"year_references\"].apply(convert_refences_count_to_relative, args=(total_referencing_certs,))\n",
"line = sns.lineplot(data=converted_df, x=\"year_from\", y=\"percentage\")\n",
"\n",
@@ -1401,7 +1436,7 @@
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 40,
"id": "77a1db87",
"metadata": {
"scrolled": false
@@ -1411,7 +1446,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "[(3383, 3382), (3382, 3384), (63, 80)]\n"
+ "[(3384, 3382), (3382, 3383), (63, 80)]\n"
]
}
],
@@ -1439,7 +1474,7 @@
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 41,
"id": "bb8fed46",
"metadata": {
"scrolled": false
@@ -1513,8 +1548,8 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>efb092e03612f568</th>\n",
- " <td>3383</td>\n",
+ " <th>6ef02a389c6415e7</th>\n",
+ " <td>3384</td>\n",
" <td>active</td>\n",
" <td>FIPS 140-2</td>\n",
" <td>Hardware</td>\n",
@@ -1523,13 +1558,13 @@
" <td>2019</td>\n",
" <td>NaN</td>\n",
" <td>{3382}</td>\n",
- " <td>{3384, 3382, 3383}</td>\n",
+ " <td>{3383, 3382, 3384}</td>\n",
" <td>{3382}</td>\n",
- " <td>{3384, 3382, 3383}</td>\n",
+ " <td>{3383, 3382, 3384}</td>\n",
" <td>{3382}</td>\n",
- " <td>{3384, 3382, 3383}</td>\n",
+ " <td>{3383, 3382, 3384}</td>\n",
" <td>{3382}</td>\n",
- " <td>{3384, 3382, 3383}</td>\n",
+ " <td>{3383, 3382, 3384}</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
@@ -1545,22 +1580,22 @@
" <td>Single Chip</td>\n",
" <td>2019</td>\n",
" <td>NaN</td>\n",
- " <td>{3384, 3383}</td>\n",
- " <td>{3384, 3382, 3383}</td>\n",
- " <td>{3384, 3383}</td>\n",
- " <td>{3384, 3382, 3383}</td>\n",
- " <td>{3384, 3383}</td>\n",
- " <td>{3384, 3382, 3383}</td>\n",
- " <td>{3384, 3383}</td>\n",
- " <td>{3384, 3382, 3383}</td>\n",
+ " <td>{3383, 3384}</td>\n",
+ " <td>{3383, 3382, 3384}</td>\n",
+ " <td>{3383, 3384}</td>\n",
+ " <td>{3383, 3382, 3384}</td>\n",
+ " <td>{3383, 3384}</td>\n",
+ " <td>{3383, 3382, 3384}</td>\n",
+ " <td>{3383, 3384}</td>\n",
+ " <td>{3383, 3382, 3384}</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>6ef02a389c6415e7</th>\n",
- " <td>3384</td>\n",
+ " <th>efb092e03612f568</th>\n",
+ " <td>3383</td>\n",
" <td>active</td>\n",
" <td>FIPS 140-2</td>\n",
" <td>Hardware</td>\n",
@@ -1569,13 +1604,13 @@
" <td>2019</td>\n",
" <td>NaN</td>\n",
" <td>{3382}</td>\n",
- " <td>{3384, 3382, 3383}</td>\n",
+ " <td>{3383, 3382, 3384}</td>\n",
" <td>{3382}</td>\n",
- " <td>{3384, 3382, 3383}</td>\n",
+ " <td>{3383, 3382, 3384}</td>\n",
" <td>{3382}</td>\n",
- " <td>{3384, 3382, 3383}</td>\n",
+ " <td>{3383, 3382, 3384}</td>\n",
" <td>{3382}</td>\n",
- " <td>{3384, 3382, 3383}</td>\n",
+ " <td>{3383, 3382, 3384}</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
@@ -1588,72 +1623,72 @@
"text/plain": [
" cert_id status standard type level \\\n",
"dgst \n",
- "efb092e03612f568 3383 active FIPS 140-2 Hardware 1.0 \n",
- "a080dde530fce451 3382 active FIPS 140-2 Hardware 1.0 \n",
"6ef02a389c6415e7 3384 active FIPS 140-2 Hardware 1.0 \n",
+ "a080dde530fce451 3382 active FIPS 140-2 Hardware 1.0 \n",
+ "efb092e03612f568 3383 active FIPS 140-2 Hardware 1.0 \n",
"\n",
" embodiment year_from related_cves \\\n",
"dgst \n",
- "efb092e03612f568 Multi-Chip Embedded 2019 NaN \n",
- "a080dde530fce451 Single Chip 2019 NaN \n",
"6ef02a389c6415e7 Multi-Chip Embedded 2019 NaN \n",
+ "a080dde530fce451 Single Chip 2019 NaN \n",
+ "efb092e03612f568 Multi-Chip Embedded 2019 NaN \n",
"\n",
" module_directly_referenced_by \\\n",
"dgst \n",
- "efb092e03612f568 {3382} \n",
- "a080dde530fce451 {3384, 3383} \n",
"6ef02a389c6415e7 {3382} \n",
+ "a080dde530fce451 {3383, 3384} \n",
+ "efb092e03612f568 {3382} \n",
"\n",
" module_indirectly_referenced_by module_directly_referencing \\\n",
"dgst \n",
- "efb092e03612f568 {3384, 3382, 3383} {3382} \n",
- "a080dde530fce451 {3384, 3382, 3383} {3384, 3383} \n",
- "6ef02a389c6415e7 {3384, 3382, 3383} {3382} \n",
+ "6ef02a389c6415e7 {3383, 3382, 3384} {3382} \n",
+ "a080dde530fce451 {3383, 3382, 3384} {3383, 3384} \n",
+ "efb092e03612f568 {3383, 3382, 3384} {3382} \n",
"\n",
" module_indirectly_referencing policy_directly_referenced_by \\\n",
"dgst \n",
- "efb092e03612f568 {3384, 3382, 3383} {3382} \n",
- "a080dde530fce451 {3384, 3382, 3383} {3384, 3383} \n",
- "6ef02a389c6415e7 {3384, 3382, 3383} {3382} \n",
+ "6ef02a389c6415e7 {3383, 3382, 3384} {3382} \n",
+ "a080dde530fce451 {3383, 3382, 3384} {3383, 3384} \n",
+ "efb092e03612f568 {3383, 3382, 3384} {3382} \n",
"\n",
" policy_indirectly_referenced_by policy_directly_referencing \\\n",
"dgst \n",
- "efb092e03612f568 {3384, 3382, 3383} {3382} \n",
- "a080dde530fce451 {3384, 3382, 3383} {3384, 3383} \n",
- "6ef02a389c6415e7 {3384, 3382, 3383} {3382} \n",
+ "6ef02a389c6415e7 {3383, 3382, 3384} {3382} \n",
+ "a080dde530fce451 {3383, 3382, 3384} {3383, 3384} \n",
+ "efb092e03612f568 {3383, 3382, 3384} {3382} \n",
"\n",
" policy_indirectly_referencing \\\n",
"dgst \n",
- "efb092e03612f568 {3384, 3382, 3383} \n",
- "a080dde530fce451 {3384, 3382, 3383} \n",
- "6ef02a389c6415e7 {3384, 3382, 3383} \n",
+ "6ef02a389c6415e7 {3383, 3382, 3384} \n",
+ "a080dde530fce451 {3383, 3382, 3384} \n",
+ "efb092e03612f568 {3383, 3382, 3384} \n",
"\n",
" outgoing_direct_references_count \\\n",
"dgst \n",
- "efb092e03612f568 1 \n",
- "a080dde530fce451 2 \n",
"6ef02a389c6415e7 1 \n",
+ "a080dde530fce451 2 \n",
+ "efb092e03612f568 1 \n",
"\n",
" incoming_direct_references_count \\\n",
"dgst \n",
- "efb092e03612f568 1 \n",
- "a080dde530fce451 2 \n",
"6ef02a389c6415e7 1 \n",
+ "a080dde530fce451 2 \n",
+ "efb092e03612f568 1 \n",
"\n",
" outgoing_indirect_references_count \\\n",
"dgst \n",
- "efb092e03612f568 3 \n",
- "a080dde530fce451 3 \n",
"6ef02a389c6415e7 3 \n",
+ "a080dde530fce451 3 \n",
+ "efb092e03612f568 3 \n",
"\n",
" incoming_indirect_references_count \n",
"dgst \n",
- "efb092e03612f568 3 \n",
+ "6ef02a389c6415e7 3 \n",
"a080dde530fce451 3 \n",
- "6ef02a389c6415e7 3 "
+ "efb092e03612f568 3 "
]
},
- "execution_count": 40,
+ "execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
@@ -1672,7 +1707,7 @@
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 42,
"id": "8545977e",
"metadata": {
"scrolled": true
@@ -1701,7 +1736,7 @@
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 43,
"id": "a3026921",
"metadata": {},
"outputs": [
@@ -1728,12 +1763,12 @@
"id": "00fbae83",
"metadata": {},
"source": [
- "#### Histogram of CVEs"
+ "#### Histogram of most common CVEs of certificates which are not referencing any other certificate and are referenced by at least one "
]
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 56,
"id": "d1e45d14",
"metadata": {
"scrolled": false
@@ -1741,7 +1776,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -1764,7 +1799,7 @@
"not_referencing_cve_df.sort_values(by=\"count\", ascending=False, inplace=True)\n",
"sns.barplot(x=\"CVE\", y=\"count\", data=not_referencing_cve_df.head(number_of_cves))\n",
"\n",
- "plt.title(f\"The most common {number_of_cves} CVEs in the dataset\")\n",
+ "plt.title(f\"The most common {number_of_cves} CVEs of referenced, not referencing certs\")\n",
"plt.xticks(rotation=90)\n",
"plt.show()"
]
@@ -1779,7 +1814,7 @@
},
{
"cell_type": "code",
- "execution_count": 44,
+ "execution_count": 45,
"id": "6930a9d7",
"metadata": {},
"outputs": [
@@ -1787,7 +1822,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "There are total of 379 certs, which are referencing at least one other cert and referenced by no other cert\n"
+ "There are total of 380 certs, which are referencing at least one other cert and referenced by no other cert\n"
]
}
],
@@ -1798,7 +1833,7 @@
},
{
"cell_type": "code",
- "execution_count": 45,
+ "execution_count": 46,
"id": "4ebdcbd2",
"metadata": {
"scrolled": true
@@ -1806,7 +1841,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -1827,12 +1862,12 @@
"id": "670d6b80",
"metadata": {},
"source": [
- "#### Histogram of CVEs"
+ "#### Histogram of most common CVEs of certificates which are referencing at least one other certicate and are not referenced by any other one"
]
},
{
"cell_type": "code",
- "execution_count": 46,
+ "execution_count": 57,
"id": "c79ba9f2",
"metadata": {
"scrolled": false
@@ -1840,7 +1875,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -1863,6 +1898,7 @@
"\n",
"sns.barplot(x=\"CVE\", y=\"count\", data=not_referenced_by_df.head(number_of_cves))\n",
"\n",
+ "plt.title(f\"The most common {number_of_cves} CVEs of referencing, not referenced certs\")\n",
"plt.xticks(rotation=90)\n",
"plt.show()"
]
@@ -1877,7 +1913,7 @@
},
{
"cell_type": "code",
- "execution_count": 47,
+ "execution_count": 49,
"id": "07cc51e6",
"metadata": {},
"outputs": [],
@@ -1889,7 +1925,7 @@
},
{
"cell_type": "code",
- "execution_count": 48,
+ "execution_count": 50,
"id": "d0c1e3fe",
"metadata": {},
"outputs": [],
@@ -1899,7 +1935,7 @@
},
{
"cell_type": "code",
- "execution_count": 49,
+ "execution_count": 51,
"id": "a6f97708",
"metadata": {
"scrolled": true
@@ -1907,7 +1943,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -1949,7 +1985,7 @@
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": 52,
"id": "986e0f57",
"metadata": {
"scrolled": true
@@ -1960,8 +1996,8 @@
"output_type": "stream",
"text": [
"Certificate with id 4512:\n",
- " - references the certificates {'4348', '4457', '4339'}\n",
- " - is referenced by certificates {'4536', '4538', '4537'}\n",
+ " - references the certificates {'4457', '4348', '4339'}\n",
+ " - is referenced by certificates {'4538', '4536', '4537'}\n",
" - its page is at https://seccerts.org/fips/033581b0970477af/\n"
]
}
@@ -1983,7 +2019,7 @@
},
{
"cell_type": "code",
- "execution_count": 51,
+ "execution_count": 53,
"id": "23433698",
"metadata": {},
"outputs": [],
@@ -1997,7 +2033,7 @@
},
{
"cell_type": "code",
- "execution_count": 52,
+ "execution_count": 54,
"id": "fd18154a",
"metadata": {
"scrolled": false
@@ -2005,7 +2041,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1500x1500 with 1 Axes>"
]
@@ -2048,13 +2084,13 @@
},
{
"cell_type": "code",
- "execution_count": 53,
+ "execution_count": 55,
"id": "56d5a694",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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PlxuRSVNptQa3zCinuzFJYJYnKrrs7e0xbdo0nD9/Ho0aNcLkyZPRoUMHBAcHi10aEZkwhgQyaU8TlNAY+Am4Uq3Fy5Q0scsgogJWpkwZbNiwAQcPHoSNjQ369OmDIUOG4P79+2KXRkQmiMuNyGQJgoBTjyKRmK7Bi4f3cfTH7/D03h0kxETB0soaHuUronWfgajRqFmez9eo1Vgyoh/CHz9Ej/+NR+s+A3X3hT95hN+OBeHOld8R9fwZrGxsUKayDzoP/h/KyfR3Xp3drytiXr7I8xhupcti9o79cLezQqMyLvn3wRORQRMEAQcPHsSiRYsQHh6OTz75BBMnToSzs7PYpRGRiSi87SeJDExsqgqJ6RoAQMzLF0hTpuDDdp3h6OoGVVoqrp8/g+++/Bx9P5+Bxl165Xr+L/v3IOZleJ6vfenIAVw6FoQPmrVC0+6+UCYl4eLhQKz8bAhGL10Ln7oNdI/t9dkkpCv1lzzFvHyBwz9shE+9hhAAhCenQanSwMaCa5SJTIFEIkH37t3Rrl07bNmyBevWrcO+ffswceJEfPLJJ7CwsBC7RCIq4nglgUzW3Zgk3IxMfOX9Wo0Gy0YNhCo9DbN+3Kd3X2JsDOYP6oVWfgNwZOumXFcSnty9Dfey5WFlY6u7LTk+DguGyFGiTDlMXPv9a2v7eccWHNm6CRPXfo+K1WsBAD4s5YQyDjbv8qESkZGLjIzE8uXLsXv3bnh6emLWrFlo27YtJ58RUYFhTwKZrNhUFV7349VMKoWzmzuUSUm57ju4eR1KlC2Pem065vncct5V9AICANg5OqFSjQ8Q/uTRf9Z29cxxuJYsrQsIEgBxqar/fB4RFU1ubm5YtmwZjh8/jlKlSmHIkCHo06cPbt26JXZpRFREMSSQyYpVqpDzMlqaUomk+DhEhj3DGcUu/HP5V8jq1Nd7zKPbN/H7iSPo/dmkt34XLyEmGvbFHF/7mKf37iD88UPUa9Ved5uQWS8RmbaqVatiz5492LZtG8LDw9G+fXtMnjwZERERYpdGREUMexLIJKk0WqSoNblu379pFS4eCgQASMzMUKtJS8jHTdHdLwgCAtYtR50WbVGhWk1Ehz9/42OG3riGR//8jfYDhr32cVdO/QwAua5SxKapIAgClxcQmTiJRIK2bduiRYsW2LFjB1auXImDBw9izJgxGDFiBGxsuCyRiN4frySQSVLmERAAoEXvj/HZ8g0YMG0Oqn7YCFqtFmrVv+/g//7zITx/GIruI8e+1fESY2Pw48Iv4epRCm36Dnrl47RaLf48ewJlvGTwKF9B7z61VoCGHURElMnCwgJDhw7FxYsX8fHHH2PlypVo3rw5Dhw4wL1ViOi9MSSQSXrVybZHOU/41G2ABu26YNSi1UhXpuDbmRMhCAKUyUk4uGUDWvcZBOcSHm98rDSlEptmTEBaSjJGLFiZq1chu9C//kRcVMQrex0MfU8HIip8Tk5OmDNnDs6ePYvq1avjs88+Q7du3XDlyhWxSyMiI8aQQCbpTd9l+6B5azwJ+QcRTx/jjP9OaNQq1GnRFtHhzxEd/hxxkRnrgFOSEhAd/lzvqgMAqFUqbJn9BZ4/CMWIBStRqoLXa4935fQxSMzM9PoR3qVuIjI9FStWxA8//AB/f3+kpaWhe/fuGD16NJ49eyZ2aURkhNiTQCZJavZm6/pVaRk7HSuTkxATEY6UxAQsGuqX63Endm3FiV1bMfW7XSjjJQOQsXRox5KvcPfPPzDkq8WoXKvu64+Vno7r58+gcq26cCzulnfdefQjpKSk4N69e6hRowbMzJj7iUxd48aNcezYMSgUCixduhTNmjXDiBEjMGbMGDg4OIhdHhEZCYYEMkkWOU6mE2Nj4OCsv6OxRq3G5RNHYGFlhZKeFdGiZ1/UbNxC7zFJcTHY8/UiNGjfFTUaN4erR2ndfQHrluPPsyfR9/MZ+KBZq/+s6Z/fL0KZlIh6bTrkeb8E/4ab58+f4+TJkzh+/Dh+/fVXqFQqnDp1ClWqVHmDj56IijqpVIq+ffuia9eu2LBhA7799lvs2bMHU6ZMQd++fSGVcmNGIno9hgQySTbmZjA3k0CtzVi+s+frRUhNSUalmrXhVLwEEmKicOX0z3j55BF6jp4AKxtblPX2QVlvH73XyZpuVNKzImo1aaG7/WzAT7gQpECFqjVhaWWNP04e1XtezSYtYZVjAsmV08dgbmGJD5q2zrNme0tzjB0zBr///jtevHgBiUQCiUQCrVYLAHB3d3+vzwkRFT12dnaYMmUK+vfvjyVLlmDKlCnYunUrvvrqKzRr1kzs8ojIgDEkkEmSSCRwsrJAlDIdAFCnZVtcOhaE4IP7kJwQB2tbO5T19kH3EWNRo3Hzt379Z/fvAgAe/nMDD/+5kev+OT8d1AsJyuQk3PrtIqo1bAwbe/vc9QJwtpLiyJEjUGX2PQiCoOtRsLGxwaVLlyCTyeDp6Qlzc35pE9G/SpcujXXr1mHIkCGYO3cu+vXrhzZt2mDWrFnw8np9rxQRmSaJwE5IMlE3IxNwLyY514ZqhuqDEsXgqE3F6NGjcfHiRb37zM3NoVarAQBWVlbw8vKCTCaDj4+P7lepUqW4xwIRQRAEHDp0CIsWLcKLFy8waNAgTJw4ES4uLv/9ZCIyGQwJZLLCEpX4/Xmc2GW8sRblXOFiYwmtVovNmzdj4cKFus3Vhg4dijFjxuDOnTu4c+cOQkJCdL8nJycDAOzt7XXBIXuAcHV1FfkjIyIxpKam4vvvv8fatWshlUoxYcIEDB48GJaWlmKXRkQGgCGBTJZaq8WR0Aij2HvA1lyK9hXd9K4EXL9+HSNHjkRYWBhWrlyJvn375nqeIAgICwvTCw537txBaGgo0tMzlloVL15cLzTIZDLIZDLY57HsiYiKnsjISKxYsQI//fQTypcvj1mzZqFdu3a88khk4hgSyKT99TIeD+JSDH7JUQ03B1R2yX3SnpiYiF27dqF///5vNdpQrVbj0aNHua48PHr0SNcIXaZMmVzhwcvLC1ZWVvn2cRGR4bh9+zbmzZuH8+fPo1GjRpg9ezaqV68udllEJBKGBDJpiWlqnHwUKXYZr2UGoJOXOyylBb8HglKpxP3793OFh+fPM6Y4SaVSVKhQIdeyJU9PT45UJCoCBEHAmTNnMG/ePNy/fx99+vTBlClTOD2NyAQxJJDJO/8kGtHKdIO8miABULaYDeqVdBK1joSEBISEhOgtWbpz5w5iY2MBANbW1nrN0lm/s1mayDipVCrs2rULK1asQFpaGj777DP873//g02O0c1EVHQxJJDJi0tV4ezjKIMMCVKJBG0ruMHWwvDepRcEAVFRUbn6He7evatrlnZwcND1OGSFhypVqnCKCpGRiIuLw5o1a7B161a4ublh+vTp6NGjB3d3JzIBDAlEAP6JSsSd6CSxy8iljocjPB1txS7jrWi1Wr1m6ZCQENy+fRv379/XNUu7ubnphQcfHx94e3uzWZrIQD18+BALFy7EsWPHULt2bcyePRv169cXuywiKkAMCUQAtIKAM4+ikJiuNogrChIAbraWaFzGpcgs11GpVLpm6ezh4dGjR7pN4cqWLZtryVKlSpXYLE1kIH799VfMnTsXN2/eRNeuXTFjxgyUK1dO7LKIqAAwJBBliktV4dyTKGhF/oqQADA3k6C1p2EuM8pvSqUSoaGhuZYtvXjxAkBGs3TFihVzhYfy5cuzWZpIBFqtFgqFAkuXLkVcXByGDx+OsWPHvtWENSIyfAwJRNm8TE7Dr89iRL2aIJVI0LycK5ysLUSsQnzx8fG4e/euXni4ffs24uLiAGQ0S1euXFkvPMhkMjZLExWS5ORkbNy4ERs3boSdnR2++OIL9OvXD+bm5mKXRkT5gCGBKIfnSan4PSy20IOCBBkBoUlZF7jYcMfTvAiCgMjISL0lS1l/TklJAQAUK1YsV7O0j48Pm6WJCkhYWBiWLl2Kffv2wcfHB7Nnz0azZs3ELouI3hNDAlEeIpLTcCksFlpBKJSwIAFgKTVDkzIucDTxKwjvQqvV4tmzZ7nCQ2hoKFQqFQCgRIkSucKDTCaDnZ2dyNUTFQ3Xr1/H3LlzcfnyZbRq1QpfffUVKleuLHZZRPSOGBKIXiFFpcGf4XGISEkv8GOVLWaNWiUcC2XDNFOiUqnw8OHDXOEhe7N0uXLlcoUHLy8vWFryag7R2xIEAUeOHMHChQsRFhaGQYMG4fPPP+eVPCIjxJBA9BqCIOBxghJ/vUwokKsKllIz1PVwREl763x+ZXodpVKJe/fu5QoPWc3S5ubmumbp7OGBzdJEbyY1NRVbt27FmjVrIJFIMGHCBAwZMoThm8iIMCQQvQGlWoP7scl4GJcC1XuMP5IAEABYS81QydkOFZxsefXAgMTFxek1S2eNac3eLO3t7Z1ryVLJkiXZLE2Uh6ioKKxYsQK7du1CuXLl8OWXX6JDhw78eiEyAgwJRG9BoxXwPCkVobHJiE1V6W7POvnPKeftJWwtUdHZDiXtrPhD0kgIgoCIiAi9JumsPyuVSgCAo6Njnv0OXGJBlCEkJATz5s3DuXPn8NFHH2H27NmoUaOG2GUR0WswJBC9I5VWi/hUNWJT0xGXqkJiuhpqQYBWyJhSJJVI4GhlDidrCzhbW8DRygJSMwaDokKr1eLp06e5wkPOZunsE5ZkMhm8vb3ZLE0m6+zZs5g3bx7u3bsHuVyOqVOnwsPDQ+yyiCgPDAlERPkoPT09z2bpx48f6zVL5wwPlSpV4nptMglqtRo7d+7EypUroVQq8dlnn2HUqFGwsbERuzQiyoYhgYioEKSkpOTZLB0eHg7g32bpnOGhXLlybJamIik+Ph5r167F999/D1dXV0yfPh29evWCmRn7tIgMAUMCEZGIYmNjczVL37lzR69ZOqvHIXt48PDwYF8LFQmPHj3CwoULcfToUdSqVQtz5szBhx9+KHZZRCaPIYGIyMAIgoCXL1/m6ncICQnRNUs7OTnlGR6cnZ1Frp7o3fz222+YO3cubty4gc6dO2PmzJkoX7682GURmSyGBCIiI6HVavHkyZM8m6XVajUAwN3dXRcasjdL29railw90X/TarXYt28flixZgpiYGAwbNgzjxo1DsWLFxC6NyOQwJBARGbn09HQ8ePAgV3jIapaWSCS6naWzh4eKFSuyWZoMUkpKCjZt2oRvvvkGtra2mDx5Mj7++GOYm5uLXRqRyWBIICIqolJSUnD37t1c4SF7s3SlSpVyhYdy5cqxeZQMwosXL7B06VIoFArIZDJ89dVXaNGihdhlEZkEhgQiIhMTGxub5+Zw8fHxAAAbGxu9naWzwoO7uzubpUkUN27cwJw5c/D777+jVatWmDVrFry9vcUui6hIY0ggIiJds/SdO3dyNUunpqYC+LdZOueYVicnJ3GLJ5MgCAKOHTuGBQsW4NmzZxgwYAAmTZoEV1dXsUsjKpIYEoiI6JU0Gg2ePn2aKzzcv39f1yzt4eGRKzxUrlyZzdJUINLS0rB161asWbMGADB+/HgMGTIEVlZWIldGVLQwJBAR0VvLapbOGR4eP34MAJBIJChfvrzeiFYfHx9UrFgRFhYWIldPRUF0dDS+/vpr7NixA2XKlMHMmTPRqVMnLokjyicMCURElG+Sk5N1O0tnDw8vX74EAFhYWOiapWUyGapUqQKZTIayZcuyWZreyd27dzF//nycOXMGDRs2xOzZs1GzZk2xyyIyegwJRERU4GJiYnQ7S2cPD9mbpbNvDpcVHkqUKMF3humNnDt3DvPmzUNISAh8fX0xbdo0lCxZUuyyiIwWQwIREYlCEASEh4frpitlhYe7d+/qNUtn9TpkhQdvb282S1Oe1Go1du/ejeXLlyMlJQWjR4/G6NGj2R9D9A4YEoiIyKBoNBrdztK3b9/Wa5bWaDQAMpqlszdKZzVL29jYiFw9GYKEhASsW7cOW7ZsgYuLC6ZOnQpfX18uaSN6CwwJRERkFNLS0nQ7S2cPD0+ePAHwb7N0zvBQoUIFNkubqCdPnmDhwoU4fPgwatasidmzZ6Nhw4Zil0VkFBgSiIjIqCUnJ+t2ls4eHiIiIgBkNEt7eXnlmrRUpkwZvrNsIi5fvow5c+bgr7/+QqdOnTBz5kx4enqKXRaRQWNIICKiIikmJkYXGLKHh4SEBACAra2tXrN0Vnhwc3Njs3QRpNVqsX//fixevBjR0dEYOnQoxo0bB0dHR7FLIzJIDAlERGQyBEHAixcvcoWHe/fu6ZqlnZ2d9Zqls/7Mk8miQalUYtOmTdiwYQNsbGwwadIkDBgwAObm5mKXRmRQGBKIiMjkaTQaPH78ONekpQcPHuiapUuWLJlr0pKXlxebpY1UeHg4li1bBn9/f3h5eeGrr75Cq1atxC6LyGAwJBAREb1CWloa7t+/nys8PH36FEBGs7Snp2eu8ODp6clmaSPx999/Y+7cubh06RJatGiBWbNmwcfHR+yyiETHkEBERPSWkpKSdM3S2cNDZGQkAMDS0hKVKlXKFR5Kly7NZmkDJAgCjh8/jvnz5+PJkyfo378/Jk+ejOLFi4tdGpFoGBKIiIjySXR0tK7fIXt4SExMBADY2dnB29s7V88Dm6UNQ3p6OrZt24bVq1dDq9Vi3LhxGDZsGKysrMQujajQMSQQEREVIEEQ8Pz581zh4d69e0hLSwMAuLi46DVJ+/j4wNvbm83SIomJicGqVavw448/onTp0pg5cyY6d+7MIEcmhSGBiIhIBBqNBo8ePcoVHh4+fKhrli5VqlSuqw5sli48oaGhmDdvHk6fPo0PP/wQs2fPxgcffCB2WUSFgiGBiIjIgKSmpuqapbOHh2fPngEAzMzMcjVLZ+0szTGeBeP8+fOYN28ebt++jV69emH69OkoVaqU2GURFSiGBCIiIiOQmJio1yyd9XtUVBSAjGZpLy+vXOGhTJkyXCaTDzQaDXbv3o3ly5cjKSkJo0aNwqeffgo7OzuxSwMEAXj2DAgJAZRKID0dsLQEbGwAHx+gdGmA/wfoLTEkEBERGbGoqCi9qw5Zf87eLJ293yF7szS9vcTERKxfvx6bN2+Gk5MTpk6dCrlcXrhTqwQBuHQJOHYMuHwZ+OMPIDb21Y93cQHq18/41akT0LAhQwP9J4YEIiKiIiarWTr7FYesnaWzmqVdXV1zhQeZTIZixYqJXL1xePr0KRYtWoSDBw+ievXqmDNnDj766KOCPWhSEvDTT8DatcCtW4C5OaDRZISG/yKRAFIpoFYD1asD48YBH38MGMKVEDJIDAlEREQmQq1W52qWztpZWqvVAvi3WTr7pKVKlSqxWfoVrly5gjlz5uDatWvo2LEjZs6ciQoVKuTvQVQqYMkSYOlSICUl47b3OX3LuopgZwdMnZrxi5v/UQ4MCURERCYuNTUVoaGhuZqlw8LCAOg3S2cPD56enmyWBqDVahEUFIRFixYhMjISQ4YMwYQJE/JnhO1ffwEDBmRcOSiIUzaJBKhRA9ixA6hZM/9fn4wWQwIRERHlKTExURccsoeH6OhoAPrN0tnDQ+nSpU2yWVqpVOK7777D+vXrYWVlhUmTJmHAgAGweJd36TUaYOFCYN68f/9eUKTSjLAwezYwYwbAXcEJDAlERET0lqKiovSapLP+nJSUBACwt7eHt7c3qlSpotcsXbx4cZErLxwvX77E8uXLsWfPHlSqVAmzZs1C69at3zw4qVTAwIGAv3/BXD14nY8/BrZt4/IjYkggIiKi9ycIAsLCwnI1S4eGhuo1S2e/6pD1y8HBQeTqC8atW7cwd+5cXLx4Ec2aNcNXX32FKlWqvP5JKhXQqxdw9CiQ2SdSqCQSoGtXYN++jMZoMlkMCURERFRgspqlc4aHhw8f6pqlS5cuDZlMpnflwcvLC9bW1iJX//4EQcDJkycxb948PH78GP369cMXX3yR9wharTbjCsLu3YV/BSE7iQTo3x/48UcuPTJhDAlERERU6LKapXOGh+zN0hUqVMgVHoy1WTo9PR3bt2/HqlWroFarMXbsWAwfPlw/CK1ZA0yYIFqNuaxbB4wZI3YVJBKGBCIiIjIYCQkJeTZLx8TEAACsrKzg5eWlFx58fHxQqlQpo2iWjo2NxapVq/Djjz+iZMmSmDFjBrp27QpJaGjGlKHMpVkGwdoauHkTqFRJ7EpIBAwJREREZPAiIyPzbJZOTk4GkNEsnRUYsk9acnV1FbnyvIWGhmLhwoU4ceIEPqxbFzsfPYLd7dsZm50ZCnNzoEED4Px5LjsyQQwJREREZJS0Wi2eP3+O27dv64WH0NBQpKenAwCKFy+eKzzIZDLY29uLXH2GCxcu4Prw4Rh7967Ypbzaxo3AqFFiV0GFjCGBiIiIipSsZumc4eHRo0e6ZukyZcrk2SxtZWVVuMVqNBDKlwfCwmCwi6XKlQMePuTVBBPDkEBEREQmQalU4v79+7nCw/PnzwEAUqlU1yyd/cqDp6cnpFJpwRR16BDQrVvBvHZ+OnoU6NhR7CqoEDEkEBERkUnLapbOPmnpzp07iI2NBQBYW1vrmqWzh4d8aZZu3x44fRrXzcygsLXFr5aWeCqVwlmrRR2VClMSElApx27LWgA7bG2x084OD8zNYS0IqKpSYU58PKpl62nQAthkb4/ttraIkEpRUa3GmKQk9FAq9V5vgpMTFLa2uUqrpFLhfGRkRm9Cu3bAkSPv97GSUWFIICIiIspBEARERUXluuoQEhKClJQUAICDg4PejtJZv1xcXN7sIA8fAhUrAgBGODvjiqUluiiVqKJWI8LMDNvs7JAskeBQVBR8sp38T3Bywn4bG/impKCuSoUUiQQ3LSzQS6lEs2zTkRY7OGC9gwP6JyejlkqF49bWOG1tjW9iYtA9NVXv9Q7a2GB5XJxeeQ5aLdplvZ5EAjx6lLH0iEwCQwIRERHRG9JqtQgLC8uzWVqlUgEA3NzccoUHb2/v3M3S27YBQ4YAAP6wsEAtlQqW2e5+IJWiTYkS6KxUYl3mCfxBa2uMdnHBlpgYdMx2op/TCzMzfOTujv4pKVgYHw8AEAD0dnXFE3Nz/P7yJbIWUE1wcsIRa2vcCw9//Qe/YwcwYMCbfaLI6BnfbiREREREIjEzM0PZsmVRtmxZtGvXTne7SqXS7SyddcXhzJkz+OGHH5D1fmzZsmV1wUEmk6HFyZNwtrCARKVC/cyAkV1FjQbeKhXuZds87jt7e9ROT0fH1FRoAaRKJLDN4/3e49bWUEkk+CRzRCwASAAMSknBZ87OuGppiQ8zJ0Bl0QBIkUjgkNf7xxYWwJUrDAkmhCGBiIiI6D1ZWFigcuXKqFy5Mrp27aq7XalU6naWzgoP+/btw4sXL3AkMhIueYSDLAKASKkUsszHJEokuG5hgU9SUrDYwQFb7eyQbGaGcmo1pickoFu2Kwu3LCxgq9Wico59Fz7IDAY3LSz0QoJSIoHMwwNKMzM4abXorlRiZkIC7LICg0oFXL78vp8mMiIMCUREREQFxMbGBjVq1ECNGjX0bo+PjoZDyZKvfW6gjQ3CpVJ8kZAAAHgslUKQSBBkbQ1zADMTElBMEPC9nR0+dXaGQ0wMWmb2ELyUSuGm1eYaq+qeOQL2ZbZxpu4aDT5NSkJ1lQoCgLPW1vjRzg7/mJsjIDr635PFa9cAjQYoqElPZFAYEoiIiIgKmWNaWsa7868Qam6OmY6OqJueDnnmNKLkzBP7WKkUhyIjUSfz+e1SU9GwRAmssbfXhYRUiQSWeSwbssq8TZltKtP0xES9x3RPTUVFtRpLixXDEWvrf5ucU1OBqCjA3f0dP2oyJtwVg4iIiKiw5RhDml2EmRkGubjAQavFdzExugZj68wT/HJqtS4gAICdIKBtWhquW1pCne2x6XmMZ03LvM3mP+bWjEhKgpkg4ELOzeVe0yxNRQtDAhEREVFhy9ErkCVBIsEAV1fEm5lhV0wMPDKXBwEZy4IAoHi227IU12igkkiQkhkC3DUaRJiZIWcUyFpm5J7Ha2RnA8BZq0Vczl2WX3P1g4oWhgQiIiKiwpbzHXoAqQAGu7jggVSKH6Oj4Z0jSHhotSih0SA854k7gHCpFNaCAPvMKwTVVCoozcz0JiMBwDVLS939r5MkkSDGzAwuOcOEtfV/fWRURDAkEBERERU2Bwe9v2oAjM4cTfptbCzqveIkvqtSiefm5jifLWTEmJnhhLU1GqWl6U7s2qWmwkIQ8KOdne5xAjJ2avbQaFAvc7JRKjICQU6rHRwgSCS6HgednHs9UJHFxmUiIiKiQhITE5OxCdudO/CzsYFtZm/C3GLFcMLGBm1TUxFnZoZ9NjZ6z+ud+bixSUk4bGODEc7OGJmcDAetFjvs7KACMC1zChIAlNJqMTw5GRvt7aEC8IFKhZ+trfG7lRXWx8bq+hwipVK0d3NDd6USXplXLs5ZWeGMtTVapqaiffYehBIlACenAvrMkKHhjstERERE+Sw5ORl3797V7cic9XtERASAjH0V9iYl4cOYGEgEAb6urriUxxKkLGHPn+v+/FgqxfxixRBsZQUVgLoqFWYkJOCDHFcftAA22Ntjp60tIqRSVFCrMSYpCb2yNU3HSyT40tERf1pa4qWZGbQSCTzVavRUKjEqKQkWWQ80MwO6dAGCgvLpM0SGjiGBiIiI6B2lp6fj/v37emEgJCQEjx8/BgBIJBJ4enrqdlnO2nG5QoUKsFiwAFi06JVNzAZFKgVmzwZmzRK7EiokXG5ERERE9B80Gg2ePHmSKwzcv38f6syTfA8PD1SpUgUdO3bUhYHKlSvDJsfSIZ26dY0jIAAZm6jVrSt2FVSIeCWBiIiIKJMgCAgPD88VBkJCQpCauT7fyckJVapU0bsy4O3tDae3Xa+fnJyxMVlycv5/IPmtWDHgxQvA1lbsSqiQ8EoCERERmaTY2Ng8w0BcXBwAwMbGBj4+PqhSpQp69OihWzJUokQJSPKYCPTW7OyAYcOAb74x7CsKUikwfDgDgonhlQQiIiIq0lJSUvJsIn758iWAjCZiLy8vvSsDMpkMZcuWhVkeexLkqzt3gCpVCvYY+eHuXaByZbGroELEkEBERERFQnp6Oh48eJArDDx58gSCIEAikaB8+fJ5NhFbZm4yJoak+vVh++efMPuPXZBFIZUCLVoAp06JXQkVMi43IiIiIqOi1WpzNRHfuXMnVxOxj48POnTooNdEbGtAS2bCw8OxdOlS3Hv8GAcNMSAAgCAAS5aIXQWJgCGBiIiIDJIgCHj58mWuMHD37l0oM2f9Ozk5wcfHBw0bNsQnn3yiayJ2dnYWufpXUyqV2LRpEzZs2AAbGxtMWrYM+OcfYOVKwJDCgkQCTJsG1KsndiUkAi43IiIiItHFxcXlCgM5m4izlghl7xtwd3fPnybiQqDVarF//34sXrwYUVFRGDZsGMaNGwdHR0cgNRWoWRN48CBj3KjYpNKMHoTr14HXbPJGRRdDAhERERUapVKJu3fv6k0UunPnDsLDwwEA5ubmeTYRlytXruCbiAvQ5cuXMXfuXFy/fh2dOnXCzJkz4enpmfNBQOPGGSFBzNMziSQjJFy6xKsIJowhgYiIiPKdSqXCgwcPcl0ZePz4sV4Tcc4wULFiRVGbiPPb48ePsXDhQhw5cgQ1a9bE7Nmz0bBhw1c/ISAA8PMTPyTs2wf07CleDSQ6hgQiIiJ6Z1qtFk+fPtUFgawwcP/+fahUKgAZTcQ5w4C3t7dBNRHnt4SEBKxduxbff/89XFxcMG3aNPTu3fvNrobs2AHhk08gCAIK9dqJRJLxa/t2oH//wjwyGSCGBCIiIvpPgiAgIiIiVxgICQnRNRE7OjrmGi/q7e0NFxcXkasvPGq1Gj/99BNWrFiB5ORkfPrppxg9evRbBaIbN25gY7t2WBcZCXMzs8LZaM3cHDAzA/z9ge7dC/54ZPAYEoiIiEhPXFycrm8g+3KhrCZia2vrXE3EPj4+RtVEXBDOnTuHefPmISQkBHK5HFOnTkXJkiXf6jXCwsLQpUsXlC5dGgFz58J65Ejg2rWCXX4kkQB162ZcQTCGjd2oUDAkEBERmSilUol79+7pBYGcTcSVKlXKFQbKli0LqVQqcvWG4+7du5g/fz7OnDmDBg0aYM6cOahZs+Zbv05iYiJ69uyJpKQkHDp0CG5ubhlXEVasAGbNynhQfl5VMDfPCAgLFgCTJmU0KxNlYkggIiIq4lQqFR4+fJgrDGQ1EQPI1UTs4+NT5JqI81t0dDRWrlyJnTt3okyZMvjyyy/RsWPHd7qaolarMXjwYFy9ehVBQUHw9vbWf8Dt2xmbmu3eDUGtBgQB73LNRgAAiQQSCwvg44+BqVMBH593eCUq6hgSiIiIigitVotnz57l6hkIDQ3VNRG7u7vnCgOVK1eGnZ2dyNUbj7S0NGzduhVr1qyBIAiYMGEChgwZAqt33E9AEARMnz4du3fvxo4dO9CsWbNXPvbp9evY2rw5JltawjYqKuNGCwsg8983T9nuT3Zzw8q0NAwPDkapGjXeqV4yDdxxmYiIyMgIgoDIyMhc40VDQkKQkpICAChWrBh8fHxQr149DBgwQBcMTKmJOL8JgoCjR49i4cKFePbsGQYMGIBJkybB1dX1vV73u+++w44dO7B8+fLXBgQA8D99Grs8PPDFn38Cz54BV64AV69m7LFw+za0SiXUSiXMbWxgZmOT0WPQoEFGz0HdukCpUthRpw6KnT6NCQwJ9Bq8kkBERGTA4uPj82wijo2NBZDRROzt7a03XtTHxwceHh4m3USc327cuIG5c+fit99+Q6tWrTBr1qzcS4Lewc8//4zhw4fj008/xYwZM177WK1Wi8aNG6NRo0ZYuXLlK+vs2LEjjh8/jurVq+f5mPHjx+PKlSsIDg7m/xF6JV5JICIiMgBKpRKhoaG5wsCLFy8AAFKpVNdEPGzYMFSpUkW3EzGbiAvOixcvsGTJEgQEBEAmk2HXrl1o0aJFvrz2X3/9hc8++wydOnXCtGnT/vPxly9fxpMnT7Bq1ar3Oq6fnx8CAgJw5coV1K9f/71ei4ouhgQiIqJCpFKp8OjRo1xh4PHjx9BqtQCAcuXKQSaToXfv3rowULFixXde805vLyUlBZs2bcI333wDW1tbLF68GB9//DHMzfPn1CksLAyDBw9GlSpVsGbNmjfaZE2hUKB8+fL48MMP3+vYH330EcqUKQOFQsGQQK/EkEBERFQAtFotwsLCcoWB+/fvIz09HQBQokQJyGQytG7dWtdE7O3tzSZiEWm1Wuzbtw9LlixBTEwMhg8fjrFjx6JYsWL5dozExEQMGjQIVlZW2LZtG2xsbP7zOSkpKTh06BBGjRr1Zrs2v4aZmRl69+6NH374AXPnzn2j45PpYUggIiJ6D4IgICoqKlcYuHv3LpKTkwFkNBHLZDLUrVsX/fv31/UOsInYsPz222+YO3cubty4gc6dO2PmzJkoX758vh5DrVZj1KhReP78OYKCglC8ePE3et6xY8eQnJwMX1/ffKnD19cXa9aswYkTJ9CdOyxTHhgSiIiI3lBCQoLeNKGs32NiYgBkNBFXrlwZMpkMnTt31oWBkiVLskHUgD169AgLFy7E0aNHUatWLezfv/+9l/TkRRAEfPnllwgODsbOnTvfqvFZoVCgYcOGKFeuXL7UUrFiRdSvXx8KhYIhgfLEkEBERJSDUqnE/fv3cfv2bd1o0Tt37uD58+cAMpqIK1asCJlMhqFDh+rCQPny5dlEbETi4+Oxdu1a/PDDD3BxccGaNWvQq1ev917O8ypZo05XrFiBpk2bvvHzwsLCEBwcjBUrVuRrPXK5HNOmTUN4eDg8PDzy9bXJ+DEkEBGRyVKr1Xj06FGuMPDo0SNdE3HZsmUhk8nQq1cvXRioVKkSm4iNmFqtxs6dO7Fy5UoolUqMGzcOo0aNKtC1+T///DPmz5+PMWPGoF+/fm/13H379sHa2hpdunTJ15q6du2Kr776CoGBgfj000/z9bXJ+DEkEBFRkScIAsLCwnKFgdDQUF0TsZubG2QyGVq2bKmbKOTt7Q17e3uRq6f8dObMGcybNw+hoaGQy+WYOnVqgb+LnjXqtHPnzpg6depbPVcQBCgUCnTs2DHf/y8WK1YM7du3h0KhwOjRo7kkjvQwJBARUZHyqibipKQkAICDgwNkMhlq166Njz/+WLcT8fvumkuG7c6dO5g/fz7OnTuHjz76COvWrUONQthxOGvUadWqVbF69eq3Xsr0559/4sGDB1i4cGGB1CeXyzFgwADcuHEDtWrVKpBjkHFiSCAiIqOUmJioCwLZm4ijo6MBAFZWVrom4k6dOunCQKlSpfiOqQmJiorCihUrsGvXLpQrVw5btmxBhw4dCuX/QPZRp1u3bn2n5UwKhQIlS5ZE48aNC6BCoFmzZvDw8IC/vz9DAulhSCAiIoOWmpqq24k4exgICwsDkNFEXKFCBchkMgwZMkQXBjw9PdlEbMLS0tLw/fffY+3atZBIJPjyyy8xZMgQWFpaFsrxVSoV/ve//+H58+c4ePDgG486zS41NRUHDx7EoEGDCuz/slQqRa9evfDTTz/hq6++Yq8N6TAkEBGRQchqIs4ZBh4+fKhrIi5TpgxkMhl69uypCwOVKlWCtbW1yNWToRAEAUeOHMHChQsRFhaGQYMG4fPPPy/UPSmyRp1evHgRO3fuROXKld/pdU6cOIH4+Ph82xvhVeRyOb755hucPn0anTp1KtBjkfFgSCAiokIlCAKeP3+uayLOCgOhoaFIS0sDABQvXhwymQwtWrTAqFGjdE3EDg4OIldPhuz69euYO3cuLl++jNatW2P79u3vfIL+Pr799lvd9KS3GXWak0KhQJ06deDl5ZWP1eXm7e2NWrVqQaFQMCSQDkMCEREVmOjo6FwThUJCQnRNxPb29pDJZPjggw/Qt29f3dWBd1maQabr+fPnWLJkCfbt2wcfHx/s3r0bzZo1E6WWY8eOYcGCBRgzZgz69u37zq8TERGBX375BQsWLMjH6l7Nz88Ps2fPRlRUFL/+CABDAhER5YPExERdEMgeBqKiogBkNBF7eXnBx8cHHTp0gEwmg4+PD5uI6b0kJydj48aN2LhxI+zt7bF06VL07dsX5ubinN5cv34dY8aMQZcuXd561GlOgYGBMDc3R7du3fKputfr1q0b5syZg/3792PEiBGFckwybAwJRET0xrKaiHOGgWfPngEAzMzMUKFCBfj4+OCTTz7RayIW68SNih6tVguFQoGlS5ciLi4OI0aMwJgxY0Rdjvbs2TPdqNNVq1a9167NWXsjtGvXDk5OTvlX5Gu4uLigbdu2UCgUDAkEgCGBiIjyoNFo8PDhw1xh4OHDh9BoNACA0qVLw8fHB927d9eFAS8vLzYRU4G6dOkS5syZg5s3b6Jr166YMWMGypUrJ2pNCQkJ+OSTT2BjY/POo06zu3nzJu7cuYMZM2bkU4VvRi6XY8iQIfjnn39QtWrVQj02GR6GBCIiE5bVRJxzotC9e/d0TcSurq7w8fFB8+bNMXLkSF0gYBMxFaaHDx9i4cKFOHbsGGrXro0DBw6gfv36YpcFlUqFUaNGvdeo05wUCgVKlCiB5s2b50OFb65ly5ZwdXWFQqHA7NmzC/XYZHgYEoiITER0dHSuMBASEoLExEQA/zYR16pVC35+frq+ATYxkpji4+OxevVqbN26FW5ubli/fj26d+/+Xst58kv2Uae7du3Kl0lK6enp2L9/P+RyeaEv0bOwsEDPnj0RGBiIGTNmwMLColCPT4aFIYGIqIhJSkrKtUwoJCQEkZGRAABLS0vdTsTt2rXThYHSpUuziZgMhkql0o0RTUtLw4QJE/C///3vvZfy5KesUadff/01mjRpki+veebMGcTExEAul+fL670tuVyOLVu24Ny5c2jbtq0oNZBhYEggIjJSaWlpeTYRP336FMC/TcQymQwDBw7UhQE2EZMhEwQBp0+fxvz583H//n306dMHU6ZMgbu7u9il6Tl69CgWLFiAsWPHok+fPvn2ugqFAjVq1ECVKlXy7TXfRvXq1VGlShUoFAqGBBPHnxJERAZOo9Hg0aNHucLAgwcP9JqIZTIZunbtqgsDlSpVMqh3XYn+y+3btzFv3jycP38eH330ETZs2IDq1auLXVYu165dw9ixY9G1a1dMmTIl3143JiYGp0+fxqxZs/LtNd+FXC7HkiVLEBsbC2dnZ1FrIfEwJBARGYisJuKcYeDevXtITU0FkDGm0MfHB02bNsXw4cN1TcTFihUTuXqidxcZGYnly5dj9+7dKFeuHH744Qe0a9fOIJe/PXv2DEOGDEG1atXw9ddf52tvxIEDByAIAnr06JFvr/kuevXqhYULFyIoKAiDBw8WtRYSD0MCEZEIYmJi8mwiTkhIAADY2dlBJpOhRo0a8PX11WsiNsQTJ6J3kZqaii1btmDdunWQSqX46quv8Mknn8DS0lLs0vKUkJCAQYMG5duo05wUCgXatGkDV1fXfH3dt+Xm5oaWLVsiICCAIcGEMSQQERWgpKQk3L17Vy8M3LlzR6+JOGsn4jZt2ug1ERvC9BaigiAIAg4dOoRFixbhxYsX+OSTTzBhwgS4uLiIXdorqVQq/O9//0N4eDiCgoLy/UT+zp07uHHjBsaPH5+vr/uu5HI5/ve//yE0NBReXl5il0MiYEggIsoHaWlpuH//fq4wkL2J2NPTEz4+Pujfvz98fHzg4+ODChUqsImYTMq1a9cwZ84cXLlyBW3btsXOnTsN/iRUEATMnDkTv/76a76NOs1JoVDA2dkZrVq1yvfXfhdt27aFk5MTFAoFpk+fLnY5JAL+ZCIiegsajQaPHz/OFQayNxGXKlUKPj4+6NKli+7KgJeXF5uIyaSFhYVhyZIlCAwMRJUqVbB79240a9ZM7LLeyKZNm7Br1658HXWanVqtRmBgIHr27GkwS62srKzQvXt3BAQEYMqUKZBKpWKXRIWMIYGIKA+CIODFixe5mojv3r2rayJ2dnaGj48PmjRpgmHDhsHHxwfe3t5wdHQUuXoiw5GcnIwNGzbg22+/hYODA5YvX44+ffoYzUnnkSNHsGDBAowbNy5fR51md/78eURERIi2N8KryOVy/PjjjwgODi703Z9JfAwJRGTyYmJi9MJAViDIaiK2tbWFTCZDtWrV0KtXL93VATc3NzYRE72CRqOBQqHA0qVLER8fjxEjRmDs2LGwt7cXu7Q3du3aNYwbNw7dunXDF198UWDH8ff3h4+PD2rUqFFgx3gXH3zwAby8vKBQKBgSTBBDAhGZjOTkZL0m4qwwEBERAQCwsLDQNRG3bt1aFwbKlCnDJmKit3Dx4kXMnTsXt27dQvfu3TFjxgyUKVNG7LLeytOnTzF48GBUr14dq1atKrDvAXFxcThx4gSmTJlicG86SCQSyOVyrFq1ComJiXBwcBC7JCpEDAlEVOSkp6frNRFnhYEnT54AyPjBl9VE/PHHH+vCQIUKFWBhYSFy9UTG68GDB1iwYAGOHz+OOnXqICgoCPXq1RO7rLeWNerUzs4OP/zwA6ytrQvsWIcOHYJKpULPnj0L7Bjvo3fv3li6dCkOHz6Mfv36iV0OFSKGBCIyWhqNBk+ePMkVBh48eAC1Wg0AKFmyJHx8fNCpUyfIZDJUqVKFTcRE+SwuLg6rVq3Ctm3b4O7ujg0bNqB79+4G9874m8gadfry5UscPHiwwPcsUCgUaNGiBdzd3Qv0OO+qZMmSaNq0Kfz9/RkSTAxDAhEZPEEQEB4enmuiUPYmYicnJ1SpUgWNGjXCkCFDUKVKFTYRExUwlUqFHTt2YOXKlVCpVJg0aRJGjBhhtCE8+6jTn376qcBHs4aGhuLq1avYuHFjgR7nfcnlcowZMwaPHj2Cp6en2OVQIWFIICKDEhsbmysMhISEID4+HsC/TcRVq1ZFz549dfsNsImYqPAIgoBTp05h/vz5ePDgAfr164cvvvgCJUqUELu095J91Gnjxo0L/HgBAQFwdHREu3btCvxY76NDhw6wt7dHQEAAJk+eLHY5VEgYEohIFCkpKbom4tu3b+umC718+RLAv03EMpkMLVu21IUBNhETieuff/7B3LlzERwcjMaNG2Pjxo2oVq2a2GW9t8OHDxf4qNPstFot9u3bh65duxZoz0N+sLGxQdeuXREQEIDPP/+c34NNBEMCERWo9PR0PHjwIFcYePLkCQRBgEQiQfny5eHj44O+ffvq+gbYRExkWCIiIrB8+XLs2bMHnp6e2Lp1K9q2bVskruD9+eefGD9+PLp3716go06zu3jxIp4/f25weyO8ip+fH3bv3o3ffvsNjRo1ErscKgQMCUSUL7Rara6JOHsYuH//vq6J2MPDAz4+PujQoYPuykDlypWNdv0ykSlQKpXYsmUL1q1bBwsLC8yZMweDBg0qMiH+6dOnGDJkCKpXr46vv/660N4lVygUqFixIurWrVsox3tf9evXh6enJxQKBUOCiWBIIKK3IggCXr58mSsM3L17F0qlEkBGE7GPjw8aNmyIwYMH63YidnJyErd4InpjgiDg4MGDWLRoEcLDwzF48GBMmDABzs7OYpeWb+Lj4wtt1Gl2SUlJOHr0KMaNG2c0V2IkEgl8fX2xceNGLFy4ELa2tmKXRAWMIYGIXik2NhZ3797VGy8aEhKCuLg4ABnrVLP2GOjRowd8fHwgk8lQokQJo/nBR0S5Xb16FXPmzMGff/6Jdu3a4aeffkKlSpXELitfFfao0+yOHDmC1NRU9O7du9COmR98fX2xYsUKHD16FL6+vmKXQwWMIYGIkJKSgnv37uUKA+Hh4QAAc3NzXRNx8+bNUaVKFchkMpQtW5YNbERFyLNnz7B48WIcOHAAVatWxd69e9GkSROxy8p3giBgxowZ+O233wpl1GlOCoUCjRs3RunSpQv1uO+rbNmy+Oijj6BQKBgSTABDApEJUalUePDgQa4w8PjxY70mYplMBj8/P13fQIUKFWBpaSl2+URUQJKSkrB+/Xps3rwZDg4OWLFiBfz8/CCVSsUurUBs3LgRP/30E1atWlXo6+ufPHmCS5cuYc2aNYV63Pwil8sxadIkhIWFGV3IobfDkEBUBGm1Wjx9+jRXGLh//z5UKhWAjCZimUyGdu3a6TURc50pkenQaDTYu3cvli1bhsTERIwcORKfffYZ7O3txS6twBw+fBgLFy7E+PHj4efnV+jHDwgIgJ2dHTp16lTox84PnTt3xsyZMxEQEIDx48eLXQ4VIIYEIiMmCAIiIiJyhYGQkBC9JmKZTIYGDRpg0KBBuibiotR8SERvLzg4GHPnzsU///yDnj17Yvr06UX+neGsUac9evQotFGn2QmCgICAAHTp0sVo35Cxt7dHp06doFAojKrxmt4eQwKRkYiLi8Pdu3f1JgrduXNH10RsbW2tayLu1q2bronY3d2d38SJSOf+/fuYP38+Tp48ibp16+LQoUOoU6eO2GUVuKxRpzVq1MDKlStF+b54+fJlPH78GCtXriz0Y+cnPz8/7Nu3D1evXkW9evXELocKCEMCkYFRKpW4d+9erjCQvYm4UqVKkMlkaNasmS4MlCtXjk3ERPRKsbGxWLVqFX788Ud4eHjgm2++Qbdu3UziTYSsUaf29vb4/vvvRdvhWKFQoGzZsmjQoIEox88vjRo1QunSpeHv78+QUIQxJBCJRKVS4eHDh7nCQFYTMYBcTcQymQwVK1ZkEzERvbH09HRs374dq1atglqtxhdffIHhw4eLdqJc2FQqFUaOHImIiAgEBQUV6qjT7JRKJQ4dOoSRI0ca/Rs6ZmZm6N27N7Zt24a5c+dyQ8wiiiGBqIBlNRFnhYCsQBAaGqprInZ3d9drIpbJZKhcuTLs7OxErp6IjJUgCDh58iTmzZuHx48fo1+/fvjiiy/g5uYmdmmFRhAETJ8+Hb///rsoo06zO3bsGJKSkorM6FBfX1+sXbsWJ06cQPfu3cUuhwoAQwJRPslqIs4ZBkJCQpCSkgIAcHR0hEwmQ/369TFgwABdE7GLi4vI1RNRUXLz5k3MmzcPFy9eRNOmTfHdd9+hatWqYpdV6L755hvs3r0bq1evLvRRpzkpFAo0aNAA5cuXF7WO/FKpUiXUrVsXAQEBDAlFFEMC0TuIj4/PFQbu3LmD2NhYAP82EctkMnTp0kV3dcDDw8Mk1v8SkThevnyJ5cuXY8+ePahYsSJ+/PFHtG7d2iS/7xw6dAiLFi3ChAkTIJfLRa3l+fPnuHDhApYvXy5qHfnNz88P06dPR3h4ODw8PMQuh/IZQwLRa2Q1EecMAy9evACg30TcpEkTvSbioroJEREZHqVSie+++w7r16+HpaUl5s+fjwEDBsDCwkLs0kRx9epVTJgwAT169MDkyZPFLgeBgYGwsrJCly5dxC4lX3Xt2hVfffUV9u/fj9GjR4tdDuUzhgQAUKmAiAggNRVQqwFra6BYMYBz5E1GVhNxzjDw6NEjXRNxuXLl4OPjA19fX70mYisrK5GrJyJTJQgCDhw4gEWLFiEyMhKDBw/GhAkT4OTkJHZponny5Inoo06zEwQB/v7+6NSpExwcHEStJb85Ojqiffv2UCgUGDVqlOifa8pfphkS7t0DfvkFuHoV+P134ObNjKCQU4kSQIMGQL16Gb9atcoIEGS0tFotnj17lisM3L9/H+np6QCAEiVKwMfHB23atNGFAW9vbzYRE5FBuXLlCubMmYNr166hQ4cOmDlzJipWrCh2WaLKGnXq4OCAH374wSAmOF27dg3379/HggULxC6lQMjlcgwcOBB///03atasKXY5lI9MJySoVEBQELBuHXD+fMZtFhZ5h4MsERHAkSPA0aOARgM4OQEjRwKjRgEVKhRK2fRuBEFAZGRkrjBw9+5dJCcnAwCKFSsGHx8f1KtXDwMGDND1ELCJmIgM2dOnT7Fo0SIcPHgQ1apVg7+/Pxo3bix2WaLLGnUaGRmJoKAgg/lerlAo4OHhUWT/jZo1awZ3d3coFAqGhCKm6IcElQpYvRpYvhyIjASyrxN/XUDIotX+++e4OGDlyozXat8eWLYMqFEjvyumtxQfH4+7d+/qAsGdO3dyNRF7e3vrmoizwkDJkiV5aZSIjEZiYiLWr1+PzZs3w8nJCV9//TV8fX3Z/wT9Uae7d+8WddRpdqmpqTh48CAGDBhQZP+dzM3N0atXL+zZswezZs3iPj5FSNEOCX//DQwcCNy4AWSuK4dG836vmfX8kyeBOnWAOXOAKVMyrkpQgVIqlQgNDdW7OnD79m1dE7FUKtU1EQ8bNky3VKh8+fJF9pszERV9Go0Ge/bswbJly5CUlITRo0fj008/5RLIbDZs2KAbdfrRRx+JXY7OyZMnERcXJ/p0pYIml8uxceNGnD59Gh07dhS7HMonRTMkqNXA0qUZJ/CC8G9AyE9ZYWHWLEChAHbs4FWFfKJWq1/ZRKzNvLJTrlw5yGQy9O7dWxcGKlWqxCZiIipSzp8/j3nz5uH27dvo1asXpk2bhtKlS4tdlkE5dOgQFi9ejIkTJxrcybhCoUDt2rUN5spGQZHJZKhZsyYUCgVDQhFS9EJCairg65vRR1AQ4SAnQchofP7ww4yeh3btCv6YRYRWq0VYWFiuMBAaGqrXRCyTydCqVStdGJDJZHwHjYiKtNDQUMyfPx+nTp1C/fr1cfjwYdSuXVvssgzO1atXMX78ePTs2ROTJk0Suxw9kZGROHfuHObPny92KYXCz88Pc+bMQXR0NFxdXcUuh/JB0QoJKSlAx45AcHDhBIQsGk3G8Tp3BgICAO48qEcQBERFReUKAyEhIXpNxDKZDHXq1MHHH3+sCwP8RkNEpiQmJgarVq3C9u3bUbJkSWzatAldunRh/1Qeskad1qpVCytWrDC4z1FgYCCkUim6desmdimFonv37pg7dy7279+P4cOHi10O5YOiExLS04HevTMCQvZm48Ki1WYEBV9f4PjxjHGpJighIUEXBLJ6BkJCQhATEwMgo4m4cuXKkMlk6NSpky4MlCpVyuC+wRMRFZb09HRs27YNq1evhkajwZQpUzBs2DCDGOFpiOLi4jBw4EA4ODjg+++/N7jPkyAIUCgUaNeuHZxNZM8lFxcXtGnTBgqFgiGhiCg6IWHKFODECXECQhZByDh+167AP/8A5cuLV0sBUyqVuH//fq6JQs+fPweQ0URcsWJFyGQyDB06VBcGPD092URMRJRJEAQcP34c8+fPx5MnT9C/f39MnjwZxYsXF7s0g5Weno6RI0ciKioKBw8eNJhRp9ndunULt2/fxrRp08QupVDJ5XIMHToUt2/fRpUqVcQuh95T0QgJ588Da9aIXUUGrTbjqsbQocCpU4CRvzuuVqvx6NGjXGEgexNx2bJlIZPJ0KtXL10Y8PLyYhMxEdFr3Lx5E3PmzMGlS5fQvHlzfP/99/Dx8RG7LIOWNer08uXL2LNnDypVqiR2SXny9/eHm5sbWrRoIXYphaply5ZwcXGBQqHAV199JXY59J6MPyQkJwODBmXsf/C+403zi1oNnDkDbN6csfmaERAEQa+JOCsMZG8idnNzg0wmQ8uWLfWaiO3t7UWunojIeLx8+RJLly6Fv78/vLy8sGPHDrRs2ZJLLt/A+vXrsWfPHqxZswYNGzYUu5w8qVQqHDhwAL1794a5ufGfZr0NS0tL9OzZE4GBgZgxY4bJffxFjfH/6335JfD0qbjLjF5lwgSgQwegXDmxK9GTs4n49u3buHv3LpKSkgAADg4OkMlkqF27Nvr16weZTAYfHx82ERMRvQelUolNmzbhm2++gZWVFRYsWID+/fvDgvvsvJGDBw9iyZIlmDhxInx9fcUu55XOnj2L6OhogxvHWlj8/Pzw/fff49y5c2jTpo3Y5dB7MO6QEBEBrF9vmAEByFh2tHo18PXXohw+MTExzybi6OhoAICVlZWuibhjx466MMAmYiKi/KPVanHgwAEsWrQIUVFRGDp0KMaPHw9HR0exSzMaV65cwYQJEwxy1GlO/v7+qF69OqpWrSp2KaKoVq0aqlSpAoVCwZBg5Iw7JPzwg+EGBCBj+dOWLcCCBYCtbYEdJjU1FaGhoXrLhEJCQhAWFgYAMDMz0zURDx48WBcGypcvz0uBREQF6I8//sDcuXNx7do1dOrUCTNmzECFChXELsuoPH78GEOHDkWtWrWwcuVKg34TKyYmBqdOncKXX34pdimikUgk8PX1xdKlSxEXFwcnJyexS6J3ZLxniBoNsH49rkulUDg44FdLSzyVSuGs1aKOSoUpCQmolKNHQQtgh60tdtrZ4YG5OawFAVVVKsyJj0c1tVrvcZvs7bHd1hYRUikqqtUYk5SEHkql3utds7CAv60trllY4LaFBdQSCcIyp/voJCYCe/ZkNDLnoFAosHfvXmzbtu2N1vVnNRHnvDLw8OFDXRNxmTJlIJPJ0KNHD10YqFSpksGNhyMiKsqePHmChQsX4vDhw6hRowYCAgLw0UcfiV2W0YmLi8OgQYN0o04NfSBGUFAQBEFAz549xS5FVL169cKiRYtw8OBBDBo0SOxy6B0Zb0g4dgwIC8MGZ2dcsbREF6USVdRqRJiZYZudHTq4ueFQVBR8sp38f+7khP02NvBNScGQ5GSkSCS4aWGBaKk0o9k401IHB6x3cED/5GTUUqlw3Noanzk7QyII6J6aqnvcGWtr7La1RRWVCuU0GjzI6115M7OMyUvZQkJycjKmTZuGwMBAAMDff/+t98NDEAQ8f/5cd0UgKwyEhoYiLS0NAFC8eHHIZDK0aNECo0aNgkwmg7e3NxwcHPLtU0xERG8nMTER69atw+bNm+Hi4oJVq1bB19cXZmZmYpdmdIxh1GlOCoUCrVq1MvkevhIlSqBFixbw9/dnSDBixh0SzM0xMikJG1QqWGa7q5tSiTYlSmCDvT3WxcUBAA5aW0Nha4stMTHomO1EP6cXZmb41t4eg5OTsTA+HgDwcUoKeru6Yr6jI7qkpiJryv+g5GR8mpgIGwAzHR3zDglaLXDjRkb/RIkSuHnzJkaMGIFnz54ByLgsd/ToUdy+fVtvqVBWE7G9vT1kMhk++OAD9OnTRzdViDO0iYgMh1qtxu7du7F8+XIkJydjzJgxGD16NGwLcKlpUSYIAqZNm2bwo06zCwkJwV9//YUtW7aIXYpBkMvlGDVqFEJDQ+Hl5SV2OfQOjDck/PYboFajfh53VdRo4K1S4V62k/bv7O1ROz0dHVNToQWQKpHAVhByPfe4tTVUEgk+SU7W3SYBMCglBZ85O+OqpSU+zBoJ+hb9EMKVK1h07Ro2bdoEQRAgZB5bEAT88MMPsLKygpeXF2QyGdq3bw8fHx82ERMRGYFffvkF8+bNw507d+Dr64upU6eiVKlSYpdl1NavX4+9e/di7dq1BjvqNCeFQgFnZ2e0bt1a7FIMQtu2beHo6AiFQoHp06eLXQ69A+MMCSoV8Pffr7xbABAplUKmUgEAEiUSXLewwCcpKVjs4ICtdnZINjNDObUa0xMS0C3blYVbFhaw1WpROdvyIwD4IDMY3LSw0IWENyaV4sn+/fjm6NE8765atSqOHTvGJmIiIiNy7949zJs3D2fOnMGHH36Io0ePolatWmKXZfSCgoKwZMkSfP755+jdu7fY5bwRtVqNwMBA9OjRA5aWlv/9BBNgbW2Nbt26Yd++fZgyZQqkUul/P4kMinEukvznn4yg8AqBNjYIl0rRLbPR+LFUCkEiQZC1Nfba2mJmQgLWx8bCVavFp87OOJutEeqlVAo3rRY537t3z7xq8PJd1pUKAspHRuK7777DsGHDULZsWQDQrVF99OgRv3iIiIxETEwMZs6cidatWyM0NBTfffcdAgMDGRDywZUrVzBx4kT06tULn3/+udjlvLELFy7g5cuXJrs3wqv4+fnhxYsXuHjxotil0Dswzreu79595V2h5uaY6eiIuunpkGeGhOTMk/FYqRSHIiNRJzNgtEtNRcMSJbDG3h4tMxuCUyUSWOaxDMkq8zbluyz90WqBW7fQuXNndO7cGfPmzUNoaChOnTqFY8eOITo6GlqtlkGBiMiApaWlYevWrVizZg0EQcCMGTMwZMgQg5+4YyweP36MIUOG4IMPPsCKFSuMaqmtQqGATCZDzZo1xS7FoNSuXRuVKlWCQqFAs2bNxC6H3pJxXklIScnz5ggzMwxycYGDVovvYmJ0DcbWmSf45dRqXUAAADtBQNu0NFy3tIQ622PT8/jGlJZ5m00eAeJdavby8sKoUaMQFBSE4OBgBgQiIgMlCAKOHj2KVq1aYeHChejRowcuXryIUaNGMSDkk7i4OAwcOBCOjo7YsmWLUX1e4+Pj8fPPP0MulxtVsCkMEokEcrkcR48eRWJiotjl0FsyzpCQR09AgkSCAa6uiDczw66YGHhkayp2z9wvoXgejcbFNRqoJBKkZH5hu2s0iDAzQ84okLXMyP1dN2972z4GIiIS3d9//w25XI4RI0agQoUKOHXqFBYvXmzyIy7zU3p6OkaMGIHo6Ghs377dKEadZnfo0CGoVCr06tVL7FIMUu/evZGWloYjR46IXQq9JeMMCTmaglIBDHZxwQOpFD9GR8M7R9Oxh1aLEhoNwvPoJwiXSmEtCLDPvEJQTaWC0sxMbzISAFzLPGa11/RCvE3NRERkuMLDwzFhwgR07NgR0dHR2LlzJ3bu3AmZTCZ2aUWKIAiYOnUqrly5gh9++AEVK1YUu6S3plAo0Lx5c7i7u4tdikEqVaoUmjZtCn9/f7FLobdknCEh29xpDYDRmaNJv42NRb1XnMR3VSrx3Nwc57NdwowxM8MJa2s0SkvTfSLapabCQhDwo52d7nECMnZq9tBoUO9drwhwVjYRkcFTKpVYtWoVmjRpgtOnT2PhwoU4efIkWrZsKXZpRdK6devg7++PFStWoEGDBmKX89YePHiAK1eusGH5P8jlcvz+++94/Pix2KXQWzDOxmVvb90f5xYrhhM2Nmibmoo4MzPss7HRe2jvzOblsUlJOGxjgxHOzhiZnAwHrRY77OygAjAtIUH3+FJaLYYnJ2OjvT1UAD5QqfCztTV+t7LC+thYZO8ceCaVIiDzeH9ZWAAAVtvbAwDKaDTwzTw2zMyAatXy93NARET5RqvVIjAwEIsXL0ZMTAyGDRuGsWPHwtHRUezSiqygoCAsXboUkyZNMppRpzkpFAoUK1YM7dq1E7sUg9axY0fY29sjICAAkyZNErscekPGGRKqVs1YvpOejn8yT85PWlvjpLV1rodmhQQ3rRb7o6Iwv1gxbM4MB3VVKqyLjUW1HMuTZiQkwFGrxU5bWyhsbVFBrca62Fj0zDrpz/REKsXyYsX0bsv6+0dpaf+GBIkEqJ/Xtm9ERCS233//HXPnzsVff/2Fzp07Y8aMGfD09BS7rCLtjz/+0I06nThxotjlvBOtVot9+/aha9eusMnxBiXps7GxQZcuXRAQEICJEyfqRsCTYTPOkGBhAdSoAVy9ioDo6Dd+WnmNBltiY//zcWbIuPIwNinptY9rlJ6OsOfP//vAGg1Qt+4bVklERIXh8ePHWLBggW4TtMDAQKNc8mJsHj16hKFDhxrlqNPsfv31V4SFhXGp0Rvy8/PDnj17cPnyZaPZRdvUGW+Ua9AgIywYC4YEIiKDkJCQgAULFqBFixb4888/sWbNGhw+fJgBoRDExcVh0KBBRjnqNCeFQoEKFSqgXr16YpdiFD788EOUL1+eDcxGxHhDQqdOr9112WCYmQG1agFubmJXQkRk0tRqNX788Uc0btwY27Ztw7hx43DhwgX4+vpy+UMhSE9Px/Dhw4121Gl2SUlJOHLkCPdGeAsSiQS+vr44fPgwUl6x3xUZFuP9rtihA1CmjNhV/DetFhg/XuwqiIhM2rlz59CuXTvMmDEDrVu3xoULFzBx4kTYcvJcocgadXr16lWjHXWa3ZEjR5CamgpfX1+xSzEqvr6+SE5OxrFjx8Quhd6A8YYEqRQYMybjnXpDVqwY0KeP2FUQEZmku3fvYsCAAejfvz+cnZ1x7NgxrF69GiVLlhS7NJOydu1a+Pv7Y+XKlUViWZdCoUCjRo1QunRpsUsxKuXKlUPDhg2hUCjELoXegIGfYf+HoUMNOyRIpcDw4dwjgYiokEVHR2P69Olo06YNHj58iC1btiAgIAA1a9YUuzSTc+DAASxbtgyTJ08uErsSP336FJcuXWLD8jvy8/NDcHAwwsLCxC6F/oMBn2G/ATc3YOxYww0KVlbAhAliV0FEZDLS0tKwceNGNG7cGAcOHMCMGTNw5swZdOzYkWvHRfDHH3/g888/R+/evTGhiPw8DAgIgJ2dHTp37ix2KUapc+fOsLa2xr59+8Quhf6DgZ5dv4UFC4By5TLetTc0q1cDZcuKXQURUZEnCAKOHDmCli1bYvHixejduzcuXryIUaNGGfUEHWOWNeq0du3aWL58eZEIaYIgICAgAJ07d2Y/yzuyt7dHx44doVAoIAiC2OXQaxh/SLC1BXbsyGgQNhTm5kCbNhlLjYiIqED99ddf6N27N0aOHIlKlSrh1KlTWLhwoVFPzzF2sbGxulGnmzdvLjJB7Y8//sCjR4+41Og9yeVyPHjwAH/++afYpdBrGH9IAIAmTTKW9RjCuxRmZhnLjL7/3jDqISIqop4/f47x48ejU6dOiIuLw08//YQdO3bA29tb7NJMWnp6OkaMGIGYmBjs2LGjSIU1hUKBMmXKcDOw99S4cWOUKlWKeyYYuKIREgBg6dKMsahi9idIJBnLng4dylgCRURE+S4lJQUrV65E06ZNcfbsWSxZsgQnTpxA8+bNxS7N5AmCgClTpuhGnVaoUEHskvKNUqnEoUOHuK9GPpBKpejduzcOHTqE1NRUscuhVyg6/8stLIB9+4BmzcQJCmZmGQFh3z6gZcvCPz4RURGn1Wrh7++Ppk2bYv369Rg2bBiCg4MxcOBAmJubi10eAVizZg0UCgW+/vprfPjhh2KXk69+/vlnJCYmcqlRPvH19UV8fDxOnDghdin0CkUnJACAjQ1w7BjQuXPhLvUxNwcsLTOO3bVr4R2XiMhE/Pbbb+jUqRMmTpyI+vXr45dffsGMGTNQrFgxsUujTAcOHMDy5csxefJk9OzZU+xy8p1CocCHH34IT09PsUspEry8vFCnTh3umWDAilZIAABrayAwEFi0KOPkvaDfXZJIgBo1gCtXMpqViYgo3zx69AgjRoxA7969IZVKceDAAWzatAnluKTToPzxxx+YOHFikRp1mt2LFy9w4cIFXkXIZ3K5HL/88gtevnwpdimUh6IXEoCMYDBtGnD9esYJfEFcVZBKM46zcCFw+TJQrVr+H4OIyETFx8dj3rx5aNGiBa5du4Z169bh0KFDqF+/vtilUQ4PHz7EkCFDUKdOnSIz6jSnwMBAWFpaokuXLmKXUqR069YN5ubm2L9/v9ilUB6KZkjIUq1axgn88uWAu3vGbe+7n4JUmhE62rcHrl0Dpk8v+KsVREQmQq1WY9u2bWjcuDG2b9+O8ePH48KFC+jVqxebRQ1Q1qhTZ2dnbNmypciMOs1OEAT4+/ujY8eOXN6Wz5ycnNCuXTvumWCgiv53XHNzYNIk4NmzjGVIzZr9e5+FxX8/P6shGQCcnYEpU4AHD4AjR4Dq1QumZiIiE3TmzBm0adMGX375Jdq1a4fg4GBMnDgRNjY2YpdGecgadRobG4vt27fD2dlZ7JIKxPXr1xEaGsqlRgVELpfjzp07uHnzptilUA6m8xa4uTnQs2fGr9BQ4MIF4OpV4PffgRs3gPT03M8pWRJo0ACoVy/jV4sWGXsgEBFRvrlz5w7mz5+Pc+fO4aOPPsL69etRnW/CGDRBEPDFF1/g6tWr2Lt3b5EadZqTQqGAh4cHmjRpInYpRVLz5s1RokQJKBQK1KhRQ+xyKBvTCQnZeXll/BoyJOPvajUQFQWkpgIqVcaUJAcHwNFR3DqJiIqwqKgoLF++HD/99BPKlSuH77//Hu3bty+Sa9qLmtWrVyMgIAAbNmwocqNOs0tLS0NQUBD69+8P6fsuV6Y8mZubo1evXti7dy++/PJLWFpail0SZSr6y43ehLk54OEBeHoClSsDZcowIBARFZDU1FR88803aNKkCQ4dOoRZs2bh7Nmz6NChAwOCEdi/fz9WrFiByZMno0ePHmKXU6BOnTqFuLg4LjUqYHK5HLGxsThz5ozYpVA2DAlERFQoBEHAoUOH0LJlSyxZsgRyuRzBwcEYOXIk3z00EpcvX8bnn38OX1/fIjnqNCd/f3/Url0blStXFruUIs3Hxwc1atTgngkGhiGBiIgK3PXr19GzZ0+MGjUKlStXxpkzZzB//ny4uLiIXRq9oYcPH2Lo0KGoW7dukR11ml1kZCTOnj0LX19fsUsxCXK5HKdOnUJ0dLTYpVAmhgQiIiowz58/x9ixY9G5c2ckJSVh9+7d2L59O7y8vMQujd5C9lGnmzdvNokrP/v374dUKkX37t3FLsUkZC1dO3DggKh10L8YEoiIKN8lJydj+fLlaNq0Kc6fP49ly5bh+PHjaJZ9DDUZhbS0NAwfPhyxsbHYsWNHkR11mpNCoUCbNm1M5uMVm6urK9q0acMlRwaEIYGIiPKNVqvF3r170bRpU2zcuBHDhw9HcHAwp8MYqaxRp3/++Se2bt0KT09PsUsqFDdv3sQ///wDPz8/sUsxKXK5HH///Tfu3LkjdikEhgQiIsonv/76Kzp27IjPP/8cDRo0wC+//ILp06fDwcFB7NLoHa1evRr79u3DqlWrUL9+fbHLKTQKhQLFixdHixYtxC7FpLRq1QrOzs68mmAgGBKIiOi9PHz4EMOGDYNcLoeFhQWCgoKwceNGlC1bVuzS6D1kjTr94osvivyo0+xUKhX279+Pnj17wsLCQuxyTIqlpSV69uyJwMBAqNVqscsxeQwJRET0TuLi4jBnzhy0bNkSN27cwPr163Hw4EHUq1dP7NLoPWWNOpXL5Rg/frzY5RSqs2fPIjo6mnsjiEQulyMiIgK//PKL2KWYPNPccZmIiN6ZSqXCzp07sXLlSqSlpWHixIkYOXIkbGxsxC6N8kH2UafLli0r8qNOc1IoFKhWrRqqVasmdikmqUaNGvDx8YFCoUDr1q3FLsek8UoCERG9EUEQcOrUKbRp0wazZs1Chw4dEBwcjPHjxzMgFBExMTEYOHCgSY06zS4mJgYnT57kVQQRSSQSyOVynDhxAnFxcWKXY9IYEoiI6D/dvn0b/fr1wyeffAJ3d3ccP34cK1asgLu7u9ilUT5JS0vDiBEjEB8fb1KjTrM7ePAgBEFAz549xS7FpPXs2RMqlQqHDh0SuxSTxpBARESvFBkZiSlTpqBdu3Z49uwZtm7dir1793IpRhEjCAImT56Ma9eu4YcffjCZUac5KRQKtGzZEsWLFxe7FJPm7u6OFi1awN/fX+xSTBpDAhER5ZKamor169ejSZMmOHLkCGbPno0zZ86gXbt2JrdG3RSsXr0agYGBJjfqNLu7d+/i+vXr3BvBQMjlcvz5558IDQ0VuxSTxZBAREQ6giAgKCgIzZs3x/Lly9GnTx8EBwdj+PDhJrc+3VQEBgZixYoVmDJlCrp37y52OaJRKBRwcnJis6yBaNeuHRwdHREQECB2KSaLIYGIiAAA165dQ48ePfDpp5+iatWqOH36NObNm2eSa9NNxe+//45JkyZBLpdj3LhxYpcjGo1Gg8DAQPTo0QNWVlZil0MArK2t0bVrVwQEBECj0YhdjkliSCAiMnFhYWEYM2YMunTpguTkZOzZswdbt26Fl5eX2KVRAXrw4IFJjzrN7sKFCwgPD+dUIwMjl8vx4sULXLx4UexSTBJDAhGRiUpOTsbSpUvRrFkzBAcHY8WKFTh+/DiaNm0qdmlUwGJiYjBo0CC4urpiy5YtJr+UTKFQoHLlyqhVq5bYpVA2devWRYUKFaBQKMQuxSRxMzUiIhOj0Wjg7++PZcuWIT4+HiNHjsSYMWNgb28vdmlUCNLS0jB8+HDEx8fj0KFDcHJyErskUSUkJODnn3/GpEmTTPpqiiGSSCTw8/PD2rVrkZSUxO9RhYxXEoiITMjFixfRsWNHTJ48GY0aNcL58+cxbdo0/vA1EVmjTq9fv27So06zO3ToENLT09GrVy+xS6E89O7dG6mpqThy5IjYpZgchgQiIhNw//59DBkyBH5+frCyssLBgwexYcMGlClTRuzSqBCtWrXK5Eed5qRQKNCsWTN4eHiIXQrloXTp0mjcuDGXHImAIYGIqAiLjY3F7Nmz0apVK9y6dQvffPMNDh48iLp164pdGhWyffv2YeXKlSY/6jS7hw8f4o8//mDDsoGTy+W4dOkSnjx5InYpJoUhgYioCFKpVPj+++/RpEkT7N69G5MnT8Yvv/yC7t27c921Cfrtt98wefJk+Pn5mfSo05wCAgLg4OCA9u3bi10KvUanTp1gZ2fHPRMKGUMCEVERIggCTpw4gVatWmHOnDno3LkzLl68iLFjx8LGxkbs8kgEDx48wLBhw1CvXj0sXbqUITGTVquFQqFAt27d+LVh4GxtbdGlSxcEBARAEASxyzEZDAlEREXErVu30LdvXwwZMgSlSpXC8ePHsWzZMri5uYldGokkJiYGAwcOhKurKzZv3mzyo06zu3TpEsLCwrjUyEjI5XI8fvwYly9fFrsUk8GQQERk5CIiIvDFF1+gffv2ePHiBbZt24Y9e/agatWqYpdGIkpLS8OwYcOQmJiIHTt2mPyo05wUCgU8PT1Rr149sUuhN9CgQQOULVsW/v7+YpdiMhgSiIiMlFKpxNq1a9GkSRMcPXoU8+bNw+nTp9G2bVsuKTFxWaNO//rrL/zwww8oX7682CUZlOTkZBw5cgS+vr78WjESZmZm8PX1xeHDh6FUKsUuxyQwJBARGRlBEBAUFITmzZtj5cqV+PjjjxEcHIyhQ4fCwsJC7PLIAHz99de6Uad8pzy3I0eOICUlhUuNjIyvry+SkpJw7NgxsUsxCQwJRERG5OrVq+jWrRs+/fRTVK9eHWfPnsWcOXPg7OwsdmlkIPbt24evv/4aU6dO5ajTV1AoFGjUqBH3CTEynp6eaNCgAfdMKCQMCURERuDZs2f49NNP0a1bN6SlpcHf3x8//PADKlasKHZpZEB+++03TJo0CX369MHYsWPFLscgPXv2DL/++iuvIhgpuVyOCxcuICwsTOxSijyGBCIiA5aUlITFixejWbNmuHTpElauXIljx46hcePGYpdGBub+/fsYNmwY6tevjyVLlnCt/SsEBATA1tYWnTt3FrsUegddunSBlZUVAgMDxS6lyGNIICIyQBqNBj/99BOaNGmCLVu2YNSoUQgODkbfvn0hlUrFLo8MTExMDAYNGoTixYtz1OlrCIIAhUKBzp07w87OTuxy6B04ODigU6dOUCgU3DOhgDEkEBEZmAsXLqB9+/b44osv0LRpU5w/fx5TpkzhSQ3lKfuo0+3bt3PU6WtcuXIFjx494lIjIyeXy3H//n1cu3ZN7FKKNIYEIiIDERoaisGDB6Nv376ws7PDoUOHsG7dOpQuXVrs0shACYKASZMmcdTpG1IoFChTpgw++ugjsUuh99C4cWN4eHiwgbmAMSQQEYksNjYWX331FVq3bo07d+5g48aNOHDgAOrUqSN2aWTgvv76a+zfvx+rV6/mqNP/oFQqcfDgQfTu3RtmZjz9MWZSqRS+vr4ICgpCamqq2OUUWfwqISISSXp6OjZv3owmTZpg7969mDJlCs6dO4du3bqx6ZT+k0KhwNdff41p06ahW7duYpdj8E6cOIHExEQuNSoi5HI54uPjcfLkSbFLKbIYEoiICpkgCDh+/DhatWqFefPmoUuXLggODsZnn30Ga2trscsjI3Dp0iV88cUX6Nu3L8aMGSN2OUbB398f9evXR4UKFcQuhfKBl5cXateuzSVHBYghgYioEN28eRN+fn4YOnQoypYtixMnTmDp0qVwc3MTuzQyEqGhoRg+fDg+/PBDLF68mFed3kB4eDjOnz/PqwhFjFwux7lz5xARESF2KUUSQwIRUSF4+fIlJk2ahA4dOiAiIgLbt2/HTz/9hCpVqohdGhmRmJgYfPLJJ3Bzc+Oo07cQGBgIS0tLdO3aVexSKB9169YNUqmUeyYUEIYEIqICpFQqsWbNGjRp0gTHjx/HggULcOrUKbRu3ZrvANNbSU1NxdChQ3WjTh0dHcUuyShk7Y3Qvn17FCtWTOxyKB85Ozujbdu2CAgI4J4JBYAhgYioAAiCgP3796NZs2ZYtWoVBgwYgODgYAwePBgWFhZil0dGRhAETJ48GX///Te2bt2KcuXKiV2S0fjrr79w9+5d+Pn5iV0KFQA/Pz/cvn0bt27dEruUIochgYgon/3xxx/o2rUrxowZg1q1auHs2bOYPXs2N7mid7Zy5UrdqNO6deuKXY5RUSgU8PDwQNOmTcUuhQpAixYt4ObmBn9/f7FLKXIYEoiI8snTp08xatQo9OjRAyqVCgqFAlu2bOE0FXovCoUCq1atwvTp07mm/i2lpaXhwIED6NWrF6RSqdjlUAEwNzdHz549sX//fqSnp4tdTpHCkEBE9J4SExOxePFiNG/eHJcvX8bXX3+NY8eOoVGjRmKXRkYua9Rpv3798Nlnn4ldjtE5ffo04uLiONWoiJPL5YiJicHZs2fFLqVIYUggInpHGo0GO3fuRJMmTbBlyxZ8+umnuHDhAvr06cMdXem9ZY06bdCgAUedviN/f3988MEH8Pb2FrsUKkBVq1ZFtWrVuGdCPuNPMSKid3D+/Hm0b98eU6dORfPmzXH+/HlMnjwZdnZ2YpdGRUD2Uaffffcdm93fQVRUFM6ePcurCCbCz88Pp06dQkxMjNilFBkMCUREb+HevXsYNGgQ+vXrBwcHBxw5cgRr165F6dKlxS6NigiOOs0f+/fvh0QiQbdu3cQuhQpBz549IQgCDhw4IHYpRQZDAhHRG4iJicGXX36J1q1b4969e/j2228RGBiIDz74QOzSqAgRBAGTJk3iqNN8oFAo0LZtW7i4uIhdChUCV1dXtGrVikuO8hFDAhHRa6Snp+Pbb79FkyZNEBAQgOnTp+Ps2bPo0qUL14hTvluxYgUOHDjAUafv6datW7h16xaXGpkYuVyOGzduICQkROxSigSGBCKiPAiCgGPHjqFly5ZYsGABunXrhuDgYIwePRrW1tZil0dFkL+/P1avXs1Rp/lAoVDA1dUVLVu2FLsUKkStW7eGk5MTrybkE4YEIqIcbt68CblcjuHDh8PT0xOnTp3CkiVLULx4cbFLoyLq119/xZQpUzjqNB+oVCrs378fPXv2ZMO3ibGyskLPnj0RGBgItVotdjlGjyGBiChTeHg4Jk6ciA4dOiA6Oho7d+7Erl27IJPJxC6NirDQ0FCMGDGCo07zyblz5xAVFcWlRiZKLpfj5cuXOH/+vNilGD2GBCIyeUqlEqtWrULTpk1x6tQpLFiwACdPnuRSBSpw0dHRGDRoEEed5iOFQoEqVaqgevXqYpdCIqhZsya8vb255CgfMCQQkcnSarXYt28fmjZtijVr1mDQoEEIDg7G4MGDYW5uLnZ5VMRljTpNTk7mqNN8Ehsbi5MnT8LPz0/sUkgkEokEcrkcx48fR3x8vNjlGDWGBCIySZcvX0bXrl0xbtw41K5dG+fOncOsWbN4okaFQqvV4vPPP8fNmzc56jQfBQUFQaPRoGfPnmKXQiLq1asXVCoVDh06JHYpRo0hgYhMypMnT/C///0PPXv21F1J2Lx5Mzw9PcUujUzIihUrEBQUhDVr1qBOnTpil1NkBAQEoGXLlnBzcxO7FBKRh4cHmjdvDn9/f7FLMWoMCURkEhISErBw4UI0b94cV65cwerVq3HkyBE0bNhQ7NLIxPj7+2PNmjWYMWMGunTpInY5RUZoaCiuXbvGhmUCkNHAfPXqVdy/f1/sUowWQwIRFWlqtRrbt29HkyZNsHXrVowdOxYXLlyAXC6HmRm/BVLhyhp1+vHHH+PTTz8Vu5wiRaFQwMnJCW3bthW7FDIA7dq1Q7FixRAQECB2KUaLnXlEVGSdO3cO8+bNQ0hICORyOaZOnYqSJUuKXRaZqNDQUAwfPhwNGzbEokWLOOo0H2k0GgQEBKB79+6wsrISuxwyADY2NujatSsUCgWqV68OhUIBGxsbbNy4UezSjAZDAhEVOXfv3sX8+fNx5swZNGjQAMeOHUPNmjXFLotMWNaoU3d3d3z77bccdZrPgoODER4ezqVGBAAQBAF///03YmNj8eLFC4wcORIA2Hv2lhgSiKjIiImJwYoVK7Bz506UKVMGmzdvRseOHfmOLYkq+6jTvXv3coJWAVAoFPDy8sIHH3wgdilkAFavXo0VK1ZAKpXq3V66dGmRKjJOXJBLREYvLS0NmzZtQuPGjREYGIgZM2bg7Nmz6NSpEwMCiUqr1WLixIm6Uadly5YVu6QiJyEhAceOHYOfnx+/3gkA0LRpU9ja2kIQBN1tUqmUIeEtMSQQkdESBAFHjx5Fq1atsGjRIvTs2RMXL17EqFGjuC6ZDMLy5ctx8OBBjjotQIcPH0Z6ejp69eoldilkIOrVq4fAwEA4ODjoBlQIggAPDw+RKzMuDAlEZJRu3LgBX19fjBgxAhUrVsSpU6ewaNEiuLq6il0aEQBg7969WLt2LWbOnMlRpwVIoVCgadOmHEpAemrUqIGDBw+iePHiADKu6vH/yNthTwIRGZUXL15g6dKlCAgIgLe3N3bt2oUWLVqIXRaRnosXL+pGnY4ePVrscoqsR48e4fLly1i/fr3YpZAB8vLywqFDh9CxY0fExMT8e4VZpQJu3QKuXgX+/htISABSUwFzc8DaGihXDqhbN+NXiRLifhAiYkggIqOQkpKCTZs24ZtvvoGtrS0WLVqEjz/+GObm/DZGhiU0NBQjRozARx99xFGnBSwgIAD29vbo0KGD2KWQgSpTpgyOHTuGqSNGoOPt2xkn/n//nREUAMDCAhCEjF8AIJFk/Fmjyfi7uzvQujUwahTQpEnG/SaCP12JyKBptVrs27cPS5YsQUxMDIYPH46xY8eiWLFiYpdGlEt0dDQGDhwId3d3fPfddxx1WoC0Wi0UCgW6desGGxsbscshQ3XlCsps2IBdZ84Ax4//GwayZIWFV3n5EvD3B376CfDxAcaNAwYMABwcCq5mA8GeBCIyWL///js6d+6MCRMmoF69ejh37hxmzpzJgEAGKTU1FUOGDEFKSgq2b9/O/6cF7LfffsOzZ8+4NwLlLToa+PhjoH59YOdOID09d0B4U2p1xu8hIcBnnwEVKgBBQflXq4FiSCAig/P48WOMGDECvXr1gkQiwf79+/Htt9+ifPnyYpdGlKesUae3bt3Ctm3bOOq0ECgUCnh6eqJ+/fpil0KG5sABQCbLuAIA/HuS/76yliXFxgI9egD9+wMxMfnz2gaIIYGIDEZCQgLmz5+PFi1a4Nq1a1i7di0OHz6MDz/8UOzSiF4ra9Tp2rVrUbt2bbHLKfJSUlJw5MgR+Pr6sueD/pWWBnzyCdCzZ8bJe1ZfQX7TajN+37sX8PYGzp8vmOOIjD0JRCQ6tVqNnTt3YuXKlVAqlRg3bhxGjRrFdcZkFLJGnX755Zfo3Lmz2OWYhKNHjyI5ORm+vr5il0KGIjk54939M2cy/v6uS4vehkaTcVWhbVsgMBAoYl//DAlEJKozZ85g3rx5CA0NhVwux9SpU7nhDRmN4OBgTJkyBf3798eoUaPELsdk+Pv746OPPuKyLsqQmgp06ZLxjn7Wu/yFRavNaH7u0QM4fBho375wj1+AuNyIiEQREhKC/v37Y+DAgShevDiOHTuGVatWMSCQ0bh37x5GjhyJRo0aYeHChVz2UkjCwsLw66+/smGZMggC0K+fOAEhew1aLdC9O/D77+LUUAB4JYGIClV0dDSWL1+OXbt2oVy5cvj+++/Rvn17nmCRUYmKisKgQYPg4eGBb7/9lqNOC1FAQACsra25tIsybN6c0agsNq02o0G6b9+MjdpsbcWu6L0xJBBRoUhLS8MPP/yANWvWwMzMDLNmzcLgwYNhaWkpdmlEb0WpVGLo0KFQKpXw9/fnqNNCJAgCFAoFOnXqBHt7e7HLIbE9fgxMmCB2Ff/SaIAnT4CZM4FVq8Su5r1xuRERFShBEHD48GG0aNECixcvhq+vL4KDgzFy5EgGBDI62Uedbt26lWviC9mVK1fw8OFD+Pn5iV0KiU0QgCFD/nsztMKm1QJr1gAXLohdyXvjlQQiKjDXr1/H3LlzcfnyZbRu3Ro7duyAl5eX2GURvbNly5bh8OHD+PbbbznqVAQKhQKlS5dGo0aNxC6FxKZQAGfPil1F3szMgBEjgNu3ASNeSssrCUSU754/f45x48ahc+fOSEhIwO7du7F9+3YGBDJqe/fuxbp16zBz5kyuhxeBUqnEoUOH0Lt3b5iZ8fTF5K1alXEybog0mozdmQ01xLwhXkkgonyTkpKCb775Bhs3boS9vT2WLl2Kvn37wtyc32rIuHHUqfhOnDiBhIQE7o1AwF9/Ab/9JnYVr2duDqxfD7RqJXYl74w/uYnovWm1WigUCixduhRxcXEYMWIExowZAwcHB7FLI3pv9+7dw4gRI9C4cWOOOhWRQqFAvXr1UKlSJbFLIbFt3AiYm+O6RAKFrS1+tbTEU6kUzlot6qhUmJKQgErZdlsuXarUK1+qaVoa9kRH6/6uBbDJ3h7bbW0RIZWiolqNMUlJ6KFU6j1GYWODYzY2uGlhgTiJBOU0GnRTKjEqKQnWQMako6AgICwMKF06/z8HhYAhgYjey6VLlzB37lz8/fff6NatG2bMmMFmTioyskadlixZEps2beKoU5GEh4fjl19+weLFi8UuhcSmUgHbtwNqNTY4O+OKpSW6KJWoolYjwswM2+zs0MHNDYeiouCjVgMA1sbG5nqZvyws8L29PZqnpurdvtTBAesdHNA/ORm1VCoct7bGZ87OkAgCumc+VimR4HNnZ9RJT8fA5GQU12px1dISKx0cEGxlBUV0NCRARj/Czp3A1KkF/VkpEAwJRPROHj58iIULF+LYsWOoXbs2Dhw4gPr164tdFlG+USqVGDJkCJRKJRQKBUedimj//v2wsLBA165dxS6FxHbrFpD5rv7IpCRsUKmQfU5eN6USbUqUwAZ7e6yLiwMA9M52FSDLJUvLjBP/bPe9MDPDt/b2GJycjIXx8QCAj1NS0NvVFfMdHdElNRVSABaCgAORkaifbbJS/5QUlFWrsaJYMVywtESz9PSMCUyGvizqNQy044OIDFV8fDzmzp2Lli1b4q+//sL69etx8OBBBgQqUrJGnf7zzz/Ytm0bypQpI3ZJJitrb4T27dvD0dFR7HJIbFev6v5YP0dAAICKGg28VSrce00vXBqAozY2aJiejlLZdmk+bm0NlUSCT5KTdbdJAAxKScELqRRXM8d2W2YeO6cOmVcaQrOuOGq1Rr0DM0MCEb0RlUqFrVu3onHjxti5cycmTJiA8+fPo2fPnpw0QkXO0qVLcfjwYaxfvx4ffPCB2OWYtL///hshISHcG4EyXL0KvGbZnwAgUiqFS7aT/5zOWFsj3swMvXJcYbhlYQFbrRaVM5cpZfkgPR0AcPM/lhtGSqUAoH/sFy+AqKjXPs9Q8Sc7Eb2WIAg4ffo02rRpg1mzZqFDhw4IDg7GhAkTYGNjI3Z5RPluz549WL9+Pb788kt07NhR7HJMnr+/P9zd3dGsWTOxSyFDcPnyazdQC7SxQbhUim55LDHK/hgrQUDnHI95KZXCTatFztEE7pkn/S//4w2xb+zt4aDVomWOPgf8+edrn2eo2JNARK90584dzJ07F+fPn0ejRo2wYcMGVK9eXeyyiArMhQsXMHXqVAwYMAD/+9//xC7H5KWnp+PAgQPo27cvpJnv0pKJi4h45V2h5uaY6eiIuunpkL8iJCRKJDhjbY1WqalwFAS9+1IlEljmuA0ArDJvU75mstlae3tcsLLCori4XK9rrFcSGBKIKJeoqCgsX74cP/30E8qXL4+tW7eibdu2HP1IRdrdu3cxcuRING7cGAsWLOD/dwNw+vRpxMbGQi6Xi10KGYq0tDxvjjAzwyAXFzhotfguJgavipRHra2RKpGgZx4hwloQkJ7H131a5m02eQQIAAiytsYyBwf0S07GJykpuR/wmqsahowhgYh0UlNT8f3332Pt2rWQSqX46quv8Mknn8DSMmdrGFHREhkZiUGDBqFUqVIcdWpAFAoFatasCZlMJnYpZMASJBIMcHVFvJkZ9kdFweM1/QiBtrYoptWiTc4lQQDcNRr8amkJAdBbcpS1zMg9j9c9b2WFCc7OaJ2WhiWZE5GKCvYkEBEEQcDBgwfRokULLFu2DH369EFwcDBGjBjBgEBFXtao09TUVPz4448cdWogoqOjcfr0aTYskz4rK72/pgIY7OKCB1IpfoyOhneOpuPsXpqZ4VdLS3RSKmGVx/3VVCoozcxyTUa6lvlzsFqOXog/LSwwzNkZNVUqbIqJefU770bav8eQQGTirl27hh49emD06NHw8fHB6dOnMW/ePLi4uIhdGlGB02q1mDBhAm7fvs1RpwZm//79kEgk6N69u9ilkCEpUUL3Rw2A0c7OuGppiW9jY1HvNQ3NABBkYwPtK5YaAUC71FRYCAJ+tLPT3SYA2GFrCw+NBvUypxwBwD1zcwxycUFZjQY/RkfjtTGgePE3+MAMD5cbEZmosLAwLFmyBIGBgahSpQp2797N6SFkcpYuXYojR45g8+bNHHVqYBQKBdq0acM3LEjfhx8CN24AKhXmFiuGEzY2aJuaijgzM+zL8Y59zk3U9tvYwEOjQaNsJ/vZldJqMTw5GRvt7aEC8IFKhZ+trfG7lRXWx8bq+hySJBJ87OKCeDMzjE5Oxmlra73XKa9W6weWOnXe96MWBUMCkYlJTk7Ghg0b8O2338LBwQHLly9Hnz59ODmETM7u3buxfv16zJo1i6NODcw///yDmzdv4vPPPxe7FDI0desCGzcCAP7J7B06aW2NkzlO1AH9kBAqleKGpSVGJiW9dhnNjIQEOGq12GlrC4WtLSqo1VgXG6t39SHWzAzPM5ckLcpjeaI8JQX1Mnd7RsmSvJJARIZNo9EgICAAS5cuRVxcHEaOHIkxY8bA3t5e7NKICt2FCxcwbdo0DBw4kKNODZBCoYCrqytatWoldilkaOrW1f0xIDr6jZ/mpdEg7Pnz/3ycGYCxSUkYm5T0yseUfcPXgpkZ0KDBG9doaBgSiEzAxYsXMXfuXNy6dQvdu3fHjBkzuPaaTFbWqNMmTZpw1KkBUqvV2L9/P3r06MEpU5RbtWoZjcDGMla0YUOxK3hnbFwmKsIePHiAoUOHws/PD1ZWVggKCsI333zDgEAmK2vUaenSpbFp0yaYm/O9MkNz7tw5REZGcqoR5c3CAhg0CDCWr90BA8Su4J0ZyWeYiN5GXFwcVq1ahW3btsHd3R0bNmxA9+7d+Y4pmbSsUadpaWnYt28fHBwcxC6J8qBQKFClShVUq1ZN7FLIUI0eDXz7rdhVvJ65OdC1K1C6tNiVvDOGBKIiRKVSYceOHVi5ciVUKhUmT56M4cOHw8ZIZzQT5RetVovx48fj9u3bCAwMRGkj/sFdlMXFxeHEiROYNm0a39SgV6tVK2MZz+XLwGs2ThOVWg2MGSN2Fe+FIYGoCBAEAadOncL8+fPx4MED9OvXD1988QVKZJsnTWTKlixZgqNHj2LLli2oVauW2OXQKwQFBUGj0aBXr15il0KGbuJEoE8fsavIm1QKeHkBLVuKXcl7YU8CkZH7559/0K9fPwwePBglS5bE8ePHsXz5cgYEokw//fQTNmzYgFmzZqFDhw5il0OvoVAo0KJFC7i5uYldChk6uTzjJNwQexO0WmDLFsDIr4YxJBAZqYiICEyZMgXt27dHWFgYtm7dij179nAdL1E258+f1406HTlypNjl0GuEhobi2rVrkMvlYpdCxkAiAbZuBSwtxa5En5kZMH480KSJ2JW8N4YEIiOjVCqxbt06NGnSBEeOHMGcOXNw5swZtGvXjmt4ibIJCQnByJEj0axZM446NQIKhQKOjo5o27at2KWQsShfHli1Suwq/iWVAuXKAQsXil1JvjDAazRElBdBEHDw4EEsWrQI4eHhGDx4MCZMmABnZ2exSyMyOFmjTsuUKYONGzdy1KmBy9rssXv37rDOY+dcolcaMQI4dgw4eFDcJmYzs4ylT3v2ALa24tWRj/hdk8gIXL16FXPmzMGff/6J9u3b/7+9+46Oqty7OP6dmfQCJHRFugh2ihUuoAiCCAoCdoqKotjwinrBVymCBWyAiPQiqJlA6CAgYAHpiCKg0iUQWhJC+pTz/jEkEpqUJGfK/qzFujKZzOxwIZk953l+D9OmTaNGjRpmxxLxSnmjTnNzc5k0aZJGnfqAFStWkJSUpKVGcuEsFvjqK2jVCn74wZyiYLF4SsKsWT59wvKptNxIxIslJibSs2dP2rZtS3Z2Nt988w3jx49XQRA5C7fbzYsvvsjWrVuZOHGiRp36CLvdTo0aNahbt67ZUcQXhYXB3Llw552eF+vFyWr1HPA2axbcfXfxPncRU0kQ8ULp6em89957NG7cmJUrV/Lhhx+ycOFCGvnBRiiRovTee++xYMECPvvsM4069RHHjx9n/vz5dOzYUftG5OJFRnqKQt4Jx8Xxd8lmg9hYWLwY7rmn6J+vmKkkiHgRl8vFtGnTaNSoEWPGjOHpp5/mxx9/5KGHHsJms5kdT8SrTZ06VaNOfdC8efPIycnhgQceMDuK+LrQUJg0CRISPC/ei+rnZt7Viocegj/+gMaNi+Z5TKaSIOIlfvrpJ1q2bEnv3r1p1KgRP/zwA6+//jpRUVFmRxPxej/88AP/+9//6Ny5s0ad+pi4uDj+85//cNlll5kdRfzF/fd7XrznHbZWWIMLLBbPr9hYz/KiL7/0/LefUkkQMdmOHTvo2rUrDz74IBEREcyZM4cRI0ZoLbXIeTp51OnAgQO1ZMWH7Nmzh9WrV2vDshS+0qVh6lRYuxYef9xznsLFfm/IKxm1a8PIkbBzJ7RtW3hZvZSmG4mYJCUlhY8//phJkyZRoUIFPv/8c9q0aaMXOCIXQKNOfVt8fDxRUVG0atXK7Cjirxo0gPHjYehQz1KkqVPh11/B4fB8PDgYDMPzCzxLidxucLk8v69QAZo1gx49oGFDnz9F+ULou6lIMXM4HEyaNImPP/4Yp9NJ7969eeqppzQbXOQC5Y06zfs3pVGnvsXtdhMfH0+bNm0IDw83O474u9hY6NXL88vhgC1bYP16T2E4fhyysjyFISwMrrjCUy7q1YNy5cxObhqVBJFiYhgGixcvZuDAgezevZuHH36Y3r17U7ZsWbOjificvFGn27ZtY8aMGVqe54NWr17N3r17+eSTT8yOIoEmOBhuuMHzS85KJUGkGGzevJkBAwawYsUK/vOf/zB69Gjq1KljdiwRn/Xuu++yYMECxo0bx/XXX292HLkIdrudKlWqcPPNN5sdRUTOQCVBpAgdPHiQIUOG8PXXX1OjRg0mTZpEs2bNtO9A5BJMnTqVkSNH8vbbb3O3nx1eFCgyMzOZO3cuPXr00PdDES+lkiBSBLKyshg9ejQjRowgJCSEgQMH8thjjxEcHGx2NBGfljfqtEuXLnTv3t3sOHKRFixYQEZGBh06dDA7ioichUqCSCEyDIOZM2cyePBgDh8+TLdu3XjppZcoVaqU2dFEfN62bdt4+umnadKkCQMGDNA70D4sLi6O2267jcqVK5sdRUTOQiVBpJCsW7eOfv36sXHjRlq1akWfPn2oXr262bFE/MKhQ4fo0qULlSpVYuTIkRp16sMSExNZsWIFH374odlRROQc9F1W5BL9/fffDB48mNmzZ3Pttddit9u5/fbbzY4l4jc06tS/TJ8+nbCwMFq3bm12FBE5B5UEkYt0/PhxRowYwZgxYyhVqhQfffQRHTp0wGazmR1NxG/kjTr9448/NOrUDxiGgd1up1WrVkRFRZkdR0TOQSVB5AK5XC6+/vprPvjgA9LT03nuued49tlniYyMNDuaiN8ZPHiwRp36kQ0bNrBz504GDx5sdhQR+RcqCSIX4IcffmDAgAFs3bqV9u3b88Ybb+idTZEi8uWXX/L555/Tr18/jTr1E3FxcVx22WU0bNjQ7Cgi8i9UEkTOw/bt2xk4cCBLlizhpptuYt68edx4441mxxLxW99//z19+vSha9euPPXUU2bHkUKQnZ3NnDlz6Ny5M1ar1ew4IvIvVBJEziE5OZmPP/6YyZMnU7FiRUaNGsW9996r0YsiRWjbtm0888wzNGnShP79++vfm59YtGgRx44d09kIIj5CJUHkDHJzc5k4cSKffPIJLpeL119/nSeeeIKwsDCzo4n4tUOHDtG5c2cqVarE559/rlGnfsRut1OvXj1q1qxpdhQROQ/67ityEsMw+Pbbbxk4cCB79+7l0Ucf5dVXX6VMmTJmRxPxe3mjTp1OJ5MmTdL0Gz9y8OBBli9frg3LIj5EJUHkhM2bN9OvXz9+/vlnmjRpwrhx46hdu7bZsUQCgtvt5oUXXuCPP/4gISFBAwH8TEJCAsHBwbRt29bsKCJynlQSJOAdPHiQ999/n7i4OGrWrMmUKVO48847zY4lElAGDRrEwoULGT9+PNddd53ZcaQQ5Z2N0KJFC0qWLGl2HBE5TyoJErCysrIYNWoUI0eOJDQ0lHfeeYfHHntMa6BFitmUKVMYNWoU/fv3p0WLFmbHkUK2efNmtm3bRp8+fcyOIiIXQK+GJOC43W5mzpzJ4MGDOXLkCE8++SQvvvii3uESMcHy5cvp27cvXbt25cknnzQ7jhSBuLg4ypUrR5MmTcyOIiIXQCVBAsratWvp378/Gzdu5J577qFv375UrVrV7FgiAUmjTv1fbm4uCQkJPPjgg7pKK+Jj9C9WAsLevXsZNGgQc+fO5frrr2f69OnceuutZscSCVh5o04rV66sUad+bOnSpaSkpNCxY0ezo4jIBdJ3ZfFrx48fZ/jw4YwZM4bY2Fg++eQTHnjgAZ32KWKirKwsunbtisvl0qhTP2e327nuuus0KU7EB6kkiF9yOp189dVXDBkyhIyMDJ5//nmeffZZIiIizI4mEtDyRp3+9ddfzJgxg8suu8zsSFJEjh49ypIlS3j77bfNjiIiF0ElQfzO999/z4ABA9i2bRsdOnTgjTfeoGLFimbHEhE8o06//fZbxo0bp1Gnfm7mzJlYLBbuv/9+s6OIyEVQSRC/8ddffzFgwACWLl3KLbfcwvz587nhhhvMjiUiJ0yePJlRo0YxYMAAjToNAHa7nWbNmhEbG2t2FBG5CCoJ4vOSk5P58MMPmTJlCpUqVWL06NHcc889mpQi4kWWL1/Om2++Sbdu3TTqNABs27aN3377jZdfftnsKCJykVQSxGfl5OQwYcIEPv30UwzDoE+fPnTr1o3Q0FCzo4nISbZu3cozzzxD06ZN6devn9lxpBjY7XZiYmJ0er2ID1NJEJ9jGAYLFixg0KBB/P333zz22GP897//pXTp0mZHE5FTHDx4MH/U6ciRIzXqNAA4nU6mT59O+/btCQkJMTuOiFwkfbcWn/Lbb7/Rv39/fv75Z+68804mTJhArVq1zI4lImeQmZlJt27dcLvdGnUaQL7//nsOHz6ssxFEfJxKgviEpKQk3nvvPeLj47nyyiuZOnUqTZs2NTuWiJyFy+XKH3WakJCgUacBxG63U7t2ba699lqzo4jIJVBJEK+WmZnJF198wWeffUZ4eDiDBw/mkUce0ZIFES83aNAgFi1axPjx4/ViMYCkpqayaNEiXnvtNQ2PEPFxeqUlXsntdjN9+nTee+89kpOTefLJJ3nxxRcpUaKE2dFE5F9MnjyZL774ggEDBtC8eXOz40gxmj17Nk6nk3bt2pkdRUQukUqCeJ3Vq1fTv39/Nm3aROvWrenbty9VqlQxO5aInIdly5bx5ptv8sQTT2jUaQCy2+00adKE8uXLmx1FRC6R1ewAInn27NlD9+7dad++PQAJCQmMHj1aBUHER2zdupUePXpo1GmA2r59Oxs2bNCGZRE/oSsJYrq0tDSGDRvGuHHjiI2N5dNPP6V9+/ZYreqwIr4ib9RplSpV+Pzzz7HZbGZHkmIWHx9PyZIldZq2iJ9QSRDTOJ1Opk6dytChQ8nKyuLFF1+kR48ehIeHmx1NRC5AZmYmXbt2zR91GhkZaXYkKWYul4v4+Hjatm1LWFiY2XFEpBCoJIgpli1bxoABA/jrr7/o2LEjr732GhUrVjQ7lohcIJfLxfPPP8/27dtJSEjQv+MAtWLFCg4cOKClRiJ+RCVBitUff/zBwIEDWbZsGbfddhvDhg3juuuuMzuWiFykd955h8WLF2vUaYCz2+1Ur16devXqmR1FRAqJSoIUi6NHjzJ06FCmTp3KFVdcwdixY2nZsqXmaIv4sEmTJjF69GgGDhyoUacBLD09nQULFvDiiy/qe7qIH1FJkCKVk5PD+PHj+fTTT7FYLPTt25du3boREhJidjQRuQRLly7lzTff5Mknn+SJJ54wO46YaN68eWRnZ/PAAw+YHUVECpFKghQJwzCYP38+gwYNYt++fXTu3JlXXnmF2NhYs6OJyCXasmULPXr04M477+Ttt982O46YLC4ujkaNGnH55ZebHUVECpFKghS6TZs20b9/f1avXs2dd97JpEmTuPLKK82OJSKFICkpic6dO1OtWjVGjhypUacBbu/evaxatYphw4aZHUVECplKghSa/fv38/777xMfH0/t2rWZNm0aTZo0MTuWiBSSvFGnhmEwceJEjToV4uPjiYyMpFWrVmZHEZFCppIglywzM5ORI0fy+eefExUVxfvvv89DDz1EUJD+eon4i7xRpzt27NCoUwE8y0rj4+O59957iYiIMDuOiBQyvYqTi+Z2u4mPj+f9998nJSWF7t278/zzzxMdHW12NBEpZAMHDmTx4sVMmDBBo04FgDVr1rBnzx4++ugjs6OISBFQSZCLsmrVKvr168dvv/1GmzZt6NOnD5UrVzY7logUgYkTJzJmzBjeeecd7rrrLrPjiJeIi4ujcuXK3HzzzWZHEZEioJIgF2T37t0MGjSI+fPnU7duXWbOnMlNN91kdiwRKSJLly7l//7v/3jyySfp1q2b2XHES2RlZTF37lyefvpprFar2XFEpAioJMh5OXbsGJ9++injx4+nTJkyDB8+nPvvv18/HET82O+//06PHj1o1qyZRp1KAQsWLCA9PZ0OHTqYHUVEiohKgpyT0+nkyy+/ZOjQoeTk5PDyyy/zzDPPEB4ebnY0ESlCSUlJdOnShWrVqvHZZ59p1KkUYLfbueWWW6hSpYrZUUSkiKgkyBkZhsHSpUsZOHAg27dv58EHH6R3795UqFDB7GgiUsQ06lTOJTExkR9//JGhQ4eaHUVEipBKgpxm27ZtDBgwgO+//57bbruNESNGaJqJSIBwuVz07NmTnTt3atSpnNGMGTMIDQ2ldevWZkcRkSKkkiD5jhw5wpAhQ5g2bRqVK1dm/PjxtGjRAovFYnY0ESkmAwYMYMmSJUycOJFrrrnG7DjiZQzDwG63c88992jctYifU0kQsrOzGT9+PMOGDcNqtfLWW2/RpUsXQkJCzI4mIsVo4sSJjB07lkGDBtGsWTOz44gX2rhxIzt27OCdd94xO4qIFDGVhABmGAZz585l8ODBJCYm0qVLF3r16kVsbKzZ0USkmH333Xf5o067du1qdhzxUnFxcVSsWJGGDRuaHUVEiphKQoDauHEj/fv3Z+3atTRv3pwpU6ZQs2ZNs2OJiAl+//13nn32WY06lXPKzs5m9uzZPP7445p2JRIAVBICTGJiIu+99x4zZsygTp06fPXVVzRu3NjsWCJiEo06lfO1ePFijh07RseOHc2OIiLFQCUhQGRkZDBy5EhGjRpFdHQ0Q4YM4cEHH9QLApEAlpGRQZcuXQCYNGmSRp3KOdntdurWraurziIBQiXBz7ndbux2O++//z6pqal0796dF154gaioKLOjiYiJ8kad7tq1i4SEBJ2BIud06NAhli9frg3LIgFEJcGPrVy5kv79+7N582buu+8++vTpQ6VKlcyOJSJeYMCAAXz33XcadSrnZcaMGQQFBdG2bVuzo4hIMVFJ8EM7d+5k0KBBLFy4kLp16zJr1iwaNGhgdiwR8RIadSoXwjAM4uPjad68OaVKlTI7jogUE5UEP5Kamsonn3zCxIkTKVeuHJ999hn33XefDkMTkXx5o06feuopjTqV8/L777+zdetW3njjDbOjiEgxUknwAw6HgylTpvDhhx/icDh45ZVX6N69O+Hh4WZHExEvkjfq9K677uKtt94yO474iLi4OMqWLUvTpk3NjiIixUglwYcZhsF3333HwIED2bFjBw8//DC9e/emXLlyZkcTES9z4MABOnfuTPXq1TXqVM5bbm4uCQkJdOzYkaAgvWQQCST6F++jtm7dSv/+/fnxxx9p2LAhI0eO1OZDETmjjIwMunbtisViYeLEiURERJgdSXzEsmXLSE5O1tkIIgFIJcHHHD58mCFDhvDVV19RtWpVJkyYQPPmzbXvQETO6ORRpzNnztSoU7kgdruda6+9ljp16pgdRUSKmUoC4DYMclxu3G4DA7BaLARbLQTbrGZHy5ednc3YsWMZPnw4QUFBvP3223Tu3JmQkBCzo4mIF+vfvz/fffcdkyZN4uqrrzY7jviQ5ORklixZwptvvml2FBExQUCWhPRcJ0eycknNdpCc5SAtx4H7DPcLtVmJDQsmJjyYUmHBlA0PxWYt3nfsDcNg9uzZDB48mKSkJLp27crLL79MTExMseYQEd8zYcIExo0bx6BBg7jzzjvNjiM+ZtasWRiGQbt27cyOIiImCJiS4DYMDqRnsyMlkyNZuQBYAOMcn5PjcnMgI4ekjBwMINhqoVqpCKqViiAyuOj/6DZs2EC/fv1Yv349LVq0YNq0adSoUaPIn1dEfN+SJUt466236N69u0adykWJi4ujWbNmlC5d2uwoImICvy8JbsNge0oGfyVnkONyc/J1gHMVhJPl3c/hNvgrOYM/kzMoHxnKtWWjKRkaXMiJITExkXfffZeEhASuvvpqvvnmGxo1alTozyMi/mnz5s35o07/7//+z+w44oP++OMPfv31V1588UWzo4iISfy6JKTlOFh7IJVjOc782863GJxN3ucfyshhaUYOdcpEUys2EmshbBzOyMhgxIgRjB49mujoaIYOHUqnTp00qlBEztuBAwfo0qULNWrU0KhTuWh2u52YmBidyC0SwPyyJLgNzzv+W44cL7LnyCsLW44cJ/F4FjdVLEWJi7yq4HK5iIuL44MPPiAtLY2nn36anj17EhUVVXiBRcTv5Y06tVqtGnUqF83pdDJjxgzuv/9+DccQCWDeM76nkLjcBqsSU/j9yHEMLv3KwflIy3GydM8RDmbknPN+06ZNo2vXrrhcrvzbfvrpJ1q2bMmrr75Kw4YN+eGHH3j99ddVEETkgrhcLp577jl2797NpEmTNOpULtoPP/zAwYMH6dSpk9lRRMREfnUlweU2WLEvOX9jcnExAMOAlfuSufXyGCpGhZ12n7/++os+ffrgcDj45ptvuOWWW3jnnXdYtGgR9evXZ86cOdSrV69Yc4uI/+jfvz/Lli3TqFO5ZHa7nauuuorrrrvO7CgiYiK/KQluw3MFobgLwskMYFViCo2uiKVsRGj+7U6nk+effx632zNo9c0338TpdFKxYkVGjhxJ27ZtdRiaiFy08ePHM27cOAYPHswdd9xhdhzxYceOHePbb7+ld+/e+rkkEuD8piRsPnycg5nnXu5THAxg5b4UmlcrS0SwZ8PgyJEj2bx5c/59cnJyuO222/jyyy8JCzv9qoOIyPlasmQJb7/9Nk8//TRdunQxO474uDlz5uBwOGjfvr3ZUUTEZH6xJ+FIZi7bUzLMjpHPbRisT0rFMAy2bNnCkCFDTrvPunXrOHLkiAnpRMRf5I06bd68uU7FlUIRFxdH06ZNKV++vNlRRMRkPl8SnG6DdQdSzY5RgAEczsxl97EsOnXqhNvtxmKxYLPZsFo9f+QOh4OvvvrK3KAi4rP2799Ply5dqFmzJiNGjNCoU7lkO3bsYP369XTo0MHsKCLiBXx+udGWI8fJdLr+/Y4m+PVQGk3uakHq4YNcddVVREVFERkZSVRUFFFRUTRu3NjsiCLigzTqVIpCfHw8JUqU4O677zY7ioh4AZ8uCTlOFzu8aJnRqdyGwTN9+nF9uRJmRxERP+FyuXj22WfZs2cPCQkJWhYihcLtdjN9+nTatGmjvXIiAvj4cqPdx7KK5RyEi2UAu49l4nR7c0oR8SX9+vVj+fLljBo1SqNOpdCsXLmSxMREnY0gIvl8tiQYhsHOVO+9ipDH6TbYdzzL7Bgi4gfGjRvH+PHjGThwoEadSqGKi4ujWrVq1K9f3+woIuIlfHa5UVJGDllOz7kDB3btYP6k0fz91zbSko8QEhpGhSrVafbg41x3+5nX/bucTt7r/jBJe3Zx/zMv0ezBx0+7z+HEfcyb8Dl/bFhDTmYmpcqWo27Tu2jzZM8LeswdKRlULak1wyJy8RYvXky/fv145plnNOpUClV6ejrz58/nhRde0NkIIpLPZ0vCwYwcLHiW9CQfPEBOViY3t2hNydJlceRk88sPSxn95is89EofGt57+rzn7xO+Jvlg0lkff9/2PxjW6xlKlinHnR0fJbJEKVIOJZFy6OBZP+dsj3ksx0mO00VokKaPiMiF27x5M8899xwtWrSgb9++ZscRPzNv3jyys7M11UhECvDZkpCc5cjfj3DNrY245tZGBT7e+P5OfNDjcZbap55WEo6nJLNw8liaP9yFeRNGnfbYbrebye++RfnKVXnho1GEhP77Jq5/e8yUHAcVVBJE5ALljTq98sorGT58uEadSqGz2+3cfvvtXH755WZHEREv4pN7EtyGQVqO45z3sdpsxJQtT1Z6+mkfmz1mOOWuqEKDu1qd8XO3rVvFgV07aNm5OyGhYeRmZ+N2nXvM6rke0wKkZp87r4jIqdLT0/NHnU6YMEGjTqXQ7d27l59//lkblkXkND55JSEtx4n7DLfnZGXhyM0hKz2d31Z+z5Y1K6l3R/MC99m9dTOrF82j16djz7r28o/1awAICg7hgx6P8/efWwkKDub6Rk3p9NIbRJYoeUGPaQApWSoJInL+nE4nzz33HHv27GHmzJkadSpFYvr06URGRnLPPfeYHUVEvIxPloR0h/OMtyeM+pgVc2YAYLFauaHRHXR88bX8jxuGQfzwIdRr2pxq11zP0aT9Z3ycw4l7AZgw4A3q3Hw7LR7pSuKOv1g0bQIphw7Sa9i4/DJwvo+ZlnvmzCIiZ9K/f3+WL1/O5MmTqVOnjtlxxA8ZhkF8fDytW7fWVSoROY1PlgTXWc4daPrAI9zYuBnHjh5m4/IluN1unI5/3sFfvXAO+3dt58l+75/z8XOyPCNLK9e+hi59BgJwY+NmBIeGMWfsCP7YsIba9W+5oMd0GTorQUTOT96o0/fee4+mTZuaHUf81Nq1a9m9ezdDhgwxO4qIeCEf3ZNw5tsrVK5K7fq3cEuLe+kx+BNyszL5om8vDMMgKyOd2WM/o9mDnYkpV+Gcjx8cGgpA/TtbFLi9QbOWAOz6/VeAC3pMnacmIudj0aJF+aNOH3/89NHMIoXFbrdzxRVXcOutt5odRUS8kE+WBOt5jnG+sUkz9v6xhUN/72Fp3Je4nA7qNW3O0aT9HE3aT+rhQwBkpqdxNGl//lWHkqXLAlAipnSBx4uOifHc/3gawAU95vlmFpHA9dtvv/Hcc89x99138+abb5odR/xYVlYWs2fPpkOHDlitPvlSQESKmE8uN7Kd5ytuR04O4HnHP/lQEpnH0xj8xOkTHBZNncCiqRN4ffRUKtW8iitq1YZ5kHrkUIH7HTtyGICoUp6ycCGPadMBNSJyDvv376dr167UqlWL4cOH64WbFKmFCxeSnp6usxFE5Kx8siREBReMfTwlmeiY2AK3uZxO1iyaR3BoKBWrVqdpu4e4vmHTAvdJT03m648Gc8vdbbiuYRNKV/DMiL6+YROmj/iQVQvncMvdbfJ/WK+cPwsgfz/ChTxmiRCf/KMWkWKQnp5Oly5dsNlsTJw4kfDwcLMjiZ+z2+3cfPPNVK1a1ewoIuKlfPKVa4nQoPzTlgG+/mgw2ZkZ1Li+LqXKlCMt+QjrvlvIwb27affsy4SGR3BFrdqeKwQnyZtEVLFqdW5o1PSfx48tw92PPcG8CaP4/PUXuK5RU/bv+JOV82ZS/867qVL7GoDzfkwLEBMeXNh/DCLiB5xOJ88++yx///03M2fOpFy5cmZHEj934MABfvzxRz744AOzo4iIF/PJkmC1WCgZGkRqjmesaL07mvPzgln8NHs6GWmphEVEckWt2tzX/QWua9jkop7j7seeJDwqmh8SvmHGZx9SIrY0LR59gladu1/wYxlAqVCVBBEpyDAM3n77bb7//numTJlC7dq1//2TRC7R9OnTCQkJ4d577zU7ioh4MYth+OZszl8OHmNXaia+Ev6eGuUIC7KZHUNEvMjYsWN5++23ef/993nsscfMjiMBwDAMmjZtynXXXceIESPMjiNF4Ndff6VVq1Z8++23XHvttWbHER/mszvjykeG+kxBKBEapIIgIgXkjTrt0aOHCoIUm19++YXt27fTsWNHs6OIiJfz2ZJQITKUsCDfiF8zJtLsCCLiRfJGnbZq1Yq+ffuaHUcCiN1up0KFCjRq1MjsKCLi5XzjVfYZWCwWapTy/hffQRYLlaI1qUREPBITE+nSpQtXXXUVw4YN06hTKTY5OTnMmjWLDh06YLPp6raInJtP/3SqUjIcbz59wAJULRVBkE5SExH+GXUaFBTEhAkTNOpUitXixYtJTU3VUiMROS8+XRLCgmzU8OKlPFaLRUuNRAT4Z9Tpvn37mDx5skadSrGz2+3UrVuXmjVrmh1FRHyAT5cEgKvLRBHhpZuCry9Xgohg78wmIsXn5FGnX3zxhUadSrE7fPgwy5Yt0wnLInLefL4kBFmtNKhYyuwYBViAsuEhVC2ppQQiAuPGjWPixIkMHjyYJk0u7uwWkUuRkJCAzWbjvvvuMzuKiPgIny8JAGUiQqgRE2F2jHxWi4X6FUtisWgvgkig+/bbb+nXrx/PPvusRp2KaeLi4mjevDkxMTFmRxERH+EXJQHgurIlKB8RanYMLMBtl8cQEeyTh1mLSCH69ddf6dmzJ61ataJPnz5mx5EAtXnzZrZu3aoNyyJyQfymJFgtFm65PIYy4SGmZbAAt1weQ7lI88uKiJgrMTGRrl27atSpmM5ut1OmTBmaNm1qdhQR8SF+9VMryGqhYaVYKhTzi3QLYLXA7ZViuSwqrFifW0S8T96o0+DgYI06FVM5HA4SEhJo164dwcHBZscRER/id2tibFYLt14ew5/JGWw9chwAo4ifs0RoEA0qlqJkqL4BiwS6k0edzpo1S6NOxVTLli3j6NGjdOrUyewoIuJj/K4kgGfpUe3SUVSMCmXdgVSO5TgL/TnytiTXKRNFrdgorNqkLBLwDMPgrbfe4vvvv+fLL7/kqquuMjuSBDi73c4111zD1VdfbXYUEfExfrXc6FQlQ4O5o0oZri0bTajN86Ve6kv5vM8vFxHKnVXLULt0tAqCiAAwduxYJk2axLvvvkvjxo3NjiMBLjk5mcWLF2vDsohcFL+8knAyq8VCrdgoasZEciA9mx0pmRzJygU8L/jPZylS3v2CrRaqlYqgWskIIkP8/o9ORC7At99+S//+/Xnuued49NFHzY4jwuzZszEMg3bt2pkdRUR8UMC80rVaLFweHc7l0eGk5zo5kpVLaraD5KxcjuU4z1gWQm1WYsOCiQkPplRYMGXDQ7FZddVARAo6edTp//73P7PjiACepUZ33nknZcqUMTuKiPiggCkJJ4sKCSIqJAhKen7vNgxyXG7cbgM3YLNYCLJaCLH59WosESkEeaNOa9eurVGn4jX+/PNPfvnlF8aMGWN2FBHxUQFZEk5ltVgID7KZHUNEfMzx48c16lS8kt1up1SpUjRr1szsKCLio1QSREQuwqmjTsuWLWt2JBEAXC4XM2bM4P777yc0VId7isjFUUkQEblAhmHwf//3f/zwww8adSpe58cffyQpKUlnI4jIJVFJEBG5QGPGjGHy5Ml88MEHGnUqXicuLo5atWpx/fXXmx1FRHyYdtiJiFyAhQsXMmDAAHr27KlRp+J10tLS+Pbbb+nYsSMWneEjIpdAJUFE5Dxt2rSJ559/nnvuuYc33njD7Dgip5kzZw65ubm0b9/e7Cgi4uNUEkREzsPJo04//fRTjToVr2S322ncuDEVKlQwO4qI+Dj9lBMR+Rd5o05DQ0M16lS81s6dO1m7dq02LItIodDGZRGRc8gbdZqYmKhRp+LV4uPjKVGiBC1atDA7ioj4AZUEEZGzMAyDN998kx9//JEpU6ZQq1YtsyOJnJHb7SY+Pp42bdroSpeIFAqVBBGRsxg9ejRTpkxhyJAhGnUqXu3nn38mMTGRjh07mh1FRPyE9iSIiJzBwoULGThwID179uSRRx4xO47IOdntdqpWrUqDBg3MjiIifkIlQUTkFJs2baJnz54adSo+ISMjg3nz5ulsBBEpVCoJIiInyRt1WqdOHY06FZ8wb948MjMz6dChg9lRRMSP6KefiMgJx48fp3Pnzhp1Kj7Fbrdz++23U6lSJbOjiIgfUUkQEcEz6rRHjx7s37+fyZMna9Sp+IR9+/axcuVKbVgWkUKn6UYiEvAMw6Bv37789NNPfPnllxp1Kj7DbrcTERFB69atzY4iIn5GJUFEAt4XX3zBl19+ydChQ/nPf/5jdhyR82IYBvHx8bRu3ZrIyEiz44iIn9FyIxEJaAsWLOCdd97h+eef5+GHHzY7jsh5W7duHbt379ZSIxEpEioJIhKwfvnlF55//nlat27N66+/bnYckQtit9upVKkSt912m9lRRMQPqSSISEDat28f3bp14+qrr+aTTz7RqFPxKVlZWcyePZsOHTro766IFAl9ZxGRgJOWlkaXLl006lR81rfffsvx48d1NoKIFBltXBaRgOJwOPJHnc6ePZsyZcqYHUnkgtntdm666SaqVatmdhQR8VO6kiAiAcMwDN58801WrFjB6NGjufLKK82OJHLBkpKS+OGHH7RhWUSKlK4kiEjAyBt1+uGHH2rUqfisGTNmEBISQps2bcyOIiJ+TFcSRCQgnDzq9KGHHjI7jshFMQyDuLg4WrZsSYkSJcyOIyJ+TCVBRPyeRp2Kv9i0aRN//fWXlhqJSJFTSRARv7Zv3z66du2qUafiF+x2OxUqVNByOREpcvppKSJ+Ky0tjc6dOxMeHq5Rp+LzcnJymDlzJu3bt8dms5kdR0T8nDYui4hfcjgcPPPMMxw4cECjTsUvLFmyhNTUVC01EpFioZIgIn7HMAz69u3LypUrmTp1qkadil+w2+3ceOON1KpVy+woIhIAtNxIRPzOF198wdSpU/nggw9o1KiR2XFELtmRI0dYtmyZriKISLFRSRARvzJ//nzeeecdXnjhBR588EGz44gUioSEBCwWC23btjU7iogECJUEEfEbGzdu5IUXXqBNmza89tprZscRKTR2u53mzZsTGxtrdhQRCRAqCSLiF/bt20e3bt245ppr+OijjzTqVPzG77//zu+//66lRiJSrPRTVER8nkadij+z2+2ULl2aO+64w+woIhJANN1IRHxa3qjTpKQkZs2aRenSpc2OJFJoHA4HCQkJtGvXjuDgYLPjiEgAUUkQEZ+lUafi75YvX86RI0e01EhEip1Kgoj4rFGjRjF16lQ++ugjjToVvxQXF8fVV1/Ntddea3YUEQkw2pMgIj5p3rx5vPPOO7z44osadSp+KSUlhSVLlugqgoiYQiVBRHzOhg0bePHFF2nbti29e/c2O45IkZg1axYul4t27dqZHUVEApBKgoj4lL///ptu3bpx7bXX8vHHH2vUqfit+Ph47rjjDsqWLWt2FBEJQPrpKiI+49ixY3Tu3JnIyEjGjx9PWFiY2ZFEisRff/3Fxo0b6dSpk9lRRCRAaeOyiPiEvFGnBw8eZPbs2Rp1Kn7NbrdTqlQp7rrrLrOjiI/Izs4mPT2d1NRUAFJTUzly5AhRUVF6Q0UuikqCiHg9wzDo06cPP//8M9OmTaNmzZpmRxIpMi6Xi+nTp3PfffcRGhpqdhzxES1atGDHjh35v88b6HDllVeyfPlyk1KJL9NyIxHxep9//jnTpk3jgw8+oGHDhmbHESlSP/30E0lJSZpqJBekQYMGZ7z9pptuKuYk4i9UEkTEq82dO5dBgwZp1KkEDLvdzpVXXsmNN95odhTxIS+99NJpgxysVisvvviiSYnE16kkiIjX2rBhAy+99BL33XefRp1KQEhLS2PBggV07NgRi8VidhzxIVWqVKFjx475RcFqtfLQQw9xxRVXmJxMfJVKgoh4pZNHnX700UcadSoBYe7cueTm5tK+fXuzo4gPeumllzAMI//3uoogl0I/dUXE62jUqQQqu93Of/7zHypWrGh2FPFBVapUyZ+I1aJFC11FkEuikiAiXiVv1OmhQ4eYPHmyRp1KwNi1axdr1qzRhmW5JL179yYmJoZXX33V7Cji4zQCVUS8Rt6o01WrVmnUqQSc+Ph4oqOjadmypdlRxBe43fDnn7BuHaxfD2vWwLZtXJOdzWaHAxo0gLAwqFMHbr4Z6tf3/KpVC7R8U86DSoKIeI28Uacff/wxt99+u9lxRIqN2+0mPj6eNm3aEB4ebnYc8WZHjsCECTB8OPz9t+e24GBwOArez+GAzExYscJTIPI+XqUKPP88dOsGulIr56AqKSJeIW/U6UsvvUSnTp3MjiNSrFatWsW+ffu01EjObutW6NwZLrsM3njjn4IApxeEU5388T174PXXoWJF6NIFtm0rmrzi8yzGydvgRURMsH79ejp16kTLli0ZMWKERj9KwOnVqxdr1qzhp59+0t9/KcjphCFD4K23/vl9YQkKAosFBg6E//7X83uRE1QSRMRUe/fupU2bNlSrVo2vv/5ak4wk4GRkZHDjjTfy3HPP0atXL7PjiDf5/XfP1YONG6EoX65ZLJ79CpMne/YwiKDlRiJiorxRp1FRUYwbN04FQQLS/PnzyczMpEOHDmZHEW+SkAB168KvvxZtQQDP4//yC9xwA8yaVbTPJT5DJUFETOFwOHj66ac5fPgwkyZN0qhTCVh2u53bbrtNM+3lH1OmwAMPeJYWFebyonPJe6727WHq1OJ5TvFqKgkiUuwMw+B///sfq1evZsyYMRp1KgErMTGRlStXasOy/CM+3rOh2DCK/grCqQzDM1r18cdhxozifW7xOioJIlLsRo4cyVdffcWQIUM06lQCWnx8PGFhYbRu3drsKOIN1qyBhx82O4XHgw96zmCQgKWSICLFas6cOQwePJiXX35Z755KQDMMA7vdTuvWrYmKijI7jpgtOxsee8ycKwinysvw2GOQk2NuFjGNSoKIFJv169fz8ssvc//99/Pqq6+aHUfEVOvWrWPXrl0qy+LRrx/s2AEul9lJPFwuz4nOAwaYnURMohGoIlIs9u7dy7333kv16tU16lQEeO2111i+fDmrVq3CatV7dgFtzRq49VbzryCcidUKq1dDgwZmJ5Fipu9KIlLk8kadRkdHM378eBUECXhZWVnMmTOHBx54QAVB4LXXPC/GvZHF4jmhWQKOl/6NFBF/cfKo08mTJxMbG2t2JBHTLVq0iLS0NC01Eti6Fb7/3nuWGZ3K5YKlS+Gvv8xOIsVMJUFEiszJo07Hjh1LjRo1zI4k4hXsdjsNGjSgevXqZkcRs40aBUFBZqc4N5vNk1MCivYkiEiRGTFiBO+++y6ffPKJ3jEVOSEpKYmbbrqJd999l8cee8zsOGKmjAwoXx4yMvglOBh7RAQrQ0L422Yjxu2mnsPBa2lp1DjlKoMbmBIRwZeRkewMCiLMMLja4aDfsWNcc9Lha25gVFQUkyMiOGSzUd3p5Pn0dO7PyipwH3t4OAvCw9kcHEyqxUJll4u2WVn0SE8nf3FoiRJw4ABERBT1n4p4CS+vriLiq2bPns27775Lr169VBBETpKQkEBwcDBt2rQxO4qY7bvvPEUB+CwqinUhIdyblUUdp5NDVisTIyNpWbYsc44cofZJL/5fKVWKhPBwOmRm0i0jg0yLhc3BwRy12Qqc0Px+dDQjoqN5NCODGxwOvg0Lo2dMDBbD4L7sbACyLBZeiYmhXm4uj2dkUMbtZn1ICB9GR/NTaCj2o0exAKSlwfLlcM89xfgHJGZSSRCRQrdu3Tpefvll2rVrx3//+1+z44h4jbyzEVq2bEnJkiXNjiNmW7/es9TI6eTp9HQ+czgIOenDbbOyuKtcOT6LimJ4aioAs8PCsEdEMDY5mVYnXuifyQGrlS+iouiakcGgY8cAeCQzkwdKl2ZgyZLcm52NDQg2DGYePsxNDkf+5z6amckVTidDS5Tgx5AQGufmepYcrV+vkhBAtCdBRArVnj17eOKJJ7jhhhsYOnQoFovF7EgiXuPXX3/ljz/+0NU18Vi7Nn/D8k2nFASA6i4XtRwO/jppz8LoqCjq5ubSKjsbN5B5lu+x34aF4bBY6HLiSgWABeicmckBm431IZ5nCznx3KdqeaKAbA8O9txgGDqBOcCoJIhIoUlNTc0fdTpu3DiNOhU5hd1up3z58jRu3NjsKGI2w/Ccj3COraEGcNhmI9btBuC4xcIvwcHc4HDwbnQ0tStU4MqKFbmtXDlmn/L99vfgYCLcbq48afkRwI25uQBsznvxfxaHbTaA/OfG7YZVqy7kKxQfp+VGIlIocnNzefrppzly5AizZ8/WqFORU+Tm5jJz5kweeughbCdegEkAS06Go0fPeZcZ4eEk2Wz0TksDYI/NhmGxMCssjCCgb1oaJQyDcZGRPBcTQ3RyMnfk5ABw0GajrNvNqdcZyp940X/wX85lGBkVRbTbzR0nL2k6dAhSU6FUqQv4QsVXqSSIyCXLG3W6Zs0avv76a406FTmD7777jpSUFC01Eo/jx8/54e1BQfQtWZL6ubl0PDGNKOPEC/sUm405hw9T78QyoRbZ2dxarhyfRkXll4Rsi4WQM1ylCD1xW9Y5loIOi4rix9BQBqemUvLUx0hPV0kIEFpuJCKXbMSIEXz99dcMHTqUW2+91ew4Il4pLi6OG264gauuusrsKOINTryYP5NDViudY2OJdrsZnZxM3nWnsBMv2Cs7nfkFASDSMGiek8MvISE4T7pv7hmKQM6J28LPssxpVlgYH0RH83BGBl0yM0+/wzk2S4t/UUkQkUsye/Zs3nvvPV555RU6dOhgdhwRr3T06FGWLl2qqwjyj7McoJZmsfBY6dIcs1qZmpxMhbw9AUD5E5ucy5x0W54yLhcOiyV/I3N5l4tDViunVoG8ZUblz/AYP4SG8nJMDM1ycnjvxESk0/zLXgbxHyoJInLR8kadtm/fnldeecXsOCJeKyEhAYvFwn333Wd2FPEW4eGn3ZQNdI2NZafNxqSjR6l1yqbjCm435Vwuks6wnyDJZiPMMIg6cYXgGoeDLKu1wGQkgI0nphpdc8pEow3BwTwZE8P1DgejkpPPvh5dAykChkqCiFwUjToVOX92u5277rpLG/rlH+XKQWho/m9dwLMxMawPCeGLlBQanGEsKUCbrCz2BwXxw0mfm2y1sigsjNtzcvJf2LXIzibYMJgUGZl/PwPPSc0VXC4anJhyBPBXUBCdY2O5wuVi0tGjnF5fTggLgzJlLu7rFZ+jjcsicsFOHXUaetIPKxEpaMuWLWzevFkHC0pBQUFw3XX5Zw/0L1GCReHhNM/OJtVqZfopVxoeOLF5+YX0dOaGh9M9JoanMzKIdruZEhmJA3jjxBQkgMvcbp7KyODzqCgcwI0OBwvDwlgdGsqIlJT8fQ7pFguPxMZyzGrl2YwMvjvlSkEVp/OfwlK3rudQNQkIKgkickFOHnU6Z84cvTMq8i/sdjulS5fmjjvuMDuKeJtbb4VNm8DhYMuJtf6Lw8JYfIYlPXkloazbTcKRIwwsUYIxJ8pBfYeD4SkpXHPK8qQ+aWmUdLv5MiICe0QE1ZxOhqek0O7EYwGkWK3sP7EkaXCJEqc9b8fMTBqkpnr2Itx8cyF94eILVBJE5LwZhsEbb7yRP+q0evXqZkcS8WpOp5OEhATuv/9+grXhU05Vvz6ceJc+/l/OTDhZFZeLsSkp/3o/K54rDy+kp5/1Ple4XCTu3//vT+pwQIMG551RfJ9Kgoict+HDh/PNN98wbNgwjToVOQ/Lly/n8OHDdOrUyewo4o2aNDE7wfmzWEAnhQcUbVwWkfMya9Ys3n//fV555RUeeOABs+OI+AS73U6dOnW45pprzI4i3qhaNWjRwvvX+QcFQatWULmy2UmkGKkkiMi/Wrt2Lb169dKoU5ELkJKSwqJFi+jYsaOmf8nZPf88nDj/wGs5nZ6cElBUEkTknPJGnd54440adSpyAWbPno3L5aJ9+/ZmRxFvds89cPnlZqc4t8qV4e67zU4hxUwlQUTOKjU1lccff5ySJUsyduxYjToVuQB2u52mTZtStmxZs6OIN7PZ4I03zE5xbv/7H5zhADfxb/p/XETOKDc3l+7du3P06FEmT56sUaciF2D79u1s3LiRjh07mh1FfMGzz3rGoQZ52TyZoCBo1AieftrsJGIClQQROY1hGLz++uusW7eO8ePHa9SpyAWy2+2UKlWK5s2bmx1FfIHNBpMne98G5qAgmDRJVxEClP5fF5HTDB8+nLi4OD788ENuueUWs+OI+BSXy0V8fDxt27Yl7AyHYomc0ZVXwvvvm52ioCFDQG8SBSyVBBEpIG/U6X//+19tuBS5CCtWrCApKUlLjeTCvfACPPKI50wCM1ks8Nhj8Nxz5uYQU6kkiEi+k0ed9urVy+w4Ij7JbrdTo0YN6tata3YU8TVWK0ycCPfea15RsFigTRuYMEHLjAKc/t8XEQB2797NE088Qd26dTXqVOQiHT9+nPnz59OpUyf9G5KLExwM06dDp07mFIWHH4b4eO/bRC3FTiVBREhNTaVz586ULFmSMWPGaNSpyEWaO3cuOTk5WqonlyY4GKZOhX79PJuZi3pDs83mKQUDB8KUKZ7nl4BnMQzDMDuEiJgnNzeXRx55hK1btzJnzhxNMhK5BO3btyc0NJSvvvrK7CjiLzZt8uwP+P13KIqXbBYLXH+9Z7rS9dcX/uOLz9KVBJEAZhgGr732GuvXr9eoU5FLtGfPHlavXq0Ny1K4brgBNmyA/v0hMtLzov5SlyHl7TWIivJcPVi7VgVBTqOSIBLAhg0bht1u16hTkUIQHx9PVFQUrVq1MjuK+JvgYPi//4OkJPjiC7j6as/tQUHnXxgsln/2GVx9NYwZ43m8vn21vEjOSMuNRALUzJkz6dmzJ6+++qomGYlcIrfbze23306jRo0YOnSo2XHE3xkG/PwzLFjguQqwdi0kJ5/9/qVLw003eX7dcw/ccov5Y1bF66kkiASgtWvX8uCDD3Lvvffy6aefagqLyCX6+eef6dChAzNmzNBVOSl+hgGJifDHH5CVBTk5EBoK4eFw1VVw+eUqBXLBVBJEAszu3btp06YNtWrVYtq0aZpkJFIIXnnlFVatWsWKFStUukXEL2hPgkgASUlJoXPnzpQqVYqxY8eqIIgUgszMTObOnUuHDh1UEETEb+ikDJEAkZubS/fu3UlOTmbOnDnExMSYHUnELyxYsICMjAw6dOhgdhQRkUKjkiASAE4edfrNN99QrVo1syOJ+I24uDhuu+02KleubHYUEZFCo+VGIgHg008/xW6389FHH3HzzTebHUfEbyQmJrJixQqdjSAifkclQcTPzZw5kyFDhvDqq6/Srl07s+OI+JXp06cTFhZG69atzY4iIlKoVBJE/NjatWvp1asXHTp04OWXXzY7johfMQwDu91Oq1atiIqKMjuOiEihUkkQ8VO7du2iW7du1K9fnw8++EBTV0QK2fr169m5cyedOnUyO4qISKFTSRDxQ3mjTmNiYhgzZoxGnYoUAbvdzmWXXUbDhg3NjiIiUug03UjEz+SNOk1JSdGoU5Eikp2dzZw5c+jcuTNWq95vExH/o5Ig4kcMw6B3794adSpSxBYtWsSxY8d0NoKI+C2VBBE/8sknnxAfH89nn32mUaciRchut1O/fn1q1qxpdhQRkSKha6QifiIhIYGhQ4fSu3dv7r//frPjiPitgwcPsnz5cp2NICJ+TSVBxA+sWbOGV155hY4dO/LSSy+ZHUfEryUkJBAcHEzbtm3NjiIiUmQshmEYZocQkYu3a9cu2rRpQ+3atZk2bRohISFmRxLxW4ZhcNddd3HllVcyatQos+OIiBQZXUkQ8WGnjjpVQRApWps3b2bbtm06G0FE/J42Lov4qJycHJ566ilSU1M16lSkmMTFxVGuXDkaN25sdhQRkSKlkiDig/JGnW7YsIG4uDiqVq1qdiQRv5ebm0tCQgIPPvggQUH68Ski/k3f5UR80CeffML06dP57LPPuOmmm8yOIxIQli5dSkpKiqYaiUhA0J4EER+jUaci5rDb7Vx33XXUrl3b7CgiIkVOJUHEh2jUqYg5jh49ypIlS7RhWUQChkqCiI/YuXMnTzzxBPXr1+eDDz7AYrGYHUkkYMycOROLxaKrdyISMHROgogPSE5Opm3btlitVmbNmqVJRiLFrGXLllx++eWMGzfO7CgiIsVCVxJEvFxOTg7du3fn2LFjTJ48WQVBpJht27aN3377TRuWRSSgqCSIeJlNmzbxyiuvkJKSgmEYvPrqq2zcuJHx48dr1KmICex2O7Gxsdx5551mRxERKTYagSriZaZMmcI333zDzz//TPPmzZkxYwYjR47UqFMREzidTqZPn067du10ormIBBSVBJGL5HC7OZbtICXbQWq2g+O5TpxuAzdgtUCQxUqJ0CBiwoKJCQumZGgwNuu/bzb+8ccfAdi3bx/jxo3jkUce4b777ivir0ZEzuT777/n8OHDWmokIgFHJUHkArjcBonp2exIySAl25F/uwU4fQKAi2M5DvamZeXfUjYihBqlIqkYFXrG6UT79+9n3759ALjdbgDi4uK4/fbbadeuXSF/NSLyb+x2O7Vr1+baa681O4qISLFSSRA5D1lOFztSMtiVmonDfXodONuIsFNvP5KZy+HMXMJsVqrHRFK9VAQhtn+2Bq1ateq0x3A6nbz00kvcddddREdHX8JXISIXIjU1lUWLFvHaa69p5LCIBByVBJFzMAyDPWlZbDqYhtswzloGzvvxTvxvtsvNliPH2Z6SQf0KJakYFQbAsmXL8u9rs9lwu900adKEZ555RgVBpJjNnj0bp9Opq3giEpB0ToLIWWQ6XGxISuVQZm6RP9cV0WHcUL4kV19Vi6ysLCIiInj88cfp3LmzJhqJmKRNmzaUKlWKKVOmmB1FRKTY6UqCyBkcysjh58QU3MXUofcdz+ZQZi5tOz1MhVLRvPDCC4SHhxfLc4vI6bZv386GDRv4/PPPzY4iImIKlQSRU+xPz2Z1YsolLy26EAaQ63LTtGtPGl4RS3i4Ri2KmCk+Pp6SJUvSokULs6OIiJhCh6mJnORgRk6xF4Q8BuA0DH76O7nA5CQRKV4ul4v4+Hjatm1LWFiY2XFEREyhkiByQmq2g58Tk00pCCdzGwY//X2UTIfL5CQigWnFihUcOHBAZyOISEBTSRDB88J87YFUvGEbvwE43QYbklLRXAGR4me326levTr16tUzO4qIiGlUEkSAbUfTOZ7rNP0qQh4DOJSZy56TDmITkaKXnp7OggUL6Nixo85GEJGAppIgAS8128EfR9PNjnFGmw6madmRSDGaN28e2dnZPPDAA2ZHERExlUqCBLxfD6WZHeGs3IbBliPHzY4hEjDi4uJo1KgRl19+udlRRERMpZIgAS0tx8GRrFyvWWZ0KgPYl5ZFrsttdhQRv7d3715WrVqlDcsiIqgkSIDblZqJt686dgN7jmWaHUPE78XHxxMZGUmrVq3MjiIiYjodpiYBy+l2s/tYFgZwYNcO5k8azd9/bSMt+QghoWFUqFKdZg8+znW3Nz7j57ucTt7r/jBJe3Zx/zMv0ezBx/M/lrR3N6sWzGLbutUc2b+P0PBwKl1Zm9Zdn6HyVVef8fHWL1vE8ulfsX/nX9hsQVSoUp3WTzzLVfVuYkdKJjVjIrWRUqSIuN1u7HY79957LxEREWbHERExna4kSMA6mJGD68SI0eSDB8jJyuTmFq15oOertHz8KQBGv/kKK+bOOOPnf5/wNckHk874sZ/nzWTlvJlUvqoO7Z59mTs6PMqhv/fwYc9ubFu/+rT7z5/4BZPe6UtM2fK0e7YXrZ94lstq1OTYkUMAZDpdOmBNpAitWbOGvXv30qlTJ7OjiIh4BYuhQewSoDYfTuOv5Iyz7kdwu1x80ONxHLk5/N+k6QU+djwlmYGd23Nnp8eYN2HUaVcS9v65lfJXVCE0/J93JDOOpfJOt46Uq1SZXsPG5d++a8tvfPzCE9zf42Xu7PjoWfPeWK4E1WMiL+6LFZFz+u9//8vKlStZsWIFVqvePxMR0XdCCVjJWY5zbli22mzElC1PVvrp41FnjxlOuSuq0OCuM69drlyrToGCABBZshQ1rruRpL27C9y+fPo0omNL0/SBhzEMg5ys0/cfWICUHF1JECkKWVlZzJ07lw4dOqggiIicoD0JEpAMwyD1DC+6c7KycOTmkJWezm8rv2fLmpXUu6N5gfvs3rqZ1Yvm0evTsRe8RyAt+ShRJUoWuO3PDWupds31fD/ja779chwZaccoEVuaFo8+QZN2D3ry4ik1IlL4FixYQHp6Oh06dDA7ioiI11BJkICU5XTjdJ9+HSFh1MesmOPZg2CxWrmh0R10fPG1/I8bhkH88CHUa9qcatdcz9Gk/ef9nNt/3cjuLb9x92NP5t+WeTyN9GOp7Ny8iT83rqNV5+7ElK/AqoVziB8+BFtQEI3aeA51Ss914jYMrNq8LFKo7HY7t956K1WqVDE7ioiI11BJkIDkcJ/53IGmDzzCjY2bcezoYTYuX4Lb7cbp+Ocd/NUL57B/13ae7Pf+BT3f8ZRkJg16k9IVLuOuhzrn3563tCgj7Rhd/28w9e9oAcCNjZvx7pMP8e2X4/NLggG43AZWm0qCSGFJTEzkxx9/ZOjQoWZHERHxKlp8KQHJdYarCAAVKleldv1buKXFvfQY/Am5WZl80bcXhmGQlZHO7LGf0ezBzsSUq3Dez5WTlcWoPi+Tk5lB93c+LLBXITg0DABbUBB1GzfLv91qtVLvjuakHj5YYIKSS3MGRArVjBkzCA0NpXXr1mZHERHxKioJEpDOdy/BjU2asfePLRz6ew9L477E5XRQr2lzjibt52jSflIPnxhRmp7G0aT9Ba46ADgdDsa+3Zv9O7fT/Z0PuaxazQIfj4guQXBIKJElSmK12Qp8LLpUTP5jX2huEfl3hmFgt9u55557iI6ONjuOiIhX0XIjCUjnu2LHkZMDQFZGOsmHksg8nsbgJ06fo75o6gQWTZ3A66OnUqnmVYDncKYp773FnxvW0u2td7nyhvqnfZ7VauXymrXYu20LToeDoODg/I8dO3oEgOiSMSflVkkQKSwbN25kx44dvPPOO2ZHERHxOioJEpDCgwq+a388JZnomNgCt7mcTtYsmkdwaCgVq1anabuHuL5h0wL3SU9N5uuPBnPL3W24rmETSle4PP9j8cOHsGHZYh56pQ83Nr7zrFnqNW3O7i2/sfrbuTS8tx0Ajtwc1i1ZQIUq1SlZpiwAQVbLeZcbEfl3cXFxVKxYkYYNG5odRUTE66gkSEAKtlmJCLKR6XQB8PVHg8nOzKDG9XUpVaYcaclHWPfdQg7u3U27Z18mNDyCK2rV5opatQs8Tt50o4pVq3NDo6b5ty+Ln8aPs+xUu/p6QkLDWLt4foHPu77RHYSGhwPQsE17fp4/E/uw9zm8by8x5cqzZvF8kg8m8fSgj/I/JyY0WMuNRApJdnY2s2fP5vHHH8d2ylI/ERFRSZAAFhMeTNZxFwZQ747m/LxgFj/Nnk5GWiphEZFcUas293V/gesaNrngx963408Adm35lV1bfj3t4/2mzc4vCSGhYbzw4Shmjh7Gzwtnk5uVRaWatejx7ifUuek2wHOYWkx48GmPIyIXZ/HixRw7doyOHTuaHUVExCtZDEPjUiQw/ZmczubDx82Ocd5uvqwUlaLDzY4h4hc6d+5McnIyc+fONTuKiIhX0nQjCVhlwkPMjnBBSof5Vl4Rb3Xo0CGWL19Op06nDyEQEREPlQQJWDFhwUSHeP9aZAtQITKU8GDvzyriC2bMmEFQUBBt27Y1O4qIiNdSSZCAZbFYqBETaXaMf2UA1WMi/vV+IvLvDMMgPj6e5s2bU6pUKbPjiIh4LZUECWhXlAj3+rMHwoOslI8INTuGiM86evQoL730EnFxcaxbt46tW7dqw7KIyL/QdCMJaMFWK9VLRfBXSobZUc6qVmyURp+KXIKdO3cSHx9PfHw8NpuN0NBQQkJCcLvdWK16r0xE5Ez03VECXp0yUYQHed8/BQuesxGql9JSI5FLUbFixfz/drlc5Obm8vDDD3PLLbeQmJhoYjIREe/lfa+MRIpZkNVKg4qlzI5xRg0qltJVBJFLVK5cuQK/Nwwj/wpCeLjGCouInIlKgghQNiLU696xv6ZsNNGhWhEocqlCQkIKbFK22WxUrVqVOXPmEBsba14wEREvppIgcsK1ZaOJCQ3GG963rxAZypU+MHlJxFfkXU2wWCzUqVOHWbNmUaFCBZNTiYh4L71NKXJCkNVKwyti+X7vUdJznZh1FHmZ8BBuuSxGy4xEzsXphK1b4ZdfICUFsrPBaoWwMKhYEerVg6pV4cS/o7zlRfXr12fq1KlERUWZl11ExAdYDMMw67WQiFfKcblZ8fdRjuUUf1EoHxHKrZfHYLOqIIicZu1a+PJLWLkSfvsNcnI8t1ut+WUAtxvyfqyVKAENGsB//sOQI0f4bvt2Zs6cSVhYmDn5RUR8iEqCyBk43G42JB0j8Xh2sT1njVIRXFeuBFZdQRD5R2YmfPMNDBvmuWoQFOS5inC+LBZPiXC74Z574PnnoUULz20iInJWKgki55B4PIsNScdwuo0iu6oQHuSZrlRWB6aJ/MMwYOJE6NULjh3754X+pbDZwOWCK6+ECROgYcNCiSoi4o9UEkT+RY7TzaZDx9h3PBsLFGpZqF4qgmvLRhOkdzVF/pGYCE89BQsXeq4EFPaPKZvNUzh69YKBAyHCuyabiYh4A5UEkfOUnutkV2omu45l4nQbF1wY8u4favOc8ly1ZAThwbaiCSviq776Cp5+2rMR+UKWFV0MqxWqVIH4eM9GZxERyaeSIHKBXG6DfcezOJiRQ3KWg0ynq8DHz1QeooJtxIaHUDEqlIpRYdp3IHImn3zieXe/KK4enI3NBqGhMG8eNG1aPM8pIuIDVBJELpHD5SY1x0F6rguXYeA2DGwWCzaLhejQIEqGBmk5kci/GToUevc257mtVs+G6IUL4Y47zMkgIuJlVBJERMRcY8dC9+7mZrBaPVcUfvjBMzZVRCTAqSSIiIh5Nm+GunWLfv/B+bDZ4PLLYcsWiNSJ5yIS2LQGQkREzOF0wuOPm53iHy4X7NsH//uf2UlEREynkiAiIuYYMgQ2bfKOqwh53G4YPhy+/97sJCIiptJyIxERKX47dkDt2t5VEPLYbFCpEmzf7tnQLCISgHQlQUREit9nnxXfmNML5XLBnj0wZ47ZSURETKMrCSIiUrwyM6FCBTh+3OwkZ2ezQePGsHSp2UlEREyh66giIlK8vv4ajh/nl+Bg7BERrAwJ4W+bjRi3m3oOB6+lpVHD9c8hhZdfdtlZH+o/OTl8ffRo/u/dwKioKCZHRHDIZqO608nz6encn5VV4PM2BgcTFxHBxuBgtgYH47RYSNy//587uFywbBn88QdcdVWhfekiIr5CJUFERIrXyJFgtfJZVBTrQkK4NyuLOk4nh6xWJkZG0rJsWeYcOULtE/sVhqWknPYQm4KDGRcVRZPs7AK3vx8dzYjoaB7NyOAGh4Nvw8LoGRODxTC476T7Lg0L46uICOo4HFR2udh5pr0HQUGeMxyGDCncr19ExAdouZGIiBSfrCyIigK3m7XBwdzgcBBy0od32mzcVa4crbOyGJ6aetaHebVkSb6OiGDNwYNc5nYDcMBq5bby5Xk0M5NBx44BYAAPlC7N3qAgVh88iO3E5x+2WolyuwkH+pYsycTIyIJXEvI0aABr1xbGVy4i4lO0cVlERIrPpk2eMaPATacUBIDqLhe1HA7+OsdUoRxgfng4t+bm5hcEgG/DwnBYLHTJyMi/zQJ0zszkgM3G+pB/nq3siYLwr3791TsnMImIFDGVBBERKT7r14PFctYPG8Bhm43Yk178n2ppWBjHrFban7LP4PfgYCLcbq485UX9jbm5AGwODr7wvLm5nhOYRUQCjEqCiIgUn/XrPZODzmJGeDhJNhttTykAp94n1DBofcp9DtpslHW7ObWClD9ROA5aL/JH3vr1F/d5IiI+TCVBRESKT2LiWZfvbA8Kom/JktTPzaXjWUrCcYuFpWFh3JmdTclTttRlWyyEnGGbXeiJ27LOcQXjrIKC4Ex7FURE/JxKgoiIFJ+T9guc7JDVSufYWKLdbkYnJ3O2aw3zw8LItlhod4YSEWYY5J6hCOScuC38YuZ0WCyezdYiIgFGJUFERIrPGa4ipFksPFa6NMesVqYmJ1PhHPsRZkREUMLt5q5TRp8ClHe5OGS1cmoVyFtmVP4cj3tOJ53ZICISKFQSRESk+ERGFvhtNtA1NpadNhuTjh6l1jkmCR20WlkZEsI9WVmEnuHj1zgcZFmtp01G2nhiqtE1DsfFZQ4/rzlIIiJ+RSVBRESKT0wMnHhn3wU8GxPD+pAQvkhJocG/vIifFR6O+yxLjQBaZGcTbBhMOqmIGMCUiAgquFw0ODHl6IK4XFCixIV/noiIj9OJyyIiUnxuuAFmzgSgf4kSLAoPp3l2NqlWK9NPecf+gVPKQEJ4OBVcLm4/y4v9y9xunsrI4POoKBzAjQ4HC8PCWB0ayoiUlAL7HPbZbMSfeL5NJ0ajfhIVBUAll4sOec/tdnsyi4gEGJUEEREpPvXr56/x33LixfnisDAWh4WddteTS8J2m41fQ0J4Oj39nJfA+6SlUdLt5suICOwREVRzOhmeknLa1Ye9NhtDTrlCkPf723Jy/ikJAPXqXchXKCLiFyyGcTHjHkRERC7CwYNQoYLZKc5f1aqwa5fZKUREip32JIiISPEpXx4qVjQ7xfmx2eC228xOISJiCpUEEREpXo8/fs5Tl72GywWPPmp2ChERU2i5kYiIFK+dO6FmTfD2Hz+VKsHu3b5RaERECpmuJIiISPGqXh3uvtu7X3xbrdCzp3dnFBEpQrqSICIixW/+fGjd2uwUZxccDPv2QblyZicRETGFriSIiEjxa9UKmjf3znfqLRbo108FQUQCmq4kiIiIOfbtg9q1ISPD7CT/CAqCa66Bdes8/y0iEqB0JUFERMxRqRIMG2Z2itN9+aUKgogEPJUEERExT7du0KaNZ6OwN3j3Xbj2WrNTiIiYTsuNRETEXJmZnv0Jq1d7ziYwy8svw0cfefYkiIgEOC9560ZERAJWRIRn2tHNN5t3ReG55+DDD1UQREROUEkQERHzlSwJS5ZAy5bF95x5heStt2DECO9Z8iQi4gW03EhERLyHYcAXX8Arr4DDAU5n0TyP1QqXXQaTJ8MddxTNc4iI+DC9bSIiIt7DYoEePWDLFmjY0HNbYZ6lkDe16JlnYOtWFQQRkbNQSRAREe9TtSosWwbTp0OjRp7bLmUsqdXq+fxOnTwbpEeOhKioQokqIuKPtNxIRES839atMGoUTJoEx455bgsO9ixJOpXV6vmVt1SpcmV49ll44gmdoiwicp5UEkRExHcYBuzcCevX//Pr6FHIyvIUg/BwzyFtDRpA/fqeX+XLm51aRMTnqCSIiIiIiEgB2pMgIiIiIiIFqCSIiIiIiEgBKgkiIiIiIlKASoKIiIiIiBSgkiAiIiIiIgWoJIiIiIiISAEqCSIiIiIiUoBKgoiIiIiIFKCSICIiIiIiBagkiIiIiIhIASoJIiIiIiJSgEqCiIiIiIgUoJIgIiIiIiIFqCSIiIiIiEgBKgkiIiIiIlKASoKIiIiIiBSgkiAiIiIiIgWoJIiIiIiISAEqCSIiIiIiUoBKgoiIiIiIFKCSICIiIiIiBagkiIiIiIhIASoJIiIiIiJSgEqCiIiIiIgUoJIgIiIiIiIFqCSIiIiIiEgBKgkiIiIiIlKASoKIiIiIiBSgkiAiIiIiIgWoJIiIiIiISAEqCSIiIiIiUoBKgoiIiIiIFKCSICIiIiIiBagkiIiIiIhIASoJIiIiIiJSgEqCiIiIiIgUoJIgIiIiIiIFqCSIiIiIiEgBKgkiIiIiIlKASoKIiIiIiBSgkiAiIiIiIgWoJIiIiIiISAEqCSIiIiIiUoBKgoiIiIiIFPD/cLXj5WqyYQUAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
]