diff --git a/doc/feature_detection/notebooks/feature_detection_filtering.ipynb b/doc/feature_detection/notebooks/feature_detection_filtering.ipynb index 4f3d5e14..6cc2500e 100644 --- a/doc/feature_detection/notebooks/feature_detection_filtering.ipynb +++ b/doc/feature_detection/notebooks/feature_detection_filtering.ipynb @@ -24,7 +24,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:47.195347Z", + "iopub.status.busy": "2023-07-11T00:01:47.195069Z", + "iopub.status.idle": "2023-07-11T00:01:51.687071Z", + "shell.execute_reply": "2023-07-11T00:01:51.686080Z" + } + }, "outputs": [], "source": [ "%matplotlib inline\n", @@ -53,18 +60,23 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:51.691723Z", + "iopub.status.busy": "2023-07-11T00:01:51.691275Z", + "iopub.status.idle": "2023-07-11T00:01:51.919529Z", + "shell.execute_reply": "2023-07-11T00:01:51.918566Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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aNUs7d+5UaWmpTp48qby8PB0/fjyg3V133aWamhr/8vrrrwdsz8/P14YNG1RSUqIdO3aosbFRY8eOVVtbW4djocsDAACb+IxDPisPturkvps2bQp4vXr1aqWkpKiyslK33nqrf73T6ZTL5TrrMerr67Vq1Sq9+OKLGjVqlCRp7dq1Sk9P15YtW3TnnXd2KBYqFAAA2MRnsbvj9HMoGhoaApbm5uYOvX99fb0kKSkpKWD99u3blZKSoiuuuEIPPfSQamtr/dsqKyvV2tqqvLw8/zq3263s7GyVl5d3+NxJKAAACDHp6elKTEz0L4WFhRfcxxijuXPn6uabb1Z2drZ//ZgxY/S73/1OW7du1S9/+UtVVFTo9ttv9ycpXq9XsbGx6tevX8DxUlNT5fV6OxwzXR4AANjE+vTlp/atrq5WQkKCf73T6bzgvrNnz9b777+vHTt2BKx/4IEH/P/Ozs7WsGHDlJGRoY0bN2rixInnPJ4xRg5Hx7tgSCgAALBJmxxqs/AsidP7JiQkBCQUFzJnzhy99tpreuuttzRgwIDztk1LS1NGRoYOHjwoSXK5XGppaVFdXV1AlaK2tlY5OTkdjoEuDwAAwpQxRrNnz9b69eu1detWZWZmXnCfI0eOqLq6WmlpaZKkoUOHKiYmRqWlpf42NTU12rdvX6cSCioUAADYxK4uj46aNWuW1q1bp1dffVXx8fH+MQ+JiYmKi4tTY2OjPB6P7rvvPqWlpemTTz7Ro48+qv79++vee+/1t50+fbrmzZun5ORkJSUlaf78+Ro8eLD/ro+OIKEAAMAmbZLFLo/OWblypSQpNzc3YP3q1as1bdo0RUVFae/evXrhhRd09OhRpaWl6bbbbtPLL7+s+Ph4f/unnnpK0dHRmjRpkpqamnTHHXdozZo1ioqK6nAsJBQAAIQpY8x5t8fFxenNN9+84HF69+6tFStWaMWKFV2OhYQCAACb9HSXRyghoQAAwCZMDmajkydP6v/9v/+nzMxMxcXF6atf/aoef/xx+Xw+fxtjjDwej9xut+Li4pSbm6v9+/fbHQoAAD3K/GP68q4uJoynL7c9ofjZz36mZ555RkVFRfrggw+0dOlS/fznPw/ol1m6dKmWLVumoqIiVVRUyOVyafTo0Tp27Jjd4QAAgB5ge5fH22+/rQkTJujuu++WJF1++eV66aWXtGvXLkmnqhPLly/XokWL/E/oKi4uVmpqqtatW6cZM2bYHRIAAD2CLg8b3XzzzfrTn/6kDz/8UJL03nvvaceOHfrmN78pSaqqqpLX6w2YhMTpdGrkyJHnnISkubm53UQpAACEmtOzjVpZwpXtFYqHH35Y9fX1uuqqqxQVFaW2tjb99Kc/1be//W1J8j90IzU1NWC/1NRUHTp06KzHLCws1JIlS+wOtVsdGdI32CGgmyS/dzzYIQBAyLG9QvHyyy9r7dq1WrdunXbv3q3i4mL94he/UHFxcUC7MyccOd8kJAsXLlR9fb1/qa6utjtsAAAsszJ1+eklXNleofj3f/93PfLII5o8ebIkafDgwTp06JAKCws1depUuVwuSacqFaefIy6dmoTkzKrFaU6ns0MzrQEAEExWuy3CucvD9lToiy++UK9egYeNiory3zaamZkpl8sVMAlJS0uLysrKOjUJCQAACB22VyjGjRunn/70pxo4cKCuueYavfvuu1q2bJm+//3vSzrV1ZGfn6+CggJlZWUpKytLBQUF6tOnj6ZMmWJ3OAAA9Bifesln4f/VrewbbLYnFCtWrNBjjz2mmTNnqra2Vm63WzNmzNBPfvITf5sFCxaoqalJM2fOVF1dnYYPH67NmzcHTFQCAEC4aTMOtVnotrCyb7DZnlDEx8dr+fLlWr58+TnbOBwOeTweeTweu98eAAAEAXN5AABgk0gelElCAQCATYzF2UZNGD8pk4QCAACbtMmhNgsTfFnZN9jCNxUCAAAhgwoFAAA28Rlr4yB8xsZgehgJBQAANvFZHENhZd9gC9/IAQBAyKBCAQCATXxyyGdhYKWVfYONhAIAAJtE8pMy6fIAAACWUaEAAMAmkTwok4QCtoie8L/BDsGyk69eFuwQAIQ5nyw+ejuMx1CEbyoEAABCBhUKAABsYize5WHCuEJBQgEAgE2YbRQAAFgWyYMywzdyAAAQMqhQAABgE7o8AACAZZH86G26PAAAgGVUKAAAsAldHgAAwLJITijo8gAAAJZRoQAAwCaRXKEgoQAAwCaRnFDQ5QEAACyjQgEAgE2MrD1LwtgXSo8joQAAwCaR3OVBQgEAgE0iOaFgDAUAALCMCgV6zM7r/iso73vTnm8F5X0BRJ5IrlCQUAAAYJNITijo8gAAAJZRoQAAwCbGOGQsVBms7BtsJBQAANjEJ4el51BY2TfY6PIAAACWUaEAAMAmkTwok4QCAACbRPIYCro8AAAIU4WFhbrxxhsVHx+vlJQU3XPPPTpw4EBAG2OMPB6P3G634uLilJubq/379we0aW5u1pw5c9S/f3/17dtX48eP1+HDhzsVCwkFAAA2Od3lYWXpjLKyMs2aNUs7d+5UaWmpTp48qby8PB0/ftzfZunSpVq2bJmKiopUUVEhl8ul0aNH69ixY/42+fn52rBhg0pKSrRjxw41NjZq7Nixamtr63AsdHkAAGCTnu7y2LRpU8Dr1atXKyUlRZWVlbr11ltljNHy5cu1aNEiTZw4UZJUXFys1NRUrVu3TjNmzFB9fb1WrVqlF198UaNGjZIkrV27Vunp6dqyZYvuvPPODsVChQIAAJsYi9WJ0wlFQ0NDwNLc3Nyh96+vr5ckJSUlSZKqqqrk9XqVl5fnb+N0OjVy5EiVl5dLkiorK9Xa2hrQxu12Kzs729+mI0goAAAIMenp6UpMTPQvhYWFF9zHGKO5c+fq5ptvVnZ2tiTJ6/VKklJTUwPapqam+rd5vV7FxsaqX79+52zTEXR5AABgEyPJGGv7S1J1dbUSEhL8651O5wX3nT17tt5//33t2LGj3TaHI7ArxRjTbl27WDrQ5suoUAAAYJPTT8q0skhSQkJCwHKhhGLOnDl67bXXtG3bNg0YMMC/3uVySVK7SkNtba2/auFyudTS0qK6urpztukIEgoAAMKUMUazZ8/W+vXrtXXrVmVmZgZsz8zMlMvlUmlpqX9dS0uLysrKlJOTI0kaOnSoYmJiAtrU1NRo3759/jYdQZcHAAA26em7PGbNmqV169bp1VdfVXx8vL8SkZiYqLi4ODkcDuXn56ugoEBZWVnKyspSQUGB+vTpoylTpvjbTp8+XfPmzVNycrKSkpI0f/58DR482H/XR0eQUAAAYBOfccjRg4/eXrlypSQpNzc3YP3q1as1bdo0SdKCBQvU1NSkmTNnqq6uTsOHD9fmzZsVHx/vb//UU08pOjpakyZNUlNTk+644w6tWbNGUVFRHY6FhAIAgDBlOjAC1OFwyOPxyOPxnLNN7969tWLFCq1YsaLLsZBQAABgE2Ms3uVhYd9gI6EAAMAmTA4GAABgARUKAABsEskVChIKAABs0tN3eYQSEgoAAGwSyYMyGUMBAAAso0IBAIBNTlUorIyhsDGYHkZCAQCATSJ5UCZdHgAAwDIqFAAA2MT8Y7Gyf7gioQAAwCZ0eQAAAFhAhQIAALtEcJ9Ht1QoPvvsM/3zP/+zkpOT1adPH1133XWqrKz0bzfGyOPxyO12Ky4uTrm5udq/f393hAIAQM/5R5dHVxfR5fF/6urq9I1vfEMxMTF644039Je//EW//OUvdemll/rbLF26VMuWLVNRUZEqKirkcrk0evRoHTt2zO5wAADoMaeflGllCVe2d3n87Gc/U3p6ulavXu1fd/nll/v/bYzR8uXLtWjRIk2cOFGSVFxcrNTUVK1bt04zZsywOyQAANDNbK9QvPbaaxo2bJjuv/9+paSk6Prrr9dzzz3n315VVSWv16u8vDz/OqfTqZEjR6q8vPysx2xublZDQ0PAAgBAqLHS3WH1DpFgs71C8fHHH2vlypWaO3euHn30Ub3zzjv60Y9+JKfTqe9+97vyer2SpNTU1ID9UlNTdejQobMes7CwUEuWLLE7VAAh6siQvsEOISIkv3c82CFcfKyOgwjjhML2CoXP59MNN9yggoICXX/99ZoxY4YeeughrVy5MqCdwxH4QzPGtFt32sKFC1VfX+9fqqur7Q4bAABYYHtCkZaWpq997WsB666++mp9+umnkiSXyyVJ/krFabW1te2qFqc5nU4lJCQELAAAhJpIHpRpe0LxjW98QwcOHAhY9+GHHyojI0OSlJmZKZfLpdLSUv/2lpYWlZWVKScnx+5wAADoOcaGJUzZPobi3/7t35STk6OCggJNmjRJ77zzjp599lk9++yzkk51deTn56ugoEBZWVnKyspSQUGB+vTpoylTptgdDgAA6AG2JxQ33nijNmzYoIULF+rxxx9XZmamli9frgcffNDfZsGCBWpqatLMmTNVV1en4cOHa/PmzYqPj7c7HAAAekwkz+XRLY/eHjt2rMaOHXvO7Q6HQx6PRx6PpzveHgCA4AnjbgsrmBwMAABYxuRgAADYhC4PAABgXQTPNkpCAQCAbRz/WKzsH54YQwEAACyjQgEAgF3o8gAAAJZFcEJBlwcAALCMCgUAAHaJ4OnLSSgAALCJ1RlDmW0UAABENCoU6DE37flWsEMAgO4VwYMySSgAALBLBI+hoMsDAABYRoUCAACbOMypxcr+4YqEAgAAuzCGAgAAWMYYCgAAgK6jQgEAgF3o8gAAAJZFcEJBlwcAALCMCgUAAHaJ4AoFCQUAAHbhLg8AAICuo0IBAIBNeFImAACwLoLHUNDlAQBAGHvrrbc0btw4ud1uORwOvfLKKwHbp02bJofDEbDcdNNNAW2am5s1Z84c9e/fX3379tX48eN1+PDhTsVBQgEAQBg7fvy4hgwZoqKionO2ueuuu1RTU+NfXn/99YDt+fn52rBhg0pKSrRjxw41NjZq7Nixamtr63AcdHkAAGAThyyOofjHfxsaGgLWO51OOZ3Os+4zZswYjRkz5rzHdTqdcrlcZ91WX1+vVatW6cUXX9SoUaMkSWvXrlV6erq2bNmiO++8s0Oxk1DAFidfvSzYIQBA8Nl022h6enrA6sWLF8vj8XT5sNu3b1dKSoouvfRSjRw5Uj/96U+VkpIiSaqsrFRra6vy8vL87d1ut7Kzs1VeXk5CAQBAuKqurlZCQoL/9bmqEx0xZswY3X///crIyFBVVZUee+wx3X777aqsrJTT6ZTX61VsbKz69esXsF9qaqq8Xm+H34eEAgAAu9h0l0dCQkJAQmHFAw884P93dna2hg0bpoyMDG3cuFETJ048dyjGyOHoeLWFQZkAANjF2LB0s7S0NGVkZOjgwYOSJJfLpZaWFtXV1QW0q62tVWpqaoePS0IBAEAEOXLkiKqrq5WWliZJGjp0qGJiYlRaWupvU1NTo3379iknJ6fDx6XLAwAAmwTjSZmNjY366KOP/K+rqqq0Z88eJSUlKSkpSR6PR/fdd5/S0tL0ySef6NFHH1X//v117733SpISExM1ffp0zZs3T8nJyUpKStL8+fM1ePBg/10fHUFCAQCAXYLwpMxdu3bptttu87+eO3euJGnq1KlauXKl9u7dqxdeeEFHjx5VWlqabrvtNr388suKj4/37/PUU08pOjpakyZNUlNTk+644w6tWbNGUVFRHY6DhAIAgDCWm5srY86dibz55psXPEbv3r21YsUKrVixostxkFAAAGCXCJ7Lg4QCAACbRPJso9zlAQAALKNCAQCAXWx69HY4IqEAAMAujKEAAABWMYYCAADAAioUAADYhS4PAABgmcUuj3BOKOjyAAAAllGhAADALnR5AAAAyyI4oaDLAwAAWEaFAgAAm/AcCgAAAAtIKAAAgGV0eQAAYJcIHpRJQgEAgE0ieQwFCQUAAHYK46TACsZQAAAAy6hQAABgF8ZQAAAAqyJ5DAVdHgAAwDIqFAAA2IUuDwAAYBVdHgAAABZ0e0JRWFgoh8Oh/Px8/zpjjDwej9xut+Li4pSbm6v9+/d3dygAAHQvY8MSpro1oaioqNCzzz6ra6+9NmD90qVLtWzZMhUVFamiokIul0ujR4/WsWPHujMcAAC6FwmF/RobG/Xggw/queeeU79+/fzrjTFavny5Fi1apIkTJyo7O1vFxcX64osvtG7durMeq7m5WQ0NDQELAAAIHd02KHPWrFm6++67NWrUKD3xxBP+9VVVVfJ6vcrLy/OvczqdGjlypMrLyzVjxox2xyosLNSSJUu6K9SwED3hf2093slXL7P1eICdkt87HuwQgC5hUKbNSkpKtHv3bhUWFrbb5vV6JUmpqakB61NTU/3bzrRw4ULV19f7l+rqavuDBgDAqgju8rC9QlFdXa0f//jH2rx5s3r37n3Odg6HI+C1MabdutOcTqecTqetcQIAYLsIfg6F7RWKyspK1dbWaujQoYqOjlZ0dLTKysr0n//5n4qOjvZXJs6sRtTW1rarWgAAgPBge0Jxxx13aO/evdqzZ49/GTZsmB588EHt2bNHX/3qV+VyuVRaWurfp6WlRWVlZcrJybE7HAAAeszpMRRWlnBle5dHfHy8srOzA9b17dtXycnJ/vX5+fkqKChQVlaWsrKyVFBQoD59+mjKlCl2hwMAQM+J4C6PoDx6e8GCBWpqatLMmTNVV1en4cOHa/PmzYqPjw9GOAAAwKIeSSi2b98e8NrhcMjj8cjj8fTE2wMA0CMi+bZRJgcDAMAuEdzlweRgAADAMioUAADYJYIrFCQUAADYxPGPxcr+4YouDwAAYBkVCgAA7EKXBwAAsIrbRgEAgHURXKFgDAUAALCMCgUAAHYK4yqDFSQUAADYJJLHUNDlAQAALKNCAQCAXRiUCQAArDrd5WFl6ay33npL48aNk9vtlsPh0CuvvBKw3Rgjj8cjt9utuLg45ebmav/+/QFtmpubNWfOHPXv3199+/bV+PHjdfjw4U7FQUIBAEAYO378uIYMGaKioqKzbl+6dKmWLVumoqIiVVRUyOVyafTo0Tp27Ji/TX5+vjZs2KCSkhLt2LFDjY2NGjt2rNra2jocB10eAADYJQhdHmPGjNGYMWPOfjhjtHz5ci1atEgTJ06UJBUXFys1NVXr1q3TjBkzVF9fr1WrVunFF1/UqFGjJElr165Venq6tmzZojvvvLNDcVChAADAJnZ1eTQ0NAQszc3NXYqnqqpKXq9XeXl5/nVOp1MjR45UeXm5JKmyslKtra0Bbdxut7Kzs/1tOoKEAgCAEJOenq7ExET/UlhY2KXjeL1eSVJqamrA+tTUVP82r9er2NhY9evX75xtOoIuDwAA7GJTl0d1dbUSEhL8q51Op6WwHI7AidGNMe3WtQulA22+jAoFAAB2MTYskhISEgKWriYULpdLktpVGmpra/1VC5fLpZaWFtXV1Z2zTUeQUAAAYJNg3DZ6PpmZmXK5XCotLfWva2lpUVlZmXJyciRJQ4cOVUxMTECbmpoa7du3z9+mI+jyAAAgjDU2Nuqjjz7yv66qqtKePXuUlJSkgQMHKj8/XwUFBcrKylJWVpYKCgrUp08fTZkyRZKUmJio6dOna968eUpOTlZSUpLmz5+vwYMH++/66AgSCgAA7BKE20Z37dql2267zf967ty5kqSpU6dqzZo1WrBggZqamjRz5kzV1dVp+PDh2rx5s+Lj4/37PPXUU4qOjtakSZPU1NSkO+64Q2vWrFFUVFSH4yChAADAJg5j5DBdzyi6sm9ubq7MefZzOBzyeDzyeDznbNO7d2+tWLFCK1as6PT7n8YYCgAAYBkVCgAA7BLBk4ORUAAAYBOrd2rYfZdHT6LLAwAAWEaFAgAAu9DlgVB38tXLgh0CAOAC6PIAAACwgAoFAAB2ocsDAABYFcldHiQUAADYJYIrFIyhAAAAllGhAADARuHcbWEFCQUAAHYx5tRiZf8wRZcHAACwjAoFAAA24S4PAABgHXd5AAAAdB0VCgAAbOLwnVqs7B+uSCgAALALXR4AAABdR4UCAACbcJcHAACwLoIfbEVCAQCATSK5QsEYCgAAYBkVCgAA7BLBd3mQUAAAYBO6PAAAACygQgEAgF24ywMAAFhFlwcAAIAFVCgAALALd3kAAACr6PIAAACwgAoFAAB28ZlTi5X9wxQJBQAAdmEMBQAAsMohi2MobIuk5zGGAgAAWEaFAgAAu/CkTAAAYBW3jdqosLBQN954o+Lj45WSkqJ77rlHBw4cCGhjjJHH45Hb7VZcXJxyc3O1f/9+u0MBAAA9xPaEoqysTLNmzdLOnTtVWlqqkydPKi8vT8ePH/e3Wbp0qZYtW6aioiJVVFTI5XJp9OjROnbsmN3hAADQc4wNS5iyvctj06ZNAa9Xr16tlJQUVVZW6tZbb5UxRsuXL9eiRYs0ceJESVJxcbFSU1O1bt06zZgxo90xm5ub1dzc7H/d0NBgd9gAAFjmMEYOC+MgrOwbbN0+hqK+vl6SlJSUJEmqqqqS1+tVXl6ev43T6dTIkSNVXl5+1oSisLBQS5Ys6e5QbZX83vELNwIA4CLRrbeNGmM0d+5c3XzzzcrOzpYkeb1eSVJqampA29TUVP+2My1cuFD19fX+pbq6ujvDBgCga3w2LGGqWysUs2fP1vvvv68dO3a02+ZwBD6+wxjTbt1pTqdTTqezW2IEAMAukdzl0W0Vijlz5ui1117Ttm3bNGDAAP96l8slSe2qEbW1te2qFgAAIDzYnlAYYzR79mytX79eW7duVWZmZsD2zMxMuVwulZaW+te1tLSorKxMOTk5docDAEDP4S4P+8yaNUvr1q3Tq6++qvj4eH8lIjExUXFxcXI4HMrPz1dBQYGysrKUlZWlgoIC9enTR1OmTLE7HAAAeg5PyrTPypUrJUm5ubkB61evXq1p06ZJkhYsWKCmpibNnDlTdXV1Gj58uDZv3qz4+Hi7wwEAoMdE8pMybU8oTAeyK4fDIY/HI4/HY/fbAwCAIGAuDwAA7BLBXR5MXw4AgE0cPutLZ3g8HjkcjoDl9N2UUs/OnUVCAQBAGLvmmmtUU1PjX/bu3evf1pNzZ9HlAQCAXYLQ5REdHR1Qlfi/Q3V+7iwrqFAAAGAXm55D0dDQELB8eYLMMx08eFBut1uZmZmaPHmyPv74Y0kXnjvLbiQUAACEmPT0dCUmJvqXwsLCs7YbPny4XnjhBb355pt67rnn5PV6lZOToyNHjnRp7iwr6PIAAMAmds3lUV1drYSEBP/6c81nNWbMGP+/Bw8erBEjRmjQoEEqLi7WTTfddOqYnZg7ywoqFAAA2OX0GAori6SEhISApaMTZPbt21eDBw/WwYMHe3zuLBIKAAAuEs3Nzfrggw+UlpbW43Nn0eUBAIBdjKROPkui3f6dMH/+fI0bN04DBw5UbW2tnnjiCTU0NGjq1Kk9PncWCQUAADaxawxFRx0+fFjf/va39be//U2XXXaZbrrpJu3cuVMZGRmSenbuLBKK03a+F+wIAADhzsjicyg617ykpOS823ty7izGUAAAAMuoUAAAYJcInhyMhAIAALv4JFl5xIOVAZ1BRpcHAACwjAoFAAA26em7PEIJCQUAAHaJ4DEUdHkAAADLqFAAAGCXCK5QkFAAAGCXCE4o6PIAAACWUaEAAMAuEfwcChIKAABswm2jAADAOsZQAAAAdB0VCgAA7OIzksNClcEXvhUKEgoAAOxClwcAAEDXUaEAAMA2FisUCt8KBQkFAAB2ocsDAACg66hQAABgF5+RpW4L7vIAAAAyvlOLlf3DFF0eAADAMioUAADYJYIHZZJQAABgF8ZQAAAAyyK4QsEYCgAAYBkVCgAA7GJksUJhWyQ9joQCAAC70OUBAADQdVQoAACwi88nycLDqXzh+2ArEgoAAOxClwcAAEDXUaEAAMAuEVyhIKEAAMAuEfykTLo8AACAZVQoAACwiTE+GQtTkFvZN9hIKAAAsIsx1rotGEMBAABOJQSRmVAwhgIAAFhGhQIAALv4fJLDwjgIxlAAAAC6PAAAACygQgEAgE2MzydjocuD20YBAABdHgAAAFZQoQAAwC4+Izkis0JBQgEAgF2MkWTlttHwTSjo8gAAAJZRoQAAwCbGZ2QsdHkYKhRd8/TTTyszM1O9e/fW0KFD9ec//zmY4QAAYI3xWV+6IBS+T4OWULz88svKz8/XokWL9O677+qWW27RmDFj9OmnnwYrJAAALDE+Y3nprFD5Pg1aQrFs2TJNnz5dP/jBD3T11Vdr+fLlSk9P18qVK4MVEgAAYSdUvk+DMoaipaVFlZWVeuSRRwLW5+Xlqby8vF375uZmNTc3+1/X19dLkk6q1dLzQwAAF7+TapXUM+MTTppmSxN8nY61oaEhYL3T6ZTT6WzXvrPfp90pKAnF3/72N7W1tSk1NTVgfWpqqrxeb7v2hYWFWrJkSbv1O/R6t8UIALi4HDlyRImJid1y7NjYWLlcLu3wWv9euuSSS5Senh6wbvHixfJ4PO3advb7tDsF9S4Ph8MR8NoY026dJC1cuFBz5871vz569KgyMjL06aefdtsvR09oaGhQenq6qqurlZCQEOxwuuxiOI+L4Ryki+M8LoZzkDiPUFJfX6+BAwcqKSmp296jd+/eqqqqUktLi+Vjne278GzViS/r6PdpdwpKQtG/f39FRUW1y55qa2vbZVnSuUs9iYmJYfsL/mUJCQmcR4i4GM5BujjO42I4B4nzCCW9enXvsMHevXurd+/e3foeZ+rs92l3CsqgzNjYWA0dOlSlpaUB60tLS5WTkxOMkAAACDuh9H0atC6PuXPn6jvf+Y6GDRumESNG6Nlnn9Wnn36qH/7wh8EKCQCAsBMq36dBSygeeOABHTlyRI8//rhqamqUnZ2t119/XRkZGRfc1+l0avHixRfsUwp1nEfouBjOQbo4zuNiOAeJ8wglF8M5nI+V71M7OUw4P+cTAACEBCYHAwAAlpFQAAAAy0goAACAZSQUAADAMhIKAABgWVgmFKEw73tHFRYW6sYbb1R8fLxSUlJ0zz336MCBAwFtpk2bJofDEbDcdNNNQYr47DweT7sYXS6Xf7sxRh6PR263W3FxccrNzdX+/fuDGHF7l19+ebtzcDgcmjVrlqTQvQ5vvfWWxo0bJ7fbLYfDoVdeeSVge0d+9s3NzZozZ4769++vvn37avz48Tp8+HAPnsX5z6O1tVUPP/ywBg8erL59+8rtduu73/2u/vrXvwYcIzc3t901mjx5ckicg9Sx36FQvxaSzvo5cTgc+vnPf+5vE+xr0ZG/reHy2bhYhF1CESrzvndUWVmZZs2apZ07d6q0tFQnT55UXl6ejh8/HtDurrvuUk1NjX95/fXQm/jsmmuuCYhx7969/m1Lly7VsmXLVFRUpIqKCrlcLo0ePVrHjh0LYsSBKioqAuI//WS5+++/398mFK/D8ePHNWTIEBUVFZ11e0d+9vn5+dqwYYNKSkq0Y8cONTY2auzYsWpra+up0zjveXzxxRfavXu3HnvsMe3evVvr16/Xhx9+qPHjx7dr+9BDDwVco9/85jc9Eb6kC18L6cK/Q6F+LSQFxF9TU6Pnn39eDodD9913X0C7YF6LjvxtDZfPxkXDhJmvf/3r5oc//GHAuquuuso88sgjQYqoc2pra40kU1ZW5l83depUM2HChOAF1QGLFy82Q4YMOes2n89nXC6XefLJJ/3rTpw4YRITE80zzzzTQxF23o9//GMzaNAg4/P5jDHhcR0kmQ0bNvhfd+Rnf/ToURMTE2NKSkr8bT777DPTq1cvs2nTph6L/cvOPI+zeeedd4wkc+jQIf+6kSNHmh//+MfdG1wHne0cLvQ7FK7XYsKECeb2228PWBdK18KY9n9bw/WzEc7CqkJxet73vLy8gPXBmPe9q+rr6yWp3ax327dvV0pKiq644go99NBDqq2tDUZ453Xw4EG53W5lZmZq8uTJ+vjjjyVJVVVV8nq9AdfF6XRq5MiRIXtdWlpatHbtWn3/+98PmJEvHK7Dl3XkZ19ZWanW1taANm63W9nZ2SF7faRTnxWHw6FLL700YP3vfvc79e/fX9dcc43mz58fUlUw6fy/Q+F4LT7//HNt3LhR06dPb7ctlK7FmX9bL+bPRqgK6vTlnRVK8753hTFGc+fO1c0336zs7Gz/+jFjxuj+++9XRkaGqqqq9Nhjj+n2229XZWVlyDwqdvjw4XrhhRd0xRVX6PPPP9cTTzyhnJwc7d+/3/+zP9t1OXToUDDCvaBXXnlFR48e1bRp0/zrwuE6nKkjP3uv16vY2Fj169evXZtQ/dycOHFCjzzyiKZMmRIww+WDDz6ozMxMuVwu7du3TwsXLtR7773XbmKkYLnQ71A4Xovi4mLFx8dr4sSJAetD6Vqc7W/rxfrZCGVhlVCcFgrzvnfF7Nmz9f7772vHjh0B6x944AH/v7OzszVs2DBlZGRo48aN7T7EwTJmzBj/vwcPHqwRI0Zo0KBBKi4u9g86C6frsmrVKo0ZM0Zut9u/Lhyuw7l05WcfqtentbVVkydPls/n09NPPx2w7aGHHvL/Ozs7W1lZWRo2bJh2796tG264oadDbaerv0Ohei0k6fnnn9eDDz7YblruULoW5/rbKl1cn41QF1ZdHqE073tnzZkzR6+99pq2bdumAQMGnLdtWlqaMjIydPDgwR6KrvP69u2rwYMH6+DBg/67PcLluhw6dEhbtmzRD37wg/O2C4fr0JGfvcvlUktLi+rq6s7ZJlS0trZq0qRJqqqqUmlpaUB14mxuuOEGxcTEhOw1OvN3KJyuhST9+c9/1oEDBy74WZGCdy3O9bf1YvtshIOwSihCad73jjLGaPbs2Vq/fr22bt2qzMzMC+5z5MgRVVdXKy0trQci7Jrm5mZ98MEHSktL85c9v3xdWlpaVFZWFpLXZfXq1UpJSdHdd9993nbhcB068rMfOnSoYmJiAtrU1NRo3759IXV9TicTBw8e1JYtW5ScnHzBffbv36/W1taQvUZn/g6Fy7U4bdWqVRo6dKiGDBlywbY9fS0u9Lf1YvpshI0gDQbtspKSEhMTE2NWrVpl/vKXv5j8/HzTt29f88knnwQ7tLP613/9V5OYmGi2b99uampq/MsXX3xhjDHm2LFjZt68eaa8vNxUVVWZbdu2mREjRpivfOUrpqGhIcjR/5958+aZ7du3m48//tjs3LnTjB071sTHx/t/7k8++aRJTEw069evN3v37jXf/va3TVpaWkidgzHGtLW1mYEDB5qHH344YH0oX4djx46Zd99917z77rtGklm2bJl59913/Xc/dORn/8Mf/tAMGDDAbNmyxezevdvcfvvtZsiQIebkyZMhcR6tra1m/PjxZsCAAWbPnj0Bn5Xm5mZjjDEfffSRWbJkiamoqDBVVVVm48aN5qqrrjLXX399j53H+c6ho79DoX4tTquvrzd9+vQxK1eubLd/KFyLC/1tNSZ8PhsXi7BLKIwx5te//rXJyMgwsbGx5oYbbgi4BTPUSDrrsnr1amOMMV988YXJy8szl112mYmJiTEDBw40U6dONZ9++mlwAz/DAw88YNLS0kxMTIxxu91m4sSJZv/+/f7tPp/PLF682LhcLuN0Os2tt95q9u7dG8SIz+7NN980ksyBAwcC1ofyddi2bdtZf4emTp1qjOnYz76pqcnMnj3bJCUlmbi4ODN27NgeP7fznUdVVdU5Pyvbtm0zxhjz6aefmltvvdUkJSWZ2NhYM2jQIPOjH/3IHDlyJCTOoaO/Q6F+LU77zW9+Y+Li4szRo0fb7R8K1+JCf1uNCZ/PxsXCYYwx3VT8AAAAESKsxlAAAIDQREIBAAAsI6EAAACWkVAAAADLSCgAAIBlJBQAAMAyEgoAAGAZCQUAALCMhAIAAFhGQgEAACwjoQAAAJb9f6u8fuKhIRk5AAAAAElFTkSuQmCC", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -87,7 +99,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:51.958983Z", + "iopub.status.busy": "2023-07-11T00:01:51.958706Z", + "iopub.status.idle": "2023-07-11T00:01:52.324795Z", + "shell.execute_reply": "2023-07-11T00:01:52.323887Z" + } + }, "outputs": [], "source": [ "# We now need to generate an Iris DataCube out of this dataset to run tobac feature detection. \n", @@ -114,18 +133,23 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:52.329156Z", + "iopub.status.busy": "2023-07-11T00:01:52.328875Z", + "iopub.status.idle": "2023-07-11T00:01:56.341645Z", + "shell.execute_reply": "2023-07-11T00:01:56.335837Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -170,18 +194,23 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:56.348391Z", + "iopub.status.busy": "2023-07-11T00:01:56.346681Z", + "iopub.status.idle": "2023-07-11T00:01:57.961544Z", + "shell.execute_reply": "2023-07-11T00:01:57.960460Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -218,11 +247,6 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { "codemirror_mode": { "name": "ipython", @@ -234,11 +258,6 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.3" - }, - "vscode": { - "interpreter": { - "hash": "25a19fbe0a9132dfb9279d48d161753c6352f8f9478c2e74383d340069b907c3" - } } }, "nbformat": 4, diff --git a/doc/feature_detection/notebooks/multiple_thresholds_example.ipynb b/doc/feature_detection/notebooks/multiple_thresholds_example.ipynb index 6710791b..5c548df4 100644 --- a/doc/feature_detection/notebooks/multiple_thresholds_example.ipynb +++ b/doc/feature_detection/notebooks/multiple_thresholds_example.ipynb @@ -17,7 +17,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:02:04.454435Z", + "iopub.status.busy": "2023-07-11T00:02:04.453782Z", + "iopub.status.idle": "2023-07-11T00:02:09.305142Z", + "shell.execute_reply": "2023-07-11T00:02:09.303956Z" + } + }, "outputs": [], "source": [ "%matplotlib inline\n", @@ -44,11 +51,18 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:02:09.308788Z", + "iopub.status.busy": "2023-07-11T00:02:09.308421Z", + "iopub.status.idle": "2023-07-11T00:02:09.531767Z", + "shell.execute_reply": "2023-07-11T00:02:09.531142Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -85,7 +99,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:02:09.567523Z", + "iopub.status.busy": "2023-07-11T00:02:09.567243Z", + "iopub.status.idle": "2023-07-11T00:02:10.044018Z", + "shell.execute_reply": "2023-07-11T00:02:10.040289Z" + } + }, "outputs": [], "source": [ "input_field_iris = xr.DataArray(input_field_arr, dims=['time', 'Y', 'X'], coords={'time': [np.datetime64('2019-01-01T00:00:00')]}).to_iris()" @@ -109,11 +130,18 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:02:10.049518Z", + "iopub.status.busy": "2023-07-11T00:02:10.048756Z", + "iopub.status.idle": "2023-07-11T00:02:10.418507Z", + "shell.execute_reply": "2023-07-11T00:02:10.417896Z" + } + }, "outputs": [ { "data": { - "image/png": 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tLy9HeXm59NpoNOLKlSvw8PDg5DxERHRbQggUFxdDp9PV+6A7Oa5fv46KigrZ+xE3PeYeuPFdWjOP0a1UV1fjn//8J0pLSxEcHNxs38m3omhAUfN8/psnZNJoNNLshQaDAfb29rUeFqTRaG75fP+EhATExcUp2VQiIrIyubm5zfbU2+vXr8Pfry0M+fK77tu2bYuSkhKTsvnz50Ov19dZ//jx4wgODsb169fRtm1bbNmyBffff7809YDS38m30iy3jd4cWdUVbd3sdnXmzp2L6dOnS68LCwvRoUMH9MMQ2MKuzm2IiIgAoAqVSMXXdc51o5SKigoY8quRk+EHV5emZ0GKio3w73kWubm5cHV1lcpvl53o0qULjh49iqtXr+Lf//43JkyYgJSUFGm90t/Jt6JoQFEzJbHBYDCZcjg/P1+KkLRaLSoqKlBQUGASEeXn5yMkJKTO/d4q1WMLO9iqGFAQEdFt/PFwhJboInd1aSMroJD288ddGw1hb2+Pe++9FwDQq1cvpKen48MPP8Ts2bMBKP+dfCuKdib5+/tDq9UiOTlZKquoqEBKSorUsJ49e8LOzs6kTl5eHjIzMxvdeCIiotakWhhlL3IJIVBeXt7i38mNzlCUlJTg9OnT0uucnBwcPXoU7u7u6NChA2JjYxEfH4+AgAAEBAQgPj4eTk5OGD9+PADAzc0NEydOxIwZM+Dh4QF3d3fMnDkTQUFBt521kIiIqLUzQsCIpj8vsrHbvv7664iMjISvry+Ki4uxadMmHDhwALt27YJKpWrR7+RGBxSHDx9GeHi49LpmbMOECROwdu1azJo1C2VlZZg8eTIKCgrQp08f7Nmzx6TvavHixbC1tcXYsWNRVlaGAQMGYO3atbCxsWlsc4iIiFoNI4yQk2No7NYXL17Ec889h7y8PLi5uaF79+7YtWsXBg0aBAAt+p1skY/eLioqgpubG8IwgmMoiBSiUgFOdznB0UXN27HJYgghUFZcjmtXr+FW32ZVohIHsA2FhYUNHpfQWDXfSxeyfWQPytR1Od+sbW0unByMiODavi0iXnoM9/bueOOvEsYTZCnEjecvnE4/gz0rD6Lo95L6t2lG1UKgWsbf6XK2NTcGFERWzsa2DZ5//0no/DVwdmgLlbJjtYmanYARroNcoL3XCysmrkd1lfyBjU3V0mMoWhMGFERW7i5vN7h6tkVbBxfY8FcCWSQbtHVwgatnKe7SuuLy+avmbpBV4m8PIivXpo3qjzET7OcgS3bjc9zGxrwZNiMEqpmhICIiIjmsucuDnaVEREQkGwMKIiIL0X94KNYmrTF3M+g2au7ykLNYKgYURGSx5uhnoUvve9Gl973o1rcrQgb3wV+mTMC/tv8TRmPjRvovXfUhRowfpngbWzIIWLrqQ+n9+POS9v3/U2T/32ccQpfe96KouEiR/d2JjAoslopjKIhIOdXVcDyaDttLv6PKsz3KHugNNPMTcB8NfgwJb70Lo7Eal65cwrffHcSCD97B7m92YcUHn8DW1rp+zQXcE4A1H683KXNzczNTa26tsqoSdrZ8MOGdhBkKIlJE23274T88FL4vPQvvN16D70vPwn94KNru292sx7W3t0d7z/bQeGnRrWsgXvrLZCx/fyUOpqVgy3/+LdUrLinGmwvmITjiYTwU1gPPv/wsfjl5AgCw+at/Y9mnS/HLqRPSX/Wbv/p3vdvV+CZlL0Y/PxJBj9yPPgN7Y+r/TQYAPBczHr/l/YaExQuk/dY4cuwInnnxaXTv1w2hQ/vhnfffxrWya9L6y1cu46XXJqF7v27oPyIM23dua9D7YWNji/ae7U0Wezv7Bh1z29dbMfr5kXgwtAceGdwXM954DZevXAYAnL9wHs+/9CwAoHf/h9Cl972Yo58FoO4szIjxw7B01YfS6y6978UX/07CyzNi8MCjQVix+mMAwL6D32D0cyMQ9Mj9GDAiHMs+/QhVVVXSdktXfYiwqEcRGHIf+kWG4J33327Q+2Au1X/c5SFnsVQMKIhItrb7dsN79lTY5htMym3zL8J79tRmDypuFtw7GF0D7sOe/XsA3Hg884uxf8Xvl3/HqiWrsXn9NnTr0g0TJj+Pq4VXMWTQULzwzEQE3BOA1J3fIXXndxgyaGi92wHAgdT9mDZ7CsIeCcPWjduxbvl6BN4fCABYmrgcWi8tXomJlfYLANmnszHxlb9gUFgEtiftwOL4j5Bx9DD+lhgnncOcuFn4Le83rFu+AR8tXIakf30ufbk3RUOOWVlViVdjXsP2z7/Cx++vwPkLuZgTdyNo8NZ4Y+m7N4KAXf9KRurO7zBv5puNasPSVR9iQOhAfPXFDjwxfAy+/e4g/u+tGXjuqQn4+stdePv1v2HzfzZj5ZrlN47zzU6sTVqDuLnvYM/mb7D8/RXo3Klzk9+DllAt5C+WyrpygUSkvOpqtP/gbwBErSdZqCAgoEL7Re+gJHRgs3d//Nk9He9B9ulfAACHDh/CydPZ+G7P97C3VwMAZsfOxd6UZOz+ZheeGj0OTk5O0l/3Nb5L/67e7VZ+thxDBg3FKzGx0nZdO98HALjL7S7Y2NjA2cnZZL+rN3yKYYOHIXr8XwAAHTt0xLyZb+G5mPHQz3kbFwwXcDAtBf9Y8y/0CHwAALDgzQQMGTO43vM++d9sPPhYd+l1J/978a91m+s9plqtxpPDx0jb+fp0wLwZb2FM9GiUXiuFs5Oz1HXi4e4BV5fGzzMRNXiYyTFmzZ+JFyfEYFTUaOmYr8bE4r2liZg66RXkGS7A06M9QvqEwM7WDjqtDt279Wj0cVuS3HEQHENBRFbL8Wg67G7KTPyZCgJ2F/PgeDQdZT37tli7hBBQ/RHiZP2SiWtl19BnYG+TOtfLr+Pcb+duuY+GbHfi5AmMGflUo9qWdSITZ8+fxVe7tpu012g04vyFXOScy4GtjS0C7wuS1nfq2KlBX+L+fv5Y8cEn0uua7o76jtnJ/178nJ2Fpas+wi8nT+BqUSHEHwNb8wwXcO89AY06x7r8+Xxq2nT855+wcs0KqazaWI3y8nKUXS/D4wMise6LtRg4IhyPBj+G0EfCEP5of6sbF2MpeFWISBbbS78rWk8p/z3zX/jc7QsAMBqNaO/ZHhtWfl6rnsttvqQbsp2Dg0Oj22YUAuNGP43nnnq+1jpvrQ45Z3MAoEmzvtrZ2sPPt2Ojj3mt7BpemBqNR/o8ivfe/gDt2rkjz3ABE6f9BZWVlbc9pkrVBrip77+qqvY2To5ON7XJiGkvvoqI8IhaddX2anhrddj1r2T8v+9T8V16GuLenY/VGz7FhlVJrXZApxEqVMt46qzRgp9Yy4CCiGSp+lMqX4l6Sqjpqoh++kZ6v1vXbrh0+RJsbGzho/Opcxs7OzsYjdUmZQ3ZrvO9XfBdehqeGP5kg/d7f5duOPXfU3V+8QPAPR07oaq6Cpknjksp/l/P/Crrds36jnny9EkUXC3AzKkz4a3VAQAyfz5uei62N7Id1dWm5+Pezh35fwoYS0qKcf7C+Qa1Kefsr7dsE3AjYBsQOhADQgdi/JPPInJMBE6ezka3roH17t8cjOLGImd7S8VBmUQkS9kDvVHppa1jBMUNAipUarxv3ELaDCoqKvD7pd9xMd+ArF8ysXLNckye+RLC+4Vj5NBRAICQhx/BA0EPYsrMl/Htdwdx/sJ5HDl2BItXLMLxP7407/b2wfkL53Ei+2dcuXoFFRXlDdpu6qRp2LHnP/jokyX4b85pZJ/OxqfrV0ntu9v7bqT/mI6L+QZcuXoFADBpwos4evxHxL07Hyeyf8aZc2fwTcpe/O29GwMk7+l4Dx4NfgxvLJiHY5lHkXkiE28seB0O6sZnQ2rUd0yd1ht2dnbY8I8NyD1/Dt+k7MXyP+7E+N+56KBSqXAgdT+uFFxG6bVSAEDfXn2x/eutOPxjOk6ePonZcbPQpgHjZab8dSq27diKpas+xKn/nsR/c07j6z07sHjFIgA37r7557Z/4OTpk8g9fw7bdm6Fg9oBOu3dTX4fqPkwQ0FE8tjY4PcZb8J79lTcGLXwvz+xaoKM36e/0WwDMr/97iD6RQbD1sYWrq6u6BpwH96Y8SZGRY1GmzY3/mZSqVRYteTvWLJiEV7/21wUFFyBp4cnej3YG57uHgCAwf0HI3n/bjz/8rMoKi5CwlvvYvSwJ+rdrk/PvvgwYSmWr16GVes+QVvntuj94MNS+16JicVbCW9i4Kj+qKioQHb6aXQN6IoNnyRhyYoPMP7FpwEh4OvTAUMGDZG2S3jrXbyx4HU8GzMenu6eePXl1/DRxbwmv0/1HdO9nQcWzk/EouUfYMOX69CtSzfMfnUOXp4RI+1D46XFtBdfxQfL3sPct2dj5JBRWKhPREz0S8j9LRcxr02CS1sXvPrSazj/W/0ZikeDH8PKxavw8d+X4e/rP4WtrS3u6dgJY0bcGLjp6uKKVetWYuHieBiNRnS+tzNWLlqFdne1a/L70NyqZXZ5yNnW3FRCWN5zPouKiuDm5oYwjICtqnX2oxFZivZ+7nhxxTPQeGphg6Z/6bfdtxvtP/ibyQDNSo03fp/+Bkr61393ApEc1ajGxUsGrHr5c/x+9orJuipRiQPYhsLCQri6Nv7ulIao+V5Ky/JGW5emJ/9Lio0I6ZbXrG1tLsxQEJEiSvoPRknowBZ/UiYRtQ4MKIhIOTY2LXprKFFrYxQqGIWMuzxkbGtuDCiIiIgUYs1jKHiXBxEREcnGDAWRlRNCwALHZhPV0ho+y9Vog2oZf6tX11+l1WJAQWTlii+XoqqiGkZUy7rLg8icjKhGVUU1ii6VmrUdQuYYCsExFERkqcpLK5D+1TE8Ok4N97vc0YZBBVkYI6px5eoVpH91DBXXKszaFmseQ8GAgohwYE0aAKD3sB6wtbdp0hwSROYghEBVRTXSvzomfY7JPBhQEBGEAPZ/lob/t+kwXD2dGVCQxRBCoOhSqdkzEzWqRRtUCxljKCx4OBMDCiKSVFyrwKVzreMXM5ElMkIFo4xBmUZYbkTB20aJiIhINmYoiIiIFMJBmURERCSb/DEU7PIgIiIiK8YMBRERkUJuDMqUMTkYuzyIiIjIKPPR27zLg4iIiKwaMxREREQKseZBmQwoiIiIFGJEG6t9sBUDCiIiIoVUCxWqZcwYKmdbc+MYCiIiIpKNGQoiIiKFVMu8y6OaXR5ERERkFG1glDEo02jBgzLZ5UFERESyMUNBRESkEHZ5EBERkWxGyLtTw6hcU1ocuzyIiIhINmYoiIiIFCL/wVaW+3c+AwoiIiKFyH/0tuUGFJbbciIiImo1mKGo0beHuVtARHTnO3TM3C1oVkaoYIScQZmW++htBhREREQKYZcHERERyVbzHAo5S2MkJCSgd+/ecHFxgZeXF0aOHIns7GyTOtHR0VCpVCZL3759TeqUl5dj2rRp8PT0hLOzM4YPH47z5883qi0MKIiIiCxUSkoKpkyZgkOHDiE5ORlVVVWIiIhAaWmpSb3HH38ceXl50vL111+brI+NjcWWLVuwadMmpKamoqSkBFFRUaiurm5wW9jlQUREpBCjUMEo58FWjdx2165dJq/XrFkDLy8vZGRk4LHHHpPK1Wo1tFptnfsoLCzE6tWrsWHDBgwcOBAAsHHjRvj6+mLv3r0YPHhwg9rCDAUREZFCjDK7O2qeQ1FUVGSylJeXN+j4hYWFAAB3d3eT8gMHDsDLywudO3fGpEmTkJ+fL63LyMhAZWUlIiIipDKdTofAwECkpaU1+NwZUBAREbUyvr6+cHNzk5aEhIR6txFCYPr06ejXrx8CAwOl8sjISHz++efYt28fPvjgA6Snp6N///5SkGIwGGBvb4927dqZ7E+j0cBgMDS4zezyICIiUoj86ctvbJubmwtXV1epXK1W17vt1KlT8dNPPyE1NdWk/KmnnpL+HxgYiF69esHPzw87duzA6NGjb7k/IQRUqoZ3wTCgICIiUkg1VKiW8SyJmm1dXV1NAor6TJs2Ddu3b8fBgwfh4+Nz27re3t7w8/PDqVOnAABarRYVFRUoKCgwyVLk5+cjJCSkwW1glwcREZGFEkJg6tSp2Lx5M/bt2wd/f/96t7l8+TJyc3Ph7e0NAOjZsyfs7OyQnJws1cnLy0NmZmajAgpmKIiIiBSiVJdHQ02ZMgVJSUnYtm0bXFxcpDEPbm5ucHR0RElJCfR6PZ544gl4e3vjzJkzeP311+Hp6YlRo0ZJdSdOnIgZM2bAw8MD7u7umDlzJoKCgqS7PhqCAQUREZFCqgGZXR6Ns2LFCgBAWFiYSfmaNWsQHR0NGxsbHD9+HOvXr8fVq1fh7e2N8PBwfPnll3BxcZHqL168GLa2thg7dizKysowYMAArF27FjY2Ng1uCwMKIiIiCyWEuO16R0dH7N69u979ODg4YOnSpVi6dGmT28KAgoiISCEt3eXRmjCgICIiUggnB1NQVVUV3njjDfj7+8PR0RH33HMP3n77bRiNRqmOEAJ6vR46nQ6Ojo4ICwtDVlaW0k0hIiJqUeKP6cubuggLnr5c8YDi3XffxcqVK7Fs2TKcOHECiYmJeO+990z6ZRITE7Fo0SIsW7YM6enp0Gq1GDRoEIqLi5VuDhEREbUAxbs8vvvuO4wYMQJDhw4FAHTs2BFffPEFDh8+DOBGdmLJkiWYN2+e9ISudevWQaPRICkpCTExMUo3iYiIqEWwy0NB/fr1wzfffIOTJ08CAI4dO4bU1FQMGTIEAJCTkwODwWAyCYlarUZoaOgtJyEpLy+vNVEKERFRa1Mz26icxVIpnqGYPXs2CgsL0bVrV9jY2KC6uhoLFizA008/DQDSQzc0Go3JdhqNBmfPnq1znwkJCYiLi1O6qc3qcg9nczeBmonHsVJzN4GIqNVRPEPx5ZdfYuPGjUhKSsKRI0ewbt06vP/++1i3bp1JvZsnHLndJCRz585FYWGhtOTm5irdbCIiItnkTF1es1gqxTMU//d//4c5c+Zg3LhxAICgoCCcPXsWCQkJmDBhArRaLYAbmYqa54gDNyYhuTlrUUOtVjdopjUiIiJzktttYcldHoqHQteuXUObNqa7tbGxkW4b9ff3h1arNZmEpKKiAikpKY2ahISIiIhaD8UzFMOGDcOCBQvQoUMHdOvWDT/++CMWLVqEF154AcCNro7Y2FjEx8cjICAAAQEBiI+Ph5OTE8aPH690c4iIiFqMEW1glPG3upxtzU3xgGLp0qV48803MXnyZOTn50On0yEmJgZvvfWWVGfWrFkoKyvD5MmTUVBQgD59+mDPnj0mE5UQERFZmmqhQrWMbgs525qb4gGFi4sLlixZgiVLltyyjkqlgl6vh16vV/rwREREZAacy4OIiEgh1jwokwEFERGRQoTM2UaFBT8pkwEFERGRQqqhQrWMCb7kbGtulhsKERERUavBDAUREZFCjELeOAijULAxLYwBBRERkUKMMsdQyNnW3Cy35URERNRqMENBRESkECNUMMoYWClnW3NjQEFERKQQa35SJrs8iIiISDZmKIiIiBRizYMyGVCQImxH/G7uJshWta29uZtARBbOCJmP3rbgMRSWGwoRERFRq8EMBRERkUKEzLs8hAVnKBhQEBERKYSzjRIREZFs1jwo03JbTkRERK0GMxREREQKYZcHERERyWbNj95mlwcRERHJxgwFERGRQtjlQURERLJZc0DBLg8iIiKSjRkKIiIihVhzhoIBBRERkUKsOaBglwcRERHJxgwFERGRQgTkPUtCKNeUFseAgoiISCHW3OXBgIKIiEgh1hxQcAwFERERycYMBbWYQw/8yyzH7Xv0SbMcl4isjzVnKBhQEBERKcSaAwp2eRAREZFszFAQEREpRAgVhIwsg5xtzY0BBRERkUKMUMl6DoWcbc2NXR5EREQkGzMURERECrHmQZkMKIiIiBRizWMo2OVBRERkoRISEtC7d2+4uLjAy8sLI0eORHZ2tkkdIQT0ej10Oh0cHR0RFhaGrKwskzrl5eWYNm0aPD094ezsjOHDh+P8+fONagsDCiIiIoXUdHnIWRojJSUFU6ZMwaFDh5CcnIyqqipERESgtLRUqpOYmIhFixZh2bJlSE9Ph1arxaBBg1BcXCzViY2NxZYtW7Bp0yakpqaipKQEUVFRqK6ubnBb2OVBRESkkJbu8ti1a5fJ6zVr1sDLywsZGRl47LHHIITAkiVLMG/ePIwePRoAsG7dOmg0GiQlJSEmJgaFhYVYvXo1NmzYgIEDBwIANm7cCF9fX+zduxeDBw9uUFuYoSAiIlKIkJmdqAkoioqKTJby8vIGHb+wsBAA4O7uDgDIycmBwWBARESEVEetViM0NBRpaWkAgIyMDFRWVprU0el0CAwMlOo0BAMKIiKiVsbX1xdubm7SkpCQUO82QghMnz4d/fr1Q2BgIADAYDAAADQajUldjUYjrTMYDLC3t0e7du1uWach2OVBRESkEAFACHnbA0Bubi5cXV2lcrVaXe+2U6dOxU8//YTU1NRa61Qq064UIUStslptaUCdP2OGgoiISCE1T8qUswCAq6uryVJfQDFt2jRs374d+/fvh4+Pj1Su1WoBoFamIT8/X8paaLVaVFRUoKCg4JZ1GoIBBRERkYUSQmDq1KnYvHkz9u3bB39/f5P1/v7+0Gq1SE5OlsoqKiqQkpKCkJAQAEDPnj1hZ2dnUicvLw+ZmZlSnYZglwcREZFCWvoujylTpiApKQnbtm2Di4uLlIlwc3ODo6MjVCoVYmNjER8fj4CAAAQEBCA+Ph5OTk4YP368VHfixImYMWMGPDw84O7ujpkzZyIoKEi666MhGFAQEREpxChUULXgo7dXrFgBAAgLCzMpX7NmDaKjowEAs2bNQllZGSZPnoyCggL06dMHe/bsgYuLi1R/8eLFsLW1xdixY1FWVoYBAwZg7dq1sLGxaXBbGFAQERFZKNGAEaAqlQp6vR56vf6WdRwcHLB06VIsXbq0yW1hQEFERKQQIWTe5SFjW3NjQEFERKQQTg5GREREJAMzFERERAqx5gwFAwoiIiKFtPRdHq0JAwoiIiKFWPOgTI6hICIiItmYoSAiIlLIjQyFnDEUCjamhTGgICIiUog1D8pklwcRERHJxgwFERGRQsQfi5ztLRUDCiIiIoWwy4OIiIhIBmYoiIiIlGLFfR7NkqH47bff8Oyzz8LDwwNOTk544IEHkJGRIa0XQkCv10On08HR0RFhYWHIyspqjqYQERG1nD+6PJq6gF0e/1NQUIBHHnkEdnZ22LlzJ37++Wd88MEHuOuuu6Q6iYmJWLRoEZYtW4b09HRotVoMGjQIxcXFSjeHiIioxdQ8KVPOYqkU7/J499134evrizVr1khlHTt2lP4vhMCSJUswb948jB49GgCwbt06aDQaJCUlISYmRukmERERUTNTPEOxfft29OrVC2PGjIGXlxcefPBBfPrpp9L6nJwcGAwGRERESGVqtRqhoaFIS0urc5/l5eUoKioyWYiIiFobOd0dcu8QMTfFMxS//vorVqxYgenTp+P111/HDz/8gFdeeQVqtRrPP/88DAYDAECj0Zhsp9FocPbs2Tr3mZCQgLi4OKWbSkSt1OUezuZuglXwOFZq7ibceeSOg7DggELxDIXRaMRDDz2E+Ph4PPjgg4iJicGkSZOwYsUKk3oqlembJoSoVVZj7ty5KCwslJbc3Fylm01EREQyKB5QeHt74/777zcpu++++3Du3DkAgFarBQApU1EjPz+/Vtaihlqthqurq8lCRETU2ljzoEzFA4pHHnkE2dnZJmUnT56En58fAMDf3x9arRbJycnS+oqKCqSkpCAkJETp5hAREbUcocBioRQfQ/Haa68hJCQE8fHxGDt2LH744QesWrUKq1atAnCjqyM2Nhbx8fEICAhAQEAA4uPj4eTkhPHjxyvdHCIiImoBigcUvXv3xpYtWzB37ly8/fbb8Pf3x5IlS/DMM89IdWbNmoWysjJMnjwZBQUF6NOnD/bs2QMXFxelm0NERNRirHkuj2Z59HZUVBSioqJuuV6lUkGv10Ov1zfH4YmIiMzHgrst5ODkYERERCQbJwcjIiJSCLs8iIiISD4rnm2UAQUREZFiVH8scra3TBxDQURERLIxQ0FERKQUdnkQERGRbFYcULDLg4iIiGRjhoKIiEgpVjx9OQMKIiIihcidMZSzjRIREZFVY4aCWkzfo0+auwlERM3LigdlMqAgIiJSihWPoWCXBxEREcnGDAUREZFCVOLGImd7S8WAgoiISCkcQ0FERESycQwFERERUdMxQ0FERKQUdnkQERGRbFYcULDLg4iIiGRjhoKIiEgpVpyhYEBBRESkFN7lQURERNR0zFAQEREphE/KJCIiIvmseAwFuzyILEwbYUT3whyEX/oJ3Qtz0EYYzd0kIjKjgwcPYtiwYdDpdFCpVNi6davJ+ujoaKhUKpOlb9++JnXKy8sxbdo0eHp6wtnZGcOHD8f58+cb1Q5mKIgsSL/LWZh85mu0ryiSyn63d8XyjkOQ6tHNjC0jInMpLS1Fjx498Je//AVPPPFEnXUef/xxrFmzRnptb29vsj42NhZfffUVNm3aBA8PD8yYMQNRUVHIyMiAjY1Ng9rBgILIQvS7nIW3Tm6qVe5RUYS3Tm7C253HMaggMjMVZI6h+OPfoqIik3K1Wg21Wl3nNpGRkYiMjLztftVqNbRabZ3rCgsLsXr1amzYsAEDBw4EAGzcuBG+vr7Yu3cvBg8e3KC2M6AgRVRta2/uJtzR2ggjJp/5GsD/fuFI6wAYAbx8ZifS3O+DUcWeTCKzUei2UV9fX5Pi+fPnQ6/XN3m3Bw4cgJeXF+666y6EhoZiwYIF8PLyAgBkZGSgsrISERERUn2dTofAwECkpaUxoCC6kwQWnTXp5rhZGwBeFYUILDqLn9z8W65hRNQscnNz4erqKr2+VXaiISIjIzFmzBj4+fkhJycHb775Jvr374+MjAyo1WoYDAbY29ujXbt2JttpNBoYDIYGH4cBBZEF8KgsVrQeETUThe7ycHV1NQko5Hjqqaek/wcGBqJXr17w8/PDjh07MHr06Fs3RQioVA3PtjA3SmQBLtu5KFqPiJqJUGBpZt7e3vDz88OpU6cAAFqtFhUVFSgoKDCpl5+fD41G0+D9MqAgsgCZrn743d4Vt7pB1Agg394Nma5+LdksIrJAly9fRm5uLry9vQEAPXv2hJ2dHZKTk6U6eXl5yMzMREhISIP3yy4PIgtgVLXB8o5D8NbJTTDC9C8BI24M1FzRMZIDMonMzBxPyiwpKcHp06el1zk5OTh69Cjc3d3h7u4OvV6PJ554At7e3jhz5gxef/11eHp6YtSoUQAANzc3TJw4ETNmzICHhwfc3d0xc+ZMBAUFSXd9NAQDCiILkerRDW93HlfrORSX7N2womMkbxklag3M8KTMw4cPIzw8XHo9ffp0AMCECROwYsUKHD9+HOvXr8fVq1fh7e2N8PBwfPnll3Bx+V8X6eLFi2Fra4uxY8eirKwMAwYMwNq1axv8DAqAAQWRRUn16IY09/sQWHQWHpXFuGzngkxXP2YmiKxYWFgYhLh1JLJ79+569+Hg4IClS5di6dKlTW4HAwoiC2NUteGtoUStlRXP5cGAgoiISCHWPNso86REREQkGzMURERESlHo0duWiAEFERGRUjiGgoiIiOTiGAoiIiIiGZihICIiUgq7PIiIiEg2mV0elhxQsMuDiIiIZGOGgoiISCns8iAiIiLZrDigYJcHERERycYMBRERkUL4HAoiIiIiGRhQEBERkWzs8iAiIlKKFQ/KZEBBRESkEGseQ8GAgoiISEkWHBTIwTEUREREJBszFERERErhGAoiIiKSy5rHULDLg4iIiGRjhoKIiEgp7PIgIiIiudjlQURERCRDswcUCQkJUKlUiI2NlcqEENDr9dDpdHB0dERYWBiysrKauylERETNSyiwWKhmDSjS09OxatUqdO/e3aQ8MTERixYtwrJly5Ceng6tVotBgwahuLi4OZtDRETUvBhQKK+kpATPPPMMPv30U7Rr104qF0JgyZIlmDdvHkaPHo3AwECsW7cO165dQ1JSUp37Ki8vR1FRkclCRERErUezDcqcMmUKhg4dioEDB+Kdd96RynNycmAwGBARESGVqdVqhIaGIi0tDTExMbX2lZCQgLi4uOZqqkWwHfG7ovur2tZe0f0RKcnjWKm5m0DUJByUqbBNmzbhyJEjSEhIqLXOYDAAADQajUm5RqOR1t1s7ty5KCwslJbc3FzlG01ERCSXFXd5KJ6hyM3Nxauvvoo9e/bAwcHhlvVUKpXJayFErbIaarUaarVa0XYSEREpzoqfQ6F4hiIjIwP5+fno2bMnbG1tYWtri5SUFHz00UewtbWVMhM3ZyPy8/NrZS2IiIjIMigeUAwYMADHjx/H0aNHpaVXr1545plncPToUdxzzz3QarVITk6WtqmoqEBKSgpCQkKUbg4REVGLqRlDIWexVIp3ebi4uCAwMNCkzNnZGR4eHlJ5bGws4uPjERAQgICAAMTHx8PJyQnjx49XujlEREQtx4q7PMzy6O1Zs2ahrKwMkydPRkFBAfr06YM9e/bAxcXFHM0hIiIimVokoDhw4IDJa5VKBb1eD71e3xKHJyIiahHWfNsoJwcjIiJSihV3eXByMCIiIpKNGQoiIiKlWHGGggEFERGRQlR/LHK2t1Ts8iAiIiLZmKEgIiJSCrs8iIiISC7eNkpERETyWXGGgmMoiIiISDZmKIiIiJRkwVkGORhQEBERKcSax1Cwy4OIiIhkY4aCiIhIKRyUSURERHLVdHnIWRrr4MGDGDZsGHQ6HVQqFbZu3WqyXggBvV4PnU4HR0dHhIWFISsry6ROeXk5pk2bBk9PTzg7O2P48OE4f/58o9rBgIKIiMiClZaWokePHli2bFmd6xMTE7Fo0SIsW7YM6enp0Gq1GDRoEIqLi6U6sbGx2LJlCzZt2oTU1FSUlJQgKioK1dXVDW4HuzyIiIiUYoYuj8jISERGRta9OyGwZMkSzJs3D6NHjwYArFu3DhqNBklJSYiJiUFhYSFWr16NDRs2YODAgQCAjRs3wtfXF3v37sXgwYMb1A5mKIiIiBSiVJdHUVGRyVJeXt6k9uTk5MBgMCAiIkIqU6vVCA0NRVpaGgAgIyMDlZWVJnV0Oh0CAwOlOg3BgIKIiKiV8fX1hZubm7QkJCQ0aT8GgwEAoNFoTMo1Go20zmAwwN7eHu3atbtlnYZglwcREZFSFOryyM3Nhaurq1SsVqtlNUulMp0YXQhRq6xWUxpQ58+YoSAiIlKKUGAB4OrqarI0NaDQarUAUCvTkJ+fL2UttFotKioqUFBQcMs6DcGAgoiISCHmuG30dvz9/aHVapGcnCyVVVRUICUlBSEhIQCAnj17ws7OzqROXl4eMjMzpToNwS4PIiIiC1ZSUoLTp09Lr3NycnD06FG4u7ujQ4cOiI2NRXx8PAICAhAQEID4+Hg4OTlh/PjxAAA3NzdMnDgRM2bMgIeHB9zd3TFz5kwEBQVJd300BAMKIiIipZjhttHDhw8jPDxcej19+nQAwIQJE7B27VrMmjULZWVlmDx5MgoKCtCnTx/s2bMHLi4u0jaLFy+Gra0txo4di7KyMgwYMABr166FjY1Ng9vBgIKIiEghKiGgEk2PKJqybVhYGMRttlOpVNDr9dDr9bes4+DggKVLl2Lp0qWNPn4NjqEgIiIi2ZihICIiUooVTw7GgIKIiEghcu/UUPouj5bELg8iIiKSjRkKIiIipbDLg1q7qm3tzd0EIiKqB7s8iIiIiGRghoKIiEgp7PIgIiIiuay5y4MBBRERkVKsOEPBMRREREQkGzMURERECrLkbgs5GFAQEREpRYgbi5ztLRS7PIiIiEg2ZiiIiIgUwrs8iIiISD7e5UFERETUdMxQEBERKURlvLHI2d5SMaAgIiJSCrs8iIiIiJqOGQoiIiKF8C4PIiIiks+KH2zFgIKIiEgh1pyh4BgKIiIiko0ZCiIiIqVY8V0eDCiIiIgUwi4PIiIiIhmYoSAiIlIK7/IgIiIiudjlQURERCQDMxRERERK4V0eREREJBe7PIiIiIhkYIaCiIhIKUZxY5GzvYViQEFERKQUjqEgIiIiuVSQOYZCsZa0PI6hICIiItmYoSAiIlIKn5RJREREcvG2UQUlJCSgd+/ecHFxgZeXF0aOHIns7GyTOkII6PV66HQ6ODo6IiwsDFlZWUo3hYiIiFqI4gFFSkoKpkyZgkOHDiE5ORlVVVWIiIhAaWmpVCcxMRGLFi3CsmXLkJ6eDq1Wi0GDBqG4uFjp5hAREbUcocBioRTv8ti1a5fJ6zVr1sDLywsZGRl47LHHIITAkiVLMG/ePIwePRoAsG7dOmg0GiQlJSEmJqbWPsvLy1FeXi69LioqUrrZREREsqmEgErGOAg525pbs4+hKCwsBAC4u7sDAHJycmAwGBARESHVUavVCA0NRVpaWp0BRUJCAuLi4pq7qYryOFZafyUiIqI7RLPeNiqEwPTp09GvXz8EBgYCAAwGAwBAo9GY1NVoNNK6m82dOxeFhYXSkpub25zNJiIiahqjAouFatYMxdSpU/HTTz8hNTW11jqVyvTxHUKIWmU11Go11Gp1s7SRiIhIKdbc5dFsGYpp06Zh+/bt2L9/P3x8fKRyrVYLALWyEfn5+bWyFkRERGQZFA8ohBCYOnUqNm/ejH379sHf399kvb+/P7RaLZKTk6WyiooKpKSkICQkROnmEBERtRze5aGcKVOmICkpCdu2bYOLi4uUiXBzc4OjoyNUKhViY2MRHx+PgIAABAQEID4+Hk5OThg/frzSzSEiImo5fFKmclasWAEACAsLMylfs2YNoqOjAQCzZs1CWVkZJk+ejIKCAvTp0wd79uyBi4uL0s0hIiJqMdb8pEzFAwrRgOhKpVJBr9dDr9crfXgiIiIyA87lQUREpBQr7vLg9OVEREQKURnlL42h1+uhUqlMlpq7KYGWnTuLAQUREZEF69atG/Ly8qTl+PHj0rqWnDuLXR5ERERKMUOXh62trUlW4n+7avzcWXIwQ0FERKQUhZ5DUVRUZLL8eYLMm506dQo6nQ7+/v4YN24cfv31VwD1z52lNAYURERErYyvry/c3NykJSEhoc56ffr0wfr167F79258+umnMBgMCAkJweXLl5s0d5Yc7PIgIiJSiFJzeeTm5sLV1VUqv9V8VpGRkdL/g4KCEBwcjE6dOmHdunXo27fvjX02Yu4sOZihICIiUkrNGAo5CwBXV1eTpaETZDo7OyMoKAinTp1q8bmzGFAQERHdIcrLy3HixAl4e3u3+NxZ7PIgIiJSigDQyGdJ1Nq+EWbOnIlhw4ahQ4cOyM/PxzvvvIOioiJMmDChxefOYkBBRESkEKXGUDTU+fPn8fTTT+PSpUto3749+vbti0OHDsHPzw9Ay86dxYCixqFj5m4BERFZOgGZz6FoXPVNmzbddn1Lzp3FMRREREQkGzMURERESrHiycEYUBARESnFCEDOIx7kDOg0M3Z5EBERkWzMUBARESmkpe/yaE0YUBARESnFisdQsMuDiIiIZGOGgoiISClWnKFgQEFERKQUKw4o2OVBREREsjFDQUREpBQrfg4FAwoiIiKF8LZRIiIiko9jKIiIiIiajhkKIiIipRgFoJKRZTBaboaCAQUREZFS2OVBRERE1HTMUBARESlGZoYClpuhYEBBRESkFHZ5EBERETUdMxRERERKMQrI6rbgXR5EREQEYbyxyNneQrHLg4iIiGRjhoKIiEgpVjwokwEFERGRUjiGgoiIiGSz4gwFx1AQERGRbMxQEBERKUVAZoZCsZa0OAYURERESmGXBxEREVHTMUNBRESkFKMRgIyHUxkt98FWDCiIiIiUwi4PIiIioqZjhoKIiEgpVpyhYEBBRESkFCt+Uia7PIiIiEg2ZiiIiIgUIoQRQsYU5HK2NTcGFEREREoRQl63BcdQEBER0Y2AwDoDCo6hICIiItmYoSAiIlKK0QioZIyD4BgKIiIiYpcHERERkQzMUBARESlEGI0QMro8eNsoERERscuDiIiISA5mKIiIiJRiFIDKOjMUDCiIiIiUIgQAObeNWm5AwS4PIiIiko0ZCiIiIoUIo4CQ0eUhmKFomuXLl8Pf3x8ODg7o2bMnvv32W3M2h4iISB5hlL80QWv4PjVbQPHll18iNjYW8+bNw48//ohHH30UkZGROHfunLmaREREJIswCtlLY7WW71OzBRSLFi3CxIkT8de//hX33XcflixZAl9fX6xYscJcTSIiIrI4reX71CxjKCoqKpCRkYE5c+aYlEdERCAtLa1W/fLycpSXl0uvCwsLAQBVqJT1/BAiIrrzVaESQMuMT6gS5bIm+Kppa1FRkUm5Wq2GWq2uVb+x36fNySwBxaVLl1BdXQ2NRmNSrtFoYDAYatVPSEhAXFxcrfJUfN1sbSQiojvL5cuX4ebm1iz7tre3h1arRapB/vdS27Zt4evra1I2f/586PX6WnUb+33anMx6l4dKpTJ5LYSoVQYAc+fOxfTp06XXV69ehZ+fH86dO9dsH46WUFRUBF9fX+Tm5sLV1dXczWmyO+E87oRzAO6M87gTzgHgebQmhYWF6NChA9zd3ZvtGA4ODsjJyUFFRYXsfdX1XVhXduLPGvp92pzMElB4enrCxsamVvSUn59fK8oCbp3qcXNzs9gP+J+5urryPFqJO+EcgDvjPO6EcwB4Hq1JmzbNO2zQwcEBDg4OzXqMmzX2+7Q5mWVQpr29PXr27Ink5GST8uTkZISEhJijSURERBanNX2fmq3LY/r06XjuuefQq1cvBAcHY9WqVTh37hxeeuklczWJiIjI4rSW71OzBRRPPfUULl++jLfffht5eXkIDAzE119/DT8/v3q3VavVmD9/fr19Sq0dz6P1uBPOAbgzzuNOOAeA59Ga3AnncDtyvk+VpBKW/JxPIiIiahU4ORgRERHJxoCCiIiIZGNAQURERLIxoCAiIiLZGFAQERGRbBYZULSGed8bKiEhAb1794aLiwu8vLwwcuRIZGdnm9SJjo6GSqUyWfr27WumFtdNr9fXaqNWq5XWCyGg1+uh0+ng6OiIsLAwZGVlmbHFtXXs2LHWOahUKkyZMgVA670OBw8exLBhw6DT6aBSqbB161aT9Q1578vLyzFt2jR4enrC2dkZw4cPx/nz51vwLG5/HpWVlZg9ezaCgoLg7OwMnU6H559/HhcuXDDZR1hYWK1rNG7cuFZxDkDDPkOt/VoAqPPnRKVS4b333pPqmPtaNOR3q6X8bNwpLC6gaC3zvjdUSkoKpkyZgkOHDiE5ORlVVVWIiIhAaWmpSb3HH38ceXl50vL1161v4rNu3bqZtPH48ePSusTERCxatAjLli1Deno6tFotBg0ahOLiYjO22FR6erpJ+2ueLDdmzBipTmu8DqWlpejRoweWLVtW5/qGvPexsbHYsmULNm3ahNTUVJSUlCAqKgrV1dUtdRq3PY9r167hyJEjePPNN3HkyBFs3rwZJ0+exPDhw2vVnTRpksk1+uSTT1qi+QDqvxZA/Z+h1n4tAJi0Py8vD5999hlUKhWeeOIJk3rmvBYN+d1qKT8bdwxhYR5++GHx0ksvmZR17dpVzJkzx0wtapz8/HwBQKSkpEhlEyZMECNGjDBfoxpg/vz5okePHnWuMxqNQqvVioULF0pl169fF25ubmLlypUt1MLGe/XVV0WnTp2E0WgUQljGdQAgtmzZIr1uyHt/9epVYWdnJzZt2iTV+e2330SbNm3Erl27Wqztf3bzedTlhx9+EADE2bNnpbLQ0FDx6quvNm/jGqiuc6jvM2Sp12LEiBGif//+JmWt6VoIUft3q6X+bFgyi8pQ1Mz7HhERYVJujnnfm6qwsBAAas16d+DAAXh5eaFz586YNGkS8vPzzdG82zp16hR0Oh38/f0xbtw4/PrrrwCAnJwcGAwGk+uiVqsRGhraaq9LRUUFNm7ciBdeeMFkRj5LuA5/1pD3PiMjA5WVlSZ1dDodAgMDW+31AW78rKhUKtx1110m5Z9//jk8PT3RrVs3zJw5s1VlwYDbf4Ys8VpcvHgRO3bswMSJE2uta03X4ubfrXfyz0ZrZdbpyxurNc373hRCCEyfPh39+vVDYGCgVB4ZGYkxY8bAz88POTk5ePPNN9G/f39kZGS0mkfF9unTB+vXr0fnzp1x8eJFvPPOOwgJCUFWVpb03td1Xc6ePWuO5tZr69atuHr1KqKjo6UyS7gON2vIe28wGGBvb4927drVqtNaf26uX7+OOXPmYPz48SYzXD7zzDPw9/eHVqtFZmYm5s6di2PHjtWaGMlc6vsMWeK1WLduHVxcXDB69GiT8tZ0Ler63Xqn/my0ZhYVUNRoDfO+N8XUqVPx008/ITU11aT8qaeekv4fGBiIXr16wc/PDzt27Kj1Q2wukZGR0v+DgoIQHByMTp06Yd26ddKgM0u6LqtXr0ZkZCR0Op1UZgnX4Vaa8t631utTWVmJcePGwWg0Yvny5SbrJk2aJP0/MDAQAQEB6NWrF44cOYKHHnqopZtaS1M/Q631WgDAZ599hmeeeabWtNyt6Vrc6ncrcGf9bLR2FtXl0ZrmfW+sadOmYfv27di/fz98fHxuW9fb2xt+fn44depUC7Wu8ZydnREUFIRTp05Jd3tYynU5e/Ys9u7di7/+9a+3rWcJ16Eh771Wq0VFRQUKCgpuWae1qKysxNixY5GTk4Pk5GST7ERdHnroIdjZ2bXaa3TzZ8iSrgUAfPvtt8jOzq73ZwUw37W41e/WO+1nwxJYVEDRmuZ9byghBKZOnYrNmzdj37598Pf3r3eby5cvIzc3F97e3i3QwqYpLy/HiRMn4O3tLaU9/3xdKioqkJKS0iqvy5o1a+Dl5YWhQ4fetp4lXIeGvPc9e/aEnZ2dSZ28vDxkZma2qutTE0ycOnUKe/fuhYeHR73bZGVlobKystVeo5s/Q5ZyLWqsXr0aPXv2RI8ePeqt29LXor7frXfSz4bFMNNg0CbbtGmTsLOzE6tXrxY///yziI2NFc7OzuLMmTPmblqdXn75ZeHm5iYOHDgg8vLypOXatWtCCCGKi4vFjBkzRFpamsjJyRH79+8XwcHB4u677xZFRUVmbv3/zJgxQxw4cED8+uuv4tChQyIqKkq4uLhI7/vChQuFm5ub2Lx5szh+/Lh4+umnhbe3d6s6ByGEqK6uFh06dBCzZ882KW/N16G4uFj8+OOP4scffxQAxKJFi8SPP/4o3f3QkPf+pZdeEj4+PmLv3r3iyJEjon///qJHjx6iqqqqVZxHZWWlGD58uPDx8RFHjx41+VkpLy8XQghx+vRpERcXJ9LT00VOTo7YsWOH6Nq1q3jwwQdb7Dxudw4N/Qy19mtRo7CwUDg5OYkVK1bU2r41XIv6frcKYTk/G3cKiwsohBDi448/Fn5+fsLe3l489NBDJrdgtjYA6lzWrFkjhBDi2rVrIiIiQrRv317Y2dmJDh06iAkTJohz586Zt+E3eeqpp4S3t7ews7MTOp1OjB49WmRlZUnrjUajmD9/vtBqtUKtVovHHntMHD9+3Iwtrtvu3bsFAJGdnW1S3pqvw/79++v8DE2YMEEI0bD3vqysTEydOlW4u7sLR0dHERUV1eLndrvzyMnJueXPyv79+4UQQpw7d0489thjwt3dXdjb24tOnTqJV155RVy+fLlVnENDP0Ot/VrU+OSTT4Sjo6O4evVqre1bw7Wo73erEJbzs3GnUAkhRDMlP4iIiMhKWNQYCiIiImqdGFAQERGRbAwoiIiISDYGFERERCQbAwoiIiKSjQEFERERycaAgoiIiGRjQEFERESyMaAgIiIi2RhQEBERkWwMKIiIiEi2/w89GmAk67aPwAAAAABJRU5ErkJggg==", + "image/png": 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tLy9HeXm59NpoNOLKlSvw8PDg5DxERHRbQggUFxdDp9PV+6A7Oa5fv46KigrZ+xE3PeYeuPFdWjOP0a1UV1fjn//8J0pLSxEcHNxs38m3omhAUfN8/psnZNJoNNLshQaDAfb29rUeFqTRaG75fP+EhATExcUp2VQiIrIyubm5zfbU2+vXr8Pfry0M+fK77tu2bYuSkhKTsvnz50Ov19dZ//jx4wgODsb169fRtm1bbNmyBffff7809YDS38m30iy3jd4cWdUVbd3sdnXmzp2L6dOnS68LCwvRoUMH9MMQ2MKuzm2IiIgAoAqVSMXXdc51o5SKigoY8quRk+EHV5emZ0GKio3w73kWubm5cHV1lcpvl53o0qULjh49iqtXr+Lf//43JkyYgJSUFGm90t/Jt6JoQFEzJbHBYDCZcjg/P1+KkLRaLSoqKlBQUGASEeXn5yMkJKTO/d4q1WMLO9iqGFAQEdFt/PFwhJboInd1aSMroJD288ddGw1hb2+Pe++9FwDQq1cvpKen48MPP8Ts2bMBKP+dfCuKdib5+/tDq9UiOTlZKquoqEBKSorUsJ49e8LOzs6kTl5eHjIzMxvdeCIiotakWhhlL3IJIVBeXt7i38mNzlCUlJTg9OnT0uucnBwcPXoU7u7u6NChA2JjYxEfH4+AgAAEBAQgPj4eTk5OGD9+PADAzc0NEydOxIwZM+Dh4QF3d3fMnDkTQUFBt521kIiIqLUzQsCIpj8vsrHbvv7664iMjISvry+Ki4uxadMmHDhwALt27YJKpWrR7+RGBxSHDx9GeHi49LpmbMOECROwdu1azJo1C2VlZZg8eTIKCgrQp08f7Nmzx6TvavHixbC1tcXYsWNRVlaGAQMGYO3atbCxsWlsc4iIiFoNI4yQk2No7NYXL17Ec889h7y8PLi5uaF79+7YtWsXBg0aBAAt+p1skY/eLioqgpubG8IwgmMoiBSiUgFOdznB0UXN27HJYgghUFZcjmtXr+FW32ZVohIHsA2FhYUNHpfQWDXfSxeyfWQPytR1Od+sbW0unByMiODavi0iXnoM9/bueOOvEsYTZCnEjecvnE4/gz0rD6Lo95L6t2lG1UKgWsbf6XK2NTcGFERWzsa2DZ5//0no/DVwdmgLlbJjtYmanYARroNcoL3XCysmrkd1lfyBjU3V0mMoWhMGFERW7i5vN7h6tkVbBxfY8FcCWSQbtHVwgatnKe7SuuLy+avmbpBV4m8PIivXpo3qjzET7OcgS3bjc9zGxrwZNiMEqpmhICIiIjmsucuDnaVEREQkGwMKIiIL0X94KNYmrTF3M+g2au7ykLNYKgYURGSx5uhnoUvve9Gl973o1rcrQgb3wV+mTMC/tv8TRmPjRvovXfUhRowfpngbWzIIWLrqQ+n9+POS9v3/U2T/32ccQpfe96KouEiR/d2JjAoslopjKIhIOdXVcDyaDttLv6PKsz3KHugNNPMTcB8NfgwJb70Lo7Eal65cwrffHcSCD97B7m92YcUHn8DW1rp+zQXcE4A1H683KXNzczNTa26tsqoSdrZ8MOGdhBkKIlJE23274T88FL4vPQvvN16D70vPwn94KNru292sx7W3t0d7z/bQeGnRrWsgXvrLZCx/fyUOpqVgy3/+LdUrLinGmwvmITjiYTwU1gPPv/wsfjl5AgCw+at/Y9mnS/HLqRPSX/Wbv/p3vdvV+CZlL0Y/PxJBj9yPPgN7Y+r/TQYAPBczHr/l/YaExQuk/dY4cuwInnnxaXTv1w2hQ/vhnfffxrWya9L6y1cu46XXJqF7v27oPyIM23dua9D7YWNji/ae7U0Wezv7Bh1z29dbMfr5kXgwtAceGdwXM954DZevXAYAnL9wHs+/9CwAoHf/h9Cl972Yo58FoO4szIjxw7B01YfS6y6978UX/07CyzNi8MCjQVix+mMAwL6D32D0cyMQ9Mj9GDAiHMs+/QhVVVXSdktXfYiwqEcRGHIf+kWG4J33327Q+2Au1X/c5SFnsVQMKIhItrb7dsN79lTY5htMym3zL8J79tRmDypuFtw7GF0D7sOe/XsA3Hg884uxf8Xvl3/HqiWrsXn9NnTr0g0TJj+Pq4VXMWTQULzwzEQE3BOA1J3fIXXndxgyaGi92wHAgdT9mDZ7CsIeCcPWjduxbvl6BN4fCABYmrgcWi8tXomJlfYLANmnszHxlb9gUFgEtiftwOL4j5Bx9DD+lhgnncOcuFn4Le83rFu+AR8tXIakf30ufbk3RUOOWVlViVdjXsP2z7/Cx++vwPkLuZgTdyNo8NZ4Y+m7N4KAXf9KRurO7zBv5puNasPSVR9iQOhAfPXFDjwxfAy+/e4g/u+tGXjuqQn4+stdePv1v2HzfzZj5ZrlN47zzU6sTVqDuLnvYM/mb7D8/RXo3Klzk9+DllAt5C+WyrpygUSkvOpqtP/gbwBErSdZqCAgoEL7Re+gJHRgs3d//Nk9He9B9ulfAACHDh/CydPZ+G7P97C3VwMAZsfOxd6UZOz+ZheeGj0OTk5O0l/3Nb5L/67e7VZ+thxDBg3FKzGx0nZdO98HALjL7S7Y2NjA2cnZZL+rN3yKYYOHIXr8XwAAHTt0xLyZb+G5mPHQz3kbFwwXcDAtBf9Y8y/0CHwAALDgzQQMGTO43vM++d9sPPhYd+l1J/978a91m+s9plqtxpPDx0jb+fp0wLwZb2FM9GiUXiuFs5Oz1HXi4e4BV5fGzzMRNXiYyTFmzZ+JFyfEYFTUaOmYr8bE4r2liZg66RXkGS7A06M9QvqEwM7WDjqtDt279Wj0cVuS3HEQHENBRFbL8Wg67G7KTPyZCgJ2F/PgeDQdZT37tli7hBBQ/RHiZP2SiWtl19BnYG+TOtfLr+Pcb+duuY+GbHfi5AmMGflUo9qWdSITZ8+fxVe7tpu012g04vyFXOScy4GtjS0C7wuS1nfq2KlBX+L+fv5Y8cEn0uua7o76jtnJ/178nJ2Fpas+wi8nT+BqUSHEHwNb8wwXcO89AY06x7r8+Xxq2nT855+wcs0KqazaWI3y8nKUXS/D4wMise6LtRg4IhyPBj+G0EfCEP5of6sbF2MpeFWISBbbS78rWk8p/z3zX/jc7QsAMBqNaO/ZHhtWfl6rnsttvqQbsp2Dg0Oj22YUAuNGP43nnnq+1jpvrQ45Z3MAoEmzvtrZ2sPPt2Ojj3mt7BpemBqNR/o8ivfe/gDt2rkjz3ABE6f9BZWVlbc9pkrVBrip77+qqvY2To5ON7XJiGkvvoqI8IhaddX2anhrddj1r2T8v+9T8V16GuLenY/VGz7FhlVJrXZApxEqVMt46qzRgp9Yy4CCiGSp+lMqX4l6Sqjpqoh++kZ6v1vXbrh0+RJsbGzho/Opcxs7OzsYjdUmZQ3ZrvO9XfBdehqeGP5kg/d7f5duOPXfU3V+8QPAPR07oaq6Cpknjksp/l/P/Crrds36jnny9EkUXC3AzKkz4a3VAQAyfz5uei62N7Id1dWm5+Pezh35fwoYS0qKcf7C+Qa1Kefsr7dsE3AjYBsQOhADQgdi/JPPInJMBE6ezka3roH17t8cjOLGImd7S8VBmUQkS9kDvVHppa1jBMUNAipUarxv3ELaDCoqKvD7pd9xMd+ArF8ysXLNckye+RLC+4Vj5NBRAICQhx/BA0EPYsrMl/Htdwdx/sJ5HDl2BItXLMLxP7407/b2wfkL53Ei+2dcuXoFFRXlDdpu6qRp2LHnP/jokyX4b85pZJ/OxqfrV0ntu9v7bqT/mI6L+QZcuXoFADBpwos4evxHxL07Hyeyf8aZc2fwTcpe/O29GwMk7+l4Dx4NfgxvLJiHY5lHkXkiE28seB0O6sZnQ2rUd0yd1ht2dnbY8I8NyD1/Dt+k7MXyP+7E+N+56KBSqXAgdT+uFFxG6bVSAEDfXn2x/eutOPxjOk6ePonZcbPQpgHjZab8dSq27diKpas+xKn/nsR/c07j6z07sHjFIgA37r7557Z/4OTpk8g9fw7bdm6Fg9oBOu3dTX4fqPkwQ0FE8tjY4PcZb8J79lTcGLXwvz+xaoKM36e/0WwDMr/97iD6RQbD1sYWrq6u6BpwH96Y8SZGRY1GmzY3/mZSqVRYteTvWLJiEV7/21wUFFyBp4cnej3YG57uHgCAwf0HI3n/bjz/8rMoKi5CwlvvYvSwJ+rdrk/PvvgwYSmWr16GVes+QVvntuj94MNS+16JicVbCW9i4Kj+qKioQHb6aXQN6IoNnyRhyYoPMP7FpwEh4OvTAUMGDZG2S3jrXbyx4HU8GzMenu6eePXl1/DRxbwmv0/1HdO9nQcWzk/EouUfYMOX69CtSzfMfnUOXp4RI+1D46XFtBdfxQfL3sPct2dj5JBRWKhPREz0S8j9LRcxr02CS1sXvPrSazj/W/0ZikeDH8PKxavw8d+X4e/rP4WtrS3u6dgJY0bcGLjp6uKKVetWYuHieBiNRnS+tzNWLlqFdne1a/L70NyqZXZ5yNnW3FRCWN5zPouKiuDm5oYwjICtqnX2oxFZivZ+7nhxxTPQeGphg6Z/6bfdtxvtP/ibyQDNSo03fp/+Bkr61393ApEc1ajGxUsGrHr5c/x+9orJuipRiQPYhsLCQri6Nv7ulIao+V5Ky/JGW5emJ/9Lio0I6ZbXrG1tLsxQEJEiSvoPRknowBZ/UiYRtQ4MKIhIOTY2LXprKFFrYxQqGIWMuzxkbGtuDCiIiIgUYs1jKHiXBxEREcnGDAWRlRNCwALHZhPV0ho+y9Vog2oZf6tX11+l1WJAQWTlii+XoqqiGkZUy7rLg8icjKhGVUU1ii6VmrUdQuYYCsExFERkqcpLK5D+1TE8Ok4N97vc0YZBBVkYI6px5eoVpH91DBXXKszaFmseQ8GAgohwYE0aAKD3sB6wtbdp0hwSROYghEBVRTXSvzomfY7JPBhQEBGEAPZ/lob/t+kwXD2dGVCQxRBCoOhSqdkzEzWqRRtUCxljKCx4OBMDCiKSVFyrwKVzreMXM5ElMkIFo4xBmUZYbkTB20aJiIhINmYoiIiIFMJBmURERCSb/DEU7PIgIiIiK8YMBRERkUJuDMqUMTkYuzyIiIjIKPPR27zLg4iIiKwaMxREREQKseZBmQwoiIiIFGJEG6t9sBUDCiIiIoVUCxWqZcwYKmdbc+MYCiIiIpKNGQoiIiKFVMu8y6OaXR5ERERkFG1glDEo02jBgzLZ5UFERESyMUNBRESkEHZ5EBERkWxGyLtTw6hcU1ocuzyIiIhINmYoiIiIFCL/wVaW+3c+AwoiIiKFyH/0tuUGFJbbciIiImo1mKGo0beHuVtARHTnO3TM3C1oVkaoYIScQZmW++htBhREREQKYZcHERERyVbzHAo5S2MkJCSgd+/ecHFxgZeXF0aOHIns7GyTOtHR0VCpVCZL3759TeqUl5dj2rRp8PT0hLOzM4YPH47z5883qi0MKIiIiCxUSkoKpkyZgkOHDiE5ORlVVVWIiIhAaWmpSb3HH38ceXl50vL111+brI+NjcWWLVuwadMmpKamoqSkBFFRUaiurm5wW9jlQUREpBCjUMEo58FWjdx2165dJq/XrFkDLy8vZGRk4LHHHpPK1Wo1tFptnfsoLCzE6tWrsWHDBgwcOBAAsHHjRvj6+mLv3r0YPHhwg9rCDAUREZFCjDK7O2qeQ1FUVGSylJeXN+j4hYWFAAB3d3eT8gMHDsDLywudO3fGpEmTkJ+fL63LyMhAZWUlIiIipDKdTofAwECkpaU1+NwZUBAREbUyvr6+cHNzk5aEhIR6txFCYPr06ejXrx8CAwOl8sjISHz++efYt28fPvjgA6Snp6N///5SkGIwGGBvb4927dqZ7E+j0cBgMDS4zezyICIiUoj86ctvbJubmwtXV1epXK1W17vt1KlT8dNPPyE1NdWk/KmnnpL+HxgYiF69esHPzw87duzA6NGjb7k/IQRUqoZ3wTCgICIiUkg1VKiW8SyJmm1dXV1NAor6TJs2Ddu3b8fBgwfh4+Nz27re3t7w8/PDqVOnAABarRYVFRUoKCgwyVLk5+cjJCSkwW1glwcREZGFEkJg6tSp2Lx5M/bt2wd/f/96t7l8+TJyc3Ph7e0NAOjZsyfs7OyQnJws1cnLy0NmZmajAgpmKIiIiBSiVJdHQ02ZMgVJSUnYtm0bXFxcpDEPbm5ucHR0RElJCfR6PZ544gl4e3vjzJkzeP311+Hp6YlRo0ZJdSdOnIgZM2bAw8MD7u7umDlzJoKCgqS7PhqCAQUREZFCqgGZXR6Ns2LFCgBAWFiYSfmaNWsQHR0NGxsbHD9+HOvXr8fVq1fh7e2N8PBwfPnll3BxcZHqL168GLa2thg7dizKysowYMAArF27FjY2Ng1uCwMKIiIiCyWEuO16R0dH7N69u979ODg4YOnSpVi6dGmT28KAgoiISCEt3eXRmjCgICIiUggnB1NQVVUV3njjDfj7+8PR0RH33HMP3n77bRiNRqmOEAJ6vR46nQ6Ojo4ICwtDVlaW0k0hIiJqUeKP6cubuggLnr5c8YDi3XffxcqVK7Fs2TKcOHECiYmJeO+990z6ZRITE7Fo0SIsW7YM6enp0Gq1GDRoEIqLi5VuDhEREbUAxbs8vvvuO4wYMQJDhw4FAHTs2BFffPEFDh8+DOBGdmLJkiWYN2+e9ISudevWQaPRICkpCTExMUo3iYiIqEWwy0NB/fr1wzfffIOTJ08CAI4dO4bU1FQMGTIEAJCTkwODwWAyCYlarUZoaOgtJyEpLy+vNVEKERFRa1Mz26icxVIpnqGYPXs2CgsL0bVrV9jY2KC6uhoLFizA008/DQDSQzc0Go3JdhqNBmfPnq1znwkJCYiLi1O6qc3qcg9nczeBmonHsVJzN4GIqNVRPEPx5ZdfYuPGjUhKSsKRI0ewbt06vP/++1i3bp1JvZsnHLndJCRz585FYWGhtOTm5irdbCIiItnkTF1es1gqxTMU//d//4c5c+Zg3LhxAICgoCCcPXsWCQkJmDBhArRaLYAbmYqa54gDNyYhuTlrUUOtVjdopjUiIiJzktttYcldHoqHQteuXUObNqa7tbGxkW4b9ff3h1arNZmEpKKiAikpKY2ahISIiIhaD8UzFMOGDcOCBQvQoUMHdOvWDT/++CMWLVqEF154AcCNro7Y2FjEx8cjICAAAQEBiI+Ph5OTE8aPH690c4iIiFqMEW1glPG3upxtzU3xgGLp0qV48803MXnyZOTn50On0yEmJgZvvfWWVGfWrFkoKyvD5MmTUVBQgD59+mDPnj0mE5UQERFZmmqhQrWMbgs525qb4gGFi4sLlixZgiVLltyyjkqlgl6vh16vV/rwREREZAacy4OIiEgh1jwokwEFERGRQoTM2UaFBT8pkwEFERGRQqqhQrWMCb7kbGtulhsKERERUavBDAUREZFCjELeOAijULAxLYwBBRERkUKMMsdQyNnW3Cy35URERNRqMENBRESkECNUMMoYWClnW3NjQEFERKQQa35SJrs8iIiISDZmKIiIiBRizYMyGVCQImxH/G7uJshWta29uZtARBbOCJmP3rbgMRSWGwoRERFRq8EMBRERkUKEzLs8hAVnKBhQEBERKYSzjRIREZFs1jwo03JbTkRERK0GMxREREQKYZcHERERyWbNj95mlwcRERHJxgwFERGRQtjlQURERLJZc0DBLg8iIiKSjRkKIiIihVhzhoIBBRERkUKsOaBglwcRERHJxgwFERGRQgTkPUtCKNeUFseAgoiISCHW3OXBgIKIiEgh1hxQcAwFERERycYMBbWYQw/8yyzH7Xv0SbMcl4isjzVnKBhQEBERKcSaAwp2eRAREZFszFAQEREpRAgVhIwsg5xtzY0BBRERkUKMUMl6DoWcbc2NXR5EREQkGzMURERECrHmQZkMKIiIiBRizWMo2OVBRERkoRISEtC7d2+4uLjAy8sLI0eORHZ2tkkdIQT0ej10Oh0cHR0RFhaGrKwskzrl5eWYNm0aPD094ezsjOHDh+P8+fONagsDCiIiIoXUdHnIWRojJSUFU6ZMwaFDh5CcnIyqqipERESgtLRUqpOYmIhFixZh2bJlSE9Ph1arxaBBg1BcXCzViY2NxZYtW7Bp0yakpqaipKQEUVFRqK6ubnBb2OVBRESkkJbu8ti1a5fJ6zVr1sDLywsZGRl47LHHIITAkiVLMG/ePIwePRoAsG7dOmg0GiQlJSEmJgaFhYVYvXo1NmzYgIEDBwIANm7cCF9fX+zduxeDBw9uUFuYoSAiIlKIkJmdqAkoioqKTJby8vIGHb+wsBAA4O7uDgDIycmBwWBARESEVEetViM0NBRpaWkAgIyMDFRWVprU0el0CAwMlOo0BAMKIiKiVsbX1xdubm7SkpCQUO82QghMnz4d/fr1Q2BgIADAYDAAADQajUldjUYjrTMYDLC3t0e7du1uWach2OVBRESkEAFACHnbA0Bubi5cXV2lcrVaXe+2U6dOxU8//YTU1NRa61Qq064UIUStslptaUCdP2OGgoiISCE1T8qUswCAq6uryVJfQDFt2jRs374d+/fvh4+Pj1Su1WoBoFamIT8/X8paaLVaVFRUoKCg4JZ1GoIBBRERkYUSQmDq1KnYvHkz9u3bB39/f5P1/v7+0Gq1SE5OlsoqKiqQkpKCkJAQAEDPnj1hZ2dnUicvLw+ZmZlSnYZglwcREZFCWvoujylTpiApKQnbtm2Di4uLlIlwc3ODo6MjVCoVYmNjER8fj4CAAAQEBCA+Ph5OTk4YP368VHfixImYMWMGPDw84O7ujpkzZyIoKEi666MhGFAQEREpxChUULXgo7dXrFgBAAgLCzMpX7NmDaKjowEAs2bNQllZGSZPnoyCggL06dMHe/bsgYuLi1R/8eLFsLW1xdixY1FWVoYBAwZg7dq1sLGxaXBbGFAQERFZKNGAEaAqlQp6vR56vf6WdRwcHLB06VIsXbq0yW1hQEFERKQQIWTe5SFjW3NjQEFERKQQTg5GREREJAMzFERERAqx5gwFAwoiIiKFtPRdHq0JAwoiIiKFWPOgTI6hICIiItmYoSAiIlLIjQyFnDEUCjamhTGgICIiUog1D8pklwcRERHJxgwFERGRQsQfi5ztLRUDCiIiIoWwy4OIiIhIBmYoiIiIlGLFfR7NkqH47bff8Oyzz8LDwwNOTk544IEHkJGRIa0XQkCv10On08HR0RFhYWHIyspqjqYQERG1nD+6PJq6gF0e/1NQUIBHHnkEdnZ22LlzJ37++Wd88MEHuOuuu6Q6iYmJWLRoEZYtW4b09HRotVoMGjQIxcXFSjeHiIioxdQ8KVPOYqkU7/J499134evrizVr1khlHTt2lP4vhMCSJUswb948jB49GgCwbt06aDQaJCUlISYmRukmERERUTNTPEOxfft29OrVC2PGjIGXlxcefPBBfPrpp9L6nJwcGAwGRERESGVqtRqhoaFIS0urc5/l5eUoKioyWYiIiFobOd0dcu8QMTfFMxS//vorVqxYgenTp+P111/HDz/8gFdeeQVqtRrPP/88DAYDAECj0Zhsp9FocPbs2Tr3mZCQgLi4OKWbSkSt1OUezuZuglXwOFZq7ibceeSOg7DggELxDIXRaMRDDz2E+Ph4PPjgg4iJicGkSZOwYsUKk3oqlembJoSoVVZj7ty5KCwslJbc3Fylm01EREQyKB5QeHt74/777zcpu++++3Du3DkAgFarBQApU1EjPz+/Vtaihlqthqurq8lCRETU2ljzoEzFA4pHHnkE2dnZJmUnT56En58fAMDf3x9arRbJycnS+oqKCqSkpCAkJETp5hAREbUcocBioRQfQ/Haa68hJCQE8fHxGDt2LH744QesWrUKq1atAnCjqyM2Nhbx8fEICAhAQEAA4uPj4eTkhPHjxyvdHCIiImoBigcUvXv3xpYtWzB37ly8/fbb8Pf3x5IlS/DMM89IdWbNmoWysjJMnjwZBQUF6NOnD/bs2QMXFxelm0NERNRirHkuj2Z59HZUVBSioqJuuV6lUkGv10Ov1zfH4YmIiMzHgrst5ODkYERERCQbJwcjIiJSCLs8iIiISD4rnm2UAQUREZFiVH8scra3TBxDQURERLIxQ0FERKQUdnkQERGRbFYcULDLg4iIiGRjhoKIiEgpVjx9OQMKIiIihcidMZSzjRIREZFVY4aCWkzfo0+auwlERM3LigdlMqAgIiJSihWPoWCXBxEREcnGDAUREZFCVOLGImd7S8WAgoiISCkcQ0FERESycQwFERERUdMxQ0FERKQUdnkQERGRbFYcULDLg4iIiGRjhoKIiEgpVpyhYEBBRESkFN7lQURERNR0zFAQEREphE/KJCIiIvmseAwFuzyILEwbYUT3whyEX/oJ3Qtz0EYYzd0kIjKjgwcPYtiwYdDpdFCpVNi6davJ+ujoaKhUKpOlb9++JnXKy8sxbdo0eHp6wtnZGcOHD8f58+cb1Q5mKIgsSL/LWZh85mu0ryiSyn63d8XyjkOQ6tHNjC0jInMpLS1Fjx498Je//AVPPPFEnXUef/xxrFmzRnptb29vsj42NhZfffUVNm3aBA8PD8yYMQNRUVHIyMiAjY1Ng9rBgILIQvS7nIW3Tm6qVe5RUYS3Tm7C253HMaggMjMVZI6h+OPfoqIik3K1Wg21Wl3nNpGRkYiMjLztftVqNbRabZ3rCgsLsXr1amzYsAEDBw4EAGzcuBG+vr7Yu3cvBg8e3KC2M6AgRVRta2/uJtzR2ggjJp/5GsD/fuFI6wAYAbx8ZifS3O+DUcWeTCKzUei2UV9fX5Pi+fPnQ6/XN3m3Bw4cgJeXF+666y6EhoZiwYIF8PLyAgBkZGSgsrISERERUn2dTofAwECkpaUxoCC6kwQWnTXp5rhZGwBeFYUILDqLn9z8W65hRNQscnNz4erqKr2+VXaiISIjIzFmzBj4+fkhJycHb775Jvr374+MjAyo1WoYDAbY29ujXbt2JttpNBoYDIYGH4cBBZEF8KgsVrQeETUThe7ycHV1NQko5Hjqqaek/wcGBqJXr17w8/PDjh07MHr06Fs3RQioVA3PtjA3SmQBLtu5KFqPiJqJUGBpZt7e3vDz88OpU6cAAFqtFhUVFSgoKDCpl5+fD41G0+D9MqAgsgCZrn743d4Vt7pB1Agg394Nma5+LdksIrJAly9fRm5uLry9vQEAPXv2hJ2dHZKTk6U6eXl5yMzMREhISIP3yy4PIgtgVLXB8o5D8NbJTTDC9C8BI24M1FzRMZIDMonMzBxPyiwpKcHp06el1zk5OTh69Cjc3d3h7u4OvV6PJ554At7e3jhz5gxef/11eHp6YtSoUQAANzc3TJw4ETNmzICHhwfc3d0xc+ZMBAUFSXd9NAQDCiILkerRDW93HlfrORSX7N2womMkbxklag3M8KTMw4cPIzw8XHo9ffp0AMCECROwYsUKHD9+HOvXr8fVq1fh7e2N8PBwfPnll3Bx+V8X6eLFi2Fra4uxY8eirKwMAwYMwNq1axv8DAqAAQWRRUn16IY09/sQWHQWHpXFuGzngkxXP2YmiKxYWFgYhLh1JLJ79+569+Hg4IClS5di6dKlTW4HAwoiC2NUteGtoUStlRXP5cGAgoiISCHWPNso86REREQkGzMURERESlHo0duWiAEFERGRUjiGgoiIiOTiGAoiIiIiGZihICIiUgq7PIiIiEg2mV0elhxQsMuDiIiIZGOGgoiISCns8iAiIiLZrDigYJcHERERycYMBRERkUL4HAoiIiIiGRhQEBERkWzs8iAiIlKKFQ/KZEBBRESkEGseQ8GAgoiISEkWHBTIwTEUREREJBszFERERErhGAoiIiKSy5rHULDLg4iIiGRjhoKIiEgp7PIgIiIiudjlQURERCRDswcUCQkJUKlUiI2NlcqEENDr9dDpdHB0dERYWBiysrKauylERETNSyiwWKhmDSjS09OxatUqdO/e3aQ8MTERixYtwrJly5Ceng6tVotBgwahuLi4OZtDRETUvBhQKK+kpATPPPMMPv30U7Rr104qF0JgyZIlmDdvHkaPHo3AwECsW7cO165dQ1JSUp37Ki8vR1FRkclCRERErUezDcqcMmUKhg4dioEDB+Kdd96RynNycmAwGBARESGVqdVqhIaGIi0tDTExMbX2lZCQgLi4uOZqqkWwHfG7ovur2tZe0f0RKcnjWKm5m0DUJByUqbBNmzbhyJEjSEhIqLXOYDAAADQajUm5RqOR1t1s7ty5KCwslJbc3FzlG01ERCSXFXd5KJ6hyM3Nxauvvoo9e/bAwcHhlvVUKpXJayFErbIaarUaarVa0XYSEREpzoqfQ6F4hiIjIwP5+fno2bMnbG1tYWtri5SUFHz00UewtbWVMhM3ZyPy8/NrZS2IiIjIMigeUAwYMADHjx/H0aNHpaVXr1545plncPToUdxzzz3QarVITk6WtqmoqEBKSgpCQkKUbg4REVGLqRlDIWexVIp3ebi4uCAwMNCkzNnZGR4eHlJ5bGws4uPjERAQgICAAMTHx8PJyQnjx49XujlEREQtx4q7PMzy6O1Zs2ahrKwMkydPRkFBAfr06YM9e/bAxcXFHM0hIiIimVokoDhw4IDJa5VKBb1eD71e3xKHJyIiahHWfNsoJwcjIiJSihV3eXByMCIiIpKNGQoiIiKlWHGGggEFERGRQlR/LHK2t1Ts8iAiIiLZmKEgIiJSCrs8iIiISC7eNkpERETyWXGGgmMoiIiISDZmKIiIiJRkwVkGORhQEBERKcSax1Cwy4OIiIhkY4aCiIhIKRyUSURERHLVdHnIWRrr4MGDGDZsGHQ6HVQqFbZu3WqyXggBvV4PnU4HR0dHhIWFISsry6ROeXk5pk2bBk9PTzg7O2P48OE4f/58o9rBgIKIiMiClZaWokePHli2bFmd6xMTE7Fo0SIsW7YM6enp0Gq1GDRoEIqLi6U6sbGx2LJlCzZt2oTU1FSUlJQgKioK1dXVDW4HuzyIiIiUYoYuj8jISERGRta9OyGwZMkSzJs3D6NHjwYArFu3DhqNBklJSYiJiUFhYSFWr16NDRs2YODAgQCAjRs3wtfXF3v37sXgwYMb1A5mKIiIiBSiVJdHUVGRyVJeXt6k9uTk5MBgMCAiIkIqU6vVCA0NRVpaGgAgIyMDlZWVJnV0Oh0CAwOlOg3BgIKIiKiV8fX1hZubm7QkJCQ0aT8GgwEAoNFoTMo1Go20zmAwwN7eHu3atbtlnYZglwcREZFSFOryyM3Nhaurq1SsVqtlNUulMp0YXQhRq6xWUxpQ58+YoSAiIlKKUGAB4OrqarI0NaDQarUAUCvTkJ+fL2UttFotKioqUFBQcMs6DcGAgoiISCHmuG30dvz9/aHVapGcnCyVVVRUICUlBSEhIQCAnj17ws7OzqROXl4eMjMzpToNwS4PIiIiC1ZSUoLTp09Lr3NycnD06FG4u7ujQ4cOiI2NRXx8PAICAhAQEID4+Hg4OTlh/PjxAAA3NzdMnDgRM2bMgIeHB9zd3TFz5kwEBQVJd300BAMKIiIipZjhttHDhw8jPDxcej19+nQAwIQJE7B27VrMmjULZWVlmDx5MgoKCtCnTx/s2bMHLi4u0jaLFy+Gra0txo4di7KyMgwYMABr166FjY1Ng9vBgIKIiEghKiGgEk2PKJqybVhYGMRttlOpVNDr9dDr9bes4+DggKVLl2Lp0qWNPn4NjqEgIiIi2ZihICIiUooVTw7GgIKIiEghcu/UUPouj5bELg8iIiKSjRkKIiIipbDLg1q7qm3tzd0EIiKqB7s8iIiIiGRghoKIiEgp7PIgIiIiuay5y4MBBRERkVKsOEPBMRREREQkGzMURERECrLkbgs5GFAQEREpRYgbi5ztLRS7PIiIiEg2ZiiIiIgUwrs8iIiISD7e5UFERETUdMxQEBERKURlvLHI2d5SMaAgIiJSCrs8iIiIiJqOGQoiIiKF8C4PIiIiks+KH2zFgIKIiEgh1pyh4BgKIiIiko0ZCiIiIqVY8V0eDCiIiIgUwi4PIiIiIhmYoSAiIlIK7/IgIiIiudjlQURERCQDMxRERERK4V0eREREJBe7PIiIiIhkYIaCiIhIKUZxY5GzvYViQEFERKQUjqEgIiIiuVSQOYZCsZa0PI6hICIiItmYoSAiIlIKn5RJREREcvG2UQUlJCSgd+/ecHFxgZeXF0aOHIns7GyTOkII6PV66HQ6ODo6IiwsDFlZWUo3hYiIiFqI4gFFSkoKpkyZgkOHDiE5ORlVVVWIiIhAaWmpVCcxMRGLFi3CsmXLkJ6eDq1Wi0GDBqG4uFjp5hAREbUcocBioRTv8ti1a5fJ6zVr1sDLywsZGRl47LHHIITAkiVLMG/ePIwePRoAsG7dOmg0GiQlJSEmJqbWPsvLy1FeXi69LioqUrrZREREsqmEgErGOAg525pbs4+hKCwsBAC4u7sDAHJycmAwGBARESHVUavVCA0NRVpaWp0BRUJCAuLi4pq7qYryOFZafyUiIqI7RLPeNiqEwPTp09GvXz8EBgYCAAwGAwBAo9GY1NVoNNK6m82dOxeFhYXSkpub25zNJiIiahqjAouFatYMxdSpU/HTTz8hNTW11jqVyvTxHUKIWmU11Go11Gp1s7SRiIhIKdbc5dFsGYpp06Zh+/bt2L9/P3x8fKRyrVYLALWyEfn5+bWyFkRERGQZFA8ohBCYOnUqNm/ejH379sHf399kvb+/P7RaLZKTk6WyiooKpKSkICQkROnmEBERtRze5aGcKVOmICkpCdu2bYOLi4uUiXBzc4OjoyNUKhViY2MRHx+PgIAABAQEID4+Hk5OThg/frzSzSEiImo5fFKmclasWAEACAsLMylfs2YNoqOjAQCzZs1CWVkZJk+ejIKCAvTp0wd79uyBi4uL0s0hIiJqMdb8pEzFAwrRgOhKpVJBr9dDr9crfXgiIiIyA87lQUREpBQr7vLg9OVEREQKURnlL42h1+uhUqlMlpq7KYGWnTuLAQUREZEF69atG/Ly8qTl+PHj0rqWnDuLXR5ERERKMUOXh62trUlW4n+7avzcWXIwQ0FERKQUhZ5DUVRUZLL8eYLMm506dQo6nQ7+/v4YN24cfv31VwD1z52lNAYURERErYyvry/c3NykJSEhoc56ffr0wfr167F79258+umnMBgMCAkJweXLl5s0d5Yc7PIgIiJSiFJzeeTm5sLV1VUqv9V8VpGRkdL/g4KCEBwcjE6dOmHdunXo27fvjX02Yu4sOZihICIiUkrNGAo5CwBXV1eTpaETZDo7OyMoKAinTp1q8bmzGFAQERHdIcrLy3HixAl4e3u3+NxZ7PIgIiJSigDQyGdJ1Nq+EWbOnIlhw4ahQ4cOyM/PxzvvvIOioiJMmDChxefOYkBBRESkEKXGUDTU+fPn8fTTT+PSpUto3749+vbti0OHDsHPzw9Ay86dxYCixqFj5m4BERFZOgGZz6FoXPVNmzbddn1Lzp3FMRREREQkGzMURERESrHiycEYUBARESnFCEDOIx7kDOg0M3Z5EBERkWzMUBARESmkpe/yaE0YUBARESnFisdQsMuDiIiIZGOGgoiISClWnKFgQEFERKQUKw4o2OVBREREsjFDQUREpBQrfg4FAwoiIiKF8LZRIiIiko9jKIiIiIiajhkKIiIipRgFoJKRZTBaboaCAQUREZFS2OVBRERE1HTMUBARESlGZoYClpuhYEBBRESkFHZ5EBERETUdMxRERERKMQrI6rbgXR5EREQEYbyxyNneQrHLg4iIiGRjhoKIiEgpVjwokwEFERGRUjiGgoiIiGSz4gwFx1AQERGRbMxQEBERKUVAZoZCsZa0OAYURERESmGXBxEREVHTMUNBRESkFKMRgIyHUxkt98FWDCiIiIiUwi4PIiIioqZjhoKIiEgpVpyhYEBBRESkFCt+Uia7PIiIiEg2ZiiIiIgUIoQRQsYU5HK2NTcGFEREREoRQl63BcdQEBER0Y2AwDoDCo6hICIiItmYoSAiIlKK0QioZIyD4BgKIiIiYpcHERERkQzMUBARESlEGI0QMro8eNsoERERscuDiIiISA5mKIiIiJRiFIDKOjMUDCiIiIiUIgQAObeNWm5AwS4PIiIiko0ZCiIiIoUIo4CQ0eUhmKFomuXLl8Pf3x8ODg7o2bMnvv32W3M2h4iISB5hlL80QWv4PjVbQPHll18iNjYW8+bNw48//ohHH30UkZGROHfunLmaREREJIswCtlLY7WW71OzBRSLFi3CxIkT8de//hX33XcflixZAl9fX6xYscJcTSIiIrI4reX71CxjKCoqKpCRkYE5c+aYlEdERCAtLa1W/fLycpSXl0uvCwsLAQBVqJT1/BAiIrrzVaESQMuMT6gS5bIm+Kppa1FRkUm5Wq2GWq2uVb+x36fNySwBxaVLl1BdXQ2NRmNSrtFoYDAYatVPSEhAXFxcrfJUfN1sbSQiojvL5cuX4ebm1iz7tre3h1arRapB/vdS27Zt4evra1I2f/586PX6WnUb+33anMx6l4dKpTJ5LYSoVQYAc+fOxfTp06XXV69ehZ+fH86dO9dsH46WUFRUBF9fX+Tm5sLV1dXczWmyO+E87oRzAO6M87gTzgHgebQmhYWF6NChA9zd3ZvtGA4ODsjJyUFFRYXsfdX1XVhXduLPGvp92pzMElB4enrCxsamVvSUn59fK8oCbp3qcXNzs9gP+J+5urryPFqJO+EcgDvjPO6EcwB4Hq1JmzbNO2zQwcEBDg4OzXqMmzX2+7Q5mWVQpr29PXr27Ink5GST8uTkZISEhJijSURERBanNX2fmq3LY/r06XjuuefQq1cvBAcHY9WqVTh37hxeeuklczWJiIjI4rSW71OzBRRPPfUULl++jLfffht5eXkIDAzE119/DT8/v3q3VavVmD9/fr19Sq0dz6P1uBPOAbgzzuNOOAeA59Ga3AnncDtyvk+VpBKW/JxPIiIiahU4ORgRERHJxoCCiIiIZGNAQURERLIxoCAiIiLZGFAQERGRbBYZULSGed8bKiEhAb1794aLiwu8vLwwcuRIZGdnm9SJjo6GSqUyWfr27WumFtdNr9fXaqNWq5XWCyGg1+uh0+ng6OiIsLAwZGVlmbHFtXXs2LHWOahUKkyZMgVA670OBw8exLBhw6DT6aBSqbB161aT9Q1578vLyzFt2jR4enrC2dkZw4cPx/nz51vwLG5/HpWVlZg9ezaCgoLg7OwMnU6H559/HhcuXDDZR1hYWK1rNG7cuFZxDkDDPkOt/VoAqPPnRKVS4b333pPqmPtaNOR3q6X8bNwpLC6gaC3zvjdUSkoKpkyZgkOHDiE5ORlVVVWIiIhAaWmpSb3HH38ceXl50vL1161v4rNu3bqZtPH48ePSusTERCxatAjLli1Deno6tFotBg0ahOLiYjO22FR6erpJ+2ueLDdmzBipTmu8DqWlpejRoweWLVtW5/qGvPexsbHYsmULNm3ahNTUVJSUlCAqKgrV1dUtdRq3PY9r167hyJEjePPNN3HkyBFs3rwZJ0+exPDhw2vVnTRpksk1+uSTT1qi+QDqvxZA/Z+h1n4tAJi0Py8vD5999hlUKhWeeOIJk3rmvBYN+d1qKT8bdwxhYR5++GHx0ksvmZR17dpVzJkzx0wtapz8/HwBQKSkpEhlEyZMECNGjDBfoxpg/vz5okePHnWuMxqNQqvVioULF0pl169fF25ubmLlypUt1MLGe/XVV0WnTp2E0WgUQljGdQAgtmzZIr1uyHt/9epVYWdnJzZt2iTV+e2330SbNm3Erl27Wqztf3bzedTlhx9+EADE2bNnpbLQ0FDx6quvNm/jGqiuc6jvM2Sp12LEiBGif//+JmWt6VoIUft3q6X+bFgyi8pQ1Mz7HhERYVJujnnfm6qwsBAAas16d+DAAXh5eaFz586YNGkS8vPzzdG82zp16hR0Oh38/f0xbtw4/PrrrwCAnJwcGAwGk+uiVqsRGhraaq9LRUUFNm7ciBdeeMFkRj5LuA5/1pD3PiMjA5WVlSZ1dDodAgMDW+31AW78rKhUKtx1110m5Z9//jk8PT3RrVs3zJw5s1VlwYDbf4Ys8VpcvHgRO3bswMSJE2uta03X4ubfrXfyz0ZrZdbpyxurNc373hRCCEyfPh39+vVDYGCgVB4ZGYkxY8bAz88POTk5ePPNN9G/f39kZGS0mkfF9unTB+vXr0fnzp1x8eJFvPPOOwgJCUFWVpb03td1Xc6ePWuO5tZr69atuHr1KqKjo6UyS7gON2vIe28wGGBvb4927drVqtNaf26uX7+OOXPmYPz48SYzXD7zzDPw9/eHVqtFZmYm5s6di2PHjtWaGMlc6vsMWeK1WLduHVxcXDB69GiT8tZ0Ler63Xqn/my0ZhYVUNRoDfO+N8XUqVPx008/ITU11aT8qaeekv4fGBiIXr16wc/PDzt27Kj1Q2wukZGR0v+DgoIQHByMTp06Yd26ddKgM0u6LqtXr0ZkZCR0Op1UZgnX4Vaa8t631utTWVmJcePGwWg0Yvny5SbrJk2aJP0/MDAQAQEB6NWrF44cOYKHHnqopZtaS1M/Q631WgDAZ599hmeeeabWtNyt6Vrc6ncrcGf9bLR2FtXl0ZrmfW+sadOmYfv27di/fz98fHxuW9fb2xt+fn44depUC7Wu8ZydnREUFIRTp05Jd3tYynU5e/Ys9u7di7/+9a+3rWcJ16Eh771Wq0VFRQUKCgpuWae1qKysxNixY5GTk4Pk5GST7ERdHnroIdjZ2bXaa3TzZ8iSrgUAfPvtt8jOzq73ZwUw37W41e/WO+1nwxJYVEDRmuZ9byghBKZOnYrNmzdj37598Pf3r3eby5cvIzc3F97e3i3QwqYpLy/HiRMn4O3tLaU9/3xdKioqkJKS0iqvy5o1a+Dl5YWhQ4fetp4lXIeGvPc9e/aEnZ2dSZ28vDxkZma2qutTE0ycOnUKe/fuhYeHR73bZGVlobKystVeo5s/Q5ZyLWqsXr0aPXv2RI8ePeqt29LXor7frXfSz4bFMNNg0CbbtGmTsLOzE6tXrxY///yziI2NFc7OzuLMmTPmblqdXn75ZeHm5iYOHDgg8vLypOXatWtCCCGKi4vFjBkzRFpamsjJyRH79+8XwcHB4u677xZFRUVmbv3/zJgxQxw4cED8+uuv4tChQyIqKkq4uLhI7/vChQuFm5ub2Lx5szh+/Lh4+umnhbe3d6s6ByGEqK6uFh06dBCzZ882KW/N16G4uFj8+OOP4scffxQAxKJFi8SPP/4o3f3QkPf+pZdeEj4+PmLv3r3iyJEjon///qJHjx6iqqqqVZxHZWWlGD58uPDx8RFHjx41+VkpLy8XQghx+vRpERcXJ9LT00VOTo7YsWOH6Nq1q3jwwQdb7Dxudw4N/Qy19mtRo7CwUDg5OYkVK1bU2r41XIv6frcKYTk/G3cKiwsohBDi448/Fn5+fsLe3l489NBDJrdgtjYA6lzWrFkjhBDi2rVrIiIiQrRv317Y2dmJDh06iAkTJohz586Zt+E3eeqpp4S3t7ews7MTOp1OjB49WmRlZUnrjUajmD9/vtBqtUKtVovHHntMHD9+3Iwtrtvu3bsFAJGdnW1S3pqvw/79++v8DE2YMEEI0bD3vqysTEydOlW4u7sLR0dHERUV1eLndrvzyMnJueXPyv79+4UQQpw7d0489thjwt3dXdjb24tOnTqJV155RVy+fLlVnENDP0Ot/VrU+OSTT4Sjo6O4evVqre1bw7Wo73erEJbzs3GnUAkhRDMlP4iIiMhKWNQYCiIiImqdGFAQERGRbAwoiIiISDYGFERERCQbAwoiIiKSjQEFERERycaAgoiIiGRjQEFERESyMaAgIiIi2RhQEBERkWwMKIiIiEi2/w89GmAk67aPwAAAAABJRU5ErkJggg==", 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" ] @@ -145,11 +173,18 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:02:10.421989Z", + "iopub.status.busy": "2023-07-11T00:02:10.421706Z", + "iopub.status.idle": "2023-07-11T00:02:10.742500Z", + "shell.execute_reply": "2023-07-11T00:02:10.741720Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -196,11 +231,18 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:02:10.745804Z", + "iopub.status.busy": "2023-07-11T00:02:10.745543Z", + "iopub.status.idle": "2023-07-11T00:02:11.050430Z", + "shell.execute_reply": "2023-07-11T00:02:11.049631Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -233,11 +275,18 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:02:11.054792Z", + "iopub.status.busy": "2023-07-11T00:02:11.054513Z", + "iopub.status.idle": "2023-07-11T00:02:11.464030Z", + "shell.execute_reply": "2023-07-11T00:02:11.463418Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -263,11 +312,18 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:02:11.466933Z", + "iopub.status.busy": "2023-07-11T00:02:11.466636Z", + "iopub.status.idle": "2023-07-11T00:02:12.110406Z", + "shell.execute_reply": "2023-07-11T00:02:12.109782Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -297,11 +353,6 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3.10.6 ('tobac_dev_installed')", - "language": "python", - "name": "python3" - }, "language_info": { "codemirror_mode": { "name": "ipython", @@ -312,13 +363,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" - }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "a70293912e7d4145adc2b98acb9fa0a94e2cbf15e977ea930ed195fc4a3f3157" - } + "version": "3.11.3" } }, "nbformat": 4, diff --git a/doc/feature_detection/notebooks/n_min_threshold_example.ipynb b/doc/feature_detection/notebooks/n_min_threshold_example.ipynb index 7f7cd043..83e95dbf 100644 --- a/doc/feature_detection/notebooks/n_min_threshold_example.ipynb +++ b/doc/feature_detection/notebooks/n_min_threshold_example.ipynb @@ -17,7 +17,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:17.198085Z", + "iopub.status.busy": "2023-07-11T00:01:17.197646Z", + "iopub.status.idle": "2023-07-11T00:01:23.156772Z", + "shell.execute_reply": "2023-07-11T00:01:23.155547Z" + } + }, "outputs": [], "source": [ "%matplotlib inline\n", @@ -44,7 +51,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:23.161526Z", + "iopub.status.busy": "2023-07-11T00:01:23.161099Z", + "iopub.status.idle": "2023-07-11T00:01:23.461685Z", + "shell.execute_reply": "2023-07-11T00:01:23.460771Z" + } + }, "outputs": [ { "data": { @@ -78,7 +92,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:23.505031Z", + "iopub.status.busy": "2023-07-11T00:01:23.504758Z", + "iopub.status.idle": "2023-07-11T00:01:23.962379Z", + "shell.execute_reply": "2023-07-11T00:01:23.961387Z" + } + }, "outputs": [], "source": [ "# We now need to generate an Iris DataCube out of this dataset to run tobac feature detection.\n", @@ -109,7 +130,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:23.975020Z", + "iopub.status.busy": "2023-07-11T00:01:23.974670Z", + "iopub.status.idle": "2023-07-11T00:01:24.488125Z", + "shell.execute_reply": "2023-07-11T00:01:24.486970Z" + } + }, "outputs": [ { "data": { @@ -166,7 +194,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:24.491977Z", + "iopub.status.busy": "2023-07-11T00:01:24.491692Z", + "iopub.status.idle": "2023-07-11T00:01:24.762533Z", + "shell.execute_reply": "2023-07-11T00:01:24.761829Z" + } + }, "outputs": [ { "data": { @@ -217,7 +252,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:24.765546Z", + "iopub.status.busy": "2023-07-11T00:01:24.765298Z", + "iopub.status.idle": "2023-07-11T00:01:25.031369Z", + "shell.execute_reply": "2023-07-11T00:01:25.029177Z" + } + }, "outputs": [ { "data": { @@ -268,7 +310,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:25.039594Z", + "iopub.status.busy": "2023-07-11T00:01:25.039160Z", + "iopub.status.idle": "2023-07-11T00:01:25.475666Z", + "shell.execute_reply": "2023-07-11T00:01:25.474359Z" + } + }, "outputs": [ { "data": { @@ -328,7 +377,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:25.478990Z", + "iopub.status.busy": "2023-07-11T00:01:25.478726Z", + "iopub.status.idle": "2023-07-11T00:01:25.744010Z", + "shell.execute_reply": "2023-07-11T00:01:25.743426Z" + } + }, "outputs": [ { "data": { @@ -395,7 +451,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:25.747104Z", + "iopub.status.busy": "2023-07-11T00:01:25.746853Z", + "iopub.status.idle": "2023-07-11T00:01:26.214434Z", + "shell.execute_reply": "2023-07-11T00:01:26.213506Z" + } + }, "outputs": [ { "data": { @@ -436,7 +499,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:26.219922Z", + "iopub.status.busy": "2023-07-11T00:01:26.218859Z", + "iopub.status.idle": "2023-07-11T00:01:26.916666Z", + "shell.execute_reply": "2023-07-11T00:01:26.915852Z" + } + }, "outputs": [ { "data": { @@ -487,11 +557,6 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { "codemirror_mode": { "name": "ipython", diff --git a/doc/feature_detection/notebooks/position_threshold_example.ipynb b/doc/feature_detection/notebooks/position_threshold_example.ipynb index f53c7547..b2ee5e36 100644 --- a/doc/feature_detection/notebooks/position_threshold_example.ipynb +++ b/doc/feature_detection/notebooks/position_threshold_example.ipynb @@ -17,7 +17,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:33.564694Z", + "iopub.status.busy": "2023-07-11T00:01:33.564103Z", + "iopub.status.idle": "2023-07-11T00:01:37.347390Z", + "shell.execute_reply": "2023-07-11T00:01:37.345947Z" + } + }, "outputs": [], "source": [ "%matplotlib inline\n", @@ -44,18 +51,23 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:37.355980Z", + "iopub.status.busy": "2023-07-11T00:01:37.355486Z", + "iopub.status.idle": "2023-07-11T00:01:37.727584Z", + "shell.execute_reply": "2023-07-11T00:01:37.726861Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -78,7 +90,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:37.762774Z", + "iopub.status.busy": "2023-07-11T00:01:37.762399Z", + "iopub.status.idle": "2023-07-11T00:01:38.223234Z", + "shell.execute_reply": "2023-07-11T00:01:38.221887Z" + } + }, "outputs": [], "source": [ "# We now need to generate an Iris DataCube out of this dataset to run tobac feature detection. \n", @@ -105,18 +124,23 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:38.228789Z", + "iopub.status.busy": "2023-07-11T00:01:38.228002Z", + "iopub.status.idle": "2023-07-11T00:01:38.694153Z", + "shell.execute_reply": "2023-07-11T00:01:38.693542Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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r1SIwMBBJSUkYOHBghe0WFRWhqKhIem0wGPDnn3/Cw8ODt7MlIqL7EkIgLy+v2ufByHX79m0UFxfL3o4QosJ3m1qtrvb28WVlZfj6669RUFCAnj171tl3clUUTSj0ej0AwNvb22i+t7e3NIhNr9fD3t4eTZo0qdCmfP17RUdHY9GiRUqGSkREDUx6enqF5/ko5fbt2/D3awx9pvyu+8aNGyM/P99o3sKFC6HT6Sptf/LkSfTs2RO3b99G48aNsXXrVjz66KNISkoCoPx3clXq5LLRezOryrKte92vzdy5czFjxgzpdU5ODlq0aIFeeBq2sJMfMBERPbBKUYJE7KzT56sUFxdDn1mGtBQ/uLrUvgqSm2eAf5eLSE9PN7ot/f2qE23atMHx48dx8+ZN/Oc//8HYsWORkJAgLVf6O7kqiiYU5Y8m1uv1Ro/qzczMlDIkjUaD4uJiZGdnG2VEmZmZCA4OrnS7VZV6bGEHWxUTCiIiuo+/bo5QH13kri6NZCUU0nb+umrDFPb29nj44YcBAF27dkVycjI+/vhjzJkzB4Dy38lVUbQzyd/fHxqNBvHx8dK84uJiJCQkSIF16dIFdnZ2Rm0yMjJw6tSpGgdPRERkScqEQfYklxACRUVF9f6dXOMKRX5+Ps6fPy+9TktLw/Hjx+Hu7o4WLVogMjISUVFRCAgIQEBAAKKiouDk5ISRI0cCANzc3DB+/HjMnDkTHh4ecHd3x6xZsxAUFIT+/fvXNBwiIiKLYYCAAbW/X2RN1503bx7Cw8Ph6+uLvLw8bNq0CQcOHMCuXbugUqnq9Tu5xgnFkSNH0KdPH+l1+diGsWPHYu3atZg9ezYKCwsxefJkZGdno3v37tizZ49R39XSpUtha2uLYcOGobCwEP369cPatWt5u2IiIrJqBhggp8ZQ07WvXbuGl156CRkZGXBzc0OHDh2wa9cuDBgwAADq9TvZKm+9nZubCzc3N4RiCMdQEClEpQKcHnKCo4ual2OT1RBCoDCvCLdu3kJV32alogQH8C1ycnJMHpdQU+XfS1fPNJc9KFPb5nKdxlpX+HAwIoJr08YIm9QbD3dreeevEuYTZC3EnfsvnE++gD2rDiL3en7169ShMiFQJuPvdDnrmhsTCqIGzsa2EcZ8+Ddo/b3h7NAYKmXHahPVOQEDXAe4QPOwF1aOX4+yUvkDG2urvsdQWBImFEQN3EM+bnD1bIzGDi6w4a8Esko2aOzgAlfPAjykcUXW5ZvmDqhB4m8PogauUSPVX2Mm2M9B1uzO57iRjXkrbAYIlLFCQURERHI05C4PdpYSERGRbEwoiIisRN/BIVi7Mc7cYdB9lF/lIWeyVkwoiMhqvaWbjTbdHkabbg+jfY+2CB7YHS9PGYtvtn8Ng6FmI/1jV3+MISMHKR5jfSYBsas/lt6Pu6ekn/+fItv/OeUw2nR7GLl5uYps70FkUGCyVhxDQUTKKSuD4/Fk2N64jlLPpijs1A2o4zvgPtmzN6Lf+QAGQxlu/HkDPx06iPc+ehe7f9yFlR99AlvbhvVrLqBVAOL+td5onpubm5miqVpJaQnsbHljwgcJKxREpIjG+3bDf3AIfCeNhs/b0+E7aTT8B4eg8b7ddbpfe3t7NPVsCm8vDdq3DcSklydjxYercDApAVu//4/ULi8/Dwvem4+eYY/jsdCOGPP6aPx+9jQAYMt3/8HyT2Px+7nT0l/1W777T7XrlfsxYS+GjnkWQU88iu79u2Hq3ycDAF6aOBJXMq4geul70nbLHT1xFKNeG4EOvdoj5JleePfDxbhVeEtanvVnFiZNn4AOvdqj75BQbP/hW5PeDxsbWzT1bGo02dvZm7TPb3duw9Axz6JzSEc8MbAHZr49HVl/ZgEALl+9jDGTRgMAuvV9DG26PYy3dLMBVF6FGTJyEGJXfyy9btPtYXz5n414feZEdHoyCCvX/AsAsO/gjxj60hAEPfEo+g3pg+Wf/hOlpaXSerGrP0ZoxJMIDG6HXuHBePfDxSa9D+ZS9tdVHnIma8WEgohka7xvN3zmTIVtpt5ovm3mNfjMmVrnScW9enbribYB7bBn/x4Ad27P/Frkq7iedR2rl63BlvXfon2b9hg7eQxu5tzE0wOewSujxiOgVQASfziExB8O4ekBz1S7HgAcSNyPaXOmIPSJUGzbsB3rVqxH4KOBAIDYJSug8dLgjYmR0nYB4Mz5Mxj/xssYEBqG7Rt3YGnUP5Fy/Aj+b8ki6RjeWjQbVzKuYN2Kz/HP95dj4zdfSF/utWHKPktKS/DmxOnY/sV3+NeHK3H5ajreWnQnafDx9kHsB3eSgF3fxCPxh0OYP2tBjWKIXf0x+oX0x3df7sDzg1/AT4cO4u/vzMRLL47Fzs27sHje/2HL91uwKm7Fnf38+APWbozDornvYs+WH7Hiw5V4pPUjtX4P6kOZkD9Zq4ZVCyQi5ZWVoelH/wdAVLiThQoCAio0jXkX+SH967z7426tWrbCmfO/AwAOHzmMs+fP4NCen2FvrwYAzImci70J8dj94y68OHQ4nJycpL/uyx1KPlTteqs+W4GnBzyDNyZGSuu1faQdAOAht4dgY2MDZydno+2u+fxTDBo4CONGvgwAaNmiJebPegcvTRwJ3VuLcVV/FQeTEvBV3DfoGNgJAPDegmg8/cLAao/77H/PoHPvDtLr1v4P45t1W6rdp1qtxt8GvyCt59u8BebPfAcvjBuKglsFcHZylrpOPNw94OpS8+dMRAwcZLSP2Qtn4bWxE/FcxFBpn29OjMQ/Ypdg6oQ3kKG/Ck+PpgjuHgw7WztoNVp0aN+xxvutT3LHQXAMBRE1WI7Hk2F3T2XibioI2F3LgOPxZBR26VFvcQkhoPorxUn9/RRuFd5C9/7djNrcLrqNS1cuVbkNU9Y7ffY0Xnj2xRrFlnr6FC5evojvdm03itdgMODy1XSkXUqDrY0tAtsFSctbt2xt0pe4v58/Vn70ifS6vLujun229n8Yv51JRezqf+L3s6dxMzcH4q+BrRn6q3i4VUCNjrEydx9PeUwnf/sVq+JWSvPKDGUoKipC4e1CPNUvHOu+XIv+Q/rgyZ69EfJEKPo82bfBjYuxFjwrRCSL7Y3rirZTyn8v/BfNm/kCAAwGA5p6NsXnq76o0M7lPl/Spqzn4OBQ49gMQmD40BF46cUxFZb5aLRIu5gGALV66qudrT38fFvWeJ+3Cm/hlanj8ET3J/GPxR+hSRN3ZOivYvy0l1FSUnLffapUjYB7+v5LSyuu4+TodE9MBkx77U2E9Qmr0FZtr4aPRotd38Tj//2ciEPJSVj0wUKs+fxTfL56o8UO6DRAhTIZd501WPEda5lQEJEspXeV8pVop4TyropxI+6U99u3bY8bWTdgY2OL5trmla5jZ2cHg6HMaJ4p6z3ycBscSk7C84P/ZvJ2H23THuf+e67SL34AaNWyNUrLSnHq9EmpxP/HhT9kXa5Z3T7Pnj+L7JvZmDV1Fnw0WgDAqd9OGh+L7Z1qR1mZ8fG4N3FH5l0JY35+Hi5fvWxSTGkX/6gyJuBOwtYvpD/6hfTHyL+NRvgLYTh7/gzatw2sdvvmYBB3JjnrWysOyiQiWQo7dUOJl6aSERR3CKhQ4u1z5xLSOlBcXIzrN67jWqYeqb+fwqq4FZg8axL69OqDZ595DgAQ/PgT6BTUGVNmvY6fDh3E5auXcfTEUSxdGYOTf31pNvNpjstXL+P0md/w580/UVxcZNJ6UydMw4493+OfnyzDf9PO48z5M/h0/WopvmY+zZB8LBnXMvX48+afAIAJY1/D8ZPHsOiDhTh95jdcuHQBPybsxf/9484AyVYtW+HJnr3x9nvzceLUcZw6fQpvvzcPDuqaV0PKVbdPrcYHdnZ2+Pyrz5F++RJ+TNiLFX9difG/Y9FCpVLhQOJ+/JmdhYJbBQCAHl17YPvObThyLBlnz5/FnEWz0ciE8TJTXp2Kb3dsQ+zqj3Huv2fx37Tz2LlnB5aujAFw5+qbr7/9CmfPn0X65Uv49odtcFA7QKtpVuv3geoOKxREJI+NDa7PXACfOVNxZ9TC//7EKk8yrs94u84GZP506CB6hfeErY0tXF1d0TagHd6euQDPRQxFo0Z3/mZSqVRYvezfWLYyBvP+by6ys/+Ep4cnunbuBk93DwDAwL4DEb9/N8a8Phq5ebmIfucDDB30fLXrde/SAx9Hx2LFmuVYve4TNHZujG6dH5fie2NiJN6JXoD+z/VFcXExziSfR9uAtvj8k41YtvIjjHxtBCAEfJu3wNMDnpbWi37nA7z93jyMnjgSnu6eePP16fjntYxav0/V7dO9iQfeX7gEMSs+wueb16F9m/aY8+ZbeH3mRGkb3l4aTHvtTXy0/B+Yu3gOnn36ObyvW4KJ4yYh/Uo6Jk6fAJfGLnhz0nRcvlJ9heLJnr2xaulq/Ovfy/Hv9Z/C1tYWrVq2xgtD7gzcdHVxxep1q/D+0igYDAY88vAjWBWzGk0ealLr96Gulcns8pCzrrmphLC++3zm5ubCzc0NoRgCW5Vl9qMRWYumfu54beUoeHtqYIPaf+k33rcbTT/6P6MBmiXePrg+423k963+6gQiOcpQhms39Fj9+he4fvFPo2WlogQH8C1ycnLg6lrzq1NMUf69lJTqg8YutS/+5+cZENw+o05jrSusUBCRIvL7DkR+SP96v1MmEVkGJhREpBwbm3q9NJTI0hiECgYh4yoPGeuaGxMKIiIihTTkMRS8yoOIiIhkY4WCqIETQsAKx2YTVWAJn+UyNEKZjL/Vy6pvYrGYUBA1cHlZBSgtLoMBZbKu8iAyJwPKUFpchtwbBWaNQ8gcQyE4hoKIrFVRQTGSvzuBJ4er4f6QOxoxqSArY0AZ/rz5J5K/O4HiW8VmjaUhj6FgQkFEOBCXBADoNqgjbO1tavUMCSJzEEKgtLgMyd+dkD7HZB5MKIgIQgD7P0vC/9t0BK6ezkwoyGoIIZB7o8DslYlyZaIRyoSMMRRWPJyJCQURSYpvFePGJcv4xUxkjQxQwSBjUKYB1ptR8LJRIiIiko0VCiIiIoVwUCYRERHJJn8MBbs8iIiIqAFjhYKIiEghdwZlyng4GLs8iIiIyCDz1tu8yoOIiIgaNFYoiIiIFNKQB2UyoSAiIlKIAY0a7I2tmFAQEREppEyoUCbjiaFy1jU3jqEgIiIi2VihICIiUkiZzKs8ytjlQURERAbRCAYZgzINVjwok10eREREJBsrFERERAphlwcRERHJZoC8KzUMyoVS79jlQURERLKxQkFERKQQ+Te2st6/85lQEBERKUT+rbetN6Gw3siJiIjIYrBCUa5HR3NHQET04Dt8wtwR1CkDVDBAzqBM6731NhMKIiIihbDLg4iIiGQrvw+FnKkmoqOj0a1bN7i4uMDLywvPPvsszpw5Y9Rm3LhxUKlURlOPHj2M2hQVFWHatGnw9PSEs7MzBg8ejMuXL9coFiYUREREViohIQFTpkzB4cOHER8fj9LSUoSFhaGgoMCo3VNPPYWMjAxp2rlzp9HyyMhIbN26FZs2bUJiYiLy8/MRERGBsrIyk2NhlwcREZFCDEIFg5wbW9Vw3V27dhm9jouLg5eXF1JSUtC7d29pvlqthkajqXQbOTk5WLNmDT7//HP0798fALBhwwb4+vpi7969GDhwoEmxsEJBRESkEIPM7o7y+1Dk5uYaTUVFRSbtPycnBwDg7u5uNP/AgQPw8vLCI488ggkTJiAzM1NalpKSgpKSEoSFhUnztFotAgMDkZSUZPKxM6EgIiKyML6+vnBzc5Om6OjoatcRQmDGjBno1asXAgMDpfnh4eH44osvsG/fPnz00UdITk5G3759pSRFr9fD3t4eTZo0Mdqet7c39Hq9yTGzy4OIiEgh8h9ffmfd9PR0uLq6SvPVanW1606dOhW//vorEhMTjea/+OKL0v8DAwPRtWtX+Pn5YceOHRg6dGiV2xNCQKUyvQuGCQUREZFCyqBCmYx7SZSv6+rqapRQVGfatGnYvn07Dh48iObNm9+3rY+PD/z8/HDu3DkAgEajQXFxMbKzs42qFJmZmQgODjY5BnZ5EBERWSkhBKZOnYotW7Zg37598Pf3r3adrKwspKenw8fHBwDQpUsX2NnZIT4+XmqTkZGBU6dO1SihYIWCiIhIIUp1eZhqypQp2LhxI7799lu4uLhIYx7c3Nzg6OiI/Px86HQ6PP/88/Dx8cGFCxcwb948eHp64rnnnpPajh8/HjNnzoSHhwfc3d0xa9YsBAUFSVd9mIIJBRERkULKAJldHjWzcuVKAEBoaKjR/Li4OIwbNw42NjY4efIk1q9fj5s3b8LHxwd9+vTB5s2b4eLiIrVfunQpbG1tMWzYMBQWFqJfv35Yu3YtbGxsTI6FCQUREZGVEkLcd7mjoyN2795d7XYcHBwQGxuL2NjYWsfChIKIiEgh9d3lYUmYUBARESmEDwdTUGlpKd5++234+/vD0dERrVq1wuLFi2EwGKQ2QgjodDpotVo4OjoiNDQUqampSodCRERUr8Rfjy+v7SSs+PHliicUH3zwAVatWoXly5fj9OnTWLJkCf7xj38Y9cssWbIEMTExWL58OZKTk6HRaDBgwADk5eUpHQ4RERHVA8W7PA4dOoQhQ4bgmWeeAQC0bNkSX375JY4cOQLgTnVi2bJlmD9/vnSHrnXr1sHb2xsbN27ExIkTlQ6JiIioXrDLQ0G9evXCjz/+iLNnzwIATpw4gcTERDz99NMAgLS0NOj1eqOHkKjVaoSEhFT5EJKioqIKD0ohIiKyNOVPG5UzWSvFKxRz5sxBTk4O2rZtCxsbG5SVleG9997DiBEjAEC66Ya3t7fRet7e3rh48WKl24yOjsaiRYuUDrVOZXV0NncIVEc8ThSYOwQiIoujeIVi8+bN2LBhAzZu3IijR49i3bp1+PDDD7Fu3Tqjdvc+cOR+DyGZO3cucnJypCk9PV3psImIiGST8+jy8slaKV6h+Pvf/4633noLw4cPBwAEBQXh4sWLiI6OxtixY6HRaADcqVSU30ccuPMQknurFuXUarVJT1ojIiIyJ7ndFtbc5aF4KnTr1i00amS8WRsbG+myUX9/f2g0GqOHkBQXFyMhIaFGDyEhIiIiy6F4hWLQoEF477330KJFC7Rv3x7Hjh1DTEwMXnnlFQB3ujoiIyMRFRWFgIAABAQEICoqCk5OThg5cqTS4RAREdUbAxrBIONvdTnrmpviCUVsbCwWLFiAyZMnIzMzE1qtFhMnTsQ777wjtZk9ezYKCwsxefJkZGdno3v37tizZ4/Rg0qIiIisTZlQoUxGt4Wcdc1N8YTCxcUFy5Ytw7Jly6pso1KpoNPpoNPplN49ERERmQGf5UFERKSQhjwokwkFERGRQoTMp40KK75TJhMKIiIihZRBhTIZD/iSs665WW8qRERERBaDFQoiIiKFGIS8cRAGoWAw9YwJBRERkUIMMsdQyFnX3Kw3ciIiIrIYrFAQEREpxAAVDDIGVspZ19yYUBARESmkId8pk10eREREJBsrFERERAppyIMymVCQImyHXDd3CLKVftvU3CEQkZUzQOatt614DIX1pkJERERkMVihICIiUoiQeZWHsOIKBRMKIiIihfBpo0RERCRbQx6Uab2RExERkcVghYKIiEgh7PIgIiIi2RryrbfZ5UFERESysUJBRESkEHZ5EBERkWwNOaFglwcRERHJxgoFERGRQhpyhYIJBRERkUIackLBLg8iIiKSjRUKIiIihQjIu5eEUC6UeseEgoiISCENucuDCQUREZFCGnJCwTEUREREJBsrFFRvDnf6xiz77XH8b2bZLxE1PA25QsGEgoiISCENOaFglwcRERHJxgoFERGRQoRQQcioMshZ19yYUBARESnEAJWs+1DIWdfc2OVBREREsrFCQUREpJCGPCiTCQUREZFCGvIYCnZ5EBERWano6Gh069YNLi4u8PLywrPPPoszZ84YtRFCQKfTQavVwtHREaGhoUhNTTVqU1RUhGnTpsHT0xPOzs4YPHgwLl++XKNYmFAQEREppLzLQ85UEwkJCZgyZQoOHz6M+Ph4lJaWIiwsDAUFBVKbJUuWICYmBsuXL0dycjI0Gg0GDBiAvLw8qU1kZCS2bt2KTZs2ITExEfn5+YiIiEBZWZnJsbDLg4iISCH13eWxa9cuo9dxcXHw8vJCSkoKevfuDSEEli1bhvnz52Po0KEAgHXr1sHb2xsbN27ExIkTkZOTgzVr1uDzzz9H//79AQAbNmyAr68v9u7di4EDB5oUCysUREREChEyqxPlCUVubq7RVFRUZNL+c3JyAADu7u4AgLS0NOj1eoSFhUlt1Go1QkJCkJSUBABISUlBSUmJURutVovAwECpjSmYUBAREVkYX19fuLm5SVN0dHS16wghMGPGDPTq1QuBgYEAAL1eDwDw9vY2auvt7S0t0+v1sLe3R5MmTapsYwp2eRARESlEABBC3voAkJ6eDldXV2m+Wq2udt2pU6fi119/RWJiYoVlKpVxV4oQosK8CrGY0OZurFAQEREppPxOmXImAHB1dTWaqksopk2bhu3bt2P//v1o3ry5NF+j0QBAhUpDZmamVLXQaDQoLi5GdnZ2lW1MwYSCiIjISgkhMHXqVGzZsgX79u2Dv7+/0XJ/f39oNBrEx8dL84qLi5GQkIDg4GAAQJcuXWBnZ2fUJiMjA6dOnZLamIJdHkRERAqp76s8pkyZgo0bN+Lbb7+Fi4uLVIlwc3ODo6MjVCoVIiMjERUVhYCAAAQEBCAqKgpOTk4YOXKk1Hb8+PGYOXMmPDw84O7ujlmzZiEoKEi66sMUTCiIiIgUYhAqqOrx1tsrV64EAISGhhrNj4uLw7hx4wAAs2fPRmFhISZPnozs7Gx0794de/bsgYuLi9R+6dKlsLW1xbBhw1BYWIh+/fph7dq1sLGxMTkWJhRERERWSpgwAlSlUkGn00Gn01XZxsHBAbGxsYiNja11LEwoiIiIFCKEzKs8ZKxrbkwoiIiIFMKHgxERERHJwAoFERGRQhpyhYIJBRERkULq+yoPS8KEgoiISCENeVAmx1AQERGRbKxQEBERKeROhULOGAoFg6lnTCiIiIgU0pAHZbLLg4iIiGRjhYKIiEgh4q9JzvrWigkFERGRQtjlQURERCQDKxRERERKacB9HnVSobhy5QpGjx4NDw8PODk5oVOnTkhJSZGWCyGg0+mg1Wrh6OiI0NBQpKam1kUoRERE9eevLo/aTmCXx/9kZ2fjiSeegJ2dHX744Qf89ttv+Oijj/DQQw9JbZYsWYKYmBgsX74cycnJ0Gg0GDBgAPLy8pQOh4iIqN6U3ylTzmStFO/y+OCDD+Dr64u4uDhpXsuWLaX/CyGwbNkyzJ8/H0OHDgUArFu3Dt7e3ti4cSMmTpyodEhERERUxxSvUGzfvh1du3bFCy+8AC8vL3Tu3BmffvqptDwtLQ16vR5hYWHSPLVajZCQECQlJVW6zaKiIuTm5hpNRERElkZOd4fcK0TMTfEKxR9//IGVK1dixowZmDdvHn755Re88cYbUKvVGDNmDPR6PQDA29vbaD1vb29cvHix0m1GR0dj0aJFSodKRBYqq6OzuUNoEDxOFJg7hAeP3HEQVpxQKF6hMBgMeOyxxxAVFYXOnTtj4sSJmDBhAlauXGnUTqUyftOEEBXmlZs7dy5ycnKkKT09XemwiYiISAbFEwofHx88+uijRvPatWuHS5cuAQA0Gg0ASJWKcpmZmRWqFuXUajVcXV2NJiIiIkvTkAdlKp5QPPHEEzhz5ozRvLNnz8LPzw8A4O/vD41Gg/j4eGl5cXExEhISEBwcrHQ4RERE9UcoMFkpxcdQTJ8+HcHBwYiKisKwYcPwyy+/YPXq1Vi9ejWAO10dkZGRiIqKQkBAAAICAhAVFQUnJyeMHDlS6XCIiIioHiieUHTr1g1bt27F3LlzsXjxYvj7+2PZsmUYNWqU1Gb27NkoLCzE5MmTkZ2dje7du2PPnj1wcXFROhwiIqJ605Cf5VEnt96OiIhARERElctVKhV0Oh10Ol1d7J6IiMh8rLjbQg4+HIyIiIhk48PBiIiIFMIuDyIiIpKvAT9tlAkFERGRYlR/TXLWt04cQ0FERESysUJBRESkFHZ5EBERkWwNOKFglwcRERHJxgoFERGRUhrw48uZUBARESlE7hND+bRRIiIiatBYoaB60+P438wdAhFR3WrAgzKZUBARESmlAY+hYJcHERERycYKBRERkUJU4s4kZ31rxYSCiIhIKRxDQURERLJxDAURERFR7bFCQUREpBR2eRAREZFsDTihYJcHERERycYKBRERkVIacIWCCQUREZFSeJUHERERUe2xQkFERKQQ3imTiIiI5GvAYyjY5UFkZRoJAzrkpKHPjV/RIScNjYTB3CERkRkdPHgQgwYNglarhUqlwrZt24yWjxs3DiqVymjq0aOHUZuioiJMmzYNnp6ecHZ2xuDBg3H58uUaxcEKBZEV6ZWViskXdqJpca4077q9K1a0fBqJHu3NGBkRmUtBQQE6duyIl19+Gc8//3ylbZ566inExcVJr+3t7Y2WR0ZG4rvvvsOmTZvg4eGBmTNnIiIiAikpKbCxsTEpDiYURFaiV1Yq3jm7qcJ8j+JcvHN2ExY/MpxJBZGZqSBzDMVf/+bm5hrNV6vVUKvVla4THh6O8PDw+25XrVZDo9FUuiwnJwdr1qzB559/jv79+wMANmzYAF9fX+zduxcDBw40KXYmFKSI0m+bmjuEB1ojYcDkCzsB/O8XjrQMgAHA6xd+QJJ7OxhU7MkkMhuFLhv19fU1mr1w4ULodLpab/bAgQPw8vLCQw89hJCQELz33nvw8vICAKSkpKCkpARhYWFSe61Wi8DAQCQlJTGhIHqQBOZeNOrmuFcjAF7FOQjMvYhf3fzrLzAiqhPp6elwdXWVXldVnTBFeHg4XnjhBfj5+SEtLQ0LFixA3759kZKSArVaDb1eD3t7ezRp0sRoPW9vb+j1epP3w4SCyAp4lOQp2o6I6ohCV3m4uroaJRRyvPjii9L/AwMD0bVrV/j5+WHHjh0YOnRo1aEIAZXK9GoLa6NEViDLzkXRdkRUR4QCUx3z8fGBn58fzp07BwDQaDQoLi5Gdna2UbvMzEx4e3ubvF0mFERW4JSrH67bu6KqC0QNADLt3XDK1a8+wyIiK5SVlYX09HT4+PgAALp06QI7OzvEx8dLbTIyMnDq1CkEBwebvF12eRBZAYOqEVa0fBrvnN0EA4z/EjDgzkDNlS3DOSCTyMzMcafM/Px8nD9/XnqdlpaG48ePw93dHe7u7tDpdHj++efh4+ODCxcuYN68efD09MRzzz0HAHBzc8P48eMxc+ZMeHh4wN3dHbNmzUJQUJB01YcpmFAQWYlEj/ZY/MjwCvehuGHvhpUtw3nJKJElMMOdMo8cOYI+ffpIr2fMmAEAGDt2LFauXImTJ09i/fr1uHnzJnx8fNCnTx9s3rwZLi7/6yJdunQpbG1tMWzYMBQWFqJfv35Yu3atyfegAJhQEFmVRI/2SHJvh8Dci/AoyUOWnQtOufqxMkHUgIWGhkKIqjOR3bt3V7sNBwcHxMbGIjY2ttZxMKEgsjIGVSNeGkpkqRrwszyYUBARESmkIT9tlHVSIiIiko0VCiIiIqUodOtta8SEgoiISCkcQ0FERERycQwFERERkQysUBARESmFXR5EREQkm8wuD2tOKNjlQURERLKxQkFERKQUdnkQERGRbA04oWCXBxEREcnGCgUREZFCeB8KIiIiIhmYUBAREZFs7PIgIiJSSgMelMmEgoiISCENeQwFEwoiIiIlWXFSIAfHUBAREZFsrFAQEREphWMoiIiISK6GPIaCXR5EREQkGysURERESmGXBxEREcnFLg8iIiIiGeo8oYiOjoZKpUJkZKQ0TwgBnU4HrVYLR0dHhIaGIjU1ta5DISIiqltCgclK1WlCkZycjNWrV6NDhw5G85csWYKYmBgsX74cycnJ0Gg0GDBgAPLy8uoyHCIiorrFhEJ5+fn5GDVqFD799FM0adJEmi+EwLJlyzB//nwMHToUgYGBWLduHW7duoWNGzdWuq2ioiLk5uYaTURERGQ56mxQ5pQpU/DMM8+gf//+ePfdd6X5aWlp0Ov1CAsLk+ap1WqEhIQgKSkJEydOrLCt6OhoLFq0qK5CtQq2Q64rur3Sb5squj0iJXmcKDB3CES1wkGZCtu0aROOHj2K6OjoCsv0ej0AwNvb22i+t7e3tOxec+fORU5OjjSlp6crHzQREZFcDbjLQ/EKRXp6Ot58803s2bMHDg4OVbZTqVRGr4UQFeaVU6vVUKvVisZJRESkuAZ8HwrFKxQpKSnIzMxEly5dYGtrC1tbWyQkJOCf//wnbG1tpcrEvdWIzMzMClULIiIisg6KJxT9+vXDyZMncfz4cWnq2rUrRo0ahePHj6NVq1bQaDSIj4+X1ikuLkZCQgKCg4OVDoeIiKjelI+hkDNZK8W7PFxcXBAYGGg0z9nZGR4eHtL8yMhIREVFISAgAAEBAYiKioKTkxNGjhypdDhERET1pwF3eZjl1tuzZ89GYWEhJk+ejOzsbHTv3h179uyBi4uLOcIhIiIimeoloThw4IDRa5VKBZ1OB51OVx+7JyIiqhcN+bJRPhyMiIhIKQ24y4MPByMiIiLZWKEgIiJSSgOuUDChICIiUojqr0nO+taKXR5EREQkGysURERESmGXBxEREcnFy0aJiIhIvgZcoeAYCiIiIpKNFQoiIiIlWXGVQQ4mFERERAppyGMo2OVBREREsrFCQUREpBQOyiQiIiK5yrs85Ew1dfDgQQwaNAharRYqlQrbtm0zWi6EgE6ng1arhaOjI0JDQ5GammrUpqioCNOmTYOnpyecnZ0xePBgXL58uUZxMKEgIiKyYgUFBejYsSOWL19e6fIlS5YgJiYGy5cvR3JyMjQaDQYMGIC8vDypTWRkJLZu3YpNmzYhMTER+fn5iIiIQFlZmclxsMuDiIhIKWbo8ggPD0d4eHjlmxMCy5Ytw/z58zF06FAAwLp16+Dt7Y2NGzdi4sSJyMnJwZo1a/D555+jf//+AIANGzbA19cXe/fuxcCBA02KgxUKIiIihSjV5ZGbm2s0FRUV1SqetLQ06PV6hIWFSfPUajVCQkKQlJQEAEhJSUFJSYlRG61Wi8DAQKmNKZhQEBERWRhfX1+4ublJU3R0dK22o9frAQDe3t5G8729vaVler0e9vb2aNKkSZVtTMEuDyIiIqUo1OWRnp4OV1dXabZarZYVlkpl/GB0IUSFeRVCMaHN3VihICIiUopQYALg6upqNNU2odBoNABQodKQmZkpVS00Gg2Ki4uRnZ1dZRtTMKEgIiJSiDkuG70ff39/aDQaxMfHS/OKi4uRkJCA4OBgAECXLl1gZ2dn1CYjIwOnTp2S2piCXR5ERERWLD8/H+fPn5dep6Wl4fjx43B3d0eLFi0QGRmJqKgoBAQEICAgAFFRUXBycsLIkSMBAG5ubhg/fjxmzpwJDw8PuLu7Y9asWQgKCpKu+jAFEwoiIiKlmOGy0SNHjqBPnz7S6xkzZgAAxo4di7Vr12L27NkoLCzE5MmTkZ2dje7du2PPnj1wcXGR1lm6dClsbW0xbNgwFBYWol+/fli7di1sbGxMjoMJBRERkUJUQkAlap9R1Gbd0NBQiPusp1KpoNPpoNPpqmzj4OCA2NhYxMbG1nj/5TiGgoiIiGRjhYKIiEgpDfjhYEwoiIiIFCL3Sg2lr/KoT+zyICIiItlYoSAiIlIKuzzI0pV+29TcIRARUTXY5UFEREQkAysURERESmGXBxEREcnVkLs8mFAQEREppQFXKDiGgoiIiGRjhYKIiEhB1txtIQcTCiIiIqUIcWeSs76VYpcHERERycYKBRERkUJ4lQcRERHJx6s8iIiIiGqPFQoiIiKFqAx3JjnrWysmFEREREphlwcRERFR7bFCQUREpBBe5UFERETyNeAbWzGhICIiUkhDrlBwDAURERHJxgoFERGRUhrwVR5MKIiIiBTCLg8iIiIiGVihICIiUgqv8iAiIiK52OVBREREJAMrFERERErhVR5EREQkF7s8iIiIiGRghYKIiEgpBnFnkrO+lWJCQUREpBSOoSAiIiK5VJA5hkKxSOofx1AQERGRbKxQEBERKYV3yiQiIiK5eNmogqKjo9GtWze4uLjAy8sLzz77LM6cOWPURggBnU4HrVYLR0dHhIaGIjU1VelQiIiIqJ4onlAkJCRgypQpOHz4MOLj41FaWoqwsDAUFBRIbZYsWYKYmBgsX74cycnJ0Gg0GDBgAPLy8pQOh4iIqP4IBSYrpXiXx65du4xex8XFwcvLCykpKejduzeEEFi2bBnmz5+PoUOHAgDWrVsHb29vbNy4ERMnTqywzaKiIhQVFUmvc3NzlQ6biIhINpUQUMkYByFnXXOr8zEUOTk5AAB3d3cAQFpaGvR6PcLCwqQ2arUaISEhSEpKqjShiI6OxqJFi+o6VEV5nCiovhEREdEDok4vGxVCYMaMGejVqxcCAwMBAHq9HgDg7e1t1Nbb21tadq+5c+ciJydHmtLT0+sybCIiotoxKDBZqTqtUEydOhW//vorEhMTKyxTqYxv3yGEqDCvnFqthlqtrpMYiYiIlNKQuzzqrEIxbdo0bN++Hfv370fz5s2l+RqNBgAqVCMyMzMrVC2IiIjIOiieUAghMHXqVGzZsgX79u2Dv7+/0XJ/f39oNBrEx8dL84qLi5GQkIDg4GClwyEiIqo/vMpDOVOmTMHGjRvx7bffwsXFRapEuLm5wdHRESqVCpGRkYiKikJAQAACAgIQFRUFJycnjBw5UulwiIiI6g/vlKmclStXAgBCQ0ON5sfFxWHcuHEAgNmzZ6OwsBCTJ09GdnY2unfvjj179sDFxUXpcIiIiOpNQ75TpuIJhTAhu1KpVNDpdNDpdErvnoiIiMyAz/IgIiJSSgPu8uDjy4mIiBSiMsifakKn00GlUhlN5VdTAvX77CwmFERERFasffv2yMjIkKaTJ09Ky+rz2Vns8iAiIlKKGbo8bG1tjaoS/9tUzZ+dJQcrFEREREpR6D4Uubm5RtPdD8i817lz56DVauHv74/hw4fjjz/+AFD9s7OUxoSCiIjIwvj6+sLNzU2aoqOjK23XvXt3rF+/Hrt378ann34KvV6P4OBgZGVl1erZWXKwy4OIiEghSj3LIz09Ha6urtL8qp5nFR4eLv0/KCgIPXv2ROvWrbFu3Tr06NHjzjZr8OwsOVihICIiUkr5GAo5EwBXV1ejydQHZDo7OyMoKAjnzp2r92dnMaEgIiJ6QBQVFeH06dPw8fGp92dnscuDiIhIKQJADe8lUWH9Gpg1axYGDRqEFi1aIDMzE++++y5yc3MxduzYen92FhMKIiIihSg1hsJUly9fxogRI3Djxg00bdoUPXr0wOHDh+Hn5wegfp+dxYSi3OET5o6AiIisnYDM+1DUrPmmTZvuu7w+n53FMRREREQkGysURERESmnADwdjQkFERKQUAwA5t3iQM6DTzNjlQURERLKxQkFERKSQ+r7Kw5IwoSAiIlJKAx5DwS4PIiIiko0VCiIiIqU04AoFEwoiIiKlNOCEgl0eREREJBsrFEREREppwPehYEJBRESkEF42SkRERPJxDAURERFR7bFCQUREpBSDAFQyqgwG661QMKEgIiJSCrs8iIiIiGqPFQoiIiLFyKxQwHorFEwoiIiIlMIuDyIiIqLaY4WCiIhIKQYBWd0WvMqDiIiIIAx3JjnrWyl2eRAREZFsrFAQEREppQEPymRCQUREpBSOoSAiIiLZGnCFgmMoiIiISDZWKIiIiJQiILNCoVgk9Y4JBRERkVLY5UFERERUe6xQEBERKcVgACDj5lQG672xFRMKIiIipbDLg4iIiKj2WKEgIiJSSgOuUDChICIiUkoDvlMmuzyIiIhINlYoiIiIFCKEAULGI8jlrGtuTCiIiIiUIoS8bguOoSAiIqI7CUHDTCg4hoKIiIhkY4WCiIhIKQYDoJIxDoJjKIiIiIhdHkREREQysEJBRESkEGEwQMjo8uBlo0RERMQuDyIiIiI5WKEgIiJSikEAqoZZoWBCQUREpBQhAMi5bNR6Ewp2eRAREZFsrFAQEREpRBgEhIwuD8EKRe2sWLEC/v7+cHBwQJcuXfDTTz+ZMxwiIiJ5hEH+VAuW8H1qtoRi8+bNiIyMxPz583Hs2DE8+eSTCA8Px6VLl8wVEhERkSzCIGRPNWUp36dmSyhiYmIwfvx4vPrqq2jXrh2WLVsGX19frFy50lwhERERWR1L+T41yxiK4uJipKSk4K233jKaHxYWhqSkpArti4qKUFRUJL3OyckBAJSiRNb9Q4iI6MFXihIA9TM+oVQUyXrAV3msubm5RvPVajXUanWF9jX9Pq1LZkkobty4gbKyMnh7exvN9/b2hl6vr9A+OjoaixYtqjA/ETvrLEYiInqwZGVlwc3NrU62bW9vD41Gg0S9/O+lxo0bw9fX12jewoULodPpKrSt6fdpXTLrVR4qlcrotRCiwjwAmDt3LmbMmCG9vnnzJvz8/HDp0qU6+3DUh9zcXPj6+iI9PR2urq7mDqfWHoTjeBCOAXgwjuNBOAaAx2FJcnJy0KJFC7i7u9fZPhwcHJCWlobi4mLZ26rsu7Cy6sTdTP0+rUtmSSg8PT1hY2NTIXvKzMyskGUBVZd63NzcrPYDfjdXV1ceh4V4EI4BeDCO40E4BoDHYUkaNarbYYMODg5wcHCo033cq6bfp3XJLIMy7e3t0aVLF8THxxvNj4+PR3BwsDlCIiIisjqW9H1qti6PGTNm4KWXXkLXrl3Rs2dPrF69GpcuXcKkSZPMFRIREZHVsZTvU7MlFC+++CKysrKwePFiZGRkIDAwEDt37oSfn1+166rVaixcuLDaPiVLx+OwHA/CMQAPxnE8CMcA8DgsyYNwDPcj5/tUSSphzff5JCIiIovAh4MRERGRbEwoiIiISDYmFERERCQbEwoiIiKSjQkFERERyWaVCYUlPPfdVNHR0ejWrRtcXFzg5eWFZ599FmfOnDFqM27cOKhUKqOpR48eZoq4cjqdrkKMGo1GWi6EgE6ng1arhaOjI0JDQ5GammrGiCtq2bJlhWNQqVSYMmUKAMs9DwcPHsSgQYOg1WqhUqmwbds2o+WmvPdFRUWYNm0aPD094ezsjMGDB+Py5cv1eBT3P46SkhLMmTMHQUFBcHZ2hlarxZgxY3D16lWjbYSGhlY4R8OHD7eIYwBM+wxZ+rkAUOnPiUqlwj/+8Q+pjbnPhSm/W63lZ+NBYXUJhaU8991UCQkJmDJlCg4fPoz4+HiUlpYiLCwMBQUFRu2eeuopZGRkSNPOnZb34LP27dsbxXjy5Elp2ZIlSxATE4Ply5cjOTkZGo0GAwYMQF5enhkjNpacnGwUf/md5V544QWpjSWeh4KCAnTs2BHLly+vdLkp731kZCS2bt2KTZs2ITExEfn5+YiIiEBZWVl9HcZ9j+PWrVs4evQoFixYgKNHj2LLli04e/YsBg8eXKHthAkTjM7RJ598Uh/hA6j+XADVf4Ys/VwAMIo/IyMDn332GVQqFZ5//nmjduY8F6b8brWWn40HhrAyjz/+uJg0aZLRvLZt24q33nrLTBHVTGZmpgAgEhISpHljx44VQ4YMMV9QJli4cKHo2LFjpcsMBoPQaDTi/fffl+bdvn1buLm5iVWrVtVThDX35ptvitatWwuDwSCEsI7zAEBs3bpVem3Ke3/z5k1hZ2cnNm3aJLW5cuWKaNSokdi1a1e9xX63e4+jMr/88osAIC5evCjNCwkJEW+++WbdBmeiyo6hus+QtZ6LIUOGiL59+xrNs6RzIUTF363W+rNhzayqQlH+3PewsDCj+eZ47ntt5eTkAECFp94dOHAAXl5eeOSRRzBhwgRkZmaaI7z7OnfuHLRaLfz9/TF8+HD88ccfAIC0tDTo9Xqj86JWqxESEmKx56W4uBgbNmzAK6+8YvREPms4D3cz5b1PSUlBSUmJURutVovAwECLPT/AnZ8VlUqFhx56yGj+F198AU9PT7Rv3x6zZs2yqCoYcP/PkDWei2vXrmHHjh0YP358hWWWdC7u/d36IP9sWCqzPr68pizpue+1IYTAjBkz0KtXLwQGBkrzw8PD8cILL8DPzw9paWlYsGAB+vbti5SUFIu5VWz37t2xfv16PPLII7h27RreffddBAcHIzU1VXrvKzsvFy9eNEe41dq2bRtu3ryJcePGSfOs4Tzcy5T3Xq/Xw97eHk2aNKnQxlJ/bm7fvo233noLI0eONHrC5ahRo+Dv7w+NRoNTp05h7ty5OHHiRIUHI5lLdZ8hazwX69atg4uLC4YOHWo035LORWW/Wx/Unw1LZlUJRTlLeO57bUydOhW//vorEhMTjea/+OKL0v8DAwPRtWtX+Pn5YceOHRV+iM0lPDxc+n9QUBB69uyJ1q1bY926ddKgM2s6L2vWrEF4eDi0Wq00zxrOQ1Vq895b6vkpKSnB8OHDYTAYsGLFCqNlEyZMkP4fGBiIgIAAdO3aFUePHsVjjz1W36FWUNvPkKWeCwD47LPPMGrUqAqP5bakc1HV71bgwfrZsHRW1eVhSc99r6lp06Zh+/bt2L9/P5o3b37ftj4+PvDz88O5c+fqKbqac3Z2RlBQEM6dOydd7WEt5+XixYvYu3cvXn311fu2s4bzYMp7r9FoUFxcjOzs7CrbWIqSkhIMGzYMaWlpiI+PN6pOVOaxxx6DnZ2dxZ6jez9D1nQuAOCnn37CmTNnqv1ZAcx3Lqr63fqg/WxYA6tKKCzpue+mEkJg6tSp2LJlC/bt2wd/f/9q18nKykJ6ejp8fHzqIcLaKSoqwunTp+Hj4yOVPe8+L8XFxUhISLDI8xIXFwcvLy8888wz921nDefBlPe+S5cusLOzM2qTkZGBU6dOWdT5KU8mzp07h71798LDw6PadVJTU1FSUmKx5+jez5C1nItya9asQZcuXdCxY8dq29b3uajud+uD9LNhNcw0GLTWNm3aJOzs7MSaNWvEb7/9JiIjI4Wzs7O4cOGCuUOr1Ouvvy7c3NzEgQMHREZGhjTdunVLCCFEXl6emDlzpkhKShJpaWli//79omfPnqJZs2YiNzfXzNH/z8yZM8WBAwfEH3/8IQ4fPiwiIiKEi4uL9L6///77ws3NTWzZskWcPHlSjBgxQvj4+FjUMQghRFlZmWjRooWYM2eO0XxLPg95eXni2LFj4tixYwKAiImJEceOHZOufjDlvZ80aZJo3ry52Lt3rzh69Kjo27ev6NixoygtLbWI4ygpKRGDBw8WzZs3F8ePHzf6WSkqKhJCCHH+/HmxaNEikZycLNLS0sSOHTtE27ZtRefOnevtOO53DKZ+hiz9XJTLyckRTk5OYuXKlRXWt4RzUd3vViGs52fjQWF1CYUQQvzrX/8Sfn5+wt7eXjz22GNGl2BaGgCVTnFxcUIIIW7duiXCwsJE06ZNhZ2dnWjRooUYO3asuHTpknkDv8eLL74ofHx8hJ2dndBqtWLo0KEiNTVVWm4wGMTChQuFRqMRarVa9O7dW5w8edKMEVdu9+7dAoA4c+aM0XxLPg/79++v9DM0duxYIYRp731hYaGYOnWqcHd3F46OjiIiIqLej+1+x5GWllblz8r+/fuFEEJcunRJ9O7dW7i7uwt7e3vRunVr8cYbb4isrCyLOAZTP0OWfi7KffLJJ8LR0VHcvHmzwvqWcC6q+90qhPX8bDwoVEIIUUfFDyIiImogrGoMBREREVkmJhREREQkGxMKIiIiko0JBREREcnGhIKIiIhkY0JBREREsjGhICIiItmYUBAREZFsTCiIiIhINiYUREREJBsTCiIiIpLt/wM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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -151,18 +175,23 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:38.697291Z", + "iopub.status.busy": "2023-07-11T00:01:38.696889Z", + "iopub.status.idle": "2023-07-11T00:01:39.014066Z", + "shell.execute_reply": "2023-07-11T00:01:39.013273Z" + } + }, "outputs": [ { "data": { - "image/png": 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G2oa1AMx7Yx4ffvQhfXpvwsqVK9ZtV2i9ffbal3um3c1Hqz4C4P2/vw9An959WPlhsv2Ij4/g3ffe5a8vPAfA2oa1vPra39i076Zssklfnp35LEC7epmM2nkUzz0/gzcWzAfgo1UfMe+NeesCbv9+A1j54cp1vwBalglg6JBhzJqTPKHv4cf/b72W9t17X26569fr5ue88hIAby58g+233Z4J47/FJ3bYmXnzXy+6/J0VwNroVtSUBa5R2wZj6bfPWK+NGqCpro6l3z6jU/tdtXoVY44eTUPDWrr36MGYgw/nuK9+A4AjDz+Kt+oXcsQxY4gI+vcfwNWXXsv2I7ene/ceHHb0oRxx6BF8feyxedfb718/w8t/m8OXvn44PXtsxGf2+QzfO+kMvjj6S0y68Nx1F+7+66Kfc/5lP2H5iuU0NjQwftyxjNxmOy489+J1FxP33fvTRR/TgP4DuXDSJXzvnO+u66p32onfZcTHR3Dk4V9h9LhDGDpkGDvv+Ml127Qs08knnMI550/klzddwy477VIwr3PO+CE/vvg8Ro/7Ao2NDeyx6578eOJPmHL7TUx/9mm6de/OtiO2Zb9/3a/gPkotEI1VVE9t85mJleAHB1gh5zx4ClsMavXhF+spd68Pq6xFS9/igkOuWi/t0bh7RlsD+bdlh0/2ipse2KKodffean6n8+ss16htg7L84MMcmK1N1dZG7UBtZjVINGak/bkYDtSWadEUBOGBmWpQEOt6lZR+39BURW3UDtSWafVz32HAgIEe6rTGBMGqhlXUz32nPPsPsSa6l2Xf5eBAbZk29UcPcNQk/ISXGpP7hJdyaaqiL34Hasu0le99WJYnfFhtSy4muunDzCzDfDHRzCzTfDHRzKwKNIbbqM3MMisQa6N6wl/1lNTMrER8MdHMLOMCuenDzCzrfDHRzCzDInD3vIrZu/AYuGaWEU8/39Ul+AfJxcTS3EIuaThwM/BPQBMwOSKulHQecALQfB/82RHxYLrNROB4oBH4TkQ81Foe1R2ozcw6qIQXExuA0yPiOUl9gRmSHkmXXRERl+auLGlHYCywE7AF8Kik7SKisVAGDtRmVnMC0VSii4kRUQ/Up6+XS5oDtPa0izHAHRGxGpgnaS6wJ/CXQhtUTyONmVkJNdKtqKk9JG0F7ApMT5NOlvSCpBsk9U/ThgILcjZbSOuB3YHazGpPAE3RragJGCTp2ZxpQr59StoEuAc4LSI+AK4BtgFGkdS4L2tetUCRCnLTh5nVILXnUVxL23pmoqSeJEH61oi4FyAiFucsvw74TTq7EBies/kwYFFr+3eN2sxqTgBro3tRU1skCbgemBMRl+ekD8lZ7YvArPT1NGCspF6SRgAjgWday8M1ajOrORFqbtYohX2ArwEvSpqZpp0NjJM0iuR7YT7wrSTvmC1pKvASSY+Rk1rr8QGdDNSSvgt8My3Ii8BxQG/gTmCrtHBHRcR7ncnHzKzUSnXDS0Q8Rf525wdb2eYC4IJi8+hwSSUNBb4D7BERnwC6k/QNPAt4LCJGAo+l82ZmmZGMR62ipizo7FdKD2BjST1IatKLSPoITkmXTwEO72QeZmYlljzhpZgpCzrc9BERb0m6FHgT+Ah4OCIeljQ47QBORNRL2jzf9mkXlwkAdfTuaDHabdkufSqW14Zo4PMru7oIZp2WdM/LRm25GB0O1Gnn7THACOB94C5JxxS7fURMBiYDbKoBrfYhNDMrpVKO9VEJnbmY+DlgXkS8AyDpXuBfgcWShqS16SHAkhKU08yspKppmNPOlPRNYG9JvdN+hAcAc0j6CI5P1xkP3N+5IpqZlVYyzKmKmrKgM23U0yXdDTxH0hfwryRNGZsAUyUdTxLMjyxFQc3MSqkm2qgBImISMKlF8mqS2rWZWSYlo+dVT9OH70w0s5qT3ELuQG1mlmGuUZuZZV5W7joshgO1mdWc5l4f1cKB2sxqkps+rMN6jHmn7ZUqoOH+zbq6CGZlU8pnJlaCA7WZ1ZwAGlyjNjPLNjd9mJllWbjpw8ws05ofHFAtHKjNrCa5Rm1mlmE18+AAM7NqFYiGJl9MNDPLNLdRm5llWbjpw8ws09xGbWXz9Ki7S7q/vWd+uaT7M6smDtRmZhkWiEZfTDQzyzZfTDQzy7CosouJ1VP3NzMroQgVNbVF0nBJT0iaI2m2pFPT9AGSHpH0avq3f842EyXNlfSKpAPbysOB2sxqUDIoUzFTERqA0yNiB2Bv4CRJOwJnAY9FxEjgsXSedNlYYCfgIOBqSd1by8CB2sxqUqlq1BFRHxHPpa+XA3OAocAYYEq62hTg8PT1GOCOiFgdEfOAucCereXhNmozqzkR0NhUdBv1IEnP5sxPjojJ+VaUtBWwKzAdGBwR9Ul+US9p83S1ocDTOZstTNMKcqA2s5rUjl4fSyNij7ZWkrQJcA9wWkR8IBXcf74F0dq+3fRhZjUnKF3TB4CkniRB+taIuDdNXixpSLp8CLAkTV8IDM/ZfBiwqLX9O1CbWQ0q3cVEJVXn64E5EXF5zqJpwPj09Xjg/pz0sZJ6SRoBjASeaS0PN32YWU2KVhsb2mUf4GvAi5JmpmlnAxcBUyUdD7wJHJnkG7MlTQVeIukxclJENLaWgQO1mdWkYps12t5PPEX+dmeAAwpscwFwQbF5OFCbWc1Jen1UT8uvA7WZ1aQSNn2UnQO1mdWkUjV9VIIDtZnVnKD4rndZ4EBtZjWpilo+OtePWlI/SXdLejkdOepTrY0YZWaWCQHRpKKmLOjsZc8rgd9FxD8Du5AMRpJ3xCgzsywp5Z2J5dbhQC1pU2A/kjtyiIg1EfE+hUeMMjPLjIjipizoTBv11sA7wI2SdgFmAKdSeMSo9UiaAEwAqKN3J4phVl7LdunT1UWoqIHPr+zqIpRd81gf1aIzTR89gN2AayJiV2Al7WjmiIjJEbFHROzRk16dKIaZWTsFECpuyoDOBOqFwMKImJ7O300SuAuNGGVmlhnV1PTR4UAdEW8DCyRtnyYdQDLISKERo8zMMqK4Hh9Z6fXR2X7UpwC3StoIeB04jiT4/8OIUVYi936ALlwGbzXA0B7ExIFwxKZdXSqz6pOR2nIxOhWoI2ImkO/JB3lHjLJOuvcDdMYS9FH6CVvYAGcsST5vDtZmxYvauZhoFaYLl/1fkG5O+yiSGraZtU8UOWWAbyGvJm81tC/dzFrhGrWVw9AC36uF0s2ssKYipwxwoK4iMXEgsfH6tYDYWMkFRTMrXpX1o3ZVrJocsWnSZOZeH2adlpU+0sVwoK4ie8/8cnLj/nUtFszsgsKYVTsHajOzjMtIs0YxHKjNrCbJNWozswwLQUZuDy+GA7WZ1SbXqM3MMs6B2sws4xyozcwyrPmGlyrhOxPNrCYpipva3I90g6QlkmblpJ0n6S1JM9PpkJxlEyXNlfSKpAOLKasDtZnVptKNnncTcFCe9CsiYlQ6PQggaUdgLLBTus3Vkrq3lYEDtZnVpFLVqCPij8C7RWY7BrgjIlZHxDxgLrBnWxu5jTpjGu7frKuLYFYbim+jHiTp2Zz5yRExuYjtTpb0deBZ4PSIeA8YCjyds87CNK1VrlGbWe0pttkjqVEvjYg9cqZigvQ1wDbAKKAeuCxNz/ft0Ga93YHazGpTGZ/wEhGLI6IxIppIhlFrbt5YCAzPWXUYsKit/TlQm1lNUlNxU4f2LQ3Jmf0i0NwjZBowVlIvSSOAkcAzbe3PbdRmVptKdMOLpNuB/UnashcCk4D9JY1Kc5kPfAsgImZLmgq8BDQAJ0VEY1t5OFCbWc0ptkdHMSJiXJ7k61tZ/wLggvbk4UBtZrWpiu5MdKA2s9rksT7MzLLNDw4wM8uy6HiPjq7gQG1mtck1ajOzjHOgNjPLtmpqo/adiWZmGecatZnVpiqqUTtQm1ntca8PM7Mq4Bq1mVl2ieq6mOhAbWa1qYoCdad7fUjqLumvkn6Tzg+Q9IikV9O//TtfTDOzEiryeYlZqXWXonveqcCcnPmzgMciYiTwWDpvZpYtTUVOGdCpQC1pGPAF4Fc5yWOAKenrKcDhncnDzKwcqqlG3dk26v8E/gPom5M2OCLqASKiXtLm+TaUNAGYAFBH704Wo/x6jHmn3dv4ieIbhoHPr+zqIlg5ZCQIF6PDNWpJhwJLImJGR7aPiMnNT/XtSa+OFsPMrP3a9xTyLteZGvU+wGGSDgHqgE0l3QIsljQkrU0PAZaUoqBmZqWUlWaNYnS4Rh0REyNiWERsBYwFHo+IY0iesjs+XW08cH+nS2lmVmo1UqMu5CJgqqTjgTeBI8uQh5lZp9TcLeQR8Xvg9+nrZcABpdivmVlZZKi2XAzfmWhmNUfpVC0cqM2sNrlGbWaWbdXU68OB2sxqkwO1mVmGVdmDA/zMRDOrTSXqRy3pBklLJM3KSSs4iqikiZLmSnpF0oHFFNWB2sxqUgkHZboJOKhFWt5RRCXtSHKD4E7pNldL6t5WBg7UZlabSlSjjog/Au+2SC40iugY4I6IWB0R84C5wJ5t5eFAbWY1qR016kGSns2ZJhSx+/VGEQWaRxEdCizIWW9hmtYqX0w0s9oTtOehAEsjYo8S5ZzvPps26+2uUZtZzWl+uG0ZHxywOB09lBajiC4EhuesNwxY1NbOHKjNrDaVd/S8QqOITgPGSuolaQQwEnimrZ256cPMapKiNHe8SLod2J+kLXshMIkCo4hGxGxJU4GXgAbgpIhobCsPB2ozqz0lHD0vIsYVWJR3FNGIuAC4oD15OFCbWU3yWB9mZhlXTbeQO1AXyU8UN9vAuEZtZpZhnet6V3EO1GZWmxyozcyyq/mGl2rhQG1mNUlN1ROpHajNrPb4KeRmZtnn7nlmZlnnGrWZWbb5YqKZWZYFUKJBmSrBgdrMapLbqM3MMsz9qM3Msi7CTR9mZlnnGrWZWdY5UJuZZZtr1GZmWRZAY/VEagdqM6tJ1VSj7tbRDSUNl/SEpDmSZks6NU0fIOkRSa+mf/uXrrhmZiXS3POjrSkDOhyoSR51fnpE7ADsDZwkaUfgLOCxiBgJPJbOm5lliqK4KQs6HKgjoj4inktfLwfmAEOBMcCUdLUpwOGdLKOZWWlFO6YMKEkbtaStgF2B6cDgiKiHJJhL2rzANhOACQB19C5FMYoy8PmVFcvLzLJJgGrpYqKkTYB7gNMi4gNJRW0XEZOByQCbakD1nDEz2yAoI+3PxehMGzWSepIE6Vsj4t40ebGkIenyIcCSzhXRzKzEqqzpozO9PgRcD8yJiMtzFk0DxqevxwP3d7x4ZmblUGSPj4zUujvT9LEP8DXgRUkz07SzgYuAqZKOB94EjuxUCc3MyqCUPTokzQeWA41AQ0TsIWkAcCewFTAfOCoi3uvI/jscqCPiKZI2+XwO6Oh+zcwqovS15c9GxNKc+eauyhdJOiudP7MjO+5UG7WZWVWKpNdHMVMnlKyrsgO1mdWm0l5MDOBhSTPSrsfQoqsykLercjE81oeZ1aR2dM8bJOnZnPnJaffiXPtExKL0vpFHJL1ckkKmHKjNrDYVH6iXRsQere8qFqV/l0i6D9iTtKtyeuNfp7oqu+nDzGpPAE1FTm2Q1EdS3+bXwOeBWZSwq3J116iffr6rS2BmVUhEKe9MHAzcl96V3QO4LSJ+J+l/KVFX5eoO1GZmHdVURHW5CBHxOrBLnvRllKirsgO1mdWe5qaPKuFAbWY1qZoGZXKgNrPa5EBtZpZl2RlwqRgO1GZWe/wUcjOz7HMbtZlZ1jlQm5llWABNDtRmZhnmi4lmZtnnQG1mlmEBNFbPrYkO1GZWgwLCgdrMLNvc9GFmlmHu9WFmVgVcozYzyzgHajOzDIuAxsauLkXRHKjNrDa5Rm1mlnEO1GZmWRbu9WFmlmkB4RtezMwyzreQm5llWAQ0OVCbmWWbLyaamWVbuEZtZpZlfnCAmVm2eVAmM7NsCyCq6BbybuXasaSDJL0iaa6ks8qVj5lZu0X64IBipjZUItaVJVBL6g78AjgY2BEYJ2nHcuRlZtYR0RRFTa2pVKwrV416T2BuRLweEWuAO4AxZcrLzKz9SlOjrkisK1cb9VBgQc78QmCv3BUkTQAmpLOrH427Z5WpLO0xCFjqMgDZKEcWygDZKEcWygDZKMf2nd3Bct576NG4e1CRq9dJejZnfnJETE5ftxnrSqFcgVp50tb7DZEe6GQASc9GxB5lKkvRslCOLJQhK+XIQhmyUo4slCEr5WgRNDskIg4qRVkoItaVQrmaPhYCw3PmhwGLypSXmVlXqUisK1eg/l9gpKQRkjYCxgLTypSXmVlXqUisK0vTR0Q0SDoZeAjoDtwQEbNb2WRyK8sqKQvlyEIZIBvlyEIZIBvlyEIZIBvlyEIZgA7Fug5RVNFtlGZmtahsN7yYmVlpOFCbmWVclwfqrrjVXNJwSU9ImiNptqRT0/TzJL0laWY6HVKBssyX9GKa37Np2gBJj0h6Nf3bv4z5b59zvDMlfSDptEqcC0k3SFoiaVZOWsFjlzQx/Zy8IunAMpbhZ5JelvSCpPsk9UvTt5L0Uc45ubYUZWilHAXfgwqeiztz8p8vaWaaXpZz0cr/ZkU/F5kTEV02kTS+vwZsDWwEPA/sWIF8hwC7pa/7An8juf3zPOCMCp+D+cCgFmmXAGelr88CLq7g+/E28PFKnAtgP2A3YFZbx56+P88DvYAR6eeme5nK8HmgR/r64pwybJW7XgXORd73oJLnosXyy4Bzy3kuWvnfrOjnImtTV9eou+RW84ioj4jn0tfLgTkkdxhlxRhgSvp6CnB4hfI9AHgtIt6oRGYR8Ufg3RbJhY59DHBHRKyOiHnAXJLPT8nLEBEPR0RDOvs0Sd/YsipwLgqp2LloJknAUcDtnc2njTIU+t+s6Ocia7o6UOe7/bKiAVPSVsCuwPQ06eT0J+8N5WxyyBHAw5JmpLfVAwyOiHpIPrjA5hUoByR9QHP/ESt9LqDwsXfVZ+UbwG9z5kdI+qukP0j6dAXyz/cedMW5+DSwOCJezUkr67lo8b+Ztc9FRXV1oK7I7ZcFM5c2Ae4BTouID4BrgG2AUUA9yU+9ctsnInYjGX3rJEn7VSDPf5B21j8MuCtN6opz0ZqKf1YknQM0ALemSfXAlhGxK/A94DZJm5axCIXeg674vxnH+l/iZT0Xef43C66aJ22D63Pc1YG6y241l9ST5INwa0TcCxARiyOiMSKagOuowE+oiFiU/l0C3JfmuVjSkLScQ4Al5S4HyRfFcxGxOC1Pxc9FqtCxV/SzImk8cCjw1UgbQ9Of18vS1zNI2kO3K1cZWnkPKn0uegBHAHfmlK1s5yLf/yYZ+Vx0la4O1F1yq3na3nY9MCciLs9JH5Kz2heBso7oJ6mPpL7Nr0kuYs0iOQfj09XGA/eXsxyp9WpMlT4XOQod+zRgrKRekkYAI4FnylEASQcBZwKHRcSHOembKRl/GElbp2V4vRxlSPMo9B5U7FykPge8HBELc8pWlnNR6H+TDHwuulRXX80EDiG5svsacE6F8tyX5OfRC8DMdDoE+DXwYpo+DRhS5nJsTXLF+nlgdvPxAwOBx4BX078DylyO3sAy4GM5aWU/FyRfDPXAWpKa0fGtHTtwTvo5eQU4uIxlmEvS7tn82bg2XfdL6fv0PPAcMLrM56Lge1Cpc5Gm3wSc2GLdspyLVv43K/q5yNrkW8jNzDKuq5s+zMysDQ7UZmYZ50BtZpZxDtRmZhnnQG1mlnEO1GZmGedAbWaWcf8fe3OVuuPGxLUAAAAASUVORK5CYII=", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -197,18 +226,23 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:39.017567Z", + "iopub.status.busy": "2023-07-11T00:01:39.017260Z", + "iopub.status.idle": "2023-07-11T00:01:39.380188Z", + "shell.execute_reply": "2023-07-11T00:01:39.379419Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -243,18 +277,23 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:39.383505Z", + "iopub.status.busy": "2023-07-11T00:01:39.383259Z", + "iopub.status.idle": "2023-07-11T00:01:39.789260Z", + "shell.execute_reply": "2023-07-11T00:01:39.788365Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -288,18 +327,23 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:39.792154Z", + "iopub.status.busy": "2023-07-11T00:01:39.791909Z", + "iopub.status.idle": "2023-07-11T00:01:41.425829Z", + "shell.execute_reply": "2023-07-11T00:01:41.425178Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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Drl270L9/fwwYMAAZGRkYNmwYIiMjMXPmTDg5OWHdunXo3LkzJk+ejAULFgCw7vNjbQ22wHwnu3Pc3GJkbyUzLB44cED07dtX1KhRQ3h7e4shQ4aICxcuWLQ1mUxi7ty5omHDhsLV1VUEBASIYcOGSbcHEEKI3377TQwZMkQ0aNBAeHh4CF9fX/HAAw+IFStWWGyr9EycQhTPjNi4cWPh6uoqAIiZM2da1GhtLUIUz3zZtGnTMu97xIgRIjQ01Kpjdfr0aREdHS28vb2lW30I8c/Ml1988YVF+7S0tDKzQ1ZUjxDFt/x4/fXXRaNGjYSbm5vw9fUVzZo1ExMmTJBuk/Ttt9+KXr16idq1aws3NzcRGBgoevfuLX744QdpO9bUI4QQH374oWjevLm0z/79+4vU1FSLNuX9DPLz88XEiRNFYGCgcHd3Fw8++KBITk4u92dbnry8PDFjxgwRHh4u3NzchL+/v+jatatISkqyaPfxxx+Ldu3aCS8vL+Hh4SEaNGgghg8fLvbv31/pcS3v51zR50wIIX7++WcxaNAgERgYKFxdXYXBYBBdu3YVS5culdqUzIZdetZUIiJrMYPlYwbbNoMLCwvFO++8I1q0aCHc3d1FjRo1ROPGjcWoUaPEyZMnRVFRkYiMjBRBQUEiIyPD4rVvv/22ACA2bNggravo8zNixAjh5eV1RzWUCA0NFY888kiZ1wMQY8eOtVhXcpzffvtti/Vy8p3oTumEEKLquuZUlWJjYzFr1ixcvHhR8dcZERERVSfMYCIi9eM1y0RERERERESl8JplqtZMJhNuN3hCp9PB2dm5CisiIiLSBmYwEakdh2FTtVavXj3p5vXliYyMxO7du6uuICIiIo1gBhOR2lk9DHvPnj3o27cvjEYjdDodNm7caPG8EAKxsbEwGo3w8PBAVFQUUlNTLdrk5+dj/PjxCAgIgJeXF/r164dz587d1RshKs8333yDlJSUCpf333/f0SUSURVbsmQJmjdvDh8fH/j4+KB9+/b47rvvpOfVnGPMaFISZjAR3QlF5bS1M4Jt2bJFTJs2TXz11VdlZssTQoi33npLeHt7i6+++kocOXJEPPHEEyI4OFjk5uZKbUaPHi1q164tEhISxMGDB0WXLl1EixYtRFFR0R3OU0ZERCTPpk2bxObNm8Xx48fF8ePHxdSpU4Wrq6s4evSoEELdOcaMJiIitVNSTt/VraNKB7HZbBYGg0G89dZb0rqbN28KX19fafr2K1euCFdXV7F27VqpzZ9//imcnJzE1q1b76YcIiKiO1KzZk3x4YcfVqscY0YTEVF14aictukEX2lpacjMzER0dLS0Tq/XIzIyEklJSRg1ahQOHDiAwsJCizZGoxERERFISkpCz549y2w3Pz8f+fn50mOz2Yy//voL/v7+0Ol0tnwLRERkBSEErl69CqPRCCcn295g4ebNmygoKLCqltKZoNfrodfrK3yNyWTCF198gevXr6N9+/Z2yzElsOd7Y04TESmP2jMacHxO27SznJmZCQAICgqyWB8UFCRN8JCZmQk3NzfUrFmzTJuS15cWFxeHWbNm2bJUIiKyofT0dNSpU8dm27t58ybCQmsgM8sk+zU1atTAtWvXLNbNnDkTsbGxZdoeOXIE7du3x82bN1GjRg1s2LAB9913H5KSkgDYPseUwF4ZDTCniYiUTG0ZDSgnp+1y66jSZw3KO5NQ2u3aTJkyBS+//LL0OCcnB3Xr1kVH9IYLXO++YCIiuiNFKMRebIG3t7dNt1tQUIDMLBPSDoTCx7vys+G5V80Ia30G6enp8PHxkdZXdMa6UaNGOHz4MK5cuYKvvvoKI0aMQGJiovS8rXNMSezx3pjTRETKo9aMBpST0zbtLBsMBgDFvfng4GBpfVZWltT7NxgMKCgoQHZ2tkVvPysrCx06dCh3uxV9Re8CV7joGMJERA7z980H7dVJ9KpRvFTG9HcdJTNnVsbNzQ333nsvAKBNmzZISUnBwoUL8eqrrwKwfY4pgb0yGmBOExEpkkozGlBOTtt08HpYWBgMBgMSEhKkdQUFBUhMTJQKa926NVxdXS3aZGRk4OjRo4r+RwYREVU9M4Ts5W4IIZCfn1+tc6w6vzciIqp6VZXRgONy2upvlq9du4ZTp05Jj9PS0nD48GH4+fmhbt26iImJwZw5cxAeHo7w8HDMmTMHnp6eGDp0KADA19cXzz77LCZOnAh/f3/4+flh0qRJaNasGbp3725tOUREVI2ZYYZZZju5pk6dil69eiEkJARXr17F2rVrsXv3bmzduhU6nU7VOcaMJiKiqmKPjAaUldNWd5b379+PLl26SI9LrlEaMWIEVqxYgcmTJyMvLw9jxoxBdnY22rVrh23btlmMlX/vvffg4uKCQYMGIS8vD926dcOKFSvg7OxsbTlERFSNmYSASVR+RlpOmxIXLlzAU089hYyMDPj6+qJ58+bYunUrevToAQCqzjFmNBERVRV7ZDSgrJzWCWFl9QqQm5sLX19fRKE/r4Ui1XDzdINPgJcqJgAiAoqHPOVeuo6CGxXfGqJIFGI3vkZOTo7s65DkKPk7f+Y3o+zJQ0Ibn7d5HXRnmNOkNsxoUhtmdNWwy2zYRPQPnQ6IeroD2vZtARc3ZwYxqYYQAkUFJqR88zN2L0+CI06tmiFgknGtky2uhyIi7WFGk1oxo6sGO8tEdhb1dAd0GvwA/O7xgxM4jJHUxQwTOg0unuV418dJDti/vIlB1BzEROQ4zGhSM2a0/bGzTGRHei83tO3bAn73+MEVbo4uh8hqznCG3z1+aNu3Bf63dv9th3vZQ6EQKJRxulxOGyKiWzGjSe2Y0fZn01tHEZElb38vuLg582w1qZoTnOHi5gyfAK8q37fp7yFechYiImswo6k6YEbbF79ZJrIjnU7H65+oWnDUZ9kkihc57YiIrMGMpuqCGW0/7CwTEZFimf9e5LQjIiKiqqOFjOYwbCLSvK79IrFi9XJHl0HlMEMHk4zFDH47RERUXTGnlUkLGc3OMhGV8VrsZDRqey8atb0XTR9sjA492+HpsSPw5aYvYDZbd34wftlC9B/a1+Y1VmVwxi9bKB2PW5ekH/9nk+3/eGAfGrW9F7lXc22yverELOQvRERawZy2xJx2DC1kNIdhE6mByQSPwylwuXQRRQG1kNeyLeBs3wlJOrXvjLgZc2E2m3Dpr0v4IXkP3nz3DXy/YyuWvPs+XFy09ecjvH44lv/3E4t1vr6+DqqmYoVFhXB1cXV0GTZTclZaTjsiIodhTjscc7rqaSGj+c0ykcLV2Pk9wvpFImT0MAS/PgEho4chrF8kauz83q77dXNzQ62AWggKNKBp4wiMfnoMFr+zFHuSErHh26+kdlevXcX0N6ehffQDuD+qBYa/MAy/nTgGAFj/zVdY9EE8fjt5TDrLu/6bryp9XYkdidsxcPijaPbQfWjXvS3GvTIGAPDUqKH4M+NPxL33prTdEgd/Pognnx+C5h2bIvKRjnjjndm4kXdDev7yX5cxesJzaN6xKbr2j8Km776WdTycnV1QK6CWxeLm6iZrn19v2YiBwx9Fq8gWeKjng5j4+gRc/usyAODc+XMYPnoYAKBt1/vRqO29eC12MoDyz8r3H9oX8csWSo8btb0Xa75ajRcmjkLLTs2w5KP/AgB27tmBgU/1R7OH7kO3/l2w6IP/Q1FRkfS6+GULEdWnEyI6NEHHXh3wxjuzZR2HqiZneJfcsCYisgfmNHP6VlrKaS1kNDvLRApWY+f3CH51HFyyMi3Wu2RdQPCr4+wexKW1b9sejcObYNuubQAAIQSej/k3Ll6+iGULPsL6T75G00ZNMWLMcFzJuYLePR7BM08+i/D64dj7XTL2fpeM3j0eqfR1ALB77y6Mf3Usoh6KwsZVm7By8SeIuC8CABA/bzEMgQa8OCpG2i4AHD91HM+++DR6REVj0+rNeG/O/+HA4f34z7xZ0nt4bdZk/JnxJ1Yu/hT/99YirP7yMykQ74ScfRYWFeKlUROw6bNv8N93luDc+XS8Nqs4aIODghE/tzg4t36ZgL3fJWPapOlW1RC/bCG6RXbHN2s247F+j+OH5D14ZcZEPPXECGxZtxWzp/4H679dj6XLFxfvZ8d3WLF6OWZNeQPb1u/A4neWoGGDhnd8DOzJLHSyFyKiqsacZk7LUV1zWgsZra3xGURqYjKh1rv/ASDKnI/TQUBAh1rz38C1yO52H+p1q/r16uP4qd8AAPv278OJU8eRvO1HuLnpAQCvxkzB9sQEfL9jK54YOBienp7S2d4SySnJlb5u6ceL0bvHI3hxVIz0usYNmwAA7vG9B87OzvDy9LLY7keffoC+Pfti5NCnAQD16tbDtEkz8NSooYh9bTbOZ57HnqREfL78S7SIaAkAeHN6HHo/3rPS933i9+No1bm59LhB2L34cuX6Svep1+vxr36PS68LqVMX0ybOwOMjB+L6jevw8vSShon5+/nDx9tH3g/iFn169rXYx+SZk/D8iFEY0GegtM+XRsXg7fh5GPfci8jIPI8A/1ro0K4DXF1cYTQY0bxpC6v3WxW0MMSLiFSKOc2clqm65rQWMpqdZSKF8jicAtdSZ6pvpYOA64UMeBxOQV7rB6usLiEEdH//0Uv97Shu5N1Au+5tLdrczL+Js3+erXAbcl537MQxPP7oE1bVlnrsKM6cO4Nvtm6yqNdsNuPc+XSknU2Di7MLIpo0k55vUK+BrOALCw3Dknfflx6XDO2qbJ8Nwu7Fr8dTEb/s//DbiWO4kpsD8ffkKxmZ53Fv/XCr3mN5bn0/JTUd+fUXLF2+RFpnMpuQn5+PvJt5eLhbL6xcswLd+3dBp/adEflQFLp06qrI69uKhDMKReWDoIpUfNaaiNSJOc2clqu65rQWMlpZR5yIJC6XLtq0na38fvp31KkdAgAwm82oFVALny79rEw779sEm5zXubu7W12bWQgMHjgETz0xvMxzwQYj0s6kAQB0Ouv/aLu6uCE0pJ7V+7yRdwPPjBuJh9p1wtuz30XNmn7IyDyPZ8c/jcLCwtvuU6dzAmA5hWRRUdnXeHp4lqrJjPHPv4ToLtFl2urd9Ag2GLH1ywT878e9SE5Jwqy5M/HRpx/g02WrFTfpiBbOWhOROjGnmdNaz2ktZDQ7y0QKVXTLsCVbtLOFkmFZI4cUD2Vq2rgpLl2+BGdnF9Qx1in3Na6urjCbTRbr5Lyu4b2NkJyShMf6/Uv2du9r1BQnfz9ZblgCQP16DVBkKsLRY0ek4Ux/nP7jrm4FUdk+T5w6gewr2Zg0bhKCDUYAwNFfj1i+F5fis98mk+X78avph6xb/pF17dpVnDt/TlZNaWf+qLAmoPgfOd0iu6NbZHcM/dcw9Ho8GidOHUfTxhGVbr8qmYQTTDLOWptUfFsKIlIn5jRzWus5rYWM5gRfRAqV17ItCgMN5VwJVUxAh8Kg4OLbU9hBQUEBLl66iAtZmUj97SiWLl+MMZNGo0vHLnj0kQEAgA4PPISWzVph7KQX8EPyHpw7fw4Hfz6I95bMx5G/g6Z2cB2cO38Ox47/ir+u/IWCgnxZrxv33Hhs3vYt/u/9Bfg97RSOnzqODz5ZJtVXO7g2Ug6l4EJWJv668hcA4LkRz+PwkUOYNXcmjh3/FafPnsaOxO34z9vFk3jUr1cfndp3xutvTsPPRw/j6LGjeP3NqXDXW392vERl+zQaguHq6opPP/8U6efOYkfidiz+eybMf96LETqdDrv37sJf2Zdx/cZ1AMCDbR7Epi0bsf9QCk6cOoFXZ02Gk4zr3sb+exy+3rwR8csW4uTvJ/B72ils2bYZ7y2ZD6B49tMvvv4cJ06dQPq5s/j6u41w17vDaKh9x8fBXszQwQwnGYt6z1oTkToxp5nTWs9pLWQ0v1kmUipnZ1ycOB3Br45D8dVH/5yWKwnmiy+/brdJQ35I3oOOvdrDxdkFPj4+aBzeBK9PnI4BfQbCyan4PJtOp8OyBR9iwZL5mPqfKcjO/gsB/gFo06otAvz8AQA9u/ZEwq7vMfyFYci9mou4GXMxsO9jlb6uXesHsTAuHos/WoRlK99HDa8aaNvqAam+F0fFYEbcdHQf0BUFBQU4nnIKjcMb49P3V2PBkncx9PkhgBAIqVMXvXv0ll4XN2MuXn9zKoaNGooAvwC89MIE/N+FjDs+TpXt06+mP96aOQ/zF7+LT9etRNNGTfHqS6/hhYmjpG0EBRow/vmX8O6itzFl9qt4tPcAvBU7D6NGjkb6n+kYNeE5eNfwxkujJ+Dcn5Wfse7UvjOWvrcM//1wET785AO4uLigfr0GeLx/8eQiPt4+WLZyKd56bw7MZjMa3tsQS+cvQ817at7xcbAXLQzxIiKVYk4zpzWe01rIaJ0QQnVfjOfm5sLX1xdR6A8XnXLG7ROVVivUD88veRJBAQY4487CssbO71Hr3f9YTCJSGBSMiy+/jmtdK58dkuhumWDChUuZWPbCZ7h45i+L54pEIXbja+Tk5MDHx/oZQitS8nd+w8/h8PKu/Hfn+lUTBrQ4afM66M4wp0kNbJHRAHOaHIsZbV/8ZplI4a517Ylrkd3hcTgFLpcuoiigVvGQriq8DQWRoxQP8ar8jLSah3gRkboxp0mrtJDR7CwTqYGzc5XedoJIKcxwgknG9BpmqG6QFBFVJ8xp0iAtZDQ7y0REpFjyZ9pUbxATERGpkRYymp1lIiJSrJKZNCtvp94gJiIiUiMtZDQ7y0REpFgmoYNJyJhpU0YbIiIish0tZDQ7y0R2ZDYLFE84r94zakRA8efYbDJX+Z4LhQsKReWT5BSqOIiJyDGY0VQ9MKPtiZ1lIju6kpGD3EvXUMP7Krzca0AnY6gKkZIImHH95jXkXrqGK5m5Vb5/k8zJQ0z8xy4RWYkZTWrHjLY/dpaJ7MhUZMYnk75E9OjOuLdNPTi7OEPFs+eT1gjAVGTCqf2nsW3pHpiKqv6stRnyhm9VfWVEpHbMaFI1ZnSVYGeZyM5yL17DV29sgaevBzx83KHTMYlJHYQQyMu9iRs5eXDURJbyJw/hN0JEZD1mNKkVM7pqsLNMVAWEAK5fycP1K3mOLoVIVeTflkK9QUxEjsWMJrozWshodpYfbOHoCoiIbG/fz46uwCbM0MEsY1yknDYl4uLisH79evz222/w8PBAhw4dMHfuXDRq1EhqM3LkSKxcudLide3atcO+ffukx/n5+Zg0aRLWrFmDvLw8dOvWDYsXL0adOnVk10IyMKeJqDqqBjltj4wGlJXT6u3mExFRtVdy1lrOIldiYiLGjh2Lffv2ISEhAUVFRYiOjsb169ct2j388MPIyMiQli1btlg8HxMTgw0bNmDt2rXYu3cvrl27hj59+sBkMtnkvRMRESmZPTIaUFZO85tlIiJSLPkzbcoP4q1bt1o8Xr58OQIDA3HgwAF07txZWq/X62EwGMrdRk5ODj766CN8+umn6N69OwBg1apVCAkJwfbt29GzZ0/Z9RAREamRPTIaUFZO85tlIiJSLLPQyV4AIDc312LJz8+vdB85OTkAAD8/P4v1u3fvRmBgIBo2bIjnnnsOWVlZ0nMHDhxAYWEhoqOjpXVGoxERERFISkqyxVsnIiJStKrIaMCxOc3OMhERKZb577PWlS0lM22GhITA19dXWuLi4m67fSEEXn75ZXTs2BERERHS+l69euGzzz7Dzp078e677yIlJQVdu3aVgj0zMxNubm6oWbOmxfaCgoKQmZlp46NARESkPPbOaMDxOc1h2EREpFiFwhnOwllGu+L7ZqSnp8PHx0dar9frb/u6cePG4ZdffsHevXst1j/xxBPS/0dERKBNmzYIDQ3F5s2bMXDgwAq3J4TgrWeIiEgT7J3RgONzmt8sExGRYpmFk+wFAHx8fCyW2wXx+PHjsWnTJuzatavSmTGDg4MRGhqKkydPAgAMBgMKCgqQnZ1t0S4rKwtBQUF3+a6JiIiUz54ZDSgjp9lZJiIixTIBMEEnY5FPCIFx48Zh/fr12LlzJ8LCwip9zeXLl5Geno7g4GAAQOvWreHq6oqEhASpTUZGBo4ePYoOHTpY+S6JiIjUxx4ZDSgrp23eWS4qKsLrr7+OsLAweHh4oH79+pg9ezbMZrPURgiB2NhYGI1GeHh4ICoqCqmpqbYuhYiIVM7as9ZyjB07FqtWrcLq1avh7e2NzMxMZGZmIi8vDwBw7do1TJo0CcnJyTh9+jR2796Nvn37IiAgAAMGDAAA+Pr64tlnn8XEiROxY8cOHDp0CMOGDUOzZs2kWTeViBlNRES2Yo+MBpSV0za/Znnu3LlYunQpVq5ciaZNm2L//v14+umn4evri5deegkAMG/ePMyfPx8rVqxAw4YN8cYbb6BHjx44fvw4vL29bV0SERGplNz7M1pzD8clS5YAAKKioizWL1++HCNHjoSzszOOHDmCTz75BFeuXEFwcDC6dOmCdevWWWTUe++9BxcXFwwaNAh5eXno1q0bVqxYAWfnyq/fchRmNBER2Yo9MhpQVk7bvLOcnJyM/v3745FHHgEA1KtXD2vWrMH+/fsBFJ+xXrBgAaZNmyZdfL1y5UoEBQVh9erVGDVqlK1LIiIilRLQwYzKJ+IQMtpIbf+eaKQiHh4e+P777yvdjru7O+Lj4xEfHy97347GjCYiIluxR0YDysppmw/D7tixI3bs2IETJ04AAH7++Wfs3bsXvXv3BgCkpaUhMzPT4p5Xer0ekZGRFd7zKj8/v8x9uYiIqPorOWstZ6HK2SOjAeY0EZEWaSGjbf7N8quvvoqcnBw0btwYzs7OMJlMePPNNzFkyBAAkO5rVXoWsqCgIJw5c6bcbcbFxWHWrFm2LtWmLrfwcnQJJIP/z9cdXQIRWcEsdDCLys9Iy2lD9sloQPk5zYxWD+Y0kXpoIaNt3s1ft26ddEH2wYMHsXLlSrzzzjtYuXKlRbvS97e63T2vpkyZgpycHGlJT0+3ddlERKRAJjjJXqhy9shogDlNRKRFWshom3+z/Morr+C1117D4MGDAQDNmjXDmTNnEBcXhxEjRsBgMAAoPntdMrU3cPt7Xun1elk3rSYioupFC2etq5I9MhpgThMRaZEWMtrm3fwbN27Ayclys87OztJtKcLCwmAwGCzueVVQUIDExETem5KIiCwUCmfZC1WOGU1ERLaihYy2+TfLffv2xZtvvom6deuiadOmOHToEObPn49nnnkGQPHQrpiYGMyZMwfh4eEIDw/HnDlz4OnpiaFDh9q6HCIiUjEtnLWuSsxoIiKyFS1ktM07y/Hx8Zg+fTrGjBmDrKwsGI1GjBo1CjNmzJDaTJ48GXl5eRgzZgyys7PRrl07bNu2jfdvJCIiC0I4wSxjFk2h4pk2qxIzmoiIbEULGW3zzrK3tzcWLFiABQsWVNhGp9MhNjYWsbGxtt49ERFVIyboYJJxf0Y5bYgZTUREtqOFjLZ5Z5mIiMhWzELe8C2zqIJiiIiISKKFjGZnmYiIFMssc4iXnDZERERkO1rIaHaWiYhIsczQwSxj+JacNkRERGQ7WshodpaJiEixTEIHk4whXnLaEBERke1oIaPZWSYiIsXSwhAvIiIiNdJCRrOzTBVy6X/R0SVYrejrWo4ugYhsyAyZ93BU8RAvojultpxmRhNVL1rIaHaWiYhIsYTM66GEioOYiIhIjbSQ0ewsExGRYhWZnaEzO8tqR0RERFVHCxnNzjIRESmWWcgc4qXiyUOIiIjUSAsZzc4yEREplhZuS0FERKRGWshodpaJiEixtHDWmoiISI20kNHsLBMRkWJpIYiJiIjUSAsZzc4yEREplhaCmIiISI20kNHsLBMRkWJpIYiJiIjUSAsZzc4yEREploC8iUGE/UshIiKiW2gho9lZJiIixdLCWWsiIiI10kJGs7NMd2Vfyy+rbF8PHv5Xle2LiJRBC0FMZE9VldPMaCLt0UJGs7NMRESKVWR2AsxO8toRERFRldFCRrOzTEREiiWEDkLGGWk5bYiIiMh2tJDR7CwTEZFimaGTNXmInDZERERkO1rIaPV+J05ERNVeyfVQcha54uLi0LZtW3h7eyMwMBCPPvoojh8/btFGCIHY2FgYjUZ4eHggKioKqampFm3y8/Mxfvx4BAQEwMvLC/369cO5c+ds8r6JiIiUzh4ZDSgrp9lZJiIixSoZ4iVnkSsxMRFjx47Fvn37kJCQgKKiIkRHR+P69etSm3nz5mH+/PlYtGgRUlJSYDAY0KNHD1y9elVqExMTgw0bNmDt2rXYu3cvrl27hj59+sBkMtn0GBARESmRPTIaUFZOcxg2EREplj1m2ty6davF4+XLlyMwMBAHDhxA586dIYTAggULMG3aNAwcOBAAsHLlSgQFBWH16tUYNWoUcnJy8NFHH+HTTz9F9+7dAQCrVq1CSEgItm/fjp49e1rxLomIiNTHXrNhKymn+c0yEREplrVnrXNzcy2W/Pz8SveRk5MDAPDz8wMApKWlITMzE9HR0VIbvV6PyMhIJCUlAQAOHDiAwsJCizZGoxERERFSGyIiouqsKjIacGxOs7NMRESKJWReC1USxCEhIfD19ZWWuLi4SrYv8PLLL6Njx46IiIgAAGRmZgIAgoKCLNoGBQVJz2VmZsLNzQ01a9assA0REVF1Zu+MLt6HY3Oaw7CJiEixBAAh5LUDgPT0dPj4+Ejr9Xr9bV83btw4/PLLL9i7d2+Z53Q6y2FjQogy68rUIaMNERFRdWDvjAYcn9P8ZpmIiBSr5LYUchYA8PHxsVhuF8Tjx4/Hpk2bsGvXLtSpU0dabzAYAKDMmeesrCzpLLbBYEBBQQGys7MrbENERFSd2TOjAWXkNDvLRESkWCazk+xFLiEExo0bh/Xr12Pnzp0ICwuzeD4sLAwGgwEJCQnSuoKCAiQmJqJDhw4AgNatW8PV1dWiTUZGBo4ePSq1ISIiqs7skdGAsnKaw7CJiEixhJA5xEtGmxJjx47F6tWr8fXXX8Pb21s6M+3r6wsPDw/odDrExMRgzpw5CA8PR3h4OObMmQNPT08MHTpUavvss89i4sSJ8Pf3h5+fHyZNmoRmzZpJs24SERFVZ/bIaEBZOc3OMhERKZbc+zNacw/HJUuWAACioqIs1i9fvhwjR44EAEyePBl5eXkYM2YMsrOz0a5dO2zbtg3e3t5S+/feew8uLi4YNGgQ8vLy0K1bN6xYsQLOzs6yayEiIlIre2Q0oKycZmeZiIgUyx5BLGSc4tbpdIiNjUVsbGyFbdzd3REfH4/4+HjZ+yYiIqou7NVZVlJOs7NMRESKZRY66GSErNnKICYiIqK7o4WMZmeZiIgUy17XQxEREdHd0UJGs7NMRESKVRzEcoZ4VUExREREJNFCRrOzTEREimWv66GIiIjo7mgho+1yn+U///wTw4YNg7+/Pzw9PdGyZUscOHBAel4IgdjYWBiNRnh4eCAqKgqpqan2KIWIiFRMWLGQPMxoIiKyBS1ktM07y9nZ2XjooYfg6uqK7777Dr/++iveffdd3HPPPVKbefPmYf78+Vi0aBFSUlJgMBjQo0cPXL161dblEBGRipWctZazUOWY0UREZCtayGibD8OeO3cuQkJCsHz5cmldvXr1pP8XQmDBggWYNm0aBg4cCABYuXIlgoKCsHr1aowaNcrWJRERkVrJPSWt5tPWVYgZTURENqOBjLb5N8ubNm1CmzZt8PjjjyMwMBCtWrXCBx98ID2flpaGzMxMREdHS+v0ej0iIyORlJRk63KIiEjFhFkHs4xFmNV71roqMaOJiMhWtJDRNu8s//HHH1iyZAnCw8Px/fffY/To0XjxxRfxySefAAAyMzMBAEFBQRavCwoKkp4rLT8/H7m5uRYLERFVf1oY4lWV7JHRAHOaiEiLtJDRNh+GbTab0aZNG8yZMwcA0KpVK6SmpmLJkiUYPny41E6nszxoQogy60rExcVh1qxZti6ViKx0uYWXo0tQNf+frzu6BPURuuJFTjuqlD0yGmBOEykFc/ruMKetpIGMtvk3y8HBwbjvvvss1jVp0gRnz54FABgMBgAoc4Y6KyurzJnsElOmTEFOTo60pKen27psIiJSoOJ7OMpbqHL2yGiAOU1EpEVayGibd5YfeughHD9+3GLdiRMnEBoaCgAICwuDwWBAQkKC9HxBQQESExPRoUOHcrep1+vh4+NjsRARkQZo4b4UVcgeGQ0wpxXPJICkG8CGq8X/NfEXhohsQAMZbfNh2BMmTECHDh0wZ84cDBo0CD/99BOWLVuGZcuWASge2hUTE4M5c+YgPDwc4eHhmDNnDjw9PTF06FBbl0NERCom91onNV8PVZWY0Rq0+Rp00y9Cl1EkrRLBLhD/qQU8UsOBhRGR2mkho23eWW7bti02bNiAKVOmYPbs2QgLC8OCBQvw5JNPSm0mT56MvLw8jBkzBtnZ2WjXrh22bdsGb29vW5dDRERqp+Iz0krDjNaWqP8dh+7NjLK/Q5lF0D2XAfFBMDvMRHR3qnlG27yzDAB9+vRBnz59Knxep9MhNjYWsbGx9tg9ERFVE1o4a13VmNHa4GQyY+LSBEAApX87dKJ4vh3djIsQD3sBzvz9ISLraSGjbX7NMhERkc1o4HooIntomZqOoEtXy3SUS+gEoDtfBPyYV6V1EVE1ooGMtss3y0RERLahQ9nvxSpqR0QlAv66Jq/hBZN9CyGiaqz6ZzQ7y0REpFzmvxc57YhIcslP5rXIQc72LYSIqi8NZDSHYRMRkXIJnfyFiCSHm4bgQoB3hb8aQgcIowvQzqNqCyOi6kMDGc3OMhERKZYQ8hci+ofZ2Qnvju4BoOy/U0sei9m1OLkXEd0xLWQ0h2HTXXnw8L8cXQIRVWdyJwZRcRAT2cvuhxrh1WkDMXFpAoIuXZXWXwjwxvxRPbC7diPgsOPqIyKV00BGs7NMRETKJXf4loqHeBHZ0+6HGmHPg+FomZqOgL+u4ZJfDRxuGgKzMwcXEtFd0kBGs7NMRESKpRPFi5x2RFQ+s7MTDjYPdXQZRFTNaCGj2VkmIiLl0sAQLyIiIlXSQEazs0xERMqlgSFeREREqqSBjGZnmYiIlEsDZ62JiIhUSQMZzc4yEREplwaCmIiISJU0kNHsLBMRkXKZdcWLnHZERERUdTSQ0bxvAJGdOQkzmuekoculX9A8Jw1OwuzokohUo2SmTTmLNfbs2YO+ffvCaDRCp9Nh48aNFs+PHDkSOp3OYnnwwQct2uTn52P8+PEICAiAl5cX+vXrh3Pnzt3lOyYiIlIHLWQ0O8tEdtTxcipWHXwX7/76Maae/ALv/voxVh18Fx0vpzq6NCJ1EFYsVrh+/TpatGiBRYsWVdjm4YcfRkZGhrRs2bLF4vmYmBhs2LABa9euxd69e3Ht2jX06dMHJpPJumKIiIjUSAMZzWHYRHbS8XIqZpxYW2a9f0EuZpxYi9kNB2Ovf1MHVEZEvXr1Qq9evW7bRq/Xw2AwlPtcTk4OPvroI3z66afo3r07AGDVqlUICQnB9u3b0bNnT5vXTEREpAVKymh+s0xkB07CjDGni89wlb5KwwnFJ9heOP0dh2QTVUIHmUO8/m6fm5trseTn59/xvnfv3o3AwEA0bNgQzz33HLKysqTnDhw4gMLCQkRHR0vrjEYjIiIikJSUdMf7JCIiUgstZDS/WaYKFX1dy9ElqFZE7hnUKsit8HknAIEFOYjIPYNffMOqrjAitbHyHo4hISEWq2fOnInY2Fird9urVy88/vjjCA0NRVpaGqZPn46uXbviwIED0Ov1yMzMhJubG2rWrGnxuqCgIGRmZlq9P6I7wZwmIofSQEazs0xkB/6FV23ajkizrLwtRXp6Onx8fKTVer3+jnb7xBNPSP8fERGBNm3aIDQ0FJs3b8bAgQMrLkMI6HTqnfWTiIhINg1kNIdhE9nBZVdvm7Yj0iwrJw/x8fGxWO40iEsLDg5GaGgoTp48CQAwGAwoKChAdna2RbusrCwEBQXZZJ9ERESKpoGMZmeZyA6O+oTiopsPKroi2Qwgy80XR31Cq7IsItWx120prHX58mWkp6cjODgYANC6dWu4uroiISFBapORkYGjR4+iQ4cO9i2GiIhIAbSQ0RyGTWQHZp0TFtfrjRkn1sIMy7NSZhRPdLCkXi+YdTxfRXRbVg7xkuvatWs4deqU9DgtLQ2HDx+Gn58f/Pz8EBsbi8ceewzBwcE4ffo0pk6dioCAAAwYMAAA4Ovri2effRYTJ06Ev78//Pz8MGnSJDRr1kyaeZOIiKha00BGs7NMZCd7/ZtidsPBGHN6i8VkX5fcfLGkXi/eNopIDjsF8f79+9GlSxfp8csvvwwAGDFiBJYsWYIjR47gk08+wZUrVxAcHIwuXbpg3bp18Pb+59KJ9957Dy4uLhg0aBDy8vLQrVs3rFixAs7OztYVQ0REpEYayGh2lonsaK9/UyT5NUFE7hn4F17FZVdvHPUJ5TfKRDLpzDrozJVPxiGnza2ioqIgRMXp/f3331e6DXd3d8THxyM+Pt6qfRMREVUHWshodpaJ7Mysc+LtoYjulJ3OWhMREdFd0kBGs7NMRESKJXdiEHtPHkJERESWtJDR7CwTEZFyaeCsNRERkSppIKPZWSYiIuWSe8sJFQcxERGRKmkgo9lZJiIi5dLAWWsiIiJV0kBGs7NMRETKpYEgJiIiUiUNZDQ7y0REpFhamDyEiIhIjbSQ0bzZKxEREREREVEp/GaZiIiUSwNDvIiIiFRJAxnNzjIRESmWTgA6s7x2REREVHW0kNHsLBMRkXJp4Kw1ERGRKmkgo9lZJiIixdLC5CFERERqpIWMtvsEX3FxcdDpdIiJiZHWCSEQGxsLo9EIDw8PREVFITU11d6lEBGR2ggrFrIaM5qIiO6YBjLarp3llJQULFu2DM2bN7dYP2/ePMyfPx+LFi1CSkoKDAYDevTogatXr9qzHCIiUpmSs9ZyFrIOM5qIiO6GFjLabp3la9eu4cknn8QHH3yAmjVrSuuFEFiwYAGmTZuGgQMHIiIiAitXrsSNGzewevVqe5VDRERqpIGz1o7AjCYiorumgYy2W2d57NixeOSRR9C9e3eL9WlpacjMzER0dLS0Tq/XIzIyEklJSeVuKz8/H7m5uRYLERFpgAaC2BFsmdEAc5qISJM0kNF2meBr7dq1OHjwIFJSUso8l5mZCQAICgqyWB8UFIQzZ86Uu724uDjMmjXL9oUqkEv/i3e9jaKva9mgEqKy/H++7ugSSGO0MHlIVbN1RgPayWlbZDTAnCb7YU5TVdJCRtv8m+X09HS89NJLWLVqFdzd3Stsp9PpLB4LIcqsKzFlyhTk5ORIS3p6uk1rJiIihdLAWeuqZI+MBpjTRESapIGMtvk3ywcOHEBWVhZat24trTOZTNizZw8WLVqE48ePAyg+ex0cHCy1ycrKKnMmu4Rer4der7d1qUREpHQauIdjVbJHRgPMaSIiTdJARtv8m+Vu3brhyJEjOHz4sLS0adMGTz75JA4fPoz69evDYDAgISFBek1BQQESExPRoUMHW5dDREQqpoWZNqsSM5qIiGxFCxlt82+Wvb29ERERYbHOy8sL/v7+0vqYmBjMmTMH4eHhCA8Px5w5c+Dp6YmhQ4fauhwiIlIxnbl4kdOOKseMJiIiW9FCRttlgq/KTJ48GXl5eRgzZgyys7PRrl07bNu2Dd7e3o4oh4iIlEoDQ7yUhhlNRESyaCCjq6SzvHv3bovHOp0OsbGxiI2NrYrdExGRWmkgiB2NGU1ERHdEAxntkG+WiYiI5ND9vchpR0RERFVHCxnNzjIRESmXBs5aExERqZIGMpqdZSIiUiy5s2iqeaZNIiIiNdJCRrOzTEREyqWBs9ZERESqpIGMtvl9lomIiGxKyFistGfPHvTt2xdGoxE6nQ4bN2603KUQiI2NhdFohIeHB6KiopCammrRJj8/H+PHj0dAQAC8vLzQr18/nDt37g7eIBERkUpV84xmZ5mIiBSrZIiXnMUa169fR4sWLbBo0aJyn583bx7mz5+PRYsWISUlBQaDAT169MDVq1elNjExMdiwYQPWrl2LvXv34tq1a+jTpw9MJtPdvGUiIiJV0EJGcxg2EREpl52GePXq1Qu9evUqf1NCYMGCBZg2bRoGDhwIAFi5ciWCgoKwevVqjBo1Cjk5Ofjoo4/w6aefonv37gCAVatWISQkBNu3b0fPnj2tK4iIiEhtNJDR/GaZiIgUS2eWv9hKWloaMjMzER0dLa3T6/WIjIxEUlISAODAgQMoLCy0aGM0GhERESG1ISIiqs60kNH8ZpmIiBTL2pk2c3NzLdbr9Xro9Xqr9pmZmQkACAoKslgfFBSEM2fOSG3c3NxQs2bNMm1KXk9ERFSdaSGj+c0yEREpl5yJQ24ZBhYSEgJfX19piYuLu+Nd63Q6y1KEKLOuTLky2hAREVULGshofrNMRETKZeX1UOnp6fDx8ZFWW3vGGgAMBgOA4jPTwcHB0vqsrCzpTLbBYEBBQQGys7MtzlxnZWWhQ4cOVu+TiIhIdTSQ0fxmmYiIFMvamTZ9fHwsljsJ4rCwMBgMBiQkJEjrCgoKkJiYKIVs69at4erqatEmIyMDR48eZWeZiIg0QQsZzW+WiYhIuew00+a1a9dw6tQp6XFaWhoOHz4MPz8/1K1bFzExMZgzZw7Cw8MRHh6OOXPmwNPTE0OHDgUA+Pr64tlnn8XEiRPh7+8PPz8/TJo0Cc2aNZNm3iQiIqrWNJDR7CwTEZFi6YSATlSesnLa3Gr//v3o0qWL9Pjll18GAIwYMQIrVqzA5MmTkZeXhzFjxiA7Oxvt2rXDtm3b4O3tLb3mvffeg4uLCwYNGoS8vDx069YNK1asgLOzs1W1EBERqZEWMpqdZSIiUi47nbWOioqCuE1463Q6xMbGIjY2tsI27u7uiI+PR3x8vHU7JyIiqg40kNHsLBMRkWJZe1sKIiIiqhpayGh2lomISLnsdNaaiIiI7pIGMpqdZYUp+rqWo0sgIlIMnbl4kdOOyN6Y0URE/9BCRrOzTEREiqWFIV5ERERqpIWMZmeZiIiUSwNDvIiIiFRJAxnNzjIRESmams9IExERVWfVPaPZWSYiIuUSoniR046IiIiqjgYymp1lIiJSLC1cD0VERKRGWshodpaJiEi5NHA9FBERkSppIKPZWSYiIsXSwm0piIiI1EgLGc3OMhERKZcGzloTERGpkgYymp1lIiJSLC1cD0VERKRGWshodpaJiEi5NDDTJhERkSppIKPZWSYiIsXSwvVQREREaqSFjGZnmYiIFEsLQ7yIiIjUSAsZzc4yEREplwaGeBEREamSBjKanWUiIlIsLZy1JiIiUiMtZDQ7y0REpFwauC0FERGRKmkgo9lZJiIixdLCWWsiIiI10kJGs7NMRETKZRbFi5x2REREVHU0kNHsLBMRkXJpYIgXERGRKmkgo51svcG4uDi0bdsW3t7eCAwMxKOPPorjx49btBFCIDY2FkajER4eHoiKikJqaqqtSyEiIpXT4Z9hXrddHF2oSjCjiYjIVrSQ0TbvLCcmJmLs2LHYt28fEhISUFRUhOjoaFy/fl1qM2/ePMyfPx+LFi1CSkoKDAYDevTogatXr9q6HCIiUrOS21LIWahSzGgiIrIZDWS0zYdhb9261eLx8uXLERgYiAMHDqBz584QQmDBggWYNm0aBg4cCABYuXIlgoKCsHr1aowaNcrWJRERkUrpzMWLnHZUOWY0ERHZihYy2ubfLJeWk5MDAPDz8wMApKWlITMzE9HR0VIbvV6PyMhIJCUllbuN/Px85ObmWixERFT96YSQvZD1bJHRAHOaiEiLtJDRdp3gSwiBl19+GR07dkRERAQAIDMzEwAQFBRk0TYoKAhnzpwpdztxcXGYNWuWPUu9a/4/X6+8ERERWcf89yKnHVnFVhkNKD+nmdFERHaggYy26zfL48aNwy+//II1a9aUeU6ns7zUWwhRZl2JKVOmICcnR1rS09PtUi8RESmLFs5aO4qtMhpgThMRaZEWMtpu3yyPHz8emzZtwp49e1CnTh1pvcFgAFB89jo4OFhan5WVVeZMdgm9Xg+9Xm+vUomISKk0cFsKR7BlRgPMaSIiTdJARtv8m2UhBMaNG4f169dj586dCAsLs3g+LCwMBoMBCQkJ0rqCggIkJiaiQ4cOti6HiIjUzA4zbcbGxkKn01ksJZ3E4l1W31snMaOJiMhm7DQbtpJy2uad5bFjx2LVqlVYvXo1vL29kZmZiczMTOTl5QEoHtoVExODOXPmYMOGDTh69ChGjhwJT09PDB061NblEBGRism6f+PfizWaNm2KjIwMaTly5Ij0XHW+dRIzmoiIbMVeGQ0oJ6dtPgx7yZIlAICoqCiL9cuXL8fIkSMBAJMnT0ZeXh7GjBmD7OxstGvXDtu2bYO3t7etyyEiIjWTe0bayrPWLi4uFmep/9lM9b51EjOaiIhsxk4ZDSgnp+0yDLu8pSSEgeIz17GxscjIyMDNmzeRmJgozcRJRERUouQejnIWa5w8eRJGoxFhYWEYPHgw/vjjDwB3fusktWBGExGRrdgrowHl5LRdbx1FRER0V6w8a136/r7lTTzVrl07fPLJJ2jYsCEuXLiAN954Ax06dEBqauod3zqJiIhIc+yQ0YCyctqut44iIiK6GzqzkL0AQEhICHx9faUlLi6uzDZ79eqFxx57DM2aNUP37t2xefNmAMXDuKT9WnnrJCIiIq2xR0YDysppfrNMRETKZeVZ6/T0dPj4+Eir5dzOyMvLC82aNcPJkyfx6KOPArD+1klERESaUwUZDTg2p/nNMhERKZcAYJax/J3VPj4+FoucIM7Pz8exY8cQHBzMWycRERHJVQUZDTg2p/nNMhERKZZOCOhknLWW06bEpEmT0LdvX9StWxdZWVl44403kJubixEjRljcOik8PBzh4eGYM2cOb51ERERUij0yGlBWTrOzvO9nR1dAREQVEZA5xEv+Js+dO4chQ4bg0qVLqFWrFh588EHs27cPoaGhAHjrJMVhThMRKZMdMhpQVk6zs0xERMplh3s4rl279rbPl9w6KTY2VvY2iYiINMdO91lWUk6zs0xERMplBiBncss7uIcjERER3QUNZDQ7y0REpFj2uh6KiIiI7o4WMpqdZSIiUi47DfEiIiKiu6SBjGZnmYiIlEsDQUxERKRKGshodpaJiEi5NBDEREREqqSBjGZnmYiIFEtnEtDJuOeEzqTeICYiIlIjLWQ0O8tERKRcGjhrTUREpEoayGh2lomISLnMAtDJCFmzeoOYiIhIlTSQ0ewsExGRcmngrDUREZEqaSCj2VkmIiIFkxnEMq6ZIiIiIluq/hnNzjIRESmXBs5aExERqZIGMpqdZSIiUi6zgKwz0iq+HoqIiEiVNJDR7CwTEZFyCXPxIqcdERERVR0NZDQ7y0REpFwaGOJFRESkShrIaHaWiYhIuTQwxIuIiEiVNJDR7CwTEZFymQUAGcO3VBzEREREqqSBjGZnmYiIlEsDQ7yIiIhUSQMZzc4yEREpl9kMeWet1Tt5CBERkSppIKPZWSYiIuXSwFlrIiIiVdJARrOzTEREyqWBICYiIlIlDWQ0O8tERKRcGphpk4iISJU0kNHsLBMRkWIJYYYQlV/rJKcNERER2Y4WMpqdZSIiUi4h5J2RVvEQLyIiIlXSQEazs0xERMolZA7xUnEQExERqZIGMpqdZSIiUi6zGdDJGL6l4iFeREREqqSBjGZnmYiIFEuYTBA6U+XtROVtiIiIyHa0kNHsLBMRkXJpYIgXERGRKmkgo9lZJiIi5TILQFe9g5iIiEiVNJDRTo7c+eLFixEWFgZ3d3e0bt0aP/zwgyPLISIipRGi+FqnShfrg5gZdHs8PkREdFt2zGhAGTnksM7yunXrEBMTg2nTpuHQoUPo1KkTevXqhbNnzzqqJCIiUhhhFrIXazCDbo/Hh4iIKmOvjAaUk0MO6yzPnz8fzz77LP7973+jSZMmWLBgAUJCQrBkyRJHlUREREoj64y12eqZNplBt8fjQ0RElbJTRgPKySGHdJYLCgpw4MABREdHW6yPjo5GUlKSI0oiIiIFssdZa2bQ7fH4EBGRHPb6ZllJOeSQCb4uXboEk8mEoKAgi/VBQUHIzMws0z4/Px/5+fnS45ycHABAEQplTcBGRET2UYRCAICw0+QdRSJf1hnpkjpyc3Mt1uv1euj1eot11maQ1tzJ8WFOExEpjxozGlBWTjt0NmydTmfxWAhRZh0AxMXFYdasWWXW78UWu9VGRETyXb58Gb6+vjbbnpubGwwGA/Zmyv87X6NGDYSEhFismzlzJmJjY8ttLzeDtMqa48OcJiJSLjVmNKCMnHZIZzkgIADOzs5lzgxkZWWVOYMAAFOmTMHLL78sPb5y5QpCQ0Nx9uxZm/7g7Sk3NxchISFIT0+Hj4+Po8uplNrqBdRXM+u1P7XVrLZ6geJvEOvWrQs/Pz+bbtfd3R1paWkoKCiQ/ZryQrS8M9bWZpDW3MnxUXtOq/F3T201q61eQH01s177U1vNasxoQFk57ZDOspubG1q3bo2EhAQMGDBAWp+QkID+/fuXaV/RV/S+vr6q+KDeysfHR1U1q61eQH01s177U1vNaqsXAJycbD8Fhru7O9zd3W2+XWszSGvu5PhUl5xW4++e2mpWW72A+mpmvfantprVlNGAsnLaYcOwX375ZTz11FNo06YN2rdvj2XLluHs2bMYPXq0o0oiIiKNYAbdHo8PERE5klJyyGGd5SeeeAKXL1/G7NmzkZGRgYiICGzZsgWhoaGOKomIiDSCGXR7PD5ERORISskhh07wNWbMGIwZM8bq1+n1esycObPCce5KpLaa1VYvoL6aWa/9qa1mtdULqLPmEneaQVpxN8dHbZ8LtdULqK9mtdULqK9m1mt/aqtZbfWWpoSc1gl7zSVOREREREREpFK2v9qbiIiIiIiISOXYWSYiIiIiIiIqhZ1lIiIiIiIiolJU2VlevHgxwsLC4O7ujtatW+OHH35wdEkAgLi4OLRt2xbe3t4IDAzEo48+iuPHj1u0GTlyJHQ6ncXy4IMPOqTe2NjYMrUYDAbpeSEEYmNjYTQa4eHhgaioKKSmpjqk1hL16tUrU7NOp8PYsWMBOP747tmzB3379oXRaIROp8PGjRstnpdzTPPz8zF+/HgEBATAy8sL/fr1w7lz5xxSc2FhIV599VU0a9YMXl5eMBqNGD58OM6fP2+xjaioqDLHffDgwVVeLyDvM6CkYwyg3M+0TqfD22+/LbWpqmMs5++YEj/HpBzMaNtRW04rPaMB9eW02jK6spoB5eW0mjIaYE5XNdV1ltetW4eYmBhMmzYNhw4dQqdOndCrVy+cPXvW0aUhMTERY8eOxb59+5CQkICioiJER0fj+vXrFu0efvhhZGRkSMuWLVscVDHQtGlTi1qOHDkiPTdv3jzMnz8fixYtQkpKCgwGA3r06IGrV686rN6UlBSLehMSEgAAjz/+uNTGkcf3+vXraNGiBRYtWlTu83KOaUxMDDZs2IC1a9di7969uHbtGvr06QOTyVTlNd+4cQMHDx7E9OnTcfDgQaxfvx4nTpxAv379yrR97rnnLI77+++/X+X1lqjsM6CkYwzAotaMjAx8/PHH0Ol0eOyxxyzaVcUxlvN3TImfY1IGZrTtqSmnlZ7RgPpyWm0ZXVnNJZSU02rKaIA5XeWEyjzwwANi9OjRFusaN24sXnvtNQdVVLGsrCwBQCQmJkrrRowYIfr37++4om4xc+ZM0aJFi3KfM5vNwmAwiLfeektad/PmTeHr6yuWLl1aRRVW7qWXXhINGjQQZrNZCKGs4wtAbNiwQXos55heuXJFuLq6irVr10pt/vzzT+Hk5CS2bt1a5TWX56effhIAxJkzZ6R1kZGR4qWXXrJvceUor97KPgNqOMb9+/cXXbt2tVjnqGNc+u+YGj7H5DjMaNtSe04rOaOFUF9Oqy2jhVBfTqsto4VgTtubqr5ZLigowIEDBxAdHW2xPjo6GklJSQ6qqmI5OTkAAD8/P4v1u3fvRmBgIBo2bIjnnnsOWVlZjigPAHDy5EkYjUaEhYVh8ODB+OOPPwAAaWlpyMzMtDjWer0ekZGRijnWBQUFWLVqFZ555hnodDppvZKO763kHNMDBw6gsLDQoo3RaERERIRijntOTg50Oh3uuecei/WfffYZAgIC0LRpU0yaNMmhIxBu9xlQ+jG+cOECNm/ejGeffbbMc444xqX/jlWXzzHZHjPaPtSa02rLaKB6/H1TQ0YD6s1ppWU0wJy2NxdHF2CNS5cuwWQyISgoyGJ9UFAQMjMzHVRV+YQQePnll9GxY0dERERI63v16oXHH38coaGhSEtLw/Tp09G1a1ccOHCgym8Y3q5dO3zyySdo2LAhLly4gDfeeAMdOnRAamqqdDzLO9Znzpyp0jorsnHjRly5cgUjR46U1inp+JYm55hmZmbCzc0NNWvWLNNGCZ/xmzdv4rXXXsPQoUPh4+MjrX/yyScRFhYGg8GAo0ePYsqUKfj555+lIXhVqbLPgNKP8cqVK+Ht7Y2BAwdarHfEMS7v71h1+ByTfTCjbU/NOa22jAbU//dNDRkNqDunlZTRAHO6Kqiqs1zi1jOUQPEHpfQ6Rxs3bhx++eUX7N2712L9E088If1/REQE2rRpg9DQUGzevLnML5699erVS/r/Zs2aoX379mjQoAFWrlwpTbSg5GP90UcfoVevXjAajdI6JR3fitzJMVXCcS8sLMTgwYNhNpuxePFii+eee+456f8jIiIQHh6ONm3a4ODBg7j//vurtM47/Qwo4RgDwMcff4wnn3wS7u7uFusdcYwr+jsGqPdzTPan5NwooYaMBtSd02rNaECdf9/UktGAunNaSRkNMKergqqGYQcEBMDZ2bnMGY+srKwyZ08cafz48di0aRN27dqFOnXq3LZtcHAwQkNDcfLkySqqrmJeXl5o1qwZTp48Kc22qdRjfebMGWzfvh3//ve/b9tOScdXzjE1GAwoKChAdnZ2hW0cobCwEIMGDUJaWhoSEhIszliX5/7774erq6sijnvpz4BSjzEA/PDDDzh+/Hiln2vA/se4or9jav4ck30xo+1PLTmtxowG1Pv3Tc0ZDagnp5WU0QBzuqqoqrPs5uaG1q1blxnSkJCQgA4dOjioqn8IITBu3DisX78eO3fuRFhYWKWvuXz5MtLT0xEcHFwFFd5efn4+jh07huDgYGkoya3HuqCgAImJiYo41suXL0dgYCAeeeSR27ZT0vGVc0xbt24NV1dXizYZGRk4evSow457SQifPHkS27dvh7+/f6WvSU1NRWFhoSKOe+nPgBKPcYmPPvoIrVu3RosWLSpta69jXNnfMbV+jsn+mNH2p5acVmNGA+r8+6b2jAbUk9NKyGiAOV3lqnI2MVtYu3atcHV1FR999JH49ddfRUxMjPDy8hKnT592dGnihRdeEL6+vmL37t0iIyNDWm7cuCGEEOLq1ati4sSJIikpSaSlpYldu3aJ9u3bi9q1a4vc3Nwqr3fixIli9+7d4o8//hD79u0Tffr0Ed7e3tKxfOutt4Svr69Yv369OHLkiBgyZIgIDg52SK23MplMom7duuLVV1+1WK+E43v16lVx6NAhcejQIQFAzJ8/Xxw6dEialVLOMR09erSoU6eO2L59uzh48KDo2rWraNGihSgqKqrymgsLC0W/fv1EnTp1xOHDhy0+1/n5+UIIIU6dOiVmzZolUlJSRFpamti8ebNo3LixaNWqlV1qvl29cj8DSjrGJXJycoSnp6dYsmRJmddX5TGu7O+YEMr8HJMyMKNtS405reSMLqlDTTmttoyurGYl5rSaMloI5nRVU11nWQgh/vvf/4rQ0FDh5uYm7r//fovbPjgSgHKX5cuXCyGEuHHjhoiOjha1atUSrq6uom7dumLEiBHi7NmzDqn3iSeeEMHBwcLV1VUYjUYxcOBAkZqaKj1vNpvFzJkzhcFgEHq9XnTu3FkcOXLEIbXe6vvvvxcAxPHjxy3WK+H47tq1q9zPwIgRI4QQ8o5pXl6eGDdunPDz8xMeHh6iT58+dn0Pt6s5LS2tws/1rl27hBBCnD17VnTu3Fn4+fkJNzc30aBBA/Hiiy+Ky5cvV3m9cj8DSjrGJd5//33h4eEhrly5Uub1VXmMK/s7JoQyP8ekHMxo21FjTis5o4VQX06rLaMrq1mJOa2mjBaCOV3VdEIIYc030URERERERETVnaquWSYiIiIiIiKqCuwsExEREREREZXCzjIRERERERFRKewsExEREREREZXCzjIRERERERFRKewsExEREREREZXCzjIRERERERFRKewsExEREREREZXCzjIRERERERFRKewsExEREREREZXCzjIRERERERFRKewsExEREREREZXCzjIRERERERFRKewsExEREREREZXCzjIRERERERFRKewsExEREREREZXCzjIRERERERFRKewsExEREREREZXCznI1V69ePYwcOVJ6fP78ecTGxuLw4cNl2sbGxkKn01VdcRVYvHgxVqxYUWb97t27odPp8OWXX1Z9UeWwRz3W/AxK/2wd4fTp09DpdOX+vOTQ6XQYN25cpe2SkpIQGxuLK1eu3NF+bmfkyJGoV6+eTbYVFRWFqKgo6XFFx2fdunVo2rQpPDw8oNPppN/H+Ph43HvvvXBzc4NOp7PL+yUiZWA+2w/zmflcmZKf56VLl+yyfao+2Fmu5jZs2IDp06dLj8+fP49Zs2aVG8b//ve/kZycXIXVla+iMCblCQ4ORnJyMh555BG77icpKQmzZs1SXeexvONz8eJFPPXUU2jQoAG2bt2K5ORkNGzYEIcPH8aLL76ILl26YOfOnUhOToa3t7cDqycie2I+kz0xn4lsw8XRBZB9tWrVSnbbOnXqoE6dOnasxrFu3LgBT09PR5dRrej1ejz44IOOLkOxyjs+J06cQGFhIYYNG4bIyEhpfWpqKgDgueeewwMPPFCldRJR1WM+/4P5bHvMZyLb4DfLVaRkuMehQ4cwcOBA+Pj4wNfXF8OGDcPFixct2prNZsybNw+NGzeGXq9HYGAghg8fjnPnzlm0O3ToEPr06YPAwEDo9XoYjUY88sgjFu1uHQq0e/dutG3bFgDw9NNPQ6fTQafTITY21qLGO6klKioKERERSElJQadOneDp6Yn69evjrbfegtlsln2c6tWrh9TUVCQmJkr1lR6CU1hYiGnTpsFoNMLHxwfdu3fH8ePHy61nz5496NChAzw9PfHMM88AAHJzczFp0iSEhYXBzc0NtWvXRkxMDK5fv26xjS+++ALt2rWDr6+v9H5KtmFtPQDw8ccfo0WLFnB3d4efnx8GDBiAY8eOVXpMCgsLMXnyZBgMBnh6eqJjx4746aefKn0dALRt27bMWeVmzZpBp9MhJSVFWrd+/XrodDocOXJEWnfy5EkMHTpU+nw1adIE//3vfy22VdEwr6+//hrNmzeHXq9H/fr1sXDhwtsOYfv000/RpEkTeHp6okWLFvj222+l52JjY/HKK68AAMLCwqTPxe7du6U269atQ/v27eHl5YUaNWqgZ8+eOHToUJn9rFixAo0aNZLezyeffHL7A1gBIQTmzZuH0NBQuLu74/7778d3331Xpl3p4zNy5Eh07NgRAPDEE09Ap9NJQ7eHDRsGAGjXrh10Op3Dh/ARaQXzWR7mc1nMZ+Xlc0JCAvr37486derA3d0d9957L0aNGlXhcOv09PRKf+937tyJqKgo+Pv7w8PDA3Xr1sVjjz2GGzdu3FGNpDKCqsTMmTMFABEaGipeeeUV8f3334v58+cLLy8v0apVK1FQUCC1ff755wUAMW7cOLF161axdOlSUatWLRESEiIuXrwohBDi2rVrwt/fX7Rp00Z8/vnnIjExUaxbt06MHj1a/Prrr9K2QkNDxYgRI4QQQuTk5Ijly5cLAOL1118XycnJIjk5WaSnp1vUeCs5tQghRGRkpPD39xfh4eFi6dKlIiEhQYwZM0YAECtXrpR9nA4ePCjq168vWrVqJdV38OBBIYQQu3btEgBEvXr1xJNPPik2b94s1qxZI+rWrSvCw8NFUVGRRT1+fn4iJCRExMfHi127donExERx/fp10bJlSxEQECDmz58vtm/fLhYuXCh8fX1F165dhdlsFkIIkZSUJHQ6nRg8eLDYsmWL2Llzp1i+fLl46qmnpH1YU8+cOXMEADFkyBCxefNm8cknn4j69esLX19fceLEiTKfk1uNGDFC6HQ68corr4ht27aJ+fPni9q1awsfHx/pZ1uR1157TdSoUUP6fGVmZgoAwsPDQ7z55ptSuxdeeEEEBQVJj1NTU4Wvr69o1qyZ+OSTT8S2bdvExIkThZOTk4iNjZXapaWlCQBi+fLl0rrvvvtOODk5iaioKLFhwwbxxRdfiHbt2ol69eqVeW8lx++BBx4Qn3/+udiyZYuIiooSLi4u4vfffxdCCJGeni7Gjx8vAIj169dLn4ucnBwhhBBvvvmm0Ol04plnnhHffvutWL9+vWjfvr3w8vISqamp0r5KPvv9+/cX33zzjVi1apW49957RUhIiAgNDb3tcSyt5Of07LPPiu+++04sW7ZM1K5dWxgMBhEZGVnh8Tl16pT473//KwCIOXPmiOTkZJGamipSU1PF66+/LrVNTk4Wp06dsqomIrozzGd5mM/MZzXk85IlS0RcXJzYtGmTSExMFCtXrhQtWrQQjRo1svhdlvt7n5aWJtzd3UWPHj3Exo0bxe7du8Vnn30mnnrqKZGdnW1VbaRO7CxXkZJfygkTJlis/+yzzwQAsWrVKiGEEMeOHRMAxJgxYyza/fjjjwKAmDp1qhBCiP379wsAYuPGjbfd761hLIQQKSkpZf54lq6xhNxahCgOPwDixx9/tGh73333iZ49e962xtKaNm1q0eEoURJ+vXv3tlj/+eefCwAiOTm5TD07duywaBsXFyecnJxESkqKxfovv/xSABBbtmwRQgjxzjvvCADiypUrFdYpt57s7Gzh4eFRpt3Zs2eFXq8XQ4cOldZV9DOo6HNTWRhv375dABB79uwRQgixatUq4e3tLcaMGSO6dOkitQsPD7eoo2fPnqJOnTpS4JUYN26ccHd3F3/99ZcQovwwbtu2rQgJCRH5+fnSuqtXrwp/f/9ywzgoKEjk5uZK6zIzM4WTk5OIi4uT1r399tsCgEhLS7N4/dmzZ4WLi4sYP368xfqrV68Kg8EgBg0aJIQQwmQyCaPRKO6//37pH1xCCHH69Gnh6upqVRhnZ2cLd3d3MWDAAIv1//vf/wSA23aWhfjnc/PFF19YvL7kHwulP5tEZF/MZ/mYz8xnJedzaWazWRQWFoozZ84IAOLrr7+WnpP7e1/y+Tt8+PAd10HqxmHYVezJJ5+0eDxo0CC4uLhg165dACD9t/QQzAceeABNmjTBjh07AAD33nsvatasiVdffRVLly7Fr7/+avNa5dZSwmAwlLnWsnnz5jhz5oxN6+rXr1+ZfQAos5+aNWuia9euFuu+/fZbREREoGXLligqKpKWnj17WgwdKhkON2jQIHz++ef4888/77ie5ORk5OXllTmOISEh6Nq1a5njeKuSn0FFn5vKPPTQQ3B3d8f27dsBFA9PioqKwsMPP4ykpCTcuHED6enpOHnyJLp37w4AuHnzJnbs2IEBAwbA09PT4jj17t0bN2/exL59+8rd3/Xr17F//348+uijcHNzk9bXqFEDffv2Lfc1Xbp0sZjIKigoCIGBgbI+N99//z2KioowfPhwizrd3d0RGRkp/TyPHz+O8+fPY+jQoRZDzUJDQ9GhQ4dK93Or5ORk3Lx5s8zPpEOHDggNDbVqW0SkHMznu8d8Zj6XcEQ+A0BWVhZGjx6NkJAQuLi4wNXVVcrm8obWV/Z737JlS7i5ueH555/HypUr8ccff1hdE6kbO8tVzGAwWDx2cXGBv78/Ll++DADSf4ODg8u81mg0Ss/7+voiMTERLVu2xNSpU9G0aVMYjUbMnDkThYWFNqlVbi0l/P39y7TT6/XIy8uzST0V7Uev1wNAmf2UV/eFCxfwyy+/wNXV1WLx9vaGEEK6pqVz587YuHGj9Ie+Tp06iIiIwJo1a6yux9rjeKuS5yr63FTG3d0dDz30kBTGO3bsQI8ePRAVFQWTyYQffvgBCQkJACCF8eXLl1FUVIT4+Pgyx6l3794AUOG1P9nZ2RBCICgoqMxz5a0D7u5zc+HCBQDF/3gqXeu6deukOis6jhWtux1bbouIlIP5fPeYz8znEo7IZ7PZjOjoaKxfvx6TJ0/Gjh078NNPP0knEMqru7Lf+wYNGmD79u0IDAzE2LFj0aBBAzRo0AALFy60qjZSL86GXcUyMzNRu3Zt6XFRUREuX74s/UEq+W9GRkaZmS/Pnz+PgIAA6XGzZs2wdu1aCCHwyy+/YMWKFZg9ezY8PDzw2muv3XWt1tSiROVNVhEQEAAPDw98/PHH5b7m1vfUv39/9O/fH/n5+di3bx/i4uIwdOhQ1KtXD+3bt5ddx63HsbTKjmPJayv63MjRrVs3zJgxAz/99BPOnTuHHj16wNvbG23btkVCQgLOnz+Phg0bIiQkBEDxGX9nZ2c89dRTGDt2bLnbDAsLK3d9zZo1odPppJC8VWZmpqx6rVFy7L788svbfqt763G827oq25a97glJRPbFfK46zOdizGfb5vPRo0fx888/Y8WKFRgxYoS0/tSpUxW+prLfewDo1KkTOnXqBJPJhP379yM+Ph4xMTEICgrC4MGDraqR1IffLFexzz77zOLx559/jqKiIkRFRQGANCxp1apVFu1SUlJw7NgxdOvWrcw2dTodWrRogffeew/33HMPDh48WOH+KzrLW547qcUW7HG2u0SfPn3w+++/w9/fH23atCmzlNfR0ev1iIyMxNy5cwGg3Fkcb6d9+/bw8PAocxzPnTuHnTt33vY4lnwuKvrcyNG9e3cUFRVh+vTpqFOnDho3biyt3759O3bu3CmdtQYAT09PdOnSBYcOHULz5s3LPU4VnTX38vJCmzZtsHHjRhQUFEjrr127ZjGDprUq+tz27NkTLi4u+P3338uts02bNgCARo0aITg4GGvWrIEQQnr9mTNnkJSUZFUtDz74INzd3cv8TJKSkmw+pJGIqg7zuXLM538wn4spKZ9LTsKU1FTi/fffr/A1lf3e38rZ2Rnt2rWTZh6/3e8zVR/8ZrmKrV+/Hi4uLujRowdSU1Mxffp0tGjRAoMGDQJQ/Efj+eefR3x8PJycnNCrVy+cPn0a06dPR0hICCZMmACg+NqexYsX49FHH0X9+vUhhMD69etx5coV9OjRo8L9N2jQAB4eHvjss8/QpEkT1KhRA0ajEUajsUxbubXYWskZ+XXr1qF+/fpwd3dHs2bNbLLtmJgYfPXVV+jcuTMmTJiA5s2bw2w24+zZs9i2bRsmTpyIdu3aYcaMGTh37hy6deuGOnXq4MqVK1i4cCFcXV0t7o0rxz333IPp06dj6tSpGD58OIYMGYLLly9j1qxZcHd3x8yZMyt8bZMmTTBs2DAsWLAArq6u6N69O44ePYp33nkHPj4+svbfunVr1KxZE9u2bcPTTz8tre/evTv+85//SP9/q4ULF6Jjx47o1KkTXnjhBdSrVw9Xr17FqVOn8M0332Dnzp0V7m/27Nl45JFH0LNnT7z00kswmUx4++23UaNGDfz111+yai6t5Oe/cOFCjBgxAq6urmjUqBHq1auH2bNnY9q0afjjjz/w8MMPo2bNmrhw4QJ++ukneHl5YdasWXBycsJ//vMf/Pvf/8aAAQPw3HPP4cqVK4iNjbV6mFfNmjUxadIkvPHGG/j3v/+Nxx9/HOnp6Xe0LSJSDuZz5ZjP/2A+F1NSPjdu3BgNGjTAa6+9BiEE/Pz88M0330jD2ctT2e/90qVLsXPnTjzyyCOoW7cubt68KY1+KP2zoWrKQROLaU7JrHsHDhwQffv2FTVq1BDe3t5iyJAh4sKFCxZtTSaTmDt3rmjYsKFwdXUVAQEBYtiwYdItJIQQ4rfffhNDhgwRDRo0EB4eHsLX11c88MADYsWKFRbbKj3bphBCrFmzRjRu3Fi4uroKAGLmzJkWNVpbixDFs1s2bdq0zPseMWKE1TMZnj59WkRHRwtvb29pWn8hKp5FuLwZHyuqR4ji23q8/vrrolGjRsLNzU26BcOECRNEZmamEEKIb7/9VvTq1UvUrl1buLm5icDAQNG7d2/xww8/SNuxph4hhPjwww9F8+bNpX3279/f4tYJQpT/M8jPzxcTJ04UgYGBwt3dXTz44IMiOTm53J9tRQYMGCAAiM8++0xaV1BQILy8vISTk1O5tz9IS0sTzzzzjKhdu7ZwdXUVtWrVEh06dBBvvPFGpe91w4YNolmzZsLNzU3UrVtXvPXWW+LFF18UNWvWtGgHQIwdO7bMvst7b1OmTBFGo1E4OTkJAGLXrl3Scxs3bhRdunQRPj4+Qq/Xi9DQUPGvf/1LbN++3WIbH374oQgPDxdubm6iYcOG4uOPP76jz6jZbBZxcXEiJCREuLm5iebNm4tvvvlGREZGcjZsIpVhPsvHfGY+Kz2ff/31V9GjRw/h7e0tatasKR5//HFx9uxZi98nIeT/3icnJ4sBAwaI0NBQodfrhb+/v4iMjBSbNm2yqi5SL50Qt4x5ILuJjY3FrFmzcPHiRcVfS0Rka4WFhWjZsiVq166Nbdu2ObocIiIJ85m0jPlMdHschk1ENvfss8+iR48eCA4ORmZmJpYuXYpjx45x9kgiIiIHYj4TWYedZaoyJpMJtxvIoNPp4OzsXIUVkb1cvXoVkyZNwsWLF+Hq6or7778fW7ZsUfz1PfyMEpEW8W+fdjCfiaxj9WzYe/bsQd++fWE0GqHT6bBx40aL54UQiI2NhdFohIeHB6KiopCammrRJj8/H+PHj0dAQAC8vLzQr18/nDt37q7eiNLFxsZCCKHpIV4NGjQoc6+9Wxd7zd5JVe/zzz/HuXPnkJ+fj2vXrmHPnj14+OGHHV1Wpbp163bbz2iDBg0cXSLZwJIlS9C8eXP4+PjAx8cH7du3x3fffSc9r+YcY0Zbj/nMfNYS5jOpgZJy2upvlq9fv44WLVrg6aefxmOPPVbm+Xnz5mH+/PlYsWIFGjZsiDfeeAM9evTA8ePH4e3tDaB4xsNvvvkGa9euhb+/PyZOnIg+ffrgwIEDPCtUjX3zzTfIz8+v8PmSzweRo7z//vu4evVqhc+Xvh0FqVOdOnXw1ltv4d577wUArFy5Ev3798ehQ4fQtGlTVecYM5ruBPOZlI75rC2Kyum7mR0MgNiwYYP02Gw2C4PBIN566y1p3c2bN4Wvr69YunSpEEKIK1euCFdXV7F27VqpzZ9//imcnJzE1q1b76YcIiKiO1KzZk3x4YcfVqscY0YTEVF14aictnoY9u2kpaUhMzMT0dHR0rqSG8aX3Fj8wIEDKCwstGhjNBoRERFh9c3HiYiI7obJZMLatWtx/fp1tG/fvlrnWHV+b0REVD05OqdtOsFXZmYmACAoKMhifVBQEM6cOSO1cXNzQ82aNcu0KXl9afn5+RbDg8xmM/766y/4+/tDp9PZ8i0QEZEVhBC4evUqjEYjnJxsev4VN2/eREFBgVW1lM4EvV5f7vC8I0eOoH379rh58yZq1KiBDRs24L777pNC1NY5pgT2ymiAOU1EpERqzWhAOTltl9mwSx+I8g5OabdrExcXh1mzZtmsPiIisq309HTUqVPHZtu7efMmwkJrIDPLJPs1NWrUwLVr1yzWzZw5E7GxsWXaNmrUCIcPH8aVK1fw1VdfYcSIEUhMTJSet3WOKYk93htzmohIudSW0YByctqmnWWDwQCguDcfHBwsrc/KypJ6/waDAQUFBcjOzrbo7WdlZaFDhw7lbnfKlCl4+eWXpcc5OTmoW7cuOqI3XOBqy7dARERWKEIh9mKLzScAKigoQGaWCWkHQuHjXfnZ8NyrZoS1PoP09HT4+PhI6ys6Y+3m5iZNHNKmTRukpKRg4cKFePXVVwHYPseUwF4ZDTCniYiUSK0ZDSgnp23aWQ4LC4PBYEBCQgJatWoFoPhgJiYmYu7cuQCA1q1bw9XVFQkJCRg0aBAAICMjA0ePHsW8efPK3W5FX9G7wBUuOoYwEZHD/H3bS3t9o+pVo3ipjOnvOkpuM2EtIQTy8/PtlmNKYM/3xpwmIlKgapLRgONy2urO8rVr13Dq1CnpcVpaGg4fPgw/Pz/UrVsXMTExmDNnDsLDwxEeHo45c+bA09MTQ4cOBQD4+vri2WefxcSJE+Hv7w8/Pz9MmjQJzZo1U/wN0YmIqGoVwYSikrS/bTuz7G1OnToVvXr1QkhICK5evYq1a9di9+7d2Lp1K3Q6napzjBlNRERVxR4ZDSgrp63uLO/fvx9dunSRHpcMuxoxYgRWrFiByZMnIy8vD2PGjEF2djbatWuHbdu2WXz9/95778HFxQWDBg1CXl4eunXrhhUrVvD+jUREZMEkBEyi8iCW06bEhQsX8NRTTyEjIwO+vr5o3rw5tm7dih49egCAqnOMGU1ERFXFHhkNKCundUJYWb0C5ObmwtfXF1Hoz+FdREQOVCQKsRtfIycn546HVpWn5O/8md+Msq+HCm183uZ10J1hThMROR4z+u7ZZTZsIirLzdMNPgFeqpgtlwgovj4o99J1FNyQf2sIWzNDwCRjiJdZRhsiooowo0ltmNFVg51lIjvT6YCopzugbd8WcHFzZhCTagghUFRgQso3P2P38iQ4YhySGUJWyKo5iInIcZjRpFbM6KrBzjKRnUU93QGdBj8Av3v84ARe80fqYoYJnQYXz3K86+OkKt+/va6HIiICmNGkbsxo+2NnmciO9F5uaNu3Bfzu8YMr3BxdDpHVnOEMv3v80LZvC/xv7f4qH+5l/nuR046IyBrMaFI7ZrT9VX5FNhHdMW9/L7i4OfNsNamaE5zh4uYMnwCvKt+36e/roeQsRETWYEZTdcCMti9+s0xkRzqdjtc/UbXgqM+ySRQvctoREVmDGU3VBTPafvjNMhFpXtd+kVixermjy6BymK1YiIioemJOK5MWMpqdZSIq47XYyWjU9l40ansvmj7YGB16tsPTY0fgy01fwGy27k9e/LKF6D+0r81rrMrgjF+2UDoety5JP/7PJtv/8cA+NGp7L3Kv5tpke9WJGTqYZCxm8NshItIO5rQl5rRjaCGjOQybiMrVqX1nxM2YC7PZhEt/XcIPyXvw5rtv4PsdW7Hk3ffh4qKtPx/h9cOx/L+fWKzz9fV1UDUVKywqhKuLq6PLsJlCoUOhqDxk5bQhIqpOmNOWmNNVTwsZzW+WidTAZILHgX3w/v4beBzYB5hMdt+lm5sbagXUQlCgAU0bR2D002Ow+J2l2JOUiA3ffiW1u3rtKqa/OQ3tox/A/VEtMPyFYfjtxDEAwPpvvsKiD+Lx28lj0lne9d98VenrSuxI3I6Bwx9Fs4fuQ7vubTHulTEAgKdGDcWfGX8i7r03pe2WOPjzQTz5/BA079gUkY90xBvvzMaNvBvS85f/uozRE55D845N0bV/FDZ997Ws4+Hs7IJaAbUsFjdXN1n7/HrLRgwc/ihaRbbAQz0fxMTXJ+DyX5cBAOfOn8Pw0cMAAG273o9Gbe/Fa7GTAZR/Vr7/0L6IX7ZQetyo7b1Y89VqvDBxFFp2aoYlH/0XALBzzw4MfKo/mj10H7r174JFH/wfioqKpNfFL1uIqD6dENGhCTr26oA33pkt6zhUNTlnrEsWIiKHYU4zp/+mpZzWQkZr65QTkQrV2Pk9ar37H7hmZUrrCgMNuDhxOq517VmltbRv2x6Nw5tg265tePzRJyCEwPMx/4avjy+WLfgI3jW8sW79GowYMxzff5WA3j0ewcnfT+CH5D3S2V7vGt6Vvu4e33uwe+8ujH91LEY//QLenvUOCgsLsft/uwAA8fMWo//QPhg0YDAGPfqEVN/xU8fx7ItP46VRMXjz9Tj8lf0X/vN2LP4zbxbiZs4FALw2azIyL2Rg5eJP4erqhjfemS0F4p2Qs8/CokK8NGoC6oeG4XL2ZcS99yZemzUZHyz8CMFBwYif+1+Mf3Ustn6ZgBpeNeDu7m5VDfHLFuLlsZMwdcI0ODk744fkPXhlxkS8PmkG2rRsg7N/nsX0Oa8DAMY99yK27vgOK1Yvx/w3FyK8QTguXb5Y5h9ASmEWOphlnJGW04aIyB6Y08zpylTXnNZCRrOzTKRgNXZ+j+BXxwGlptx3ybqA4FfHIWPuoioP4vr16uP4qd8AAPv278OJU8eRvO1HuLnpAQCvxkzB9sQEfL9jK54YOBienp7S2d4SySnJlb5u6ceL0bvHI3hxVIz0usYNmwAA7vG9B87OzvDy9LLY7keffoC+Pfti5NCnAQD16tbDtEkz8NSooYh9bTbOZ57HnqREfL78S7SIaAkAeHN6HHo/XvkxPPH7cbTq3Fx63CDsXny5cn2l+9Tr9fhXv8el14XUqYtpE2fg8ZEDcf3GdXh5eknDxPz9/OHj7SPvB3GLPj37Wuxj8sxJeH7EKAzoM1Da50ujYvB2/DyMe+5FZGSeR4B/LXRo1wGuLq4wGoxo3rSF1futCnLPSKv5rDURqRdzmjktR3XNaS1kNDvLREplMqHWu/8BIMr8idFBQECHWvPfwLXI7oBz1d0jUggB3d8Vpf52FDfybqBd97YWbW7m38TZP89WuA05rzt24hgev+VstBypx47izLkz+GbrJot6zWYzzp1PR9rZNLg4uyCiSTPp+Qb1GsgKvrDQMCx5933pccnQrsr22SDsXvx6PBXxy/4Pv504hiu5ORB/T76SkXke99YPt+o9lufW91NS05Fff8HS5UukdSazCfn5+ci7mYeHu/XCyjUr0L1/F3Rq3xmRD0WhS6euiry+zQQnmGRcMWT/AY9ERKUwp5nTMlXXnNZCRivriBORxONwisWQrtJ0EHC9kAGPwynIa/1gldX1++nfUad2CADAbDajVkAtfLr0szLtvG8TbHJeZ+0QJwAwC4HBA4fgqSeGl3ku2GBE2pk0ALijexG6urghNKSe1fu8kXcDz4wbiYfadcLbs99FzZp+yMg8j2fHP43CwsLb7lOnc0LpbyuKisq+xtPDs1RNZox//iVEd4ku01bvpkewwYitXybgfz/uRXJKEmbNnYmPPv0Any5brbhJR4TMIV5CxUO8iEidmNPMaa3ntBYymp1lIoVyuXTRpu1soWRY1sghxUOZmjZuikuXL8HZ2QV1jHXKfY2rqyvMZstzinJe1/DeRkhOScJj/f4le7v3NWqKk7+fLDcsAaB+vQYoMhXh6LEj0nCmP07/cVe3gqhsnydOnUD2lWxMGjcJwQYjAODor0cs34tL8dlvU6kJYfxq+iHrlp/vtWtXce78OVk1pZ35o8KagOJ/5HSL7I5ukd0x9F/D0OvxaJw4dRxNG0dUuv2qpIUhXkSkTsxp5rTWc1oLGc3ZsIkUquiWa3xs0c5aBQUFuHjpIi5kZSL1t6NYunwxxkwajS4du+DRRwYAADo88BBaNmuFsZNewA/Je3Du/Dkc/Pkg3lsyH0f+DprawXVw7vw5HDv+K/668hcKCvJlvW7cc+Oxedu3+L/3F+D3tFM4fuo4PvhkmVRf7eDaSDmUggtZmfjryl8AgOdGPI/DRw5h1tyZOHb8V5w+exo7ErfjP2/PAlB8HVen9p3x+pvT8PPRwzh67Chef3Mq3PXWnx0vUdk+jYZguLq64tPPP0X6ubPYkbgdi/+eCfOf92KETqfD7r278Ff2ZVy/cR0A8GCbB7Fpy0bsP5SCE6dO4NVZk+EkYyjf2H+Pw9ebNyJ+2UKc/P0Efk87hS3bNuO9JfMBFM9++sXXn+PEqRNIP3cWX3+3Ee56dxgNte/4ONiLSTjJXoiIqhJzmjmt9ZzWQkbzm2Uihcpr2RaFgQa4ZF2ArtQQH6D4CqmiIAPyWrYt59V374fkPejYqz1cnF3g4+ODxuFN8PrE6RjQZyCcnIr/6Ol0Oixb8CEWLJmPqf+ZguzsvxDgH4A2rdoiwM8fANCza08k7Poew18YhtyruYibMRcD+z5W6evatX4QC+PisfijRVi28n3U8KqBtq0ekOp7cVQMZsRNR/cBXVFQUIDjKafQOLwxPn1/NRYseRdDnx8CCIGQOnXRu0dv6XVxM+bi9TenYtiooQjwC8BLL0zA/13IuOPjVNk+/Wr6462Z8zB/8bv4dN1KNG3UFK++9BpemDhK2kZQoAHjn38J7y56G1Nmv4pHew/AW7HzMGrkaKT/mY5RE56Ddw1vvDR6As79WfkZ607tO2Ppe8vw3w8X4cNPPoCLiwvq12uAx/sXTy7i4+2DZSuX4q335sBsNqPhvQ2xdP4y1Lyn5h0fB3sxQwezjPO65nJ+R4iI7Ik5zZzWek5rIaN1QgjVVZ+bmwtfX19EoT9cdMoZt09UWq1QPzy/5EkEBRjgDOsn9/hnlk1YBHHJVCKOmGWTtMcEEy5cysSyFz7DxTN/WTxXJAqxG18jJycHPj7WzxBakZK/85t+aQAv78p/d65fNaFf899tXgfdGeY0qcHdZjTAnCbHY0bbl3q/EyfSgGtdeyJj7iIUBQZZrC8KMjCASRMKhbPshYioqjGnScu0kNEchk2kcNe69sS1yO7wOJwCl0sXURRQq3hIVxXehoLIUcwyb0uh5iFeRKRuzGnSKi1kNDvLRGrg7Fylt50gUgq5E4OY1HdFERFVJ8xp0iAtZDQ7y0REpFhmOFX7yUOIiIjUSAsZzc4yEREplknoYBIy7uEoow0RERHZjhYymp1lIjsSQkCFE84TleGoz7JJ5vVQJhWftSYix2BGU3XBjLYfdpaJ7Ojq5esoKjDBDNMd35aCyNHMMKGowITcS9erft/CCWYZ10OZ+Q9eIrISM5qqA2a0fbGzTGRH+dcLkPLNz+g0WA+/e/zgxDAmlTHDhL+u/IWUb35GwY2CKt+/Fs5aE5FjMKNJ7ZjR9sfOMpGd7V6eBABo27cFXNycodOp97oN0hYhBIoKTEj55mfpc1zVzJB3rZPZ/qUQUTXEjCa1YkZXDXaWiexMCGDXx0n439r98AnwYhCTagghkHvpukPOVpeQP9Nm5W2IiEpjRpNaMaOrBjvLRFWk4EYBLp113B80IjUqFM5wEZUPjSy04nqouLg4rF+/Hr/99hs8PDzQoUMHzJ07F40aNZLajBw5EitXrrR4Xbt27bBv3z7pcX5+PiZNmoQ1a9YgLy8P3bp1w+LFi1GnTh3ZtRCRMjCjiaxnj4wGlJXT7Cw/2MLRFRAR2d6+nx1dgU2YhBNMMiYPkdOmRGJiIsaOHYu2bduiqKgI06ZNQ3R0NH799Vd4eXlJ7R5++GEsX75ceuzm5maxnZiYGHzzzTdYu3Yt/P39MXHiRPTp0wcHDhyAszOvfbQZ5jQRVUfVIKftkdGAsnKanWUiIlIs+ZOHyA/irVu3Wjxevnw5AgMDceDAAXTu3Flar9frYTAYyt1GTk4OPvroI3z66afo3r07AGDVqlUICQnB9u3b0bNnT9n1EBERqZE9MhpQVk6rdwA5ERFVe2ahk73cqZycHACAn5+fxfrdu3cjMDAQDRs2xHPPPYesrCzpuQMHDqCwsBDR0dHSOqPRiIiICCQlOWaiFSIioqpUFRkNODan+c0yEREpllnmWeuSyUNyc3Mt1uv1euj1+gpfJ4TAyy+/jI4dOyIiIkJa36tXLzz++OMIDQ1FWloapk+fjq5du+LAgQPQ6/XIzMyEm5sbatasabG9oKAgZGZmWvMWiYiIVMneGQ04PqfZWSYiIsUyCyeYZVzrVNImJCTEYv3MmTMRGxtb4evGjRuHX375BXv37rVY/8QTT0j/HxERgTZt2iA0NBSbN2/GwIEDK9yeEIKz6RIRkSbYO6MBx+c0O8tERKRYJuhgQuWhVtImPT0dPj4+0vrbnbEeP348Nm3ahD179lQ6M2ZwcDBCQ0Nx8uRJAIDBYEBBQQGys7MtzlpnZWWhQ4cOldZLRESkdvbMaEAZOc1rlomISLFKzlrLWQDAx8fHYikviIUQGDduHNavX4+dO3ciLCys0jouX76M9PR0BAcHAwBat24NV1dXJCQkSG0yMjJw9OhRdpaJiEgT7JHRgLJy2uad5aKiIrz++usICwuDh4cH6tevj9mzZ8NsNktthBCIjY2F0WiEh4cHoqKikJqaautSiIhI5Uz458z17Rf5xo4di1WrVmH16tXw9vZGZmYmMjMzkZeXBwC4du0aJk2ahOTkZJw+fRq7d+9G3759ERAQgAEDBgAAfH198eyzz2LixInYsWMHDh06hGHDhqFZs2bSrJtKxIwmIiJbsUdGA8rKaZsPw547dy6WLl2KlStXomnTpti/fz+efvpp+Pr64qWXXgIAzJs3D/Pnz8eKFSvQsGFDvPHGG+jRoweOHz8Ob29vW5dEREQqZe31UHIsWbIEABAVFWWxfvny5Rg5ciScnZ1x5MgRfPLJJ7hy5QqCg4PRpUsXrFu3ziKj3nvvPbi4uGDQoEHIy8tDt27dsGLFCkXfY5kZTUREtmKPjAaUldM27ywnJyejf//+eOSRRwAA9erVw5o1a7B//34AxWesFyxYgGnTpkkXX69cuRJBQUFYvXo1Ro0aZeuSiIhIpUzCCSYZISunTQkhxG2f9/DwwPfff1/pdtzd3REfH4/4+HjZ+3Y0ZjQREdmKPTIaUFZO23wYdseOHbFjxw6cOHECAPDzzz9j79696N27NwAgLS0NmZmZFve80uv1iIyM5L0piYjIQpFwRqGMpUgo99tcJWFGExGRrWgho23+zfKrr76KnJwcNG7cGM7OzjCZTHjzzTcxZMgQAJDuaxUUFGTxuqCgIJw5c6bcbebn5yM/P196XPoeXUREVD2ZhQ5mUflMm3LakH0yGmBOExFpkRYy2uad5XXr1kkXZDdt2hSHDx9GTEwMjEYjRowYIbUrfX+r293zKi4uDrNmzbJ1qTZ1uYWXo0sgGfx/vu7oEojICiY4wSRjEJScNmSfjAaUn9PMaPVgThOphxYy2uaVv/LKK3jttdcwePBgNGvWDE899RQmTJiAuLg4AMX3vAL+OXtdIisrq8yZ7BJTpkxBTk6OtKSnp9u6bCIiUqCSs9ZyFqqcPTIaYE4TEWmRFjLa5p3lGzduwMnJcrPOzs7SbSnCwsJgMBgs7nlVUFCAxMTECu95pdfry9yXi4iIqj8znGQvVDl7ZDTAnCYi0iItZLTNh2H37dsXb775JurWrYumTZvi0KFDmD9/Pp555hkAxUO7YmJiMGfOHISHhyM8PBxz5syBp6cnhg4dautyiIhIxUxCB5OMM9Jy2hAzmoiIbEcLGW3zznJ8fDymT5+OMWPGICsrC0ajEaNGjcKMGTOkNpMnT0ZeXh7GjBmD7OxstGvXDtu2beP9G4mIyIIWJg+pSsxoIiKyFS1ktM07y97e3liwYAEWLFhQYRudTofY2FjExsbaevdERFSNCOEEs4z7Mwor7+GoVcxoIiKyFS1ktM07y0RERLZigg4myBjiJaMNERER2Y4WMpqdZSIiUiyzkDd8yyyqoBgiIiKSaCGj2VkmIiLFKhLOcBLOstoRERFR1dFCRrOzTEREiqWFmTaJiIjUSAsZzc4yEREpllnm5CFy2hAREZHtaCGj2VmmCrn0v+joEqxW9HUtR5dARDZkhszbUqh48hCiO6W2nGZGE1UvWshodpaJiEixBHSyQlaoOIiJiIjUSAsZzc4yEREpllnIPGut4uuhiIiI1EgLGc3OMhERKZYWrociIiJSIy1kNDvLRESkWFo4a01ERKRGWshodpaJiEixzDKvh1Lz5CFERERqpIWMZmeZiIgUSwtnrYmIiNRICxnNzjIRESlWkdkJOnPl1zoVyWhDREREtqOFjGZnmYiIFEsLZ62JiIjUSAsZzc4yEREploC8a52E/UshIiKiW2gho9lZJiIixdLCWWsiIiI10kJGs7NMRESKpYUgJiIiUiMtZDQ7y3RX9rX8ssr29eDhf1XZvohIGbQQxET2VFU5zYwm0h4tZDQ7y0REpFhaCGIiIiI10kJGs7NMRESKJYQOQkbIymlDREREtqOFjFbvTa+IiKjaM0Mne5ErLi4Obdu2hbe3NwIDA/Hoo4/i+PHjFm2EEIiNjYXRaISHhweioqKQmppq0SY/Px/jx49HQEAAvLy80K9fP5w7d84m75uIiEjp7JHRgLJymp1lIiJSrJIhXnIWuRITEzF27Fjs27cPCQkJKCoqQnR0NK5fvy61mTdvHubPn49FixYhJSUFBoMBPXr0wNWrV6U2MTEx2LBhA9auXYu9e/fi2rVr6NOnD0wmk02PARERkRLZI6MBZeU0h2ETEZFi2WOI19atWy0eL1++HIGBgThw4AA6d+4MIQQWLFiAadOmYeDAgQCAlStXIigoCKtXr8aoUaOQk5ODjz76CJ9++im6d+8OAFi1ahVCQkKwfft29OzZ04p3SUREpD72GoatpJzmN8tERKRYJrOT7OVO5eTkAAD8/PwAAGlpacjMzER0dLTURq/XIzIyEklJSQCAAwcOoLCw0KKN0WhERESE1IaIiKg6q4qMBhyb0/xmmYiIFEvIHL5VctY6NzfXYr1er4der7/N6wRefvlldOzYEREREQCAzMxMAEBQUJBF26CgIJw5c0Zq4+bmhpo1a5ZpU/J6IiKi6szeGV38WsfmNL9ZJiIixRIAhJCx/N0+JCQEvr6+0hIXF3fb7Y8bNw6//PIL1qxZU+Y5nc7yHwBCiDLrytQrow0REVF1YO+MBhyf0/xmmYiIFMsMHXQyZtEsmWkzPT0dPj4+0vrbnbEeP348Nm3ahD179qBOnTrSeoPBAKD4rHRwcLC0PisrSzqLbTAYUFBQgOzsbIuz1llZWejQoYPMd0dERKRe9sxoQBk5zW+WiYhIsUomD5GzAICPj4/FUl4QCyEwbtw4rF+/Hjt37kRYWJjF82FhYTAYDEhISJDWFRQUIDExUQrY1q1bw9XV1aJNRkYGjh49ys4yERFpgj0yuni7yslpfrNMRESKZRY66GRcD2XNbSnGjh2L1atX4+uvv4a3t7d07ZKvry88PDyg0+kQExODOXPmIDw8HOHh4ZgzZw48PT0xdOhQqe2zzz6LiRMnwt/fH35+fpg0aRKaNWsmzbpJRERUndkjowFl5TQ7y0REpFgl1zvJaSfXkiVLAABRUVEW65cvX46RI0cCACZPnoy8vDyMGTMG2dnZaNeuHbZt2wZvb2+p/XvvvQcXFxcMGjQIeXl56NatG1asWAFnZ2f5xRAREamUPTIaUFZOs7NMRESKZY97OAoZqa3T6RAbG4vY2NgK27i7uyM+Ph7x8fGy901ERFRd2Os+y0rKaXaWiYhIsewVxERERHR3tJDR7CwTEZFi2et6KCIiIro7WshodpaJiEixzGZAZ5YRxOYqKIaIiIgkWshodpaJiEixtDDEi4iISI20kNHsLBMRkWKJvxc57YiIiKjqaCGjneyx0T///BPDhg2Dv78/PD090bJlSxw4cEB6XgiB2NhYGI1GeHh4ICoqCqmpqfYohYiIVKzkrLWcheRhRhMRkS1oIaNt3lnOzs7GQw89BFdXV3z33Xf49ddf8e677+Kee+6R2sybNw/z58/HokWLkJKSAoPBgB49euDq1au2LoeIiNRMWLFQpZjRRERkMxrIaJsPw547dy5CQkKwfPlyaV29evWk/xdCYMGCBZg2bRoGDhwIAFi5ciWCgoKwevVqjBo1ytYlERGRWsk9I63is9ZViRlNREQ2o4GMtvk3y5s2bUKbNm3w+OOPIzAwEK1atcIHH3wgPZ+WlobMzExER0dL6/R6PSIjI5GUlFTuNvPz85Gbm2uxEBFR9SeE/IUqZ4+MBpjTRERapIWMtvk3y3/88QeWLFmCl19+GVOnTsVPP/2EF198EXq9HsOHD0dmZiYAICgoyOJ1QUFBOHPmTLnbjIuLw6xZs2xdKhFZ6XILL0eXoGr+P193dAmqo4WZNquSPTIaYE4TKQVz+u4wp62jhYy2+TfLZrMZ999/P+bMmYNWrVph1KhReO6557BkyRKLdjqd5UETQpRZV2LKlCnIycmRlvT0dFuXTURESvT/7d19cFTl3f/xzwLJBjBJDYFsUkNMnVAtoVSjBeMD8YFobgEt/lTEaaFVR8tDTcFRKbc3q+MEpXMjU6hUHRSUMvgPUGfwVsIIUcowYgCF1EEcI8SWNYVCAohJyF6/P2i2bELILuzDObner5kzk5y9svvl6nE//V579hzjiXxDj+KR0RI5DQBWsiCjY94s5+bm6kc/+lHYviuuuEIHDhyQJPl8PkkKrV53aGxs7LKS3cHr9SojIyNsAwD0fjac4pVI8choiZwGABvZkNExb5avu+467d27N2zf559/roKCAklSYWGhfD6fqqurQ4+3traqpqZGpaWlsS4HAOBiJuiJeEPPyGgAQKzYkNEx/87yb3/7W5WWlqqqqkr33nuvPvroI73yyit65ZVXJJ0+tauyslJVVVUqKipSUVGRqqqqNGDAAE2ePDnW5QAA3M7FK9JOQ0YDAGKql2d0zJvla665RmvXrtWcOXP07LPPqrCwUIsWLdIDDzwQGvPEE0/o5MmTmjZtmo4cOaJRo0Zpw4YNSk9Pj3U5AAAXs+HiIYlERgMAYsWGjI55syxJ48aN07hx47p93OPxyO/3y+/3x+PlAQC9hVFkq9a9fGU7lshoAEBMWJDRcWmWAQCIDc+/t0jGAQCAxOn9GU2zDABwLgtWrQEAcCULMppmGQDgXBYEMQAArmRBRtMsAwCcy3hOb5GMAwAAiWNBRtMsAwAcy5jTWyTjAABA4tiQ0TTLuCCjd/2/ZJcAoDez4BQvIJ7IaQBxY0FG0yzDEfq0B/WTugZl/+u4DmVdpF3D8xXs2yfZZQFINgtO8QIAwJUsyGiaZSRd2V/3avafqpVz6Fho3zfZ6frfR8dq83U/TGJlAJLNEzy9RTIOAAAkjg0ZzUd3SKqyv+7VC8+t0eAzGmVJGnzomF54bo3K/ro3SZUBcISOVetINgAAkDgWZDTNMpKmT3tQs/9ULaOuB2Ifnf56w6yXq9Wn3cXLUQAujIliAwAAiWNBRtMsI2l+UtegnEPHuj0I+0jy/fOYflLXkMiyADiJBUEMIHJ9TFA/bqrXTYc+1Y+b6tXHsKAOJI0FGc13lpE02f86HtNxAHohC660CSAy1x+u07Sv3tHg1ubQvn+mZuilS/9LWwYNT2JlgKUsyGg+WUbSHMq6KKbjAPRCcfo+1AcffKDx48crLy9PHo9H69atC3t86tSp8ng8Ydvo0aPDxrS0tGjmzJnKzs7WwIEDNWHCBH399dcX+i8GcBbXH67T/3y+WtlnNMqSNKi1Wf/z+Wpdf7guSZUBFrMgo2mWkTS7hufrm+x0dXcCVVBSYHC6dg3PT2RZABzEYyLfonHixAmNHDlSS5Ys6XbM7bffroMHD4a2d955J+zxyspKrV27VqtXr9aWLVt0/PhxjRs3Tu3t7efzTwXQjT4mqGlfnf7vr/P/5e64xsmvv/o/TskGEsyGjOY0bCRNsG8f/e+jY/XCc2sUVPjKTVCnA3HhI2O53zJgszid4lVRUaGKiopzjvF6vfL5fGd9rKmpScuWLdObb76pW2+9VZK0cuVK5efna+PGjbrtttuiKwhAt4qb94edet1ZH0lDWptU3Lxfn2YWJq4wwHYWZDRdCJJq83U/1JP/PVH/zE4P2984OF1P/vdE7rMMIGk2b96sIUOGaNiwYXr44YfV2NgYeqy2tlZtbW0qLy8P7cvLy1NxcbG2bt2ajHKBXmtQ27GeB0UxDoD7JSqj+WQZSbf5uh/qg9FF+kldg7L/dVyHsi7SruH5fKIMQB5FdvpWx6mZzc3hnz55vV55vd6oX7eiokL33HOPCgoKVF9fr6efflo333yzamtr5fV6FQgElJqaqosvvjjs73JychQIBKJ+PQDdO5yS3vOgKMYBiA0bMppmGd069ZfBCX29j5Rz+ocmSfUJfWkAThX0nN4iGScpPz/8Ggfz5s2T3++P+mXvu+++0M/FxcW6+uqrVVBQoPXr12vixInd/p0xRh5PdBcyAc5XonM6WfZkFOifqRka1Np81lMig5IOpWZqT0ZBoksD7GZBRtMsAwCcK8rvQzU0NCgjIyO0+3xWrM8mNzdXBQUF2rdvnyTJ5/OptbVVR44cCVu5bmxsVGlpaUxeE8BpQU8fvXTpf+l/Pl/d7TVOll5aoaCHM9KAhLIgo3lXAQA4VrRX2szIyAjbYhXEhw8fVkNDg3JzcyVJJSUlSklJUXV1dWjMwYMHtWfPHpplIA62DBquZ4dN0uHUjLD9h1Iz9eywSdxnGUgCGzKaT5YBAM4VpyttHj9+XF988UXo9/r6eu3atUtZWVnKysqS3+/X3XffrdzcXH311Vf63e9+p+zsbP3sZz+TJGVmZurBBx/U7NmzNWjQIGVlZenxxx/XiBEjQlfeBBBbWwYN19asK1TcvF+D2o7pcEq69mQU8IkykCwWZDTNMgDAueIUxB9//LFuuumm0O+zZs2SJE2ZMkVLly7V7t279cYbb+jo0aPKzc3VTTfdpLfeekvp6f+5gNCLL76ofv366d5779XJkyd1yy23aPny5erbt290xQCIWNDTh9tDAU5hQUbTLAMAHOvM07d6GheNsrIyGdP9H7333ns9PkdaWpoWL16sxYsXR/fiAAD0AjZkNM0yAMC5jOf0Fsk4AACQOBZkNM0yAMC54nSKFwAAuEAWZDTNMgDAseJ1ihcAALgwNmQ0zTIAwLksWLUGAMCVLMhommUAgHMFJU8wsnEAACCBLMhommUAgHNZsGoNAIArWZDRNMsAAMey4ftQAAC4kQ0Z3SfZBQAAAAAA4DR8sgwAcC4LTvECAMCVLMhommUAgGPZcIoXAABuZENG0ywDAJzNxSELAECv1sszmmYZAOBcFpziBQCAK1mQ0XG/wNf8+fPl8XhUWVkZ2meMkd/vV15envr376+ysjLV1dXFuxQAgMt0nOIVyYbokdEAgPNlQ0bHtVnevn27XnnlFf34xz8O279gwQItXLhQS5Ys0fbt2+Xz+TR27FgdO3YsnuUAANzGRLEhKmQ0AOCCWJDRcWuWjx8/rgceeECvvvqqLr744tB+Y4wWLVqkuXPnauLEiSouLtaKFSv07bffatWqVfEqBwDgQjasWicDGQ0AuFA2ZHTcmuXp06frjjvu0K233hq2v76+XoFAQOXl5aF9Xq9XY8aM0datW+NVDgDAjYJRbIgYGQ0AuGAWZHRcLvC1evVq7dixQ9u3b+/yWCAQkCTl5OSE7c/JydH+/fvP+nwtLS1qaWkJ/d7c3BzDagEATmXDbSkSLdYZLZHTAGAjGzI65s1yQ0ODHnvsMW3YsEFpaWndjvN4PGG/G2O67Oswf/58PfPMMzGt06n63fnPC36OU38ZHINKgK4GfXIi2SXANhZcaTOR4pHRkj05HYuMlshpxA85jYSyIKNjfhp2bW2tGhsbVVJSon79+qlfv36qqanRH/7wB/Xr1y+0Wt2xet2hsbGxy0p2hzlz5qipqSm0NTQ0xLpsAIATWXDxkESKR0ZL5DQAWMmCjI75J8u33HKLdu/eHbbvl7/8pS6//HI9+eST+sEPfiCfz6fq6mpdeeWVkqTW1lbV1NTohRdeOOtzer1eeb3eWJcKAHA4G07xSqR4ZLRETgOAjWzI6Jg3y+np6SouLg7bN3DgQA0aNCi0v7KyUlVVVSoqKlJRUZGqqqo0YMAATZ48OdblAADczIJTvBKJjAYAxIwFGR2XC3z15IknntDJkyc1bdo0HTlyRKNGjdKGDRuUnp6ejHIAAA5lw6q105DRAIBI2JDRCWmWN2/eHPa7x+OR3++X3+9PxMsDANzKglXrZCOjAQDnxYKMTsonywAARMSCIAYAwJUsyGiaZQCAY3n+vUUyDgAAJI4NGU2zDABwLE/w9BbJOAAAkDg2ZDTNMgDAuSw4xQsAAFeyIKNplgEAzubikAUAoFfr5RndJ9kFAADQnY7bUkSyReODDz7Q+PHjlZeXJ4/Ho3Xr1oU9boyR3+9XXl6e+vfvr7KyMtXV1YWNaWlp0cyZM5Wdna2BAwdqwoQJ+vrrry/wXwwAgDvYkNE0ywAA5zJRbFE4ceKERo4cqSVLlpz18QULFmjhwoVasmSJtm/fLp/Pp7Fjx+rYsWOhMZWVlVq7dq1Wr16tLVu26Pjx4xo3bpza29uj/3cCAOA2FmQ0p2EDABwr0hXpaFetKyoqVFFRcdbHjDFatGiR5s6dq4kTJ0qSVqxYoZycHK1atUqPPPKImpqatGzZMr355pu69dZbJUkrV65Ufn6+Nm7cqNtuuy26ggAAcBkbMppPlgEAzhXlqnVzc3PY1tLSEvVL1tfXKxAIqLy8PLTP6/VqzJgx2rp1qySptrZWbW1tYWPy8vJUXFwcGgMAQK9mQUbTLAMAHCva70Pl5+crMzMztM2fPz/q1wwEApKknJycsP05OTmhxwKBgFJTU3XxxRd3OwYAgN7MhozmNGwAgHNFeVuKhoYGZWRkhHZ7vd7zfmmPxxP+EsZ02deljAjGAADQK1iQ0XyyDABwrihP8crIyAjbzieIfT6fJHVZfW5sbAytZPt8PrW2turIkSPdjgEAoFezIKNplgEAjhWv21KcS2FhoXw+n6qrq0P7WltbVVNTo9LSUklSSUmJUlJSwsYcPHhQe/bsCY0BAKA3syGjOQ0bAOBYnqCRJ9hzykYy5kzHjx/XF198Efq9vr5eu3btUlZWloYOHarKykpVVVWpqKhIRUVFqqqq0oABAzR58mRJUmZmph588EHNnj1bgwYNUlZWlh5//HGNGDEidOVNAAB6MxsymmYZAOBcUX4fKlIff/yxbrrpptDvs2bNkiRNmTJFy5cv1xNPPKGTJ09q2rRpOnLkiEaNGqUNGzYoPT099Dcvvvii+vXrp3vvvVcnT57ULbfcouXLl6tv377RFQMAgBtZkNE0ywAAx4rXPRzLyspkTPd/5PF45Pf75ff7ux2TlpamxYsXa/HixdG9OAAAvYANGU2zDABwrjitWgMAgAtkQUbTLDvMqb8MTnYJAOAY8Vq1Bs4HGQ0A/2FDRtMsAwCcy4JVawAAXMmCjKZZBgA4lg2r1gAAuJENGU2zDABwLgtWrQEAcCULMppmGQDgaG5ekQYAoDfr7RlNswwAcC5jTm+RjAMAAIljQUbTLAMAHMsTPL1FMg4AACSODRlNswwAcCwbghgAADeyIaNplgEAzmXBxUMAAHAlCzKaZhkA4Fg23JYCAAA3siGjaZYBAM5lwcVDAABwJQsymmYZAOBYNqxaAwDgRjZkNM0yAMC5LPg+FAAArmRBRtMsAwAcy4ZVawAA3MiGjKZZBgA4lwXfhwIAwJUsyGiaZQCAY9mwag0AgBvZkNE0ywAAx/IET2+RjAMAAIljQ0bTLAMAnCtoTm+RjAMAAIljQUbTLAMAnMuCK20CAOBKFmR0n1g/4fz583XNNdcoPT1dQ4YM0V133aW9e/eGjTHGyO/3Ky8vT/3791dZWZnq6upiXQoAwOU8+s93os65JbtQlyCjAQCxYkNGx7xZrqmp0fTp07Vt2zZVV1fr1KlTKi8v14kTJ0JjFixYoIULF2rJkiXavn27fD6fxo4dq2PHjsW6HACAm3VcaTOSDT0iowEAMWNBRsf8NOx333037PfXX39dQ4YMUW1trW688UYZY7Ro0SLNnTtXEydOlCStWLFCOTk5WrVqlR555JFYlwQAcCkbrrSZSGQ0ACBWbMjomH+y3FlTU5MkKSsrS5JUX1+vQCCg8vLy0Biv16sxY8Zo69at8S4HAOAmJooNUSOjAQDnzYKMjusFvowxmjVrlq6//noVFxdLkgKBgCQpJycnbGxOTo72799/1udpaWlRS0tL6Pfm5uY4VQwAcBKPMfJEcPpWJGMQLlYZLZHTAGAjGzI6rs3yjBkz9Omnn2rLli1dHvN4wr/qbYzpsq/D/Pnz9cwzz8SlxlgZ9MmJngcBAKIT/PcWyThEJVYZLTk/p8loAIgDCzI6bqdhz5w5U2+//bY2bdqkSy65JLTf5/NJ+s/qdYfGxsYuK9kd5syZo6amptDW0NAQr7IBAA7SsWodyYbIxTKjJXIaAGxkQ0bHvFk2xmjGjBlas2aN3n//fRUWFoY9XlhYKJ/Pp+rq6tC+1tZW1dTUqLS09KzP6fV6lZGREbYBACxgwfehEikeGS2R0wBgJQsyOubN8vTp07Vy5UqtWrVK6enpCgQCCgQCOnnypKTTp3ZVVlaqqqpKa9eu1Z49ezR16lQNGDBAkydPjnU5AAAX8wRNxFuk/H6/PB5P2NbxiarUu+8zTEYDAGIlHhktOSunY/6d5aVLl0qSysrKwva//vrrmjp1qiTpiSee0MmTJzVt2jQdOXJEo0aN0oYNG5Senh7rcgAAbhbp/RmjPMVr+PDh2rhxY+j3vn37hn7uuM/w8uXLNWzYMD333HMaO3as9u7d6/qcIqMBADETp4yWnJPTMW+WTSRXRPN45Pf75ff7Y/3yAIBexBM8vUUyLhr9+vULW6Xu0NvvM0xGAwBiJV4ZLTknp+N+n2UAAM5bx6p1JJtO37LozO3M2xmdad++fcrLy1NhYaEmTZqkL7/8UhL3GQYAIGJxymjJOTlNswwAcK4oLx6Sn5+vzMzM0DZ//vwuTzlq1Ci98cYbeu+99/Tqq68qEAiotLRUhw8fPud9hjtfIRoAAKvFIaMlZ+V0XO+zDADAhYj0lhMdYxoaGsKuxOz1eruMraioCP08YsQIXXvttbrsssu0YsUKjR49+vTzRXmfYQAAbBOPjJacldN8sgwAcK4oT/HqfPui7oL4TAMHDtSIESO0b9++877PMAAA1klARkvJzWmaZQCAcxlJwQi2C7iHY0tLiz777DPl5uae932GAQCwTgIyWkpuTnMa9rZPkl0BAKAb0Z7iFYnHH39c48eP19ChQ9XY2KjnnntOzc3NmjJlSth9houKilRUVKSqqiruM5xM5DQAOFI8MlpyVk7TLAMAnMsowns4Rv6UX3/9te6//34dOnRIgwcP1ujRo7Vt2zYVFBRI4j7DAABEJA4ZLTkrp2mWAQDO1X7GZTR7HBeZ1atXn/Nx7jMMAEAE4pDRkrNymmYZAOBY8TrFCwAAXBgbMppmGQDgXGdcRbPHcQAAIHEsyGiaZQCAc1kQxAAAuJIFGU2zDABwLguCGAAAV7Igo2mWAQDOFZTkiXAcAABIHAsymmYZAOBYNlw8BAAAN7Iho2mWAQDOZcEpXgAAuJIFGU2zDABwrqCRPBGEbNC9QQwAgCtZkNE0ywAA57Jg1RoAAFeyIKNplgEAzmWCUjCCK4MYF189BAAAN7Igo2mWAQDOFTSSevcpXgAAuJIFGU2zDABwLhOMbEXaxavWAAC4kgUZTbMMAHAuC74PBQCAK1mQ0TTLAADnsuAULwAAXMmCjKZZBgA4lwWr1gAAuJIFGU2zDABwLqMIgzjulQAAgDNZkNE0ywAA57Jg1RoAAFeyIKNplgEAzhUMSorgKpqR3OcRAADEjgUZTbMMAHAuC1atAQBwJQsymmYZAOBcFgQxAACuZEFG0ywDABzLtLfLmPaexwV7HgMAAGLHhoymWQYAOJcxkd2f0cWr1gAAuJIFGU2zDABwLmMU0T0nXBzEAAC4kgUZTbMMAHCuYFDyRHAVTePeK20CAOBKFmQ0zTIAwLksWLUGAMCVLMhommUAgGOZYFAmglVr4+JVawAA3MiGjKZZBgA4lwWr1gAAuJIFGU2zDABwrqCRPL07iAEAcCULMrpPMl/8pZdeUmFhodLS0lRSUqIPP/wwmeUAAJzGmNMXBulxiz6IyaBzY34AAOcUx4yWnJFDSWuW33rrLVVWVmru3LnauXOnbrjhBlVUVOjAgQPJKgkA4DAmaCLeokEGnRvzAwDoSbwyWnJODiWtWV64cKEefPBBPfTQQ7riiiu0aNEi5efna+nSpckqCQDgMKa9PeItGmTQuTE/AICexCujJefkUFK+s9za2qra2lo99dRTYfvLy8u1devWLuNbWlrU0tIS+r2pqUmSdEptEX2nHAAQH6fUJkkycfo+0inTEtH9GTvqaG5uDtvv9Xrl9XrD9kWbQbY5n/khpwHAedyY0ZKzcjopzfKhQ4fU3t6unJycsP05OTkKBAJdxs+fP1/PPPNMl/1b9E7cagQARO7w4cPKzMyM2fOlpqbK5/NpSyDy9/mLLrpI+fn5YfvmzZsnv98fti/aDLLN+cwPOQ0AzuWmjJacldNJvRq2x+MJ+90Y02WfJM2ZM0ezZs0K/X706FEVFBTowIEDMf0fPp6am5uVn5+vhoYGZWRkJLucHrmtXsl9NVNv/LmtZrfVK53+BHHo0KHKysqK6fOmpaWpvr5era2tEf/N2TLkbCvWHSLNIFtFMz9uz2k3/rfntprdVq/kvpqpN/7cVrObM1pyRk4npVnOzs5W3759u6wMNDY2dllBkLr/iD4zM9MVB+qZMjIyXFWz2+qV3Fcz9caf22p2W72S1KdP7C+BkZaWprS0tJg/b7QZZJvzmZ/ektNu/G/PbTW7rV7JfTVTb/y5rWY3ZbTkrJxOygW+UlNTVVJSourq6rD91dXVKi0tTUZJAABLkEHnxvwAAJLJSTmUtNOwZ82apZ///Oe6+uqrde211+qVV17RgQMH9OijjyarJACAJcigc2N+AADJ5JQcSlqzfN999+nw4cN69tlndfDgQRUXF+udd95RQUFBj3/r9Xo1b968Hs9zdxK31ey2eiX31Uy98ee2mt1Wr+TOmqULyyAbXOj8uO24cFu9kvtqdlu9kvtqpt74c1vNbqv3TE7JaY+J17XEAQAAAABwqaR8ZxkAAAAAACejWQYAAAAAoBOaZQAAAAAAOqFZBgAAAACgE1c2yy+99JIKCwuVlpamkpISffjhh8kuSZI0f/58XXPNNUpPT9eQIUN01113ae/evWFjpk6dKo/HE7aNHj06KfX6/f4utfh8vtDjxhj5/X7l5eWpf//+KisrU11dXVJq7XDppZd2qdnj8Wj69OmSkj+/H3zwgcaPH6+8vDx5PB6tW7cu7PFI5rSlpUUzZ85Udna2Bg4cqAkTJujrr79OSs1tbW168sknNWLECA0cOFB5eXn6xS9+oX/84x9hz1FWVtZl3idNmpTweqXIjgEnzbGksx7THo9Hv//970NjEjXHkbyPOfE4hnOQ0bHjtpx2ekZL7stpt2V0TzVLzstpN2W0RE4nmuua5bfeekuVlZWaO3eudu7cqRtuuEEVFRU6cOBAsktTTU2Npk+frm3btqm6ulqnTp1SeXm5Tpw4ETbu9ttv18GDB0PbO++8k6SKpeHDh4fVsnv37tBjCxYs0MKFC7VkyRJt375dPp9PY8eO1bFjx5JW7/bt28Pq7bhZ+T333BMak8z5PXHihEaOHKklS5ac9fFI5rSyslJr167V6tWrtWXLFh0/flzjxo1Te3t7wmv+9ttvtWPHDj399NPasWOH1qxZo88//1wTJkzoMvbhhx8Om/eXX3454fV26OkYcNIcSwqr9eDBg3rttdfk8Xh09913h41LxBxH8j7mxOMYzkBGx56bctrpGS25L6fdltE91dzBSTntpoyWyOmEMy7z05/+1Dz66KNh+y6//HLz1FNPJami7jU2NhpJpqamJrRvypQp5s4770xeUWeYN2+eGTly5FkfCwaDxufzmeeffz6077vvvjOZmZnmT3/6U4Iq7Nljjz1mLrvsMhMMBo0xzppfSWbt2rWh3yOZ06NHj5qUlBSzevXq0Ji///3vpk+fPubdd99NeM1n89FHHxlJZv/+/aF9Y8aMMY899lh8izuLs9Xb0zHghjm+8847zc033xy2L1lz3Pl9zA3HMZKHjI4tt+e0kzPaGPfltNsy2hj35bTbMtoYcjreXPXJcmtrq2pra1VeXh62v7y8XFu3bk1SVd1ramqSJGVlZYXt37x5s4YMGaJhw4bp4YcfVmNjYzLKkyTt27dPeXl5Kiws1KRJk/Tll19Kkurr6xUIBMLm2uv1asyYMY6Z69bWVq1cuVK/+tWv5PF4QvudNL9nimROa2tr1dbWFjYmLy9PxcXFjpn3pqYmeTwefe973wvb/+c//1nZ2dkaPny4Hn/88aSegXCuY8Dpc/zNN99o/fr1evDBB7s8low57vw+1luOY8QeGR0fbs1pt2W01Dve39yQ0ZJ7c9ppGS2R0/HWL9kFROPQoUNqb29XTk5O2P6cnBwFAoEkVXV2xhjNmjVL119/vYqLi0P7KyoqdM8996igoED19fV6+umndfPNN6u2tlZerzehNY4aNUpvvPGGhg0bpm+++UbPPfecSktLVVdXF5rPs831/v37E1pnd9atW6ejR49q6tSpoX1Omt/OIpnTQCCg1NRUXXzxxV3GOOEY/+677/TUU09p8uTJysjICO1/4IEHVFhYKJ/Ppz179mjOnDn65JNPQqfgJVJPx4DT53jFihVKT0/XxIkTw/YnY47P9j7WG45jxAcZHXtuzmm3ZbTk/vc3N2S05O6cdlJGS+R0IriqWe5w5gqldPpA6bwv2WbMmKFPP/1UW7ZsCdt/3333hX4uLi7W1VdfrYKCAq1fv77Lf3jxVlFREfp5xIgRuvbaa3XZZZdpxYoVoQstOHmuly1bpoqKCuXl5YX2OWl+u3M+c+qEeW9ra9OkSZMUDAb10ksvhT328MMPh34uLi5WUVGRrr76au3YsUNXXXVVQus832PACXMsSa+99poeeOABpaWlhe1Pxhx39z4mufc4Rvw5OTc6uCGjJXfntFszWnLn+5tbMlpyd047KaMlcjoRXHUadnZ2tvr27dtlxaOxsbHL6kkyzZw5U2+//bY2bdqkSy655Jxjc3NzVVBQoH379iWouu4NHDhQI0aM0L59+0JX23TqXO/fv18bN27UQw89dM5xTprfSObU5/OptbVVR44c6XZMMrS1tenee+9VfX29qqurw1asz+aqq65SSkqKI+a98zHg1DmWpA8//FB79+7t8biW4j/H3b2Pufk4RnyR0fHnlpx2Y0ZL7n1/c3NGS+7JaSdltEROJ4qrmuXU1FSVlJR0OaWhurpapaWlSarqP4wxmjFjhtasWaP3339fhYWFPf7N4cOH1dDQoNzc3ARUeG4tLS367LPPlJubGzqV5My5bm1tVU1NjSPm+vXXX9eQIUN0xx13nHOck+Y3kjktKSlRSkpK2JiDBw9qz549SZv3jhDet2+fNm7cqEGDBvX4N3V1dWpra3PEvHc+Bpw4xx2WLVumkpISjRw5ssex8Zrjnt7H3HocI/7I6PhzS067MaMld76/uT2jJffktBMyWiKnEy6RVxOLhdWrV5uUlBSzbNky87e//c1UVlaagQMHmq+++irZpZlf//rXJjMz02zevNkcPHgwtH377bfGGGOOHTtmZs+ebbZu3Wrq6+vNpk2bzLXXXmu+//3vm+bm5oTXO3v2bLN582bz5Zdfmm3btplx48aZ9PT00Fw+//zzJjMz06xZs8bs3r3b3H///SY3NzcptZ6pvb3dDB061Dz55JNh+50wv8eOHTM7d+40O3fuNJLMwoULzc6dO0NXpYxkTh999FFzySWXmI0bN5odO3aYm2++2YwcOdKcOnUq4TW3tbWZCRMmmEsuucTs2rUr7LhuaWkxxhjzxRdfmGeeecZs377d1NfXm/Xr15vLL7/cXHnllXGp+Vz1RnoMOGmOOzQ1NZkBAwaYpUuXdvn7RM5xT+9jxjjzOIYzkNGx5cacdnJGd9Thppx2W0b3VLMTc9pNGW0MOZ1ormuWjTHmj3/8oykoKDCpqanmqquuCrvtQzJJOuv2+uuvG2OM+fbbb015ebkZPHiwSUlJMUOHDjVTpkwxBw4cSEq99913n8nNzTUpKSkmLy/PTJw40dTV1YUeDwaDZt68ecbn8xmv12tuvPFGs3v37qTUeqb33nvPSDJ79+4N2++E+d20adNZj4EpU6YYYyKb05MnT5oZM2aYrKws079/fzNu3Li4/hvOVXN9fX23x/WmTZuMMcYcOHDA3HjjjSYrK8ukpqaayy67zPzmN78xhw8fTni9kR4DTprjDi+//LLp37+/OXr0aJe/T+Qc9/Q+Zowzj2M4BxkdO27MaSdntDHuy2m3ZXRPNTsxp92U0caQ04nmMcaYaD6JBgAAAACgt3PVd5YBAAAAAEgEmmUAAAAAADqhWQYAAAAAoBOaZQAAAAAAOqFZBgAAAACgE5plAAAAAAA6oVkGAAAAAKATmmUAAAAAADqhWQYAAAAAoBOaZQAAAAAAOqFZBgAAAACgE5plAAAAAAA6+f9Yln3bDmyqBgAAAABJRU5ErkJggg==", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -322,11 +366,6 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python [conda env:tobac_dev_installed]", - "language": "python", - "name": "conda-env-tobac_dev_installed-py" - }, "language_info": { "codemirror_mode": { "name": "ipython", @@ -337,13 +376,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.5" - }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "25a19fbe0a9132dfb9279d48d161753c6352f8f9478c2e74383d340069b907c3" - } + "version": "3.11.3" } }, "nbformat": 4, diff --git a/examples/Example_OLR_Tracking_model/Example_OLR_Tracking_model.ipynb b/examples/Example_OLR_Tracking_model/Example_OLR_Tracking_model.ipynb index d716f596..6f9471e5 100644 --- a/examples/Example_OLR_Tracking_model/Example_OLR_Tracking_model.ipynb +++ b/examples/Example_OLR_Tracking_model/Example_OLR_Tracking_model.ipynb @@ -23,7 +23,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:39.016439Z", + "iopub.status.busy": "2023-07-10T23:46:39.015991Z", + "iopub.status.idle": "2023-07-10T23:46:48.957459Z", + "shell.execute_reply": "2023-07-10T23:46:48.955932Z" + } + }, "outputs": [], "source": [ "# Import a range of python libraries used in this notebook:\n", @@ -43,7 +50,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:48.963154Z", + "iopub.status.busy": "2023-07-10T23:46:48.962247Z", + "iopub.status.idle": "2023-07-10T23:46:53.299290Z", + "shell.execute_reply": "2023-07-10T23:46:53.298109Z" + } + }, "outputs": [ { "name": "stdout", @@ -62,7 +76,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:53.338085Z", + "iopub.status.busy": "2023-07-10T23:46:53.337828Z", + "iopub.status.idle": "2023-07-10T23:46:53.341661Z", + "shell.execute_reply": "2023-07-10T23:46:53.341064Z" + } + }, "outputs": [], "source": [ "# Disable a few warnings:\n", @@ -84,7 +105,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:53.344493Z", + "iopub.status.busy": "2023-07-10T23:46:53.344253Z", + "iopub.status.idle": "2023-07-10T23:46:53.347358Z", + "shell.execute_reply": "2023-07-10T23:46:53.346661Z" + } + }, "outputs": [], "source": [ "data_out=Path('../')" @@ -93,7 +121,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:53.350371Z", + "iopub.status.busy": "2023-07-10T23:46:53.350112Z", + "iopub.status.idle": "2023-07-10T23:46:53.360737Z", + "shell.execute_reply": "2023-07-10T23:46:53.359764Z" + } + }, "outputs": [], "source": [ "# Download the data: This only has to be done once for all tobac examples and can take a while\n", @@ -114,7 +149,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:53.364048Z", + "iopub.status.busy": "2023-07-10T23:46:53.363772Z", + "iopub.status.idle": "2023-07-10T23:46:53.563798Z", + "shell.execute_reply": "2023-07-10T23:46:53.562534Z" + } + }, "outputs": [], "source": [ "#Load Data from downloaded file:\n", @@ -124,7 +166,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:53.566969Z", + "iopub.status.busy": "2023-07-10T23:46:53.566697Z", + "iopub.status.idle": "2023-07-10T23:46:53.570353Z", + "shell.execute_reply": "2023-07-10T23:46:53.569728Z" + } + }, "outputs": [], "source": [ "#Set up directory to save output and plots:\n", @@ -147,7 +196,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:53.575349Z", + "iopub.status.busy": "2023-07-10T23:46:53.574301Z", + "iopub.status.idle": "2023-07-10T23:46:54.282172Z", + "shell.execute_reply": "2023-07-10T23:46:54.281368Z" + } + }, "outputs": [], "source": [ "# Determine temporal and spatial sampling:\n", @@ -157,7 +213,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:54.285636Z", + "iopub.status.busy": "2023-07-10T23:46:54.285272Z", + "iopub.status.idle": "2023-07-10T23:46:54.289653Z", + "shell.execute_reply": "2023-07-10T23:46:54.288813Z" + } + }, "outputs": [], "source": [ "# Dictionary containing keyword arguments for feature detection step (Keywords could also be given directly in the function call).\n", @@ -172,7 +235,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:54.293087Z", + "iopub.status.busy": "2023-07-10T23:46:54.292647Z", + "iopub.status.idle": "2023-07-10T23:46:58.617811Z", + "shell.execute_reply": "2023-07-10T23:46:58.617268Z" + } + }, "outputs": [ { "name": "stdout", @@ -202,7 +272,14 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:58.620713Z", + "iopub.status.busy": "2023-07-10T23:46:58.620475Z", + "iopub.status.idle": "2023-07-10T23:46:58.623927Z", + "shell.execute_reply": "2023-07-10T23:46:58.623283Z" + } + }, "outputs": [], "source": [ "# Dictionary containing keyword options for the segmentation step:\n", @@ -215,7 +292,14 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:58.627603Z", + "iopub.status.busy": "2023-07-10T23:46:58.627046Z", + "iopub.status.idle": "2023-07-10T23:47:05.723372Z", + "shell.execute_reply": "2023-07-10T23:47:05.722474Z" + } + }, "outputs": [ { "name": "stdout", @@ -248,7 +332,14 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:47:05.726702Z", + "iopub.status.busy": "2023-07-10T23:47:05.726409Z", + "iopub.status.idle": "2023-07-10T23:47:05.732236Z", + "shell.execute_reply": "2023-07-10T23:47:05.730333Z" + } + }, "outputs": [], "source": [ "# Arguments for trajectory linking:\n", @@ -267,7 +358,14 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:47:05.735686Z", + "iopub.status.busy": "2023-07-10T23:47:05.735147Z", + "iopub.status.idle": "2023-07-10T23:47:06.969903Z", + "shell.execute_reply": "2023-07-10T23:47:06.969210Z" + } + }, "outputs": [ { "name": "stdout", @@ -293,7 +391,14 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:47:06.973311Z", + "iopub.status.busy": "2023-07-10T23:47:06.972814Z", + "iopub.status.idle": "2023-07-10T23:47:06.976049Z", + "shell.execute_reply": "2023-07-10T23:47:06.975365Z" + } + }, "outputs": [], "source": [ "# Set extent of maps created in the following cells:\n", @@ -303,7 +408,14 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:47:06.980242Z", + "iopub.status.busy": "2023-07-10T23:47:06.979874Z", + "iopub.status.idle": "2023-07-10T23:47:39.711840Z", + "shell.execute_reply": "2023-07-10T23:47:39.711208Z" + } + }, "outputs": [ { "data": { @@ -325,8 +437,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:47:39.715236Z", + "iopub.status.busy": "2023-07-10T23:47:39.714914Z", + "iopub.status.idle": "2023-07-10T23:47:39.733595Z", + "shell.execute_reply": "2023-07-10T23:47:39.732544Z" + } + }, "outputs": [], "source": [ "# Create animation of tracked clouds and outlines with OLR as a background field\n", @@ -338,9 +457,36491 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:47:39.737597Z", + "iopub.status.busy": "2023-07-10T23:47:39.737301Z", + "iopub.status.idle": "2023-07-10T23:49:11.473516Z", + "shell.execute_reply": "2023-07-10T23:49:11.472403Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Display animation:\n", "from IPython.display import HTML, Image, display\n", @@ -349,8 +36950,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:11.476701Z", + "iopub.status.busy": "2023-07-10T23:49:11.476426Z", + "iopub.status.idle": "2023-07-10T23:49:11.479510Z", + "shell.execute_reply": "2023-07-10T23:49:11.478860Z" + } + }, "outputs": [], "source": [ "# # Save animation to file:\n", @@ -361,8 +36969,15 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:11.483140Z", + "iopub.status.busy": "2023-07-10T23:49:11.482901Z", + "iopub.status.idle": "2023-07-10T23:49:11.664382Z", + "shell.execute_reply": "2023-07-10T23:49:11.663445Z" + } + }, "outputs": [ { "data": { @@ -370,7 +36985,7 @@ "Text(0, 0.5, 'counts')" ] }, - "execution_count": 17, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -403,11 +37018,6 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { "codemirror_mode": { "name": "ipython", diff --git a/examples/Example_OLR_Tracking_satellite/Example_OLR_Tracking_satellite.ipynb b/examples/Example_OLR_Tracking_satellite/Example_OLR_Tracking_satellite.ipynb index c397acfc..bdeefc09 100644 --- a/examples/Example_OLR_Tracking_satellite/Example_OLR_Tracking_satellite.ipynb +++ b/examples/Example_OLR_Tracking_satellite/Example_OLR_Tracking_satellite.ipynb @@ -15,7 +15,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:43:43.667323Z", + "iopub.status.busy": "2023-07-10T23:43:43.666898Z", + "iopub.status.idle": "2023-07-10T23:43:54.438976Z", + "shell.execute_reply": "2023-07-10T23:43:54.437693Z" + } + }, "outputs": [], "source": [ "# Import libraries:\n", @@ -34,7 +41,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:43:54.443139Z", + "iopub.status.busy": "2023-07-10T23:43:54.442830Z", + "iopub.status.idle": "2023-07-10T23:43:57.152301Z", + "shell.execute_reply": "2023-07-10T23:43:57.151615Z" + } + }, "outputs": [ { "name": "stdout", @@ -53,7 +67,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:43:57.198066Z", + "iopub.status.busy": "2023-07-10T23:43:57.197766Z", + "iopub.status.idle": "2023-07-10T23:43:57.201852Z", + "shell.execute_reply": "2023-07-10T23:43:57.201085Z" + } + }, "outputs": [], "source": [ "# Disable a few warnings:\n", @@ -75,7 +96,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:43:57.204709Z", + "iopub.status.busy": "2023-07-10T23:43:57.204463Z", + "iopub.status.idle": "2023-07-10T23:43:57.207684Z", + "shell.execute_reply": "2023-07-10T23:43:57.207045Z" + } + }, "outputs": [], "source": [ "data_out=Path('../')" @@ -84,7 +112,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:43:57.210475Z", + "iopub.status.busy": "2023-07-10T23:43:57.210196Z", + "iopub.status.idle": "2023-07-10T23:43:57.217272Z", + "shell.execute_reply": "2023-07-10T23:43:57.216473Z" + } + }, "outputs": [], "source": [ "# Download the data: This only has to be done once for all tobac examples and can take a while\n", @@ -112,7 +147,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:43:57.220329Z", + "iopub.status.busy": "2023-07-10T23:43:57.220080Z", + "iopub.status.idle": "2023-07-10T23:43:57.675655Z", + "shell.execute_reply": "2023-07-10T23:43:57.675021Z" + } + }, "outputs": [], "source": [ "# Load Data from downloaded file:\n", @@ -122,7 +164,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:43:57.680426Z", + "iopub.status.busy": "2023-07-10T23:43:57.678901Z", + "iopub.status.idle": "2023-07-10T23:43:57.719079Z", + "shell.execute_reply": "2023-07-10T23:43:57.718494Z" + } + }, "outputs": [ { "data": { @@ -175,7 +224,7 @@ " margin-top: 7px;\n", " }\n", "\n", - "\n", + "
\n", " \n", "\n", "\n", @@ -237,7 +286,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:43:57.721930Z", + "iopub.status.busy": "2023-07-10T23:43:57.721676Z", + "iopub.status.idle": "2023-07-10T23:43:57.725260Z", + "shell.execute_reply": "2023-07-10T23:43:57.724642Z" + } + }, "outputs": [], "source": [ "#Set up directory to save output and plots:\n", @@ -260,7 +316,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:43:57.728474Z", + "iopub.status.busy": "2023-07-10T23:43:57.728226Z", + "iopub.status.idle": "2023-07-10T23:43:57.733213Z", + "shell.execute_reply": "2023-07-10T23:43:57.732567Z" + } + }, "outputs": [], "source": [ "# Determine temporal and spatial sampling of the input data:\n", @@ -270,7 +333,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:43:57.736134Z", + "iopub.status.busy": "2023-07-10T23:43:57.735849Z", + "iopub.status.idle": "2023-07-10T23:43:57.740032Z", + "shell.execute_reply": "2023-07-10T23:43:57.739382Z" + } + }, "outputs": [], "source": [ "# Keyword arguments for the feature detection step\n", @@ -285,7 +355,14 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:43:57.742774Z", + "iopub.status.busy": "2023-07-10T23:43:57.742525Z", + "iopub.status.idle": "2023-07-10T23:44:00.782646Z", + "shell.execute_reply": "2023-07-10T23:44:00.782030Z" + } + }, "outputs": [ { "name": "stdout", @@ -315,7 +392,14 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:44:00.786142Z", + "iopub.status.busy": "2023-07-10T23:44:00.785855Z", + "iopub.status.idle": "2023-07-10T23:44:00.789371Z", + "shell.execute_reply": "2023-07-10T23:44:00.788717Z" + } + }, "outputs": [], "source": [ "# Keyword arguments for the segmentation step:\n", @@ -328,7 +412,14 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:44:00.792654Z", + "iopub.status.busy": "2023-07-10T23:44:00.792361Z", + "iopub.status.idle": "2023-07-10T23:44:03.785954Z", + "shell.execute_reply": "2023-07-10T23:44:03.785324Z" + } + }, "outputs": [ { "name": "stdout", @@ -359,7 +450,14 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:44:03.788932Z", + "iopub.status.busy": "2023-07-10T23:44:03.788584Z", + "iopub.status.idle": "2023-07-10T23:44:03.792525Z", + "shell.execute_reply": "2023-07-10T23:44:03.791899Z" + } + }, "outputs": [], "source": [ "# keyword arguments for linking step\n", @@ -378,7 +476,14 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:44:03.795920Z", + "iopub.status.busy": "2023-07-10T23:44:03.795665Z", + "iopub.status.idle": "2023-07-10T23:44:04.336480Z", + "shell.execute_reply": "2023-07-10T23:44:04.335469Z" + } + }, "outputs": [ { "name": "stdout", @@ -404,7 +509,14 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:44:04.339863Z", + "iopub.status.busy": "2023-07-10T23:44:04.339617Z", + "iopub.status.idle": "2023-07-10T23:44:04.342516Z", + "shell.execute_reply": "2023-07-10T23:44:04.341904Z" + } + }, "outputs": [], "source": [ "# Set extent of maps created in the following cells:\n", @@ -414,7 +526,14 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:44:04.345485Z", + "iopub.status.busy": "2023-07-10T23:44:04.345216Z", + "iopub.status.idle": "2023-07-10T23:44:54.438424Z", + "shell.execute_reply": "2023-07-10T23:44:54.437160Z" + } + }, "outputs": [ { "data": { @@ -436,8 +555,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:44:54.446118Z", + "iopub.status.busy": "2023-07-10T23:44:54.445739Z", + "iopub.status.idle": "2023-07-10T23:44:54.459844Z", + "shell.execute_reply": "2023-07-10T23:44:54.458577Z" + } + }, "outputs": [], "source": [ "# Create animation of tracked clouds and outlines with OLR as a background field\n", @@ -449,9 +575,30802 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:44:54.462979Z", + "iopub.status.busy": "2023-07-10T23:44:54.462709Z", + "iopub.status.idle": "2023-07-10T23:46:29.116828Z", + "shell.execute_reply": "2023-07-10T23:46:29.116072Z" 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Display animation:\n", "from IPython.display import HTML, Image, display\n", @@ -460,8 +31379,15 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:29.127886Z", + "iopub.status.busy": "2023-07-10T23:46:29.127607Z", + "iopub.status.idle": "2023-07-10T23:46:29.130522Z", + "shell.execute_reply": "2023-07-10T23:46:29.129868Z" + } + }, "outputs": [], "source": [ "# # Save animation to file:\n", @@ -472,8 +31398,15 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:46:29.136338Z", + "iopub.status.busy": "2023-07-10T23:46:29.136067Z", + "iopub.status.idle": "2023-07-10T23:46:29.307550Z", + "shell.execute_reply": "2023-07-10T23:46:29.306930Z" + } + }, "outputs": [ { "data": { @@ -481,7 +31414,7 @@ "Text(0, 0.5, 'counts')" ] }, - "execution_count": 18, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, @@ -514,11 +31447,6 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { "codemirror_mode": { "name": "ipython", diff --git a/examples/Example_Precip_Tracking/Example_Precip_Tracking.ipynb b/examples/Example_Precip_Tracking/Example_Precip_Tracking.ipynb index 3f12abd6..342b7cb5 100644 --- a/examples/Example_Precip_Tracking/Example_Precip_Tracking.ipynb +++ b/examples/Example_Precip_Tracking/Example_Precip_Tracking.ipynb @@ -23,7 +23,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:17.650385Z", + "iopub.status.busy": "2023-07-10T23:49:17.650101Z", + "iopub.status.idle": "2023-07-10T23:49:20.998252Z", + "shell.execute_reply": "2023-07-10T23:49:20.997648Z" + } + }, "outputs": [], "source": [ "# Import libraries\n", @@ -43,7 +50,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:21.001357Z", + "iopub.status.busy": "2023-07-10T23:49:21.001050Z", + "iopub.status.idle": "2023-07-10T23:49:21.495919Z", + "shell.execute_reply": "2023-07-10T23:49:21.491558Z" + } + }, "outputs": [ { "name": "stdout", @@ -62,7 +76,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:21.545997Z", + "iopub.status.busy": "2023-07-10T23:49:21.545718Z", + "iopub.status.idle": "2023-07-10T23:49:21.552166Z", + "shell.execute_reply": "2023-07-10T23:49:21.551076Z" + } + }, "outputs": [], "source": [ "# Disable a few warnings:\n", @@ -85,7 +106,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:21.556314Z", + "iopub.status.busy": "2023-07-10T23:49:21.556028Z", + "iopub.status.idle": "2023-07-10T23:49:21.559216Z", + "shell.execute_reply": "2023-07-10T23:49:21.558513Z" + } + }, "outputs": [], "source": [ "data_out=Path('../')" @@ -94,7 +122,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:21.562165Z", + "iopub.status.busy": "2023-07-10T23:49:21.561932Z", + "iopub.status.idle": "2023-07-10T23:49:21.569480Z", + "shell.execute_reply": "2023-07-10T23:49:21.568262Z" + } + }, "outputs": [], "source": [ "# Download the data: This only has to be done once for all tobac examples and can take a while\n", @@ -122,7 +157,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:21.572701Z", + "iopub.status.busy": "2023-07-10T23:49:21.572453Z", + "iopub.status.idle": "2023-07-10T23:49:21.652101Z", + "shell.execute_reply": "2023-07-10T23:49:21.651047Z" + } + }, "outputs": [], "source": [ "Precip=iris.load_cube(str(data_file[0]),'surface_precipitation_average')" @@ -131,7 +173,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:21.655632Z", + "iopub.status.busy": "2023-07-10T23:49:21.655379Z", + "iopub.status.idle": "2023-07-10T23:49:21.696796Z", + "shell.execute_reply": "2023-07-10T23:49:21.695963Z" + } + }, "outputs": [ { "data": { @@ -184,7 +233,7 @@ " margin-top: 7px;\n", " }\n", "\n", - "
Olr (W m^-2)time
\n", + "
\n", " \n", "\n", "\n", @@ -288,7 +337,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:21.701993Z", + "iopub.status.busy": "2023-07-10T23:49:21.701299Z", + "iopub.status.idle": "2023-07-10T23:49:21.705687Z", + "shell.execute_reply": "2023-07-10T23:49:21.704891Z" + } + }, "outputs": [], "source": [ "#Set up directory to save output and plots:\n", @@ -312,7 +368,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:21.708651Z", + "iopub.status.busy": "2023-07-10T23:49:21.708341Z", + "iopub.status.idle": "2023-07-10T23:49:21.711996Z", + "shell.execute_reply": "2023-07-10T23:49:21.711250Z" + } + }, "outputs": [], "source": [ "# Dictionary containing keyword options (could also be directly given to the function)\n", @@ -329,7 +392,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:21.717102Z", + "iopub.status.busy": "2023-07-10T23:49:21.716272Z", + "iopub.status.idle": "2023-07-10T23:49:21.985540Z", + "shell.execute_reply": "2023-07-10T23:49:21.984704Z" + } + }, "outputs": [], "source": [ "# get temporal and spation resolution of the data\n", @@ -339,7 +409,14 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:21.988734Z", + "iopub.status.busy": "2023-07-10T23:49:21.988483Z", + "iopub.status.idle": "2023-07-10T23:49:25.659105Z", + "shell.execute_reply": "2023-07-10T23:49:25.658456Z" + } + }, "outputs": [ { "name": "stdout", @@ -372,7 +449,14 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:25.662179Z", + "iopub.status.busy": "2023-07-10T23:49:25.661918Z", + "iopub.status.idle": "2023-07-10T23:49:25.666594Z", + "shell.execute_reply": "2023-07-10T23:49:25.665351Z" + } + }, "outputs": [], "source": [ "# Dictionary containing keyword arguments for segmentation step:\n", @@ -384,7 +468,14 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:25.670905Z", + "iopub.status.busy": "2023-07-10T23:49:25.670661Z", + "iopub.status.idle": "2023-07-10T23:49:32.340733Z", + "shell.execute_reply": "2023-07-10T23:49:32.340002Z" + } + }, "outputs": [ { "name": "stdout", @@ -418,7 +509,14 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:32.343761Z", + "iopub.status.busy": "2023-07-10T23:49:32.343498Z", + "iopub.status.idle": "2023-07-10T23:49:32.347537Z", + "shell.execute_reply": "2023-07-10T23:49:32.346846Z" + } + }, "outputs": [], "source": [ "# Dictionary containing keyword arguments for the linking step:\n", @@ -438,7 +536,14 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:32.351085Z", + "iopub.status.busy": "2023-07-10T23:49:32.350844Z", + "iopub.status.idle": "2023-07-10T23:49:32.828962Z", + "shell.execute_reply": "2023-07-10T23:49:32.827751Z" + } + }, "outputs": [ { "name": "stdout", @@ -466,7 +571,14 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:32.832823Z", + "iopub.status.busy": "2023-07-10T23:49:32.832553Z", + "iopub.status.idle": "2023-07-10T23:49:32.835800Z", + "shell.execute_reply": "2023-07-10T23:49:32.835186Z" + } + }, "outputs": [], "source": [ "# Set extent for maps plotted in the following cells ( in the form [lon_min,lon_max,lat_min,lat_max])\n", @@ -476,7 +588,14 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:49:32.839101Z", + "iopub.status.busy": "2023-07-10T23:49:32.838821Z", + "iopub.status.idle": "2023-07-10T23:50:10.935259Z", + "shell.execute_reply": "2023-07-10T23:50:10.934654Z" + } + }, "outputs": [ { "data": { @@ -498,8 +617,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:50:10.938158Z", + "iopub.status.busy": "2023-07-10T23:50:10.937913Z", + "iopub.status.idle": "2023-07-10T23:50:10.945161Z", + "shell.execute_reply": "2023-07-10T23:50:10.944141Z" + } + }, "outputs": [], "source": [ "# Create animation showing tracked cells with outline of precipitation features and the and surface precipitation as a background field:\n", @@ -512,9 +638,10363 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:50:10.948400Z", + "iopub.status.busy": "2023-07-10T23:50:10.948142Z", + "iopub.status.idle": "2023-07-10T23:50:56.979795Z", + "shell.execute_reply": "2023-07-10T23:50:56.978790Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Display animation:\n", "from IPython.display import HTML, Image, display\n", @@ -524,7 +11004,14 @@ { "cell_type": "code", "execution_count": 20, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:50:56.984617Z", + "iopub.status.busy": "2023-07-10T23:50:56.984316Z", + "iopub.status.idle": "2023-07-10T23:50:56.987823Z", + "shell.execute_reply": "2023-07-10T23:50:56.986919Z" + } + }, "outputs": [], "source": [ "# # Save animation to file\n", @@ -535,8 +11022,15 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:50:56.990929Z", + "iopub.status.busy": "2023-07-10T23:50:56.990689Z", + "iopub.status.idle": "2023-07-10T23:50:57.150630Z", + "shell.execute_reply": "2023-07-10T23:50:57.149951Z" + } + }, "outputs": [ { "data": { @@ -544,7 +11038,7 @@ "Text(0, 0.5, 'counts')" ] }, - "execution_count": 18, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, @@ -577,11 +11071,6 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { "codemirror_mode": { "name": "ipython", diff --git a/examples/Example_Track_on_Radar_Segment_on_Satellite/track_on_radar_segment_on_satellite.ipynb b/examples/Example_Track_on_Radar_Segment_on_Satellite/track_on_radar_segment_on_satellite.ipynb index 119d284d..321ac896 100644 --- a/examples/Example_Track_on_Radar_Segment_on_Satellite/track_on_radar_segment_on_satellite.ipynb +++ b/examples/Example_Track_on_Radar_Segment_on_Satellite/track_on_radar_segment_on_satellite.ipynb @@ -22,7 +22,12 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false + "execution": { + "iopub.execute_input": "2023-07-10T23:55:17.887512Z", + "iopub.status.busy": "2023-07-10T23:55:17.887256Z", + "iopub.status.idle": "2023-07-10T23:55:20.161154Z", + "shell.execute_reply": "2023-07-10T23:55:20.160157Z" + } }, "outputs": [], "source": [ @@ -32,7 +37,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:55:20.164600Z", + "iopub.status.busy": "2023-07-10T23:55:20.164274Z", + "iopub.status.idle": "2023-07-10T23:55:31.584021Z", + "shell.execute_reply": "2023-07-10T23:55:31.582839Z" + } + }, "outputs": [ { "name": "stdout", @@ -68,7 +80,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:55:31.588728Z", + "iopub.status.busy": "2023-07-10T23:55:31.588015Z", + "iopub.status.idle": "2023-07-10T23:55:41.581811Z", + "shell.execute_reply": "2023-07-10T23:55:41.580910Z" + } + }, "outputs": [], "source": [ "# read in radar data\n", @@ -78,7 +97,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:55:41.585710Z", + "iopub.status.busy": "2023-07-10T23:55:41.585409Z", + "iopub.status.idle": "2023-07-10T23:59:01.263510Z", + "shell.execute_reply": "2023-07-10T23:59:01.262403Z" + } + }, "outputs": [], "source": [ "# read in satellite data\n", @@ -91,7 +117,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:59:01.266783Z", + "iopub.status.busy": "2023-07-10T23:59:01.266504Z", + "iopub.status.idle": "2023-07-10T23:59:01.273710Z", + "shell.execute_reply": "2023-07-10T23:59:01.273104Z" + } + }, "outputs": [], "source": [ "'''\n", @@ -148,7 +181,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:59:01.276660Z", + "iopub.status.busy": "2023-07-10T23:59:01.276408Z", + "iopub.status.idle": "2023-07-11T00:00:28.919312Z", + "shell.execute_reply": "2023-07-11T00:00:28.918426Z" + } + }, "outputs": [], "source": [ "# First, we need to grid the input radar data. \n", @@ -159,22 +199,29 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:28.926601Z", + "iopub.status.busy": "2023-07-11T00:00:28.926349Z", + "iopub.status.idle": "2023-07-11T00:00:30.692782Z", + "shell.execute_reply": "2023-07-11T00:00:30.691465Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/seanfreeman/mambaforge/envs/tobac_dev/lib/python3.11/site-packages/pyart/graph/gridmapdisplay.py:243: UserWarning: No projection was defined for the axes. Overridding defined axes and using default axes with projection Mercator.\n", - " warnings.warn(\n", - "/Users/seanfreeman/mambaforge/envs/tobac_dev/lib/python3.11/site-packages/shapely/constructive.py:181: RuntimeWarning: invalid value encountered in buffer\n", - " return lib.buffer(\n" + "/Users/jonesw/mambaforge-pypy3/envs/tobac_v1.5/lib/python3.11/site-packages/pyart/graph/gridmapdisplay.py:239: UserWarning: No projection was defined for the axes. Overridding defined axes and using default axes with projection Mercator.\n", + " warnings.warn(\n" ] }, { "data": { - "text/plain": "
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\n" 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+P//5Dz777DOMHj0ayWSyqGP7+c9/DtM08cYbbxTleJMmTUIsFkPnzp1xzDHH4K233mrUfp544gmMHDkSp59+Op577jmUlZWp5/73f/8XV155JS6//HI888wzqKiowMknn4xrr70W9913H2bMmIGHH34YW7duxbhx41BbW9vg49u2jTfffBP77ruvWlZbW4t///vf2H///bPW33///VFbW4uvvvoq735fe+01xGIx/OQnP2nwmHLRmHG98cYb6NSpEyzLwj777IPbbrsty3veEKKul23bWLlyJYYMGYLZs2ejf//+ME1TWTGEKE5Zg0ceeQQlJSVIJBI46KCDMG/evKx1pB86Kq+htrYWvXv3hmma2GmnnfD//t//w48//hhYR36+OnXqhJ///OdIJpMoLy/HuHHjsnI38h0rjLS46NdVIoSAbdvYtm0bXnnlFdx2220qfyQXixYtwnXXXYcTTjgBV199db3HJwii9SCPN0Hk4I9//CMqKirw2muvqaiTjoxW6dFIieM4AQFimmaTo586ZWVl6N69O/7zn/802z6jqKiowB/+8AcMHz4c3bp1w5dffolZs2Zh+PDheOmll3DMMccUvK+bb74ZV199NWbMmIEpU6ZkPb9p0ya8++676NevHwCgb9++GDx4MObOnYsvv/wSpaWlANxI8oknnoilS5fiuOOOa9D5TJs2DV9++SWeffZZtWzz5s0QQqBr165Z68tlmzZtyrnPxYsX48EHH8Qf/vCHyOhmY2nouMaOHYuhQ4di9913x+bNm/Hkk0/i0ksvxYcffogHH3ywUWOIul4bN25EKpXCsmXLsGrVKkyfPh077bQTnnzySVx22WXYvHkzpk+f3qjjFcr48eMxduxY7LzzztiwYQP+9re/4fzzz8dXX32FG264Qa3HGINpmll3nA444AAccMABKk9hxYoV+POf/6zOSSYEr1u3DgBw3nnn4bTTTsNLL72kEmyPPPJIfPTRR+jTp0/eY4VZt24drrjiCgwdOhTjxo3Lev7xxx/HWWedpf4+77zzcO+99+bc35dffolf/OIX2GOPPfDAAw806/cM0b5pjWRHevfVDwlvgsjB8ccfj+effx6TJ0/GAw880CC7SLdu3bB161b195NPPolTTz21WcdXjMjikCFDMGTIEPX3kUceiZNOOgn77bcfpkyZUpDwFkLgwgsvxIIFC/DII4/ktCcMHjxYiW4A2HvvvQEAw4cPV6JbX/7111836Fzuu+8+TJ8+HZdccglOOOGErOfzCZZcz33wwQc4/fTTceihh2LmzJkNGo+Ecw7OeeBY+nut0HHdddddgedOOOEEVFZW4s4778TFF1+sXsewPSXXpDDX9ZJj3bZtG1599VWVaHzUUUdh/fr1mD17Nq688soWrWbz8MMPB/4+5ZRTcNxxx+Gmm27CRRddpCbK/fv3j7Tj/PGPfwz8PXr0aAwZMgSnnnoq5s6dq56X53rYYYcFkmMHDRqEIUOG4K677sKNN96Y91g6P/74I37+859DCIHHH3880l5zzDHHYNWqVdi+fTtWrlyJm2++GZs2bcLChQuz1q+qqsKJJ54I27axcOFCdO7cOe/xCYJofchqQhA5mDp1Kq655ho88sgjOPvss7Nu2e+8884AogXg8uXLsWrVKtxzzz0tMrbq6mps2rQJffv2bZH956NLly4YN24cPvroo4LsHul0Go8//jj23XdfjBkzJud64chuPB7Pu7yurq7gMc+bNw8XXnghfvOb32DWrFmB5yorK8EYi4xqS+tBVNT5H//4B0aPHo2BAwdi0aJFjfIAA8D1118Py7LUY/fdd2/SuHTOPvtsAFClH9esWRM4lmVZWLFiRdZ2hVyvzp07B6r7AMCYMWNQV1eHzz77rMCzbz7OPvts2LZdkP8/ipNOOgllZWWBMpnyDkZ4gjl48GD06dMnsqxjLjZv3ozRo0dj3bp1WLJkSZZ1TVJZWYmhQ4dixIgRuOqqq3Dvvffi+eefV2Uadc477zx8+umnmDdvHvbZZ5+Cx0IQROtBEW+CyMN1110Hxhiuu+46cM7x8MMPqySnvn37Yt9998WSJUtQV1cX8HkPHjwYgBuRagleeuklOI6D4cOHt8j+60NG2wu5rZ1IJPD666/jmGOOwahRo/DKK6+gsrKypYeomDdvHn7961/j3HPPxT333JM15pKSEuyxxx74+OOPs7b9+OOPUVJSkiWS/vGPf2DUqFHo378/Fi9ejIqKikaP7ze/+U3AciAFfGPGFUa+TjJS2rdvX6xatSqwTrgkYSHXa+DAgVi/fn29xysmzXFsIURg+yh/fa5187F582aMGjUKq1evxrJly/LuN4xMxPzXv/4VWD5z5kw89dRTmDJlSrPfTSM6BmQ1aZtQxJsg6mHatGm47rrr8MQTT2D8+PGB28lXX301Nm7ciIsvvrhoSWXffPMNLr30UlRUVODCCy8syjF1Nm/ejBdffBGDBw8uOKl0yJAhWLFiBb799lsMHz68QQ2AmsL8+fPx61//GmeffTbuu+++nBOFk046Ca+99lqgysT27dvxzDPP4Pjjjw9UlPjwww8xatQo7LTTTliyZEmTJxF9+/bF0KFD1UOvnNOQcUXxwAMPAICKTMfj8cCxhg4dik6dOqn1C71ep5xyCrZt24Z33nknsHzRokUoLy+PTBpsaR588EFYloWDDjqoUds/9dRTqKmpCUTxx4wZg9LSUrz88suBdT/44AOsX78+K+IfhRTdX331FRYvXhywbhXC66+/DgDYY4891LJXX30Vf/rTnzBq1CjMmDGjQfsjCKJ1oYg3QRTANddcA8MwMHXqVAgh8OijjyIWi+Gss87Cp59+iunTp+N///d/MWHCBAwcOBCcc6xdu1YlteniBnCTL5966qms45SVlQXsGJ988gls24Zt29iwYQPefPNNzJs3D6ZpYuHChZFJn2FWrFiBH374QR3366+/VsceNmyY2sf111+P66+/HsuWLVPNN8aPH49ddtkFQ4cORffu3fHFF1/gtttuw/fff9/gznh777033nzzTYwaNQo/+9nPsHTpUuy0004N2kdDePLJJ/GrX/0KgwcPxoUXXoj33nsv8PyQIUNUdPnSSy/Fgw8+iLFjx+L6669HIpHATTfdhLq6ukC3yc8//1w1LZo+fTq++OILfPHFF+r53XffPfCavPzyy6iursb27dsBAJ999pm69j//+c8D3vUoCh3XI488gmeeeQZjx45F//79sWXLFjz55JN47LHHMGHCBBxwwAHNfr0efvhhnHbaabjhhhuw00474amnnsLzzz+PW2+9NbIRTX388MMPyvYio/wvv/wyevTogR49eqj35KxZs/DZZ59h5MiR2GmnnVRy5eLFizFt2jR0795d7fPrr7/G7rvvjnPPPRd/+9vf1LLx48fjzDPPxB577AHGGFasWIE5c+Zg3333xa9//Wu1fZcuXXD99dfj0ksvxYQJE3DWWWdh/fr1mDp1KnbZZRdMnDgx77Fqa2txzDHH4B//+AfmzJkD27YDVpYePXooa9Ff//pXvPnmmzj66KOx8847o7q6Gm+++SbuuOMOHH744cpnv3r1apx11lkoKSnB5MmTs+5gSHbaaacW/XwR7YDWKO9HIe/6KX7pcIJo2+RrXjN9+nQBQJx88smBRipvvPGGOOOMM8ROO+0kLMsSpaWlYp999hG/+93vxN///vfAPs4991wBIPLRv3//wBjkIx6Pi549e4phw4aJGTNmiA0bNhR8PsOGDct5vNdff12td+2112Ytmzlzphg8eLCoqKgQpmmKHj16iJNOOkm89957BR07qlHJt99+K/baay8xYMAA1RQkV/MXRDRKWb16tQAgZs2aVe+xc503IpqzfPnll+LEE08UnTt3FqWlpWLkyJHi/fffD6wTfl3Cj3nz5gXW79+/f8HHz0Uh41q5cqUYOXKk6N27t3r//fSnPxV33313oDFNc16vb775Rpx55pmisrJSxONxsf/++4v7778/5/7ra6Ajn496DBs2TK33/PPPi//6r/8SPXr0ELFYTHTq1EkceeSR4tFHH83ap3yv6E2jfvzxR3HSSSeJAQMGiJKSEhGPx8XAgQPFlClTxJYtWyLHNnfuXDFo0CARj8dFt27dxC9+8Quxdu3aeo8ll+V66Ou+/fbbYty4caJv374iHo+L0tJSccABB4gbbrhBVFdXq/Xqew/KR0ObNREdB9lA55U+EG/2K+7jlT7UQKc+mBBFuj9OEARBEARBtCjbtm1DRUUFXu0HlBU54l3NgWPWAVu3bqUqOzkgjzdBEARBEARBFAES3gRBEARBEARRBCi5kiAIgiAIoqNhgMKrbRB6SQiCIAiCIAiiCJDwJoh2wvz588EYy/lYvnx5ix5/wIABmDBhQosegzEWKJPXEixatKjFjxHmxx9/xJlnnomePXuCMYYTTzwRQMuf74wZM/Dss89mLV++fHmj3zMTJkzAgAEDCjpOU/nHP/6BYcOGoaKiAowxzJkzp9mP0VJjJ4jWRjbQKfaDyA9dIoJoZ8ybNw8rV67Mehx44IEtetyFCxdi6tSpLXqMYrBo0SJcd911RT3mDTfcgIULF+LPf/4zVq5ciVtuuaUox80lKg888MBGv2emTp2KhQsXFnScpnL++efju+++w2OPPYaVK1fizDPPbPZjkPAmiNZj2rRpWUGk3r17q+eFEJg2bRr69u2LkpISDB8+HJ9++mkrjrjpkMebINoZgwYNwtChQ4t+3IZ23OvI1NTU1Nv8RueTTz7B7rvvjl/84hctOKrC6dy5c0FdF6OQDV+KwSeffIILLrgg0FSqPZDJZMAYq7ezKEEQwL777oulS5eqv03TVP+/5ZZbMHv2bMyfPx8/+clPcOONN2L06NH4/PPPsxrTtRco4k0QHZBt27bhggsuQLdu3VBeXo5jjz0W//rXv7KsDVG2AcCPQujoVpMffvgB8Xg8MgL+f//3f2CM4fbbb1frTpw4Efvssw/Ky8vRs2dPHHXUUXjzzTcLOpf169fjwgsvxE477YR4PI5dd90V1113HWzbVuusWbMGjDHceuutmD17NnbddVeUl5fjsMMOC3QKnDBhAu666y4ACERY1qxZk/P4w4cPx6BBg/DGG2/g8MMPR2lpKc4//3wA7nW+9NJLseuuuyIej6Nfv36YPHkyqqurA+NaunQp/vnPfxZkCyrkfAEglUrh+uuvx957741kMolu3bphxIgRqo07YwzV1dVYsGCBOu7w4cMBZFtN5syZA8YYvvzyy6zxXH755YjH49i4caO6hvp7Jtdx1qxZg1gshpkzZ2bt84033gBjDE8++WTkNZC2Ktu28Ze//EXtF2jY+6kp1whwhf8JJ5yAyspKJJNJDB48GAsWLAgcQ17LBx98EJdccgn69euHRCIReS0JoqiYrfSA+92oP1KpVM5hxmIx9O7dWz1k918hBObMmYOrr74aJ598MgYNGoQFCxagpqYGjzzySDNdpOJD03GCaGc4jpMlwhhjKkoghMCJJ56Id955B9dccw1++tOf4u23327WqGGPHj0wbtw4LFiwANdddx0Mw5/Dz5s3D/F4XEV3f/zxRwDAtddei969e6OqqgoLFy7E8OHDsWzZsoDQCbN+/XocfPDBMAwD11xzDXbffXesXLkSN954I9asWYN58+YF1r/rrruw1157KS/w1KlT8fOf/xyrV69GRUUFpk6diurqajz11FNYuXKl2q5Pnz55z/e7777D2WefjSlTpmDGjBkwDAM1NTUYNmwYvv32W1x11VXYf//98emnn+Kaa67Bxx9/jKVLl6JPnz5YuXIlJk6ciK1bt+Lhhx8GAOyzzz5NOl/btjFmzBi8+eabmDx5Mo466ijVjvybb77B4YcfjpUrV+Koo47CiBEj1AQpV0OLs88+G5dffjnmz5+PG2+8US13HAcPPfQQjjvuuEArdp1cxxkwYACOP/543HPPPZgyZUoginXnnXeib9++OOmkkyL3OXbsWKxcuRKHHXYYTj31VFxyySXquULfT029Rp9//jkOP/xw9OzZE7fffju6deuGhx56CBMmTMD333+PKVOmBMZ85ZVX4rDDDsM999wDwzDQs2fPyHMjiB2BnXfeOfD3tddemzOf5YsvvkDfvn2RSCRwyCGHYMaMGdhtt92wevVqrF+/HkcffbRaN5FIYNiwYXjnnXdw4YUXtuQptByt2jeTIIiCydcq2jRNtd7LL78sAIj//u//Dmwv293rraTPPfdc1aZeR7aP1+nfv3+gxfXzzz8vAIjFixerZbZti759+4pTTjkl53nYti0ymYwYOXKkOOmkkwLPhcd34YUXivLycvH1118H1rv11lsFAPHpp58KIfzW3Pvtt5+wbVut99577wkAgXbikyZNyjq3fAwbNkwAEMuWLQssnzlzpjAMQ6xatSqw/KmnnhIAxKJFiwL72HfffbP23djzfeCBBwQAMXfu3LxjLysrC7xmEtme/fXXX1fLTj75ZLHTTjsFWswvWrRIABAvvPCCWhb1nqnvOAsXLlTL1q1bJ2KxmLjuuuvyjl0I9/pMmjQp7zq53k9NvUZnnnmmSCQS4ptvvgksHzNmjCgtLVXt5eU5/uxnP6v3fAiiGMiW8Ut2h3jnJ8V9LNnd/U1au3at2Lp1q3rU1dVFjnXRokXiqaeeEh999JFYsmSJGDZsmOjVq5fYuHGjePvttwUAsW7dusA2F1xwgTj66KOLcSlbBLKaEEQ744EHHsCqVasCj//5n/9Rz7/++usAkOUnHj9+fLOOY8yYMejdu3cg6vzqq6/iP//5j7JiSO655x4ceOCBSCaTiMVisCwLy5Ytwz//+c+8x3jxxRcxYsQI9O3bF7Ztq4eM3q9YsSKw/tixYwOR1f333x8A8PXXXzfpXCsrK3HUUUdljW3QoEEYPHhwYGzHHHNMoyuGFHq+L7/8MpLJZNZ1bgrnnXcevv3224DXct68eejdu3ej75YMHz4cBxxwgLL3AO57gTGG3/zmN40eayHvp6Zeo9deew0jR47MitxNmDABNTU1gTsmAHDKKac06jgE0RHp3Llz4JFIJCLXGzNmDE455RTst99+GDVqFF566SUACFi6wrZHIUTWsvYECW+CaGfsvffeGDp0aOBx0EEHqec3bdqEWCyGbt26BbbTM8Wbg1gshl/+8pdYuHAhtmzZAsD15vbp0wfHHHOMWm/27Nn43e9+h0MOOQRPP/003n33XaxatQrHHnssamtr8x7j+++/xwsvvADLsgKPfffdFwCU71gSPmf5ZV/fceojyory/fff46OPPsoaW6dOnSCEyBpbIRR6vj/88AP69u0bsPg0lTFjxqBPnz5qIrV582Y8//zzOOeccwKTmYZy0UUXYdmyZfj888+RyWQwd+5cnHrqqY1+Pxb6fmrqNdq0aVPk6963b1/1vE59diWCKDpGKz2aQFlZGfbbbz988cUX6jti/fr1gXU2bNiAXr16Ne1ArQh5vAmig9GtWzfYto1NmzYFhGj4ywsAkslkZNJLoaLxvPPOw6xZs/DYY4/hjDPOwPPPP4/JkycHhNpDDz2E4cOH4y9/+Utg2+3bt9e7/+7du2P//ffH9OnTI5+XIqiliYqudO/eHSUlJbj//vsjt8nlic5Hoefbo0cPvPXWW+CcN5v4Nk0Tv/zlL3H77bdjy5YteOSRR5BKpXDeeec1ab/jx4/H5ZdfjrvuuguHHnoo1q9fj0mTJjV6f4W+n5p6jbp164bvvvsua/l//vMfANmvb3uOwBFEWyGVSuGf//wnjjzySOy6667o3bs3lixZoqpqpdNprFixAjfffHMrj7TxUMSbIDoYI0aMAACVyCeJygIfMGAANmzYgO+//14tS6fTePXVVws61t57741DDjkE8+bNyynUGGNZtxk/+uijrFv1UYwbN06V4gtH+YcOHdoo4d1cUfBx48bh3//+N7p16xY5tqhqMYXss5DzHTNmDOrq6jB//vy8+0skEg06z/POOw91dXV49NFHMX/+fBx22GHYa6+96t0u33GSySR+85vfYMGCBZg9ezYGDx6MI444ouAxhSn0/dTUazRy5Ei89tprSmhLHnjgAZSWlja6HCNBED6XXnopVqxYgdWrV+N//ud/cOqpp2Lbtm0499xzwRjD5MmTMWPGDCxcuBCffPIJJkyYgNLS0ma3ThYTingTRDvjk08+yapqArj1lXv06IGjjz4aP/vZzzBlyhRUV1dj6NChePvtt/Hggw9mbXPGGWfgmmuuwZlnnonLLrsMdXV1uP322+E4TsHjOf/883HhhRfiP//5Dw4//HDsueeegefHjRuHG264Addeey2GDRuGzz//HNdffz123XXXyPPQuf7667FkyRIcfvjhuOiii7Dnnnuirq4Oa9aswaJFi3DPPfdgp512KnisALDffvsBAG6++WaMGTMGpmli//33Rzweb9B+Jk+ejKeffho/+9nP8Mc//hH7778/OOf45ptvsHjxYlxyySU45JBDGrTPQs/3rLPOwrx58/Db3/4Wn3/+OUaMGAHOOf7nf/4He++9t2o0s99++2H58uV44YUX0KdPH3Tq1Cnr9dHZa6+9cNhhh2HmzJlYu3Yt7r333oLGXd9xJk6ciFtuuQXvv/8+7rvvvgZdkzCFvp+aeo2uvfZa5bm/5ppr0LVrVzz88MN46aWXcMstt6CioqJJ50EQLQ0z3UdRj9nA9b/99lucddZZ2LhxI3r06IFDDz0U7777Lvr37w8AmDJlCmprazFx4kRs3rwZhxxyCBYvXtxua3gDoKomBNFeyFfVBKHqDVu2bBHnn3++6NKliygtLRWjR48W//d//5dVRUMIN6t88ODBoqSkROy2227izjvvLKiqiWTr1q2ipKQkZwWJVColLr30UtGvXz+RTCbFgQceKJ599tnI6hhR4/vhhx/ERRddJHbddVdhWZbo2rWrOOigg8TVV18tqqqqhBB+VZNZs2ZlHT+8z1QqJX7961+LHj16CMaYACBWr16dfcE9clUkEUKIqqoq8ac//UnsueeeIh6Pi4qKCrHffvuJP/7xj2L9+vX17qOx5yuEELW1teKaa64RAwcOFPF4XHTr1k0cddRR4p133lHrfPjhh+KII44QpaWlAoAYNmyYECK6qonk3nvvFQBESUmJ2Lp1a9bzUa9bruPoDB8+XHTt2lXU1NREXMloEFHVpCHvp6ZcIyGE+Pjjj8Vxxx0nKioqRDweFwcccICYN29e4BjyWj755JMFnxdBtCSyqsnSvSBW7lvcx9K93N+jqO8OwoUJIUTxZD5BEK0JYyxvPVWCaAk2bNiA/v374/e//z1uueWW1h4OQXRotm3bhoqKCizbBygrcsS72gFGfgZs3bo1Z9+AHR2ymhAEQRAtwrfffouvvvoKs2bNgmEY+MMf/tDaQyIIgmhVKLmSIAiCaBHuu+8+DB8+HJ9++ikefvhh9OvXr7WHRBAE0aqQ1YQgCIIgCKKDoKwmg1rJavIJWU3y0aEi3jNnzlTlZyTPPPMMjjnmGHTv3h2MMXz44Yf17mfu3Lk48sgjUVlZicrKSowaNQrvvfdeYJ0BAwaAMZb10OvTCiEwbdo09O3bFyUlJSryQxAEQRAEQex4dBjhvWrVKtx7772qRbSkuroaRxxxBG666aaC97V8+XKcddZZeP3117Fy5UrssssuOProo7Fu3brA8b777jv1WLJkCQDgtNNOU+vccsstmD17Nu68806sWrUKvXv3xujRowtqHEIQBEEQBNFoDIAV+dFxVGXL0SGsJlVVVTjwwANx991348Ybb8TgwYMxZ86cwDpr1qzBrrvuin/84x8YPHhwg/bvOA4qKytx55134pxzzolcZ/LkyXjxxRfxxRdfgDEGIQT69u2LyZMn4/LLLwfgdmTq1asXbr75Zlx44YVZ+0ilUlldBIUQ1BGNIAiCINoZ8XgcyWSy6MdVVpP9gfIiW02qHGDkR2Q1yUeHqGoyadIkjB07FqNGjcKNN97Y7PuvqalBJpNB165dI59Pp9N46KGHcPHFFyuRvHr1aqxfvx5HH320Wi+RSGDYsGF45513IoX3zJkzcd111wWWlZeXo6qqqhnPhiAIgiCIlqZ3795YvXp1q4hvAIDpPYg2RbsX3o899hg++OADrFq1qsWOccUVV6Bfv34YNWpU5PPPPvsstmzZggkTJqhl69evBwD06tUrsG6vXr3w9ddfR+7nyiuvxMUXX6z+3rZtG3beeWesXbuWZo4EQRAE0U6Qv9/pdLr1hDfRJmnXwnvt2rX4wx/+gMWLF7fYG/uWW27Bo48+iuXLl+c8xt/+9jeMGTMGffv2zXoubBPJZx1JJBJIJBJZyzt37kzCmyAIgiAIop3TroX3+++/jw0bNuCggw5SyxzHwRtvvIE777wTqVQKptn4+yy33norZsyYgaVLl2YlbUq+/vprLF26FM8880xgee/evQG4ke8+ffqo5Rs2bMiKghMEQRAEQTQnKuGxmMds91mDLU+7zj8dOXIkPv74Y3z44YfqMXToUPziF7/Ahx9+2CTRPWvWLNxwww145ZVXMHTo0JzrzZs3Dz179sTYsWMDy3fddVf07t1bVTsBXC/4ihUrcPjhhzd6XARBEARBEET7pF1HvDt16oRBgwYFlpWVlaFbt25q+Y8//ohvvvkG//nPfwAAn3/+OQA3Ii2j0ueccw769euHmTNnAnDtJVOnTsUjjzyCAQMGKL92eXk5ysvL1bE455g3bx7OPfdcxGLBSynric+YMQMDBw7EwIEDMWPGDJSWlmL8+PEtcDUIgiAIgiA8GIofXuVFPl47pF1HvAvh+eefx5AhQ1RE+swzz8SQIUNwzz33qHW++eYbfPfdd+rvu+++G+l0Gqeeeir69OmjHrfeemtg30uXLsU333yD888/P/LYU6ZMweTJkzFx4kQMHToU69atw+LFi9GpU6cWOFOCIAiCIAiiLdMh6nh3VGQtTqqHSRAEQRDth9b8/ZbHfm0oUF5kX0OVDRz1d6rjnY92bTUhCIIgCIIgsmGm+yjqMSmUWy8d3mpCEARBEARBEG0BingTBEEQBEF0NAwUP7xK4dx6IeFNEE3khJcWYGttHA4PNkbqWpbCc2PPbaVREQTRVjnooacil5uGf5/+vfGnFWs4BEEUERLeBNFEfqzO7jaabzlBEDs27599KgbNX4hEzAksdzjD+2ef2kqjIjoardJAhyLe9ULCmyCawJFPPJb3+YMfeXKHilzt9tfnA3+nbDezZ92ksVGrE8QOyycTTmrtIRAE0QqQ8CaIFiQc0eqohAW3RJ5/v7teIvGdg4MfeRKbq+Pq7y8uOKEVR0MQBEG0JCS8CaIJxE2OtBN9b40LhrfPOKPII2qb7CgTkMawcXvQkrTbX5/HVxceDwDoefvLAICalF8TrOqyo4s3OIIg2i1kNWmb0CUiiCaw7JTxePP0MwG4Qlt/7CiiO1e0mygMKbLDf0vRnbENWKaAZbqJd+WzFhd3gARBEESzQRFvgmgGpPjeEfnqwuNJfDeRsPgGgIqSNLbWxgPLuGComTK6WMMiCKI9Y3qPYkINdOqFhDdBEE0mSnzrpdHIt9xw6JoRBEF0PEh4EwTRLMio7aD5CwFQ1QaiZTj1lXngwq+Z/8yYCa03mDbMwLnPAaAJHEG0NUh4EwTRrJDgJloag9H97Cj2/Nuz6v+G4S/7/Fcntsp4iFaGOle2SUh4EwRB7CAMuOeFwN9rfntcK43Epd9dL2UtyzgGNlw0Juc2Tx17Hv747p3486H/ryWH1u7QRXfUcyS+CaJtQMKbIAiig1M5+1VUlqVgsOByvXRhsYkS3QBgmbzebUl0E0T9UDnBtgldIoIgiA5OZVkq53PFrkjT766XcopufR2ieZGeb4IgWheKeBMEQRBEO8dkAo5gOZ+nJMsdEIbih1dzvwUJDxLeBEEQrcQZi++PXF6XMfHc2HOb7Th6aUeiY/LZ+Sdhn/vdikL5BDhBEK0LCW+CIIpKv7teytlCvrX8xq1BLtENAEnLweiFD2PJSb9olmNVlqWxuToe+VyxI6HrJo0FkN9OItchGsZn51NFIYJo65DwJgiiKEgvcSLPt45cpyML8LOX3QcAMJkblcwVneyax5fdUN4bfxqAbJ9va9oPSFwTRMvCTPdR1GPWnxu9w0PCmyAIoohwHhTaplaTuqUtAuTzJQiCaF1IeHcQ5G3rx48+v5VHQhAty853vxj4O2W7IZ18tZ/bCyY1hiGIBjF64cPq/81lzeowUAOdNgkJ7w7Cj9WJ1h4CQTSJQhIAw6IbgPKL97z95SaLb+k77l1RC8AV9amMgbqMqcZomRyWyZFxDCQs975qQ7p1yjrVGYd+oYjictBDT2UtS1oO3j7jjFYYTeM5+eX56v+dksHl2+ssEuBEm4a++TsIS076BUwm8iZsEURbwzSEeuRj57tfjBTdOrkSNgul310voXdFrRLdXDBwDjicqTHKVuUZxwg0ehk0f2HBx1lw1AVYcNQFTRprW0O+PvJROfvV1h4SESJKdANuBZ0jHn+8yKNpPKe+Mi/v852SGYxe+HAgEk4QbQkS3h2I0oRNUTSizfLVhccHhHaU2P7ighOa5EOuT5zno19lTWBsjubFNpgvugHAMNyayZwD3NPfDRHfAPDI6F816fm2wIB7XsCAe17Iej3Lk5mCJktEcZBlBnMh7+i0F4x6LFmdkhl0SmaKNJq2i+xcWewHkR+ymnQgLJPDZALjl/ytXfxoEzseX1xwQs4Oeq2Z+NfvrpfQr7L4x31k9K9w3vJ71d/zhv+m+INoJAPueSFrWdRkqnL2q9h88TEN3r9ebpAqoDSNknjT7gYVgyOfeEz9nwum7jQBvi2ra2kK5Z61xGACvJ5k5OYsyUkQzQUJ7w4KiW+irdISAtsyufqRlsK+PGkDAP7xy1Pq3d5gAjXpmIqkmYb7o56rygjnDEZIZNYXhctFc4vt8lmLC1qv6rKjm/W4uagoTTd4m563vwz9hqz7t/s6kwhvOCnbhGXyRr9HWxJdcEsMJmCYvrCWtq4624RTy5C0HBjMv8uSS4TLqPf+C54B4Ar6huRjtHsoubJNQsK7AxGuiDB+yd8AtI9b1sSOzaGPPhH4uyploSbl3v4uTThYO9H9sdz57hcL7sK4tcYC4EZm1/z2uJzrSTtEVV1QeAOuv5sLVq9gaYuCpqXJdc71RSFzIcV1PshK1zik2Bzy4NNqmf76vX/2qUUfExAtuiVR7yOHM5iMIWMbsGIckGkWRlB812VMbKxyQ+NDHnwapuFuazCx44pwos1AwrsDE47IEW0fefs+n1DsaLjeaFckZxz3h1PWuuaCoaoupsTx2onjIi0OAAK3pnUMJnJeV92D7HAGB8wbR3gn/r4kJhMqIh6DwEfnnlzfqXYoKkozanKjExbkzd0MqTmq1+yoFHL3pyUZ+fQjgb9NgwVyKSS5Jm9cMKS1yZcV44EkZ4MJrxKRmTVJ0yfTct1B8xeS+CaKDoUPOhCOd2vcCd0il53yiLZLz9tfRs/bX0ZNOoaqOgvd57yiHh0ZPSGRc/+ujYw0y/9Lmpqsl0u0R8EFU4+MYyDjGIFb345gsEwByxT4YVsSfe5YhD53LGrS+NoT9Ym4itIMKkopwY1wOfKJx5B2jMAjSnQDfjJzOKkZ8MV3xjGQsQ312ZRkbAM/1uQur6tPzqX47qhQcmXbhCLeHRj5hfTD9mT9KxOtRvgWu2GIQHfD7nNewcbJxxZ7WEWBa+2F5WRRP/eoH2a5rFDLSWOJ8o1mHENFzQfOfQ6bauLumLT1+tyxCN/9/uctOra2gh7N3u2vzwNwBXdrR1aJtsMRjz/u3Y0KVgmSyM9YWGDrEerw+lJo60EmWU70++0l9Y4pHP0miGJCwrsDkXGMLLEgv6COfOIxvHn6ma01NCIHA+55ASZzvcy6eNPFt8MZKm5z6yJvvaTh1SHaKjLS1JA26brfOmwtySXEG+s5BnwxELWPrbXxyG0cwXZIO0RTLSUbLhpTkM97R7uuufj58w9mLftua2mbmPQc8fjjygJiMKburcvPrP55ymURk2Q9xwHDdJfVZUxVCnFrbRzvjT8t4GOvD9MQsDMdWHyb3qOY8PpX2dGhmwIdDP32vMMZalI0t2qryNq6MZPDMARM5j+AoEffYO6jIxH2VnLOwL33rSwnBgQtH/rf+Sg0krV24riC1pO3vNtDRY36qpVUXXZ00SqaNJQNF43JK6xJdLsc9+IDkbXw+1TURAryYmOZXP0GAYhMWpbPyU6w4Rr/+vehXjhAP+ewvztXk6B8fHY+ebyJ4kKqrAOhC5Ww8Gjp2/JEYege4Moy7wfJgBsl8KbBnDOVuKeLb5l42JqUz1qM0kR0TeDGiiLOg+/XsOjOuZ1ggaoGJhr3Hk9aTpMbiPDQ562lE5uTNy1F3RWjcj6vC2tZXrCtiu0o5HupsTXAOyLDn3oUgFsiL2Mb6q6YfK/J96BhCAx58OlWi3y7lUqyf39M+E2pZMRaPicFtJ6wLJHnpfI/BFMNrrhgATFvmTyQi7HDQ+UE2yQkvDsQAcEibQr0BdRmCCfe1aRjSFgOUhnT/fHQRGSU+DZa0Y8oxZsuusPlKxvjba5J+19BYfFdCCrZkbkXT/7whvehe0RlnW95XS1TYKOWB1GasLOOE450D5z7HCpKguXtpBCoScWa3ZNvzVwWWsICy0wmcgrx9iS4w5DodpGiGwC217mVZNTnT5sHG4aA4zD06lRbzOEpDn7kSVimH8nWvyMMQ8CKmN+aTATv7mkTaM4ZTDMkxrn/uxaVhyFFfiGlJ9uCLYfY8SDh3YHIJbrjXgUGonX57vc/D4hv/TasHrmR0W8pvmU0tjVFSNVlRyv/bVhw50OK3FxNc9b89jhUzn41IHbl+3dzdRzdOqWytomqHx2V5JcrWSscjXYEQ8+KWnz+qxPVssrZrqc+6prrnTeVj1WLPpa3Qqtq+nx3bGT+ToAIXZnO+NHegx56qmj1ueXEwPDyVZJeoqP8rElxrTe8kYTvxgYm4LLcII9+j0dVPpLfp//45SmRfm/L5Hhv/GkNP0mCaCZIeHcgOA+WEVS38A1g+alnteLICImMCPe8/WV8N3Ec9vzbs7BiHBlb+xUNWU/agsUEKExw97ljEXbuVq3+rixz/z34kScBuAJCRpn2/NuzAIDunbLPTxfq+UoI1ufRDv+oh0W3fntejufzX52Yd5KTy0bSkvYSXk/CkkG3d3NywksLAi3IXxh3TmsPqUG4UeTsOzi56l87nCFlm3nzHOTkNAp5nEJ7CbhVS1zBbRoCyZijclaU8PbsJAYTiGs5LQCyf7M0Me2OxciyctXHe+NPw6GPPoFEDoVz6KNP4N2zTm/QPtsjjBW/vB9rGz9XbRoS3h0IR7BgKTYtijp64cNYctIvmrR/PXpAt+iahvSwfv6rE5X4lmRsQ3mW22ojHcMQgdu88gezPJFBXcZE0gr6wGWEKxFztIhx7m/ogXOfU+J77cRxahsZ/U9aTs4oer58hlylCjOOgYQV7V3P2n8b7FJZnzDfETn00Se894JrI5LWh9ELH0Zp3L3D8tzYc1txhIUhExUbkqfjilymujQ2pLmT/Kzu9tfn661Uc9yLD6BTwq+jHUh21L3b3v+TMSeQTClxvO8PzoOlAgN2Edto1s6lsluuaQi8fcYZzbZfgqgPEt4diHDEG/DFRcaJZbXlbsiMP3zLrjWTdzoan//qRAyc+5zvOY5xcM5yCsvWojyZQVWdhcqylIqwymi83sjCdhgczedZKPkidA25Fl9ccELADqLvP5x4zLXJqvSbsxteC2wnph5V8LFbCj0yH8a5emSxh9PmGTR/IUrjWvItAMCANAHJCdzwpx5t83cDldj0zkWW44uyXMlkbROun1p+/o54/HElLvNFu8OExbf8XFWWpdEpkYFhmDCZyJq0mt7EXIprKbhL47b6f9wbmyP8SkZprRlOxjECDbUMQwT87JLw98a7Z52e9VuXD4ezwPXpUFByZZuEhHcHwonwuwHRVU6Awm63+eWZsreXYpwEeNNpayI7ii8uOCHwg6Y3sqiB/z6ry5hIWFytEyUQJC3VwEJez4MfeRJba91ktLqMiZRtRka9uQgmeuqwG14LiO/Pzj+pSd3ukjctDfydrzqJRB6f3fBaQHyT6I6Gcyibnb/Q/UevI81bwcZ18CNPoqou+F4rT9o5fcfK3y3Phft3daKi4Hp1n2RMJhBzHPvsQ6hOx1CaSKAmFcxyNA3fFhKwvXlIu1fPzu7UJRFz3M6tzI9o6xhMBKLahuGK82TMQVncRtJy1KRAF92WJrzrbL+/gVxHjtFxgr918vVsrHebGukQxYSEdwcj6gvEYAJOntv6hRCVPU7sWOxz/0JUlonIpjKWaSBje9G2UEvm8I9yz851+G5L/d3lmgP9hzh501IkLCeyekrGMfLaNWQUXArgTyYExbe8Jr061+a1dIVFt76sIQKcyE9dxkTMFAiEvDXhKjENgcrZr6qSki2ZwLzn3571IrgxdcdIvm/qMiaGPPg0SuN2IPK6890vImnFUBJ31MD1Uny5CPcCkGI2ZZuwTI7ypFDivzThBOtsx92wsmVybNyeUKK7e6cUOnmJw7p/2zB8v3n4sy6j3ADQOZFBl5I0uiTTSFocaSdoU6uz/WY4dRkTlsHhmExZTgytnjdnAhlhwDTc6iVhwV1IN8xAB0zOvLskuSdABNFckPDeAWguX1y+Ln5Ex0e3McmSXbJ8n2VyWDHXtpGwuGrfnLQcVRaxLmPWX5e7hcevR7WjagY3hHADoPqIEt1Ey/CfzaXYred21aZcJiOGuyZuq7aQtBwkvMduf30eG7a5nvCWKMPoCIZELDjD08VqTdq3BMq7kVKMcoshEXNcC4aRu6ynJKp6j/xcGoyhotSvvhM1QQbcSXLKNpGIOUp0y2Pq+8/lPze9ZErAtZskYw6SFkeZZaNL0q8/nuYM1ekYqg0e8HYHGuloUXlD+N89YaEsE7lzjc1P2vTbzANQ9pcTXlrQLrz/hcBM91HsYxL5IeHdwWmqmImKHOj/JxG+Y+FwBsMMdpJzvK6OlilgxDwfp+VHzQAA3P1/yrt93L1TChu3J3K+fxqbVNrvrpcCf+v1tzNXjgzUvs7VqKOx6N7wxkSm62uKQxRO3RWj0H3OK+jZ2a1nHTOFSlIEoN6Hm6sTiGnLHTB090pYDpz7HBIWR3ki02wVMCwzWqzq36lSdLoCvNQ9H681emnCf4/KSHIUuigOv69l4qVOrrHI50rjdlaVknx3QaNq6MvkSvfB/TK3JoCMiYzJUWcYiJscdaExyGRu+X3COQNnAsu1uwNhwS2rqGRfHKi7HvrvGxdMTc6PffYhAK7dpa3nABDtDxLeHZSmCuKDH3kSBhOqHFOuqDn5u3csVN1cwbIibbJaQbhxho5+16R7pxS+WN8ZFaVpAMDWmjiAxtcrd+uMGxHL/CoymStze6LDSZU6uYQ0u/51/a/I5eKaEZ43WyZIBveR61o1ZjyEj97EaJ/7F4ILU4nvzdXuey2mJf/mykcwDdFsSZi6pSNK4Iarl4THVJNyv5BlBNgyOZxQTWyT+TXlddFtMgFTE/5Rd3vCFpUosS3/D0B1o9R/b/RzMAw/4m2ZHEmLI+4ts0wBw7v8jslh2EbkZyFcrYsLpqpADX/qUWytjSPjGCiN+9vokeysaDx37TpcMOWHlxH/8PGTMQeHPvoEuGDt04JCyZVtEhLeHZSmeLIPffQJGKFN9eoUO0L9UyIbWfqwezl3f3A1f7R7+1vkvGUt1w00CQKwZ5+tzfJ+kgI73/P1tbTXExijlodx1wt9UCKEA5v2OmAw5SGX/6qopMGyOk/mE93y+bYivmVX0zBtqWPmZ+f7tqCd737RrxKjCdFcScB1GVewu63QgTdPP7PR48gluKP+D7h3bKLq2G+vs7zynbaa7AJ+QqkU35ZXMxvwJ8byGLIDpi5qZZMb1RgqZC/MF0GO6iCpR53j3oTc8kS3qSWMmkb090ZgXML17Otj0UsW6qULAX+SEsbM45GPqhrUKZlR16rDVj8higoJ7w6E/kWmJ43kggQ00VA4Z9hYlcDnvzox4Fnu3aUW5Unbv50fkcgW2I93S3fT9kSbs1gULGjDE9uI2+Puf0SkjUUu4xzITG2+6iRs6gp3eDcMa7Z95qLitleRqx57W5oc6GyujqNT0lbR7lyiUhdhGceAwxk2VSUCNeYbgpy4VpQEO5uGjyu91DJJd+3EcZHiuyYVQ8Y2kLQclMQdZe+SUVw374IHhKne3KY0bmeLbiaQtBwlNJWg93zX4fexI5jf7Et+1g034ixtJWWeJUaK8EBFlnqqjTr1ROylYI/qhFlRmo6MxueylEXdxZOUxW2vLnz+8bY1mNEKDXTa2TVqDUh4dzD0hDEqkUQ0N7rgkGK59JYlSGVM70cNcOJMiQD9NrheRWBrrYXN1Qlsq3F/4FtSfGdsA1WpGNi01yGmjWi2/YprRviWkjyizbWWaOK7BfMipOgO/78lRXjkHQ7OUJbM7UFuTWQkPixmpa0jX/nL3hW1TTr25786EYc++gQsk2dFiA0mUBa30adLDeYN/41a7uYtRL9n5N0mmeAMQNXvlqJbesHdxEYHluFHvQPCVmtys3MXt/usZXBV6q8mHUOdbWJTTQKAO3G04FtB1F0tr653WdxG50QGSctBp4Q7mYib9Shtje0pS+2Pe6I77F2XEfRwVRW9K6Yuvi0t8S/8+xi2U8rPq8kEOBrWwIgg8kHCuwPi8Oi63TqNtaF05Cj5Pvf75eESFif/ej1Ii4HBgO1eabLadAwJy0FFievbTljB2+BV3u3fTduTWbWMmxP5o+lwhtq0CTvl/qg2h/gecM8LqjpKWYn7S16bNpWvVqJ7uQPiWwq7ZhbgutBubdqDSFk7cRwAN2qfsFwbRLhUn4zQSrtJcySTv3vW6Thv+b34fptfUlO+X1858ewG7UuOR68YJIWvZXKUxW3V3KbMcpOeZQObMHHPipKMcRWllgK2zjZRnTZRnYmhi/fZToeEqlz3h+okkjFXbJfFbZTGbZSpZGu/SgkQ7TNX+5OTAyFgIdhmXm5reOUETRZsMCXXkxMDdb20CYJlZk88AK3pnHfbTv9cUzCLaA5IeHcgdM9tPur78cjV+as9/Jg2BpkNXxJ3IyOpjIFUxlBCXPeHEvnJOAyGYWhl+2yVbJVxDFR5t7Br0sGaU45gquKIbbvvz3w2BTbt9cDfYtqYgM9bdtSsSceU6JaY093jNLb5jF6SsDTh3d43BGrSMc2/nb1dVuSbCVd8RwQBxdSj8vq8y5I2BtzzAjZuTxTkpWZTVxTFetIe2XrJMZ5lBiiNZ3/P1aRjSMScZg066BHtfISr9ORiv502q/dlacIX2KVxW4lo+f8yy4ZlugmOYYtGMsZR4lUdAaAmG7UZE9UZE9VpGxnuvrnTWvMhk/nXbZcuNTCYn0Apvd2A9zk3c4tYWb1Et4/ETQ6YCNTxBqDGAQA8VKUlMAHWGgpxFozSm6ZWUlR+dmXipeHV/Df9u3UOb2e18ii5sk1CwrsD0Vz1uoGOHdmWnPDSAmysSqrSWrLJUMLiSGXo26OhuLeq/fq6srKArB7AefA9Go52ScEtYTe8BggGcY0foQ4Lbn25mOYmTyZvWuq/fnpnQgOIaTXGK2e7YitfFZWwYO0+5xVE3fa3TIFEzFFl6nIhxbeEZ1jOCHwu8b1rzyr1/56d6zDgnhe8QZQDRX7fliftQBIb1zTr1ktarhlNcyPHWj5rcaBleaI8BYMJvH/2qa05vIKQ3nDZll0KbV18d0pk0DlhK4GtlzeUQrw0ZiPGHMSY/PwaSFsxlNkxVFsxZLS7SZKoiiAGy7Z+SHQ7ZEazdJhMj7z73x/hpO1wLfMMjEBkOlydBUBAaBsQ4Iz5HnVACUaHa5Vk9G6heSxIBNEQSHh3IAq5DUZ1t31UqS5D/i1Udn7MFLA90dbYZKqOjoy0SsuJZfq3uAGvPJr3I1ev9YnDL38mIgQ46k96lDaSVF1I/Jqy+oFAzIvCyfEBrpjWS88Bub3S3bpF354GgKTFAz72qHMMnF/GyBmFlhMMMS14zrv99fmsdaVI6F1Zi/UbyiL311LRbr1Oer+7XkJNKobShB1Y3p5oS5VYAAS82/lYdPwvcdyLDwAIVi+RArbMcoV3meVGs13x7SBpyoY67nsoxhwYEIizjC8+GWAIDsRc8SkjzbqvOpcvnougSHeTNKO/CyzT9bi7kXdHecl177gquRg6HtcTuj3CIlwmZhqyPKFMCA0ngmsCPDg+3u7u+lJyZduEhHcHQkapo2wiQFB0t8uapC2AnlmvRLj3ZWzn+IEgopE/+IYWbXLLmgGGp4WlzUIXp0qQAtG+Z29ZINqd58tdTBuh1k0kHa35RlBw5yKfV3rT9rg7HuaLeXmulslRM2W0WldWfUnVmYBj+D/s2jmyq96AmPEz9//Xv+77v73rJW0x0rqyc1eoGsYSee3KkxkkyjJIVVt5z6+laK9iuy2z4aIx9dpNwte9Jh1Dadx2kyjDAjVP4MXwSvUZTMCGCUPoidGyk6TrufY2UPaPcLUPh/uCOe0YSmynvURQdczQZ9FkApbBAQvoUV7nHluWfvTW5ZxhS51ftNvhDI7JAMfI8nNHlQc0Q9/z4L5fPFzxRH6XOTmSWwmiMZDw7oCEPdrhL9uGiu7hTz0aubxYHb363fVSi/2oyxJVjmAq4g3DLcklk/8o2p0fGSUccM8LgbrBgF+iyzQEupallF9e7yBpGH5ta+V71gWD/v7Vf+Cjambf8BqQNpEocyN5bgReRP4Acy0JuXL2q8omUdLJFQd2xnCtKvqPsW14x2XgDkNK3u1mArUi+HUqq7Swq97IOnbkuEO/7VFjTtlmlvDW12tLZRmJ5mHdpLE5xbcuYl8Yd476/8kvz0cqkUGGG0g7hqom4k4QDZjMrUKUMf3W7Ko5jiekDS35gMNA2vF8ztrn0WQC3BBwRHbiY8YxUGcbqLVNZByGOs+GpUewpRdcxzQEuBCIe8mPZmjC7DCoKilZdwO88UWVBgxMuDXRzXOI6uAEvfBqLARRHyS8Oygy+j1ovl+p45MJhScJ5hLb4XXqE9+D5i/Mug350bknFzwOSUuI7xfGnaNuzwJuQwmDuQmWFSVpuivQQNb89jjs+bdns37wenauy3qfZK4cqSwqXDBV5itcVzj83qkupBKKIZTH2xHMjf4h+CMtb3lnHCPLP6q3prbhCW3dPqJPBJTNtHERMRntzns62qE3bU+oijH5KLQJULHIdReBEj4Lo6Hffc+MmYCDH3kSu3bfjk6JjBK9ZXFb2U+kl1rSr7MbYTZDnwdZotbxKoKEvdSuN9zvvAm4Xv+0J7yrMzHUZQxVBSXDDa2RDlfWFSnE9UBR1N0p3U8uO2vmbNolAykst93NMAScHHc3VXUUi7sJq5YTuV6bxYS6e1bUYxJ5IeHdwWmI2JYUIrr1dXOJb1306+y/4JkGie+WvIUto0THvfiASk7SI0dEw/j8VycWtF6/u14CF/Gs5fIHPV8t5Vx0Ls3AMgW21lqqkoktGGoQUwmVcv+pjKGqkLh2keyIlhLfNgNMB0jn/0Xp0a0WpbcsAeAmHcpOmWWVdbC92+2cM5XwqSdVytvc4Si3FN36ZOaz808KfLa6e7fk5ecwKiGzLTazIdHdsqzbXIqKEreJjJ4waplciW69Jbz0VAPZ4rt3p7rI3AZZEzwqebLONlGXMdx/bRN1GT/iLRv16EmU+ljCmPpcV2jJmXl6Vkgft+Mw8Dz7Do9bkow5SFiOL/INkVVCkSAaAwlvokWQwqAxAqo1ILHdPshV6aNLmduowzAEyjlDlffVZmdcywgP6erqupiytDiGm3AVbo8NyFvp7v95vh9uUwTqklfVxZQIB1xBncizvXP1yKzziipJKK0kuSbUshJM5HPXvx6oEEN0bNZNGosjn3gMlum/L91yfr7gDgtsHd16sqk6oUSpXoYwaTnoVprKEt5px0CGu5atuoyJ6nQskJRpGgJJ2628Iu866fvm2ucRyI58uzYWU/1fPz/9rpn6v95ZE/5EV64f9nZb2sRETgwsk6O0ddInGg9D8cv7kR2+Xkh4Ey1GPtE95MGnqUHNDsy6SWOVMM1KaKonMhUW351LM7BivrfcinGUw63ikDINr8GGQMo2/ZKF8taywcC5W1pM/4Hyk0AZeDjKFXXLmgl1nKjziPoslN6yJJCMKaYepZIpJXJ/JfECb3G3k6pFFO0uDm+efiZ+/vyDqsylFLS651v//On+a/k8kG0Bk0106mwTW2rjWW3Z5b46ezaX6nRMCWS5LxmNl9VX5HGjJgThz09GS9LMaCJfb5CjE45669YS6QkPd780DKGsOUCEn5wgGgkJb6JFaO1It95MRd7yLxQ9kYlzhu9+//NGj2P4U49m3QZ98/QzG72/jkLypqVeUmUjvdGabaLn7S971VMiboVrETRw+NFr+cPL3cQxx+CBRhuAFj0L+z8NkS2+BXNFfSy73m9DPguNberT1iGh3XosOv6XGP7Uo0jGHGRsA1aMKyGue6ozti9kAQQSpTOOge11FmrSMfQorwt0tJTiWf6rN8vZWJVU28t6745g6FqWAmrjqLOCXTSTMUeJ7vDnRhfiAfsMd6PqUkCHJxLq82j4glsfo0yyVpMHHmwtL8eXjDlUTrDAYxL5IeFNNInGVDYxDdEi0W7ZECVc9aEhIrzfXS81WgyG2e2vzyNpJWEYvvgqJDGuo+OK7twRNc5ZVutuIHeN5XANX71aCeCXjAxUL9BvPXOvqor2Y6sSrsLRM1PAMLkbBQ9XPBEMgN8JLyzkw7TE5FRcM8ItS0gQGstPPQv7L3gGgNtop1Mik1WhBPBbz8uEYz0KHNVUreftL2PnrtVKKFsmVwmIlsnBuev1lnYS2V1z+aln4aCHngIgk6vdD2PX0hT6dKlRNg95bCBYN9zRItuc+9VWpBjXP/8OvImB44tw+V0gI91ci3gjFBDQJ9LURIdoDkh4E1lIMd2QJEvZdl2SDHnh5JdbS9pLNl98TEBkNxc9b3+5wVHzIQ8+DS7ibrtpy4E0vm3WEph2VKIsGJbl3fpm7sQpYxvgIvgDWnrLEvSrrFHiwP9xNIJRLs4CHRT1aJb0TXMu3INx+XeOyZY+h2Ou6LZMAcfgsLkR9E9y2QjIq03O/B/ywC4LnNhFCeiCPNp6UxBtWa4OmcSOgZ7QXj5rMaouOxpnLL5fLXv86PMbvM+o78UhDz4d+FtGwsPf/bIb6MC5z6nEy3WbS5FxDJQnMwHhD7gTBj1SraML7qha5dxxJxOyHrcu5rOaXvGgV9wRTPm8CaI5YEIImsK1UbZt24aKigps3boVnTt3bpUx5BPfUqCHRXc+GlKir88diwJ/F2L56Hn7yyp6EtVB0DJ5vVVS+tyxKBBN0b/887UXD7Pz3S+qL/iN213BXWhnvH3uj64II+tgNwR5J0CnIefRXMiGMlFlAvXmNlI4R1UqKE04qryZ7sOWGAxZohtASKh7zwnmCmTZ3MZ7u5QkPX94xgBPm4A3tpgVrAKhan0DbvRb64IKIFBnPFcdcQgGpCLuzSby+ElJRBMdnDMW34/tdVbAsy3/73CGuMndiiOaPxzI/s4It5sPf+/wqIg3gNK4jU7JDLok0yiL24Eo/uX7XFbQObTm77c89nuTgPIix3qqUsDBd6FVdUtbhyLeOwBDHnw68ra2jDjkoz4rSUNEd6HIiEnfSjdhrTZtoqrOUkI8nwCvLEshlXF9h5bJc7bvzgWb9jpgJtXfCYsH2ow3hLUTxzV4GyC36JbPNUR8h0W3FKXlsxarmtjFLjNXn3eTC2QlYgGueE1lDBjSiultJpOq5Dr6duFkMXWcCAtJScL9cd25W7Uqi8imrgA86xLnCETJTSYAL1KfFf0GfJsKy+6I5w6CARkj2DBIb1+d661LHkqig6NH34984jH1f5lUGS9JZ7VwzziG8qmrOuNaZNttzBNdvcjRKpsY3nqcM2S4EUi8NFjE55ggGggJ7w6MLOln5Sg/fNBDTxUkvovJkU88htK4jGR6Rty4K4A3eVHjPncsyim+ZROGcPkoSUE1wR2mopyOYCjx/l+MKLE76civrGTyZ33nEhXp1klYHKmMoSqE1CfAAy3bPQqNvA6c+xx27ub+f8O2ZMCvaWi/ZVJ0RwlVzhkcxtzkRgSjW2HBLaPgaj+xbK+mFN8xi6M0bqPUqxySsQ3s+bdn/ZrkXv1ubnJwA7D16ghaMmR93mpVQUJG6NOm6xE3QqI7HxxALX1tEzsOuZLRxy/5m/p/dTpYMjHw3e/l2OjiOx/SM55xDJXE2W693QaKP1GnwEC90Dd4B0begmvtCiOFcsTjj8PhwU+tG7Hg4IJ5XmkglcndyERGg8Neb1ndYue7X0St9yW9cfKxOfcTi3l2giuLW2VCdlzMR7nX6Kex5PJB5iJKcIefyyXAB859DpurE3C4fxfBYIBhCiWOTcP/vx55CoxZerTDP6pAVgRLj2brHfYSlpMVLXc4Q9LiKNHKhpl6iTU98uwYgBAAmBoCu/xN9/xvPjJvYqMS3bbhRrkBPzFTThTDdhStrbWKntvupJBd9UZ2ZRVDFNQJs7VhN7ym7i5IalNmm2vwQ7RtHhn9K/X/8Uv+hi21cT/BUuvK6XjJ11J8RxH4zHvbpD3xndbqjBNEc0Bzkw7MP355Srv5whjy4NNZX4qGF72WGfOVZWlUlhVeFaTCux2pOhA6BmwvigEA3ee8gu5zXglsI6aNQJfOaZQnbJQnbFTOflW1Nm9tZLmsxsBF0Pucq95tc7NxezLCd+lGpFO2iZp0DFtrLRVh4sJtNhPzSpnJh8mEKhmYa9JgaDWALdN9GAa8h1BtrU1DIGFxJCyO0oQTEN2AW9lh3eZSsKtXuIKXw3/YzH9kDPfOiBTCQORdFgiGziW2by3hLFs0S5gIeMPVNvKR7zXjDGzqCpjTlwUebYnSW5ZkiW4AKEk4kY2RCKIQHhn9K2ytjWdVRwr8HZV0KYLfJ3pJQtmkR3436U17CKIpkPDu4OSzksiEkabQkGTJfKQyhvoSDD9kmSrHS3QsJMmyoiSNGq9pg/5wBIMV4yp6DgSj41H2jMb4uxtLwspWbjKKk7ENbNhagvVb3EfFbfmtJLmsMfKHRjWTaUYqZ78aeOjoojdp+eXCOPd/JOVrLZOm5ORLLz8YlSClv1eiBHu+CajtGEjZJmrTMdSmY/hhWxK11ZYvckVEWcGIH3F2+ZtBj7ZWrnDL5qQbMc9FvvrAhU6QpN0mY6jryTlrU4LWyPNaRAlygiiUt884A8tOGR9oTR8OLoR/WyQZO1haUQntjBscqM7E4AjW7lrGyzrexX4Q+SGryQ7A+2efqmqmAr7gfvuMM5pl/1J815doWZ9Ir6qLBTr06U0UkpYTWUc2F19ccAJ63v6yinhYJgcMv7YsACW+M46hSgbKUnathSy5tfPdLwJwRaH0GvJG6P/NFx8TEMAy+qxbWuq7xS+mjchrNxHTRkROWGRlkqTlRq9165PtGEhYDmrSsUBrdC4YzBz1r8OVQeQPp4zem55lQ7ee5OqC6TfN8JfJhM5UnelGtHOJ9SghbAogGSEceej/euUTzgABVf8763giT2RcXy7PUd9e5Bl/GyBq8kQQzUHScpC0nJy2EiCYH6JHxes0G6NMzs84RlaHT4JoCiS8dxCKkUT53vjTIsV3oVHxmOknvkiRJv+uy5g49NEnGiS+N1w0RkWFDYOpyKdl8ZxfyhsuGpMlIluj9N7m6njg71wd00pvWYLaVPbtT11Mh8dfaDJlLgyLK7Fspwz/GoeSJB3OYDsGjISDRCzYoU5/nbPK/Gmd8HRBxjkLVBxQ60dEtQLj1cqJBX5wtZKFWbV8PY+/awsJXQAmAhVLAAD1tZM2PcN21r6QbS/RCTfpAYLRcSO0raq8IoIvSBunvVjiiLbP8lPPwtnL7sP2umAzCb1kYPg7p842A6IbcBM2pdWkk3CbDrU7TAQagxXtmEReSHgTzUpjrScDulep9sJh9B/lgx95skHH2HqJKzplBLkQWkNo5yOX6NbbJjeEKME94J4X1P/X/Pa47G2mjVACWxeviTyNJfRW1KVxO+d5REWlpegO/0A2xpserpwSNcbAcUwBQGhR43AHHPhiVwr0UCOdAIa3vhDZkWom/H3oCM9HLqPi+vhVhz2RHeUGABvuNzsXjTITKr860OzJmuGmKATREjw08teqOZD8jjQhYLCQxcQxsLEqWW9jt58//2CWMCeIxkINdNowbaGBTrE44vHHAUQ3TdHhgtUrvAfNXxiIrgJuCTtdwEu7jbSkNLQzZbHI5+NOZcy8VVAKiWjrgltHF9+yfKH0meeyvIQj3qmMqSwgnUszKNciRlUpCzUpM9JioFtFwvW4c2EyoeqtB7vSQSVVGoZQNqKM4wv7jBMU+PpEQDXXAXxha0ZEqJ1wVDo0QBkldzxBLfen7yfqpcwXSBeaMAci7Sfi5iPz7ABg1y5XpTORMtyqK1GHqmc/DSFqAgcU3lyKIArl7GX3AYCy64V56tjzWuzYbaGBzqpLW6eBzk9vpQY6+aCIN9Eu0AXawLnP4YsLTsi5blh0h/cRrn/dVkV3FFLcpmwj0LGxOUllTLCrVyBW7nZw7FfpWnNMJsANN2qri++w4AY0C4dnfdhWYyn7jN79MYy0hciyguF63LGYyNk2Oh+5jqfQyhQGJgOhlvF5t9fJmp3oojjXOsj2axs5fN4y6m4KwGuEBEN4UXB/XzJ6HY5cq4RL+QsgmBt5d4AcFvtmQ96FIoiW5qGRv1b//3/v3A0AuPPwia01HIIAQMKbaEPkinbnSrwa8uDTqEmbSpTlEuNba1yvnxTc+y94RkW8t9Za2FzthgSaW4CHq0k0xlMtRUrFba/CYH5jmChfd3OQypjYsM29HlLgZhzDm8xw1cUt3JodyPZM+62e3c6OSvx63R8j26iH6nSrSLQU4IaAZUUnOrmVCnw7R3h8auIA9zqqRktyAiPfZ2H3TI6odCDhiolg1RIeIbRziX/9eb2CTjgZU9+vvsxrcQ/HyF8dJR9MuN5MQ2RH7wmiA0CCm2grkPAm2gQNEd1SYNd4HQWlAKqc/aoXLS0HAJQmXEEia3kPmr8QBhOBMoomEyhPZFCVsprNciI7hv6kL1PNfr7+oQzm9GWBTocNQQrw5iwNl7xpKVKZMn9BbcwXfoZX3QPAZiOOyrK0ZgFxV3F0rzGCjXnCwtitauKuFwslzmaJaE9UOoL51ge9w6O3vygbhsMZDO84MhJvGlqUPFTXV9X6jbpJEm7jrjaUO/cj9+65eDsRzBfhDnMj0F5VHXd/8jy040q/dkDk5xiXej40vjyuQXb1Cn9sNTEYPUJVRTjzI+gkvIkQer8DwxDt6i7hjkxrlPejcoL1Q5doB2fg3OcwcO5zrT2MyGolUaJb+rsH3PMCalIxz+dsoqrOwuaLjwm1IheqW5nB3O6I0oYiy0TJdRvaEnjg3OeU9zlM9/I6T+y73RITloNde1Y1aP9NJV90nd3wGqyZy+B45fZU5Dnp+HYFQ6j61bUpE1V1Mbe0oe3XRJf1r6vqYqhJx5AKNJtgsG3fO20YruAO+7AbWqLLMPxa0Hq97qjouawbbhgiq6avrGKScViwQol8xLhqjuNvBK0Jjl97nOtRaCO0H1ef5y8NqE4Ofs1woe0zIMa110curzPdR1RjHjkOQ/u7IrsJlbqGJvf34+2rOf3dRPuicvarWU3GOGdZywiCKByKeO+gDJz7HMqTNsqTrpCRdb5l90DJJxNOKvrY3j3rdAx58GklkqOSKQ0m4MAvDxWL8HXL8zCYW4KuJhVDIqZ3NnGpL6Ezqv18xnH9yn3uWBQo/WcYAv0qS2GZ3GuG43dU0WuUtyT1ie6ShKOqg/g1tN1KHlwveadNy2UzIs6Zn9BpGypK6k9osqPYehlAAOBCBCqy6JOeLAGtC1/Tb64DQNX7lpF2vWygjkrQ1Dzj7rl4xzS5KoHFuSt6XSEqm/vIS2S4iZEyom3onpjQQQ3tifoqz+it4fXtvckFZ8y3v+iT0Yzh+rvlKZueINfvRBihfXqC3Z8QCfUe4NwtFenM+q/84yVanYMfeRI1af/nWyYIr9lYjsyVjburFkWuSkSAGwXfOPnYZjsW0QLIYECxj0nkhaqatGFaMit6yINPA/ArSOhl6aIizVV12XO0qLJzxWS3vz6v/v/Vhcer/4frSpcmbKQyJjKOK9R/tuf3AIDvtpbC4QybqhLgOTpihkW3juysKKlNx1CTNlGetFEat1Ge9FuRJ2INawBUH7ksJ/X5yCtue1W91nppPtk9Mqs+NbLFGU9LlcoAkyOW4CiN2zAYUOs9F662oltNDEO4EXPbF38AvBbvfiTcEczvrikYDNOdvOjlAXVfORAUCuESghnHrSsOBBMz9WRPfVwxr8yfLc9FWjDk8XT7SFg0Q1suK6OErSZyPxzZP1aGgBF3YJnunRquW1fkdtut4P4Y3Ei9llzpW4e0pM2IiiuxmEB5wsaWjSUI09wlBYmmMeTBp5HKGGpiCEC1OQeAjduT2FLtvjf07wNr5jIAfsfa+r4rpHUvHyS8c9MWqpr8/YrWqWoy9CaqapIPmpvsgIStJVywnF+wMuKXiGgvP+CeF3KWoysGX114vHrobL3kmEDlhJpULCDOFh3/Syw6/pf4xy9PwbZaC5u2J7JEd/KmpVnHC9gK5N96u3JDeBF1N0K8fksJPvxnD3z4zx7NKroB90dTf8BhgOPeAu4+5xX0vP3lrEmDOX2Zst1Iq4Zqqa4nDZocsZhQj8BzBnwLhslhWFxNLtx28K61xt0uaAPJOK6YTmU8ceuNmTsGuGf7kNdYCmO1vVZiUJYJlF5zaSkJv4flOvq64VbyUnTLa6Iq4niiXwl/wPdAy3UcQ51DTmSUub5v2nDEPPReC7Sgl3+HP7PSHhMW9nLscjLFEdyfYMhcORJbNpRG2mH0ut5E6yNzWziPbotensyoz65E/z6Tz0khThBtiZkzZ4IxhsmTJ6tlQghMmzYNffv2RUlJCYYPH45PP/209QbZRMhqsgNS7lVBaGq3OLm9jJ6HcTjDR+ee3KRjNIXNFx+D7nNeCbQGD0fzw1F7GS1PWLKSiAHLE9N6FYuMbcC0nIA4kkmc+nUtRrSQTXsd3bqk1N9S6JpMoM8di7B+S9I7JxG0ZGiRVkf3OgORnnclhqXwNKFEuax0ohIamVB/cA4VseVy/sah1aH2RDUMZPJmE3pRec2WkS8ip/v95b/KnsKCiaAZIe8CaDsI3/kJR7KFJrr1SHJ4jirXlevoke5A6ULtXAQDamNI1UWIdrmd6XnILW/QVujaZQzXHqMPXk6alDgXQNoE+8NKQPavCovvhIPK2a8GhkclAVsPzhlMU0SW03S4m8dS7iWWA77oNln2NtbMZTmtKfL7k2i/MNYKyZVNyM1etWoV7r33Xuy///6B5bfccgtmz56N+fPn4yc/+QluvPFGjB49Gp9//jk6derUxBEXH4p474BE2UaiMLxIqGG4X9oymimfA6BEaS5aMyIOuLdCZdJlxjHyluErn7U4axkXbplB+dBvrWYcQ0Wc5K1eGTUtTdiB6iktRc/bX84puvW/gey615bnmbZM3qDkUvmekMjIv9uUxr1m8ri2zcAzhisC5UOKfCVAZTKf78fm3N2Op03X2uJFw2V0WiVOMnhJrFw93PPyI+CyeYa+XtLiSMT8SVJU5B9AMFES8EVvTLhCN1yJhEc8pECXEfLsNIPsGuFc2yajRda59nwYuU7a20bW9NYfcr81MfexOQl4tgTUxVzfvv46mRwlZZms0oz5GjsRLYv0doc/s4Z218c0XIuS/p0Wa+DnvD7IZkI0J1VVVfjFL36BuXPnorKyUi0XQmDOnDm4+uqrcfLJJ2PQoEFYsGABampq8Mgjj7TiiBsPRbx3QL644ASVTAn4ItrRmnwo+4DM3PL0asYxYDJbtc+NjIxqoqBzSSbr+dZA74pXesuSrOdrpoxW69QnKjZcNAbm9GXoXGK7jWWkLxkMMZOjPGmDC4ZPfnVi851ABG40KluAhUV3LKolOWQE2CWVgYqAc84gX7UsIQrATmnRU7iRbcdxG+ykPGuGnTH85EAAgVJ7ABBz7Sx6NFyKVC4FZkREj3vlAmVk3Yr5dxlUp0sVeY72fofRE3MNwQAYsO2IFaVfG/DtJvIbVJY7NLS/Jfr8Sx+fKdwEzSgRLYQvpHWvtvSVcw6kTUCfSOpdLAH3rRF13py5VVCA/KGXBlackSKPOlC2LOsmjcWAe15AaTz7TSo/87ooTt60VOVGwOL1N5PS2Dj52EivN4nudkIrJldu27YtsDiRSCCRyG04nzRpEsaOHYtRo0bhxhtvVMtXr16N9evX4+ij/e+VRCKBYcOG4Z133sGFF17YvOMvAiS8d1DeP/tUHPTQU3j/7FPVMll/OmyX0LFMjoz2SU6Ebm9n10luzlE3nSjRHWbrJcfkrenNrnoDMGOoMtykSRkNtEyBb78vx9rrhjffgHPg+rdzCyP546q/jvJ1NbVER/l6OcIXhLqlJiCCZXm5G4apfYbvEji2J+iYjC47gcY/KdsE51oipQnUyveMMFyRKscs26zr+xfME8d+pNoyeeA8ZFt4We2EcwaHsaxkS8AX5P5z7v4ypoFUxggmnMrmPrp7QxnNXXGsJ4e6g2AAN/z7r1GiJ9cy07eyJMrcqVDM5P45JThsU/hRcMfwyxfmEtzh40UlherPe+Uh89nS2NUrvAmJm5jJrnoDsDjEdcNzbkM0jTW/PQ57/u1ZbZLtVaUxgDU/lqJy9qtIeZ+DvpW1geR5naTlgN3wWt5Ey80Xk62IaDg777xz4O9rr70W06ZNi1z3sccewwcffIBVq1ZlPbd+/XoAQK9evQLLe/Xqha+//rp5BltkSHjvwOii2/VpByubRP3YSvEmywwOf+pRbK2NZ60nRbeMjLc3pOhmN7wWUeLO/djYNTHYiAWS2XRR2pKE618r4ckZuCFgCNc6kRGG8nuahkCJFyWzPUElb0mbTICbXEW4fQHplbMTQCzpwN5u+dURUgYMy0TC8iPOlslRmzL9xEom7Ui+ATrss1fHAvyIsPJDZ78H9bKBhiHUuWdUnXFv0iD8koWGYMg4WpJljjmLbp3inCGlN9fRr7lg0WMLXT8b8Dzs3Pd5qwMAAAsJ4TwCHfBFt17xJVy6UD83vRKLNhkQdxwG9vuVwZ0zkX3cjAG7KgaUByfkgai2rHIjt3UYwE2Uz1pM0e8W5POIO2qVs19Vk2qZ6J2yTVSUpJXlKvzdvkfv7UUZL9EKmFB3q4t6TABr164NVDXJFe1eu3Yt/vCHP2Dx4sVIJpOR6wAAC5nHhRBZy9oLJLwJAMFygtI+odfB1p8DoKLly089SyVX6tFugwnwPBHZ1qJmymgAwch3viYuYdFtGAC3uOuBVTvIjgQXC5k4Kl8/+W9p3EbC4oFzc3h0OT3Aq/YRkVxpmkDMK2tnGgI1Jket9AQD4BkDtZwp24i/v6BAVvv1kjqVLSSMFKOm8NuYe4I1FhNIxBwktUoqgL8vrqqd+D5xtU4oKRNaScLA4Xn2dVFHku3o5TwikBjJACFgC6EsNv5Je9shJGwzhifetei4StaEvwxASpYOtLQShuFqKoY2RriHU50/BXw7jMXBJr8Dccfh7qE8AS7mHA52+ZtB770AUBuDnTZhWzwrWZhd/LY7WOkf16heVw6ieIStZzLHxDI5HG9SbJluMCTl3ZkymFDfCQTRnHTu3LmgcoLvv/8+NmzYgIMOOkgtcxwHb7zxBu688058/vnnANzId58+fdQ6GzZsyIqCtxdIeBORBLzLIQGuR8oB4B+/PAUAsP+CZ9Sy1qxmUghSgBeK7nWOWdyv7exRbNEtvZeyjrWflChFr7+uLn6dCFHqViMRkVUPZP3tgICWEzHZYdFmsB3N3xyaqOlVZWTETdXLDotXQHmlDS2qbTKBmMmV6NbbzsvGPvkaITmeTUS2kw+jgtfeWOW+9FrJ7nkx33IChJIkmRK3XI9sC+28mAi1k2d+q/eMERSvhibUpYB2DH8/4RriMomTM1/sS3EumOsPlxVNLO5WMgH8Owxwu1SyS972ttEvIAOciNBZxgg2OdLPmbuiXtxxWPbzRLMhAx8l8YTbPdZ7r8jPSGncRsxLpOaBpllu7wGCaE1GjhyJjz/+OLDsvPPOw1577YXLL78cu+22G3r37o0lS5ZgyJAhAIB0Oo0VK1bg5ptvbo0hN5kO9ambOXMmrrrqKvzhD3/AnDlzALi3I6677jrce++92Lx5Mw455BDcdddd2HfffXPu55lnnsGMGTPw5ZdfIpPJYODAgbjkkkvwy1/+Uq3zxhtvYNasWXj//ffx3XffYeHChTjxxBMD+5kwYQIWLFgQWHbIIYfg3XffbbZzbknC5dhy2U8kDRHberUTmaWfy1Pd2kQlGBZbaLNpr/vHnjYCbNrriCViflUSw41uxUwWsHKEI/YmE1l+T19Uu1YFXXy7FhKEBKFcXfNga75rwBWrbiSNB8bDOfMbwoS84yqSzGTU2B+zrNggLSx6VFsX3fokRG8O5J2M1kWSq6i37hhRExl928A5+psHCJQaZIj030u7h0om9f7OVRlIT6oMJGt6vnG5ju4nl9c1zv3n5XPybyb3rdUj189NXg9T27dA8C6PXPWOw3wBr84z+nSI5mW3vz7vWaPcCZGl+f8tk6uId8wUSFqOX4lKswxlHIMi3h0YZrRCOcEGHq9Tp04YNGhQYFlZWRm6deumlk+ePBkzZszAwIEDMXDgQMyYMQOlpaUYP358cw27qHQY4d2c9R+7du2Kq6++GnvttRfi8ThefPFFnHfeeejZsyeOOcZNNKmursYBBxyA8847D6ecckrOcR177LGYN2+e+jsez/ZDtzV4SHjpkcRUM39J19euvbVxrh4ZaDRhMoG6K0YV7fhs2ut+Zrr3Y8muf92rPgK3ljarv6yjxMkhyt3/GzANJ7uLKQ8W5oh5CbWqIoknmGNaoi3nbkJlJiJKyqVdQxfd8M5RqwyiC2YDftKintwrhTzgW2myBLc8JgTMiKCtfndAF+GqG2DY4x0VbS4UwXxhK60cqiJKhNdbHk+PKsuSf0BWImTO8TBPcJuaEA8dg13+pivYy7TtpLBPu95xFQ1PG34kmyM4PkO7ZhZ39+udk6B29M3Cbn993rUDeiU2AXhJ0669LGb6dqyk5QSsWSaEEt5cMGzYlttXSxBtgSlTpqC2thYTJ05UAdTFixe3yxreQAdpGV9VVYUDDzwQd999N2688UYMHjwYc+bMgRACffv2xeTJk3H55ZcDAFKpFHr16oWbb765QWVoDjzwQIwdOxY33HBD1nOMsZwR7y1btuDZZ58t6BipVAqplF+Tedu2bdh5552L1npVVjXJV4nks/NPatS+ZYQ75SVb6p0wW7v1fFuGXe9FuiNq9hqGG71KxPzolqxzbTtGzsRWvQqL3EZ6umVVED1BMWBL0YReIHrNBEoSfo13W+tEmYXQhDeQnVBoZvuk3RrcTqBVPBCOTrNAq3ppk8ny6WvXMsoPrhIX5Tj1yaa0echJgxMSyOF5qd5FMmP4Qjv8XHh9Bj8irQamWVTkNjHu21Bs93VA0vtsyVrcchuLu8/VmcFzkkmVFg+WJ5QRd32cUWMFgs17Il9z7b83H5n9PFEw3ee8gs4l6ZwlMh3OkLQcJCyuSg7q+Rb6Z6YuY2JzdTyr+y/RdNpCy/gPrgfKizyvqqoDDryGWsbno0NEvFuy/qMQAq+99ho+//zzRvmJli9fjp49e6JLly4YNmwYpk+fjp49e0auO3PmTFx33XUNPkZz8cmEk5T4DtNYwS1JaSLQbRtuZrVpbw7cbpPu/zdffAz2uX+hGvuAe14IRHMtk7dp0c+mvQ7DS5AMi9BwucC6jAkrxmHAF90Zh2X9OAcTYOX+tNq+HOBepRMAgfbtUQ07DMHAuQiUIJT+bAteEDakHzmXBxfBCYUUut7zXBO1Ke5PEvQxqf1pYwqcr/R2RyR5SltKKuNbLQxd7Mrum+HYhBTd4QmqYNFdK/Wkzlx3ePSERsAV1I4RjIiHRa8UxaqkIfdtJMoiom2TMXzBrV93aT+xjaB/3WFABu5xpLCOEuFStOve//CkpI3f2coFu+TtoNcdgJh9ROsMxqOyzA3O6Hk4OqY3KU/E/Eh34LNruFFvuX1lWboo4yYIwqXdC++Wqv+4detW9OvXD6lUCqZp4u6778bo0Q1LyBszZgxOO+009O/fH6tXr8bUqVNx1FFH4f33348srXPllVfi4osvVn/LiHcxkWUC6+O4Fx9QSTwfr6vEukljs9YJdq30hbfJRLOXGayc/aonFplKoOtzxyIkrBgG3POCF+UJhiOr6izVLKcttsDu0bUO22oswGsPLX9EXY9m9vpu+Tv3unLhi8us9fS28fVgeFVIspZrflGTBScGat9msJY2IK0ufgUUP4ESfunCHDgiQuzC9+AnYo5XHtFdII8Z1TAkcF20/XJ5LlKwhi0ZkvA4dBEats9IL7wch241kXaTMLqfmiF7DIbwfdfh6ib6PpXgksIevi0kYFPJI4wd5tYUj0U0+xHQrpF2DDlpYNp6AGAbbiWUCL84eta6q+apKQ243yvFmDArW03oHNjFb7eq+P7ighOw59+ezbuOZQYr/4SR7/9EzMGqr7o35/AIgqiHdi28W7L+Y6dOnfDhhx+iqqoKy5Ytw8UXX4zddtsNw4cPL3h8Z5xxhvr/oEGDMHToUPTv3x8vvfQSTj45OxGxvs5OrU2/u17CPn23AADqMq5XnQuGAd2rcOijT+Dds07PuW1LRLd1VNDPEChN+LdXo7pyAn4bcUlzCnA9ERJwkyEbg2VylMQdZByGGPwkSCvUqCWQWChklRJvJ6Hby/Ka1Ce6kxb3tgkKaB35d8zkAZEfte+w7zpKDLsCWmRF+IPreK9pqCyi5VU8kfYSwG/aI88/TOB8lND2fe0QLFogAkG7iUR2ldSb2sjKL+oEQsI8fJphoSqj3eF1VKJm6LxMEW1nAYK2EwOhiHT0aQLwShgKNyJuaKJdP4860xf0Ar79JcpOA2Rbckzutq43OdjUFUDcyRLgfgdFyyud574fWiIpW4nuwEJET5JaAfkZiSp/aTKBVMZARYk/WP0OUcYxUJOOYXO1+x1eEnfQfc4r1I2yIyLzg4p9TCIv7Vp4t2T9R8MwsMceewAABg8ejH/+85+YOXNmg4R3mD59+qB///744osvGr2P1qLfXS9htx7bI5vlAK7IPfiRJwEA740/Leu5lmbrJcegfNZiVRoP8KKx3g9/bdpQ4n/APS+gJhWL6n/SZMKiW1/WEAE+aP5CcJ4IiFi9aYxEVvkA3B9jE1CRLkeLNBsMMA2ufpjDZQPl9o7whXy+66OXmDS96iB6qb6mXtuw+FaNabzjcc/+4ThuoybO3HHr1yOhXRcA2nmxoF1FlgkEXEHvwBeW4Yh0jnKEMAQQE8HkRcDtoCPL/EkbiC6Gpc1Dt5QA/rHlOPTmO3Ib+f+wkM/lqw9UXok+jezzgi/0w4JejQ1uEx19fECwsEs4cdTk/vmFI/Acfkt7j/JZi2GZEZWWOCtaBBxAmxHfX1xwAgBg4NznspbpuB1ugT17b4VpCGyvs7C5Oo6qlKXuWAKeL/ympUVNHCeIHZV2LbyLWf9RCBFIfGwMmzZtwtq1awOTgPbCgO5VquxfFHpEWf4QFts/rXfJO/TRJ7Ct1oIjGMoTduBHac1vj0Pl7Feb/fhRojv8fKHi+5MJJ6HPHYuUkPRbQ4uAhcLwWqZL9LrWch2J3I9hCFUlRG3nCdGMbRQsmmVTGhN+qT+1PGC90DymmkcmyvutV0kJR8dNrzumLho595I8AcQcBtNggfUNQyADA07GCDQPkvXO1TVVO0R28qeOw3yhqFcbkdHv8CTTAJDJc3fNazWvhLnaThP+qhSgFg6PKW9McH9S3MvnVOlCBBMgWUS0XB+zWk+LYufzpyvfvrdy/huKwQor+ni16j067mTLP4QuwKvqrKz1m4q47YjoqDdQ/7kVkSixraPfDajvO68kHk5QINo9rVBOkCLe9dOuhXdz1X8855xz0K9fP8ycOROAm+Q4dOhQ7L777kin01i0aBEeeOAB/OUvf1HbVFVV4csvv1R/r169Gh9++CG6du2KXXbZBVVVVZg2bRpOOeUU9OnTB2vWrMFVV12F7t2746STTmrJy9IiRInuqOoQANCzc11RxpSPd886HYc++oT6f5jNFx+j7CVA65Q1LL1liSecBawYRyLm/vB1Smbwz68rAVaCsrIMShNOROk/KNGtR8IztqG6huqRbV28q/2EEq4yGSPQPEZGst3nBbKipIYn2BlzI96hiLx+TWUzD0OvkhIS4dzR/crae4t7YUaDwfHa2wfwhLTtGMh4SZ0AYJpC62gZFeHX9x8iUPVDGxL3BLIVilzb8BJDjezIsooAy2h4qJukLm6jCDcmkmI9KunS4m40WTD34HboPGSEWcC30ehlCKXw1c9NjlO/hvKuAEO0x9wM7SOXtSlqedSER+46NH9ryc9tLvEtbmvd5EqCINo37Vp4F0Ih9R+/+eYbGFqXlOrqakycOBHffvstSkpKsNdee+Ghhx4KeLb//ve/Y8QIP3opkyLPPfdczJ8/H6Zp4uOPP8YDDzyALVu2oE+fPhgxYgQef/zxdld7suftL6N3RcQPXMTM1uEMRj3++WKRz3MORPu5e97+shJiLeF5LJ+1OKsTqERGZLfWxlFSlkFtXf7JjmkEI806utCVKCuJw1SzDRkt5xHRT9ee4lcsCSd0ciHgsOD+AV946yI+MH6tBnbA8sIRtFtoVhBXQHurae87P0LuRewdvYSIAUPzngdrmPvR8mDzmFC0HtBsIyHfsv76xQDIEoRO6LlwmUER2q86TwSJcUAYUIpcRogt7v9fligE3HHHEGzQE06ulFHvsHddjzTr9o+44+6vNhaceBkMSNoo6ZJC7aYkUJPnp0R/fzIAndNAlRV9zvLah6wm0kpmau8t/bmWoiOJ7IzDVP5DFKYhUDn7VWy+uO0lmrcEg+YvLLiYQLuFPN5tkgbV8bZtGw8//DCOOeYY9O7duyXHRaB164Dq7HP/QiRUsl20aNQjiltrLKydOK5FxlI+a3Hgb91e0hSkF1KPfm7aVNLgDpX57CZi2ggV5ZbIqLIV44FI7va6GKrrYihL2ihN+GXB5Lam4SdJRiVaSoEiK3zI5jLyb7U/w6/7nXEM1GWMQBKnLDWYJaq5K3JlAqMU6RKZ6Bnukqk37ghHmgMdLQH1BW6Y3BfKunVCXVhvP179bwBIWFzVis84RqC+t3semvB2mC9EbcP38eq2DR0mXD+3TLAEshMdlYhFsB63HtUPlwcM/63vV6+uonu8HRZtGTE18SzPiwPolHHXtw1/IqFfb5O74lxaWQy41yZtBMV60kGsawqWyVFbE3MTIwPnD0RGvOVc46Yjwa56IzjmmhiQdCBucut8s9+v9M8FgJhzuPr8y/daW6xG1JbJZTcJJ0R31ETLIQ8+rf6vfxdmHKPZRXibqON9E9CpyHW8t9cBB15Bdbzz0eAGOqWlpfjnP/+J/v37t9SYCI+2ILyPffYhbKmNu75hTVxHVbkAgFTGqNd32FjColvSnOJbT8QrNPIzcO5zgXPOJb7FtBHqHGSFEQDKaqI3samqi6E2ZaIk4aA07igRmS3asxtjGEyoTpYygUq2hq7LmOAi2DxHkrEN1f1OPqcfT0bJ5f4yjqG2CZNxWOR7JFeirSwD6PrToZryAK6IjnnHzjgG7IwmzqMqiwAwLA7LK8Oo1te1t8P8CLUeZddrUUshaUY8F+Xl5tpz8lhGhEBXdbK1Ot3hKHtYeIcj85JcSZJGAc/rLeP19cpsPzIuJyWcuWJcDiHhIJZ03GtbE8tddjH83vD+rq+JDrv47cj9iTmH592OqB9dfNdX3agjCfAo0S0xZP4ICi+pWx8kvEl456LBVpNDDjkEH374IQnvNs4Rjz8eEDlvnn5mg7Y/4aUF2Fobh8NjykesV4VwDb4ycunfxi9P2s12DsWmIWXJBs59TvneObfQ545FALLLJoaTKXUhKkUyF36iors/Pxoc6T+W++FuUmsmlBNlmH6E2jTcmul6tBvwS+0Z2v5NQ6Akbvv2E2XdQFZNYDnGrKRK+PYSWZIwjBXjXi3y4KQhZZtIZQykMiYymhJ0BAO8VvC2HbJnREWJ4SdcBq6fLtZtTcjq56YEq3ATEHWkGA+fk8UBgwNg7nbhW60yyi0FuXre82DrFUN024hA7jbw9d3O1cV+FNKPHkV1zLWDAL7wltfW5H5nTLkfGXXXDxfjSlyz36/028vXN+zL33TP3RLBqHnKdNvPT13htqsvUvdLdvmbwfOyeIPvgrU1ZEBBlmTcEZCiO99dW/kdN/ypR7H81LOKO8CWwvupLvoxibw0WHhPnDgRF198MdauXYuDDjoIZWVlgef333//Zhsc0TiOePzxrGVHPvEYgMIF+I/ViaxopYqOcNnExbMbCAOlXkb8P355ShNGnp+qy46u12pSesuSrO1qpjSs8VEh1KRjkaLYnL4MhhX8GwCcq0dmrSvFtuuv5koEc+GJzXzCCb4nXMfwIsdc+I1kZGRa7jswBu1vy/OMKx+t40flHc7gIBjBjoqM6wJdRtmjOl9mN/gw3CokOU45YEMJR7n16LDyMniTDxlxBoIJk0B0i3cdOT55zlHNagDXZyNFetjj7WjC2gTcJFFtvAx+23fdbpKjWVCAfM8bwh1/2qx/3QjEdFdcKruH7kN33J3Z+nJAWVfEfwdFtrjjMDeCDQReNzHncH//3nrq7gMDkLT9uw0ltp+8WwpYM93PlWXyFvl8A57oBoKNgDIG2BVvKjtMR6ajRLvdMrd+34aou26+vY7nrd5FEM1Bg60mehKi2gljqimN41BJouaisbeqwtFuHdMQeWfzsi6sbCOse4rD0UspwtZsLAfQsIhxS6KLb85Zs9emPeihp7CpKpFVF7ombaKqLoaIj4iK8EpSthkQouEEyVTGUG2fkxYPiFx5XjlrcWsCHvAj0NLSoo8lXH4wYQX95OHJl/4ekM/pItrS/NjSOhIZ9Ta5ssO452uiJh3zI94hgau82BGTDX9wEdFo6VkOJ02G25vrVhMZEQcQaDRTZwbXlfszhe+JzgWD32BHnRR8uwkQ7btuLKYASjXLSE0sK2GxwRhwz1Pe1ZINhrz95opqK9Gto3vi5Rh1T7rFYZRlkNBKIIbzDOR7uOqyowOdHD//1Yn+saV49o5XaMdJNvkdIBHxWybnRR1EeOeKencU0S3RI95hTO39JP9fGrebHPVuC1aTf8wCOpUU9dDYXgsMuYysJvlo8NRu9erVLTEOooic8NICAMBzY8/NuU5dxgx6iMM1lzVBlk9wh5N5ipExXzNlNEpvWdIionv4U49iW22p2wHSDEaVUxkzq2pAWCSUej/mSYujyqtaEm6F7raHF0hYjl82zbveTp7W3hnbQMr2LSVS2MvOktK/nYg5AQ+4TK50QrdgrRhXSZQS3RpiREwc/NrYgAUemFDodwjC9hQdv8ul9py8AxD2ausiOGzVcE/G/VePbuv/l2XxdB+3420nbRRyXwx+mTxdgDve/dx8JfPkBECeixyj3JejjVMdrBGYwr9WKTO4XNYLD2N53u10Pfek5fWQ1Xac4F0ZGb0u1FYCAKrTpxyH3C+895B2V8Rh/h0Xzhlqt7vNvNi1y9Gjm9vxN5UxkLxpqfv/bXH3LoO8zoZQk4D6BLiYczjYFW9GPFH4qbUHpMDWBXhHE935qM/jThAtQYOFN3m72z75ot35GDR/IaQiqU2bSFjci3qKQORbpy4TjKLJ6iCAFE7BH3opxFtagLfU7ecfqxOBv+WkRDa6yXftLdOvpZ2IO3A4Q23adJMJtetkGK5Y1sv5ScLiVfdVyyixHn0OYzCBpOUogWwyLarnRb6VcA9NGnTRDUNLUOLQuuBxr3GNex6BRj2mUPkActx61RW1GhOeYNbEuRTABqLL+UETsQitI0vlKVGO7Iiy+lsTkzIaLrfzxJvyHssqH9JeIi0J+mdEiT4EW6pLbLjPyWXy3zwTrLwYnrjmcIV0SEyLOw7LqhaiJhOy8kk+dLGtT4K0w7CL33Y94qbIavseHCuCNcNNb4LieeJtm8HwPm5c+HeWACBVZ7olDgEg6QSSiDN6JN323jNcW1YAbNrrgJWjgk64FGMHoKOLbVm5RL9zq/+Whb+3O4zHm2iTNOob5MEHH8QRRxyBvn374uuvvwYAzJkzB88991yzDo5oGbbWxnNGu/VbuxmHwXaYsgzo1gH5+OjckyP3kyspUFI5+9UW6R7Z0nQtS6kEHa61V99WY3mWCxF4qFrbTBPnhgh1UXT9y/IBBGt0m8x9SEtHuHygLN0nkzUTMY5EzBXu8hHGYO4kwTC8UobesRzhlh2UFVAcL4HSClkpHC+5MuMYSNkmatMx1KZjnk3EFT8Zx6+97Y7XP9+Mtn/fCuNev5gZFO8AvC6RXnMYGb01PUErI+H6e056p+X2ah34EWF429iemJIPW9paNMEfiL7DFamO4Sc/BuqRa9uodZn7r6x6IrteyrKEYcHeWDL1i2cVkVbX0Juw5NlO3HGYeijCoptp5+JdD3bDa9HR5ahzNTkMi7u1wy3X916ViqEqFfO/e4Q3wayL+dfYYd6dHt82xaW3XYp7k/uTpkLmNEK7o6H/SjJRsHgn2g7vjT9NBSLCd+30wMJ740/De+NPa7VxNjtmKz2IvDQ44v2Xv/wF11xzDSZPnozp06crT3eXLl0wZ84cnHDCCc0+SKLp1BftHjj3ORghhcY5Q4YbXqk7b5mqxMGyyi7p0e6OyvJTz0K/u14KRJN/2JZE3RWjsPPdLwYSHjMysQ7ZdbUBN4pnMuEVl/BfH33fJhOqGY5peA1rHAMcLMuvaJkcCYurjpV+VDm4niNYdpU37QcoXGrLNNzPuKP2ZwTOk3OmIvaO1pRHjinc4VTWFAf8Rj96B053woeslvJZYQIppm0W7AYJBP3CsnRg1r5YdtUOKYB18ay2Eb4HW4T2JScEejUSCROa7YMHf5jCEXqpfmWUv76ygI1E3HGY73+WE456YJPfgZhzeCB5kv1hZfDOQ4QodcW3G/nOSrLUJyzeRItr9h7b84/bMAFTwDA5uByv3NY2UJty79Dx8CTI8G5DcNSfTFsI3l0QdsnbHaq5zo6ALqjdhEt0LJFNtBsaLLzvuOMOzJ07FyeeeCJuuukmtXzo0KG49NJLm3VwRPNTUZLOWjbgnhdgmdFRatNw25BnQstTdmHT2oA9oR0TrPEdCyQuSh/52onj0O+ul9Q2rsfZ96Tq11dej5jJETODnnm9kohhML/7JPeTIcNiGtAa3jChxHkUnDNwrWa4LAsoBTbgvr6uQPesJ44/ZukHN7VxquooDkMqYwQSOvWW9hJZ/1suy4qoC5bdLEcvBwj44lS3g6gdMM/fK/zKHgExjujtELFct3/ojWkc4a8vnw+/zzmg7CtC24c+fv24Et0y0lik31uNI+jD1sv91Ye7DsuuQhJuL68TVe886ntALksZsNUdBkSUZWTg3HCj3bb2pO0meGY061UgeVYfT74Om7nGFRbzZAtu9+wwgjtQvrSIxyTy0qjkyiFDhmQtTyQSqK6ubpZBEU0j7kURHS+6KIVPLt9alBdYJ9yR8KsLj49cb8NFY1TUW/cfR9Ge2hJL0R2uFhLFukljsfPdLwIADFPAkJFnAwE/NuBaQCwvQhglpDMyaU+Dc4a6jBtx1j3lqgSgF32Wr708ni5y3eXB/UpLS7hSC+cMKe4KV5n0qEoTymMKP0ouq63IaHXKCHrOLVP4Ql17f2yrcZs0VdW5lU2y2qnr7yX5dtWrgBieBUDvGKl7vm3Df+GkvUKJW00Ay8NIm4m0KkDbn6ltC2QndELbRp/8cM9uEo5qR3TrVNHZpgjvPD7xQsR2JNr1YL9f6b6JpfhOm1Az9BwVVMScw90oOeDeJdAtNt4EL1B1JmsHLFh3XVse6Hoablgk/044QE2s3tri4rrhbs3wrFwAdz8U7SYIorE0WHjvuuuukQ10Xn75Zeyzzz7NNjCi8UihkzAEFh3/yybvT49U1ifSw+IbyI6kt3XRbU5fFqioUBrPXaKPCwZ2/esQ14xQ26+dOA7d57yixGwuZLdKR7BADW+5fy4YUrYfTTaY+7yqQKJHBdXLYmjb+8cymF/lhAsWqNEtEz/DyGh4dhlJd3/6MeS1ysCA4zAkLI7SuBNoyJP0um9ur7NQm47BMARSXnKu7HSpSiQqG0GERUQXVbkur/R8ywTJQGt13XgeijobIiiEOXxrCIMftZbrAsGkSWnZUBYSua0XfRYiGK0Ne6uVAG9itLslCUTp4Z6PLDMoLTURol8JbrUfw69hLtEnZLIkokRe76QDMf2w4P7iTlBghyf93l0g2IZ6vaR1JhfihmF+W3vtfIrVvIcgiI5Jg4X3ZZddhkmTJqGurg5CCLz33nt49NFHMXPmTNx3330tMUaigehC+exl9+Ghkb9uln0BwGfnn1TvNm2lnndDYVNXAHFH1aGWgivjMCV6gWzbTMziqJz9qtf2XD7HYAGRt93kfjhnML0uk7n2HVUlxTBEzrKCcqzutnID31ZiaKULDVXXWyjfvl6uzfSirtlechGqouKP0WACpXFbtbnXk0HldeWChaLvfs1vWyY26h5grkU5ZUk7IBQFl9uEbB961FtfV/4bKokHeIl4squjXkVF937LRD0g2GjHRlB0yiTKqIor6pARIrsJojtQuUQiI9WNrZYiiRqXfE2S3J+E1JlqEpI1Hn2ymDaCkxMgeD3kREZ/DbzXS3rN2e9XAtVWdNUYwGv6E3pfRSCb8gDuJLXuilEQM36Wc32CaOsww30U+5hEfhosvM877zzYto0pU6agpqYG48ePR79+/fDf//3fOPPMhrUlJ4gB97ygop5Adsv1ohLRFt1dHi26ZaJpecJWVo5SGfn1rCA6+rauNYPD4abbqTJCEMga6lJAm4bw5gI8sI58Tl8v4UWX9UY7ppdAKSPQ5UkbnZIZGMytR76t1vLL+3kebsvMTtaUopuHEikBv0mPTJoMl5uU1VLc6+dfi4DoBvwkPUMXusIVYvqEQhezuqgMe7/1Wt0ySVKKbv0U9OEa8BvjxDRRGYXeoEf3NktLi3wvhCPsDN66TRTEGpE2Ej1y3xj0H9Mo8S0nL14HW1gc4rrh0fsqdFKRJyG8fNZiVH/TyV9QZ4ZsOiFbUQHYtj8hzFzdvPX/CYIgJI3qjXrBBRfgggsuwMaNG8E5R8+ePZt7XEQTWHT8L3HwI0/C4Qz/u7YrkN2tPMAXF5ygOlbqhIWj3hGuuUhl2ljtIc+fbHjRa728om4vAeCJWBFZMSbKkiM90ZmMobzT0qcd3kfAB+6JP92Wou9fF9yWyVXDHMBtOmKIoKjT2yPL/dSkDa9zpKmOb8oulqbXIIgHBXOwWok8b9dewwVDKm0iYxtZkxZZSzdYUtF7vxki0PnTlmrKFL61RjbbFfAjz7pfGwi0+FYCWhfecmeOvjJcO4LsMBkWcHHHb0KjV9WQyMsRfu3Dk4DwZCGiA2mLkC/abcC1itTFooWxvBb6XQW5HeBusy2uFmf5p8ts//hhX7vcPxBsksQinvdKFkZZowI2HT3srb8nou6AyDHnqzlOEO0RSq5skzT4Eh111FHYsmULAKB79+5KdG/btg1HHUVfXG2FDduSWL/V7RWrV9rIxRcXnKAeOpYp8PmvTmwR0d0m8QSgX4ubZ9XBloK1NOFkVeOIQrdVSO921jrMf0hR6lo/oJIc9aizvk34WHJ8skSfqtnNguOQtbS311moSsVQk46p+tumIbwmPr5PX25nMHht7EXA1qKPJZUxUZMyfe+2VuVE78YpI+sJi6tH1qSFCd+/G4hOCyDO3YQ52X1RR6/oIbQH4IswWQs8cDxkR7iZgGFxxGIR68umKrYRFNec+aX6ouwxDPmj6MUkxt1rWZ52/w2je+V1cuQwREbdZUWYOPfbzkuUFSS0X/mayZKNhvseH9h7my8qDG3fpgiOKVwpRjuWmHM42PWvqwdBEEQxaHDEe/ny5Uins0vS1dXV4c03I1rsEq1CuBZzv7tewrpJYwvaNiy+W5JWtZaEENNGgE17PSD+pJ9Z4to4ghFoFZ2OiHw7gsFxwoJZqConsuJJRmsgGRbmGcdtIc85CyQ06kmX7lh9sR0+lvRw68K/Nm26jUdsA7XpmNZ90t8XF0w1xdGJOtfAOYcmGHpUXyaI6vtSAl9VU/GeZMK3SNgh8Sqboshl+SwF+vh5KDoOZItpOaHSrUUZw9WFTkS0W0a0ZbA1LFBl1RVbE+FS+Av4nvLWQB66JuZ5qCOek2URG4gS4Ent9ZFB84ZUbeFwr1HMfT+8N/40sL+/HToYcpeHNATErP8Krj7NE9uy2c/VKyCmDytwQATRDqCId5ukYOH90Ucfqf9/9tlnWL9+vfrbcRy88sor6NevX/OOjmhWGiK+m3IMAFnHKZ+1WP2/6rKjW3QMgNsgYc3G8oDgLaQtspg2AhW3vepHZSNuS6t9GlBWChX5lYmEzO1OyUOiXe1DCGRgKPEdrrltqEi1vyyqUom+71wt6+Ukgnu+bO4JP9nlry7j+8zlLfyY5lUP+7RNI9iqXm/DHDVO93zdaKYDV3RnHBawlEjBLW0ncv+xmBvB55whJViwyolMZpT/12tkA8EkSQ6oXwQugtFzvWSgRB5G1ew2/GPI5Ux7TloY5L/SohRuTBPTStHoQrQ+9Prh6Rb4ZROIbqKTTxjLSLMQkROHQNQ7bfqTGTVZynMMOVGxuP98bQyQkx8g+Frria/6S+lNhsKi23+e+ZVlBFNNhdpi5RI27fXICZ+4gSYLBNGeKFh4Dx48GIwxMMYiLSUlJSW44447mnVwRPtCt7TkEuDFIiy6Hc7ArnqjoCoFTkT0VK+JLTEiBGbUvnRhLlvBg7NA5BtAoClN2D8u96P7pCX5upLq9bvhRdUD18Wzs2QcI6vDZMo2kfJEeXgC4K7jJ1rKbeTY1X60c3P/9pfJCYGKdkPeOfAnMImYE/DzphwGvywLgiXkpP8acMva5bJFGALIsOByvSKGIYCkjVjCV4S2zVzxqHuR9TJ4soa4bWgVVjSk5UQXi8Lwk//0sUcRKIcIvzlOc1UqaUzEXVYlKXRdve55SORLT7gS66bwJy/y9Q2dphTT7OoVwckPEKqKE9yOTV3h/kcm7sr3kBN6TdsisiwlQRDtloKF9+rVqyGEwG677Yb33nsPPXr0UM/F43H07NkTptnGEuWINkPVZUejfNbiokS7kzcthWHEYDCBZEQL6/qouuxolN6yBAAiI8g6eplBzhkyXjRTVQIRISGfp5yZEt1GdMKmtG/ISHjAUqJsHEGhoTfWCa9rML/BjxOaQchouPRoR9k45Hj01vSy/rllupHKjDC840NFuGMxt+Rg2LIDOKpBkKQ04bil3byouxF3wGW9Kj3BUTac0RP41EXQBLe+TLd8CLjeY+kv95JEVV1x2/Bby0uxK0VajPuCSEZcQ63Q1TbhyiumU3DVjUhkxZQCWr63OlGvjQeb/I77H0NbJ8oXH2FPEdOHueI7bQbrgAPu6xn6lZMRYtUgRxfdbVR4K1tMmKa8d4gOD5UTbJsULLxlwxzOGy5kCAIojsUEAFIZAwmLg4NhU60FAIEGN/VhTl8GaQcwDK8Mn1Z9RHmqvVvn0nud8cSCwfwKJkBIDAci2CxSEMvnjZC/XI0vJMxlox49gVKPlOt+a0tLmLRi3LXKaAJblfgLCZAsj7f0bGvOiRK9mopMEA19XSQsjkSMozyZUevKSiomE8hwtyunLIcI+FF5ea2VX9sxfF+1ASDN/AYugB81lUmB4Wuposb6icEVa8IrmSi3kRFrwBXa4SolUrw52vgkHNlZsBK5z4ZGrZUo1epgN5SAf7uVybo7wbK7XzKopEx2xZuub9u7gyW92eySt/3XHFATE3bDa9FVS4T23hBoG9cihBLdctKhRb1zlmzUkA3NJBnbaPNNzAiiI9OocoL/+te/sHz5cmzYsCFLiF9zzTXNMjCieSmG5WPdpLEBu0lr2UzglbJrDG603E/u49y1QBiCIRFzAqJbiliZgMidbBHtd6SUQgmBv6PavgPZFhUdWVkkl8XEivGAoNdFt2Vy9OxcB8AV09vr3NrdlunW0pbnINu7+75lZO1PTgoS3gREduLMOEawCyXcJNWYyZG0OEribv1wKeZrvMRObgikbLcrpy70pYiXExs1Fj0iKoCs1ut60xW9bJ8qVyeCJQPlcxZg6E1xAM3PzVyLiI6sXhJYhvx/q5NrBttAY8ViGxSZCoe5Ajpc/k++Hx0GpI3s6imlIR854L42mxOuKO+SUgI87I1mf1gJdHJ73rOr3nAncbYBlGVapZFOVpQ7qvyiRsVtrwb+1kuR6lgxt+EXie8dAEqubJM0WHjPnTsXv/vd79C9e3f07t0bjPlfiowxEt5tjGKL31YT2xrimhGB8mCFRruTNy1V/1fdKz1kx0XT8O0RetTX9Su73ziyWyPnDNwr7xfVkVJGz/W62rJkoO4JB7Ib93AhAv1QZO1u04t+yy8/x/OSJy0HlWVpdEpkvPMTqEnHVO3vVCgx0zI1b7hmNdFrmUsful5nXJ0Hd60j+v5kYx/L5Mg4Bqrq3LsR22qsgAccAFKe5zjlCVoubSW2ZvFwmN+VUPd5A36JPwdaDWo5mpANRdXq5m7VDCayXn+1fxkh1X3hWeIQhdGQqh4dAf0Hub7zNgAkvTbwjvZ6S/98rvrnNTG3ZrhewhFwX6MYB+rMyOg3u/xNoCwkZhOOv0097eVbm7DoBqBKkUZVICqkDCpBEC1Dg4X3jTfeiOnTp+Pyyy9vifEQzUQi5oqeAfe8EFi+5rfHtcZwik5DrCWFYHgl+fz2577dwzQEuBCwPDWh/9AZhoCFYORaRrJl4qPu7TYgVMMaWc3D2xO4AEwIFcmSr3G47rUeaZbHSFjc81W728iotMFc4WymRdY2uoAP3D9Qk5Cgf5zDb+yjXxt5bq6lxVDbbK52G66kvK6Dhsn9tvLKgqH5ucMeYTkhMAVghKKjGQOAjI7L2xTSv838qhmm8H3dUhgKBttGsIqJPFaMZ/uIuTcZyJfoqItOPXq+I9EQrceE27DINvz5G9de/4ikSYm46chgJFzV94a7nSekAyS04wbGwfztOhgU9SaI1qHBwnvz5s047bTTWmIsRDMT1ahlwD0vtKj47nPHopy1uWXCoqRmyugWG0djqLtiVCDqLeGcoSRuq0Q/SZT/Wq4vxbcUr4YuUr0SfFGRKD8S7gnWQIMVP6KesBwlosMt3SUmEzBNN3qbiDmqoyTgJU8qC4prA5HVQ0xtMhDep0Q2FuICyp5iMMAyfeEvo+kAPPsIg5NxbS1caBMEz/Yh/fQ21/zUMuFNF6lh+0eMuw8nHOVE0Fsv7QvyYcrotnauqvKG4UdWgWiRrHu8pY87HMUOl7yLqgHe3NRXIaW9EO74Ke1ESds9x5QZWVVFiW75VLhtfG3oZ09aqtQdDP1Jb6LVxpIuxTQ/sFA+azHMHMPL12OA2AFgKL71owN89bQ0DRbep512GhYvXozf/va3LTEeop1SPmsxOnmJT33uWAQA6NYphVTGrQOdsk2UJ307Qknczrmv1kQX3xyumC1JOEhaXCVZAqGSeTmSJKV/OwatYUzoSzC8z3CkWK1nOMpOkrAc5auW62UcA9wT4PIax0xfxJuG672WEec62/TqdrtNciyTI+kJ+aA327W/yGTLQAdKQyBjG6qcoJwkSMGv78dv/uPaZFyRzrXn4Z0HC1aXyBh+8mI4winD8DLhUq4bRi9NF3NFdyzBA6UNAS8qrwvWtBG0tQDBcUSVKzSEGyXVbSgy4TJTpF+kjhCddRiwPe5fP8CfjGUMoCTtvqZVrl0psqxhKKE5b2OjpO1+NlNGcHvHew+0gjNDF9cSNu31yOW54N7dmSjhTdFugmgdGiy899hjD0ydOhXvvvsu9ttvP1iWFXj+oosuarbBEW2fPf/2LLbVxNGnS8ZrOe7+cFWWpcC5L66kJxiQ1oyWEQfshtcAILqCQYGktiTU/0u61qE07kT+cCmR7NlDwv7noHj2frkdQ9Wr1kW3Xm0kvH89eh7z2tgntaof8ppnYMCAH2V2a2D7lUbSjoGUbaptXI82V/uTzzmeOJFNdBzbDNQrl5FsNS7Dj6oFmvhoQl+Jc9Wh0he9tu0Ka56B783W6zHLEn5SAMU1ES2rjWS8wem+dCmW9OYzMRGMQmskvEh4bU3M9ZKbAmDydYuoCy41mvKQs8ZXKWlOOop9N1eN8IwB1MV8D3a+dQG/sZJ82aXtBPCFt2d14obh+sQB31LUhiYyYtoInPDSAqze2AmA+12zSzc3QXlzdTz6Lpw3QdbvsoWrFhEdEyon2DZpsPC+9957UV5ejhUrVmDFihWB5xhjJLzbCC0hbKUn8IjHHwcAfLOpDBWlQkW2ZdKcJGa6AjthcBhGRiXTccetAtJ9zisACusoWQjWzGWIxVyBmrxpqRKOhZYxTN601K2GkvCunc1Q+2MSVo8at1mOIWAIXyjLpErVuVH5obM7SBqmUNdG+qdjJg94ogOWB2QLbtMQWWJa+rTlwzJdLzcAlMVtWDHulTo0kHFigUZADpiKiBuhL8uYJ8bDZQTdc3fHGp4s6BaZlG16x9SsLTLyxt07ACndTqKENoJRa9U5kvk1mVVjFfh2EAOq1BxM4dXc1rzdTBPkDoN+v0Ve71TG8MsVhhuqhD9PsuygThsSaB2e6phbbjA8wZF3N6QfH3AnW/pkTp8Qy6RbDnDZREg+LxN6vd2wy9/0RbmHbPxTTL75sRwp733pds517yb17lKLtZvKct7FMZho1pKuA+c+BwD44oITmm2fBLEj0GDhvXr16pYYB1EkttbEG7xN6S1L0LNzHSrLBHb76/NI2eUA3C9yzqGisICf1Gl6IlD+KAB+xNuOEHNRx0zEXIFZnnTDmfm86dbMZQHhr0eoZbt6+aOjt6+X43FrNnsJcjEZHQVKEmmUxh3UZUxVE9s0BDhjAf+1XtM7fHw9uiQTKFW0WZbiM4UqTQhTBCpqSFEso9NxTfA5MnpuCJiGg0TMQSfvepXGbWUx4Z6tRDaisb0fY8d0RSvnfjTa0iYEDg/aaLItMP5rL60nKdvE1hoLtVpJRym6DcHcCHe43rVeZ1tPXtQT6QwRtB44zI9YAr5INwWCIXoetPio6iiafQQhP7vDsitjSKLevgyeuO8g4rvURqIyBQAoiTuqVGTM5Kiqs7BlU9Jdb1vDv0+ahO6hd1jw7ocpgKSDRNzxciD8z2RVXcydVHt3mVTybl3Mfx/K1zXu300KTOAimhSx368sqvgevfBhVNWVq8k04AZZMo6BWu2Oo56j0dz+bim4o/4mEd7GoHKCbZJG1fEGgHQ6jdWrV2P33XdHLNbo3RBFZGtNvFG+vt4Vta41wYtg63WgVRKgARhCoKLUFX0yKssd19erJyUaWuSYc4Y+dyzKqttsmX4UWDZYyZcYKkW3FAc60oNdesuSnAmdYcFsGFDdFQ3DLcfnREQ0uWCu1UQbh6yAIp+XSkE20pFi1TI5YlpCoxLeABzGAnctdK+2rBCiI0sGlsZtFfGOe/5sPcrtWz8MVyg7BjKO6+uWojppOuq655okcc6Q4u7rIl8fAMoPnrJN8Kxtpdc2JLpDT6soc9g+4IQyF6UNxfBsKLLhCoPycgMI2ks4VGWLLP+2tCTI5MRcotvkQbuKjIx3FItHjzrs2ms7du1eBQDo06UGXUtTKIvbqMuYWLulDP/6vgIA8NWGclRvTgLbrXx7bBBZ7eN1QcyZ69GvSKN3Ra36LupalkJFSRpdy1LoWVbnjVdW8GHYVJPAlto4Fn26E0zmltIEgPVbSpDabnmTO+EeS0684UQkqspkhNZTF3UZU4ltwM+fyDgMdk0MsdLo/JmoaLe05unks+mFRXfU8yS+CSI/DVbMNTU1+P3vf48FCxYAcJvp7LbbbrjooovQt29fXHHFFc0+SKLhNGflkm21cXQuSaskPF0k29qPkqVFvi2Tew1n3GU16RhKE+4PQsbWbCkmVDQWgBKKuRrHAG4nNl14OpyhNC7gcI5Q53MVsc04DDxjgE17HWVloXWEF43VfktN2ZZd2jhMN1obhaONX0b/pf3EFf1+NRKDMa/5jh/1BoJ+cWlb0QW97hnnoeY0UpTrFhTATaDMOAZ+2J5ETTqGqroYatP+Rz5mcmRsXy0Gkx2ZujYZx/+Rl+3qDcOPEod9pdJeEhaiHAY4F9kCVUaxpW0kRyWVAHIVztzqFvprI6OfcccX+PKYwltf73CZVTElT4SQw02ejHN/Nb2pT3MRro7SEvs2AHRzhWtZSQa1aRMJi2PnbtU4aJdNOKDfjwCAvXtsx07l1TCYwJZ0Ep9vLEffihoAQK/OXbBmYznWbCyH/UOyZQSpKvfo3t0wyjIY0L0KA3ttQ/+u7uSgX0UN+nWuRb/Odehbuh1dzGokmXtuDothu12KLU4Zjh74PdZtT+Lfm9y7dl/80BmbqxNwBENdxsSmqgQ2bHOj+TXpGOyamHuh5F0Y+VZpwcoxsgmZZfKs7/Hvtpa6k1rtc8eF32QKDkPmypGwZi5zh8ncSXrdFaOyjhMluuVyXXzLZPMenesAmIH8EoIgGk6DhfeVV16J//3f/8Xy5ctx7LG+N3fUqFG49tprSXh3ULbVxmEYQkWBwziCuTWoNXSxlog54F6ElBtCiUqHM5VsKNHFI/eet0yukv9cP3m2zUMK9rD4DhO2nJQnbFSl3I+CHpnPOAzJAgJ5+nhlNNsVw8yLLLvPGcKvjx1OvgxGyINVU4Bg8mXaMdS2cW2iA7jRsO2elz7juBVlatMmatIxpDJmwIpjiODt6rBfW1pUws17AD/irj+nvO7qpBAUvNyzYoQnMLIpSn2CW5YNlNso4Wu44kyvXJLwfN1CuJYSOZOTFhLAS9rU9i8b4+SKduvIhE85lkz+1Qsi6fjnwASQNrPbpjcHJncnD11TOHzPDQCAn/Taiq21bnJer861GNz3RxzcdzMAoG/8R8Sq1gEAepb3Q7mVQTIWFF+GIbAu5qB6S6LJ9pMs+4Z8X8Q4Ep0y6N2lFgO6V2HPnluxb++tAIA9ulZjp+QWVGTWwfnuC/DtPyCVdoU3iydRVtYVnbv0Rf/KXdC/vAJ9yt3neneqxZbaOBzBsL3Owteby1Xi4sbtCdSW+D+R+gQ04xiwM4aqgsKueFOtJ246stHnrnf+zTgGdr77RQDA2onjAACfTDgJlbNfVWIb8O/opTKG6rCZuXJkzmPkEtzhdWIxmWPiLpOTdv3uG9HGIatJm6TBwvvZZ5/F448/jkMPPTTQtXKfffbBv//972YdHNE2kMmPA+55ARktKU5GrWVk12Q2UtxAwuJZyXuA6xVN2aaymRhcwAHLsnBIrzDgi+iMY2LrJceATXsdXTpDea0Bv461FH66+JbNbZRX2DG0VsyuQC0ptbOa0HDvnGrSJkrjQc+2irZrUelwcqJEP3/5Axa1brgNu9w2vA4PRZPlNYZnHdGFsizjWJcxA6I7jO0YwQg6c6+ZPE/L9K4hgo1/whia8DaZ7722ZQdJdSKhCLHwRLTu3wb8L3AOd1+JUKRNE2SqNjfgJ8wJw696oiMQbI6jTlyzwuRDCnS5XrqJ4tgUrqe6c1rZpFK2CbvGe76h4jvpINY1hUTMQUVpRlmBNq0rd/eVMYBOGezUvRqH7eoK75G7b0BZ3AYXDKUxG11i1aiMudFk1G6BcFKAEQNz71uoCV/SS/ZNxDg6JW2kyk3Y8no0YdIQboAT6+4J5S612LlrNfp3rcKArlXYo2s1AGCP0g2wfvwnMt//C86PGyHSAPN+3VhpGoZhghsmGHfQo6QSXSq7AwD6dypHHY8j5ZjYVBvHvzbWoKIkDQD4dnMZatKxgMCVORJyMrt+S9JNugTUJE4X4YArxPUeBrki0LroDrPz3S8q8Z1xGFK2qYIEbg1/tHhyb11GTtpjbv5IvjtDBEHkpMHC+4cffkDPnj2zlldXVweEONFxqUnHkIg5cLipkiezhKvwBWJG+GXlpGiXfmPb82UDfrdGwI2KZxxfROoRbtn5UcdkIhA5D7Zc5+5xs+pA+35pKXhUxFmrGuLk6JKnqolECOSoHyXVlZHDrRGuRZm50CPl2QmMYXShnvH0qLx2waQr9zpH+dP1/fBQpNrRLURaS/iwQDdNOfHwOlNq+wygn5MhNFHN/PrWKrkyZBuRCZQW9xMibdNviBOVdCmFcVh4e5OUwOspn87TDTELfRLTVEuIxYGkg5K4o17r6rqYW7mjodYNA+jcuxp79tmGPhU1SFoOfqx2y2N+YnKs31AGpA0kOqfRr7IGfTu76n7X8s3oZq8Fr90MxjrBSFRCyELpJV3AYm4U2xEmbGEirUV+M46Bqjq3nJ1dFWuyBUPccZgrvOVrXmKjsswVwz0716F/tyrs1m07dq2sQd/kVnSp+gzYBtjf/wvOxo3g3oSFeYF3o7QzjIo+MEq7AAB49UYYW90Ifg8jBhYvAUt0RqZrd/Qs64EuJe7ti2+6VGNLbVx9x2UcQ3nDt6cs/LA9iVTGxKZqK2hrAvxcgowBdu1yxJLBpEdp39AF+PotSdXMqlPSdj9TEXfAqi47GhW3varGoq5bM3br1b/TZG8AW32HC1imkfWdD1ByZZuDIt5tkgYL75/+9Kd46aWX8Pvf/x4AlNieO3cuDjus+KWViObj0EefwLtnnZ53HSNCJIexTL+EXY1tqpJXcnsl9jxvtR9Z9WtDO5mg4M44zL39mZAeaKGEmmFEdG3UamAnDAHAxtar3Yi5EWGVUdvouXuaKDXNbPHrVhLJHfWRyaVqfzzYnEafQUihHlXPWx9P2JIiRYFMtooaj+xEGbb0RFU8cHjQO+r6uf1raXg2E0dIG433HITaRnnqpRBhAoYl3L+lKNajyxxucqL2mro78/5NOp6wYW49bUC7g+E9bARreEuftxTlkigh2xjhnDa0WtCN3IdOxsCWbXF/0rEl0bh9ltgojTuoKEmjV+dacM5UJaPKshQ2l8WRMmLoXJpBr8616OyVYIwxDpGpgajbDhZLoIqXYV2qEgCwLWXBNATKLBuZlIGNNXFs96xZGe7amapSFlLVFlBtRQvvOM9v4TH9Owgq2h3nKPv/7L13nCVFuT7+VHX3SZNnd2cTyy67LEuWKAIKggiYYJWf6FUUFEXFCxfxkrwX9aokUUS4VxEVEf3KNSCiF0mSFFhFBSRKXNg4GybPid1d9fuj6q2u7tNndmbDbOA8n898ZqZDdfU5HZ5663mfd4pKoJzZWQYA7DptGPvMHMBePSNY0NaPLn8F/HVqpjXsXw9Z0d7FBYC3d8CZtotqfvoiVFkrHBbCGVmBcGA5xPB6dTzugLV2wemag7lTBAozquiv5bFrdxEDZQ+VgKMSOCjWHAxX1SzZutEcOJMYKGVQSUjfAKAacJSrDuApp6SABoxuXM7WddVdkUOM66DKJKrcQbHiGqkHAAQVB+wLf4ykJCE3DlIbaxHYXvDNDGajCrVpqPqOKYBF74Am4W6iifFjwsT7sssuw/HHH49nn30WQRDg29/+Np555hksWbKkzte7ie0Hb/zZLzFUzjQk311X3YXWHIvrrzUR5I40UVFASRxMRcVA2VzVRYVFnHQDQNYLMVTKGI9a2g5QkSHvsntN2XMHCY20JU8B4pINX/uGs6/eh2xO1EVtOa+vGEn+2OZvHo/qx9fVk900yUiQQjqMK4zlwx0rS5+QoKRFk22HA7tIUShYlBzKpRnMmPZcUUfu/GQfE+dG33cYODGS7jBpZEfJ8vWuq86rrG0lwWFIhRASwmVKikLE2+5TNozs3ezoNQ2SzP8A2mv65BJ68S2R8OfzKLLD9AhlY4hyTjtnDG4mW76yi97eFvQO5pD1phu/dUARpmrZhZsLMae7iIXThjG7TUk4OBOotM7DYG5v/LO/Ew89NxV/X6bkGC+uace6wZzSM0uG977lFfO9rx/NYfVgHqXqBmQlYxW4IZjrPvruulpq2H3mEHadNgwA2Gv6EA6cOYB5mdUI170Ef2A5xOAatXEAwAV4gYF39sCZMg+8ZxEAYI3fif5aARlHoqcli5auEmRJtSmDGpgIIYMqnNJazMyVMa0lDwAo5vIYDvMYDTIYrHjoK4VYNlhAZ76GtpyPjryPUkvNVJQlAl71OYbKGTULQH7gmoALHsnNhsuuiuqHXF+zTOUlgCEIgJitJgB28YPItvgAotyYtOj5vOt+p3ZL5GcIwbBLjxpsUR6Hyv/gGC5FCS3C5+BZy7Y04UxVrjkYOHfzJfA30cSWxquvvoo//elPePXVV1EqlTBt2jTsv//+OPTQQ5HL5Sa1LxMm3ocddhgefvhhfOMb38CCBQtw991344ADDsCSJUuwzz77bIk+NjEJIMI2XE7PJmzN+WNGdykJEgBCKY1lV9V3YkTcHE8TJ5sYFDIB1g7nYok7pVBdoj3X3AHPcVMjM0mNt51cKUIqHsPgutJEbW2oKHOcdJOa2O43Rflt0k3kyw+Zeenay6n9UDC4jjQ8NpmcZJIyk9IVS8tNsEk4TfWT73cyqs15mlZc88RE/6lNu39mOwAgi0fLI9jWkwsJYx0ptKyGzt9zBITH4HOJKW010+ZA0VMOIzUeSUBoRiIjItJNAw47uZIItdZImw+34kTJl1vS9s3wkk2QVthVNzcHXAG40lzr5aqDstSPeZ1YGgB4aU0b/JBjsKwI/36zCujM+6gEDl7ua8VzvZ14dmUnAGCQ7AL1NXLr7xfVH5cjSkzdGJCVY2JZNVDPjhltKuK9x7QR7Bw8i8qTf0C4ugZZgXmLsTzgdDLw7plwpi1A2LUQy6vdAIBXh1rQO5JFLeToaS1gt+527PKGXQEAsrgejLtARpFt1MpwdTQ547hwRRZCMtRCjrKOfgPq+s+6IQrZQDszWZ72TKJUU/dzQOcXqe8AM8MlURVSk23Ek4zNDA5iOQV+yAxxN/e9YHVuJACsZ6IdiODmmaQGCwJhlqE1F2DlZ99ltiNnlCa2XzQrVwI/+9nPcM011+DRRx9FT08PZs+ejXw+j/7+frz88svI5XL48Ic/jAsuuABz586dlD5tlAH3PvvsY+wEm9hx0FWobVBq0gh24h4X0nAJImSelQgJwEgVPAh4mUibnJSvtGYjT1rPEfBBkd1om0b6ZRtZT6BcdTC1VfWsVHNMgqZNutNAUg11XFnv3kHnzeIk3SbXpDWP/o7vR4VxuHUsAHAcPaiQSrZiv0SJdNtRalM4Q89GCBFZKqa5vSR121ERncgzPNlXOhcnF1UjLdUc46Ou7BmBvPYTzxlpT4h8Rh2zSjr00LJqo82IgGUtH2WpBwnUVZvgJYvd2M4l2yLspNHNbUlX48BQBsGIRECe5PQVWlUXh/uzeOrVdjz13DQAQL67gimtVUxtU0Vz1g7nFOEGYqQbgBoQJSPYAtjk4kHJz6LiYN3KVjymSSKg8ksyu++DXeb2QY7+BcEoQGVIWR4A5+AtU8C7d8HqWgdeHVLeoS/3t6B3OI+Rqodn1wBPru7Ezp1KSjOjrYr2bICcCFFwAxTcqunCaC2H3mIOa4tZ9I7k0FfMYl1RfS7rRpVNp+2jTV+uKshlMW2KZgMAFxACxh3KdSUCuvipiis9Bx0rocUi2cZZSMbXjQVjQ2pJ0kxhKx6ftQQQsyVMIi05tIkmtjUccMAB4JzjtNNOwy9+8QvsvPPOsfXVahVLlizB//7v/+Kggw7Cd77zHbz//e/f4v2aMPH+/e9/D8dxcNxx8UIsd911F4QQeMc73rHZOtfE5GFjCTcQ6Yzpb6A+olv1uXnRcC7RmvFR8es9Yeut64BCJjQyEtKINyLKDjcpYYY00nHLVQerz3qnapNcBgTqtMU2QSWNM7cINGcqOTCNfCc/F+N6oiUa1AYto/9tiUlyWtdhEoJJk7hIgxxFqKOIdFqSZ2hFxZOwS9LbVf5CobzGswnLuORnbstsOJNabkJ9gTVAYMZnmLY3RXeqXJENmSDSAEDtc6o0aGmE7fPhwLi8v7cVbCl/bgJpqccTSS+qV0C52IoVaMUKINLGJwcvHJi7x3ocuVuvcf6469nZeOHVLsARyOZU4SW6rotlD+jLbdr5llysWlcw13h/MYu1xRwO3fndOPDwQzEzfAVB7zMAlGSE5zvhTNkFA0ErVo624NWBAgDl1/1afyvWj+ZQ9XnsHttvTj+6W6rozNVQyARoz/pm9qpYc9BfyqKvlMWakTyGShmMaJ33aMVFSVeLpOdSVX/msUFxkhxXOdzWwEjtHCbNm1jw+D0nbNtMinqTu1HSGUiwmA482Y6RgPH6QAmAOuINKPKdu/wPqr6CdY+yL98P+eWjGnxpTWwzcPTPZB9zG8FXv/pVvOtd72q4PpvN4q1vfSve+ta34mtf+9qkVWafMPG+8MILcfnll9ctl1LiwgsvbBLvHRTLz3y30Q0mYYo3AMZuy+ES6885Hj3X3GFIsx9wOF6IUlXZUSVJ90sr25FPqbpWsQgAHaekLcuSEVoghYCmuK5UfeWvrV6+Ilb+PQnSSdvHI/Kd9L42x0khGzbhtkmsnaRE3tkUFbUJOJBMfoyTTVvuQ5aNVH3S3k9voL4XXQrcHMfiWjZRpnPijrTkLVFUz3MkAv11Rp9r1GdKpAVU4hm524Ai3kyqBzaXUcSbS0szi3hynh0dz4XxKPcWKmzyukFaEmR7DQfssQ4nH7AUb9+lF52usvF745w+/H1FNwYrGZRqbkxWtm4kh1fWtWHV2paNTxYFgMEsevV3u14XuHl5bTuW9EzFfrOm4YCZewAAerxB5HkVVemgEmRQCzmK2vljsJzBmuE8+kazZmaGrsdHXu4x+mySksUKUfkORisuhssZtOZ84yaiksbVNkmXJT+MyzuMAw8AVBwUMgGqvmPILN0vnqeeNZHFpwQxb8H0//TdyEQuQ4PrPtD3ayzvRd/oNiHvG1GyI7s6pSomVM+k3OyWHj020cSmYyzSncTUqVMxderULdibCBMm3i+++CL23HPPuuW77747Xnrppc3SqSa2TVAVNSLgRDqDkBsiTBjQ3t9rz44GYl1X3YWRimuy8O0H/EvLOuEWAvNSjEETXNtvmuzu7Bcl+YoT0bclIZwzyIuPRsc379L7OXUSFfOyJdcURJ7VdoXJJLHPulERm4jgx5MdzanovtovfmOhqIlszL6QRwmgdH7kqW07pqRF32PJj7Gk2PjvOk05j0g8l3FSbqrmyXonGdWW0uonCxlR5N/4wNcsdxJAEWiSltAUvKcSYQPavurEo7COBNp0iDF0tizhJueSLVixcJtFm4+9FvbjXw58BafO+zPKD91q5B1H7zQVx+y0E3jHLAxn5+K1Uhf6tIvK2mIG/1zXgceXT8Hjr3WjPJSJe56HrN7asREq6lUVBBxLqxx9o1ksXd+Kl9e246nVQwCAed1TMLu9jK6cuiYGK54h3qMVT0Woq64hxXRv5jyBqu/AtSq/2vdtNXBMdLtvOJv+/euBOCWI0j0lBFPLMqEZULqdIYbXFpRkBwAcAScXmuOSlCsMnJjnP7UZkJuPLc8iEq67/eqn34Ouq9SzLiZFs2YE1TpuZDItuQCLfvgbkCRGSf8k/FACSUcmKA34WIV6mtgG0LQTxOmnn44zzjgDhxxySOr6gYEBnHTSSbjvvg0XltpcmDDx7ujowCuvvIJ58+bFlr/00ktoSdbibmKHRFo5eiK0ADD0+UiG1HPNHeZvz1U/hHlTR/HoK2qEOaOnGCNzNpG3X4KBr+y57OqZniNjRX5eW90WHYRJMyWqKlVGsgxKskzaAjqW9ISmzh2LJNsvQ1U8JDR/R0V8ZF1EOhTMRNY5lybin/TfRkIWQomoQmvBzWDCsgikY5nkrtigQyLLQ/PZqoqWSucpBINgkY85OOD7kW7cA4yVIhFuipDbiZxCqhL0LizP9QQxV+4yHKLiRsVVfG0jSJ7NrjDfrR8yCCLcIVOSFBuFQGlha86mF7HZEBwBZUfRQIaxI0LPPnVOLePgeevw7vnLULr7VpT+CJXUCIAX1sPpXg9n+hPIzgX2WrgfnFn7AgD6/DYs6C5hWksFHfkaXl7XhuES+YHr61YwDBQ9iN5C437Ycg0JgLkYDpULR99oFsv61Xunq6WGqa0VzOooYZquTDlYUcfzQ45qoKq4qv+jZ001kGbQTNcu3Uf0TPJDriwBbcccegRZtn8Eo7+2x+H6ngoCrki3KXrD4Yd6sKkvY0FFcYDY80YIgDsCcBDZcwLKC19CzWBdcq8+j/g9wbmEl0jeJtIdhBxZL4w5Q9HnwBmvS9puoontBT/60Y/ws5/9DN/5znfwsY99rG59rVabdEe+CRPvE044Aeeccw5uvfVWLFiwAIAi3Z///OdxwgknbPYONrF9wCbbBBXRjtuk0cvu7bf+P6wcKKCnXb0gVSTUMdHWNOJa1XZy2Ra/LlrcddVdGDj3uNRBAaBItx3lovaVjd/Ez9eOslMfqJqfqSYpIkJMiZxCMuScMOaOEjmI1L/AbatDko+YxCipz0FKICQLRBbbzw+jgYtxnRHJ3w68mOsBM4mutrc6Z6rMvNqGKpZGfaVEVWqbyHtOVzINQh6RBeOUYpFuR7lxGIeVmhMlTXIZkV/aTzAVCa04W043bUq404fzOiDcGm6n0nEfuutanLzPcrT982aM/hWovghIPdHgTgWkgLLxywEs9xQQqOTETjeLA1unYvaivbFgyih6R3Km8A65hAyWM3hyZTce9GcoPXgjGGkRdDIugJqD4ZqD4aJ6xrieQCGjiu30tFeQdUMzmB0uq4i3kThRcSUAQSAROBxVPai2Z6Pq7kkm6waUKhlSNk4wTbtkuIxmUaCvdQBFYdmsmsFJvA+uq2ehnBBVGnAGUg0APDV4sK1ak+diz1SRExFAFWrj/Xf1YETI9Kh3E01sDzj//PPxqU99Ck888QS+9a1vgTcqNT1JmDDxvvLKK3H88cdj9913x0477QQAWLFiBd7ylrfgG9/4xmbvYBPbL1785ImxiLeNlTrpiSLIVGYeoYqu2MVnKIosLz4a7Kv3qQhuIhFoLFcSQl3BH7FhNxNCVEEzWs+ZRNYNTeTa2BrSSyrlJRxF1kRsP0Btn6yESYQ8RJQkaUe8PUdACJXcZVcITUNoSLOV6CiUhbaQ0X7UBlXRs6ffKXJI+takxIXrl76tcY1tQ9ZoVP7dUYTazQqTnCkq1mOJySjZDyIiwmQnKLFlpR/bCNHOzxnFoQvWAQCO2LUX01oryDgS/1zbjufXduChF6YDAAaXtm+eA3rCOAq15XzMbCkiWNoPfwUQ9AOOnlRyWgCuf+ACshYiHFK+2rIyCtFfQ1fuDzh66lTwtmlghS4AAO+YhXWYib+umYb1ozl0ttcwqDXGxjGFZk6S368joyizzwFfy1AADHMPw8NZLO8rxGbFhGCoVhw1UJOolww5EgKOquVkH9sR8WJPacRTAEoTlni+SFZvkQhEshT6W7KoIis4hP1sswcBep/YoD2n289FRXWMLapVSTotMRqIkkBpgB1LutTBCc8VsdoKhKC6bdwbTTRG005Q4bOf/SyOPvponHzyyXjmmWfwi1/8At3d3VutPxslNXnkkUdwzz334B//+Afy+Tz23XdfHHFEfSZ1E9s+Fn7/NmS9eLXEJ09932Zr39Z4JzFSiTzDu3QRiiDU8g7BkNUPfDuaLi8+2mgXbYzlMMK+eh+mdUSJnHZCYCPYGf6BLm1PcgzPFTECnnRncfSLVUgJB9IknNqEO6flKfSys20CY4WBjFuC8kO3ibeTeCEDSo8KIBbdp/+T08i0HIjrxTmTyHkCWS+MReJ9/TnYpNuOkJntgvgAgLb1SdMLRP7cOsqddUM1vV5LaLWrjrZY0/9nLFIynqIs2zs4sMue6/DufZfjqPlrAQAHTlmFfHUtkMnjTTOn47WRdpR0Jcn71ueV/Z8n0DKziNndJbNuxdqWsaPKAOAJ8CkV7DF7GG/ZtRcA8O7dV2Hm6N9QbQFybwDcWYDUjnuMA8xVP7IG1J4HgH6zTgog7AVksB5O13q4M9V+7hyGqXsciV263oSOfA2tOR+DNBij69Qmi3SdMZjBGHeEuizspFo9KyaqDsoAYpb9AY8njhpyrQd1AQeSjwSGyDuerj3TFytqLaB0Wcwi6TpSzR2hI9hkvs0AhzKRGUzRAHLnkUzvgzrSDegZQUsSQ7NMrboKqYl02+MKS3pGM1V0jzpMBTKoCFYaPEegKuLSlaarSRPbE4488kg8+uijeO9734uDDz4Yt912G/bee++t0peN8vFmjOHYY4/FscduXKnaJrYdjFWifEtiWV8LCtko4rtuOGdKkAttZwcAhWxgZCQE+rv1yruNjMFen8TcacqBwXYDIUJLL6mJTKEqXbTe35JeCMsOMOkiQrIUIt1ZTdSFYKgIZghz8rsQkqHiO6gEDqqBE02VI6qEGep+2C4jVeEg64Wx6eVIogIAUSTbJtAqii5j1wW9jIOQG1924gtpVob0Uqcy2WU4kd41E8J1ZVT4I+QIqkxFz2j6n4hRxa2XkNBhtif7wI3ETnv04TNH/BMnLFyOntpLCNep5PXwlZdRHg3BCwzTFh4K0f5G7DVrAABQCzmmtVWw69RhHDV/HfbrXAFP+wo+XdwZ970yDT98eDes+meDaE8+QFeLj5mWTroz5wMVgLc68OaHijyTYqOiSLczDWA5hmC1RKgqsSMcUj9iRJFw3gFwFfCGO2dvjLYtwtq+LNqyPnafOWSuwd7BHETJVbp9wdTsCJFxT1iJrlBE19wzFqmm6yNM/G4ER0k3IBI6bjvhuuLEI+FJUD9sy0sfENIxMzvgiEfB0yRSPteqlUguIuztXNU2zVh5XlojupspM3oOl8g5AvmMGj15rjAVhkXiuUUql9GKqxItL3qbzpWB+U3Y2NL1TWxBqBSCyT/mNoq5c+fi4Ycfxsc//nEceuih+PGPf4zDDz980vuxUcS7iR0HfsjhOuFmjXKPBzlPRC8VxMmbTeJ8XeyB/UeU/CAvORLAhh/09GLIeV6MhCbJbSOHDupLnFRSwpSyI6RodmgR26Q+naLGFPHOeqGRl/gykm5w0n1Sv3RSV8WOdltJackKlgCM8wltYydzZrnSvHK9PJZQCmnOweG6CA75BQMxtxj1vxosELmGZHA9ASHV9xr4VpTaUeSIe4rUh5IprTcQrzIpWMyZIZWU0H47qJtZfs4oAOA9+y3Hfx/zIIq/ugniUaDcDXAt7xAlQAwAolWCd76MmR2z8K8HKj12+8z7UX7kOYhXAPEAMFIGmM55X/BGYK8DTsBuU0fwrY498dg/ZkRJrgRN6GxnoUrgwO/cDZlFDsTMNQB3wTJKKiZrJcjqCJiXBzIFOD19CNe+BgDwX5YQxSgizjIAb9cDzK456A/a0DuSxWAlA88R6GpR5zBacTFMTjZ0XXCb1Oqotk5INNeETc4Z4mTbTnQEovvMJq0OkfhExN2RUXu+suA0Ue/QOk4o4rIR2+6PpFFkl0r7c6jEyIBHhIVL5dJjJFaISD3Xmm/OTHJ4mDL4bTQDSK5MSWcmh0szoxcKx0hLjEQHQOU/jqoj2zZar7y7Sb6b2ObAWPxeyOfzuPnmm3HFFVfggx/8ID7xiU9Mep+axPt1jhc/eeKkH1MlXWbrJBONyC/5yxKIhBMBT4N32b1wGDd6Y86jqphpEf5kdHosEPkWAglJRVRcJwmyEEzqzMfSZJObAhXpsIvlJOUpxoZQg2vybCJjGlk3NOScNOkk+KGpaSJeZOEIqMRW6quJZtuFQSRDwBQpCoI4yVEvejpfPchJygMoWTItMkk2bcmiITsQDjlsOT512At4Z17lRFT++gjWfQ6oLQUyuwC5/QGW1RuHStYRvAiU/7QGLP8rI/1YsxSoLgd4HvCmAk434PaodbVnAMZ/h7e9qRsv7N2G3qE8Vr2oQ9D0uRddDJeUDV9/SR3wpf4WVIKZmFboRqGlikA65rpzmUCnO4q8HAFqZci26XB6VEl53vkEWGENgpWADABnCsA7lRZdtkxDoAld1XeigkpQ+R7cExCeAIQTj0ADMBcBZ1ruoa8dT0T6bQCxwlhEsMlFhyLQtJwIsyHEMh654zLKJ/C5sVMEoEgzkXFh3xckaRGNo450PcdOLzH4tC3hQgBOVFug0bPK5GNaz1hTRZelJ3LbsBOy3awYt56biHmTgDexrUDK9Gv9ggsuwBve8AZ86EMfmuQeNYl3E1sJNtGNIrfq/zqXkbJrTSdjzKkzu8Qx+WGHTOmb04rEAPVZ/tCR37ry7ckEJcmimWhdpZKi20ntczJp0i6cwVlUrtnel6pOCskQaKeRDVXLBCzivIEBRMWPRzv9kBmLQc8TRloCRNF3Y6lm+y9TEplkCHy9nqJ+Lk2Xy8jRhNaFPE6ouIxbxxHS3CJ2FD/tXIgjD1mO77xnCTpfuBnDv1I6jcoTADiQ3w/I7ArwKYBQiilUHgMqTwPl54HhFxQHpAe5lwFys4HszkpfLatAqCTXkD4gfYl84Va8ed5s/G1Zvy6QAgSrIju/atnFq+tbjfzplfVtaMv5mNNZRHehGrsPWrwAO3e2YUp+ClrcGlw3xJCfBwBMXzgfrV2PIlz9PGStDGfqHLgLVC7Q0koPBsoectqJxEbWDdGaCzBMHtgkOTFRZhMaNm44MW01gUlVXMlO0nS0pCk5QLbbd0TcIjDpH88QTw72ubHCjOUjkKwkTZaSRNq9amvIaYCeC5HPUO5FfV0BoXMpaJBsV8e1nwtOYh8axCcld64jwCVD4OwA99rrEfagbTKPuQ3hRz/6ETo6OlLXHX/88fjLX/6Cm2++eVL71CTeTUwqeq65A8OlFnS11GIP+arPDeFOlmynEsjs4gchv9o4ym1DJSY1Xp8kx2Jsjmpg+2Sntanair+kKNpEUW+bzJPu2y47TfIOeiGmTSXbrikUGY+RcleAQ9Zp2UVsH1bXVwj1mVd9p84uEEDk7GBXiqQIok2q7c+ejkP6bdqPrNAE1BdgrPvGINVjJMRul6g4yLkhOATcOfuh5dgnAAD5I4pwumdBjA5Ajg5AjEr4K9Uu5X8AxceA6hpFuquI8vNYDYATJT0CQDiifgdrAVkEvPlD6N69is58zVzPQS6MZCf9WawY9bDC1S8rBpV0mQswpa2mkyEVWe4uVLFTVxHTWivozNdQ8ALjnd2e7cb+M7swd583IsdrWO13YHW/IvirR3Mo1tQ11pb10VGoYd1oTmuJhWl/lEsIVyrya0dx7R/HJtGJ60Mn7wKA0HaeJlpNbiTmb42kDpu82wWLki3tqDpdt6Hui/GxR9wJhck4KU9rn/4nCGtfAPlcgLZckPr8EYKhSjNhifvd5xLZhBTFPD+kNHaudM/b+R+cSbQXfLzxZ78EECcwyecHzZLlLv8DXEeYHBxyUjI5KmU3tbT9hlD4+j3m79L5b5/w/k28/nDqqaeOuX7hwoX44he/OEm9URgX8R4eHh53g+3tm8nOqokdEqWqg/aCSvYyNnqSIesJoyG2I962u8h4SLd/0dvgXBJFvSm647lxP2rzm0P7YKcTPSqgQ9urCpJx4mz/BlAnoeEW2a6FHJ4l/zAFadxQa59ZalSbdOi2DRjJQCiZMzljIASDL3ldwpSNqs9jNmVKLx5Fv813YWtsk4VE6POgqXpmRfm43kdo0pFW9p3aBa//HjwRl6DsCFHuBO56eB7e19+CDx28C+Z1vQWAuobyrsDeO/Whe80DEOVBuPPU9pndl6OwBBi5D8i+CBR7AV3PBlUAuUGglgXynUpyIimR1QfgAeFqYKc1t+N9+7TgpXXqef3XNYkCNjVe5xojkMG63gLWecJUDM23+GjNdWFqawU97RVMba0YP/tK4OCZNZ2Y3T4N3YUqKoGSqAxrN6OStgG0XX8IniPQnvfhORKVTIhyxoEw8qSU6yQtqqwHiIH9PxBFkS3nEQOSrtgzbDFLS9QP/og0U3v0sTlSfYZke2lfxy0B3EJgkpjtPI26/AhrYqpcddCaC5B1IhclgikDb5FhCm5UfQeeI+E40lSlJQRh/TPEfl7kPIF8JsD6kSx2nlKE60gMaO/00YpnihIBWppiVfm1n4VCRtF5kQ/AvnI/4HPst9v6mPTF4RKPfuj9sXPLXf4H9VFbl2Th6/c0yfcG0LQTVHjxxRfx5JNP4oADDsAuu+yC22+/HVdccQXK5TIWL16ML3zhC3Va8C2JcRHvzs7ODXZKSgnGGMKw/oHQRBM2qj43HrsUAU5zFXG4xHDJq1veCOzL9+sdWSwixJk6jhDR8qg8vPpFxF8VlIjXfDNVK11hHD+iti1ybbXNmTQEhKZ4TbJk4MTKxNuwo1XkVkKfk0D0f2B5eif9tCmhUnn0slQdOVXZtL2OKVolwIxjApEN26XETHvTvmZbRESGtpGaxIQ6Wc6OeCeR5izjaLlA0dth9d2oOHju8Rm4+PEZ8eWewHFHLMUJ+8zA0fNWYQpXMhSefRIQzwFCveQqvRbXA1BbD3Cd0Oh0AUwpP8DzgDsbcOcAcLM4aMpqnLSfyrwcrbh47ume8fmW+xwYUsSrXHJRzoUYKGYwUvHMzM1AKWs2fyYToJAJTG6BnQgcWo4+5ZoTc/fxHAFkAnDuwOESVUfLnqSI8h2SSZNJrTaTiDThsOQbCblJnXsOiyU0gnSiSecSgUiWIlj8HqBRa43HpVkAMJiB11aLF/RK9kH3NxndHi55hrDbkhGqvOmHsJKw1bpAcHDuoJBJn62D1W2SnZi+8bj8jUvl7a72iaLZyW3p+WEHUog4U7/ybTXTju2itPeNt6JUdTBQzOr9tkE218R2gVtvvRUnn3wyOOdgjOH666/HGWecgaOOOgrt7e348pe/DNd1ccEFF0xan8ZFvO+///4t3Y8mXkcIBTNTjlntbuKHrE5qUq64qFx4zMQPIKnccoJBJ/pgJxsB0KZrcXBNmOmlZkeoaLo2qf22SbdN0oVgEDxOhO1BR1JnmYycAyIuOwlR99LTH0DdeUROJ+rlZ1fetCGsRBRb9hIj7xQRtEkL18tJt22Pvx2tffW1vjamraU2kU6sScKyo5LuseBIPLZsCvpLWfzltWk4ftEqAMBR/FkEq1XiZXWZItl5HdbNzQDcKUB2DgAHqC2Lit24M4BwnXIXcaauBqZHXvqtuQD7vGENRisulr7WGU/wK6W8JswMhNI/Bz7HcCZAqeYiFAyjugjSQDGDUDAUsiGqPsdwMQNXD9hmdJThcIlSzUXWDRGEHCN6v5ynSLddVZEzbcEpo3vFDAjJ0SRgkSbcFQBjETFmWkflW5Fv2y4QiIg8k/GpN8Ei7TfN+KhGESP2wrq+hdU23SP6i8p2VmPVc4OQxwfhpOLSicm2PI0+V/Lbt3NRQsFQyIQo1WAi2zRTkBzsJwk4BR+q2j0p68aDaLG8FWuWzFS2pHUpiZucxWf+BAdEyGKF0JKyFSre4wc8tl014M1I93jR1Hjjkksuwfnnn4+vfe1ruPHGG/HpT38al19+Oc455xwAwPXXX49vfetb2x7xPvLIDU/xN9HEeDB63rFovfLumEMGRaLpRbRZHqqSAdDTqjKKAHFELzs6dswNhEWe265VDt5zGzM/+0VDpLuuSqYGlXUPhYp629UticwbfaYhHapgj895bKqVEi+p/y6LpnipiA/XgwZqMxBcfS5WpDAZNaPy7qEZwOhz4xKCio0wGXdvIAmJbQ1oTtqJ67nT0Gi5Xy952KHQEqhz7FCRPxNxLrmAJ1CqOhgqKzvMQ3sU8a7e/hQq/wBKTwGiDOTnA2632o1nAa9HJWQyFwgHYF6EUig3FAhADK5Fvu8f+Pg+6ns6fG4flg3l8cyaDrw0cwh+yDFUVlHttcM5rB/Jori2UG8/CKjvvehiWBbwfKhIEnFOP+QoVx0Ue1vM90jSjxXrc2ifNQrPkeZ6o0HkqJ7NIdtKFTGPiCzXZE8IhkDyKLeAiuQIpm9mGSfVMalTYp1gkd6azsv+nXYZUtTdlqIQ6P4gH/JCYCK8WVeoglIAioNZuK0Jm0ELdYNjekZwoFRTzxEqMtZ65d2mpsH+P7kFj3/kJO0iBawfyZljJhPY7ZlA1xHRjJU+HgUwqIYBPYcoMTytiu2GwHV+ix0EiY7ZuL0m6W5iInj++efx85//HIwxnHrqqfjkJz+JY46JAnrHHnusIeGThXER7yeffHLcDe67774b3ZkmXh/wHInhcvwFzmWcIG4OJKu9AUoHSbKNpG7azvwn0k2EO82Cy5aWkHQj6SYylrOIIdpWhJuKCFV0olMjyzDPZXBqkT84Rb8AGM9yblkN+mE0bWw+D54enaIKorZ9Yew8jEuE/t/YqFmN2IVMHKkqVaaRNmqvkXZ7PKSbfJvpuEn5wbYKDuy08xAO3mU9CpkAOTfE0vUqPH3fE7OBwQyKPsdyyTCjrYxC8RUAwGg/4K/UJHta5F4CAKwdcKcC3mzA0VUipbIGR7AGECNAsBoIByVqL/4F7vS/AAD2W7Qb9pt7GPaYNgPLhvIYLHsmSbJ3JI9X1rfh8dwU9K4vAP2RjCSGkotyqRVlu7ooXTdp36NUEpdFM4fR016BH3KjHV45UMDgQM7sN+y6EfHVMy7cTmo0/u521NjKNaDthHWtOtb29rVLszm+dQ0TBIuRUqPvJmcVe+aGSLQrgIxAtsWPRW4BXUehNUDWDZF1rcqzFES3CK4pcpV4HtiVfcnGb+H3bwPnqi2yjG298m4zsDHd121lXYFCNkA2GyLrOabaadrxQksbb555DHowhIYgnbdqhIFzIJ9wtAF04mea7EwjWVCtiSbGQrFYRFubeq5yzpHP51EoRDkt+Xwe1Wp1Uvs0LuK93377gTHW0A+RsCGNd3d394Q6xxjDY489hrlz505ovya2bQyX1WWXz4SGLI5W3E2OZNgljNmX749NlVKkxwPgOHFNeVR6PSLdOU/5XdvknbTbDpfwWDwRbKwot30MG0py48RkHDV7JsDSPRIJz7qh8eCmRE8hlVabzte2NBSCwReJ6BUAONLShKplVd+JJZMCMI4QJIkRIYzuVIQWkaYod5rrSGhJAeo+mLGfKRsER7yMfOhsH6QbAASwYn0Ldps+jLldo1hXzBnvbHMOFQfl5a346v87GCMnKVnIuQv+gOwCgLcA5WeB0tOA16k2l4Ei5CwPZFuUpptN0etqgCwD4RDARgBwQAzpww29AHfNy1i08DD0TNsXvdV2rB3NYm0xg85czczEtBdqeMHpANaNUXp+vDMUus1QMuTcMGYrWPEdjFZcCF97+EtLvqS9uEXII2JN9n6CRe45FI3mlluOo/MRas6YFfaoZLs5Hl2mROaTXt0CVsl4VudxD6j7zA2j6G4QKokOmETWVfIaeh76YXxQntpH/SxKI6Jp9RlGzzsWziX3xoIbNvEmh6XWXIAprVVTRIfcTgDL+hXR/64j4OlnTYOhtdonMbgOqty41xBM+yKqxptEk3RPAE2pCRhjsRzF5P9bA+Mi3kuXLt0sBxscHMTVV1/d0FPRhpQSZ555ZjNZcwdEu9Y55rzou53SVsXs/7kdKz/7rs1yDPnlo9DxzbvqloeCgXOW+vJJ87g127AoumwTcEAnKuopV1sqAiCW0ElTqskId02TbFoGRMSbjp0G6oODyJGEyH+5FjlGKP28RDVQxNpEsVnUB/tziNksWslZlHBmImDM+s2safpkwZMNOZGMQS42CIogEtnb3lxP1uXwt1enYGpbBR35WrR8OF40qn1GEXvNUCxZ7vQJdLw5AFv5dxTvfAr5h2E8vpmnNN2yDAQrAN6uCtcAmoQXgLBPkXDmAu50vZ+ubikGlqPbzYIXdsNwdQoqQUSluluUM8lAMYt1FQcYGX/icyp0cm9HXtkJDpUyJuJN5ctjoP8pQZdLFRK2fbw5NDHmUV4BrbPfduSWQ8gH0cyL1LpoDqDKrVLvurCPo9slWZBEJGOhj4vW2c+CmoOyfTqUcOnEZWUAzDOKCDgQPQcC2xWJ5DEW2MUPmnPsbK2ZgfXoecdClNyYR7mwBr6FTADXqmgb01Vr8h1CuR4B8eeEw5RjCk88G21UfQcDRQdVfW3LS4/A3jfeGgsu2M/BsdyYmmhivJBSYrfddjNke3R0FPvvv79J2N1QQHlLYFzEe3NGnD/4wQ+ip6dnXNueddZZm+24TYwfpAkEtkxly0JWEe8koaTlmws8mhE1EBKx0ueNKr8RQU+r6kNE27SRkJckS9BzKSGEjhgLGZd7gJwBeIwEk1sAtW+/EO2pWM4l/ICbZDbSqNvna/dbMKbc2CSLlYU2bVkVMmNTzCTf4Cp6F4MrlesDnXPAx0+mN5Uop9jebW8YfrUdv+jLo3OqRcs6a8BgRL6znsBtT88BADz86jTk3BAz2vbBHu8ewbxTitjFWwYAqD19J4IVQwjXAODa2kt/PM6MDrDWITBXR8Y7AKdbu4joipKsZQpkUEWbU8KMlhas1a4SDpeoBIp8deRrGGjLIKDvuzjBchBE9jprmDOliJ26ipjeVkYomEn2LNX0IDEXRNeS8YjXxJtkIwEQs/qT0NegPh7NKNE4n8vIb1sAXJdxb80Fuoqmdf2SnMWRyGdDnQgpUQXiMyuujAYADuoL+lBSoe0aQ+skDMnkddXD0kFSMQCo1hywL/zRWstMYZ/BgWhmwrnkXmTbJKpl17pX9TOoBTGHo9B6NiltfYiq76BkDYiiaHkI7kgzS2g/q2wSzpnE6rNOjp3H06e9F/v++Neqf1yqAlz6uMkCX81I90agGfHGj370o63dhTpsVAGdn/zkJ7juuuuwdOlSLFmyBHPnzsXVV1+NXXbZBSee2JioiTq/pLExMjKyMd1rYhNgk277/81JwKe0Kj3VsE4aIzx/+uLNdgxAPai7rrorRj7J7gzQBFW/8Mjn22T+S1XtUlBUGyIelbacBqhCJhAlPtVsLWUYkWHBpPINR7Q/OadUA8eQbWVtaEfBouP7oZKoBCGHH/CYswmgqs3ZJD3uRiARhippsioST8iQRVE4Hk/q8qFIO0HY55e0WJPYfuQe2wpGPAyOEUEerbh4akUXAGB3Hfleur4NP/7zrlg1UMDcaUrIfeK+h2GvNwzhwOnr0VN8EmHfq1Ej3AFECNEyClRVNNydux/YjL3VakjALwEiBBdlzMr0g09X322LF+DvK7uxarCAlQMFBD5HtlPdx9VcAPSNIT1JQieSzppSQnveR1vWR2e+hkrgYGqbatOWQYWCoVxzVKSZ4Il4QSbj8a2vRZEgzkB8kNdgFskGdwS4/kocK9ocktWg3TZ1TTJwR8DTPudVnytZC7eIOd2P9OgTMDIUaog8sOn+rRsIA9EgmSpn2udl39rGFlA9q9xcqCQuVs7F0OePw+E//zlGKp4+nu6i7qv9bGYXP4hZM0brZicpet1Icje9vZy6/MlT31e3rOuq+Gxlk3Q3sbHYUAGdrYEJE+/vfve7+OIXv4hzzjkHl1xyiZGCdHZ24uqrrx6TeDfRBBA9aO0qZFsKyQd28pi2XCTrhjHCav8GeMyGz9iDAYrIMhm30NPIJF5CNkkH17pyGZWa9/S70GGhiZxzrqLlvh/JUHxyHZHk6c2sYzgm4RJA3ZS9EBZxtiNzRo8K2FFtziU8qMBhEFjknEDT7ML6cRLt2iBS0CTn40Z5eSuwlyqT01FQ1SNLNRd+yDFczuCFf04FAFz5xHTwGSUcPL8Pe8/aE3tOH8TOnYrwzGytYP68NcgNvAxZK4FlChBdC/BySUW7Vw7n4TkCM9uq4L7AypG8Of7Mtir2mTGIvlIWo1UPa4dz6BvREfmaExHh8UBfc1XfMa48pZqLjCOwYNowACg5y2gOQcgwUMyiWPYiomiTZkp2pGspZHHSGfBIjsSl0nWT7SVViNXSi1Ho+4KWg0PQqN2FIcjmfkqerr4HhACq9rOA7DcpN4L6yqD64WnLQEvmRkGAnAcMlb3Y/W9OnTTsQHS/MVWp056RS0tUzGZCcK2vptyahz/wAez741+j6nND+F/99Hvq9m1UyKzq12u2bdz2rvEToCbRbmJHxoSJ97XXXovvf//7WLx4MS6//HKz/KCDDsK///u/b3D/P/7xjxvcBgCOOOKIiXatie0crVfebbLyt9gxcoHxEOcsiupm3dAUyAHUC9ZPJAQqrTQ3LiYijDTV9HJzdMTHjuRH+3OEYRQNd6Q0y4FIp61Wwop2xV+eJElR0W4ek7bQi70quPH/TRbTMOSCpsUBHYnTtmxc/W+sx3QfYvvZ7g0kAZCIyJeJBkogGVlvEu7xw5GYsWAQc6eOYtceRUr3nD6IPaaNYLDi4eFXp2HNSB59fZokVxyI3gL+0lvAXzKz0Tl7FPN71Mzhrj3DOGxeJw6aNR1T2kbBmUTFz6BP2wauL3voL2Xx8GsZ1EKOkaqHnE7Y7czXkHNDdOZqWDBtGH7IjB5b0HedC7WEw7KjK7r1hFzLH/o40NVSxUjFQ3ehqiLfPSoaXgkcDFc9DJUzeG51J3r78qqIkg2KHievp9igEJFNoFnPomi5/swATWQFor6TbzeAQMqoAqbtPU//SxbdB4LHdNQ0EE11OOISXA/6s16UoG1Hjl1HoFxzUarFE7FVe9IkaFIidNYNVc0B7YFdDXhsv9hHJZgJRpTOf3tq9Hm8oFnRA3/6q9hyzxF4+AMf2Oh2m9h4qMqVk6uTZ2M4eU02urq6xp1I2d/fv4V7E2HCxHvp0qXYf//965Zns1kUi8UN7v/Wt7614Tr6gBhjCILNq/dtYttC7vI/IK0YmU2+qUzwRhXRaQA7sTDnhYYgE+k2MhQWL6iTpl2k5THJCeKeuPTyVNPCEj6ipCTft/XcPNYugJjHNxDXXVLiFU032y91ioQJIes4r9oAiAp9RBE2Ya/nzETFhZDRlD55FlNCSkARRxZN73NEEbi05KhmxHv8CBlacz7acr4hwUIyDFY8rB7JYVprBW/aZa1xtHl+dTuKy3TFnBrH4NJ2PLa0HQDwGGbjF1N2wW5zhnDkbr3Yb1Y/Fk0pYkaLiqR35nysHPaxcjiPF9a3o+o7xt6wv5jFaMWF5woUMiFaswEWzVQDgVJVEUKHS4xWPPS0l41euHcwj96VbYqAJ4shFV2sHsyjq6WGaa0VTClU0akTTHOuQCXgWDeaQ8V3sGqgYEXY6QIaxwtVsCjKTZDQkXEdAadrtGZdx1wiNrqkZXbhqORxAOvatvrGpZ7d0qvs655mpfQ9LVi85LpaZyUt2o5DlOidrffi5zxKBhfSrSvaxa3IOmFzlWD/+yn/3ya30UQTmwNXX321+buvrw9f+9rXcNxxx+HQQw8FACxZsgR33XUXLr744knt14SJ9y677IInnniiLuHyjjvuwJ577rnB/QcGBlKXl0olfPvb38Y111yD+fPnT7RbTWwmUNRi4fdv2yKJlYTKhcc0lJok/Wa9y+41f/sXvW3TjktV3Lzo5QTEfbqJCNsaa86jMuux8vBMGvJOLzdbvkIFabiOPNPf1LadWAkg9lIXMqrwSf/TcRpl+8fLaOvKk4anWOSDSIS9H1XrI2Ju9KJW32wSDkSKFMGiCKJ9nLTkySbhnhBeWtmOUDDsMlVFrl/ua8PP/jofpZqLtcM5VP2osFKwfgNa674cXujLYe1QHg91Tsd+c/qxqEdpxjvzNThMYrjqYf1oDqsGC1g7rNor11xkvVCTbjUQoAI7o5UC2nI+XEeiNRdg5+5RTGtVZH6/ORL987NYPaS04atWtQKjmkD7HMWih/UjWfSXsvAcgT5tp5hzQ+zcWURbzse01gpmdZUi4r02j3HD2BDqD4hcdwA1K6OTEKk/dYQ5tEaJjoSbjaLSdG8KGt3aUW4CFbLS+wSxqpeqWyLkKOvckKwXwnOiAbnnCFPoy4ayPBWGZNuwC+wAlDSZ7pdNxwGUi8nMa39v1q8+653159PE9gWlj5zkY247ST62vvukk07CV77yFfzrv/6rWXb22Wfjv//7v/GHP/wBn/vc5yatXxMm3ueddx4++9nPolKpQEqJRx99FDfffDMuu+wy/OAHP9jg/kkrQSEEbrjhBvzXf/0XOOf4n//5n21SDP96w5Yk3YTS+W835JszWRfpToN32b2bTL7phWUXyKFodqg1mkliS2Q76cRiJ2TS/rGMfv3i9VP036QV53obSqYykS4RT46s6ix/lXip22ASjmNLUWTkl2sK21CfaSqcRf7H9rZMwhQESU4Xcqh2Qh6XDghW7ypC0gNKKNveLP62NfTlsLTo4Q5NAofLHoZfbY9tYl5z3dXIQi+rddeDcWtCABhc2o5BtOO5F6ZGCz0BtxDAcwTKFTcmx+AtPmZ0VtCa9dGSUduQ68RQSZUv9ytqsNpV8GJWoVXfQXehitGKi7WtQczSnXsCrbkAnMnIwxyKeFMBn1AyzJ0yiuGyh9de7lKSlkbFmNLAZTRArCV04nTNA9F1Tf/b94Ge6bFzJ1KRlGFxwPUSpJvuNRshQ1Wq5GqaLaCkb9tWj5tBvY6C83jAwAaRdYdJFDLq+4gVDdPPKzvZPJTMRNVn/8/t5tmWpvVuoontCXfddReuuOKKuuXHHXccLrzwwknty4SJ98c+9jEEQYDzzz8fpVIJH/rQhzB79mx8+9vfxgc/+MEJtfXrX/8aX/jCF7Bu3TpcdNFFOOuss5DNNqiK1sQOCXtqcyzCvblAUaSstr5yUl6iRjJi3AAiUt6o2mPGEQglg+cgtc0kTNs24U94eVPClUrq4qZffshMcR2alqYbuRo4ShrCmaq8Z0/tA4o4S72DlywEwiK9qoApTMOpWAlFtdOIeezkxpCZAE2pycag4mDFc1Mar6fP1K4qSYWFxkp8TFgBBoOZlNgoIIoeVvkcWTfELlNH8fK6NizvU+bf1REPg0NZVea+zYcQDK+ub1XthRxT2qooZAKMVDxF5LR9XxAw5DMhprVWICTDCt2eDc8R6G5RTidZLzT7mmswF0YzMDTAiw0M9YdjJznr2SAT4abrNRtakhJEg1DA6MmpeFUMXDcqIy232JCuNCWJGQIQzLIUFcryM+15I6RaT5V4Y91J3Jv2/lwqOQvnKofFjgeEDZxTNldthSa2Arjzuo5425gyZQpuvfVWnHfeebHlv/nNbzBlyhjP1i2AjbIT/OQnP4lPfvKTWL9+PYQQ4/blJjz44IO44IIL8NRTT+Hf/u3fcMEFF4yrqE4TTWwqqDQ1wQ95lNRIlr1MRk4IgEm4pG14SrVFzuPVLO32iVQ7LO7FTeWWARgZCh2HbA85EX6opKlqEI/0KR25jEXCqg5X0+BaIhMQEanyOgvuVND5kc83JbH5XC0LWb1Hsg07pNmUmkwO0j7TzelvLqAi7wM5LHWnNG674qC3LxfdP7kAoWTm2qUKiQBQZQ7acgFqIcdLa9uxaqCAis+NzIxziZ52RcpVZcsQ06YohxbRVUF7voapbVX4Icfa4VxUfKfoqeI+pogN6hN8AU3WEfU1GyrCTfvZ5d1DDlTVvRTogjrcSb+Quc6dMD79Qi1zXYnArsBJfbMhGSi9KdAzVK4bRdqpzapwEAqSvsXzSRoVsDHH0xF5wVWJ9+gZqMi8Yz3fxqrG20QT2xP+67/+C6effjoeeOABo/H+85//jDvvvHNcao3NiY1KrgyCAAsXLsTUqdE05YsvvgjP8zBv3rwx93/nO9+Je++9Fx/72Mfwm9/8BjNmzJhwp5vYMUFJlFsy8v3auhZM61ARNNsyUCVXRrrs5LStrctOA2m9bReRqu8oG7AUTTaRbpPkhMhKkF6udjGdwIqCURScBgKeI43tYNoLeDjQbhCmmAdgCitYXsLgUNFRDkU+qomS8DG/5MRnYdsH2qS8+d7esSCwYUJvb1PLYB0AXgjQng+Q80IjUcl6ITiXeGVdG/pGsqgWvSjBEQA8gZXaOrOrpYasG+KAnfsAKIeWaToptHckj6Xr27C0T0XZl6MFZZ+P7/oTiKRR9syARHwAyaVy/QGUVYSnXI0iR58o2p21kmABdc8aCYcnEMDql5F4Wf2xk0a5Tm62qlsCelYu5BAyyifJepFkxH5e0XMgFAzcUctDRtFtB6GQlrNSXBM3EYkJVQoOBUOx6EF++ahx79tEE1sap512GvbYYw9cc801+PWvfw0pJfbcc088/PDDOOSQQya1LxMm3qeddho+/vGPY+HChbHlf/nLX/CDH/wADzzwwJj733nnnXBdFz//+c/xi1/8ouF2k2nt0sS2BdcRhmgmPWg3Rd+du/wP6GwJU6doHa1HJuJNsCUgjhUuNtFpESVg5lxFvIu+uq38kKPiO0abbesnSRtOL2U7eSrUMhLSiHOboEsJLpjhyw6vtynjLB71MpUymUTspU5JlIAiAFwnm1H035RhTxAYW8NK/xt5idVmE01oUitCjpwXIp8JTDLyUCmD3sEcRMVV11rFjV9XPkcQMqzyVXLhoplDOGjn9QCAA2cPwOESSwcKWFdUCaB0nwnB0NJVQWFGEQPFDIJRN9J225IUAt3vTI6d52BLrSSiwSats5OVrXs6JDtOuvdsG097Ckqy+G/Lh5+i0ty+z/Q6rqPe9j0vZJQvQoNxGtiH1oBAFe/yUNb3eqnmwHPUvsXRDNiXHoj6p2cA5MVHI4lkwZuWFh+tV94NQJWq9y671zz78pmw6dM9WWBbQWrCJOKeYNsODjnkEPy///f/tnY3Jk68H3/8cRx++OF1y9/0pjfFskUbYVss39nEtoVkkuWmJlMS8pmw8RQsoiI6OS80L82adjexI9YOl0ZjTe4nnEtkHIFKoMoqA8BgOWP+zrlKUw4rqk2kOy0iLiTTpBqpSZ0ANDmPa8oFVFEdIZWjCWcS+UyIcs3R/tzQ9mYyKnxjg5K/Qh7JSNKihkQ6kp9nwrGhic0Hea2aHmVnLRnfDrkQ+WlldOR99C7TyZgTSUrMhYCuwGg8s4uu0nJvCPTdZwTgCbS31NCa801S5qqBAgBArMuPnXwbqEFf1gvR3aK04gCwbCiP3pE8Vg0VsGqogNVDBXOvzZlSxJ6zBpHzQqwaLMAPOXqHlBPKa+tagIFsFNmmgSYQSamIdNM1Tv2zr3VmfSYETbZVngWQdCKhbW2JSt02HIAtWZMMCDiCClPa+5watJgETD1IThb+AuwZMTK3oME7zLlz/Swjz36hixkFFQc8o/zAaaDEmdKWs6/ep7p28dF1hDuJIOT6OR71q1xzkLv8Dw1tYomwE7Z0bYcmdlwUi0W0tNTnjmyu7TcWEybejLHUUu5DQ0OmiuVYmKhjyc0334wTTjhhUj6MJuojF8DWqyK2Of27W6+8GzkvvYhFFBESyJDUhEUuAkpvzWJTt7Sf7SpQCzlqIUchE6C/mI3sBXXE2ib9Numu6Ap+NqiMfNKxgPy7ifjbEW9yKwhFVPHS3k8lTgIxz20i7a6MLweiSGBSH+uI6D0qoQg6k/EIoGm7Gf3eXGhEuOW1h8bW5eeM4vh9VmKolMEeMwcxv3vEVK98daCAlUMF3PPP2XhmWafS/Wsyh7V5oLMGeAJT2qvYdfpwzLFn7XAOz63siCLT9uDLTmi0rwNPwM0KcAZjPygEQ7WsXz1jkW4uzf6eIzBS8fC35UreOFTKYKTqoZAJ9KwSR4f2AD9swVq8dcEarC2qRNORimdyI3oH86jah5QsPhhhUJFdKu+ezGGgaLhE5Bpk9pWRRtsu7JOaE2I6YJaRH3+8voHU0hTdXtkFBEOV+pILIRyB0YoqsNORjyKNNMMWJnTa9iDeYSrg0KYrTqqquAKjWsKmktCjmTMhGPLZcExnl2SyOAAjv4kcn9L3TZJue1mTgE8cjDuv6wI6u+66K8466yycdtppmDVrVuo2Ukr84Q9/wFVXXYUjjjgCF1100RbvF5NSTuhTeve7341CoYCbb74ZjqOn0MMQH/jAB1AsFnHHHXds1g62t7fjiSeeeF16ew8PD6OjowNDQ0Nob2/f8A6biLGiF9v71GDrlXejkI0PDClSnPVCtOYCFDIBsm5oyDeBCDIlPCY9vNtyPjryNWQcgaKOug2VMxipeIYAkwc4YFWe1D+NiDdF2qsBx2hF6bRLVRdVrT3lTKKQDWNFeqo+j/n+mkhWzYlPs9tkwLGm12m9sAgJ6VBpXS6MwmYBVzKBjFDLKk7cNzytsiBhImXGmxg3dttvDd651wo4XKKQCbDHtGG0ZxWxWjpQQF8pixfXt2P9SA5rRvLoHVTR4FAqp4uOQg0Lpw9jenvZXEfrRnNmMPnMig6I4UyUfBjqa8D+LslRhXIDCJ01IGPZAQ5nou1J2kT7FgLwnNKGF7L1XiutOR8ded8kHk5rU5rv4xatwoEzB/DMunb87tmd8PK6duPA0teXVxF76lfSYScjdJIlRbsT0hTb6cQGVex0ZX0k3FHVKclj3454J4vq0P+2JK3qc3X/isS95Eq4uTCW02EOqZOu8xmlq/dSjknHtWfcVO0AByUtzbETtyl/hQb/niMTEfaoXSLesSAFPXoS0Xl6t6SR7iS2J/I92e/vtGM/90AL2lonl3iPjErs8dbiVjnvJJ5//nn853/+J377299iv/32w0EHHYRZs2Yhl8thYGAAzz77LJYsWQLP83DRRRfhjDPOMLx2S2LCEe+vf/3rOOKII7Bo0SK85S1vAQD86U9/wvDwMO67777N3sEJjgua2EhsaMqw66q7tmvyPXresei55o4oCdHWTTNpXkAmimy9OG0f3Zj7ibYCdKyItz11rDy263XhRLhDq92k1ISqVtpaURsxPWcDTbUfMgjj7MA0OZBxnao5SVi+34jcS4D4fo1gO52Yd7w+ZqOod5N0bzZMWzgIANhz1iBmdZSQ80JMa6lgpOqhPRtgdquqKtyZ87F0UMk8SjUXfDS6D1ozPrKewO4zBrFw2jDasj4ymrANljPoK6lCNzkvRKnmmkHdgK5qWS65KiJbctX144r6r77GgUyIlk6V4Ox0V1DIKO33QDGLwYFcRMpHPIiii0FHYrDmALkAyCsC3t6mottZV2B6exm7Th3GgilqJnbnjjL6K1m8OtCCZf2teHpFJwLyMi/pCpqeUDLUOlcR6Psj4elNIKlW0orQDEQZTBEqC8LSXdEzSP0dbUNFumyo6pMSVVeofjmISL0b1SNIC2pGMpL05G6qxus6oX7OxHNq6G9bykZyuXxGPX/8kKNUbUwjcp5N+O1Iu0RPe7Xhfmnoaa9g7xtvBRD/3J79+Hsn1E4Trx8sWrQIv/zlL7FixQr88pe/xB//+Ec88sgjKJfLmDp1Kvbff398//vfxzvf+U7wtFLaWwgTjngDwKpVq/Df//3f+Mc//oF8Po99990X//qv/4ru7u7N3sG2tjb84x//aEa8t+DIcUOk28b2Sr5nXvv7GNEmkH7acwWyrlBl5HXUG4imV0nrbe+fcQQK2QBtWd9oT0lnWqy5JvLMEwS5EjgmImSTcBuRRES1Se36AYcfstiUrS1hITs2k9Bl67TpuRIy5VhCu9mH5lKRk0Yk2xMqKmi7m4QJUm80sVBRwB2FYLfXogjtFsCnP/AEvnjoowCAs+45Arfcvnt8A4oEJ1xFpi0cxOL9X8NuU4cBqHyCtmyAqYUa1pcy2LW7iJnZQQDAikoXXuhrxROrukwUe1m/igY7TGLh9GEcsFMfDpo9gJwr0FdS5/tkbwcGKxlUfJXDUKy55robqXiqpHzVRdV3jK0fSRRGK66yt6w5JoJN0dFCJkR7oQY/UDrscsmNrpe0z5qIXC5ES1cFe+80iH136seMtrKRdr3W34rX+lvx6vpWrOptTS0g1HAgSZ+xvS6Zz2DPDNE6z2bQKZIrVxr5SprcDVC67STxDoVyNPLDaABuW4e6joDnRJKz5DZ28rf9/PMc9awj7TcRbyBugRpa+wMwUWzPsloUiYCCHQhIO1daTzUIoueViqSnVeVtywVoL9S0g5P1+ejn5POnL079TLcmtomI9x/bt07E+4jhbSLiva1io3y8Z82ahUsvvXRz96WJbRzbK+lmX70PO02JWwQmkyyFYAhChtBJiS5zCUeqipBURMdGKBkqgQMh1G8gegkBQBhGiZS0zn6xJRM3VYe0M0FKYqfpc+KdRtpvUwCIR/ZgpvS8rUul31yaJDg1/T5GdNsTirAnLeWIfANxqQl9XjuCreAWJN0AMK21Arby7wCAq49x8PCL09H7Qle0fq4i1kfs1otbHp0HrMshP2cU+8wewF7TBzGzVUUQOZfYub2E+dlVGGxvR8GpItBWeJXAQXsmQGeuhlVDBcztHsUhc9eZYyycOoKd2itY2LoW/UEb/tGrXpyh9tLuLlQhBMNgJWOuy458DYVMYORQg60ZVAPHDEapeE655mBEb0Oaa9cR8LV0qjUXmBLpAFDmUNHvtOI4IUeRSbySbYPDJV5wOtCvNd0DxQyEZBituGrglwvr3UwaXd81LT+JyUUs4k1RbiKeSWcT+s1lvDqlYIArTFJkEpQrQgNpMxNG6ySzCLcwv2n7RmSeyLgfcnApjVWqqRUgJeiRFyafjyKqWUBEW80U6lMiF0Yv6ldEoOPPB9veMGTMRMvt6prggDY+jT3zSGvusIh0230VgmHh929D1hN4+rRm9LuJdDzwwAN461vfurW7AWAjiXcTOxYGzj1uQlHv7Q1T9LQ0gRw/AJ3ECAYhpUmkFJpIkz1g0tLQrmgZCoaK7xidNpGIilXoxo5u28sAmONFnVO/jFe3iK/ndmRLaAeT0H5JKb1rkHjxua7UTgtQZEQg8iUm7ShFq+3BBWm7SQdO26chSCHjQNPdZAPo3GUYpx32Is7a4xGUHeUnm+c17Dp9WLmRhAzIB2bKf1prBZ886nnsNnUYs9vL6GlR1zcNytq9KtqdMkoyjxanDGdkBVjbTgCAvpKHpQMtCCXD9LYy2rI+prUqbXRPSxULu0cxwxsAZxIrR1vMtTelUNWWmQIjVRdtOd/0pxI4mFKoYrjqIaOTICnXAVAkOxQMhUwAzlUEnAhXEKoZmnwmQGvWRyETDTTLmRB9Ixmg6CkCHibuk6KHdesKKFXVvVe23Fa4pzXVJAmR1sDQbscT8VwDShS2Lf1sUktuJ2muPnYypi09oV155BBCsjb7e7MRH2DLuEZbN5nTPuhmO+u+jVWzjGm69XMH3NgNNiq4Y9uRRppzaqducxU9h9S2pQr0XTpcGjtWz4FJHPdl/cOBazmPiba7wnxuQL3FLKG6o8ysbU5stcqV2x6OP/54zJ49Gx/72Mdw6qmnYs6cOVutL03i3cQOj3wmSsxKte8CAKFkHJ5jF5MQqsRyIuJsa6t9xKdXa3rfJKFOZvnT/6SrpBebAIOrk5aqAUep5hp/4iQcHYFLRr6NJMZ6AKoXIkO1EWkOdViaonXJF2tIyzUxt5PhYgdPaXus5MpmkR0MLm3HPd2zsXvP/ti7R0W1u7wSprVV8OaDV6C7RVVnfPP8NQDUtdVXymLZYAvasgEWdQ+DM4m+ikqSXF/J4/mSilQv6h5GLt+G1SNtAIDZ7RUMVz0tR/EhJDOkbkrBx1RXtbXeb8eUgo/Z7coNxWFASybQEqr4NRRKhrasSnKkGRzOpXExIYIXClXB0veipDt7MOpwCY+LKArKJfyQYZjyB5I2hiEDRjwU6TokXTkAUdb/S0TXGN1GJDPhiEg0FY7xKXnSItx2VFuinowT0eRQ7ZBNZ1I+FnJUfUcVDrJ99hvos+3flJNi70dRYPocG0rWLO22+R1GEhKPBuL08djPjbqZQcTa0QdBUh6bFoGPE3gWu/ZMU4zBc4CK75haBVk3jA8kEH+O2+R+zxtubWq+m0jFqlWr8NOf/hQ33ngjvvzlL+Ntb3sbTj/9dCxevBiZzJadzUximyfec+fOhed5G96wiU3ChqLe26vMBEAs+ksvjKQTQDT9GkWm6UVmT/3Scq6nRmt+RLCT29ikIha1tjSV5mVpTeXStkrPzQ3RIR9d+psGAQ7IKYXIfOSkYs5bR8NM2Wry9CYQQaFcyLRoNSVo0jswqZOdKIFmG7HP5oQjlYMFMD5vagCYUgH6cpu9K8/8fQb+dXU73rRAyT7mdBUxt2sUpaqLfWYOKM/qYZUUefjcdVg2FKJ3OI/BioeBag7T86OmrT8unYrhqof37bUSGR7AZZGrRSVw0JXzMaVQw9piBu3ZALt2lwAAU91hDIYtqPkuWp0KOp1R7DNVEe9AOgikg1LWRWfex2DZw/qycu1p8QL4oSpINVjNoBI4sYiuEIpgOYyhyiWyrjC2d+TEwzlMWflSEN1/AOBmBQKZKOceWAM2u0olXY9JP/nkjA1HJBdJJknS32ljVAal16ZkR8ksf25dsdJnsUi3aRfq+VP1HTVrRY5D1v1q+2YDkR7b4dJowO1Iue1oVPEdJZeLWY9y+FalTHud/byKRb2tWTfqm70fEA2mzOebGP3TTGEyoZJzS6Li1GvaAUW6C1wqqRCAtlzcIjFJus3z0q8feLzewTgDm8SkQXXMbTOS0t3djbPPPhtnn302nnjiCdxwww347Gc/i8985jP48Ic/jNNPPx1veMMbJqUvW5V4Dw4O4le/+hVefvllnHfeeeju7sZjjz2G6dOnY/bs2QCAp59+emt28XWF7ZlcjwU/5HUvgDTiTf7X9MKv+I7WRKYkCGm5ih9y84JIO64djYn6EK9gafctlAxhCFOIww9s8h69aDxHwEEUWUpW0iS9qF0YgyphBmnT5zrIF3MzAcYmxmNpwceDDZUe39IIWT3h7qylJ+MRtgDpJgSrCnho1VwAwJvf8hpmdZSw7+x+vDrQiqXr2/DIC9MAAPP+v1E8tmIKDtl5HV4daMVTq7uw36x+vNynotprRvLYqbOI1wbz2HlmP1ory9HVovyv1/kdaM8W0O2OoNSZRbtTwnCoCP2amoqST/FG0epU4LAQxVBF0QUL1DXkZuEwD37ItDRLff85T0W723I+RioehqseRqpRwITuqax2RLHdfFxHKtmELkgVRYKjAlGBK7RXPFc+4sblQw8E6TpNux4dobazcxpoWcjUdUi72feFPchMgyPrCDZZBqaCReTbjkILAaXh1g4mnKnPA4BxHilkArTpAkRp8EOOrOvEJG00qKn4jllGbk0kNRGCqZoFHDH5HUnd7Oi3nxgQCRmvqlv38STkKSapXUcQbMcnG3SOPe1KAvX4R04CACz64W/MgCFZ1IwCDtVgy1vBNbH9Y7/99sOFF16I7u5uXH755bjhhhvwne98B4ceeiiuu+467LXXXlv0+BvlarI58OSTT+KYY45BR0cHXn31VTz//POYP38+Lr74Yrz22mu46aabtka3tilszazoHQXsq/ehveCDM6UVdBg5AaiHe87SXFKUjhKJspZdF0WdbG12NXCMbzZQXzXO9rJNaijtaI89besH3Lw8bc9uIIqUU3u2xy65nVB0n6al7QI6pA2vUoW+qvWScoRaRtPzdC62Dze5lNj68W0zuDFxpOl/t1PstEcfulpqmNZawbXv/jO6V/8BYd9ytZI78ObuDzgqEbH27B/g9MxTq3Z5M+SKx8A7ZgEyhBheozSiAJibBcu1AcwBK3SiiA4Mhi0Y9lU7gxVPyUwkw2DFw2DZM3kOa0dzJgpe0m4/ZEE3WFaJmOZeEExVWYWyKRypuKgGDgKfq2I/AY/rscdz/ZF9oB0NdS3inVb8hwajyaqVWn+MTIg6D3BKIqb27HGlI8A9YSK+ttsREFkJFjIhstpZiZ5DHhFvkvNY0rSsFxqfbrsoF6A8//tLWWP9SM8WIO5AYstZzMdDzz39zCSPdwAxcmvsDBNt2GSbnn32d1yX24J4AqbdPqDId+uVd6MtF9RF39XxKImUgbNtI4i0Lbia/PORbrS1Tm6AY2RUYPfD+rdJ3uL7Pm677TbccMMNuOeee3DQQQfh9NNPx7/8y7+gv78fF1xwAZ544gk8++yzW7Qf44p4+GAp0wAA21hJREFU77///mBsfC+kxx57bFzbnXvuuTjttNPw9a9/HW1tbWb5O97xDnzoQx8aVxtNNAEoci0vPjp1XT4bKs1pIrriJF56XEpwIU3kBIjkIVTRUm0MvS7enj3lGem3dTs6eTMNtusAAPMyrPgOqkE0DQ/ADBoalb0n2zFARbaSUXU/5AgCS39qa1i5hBFVMkT2aILFp/UZooqWO0IyU0Hr/8crNdmGMWv3fgBAIRtgVkcJXz72aRR+dy1GlwOSLt8WAHgcYngIsgLIAHCm6pLgYQWhm4EsD8Jf/iQgIskDy+TBCu3g+U5w7oDn1TObrjGHSQz7KpLtMImcGyLnRvv3FbPo97NYP5JDfylrEuFGKp4ZLIaSYWprBRWd06CkEzyapQl5VNId0EnC47gGQ6airPYrLLByGhjishOSVNGMDv0PRPeMzyPJCYm0fX2fUMGpxH0aJSayuuUOk6ZabdV3dPRWk2s3Lj2xC9PkghBC+rGBvJ38XcgE4EwaO1LKFxGC1ZH/WK5JLKFb5YjQQ8COqqtgA4eH6PlonjsmQBC5sKjlEflPIh4sAEqh6u+iH/4Go+ctRsc370rVxCfzDprQ4E504U3aMbfN7+Kss87CzTffDAA45ZRT8PWvfx177723Wd/S0oLLL78c8+bN2+J9GdfbZvHixebvSqWC73znO9hzzz1x6KGHAgD+/Oc/45lnnsGZZ5457gP/9a9/xfe+97265bNnz0Zvb++422ni9Qn21ftS/08j4B5NZVsvGZKRAMpSS1jTl9waZJKO2uxLnDOlT/TCCxG3DwSiZCZA6x8Zi72AksRbSP13yCFIP+nqqWIRSVfMi7JBMhOgIvdCqpct2cqZ6XZAT6kz9T9Fu03EOzpn9WGmJFUSSZkIER9vhDkZVdzcoD6T3rvkblhuso1iVW8rAOAdBy/DtNYKdsqsR/lloPIs4OtHqtsNiOIQ3JmA0wU4UzOQNaXj9l94ALJWgRgcQrgGYC0A08oa5tbASsPAVIC3T4fLlC3dsJaTlC1v+oGyh5LvRgQ6cOALjmLNRU3LHyjxcqikbAaFdhNZN5SNTohmWySrtwMEGrvrpEGwaDDpc9VmoB1MbBmKYFERHboXiLgDEZkOORAAyGygDyRF4QxCiBgHIl27DZVjwlDxI8mN73FdUdKa/bLu7YrvIOepgQ7n6YW17GqRFLFOWpkC0XPNc+P6a3pWqnajyHX0W8+0CT0YERLgDA6k0akTQmsElIxwm+WJpHMA2P8ntwBorUsmT2JbiHY3se3h2WefxbXXXouTTjqpYTLlrFmzcP/992/xvoyLeH/pS18yf3/iE5/A2Wefja9+9at12yxfvnzcB87lchgeHq5b/vzzz2PatGnjbqeJ1x+SpDttXWeLeoUUMnENol08x2T8i7jdH019cx2FSmbUA/WVJuNRaP1iStEbGssvQ7QRm/61k55MpE8jCNQLTvVHxOzDAPUy9uy/9cuO3E/M50AROQDgalbAD7mazmeIyAcQJaLZGtok4ZEM8CcY5Rgv8Z4I4bb9mnNWWfKx0KWr563NK+0wsF2SbgBAUfVfCIZLjvgL3BWPAC4gigDTpybK6m//NaDyOBD01uBOVW4pzhTAm6/bCgDWBvP5ixLgFCLNtscCZHjkFlQJOIpaS9xfymKwkjGe3X6oSPfqoQJWD+bRO5Q3CXai4pp+x3TW9mwMyUFIP70xg7CQAWHK9eARUbQkJ1JpkBtaBnL9u+aovlPRnaT+2r5PBGKDaBo0284mtlQMiGbVQqFkHrbUjWQohUyAqnZj8hyBrBsa+Rzta8OOQNNzLU26Yby/mYTDQpWgSR+ZOU8ek96p86AggSbfiY+cktjNzxjfZfK5W6o5GPr8cej4ZmMTgG002Lr10Ix4G3zpS1/CYYcdBteN094gCPDII4/giCOOgOu6OPLII7d4XyY8v/rLX/4Sf/vb3+qWn3LKKTjooINwww03jKudE088EV/5ylfwi1/8AgDAGMOyZctw4YUX4qSTTppot5poYoNIElWIePTFbAOYF0bMTzcRxSbYFeNoH/LeNS4ASecTroi5/XJJTkFTZTeTICnUi8pxon75CQ04eDTFS8cyRTaYBHcEROhEJCMbuSQYwpMcZzCpCAptY5NmcodolCiZEWqfmhMnTLS9HYUcL2zfZSDqj020K058wNAIa/PR39u7Xl1/Jv2lLNxVj6L23HOKQHMgO1dtUnoSqD4DDN4NhEUgNw/I7ar354B8AXA6AN4GFfXOAbxDrxcheL4TEAGGghaUwiz6yopc95UyWDeaQ7GmdMX9pSwGddVLyodYO5zDQDGDYMSLSGnSn5tAZBZCV1nVg8XN/R2RlMquuJr06bbXBVxf01DXIWdISkoMHDFhEkIVZyN5hyKr5ZolI+OAF2jZhybIFCjIedz8b07RSOYkHBbUHY+037ZcjqQolOzKU6RyUQ2ESLYSq1fgirqghl2tN1miPkm06ywK9efRiHwPfb4Z6W6iMY466iisXr0aPT09seVDQ0M46qijEIZhgz03PyZMvPP5PB566CEsXLgwtvyhhx5CLjf+jP9vfOMbeOc734menh6Uy2UceeSR6O3txaGHHopLLrlkot1qogmDZHW4GOG2VgnENY42sbYjRUkXAkoMitlx8cYE2kbdNHAK3zQRakfC4SGyXtyrlmzFlIVYFKUnr1/TR7NPiJz2WK5yqAIXmhBwXckuoClxJqMEMgJpYElfS3pYmooH6q0FCRJRYlsaOU8j3BRRbBQNT+4jrc/SFeqn5I6PpLVoIlLc/jXeXz3jEQDAh3Z/EeKfqyGKUJrbbqC2Sm0z/Fdg5cNAAUC2S0W/RVGtCwcAbx7AshHhZhmAKdMT8O5Z4O3TEbTtjOFaHitH8hi2kiTXFnNYM5zHUDmjSbaSjVR8B+WaEyX1Aum2fzZoO7pm+BjbbgpsUk2QDKhZyyipGKi/N4Bo8EiFd3wWXZNWbgnXA3GVc6GW2ZHiQJPRpPYa0IRcS2SE1aYfCniOqidAA24e1Es4qGCN58U110SCybaUBvI2ES/V3JiNIYGi1mmgYmJUEZjONzrm2N9lTJKTMuPYJNlNTBRSytRcxb6+PrS0tExqXyb8tjnnnHPwmc98Bn//+9/xpje9CYDSeN9www344he/OO522tvb8dBDD+G+++7DY489BiEEDjjgABxzzDET7VIT40TPNXcAANae/Y6t3JMtC9cR8EMGz6knw0myDREnzWmyEgAxtwATsZEsto9N2utIue18YCFZYS6yy4pvR+dC2kvOpH6pke4SAGcmKkQRJfV5JEo4Wy9LEXKUBVORx2RSGGm3SfMtoUiviXjrZDLSiKfB50r2MVZUPAmBuilqAzoWfZ7ttegzHcxEhG080W5ghyDc6KxhRk8RJy96BQBQPf97qLpA+QkAIZDdNZKajNaADIBcD5BfBGR3AfIHqHUyULpv3gXwHMC7OwDugLcpK0Kne2cwr4DRMIdy6KGoK7YCiniXai5KNRcjFU//qIOWaw5Ef04RXE/Uz36kIbk+bftGg70tATqMbUPo8+j+APQ1xywCrhMw9f1COnZyMAHiz6WkRzXB2IA6EggVgXdY5Pcdyvh9r9q19rdIr3JOCcz/QjCluw/Ud2kX5IH2/zZBhsTta6Rx5GOu+2DPEhr9tw4mplWXNJaoiecpnTuhkZViE2OgKTXB+973PgBKVXHaaachm43ySMIwxJNPPonDDjtsUvs04W/kwgsvxE033YTHH3/cmJE//vjjuPHGG3HhhRdOuANHH300/vVf/xXnnXfehEn3d7/7Xey7775ob29He3s7Dj30UNxxxx1m/Zo1a3Daaadh1qxZKBQKOP744/Hiiy+O2eavf/1rHHTQQejs7ERLSwv2228//OQnP6nbbuXKlTjllFMwZcoUFAoF7Lfffvj73/9u1ksp8eUvfxmzZs1CPp/HW9/6VjzzzDMTOr/NhYXfv82QbgCxv7dHNHIwoXWj5x2L0fOOBZCIXIvIqzupZwRg3D8oQSn5AolHh7gptmO/MChJM616JB2LIkFJJItapOkzyf2Aiv1Qf9U0cjQ1bb94k9F52GS/4qiS3DUnKkRiPkykR/jsdjaU/OjIKIpuT+Ent0kiSag0D0AujB+LyolXHBW9FlAEnwYEhMwO/NIezKB3II+zf38ozv79oRj9MzBwCzD0ELDqfmDF94HXblE/GQC5HMA8gOdVtLv2ivpxOhT5FgOqWTE6BJbJgXEHTNsKkr1gqK+pku+i5LsIJcNIxcNQOYPhsodqoKLc5ZqjdNw1LeeojIN0m2qSDa47uhYcuRFvsAbtFQKgzVc/tlWgI6NZFJrpCVmUNGnfSzYBp3uDkjP19ey6UlkFppBIh0m4bpQ0HVmZSrQXfOSzIdysQNaLl1AnSUhgPZsqelBU8dVMgxApzxN9jJy2LyxkAmS15SHNqiWtVOkn9hwMeEzyBsBYEXqusIoDCeQzIVpzAdrzPtrzviH/1EaMyFuFghwuY4V0mthxsCEet6lcqqOjAx0dHZBSoq2tzfzf0dGBGTNm4IwzzsBPf/rTLXFqDbFR4Z6TTz4ZJ5988iYdWAiBSy65BNdddx3WrFmDF154wfh4z5s3D6effvoG29hpp51w+eWXY9ddlUjxxz/+MU488UQ8/vjj2HPPPbF48WJ4nofbbrsN7e3tuOqqq3DMMcfg2WefbTi10N3djf/4j//A7rvvjkwmg//7v//Dxz72MfT09OC449T01sDAAA4//HAcddRRuOOOO9DT04OXX34ZnZ2dpp2vf/3ruOqqq3DjjTdit912w9e+9jW8/e1vx/PPPx+zT5wsFKyy6Wk2TpMNO0FyLCLdCOPZx9Y521Fkob1eqWKkbX9FsKdW7RcNgDGnSrlly0fbkw9uI5jy0DKuyw4RvSxtO0Shq9/R9DEAZDPCJGdR5My0a2m+HSZVUJje2yGLosT0v+mYFfEmPStF+YDxRbDt887pgyajzBQJpSn7Sr1MhPeo6ooiWaxIWhrbFj/etn0uW7tYjwV57aGpy9lZSza+UZ+bhLuZ32BY8x8SbieQKwPVlUBBS9lH1gIjFaCtT+m9sztbUpN+ILe3kpiE67S2u8cB71TFzFi+EyN8CoaDAgYrKuJdo2JT2qebysUn3TrqdPljYbwJtwGPWwomI+DkVFO1dOSNBn40QEyDJxBzMwkB4wrkWhFv0PL4jJpZpZMfafaKs/jAIQoARDNsWePlLdDTXtE+58qX23622UmaSUcSKkyUtYry0G9HR9MzKQMBpTWPNN+cWQnovmP6kCz9Hnl7R8e3kzopAdRhEiNVNVij5ykVEHJ4NED508kfTP9emtgg1KB5cp99bIIR77F43F577bXJXOpHP/oRAGDevHn493//90mXlaRhqxXQ+cpXvoIf//jH+MpXvoJPfvKTePrppzF//nz84he/wLe+9S0sWbJxL6Hu7m5ceeWVeMtb3oJFixbh6aefNlWIwjBET08PrrjiCnziE58Yd5sHHHAA3vWudxknlwsvvBAPP/ww/vSnP6VuL6XErFmzcM455+CCCy4AAFSrVUyfPh1XXHEFPvWpT43ruJvLgH/edb+rW/bqp9+z0e1tKtJcSTaGfI8XXVfdBceqsmfDflHZZLuj4CPrhnq/qBwzgDoSbU+NUknoql0troH+O1l0wi5SASAmN7H7ST7f9svKcwWqvipQQnpt11UNFDIBPEed/3DJim4D2loNEemlRDZARf5IbuLpJDebeI/HNcQTKhJdSiHE9DsXKskILRvIjU8mkgtVH4e1CwlpcXNhvS93NoxcS7Zy8HuLEO/uKt68l/IMPHGfZXjfwxdg7dVA0AeUewHt3QIfSsUTQk1CZAC0dql1LfsC+TcA2T0ApxNwZgMsl4c3Z18AQDhtL6yoTkFvMYe1xSxWDuWxrqjyepYPtGBZfyuGSh4GilmMVl3lkgMoQlt21ezE5v7sk+44dPswfc06UkfbebTM3pfyFOxZHZ/Hi+Bkwvh6Ium29lvGCT/XkWogkldwnZ+RVigGiHJMaLaK8yhgUsiExou/VHXiPtu64mXsY0nM1gkJtOd9FLIBWrPUZmAcUOjYtt2gHWygPpG0aLiciVXszXohulrUPdyaC+qKhtmWgi2ZAFlPPVtLVRcjVS+mdacIO7XxwP/3L3Wf1faAbaGAzvOP7bxVCugsOmDZJp038biPf/zjm4VLbWsY1zfS3d2N9evXAwC6urrQ3d3d8Ge8uOmmm3D99dfjwx/+MBwneoHvu++++Oc//znB01Ck+n//939RLBZx6KGHolpVrxo74dNxHGQyGTz00EPjalNKiXvvvRfPP/88jjjiCLP8t7/9LQ466CC8//3vR09PD/bff398//vfN+uXLl2K3t5eHHvssWZZNpvFkUceiUceeaTh8arVKoaHh2M/mwv2tOHW1Mo1sgIcyyJwUzFw7nFYf87xMekZRbGpSA2gXh6eK2Kkm6ZWg1C/mCxZiU2Y6YfkImkRbkp+tL8DIewsf2amVU1lShZJ5uwqcbSeXrhE6D2HpqLtwYTVCckij2KJ9AihI9Kt0RwRleoer7bW54qg2xFnijBmNCnPJaKjyWMnn1JtPlp2HlHtll0lEygEQD5QBGvEi/rY4qsfkqhsjku/s7YZGtnM6M/ioadm4qGnZuLGvyxE5rTTIUOgtxfoAzCqf6oASnoXD8qKujygfsIiVM5DK5DZayrc2bvBm7MveNt08LbpGAxaUAkdFGuR3IQsN1sygdIPZ0PtGY/oOyi7Wu+sB0WbU/YTsgTpFfGqlDUeL2xDfYpZ/bGoamtCMqGcVBLbM4vsh7w+vyFUzwFXSyvofuQ6h8OueFsve0s/Tar2OaoredqzlvYzw+EyFkggyQcA9I1m0TuYR99oFn6ovNSHtDa/klKN0v5xHa1N1/KRrBfC1c8i1xpktOYC0ycCEeg0+V5dEIPqJjSafWhiu0GSyxAnGwtJHrexXIpwwAEHYGBAaef2339/HHDAAQ1/JhPjkpp861vfMiH9q6++erMceOXKlWZqwYYQAr4/fi3XU089hUMPPRSVSgWtra249dZbseeee8L3fcydOxcXXXQRvve976GlpQVXXXUVent7sXr16jHbHBoawuzZs1GtVuE4Dr7zne/g7W9/u1n/yiuv4Lvf/S7OPfdcfOELX8Cjjz6Ks88+G9lsFh/96EdNAaDp06fH2p0+fTpee+21hse97LLL8F//9V/jPvfx4tVPvwcLv3+b+T/p+vF6wcC5x6HrKmVD5duJTGQdmKi4BkT2V3biU7LUu63NJus0ZdGF+kiUJt9cV+ITlp2hXRCHoluxJE0WfyFRRFwNIqK+cTceLfdsbarZmSKEKVpa+39KIsuSfoZcKXgkD7Gj5MlLyy5OkuZkUeNARqCzqwIAGBzKxiUJuVAdY8SL2nMkiiva1PKuKjDqRW0JaC14oEK6Zf2Io8h70Y1+N0Ja0l7GSg7dRJ9vimzbke9NinYT9Dk9v7odlz96AA6+ay4O+toX8dT36zetQl32OQCOPtXsHMDbGXCmA6JShNu1E8AdiLwKidd09cOi72K44sZmerKe0ggXMgGyboiBYgZ9oyqJabTiKkeOmjVjMt7k1yQoAg1YUWkJMzpjiL67pOe3AGKVLklGFSYi3kRqqdQ8raNLgprwWTQgTYJRnoc926WsQNXf2hrUS9QZ4DDOJoCM3f80QA8CLSOzJpxIbkLPEFe7FdF5K5/wKIJte/zTMSq+U0eMKTrv6ARxulYoyq5sU9Vxk/kp9jMUAvCs/trl7dP61cRmAtsKyZXaOWTOnDmxxV/60pfw5S9/OXWXRjyOyPVEuRThxBNPNMmUJ5544rgrsG9pjIt4n3rqqQCU0TgAHHfccZgxY8YmHXivvfbCn/70J8ydOze2/Je//CX233//cbezaNEiPPHEExgcHMQtt9yCU089FQ8++CD23HNP3HLLLTj99NPR3d0Nx3FwzDHH4B3v2LCjR1tbG5544gmMjo7i3nvvxbnnnov58+fjrW99KwA1ODjooINw6aWXAlAjqWeeeQbf/e538dGPftS0k/ySG9nZEC666CKce+655v/h4eG6i3dj8eInT9ws7Wwq5MVHT7rUxAZVNfMuuxdAvUwEiCcjqqSlSALicNmQcAO6bHtgee6y+gTLiNjHXzJ20Rsi2HHpCbNKynMzJUxRMk/bD5IdoY2qz9XUMBUiIXLtpGhVaVcJFQGUiJwazDbS2s5ahpTrm06/UZS8xjG4RnvWVRPylZAhFvIOWWQV2B7AFMsBgFYfWJ9X60hqYg8iiGw3It095ShZM6WPmxubhWzb8OOygLeP/A9evk19I2nxQw9AtkN5eQNaXjIFcKZ2qAUiBMu2mX2nusPIsAKKbS5qYR4j1aigjh9ydORr8ByBjnwNnfkaCnqwtnY4h+GSh6ojgdCLItDjBenDOdSsRkHnqwxlogRguj6TMytgcUmIPairOJGUKukLn5HRscnRhwIWjoiueYn4fQGo9sLIT9s8L0IOf4wTN+5HPPrGjGuRjGoF1D9P9KmFDB4AJzGQpuNn3dAkYJLVIxAFYmyJi2o33o7Qs3olbSFpP2ccTdCj2UMR/455lK8SSjVTEEpmkj9DyVDIhOY5SjkC09vLDT+vJrZtLF++PCY1sd1EkmjE4wgT5VIEu/hjI9K/NTCh5ErXdfGZz3wGzz333CYf+Etf+hI+8pGPYOXKlRBC4Ne//jWef/553HTTTfi///u/cbeTyWRM5Pyggw7CX//6V3z729/G9773PRx44IF44oknMDQ0hFqthmnTpuGQQw7BQQcdNGabnHPT5n777YfnnnsOl112mSHeM2fOxJ577hnbZ4899sAtt9wCAGZQ0tvbi5kzZ5pt1q5dWzdys5HNZse8OHcUTBbJHgtBwIwG2iRPapLrO1FkOWkdaFe6pH0BxKtPNpglpRLIlGjEEw8OW9eYBvIjDxP+uRRVVy4rbsyuzHME/IAbNxd1IFE/PU7LBUcdeU7qYoGIyQU2iUoj3cxyeLDaSJLwpCbbnDSrG0Sgowasy+kIt5U4l4yU28VZqH2OuNe3DSqm016LdOOEaRV1zO0AYjCLV9a3gc/qRlhcAxdRKfAslIe3y4DsdCC3AGg5GHB0TQmnG5CVUfDWLohiH+BmwLWTCS/MQIFXMb2gxCp2pJKSKyu+0h9zLjG1tYKK76B1mo/l/S1YO5xDkNFEdpyTmnxGCe35AIOjGXAt3ch5An1rC2oWxuQccCAbxGdH6HoQUFG4tGuepCrGxYQ026gvU08SGSLayeI6dptMQgiYCDUtF6ETDRKYhM9ZrNos5xIc0lSKtBOkuSPBJYNg8Zk3O2qtnI4iYgtEg3clTQvNdgCwfiQXPY8SMjg7QRKIiDk9n9R6ZiLsQKQBL9VccBY5kQjJkExeN7ODJmFT/Tae447Az4/9eP131sT4wbiKek/qMdUvcikZDxrxONJ1T5RLpeFjH/sYTjnlFBx99NFbPfI9YVeTQw45BI8//nhdpHqieM973oOf//znuPTSS8EYwxe/+EUccMAB+N3vfheTdUwUUso6LVFHh4rgvPjii/jb3/5WV+5+om0efvjheP7552PbvPDCC+Yz2WWXXTBjxgzcc889Jnpfq9Xw4IMP4oorrpjwOW1OzP6f2wEAKz/7rq3aj60OyVT5Zs7AdVJjVc8DO1ya6nHGMpCiNYgTbQK9PGwPb8+R8fLNlk0WveTSSDYRmqo19UtaStU3PQVMRFa//CKtqDQvZ3s6mnMJQdP8ZHITcLWNgLZOkwA5UgTWOZK0xJacmGl6KMKS5lpBvuC2+wS5pdgJbI0CgWml5YkA20lwQFQyXrL0ypWeiGQEjYg+UE+67WNuB3C7q9h75gDgZtGrHUtoOD9lKuDkAXAgvxDI7amK5jhTov1lJYQQfeDtUyCLfeYjdMMavHwnhMuQa/XRnvWxbEgNVrz1Au1ZH4VMAIdJrCvmMFLx0F/ScpOqp8hWu5p5GR7ORgQZiNtYWhAVF4M+B4YzEBmBYiFAccCJZiWoMipElAycVg11rJyEmBwl0Q+6z3MB6mw1aYYnmZwpFPEVFRflmrQSMa0BJ1l/hhxVq4w8RZ9jkjRYmmmSUmnQ9pxLFTkWKurMGeoCAHauB/0tJOD7qhCX/bwiYuxB1CkVqE+uI8A1oab+2XIToS0m6Tnnh+o5VYaDvI5uU58piR0AQinhORx//pdNc05rYvsFca7NyaX6+vrwrne9C1OmTMEHP/hBfOQjH8F+++23BXq/YUyYeJ955pn4/Oc/jxUrVuDAAw+ss2bZd999N9hGEAS45JJL8PGPfzw2nTBRfOELX8A73vEOzJkzByMjI/jf//1fPPDAA7jzzjsBKNnKtGnTsPPOO+Opp57Cv/3bv2Hx4sUxof5HP/pRzJ49G5dddhkApbM+6KCDsGDBAtRqNfz+97/HTTfdhO9+97tmn8997nM47LDDcOmll+Lkk0/Go48+iuuvvx7XX389ADUtcs455+DSSy/FwoULsXDhQlx66aUoFAr40Ic+tNHnu6kg0k1/J8l3zzV37PDFdQxCihwpkkoEG4B2DOFG32hHuAn08qFyyY627BISxl7Lc4WJBKljcqPdpm3Mi9OaqqUIfKPKmBTxNsU3QmZ4NBXooOPSC9j0n6Jtria+dAgBRcDt6WUXyv5CIopwGyIso2ihAMbM005O5VMRHiLsthaCyDzJC2IRdQsZEUU8CUTGaFFyP6aX5QKgltm4cvXbAYJVBfz+mTn4/NwC5swBli+PXE2cPOBNB3gW8NcAvEX9MGLmXP/tSojSsIp2OyMAAMldiOE1KLgZtE3ZBa25TjhcMfZQMqwdzaISOCjVXLRlfRS8IKqkGnAMao9vIRjQXsUwXUsVBwhFRGBt8uxI6HKr8WuE5EVEZgOuXGsk6uVK9vXQ6Nqg7ej6z+qiT0WdqMsQvzfA4hITO2eCch8EU4NXzgCuDuhaicRCKOIdReLj0e3koDyZ76HaiOQnnOnclZClzpzpOENDCKkG/SpZ0lpuT3gxPXiHkr84Vp/NZwiACu8kQcGH0aprStUD6hlmzk1IDASblkfRhELMg3/Sjjmx7cficZuTS/32t7/F4OAgfvGLX+BnP/sZrr76aixatAinnHIKPvShD2HevHkT6/gmYMLE+wMf+AAA4OyzzzbLGGNGczOeeveu6+LKK6802vGNxZo1a/CRj3wEq1evRkdHB/bdd1/ceeedJmK+evVqnHvuuVizZg1mzpyJj370o7j44otjbSxbtgzcGtIXi0WceeaZWLFiBfL5PHbffXf89Kc/NecNAAcffDBuvfVWXHTRRfjKV76CXXbZBVdffTU+/OEPm23OP/98lMtlnHnmmRgYGMAhhxyCu+++e9I9vOdd9zuUdFKUl3L/Tb36Tus/hqlX34n15xw/OZ3bipD/9VawL98P7kYFc+glFoQcQagjxAmZA0WqbeJdFWS/xQxhB2AqS3Iram17g9tSE4dLiJAcVLhJziRQYR7oxCuKmgOAiJWoBhwWuQx4rojKQAu9nTX1HdPHjkVAGeojfiHXxDllut18YFKRorT1roiICr24aw4gtfbWR+NIuCca2xk22kfrf93WAMFopl7CsgPh+D1XQAytQm4+wJYDC96ilofDinQ7HQDPAEE/UH0B4Fpi70wF4AK80AoxOAoUQiBULi7hwHJAhHCmzIMYWYOcN4IZBS2J6BbIcIkVwzlUAgccEp4DzG5XspQZbWX4IcfywRYMlTIYLGfwyjr1LFy3pgBU3YisAiZBy1gRErkOmXbe0dcLzXpQLkDaQI2ub/obAHJ6I3uwRtcjEA0MPQGEOsJO2nJhtUuWhOZY1jEczfQFUq9J9dqpX5HzyElEINDyHQCoavmIo4k5EElGuJVgDZBsLfqbLAVt8t1IEmcjtZokSU0gzGDAjsjbyZgbQqOaEkMlL3V5EzseNsTjNieX6uzsxBlnnIEzzjgDK1aswM0332yqrlMO42Rgwj7eG8okHa8EZfHixVi8eDFOO+20iRz+dYXN4QNqe3jbDzmKdseJt8LrgXgDwMxrf28y+TdUNj5ZjIYItLIGUy/GikVcPSdeNILasCNRWS+MFcioBg5GKy5GK16sLXqJ0jQweXhTtKhsu4owNV2d184Pnqt8v0s1B+WKG7dSsz25STqSdLyhj4Ih7t5Qc9QPuYfY7doJbiT/SBJv8lgG4lP1FA0njW0jGUqaBGVDILvEXKicULT1Waq0ZAeAO6uEfz/2abx70WosWd4NAFg7msPsjhJ2m1LEGzpXoXbrDahZxXx5DmB5wFsA8M48ZKlsophO93SwXCt4y1SwlilgbhZ+pgsAUBEe+oM2LB8uoBJw9JUyGK56yGnZEiXm9Q7nMVjJ4IU1HXh1fSsAYFV/Xn0fAR9/EqshwUxdh4AivGnXQzK/AFDXAUN8sOla1ySR9aplhUn3Rl4fm/IX6G8bTEYJywLqb30Myi0h2BHlrCeQdSMLQCDSPlPRGjuHI2qDGVKu2okK9QCRlzcwNvHmDChkA5PcaEfNSfNt9zdpB2gnnJvqvQ3yVvyQm6CQjVLVMZWHt2dsCz7eLzy5G9raJjfiPTISYrd9X9gq5z1e+L6P22+/HT/96U9x++23o7u7GytXrpy040844r2p2m7CO97xDlx00UV4+umnUyUrJ5xwwmY5ThMRXve6bgtdV92FnIfYCw6ItJVjIRQMISK5RzLqQ8VuklEi+wVEpaDTppNJ2mInI5Gbioi9QJU8xXUlHKbOwyRUhfTyixIruSMgbEkIvbxDW6+d0KsSpN4uuYqm/e0AVU0TWUcq3e2GpBy2dzJ9HabSoIgcJjJhJCdIazMtadMGWRP6muDVdkzCTQhWFXD5Tw7G5SGLEgOJRLbXsMeCfvzvh9rRteRq+DqewguKePNWByyTB0SofgCE69eAtxYB5sBpmQJwB54ue+kBcL0QrZ1llEQWa3IFLBvKRxFZLlHxHbRkAhR9FzM7SrHrexWgyPd4iXdqMaQNkG4gLmPydJItDRwZIuLNtcTFvjaNlWZGXZeeiCLzacf1rXXUB20xGFkGWpDMSIJsUhxzA4GWqDAWm5GjwjsCTOemcHAWEXjaVg3Y4+3azyCSm5g6A2FEnjln4JBxzXedkNxeF5HvunL1XGKgmKlb3sRmBneBSZaajKln2sq4//778bOf/Qy33HILwjDE+973Pvzud7/D0UdPruHDhIn3b3/729TljDHkcjnsuuuu2GWXXTbYzmc+8xkAwFVXXZXa1ngkK01sGBuqUEnR7a6r7oLniteNxtvRRMD+H1AvLmiZSdr0KoFItz2LwBlM9LyuZDZsYh5PnIrao7/rrbyA6EVNhXUAoBqwWBlqeg9Sv8oVRxXzcJXfrg8BQQlkLjThpg7KOPGwdbVAVOWPQNFuR4B7Qnk12+0UgkhKEloP/5yWClDVzGSkMvY3B7QzAnJhpLlNw4ai30VVbIe31yDsMuJJDfqOBDrHJKEdzuC5x2fgFOctuPOUYWQGVNibt0wFsm0Ie58BaiX4g/0x4ipKo2C5ISCsIXB74OoBnwCDKwXa3TJ4KFHLexipulhfViMyKtIyXPUwWlHVLQd04iXXszTVXKiur/FURB2HjKHhdnTP2vIpo9GmcDDqbQ9jpJLFcyTqZFgsnq/AEtpukn3FCDkgwGOXIkWyaT8ASLNlNnpx1nj2ToDFki7tQAHBDxlKlkaenmMhGDxX1D+XOEOjoj9Rm/UdrgbMPMfSIu9dV90FP2Q7ROS7iW0DO+20E/r6+nDcccfhe9/7Ht7znvfECixOJiZMvBcvXmw03TZsnfeb3/xm/OY3v0FXV1fDdsSG7tYmJhXkb/16wfpzjkfHN+8y//sJ4uU5ErCi1kKwOvJNJZbtKVwi3SZi1CApk9ZRRMlYjyUq0sX2jQ0G4tvlvNCUnFeVA3W7PgdCjgChLtYBy7jBItnkVmIT7zSJSLLSJQD4OkkqGb3ytQY82QZJSQIe6WobkeZktHIi0pI0BBxiJBNvyxPjtrfb0fDU32bi4x1H4d17KSuvV19pxbrRHN6+2wK8efZKZMpDCNevUhvXVAl5uBnAyUCCoxhGswZZXoMvXdSki1rI0JIJMFBRxLsWquTK/lIWa4bzWD2Ux7I+NctZLHtqUFRxx0+oxwOKbBOSiZUBj8unhHVNCD0otB8LRrsto0Eo3d+2Ptxui3zCE+DaOalO9yH0s0AfOAjSrnct1BaIeYRTgrRjlV1Pq6Bra79tUPS5GjioBg48R2AUrpmdK2RVdVK7zgEA2MXFOI8/36juQHI7AnmBp5HvnCfQeuXdTfK9KeDOVoh4T+7hxosvfvGLeP/73z8mL50sTJh433PPPfiP//gPXHLJJXjjG98IAHj00Ufxn//5n7j44ovR0dGBT33qU/j3f/93/PCHP9zsHW6iic2FpPUVYBFWqWUgvF7zTYmQarv48uS2th84oCJHDpeqyI6Vy0FOJ6qgBD0oI1LgOfG2jY5SMITWdLcfMkPeQ6lf/E6oprFriQewnSSWjErZmthkiW0g/n/IAXsgTq4Odjlvap5JFX11dPKVeVGP4TBiorZUYlSq6Hd5HEQtSbZqWmbiWQOC8URYd2Dcde8C3HXvAgBA5y7D6CjU0F2ooqelhv3nHQJZexAAIEcHgFoFzM2AF7owGLSgJKK6A0IyuCxETXqoBA7KgWOkJhTtLtVcFGsuRioeiiQXqfKJF9VJwpaU0HeelrhnH8MV0YCz0YDOSbitUNVMVyr9Nw1O7dkgO0GTpCx2Vzn9lhBCy0US0/MmKm73i9vrgIAatsg12Y4mZ/vpuRYr5d5QUhfGAgbK9o9htNKK9oKPjnwtsc6Jks6FjNU0iBFvTbBpds6WyjRSJyQr/zbRxMbijDPO2NpdMJgw8f63f/s3XH/99TjssMPMsre97W3I5XI444wz8Mwzz+Dqq6/Gxz/+8THbueaaa1KX25KVI444Ao7z+n4pNjH5CKXSMoYpUW4gTnobgTTahtDr6I+q8JZMrmImWu2H0dQyT/h+UxloIaJyzJxLVAMHosyQdYU+Tkr/iDw7IiIm5HAiWRSBtuEJtb19C9rluM00eiLBTDC1LKPJNZF/wHKh0O1VnHiiZVrkmTy3cxZJGqvkuw2bjNHfGVF/rk0AAAaXtmOwvQZ/X47dWtdhQM5E+zQlHRSZHBAo0uXDw4BfQNF3MajlJDkvhMclMo6AHzKMVF3UqPKiYBiteFgznMdAKYPRihd9B1RRdVNgf8+NkiyTxBywfLVT2mSI22iSzz0AngkhyOqw5tTPDiVlW8lbiyLtDhXZ0SvsAEDaoNWGVdSrEdKeUWnPNIdJOI7ScTu8fiYv54XaK9zB2uGceQYGIUdrLgCXcb158niNCDb1JU3r3dR/N7GpeN/73ocbb7wR7e3teN/73jfmtr/+9a8nqVcbQbxffvnl1EzV9vZ2vPLKKwCAhQsXYv369WO2861vfQvr1q1DqVRCV1cXpJQYHBxEoVBAa2sr1q5di/nz5+P+++/fbGXTm2jCRrHixgpQmN+W1pqqRaoFsKJOLFYsB4Cls2bG39YuKe8HHIJLcBnJVwhkaQgADo/bGtHLypahUH/JFUWRfNWmoO2ovwKRhaBNool0Cxbpue2oHVm0UbSP6QhewOOJaBRZr1FHuV4WxrXdSOxDffM5oLXCKAT1hXEIm/IiTrOYS2VbTWA4gyWv9OAKsR8WTh3GG2Z0AgDmTh1AB+sH4y56g3asHs1h2WAe64qRTrIzX8OM1goAoFhzMFhRUpQ+kpgM5jFQzGJwIBcNnsZLuhs53NigCPVYMANFRDptKupE1yfNiBS9eDVLRs8J6AJcDfal6rDk0kOyE58jYErDQrakyhtb7VqXdMntY6o8DRqAV32u7nWLmHOuJWxSYiIhK8o5ocqY3GLIDpPIakcl9dxzTFRfyPoARZorlOeJVGtWIJLVJNEk3psBr3OpSUdHh6lS2d7evtUrVhImTLwPPPBAnHfeebjpppswbdo0AMC6detw/vnn4+CDDwagKkTutNNOY7Zz6aWX4vrrr8cPfvADLFigpjlfeuklfOpTn8IZZ5yBww8/HB/84Afxuc99Dr/61a8m2s0mNOyiOU1Xk3pUfe2zHbLYFKjtt23AgdCKJtuWfsmko1Aw+NLSYWvSaqQsDSJRyZcNvf+ItNN2pt2EZWFoJ2wB6u+kzpMic2kuJcntBIumy4lYUMl1KsKjS2RHxUSo89QHFj+ObVlIbhK03k7QTEYtN+A2M24EXEkGkoOCJgwe+8tsPPaX2Wog1KqmIY7bZxV2mz6EBVNG0NNSxeqRHJ7q7cKyPmULOFL1ML29jJkdJbRnfdRCjqGyIt6v9bfi1fWt6B3MozqciVetHC/GIysirXOj9TYx18mI6m8WuZzYEWb7uqZ9AASBjJIjGaKEYehj0N8ZBozoYk1apqJciKJKjTbZVknQInZPk/TMtZyQ/FA7KvFoOyK89rMoprm2nj2pUW+uCuKEjJnZNgCxugWuI+BZhb5MZc0NuEE1KgqU7K8tcan6TpN8N7FJ+NGPfmT+vvHGG7deRxKYsI/3888/jxNPPBFLly7FnDlzwBjDsmXLMH/+fNx2223Ybbfd8Jvf/AYjIyP4yEc+0rCdBQsW4JZbbqkr2fn444/jpJNOwiuvvIJHHnkEJ510ElavXr1RJ7e9Y3P5gNrk28brnYizr94X+59zaTxybeu/NP1hmiWX59T7dqv9JQJd/GIseYpdPZPaocGAsWWjwLU1ReuHzHh9VwOu/LqBiHSTlzBF5yj6TZpp20PbLuNuyr3r32S9aEtDak4UzbMjmIVA+R37XEkJDNmnE5CqnRZf9XEwG/WZ1iW11+OJeDaxZVEIkJ9SweyuElpzAUo1B8t1kmS56AGuwIzOCmZ0llHIBManef1IFivWtigSOl7LwIkibbBmF+XxdAIkSVzsbSWLBpQEKthDft12RU1y/QlZdG+QP7fxp4ci6hVdEEr7xme1ZCqUDAENXPU+2UwIVydGeo6sK9gFwBTVIb20TU4pGEAJkclBeaOoc9YNVYK2tjKNz+QJU4SHEsDp+Gq91L7h9TcnlYMHkOrnnVYV2JaxUAXfmZ2lRL+Bp097b93xtiVsCz7eL75wINraJhxf3SSMjARYuNvftzkf76OPPhq//vWv0dnZGVs+PDyMxYsX47777kvfcQtgwt/IokWL8Nxzz+Guu+7CCy+8ACkldt99d7z97W83FSAXL168wXZWr16dWikoCAL09vYCAGbNmoWRkZGJdrGJBIj4JSMSRMg3NwHvuuqu2P/bumOKqcSmp3HpJUORJppmpRehw2TqS0xNuTK9bTxqJaSE7/MxIzjGb5tHdoGeI5TmPLEfEfFQMONA4DnC+HUDgGBaw22TbtKeEsFOieap5QCgiQUSjg2OVTXT042L5P4skpN4InrSkHNFyFTEmUi8TXhoqr7m1Efvm9h82JDveRpKLsqlVry0vLXhJr2jHnrXtgCZ0BSLCQIt29hSpBtITURUSbwsuvYl4tcyyatIF54s6GJLo0KrYZJiCU2aGQCecOghy0FAF4PSFSjtdu0EZ/tUhLL+SwYBgCjx2wEMMbc6jGrANGFVzzEqvJWE/T4IQg4/YXEaHY+l3nv2M4qz9H3BI8JtuzLZOnDHmg6jGgnUPw+qfH2p5uoCPlqaI4A9b7jVJKpu6yS8ia2PBx54ALVarW55pVLBn/70p0nty0YNhRhjOP7443H88Rtf4fCoo47Cpz71KfzgBz/A/vvvD0BFuz/zmc8YM/OnnnpqXJ7gTWzb6Lrqrm2SfMuLj8a8634Xq55mCuLwKAmSysBT9DnNoov28QNeV5THbpcIs13S2XZGSRbaIc250NPLde1ayVhV4ZgpaNpXMKnekDT9nZaQlZSCJEGHTTlvExVPm+IXTCVGuiIq4JKpKWJSddQxS256n0KmIoSb22Lu9YjOGjCYUixoU60ZG6HkAjpAOXlFmBOga8YeYBLJts+bSDn9BsZIzLQj5IgGlwFT0XFf1EfEAS1rspIva040i6TlLEkSzPXzJ5Ra9pG4B2j7NMclmwCrCHh85ojqDdjFv0qhclSyC3/RsyjUeS6hYGbmLhm5Tv5fZ6OqCbPxIDeZm9Y+40wEjT1/RaKgTxNxbBWN92aSBG4mPPnkk+bvZ5991gR2ASAMQ9x5552YPXv2pPZpcucgLPzwhz/ERz7yERx44IHwPKX3C4IAb3vb24wNYWtrK775zW9urS7uUKAH2MrPvqtO9z3nO/9n/l9+5rvN311X3RUjhUOf3zB5pmh3kiRuq+R7LNiuJEB9sk/q//qFJlhk80flsmkaWEWH4vvZx/GcdL1ksqIlvWTtKJLthiASdn7GO1j/HyseIhIvd3qZkeWaHR0d9SACrpaTV3KSrNSciOz4PJrep+n+bBhFBGvJfa03qSNhCM/GRGibSCfdG8K2JOvZlL7Y10vViRNiINJp073gCcCxZFFJZxECtWE7qNSs+4BmchwtQXFDdXxql4i+dgWimS7z3LQG0I002UB6ECBNRw1Ez6sQ0EW6YCV0aylJwFGV0bZtWh4jtGuJcVxKkYzYn5H9TKOZOIeSz0V9vx0mo8R1Ur8mvnNKZo9F/0EzEU00kY799tsPjDEwxlIrVObzeVx77bWT2qetRrxnzJiBe+65B//85z9jkpVFixaZbY466qit1b0dCrav6vzv/RaeE2mJp159J7geESc1ejbp9hyJnmvugB/wjSLQg8WNSKaaJBBxTauwZkNIGP/uujZSXna2C0lkpyVjpeJjXuL0opWIFe6xSbuSktTvSyWj4x1GvcNDMtpH+lKJeETbtaJ3gsX3DTSRJv0sRRVzYaTLpqi/iZbr37QtJWzaswNpBXJi8oEm8Z4UbEukG9i0vtC5eCJyL2GIBoICgCfHqECJ+H2RRmrHivBJFoX9aTNqTuhoOVfkkZKnSXZSFYqIkwQOiGbKSLqRJncz3UqZUaNnkpDSOCIBEZFOBhNGdL5I8rixY1pReSLw9KxS5+HUkeY0FxSHSV1dUwU8GkbRE9eDkAwzr/09Vp/1TjTRRBJLly6FlBLz58/Ho48+akxBACCTyaCnp2fSbau3GvEmzJ8/H4wxLFiwAK671buzQ0IIhhmdZYxWXJOJLlIInw+OnmvuqCsbb0dnPVeYbSi6PXDucSh8/R7aOrUPrivReuXdALBNVSJ79dPviVWwtF8aNpn1HDX1Sy+FDSVf2hEde0q3UTSK65cO9cEeBNhJl2oKOk7iPSfEaNWFCDm4pS1XyVswSZN1xNyuqpcktBSpBuKRcVpH09kULTTERf/2ROQNbkcZJeJacEpOo33SnEacxPGb2LLYlkj3eEADwNCKusYqUnK1nmZbuLSkVda1KKGkTbQv5SbQQFMAYKz+fgDqK1TSLBJQvz0NOs1gtwFx188fH0Co5SJEUsnhxBwu0UQaOU/a/gkZuYuOlfQdO4YlY4ut0xHvRoEJqmPgh/EADyW0qza0XpzXPzvpmWdrwJsYB5pSE8ydOxcAtqlq6eNSR5177rkoFosAgD/+8Y+pSZETRalUwumnn45CoYC99toLy5YtAwCcffbZuPzyyze5/SYirD7rnShpBwsifvlMgKwXIqsLI1BiX8xbmmb4U24kO4GS/qYEGyL2QijbKVW9LCpFTAR8W8HQ54/DaMVFqeaqPvocVZ8jqHKIigtRcVGtOaa6JFCvYUxC6GlbP+CxYhT0tyLT8VLJrk4eAqL1RNhjllv6sw1CXR6eIuQJvafniPgyyaIfmuamxDBAR8j137SMpsVD64ekJSFTJJpIB2lWHRFZswHx/alCoS0nIZJiV9bkiAi3fewmNh8K43iO298DEGn1tyXQ9UhOPI4mtvZg0Ca/AY+uOdqWki9zAdCif3KhOl/Xuo/ofkjeE6F1T9mVW2va1YTcf0IWuaVQO3Tv2NDnYhNTAGb2q2pVBRUykmFQtcg02Ppv0m7Tc4aeNXWVePVPMhJeF2mX0fuj7j0yhv7bc6J3BueA66hIvAooaGtFNwompL2LHC7RmvMbunc10QQAXHbZZbjhhhvqlt9www244oorJrUv4yLe1157LUZHRwEo+Ud/f/8mH/iiiy7CP/7xDzzwwAPI5aICDMcccwx+/vOfb3L7TcTx/OmLzd9EgAuZAIVMgKwboqOgsn3zmQB733gr9r7xVszuLmHOlJJ++CcfnvH2s66IPajtggvJgWYQchS+fg9yl/9hs5/nxkIVxEB9VJiQQvroZUfkN7mOllPEOopUw7xYVFU4gZwnzEuoLjGJZlhFFImnH7LbMi4jerCTqsW0X5bMIsrmQIjIC5GIbKi9jVOIARCRHiIRkkWuJBQprPF04kxN0rqkg4kdwWxi86NRlJOcbzwBtNd0qXRRT7q9bZCEJweGQDQQpJmXZIVJuraN64+IR8wBtX8hiH8G9rVJ+9IAmJKZubUdDXoDbdtp50AIFu1rN8t1VUkrlwNQLjExKZuMyzuIjKcV+qJnDEWhq76jfgIem5njWgVD0XNF6lkdCTcfvYw/m2LnwaJ3A1XiVdpvIAgZgpDFtiGXJtcm4JbDS3I7zxHoaa+k9uv1DMYcMD7JP2zbrI/wve99D7vvvnvd8r322gvXXXfdpPZlXNqOefPm4ZprrsGxxx4LKSWWLFmCrq6u1G2POOKIcR34N7/5DX7+85/jTW96U6ya0J577omXX355XG00MTG8+MkTY/8f+NNfwQ0lsp7AUElpsD1HoKSTgIw2XOshPVcYGYotzyAkJRetuQBVXyV22VGbNG3i1oZ/0dvgXHJv4w0cWbeoTnPIpfHVjUe4o5cKJU7a529rHx0uITRR50zWEd64hEXJg8jeELF1UtkJ6n7FLNUM9IteMh0hlPFztWUgzF4OFRl0ZJQwlvx4qGrfWNzMLmDSCNsgt9thkPRJJ7T5EYGtWTKLJEiKRGR0U60CN1Vbbu9L90LI6km0bV9JdoNEfiHilTSpHcci0/Z6Wh7S/tY9R1VeCXSv0fpkomcsO1H9CkKBwLY0tNrxQwbXKuhlQ0kyYDz+TXet2c26xEwBcCfScsdW6eMEIYfDQzgNjknHaJQMSqS/VI2oB5FxT0be4yYy7+hCQ5zBg5KhJKPpFLAIBcPeN96KUa1Ln9FRxrS2Cn737o9i/5/cYmZ9k6j6Dl799HtS1zWx46C3txczZ86sWz5t2rRJrxUzLuJ95ZVX4tOf/jQuu+wyMMbw3ve+N3U7xhjCcHwpxuvWrUNPT0/d8mKxuM2U9dzRMVz24DkCfsjNdB3BLqKQ80KMVFx4rkrGBABufUeU+NeR92PtU7JLMrJND858ZttKR89nQpSTD2f90uaOstmyE5JiNoAMxkaQc2kGK+rlihjpTsLWTsaXM7Ovw7W9WBifQRBCHTwgv26znKNKHUwrj25INiwiYvfZIhwS8QGAK+KV+piM67aB8ZUB131vYiOxJVxeKDJcdGE8ql2RTqo392zE5hpkpTmQ0MDTJbcRK8odsPpZG8CKXut2aDlF+pmMiubIxHchrDZo96sPM3+zL/wx3Us/sQ/AAZ6QjGl/ewGOos+RzYVmhpEzWBIULfuQca9vclkSIoqoA+q5ZUeSgUhCogIKEr6MouJpkW8KPISCQZioNtOEnmR0Sg5jEshltM5hIeDEib+QMnpWCGncUVSf4zI8AJjSWtV9EShVXbztlp/BczxEX2QcWS/EvOt+1yTfOzjmzJmDhx9+uM6i+uGHH8asWbMmtS/jIt6LFy/G4sWLMTo6ivb2djz//POppHkiOPjgg3H77bfjrLPOAgBDtr///e/j0EMP3aS2mxgfXvzkidjzhltjmkA7cS9ElNRCvq9JRBUVpcmATyZPVi48xvztXXYvHCZjy7YVUL97rrkDoxU35ofNmdRyEFuHrR0CtNQjrTjEREDR7jRQlCqJOg/b0CLPsfd3IrrmWkVwHJ1ERqt9rvalaB6dD7VHAwWbwNhjqIDXa28aoRnR3njQtWK7yUwELYH6focz6m9CwKIy6HQt2KDINH13tJ6sJTcHdHVH0x6VdN9Q+ySVirnhsJRER1rJopwHWwduR8kdTfxIG07XvGdJQ2hwS4fVUq1sVzX2rGPnPKL/cqPtGCCvfDPYBbqIh2t94EJ/BmmyHrrVeVRjgHMJbwNv9VAwbd+nftuOKRQc4NbnREnfDpdqgJ9CYB0WyQsBGAeoUKhtc4jItEn2tGYMuVP/vEgj9snnHTfkncX+L2Si65mO4znptRAAxPq+Q4G76mdSjzm5hxsvPvGJT+Ccc86B7/vGVvDee+/F+eefj89//vOT2pcJfSOtra24//77scsuu2yyA8lll12G448/Hs8++yyCIMC3v/1tPPPMM1iyZAkefPDBTWq7ifHj2Y+/F11X3YXWnG9KAwOoq3iWzwSGaJZ1wZnxcisb/kVv2/RObwHM/p/bIYQqIuFrZw275DtNn7rWZ0QQY8zQxCz/bCJvfc7k/03kIEawebyym426gj6xQhtaM5p8CJIrghsNFKpCats06zgkLXElABn34vZ1wphV6jrWxfFIDibTk3tzEsJtEeMh3fbpCyi9MklJYtup79ydWkEw6tZb4NVSZCf02drkkOQnG5sUy2W8eJKpQIkND9ZSJBQIuCLTQkVNDcmm65AIdaNnmmQp+nDEOShD5Nut27YH4RHptvvGTCRcXvEWsP+w3n2UFEra8TAiqqaSpuB1A3/7uWUOY/WjkAX8QBovb7tojtneIsd2hDvriRh55Rb5TwO9I+zgThRFj2YIx4KdYJ6WXBlaeUTcqbfFpX152swf6iUzTeyYOP/889Hf348zzzzTVLDM5XK44IILcNFFF01qXybMno888kiEYYhbbrkFzz33HBhj2GOPPXDiiSdOyAvxsMMOw8MPP4xvfOMbWLBgAe6++24ccMABWLJkCfbZZ5+JdquJTQD5cs+77neG5Nk6vci2ShHxIOQIhRPpkDW8lKjFto6oeBAzFdmUzZaMaRY9J57clPTQBuLe243svWg97W/8uS2tpt2eXSyHpCY0PUxacUGJiIFN2JORPepsFD0LJdORKoGqZHHZR8i0HSCLSFvWiqxWHPVTCCJ7tInAE3pefJyEmDbbmAi5fYw2HxjZdj3lNxtosEH+1SFT5w5E0eOS/tJ8KGkJoL5PDwiGMtHnJlEvJUpDTBuN+u+WotGAVbhGr0tGqUuJV1MyIbIRmW90fdBxbQIO6NAsq58dssl7jan9ko83yqugRFRAkW6KPqcQwA1BXnKk6u7FD6p+2omZ9LcrrQGJQD4TIuuGsWTLOpJqdYWIqR80/k6JHCedTjiPPnv7OUQwx7SenXRMClqUam40OEjbF6hzZ0kmVwKwnqEcQejUtUHnQdt5jtDym2ggYAdA5nzn/yAkw8rPvqvh57LdgTnqZ1KPuW3yAMYYrrjiClx88cV47rnnkM/nsXDhQmSz2Unvy4SJ90svvYR3vetdWLFiBRYtWgQpJV544QXMmTMHt99+OxYsWDDutvbZZx/8+Mc/nmgXmthCUNFXJxaJsJ02KKrQmvMxUnFjpHtb8uaeCJaf+W71wLWiOoZ/mshR9IAmkmxHhCjiRITZJuV1L4KUxMtkxIU+f/WiUcuMMwrlhOlnKecSXLJ0vmFPuwsrGh4yBFRVkwNZT8D1hHl5Gcs1AhG3NPg88iROQ6My9VqnOm5sDknKlAqwDRdy2qwg0uvzKEo8rCtYUsS74kSRafs3JRDSdx6bSZnA8ZMEmZIThY7WckvSkYw6buxAq1FE3JRoF/GkYYoo13g0UAk4UOL1bXLEHX5IA046cC7ieRYVF6Logp21BPLaCconN+QYI9Q2ne01zOwsoVRzEVhqCTs/JAnl/y/iCd6JWYI00m26lojkRxaF+v9Y0EbEjgkAWTdENXBU4Z2UB0fV56j4EVnMeSG4GzmYJCV9KigR1Tqwz5mesWqZMO4sdv/zmRCFTICcF8JzhLEl3KEIeBMGvb296O/vxxFHHIFsNgsp5aTnFU6YeJ999tmYP38+lixZgu7ubgBAX18fTjnlFJx99tm4/fbGXprDw8PjPk57e/tEu9bEJoLKxS/8/m0IBUPVd5B1fQQppKstF2Ck4qKQDesK7mwveOPPfqn/ygOIphxpCrZR3p8dlU6S5rGmLelFFprjxF98pLekmQNK1hSCoRpwra9UqFI0iCJOjqx78dM6AejkLyJjSobCvaj9GLS6RG3LI7JEsMkNETxanZzOdWQkYREWmZlMbTeR/77chrfd0cChyG1GRr7do54ily2BIqG5MNJUk4RoU33TTRTYIvCCRZ7ZigdF15VMXDOOjA/+7HV0XrHlFoHniWi6K6KkSpG4se1BIx037bxt20Hqc8jrB6ieAIqaNFr+4uy8h4CcRTL1zJGdcLlBaMKZzYcIJTPSwNWDBVPhEkCUHMlhZtLsmTN1DkrXrAbz9edLHt9JcC1f40jP+SHJC+XFNPLdJicmk0fj0AwjN9Fu6rPnisgZyoqw26S9kAlUJD2h+bbPnXTkWVfNENB2niOQc0OTv/OGOf0AgHf+9if4/Qkfqev/dgXOMfkFdLbNxJ2+vj6cfPLJuP/++8EYw4svvoj58+fjE5/4BDo7O/HNb35z0voyYeL94IMP4s9//rMh3QAwZcoUXH755Tj88MPH3Lezs3PcI4vxuqM0sflh2w7O+c7/oZANYg9ZP+TIZ4LUEr1pNoNDn594ifnJwKMfej8AYOa1vzcetY0gBIPjSKuiZfq2aeQ6aQtY59OtnU+o9HI1iAYAQDTtGqs6RzpPqw1yOLGXeY6EjwTPtSQxFKmv8y+nZkKLLEVHj5NoIue0fRKTGUxIi3hu7cI7k60xLwRRBUYim7aDEJFQJoGaq74fkpr4PF7IaGNBmmi7GinlBCQdc9QOKmqcrJZqgzTPSdkLnWeopR8UgaaosU2YuXWd0gCACLN9nSe/Lp0EWeeKYjzoaWrKeqXSNvb2+lSRCyEvf0vKB6c3+eJRYF+5X/3DJFw3brOXd5QLVc4LTVSXnjkByTT0V+45AtyJO5twJ6oX4CNOvol0p5FXai/UTiWBVZ8gOe1FUXfTLqxnon7mUWInRZtDycBFJLHLeaEVENEBj8T97Wjf9CTRt/tMgxEi/BnLtcUMFDagNW9i+8bnPvc5eJ6HZcuWYY899jDLP/CBD+Bzn/vctk28s9ksRkZG6paPjo4ik8mMue/9999v/n711Vdx4YUX4rTTTjMuJkuWLMGPf/xjXHbZZRPtVhNbCMvPfDdmXvt784AkhGCYevWd8ByB1We9E/Ou+x0AoD3PjFcsVYEkMr6tEXCqoOlwZ0x5COnd6SHdCCJBus1yyRBYxCuKlkf7AYoo+/qN7zAZeyF6jgC33A6qgQMhZMwOzAdirihCsIijMFk/fW1kM4lzIoJha19t4pCW5GYPJux1m/IuSx6D/ici2xJEyYEm8i6BKVWg7NbrhLcWJjuxk0h3PlAkOtBkelgTYNsXOlWWkTJQSEo/0gY4drSY8g64jO9L35cjVc6AiR5b5JVIu3beABAVdYLVFkk/CExvR9HpJNm1l8VcTyxibvy8LbAGpNusYwl7Quuzsz3DqR+6fXbeQ9HiK9+MOhRdIBeCW0V7KKpdyAZoy/nIZ8KItOp2SzUXw2UPpZqbWsXSjnoTmSd9eKhJsZA8JqkzDioUhXakLhBmBxRgSsdD6GAABR7MNlEE3vOEcRMhSaMLFSwoVRMzglr6whkzfUlKTjrzNVQCx9RFMLURWFQBk2STpG/nifwc089mwuUOh7vvvht33XUXdtppp9jyhQsX4rXXXpvUvkz4zfTud78bZ5xxBn74wx/ijW98IwDgL3/5Cz796U/jhBNOGHPfI4880vz9la98BVdddRX+5V/+xSw74YQTsM8+++D666/HqaeeOtGuNbEFkVYiPRQMngPM/95vI3mEE+mhc16IMMuMC8q2ikaV2IB4kikQTzqi9XYFS0BVorTb9kMGgWjqNlkAIko0il4AZqBDhhFa703HcJiEQCRPCWjKmDTdkgEOEJCrFgcMC6buGRJlRSBtWQA5rSSt1ux3FJ0rveDpf4qIj6dIjo3kVD+RDqnbcmQUQS+mXFchU6R7a7mYTKZbS8M+6OjtaEZFul0Rj2KTjCMTwhTKie0v1SjOhvkOLWKdhP2MoLLpglkyEB7flghqUlJCx+Iy+puK0UjEiSwh7TOnLtM1zKxr2P5Np0XSEIqaUx8oGk4QiNt2UtsUkfcTx0lKVFLALvgT5BWJCLjuk9CDZi8jTIXhKa1VTGutIJQMbTkfOTc0z5FSzcVIxcNQOYOhsoeqnz6D4eios3o2qM+U7ijywK4SQbWkKvS4sN1G6H/Kh2koNRH17xI7Kd/hEg6kcl4Jo0CHkCqQY/qMKIIOWN7gPCpBb+fKeI4wLl1U7TdtULKjgXEXbJLtBNk2OnNQLBZRKBTqlq9fv37SEywn/I1cc801OPXUU3HooYfC81SiUhAEOOGEE/Dtb3973O0sWbIktUznQQcdhE984hMT7VYTWxCpRV/0Q9e217MtrQDAcSQ4Z3B48i2+7SN5TvSwBiLyq/6xp2MtfSUt40q3SIlPwn7YMxnzpbU9dellJGRE7MFl3SAhlAwgmYydDJcEk/HlNrmoi1xa8gA6x7TiIBxRdJGi0DRdb3/ljYgoERqbeJGjhND9IpKVC1UEmzTIG0JGxKOpk4WtTboBS64B9Xl5QpNfi+gKKDKeNihK2hN6Ii7vsAdb9rVj66rtj4GIlUhExGs0kLL6wK2Bni0NoYgz/Z18JtEAgmz2JOq/C1qXlIck4VhEO+nYk/y8aGBBpNueWQpYYiZIpg8IPQFkQrAv/BHy0iPUYc55RI3E8wEglZNR1hPGn7ot56O7pYrpbWV05mtGclIJ1Hc3UvHQX8ripXXtGCpnUKo6hvAKqzy7+sitWQkQgZYoZAN4Lo+5nyQdRewIOKCCLVkv0kvHPiqt4Sby3cgmldp1mJX0KSRCpuxeqQ+q3H3Ut5IO8MzuKplZAOoTabjJ5SQtoj1WsmkT2z+OOOII3HTTTfjqV78KQLmcCCFw5ZVX4qijjprUvkyYeHd2duK2227DSy+9hOeeew5SSuy5557YddddJ9TOnDlzcN1119Xpar73ve9hzpw5E+1WE1sQKz/7LmO7R9njpaqDQjaMaQvtyC2BQ6qIzTaI5EskdZvkFOQYp0Kk2y5IYdsG+sY1RO/AGYAo0cjuE0Xa/YAjhNJtBqH9GSsSEwQMgiemRm1Cbc1AGB235NomkNUTGCAiEUBEgMwHYE390//JNuwp/bQXGF0fNgmxI9tARPZILjIR2ci2IjHZ2kgmwKauHwfBSO4/1mwCHTOt1LxjETxbfx4Lptsk3PqbSDQtS0pGGP2kRJc5EX4ebzN5bdqOJbHt7P5Z/QfqteCw+uACoBknaZF9u+1MGBH1TKjkJ3ZFSxk9IxxroO45SqaR80K0ZAJDyI2zh36mzO0exbrRHPqLWQyXVaCs4js6WmwFCFik+TYWgExFipFQkCrC65gZPIdLkwiezwTw3ChBPFZlN3GthUJJPpz/v70zD5Oiut7/W1W9zc4mq8giiCBBEVxAWVwA0RjcEhUXEEWJC0FU3KICCqIoIaKCGgXcNwQxQdwQRJGoBH7yRULQgJhkEEWYGWbp6a66vz+q7q1b1dU9PTM93TM95/M8/cx0VXXVreql3jp1znsUnQ9CDMnurmlf5KsMDutV2f1EjqL/90Audk86Fxe//5w4VrkBq07JiozH1OlIdxt1lkXRcFWj4kqLuXPnYvjw4fjqq69QXV2NadOmYdu2bfjll1/w2WefpXUsdT5D9ejRo9ZiW+ZPf/oTLrzwQrz33ns4+eSTAQAbN27Ed999h2XLltV5vUTDwB1PZFrOe89MeZAcPng7XzmvLxhonF9EnnPOc7055o+unczqjtyIzAyPghyvuwMO8S7fpoZhOpVY30L5B19VYiNG5nT71qtYpVUkyU/ohhyJlAsnRfRIscZgwFN4qcwUITy1g7+Gz5Nzg3UpZUCeprqEEYeLDB4h5yIjakX3NMO0/HNHU4mmR7wiV9X1XJ7vzon2SQJXzi/3wm8Afmm9bvHNp4niTld+uN+wLzT5OuTmOkFLIPpcUXpdEsoqnN0sfbBb0vMx8pfmRJ3577rrwkAaL7cT5WK3KqJZ4te2xsvxGQiItA0zJcUrRdCvGaJYW77od6fAAfZvFxf87gJ0kXInpaK4gxXxoscGU+yCSXOC+HE1DHM8EV0V1oeGYka9+WtrEsevjZyAGzc8CQBoX1CJPQfzUFbhj/EIN1doXxhklfAmBH369MHXX3+NhQsXQtM0lJeX44ILLsANN9yADh06pHUsGQsNnX322di5cycWLlwoIudjxozBpEmTKOLdBFDuX4O8kAJAc3RKC/phd3q0foALQo071eTQbSNFASi314pIZ0TVUKTbsrbNn2xt5XA7kU6m/ATh8OuWT/jMLm40m+HYP/g8us5PnrLVYES3Xw/FbvUMAGHA7qbJm3zIqMwcg99wCgXAFMAKgy9fN09+/PY9X4YXvglh4iokE/nlUn6v7GTE8359hhnllr2lHSk8IDKFV+FkfdcHaZ3WnRhHQSLgtKbkd01Ul8A1rHQRntbhzqMGgFDUtpAEIJpLyVrKgPN7IQtKnqbiEF98rK594xeh8XQaF9+QLiCssQZDupkqIY9DgXS3yB6LYYlunvYRjmoor/ahvNqHgoiGgqDZeTjE3UB8OkI+A3mBKAqCEeFTDQAHKwIIRzXbLQlmK3X5Qj/oMxwpc/w3yK+Z8yqrNagKs4q8vdI2rMPqEvUirUX6fIlUFp9hppRYxY/23VQrGKEyMwvJo1gzHo8Pvl783/+FZcgPRnAo7I9JteHHhud+G0wRrldE9tC+fXvMmDEj08NIr/D++uuv0bdvX6jW5fPhhx+OWbNmxV1+27Zt6NWrV73b0xOph91zOkJzPoSm6qJ4x/xB1KX/Tcqq/Nh0+UWZGGbS8Oh3y3nvOaI6cjt3nkribsks//hHdBUqs6NFPEol7AClk5vnCcs62YchRbLhtBp0tESW0kn4eIJ+A+GI6p1+AnP5hFjRcJUHnR2vZebtcS7AqxGbK2vAvqXOLeVkVGZuw6ebIgkAwtagoqp3njS/QOAXATXlUrsb96gwx51Me3WiZhLZR7oRhYqKU9Dzz40oyJWEuMbg6NzI87KjUlRYLtDkudjWPJ+PwTAsr2kfc57peNpHVJqmwY6G8wg3DxjI+5pIZMsFnDLcCcX1WlvsMhhQTb97frcJsC6CvTfFBaIc8Q6oDHlWyolfY0BeNSK6gp8rwigImtaDPx0KITcQRUlFAGVhb+eTRM5NgBnVzgmYOdMhXXdEkCuqfSLthY8z5jApzGFnKI5HVDWdmXgetghWGGK+X9Njuk+62T3pXM/pm6+4EP2WvuUp1sNR+3chUephk6OZp5p8/fXXSS/br1+/BhyJk7Qq2v79+2Pv3r047LDDklp+0KBB2LJlC7p3797AIyPqQjhiikkeff15ylno/4KdJtTYxbYb07Pcvs3IIzGmbVZ8vcqjOLqu2IWQsOz9GHd/MewotIWu2rdUATgiX2bUHVCZmccNXUHUumANa5Yolk48jkg7zFvDMd7cbni6iSyIDPP/aFSBz2dFp+ScXtWw868TFS9y1wzVJdojljMF/5+/1H2L340i3eqPJ85lVGY2CuIYINGdLMmcN3laiBc8Us0/N17vFZ8n+3qLQkompTRJ25BX4y6+5GLZemgKM7u78tQ3qSDPMCyhK/bX2o7YH2ls8rj4/z5nGpjhc+0fkz7HctqJ1G02LtyeEIjpksnvdrXMs9JIJPHNf0NClmgvCETgs3Kn8wK6s5ASdg54VURz/gYBIl0wnrCVrfoAQxRjAmYtSkmlMylcvjMoe5GrCQQ+F906UxCxiiYNvw6/z4jr0gLEF92cr8ddgF7ProjdnqE6apOI7OC4446DoihgLMF3DmahZTp7x6RVeDPGcM8993haunhRXV3dwCMi6gO75/SYaZuvuDADI0ktIuLjs9oqWyclfttTjmh7Or64Jjltu2xUcK9ua3N+1+1d68Qj0kUiUv6jCvPkLnvZSrd3Y0R3vFuyuhVpk0W0oQC6AYMXpclNTVRL4DBmW/x5wV0z5HzdmHxxWRhbt/Z5lNNL/HFhnqi4j782U3aCzQmrK6Pne+X1ceN3IeTlZZHKPxcBw7qroVrrl1K05O+WZtifIV5XYN2RkhujAHbTFy7IwwazB8kj7PwuDqzPoCsljBeE+nxMyn02/4o7TPx75vC9tw6ICqjWRTOHX1SL3wYVUqdX+/vtkzz8ReMbXUV5tQ9lYT9Kw37kBXTkWcGCkE+FT7M8slUDIZ+BwmBEOH+Uhf3it4Y7fdio0D2Eimzt55huBV+4F7hh5aRzlyfe6RLgdxDhuHMY0/1XVxzBDE44oqWkjTtPYwHslvbm54xln/hu5hHvXbt2ZXoIntRJeK9fvx5PPfUUvvvuO7z55pvo1KkTXnjhBXTr1g2nnurRCMBi6NCh2LFjR9LbGTRoEHJycuoyRIKoNY487Jh5EF7dKrcVVBlUFltMpCrmbWR+InKnpsjbMgyIrnSOFBKYHeV0Ia7lHFSFZ/SIE7YhFQfF7IO8Wn5i4evkRV0i6m7N5x3p5AJIwFwuqNuNSjR+FeB10OAUSrpiCnEmFVTK+wSY6/RHvRuZJBOxbjy/+c0Dr+OtK/Ev9HyGc77DSlD6nwtyt+0fTyfhucK6NN16ncGj2ipEg5SEDVGEnR6PcMP+fIt9MqfLF9pyUzHzDpRiWYRK33NDsS8OFLvhlSgodF1UA3CmtvjMcUSjCqoiKoJ+DWHrFmN5tQ9+zcBBvw6/JXaqrd+c8mof8gJ+qApQFVVRFvahPOITdoPy8TCstA4575n3KpAb3hj8d8wlyrlo5/vE/bzdqXniWElRd8COsPN1+GGYjXIseL1NqpraaCoTzig8qu/nF1vZKL6bMeeffz4++ugjtGzZEjNnzsStt96adOC3Iam18F62bBmuuOIKXHbZZdi8eTPC4TAAoKysDLNnz8aqVavivnbt2rV1HihBNDQiwpwAkfMNKzJjKOKEJDfRcVbrmydsuZmEodvFmKr0egCO28KawhCFEisEOK4CT3NFPJIH+2/MbV2+H5KIdxwMaxnZH5wXT4a5NzTzbrYiw0W77GyjQBRxevoxq8zpCw5YeeGUKtJkiCfIOVy0Koj9XPMaAbfQ4uktQnQrznVyy0DDvCA0dEVcE0YVu+06/84ZfLvWd0ikbvG0FY99MtPFzDs//OQpvteKHQ23f0eYuPsUN8WE/6a4Pc2t3HceJY/qKvaVhnCg3EzlCPrMhjoty3JQlFON3u0PoizsR0Ewgv0VAYR8uhWNNiPjBysDOFhlvrYs7LddUQxbdMd4b/OmX/IdNVm0W9HyqK7GCGPZWtVxnFzHwiF0DSb6PwCmB7dPanc/5PVXEbCCFKvPu9z7eNbAzoljRKdlTkRXAR2W7SCyRnw39wY627dvR3l5OVq2bIkZM2Zg0qRJTVN4P/DAA1i0aBGuvPJKvPrqq2L64MGDMXPmzJQOjiAyAT+ByA1z+C1aTWGI6s7GQfJy4n/DTvfw+1lMNNtcxv5rSK2QZS9bwDxJGUDcvGZ+klBVMzLmcCEBYqJwYt0Gs1MFxLYlMcPFAC9+U5kplHQriseFs9u1wgsGW0yJIjVLxMivNawIO2+uU50lZ8DmhNwYyeszwT9XbmHNvyOOHGk475rI/xuKfdeEFy6L9AxrOo/OajCj4HKdhXwHio9FrreISlF5qajXsJyINIXXgNjpICJ9w6NLLScmFcxvwGd9xxz51tb3VlXt3Ggf7N+FymoNldU5OFTlx4FQACWVAbTKDSM3aBY3uu+wFQQjKAubXt4VYTNFJWqN0+8zHD7hgHk9rRqxRZBy7wY5F1v+HZSzyGSHK/6cI367eOqOZq5Thf0aueskP37QVZyx7OU6C3CeC+4W4CWVgZSksxCNg+OOOw5XXXUVTj31VDDG8MgjjyA/P99z2XvvvTdt46q18N6xYweGDh0aM72wsBAHDx5MxZgIIiMU33Q2Ws57L2Z6OKIhGlElazDzFrbceY2Lbp5ewp1R/Fa0hp+IRETcUEROqKEriMCQbotDvFZVGfywCjXlzpQ8SsYA3mADAOADojUUkpgnO8O0LpRO8gCsXFfVyq817Mg24GzswcUxYOdxM9g531yU8+eOAk1+0GAXkrlbrcvFcnyf+WuIhide7nYyCEcbxOZKA878bwb74spvTYuq9h0RR7oHj3jDFtTyBSXfrigalscEGFCt3G55+67PlcPvWxqwCmcDIKbY33FrkqaYYjGqq+YFMF+/466Uc/OqZiAoRLci0sXkZmR8vUKwirGarymp9KOiWkNFtQ8V1RqC1vdR7t6oGwp+LM0x/b+jdvH4v6/7DfotfQtuDCtHPuKaJhOVGtHIUXCRdm85MWlgcaPd5vIspvhTxitowYV+WdgvmrsB3v0mElFTMSbRtFmyZAnuu+8+/PWvf4WiKHj33Xc9XfIURWncwrtDhw749ttv0bVrV8f0Tz/9lNxHiCbPgamjHM9bznvPjDpZt6hldEOBqtlRb34iAiCiVH7Le1s+2YQjql00ySNjUIWft/l61/9eLdv5UwOmgwPH4+QlfHTdtwENOPNtfcwU3AbsyKTYYZfgrtKcxZUKc4olldlXGrLa4oLMQHx3EneKi2ZQwWQ6cdcF8M9UMvaB7tdpLnEM2ALX/bl2u+DIDWeg2kLdy87QkZak2uKcz2RWahVPVYln/eceK1+n5kzrEtafPBjrN6BHNbtgUqxTWqWV5iJ3oBS2pFCs6VJ02BLtZtRY+jrxYVkXOIah4FCVD4eqfMi3LDpzA1EhWnm7dMOw7UgPWfnevKGOIUXiuVsKd0yR7/C5t+0uGnfc9VMU6IoCv+b87eHRdVUxAxPuqLiMe7t8/eGoebEhdwju/ORfay2+sxmmqGBKelP0mJI+d5Ca6NWrl8jMUFUVH330Edq2bZvhUdVBeF933XX4wx/+gOeeew6KouB///sfPv/8c9x6661pvWIgiIaGR795Mwl3xzP5hKCpZgoKP3EFLYcS1UOnqIq1nOiKZ4j8UMA+GfMTSlR3ndlkv2DZ1QTOiJoj95vP1xWHwIePSWke0vq5UJdtEP2G6VTCBZLifp2UfsJTSmrImU+KRNZ1RMPD8/2TRbYF5AW6YpprOcNDeHMva35Hh6eTWLpZLCO/jsO/U/wujBQdhpyGxSPx/Kul2WkdhgEzNYUrZmt5WTAbhrRuqwlO1IB950b+zqpmlbG4w2XYUdx4nWj5b4Hszx8juhUzDURVmbAWBCBywPeXBWAYCjq2qkREV1Fa4UdOQEe+5U+uKgydn/wrWuapVqMvu7jcbVMYte4i8N88TWXQYHWStNxn3JFv4QLlEs5yMTq3JpQvQMRxiPPbwZuSmd07Yy/GSXwTXhg1+uumj1oL72nTpqGkpASnnXYaqqqqMHToUASDQdx666248cYbG2KMBJF22sxfDc36TedV+nI3N3eTBd2QOlfCEruaebLkRZjCMUAEgRngN6Ppfo2JQiQe3eJ/TUGv2JZninXSlvI/OYaiOP3B5XxZjvzUcUsdzqhjRIUheRYbAd12OWGI1WI8b1sW3fF+62r7G8hQv/QHIj2oiL0LEnP3gplimsH5eVNg1wFweNoJh3dEdUejASk/2/pfgUfhpgIR/TakuzdWvYFcWKeGdLsOQ1eFW4qqWt9Dvp889SsiRdkd3ynzeym+D3IE3BKRdr0HF+eW8PaxmIivDBff5mtd86zfhoqwDwemjkKnJ/4W83qDKdhbkoOgT3dME2MR64pNDwEAVXMHCJypdjAUhCMa/JqBXC0qrS92X4So58WprloX/j8X3ZXVdnEox68Z8PsMkT6jqSwrLG7rigE7fSmd22ysvPDCC1i0aBF27dqFzz//HF26dMGf/vQndO/eHWPGjEnbOOp073bWrFn4+eef8cUXX2Djxo346aefcP/996d6bASRMeQfcx6V4UJYVSCaWRjMPMmE+S1m/npmN9Ph3SurIiqqInbUXPUbCAZ05AR0cSuXn8TCUb6s80dM1Qz4fExEuQDnCRIwvYGNiCVYuC2fLFZkb3BuJ8gfBuzIYEQFqjQY1eYDuiVUuNBgiE1J0AzJBi4V74REDR31iAzCNZdi3UGJ997zaDWDlQ4ifTbdby//vGqGuCsEwG7pzkU5/7zxuzD86xDv48JFJBfP1ufesCK85kWr9bAENyIqEDa3Z0TiFI3qqun4E9aASp/9HdOlcVrTzG62CsIRMx9c1HwAzqJP6XeEP+TfI69CRS+46I6XzlFZ7UM4qqHS6mTJO2KqltOJcD2R8s01lcHvM0RKnc+yDlSt30lz/OZv6aEqP/aV5qCsyo+yKr/nGNy4Lzj4uHieOv+N5sWXIavBjiZdjOiG4pnDTjQ/Fi5ciKlTp+Lss8/GwYMHRcOcli1bYv78+WkdS519ZnJzczFw4MBUjoUgGg1+X2xOtxc80iPcRCwMgzlSROQogHlCM//3dkdRHIVWESliyB0VHMVaUudJnUe4q523yQHE3p7nt+XliKGI4lnLRVVna21eZBrUreXFDtrrcOekpwI9jtgh0k+iOw+yu4jKvPPyZYHpriOQP4v8roo7as3TTeT6BP5ajcUX3ICzQZMjhcuKVitShFVeP/+fp5OofKL1Wjc5USmazsdtC35Dd71Gcaa62CktSuzqDfvCH7BytKGKO05uO7x40W43huHsvOv32ekwmiy+Xbnapg+3eVDdKTOAGS3n6SX8N3FfaciMggeiyAm4coKlu4py+/gqq2NlOKqKrsLcJ9zvkYome5ATxIIFC/DMM8/gvPPOw5w5c8T0gQMH4tZbb03rWJIS3hdccEHSK3zrLbq6JJo+4YjqmZ8to1q6MxxRTaErnZAMQzWLrqwTql9jDo9wngri18yTudyNjmN3x5N0jnRyBeBoFmKuV7oA4CdtrwLHiBWB80uRRJ4CwBd1F7C5u0ZqzGwLz+fxdBjVCoW7lwUSp58kgkR3epFTQtzH3kqRStxBlMWmIgH2Z4SLUv55iye+5Txwd1oK76Aqu+uI7pMW/LtgfRfNyDxzrguA3F0SBnN+h+RjIn9fIF2oKu7XKPa45LEo7m3yfTZTXUSrewl363ZNYfBbXSk1a1/8mgFdMV1EDMV2XMnP0aHcsw6FLXzIDeiiGDwepu+3dCfNlRajxRR+WsO3UmwcDiQJavp0XZF8xCOI6oooCuX7WxXRRMGnqtrpK5GoKi4A/JrL8QW2YJfH3XfJcgDA/40/P+H+ZxsGU+LmyjfkNhsju3btQv/+/WOmB4NBlJeXp3UsSQnvoqIi8T9jDMuXL0dRUZGIeG/atAkHDx6slUAniMZM6cEQcgqqPf1nHZ3O+Y+MZsQWEkqiW1WZ5O1rndR0BZVhDT6f3WSDux7wCI5PM+CDLcLDViGXELBMcUbprO3GdLuUkQs7Ae+EMy9PZXfubSjqfLEQ3YiNeLub+hCNFxWxzWkAp1uNArvJkRtH/jUQ43zBI9M6T1dyCWr3RZ+cIsU7ufIxaMwupFQBVCv2evjrOYoCK+Haes5iP48OYSxdJDIFUA2o1vci7t0wOVIv7h7xfWOOu1PO1yFGqLoLph0e2+IOGET6m6oxGIwhbNgrOlgaAPwGSiv80A0FuUHdkc/thehEKaVywCqs1A0lJt8bMH+fDCgO7213up68Tk1hiBhWOl1URcu8sKNRTkRXhcc4Pwb8N9Af1EV6C0+9cYwb8Y8b0Xzp1q0btmzZgi5dujimv/vuu+jdu3dax5KU8F68eLH4//bbb8fvfvc7LFq0CJp1aa7rOq6//noUFhY2zCgJIs2w+4dBuW+t+cRnICeox/h285xDn4+Z2Rj8fMYU4YLARTe3zQKAyqjmEOlybrjsnCDbiGmqLqZFhE8wTxWBHdUWaSVw2akhNpLII9iy/ZMsghzRcjgvLGKcG5jd7CSium7jSyQSH2JdIPvATBLvvZF95LlNYEi3754AEB9Ad+6/eK4ATDNfIzqfqqZ3POAU95wYr23rgyYu8iSBy1OoZA94Gdk6k0e/xdAkIa7HPw7C+cQxTgV2Qyp3NF266OTfJ/m7ZDkbJRKIptCP385cFG7ritN+VDoG5VU+RHUVhbmoUXwDsNI7rHoUy8XEHou9P/LvFcCL0Z0XNSKAwT8ejFmpLKrorvmv4kJU3XEmAKDXsysc7ifm+qWiTuv3NGi5v5gpKd4hdh4xb27RbgBgZiuitG+zMXLbbbfhhhtuQFVVFRhj+OKLL/DKK69g9uzZePbZZ9M6llrneD/33HP49NNPhegGAE3TMHXqVAwePBhz585N6QAJIlOwGcNN8R1VYfitPErA0Vre2biGCwTXCYMXI1knrkpoZjTcH/9Ear/WnW9unvH5Cae80u8UCHIuqhsewWOKVeylOtu9826CvCAzpJsnypBuRx5FsxPDGRV1uaGYt+Wl48BFtMpMUV2V4D60AYjcGaJ+JMrHrtd6pYg0d/kA7Oi2V6SbwyPWcrTbK4DMRaOVViFEtcqcaRz8YyZ/FnlEXhZvNY1J/l+BeXY0pO80t/Xj3yFZPGuGGbFmilmc7Euc0hHjJhRgwrPbLpq2FuXFn4Azv1qy9hO7qHBRaolg6SJBVYGg1VSHv8av2JHjotwI/m/8+VCmf2xtgCEnqJupG4bpxw0VjgCE2C6/qJCPrZx1Ii76+TiZiFrzPO9OLSsw/M1XzOWVUMLDJ+ecy3npYcub3DDgcJlC47GWJjLEVVddhWg0imnTpqGiogJjx45Fp06dsGDBAgwZMiStY6m18I5Go9i+fTt69erlmL59+/ZG5ZNIEKmAzRgOAObJSD6pSL7bqmrGFex0EetEqZiRN0MSwm5Pbh6NcfpvO8egSdEj0w/AXjgY0G0vW+6aELWi0fyWtzsFxsuRBLAFDM+BlSPOfF5ItxvaVPmkaB6zo4wBw446ClEkRTTlVINE8M1n689KSHdezDQEXGjW5xi6X+++MPKarzFbiPJlxPLSnRc+n6eLiFoA68FFuSz03Tnf8nPAFuU811oIU2aPlSnOiLh80Sznkkl3f1S/HZU2RFEx36YlzHWYZ9V4BX1im4Z9DH1MOBXxSLHD5UQIfZit6q1rVncNipnbbK2S+4RbOd98WtBvCGcSjumhraCkwvx1YdNPE/OU6R+j0vr/8LblYjuAfRFgR7OlqH8ceHRbU5kp+n0Ggj5DdNnk6y7MiaC00nY/iReg4Pnc3GZQTGf2GJMpks9WKMfbycSJEzFx4kT8/PPPMAwDuq5j9uzZuOGGG1BZWVnzClJErYX3VVddhQkTJuDbb7/FySefDADYuHEj5syZg6uuuirlAySIxozc4IK3fq40rIgybD9a7lAicrRh3haGwuwIGmCdsO10DH4i5ZF1A4rD/YRbfvHn0GGLbtlCUIbP477gcvSZp3nw29UivxbO4jKfFLUUr5Vu/7t1h8+wCvUUWzA5bvNby3CfcJn6FmY2Vqo08yKloYnrQIKaU3qEiE2UB+ExTb6oUuFw9HDkbHNkr275c8HvkPDZvIjRLcCB2M8cj467xymPwe2MIiOnS3CPfe4xzaPiXuJd89gmINalqsyczO82WRaG0OzGNBGp8Qz/nRCrUWOLCWXkTo5yyof8Goc4Msx5hjs1DaYID835EADwU6kZhfZpBo5oXW79b0euufOIHo09nrIAFs2DVCZ6I/DfUD7GgBZFRFdRWe28MybvAxfaousms4vO+e8l/31szuK7uXPw4EHccMMNeP/99+H3+3HHHXfgxhtvxIwZM/DII4+gT58+eO6559I6ploL70ceeQTt27fHn/70JxQXFwMw28hPmzYNt9xyS8oHSBCNBpHXaT21otrcKUBU1weByigX2E43k9j1uUSIAmEZGIXp81tRbX5No1FnYZNwMJEFBW9uI8Of84g0g51OwvdHFghuQQHYQp2fyA17vOY6pHQBkTsOKWLIbPHN84OF3ZosVBgcrhLZTkNGu2vCgFVwmAB+QeQ3bHHs5XRS03YcuSQeoly4jyj259X9+eHL8+JgPp3Pi6r23RR+cekmnusJ4EyX4vNUqXATdiTV52MwZEHHax40Az6/YRdQe1gj8bbwtm0hM9NJ/Han2xgLPOs48aY4Xo5L3OHEYC4PbOm9Miz7Uy6yuTD3qwZ2TzwX2qyPHOv0sumL6iq+mXC+eM7TQ9ZedCkAu+NvUW61+E3kx0kuhpTH7egCbO17i5xqVFbnuIpKY78v8oWHvKxckNmYm7oQDctdd92FTz75BOPGjcPq1atx8803Y/Xq1aiqqsKqVaswbNiwtI9JYczjMjdJSktLAYCKKhuI0tJSFBUVoaSkhI5xI0DkPkrRN5/Pzs0E7JPigamjvNdx/xqnIwnPWxW54iz2NrUc7YMUPRLdIaXonduH21CAPCu0xtNQuECXCyT5yZkL4oDuFOS6JWr42Pjr3A4HhuIqtoPtPGFI0XW/YQtvLuj5vrjFqPsCg0gfPCquwGkryed5RHQBJP9e8dQjD19r8bnRXN8J/vnlrxfT4fwsxXNlkbfB1+eGi3CeVgU71UTOxXZY73FR7jeE4JPny8XW5jwV0Srbb98XNETRYziqIRrm32Xzole1UkVy3b7XEjzdxB0F5/g1u0U7AGtM5v/hiIZ9pUFrunTYEvhg82JIN10XvSNt03B4cov1qkzkd/OouaYyx/Y+unCsY73uoktR2OkxRrmjZ0RXsXPimLj70RBk8vzNt/1/+69EQWEgrdsuK61G39bPNxrd0qVLFzz77LM488wz8e9//xs9evTA5MmT0940R6bODXQAEtxE84LnPirTPzZPhB62WrqhoLQ8fmc2ds/ppvjmJuCALQBUxL9NDQg3CX4SN3RLyMp51vy8ZgbbAZUhGDI3FNEVGIpVVGmY0TF725Kw5SJClW7x88gfF/du5wh+69+RYuCKVspiwFDMDn+AKcB5lJJH2+nWcOMgUaGr+/OZSGzLn+tE1pKycwmTPwdSWgmf5jNiL/x4GpS4YHR95rhNpgrpc5lg3AZE1Jp/7+RcbPFN10z/a9750h2S5m5F7uYzhiWijYiKaJkfUUU6JctjFIfFvvgWQzSUGKFtMMUhRuXnqsrgs4SuPB8AcgJ6TB2KzpSE4tuL3ZPOBQB0f2qlEN3cBYpHv4N+HVURzbyY4YWiKWx248g9p+LKZsv//vc/9OnTBwDQvXt3hEIhXHPNNRkdU62Fd7du3aAkuD3573//u14DIggv/A/at0B5Hp9+9xkZGo2Vn+g3RIRbvlVa0DpxkQa753Tkz30f5ZV+UbzJERHxuC+2T1oV1v4rt3zmGpx08sqLIlytIRjQzRN/0EA0agkT7j5irtj8I3sry0KF54PLJ3g5Mu32+pabhcjj4VFufmHAX8uL5HjqgO7aVhqi3WzBICg3fd7wG8omeKpITYWyiT7TbocPwJkG40gNgZT2BOedEiD2oi3eZuXPpOxZL2+/hnQnVWEizcxgZvMad56X3YGS/1Ucwl3lUVl+p4nnR3PRzb9D1gV3OKoJEe0X27brGkWxIbcZBVBZ4YMvaFit1aPC2cTufquYF/Gwc73lnOj6iOF/X/cbAGYEPKKrohBcVYCKsE9s06+p4kLAHeV240jdk+wM3SksYhFdSXu0u7FgMBUGi3Ph3IDbbEwYhgG/3w6GaZqGvLy8DI6oDsJ7ypQpjueRSASbN2/G6tWrcdttt6VqXARRI9qsjzIivtn009BhwSpURTTRQU2Tokn/veGcGtdx6LaRMdOU29cDAc0WAhzXU9l1wLmcK9osOYc42jIHgXBQR2WVz7k8p1q1XSl45E6OyuuwhbJXcx03vKMgDFsYyTm4XEjx8XKrw2TEdgrt8pq86OYXR0DNxySZ4+Zext3JlG9HVZzLyrZ9XJR7bSsm99u1bXm2nDoFaZqcrgWYfuB8nF6fSZ4yZcA7Wg4IH36AOQs7YaUtwBaJMQI1Qbtbw4BwJOHimP9uaH4G3cdMf36eQubR4IdvHwCiunf0m0+rmDbC3K3pHyMaVtHziFJrnrlsxHWxpDNF2BGqGpNSNep/92n3pHORP/d9e1vW35IKP0oq/GiZV40frr+wxvXsuPo89HzmbfHcgBnN5r9v7oZnqsKw+Yqa10tkL4wxjB8/HsGgmUZVVVWFSZMmxYjvdHZdr7Xw/sMf/uA5/YknnsBXX31V7wERRFOg+KazMfzNV7Bnf57DIYDfYq0z1ar5rXRHvGBOY/fGEd0yPOVEyo1tU1AlLhD4iff/po2wo+Vup5Eqq8lJrtnGGX7DFNDVmjM6zefJPt2AbQcHAIcCTuHVKuwUS7wYU2Wm6K5NwaEm2bI1AdiCQeL/lAt9r6hzPPFsjiDx+rh4lvP/AfN9kp1QvKLV7gY2chqUuzhT7ngKOKPX/DMZVWPX477Q5LiPg/xUjpiL17rGLrbDYlLKeCqJYajCBlREXC1vau7zLxxQ+CpVS9x6+GDzDrV+zUzJiEZcx0i+g8R309qGYSi2faDGENVVVEwbYdekWGzf0wLtW1ciPxRxtFWXu0kawiFJPhapEd+HbhvpEN8yB8qTz0OWo9dchJdW+uv/20tkJePGjXM8v/zyyzM0Ept6FVfK/Pvf/8Zxxx0nCi6J+kPFlTZyqgkA4RrA7jk9QyNKPcrt661/YEesXeI7brQbVsqJ33C+1hIYv+pyAK3ywtAUhqBfR24gihOO+Bm397nNfi0A9ugp9d8HLpKkXxY2z16v6AjKT+ZyMaa7MDML4eK7XsLbSyz6jdhUH164qEl3GwDb2aYm5Ch3SLprkqgBEmDaJPILMv55kFOPeFaG/Fnn8DSjeNcITJomX/zx8Xq1u+fwC0afYV/cem2bT1diazncIpT7+XNbPJ7P7NXWghdnitdagllOG+EpGYb8/lh3D3xSYx7Zhs+vMWE9yp1D5KYyUauoOhjQUZgbceR3y/skXyjwaVURNSbvO15RZbLIAtzr7l820BiKK7f8fFVGiiuPa7OYdEsC6lVcKfPmm2+iVatWqVodQTiI3HmG8JPVmZLR/O4Gh8EhHNj9w+MuKiLWDE6x7RLsldUa2rSrwmH5VQj5zBzPqogtnuoruMV6HhoCZepnVv5tnHVXaVL6CZxpBI3RRjCZZj+1IGnBLW/XPQYDdlGqrtidGrmg0lX7LoJi2JFjYX+n2o4lQGxhLEee5vbmTpSqIl98KcwZ1Xb7t8vpHFw0M9jpRnL03F2oayi23aF8bBRFKtaV1i+nw7jvKMEaK6yLFkt0xzZvYbaLiZebBo+K8/E7XIkYDJhpJj4fQ461X46W79ZdKUePIqulvCyYncWT1uFzuYZEdJ4WoyIaBcLVGg4wBS3zqh0XADx6LqfMwfp5+HnKWTH7WF+yVWwTRDLUWnj379/fUVzJGMPevXvx008/4cknn0zp4AhCpr5RlsYOe2iIHfUGAF0Bmz007vLKbZ9KgsISLLpmRxt1VQiUb79tBb9m4KTuP4mT/H3HTm2Y/ZhXg4gPW2ksspUhF2YZsAyssahSZZmJwstWe+4LEhVOH3SeosNriKJWpJl3hOTRU3cOuAa7UJETzy7QbT2ZCANOz3afYW9DM2xnHJVZ1n+wx+kurOURasC+YOO1AFxcu+EXGZrhtOjk15qJLvCkCwO36Bb+3ECM6JYLGg1eMMoUWxXDSu+QWs/LedZycSRgi23AtjDkYtvdkdCQ1iPcSxSnUDcMFYauIBpVUBHWELI+P6pjf83/k6lTIRo/VFzZOKm18B4zZoxDeKuqisMOOwzDhw/H0UcfndLBEURzgz00JPmF5QgmYN++5znSLlGyfUcbHCgPon+X/Vj1mytSMNq6weYPjhW6vKAsA9QYgU4mJaMhqFbN9A7FcHZ2BGxhyyPEIsXCldZRrcZGe2Uiqil6XbUE8YshE8yXo9JeOcFcBPILBl2zLhDgLLYV0XlYrdghFVlKkW4+ZF4jAGk/RJQdnkWKQgyrcAloReSAcxEqd0F0pJlY3vJR4UxiSEWeHp9n1SmmATMNxPwLh/MJgJiibUeEO1HOtQr4eTMvvi7LBSUCA0ZERXm5H6EWYbGumqLa/G6jqjJ0bl0OTWEozDH7A2y89HcJX0sQhJNaC+/p06c3wDAIgqg1OVGgUvoKG4oQ3zmtqpwNPqzb3nv/U4BVN51tRtalHNlEkXUvlLs+qfVrZNiCQVD+YAleHs1kaFKFkmmDC1V30SkvUlThHcnmaRM1Rai5M4n8ev5/vDSbRKkmcmqIV5dIdwRfdvHwQmW2yOYdV+X8cHk7miSy43RvFOMHYpvo8L8qYlI7YADwSVFvt/mQnF8vz7O25fMbDjcU7vvtKN50pKd4Hw+DKZ7dcIVI9ziO3CZQZYoZiOc9Ce5f4/gLwFE3wwU3YF54tM4LI2LdSTlQYeYO93luOXSm4FCVX6S2UMS8ccCgpL1rJ6MuoTVSa+GtaRqKi4vRtm1bx/T9+/ejbdu20HVyqieIdMCmn2Y7F5T7RaSx9RFlns19DEPB/kpfjOgGAOXudWCzhtW4TZFTrqpmqgsA+I26ifBQ1PncHdWNh7uIMAPpKcmQEl9wHtH2irq7Lfvcr0sGnuftlePN86ABp5uIu3iRi3CvHG6+fFRS6nKaiBf8zo1YP4st2FVgXrDJtQJ8LI51MedFgljWJbj5fKuwUtUMR/GiwSyBbF2keBVOxsUjUs2FsxqT1mLAsO4oG4aCMBfmUgdMn4+J7cvR85oa3agKQzSimr8bktCOGe79a2KK1iO6IgpAI7oKzepjwNfbMlSNw1tUID8UwS/lQXR+8q8I+U0t4NcMdG1zCBXVPuQGohm920YQjYFaC+94JijhcBiBQHqrZwmiuePlctJy3nsAECO+dUOJjZJLJCW+eaRRthOsYyqGyGnn+d5JihmHQ0odhW1KnEU81qnc9Hms+KsPwqYR8dM/ajAYSYgB8y6DCrM2QI4syy4kcvGirsWuA7AvhhQ4xTn/rMgFkSKP3JUawqfJy7rTqXgqiohuSxceXhcPBnOmqBhwCnK5AY+1XlnQGu4UExeqaL9uLW8wSzzHF8GO10t53JpmfRXkQLtr29Go/Vy/O9bVqe1j78a8RrWOW1J2pHHGGPTrMAwF+bkRtMytRqu8MHID5sVznvXXrxloV1iJVnlh/HwoBMAU6r+UWx7KEQ1DXn8V4aiGL8b+tk5jIYimTtLC+7HHHgMAKIqCv/zlL8jPzxfzdF3HJ598QjneBNEIMKx8WdnhgBduxRTSybhuX2uzTAtHVTVdZZSbPjeL92TxXV8qEv8EeUWNY8Qyj9pmKhfbQozLcD1PBTVdlPhruf9uIW8gNs+e301girPLqVcjHfl5uc8U8QHDTI8RUXuPMcurcEe5GWx3Fl6g6cY9iaehaFZ02lDgaGrjiHxLaSqqvW+qZojIseH6Tuju6LrlQOIoYlSUGPHshSy4zecsce52kuybPLre63BHvfkYWxeEcXiLcrQpqEKLnGrk+k3BHdAMEeEur/YhoBlolRcWgpu3iweAX8qD0FSGvkuWAwC27W6R0CaVqDvuItx0bZNITNLC+09/+hMAM+K9aNEiaJod9QgEAujatSsWLVqU+hESBFErSm4Z5fDJlX8IfT6GqFfxmxX1U277FGzuqVBmfmy37AaD/8GPwBacYVoFmpNq7L+SDDWlY8SdJ4s/HrWNh1xAxxSwPw+Kv2yKSUsb+toUpqqu/2Vx6E7bMQDHmyxytFHz9hhMwZzoYiCiOscgvNxhinaRRy0JYz4kdzqL7E/uRrb0A0yXE95cSlUAZkfbefGjXkMKkymSrdUbdjdJd9McwMrbBmDoZgGmHE0P+nRHh0g7BaVm4Z6OHgbcSarDglVo36ISR7Q6hHaFlWidG0ZBMILCoHk1lWd1jtSZgqqIitKwH79UBIVgr4pqqKj2oSqioVVeGGVVfqgKQziq4qjOJVCmf0zim2g2JC28d+3aBQA47bTT8NZbb6Fly5YNNiiCIOrHodtGisKoiJQfahePxREuKoNyzzpHu3hDV2AYDNqsj8Dmpd4/vdZpH3Lag7t1PUdz7R9PTfDXoGY0BjZ/cO3GUwNpEd/J5hzLziSAs8180tuwCxA988v5XZV4mRZ+w87Tj6jwvILTFcuXXHpveZ63z4hNFfHqfCn20bCFteXLLUQzX7fUiEYMQTouorW7JaxVK8XFMBQYugrDcklxX/8Z3DaRPzdUsYyqGSgv9zsvCmQfbQD63Wd45mM3tOjm6x/+5isAgC5tNHRsUYFWuWG0Fo9qtAjZwjugGajWVZRXawhVGtBUJu4EHKwMiM6eZVV++DVzftjqJZCX574dQqQCAyqMlOa+JbdNIjG1zvH++OOPG2IcBEGkmHCZ33uGwpwuEly4cFeUCh+QH4HDco0paF0QbtDxJhKojlbrPOrOUZmwKBQi/g/OtA+R6lBDx0VPq8M6Io853vwGF+SJkK33hDuI66SZKIXFHRHncN9tOaKtMbvzJW9cI5xEtNgLB/6Z1Jh5lopKApb7BCe6XvByOZGHKKYZgOYsUuTWfarUgZI7Q7gj0SLyLaLW8nTpokEueuSivzxg1ly491txppw0hMhm95wet8BS3l5JZQC5gajw/lctMd0iJ4JOhVXomFsGAGjlO4RDegjVzIeKYBAhnwG/ajguWDSVAVWAHjBz5sNRDUErPaVlXnXK95EgGitJCe+pU6fi/vvvR15eHqZOnZpw2Xnz5qVkYET20umJv4n/m4rtlHAPsciK26JcCFVpDvHNHj3FdC/Jt6JQBgN0NSW5o3WhJgELBQ7RDSBuBNgh4D1Er3LXJ2ALhsadnww1jlfavnvZBhPiXp0vVcVpXSc1gAFgu4bE62oZD10Sxj7DLobk2pNvhxdUBnTvCyK5KJO5poc122lFZYhJReHdKqXpcrt1jruFO2DeGTLgsvkzJGHNnGJaTjvhz83jUMMxy4l6u7CkiWQEfUmFX0StqyKadSFi7pemMPigo43vIACgRXgvAEDNbYlWvkIUBguRY+Xl60xBta5CN8yLGVVlyA1ERd53JFlHI4LIApIS3ps3b0YkYp6E//GPfzga6BBEssiCO960xibE7aiQ8zOv3LMO7P4aHEAaMTXZ/6WqhTyHC8q6RIHdApXNO8Xu8Mkjg4EUeAr6DSCs2ZaJblUUr6iQj8stou/6xLx7oLLYdcWhwaLgXmM2pL8KF7kp2JYBACrA0we4cOeRc9HJUhqTV2Sdt7znApwff150ySPp7rQp3q0SEK3ffT4W0yIdsDtCiqFLeda6rjicRsz5kvjmUW5dQYxloDt9x/1cYaa7UJ4r4i3hZQmabsJRDVVWOkg4oiEc0VCtq6iKqKjWzTQGXTFlhKr6wIwomBGFqhjQVHMf9pYFkeePoiqgocqKcoeiOsIRTYj6lnnV6P/CMmy+4sKM7Ws2YsC+W5PObRKJSUp4y+kla9eubaixEFmKl+BuMsTLf9Vq9/MiN6LwghcxpRJuDajcvc5zerqQhaRXlDfZdThex98WjcGdS6xM2QD3hRKQZCTacoSJITcq2eTFRme989St/F1diW8H6DUE17oS5sAXWOI2XlpRssguH4DtRFLXjqLcG5zBbl8vO4rw4lxhJwj74sn9HgjrQMmFhK/MZ+dvx7xvVh447wDpELJSSoiqME/LQEfXSOvYGIqCCCTxzf/yl7qLV90fTpH6pDq61MppH3mhKA7dNhKNgb0HQ8IysCpqCueKiA9VUQ3lEQ2H9BACimUpGFLgUwyEDT+q9ACqoma+d5XVnbMqqonjLDsu8f/DGXYlIoh0Uesc7wkTJuDPf/4zCgoKHNPLy8tx00034bnnnkvZ4Agi03DfW2Xmx07hpDedk0S6hbaMZzpHHcW3A3cxnVQUl2yetiO6rEJyxvAQmnySlygPGPE90KXPTK332donZcoG74i1xuyUiwSvT+p48Ki353qMxK4xXnBvdhn+VHG56vB0FDEWxRbaXIzLXTtlEc7dSeT1M8VsQ+8DAKcnt2M4cUS3HBmP8cKXGt8YIl3HfeXnTG/xa4ajcY7hcTjT4VBSF4yIKiLe3JWkWldRFdVQFvZhf2UQyDGXrTCC8Ck6okxDWTSInysCKAv7UBo2LwqrIppIV4noqkg94a4uEV1F5yf/ih+u/3VG9jUbMZgKg6X3XJXu7TVFai28ly5dijlz5sQI78rKSjz//PMkvIk6Id/ibYzUtfFEs6cWkd7aUGOqTJIiN+kc63Lrp9JvOHPjVZhBzdJAQnHLRb5Xjnncscqiz8veTmpSk0wKj4wyZUPsOr3EPY+E1/Z95Ode2UWF3yXiud9yAaTi3leXU4l7aPxCi7ubALEC2HVB5o5o81xuINbBxO2p7fX75BDfcnTcKsDk/t5+zRBNjrjQNNyuO40UNv004edfEIogbAnnqoiGA5WmJWA5dybx69BUBt1QUBb24edKP/ZXBFFWZQrvcitSXhU11xG2IuA8zzs/FEVFda0lCUE0OZL+lJeWloIxBsYYysrKEAqFxDxd17Fq1aqYNvIEAZh52/HSTdwnt6JH30PJLaPSNTSigRDt5EPMFk25Ufj8BiJ3Oi0J3Y163HnO9Y6O1wa3vV6M2FUBq2kIAoaZQpHgFjnfF74/8e4A8GUdyHnPXLx5bauuASaF2V0v4/lW83xthQF+5rwr4GUlKEe1AfM1Ynuwm+AocKaIuC315OdCvEtiW94ed0nhjXLkLpSAw5UEcDqTeEXDuYc3/2uKaTv/XdPMedGonYZjun3I47KmK87pZoCcQW9CdVL63fb3dcjrr8IwFBysCkBVGaqiGkI+80I05NcRsPa1vFrDwcqAKbytiDcX7BVhM3LuFtlBn45OLSvStFcEkTmSFt4tWrSAoihQFAVHHXVUzHxFUTBjxoyUDo7IHhKJb8A8kelet/GJpg3P47U6CUajCrouege7J51rzr5/jdRqG/A/+BE0hYEtSH3Oe1JozGyoIp5DqqyzpnEHhtwocDDg9Iv2G2J+i06HrELNuilj9tAQs4hU/l5YwXZHCkt9GwLV0CzGYTcoT0tUsCmHqFXp4kveF0Oxiixd0zWpkNKAefzl4kpHJNwj4u2KJhvCZYVPl6PZsakoIorNh8+j2fJ6ddOP20jC7UVOV+GR9PxQ/KLKxsz6312Cs1a8KFxKNIU5hLff6voZ0c0mOiWVAZRbAjuiqzCYeeegpDLguCvA52+6/KKM7Vs2YkDJQHElncdrImnh/fHHH4MxhtNPPx3Lli1Dq1atxLxAIIAuXbqgY8eODTJIInvht28NQ7HbmmchVXecGbfAsiEKKzOOHHUU76kKqIYQ3WJRw2ndpjMFuQ9/AAComDYiHaO1iYnguqKrBqR8Y6s1uvBqhi0mARz8OQcI6o6UkNoiF+DJJOsSE3e98wfbXufx4OkhhiJZBCZplcdfL4tuQIqYwz5esqCWxS0X3Xy7XhHveGOx0ldUEfWW7qxJF1JmfjfzdBDxawZUy3/a0XWemVHrmo4Bj6r73YXYWuNzb6oNq8+7HD2feRst86rRJr8KuYEoAtY+5gai4uKiLOwXaSaccMSKhB8Kimmt883+APsOhUAQzYGkhfewYWbh0K5du9C5c2eo8SpWCCIO/GQjR74z5Q2dCaruONO2wct2ZAcKVRYp7qoyOT/WnhxpoOLVmlJYHIWIKsDmDbZfO2UD2ILBdhoNIO2f6oyUy/P8hqcTSn1IRfoN+/MgU3wninZzazyvSHYiuGgPGLaziVvbcvcSXizpzntm1gWLymJvGvCLIG4r6HATsdJCrEMuukzyz5Ru5ZDz1/kNK/pqbj/oN0SUGzCDAZF49Se8GQ5U6Kp9IE3bQQXlpUEU5ZrOM/tKTWEZjSpmsTaabu3IzoljAABdF70TM+9Xhx8AAPxYmoOfy4I4vst+FJfkAgA+u/hisRw/D3AR3pQvRhorBrOLV9O5TSIxCmPus0VyVFRUYM+ePaiudnac6tevX0oGRph59UVFRSgpKUFhYWHattvr2RUx03ZcfV7atp+tJBLd8SKbTQV37rKwwJNFKgA291Tn6+5ZBwR0UZTmxp0PXq8x3rE+phGLezw1ruOmz22RF9BtyzzdyoMO6rEvCmue0VE5lz2teexJUGsv8YCVZsPvBhiKmYqjMcvhRDH/yidl3kAnqMdGsXmBJffyDujOAk3Adk4ROd7WdC7irYg3/1xFI3GEt9VSnjfYCVqpE7LbiVxYyUV1jNWix9067vXv6BLpEiZNVXzLtJm/GgAQ9OskoC0ydf6Wt71u7w3ILwzW/IIUcqg0jGHtn8jIfjcVal1C/NNPP+Gqq67Cu+++6zlf1z1OPESTwUt0y9NJgBNuErp51CBsncLEKb5TKboBuNJezOfK7euTvugR+8m1X5UW27gnotpB4WrVmYoCOPOX0fgEd62QCym5eA5JdzoC1rnAgNnmXWVARD4WkN4TxXlRZJmpiHXpPMQtiWcuyvlYuAD3wDBgz9PgLMaUl4EdseNOJjwXWew2j6DDGqPiLsh1rle5f01CL3Rl+sdNvhPuz1POyvQQCA8MmE2O0r1NIjG1PkJTpkzBgQMHsHHjRuTk5GD16tVYunQpevbsiZUrVzbEGIk00ee55TUu0/OZt9MwkuwknsBr6tFuL2Qnj2Rg95wOozSA6MEAIneekXLRnT/3fSvCKrUwd4lgL/h+xN2XatUUWiL3WbUbxiBOB1CG2LQLeVu3fCZ1z2zkKHZ0OQZHdBu2k4n84K3kRRTaevDncrt5ZontiGp2BHW8xtqOaj0c+d0uK0EeHVe8PwPcZzqiK45W8JrCxCPoN5AT1JETiiInqMPnN5z7VAuauugmCKJ21DrivWbNGrz99ts44YQToKoqunTpghEjRqCwsBAPPvggzjmHbjM1RfouqVl0A42jjXFTJhtFdjxqG81tyGNz6LaRUO5ba0UjbceMRM2Fkr5wkPLUY9bhLmCUCi3F+rktIcdK10hJo6FUkRu1BTFgil/u/qEasT7fDEBJAOphlWYEucrK8ZY7Vcp1ALLIjofb+YTniKs84hz7WiG4+UWAPEYVUDXD29VEXky1Cy0BOIoteUG4XEAZheocK+W8EgQhUWvhXV5eLvy6W7VqhZ9++glHHXUUfvWrX+Ef//hHygdIpAd+stEU1qgb2aQbnmLz/U/52ek+0oxgM4bXbnmXn3hcpEI+BzyqWlNBYrVqRUprsPVrQOLuZ0hKHZSFscbMVBsD5t8qDciLCu3rvohSpn7mFNtyMSWf7ohKIzb1RMYvtZeXrQqldBKH6ObRcXlfrNQmuTV8RFehqmYBJM8P501wuNjWXF02+RESHS/9BqJVmmjyxO49TRRTusmG/G6i8ULFlY2TWgvvXr16YceOHejatSuOO+44PPXUU+jatSsWLVqEDh06NMQYCSLt8LQbTTELq7ocdgihOR+S+PagMRcJppKEQtxdNAjYVnrJWO/xqLkkvhvFseRi1d1J0sv2s9znOWblD5+b7ejdnSgVBvikqLeuAOWS/ZyWIH2DF7Vy0c6POX8f3KVGhvuiRnGkmPA7eVw885bummK2lVcVK9Ltsic0rQXtIsywVcDp7qwqC2xluuVoQikmBNEsqbXwnjJlCoqLiwEA9913H0aNGoWXXnoJgUAAS5YsSfX4iDTxzYTzJbEZP+rtbrvcHODHo8thhzI9lEYLWzAIyj3rzHQOjsKavLhwC8mE4tuAUyTy/6OqdyRbRMT5ytP33Ur2Qok9eooZrQYcYps9eorzOFgCmTv38Ii3aCDELQn5KtxNcDQGyJ0MFWanoGiSiuZjiKi28A5FbQHP0VVnlNvtAc4LKa10GV1XYn73VNUU5Jr1cKfZRXSz6ZdchMnuOd3zOMo09e8E0XRgGSiuZFRcWSO1Ft6XXXaZ+L9///7YvXs3/vnPf+KII45AmzZtUjo4InPwyI9bgHP/1mxH7qYIUApOTSh3fWKmWzguzJr+8fKySXSLVeUmyQtblyKpmlXMKTtoKMxOk5CbyVipGw0Z5VamfiYJUTvPnO9TvAsKNu8UT6HOFgyKLQKVctXN/HbpJMwUOxItt3fni1T54hRpwl6WWwLy/G7AFNk+lyWhxuxtG0pMBBowI8+GoZpvnQrIvSRVzfT2NhQF0GIbe+mGKbqjuupoH0/RbIIgaqLWwttNbm4ujj/++FSMhWhgBrz4JgCgtNLvKaC/mXA+AG93k+ZmI1iUY/rT89bGQPM7BrUijjtIU7ZKSya/23MZOY85qtpCW/KXBmB7VfND17oK2qyPxGr0u+vv7OKMSnukw2g8FYSZF05SEaJbZNdquzzSzYlpwKPadoMw8++VKRs81yWi5+75/DhHVNPOUA60KQzQdBxWFI7bpItNP80Uyu7X8SFbzX10K83G3R5eUxkMxqC7/bwJgiASkJTwnjp1atIrnDdvXp0HQzQsmmqeRApzIsIWMJEAb87IHdaIJJAjvRJNVXTXGW4rFw+50Yth/e923rDQZn1UL/Gd8KJARk6DEQWCdXQvSvZluhLjKMPmD44V1xqDcvc68/+Q6ox4A7aOj6hmSopUKAnU3BmXTZcKHz1azEd0BaqqQIuzY6plLwi/YRdXAgjN+TDmDlnKfekJogZ0w3yke5tEYpIS3ps3b05qZYpCV/2NGd2wK5wLcyIZHg2RTbDZQ80ulM0dWXR71UPES39kAKIKDJ/ScJadcSz3aus77b1u19N5p9hWitKJuMac8vmDHc+F6AbMtB2+Hdl+UWVARMVh7cuxvywAAGhdUF2j6BbblAsf5Q6TCZBTT1Teoj4BhlH/CymCILKDpIT3xx97WyFlmoULF2LhwoXYvXs3AOCYY47Bvffei9GjzR/cQ4cO4Y477sCKFSuwf/9+dO3aFZMnT8bvf//7pNb/6quv4tJLL8WYMWOwYsUKx7wnn3wSc+fORXFxMY455hjMnz8fQ4bYFlrjx4/H0qVLHa856aSTsHHjxrrvcD2RbX7I8odINbwLZbPH7WIiO4P4JIWmS9HbsOVHyAxwden2l643BmLdRQqrgdJAnVfJHj3FjFJb62TzpIZBDRH5Ehc2rpUrNUe3a0K5Zx3gcSjMlBPv1xjMKcDjtZgniEygMyXttUlUC1Uz9c7xziSHH3445syZgx49egAAli5dijFjxmDz5s045phjcPPNN+Pjjz/Giy++iK5du+L999/H9ddfj44dO2LMmMRFgt9//z1uvfVWh5jmvPbaa5gyZQqefPJJnHLKKXjqqacwevRofPPNNzjiiCPEcmeddRYWL14sngcCdT/BNRR9lyzH/42n1BKC4IhIrSx8NQPwGzEt5uUIrnLT56afdSKq4/wG+A2ohdXID0W9/aLrAB+bctPngMZioslu3PuW9HbirNexfdQ+T9wTns7hcXdVuWM92Jy6N2Fi9w9zRLz5nQcuJFTFzA7iyDaCXncp3IK7OTpCEQQRS5P2fTn33HNx9tln46ijjsJRRx2FWbNmIT8/X0SVP//8c4wbNw7Dhw9H165dce211+LYY4/FV199lXC9uq7jsssuw4wZM9C9e/eY+fPmzcPVV1+Na665Br1798b8+fPRuXNnLFy40LFcMBhE+/btxaNVq1ap2/kU4K7UJwjCA0t087bnyh3rodyxPrXb8BvID0Xh12z7OgBoM391vVfNFgyqUXQDDdc51MsJpt54XZR4TArN+RChOR/C/+BHsTNrwLCsAqNRBRFdhd9nNtERhiwu0S0La1l08/Vw1xPufEIQDQ1voJPuB5GYJh3xltF1HW+88QbKy8sxaJD5I3/qqadi5cqVmDBhAjp27Ii1a9fiX//6F/785z8nXNfMmTNx2GGH4eqrr8b69c4TbHV1NTZt2oQ77rjDMX3kyJHYsMFZGLR27Vq0bdsWLVq0wLBhwzBr1izR9dOLcDiMcDgsnpeWlia177WFBDdBJEB2HdEMs6V7Q+VdS6geX8ufp5zV4NttzPACTF4/wO4f5rzoceV8OzpEKgw+n+nPrSksYQMsUZ+gKZ7hqMoKHyorfJ7FwrkPf+BIMeGiO2G7eoIgmi1NXnhv3boVgwYNQlVVFfLz87F8+XL06dMHAPDYY49h4sSJOPzww+Hz+aCqKv7yl7/g1FNPjbu+zz77DM8++yy2bNniOf/nn3+Gruto166dY3q7du2wd+9e8Xz06NH47W9/iy5dumDXrl245557cPrpp2PTpk0IBoOe637wwQcxY8aMWh6B5PES3JRmkjrckaxscvTgjVFkGipCmmnk6LByx3pTfIuZ8S9aE3phe3V0vElKaanywe9zKjO/RkqNI9cPxEsn8WrLbhiAJmX/uMW3cs8686JKFtsJDruXPWbFtBHOZXi6ivxZcaekN2GbTYIg6keTF969evXCli1bcPDgQSxbtgzjxo3DunXr0KdPHzz22GPYuHEjVq5ciS5duuCTTz7B9ddfjw4dOuDMM2MjH2VlZbj88svxzDPP1NgMyO3gwhhzTLtYsqPr27cvBg4ciC5duuBvf/sbLrjgAs913nnnnQ7rxtLSUnTu3Dmp45AMX4/z3m464TaGgLNNc1O3MPS6fZztJ9e65gQ3JdicIaY448JJYUDI3Y+8juuurTe2h6hvFG3lU0hMQx6YBZz1QWeKw+pPbIuLbsfGFO8mPrXB6+JM7iN0b/b+JhCNC97oKd3bJBLT5IV3IBAQxZUDBw7El19+iT//+c+YP38+7rrrLixfvhznnHMOAKBfv37YsmULHnnkEU/h/d1332H37t0499xzxTTDum/o8/mwY8cOdO7cGZqmOaLbALBv376YKLhMhw4d0KVLF+zcuTPuMsFgMG40PBuQRbeMzhT0enYFNahppCi3fJYFvxR1Ry66S6YleEMQL5LOO09mA16im0+vr/j2pA7pQ0ldSNdXuBMEkdU06eJKLxhjCIfDiEQiiEQiUF2eXJqmCTHt5uijj8bWrVuxZcsW8fjNb36D0047DVu2bEHnzp0RCAQwYMAAfPDBB47XfvDBBxg8OH4B0/79+/HDDz+gQ4cO9d/JJoiX6BZFRxa9nl2RxhERydIgoqeJwe45PSnR7SWCs0UYN3VUlTnSTNiM4d4LMu9OlNl894rITridYLofRGKadBzrrrvuwujRo9G5c2eUlZXh1Vdfxdq1a7F69WoUFhZi2LBhuO2225CTk4MuXbpg3bp1eP755x3dNa+88kp06tQJDz74IEKhEPr27evYRosWLQDAMX3q1Km44oorMHDgQAwaNAhPP/009uzZg0mTJgEw/cOnT5+OCy+8EB06dMDu3btx1113oU2bNjj//KadUlEXui56B/4aXNaaOqL9tGta1hBVnR7UyN4c7/pCQjv1JBP1ZveeFtMAx7A69QLAgamjarXNrPr+EkQj5cEHH8Rbb72Ff/7zn8jJycHgwYPx0EMPoVevXmIZxhhmzJiBp59+GgcOHMBJJ52EJ554Asccc0wGR153mrTw/vHHH3HFFVeguLgYRUVF6NevH1avXo0RI8xil1dffRV33nknLrvsMvzyyy/o0qULZs2aJQQyAOzZsycmKl4TF198Mfbv34+ZM2eiuLgYffv2xapVq9ClSxcAZlR969ateP7553Hw4EF06NABp512Gl577TUUFBSk7gA0EWoqEjOMBuzWl0ay+URNUe9YlFs+M20GEb/gL1WwBYPMRjVyc54kvLmzhWQ/f7VNBWIzhpsXzDxKp7Cs/h4TRGNj3bp1uOGGG3DCCScgGo3i7rvvxsiRI/HNN98gLy8PAPDwww9j3rx5WLJkCY466ig88MADGDFiBHbs2NEkNZXCGGv6iidLKS0tRVFREUpKSlBYWJjp4dQZM+Jds0MDF9+U6000ZuJ5eDe0+M524uV4A033wk+OwGeqPoDIDJk8f/Ntv7nrNuQWpLdurKIsjIu6zcUPP/zg2O9ka9h++ukntG3bFuvWrcPQoUPBGEPHjh0xZcoU3H777QBM6+V27drhoYcewnXXXddg+9JQNOmIN9E02D3p3LiFlTIkuImmAJszBMpdn8RMV+76BGz20AyMKDtoquI6ESS2ieaK25Htvvvuw/Tp02t8XUlJCQCIhoO7du3C3r17MXLkSLFMMBjEsGHDsGHDBhLeBBGPnRPHJBTfOyeOSeNoCIIgCCK7MZj5SPc2AXhGvGuCMYapU6fi1FNPFXV13EHOq3fK999/n6JRpxcS3kTakMU1F+EkuIkmiWwZl4Yq/gaz1CMIgmgACgsLa51ic+ONN+Lrr7/Gp59+GjOvpt4pTQkS3kRGIMFNZA2WCOftzVO66qmfxfzP5pEAJwiiZjJh71fX7d10001YuXIlPvnkExx++OFievv27QGYkW/Zjrmm3imNmazz8SYIAmgzfzXazF+Nzk/+NdNDyUrYrGGm0PYbgN9oENFNEASR7TDGcOONN+Ktt97CmjVr0K1bN8f8bt26oX379o7eKdXV1Vi3bl3C3imNGYp4E0QC8ue+L/6P6uZ1qtyEozHRZv5q8T93iAlHNbR97F3smzw6U8PKahrSei5uJ0eKfBMEkSXccMMNePnll/H222+joKBA5HQXFRUhJycHiqJgypQpmD17Nnr27ImePXti9uzZyM3NxdixYzM8+rpBwpsgksSXhCViY8HtjU7iu+nBHj3FkWoiMJpmXiNBEOlFNxToaf69qO32Fi5cCAAYPny4Y/rixYsxfvx4AMC0adNQWVmJ66+/XjTQef/995ukhzdAwpsg4tJy3nsAmobIaTnvPWiuxLFsaUyUTRQ9+l7ceSW3xHZWZPNOMRvn8OfNpGEOQRDNg2RaySiKgunTpydlR9gUIOFNEHHgLabldJNDt42MtzhB1Ihah+s4EtsEQdSFplRc2Zwg4U00Wro/tRIAcCjsz2iaRFMQ2waDSEHQpCg3Rb2J2tD2sXfF/5SaRBAEkXpIeBM1MvzNVwDYuVvrf3dJWrefH4ykdXtNkZJbRlmpMeb75BbfOYFopoZGSGh0EUQQBNGsIeFNxOWsFS8CAELWp4TfQjprxYsoC/vRJr8Kb58zrsG2X5QbQUmFH4fCfioOTAKeGtNy3nvQDUU8JxoPP085y+E+I09vDNB3jCCyB8MwAy/p3iaRGBLehCfn/vV5cJt3v8/8JgWlbn1Bvw6DKTj3r8/jnV9f2SBj2HzFhQ2y3myHBHfjprGIbIIgCCL9kPAmYrj8o79AN4JQVQa/y0JPvlWugUFVmCXS0WACnCAIgiCI2qEz85HubRKJIeFNxBCxGsXIoltTTZEtPwecnp1nrXgRq8+7PE2jJIjsQLnrE8/pbPbQNI+EIAiCaGhIeBMxRHQVmsoc0W0uujWVQVMYVOlvAczix4pqHy5avRgllQF8cP5lGRk7QQCmX7aqABFdgcEUGIbSKDuOxhPdfB6Jb4Ig6oqRATtBg+wEa0SteRGiueHXDCG0VcWMdHMhLovuoF9HXiAqHoflV6FVXhiawjBi+UsZ3guiOaMqlsWihP/BjzIzGIIgCIKwoIg3ERcuuAEIwe3XDGiK9Vdl8KtmOgpPRQn5FBzR+hD27M/P5NCJZo6mMhg6RV4IgiCIxgUJb8LBRasXQ26TznO4Nc2McssCPCBFxnk0HLDSUlofwojlLzX6lJMOC1YJj2tNtaP5Po3h63EXZHh0RF0J+nVEdPvnTWcKotHGJ8TZ7KGU400QRIOgG4qjDitd2yQSQ8Kb8MRgiqPIUmcK/Na8gBX15qI7oBkiAq4qDLkAQn4dAa1xG3p2WLDK0dXRvKCwn/db+haJ7ybKf284R/yv3L8G7J7TMziaxLjFNwlugiCI7IWENxEDF9y8SMJ8botvnoLChbVfEt5+1fwb8pn535M/fwIA8NigGzKxK3HpsGAVAHPsBlMQ9OuOiD2/iOj/wjLyE2/iNGbRzSGxTRBEqjGYkvZiRyqurBkS3kQMBnPentKt1BM5gu3XDBEt5mkndv43g84ATWc4snUZ9pbl4Ny/Po+fykLi9Rsv/V2a9iYxQb8OgOewm6KbX0QAQK4viiGvv4r1v7skk8MkCIIgCCILIFcTIgZ3jpZhmFfN1brz48Jzvnl0mOd/m/Ps+SGfjnYFlQ5f8JNfeV08MkVOICrlrTsj91yAB6zH2StfyNg4CYIgCILIDkh4Ew5EmomhiAcARKKqI+8bgMNi0C5MdHa3BMx871a5YfRoW2raDbrm912yvIH3yhu/zzCj3KptoaipzCG+VWu/Ijp9VQiCIIimg275eKf7QSSG1ATh4O1zxqGsyu+Yxr9MEV2FLuWM8Ypp/kUzDMVsUWv95fhVA4WhCFqEqtEqL4yQT3esPz8YadidioNfYyLKzSPc8v+NvTiUIAiCIIimBeV4EzGs/90lGP7mKwCcbeMjUdXsABjR4FcNVEU05AWiIoLtVw0EYADWc1VlMAxFRJELQhEh0r/fn5/RKHLxTWej17MrEPTZeeo8yh2Q8tc5jd0WUabvkuXCcUaGHFoIgiCaD2Qn2Dgh4U14svaiSx3PT3z5DahWt0q/ZqAqqgFwCnNOAPY0VWWAAYR8usinDmgGDEPBDwfyxHJc6JdUBtLmIrLj6vPE//E6bTYlwQ2YFohqnN89skckCIIgiMxCqSZEUnwx9rfYeOnvEI5oqIpqqKj2mY+ID1VRDVUR8xEx1JgiTN6Uxq8ZKAhG0CKnGh2LKnBS15/QrrBS+IIDQFFOtRDh6eSD8y9zROAjutrkRDdBEARBcHSWmQeRGIp4E7Vi9XmX44J3l4jnajUTt7NCljUfpBTxAAxRoKiCQVMUGExHgZXX3b6wEhXVPoQjGjSFiVSU/i8sA4C0emi7o/zZhruolSAIgiCI9ELCm6g1PLod8uuoqPYJ5xMHlvjWrFQTR4dIhQmRXhCM4LD8KvzHSjvh4rsop7rB96O5QIKbIIDQnA+Fbz8AlNwyKoOjIQiiuUKpJkSt4WkmEV01RbiVesJTTiK66njozLYmdFsN+TUDRTnVOLJtKVrmhQFI/uAeBYJEYhLlcFMHTqK5UvToew7RrSpAy3nvZXBEBNHwGNK5N20PshOsEYp4E3UmElXh95nuJjKaylAV1ZAbiAIw7Qj9qllwGTFUUfVsMAWawkxnFIUhElIRjmqoCNPHsj5QASVBeOMuPObi+8BUin4TBJEeSOEQdSaiq1BVBh2KaKRTFdVEakO1rppuJrwpjRXBlqPehuQFHvLpKMqpFsJ81W+uSP9OEQSRNRQ9agrreE4/BJHNGBloaEMR75qhVBOi1qy96FKsvehS6EwRKScVYR/Kwn6UVflxsDKAg5UB2/UkYqailFvpKDwFhaepyNMAu2tmPIs/giCyi75LljdIB1tVIdFNEETjgoQ3UWe4CwjP666KaAhL1oJVUQ3l1T6Uc8tB/lwS4fKD545zF5SKah+Gv/kKTnz5jQzvKUEQDUX/F5aJrrHczShVHJg6KmEaSW4witxgNKXbJAiCSASlmhD1QrbgO2vFi0J0+zUDhpU+wiPY7m6QvNjSMMx29O7It6ow8f+JL7+BL8b+Nn07RhBERuj/wrKUFwLnBqMxtSOayvDfG85J6XYIojFBnSsbJyS8iZSx+rzLccprrwGAENy6ocCvGQhYES0ZLrp1ZrahN5gi2tKLZaT/SXwTRPbj1Q23vpDAJgiisUDCm0gpn118MQDg5FdeR57lamIw02KoWlcdntK6ZT0U0U2nk4iuxlgOaiqDodvPez7zNnZOHJOmvWletH3sXfH/vsmjMzgSojmx+YoLG6Rh1okvv+Ep4nVDwcZLf5ey7RBEY4Wfe9O9TSIxJLyJlDLmb0sBAC1yNPx0KISCUETMM1NH7GUNZkbE5ZQTncXeGpNPnu2LKkVL+f8eyCURXk9kse2e7tcMihQSaSHVqSWnvPYa/Jr3PL9m4JTXXhNBglTT/amVjudFuRHy0CcIQkDCm0gJXHBzgn4d7QorRe42R87z5rndPMJdU26Yyu0IreU6taxIydgJbyK6ik5P/I3EN5EVqArz/D+VuEW3wRQcKA+g66J3AAC7J53bINslCC/0DNgJpnt7TRFyNSFSgldbcr9mIDcQhV8zROEkdy7h9oLVUppJPFSFeZ4odUPBkNdfTel+NCfiRbtlEr0vBNEYOfmV18X//LejoYR2POLd4ucCnCCI5gudVYl6c+36RQBM8c0fMrmBKNZedCl+qQiKKmteTCmfoNzPgZojU16CnyCI5k1NYrshfzcox5UgiESQ8CbqzdNDJsVMk09sb58zDoCZx7n+d5eIE5M7tUQ+USZ78iLrooYnmcg4QTQWEhVOegUGUklNv1uUakKkEx7oSveDSAwJbyIltMmvipkW7wT32cUXizby8hfVYEqtbwtTxJsgiHjId+HS8VsRT1iXVARIdBMEAYCKK4kUIUe9eeqJVyScwx0FTnntNSG0eZrJZxdfjCGvvyqEONEw7Js8OmE0mywFiabK+t9dAgC4+P3n8GNpTsx8ufFXqtk96Vy0nPceinKroRsKfrj+1w22LYJIBNkJNk5IeBMpJ5HgdhPP0qui2oeQX/ecJ9OQJ9DmAIlrIpt5beSEjGw3UZt6giCaN5RqQjRKNl1+Eaoi3ka8BlOw/neXiKhWQ9HzmbcbdP0EQRAEQTQvKOJNNFo2XX5RRrdPzXkIgiCaB7//dCEWnvr7TA8jpWSi2JGKK2uGhDdBEARBEM2S33+6MNNDIJoZJLwJgiAIgiCyDCMDnSupuLJmSHgTBEE0UQa8+CaAzKdlNQbazF8dM+3nKWdlYCQEQRDxIeFNEESjoOuidzzzA8mOzZv+LywDoIj/N19xYWYHlCHcglv+DLWc9x45jBAE0agg4U00W0zh4qS5ipdM0nXROwDiF+V0fvKvAEiA18Qpr70W154zW2k57z1oljdXvM8PiW+iJtKdjpEuDEOBkeZix3RvrylCdoJEs8RLdPPp/V9YhuFvvpLmETVfkq285wKdIGRq+vwY1IOLSEDPNqWZHgLRzKCIN9HsiCe6ZUoqA2kYCVEbyKYqMc0t2l0TJLiJZJh69O3A0ZkeRcOgZ6C4MlvvHqQSEt5Es4MLOE1NfGYe/uYr1BmTaLRsvuJCcREpp0h1euJvCPrMrq+ayuDXDAT9RlamUR0s96NFXkQ8J7FNEERjh4Q30WzRDSWh+KaoN9HYcYvpDgtWwacxRHQzi9Bg5v8R3UCvZ1dgx9XnZWCUDQe753QUPfpewmVKbqH8bqJ5Qg10GieU4000a+hHoulAxZWJ6bBgFdQ4F5K6VWSVTJpVOklF3n7JLaNQWuFHaYXfcx5BEERjgiLeRLMnXuQ7G2/NN0a4oObuJfHmE/Hp9MTfwK0FDaZAVczPM/9sG0wBDKDEQ5xmgg4LVln/aWj72Lti+r7Jo+u0PnbP6SkYFUEQRMNDEW+i2VFaGSs++C05ioBnjh+u/7VDZBtMIdGdJP+94RwATcPKq8OCVaLoy12IJYtwgiDqh8HM39H0PjK9140fingTzY7dk85Fv6Vvec4rrfRj96Rz0zwiQobEdv3hbZtVhTnu6Pz7ut9kcliWsE58cdD2sXfrHPkmCIJo7JDwJpolX4+7INNDIIiUUnzT2eiwYBUMQ4nJ9a6o9pGYJYhmhs4yUFxJdoI1QsKbIAgiSyi+6exMD4EgCIJIAAlvgiAIolHQFHLUCYIg6gMJb4IgCCIt7Js82lFA6SW0f55yVjqH1Ojpu2S543k4omLnxDEZGg3RlDAy0LnSoFSTGiHhTRAEQaSNfZNHI3/u+wj5Dcf0qoiKQ7eNzNCoGhc9n3kbABB0HSM+re+S5fi/8eene1gEQaQAEt4EQRBEWiGBHZ++S5YjWIPduqow4cxEheJEPLjFX7q3SSSGhDdBEARBNHJ4UySCIJo2JLwJgiAIopFCgpuoK5loCkdN6GqGhDdBEARRI8PffAURXYVfM7D2okszPZyshsQ2QWQv1DKeIAiCSMiJL7+BimofIrqKimofTnz5DQx/85VMDysroaJJgshuKOJNEARBeHLiy2/EnVdRTaePTEJFlURN6BmwE6TOlTVDEW+CIAiiTpz48hsJxTlRN74edwFCfh0hvx53PkEQTRMKWRAEQRB1IqJT7Kah+GLsbzM9BKKJYxhK2rvBUvfZmiHhTRBZirvjHUD5o0RqIeFNEARRO0h4E0QWYjbXiI08UMc7ojbwPO7cQNTTJow+SwRBELWDhDdBZBG8mx1gW5K5O4nxSDiJJqIm6DNCEE0XKq5snJDwJogsgoquCIIgCKLxQsKbIAiCIAgiy6DiysYJVcYQBEEQBEEQRBqgiDdBEARBEESWYWQgx9tdU0TEQhFvgiAIgiAIgkgDJLwJgiAIgiAIIg1QqglBEARBEESWQcWVjZMmHfFeuHAh+vXrh8LCQhQWFmLQoEF49913xXxFUTwfc+fOTWr9r776KhRFwXnnneeYPn369Jh1tm/f3rEMYwzTp09Hx44dkZOTg+HDh2Pbtm313meCIAiCIAiiadKkhffhhx+OOXPm4KuvvsJXX32F008/HWPGjBECt7i42PF47rnnoCgKLrzwwhrX/f333+PWW2/FkCFDPOcfc8wxjnVv3brVMf/hhx/GvHnz8Pjjj+PLL79E+/btMWLECJSVldV/xwmCIAiCIBLAG+ik+0Ekpkmnmpx77rmO57NmzcLChQuxceNGHHPMMTFR6LfffhunnXYaunfvnnC9uq7jsssuw4wZM7B+/XocPHgwZhmfzxezfg5jDPPnz8fdd9+NCy4wG5osXboU7dq1w8svv4zrrruuFntJEARBEARBZANNWnjL6LqON954A+Xl5Rg0aFDM/B9//BF/+9vfsHTp0hrXNXPmTBx22GG4+uqrsX79es9ldu7ciY4dOyIYDOKkk07C7NmzhaDftWsX9u7di5EjR4rlg8Eghg0bhg0bNsQV3uFwGOFwWDwvLS11/CUIgiAIovFD520iHk1eeG/duhWDBg1CVVUV8vPzsXz5cvTp0ydmuaVLl6KgoEBEoOPx2Wef4dlnn8WWLVviLnPSSSfh+eefx1FHHYUff/wRDzzwAAYPHoxt27ahdevW2Lt3LwCgXbt2jte1a9cO33//fdz1Pvjgg5gxY0bM9M6dOyccM0EQBEEQjYv8/HwwxjK2fd1QoKa52FGn4soaafLCu1evXtiyZQsOHjyIZcuWYdy4cVi3bl2M+H7uuedw2WWXIRQKxV1XWVkZLr/8cjzzzDNo06ZN3OVGjx4t/v/Vr36FQYMG4cgjj8TSpUsxdepUMU9RnB9AxljMNJk777zT8frS0lJ07twZP/zwAwoLC+O+jsgO6P1uXtD73byg97t5wd/vROd8onnS5IV3IBBAjx49AAADBw7El19+iT//+c946qmnxDLr16/Hjh078NprryVc13fffYfdu3c7cscNwwBg5nTv2LEDRx55ZMzr8vLy8Ktf/Qo7d+4EAJH7vXfvXnTo0EEst2/fvpgouEwwGEQwGIyZzl1biOYBvd/NC3q/mxf0fhPpwoCS9k6SBuhCoyaatKuJF4wxR540ADz77LMYMGAAjj322ISvPfroo7F161Zs2bJFPH7zm9/gtNNOw5YtW+KmfITDYWzfvl2I7G7duqF9+/b44IMPxDLV1dVYt24dBg8eXM89JAiCIAiCIJoiTTrifdddd2H06NHo3LkzysrK8Oqrr2Lt2rVYvXq1WKa0tBRvvPEGHn30Uc91XHnllejUqRMefPBBhEIh9O3b1zG/RYsWAOCYfuutt+Lcc8/FEUccgX379uGBBx5AaWkpxo0bB8BMMZkyZQpmz56Nnj17omfPnpg9ezZyc3MxduzYFB8FgiAIgiAIJ5Tj3Thp0sL7xx9/xBVXXIHi4mIUFRWhX79+WL16NUaMGCGWefXVV8EYw6WXXuq5jj179kBVaxf4/89//oNLL70UP//8Mw477DCcfPLJ2LhxI7p06SKWmTZtGiorK3H99dfjwIEDOOmkk/D++++joKAg6e0Eg0Hcd999nuknRPZB73fzgt7v5gW9380Ler+JeCgskyW3BEEQBEEQRMooLS1FUVERRr++EP7cnLRuO1JRiXd/93uUlJRQLUMcmnTEmyAIgiAIgojFYBkorqTOlTWSdcWVBEEQBEEQBNEYoYg3QRAEQRBElkHFlY0TingTBEEQBEEQRBog4Z0iZs2ahcGDByM3N1dYELrZs2cPzj33XOTl5aFNmzaYPHkyqqurPZf99ttvUVBQEHddtd32Rx99hMGDB6OgoAAdOnTA7bffjmg06lhm69atGDZsGHJyctCpUyfMnDkzo+1uGzOpeL/Xrl2LMWPGoEOHDsjLy8Nxxx2Hl156qcZt/+Mf/8CIESPQokULtG7dGtdeey0OHTrkuez+/ftx+OGHQ1EUHDx4UEzfvXs3FEWJechWnIRNKt7vqqoqjB8/Hr/61a/g8/lw3nnn1bjdtWvXer5PiqLgyy+/THrbAH2/a0Oqfs/rc8zD4TCOO+44KIqCLVu2OOZ5fR4WLVok5tP3u/4k8zubzHlV5pdffsFNN92EXr16ITc3F0cccQQmT56MkpISx3Kp1hONmU8++QTnnnsuOnbsCEVRsGLFCsd8xhimT5+Ojh07IicnB8OHD8e2bdsyM9gUQcI7RVRXV+O3v/0tfv/733vO13Ud55xzDsrLy/Hpp5/i1VdfxbJly3DLLbfELBuJRHDppZdiyJAhKdn2119/jbPPPhtnnXUWNm/ejFdffRUrV67EHXfcIZYpLS3FiBEj0LFjR3z55ZdYsGABHnnkEcybNy+pMTQ3UvF+b9iwAf369cOyZcvw9ddfY8KECbjyyivxzjvvxN3u//73P5x55pno0aMH/v73v2P16tXYtm0bxo8f77n81VdfjX79+sVd34cffoji4mLxOP3005M7AM2MVLzfuq4jJycHkydPxplnnpnUdgcPHux4f4qLi3HNNdega9euGDhwYNLbpu937UjF+13fYz5t2jR07Ngx7vzFixc7Phe8j4QMfb/rRjK/s8mcV73W+7///Q+PPPIItm7diiVLlmD16tW4+uqrHculSk8wQ4GR5gerZapJeXk5jj32WDz++OOe8x9++GHMmzcPjz/+OL788ku0b98eI0aMQFlZWa2206hgREpZvHgxKyoqipm+atUqpqoq++9//yumvfLKKywYDLKSkhLHstOmTWOXX3553HXVdtt33nknGzhwoGPa8uXLWSgUYqWlpYwxxp588klWVFTEqqqqxDIPPvgg69ixIzMMI+kxNDdS8X7LnH322eyqq66KO/+pp55ibdu2Zbqui2mbN29mANjOnTsdyz755JNs2LBh7KOPPmIA2IEDB8S8Xbt2MQBs8+bNNe8kIUjV+z1u3Dg2ZsyYWm+/urqatW3bls2cObNW26bvd92oz/tdn2O+atUqdvTRR7Nt27Z5fk8BsOXLl8d9PX2/60cyv7PJnFeT4fXXX2eBQIBFIpGYeXX9/JWUlDAA7IyXnmajlr+Q1scZLz3NACQ8z8XD/bk2DIO1b9+ezZkzR0yrqqpiRUVFbNGiRbVef2OBIt5p4vPPP0ffvn0dEYxRo0YhHA5j06ZNYtqaNWvwxhtv4IknnkjZtsPhMEKhkGNaTk4OqqqqxLY///xzDBs2zGH2P2rUKPzvf//D7t27UzaW5kKy77ebkpIStGrVKu78cDiMQCDgaPqUk2P6tH766adi2jfffIOZM2fi+eefT9gg6je/+Q3atm2LU045BW+++WZS+0bEUtf3u7asXLkSP//8syPylsy26fudWhrymP/444+YOHEiXnjhBeTm5sZd7sYbb0SbNm1wwgknYNGiRTAMI2YZ+n7XjWR+Z5M5ryYD97v2+ZL3ukj290ZngM6UND/MbZeWljoe4XA46f3j7Nq1C3v37sXIkSPFtGAwiGHDhmHDhg21Xl9jgYR3mti7dy/atWvnmNayZUsEAgHs3bsXgJmPO378eCxZsiSlxvOjRo3Chg0b8Morr0DXdfz3v//FAw88AAAoLi6OOz7+nI+PSJ5k3m83b775Jr788ktcddVVcdd7+umnY+/evZg7dy6qq6tx4MAB3HXXXQDs9zIcDuPSSy/F3LlzccQRR3iuJz8/H/PmzcObb76JVatW4YwzzsDFF1+MF198sS672+ypy/tdF5599lmMGjUKnTt3rtW26fudWhrqmDPGMH78eEyaNEmkEnlx//3344033sCHH36ISy65BLfccgtmz54t5tP3u34k8zubzHm1Jvbv34/7778f1113Xa3Gl67fm/rQuXNnFBUViceDDz5Y63XwffH6HjWW/awLJLwTMH369LiFTfzx1VdfJb0+RYnNfWKMiekTJ07E2LFjMXTo0JTtAwCMHDkSc+fOxaRJkxAMBnHUUUfhnHPOAQBomhZ3fMwqAvIadzaS7vdbZu3atRg/fjyeeeYZHHPMMXHXecwxx2Dp0qV49NFHkZubi/bt26N79+5o166deC/vvPNO9O7dG5dffnnc9bRp0wY333wzTjzxRAwcOBAzZ87E9ddfj4cffjjp/WvqZPL9rgv/+c9/8N5778Xkgya7bfp+p//9ru0xX7BgAUpLS3HnnXcm3PYf//hHDBo0CMcddxxuueUWzJw5E3PnzhXz6fvtTbKfgWR+Z5M9r8ajtLQU55xzDvr06YP77ruv1vuSzOcv3fnd/AEAP/zwA0pKSsSjps90bfY1lb+rmYB8vBNw44034pJLLkm4TNeuXZNaV/v27fH3v//dMe3AgQOIRCLiam7NmjVYuXIlHnnkEQDmh8swDPh8Pjz99NOYMGFC7XfCYurUqbj55ptRXFyMli1bYvfu3bjzzjvRrVs3MT73FeS+ffsAxF5tZivpfr8569atw7nnnot58+bhyiuvrHHdY8eOxdixY/Hjjz8iLy8PiqJg3rx54r1cs2YNtm7dKm4t85N9mzZtcPfdd2PGjBme6z355JPxl7/8Jan9ywYy9X7XlcWLF6N169b4zW9+U+tt0/c7/e93XY75mjVrsHHjRkd6CgAMHDgQl112GZYuXer5upNPPhmlpaX48ccf4667uX2/vajNZ6Cm31mg5vNqPMrKynDWWWchPz8fy5cvh9/vr9V+pOP3pr4UFhbW+859+/btAZiR7w4dOojp+/btazT7WRdIeCegTZs2aNOmTUrWNWjQIMyaNQvFxcXiA/T+++8jGAxiwIABAMy8LV3XxWvefvttPPTQQ9iwYQM6depU7zEoiiJywl555RV07twZxx9/vBjfXXfdherqagQCATG+jh07Jn0yauqk+/0GzEj3r3/9azz00EO49tpra7UN/sPz3HPPIRQKYcSIEQCAZcuWobKyUiz35ZdfYsKECVi/fj2OPPLIuOvbvHmz48ct28nE+11XGGNYvHgxrrzyypiTdDLbpu93+t/vuhzzxx57TKQrAKYLxqhRo/Daa6/hpJNOijuezZs3IxQKJbSfbW7fby/q8hmI9zvLSXRe9aK0tBSjRo1CMBjEypUrY/LEk6Ghf28aC926dUP79u3xwQcfoH///gBMx5d169bhoYceyvDo6g4J7xSxZ88e/PLLL9izZw90XRe+qz169EB+fj5GjhyJPn364IorrsDcuXPxyy+/4NZbb8XEiRPFVWHv3r0d6/zqq6+gqir69u0rpn3xxRe48sor8dFHHwkxXtO2AWDu3Lk466yzoKoq3nrrLcyZMwevv/66uCU2duxYzJgxA+PHj8ddd92FnTt3Yvbs2bj33nub9C2dhiIV7/fatWtxzjnn4A9/+AMuvPBCER0LBAKiwNLr/X788ccxePBg5Ofn44MPPsBtt92GOXPmiJOuW1z//PPPAMzPF19m6dKl8Pv96N+/P1RVxTvvvIPHHnusSf+YNSSpeL8Bs+i1uroav/zyC8rKysR6jjvuOADe7zdgRkJ37drlmWaSzLbp+107UvF+J3PM3e+3uyaD/34feeSROPzwwwEA77zzDvbu3YtBgwYhJycHH3/8Me6++25ce+21IlJO3+/6U9PvLFDzefW///0vzjjjDDz//PM48cQTUVZWhpEjR6KiogIvvviiKDwEgMMOO0y8rr6fP75OnSlQWJo7V9Zye4cOHcK3334rnu/atQtbtmxBq1atcMQRR2DKlCmYPXs2evbsiZ49e2L27NnIzc3F2LFjUz309JEJK5VsZNy4cQxAzOPjjz8Wy3z//ffsnHPOYTk5OaxVq1bsxhtvdFhNufGyEvr4448ZALZr165abfu0005jRUVFLBQKsZNOOomtWrUqZntff/01GzJkCAsGg6x9+/Zs+vTpZDUWh1S83/HWMWzYMLGM1/t9xRVXsFatWrFAIMD69evHnn/++YRj5euQ7QSXLFnCevfuzXJzc1lBQQEbMGAAe+GFF+p7WLKWVH2/u3Tp4rkejtf7zRhjl156KRs8eHDc8SWzbfp+J0+q3u+ajnm895vjZQv47rvvsuOOO47l5+ez3Nxc1rdvXzZ//nyHHR19v+tPMr+zNZ1X+fvHPzf8/fZ61Pacnujzx+0ET1n6FzbsjZfT+jhl6V9qZScY75iMGzeOMWZaCt53332sffv2LBgMsqFDh7KtW7cm/0Y2QhTGqHUZQRAEQRBENlBaWoqioiKcvPhZ+BJYUjYE0YoKbLzqamGTSMRCriYEQRAEQRAEkQZIeBMEQRAEQRBEGqDiSoIgCIIgiCzDYAqMNBdXpnt7TRGKeBMEQRAEQRBEGqCIN0EQBEEQRJahGwoUI812gmneXlOEIt4EQRAEQRAEkQYo4k0QBEEQBJFlsAzkeDPK8a4RingTBEEQBEEQRBog4U0QzZzhw4djypQpWbXd8ePH47zzzmuQdcusWLECPXr0gKZpKd+XJUuWONpTezF9+nTRbr4h2L17NxRFES2r165dC0VRcPDgwQbbJkEQRDZDwpsgiIzw1ltv4f777xfPu3btivnz52duQHXguuuuw0UXXYQffvjBsS+p4OKLL8a//vWvlK4zG3BfDBAE4Y3OFOhGmh+UalIjlONNEERGaNWqVaaHUC8OHTqEffv2YdSoUejYsWNK1x2JRJCTk4OcnJyUrpdwEolE4Pf7Mz0MgiCaERTxJgjCwYEDB3DllVeiZcuWyM3NxejRo7Fz504xn6dAvPfee+jduzfy8/Nx1llnobi4WCwTjUYxefJktGjRAq1bt8btt9+OcePGOdI/5FST4cOH4/vvv8fNN98MRVGgKGbUxCuVYv78+ejatat4rus6pk6dKrY1bdo0MMYcr2GM4eGHH0b37t2Rk5ODY489Fm+++Wadj8PatWtRUFAAADj99NOhKArWrl3ruZ5//vOfOPXUUxEKhdCnTx98+OGHUBQFK1asAGBHcF9//XUMHz4coVAIL774omeqyZw5c9CuXTsUFBTg6quvRlVVVcJ9AIBt27bhnHPOQWFhIQoKCjBkyBB89913Yv7ixYvRu3dvhEIhHH300XjyySdrXGciDh48iGuvvRbt2rVDKBRC37598de//lXM37BhA4YOHYqcnBx07twZkydPRnl5uZjftWtXzJ49GxMmTEBBQQGOOOIIPP3002J+t27dAAD9+/eHoigYPnx4UvsS7zgTRLbCG+ik+0EkhoQ3QRAOxo8fj6+++gorV67E559/DsYYzj77bEQiEbFMRUUFHnnkEbzwwgv45JNPsGfPHtx6661i/kMPPYSXXnoJixcvxmeffYbS0lIhNL146623cPjhh2PmzJkoLi52iPiaePTRR/Hcc8/h2WefxaeffopffvkFy5cvdyzzxz/+EYsXL8bChQuxbds23Hzzzbj88suxbt26Oh2HwYMHY8eOHQCAZcuWobi4GIMHD45Zh2EYOO+885Cbm4u///3vePrpp3H33Xd7bu/222/H5MmTsX37dowaNSpm/uuvv4777rsPs2bNwldffYUOHTrUKJL/+9//YujQoQiFQlizZg02bdqECRMmIBqNAgCeeeYZ3H333Zg1axa2b9+O2bNn45577sHSpUsTrjcehmFg9OjR2LBhA1588UV88803mDNnDjRNAwBs3boVo0aNwgUXXICvv/4ar732Gj799FPceOONjvU8+uijGDhwIDZv3ozrr78ev//97/HPf/4TAPDFF18AAD788EMUFxfjrbfeqtW+1HScCYIgGhJKNSEIQrBz506sXLkSn332mRCSL730Ejp37owVK1bgt7/9LQDzFv2iRYtw5JFHAgBuvPFGzJw5U6xnwYIFuPPOO3H++ecDAB5//HGsWrUq7nZbtWoFTdNQUFCA9u3b12rM8+fPx5133okLL7wQALBo0SK89957Yn55eTnmzZuHNWvWYNCgQQCA7t2749NPP8VTTz2FYcOG1ek4tG3bVow93pjff/99fPfdd1i7dq1YZtasWRgxYkTMslOmTMEFF1yQcD8nTJiAa665BgDwwAMP4MMPP0wY9X7iiSdQVFSEV199VaRUHHXUUWL+/fffj0cffVRst1u3bvjmm2/w1FNPYdy4cXHXG48PP/wQX3zxBbZv3y620717dzF/7ty5GDt2rLjT0bNnTzz22GMYNmwYFi5ciFAoBAA4++yzcf311wMwhfKf/vQnrF27FkcffTQOO+wwAEDr1q0dxz3ZfanpOBMEQTQkJLwJghBs374dPp8PJ510kpjWunVr9OrVC9u3bxfTcnNzhegGgA4dOmDfvn0AgJKSEvz444848cQTxXxN0zBgwAAYhpHS8ZaUlKC4uFgIagDw+XwYOHCgSDf55ptvUFVVFSN2q6ur0b9/f8/1JnscamLHjh3o3LmzQyDKx0Vm4MCBCde1fft2TJo0yTFt0KBB+Pjjj+O+ZsuWLRgyZIhnHvNPP/2EH374AVdffTUmTpwopkejURQVFSUcS6LtHX744Q5xL7Np0yZ8++23eOmll8Q0xhgMw8CuXbvQu3dvAEC/fv3EfEVR0L59e/H58qI2+1LTcSaIbEE3FIA6VzY6SHgTBCFw50bL03neNYAYIacoSsxr5eUTrTsRqqrGvE5OeUkGLvb/9re/oVOnTo55wWDQ8zXJHoeaqM3yeXl5Sa83WRIVZ/Lj8swzzzguMACI1JBUbo9v87rrrsPkyZNj5h1xxBHif6/PV6KLttrsS0McZ4IgiGShHG+CIAR9+vRBNBrF3//+dzFt//79+Ne//iWikTVRVFSEdu3aiVxcwCyA3Lx5c8LXBQIB6LrumHbYYYdh7969DiEs28gVFRWhQ4cO2Lhxo5gWjUaxadMmxz4Fg0Hs2bMHPXr0cDw6d+7sOZZUHAcAOProo7Fnzx78+OOPYtqXX36Z9Otlevfu7dhPADHP3fTr1w/r16/3vFhp164dOnXqhH//+98xx4UXMNaWfv364T//+U9cG8Tjjz8e27Zti9lejx49EAgEktoGX07+rDTEvhBEU4eKKxsnFPEmCELQs2dPjBkzBhMnTsRTTz2FgoIC3HHHHejUqRPGjBmT9HpuuukmPPjgg+jRoweOPvpoLFiwAAcOHEgY/e3atSs++eQTXHLJJQgGg2jTpg2GDx+On376CQ8//DAuuugirF69Gu+++y4KCwvF6/7whz9gzpw56NmzJ3r37o158+Y5GrwUFBTg1ltvxc033wzDMHDqqaeitLQUGzZsQH5+vmcuc6qOw4gRI3DkkUdi3LhxePjhh1FWViaKK2sTOef7OW7cOAwcOBCnnnoqXnrpJWzbts2RQ+3mxhtvxIIFC3DJJZfgzjvvRFFRETZu3IgTTzwRvXr1wvTp0zF58mQUFhZi9OjRCIfD+Oqrr3DgwAFMnTq1VuMDgGHDhmHo0KG48MILMW/ePPTo0QP//Oc/oSgKzjrrLNx+++04+eSTccMNN2DixInIy8vD9u3b8cEHH2DBggVJbaNt27bIycnB6tWrcfjhhyMUCqGoqCjl+0IQBNEQUMSbIAgHixcvxoABA/DrX/8agwYNAmMMq1atqpXf8e23345LL70UV155JQYNGoT8/HyMGjVKFM95MXPmTOzevRtHHnmkKKDr3bs3nnzySTzxxBM49thj8cUXXzjcUwDglltuwZVXXonx48dj0KBBKCgoEEWdnPvvvx/33nsvHnzwQfTu3RujRo3CO++8kzAamorjoGkaVqxYgUOHDuGEE07ANddcgz/+8Y8AkPBYeHHxxRfj3nvvxe23344BAwbg+++/x+9///uEr2ndujXWrFmDQ4cOYdiwYRgwYACeeeYZsQ/XXHMN/vKXv2DJkiX41a9+hWHDhmHJkiX1ihIvW7YMJ5xwAi699FL06dMH06ZNE9Hpfv36Yd26ddi5cyeGDBmC/v3745577kGHDh2SXr/P58Njjz2Gp556Ch07dhQXQg2xLwRBEKlGYXVJvCQIgqgFhmGgd+/e+N3vfpfyDo9Njc8++wynnnoqvv32W0eBKkEQRCooLS1FUVERjnr8RWg5uWndtl5ZgX/deDlKSkocdyYJG0o1IQgi5Xz//fd4//33MWzYMITDYTz++OPYtWsXxo4dm+mhpZ3ly5cjPz8fPXv2xLfffos//OEPOOWUU0h0EwRBNENIeBMEkXJUVcWSJUtw6623gjGGvn374sMPP6xVYWK2UFZWhmnTpuGHH35AmzZtcOaZZ+LRRx/N9LAIgshydKYAaS521Km4skYo1YQgCIIgCCJL4KkmRy54KSOpJt/ddBmlmiSAIt4EQRAEQRBZBjMUGGluaMOogU6NkKsJQRDNhuHDh0NRFCiK4vADl1m7di0URXFYEmYz48ePF8dkxYoVmR4OQRBEVkPCmyCIZsXEiRNRXFyMvn37ZnooDc6SJUuEqJYfspXhn//8ZxQXF2dwlARBEM0HSjUhCKJZkZubi/bt22d6GIhEIrXyBK8rhYWF2LFjh2Oa3LynqKgIRUVFDT4OgiDSi24oaU/9SHdqS1OEIt4EQTRrVq1ahaOOOgo5OTk47bTTsHv37phlNmzYgKFDhyInJwedO3fG5MmTUV5eLuYXFxfjnHPOQU5ODrp164aXX34ZXbt2xfz588UyiqJg0aJFGDNmDPLy8vDAAw8AAN555x0MGDAAoVAI3bt3x4wZMxCNRsXrSkpKcO2116Jt27YoLCzE6aefjv/3//5f0vunKArat2/veLRr1672B4ogCIKoNyS8CYJotvzwww+44IILcPbZZ2PLli245pprcMcddziW2bp1K0aNGoULLrgAX3/9NV577TV8+umnuPHGG8UyV155Jf73v/9h7dq1WLZsGZ5++mns27cvZnv33XcfxowZg61bt2LChAl47733cPnll2Py5Mn45ptv8NRTT2HJkiWYNWsWAIAxhnPOOQd79+7FqlWrsGnTJhx//PE444wz8MsvvzTswSEIokljMCUjDyIxlGpCEESzZeHChejevTv+9Kc/QVEU9OrVC1u3bsVDDz0klpk7dy7Gjh2LKVOmAAB69uyJxx57DMOGDcPChQuxe/dufPjhh/jyyy8xcOBAAMBf/vIX9OzZM2Z7Y8eOxYQJE8TzK664AnfccQfGjRsHAOjevTvuv/9+TJs2Dffddx8+/vhjbN26Ffv27UMwGAQAPPLII1ixYgXefPNNXHvttTXuY0lJCfLz8x3TBg8ejPfff792B4sgCIKoNyS8CYJotmzfvh0nn3yyI+d50KBBjmU2bdqEb7/9Fi+99JKYxhiDYRjYtWsX/vWvf8Hn8+H4448X83v06IGWLVvGbI8Lc3ndX375pYhwA4Cu66iqqkJFRQU2bdqEQ4cOoXXr1o7XVVZW4rvvvktqHwsKCvCPf/zDMS0nJyep1xIEQRCphYQ3QRDNlmT6hxmGgeuuuw6TJ0+OmXfEEUfEFC4mWndeXl7MumfMmIELLrggZtlQKATDMNChQwesXbs2Zn6LFi1qHDtgdhHt0aNHUssSBJE9UHFl44SEN0EQzZY+ffrEeFdv3LjR8fz444/Htm3b4orXo48+GtFoFJs3b8aAAQMAAN9++21SPuDHH388duzYEXfdxx9/PPbu3Qufz4euXbvWuD6CIAiicUPFlQRBNFsmTZqE7777DlOnTsWOHTvw8ssvY8mSJY5lbr/9dnz++ee44YYbsGXLFuzcuRMrV67ETTfdBMAU3meeeSauvfZafPHFF9i8eTOuvfZa5OTkOFJYvLj33nvx/PPPY/r06di2bRu2b9+O1157DX/84x8BAGeeeSYGDRqE8847D++99x52796NDRs24I9//CO++uqrpPaRMYa9e/fGPAzDqP0BIwiiyUDFlY0TEt4EQTRbjjjiCCxbtgzvvPMOjj32WCxatAizZ892LNOvXz+sW7cOO3fuxJAhQ9C/f3/cc8896NChg1jm+eefR7t27TB06FCcf/75mDhxIgoKChyNarwYNWoU/vrXv+KDDz7ACSecgJNPPhnz5s1Dly5dAJhWgKtWrcLQoUMxYcIEHHXUUbjkkkuwe/fupC0BS0tL0aFDh5iHl+sKQRAE0bAoLJkkR4IgiCxg+PDhOO644xz+2g3Bf/7zH3Tu3BkffvghzjjjjAbdVqpQFAXLly/Heeedl+mhEARRD0pLS1FUVIS2D70BNSc3rds2Kiuw7/bfoqSkBIWFhWnddlOBIt4EQTQrnnzySeTn52Pr1q0pW+eaNWuwcuVK7Nq1Cxs2bMAll1yCrl27YujQoSnbRkMxadKkGLtBgiAIomGg4kqCIJoNL730EiorKwGYaSapIhKJ4K677sK///1vFBQUYPDgwXjppZcavCX8Mcccg++//95z3lNPPYXLLrusxnXMnDkTt956KwA40mcIgiCI1EOpJgRBEE2U77//HpFIxHNeu3btUFBQkOYREQSRaXiqSeuH3oQaSnOqSVUF9t9+EaWaJIAi3gRBEE0UXoRJEARBNA1IeBMEQRAEQWQZhgEg7Q100rq5JgkVVxIEQRAEQRBEGiDhTRAEQRAEQRBpgFJNCIIgCIIgsgzDUMDSnGqS7u01RSjiTRAEQRAEQRBpgCLeBEEQBEEQWYbBACXNhtFkUF0zFPEmCIIgCIIgiDRAEW+CIAiCIIgsQzcUKJTj3eigiDdBEARBEARBpAES3gRBEARBEASRBijVhCAIgiAIIsswmAKFpTnVJM3ba4pQxJsgCIIgCIIg0gBFvAmCIAiCILIMg4orGyUU8SYIgiAIgiCINEDCmyAIgiAIgiDSAKWaEARBEARBZBk6FVc2SijiTRAEQRAEQRBpgCLeBEEQBEEQWYZhAIqR3m2yNG+vKUIRb4IgCIIgCIJIAxTxJgiCIAiCyDKYoaTf3o/sBGuEIt4EQRAEQRAEkQZIeBMEQRAEQRBEGqBUE4IgCIIgiGyDKeYj3dskEkIRb4IgCIIgCIJIAxTxJgiCIAiCyDYYgHTb+7E0b68JQhFvgiAIgiAIgkgDJLwJgiAIgiAIIg1QqglBEARBEES2QcWVjRKKeBMEQRAEQRBEGqCIN0EQBEEQRLZhKOnvJEmdK2uEIt4EQRAEQRAEkQYo4k0QBEEQBJFtGEi/nWC6t9cEoYg3QRAEQRAEQaQBEt4EQRAEQRAEkQYo1YQgCIIgCCLbIDvBRglFvAmCIAiCIAgiDVDEmyAIgiAIItsgO8FGCUW8CYIgCIIgCCINkPAmCIIgCIIgiDRAqSYEQRAEQRDZBrMe6d4mkRCKeBMEQRAEQRBEGqCIN0EQBEEQRLZBxZWNEop4EwRBEARBEEQaoIg3QRAEQRBEtkER70YJRbwJgiAIgiAIIg2Q8CYIgiAIgiCINECpJgRBEARBENkG2Qk2SijiTRAEQRAEQRBpgCLeBEEQBEEQ2QYVVzZKKOJNEARBEARBEGmAhDdBEARBEARBpAFKNSEIgiAIgsg2mGI+0r1NIiEU8SYIgiAIgiAyxpNPPolu3bohFAphwIABWL9+faaH1GCQ8CYIgiAIgsg2GAAjzY862Am+9tprmDJlCu6++25s3rwZQ4YMwejRo7Fnz5467XZjh4Q3QRAEQRAEkRHmzZuHq6++Gtdccw169+6N+fPno3Pnzli4cGGmh9YgUI43QRAEQRBEtlFdnrFtlpaWOiYHg0EEg8HYxaursWnTJtxxxx2O6SNHjsSGDRsabpwZhIQ3QRAEQRBElhAIBNC+fXvsXXJeRrafn5+Pzp07O6bdd999mD59esyyP//8M3RdR7t27RzT27Vrh7179zbkMDMGCW+CIAiCIIgsIRQKYdeuXaiurs7I9hljUBSnu4lXtFvGvbzXOrIFEt4EQRAEQRBZRCgUQigUyvQwaqRNmzbQNC0mur1v376YKHi2QMWVBEEQBEEQRNoJBAIYMGAAPvjgA8f0Dz74AIMHD87QqBoWingTBEEQBEEQGWHq1Km44oorMHDgQAwaNAhPP/009uzZg0mTJmV6aA0CCW+CIAiCIAgiI1x88cXYv38/Zs6cieLiYvTt2xerVq1Cly5dMj20BkFhjNXB7pwgCIIgCIIgiNpAOd4EQRAEQRAEkQZIeBMEQRAEQRBEGiDhTRAEQRAEQRBpgIQ3QRAEQRAEQaQBEt4EQRAEQRAEkQZIeBMEQRAEQRBEGiDhTRAEQRAEQRBpgIQ3QRAEQRAEQaQBEt4EQRAEQRAEkQZIeBMEQRAEQRBEGiDhTRAEQRAEQRBp4P8D47yGiU0z3P0AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -193,7 +240,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:30.697125Z", + "iopub.status.busy": "2023-07-11T00:00:30.696475Z", + "iopub.status.idle": "2023-07-11T00:00:30.807913Z", + "shell.execute_reply": "2023-07-11T00:00:30.807018Z" + } + }, "outputs": [], "source": [ "radar_xarray_grid = radar_grid_pyart.to_xarray()" @@ -202,11 +256,20 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:30.811340Z", + "iopub.status.busy": "2023-07-11T00:00:30.811082Z", + "iopub.status.idle": "2023-07-11T00:00:30.821276Z", + "shell.execute_reply": "2023-07-11T00:00:30.816825Z" + } + }, "outputs": [ { "data": { - "text/plain": "-75.0" + "text/plain": [ + "-75.0" + ] }, "execution_count": 9, "metadata": {}, @@ -220,11 +283,20 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:30.825406Z", + "iopub.status.busy": "2023-07-11T00:00:30.825165Z", + "iopub.status.idle": "2023-07-11T00:00:39.729074Z", + "shell.execute_reply": "2023-07-11T00:00:39.728161Z" + } + }, "outputs": [ { "data": { - "text/plain": "numpy.datetime64('2021-05-26T15:56:15.477525888')" + "text/plain": [ + "numpy.datetime64('2021-05-26T15:56:15.477525888')" + ] }, "execution_count": 10, "metadata": {}, @@ -238,13 +310,20 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:39.732613Z", + "iopub.status.busy": "2023-07-11T00:00:39.732352Z", + "iopub.status.idle": "2023-07-11T00:00:55.407002Z", + "shell.execute_reply": "2023-07-11T00:00:55.406173Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/bj/m6g82c6n41g83y3_dx02y7ch0000gp/T/ipykernel_63337/243972212.py:35: RuntimeWarning: invalid value encountered in sqrt\n", + "/var/folders/40/kfr98p0j7n30fjp2n4ljjqbh0000gr/T/ipykernel_93670/584919884.py:35: RuntimeWarning: invalid value encountered in sqrt\n", " r_s = (-1.0 * b_var - np.sqrt((b_var**2) - (4.0 * a_var * c_var))) / (2.0 * a_var)\n" ] } @@ -267,7 +346,14 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:55.421154Z", + "iopub.status.busy": "2023-07-11T00:00:55.418905Z", + "iopub.status.idle": "2023-07-11T00:00:56.489895Z", + "shell.execute_reply": "2023-07-11T00:00:56.488902Z" + } + }, "outputs": [], "source": [ "import tobac\n", @@ -277,7 +363,14 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:56.493897Z", + "iopub.status.busy": "2023-07-11T00:00:56.493451Z", + "iopub.status.idle": "2023-07-11T00:00:56.504492Z", + "shell.execute_reply": "2023-07-11T00:00:56.503447Z" + } + }, "outputs": [], "source": [ "feature_detection_params = dict()\n", @@ -292,7 +385,14 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:56.510119Z", + "iopub.status.busy": "2023-07-11T00:00:56.509843Z", + "iopub.status.idle": "2023-07-11T00:00:56.518563Z", + "shell.execute_reply": "2023-07-11T00:00:56.517948Z" + } + }, "outputs": [], "source": [ "radar_xr_grid_full = radar_xarray_grid['reflectivity'][:,4]\n", @@ -304,7 +404,14 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:56.521833Z", + "iopub.status.busy": "2023-07-11T00:00:56.521531Z", + "iopub.status.idle": "2023-07-11T00:00:57.623689Z", + "shell.execute_reply": "2023-07-11T00:00:57.622852Z" + } + }, "outputs": [], "source": [ "radar_grid_iris = radar_xr_grid_full.to_iris()\n" @@ -313,7 +420,14 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:57.627453Z", + "iopub.status.busy": "2023-07-11T00:00:57.627190Z", + "iopub.status.idle": "2023-07-11T00:00:57.819826Z", + "shell.execute_reply": "2023-07-11T00:00:57.818631Z" + } + }, "outputs": [], "source": [ "radar_features = tobac.feature_detection.feature_detection_multithreshold(radar_grid_iris, 0, **feature_detection_params)" @@ -322,12 +436,144 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:57.822878Z", + "iopub.status.busy": "2023-07-11T00:00:57.822614Z", + "iopub.status.idle": "2023-07-11T00:00:57.853284Z", + "shell.execute_reply": "2023-07-11T00:00:57.852510Z" + } + }, "outputs": [ { "data": { - "text/plain": " frame idx hdim_1 hdim_2 num threshold_value feature \\\n0 0 5 258.862283 271.851509 19 30 1 \n1 0 9 250.469609 240.740283 6 40 2 \n2 0 11 198.778758 225.305252 54 50 3 \n3 0 12 243.316368 217.254572 7 50 4 \n\n time timestr projection_y_coordinate \\\n0 2021-05-26 15:56:23 2021-05-26 15:56:23 58862.283394 \n1 2021-05-26 15:56:23 2021-05-26 15:56:23 50469.609023 \n2 2021-05-26 15:56:23 2021-05-26 15:56:23 -1221.241920 \n3 2021-05-26 15:56:23 2021-05-26 15:56:23 43316.368018 \n\n projection_x_coordinate altitude latitude longitude \n0 71851.508790 71851.508790 39.872883 -100.885201 \n1 40740.283111 40740.283111 39.797444 -101.238116 \n2 25305.251870 25305.251870 39.332809 -101.413212 \n3 17254.571781 17254.571781 39.733146 -101.504540 ", - "text/html": "
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Surface Precipitation Average (mm h-1)time
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frameidxhdim_1hdim_2numthreshold_valuefeaturetimetimestrprojection_y_coordinateprojection_x_coordinatealtitudelatitudelongitude
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2011198.778758225.305252545032021-05-26 15:56:232021-05-26 15:56:23-1221.24192025305.25187025305.25187039.332809-101.413212
3012243.316368217.25457275042021-05-26 15:56:232021-05-26 15:56:2343316.36801817254.57178117254.57178139.733146-101.504540
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frameidxhdim_1hdim_2numthreshold_valuefeaturetimetimestrprojection_y_coordinateprojection_x_coordinatealtitudelatitudelongitude
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3012243.316368217.25457275042021-05-26 15:56:232021-05-26 15:56:2343316.36801817254.57178117254.57178139.756323-101.498434
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" + ], + "text/plain": [ + " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", + "0 0 5 258.862284 271.851509 19 30 1 \n", + "1 0 9 250.469609 240.740283 6 40 2 \n", + "2 0 11 198.778758 225.305252 54 50 3 \n", + "3 0 12 243.316368 217.254572 7 50 4 \n", + "\n", + " time timestr projection_y_coordinate \\\n", + "0 2021-05-26 15:56:23 2021-05-26 15:56:23 58862.283732 \n", + "1 2021-05-26 15:56:23 2021-05-26 15:56:23 50469.608638 \n", + "2 2021-05-26 15:56:23 2021-05-26 15:56:23 -1221.242078 \n", + "3 2021-05-26 15:56:23 2021-05-26 15:56:23 43316.368018 \n", + "\n", + " projection_x_coordinate altitude latitude longitude \n", + "0 71851.509127 71851.509127 39.893281 -100.858070 \n", + "1 40740.283179 40740.283179 39.819857 -101.223255 \n", + "2 25305.251764 25305.251764 39.355590 -101.405959 \n", + "3 17254.571781 17254.571781 39.756323 -101.498434 " + ] }, "execution_count": 17, "metadata": {}, @@ -341,11 +587,20 @@ { "cell_type": "code", "execution_count": 18, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:57.856628Z", + "iopub.status.busy": "2023-07-11T00:00:57.856287Z", + "iopub.status.idle": "2023-07-11T00:00:58.373469Z", + "shell.execute_reply": "2023-07-11T00:00:58.372659Z" + } + }, "outputs": [ { "data": { - "text/plain": "" + "text/plain": [ + "" + ] }, "execution_count": 18, "metadata": {}, @@ -353,8 +608,10 @@ }, { "data": { - "text/plain": "
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\n" + "image/png": 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" + ] }, "metadata": {}, "output_type": "display_data" @@ -381,7 +638,14 @@ { "cell_type": "code", "execution_count": 19, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:58.377076Z", + "iopub.status.busy": "2023-07-11T00:00:58.376820Z", + "iopub.status.idle": "2023-07-11T00:00:58.413776Z", + "shell.execute_reply": "2023-07-11T00:00:58.412706Z" + } + }, "outputs": [], "source": [ "goes_array_iris = in_goes_for_tobac[\"C10_brightness_temperature\"].to_iris()" @@ -390,8 +654,24 @@ { "cell_type": "code", "execution_count": 20, - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:00:58.417187Z", + "iopub.status.busy": "2023-07-11T00:00:58.416931Z", + "iopub.status.idle": "2023-07-11T00:01:01.842340Z", + "shell.execute_reply": "2023-07-11T00:01:01.841701Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jonesw/python/tobac/tobac/utils/general.py:786: UserWarning: Dropping feature numbers: [2 3 4]\n", + " warnings.warn(\n" + ] + } + ], "source": [ "# maximum space away in m, maximum time away as Python Datetime object\n", "goes_adj_features = tobac.utils.transform_feature_points(radar_features, goes_array_iris, max_time_away=datetime.timedelta(minutes=1), max_space_away=20*1000)" @@ -400,7 +680,14 @@ { "cell_type": "code", "execution_count": 21, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:01.846257Z", + "iopub.status.busy": "2023-07-11T00:01:01.845953Z", + "iopub.status.idle": "2023-07-11T00:01:01.849575Z", + "shell.execute_reply": "2023-07-11T00:01:01.848934Z" + } + }, "outputs": [], "source": [ "# the transformed dataframe needs to have identical time to the data to segment on. \n", @@ -413,7 +700,14 @@ { "cell_type": "code", "execution_count": 22, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:01.853325Z", + "iopub.status.busy": "2023-07-11T00:01:01.853049Z", + "iopub.status.idle": "2023-07-11T00:01:01.856767Z", + "shell.execute_reply": "2023-07-11T00:01:01.856087Z" + } + }, "outputs": [], "source": [ "field_time = goes_array_iris.slices_over(\"time\")" @@ -422,12 +716,164 @@ { "cell_type": "code", "execution_count": 23, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:01.859951Z", + "iopub.status.busy": "2023-07-11T00:01:01.859572Z", + "iopub.status.idle": "2023-07-11T00:01:01.887986Z", + "shell.execute_reply": "2023-07-11T00:01:01.887335Z" + } + }, "outputs": [ { "data": { - "text/plain": " frame idx hdim_1 hdim_2 num threshold_value feature \\\nindex \n0 0.0 5.0 373.0 804.0 19.0 30.0 1.0 \n1 0.0 9.0 377.0 790.0 6.0 40.0 2.0 \n2 0.0 11.0 394.0 777.0 54.0 50.0 3.0 \n3 0.0 12.0 380.0 780.0 7.0 50.0 4.0 \n\n time timestr projection_y_coordinate \\\nindex \n0 2021-05-26 15:56:15 2021-05-26 15:56:23 58862.283394 \n1 2021-05-26 15:56:15 2021-05-26 15:56:23 50469.609023 \n2 2021-05-26 15:56:15 2021-05-26 15:56:23 -1221.241920 \n3 2021-05-26 15:56:15 2021-05-26 15:56:23 43316.368018 \n\n projection_x_coordinate altitude latitude longitude \nindex \n0 71851.508790 71851.508790 39.872883 -100.885201 \n1 40740.283111 40740.283111 39.797444 -101.238116 \n2 25305.251870 25305.251870 39.332809 -101.413212 \n3 17254.571781 17254.571781 39.733146 -101.504540 ", - "text/html": "
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frameidxhdim_1hdim_2numthreshold_valuefeaturetimetimestrprojection_y_coordinateprojection_x_coordinatealtitudelatitudelongitude
index
00.05.0372.0806.019.030.01.02021-05-26 15:56:152021-05-26 15:56:2358862.28373271851.50912771851.50912739.893281-100.858070
10.09.0376.0791.06.040.02.02021-05-26 15:56:152021-05-26 15:56:2350469.60863840740.28317940740.28317939.819857-101.223255
20.011.0393.0777.054.050.03.02021-05-26 15:56:152021-05-26 15:56:23-1221.24207825305.25176425305.25176439.355590-101.405959
30.012.0379.0781.07.050.04.02021-05-26 15:56:152021-05-26 15:56:2343316.36801817254.57178117254.57178139.756323-101.498434
\n", + "
" + ], + "text/plain": [ + " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", + "index \n", + "0 0.0 5.0 372.0 806.0 19.0 30.0 1.0 \n", + "1 0.0 9.0 376.0 791.0 6.0 40.0 2.0 \n", + "2 0.0 11.0 393.0 777.0 54.0 50.0 3.0 \n", + "3 0.0 12.0 379.0 781.0 7.0 50.0 4.0 \n", + "\n", + " time timestr projection_y_coordinate \\\n", + "index \n", + "0 2021-05-26 15:56:15 2021-05-26 15:56:23 58862.283732 \n", + "1 2021-05-26 15:56:15 2021-05-26 15:56:23 50469.608638 \n", + "2 2021-05-26 15:56:15 2021-05-26 15:56:23 -1221.242078 \n", + "3 2021-05-26 15:56:15 2021-05-26 15:56:23 43316.368018 \n", + "\n", + " projection_x_coordinate altitude latitude longitude \n", + "index \n", + "0 71851.509127 71851.509127 39.893281 -100.858070 \n", + "1 40740.283179 40740.283179 39.819857 -101.223255 \n", + "2 25305.251764 25305.251764 39.355590 -101.405959 \n", + "3 17254.571781 17254.571781 39.756323 -101.498434 " + ] }, "execution_count": 23, "metadata": {}, @@ -441,7 +887,14 @@ { "cell_type": "code", "execution_count": 24, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:01.890946Z", + "iopub.status.busy": "2023-07-11T00:01:01.890656Z", + "iopub.status.idle": "2023-07-11T00:01:01.894796Z", + "shell.execute_reply": "2023-07-11T00:01:01.894140Z" + } + }, "outputs": [], "source": [ "parameters_segmentation=dict()\n", @@ -453,7 +906,14 @@ { "cell_type": "code", "execution_count": 25, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:01.897990Z", + "iopub.status.busy": "2023-07-11T00:01:01.897726Z", + "iopub.status.idle": "2023-07-11T00:01:03.147520Z", + "shell.execute_reply": "2023-07-11T00:01:03.146421Z" + } + }, "outputs": [], "source": [ "seg_data, seg_feats = tobac.segmentation.segmentation(goes_adj_features, goes_array_iris, dxy=2000,**parameters_segmentation)" @@ -462,7 +922,14 @@ { "cell_type": "code", "execution_count": 26, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:03.152414Z", + "iopub.status.busy": "2023-07-11T00:01:03.152008Z", + "iopub.status.idle": "2023-07-11T00:01:03.159134Z", + "shell.execute_reply": "2023-07-11T00:01:03.157989Z" + } + }, "outputs": [], "source": [ "seg_data_xr = xr.DataArray.from_iris(seg_data)" @@ -470,13 +937,22 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-11T00:01:03.163762Z", + "iopub.status.busy": "2023-07-11T00:01:03.163371Z", + "iopub.status.idle": "2023-07-11T00:01:07.993007Z", + "shell.execute_reply": "2023-07-11T00:01:07.992330Z" + } + }, "outputs": [ { "data": { - "text/plain": "
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HsEgaFjTiqCwS1opbtqpTbZk4jYUftU4Vgb9NmHn3J3bqsazTOnCmfKq67Vb5AJ9oSU12JQsUlyN/CLKu3Qd//7wEbQdhW/UwYmAoACEUBcHBT1qnRreZJJ/gS9MKzpaOerg3Og8pO7G4sGj4CkWCKMlBolRGf6mQe5W9LDOtpg8Fvu5as3m1TsxBkmTl3BZ8p/4wAHeFv9Zy8Mc+CdomQS0Q/GVw7i/9EPgWIRIEgc43ehcO62GNbhcn2XnOtJGFyhYiq2bm3cx50lHG1prhruJ9NZkvtS4s1xJYp3VguxbLAT2S43ooxboJzcu3495SER+ZVnORdMi7J24l6/UO7NBiDG2zlP1A8z9Afxr0+qswqE0g9FEQ/AgXIy9RlKqLAaJAuBwJAhoHMm9qPZin7DS0P6f24To5i3jJWFTrcvkQY6Rc5qhD+UPv4LZ+hONgjrLL0HZUD+UixxSsjTzWJHTCUInAUfGSHDX/42CuspNYyb2ixiLpPK5s4wdH5wAKipZ4TevFc/LG6pZ+UiETpBOs1hOafTRfuxwF4oA7UGM5BMFBoNypggJRuEpQhRCLgkDlEy2JU7rF0NZbKuQSxyR+1BKdtu8slbJEWcc/5d1YUN3ShzvlfSRIZYa2J9UBjYoDAB0JKyZOEkoWkezSY9mgd+BXPZGjhLldHFQho2NG88ixPcVyPZEM3ZiZ6jZ5f6uO6e2BeqDPxgd6/wWBixAIPkCIBAEEbgVwQdumHIW3tFRD2znSUeKw8Vd1JHMcQynWjQN1WYJblQNu8cfvSREz61T3XaPF86PeeHxEQyhozFN2tOoYDfG13rVJAsaf0JF4XTXGIoyUTzNUOt2q43orW1AwDayD6b0IAgMhEHyEEAmCKoRIEAQaH2jJFNUSAVUCACS+0LtxqWMSG7T2TvtV+ePPkvcjt8CXHXTmKTsMqVZtuswCdSCtTS96vZxFH6nI0FaiKzj01v8+83QzT6v9Wn0cX/CD3hlbnc/gTMk59qO5eGrAG2zCoDbB/N4E/kdgTWc0g0AYgFf1UQwQBcFYMyG50MENacW0L9MoM0mUmiRKlcq/tV+K7NRWpkhYTRJllS9NEr8Rf6IYM+9pydyu1LibXCId4v/ozVHCOUI4N6lncqOewd/kNCxSjWuNRdL5h7KHSdJx5qjDOEx4k897oXSY0XKuoe1NrQdZRLbq/cRTxj3yXkPbHj2aqx0TUJEIQSOyVpxC3bgFw7LkMGx7klBeVntxmpBW9dFX/EnOdMoUtV9v3eddRXMGu4354relgbOITRB4g6AVCIGECGAWBBuRNo15G/KJtrtH9JQpUGqSDQKjzJXgqF6WKTPViIyq9jKThEMWvzV38I6Wyk1yBqGVg3+zpHOTnMG/tYFAhXvKEq0Hv2nxLDJtoZ9UaNh/pHyaL6QVLFQH8qnejcYsAJHYuV/ZbWg7rIfxSp10nC3hX8puIiWHoe1xdVB1zv9yFMpRyK0a5Ne9rINL21fTCSt31KkzsUOL4edWunO1hLYkAJpC1ecRlnjctx0RBC1CIPgJwprQtgk268F1+0rcJg4AQlUIVTXi3HAsm4zBQlElKOq3cEi1xIZRpNhloI1aN04TwjKtOzOUzOq2q+WDvKz1Iq/WbHk60VzjGM898j5ulfdTW59FSCoLTNuYoh3jEXVIg7Psd8t7nbIkLVQHUtbKx9ho6RQXy4cNbZ9q3diit2vVcYOBB5RdhEs1geWaDo9pg9GCoFp0sFCSFdP4RgJBCxACwc8Q1oS2RbAJA4Ae+Xam5ZQ1vqGPsGhg0XS3CBiHRI14cLJm1Fgx6rpN1d6uwCJjNQdmONhiLZVr5azqmIAwSWOmnMn/tL6G7ewoPKP1Y6XekSeVLXSVSg3rp8nHGSqt4GF1CL/qzpmQelPI9XKWoW2l1pFfWpBuszZmF4HJBQEcL+BOJkjHOVs+Zmj7SOvOLj3WNx0SCAReRQgEP0SIhLZBMIoDWdeZtbvYKfvBRz3DsZokwhw6YapOqEMn3FHxN0zVK9odOmEOjTCHTkiAZIM06RBp14lshdjQgM0dLbzeP5LcMMV9nfMCRwnna70Ll9cqAvYnOZPXtR6UYHbafpPenssck3hA2cWVco5hXQfJxoumP1imJdVJWarzsLIdUy0/+HI3BSbPkDPoKRUb2p7V+gZsvIC7sKAyt06ti9O6hWfrCD+BQBC8BKVACIaBl3A5Cl6C4fqsj6k5ZfQsMPpyv9s7gi96ND0QFUDWdELVGhHhLCa0arFRJS6qtzMIjopt/BkZGHnCRr/TebzeP5I1nUMCym3pdbUnl0qHql2HoiUH18kHeb2e2IASzDykDuUXLZH5yjbaSzbD+qvlbM6QTnG/OowtejsulQ4xQs4zbPOa1pMcjPn5m0sCpdwp7zO07dRi+Ejr3qrjBgOz5P10l6yGtv+o/SjAUs8eAoEg2AhKgRBMCGtCcBHM4iDKpnH9vhJD2+EIhW9Swpp9LE2WsMoSVudJ6GYj6TXion7LRe31WsX6Wu21BYinnIEiHDp/3V7EqBM2XhsQSbElMNyOMohiuZ7IOVKNO8qN8gHe0VIop36LyC96ItscccxXtjFVNgZadpOsvKP8xhKtB5fVsTRk6+H1io/mcL+yi4g6/vXztUFt3r++GyVOxdA2a3F8rnfzUY8EAoEvEAIhABAioWECwdoSzMKgij/tLXFytXm9f6TPswbpkkSpWaLUDWIDXceiYbRiOIzWjrqWjeptVd0oPBw6ZheXxdhj5fTNs/PSoCi2xgfGjO2rWi/OqeWv3kGycYWcw1ItucH9cgnhLnUUV2nZzKkzYFeqaysYWagObFB4NIWx0gnOl48a2pZpSezQ3REGH8jozFV2ElIrLa2qw3x1EHobF04CQVsjKAVCMOaUD4RBsC+o/T3X/t+fPqdguxZd0SvPzrRDxsDk3zqFsLNDYAxwm4wkYVPApkgUhLR+hj/SpnHznmImHjFm52lXrjF3YwHfJ4Xybp9Iyk3+cz27Ypcey29aB8bJNQW0bpX3s0xLwtGozUXiY707vzs68KSyheF13Ilqs1xLYGWrA5NVHqrjX5+nm3lWE4HJZ0nHmCSfMLS9p6WwF5EpRyBoawSGDbuZBPOALJjfmzspStUNL1/2IdipCkyuTZkCb/dtnY94W6DYIvP8kGieHhpNkdlZBJyXXcZTv+XRM9/ug941j1e0XoblLlIp06Rj9WztTA4RzFDH8bTa16lyL0CpLvNvdWCr+3mznEGKZHSFe0btR34b968Pw8GDyi5D20k9hOe1Pj7qkUAg8CVBYUFoC4Ow2ghrQgXN+d7rbuvuz66tXYO1mZZdRmqhMTD5o54RnA4NrIw8vmR9pxD2xpm4c0cRQ08ZxUBnq8oT6/P5tEc4n/QIR/XTQm/79GjKddngntJHKuB7vXOTj6Eh8brWi9+0jjxl2mzIMPSS1psjzai67IrOWLm9TmDyNi2WT/SkVh03GLhNTqdznfSzi9T+FLvIRiUQCIKfgBUIbXlAVkVbjk1o7fffUsEgrjsj0eUa19UJTM6JVPg2ufmByW2dvFCFBSNjOCe7jJlpxYZUr4oOV++3MuykjecHR3Ek0v9u3ffKaQZxALBWj2/RsfYQw5WOidwkZ3CGdIq1ejyvaz1a3cd7lL2ECf96J5Ip5hbZGO/xu9aeb/QuPuqRQCDwNf73lKkHMTBzTVu0JnjiWhDXV8u4fl8JkQ7jZ/dG/0i/neX2eySJH7uHsaODmXu2FdGrTsrYngUO/t9vebzTJ5Ifuoei+0k61IFSPtPlg4a2H7VE/tA7tPiYNhRe1XrxKr0a37iJDJNOG5Z/0juxm1i3HT8w0Zmn7MBSq86EXZd4XB1Ea+tMCASCwMWvBYIYtDUdV59VMIoGcU34D73z7EytE5i8plMIu9q3bV9ud3A0wsRDZ8RyeYaVq/dbUWpd9hYNbt1TzMgT5bw4OMrnrlwyOg/L26mtCa26wpPqAN91qh626XGG/P6jpVxCcVDm349Cj3KedJSxtYLLAd7WUjlAlI96JBAI/AG/DFJuK8GdnqZuoK74TAXuQtZ1Zu0yBiaXKpIITHYjmizxSc8IHjwzlkMRziJgSK6dp1fnMe5ImYu9vcdV8kEGyQWGtpe0XhxtZbyAJ1isGt2U2kk2p4rObYlwHNxfJzD5qB7Ki1pvH/VIIBD4C341bSIGsJ4nkC0N4vpoHbKuM/K4jQSrSplJolSRKv7WfikSpSaZcoUGq/menV1GSlGdwORe4eSJwGS3kxFj5v5xcVy/t4QLDhqDSCMdOvduK2LkCRtv9Pd+cbU4yvmbnGZoy9AjeMsN8QKeII0YVmkdmVgrlect8gE+1Lo3IR1r8DFNOkqiZBSY5Sj0kIoo0U2UUPGyYmrzBeQEgraGXwgEMfDzLQ19/r4QD+J68Ay37yhiyuHyxjcENKgWEaV1RYRJYtRxm2H77EiF77qLwGRPYVMkFvePZFNHC3duL6J9uTEYePzRcvqftvN/g6PY7sXaE/9Q9hArGbMuPa4Owu7Hg+1XtZ4GgdBZKuVC6TBfiErBACRLJXxkWuPUXqIrWKkRDSW6ieJa/1cJiRIUinUzRwjjD719mxReAkEw4FOBIAaC/k9931FLhIP4vn3HsBPlTRYHUOF7GO6oqA5ME3YTgcneYXsHC/+YEMesXcWMP+pcXG3eHwV8172iuJpN8ez3MVQ67eSe863WmfUtzFzkLTbp7dmkxTGiVkG2Wcp+vnR0bXPZjL7TO3OpdsgpBsEVEZJKBCrxVTeEJnxUWXoE96vD2N7mK1QLBIGHTwSCGCgGPuI7DBzMqs4te4ob37CFrOocwm4RmOw1Sswy/xsazR8JZczeVUyk3fhbPP9gGYNP2Xl+cBQHYj2Tw15BY56yw9gvXWGR2t8j53M3r2m9GCFvqF7uKRVzlnSM5XonH/bK+9hRmK2ewa36fu6R92KW3HtfT5ZKeE/5jZe1Xryi9RLWBIEggPC6QBADS4HAu1ySaSXRqjm1Z0UphDt0QistBaYW/DQLLBLv9HEOTI5MzW9BTysozoht8b5tibWdQkmLM3OHi+JqXUpUFqzP5+Me4XzmgeJq18oH6S8VGtpe0PpwgsBwM1upd2SvHkUfqai6bba8n+VqIm0ttaeGxGtaL9ZoHblL2ctQKY8IHIRKzveMlmCSdO5W9jFBOsEcdRhZRLrluAKBwLN4TSAIYSAQeJ+OVpUrDlgNbWmxJh4+I9Yph75J1QlTdcIcNa9QVasWEdXtlduUmCTWj7XjiC1y6yO/PnEhhIMzpyuLq52bXcYMF8XVrtlvZfhJG88PieJohHtu9+0p5691ApPT9Sje1VLccnzvIPGa2pP/mLZUtwyW8xmj5fJ7K2o3BDJ7iOFudXT1sgmNCBw1L8lBOA4iay1XrFOJwEGkZCe8crmzZDWkkwUYIufzibSKp7T+fKh1p60JMYEg0PC4QHCnMEiIKOLWEZsotlmw2syU2C2UVP+11PytbLPazWi6MGkK2i437ynGUmvQqAFvDIhyWWDLoUgUKRJFTfQWqhjIe+8hL4RDPUgSP3QPY0d7M/dsL6JnneJqvQoc/L81ebzdN5Ifk0IbzE7VFP6l7CZKMp7jcXVgwLmPfK935i/6XpJqDWRvk9P5XW2bAqEuDmQKsFBA5Q2h7qO8gUe7gsaf5XTukNMx1XJbCpdUHlV2MEU6zkPqEE4R6v6OCwQCt+BRgeAucZAUk0eX6EKsNgtXD9jZrH2tdnONYLCZKbZbsNospJ3qwMe7BpJbKvK2C4KTEcfLGXnCmG3o++5hZEW3/mffGhcidyOEQwVHIiuLqx2wctUBY3G1EA1m7y5m1IlyXhwU1eJ0tCOlXC6VDxnavtS6tKpisq9QkXlT68GjtWIpxsqnGKDls0uP9V3HggAVmRe1PqzWO/KUsoVkqcSwfpJ8gi+lFTysDmlzcR8CQaDgkSkf9xbl0pkzYRUvXvQVL178ZbP3DjfbiY+wkhybT/+OJxnd5TCTUzK5fdQfLLtmKdNS97upnwJ/xJ8Gst7EourcXCcwOd8i8WGv1hevCpTPNDI1P2D66i5UWeLjXhHMPSOWIy6Kqw09ZeeZNXmcebT5xdVMLgKTi3QT/y9AApNd8ZnWjZN6iKHtNjndR70JPnbocVzhmMhStbvTujjJzvOmjTyhbCUCu4u9BQKBL3G7BcHdsQZnpR7gzG4VqfTCze69icSFlfH/zv2e79J78eTqSRSWe9/cGWqyc9vIP+jb4STlDhMldnO1u1T9blS1thFuVAZcDQir2trSjPKlGVYSSo1Bhu/0jcRqbnvXSmRqfpv67gEOxJr517g4bthbzPkHjWIg0q7z961FfJ3v4K2+EU12ObpezqR3raBegOe0PgHtJmJD4S0tlX8qe6rbpknHSKGITKJ82LPgoRQT87XB/KonsEDZRrxkTM97pZzDGOkU96vD2Ky391EvBQJBXdwmEDwRhBxqsvOPsc4FW37NTEGWdMLNdiIsNiLMNiIsdiLMNsLMDhdHapjze6UzotMRHl0xlXU5zjMdnuSJs37irNSMVh2j1G5yEhLWWkKjtqAosZmx2i0VcRx2syFuw2q3oAaQ2Gju7HBbGSgmlKhclmEMENwTZ2JV55B69mg6gToj31a++9rYFIk3+0exMT6Eu3YU0a5OcbWLskr5uWsoh6Iafwy0o5y75X2Gtv16JEu1ZHd22Sd8oHVntryfmMqCb7IEs5QDzFWH+rZjQcZqPYFLHJOYr2znbPmYYV1XqZR3lLW8rvXkBa2PXxfaEwjaCm4RCJ7KUDRrxEY6RRndJO7/8Vx+PNCr3n0USSPMbK8UDTXCobaQGNn5MFPrDMo7Rpbw4kVf8dHOgfx33TjKHJ7JH16b8UlZrRYHAGFmB2FmBx1a7z1SLTZq4jWMoqNCWNQSGDaLk9Wjaht3iw13DE6D3pqgV9Q8qB2YrErwev+oVgenBqo4aOtsj7fwj/FxLP45t8XHmCCdILJOYHJPqZgkSgJ+pr0EM0u1ZG5XalyLLpYO8QK9OYobbqqCavIJ4S/qSC7TDjFX2Wm4pmQJblP2M14+wf2O4ewP8OtKIAh0Wi0QPCUOusfmMXPIFkPb74e68uOBng3up+oyxbYQim0hUOJ6m6U7BnNer308MGEV0SFGc+f0gTs5o1sOD/88jW3HPRc8ZVEc3Dd+lceO31KqxIY7nouldpPBklEjMOoIisrA8drr9IQyrA4zJaoZq8PsMbERbEJh5Akbw08aA5O/6x5GthsCkwOdtmhFqCLapuGQMNS62NHezKHIpgUrZ+M6mcMnplX8R+vP+1oygZy28m0thRvlA4RV5v43Szo3yRn8Wxvo454FIxKf6934w9GeJ5UtjJRPG9b2lwr52LSKp7V+vKultLnq1gKBv9DiUYNn6xro3DduFWalZhrUrsosWj0R9zyEJL5P78PmI114dMrP1TEOVSTFFPDGZZ+yZOtwXvljNHatZRk/GuKmoZvpFmMsNHQwP4ZfMnvUsnjUdqGyEW62E2lpmRuVL6gSG+3DS1t9rHJVxuowY1XNlDgqREPFsqlCSFSuq2g3udiuatmEQ6/5PoNJKLgKTM4LkVnWs+0EJjdGmxQJus6s3cUGceCQ4PX+kU22Km3R2/Gk2p9/ynsMaSvDJI15yk6mSMeZqw4JmEJpdckjhI+17sxQMqvbrpYPsk6PZ4We4MOeBS+HCedGdSy36Ae4R07DUuu6CpE0HlR2MVk6zoPqUI4H6HUlEAQyLRIIni56dlbqAcYmGQft720fQmZ+O7ee50RJJHd+fQlXD9jJ3878zTDwVmSdW4dvYkJSFg/9fDbpp92Xxq9zVCE3D99kaNtytBO3fn5Fk2ZLmuJGFV5HXESY7YRbbESabYRXb293e+C3pwhRNEKUcuIob3zjRrBpskFglDjMWIdXLBfkRTjFZrhysSqxmyksC/WrmI3LD1jpWCcw+e0+Ea0OTA4WcdBWGXu0nEG5xt/5VylhHIls3u3/La0HG/X2PKVsJrVO2srx8km+kFYyXx3Ed3qXVvfZFyzRUrlWzsJcOVANkzReMm3gQzWJp7QBWL1XV9R76HqrXQ9bg4bE61pPftPiecq0mZ6ScYJjrHyq+rr6NkCvK4EgUGnWHa84RUcO9aw4cBWYfLw4gtc2jfLQGSWW7RrE74e6MX/qcoYkGoOnenfI5b2rPuLFDWN4e9swt2QM+te41YSa1OplVZN4cvWkJptSm+JG1VRkSSPcXCko6louKgVGbUFR15oRbrZV/rUTYQkMsWGRNSyWcmItLsRGM7zK8kpD+WDHYN7cMgKHB6xMzSGxxMGldQKTd8eZWdPKwORgFAdtyYoQ6tC4Mc14kzgVKvNJj5bVf9mlx3KlYyJ/l9MMs+0AsZKdZ0ybmaId5wl1IIU0seKen3CEcD7VunGNkm1ov0bJ5gz5FHPUYWzV3TtJ5XV0nQ6qRt9yG0l2BybAAWSbTaSFWDilyD4RDHuI4UrHRP4mp3GTYozLi5HsPG3azOQAva4EgkDF76ZEXAUmP712PFZ7zU2h7qDFHQ/77IJYbvn8Cm4cuoU7Rv1ucG8yKxp/PXMdk5IzefiXaeQUtvx8E7pnMjnF+GD9aOcg9uX6ptCQVltsNANXA0cJnTDFTrjJQYTJTrjJTrhS8bdi2UG4UvF/mMlOROW24bW2rdouTLEj+7nraVxYGXeM3sDE5AorU1Z+nG86ouvcursYcy3trkrw+oCmu5C0NdqKSJiebnXKXrS4XyTlppZfF2WYWKgNZIWewEJlKwmSMY3qxfJhRkq5PKgOZb0e3+Lz+IJ/awPpIJVzlnzc0N5dsvKu8huvar14UesdcFWjASRdZ6y1jJ52Bxo1RZDMQIrdQQ+7g/1mE2vDQ11WWvc0NhQWaQNYqXdkobKVTvVcVw+ow/g9AAvzCQSBhqTreqMmgcLCQmJiYuj+5ALkUM/lvE6KyePja5YaBue/H+rK7V9dCkhNms10x0O/d/tTPH7WT/Ru75z1o9Ru4pm14/l49wCaGw9hURx8fM37htiDXGsYly29odkDdG/gy9ljCZ1QxVEjLmoLj0rRUSEqaokRFyKjap2nxUaZQ+G59WP5YMdgrwfVjT5Wzr+2GONZvkoO4+1+ka06bjBaD2oT7AIhqcjBU7/lGSoqb+lgZuHIGLcJxxhszFN2cKF8xOX6t9UUntH6UY5vLWzNQ+cqKZs5yi4iJNVp7U4thvvVYWQEUpYdXWectYwedkeDdycdOGA28Vt4qE8nF6KxMU/ZyUXyYZfrl6ip/Ffriy2grivPoJWVcXDOXAoKCoiOjvZ1dwxUjR2ndfozJtm7lh+HZmP50Vf88nMJFPzIgqBz/3jXgcmRqQVNPoo7gk735Xbgho+nc8eo37lx2GbD4DLM7GDupBVMTsngsRVTOVnS9EGYq8DkZ9eNo9gW4jXxUx/+NhjUkShVzZSqZnJbHXagE6ZUWC/OSdqHRdbYfqqzQUw4WTsUo2Uj3OQgXHYQbrZhkp01dahJ5b7xq5mUnMkjv5zF8RLvDB5CHDo31QlMPu2GwGR/ux48QVBbEXSdW3cVG8SBXYI3mxGY3BQKsPBPdQS/aIk8rOyoriVQxUwlk7HySe53DGM3sW47r2eR+Fjvzu+ODixStjBMzjOsHSgX8IlUk70pELLsdFA1etobT24hAT3tDvaqGqdMvht8F2LhX+pwftUSXF5XNykZjJNPcp9jGGnE+KiXAkFw4zcCYWpKhlNg8rLsvpxs1zJTbmuFgl1TeO73saw6mMz8qcudBvbjkrJZNn0p/149iR/29270eF2iCpwCk7fnxbPCkdDkwVhD2zX1fbaFgZ8zEhO6VPi15toqsmHERxbwY3afFhxLx34wij4dTvLIlF9IjTMOHsZ0PcSya5ayaM1EvtnXB0+nfrwwy0p8WZ2KyX0iKG1FYHJbukaCVSRMPFJO/zzjoOqL1HCORXjmlv+t3oVNjnYsVLYyVj5lWNdTKuYD0xpe0PrwhtYDNUDcc3KIYIY6llv1A9wt760OXgYIlTQeUnYyRTrGg+pQv8/e1LfcZnAraggN6FNu45TJ9+/pW70LmyuvqzPrXFe9pCI+NK3mea0v32qdsWKiBJMosiYQuAm/cDEKNdn59Nr3DLEHJ8rCuWHNxZSq7itY1tKBQJjJxt/GruXqATtdrv9hf0/+vWoSBeWub6iRqfn8e9ivjO9YYy5VdYlb113AgSIf+a23Ic5J2lvvupaJhIprKURxcM8Z67h+8DaX2/yckcoTK6eQX+a5B+0jv+cz8LRxILirnZkXBkdxKqxlM4BtSSBA8Lkahds1/rfqNLG2mlv7iTCZv01oh03xrGCV0PmTnMU/5d2ESprT+i1aHPerw8ipp66Cv9KffBaZtjhl2QHI181+n73pT/lFNOdJagfej/UfFyoJnRvkTP4h7yHExXVVm3JdpqRSLJRgokRXKv8311muWl/xt7jyf2utdVYU/L2+h3Axco1wMWo9fmFBuHW4c2Dy/+0d7lZxAC23KpQ6LCxcNZmVWSk8Mvln4iOM2WLO7bmf4Z2OMH/FVNZkJzsNsMbGHzKIA4BPs3sLceBhGhIGtbdpiUiomnn+z28TWJWVzGNTfyYx0ngNn5WawZDEY8xfMYXVB1OafY6msLud2UkgDDht5+k1ebzZL5KVXUKa5VLS1sQBBJ8V4Zp0q0EcALzZL9Lj4gAqXAPf01JYp3XgKdMWBkhG99Bhch6fSStZpA5gmZ6Evw++qthNLFc5JvJ3eQ8zAy17k643+0FvqtzPX5Ic6Ei8o6WyTotnkWkz/aXCercNkTRCsNGOyoKRrXgLmk4twaAYxIS1lrioLTYOEc5GvT1agFzbAkF9+NyC4CoweVNuIvduPAtvPDyaOzCIDiljzoSVnN8r3eX6L3J68n97R1SLG4vs4J1xX9M5vGbweLo8lOvXXEKxw88eJEFCU4RBXVpjSQCItJRz//hVXNTH9bk/3d3fKRuXO5B1nRvSSrgwq9SlYf33BAuvDoiiMKRpZve2KBCqCAaRkFxgZ9HafMO1sLGjhUUjvO+nbUbjDnkft8npuNImv2oJPKwO5hSeS3zhCc6UTrJQ2UpinSw7AEf1UL/M3hToFoTamNG4W97LLHm/32a6269Hcp9jOHu8EB8hLAiuERaE1uNjZz3nwGSHJvHfPaPw1sxSZGp+s2IAtC5lLMwYwyPbxlNgc77gL+22n8Vjv2FQ7AkA/pSy2yAOAF7cN1yIAw/REnHQmv2qrVK2EOb9cjb//OE88kqdBzxX9N/Nh9M/YGii62wvLUWTJN7uF8ljo2M4Ger8cx5z3MbTa04z4njrC8wJ/BtJ15m9u9hwU7fJFWlNfYEdmee0vtygjuOg7uxSNEU+zhemlUyTjvqgdy1nnR7PpY5JfK05uxR1kspYbFrPHHknIThnQPIV2WYTDTvm1KABB81+4VzgEjsy/9X6MUMdy0atHZpnSzO1iIq4m9XMktOR8cMOCgRNwKcWhKkpB3j6vO8Mbe9n9uelfcPddo7mUj0j3ATR0D7Eyv0D1nNmvPOgT9Phi5zeXNDlACFKzYNiW148d284h0AxrQcKLR3g16WllgSouXbah5Uwb/KvTErOctpG0+GtrcN5acMY7G4urhZu17hpTzFTDrsWAz93DWVJvwjKTPXPC7RlCwIEthVhak4pd+w0TkZ80CucT3r63t8/HAf/kndzrXLQ5fpPtG78Wx1ASbPmuX3PBdJhl1l2wLuzyI3RwaFyYbG18Q0r+SYy3KdZjJqDhE4YKhE4Kl5Sxd/IOst117teVrE0EuPQXDZq7ZijDuMwrcssVx/CguCa5loQDh8+zLJly/j2229JS0vj2LFjtGvXjnHjxnHfffcxZswYl/tlZmaycOFCfvzxR44dO0ZsbCz9+/fnzjvv5Oqrr3ba/v333+fZZ59l165dWCwWzjzzTObPn8/IkSNb/Z7djc8EQqjJzmc3vEtiWE2Vz5NlYVy/5hK3xx54Fp2Lu+7n7j6bCDc1nEZOBCZ7BneJgyrcIRJA5/J+u/nH2DUuK0zvO9Weh34+m/TT7i/4M/pYOX/eWUS03fmnfSJM5vnBUaS1c32zbusCAbwvEkIdOnYZ1Fb4S0TaKgKTa3/nR8MV/jE+DrsXYg+ayiTpOI8r24iXnEXsIT2MB9RhbNTb+6BnLSeBUv7tIssOgE2XKrM39fStT3qA1UHwJWa0ZgiKiuXwSnHRTSqhq1TqdMxi3cQCdSCf611x9+SgEAiuaa5AmDNnDosWLaJHjx5MmjSJjh07kp6ezueff46u6yxdupTp06cb9vnpp5+47LLLALj44otJTU0lLy+P7du3M3DgQF555RXD9gsXLmTu3LkkJSVx1VVXUVxczAcffEBZWRk//PADkydPdtfbdws+Ewh/O2cFM3sYswI9sm08vxxLdsvxvU2nsCLmDlrLkLiT9W6z7GAfnksb5cVeBSfuFgT14Q6h0CWqgPlnLWd4J2c3Crsq8+KGMby9bRia7l5vv5hyjdt3FjHyhM1pnQZ8lRLGB70icNQZPAqB4D2B0NGqcv+mApKKKyyMNhlKTRKlikSZScJqkikzSXXaKpbLlMr2ytcNaSX0LjBOUCwYGcPWeP9zZYyjnMeU7ZwtH3Nap+nwptaD57Q+2AOoCJaEzvWVWXZcZW/apMUxRx3GIR9mb6qvkjJQvezLSsrBgBmNuyrjI1zp8h+1RB5RB5OP+wqjCoHgmuYKhE8//ZT4+HgmTJhgaF+9ejVnnXUWUVFRHDlyhJCQiu8uJyeHgQMHkpCQwPLly0lKSjKe3+HAZKpx1UtPT6d///6kpqayYcMGYmIqLIu7du1i9OjRdOrUibS0NMM+vsYnAiEpJo+Pr12KWa4dmJzAvRunEciuNzIa05PTmN1rKxbZ+JDILQ/lBhGY3GK8JQrq4g6RIEsaM4Zs5c7R67EoLlI/Hu3EvJ+ncbjIza4Ius6UQ2XcvKeEMNX5Z34wSuH5wdEcjK65IQmB4B2BIOs6C9bl07Og8eJVLWF9goWnh/vetaV+dC6VDvGQspNIyfkzSNOjud8xjH3414CnMXpQxFP1ZNkp0RX+rQ7kE70bPnvO6TodVI0+5Ta62x2YAAcVMQd7QyycUuQ2azlwJ8OlXJ5UttJNcnbrOqmH8KA6lDV6R7ecSwgE17gzSPncc8/lxx9/5I8//qh2Bbrjjjt4+eWX+fnnn5k6dWqjx3jwwQf597//zVtvvcXMmTMN66qO9cMPP3DOOee0qq/uxAdBypWBybIxMPlZLwYmewoNmQ+y+jNr3QXsKzS6Eb2wd0SLxME5SXtdvoIdf3m/rTl3VQC8psu8tXU4N3w8nX2nnN0nhnU6ykfXfMDl/XaBOwPaJIlfu4Xxz/Fx7I5zdtvrXqTy5No8LjtgRW58nkDgRs7KKfOYOChT4C0fBSY3HYkv9G5c6pjEH1o7p7V9pUKWmVZzi7w/oII8DxDFtY4JvKz2oq4mj5BUnjBt4wXlD9rho6QBksQpk8JvEWG8HxvF2zGRvB8bxW8RYRUxB0IcuIXNensud0zkE62b07p4qZzXTL8zT95BKJ65Bwjci9lc8fysmt3XdZ2PPvqI9u3bM3XqVDZt2sQzzzzDf/7zH5YvX46mOU8ErlixAsClADj33HMBWLlypYfeQcvwugXBVWDy0sx+vLhvRKuO62+YJJVLu6UzKPYka052ZfnR5uXB92aqTn/A30VPaz/bqllps6xy+6jfuXHoFhTZ+ae3Kqs781dMJbfUva4Isq5zUWYp1+4rweziF58WZ+L5wdFYBxa59byBiKctCNHlGv9bfZpIFzEi7uDd3hF80cMzAZGeQEbnRjmDe+U0lwGif1QGeR7xUJCnpxgmneZJZQtJLmaRc3UL89Qh/Kon+qBnAm9ytnSUx5RtxLkIZM/QI/iXYzi7iW3x8YUFwTXusiBkZ2fTu3dv4uLiOHToEIqikJGRQY8ePRg1ahQjRozg5ZdfNuwzbNgwvvzyS7p27VrdFh8fT1lZGUVFzs/YXbt2MXDgQK6++mo++uijFvfV3XhVIFRUTH6fTlE1H1BgBiZ7Bk8Mkn0lGvx9wN8S3PFZVg0+hyQe5fGpP9EtxtkVIa80lAWrJvNzRs9Wn68uSYUO7tleSHKRcwrGMgWWTlBY1V9q8zOJnhQJd+woYuohYw79/w6N4niYQpiqE+rQCav9Uqv+1whz6ISqOuGOWttVrrfLsKpzKG/0j0Tz1wTxDdCbQhaZttDXhXtOsW7iCXUgX3ggyNOThONgjrKLq+Vsl+uXaUk8qQ7A6h81SwUeIp4ynlC2MVE+4bTOrku8qPXmNa0nagucOoRAcE2VQMjJyTF8LiEhIdVxBI1ht9uZNm0aq1at4u2332bGjBkArF+/njPPPBNFUQgLC+P555/n0ksvpaCggIULF/Laa68xZswY1q9fX30si8VCx44dOXTokNN5cnJySEpK4pxzzuGHH35o5Tt3H169K1VUTDaqpxdqFRVry3hqQO3quLUHusE4kPcULa26XJsqH/9tGZ245qNr+fvY37hqwC7DNnFhZfzn3O/5em8fFq2ZSLHNfQFt2dEmHjgzjun7S7g0w1hcLVSFm1eoDMuUWDxFoTAicAZigULvPLuTOFjTKYS1nVoZ26XrSBDQwaX7iGa6Yzx/kfdyi3zAUAQrUnLwpGkrU7Vjbg/y9CRWTDysDuFXLYHHlW20l4xJA66WsxkjneJ+dRhbdWdXK0FwcJJQ/qyO5lr9IPfJuwirZSkzSzp/VfYyUTrB/eowcnwYyO4pSvt3wmTybkFEh6MMjkK3bkY3r0ceeYRHH3200f01TeOWW25h1apVzJ49u1ocVK0DUFWVxx9/nJtuugmAuLg4Xn31VbZv387vv//OmjVrGD9+vNvek7fxWgxCUkweM4duMbT9fqgrvxzr7q0u+CW+8LH3B9/+QMVdn1lkaj6lDgsLVk3hnm8u4pTV2X3ioj57+Wj6UkZ3yXHLOatwKBLv94nk4TNiORbmfAsYelDniQ8cjDjg3nzgbR1Z05m9yzhBYlUk3u7rhgGBJAW0OKjCjsLTWn9uVMdySA9zWn+OfIwvTSuZKB33Qe9azq96Ipc4JvOzluC0Lkmy8q7yG3+V92BucjkzQeAh8YGWzBWOSezQnBMIDJPz+My0kiulbNwai9bGycnJoaCgoPr1wAMPNLqPruvMnj2bd999lxtuuMHJhagqAxHAJZdc4rT/xRdfDMDGjRsN+xQUFLg8X2FhodNx/QEvWRAqApNrZ3CxqzJPrZlIcV5cm82cIgbogYk7LAlQY01Yk5HM1R9ex4MTV3B2jwOGbTpFFfPKJV+w52Q8JTYzJXYLJTYLVruZYpsFq91Cid1Mia2mvcRW2VZrW4eLomx748z8a3wcN6aVMC3HOKsdVQZ3f6/yWx+N9yYolIYE/uDT15yTXebk2vVRr3DyQgMnnae32Ki35zLHJB5UdnGFbBTI8VI5r5g28IHanae0/pQGiHvOaUK4Wx3FFVoODyo7iZBqrgVFgtuV/UyUT3CfYzgHiPJhTwWeJItI/qSO5w59H3+W0w3pUKsC2Sdrx3hYHUJegFjK/Jno6OhmuV5pmsasWbNYvHgx1113HUuWLEGWjRNpPXv2RFEUVFUlNjbW6RhVbaWlNTUxevXqxbp16zh27BiJicbYo/T09Opt/Amv3FmnpmQwNsl4k39v+xAy8tqmSVUIg8DHXSIBKoRCfkYs9/14Hhf02secCSuJCjG6IvSLr7++RlModygUlIWy6mAyL/4xhrzSCotFmUnmlYFR/NHRwh07ioi1GWeuxu3V6XvYwRtnKezp6oOkZz4iMjXfrXEIseUa16WXGNoORil81915llxQQQlm5qpD+VVL4DFlO+3quOdcqxzkTLnCPWebHijFJyU+1ZPY4GjPk8oWRsh5hrX9pUI+Nq3iaa0f72kp6AEUbyFoOg5kntf6skpPYJGyme51AtmnyccZKq3gIXUoK3Vnq5PAM9QWB9dccw3vvPMOiuI8gRMSEsLYsWNZvXo1u3fvdnIj2r17NwDJycnVbZMmTWLdunX8+OOPTmlOq+IOJk2a5OZ31Do8/sQPNdn557g1hrYTxRG8tqntFQwTbj3BhTu/y4qUqAV8m96Hqz+8jt8PdW18p2YQYlLpGFnCVQN2sWz6UiYlZxrWb+4YwrwbFP7o4TwgaV8M932hcu0aFbNDmL5bwoy0YsLrfHavB2gwsbdZrnfiUsckVmjOeeO7SyW8p6zhHjkNUwC55xwigpnqOJ5R+2LXjddAqKQxV9nF68p6EnCuyisIHrbpcVzhmMRHWpLTug6SjZdNG3hE3k6YSIfqcTRN49Zbb2Xx4sVcffXVvPvuuy7FQRV33HEHAI8++ijl5TVpi9PS0liyZAlRUVGcd9551e0333wzJpOJBQsWGFyNdu3axdtvv02PHj2aVE/Bm3g8i9Fdo9cxa8QmQ9v9P57LjweMppRgdTMSgiD4cXemqOKMWCR0rhm4nb+csY4ws2ceDq9uHMVLf4ypXo5MzQdd58x9OjesUgl3LsLM4Th4bZqJgx2Df2DrLgtCv9M25v9u9D1d0SWE/xvsXxlH/B+dq6Vs7ld2GdxzqtipxXCfOozMAHPP6UcBT5k201MqdlpXoJt5TB3Ed3oXH/RM4E2mSMdcBrIDZOkR3KcOY4cLS1kgZDEad9ajPglS/u3nR5v8uTz66KM89thjREZG8te//tVlRePLLruMoUOHAhVxCtOnT+fjjz+mT58+nHvuuRQUFPDJJ59gtVp5++23uf766w37L1iwgIceeoikpCSuuuoqSkpKWLp0KaWlpfzwww9MmTLFLe/dXXhUICTF5LHsmqWG2IPfD3Xl9q8upW6qumASCEIUtD08kU62OCOWSEs5IzofITqkjAizjXCLnQizjYjKv+FmOxEWW/W6SLONcEtFe1Mmp2/67Eq2HesEGH+D7Yp0bv1Zpf9h59uDXYanLlPY3ym4XY7cIRAUTeep3/JIKq4Z0JaYJP46sR0FIcH9+XmKJEpYpGxhaB33HIAyXeb/af1ZqiUHlHtOCCp/k/dwo5Lpcv1XWheeUAdSiHdTRQq8S3vKeVzZxhTZOQjfoUu8pPXiFa2XIR2qEAiuaa5AuOmmm3jrrbca3Gbx4sXVGYsqzuHg+eef54033mD//v2EhIRwxhln8OCDD9brLvTee+/x7LPPsmvXLiwWC2eeeSbz589n1Cj/86pplkB4949J6CFhlUGQFqy2mkDJ4sq2qkBKq83MI1N+YVxSTf5nuypzzUfXkpnvHHsQ6AJBiAKBp0RCS5DQCTPbq4VDdEg5twzbxOQU4wBk9cHu/OXbiowLdX+Dkq4zbbvGVes0LHUmbA92gEenm4K6XoI7BMJFmVZuTDPGHrzRP5LvRexBq1DQmCXv5y55H2bJ+RH2m9aBB9WhnCCwPuczpZMsVLaSKJU5rTuqh/KgOpT1erwPeibwHhWWsjnKLsJdWMo2aXHMVs+oDs4XAsE1zRUIAmeaJRCyT3YnOrrls15Ltgzjf+vH1bve0yKhsUF8cwd4QhQI6uJPIsEZnTtGbeC2kX8YWq/56BqOxNRfi6TzaZ1Zy1VSThpvFf+9UGF7cnDPgrfms29XpvLsqjzC1JrPLSPaxANjY9GCWFh5k/7k85RpCz1cuOfk62bmB6B7TjQ25ik7uUg+7HL9W2oK/9X6UY7IfhXMJFHCU8pmhsj5TuveUlN4UhsICIFQH0IgtB6vPd2PB0Bgcu36AE15CQR18cR14T7hLLF4y3DySo036j9PXNfgXkfaSSy4UuForLH9ok0aND6/0GaZmVZiEAdQYT0Q4sB97CaWKx0TeVtNcVoXK9l5xrSZp5TNROMioMZPKcTCv9Th/MMxnALdWbjfqGTysWkV/XCdU10QHGQTwfXqOJ5X++CoE8h+tZxNbABd04LAxGsC4Zm147HaG/afdGdaQYHAV3hKJLhDKJQ5zLy3faihbXJCNt3CGx5sqIrEt8ONM5a9jun0PioEgiv6nrYx7mi5oe3nrqHsixNV491NOQr/1gZyi+MMjunOs5QXy4f53LSSM6TWpQr2Nt/qXbjUMYl1WgendT2lYj4wrWaWnI4simoFLSoyL2q9uUEdZxAJ4ZLKn+Qs33VM0CZoVh2ENzaNoF0clUGSNkOwZISl5v8Qk9Fvbun2wfx4oKdbOy4Q+DPurJNQG3eIhG+Kk7jJvolIsx0AWYLrU3bz5K4zG9xvXW+JyzZUpD2t4qJNGs90Dm43o5Yw5rhxdq9UkXivjxsqJgvqZZ0ez6WOSS7dczpJZSw2rQ8495zjhHGregY36Jn8Q95DiFST8MMi6fxDSWOydJw56jAOIa6vYGWbHse3emcukWqu6xvkDBZrqZQ0sJ9A0BqaJRCWbB3RpCxGJlmtDo4sLrdQZPOu75lA4A94SiS0lmKHhc9yejMjdVd127mdM1h8YBDHyyLr3U9VJL4bJnPD6ppByqBsne4n9KBMe9oai+bRcOMANEzViSnXKLIIMeVJqtxzftUSeFjZQYxkN6y/UclknHyS+xzD2UOMj3rZPHQk3tFSWavF85RpM/2lQsP6EXIen0srWagO5FO9G3UzBAqCg9fVnlxSS/jGSXaukHN4h04+7JUgmPHI08qhKRSUh3G0KFqIA0Gbxl9jVT462I8ytWYQa5J1rkve0+h+q/rLFNRJDHPRJudMG22d1Z1DKDYZB2qXZlrr2Vrgbqrcc9bW457zoWk1twWYe84BorjWMYGX1Z7UCW0hQlJZYNrG88pG4ih3fQBBQJNONCvrFAu8WT6AEkAFAgWBhd9NZ4k4BEGw4Y8iId8WyleHjG5/F3XdT5yl4cqtdpPEj0OMt42RGTqdTwfOQKsptPY+VGqWnVKZTjhSTrxViClvcZwwZqln8IQ6kDLdeM2aJZ2/KWm8o/xGtwBy0rAj8z+tHzPUcWTr4U7rp8nH+NK0gsmScx59QeDzuma8Z3eRSjlbOuqj3giCHb8TCIKmMyNurdNL4J/4o0j4IKs/dq3mFhCiqEzvntbofr8OlLHWyTdwwebgGfi6a5Liu+5hlNe6wyo6XCKsCF5FR+I9LYWrHBPZpTu7FA2X8/jMtJKx0gkf9K7lbNHbcbljEh9rSU7rOkg2XjJt4FF5G+F4pgq7wDds1NuxVTNWU54huy6uJxC0lmbFIAh8S1MEQN1t3skb66nuCJqJv8UknCiL4IcjKVzU9UB12+VJ+3gvsz/FjpB69ysNkVg+WOaSjTWm7TP26Xw2Wic3OrD9n91pwSwMkVneLYwLD9ZYZaYeKuPjnhGiirKXOUAU1znGc6e8j9lyOkqtyzRCUnlG2cw0x1kUEzhZpqyYmKcO4VctgfnKNtpLxsD4a5RspsrHOaKHUYKp5qXX/F9cuWx1Wq9UL6tiHtGPkHhd68EL8sbqlt5SkQ/7IwhmmiUQIpILKD3m+ZiC4ozYgK+s7AlqD/abai2YEbdWiAQ/wt9EwnuZAzi/SwZKZTXaCJOdK5P28lbG4Ab3+2mwzLlbNUIqJygVHS7YovHOpMDIDuMKT7g3fpUSxrnZpZgqPbAsGlyYZeX9PvUHgws8Q4V7Tl9W6h15UtlCd6nGmhMj2blWPujkwhEI/KInss0Rx+PKNqbIRteieKmceKl1MQmluswuPZaXtN6sFVWcfc4veiIH9EiXxQEFAncipgYClHfyxhpeDW0j8C/8yd3okDWaFceMbgpXd08jTLHXs0cFxWESKwYYbx8T9mjElARmLIKnYp9ywxRWdTFOqpx7sIxwuwgs9BVb9XZc4aK+wEw5gxAC01UulxDuVEcxzzGYEt29Ij1M0hgpn+YN03oekHcG7GcULOhIvKn28HU3BG2ANiUQ/Gnm1t3UFQxCGPg3/lSN+52MgYblGIuNS7qmN7rfD0NlHLXuIGYVztkWeANfTydG+Dw1zJBnJFzVOTe74WBwgWexYuI/aj9DW7xUzmVyjo965A4kPta7c4VjElvq+Km7i5mVVZz7k++R4wuaxld6F467KAooELiTZgsE4fojELgPfxAJB4rj+O1EF0Pbtcl7MEsNzxTmRUqs6WuMOZiyUyOiLHCsCN7ImnY0wsT6RGNMx0WZpVjq5qoUeJXdxPJbHSvCrUGQNjKbCP6kjuNK+wT+7hjOPMdgnlT787zamzfVVD5Uk/ha68KvWgJ/aO3YrUdzUI/gpB6CtQnWh4oqzmuYHWBpYoMJOwpvaam+7oYgyPHbIGURhyBoK/hDXMI7GQMZ17GmCE+H0FLO65LBV4d6Nbjfd8MUJu5xIFeOE8LsMG27xhej/T8WwZsplT9LDWPssRpf8Gi7ztScMr5PDmtgL4GneU3rxTj5VPVyN8nKedIRvtG7+rBX7kBiN7Hs1mMrFpsxjlfQCEclAgcROBgnn+Rv8h5Ca1VxNks6f1fSmCSqOPuMj7Qkbpf3gchUJfAQbcrFSCDwV1prSZDR6BRWRHxICREmG3IzZ0F3FcSzKTfB0HZ9yi4UqeHjnIiV2NDTaEWYtl0j1ObfM4verreSFWNmSwdjhpxLM62YNP/+nIKd3/X2bNNiDW2zlf00a0QdZKjIFGHmGGEcIIq3tVSurCdN7Ag5j89NK7lCyqYtf2a+oAQzS7VkX3dDEMT4rQVBIBA0jZTIfJ4Z8TMdQo1+7VaHiVLVRInDjNVhxqqasTpMFf/XWi5xWLCqJg5ZoxjRviYLSpfwYsZ0OMLakw3Ppn4zQuGM9JpZrMhymLRL44dh/mlF8FUxxk97hDPsVEH1cocyjfFHylnRVfgS+w6J17WePF8rbWQfqYhJ0glW6gkN7Ne2yGgkTewC0zamaMd5WB1MHvWnSBa4l3e0VK7Q9/m6G4IgpUUCITI13ysPWeFmJBA0jCJpPDp4tZM4AAg3OQg3OWgfUtbi47cPaTyY9lB7iS3JEsOyamYQz9uq8fMgGYepZXURmnp/ac79wddV2tPaWUiLM9E3r0ZMXZZhZVWXEDQpsOtHBDI/u0gbOVtOZ6UqBEJtqtLErqpME5skGYv+TZOPMVQ6zUPqUCGuvEQuIXytdWl8Q4GgBTTLxagkK8bnD1mBIBhpaQzCVUlppEYVNL5hC7A6TKw90bSHz9cjjLeSWCuMT2tZsGdz7jHFGbENvlpyTE/yaWq4YblLicroY7Z6tm4MXQSJugEdiddVY/2DEXIew6XcVh87MjXf8AoGqqo4L6univPLpg08Im8nTPjGe4V39RRfd0EQpLQoBsFfHrYCQVumQ4iVW3pu99jx3zowiFxbeOMbAhmJMru7GGfBz9+iIfvYx76uUPA1W+ItZEUZXa8uz7CC3rzPaZJ0nFWmn1hj+oE75X2YAjzzjq/5Ru/CkTppI2+T97v9PMEiGKyYeFgdwl2OUeTqFqf11yoH+cy0isFSng9617YQAeICT9HmYhB+zO7jF6klBYIqWmo9uLvPJsJNxlm6v/4xjUPWKMIVO+EmOxEme4WrUeVyuMlOuOKobK9arrWt4kDVJX4+lszSrP7N6s/XI2T6H65JjdqxEEan66zv0zz3maqBkz8N7N2GJPFZj3D+trWouim10MGQU3a2xTsPtFzRCSvPKJsIr0xDe4+yl8nSMe5Th5OFqNDcEuzILNF68KCyq7ptknyC3moh+4hu0TGbIgBqbxOI13tDVZy7SyW8p/zGK1ovXtZ64RA5UQSCgMLvBYKIQxAEMy0VByPaHeWsTgcNbV8f6sHm04nu6FaL2NNV4kBHiR4nambDL9ys8ntvCb0FPvbeinXyNhU1EYoMbeOOljVZIMxRdlWLgyoGyQV8Kq3kP1p/3teSARHT0Fw+1pK4Q95HnFRTRXy2sp9/qcO9cv66z7lAufarqjhfrWU7XZsmSecuZR8TpBPcrw4TAlYgCCBaJenFwF0gaDktFQcmSeXefn8Y2gpsFl7eN8wd3Wo5ksQ3dWIRup6GoZktdDPS9YB3xXBFl2LnAnRlTQzmHi+d4Bz5mMt1YZLGPGUnrym/0xFRqbm5lGLinTrFp86XDtONEp/0J7DckSSW6d253DHJKW0swGA5n09NK7lWzkKkQxUIAoNW2/wC4+ZlxNdFqQSC1jA9OY3kyEJD2yvpwyiw+z5d5tYUiUPtjG0XbtKa5mOv66Qe05j9k4MXX7Xz5osVf2f/5GBw+Olm++n7JbrOrF3Fhia7BN92b7xgmgWVh5QdjW43Xj7JF6aVnC8dbnRbgZH3tWRKalUTViS4RT7gwx7VEAjP2WwiuF4dx3NqHxy6UfSGSRqPKDt4RdlAPC3PrCYQCLyD25wCA+HmVRshEgS+pKXXX8fQEm5KNQYm7y5ozzeHerijW61GlyS+GW4Mwu1xQqffoYYH94qqc+vPKvM+URmTrhNmr3CSCbPDmHSdeZ+o/DUrFyXAC4tNPFJO/zy7oe2L1HCORTTu7TlLPkD3OqklH1cH8q6a7LRtrGTnGdNmnlI2E01LsyS1PQqw8KHW3dB2uZxDBz8Z0AbCc1ZF5iWtN9ep48nQnQNoJ8on+MK0grOloz7onUAgaCpujRoKNGvCj9l9hFAQeJ3WXHP39N1ImKnGRUXT4Zndo9H8KABwQy+JE3XiOi/a1ECWHV3npl9Vxu6tGPwrdTRA1fLYNJ0/7ywKWEtCuF1jRprRenAiTOazHo1niupKCbPldEPbFi2OpVoyC7RB3OoYw3Hd2YJ0sXyYL0wrOVM62brOtyHe0lKx1Zr9DpE0bpQzfNgjI4HyjN2px3KlYyLvuRCwcZKd50wbWahsIQK7884CgcDneGRUESg3sCqESBB4i9Zca6M7HGFyQo6h7cucXuwtbN/abrkVTZb4bpjx1tL/cIX7kCtSj+uM36s3ejOSgSmHy+lZEJj51a/bV0KszShu3uwXiU1pLP5AZ66yk1Cp5vNTdZivDkKvDEZeq3fkUsckvtE6O+2dKJXxpmk9D8g7CcE5/kFg5ARhfKF3M7RdKx8kyo8GsoEyGVeGiSe0Qcx2jOGk7lxh+XL5EF+YVjLSDTUnBAKBe/HYtGOg3MCqENYEgT9jkVXu7WsMTM63hfDq/qG+6VAjrOkrk1dnYrw+K8JZOzTUJibdUSW46LRnCsN5kpQCO+dkG91UNna0sCnBedBUl6nScSbLJwxt72kppBFjaCvAwj/VEfzDMZwC3ex0nJlKJh+bVtGf/Oa/gTbGm2oPanuzRUqOygDbpuGtZ1+gPGPX6B25xDGJH7ROTuu6SKW8pazlH/JuzELACgR+g8fTnAZaqkJRJ0HgKVojQK9N3k23CGNqzJf2DaPI3vgA0xc4TBI/DJW5dm2NKBiWpdP1lM6hDkY1MCxTd3Irqg9Fh+EZOpHTAue+IlUGJteejbHJsLhf4ykfQ3HwoLLT0HZSD+F5rf5r6Vu9C5sc7ViobGWsfMqwrqdUzAemNfyf1pvXtZ6ofuSa5k9kEckPeifOr+UnP1PO4G0tlXKUBvaswJvpuQPlGZtPCPeqI7hUO8RDyk4ipRpLoCzBLOUA58pHydbDKcFU8dJNNf83YVkT6X0FArfhlToIgVb4SIgEgbtpjTjoFFbMzFTjIHFHXge+O9x4YLKia4woL6C9aqdEViiRFKyyglVSKJZNWCWFUkmGFtQpaIwVA2Qu2qQRWV7TduFmlVfOqXXb0XVCm+m5EWqnOgVqINxTphwqo3cdt6hPeoRzIrzxgeaf5XS6SMaUpYvU/hTjbCGozXHCmKWewZ/0LP4p7za4J5klnXuVvUyuzE2fLSqxuuR1tSfnyzUCoYNk4wo5h6VacpP2FyLBFRJf6N34w9GeRcoWRsqnDWu7SVa61QnEbw6lutx0QdGg2FAoQ0HUExG0ZbxaKC2QhELVgE4IBYGvuafvRkKUGtO7qks8s2d0tf95fUi6zqJTe5hUdrrB7TTAKimUVAqHkkrhULNc8zfDHMHa0DgcUuMzz+UWiZ+GyFy+oWZwOnq/zmejdU7EVvZdkigzV2QraiplZqoFjb8PjCJtGtfvNebRPxKu8GVK44HJyRQ7pdhcr7XnG71Lk86tI/GelsI6rQOLlC0MlI2uWUPlPD6TVrJI689HWnfEYMjIbmJZo8UzXq4J8L5F3s9HWlKTLS9CJLjmCOHcqI7lZv0Af5HTsEjuSTwQJmmEYaNDVeauVlzSDl1iix7Hf7V+bNHbNb6DQBBk+MS+HCh+kyACmAWtpzXX0PB2x5jQ8ZCh7bPs3uwvavyBdXHJ8UbFAVTcBCJ1lQTVRoqjlIG2IkaX5zOlNJcLrSeYXnyUm4oOcVfBQZ4+tZt3jm+ht6240eMC/DxIprTWZLesw/lbjH7GW1KkZsUgbE41buzP95Pr95UQbTcOft7oH4mjCYHJ85QdhoGTXZd4Qh1Ec0c9GURxnTqeF9VeqHXGYeGSymPKDl5WNvhNKk9/4jWtp2G5q1TK+dIRH/WmcQIp9k9D4sPkDtyUOJT95sYFs7cxSTqj5NO8o/zGX+U9mGkgE5tAEIT4zAE1kG5kIoBZ4CtGtTfmCi9TFd7YP6TR/WRd546CLI/0qafdypLjW7mpMAe5kZSjJaESvw403mbGp+nEFtfs9/MguVkxCL8MdL5t+eO9pGe+nak5xkH3ukQL2+Mtje57nnTUKX7gLS2VA0S1qC8OZJ7X+nK9Op6DLnLTT5JP8KXITe/EBr29U2Xg2cp+mlMN2Bez+v7+fK3dv3RLJDckDOfO+IEsjOvJszEpvBadxHuRXfg8IpEfwzqwJjSOzSHR7DVHkGMKJVc2U9YEK6Y7UCS4XdnPUtMaUilqfAeBIEjwqouRKwLJLCrcjgTe5kBxrGE5VFFJjcxne37HBveL1Bx00Jz9dvJlE+GaiqUZAxxXmNG5qyCL8aWneaR9bw6b6q8E/OMQmbO3a5grDQcmDS7crPHexAof/IwEiTV9JMY2kupUA9b2lchIcD2D7k/3ElnXmV0nMLlMgSV9Gw9MDsfBHGWXoe2oHspLWu9W92ubHsfljoncJ+/mWuWgYV1VbvrPtK4sVAc2GufQNpB4TevJC/LG6pbeUhGTpBOs1BOafBRvuhrVxp9+E1C/kFcliT9C4/jD5dr6UXSdcN1BuKYSoauEayrhukpE5d/a7eZ8hQjJQQRVL7XOsgNTA65OA6QCPjGt4j9af97TkhEueYJgx+cCAQIrNgGMLiNCLAg8yYpjSdzeawsJYTWBezNSd/KvzVMb3K9QMbPHHEk/e40r0F5zBDckDANJwqxrhodnhO6ofqjW/HUYHrp9bMWkOIwBs0Nshbx/bDP/jU3l84hEl8HOBRESq/vJTN1ZY6KftkMjolznvQkKJaESS6YoIKmMT9NRJWOxtKrltX0llkxWGgyo9pcB0dnZZaQWGgOTl/WM4HRY44HJd8t7SZCMlod/qwOwuul2XYqJx7TB/Kon8ISyjXip3LD+cvkQY6Rc5qhD+UPv4JZzBjK/6Ins1yPpKdX8lmbL6axUmy4QwLcioer8vsQT712VJIokM0VyE8RsbMWf+j8HnRC0arFwnnyEe+S9mGuJhlBJ4yFlJ5Ol4zyoDuUkzsUJBYJgwS8EQhX+8nBvDsKqIGiMc5L2tthFzaErLM3qz739amYwz4g/Qu+oXPYVNVwgbUl0VxblplUv97GXMLYsj7Vh7bBLMgWKTEEzZonNusZtBQeZUXTIkOgxXNeYm7efiaWnWdCuF7mKswvNd8NkJu3SDAP/M/fpnLnPgV2GMguUWuB4DITZIKKsIl5BleBELOxPlDgaKzFhj0apRaLMUhGsXGaRKDVTvWwz+f4+ElOucd0+Y2ByTqTCN8n1W1mq6EUhM+RMQ9tqLZ6fdOf88a1llZ7AJY5JPKrs4FzZ6FrUWSplibKOxVoPntP6YGtCas9gRUfidbUnT5q2VreNkPMYruWyWfevIoUN4avfhb+5OtX/OUiUo1COwmlCeE3rxW9aPItMWwziEGC8fJIvpRU8og7mR925OKFAEAz4lUAA/5ntaC7CqiDwFF8f6smNqTuIC6mZ6Z2Ruot52yY2uN+KsA5kmcJIrjXrf3NhDmtD41qU1tQuyfxfbAqrw9rxWO4+uqrGWe4JZaf54NgmFsb14tdw48zzqWiJL0bLXPG7c6CfWQNzGUS5iJE16dA5Dzrn6TTF71uVKsWGlEupSaJUkSr+miTKTFX/y4b2qu3KXCzrLficbthbTITD2NfX+0eiyo0HJj+s7DC4Odh0mQXqQDzlzlCVm/6Sytz0UXVy09+qHGCCfIL7HMPYW6cwW1viW70Lf9HT6FzLsjNb3s8davMEgq+sCFV48/nqb8KgNk0VS7uJ5SrHRP4u72GmYhTusZKd/5k28bl2nAXCJU8QhPidQKii9g/Y1zfV5iKsCgJ3Uq6Z+OhgP/7ce2t128SEbLpHFHCwpP5BmyZJvBXdjUdO76tuG2orZFh5IVtCWz7Y2x4Sw/WJw7g3P5PLS44Z1sVqDp7K3cPXpR35T1wPSuSaW8xXI2RORknMWKUSbmvx6RtE0SGiHCLclHGkTAGrSa4QD3VERZkiYa0tPhSJ5CKVyYeNLjurOoewu33jgcmXSoec8sK/rvXgII3HLbQOiS/1bmx0tGehspUxcq5hbW+piI9Mq3le68ubWo82WYzKjsxirQdza8WGTJZP0FstZB/RzTqWPzzPPCkUfP3emkpTP4NyFP6tDWSl3pGFyjYn97/L5EOMknKZow5jYwBZlASCxmhVGgBPz0JUZToIlBtOXUT2I4G7+CynN0X2mhkqWYLrU3Y1sEcF34XHc1QxVlu+uSin1f2xyiYWtuvF3zr0J9eF/+9F1hMsPbaZEWX5NY2SxPo+MvOuNbElWUILgHFmqArtyjU6l6j0KHQw8LSdUSdsTDxSzjk5ZVyWWcp16VZu3lPCnTuLueCgMUbDapJ4pwmByVHY+aey29CWo4fzqtbLre+nIY4Qzs3qmTyp9semGx8NFknnH8oe3lLW0oWWF7IKZD7RksjTjdf6LGV/i47lLxZydzxbaz+nA/FZ3dQ+r9U7cqljEt9pzu5+XaRS3lLW8g95N2ZUF3sLBIFHsywIJkkVmYBbgHA/ErSWEoeFT7P7cGOPmorKZ3fK5M39gzlWVv8AVJVk3onqyn35NQW3zizLo6+tiDRLy1Jm1mZNWHuuTYzigbz9TC01zjx3Ust5+eQO3ovswouxydgq0xKejpJ47kITYeU60aUQaoMwW0VF5VAbhNl1Qm0VFZPDbBBata7ucuU2Jj++KX3QK5z8kMbnYf4qp9FBMppVFqoDKfey77+OxFtaD9ZW+l73kwoN60fKp/lCWsEs9Qy2trHiUaWYeFdL5R6l5h5+gXSY5+jDoQCuRt1ca0IgioDGaKrLUQEW/q6OYEU9LnmzlAOMk09yn2M4+1uYklgg8BckXW8kkTlQWFhITEwMv+wdxqIN57IvN96wPhhvGJ5GCIW2hTssSbHmMj6a+BlhppoZqk+ze/PfPaMb3C9EU/ni6B+0r5X29Jew9tzfoX+r+1SNrnOB9QT/yjtApO48g5ZhCmde+z7ss7jZXUbXMas1YqHir14hJOosKydDCFN1Qh064Y6Kv2EOnTBVq/jr0LG4UWxkRpmYMzYWrZHYg/7k85FpNbVrp/2sJXC32vD36mnMqNwt72OWvJ+6b+GwHsZ5jqk4fFdKxyfEYONn03IipJprfKnanfna4BYdz9+enXUHyf7WP2/QVKHUGStPKlsYJTsXoyzXZZ7R+vGOltJoxfvWopWVcXDOXAoKCoiObp67m6epGjuOO+tRTCbvZnxyOMr47edH/fJzCRSaJRCyT3YnLMLEyxtH89aW4ai1zNBt8UbiLoRYCH7c5Wp2T5+NTE+uyUxUrspcs+oycm0NVyKdWZjDPXUKp01PHE6m2b0zn4mOMh45vY+R5QVO6xxIvBqTxNtR3VBbEPzrDhp7+CuaTqiqVwuGMEctQaHqhDlqxESY6mq9Toiqkx1l4pUBkY2mNZXQWaqsYYicX91Wqstc5JjCEfyjuuxwKZcnla10k4yuRfc7hvKl3s1HvfId98m7uFnJqF4u12XOckwjl5AG9qof8ez0P5oqEmR0bpIP8Fc5zVD1vIp1WgceUIdynMYzmLUUIRBcIwRC62m2QIiOrhAF248lMO+Xs8kuiK3eTtzoWo4QCcGNuwRCfEgJH078ArNcM9X9fmZ/Xto3vMH9IjQHXx3ZQFSt2f2vwzvyWHv3x8hIus61xUe4Kz+TEBeZh7ZbonikXR8OmT330GwIf/H/BrhaOsh803ZD27NqH15xQ1G0KtyR3jIcB0uUtQySa4Tffj2SSxyTPT5D6m90pJSfTD8bBoSvqD15VuvX4mOKZ6f/0ZzfTB8K+H+mLfSSnCstF+hm5quD+Fbv4sbe1SAEgmuEQGg9LbYPD048zgdXf8D0AduRWlmVVeC+AaQguDlZHsH3R1INbZd120eUubyePSookU18FGXM132e9QSdHC5yi7YSXZJYGtWFmYnD2OvCQjHYVsT7xzdzefFRaHx+wu34y2AslnL+ruwxtGXqEbyp9XD7uVr7nq2YeLGOaOkpFTNFOt6q4wYiJwhzspz8Sc4iEufK5YLApTm/mb3EcJVjAkvUVKd1MZKdp02beUrZTJS4RgQBRLMEglon7UiY2cEDE1fx4kVfkhBR5Fczc4GIEAmCpvBe5gBUvea3GG5ycGUTLFBLI7tQKtX85E3AjKJDnugiABnmCG5KGMqbUd2c8nqE6RoP5u3nv6d20V71UM7TBvAHkfAPJY1YyThgeFwdhN2Ngcm132dr3/NKPYF9ujHw8jY5nabUpwg23lB7oNV621GSg2vlgy0+nnh2+ifNycxkQ2GRNoCbHWdwVHeeLb9YPsznphWMlk65uZcCgWdolkC46+uLOZjvnD/9jG45LLtmKRf2TqM4o+0W03EHQiQIGuOwNYpfjnU3tF3dPY0wpeHZqQLFzGcRiYa2S4qPeXSA7pBkXopN5raOQ8hxYWIeX5bHB8c2MdV60mN9qA9fioSh0mmukrMNbd9pnVmnx9ezR/Nx9f5a8551JF5Texrahsj5jJJy69kjeMkikh/rVLeeKWdgaUWKSyES/Jfm/G7W6/Fc5pjE15qzS1FnqYzFyjr+Je8S6VAFfk+zBMKuk4lcu+xaPtgxyGldVIiNJ85azn/O/Q7zkZYFawkqECJB0BjvZgwwLEebbVzSNb3R/d6L6oq9ls94CDp/Kjrs9v7VZXtINNcnDOfjOgIFKoqrLcpNY35uGpGaw8XensMXIkFBY56yw9BWois8qboxq1QDtOY9f6d35pBujB25TW5ZLYBA53XNKJbipXIuk1tXY6Q4I1YIBT+lOb+bQiz8Sx3OPxzDKdSN2eRlCW5RMlhmWk1vCus5gkDge5odg1DmMLNozSRu/+oSjhc7+xeflZrBsmveZ1x864sxtWVEkTVBQ2QUx7H6RFdD23Upu7HIDc9KnTCF8HVEgqHtyuKjRKue940tlRUWtevFXzsM4JSL4mrnW0/ywbFNjCrL83hfauNtkXCtfJD+deoLvKD14YQbM5009p5a+p5VZN6sMzAeL5+kPy07XiCzS49lrdbB0HarfADFDdWCqoSCEAv+RXOLwX2rd+FSx2TWa84VlvtIRSwzreZm+YCI4xT4Jc3KYtT9yQXIoTVuApGWcu4fv4qL+rj2f/7mUA+eSxuBVbW4r8dtEJHhKPDxhNjrH3OSV874wdC27GAf/m/vCEMK4rp0tZfy8bGNBk/3V6KTeD2me737uJsY1c6cvP1MK3Xtj7s0sjPLwztglUxYZYUSSaFEVnBInsu7743BWAfK+Nb0q6HAUroexRWOiW6tKdDUQUxL3nMIKstNyw2F3b7XOvE3dWSzjxXojJFOscS0ztD2D8dwj2WscYU/xNO0ZZryG5LQmSln8Hc5DYvkLCCz9XBy9RCKMVFS9dJNWA3LSs3/letLMFFY5mD3HP/M1iOyGAU2rRIIVZyVup+5E1cQF+acEeVYaQQLd57JltPOrgWCpiNEQuDjCZHw7MjljGh/zNCWVtCOJ3aM42BJ/fFAj+emcV4tv3+rJPP/4nrydXhH8FaNAl3nfOtJ/pW335B+tSFsSJWCwUSJrGCtFA5Vf0sqBUXNslJr2VS9XCIplEuy03v1tEhYpGzmEtno0nWDYyybdOcZxpbS3AFjS97zLDmdfyg19Tg0HS50TCELNxfC83t0PlTWMLhWHYs9ejRXOCaCH6R/FeLB+zT0e+pFIU+ZttBXcp9rUWGpg47/XOOXA2EhEAIbtwgEgHZhVuZN+pXJKZku13+U1ZdX0odi00wu1wsaR4iEwMfdImFo3DGeH73cqb1cVXh53zA+ye7jMk99T1sJS49vdmr/Naw9C+N6kq94z+qX4CjnkdN7GeWiuJoncUC1hcIqKRRX/i0sDaUEE8W6mRIqZu2smCjWTYYZvNrLVkyN1gMYJZ3i7TqzzZ9rXXlAHea299TSAWFzRUIkdn4xLTdYQj7RuvGQOrRF5w9kzpaO8pxpo6FttmMMa/SOPuqRM0Io+I66vy0zKn+V93KzfMCpQnlLEALBNUIgtB63CYQKdC7uk8Z941cRaXH2ac4qjmbBjrGkFXZwsa+gKQiRENh4wopwZVIad/fZhEl2/ilvzE3k3zvP5ESZc7zQY7l7ucB6wqk9VzbzRLterAlz36x2Y0i6zjXFR7irIItQvfU+3L7A4AJQKR6qXAasuokz5ZN0r1WNuFA3cYFjaosr8LqiNQPB5oqEv8l7uE2pCVC26RLnOM7yaNVYf0RC52vTr6RKJdVtf2jtmKmO82GvjAiB4D9U/c5GSaf4t7KVLlJpq44nBIJrhEBoPW4WCBV0iizksak/M6qLc3YUhybxTsZA3soY1KCftKB+hEgIbDwhEvpE5/LQoN9IjnQ2XRfZzTy7ZxQ/Hk2htttDiKZyf94BLra6Lnb1eUQi/41NwSp7z+qXbLdyW8FBBtsKidBUwnXVjZ75/sXj6kDe11Lcdjx3DAKbIxLaU85y03JCa/lUL1FTWaQNaGCv4OQKKZsFpm2Gtusc49iqt/NRj5wRIsH/UHSNPlkaHSkjQnIQQa2XpFb/H47DaX3V704IBNcIgdB6PCIQoGJW5dpB2/nLGWsJNTn7F+8taMdj28eTYxVfXEsQIiGw8YRIsMgObu+9hau7u742fj2WxNO7R1NgN/6GJ1tP8WBeOnEuUoweVkJ5pH1vtoX4pr6JpOuE6RVCoUowGP86XLQ7qper2qqWTX6SLWSXHsN0xwQ0N/qpu2sA2ByRME/ewZ+UrOrlEl1hmmMa+bStxBRmNH40/UyiVBOH97OWwN3qaB/2yhkhEoIHRdcI11UsxVZW3PCcXw6EhUAIbDwmEKpIjs3jibN+YkBHZ1eGY6UR3LT2Qkocbeth4i6ESAhsPJXGdkS7ozwwcB0JYVandbnloTy580zWnzJmWWmn2njwdDqTyk477aMB70R15ZWY7tg9mEXI4+g6FnSDgKhPaBiFhYNQq0R45QxeZJ0ZvOZi02VuUMeyQ49z21tz98CvqSKhC1a+N/2CSap5jLyg9ub/tLaXovlG+QBzlN2Gtovtk9lPVD17eB8hEIIP1VrO7muf8suBsBAIgY3HBQKASVa5ZdgmZo3YiFkxPlRf3TeUdzIHNvuYggqESAhsPCUSIk027u33B+d2dp004Iucnvzf3hGUqrXqEeg6l5Qc5+/5GUS4yCq0zxzBw+36cMDiHM/QFqg7aDahVZj+q0SD5KhejkAlUrJX/x9Rud6GzBdaV59mLWoqTRUJdTMz5etmznJMw0rbSkgRjoOfTcuJlWri79wdhO4OhEgILoRAcI0QCK3HK9OBDk3h1U2jufHTq8jIM86aTU/eQ6ji3eqpwYQophbYeErgFTssPLFjHPO2TqDA5myhu7Tbft4c+w0DY2tSnSJJfBmZyPWJw9hicb6h9raX8PbxLdxQeAi58XmFoKPuwMqBTCEWjhJOOtFs1duxVu/IT3pnPte78a6Wyitab57R+vG4Nog56jAeVoe4VRx4kqYOJF9XjYXTYiU7V8sHPdAj/8aKiffqxJRcKB2mM86WPF8iiq8JBIKm4FV/gT2nOvLg8nMMbbGWci7tus+b3WiQ2jfP2tUsW/LyFkIkBDaetAKtON6dG3+7iHUnOzut6xpezAujf+S2XlswSTUWg8OmMG7vOJjnYpKx1fGRt6Dz14JMXjq5nc4O57onwU5zK6l6Gk/3pSnHTyeaXzRjde6b5QzMNK22RTDxrpZMaa3kG2ZJ5yY5w4c9EggEgpbhdYfivafiWZVlrNh6XcpuLLLvHyZVg/qqv1WDAW/lFm8NP2b3EUIhgPGkSMi1hXPf5ik8tWsMVofR7UORdGak7uKVM74nJTK/ul2TJN6J7saNCcNIN4c7HXN4eSHvH9vMxcXHoI1aE3wpFLx5/qac5zXNaEVIkMq4RHLOYhfs5BPCMs34fLtKPkgc5T7qkWuEFUEgCC4KCgqw253LC7QGn0QcvrF5pGG5fUgZF3TZX8/W3qHuDbPucm2xUN/LHxAiIXDxbDyJxFeHenHLugvZkRfvtLZ3dB6vn/kt13TfjUxNnNB+SwQ3Jgzjraiu1A3JjdBVHs5L5z+ndhOn2jzYd//FF799X9xrGjvnVr0dGzSj69QsZT+yn2SN8iZLtFTseo3lLUzSuEF2HQskEAgEzaWoqIg33niD66+/npSUFCwWC+3atSM0NJTY2FgmTJjAvHnz2LhxY+MHawCfCITtxzvx+6GuhrbrU3Yb3BwCEX8VDYLA4ZykvR4VCoetUdy94Wxe2TcUu2b8+Vtkjbv7buZ/o5aTGFpc3W6XZF6ITeHPHQdzWHEu6jWp7DQfHNvMxNJcj/Xb3/HW793XVouGqGtFSJZKmCYd9WCP/JOjhPO1bswSNkPOZKx0sp49fIOwIggEgUV2dja33XYbnTt3Zvbs2SxdupSioiJ69uzJmWeeydChQ4mLi2P9+vUsWLCAMWPGMGLECN57770Wnc9nOQtf22S0IiSGlXBOPRlXPE19N8pAvIGKrEbBgSe/Rw2ZdzMHctv688gocq5vMLTdCZaM+4YLOh+AWjPAW0Ni+FPicD6PSHDap51m5+lTu3k4dx8RLuoptBU8KRT8YcKhoT6s0ePZrRuD2ysqLbc9K8IbdQK3oyQHb5jW84C8kxA/is0IxGecQNAWmTNnDn379uXtt99m2rRpvPfee2RkZHDq1Cl2797NmjVr2LRpE5mZmRQWFrJy5UoefPBBCgoKmDFjBiNHjmTLli3NOqfPBMKmI13YcrSToe2GlF0oLcwt3lIau0G2nRto23uI+zueFnv7i9oxe/0FLM3sh1bn648w2Xlg0DoWDl1JrKUmGNkqm1jQrjf/6NCfXNlMXS62Huf9Y5sZXpbv0b77O+4WCv4gDqqovy8Sr6m9DC0DpAK/mzn3BgeI4lvNOTHATCWTj02r6E++9zslEAgClldeeYX77ruPo0eP8tlnn3HdddeRnJzsctuwsDAmTJjA448/zv79+1m+fDlRUVF89dVXzTqnV+og1MfYbgf5v4uMHX5s+ziWH02pZw/30pzBvz89oOujeQNKnS6hJYyMO0GfqDwssoZNk9lbFMfGvI4cLosAN1Z5FbQcb8SVDI07zoOD1tIprMRp3enyUJ7aNYbfTnYztMeqNh7M288UF65FGvB+VBdeiknGFsjF1dxESyca/Pm+4+o9yeh8a/qV7lLNdfS71p6b1LFe7Jl/EIGd/ykbGSefclpn1yVe0PrwutbTrdW0W4o/X2eChhF1EFwTbHUQCgoKiIlxtvh78hg+fXKvzUli9wljwOQNXfcgeWE2u7kPbH+3JDRHHMhoXNIpk1tS9jAgJpcQRUOSIETRGBCTyy0pe7i4U6YhWFXgO7zhNrY1L4GbfruQbw71cFrXLqSMJ4ev5P4B6whXaoKR8xUL97Xvx2PtelMsKYZ9ZOCGosO8dXwLvW3FtHVaYlHw90Gbq/5pSLyhGq+hMXIuQ6Q8L/XKfyjBzGz1DB5XB1KmGx+1Zknnb0oa7yi/0RVnUe5t/P35JhC0dVoqDg4cONDiY/h4ak/itU2jDC092p1mlH7aozeslh47OG6iOhd1ymJwTMWsr1Jn8qpqeUhMLhd2ykK4HvkH3hAJVtXCk7vO5MEtk8grdw5GvqjrARaP/YbBsSdqGiWJryMS+FPicDaHOM/S9LRbWXJ8KzcV5rTJ4mp1aapQ8HdxUIWrfn6ud+WEbrx+ZsnpXuqRf6Ej8b6WwhWOiezUnB/Ow+U8Pjet5EopG1/fa4Pj+SYQBC+PPvpos7Y/cOAAU6ZMafH5fG77X5mVQnpuO0PbrBEbAd1nhccCjeYMHruEljAkNhepEau2JMHQ2Fw6h/p+dktQgbcC0Fef6MbMtRez+kRXp3Wdw0t4fvSPXNTFOOA7agrl9vjBPBuT4lRczYzOXQVZvHpiO10cpR7te6DQkFAIFHFQRd3+2lFYohmtCNPk4/SkyIu98i8yieI6dTwvqb1Q68b7SCpPmLbxgvIH7XxcL0E8ZwUC/2X+/Pm88MILTdo2MzOTKVOmcPhwy+vR+Fwg6EhOdRH6xZ9kfNJBp23dIRZaewMM9BvoyLgTTg+o+lD1iu0FbY98WygPbpnEv3ee4VRcTZbgzj6bnVwBdUniveiuzEwYxj5zhNMxh9gKefP4NhIc/lU0ypfUFQqBJg6qqNvvD7Xu5OvGIPZbFd/WuvE1DmSe0/pygzqOg7pz8cGz5ON8YVrBZOmYD3pXQ6A/4wSCYKV3797ce++9jaYtzczMZPLkyRw6dIgFCxa0+Hw+FwgAPx3oSVZ+rKFt9og/aMjk2hKx4K4bnz/dQJs7q9wnKs/Jrag+FAn6RrU932F/xftF8CS+PdyTm9de6LTGpikutq/ggCWCGxOGsjiqm1NCx3aanQltuF5CfQRD3ZTa/bdi4n0t2bD+QukwnbF6t1N+yFa9HVc4JvGRluS0roNk4yXTHzymbCMc36UL9qdnnEAgqOCnn36iS5cu3HzzzXz99dcut8nKymLKlCnk5OTw+OOPM2fOnBafzy8EgqbLvLl5hKFtcOJxRnVpmmmkKa5I7r7hBeYNVMciNy/wuGJ74Tvelhnd4YhT20cH+6E3kH3FIcm8GJvM1y5qJmSZnWdPBcFBbZHwjpZCaa3gXLOkc7N8wMVebQ8rJh5Rh3CHYxSndIvT+ulyNp+ZVjJUOu2D3lUQmM84gSB46datGz/99BNxcXFMnz6dVatWGdYfPHiQKVOmkJ2dzWOPPcbcuXNbdT6/EAgA36X35nBhlKFt1og/WnSsumLBUzc6X99Am++TLmHTmveVV2zv+zR8bR3vWw8qiLOUcluvrYa2rOIYPsrq2+i+KfYSLiwxuqj9ERLDxpDWpWoT+DdVIiGfEJZp3Q3rrpKzfe5n70+s0BO51DGZnzVnIZ0kWXlX+Y2/ymmYfJRRztfPOIFAYKR37958//33WCwWLr300uriZ9nZ2UydOpWDBw/y8MMPM2/evFafy60CISpDMryag0NTWLzFaEUY3eUwtwzfiNyK4mmevsH56gba0oDVvUVxzYpBSCuKa9F5BMHBHb23EGW2G9qe3j0Kh16/ixEAus59eQcw1bI+2ZFYFNeTRiPkBQFPlUhYoqVi12u+71BJY4ac6aNe+SenCeFudRQPOYZQUud3pUhwu5LOUmUNqT4K8hYiQSDwL4YNG8ZXX31FeXk5559/Pj/99BNTpkwhMzOTBx98sNnZjurDbQLBlSBorkj4Mq0fJ4qNwY33jFnP4ss+4e4x67h52CamD9jORb3TmJycweguOfSPP05ybB7xEcWEm21eqaEQyGzM69isGISNeR092yFBo/jKejA49gTnd8kw9uVIMlvzEhvd91zrSUaWFxja3ovqwkHhXtRmiEzN5yjhfKUbs2H9Sc4kAns9e7VVJD7Rk7jcMYnNmvOkzEC5gE9Mq7hezvTJM06IBIHAv5gwYQIff/wxeXl5nHfeeWRmZjJnzhyeeOIJt53D1PgmjdOQEKhaV5Ta+E3Nrim8umkUD01aYWgfnHicwYnHm9QXTQer3YzVZqHEbqbEZqHEbqHEZuFESQRf7e3L7pPO5tzWUJwR69UAw9akuzxcFsG2/PYMjmk41amuw7aC9hwpc85GI/AevhIHiqTx9/4bDG3FdjMv7h3e6L4RmoN7843C4qgSwhvRzkGZguAmMjWfNzJ6cJmUg1x5v4mWHFwrH+QNradvO+eH5BDBDHUcs/T93C3vxSzVPDdDJY2HlJ1MkY7xoDqUE4R5tW/efs4JBAIjGzYYn8kdOnTgzjvv5H//+x/nnHMOl112mdM2AKNHj27R+VolEJpjIYjKkJokEj7ZPYCOESXcOnwjitz8mRJZgkiLnUiL6xmq6QN38M62Yby4YQw21S36CAikm6fE10eT0amoc6DqxmJpVcvbCtrzzdFkRPxB2+SqpDR6ROUb2t7YP4RcW+MWgD8XHKSDZvz9PRObSpnciFuSICg5kary88FEzq6VvvMv8l4cSLytpTYY7N4W0ZB4VevFGi2eRaYt9JSMlcjHyaf4QlrJY+pgvtc7e7VvgfOcEwiax+HDh1m2bBnffvstaWlpHDt2jHbt2jFu3Djuu+8+xowZY9j+0Ucf5bHHHnN5rJCQEMrKylyue//993n22WfZtWsXFouFM888k/nz5zNy5EiX29fmjDPOQKpnZvenn37ip59+crlOVevmE2waLR4hN9d9qGqfxkWCxEt/jGFtThLzpy4nKaagke2bhyzBjUO3MC7pIA/9fDZ7T8W79fiexh3FsjRkvjqawqa8joyMO0HfqDwssoZNk0krimNjXsdKy4F4cPsSX1kPOoRYuaXndkNbemEcn+X0bnTfXrZiphcbsx6tCY1jRVh7t/ZREFi8m5jI2SdqBIJF0pij7GaKdJwH1KEcRbie1WU3sVzlmMjf5T3MVIxxG7GSnf+aNjFFO8YT6iCKMNdzFPcjRIIgGHn++edZtGgRPXr04Oyzz6Zjx46kp6fz+eef8/nnn7N06VKmT5/utN+NN95IcnKyoc1kcj20XrhwIXPnziUpKYnbb7+d4uJiPvjgA8aNG8cPP/zA5MmTG+zjzJkz6xUInkDSdb3RafrCwkJiYmLo/uQC5NDQFomD2jTFkgAQZrJxfq999O94ggiznXCzjUhLxd8Ii42Iyv9DTS1TR3ZV5pWNo1myZTiq7p5wDE/eOD1bSVdHCAL/wlcC4dHBqzmrk7FQ4R2/n8vO/IbFtKTrvHZiO0NshdVt5Uhc02kEh03edYcQ+B+P5e7lAqtz4cUi3cTj6iC+0rsg7kGuGSudZKGylQTJeVbyqB7KA+owftc7eLVPQiT4B6q1nN3XPkVBQQHR0dG+7o6BqrHjuLMexWQK9eq5HY4yfvv50SZ/Lp9++inx8fFMmDDB0L569WrOOussoqKiOHLkCCEhIUCNBeHXX39tdGAPkJ6eTv/+/UlNTWXDhg3ExFRk89u1axejR4+mU6dOpKWl1SsufEGze9JacVB1jKaIhFKHhU/3DOTTPQ1vZ5JVws32CtFgrhAOEVUiwmwn3GKjU2QR0wfuwKLUZEQyKxp3j1nPxORM5v08jeyCtpyxRzyY/QlfiYMR7Y46iYOvD/VoVBwAXFRy3CAOAJZEdxPiQADAE+16kauYub7wcHU8AkCU5OAp0xamasd4TB1MPs51Ado6a/V4LnVM4mFlBxfIRgtdJ6mMJaZ1LFZTeVbriw3vuPIJS4IgmLjiiitctk+YMIEpU6bw448/smPHjia5Arli8eLFOBwO5s6dWy0OAAYMGMDMmTN5+eWX+eWXXzjnnHNadHxP0CyBEJkpQYh7TtxUkdAUHJpCYblCYXnDCvXztP48MfUn+safMrQPTjjOB1d/yLPrxrJs1yDhEyvwKb4SB2ZJ5W/9jLVHCu0WXtk3rNF9o1U79xQY3SByTKG8Hd3NrX0UBC52Sea52FTWhLbj0dP76KQa6yGcJx9luHSauepQ1ugie1pdCrDwD3U4v2gJPKzsIFoyVlq+WclgoJTPreqZ2L1U4kiIBEFbwGyucOFzNbu/evVqNmzYgKIo9O3bl2nTplVbGWqzYsUKAJcC4Nxzz+Xll19m5cqVfiUQfFoorSX1ElrDgdPtmfHp1by2aSSqZjxvmNnBAxNX8X8XfUnHiOJ6jtA4nkoH51n3IoEArkneQ/dIowXglX1Dybc3bhq+syCLOM04YPlPbA9skt/UYhT4CZtDY7kucTjfhDuLgI5SOa+ZfmeevINQHC72butIfKN35VLHZNZpzi5Fo+TTDJHyvNojkQJVEMxkZ2ezfPlyEhMTGTRokNP6hx9+mPvvv59//vOfXHTRRaSkpLgMFk5PTycyMpLEROc04b169arepj4uuugiNm3a1KL3UFpayn/+8x9eeumlZu3nF09vb4oEh6bw4oYzuPnzKzmY71zR9cxuOXx8zfuc32sviJoKAi/jK+tBQmgxN/bYYWjbXdCerw81noqyf3kRl5ccM7T9EtaetWHt3NpHV5yTtNfpJfB/SmQTj7bvw/3t+5KvOwfY/knJ4lPTKgZ5ebAbKBwjjFvVM9jqombCSd1NZv5mIESCwF8pLCw0vMrLm17J3W63M2PGDMrLy3nqqadQlBr3vaFDh/LWW2+RlZVFaWkp6enpPP744+Tn53PJJZewbds2w7EKCgoMrkW1qYqRKCioPylPTk4Oo0eP5qyzzmLJkiUUFhbWu20VGzdu5N5776V79+48/PDDdOjQvDglv4mGcKfLUVPYcTyRa5ddy1/PWMu1g4wDo6gQGwun/cTUlAwWrJpMfpnwoRYEN3/pu4lQpSbYX9Phmd2j0RqZQ5B1nfvz9hu2KpVknont4ZF+NkUAnJO012dCS9A8fgmPZ1uXGB4+vY+xZUYxkCKV8L7yGy9pvXhV64XDP+az/IZh0mmGysbP7ButMweJ9El/hLuRoD7ye1pQQrwbW6SWa/AzdOtmdHN95JFHmlRpWNM0brnlFlatWsXs2bOZMWOGYf1ll11mWO7ZsycPPfQQCQkJ3HbbbTzxxBMsW7astW+jmq1bt7J48WLmz5/PLbfcwqxZs+jbty/Dhw8nISGBuLg4SktLOX36NOnp6WzcuJGCggJkWWb69OksWLDAKdtSY/iNQADvi4Qyh5lFayaxIiuFx6b8TEJkiWH9tB4HGNrpKPNXTGH1wRSv9UvQNvHVoPaMDoeZmJBjaPsipzd7CxtPTXp5yVH6240uea9HJ3Hc5L5ZzJZYBar2EULB/8lVLPy1wwCuLDnKX09nEibVJJIwSTr3KPuYKJ1gjjqMLB8Nfv0NExqPKMaJrWLdxCJ1gI96VNkHIRKahKt7mrhXeYacnBxDFiNX8QF10XWd2bNn8+6773LDDTfw8ssvN/l8N954I3feeSe//faboT0mJqZeC0GVNaA+CwOAJEnccsst3HTTTXzzzTcsWbKElStX8u677zptK8sygwcP5rLLLmPWrFl07tyyeil+JRDA+yIB4PdDSVz94XXcN341F/Ux/nA7hFt57oJv+GxPf57+bTwl9sZVsLhJCgIFi+zg3jqByXnlIbyaPqTRfeNUG3fmGzMeZZjCeD+qS6v65E43IWFNCBAkiU8iO7MxJJaHjxxgsJxvWD1EzudTaSVPaQP4QOtOW8+6dr2cSW+pyND2nNaHk3g3laQrxPPPNY3d15p63xP3s+YRHR3drPSvmqYxa9YsFi9ezHXXXceSJUuQ5aZbLy0WC1FRUVitVkN7r169WLduHceOHXOKQ6iKPaiKRWgIWZa5+OKLufjiiwHYs2cPhw4dIjc3l7CwMOLj4xkwYECDYqOp+J1AAN+IhCJbKPN+OZuVWSk8OHEFcWHGfNOX99vN6C45PPLLNDYdbd0AqLkIv+rgx1c3/RtSdtEl3GgBeGnfcIodjc+y3JOfRbRuDCR9Kq4njlYEJnviWhfWhMDhoDmc25IGcHNhDrcW5GCSap4DYVLFrPkU6TgPqUP8YjDsCxIo5R7Z+DvZo0fzvpbsmw65QIiEGtx9T6t7vPJiO7vdeoa2S21xcM011/DOO+8Y4g6aQnp6Onl5eQwZYpxkmzRpEuvWrePHH39k5syZhnU//PBD9TbNpV+/fvTr16/Z+zUFv3Xq9HaGoyqWZ/Tk6g+vY2VWstO6LtFFvHrpZ/ztzDVYFJFhQ+AefDVw7RpeyPWpuwxt2/Pi+f5IaqP7Dikv4GLrcUPb9+HxbAqNdWcX3YoQ2oGBKsm8HtOdWxOGkKVHOK2fKJ/gS9MKzpaOuNg7+Llf2UWEZCwOOl8dhOpnj/O2HrgskiYEFpqmceutt7J48WKuvvpq3n333XrFQVFREdu3b3dqz8vL49ZbbwXguuuuM6y7+eabMZlMLFiwwOBqtGvXLt5++2169OjB1KlT3fiOWo9fWhBq4wtrQm5pBPd+dyGX9t3Dv8atJsJir14nSzBz6FbGJWXz0M/TSDvlOl+3mEER+Dc69/b7A4tc4+/t0CSe3j260TogSmVgcm2KJYVnYxsXFg3hjYepsCYEDrtDopjRdQh3ZB/hT0qWYV2sZOc50yY+146zQB1IMc6ZkIKRsdIJzpePGtqWaUls1T2fMawliOegIFCYP38+S5YsITIykt69e/PEE084bXPZZZcxdOhQcnNzGTJkCCNHjmTQoEF07NiRw4cP891335Gbm8vZZ5/N3/72N8O+vXv35tFHH+Whhx5i8ODBXHXVVZSUlLB06VLsdjuvvfaaX1VRhgAQCOAbkQASX6T154/DXZk/dTkjOhtnq3q0O83bV3zMa5tG8ebmEai6f83eCAIDXw1UJyXkMKaDcaDxcXZfMoobryY+vfgIvexG/8pXYrqTqwROBVwRmxAYlMkK/03uxvrSCOad3E+8ZExReJl8iNFSLnPUofyhNy+FX6BhQeVhZaehLU8384zqGfcCd9FWRcKP2X2EBSGAyMrKAqC4uJgFCxa43CY5OZmhQ4fSrl077rrrLtavX89XX31Ffn4+ERERDBo0iBtuuIFZs2a5tD7MnTuX5ORknn32WV566SUsFgtjx45l/vz5jBo1ypNvr0VIuq43OvIuLCwkJiaGAX9eiBLiO79P74uECiR0rh+8lbvHrCfEpDqt33E8gXm/TONgvnFw5a6borjJBC++GKSGKXbeGfcVCWE1g/yTZWFcv+YSStWGZ2LjHeUsO7aJCL3md7DPHMHMhGGoUstdAn11jQuREDjEqHb+degg59aZQYeKtLxLtFT+p/XFRvN8hgOFO+R9/EUx/k4ecgzhEz3JRz1qHm1RJHjjvlZebOeF8Z9RUFDQrGBcb+DLsaNaXsauVx70y88lUAioaW9fxSXoSLy7fRh/+ng6e07GO60flHCcpVd9yLUDtyG5ubiaEAcCd3Njjx0GcQDwwt4RjYoDgHvzMwziAGBRXM9WiQNfIn5fgUOBYuahpB483K43RbrR+C1LcIuSwTLTai6VcpgqHWOMdIoBUj7JFBNPGeE43H5/9hbdKOHPsrHK6hYtjk/1bvXs4X+0xZgEMQEhCGQCwsWoLr5xOYKMvPbM/PQqZo/YyC3DN2KSa2XYMDu4f8JqJqdk8sgvZ3G8JKrNmlYFTcMXD4/kiHyu6b7H0PbHqUR+Oda90X1HleVxTukpQ9sXEQlsD2nd7IwYpAuajCTxXUQCm0NimHc4gzFyrmF1b6mIJ01b691d06EUhRJMlGCiWDdV/1+CCWut5WJMlNRZX3fZ7pU5Np25yk5CatWHUHV4TB3UaLyQvyGeiQJB4BCQAgGotiR4Wyg4NIWX/hjDqoPJPHHWTyTH5hvWj+l6iGXXLGXRmol8s0/MHgj8CZ2/999gELZ2Tea/e0bRWF55s65xX94BQ1uBbOKFmORW9cgfxIGIRwg8jptCuSepH1ccPM3f5TQstQbPDSFLEIFKBCpQ3upyCjZdpqQewWF1ISjqCpLa60tRXA74p0nHmCSfMLS9q6Wwl9bnOfcFbU0kiFgEQaASsAKhCl8JhV0nErhu2TXcM2YdfxpsTHcVFWLjibOWMyUlgwUrp2DvXF7PUQQC73F2pyyGtTMONJZm9ifH2vhA4/qiQyQ7Sg1t/xeTTH4ABSYLggtdkvgkuT1bbUN55Nh++kmFXu+DRdKwoBFHZaa7VgiOKutGMeYK0VEpHuoWRDuhh/C8FtiCtsrdqC0JBYHAE3z22WcsXbqUtLQ0rFYr+/dXZBhMS0vjyy+/5Prrr6dLl5bV7gp4gVCFL4RCmcPM//ttIquyUnh06s8kRhoLTp2VmsHQxKM8vnIqK7NSWnQzrJrZFDMQgtYQYbJxV59NhrajpRG8nTGw0X07Ocq4tTDH0LbTEsUXEYn17NE0/OmaFlaEwOWAJYJbuw3ikoN5TJGOEyPZicBR/QpponXB1xitG9QrNp5UB1ASJGld24pQEFYEgbvRNI3rrruOjz/+GICwsDBKS2sm8eLi4pg7dy6qqvLAAw+06BxBIxCq8IVQ+P1wN67+8DruG7+Ki/sYbwLtw0t59vxv+HxPP/7z2wSkbtZ6jtIwtQcv4kYT+Hh7MHprz220DzFWB39uz0jKtcZvAX/PzyBUrxlkacCiuB5oARqYLAg+7JLMJ8nt+YT2TsGwJjSDYIiQHE7LkXWWw3FUDtYdREr26v/DcSD78LJfq3XgO72z7zrgIdqa25FA0Fr++9//smzZMm6//XaefPJJnnnmGR5//PHq9QkJCUyYMIFvvvlGCIS6eDuQudgWwsO/nM2KzFQemvQrcWHGwdhl/fYwusshHv5lGnvDnKuDNgdhVRA0h15Rp7kiaZ+h7bcTXVhzsmuj+44vzWVyqTEQ9JPITqRZolrVJ3+8doUVITioPdAszojFgUwBFgqodIer+1hoxmNCQiesUizUJzaq/o80iI2q9SqRVFk41CbHTgDk62YeVwfR6sAJPyXYrQnCiiBwJ0uWLGHkyJG8+OKLAEguJux69uzJN9980+JzBK1AAN9YE37J7MHWY514ePIvTErOMqzrHF3Eq5d+xnvbhvLChjOwdC92fZAmIoSCoDGkysBkRar5DZSrCv9LazwwOURT+WdehqHttGzmpZjGMx41hLheBd6i7mCztak2dSSslQHIJysa6m7QLMyV1o0qERFZj+CwIbNc60Q2rZtcCgSCXSgIBO5g//793HXXXQ1u0759e3JzcxvcpiGCWiBU4W2hcLo0nHu/u5BL+uzhX+NXE2mxV6+TJZgxdCtjk7J56OdpHIpufZCncD8S1McFXQ4wMNaYmvSdjAEcLY1sdN+binLoohotYf+LTaFIDg7/Z0Hbw92CobXYkcnHQr4brBvBhhAKAkH9hIWFUVjYcGKGgwcPEhsb2+JzBFShtNbi3UJrEl/u7c/0j65j42Fnn9Ee7U7z9hUfc21sOqWZ7qvy92N2H+Em4ed46/uJNpdze+8thrackiiWZg1odN9u9lJmFh4ytG0Oiebb8I6t6pO/C1h/75/AvUSm5hteAv/D1yLOnYhns8BdDBs2jB9++IHyctdZMk+fPs3333/PGWec0eJztAkLQl28aVE4WhTNbV9ezvWDt3L3mPWEmGqq0JoVjbvG/M7E5Czm/TKN3HbuEy++tCq09CYoBmfu5c+9thBrMd48nt0zCpumNLyjrvOv/P1Yak1fOoCnYnuCCEwWBDF14xcE/oEIYhYIjPzlL3/h8ssv56qrruLll182rDtw4AC33HILBQUF/OUvf2nxOdqkQKjCW0JBR+Ld7cNYm5PE42ctp3/8ScP6QQnHWXrVh/xv/Vi+tXZze3XM1sYqeGvWo+55glEweOuz7B9ziou67je0/XosiQ25jWdAmVp6ijPL8g1tH0Z24YCldf7PgfJ9imDl1hEsn19DA1IhHrxLMIkDEawscAeXXnopc+bM4cknnyQpKYmIiIrnc8eOHcnNzUXXdebNm8fUqVNbfI42LRCq8FbGo4y89tz46VXMHrGRW4ZvNFS0DTM7mDNhFZNzuvHor1MpSVAbOFLLqC0UAuEBHmyCwVufuYzGP/r/bkjHaHWYeGHviEb3Ddcc/D3fGJh8QrHwakxSi/sT6N+boOlUfdeuvvNAuOc0laYOWIWQaB3BJAwEAnezcOFCpkyZwgsvvMDvv/9OWVkZmqZx3nnn8Ze//IVzzz23VccXAqESb1kTHJrCS3+MYfXB7jx+1nKSY/MN68/olsOya5by5OpJrFI74omUdoH6oHbVbzH4dOaypHR6R+cZ2pYcGMSJssYtALMKs0lQbYa2Z2NTscotu1UE6vcTKCLan2jsu65vfTB/zi0d4LZ1YSGEgUDQMNnZ2VgsFs4++2zOPvtsj5xDCIQ6eEso7DyRyHXLruEvY9Zx3eDtxj6E2Fgw7SeWH+jBglWTcXR2HYQiCBwrg7cGQXGWUmb13GpoyyyOYdnBvo3u28NWwnVFRwxtv4fE8lNYB3d2URCEtOZ3F+zWhpbQVi0UQhgIBE0jJSWFm266iTfeeMNj5xACoR68IRTKHGae+m0iK7NSeHTqzyRGGusiTOtxgKGdjvL4iilsVuI81o9gwh+tDN4c7NzZezNRZruh7Zndo3HojQcm35e/H1OtwGQbEk/F9WhVYHIg+9sKK4LvqH3NiO+gfvwtbWtzaKtiIFDvhwL/ol27drRr186j5xACoRG8IRR+P9yNqz+8jvvHr+KiPsabR4dwK/+74Bs+29Oflw8PxKq2vm5CWyNQrAytZWjccc7rkmlo++FIClvzEhrd93zrCYaXG3MqvxPdlWxzuFv7KAg+PP17EmKh6fibYGirIkAg8DQTJkxg/fr1Hj2HEAhNxNOBzMW2EOb9cjYrslKYO3EFcWHGAlWX99vN6C45PPzLNPaFBX81TU/iTSuDtwY0iqTx9/4bDG3FdjMv7h3e6L6RmoO/5huFxWElhMVR3dzax0Ck6roQA1PXeFtsi++jeXhaMAgB0DyCdXJK4H3+/e9/c8YZZ/DYY48xd+5cTCb3D+eFQGgG3rAm/JzRk61HOzFv8q9MSs4yrOsSXcRrl37Gu9uG8tbJfo3nsxc0meZYGfxxcDK9+x5SIgsMba/tH8ppW1ij+95RkEV7zeiW9HRcD8plcX1VIdyNnPHlYEcIhZbRVMEgBv4CgX+zaNEiBg4cyPz583n11VcZMmQICQkJSHVcgiVJanGcQrMEQnGKTsyRxrcLdjxtTcgtjeDe7y7ksr57+Oe41URYagZvsgQzh25l7P9v777Do6oSNoC/985k0isloSUhQBAQBJROCEWwrYLSRKQJrLr6uXZX6QgorK7suioraiKgYBc7qHRQRAGlSAkhhJYA6XWSmXu/P8JM5maSzGR6eX/PMw+Zc+/cczIJcN4559yTn415P96IcxGccuQM3tTxaBFYhukdDinKThRH4/PsThZfe01VCcaWXlSUbQ+Kwc7gZg5toy9gSKjlKZ+EcvqRfRgEXMdT/s6Qb0hPTzd+ffHiRVy8eLHe81wWEKiW8/dOEPD5sa745XxbLB7+A65vrUxmHWPyseauj/Hmr32QduB6BLcvbuA65Ov+75rfEKLWKcpePtoXEsRGXyfIMp4pOAXTcYJKQcTL0R0c2j5vXqhcF0OC53Z0OKpARP7i9OnTlk+yEwOCHVyxwdqFkgjM3ngn7r3uIB7u9xM0Ksl4LEAl4aF+ezEkMQtzf7wR2UXR/ETIz/RtdgHD4rIVZV+c7YijRS0svnZMWQ6urSpRlL0d0Q4X1UEObaOv8eeQ4KnhwBRHFcjTeMPfG/IuCQkJTq+j8Y8YySPIELD2916Y9NFE/HnZvOPXPTYXG8Z/gAnd/kBZZqTb71xBrqER9Xi0yz5FWWFVIP53spfF10bpq/BQUZai7Iw6GO+Ft3VkE32WP/6H743f86j4417ZbiIid+MIgp1cMYpgkFnQDFM/HYe/Xr8P9/X+DSqxtt7gAB2eHbIDQ9ufxsKtI3DpakjgiILvmpR4BO1ClSMA/zvRE8XVgRZf+3BRFiIl5bSkFdEdUC3wMwNr+dNIgrd3sjmqQO7i7X93yDOtWbPG6nOnTp1qUx0MCA7gypCgk1R4fV9/7MxOxPPDv0dClPLONQPancVHE9fjhZ1D8N3JZONoAoOCb2kVXIIpSUcUZYcLm+Pr8x0tvraHtgijy3IVZZuDm+OXIOdtxudL6xBM+UNI8LWfG8MCuYqv/d0hzzF9+nSzOxbVJcsyBEFgQHA3V4YEADiUG4e7P7obf++/B3d3V97BJiJQixdu/B7DEk9j2Y5UFGmDGRR8ioxHr/kVgSq9sUQvC3j5aF/IaPwfDNXVhcmmSgUVXolOckpL/YE/hARfVbcDx58jEXmDtLS0esuLioqwf/9+vP/++7jjjjtw++2321wHA4IDuTokVOoCsHxXKrZntcfCYT8iNqxMcXxUxwz0anUBi7cNx67sRABgUPABg1ucw8CW5xVln2YnI6PE8rbr40svILla+XvyZmQCrqgsT0uihvlqSPC3T0A5ukCO4m9/d8i1pk2b1ujx+++/HyNGjMCDDz5ocx2ccOxghs3UXOnnc/EY/8EkfHMi2exYi9ByvHrbV5gzZCuC1VXG8tLMKC5m9kJBKh3+3uVXRVmeNghvZ1xn8bXN9FW4v+iMouxkQAg+DGvt0Db6K1/rEPja99NUhgXOXOhMTcXfF3K3AQMG4Pbbb8f8+fNtvgYDghO4IySUVAVhzo+j8PTmm1BYaf5p8LhuR/DBhA3oGafcT4FBwbtMTTqEuGDlCMBrx69Hmc7yhnmPFmYiTNYrypZHd4TewjxGsp6vdAx85ftwJGcGBr7fvoM/S/IUCQkJ+P33321+PacY+ZjvT3XCgYutMX/oFqQkKD8tbhdZjLfHfIp3D/TGG/v6oVqq3SLL3qlH1oQMTmuyT3xoEe5O/FNRtj8/Ft9fTLT42j6VBbi5/LKi7MuQWPweGOnIJjbKVxcq1+XtG3b5w8/IEZwdErz194eI3E+WZezYsQPBwcE2X4MBwUlcvR7B1JXyUDzyzV9wV5cjeGLQboQEVBuPiQIwo/d+DEo4g3k/jsSJvOaK19YXFBw1wsAQYQ8Zj3fZhwCxdqM8nSTglaN9AAsLk9WyhKfrLEwuFtR4NSrRCe1smL91PL1xXYK//Yw8GQODd+HfHXKlHTt21Fuu0+lw/vx5rFmzBvv27cOUKVNsroMBwYncGRIAAZ/+eS1+Od8Oi4f/gF6tLiqOJjfLw7qxH+KNff3w7sFekGTlbDN3TTuyVK+/BogRcVm4vlmOomxDVldklUVZfO29JeeRqKtQlL0WlYgCleVpSWQfbxpNYAfHs3EBtWfi3xtyh6FDhzZ6m1NZljFgwAD861//srkOBgQnc29IAM4VR2LWxjsx9boD+FvfvQhQ1X4CHaCS8Ej/nzAk4TTmbRmJc8Wum25iq/oChK+HhlB1Ff7vmt8UZbkVIXg3s7vF18bpKjGzOFtRdjQgDJ+Hxjm0jZb4+3+i3hQUyPNxdMG9/P3fM3K/+fPn1xsQRFFEdHQ0brjhBvTv39+uOhgQXMDdIUGSRaQfvB67sxOwZMT3SG6epzjes1UOPpiwAS/vHoRP/+wGS1NWPI2vh4b7Ov6BZoGVirJ/H7sBlXrLf32fKMxEkFwbCiUAL8Z0hOTChcn8z7SWpwYF/oy8GwMDkX9ZuHCh0+vgXYxcxB13NqrrZH5z3PvJBKTt7w2pTl4JCajGvKHb8OqtX6F5SFn9F/AihrszmT68UYfwAoyt85//T5dbY+eldhZfO7giD0MrlGHw09BW+FMT7tA2NoYdz/p50u0zPaEN5Fie9Pvla/iekidYs2YN/vjjj0bPOXz4MNasWWNzHQwILuQJIaFaUuE/ewdi5ud34WxRhNnxwQln8NHE9zGyw0k3tM656gsNnhwcBMh4ossvUAm1aU6rF7HyT8sLkwMlPZ4syFSU5YsBeD0qwRlNrRf/I7WOOztz/Bn5PgYFIt8zffp0fP75542e8/XXX2PGjBk218EpRi7m7ulGBgdzWmPih3fj8YG7Ma7bEcWxqCAtVozahG9PZuKFHakoqQpyUytdo7GQ4M6pSre0OYXu0cpbk647fS0uVFgeAZhechZt9MppSf+Jao8SMcChbWwIOyS2ceVCVP6M/IunTm/zJvw7Q95Er9dDFG0fB2hSQAg7LQDme3CRl6rQabB0xzBsz2qP+UO3oEVoueL4LZ1OonerC1i4dQR+Phfvpla6l7vuqhQRoMWDyQcUZefKw/D+6W4WXxtfXY6pxecUZfsDI/B1SEuHtrEh/E/UMeyZV86fATWEd0OyDf9Okbc5cOAAYmJibH49RxDcwFNGEQx2ZSdi/AeT8NyQ7RjVMUNxLDasDG/c/gU+ONwdnx7thtIqDcqrA1BWpVFstOav7N1griF/7XQAURqtomzln31QZek9l2U8VXAKGtT+fukArIjqCHDHZK/GDgo5GkcViLzH8OHDFc/T09Oxbds2s/P0ej3OnTuHrKwsTJgwweb6GBDcxNNCQpE2GM98fxO2ZrXHsyk7EBGo7JxOvPYQJl57SFFWpRdRZhIYyqprvq4JERqUVQWg7OqfNc81KKsOQHmVBqXVGpQbj2ug1avgbXdPMmU60mBvWOgaeQW3t1UGtW257bD3ShuLrx1RcQX9tcr6N4S3wSlNqF1tshY7sUTeh0Ghcfx3jTyBaRgQBAFZWVnIysoyO08URcTExGD8+PFYuXKlzfUxIJAJAd+d7Iz9F9pg4bAfMaDd2UbP1qgkaIIrER1c2eh51tBJQp0QYRI0TAJI3UBSEz5qg0ZZVQAqdAFwZ9iwZ1RBhITHu/wC0aT55To1Xj12g8XXhkg6PF6oXJicq9JgdYR/Tg8joqbh9CNzDAfkKSSp9pbloihi4cKFmD9/vtPqY0BwI08bRTC4VBaGv311B8Z3O4zHBuxGcIDO6XWqRRkRgVqzkQtbSDJqg0SdUFE7wmF+zBhOTEY/yqsDzHaZtpYtQWF0u5PoHJmvKHv3VHdcqrQ8AjC7OBst9VWKsleiklAuuuavOf8jJfIdHFUg8lxbt25FYmKiU+tgQHAzTw0JgICPjnTH3nNt8X/9fka/tmcRqqlSfLLtqUQBCA+sQnhgFQD793SoqFY3HCpMp1CZBI3acwNQdrl2OlVQYkmD9URrKjC700FF2enSSHx45hqLbexQVYa7S84ryn4KisKPwc1t+p6JiAD7g0JDHxx4Q/Dghx7kqVJTU51eBwMCNSq7KBpPbb4FQM19+YPU1QjVVCMkoAphmiqEBNQ8Dw2oQqjhuenXmqqrzw2vqfkzJKAaASrJQu2eIThA57BRFK1OhQpJjXJdAMp0ASjX13xdrgvAiFZnzM7/19E+0MmWFyY/XZih+MtcBQH/5MJkInIQR3eWPX2EguGAvMG5c+ewdetWXLhwAVqt+QwMQRAwb948m67NgOABPHcUQUmGgAqdBhU6DQB7F73KCFTpEaKpQqhJkAgJqL4aPGpChWl56NVzQzRVCAuoQohJMNF4SdgIVOsRCL3ZHYrqs/lCIg4WxFk877byS+itLVaUrY1oi7MBwTa3s6n4nykR2YLrHohs89RTT+Hf//439Hq9sUyWZQhXPxg0fM2A4OW8JSQ4jgCtXg1thRoFFfZfTS3qjSMVoVfDgzFoNBAqasNI7WtCA6pcsubCkpLqALx2/HqL54VL1Xik8LSi7LwqCGnh7ZzVNCIip/CUsMAPPMjTrV69Gi+//DJGjhyJBx54AGPHjsX06dNx0003YceOHXjrrbcwevRoPPTQQzbXwYBAPkEnqVCkDUaR1v5PzVWChGCTqVJmU6rqBJH6plcZQ4mm2qY2vH68N/KrLH8vfys8gxhJWceK6A7Qiq7bo4L/mRKRo7lrChL/PSNv8OabbyIxMRHffvutcbfkxMRETJw4ERMnTsSECRMwcuRI7oPgK/xvFMEz6WURpVWBKK0KtHuNswDZJGxU106duhokolsVIUStQ6iqGiHqaqgEGb/mxWHHJcu3Ju2qLcFdZRcVZVuDm2FPsO07JzYF/yMlImfz9LUKRO5w7NgxTJkyxRgOAECnq539kJqaittuuw0vvfQSxo0bZ1MdDAgehiHBt8io2d+hvFqDy+Xmx8N0hTZdV5RlPFOQAdMbsFYIIv4VlWTT9azFUEBE7uCs6Uf8N428VVRUlPHr0NBQ5OXlKY537twZP/zwg83XZ0AgcqPSzCibNlS7s+wiulaXKsrejohHjjrIQS1T4n+iROQpbBlV4L9h5EvatGmDc+fOGZ936NABe/fuVZxz+PBhhIbafkMZBgQPxFEE/9LUkBCtr8LfCpW3RD2tDsZ74W0c3DL+p0pEnquhUQX+u0W+btCgQdi5c6fx+ejRo7FkyRI88MADuP3227Fr1y58++23GDt2rM11MCB4KIYEasgjhacRISvvtLQ8uiN0gm07PjeE/8kSkbfgv1fkT6ZMmYILFy7gzJkzSEhIwFNPPYWvvvoKb775JlavXg1ZlpGYmIh//vOfNtfBgEDkAawdRehVWYS/lF9SlH0X0gK/BUU5rC38j5aIiMhzDR06FEOHDjU+DwsLw88//4yNGzfi1KlTSEhIwO23384pRr6Kowj+xVJIUMkSninIUL5GUGGlAxcmMxwQERF5th07diAiIgI9e/Y0lgUEBNh8x6L6OHZOAhE5zd0lF9BBp7wV0qrIBOSpNHZfe1T8cYYDIiIiLzBs2DCsXr3aqXUwIHi48EzB3U0gFyrNjKq3vKVOi78WKxcmHw8Ixcdhre2uk8GAiIjIe7Rs2RIajf0fDjaGU4yInKQ5KvGweBzthHKUQ40yqFEmX/0TKpQi4Opz1dWymueyrhLlogrlghp6oSYgPlaYiRBZUlz/xeiOxuO2YjggIiLyLjfddBO2b98OWZYh2NkPaEiTAkJpexmRF5zSDmoE1yJ4nwBIeFv9M5KFkqa/2GRz5EpBRJmgQjOpWnHK56FxOBwYYXP7GAyIiIi807JlyzBgwAD89a9/xfLlyxETE+PwOpo8glCSJHPaC5EF08RTtoWDOoJkCUF1Rg4KRTX+G5lo8zUZDoiIiLzXvffei6ioKLzzzjtYt24d2rdvj9jYWLPRBEEQ8OOPP9pUh01TjBgSXI+jCN6jNcrxoHjSadf/b2R7FKkCnHZ9IiIi8lzbtm0zfq3VanHs2DEcO3bM7Dx7ph/ZvAaBIYGofs+qjiBE0CvKfpRikSWHIRQ6hAo6hEKHMJOvDY+6r6tra3AzfBEa68zmExERkQeTJMnySXbiImUv4g2jCIbQ6OntdJZUIRc3ijmKsg36BCySelj1ehEyQlAbIJq3KUCorEeopEeeKgBHNBGQnbQgiYiIiAiwMyBwFIFMmf4u+GNQCIQec1SHFWV5sgavSNdYfQ0JAkoRgFIEIBdAbmDjIwpERETkv0pLS3HixAmUlZUhJSXFYde1ex8Ef+oAegJvC2ThmYLx4ev+Kp5EO0G5kdk/9V1RDNvvVdzQvgj22Jzd2eHXJCIiItfJysrC6NGjER0djT59+mDYsGHGY7t370bXrl0VaxWayiEbpTEkkDUBwJfDQgJKMUs8pSj7VYrBRrmtm1pEREREvig7Oxv9+/fHN998g9GjR2PAgAGQ5dq+eL9+/XDlyhWsX7/e5jq4k7IX8rQOti3t8a2wIGOu6jA0Qu2iIZ0sYLG+OwBf+P6IiIjIUyxYsAAFBQXYvn07Pv74Y4wcOVJxXK1WIyUlBbt377a5DocFBI4ikK28PSjcJFzEYPGyomyN1B4nYftGZs7GaUZERETeadOmTbjzzjsxcODABs+Jj4/H+fPnba7DoSMIDAmu4ykdake2wxtHFUKgw7OqI4qyHDkIr0nsgBMREZHj5efnIzEx0eJ5Wq3W5jocPsWIIcF/OLMj7y1h4SHxOGKFSkXZC/puKHfgHYSdsVCZiIiIvFNsbCwyMjIaPefw4cOIj4+3uQ6nrEFgSHANT+88O4qnBoVOKMZU8bSibKfUApvlVm5qUdNwmhEREZH3GTlyJL788kscPny43uM7d+7Ejz/+iFtvvdXmOpy2SJkhwbe5o8PuWSFBxnzVIaiF2t/zKlnEUv214MJkIiIicpa5c+ciODgYgwcPxrJly4yjCd9++y3mzZuHm2++Gc2bN8dTTz1lcx1O3UmZG6mRo3nKbtKjhXO4QcxXlK2WOuIMwtzUIiIiIvIHiYmJ2LRpE+6++27MnTsXgiBAlmX85S9/gSzLiI+Px8cff4xWrWyf0eDUgAAwJDiLOzvJ7v55ujskRKIKT6mOKsqy5RCsljq6qUVERETkT/r164eTJ0/iyy+/xN69e5Gfn4+IiAj069cPo0ePhkZj+yatgIv2QfCET3x9RUmS7Pb30931A+4NKY+Kx9BMqFKULdVfCy1UbmqR7bgOgYiI/N358+excuVKjBo1CvHx8dBoNIiLi8PYsWOxd+9ei68/ffo0wsLCIAgCHnjggQbPe//999G3b1+EhoYiOjoat956K3799Veb261Wq3HnnXfixRdfxJtvvomXXnoJ48ePtzscAC7cKM0TOpXeyhAKPOk99MQ2ucK1QiEmiGcUZd9Lcdghxzq1Xt7JiIiIyDleffVVPPbYY8jMzMTIkSPxxBNPYPDgwdi4cSMGDhyIDz/8sMHXyrKMGTNmWKxj2bJlmDx5MnJzc/HAAw9gwoQJ2L17NwYNGoRt27bZ1f6ysjJcvHgRZWVldl3HlNOnGJnidCPreVPHu25bffVnLELGAvEPiCbfXrmswgv6bu5rFBEREdmlb9++2LFjB1JSUhTlO3fuxIgRI/Dggw9i9OjRCAwMNHvtq6++it27d2PFihV4/PHH673+yZMnsWDBAiQnJ+OXX35BZGQkAOCRRx5B3759MWvWLBw7dgxqtfXdcq1Wi5deegnvvvsuTp06ZSzv0KEDpk+fjieeeKLe9lrLZSMI5D+cObrgzpGLieIZXCsWKcrekJJxESEub4sjcZoRERH5s7vuusssHABASkoKhg0bhvz8fBw6dMjseEZGBp599lk8/fTT6NWrV4PXT0tLg06nw5w5c4zhAAC6deuGqVOn4tSpU9iyZYvV7S0sLMSAAQMwf/58nDlzBp07d8aQIUPQuXNnnDlzBvPmzcPAgQNRWFho9TXrcnlA8KZPxt3Fl94j0w69Ix7u0gxaPCr+qSjLkMPwrpTkphYRERGRswUEBACA2af7kiRhxowZSEhIwPz58xu9hmEK0ahRo8yO3XTTTQCA7du3W92m5557DgcPHsT06dORlZWFo0ePYuvWrTh69CiysrIwbdo0HDhwAHPmzLH6mnW5ZQTBlzrAjsb3xjM9qTqKCEGnKFus745qDsIRERH5pOzsbPzwww+Ii4tD9+7dFcdWrlyJPXv24O2337Y4lefkyZMICwtDXFyc2bFOnToZz7HWZ599hoEDB+Ltt982u5Vpq1at8M4776B///749NNPrb5mXW7r3bAjTN6ij3AFY8RzirIvpDbYJzd3WRvCkgpdVhcREZEvKC4uVjy0Wq3Vr62ursaUKVOg1WqxYsUKqFS1dyo8ceIE5s6di7///e8YMGCAxWsVFRUpphaZioiIMJ5jreLiYqSmpjZ6ztChQ1FcXGz1Nety6SLlurhoWYmhyfOoIWG+SjnvsERW45/6rm5qERERkfcobS9DDHJt/0aqrKmvXbt2ivIFCxZg4cKFll8vSbjvvvuwY8cOzJ49G1OmTFEcmz59Olq3bo0lS5Y4tN3W6tatG86ePdvoOWfPnkW3brbfRMWtAQFgSDBgOPBMU8VMdBRKFWUrpWtwBUEuawNHD4iIiJru7Nmzxk/oAVh1Vx9ZljF79mysW7cO9957L1atWqU4/p///Ac///wztmzZgpAQ625SEhkZ2eAIgeFT/oZGGOrz7LPP4p577sF9992HoUOHmh3fsmULPvroI3zwwQdWX7MutwcEgCHBVRzR0fSn+/HHoQJ/E08oyo7KEdggJbqsDa4IB6Pijzu9DiIiIleLiIhQBARLJEnCrFmzkJaWhkmTJiE9PR2iqJyNf/DgQciyjGHDhtV7jf/973/43//+h9GjR+Pzzz8HULPO4KeffkJOTo7ZOgTD2gPDWgRrlJSU4MYbb8SIESMwatQoDB48GC1btsSlS5ewc+dOfP/997jttttQVFSENWvWKF47depUq+poUkAITSxCRY5zPjn155Bg7eiBABkybHuPHNXRNFzHH4LCP1RHECrojc8lGVik7wHJxp8BEREReSbTcDBx4kSsXbtWse7AIDU1td79Ci5evIhvvvkG11xzDQYNGqS47Wlqaip++uknbN682ayDvmnTJuM51po+fToEQYAsy9i0aZPxGqa++uorfP3118bnsixDEATnBASgpoPorM6hP4YEa8JBZxThJfV+dBRKUSmLKIUaZYaHXPt1qcnXpsf0cVqUaVUoE9QoF1UoE1QoF1WoFmxfo+7rQSFFyMVN4kVF2YdSAv6Qo13WBk4tIiIicj5JkjBz5kykp6dj/PjxWLduXb3hAABmzJhR787J27ZtwzfffIPU1FSzaUkzZszASy+9hKVLl2L06NHG6URHjhzBmjVr0KFDBwwfPtzq9qalpTXhu7ONR0wxooYFQ4fX1PvQRqgAAAQJEoJQheaoqjnBmjx1pf7iKgjGwFAmqlF+NTjUPFeh3KS89nlteZmgQnlCFcoEFbSCiNLTrus8O1Mg9JirOqwoy5c1WCld47I2MBwQERG5xuLFi5Geno6wsDAkJyfXu/h4zJgx6Nmzp03XT05OxsKFCzF37lz06NED48aNQ1lZGdavX4/q6mqsXr26SbsoT5s2zaZ2NIVNAYGjCI5hzejB/eJJYzhwNA1kaCQdoqAD9Nbf+qs+OgDlmpoRihKd5urohapmZAMBJs8Dro5uqGrKocYlORCnEQbr0o7zzRIzEC+UK8pe0ndBETQuqZ/hgIiIyHWysrIAAKWlpVi6dGm95yQmJtocEABgzpw5SExMxMqVK/HGG29Ao9Fg4MCBWLx4Mfr06WPzdZ3F5hEEhgT7WBMO2qMEM8RTLmiN/dQAImQdIvQ6xAnaJvf1D0uRmKPviROwfjGRM8SjDLPFDEXZb1I0PpfbNfAKx3FHMOACZSIi8nfp6elIT0+36xpDhw6FLDfet5s8eTImT55sVz2mJEnCuXPncP78eVRXV9d7zpAhQ2y6NqcYuYF1i5JlzFMdhkZQnvsPXU/kIghh0CEUOoQKV/+EDlGRZQiV9AiV9Qgx/qlDqKxHqKRHiKz32H1/rxWL8JGwE/+ROiNN6uCmhcAy5qoOIVCQjCU6WcBifQ+bF4dbi6MGREREZA1ZlvHiiy/ilVdeQV5eXqPn6vX6Ro83xK6AwFGEprP2jkW3ChcwQFQuHlit74iNdT/JlpvQuZRlBMnS1cCgQ8jV4FAbKHTGYGEIFLXPdXWe66GGY/du0AgSnlT9iaFCLp7V98Q5hDr0+paMFC4iRbysKFsrtXfqqAaDARERETXFs88+ixUrVqBly5aYMWMGWrVq1aQ1DNbgCIILWRsOwlCNf6iOKMouyEF4Q6q9R65NHUtBQKWgQiVUyFPZOZ9elhEoSzWhwSRQ1PypqwkeJmWG0YwQWY+gcsE48hGFKkQIOsWlbxDz8bmwHS/qu+FjOR6uWJsQAh2eq/Oe58pB+K/U2Sn1MRgQERGRLdLT09G5c2fs27cPYWFhTqnD7oDAUQTH+z/xOFoIykXDL+ivRcXVH5dHdC4FAVpBBS1UKLDxEqWZUQiAHv8nnsBMMQOiyY86VNDjefUfGC7lYr6+h9N3Ln5IPI44oVJRtlzfFeVOyNAe8fMD1x8QERF5o9LSUtx7771OCwcAPHZKus+xdvTgGhRhsnhaUbZDaokf5Jqd9zylc+kIYUmFCEwqwZuJrTBFPxBnZfMty4eJufhCvQ0jhYv1XMExOqEYU+u857ul5vhWbu3QesKSCn3q50dERESu17NnT1y4cMGpdTgkIDiz02Ntx9oXCJAxX3UIKpNP0rWyiCX6awEIPt25PNFehXvbXocPpXizY9FCNf6j/hUvqg4gDPWv0rddzXuuNlkMXiWLWKLvDkdObfLlnx0RERG5zty5c7Fx40bs37/faXVwDYILWBty7hTOopeonLDzptQJZxHqlA6mo6eYbM62b75+uajGPxMS8FNFGObmn0QzSRkGRovn0Ee4guf0vbBXbm5XXcZrCudwg5ivKHtL6oAsOG7YjuGAiIiIHOXmm2/Gu+++i1tuuQV33HEHrrvuOkRE1H9DlalTp9pUh8MCAtci2CcKVXhSdVRRdkYOwVtSB4d1MJ0959z0+vaEhV3BzXB3XDieLcjA8Arl7btaC5VIV/+ENfr2+JfUBVrUvxW6NSJRhafqvOdn5RC8abIY3F4MB0RERORIWq0WGzduxJUrV/D2228DAARB2U+WZRmCILg/IADODQm+7lHxT0QLyk/Ml+i7Q5NUYvM13bkI1VC3rUGhUKXBM8264JbyS3i64BTCZOV9fKeqTmOgeBnP6HrhKKJsquNR8RiaCVWKsiX6a+0KHaY8ORxwgTIREZF3evzxx/Hee++hR48eGDdunH/f5tRbRxGsmV7UQyjAeDFbUfZjcDMcbN60W5F6YqfPrqAgCPg2NBb7AyOxIP8E+miLFIc7CqX4IGAX3tAn439SRzRlG7juQgEmiGcUZd9Lcdghxza9nfXw5HBARERE3uujjz7C9ddfj59++snhwcDA4Xcx4oLlphEhY4HqD8UtPssFEa9EdbD6GqPij3tkODBlaKMt7cxVB+GhFt3xclQSKgXlr6waMv5PdRwbQnegWzvrVvTXvOeHlO+5rMIL+m5Nblt9PD0cePrvChERETWssrISw4YNc1o4AHibU6eyJtDcLWahq1CsKFsdkYBcdaBVdXhjZ8+WoCALAjaEt8GU2F44GmC+gPjaqhKsyz2AGS2OIrx9QaOd9IniGXQTlKMRr0vJuAjz26w2FcMBEREROdP111+PjIwMp9bh0IBQmhnl9DUIvjSK0ByV+Lt4TFF2Sh2C9eHW3X/f2zt7tgSFrIAQ3Bd7HVZHxENX51iQLOHpwlP4z+XDaKnTGvcdMO20N4MWj4p/Kl6XIYdhjZRk43dRy5PDgTeMMhEREZFly5Ytw3fffYevvvrKaXU4ZGyCC5PNWRNknlIdRYSg7OYuj+4IvWA5t/lSZ6+pdz/SCyLejEzArqAYLM4/jgRdheJ4f20h1ufsx4roDtgU0gIQaveQeOrMabP3fLG+O6rtzMqeHg6IiIjIN3z//fcYOnQoRo8ejWHDhqFnz5713uZUEATMmzfPpjrsCgjuCgaGzrc3Llo26CNcwR3ieUXZ1yEtcSAo0uJrfbnD15RFzUcDwzE5thf+r+g0JpYqd1qOkHVYkn8cqRV5WB7dEUWqAPSuLMRo8ZzivC+kNthn554KDAdERETkKgsXLjR+vWXLFmzZsqXe81waEDxptMD0U3pPCguWRg8CIGG+6pDyNYIK/4lqb/Ha/tLhszYoaEUVXoruiB3BzTA//wRi9crblo6suIKe2mK8GNMRDxVmKY6VCCq83rYtwlS+eXtef/ldISIi8idbt251eh1NCghlWZEQg5zVFPt406jCVDETHYVSRdkbkYnIVzV+W1N/7PBZO/3ol6BoTIrrjacLTuHm8suKYy2kKrx85ajZa96ITETe1ffcdBSgKWHBU0cP/PF3hYiIyB+kpqY6vQ6v2QfBWu4MCtasO2iFcvxNPKEoOxoQhk/CWjX6uqZ0+KZE77H6XGusLRjo0OvZytKoQokYgHnNrsH24GZ4piADUVLdZcy1/mzkPbc2LDAcEBERkS/yuYBg4OrpR9beXelZ1RGECLW7AkuoWZgsCY5po6PDgaVruiM8WAoKP4S0wMHACMzNP4lBlQVmxyUAL1r5njcUFhgOiIiIyF10Oh1effVVrF+/HseOHUN5eTl0upoPRg8ePIg333wTjz76KJKTk226vs8GBFPOGlVo6i1Xhwi5GCnmKMo+DY3D0cDwRl/nyZ0+Q3hwZ1AAzMPCFVUgHm3eDXeW5eCxwkwEy5LxmDXveX08NRQYePLvCRERETlGRUUFRo0ahT179qB58+aIiIhAWVmZ8Xj79u2RlpaGmJgYLFmyxKY6/GqjtJIk2eZ9FAyvNX00RSD0mKM6rCjLFwPwelSiTe3xFGsLBnrEFKR67/MvCPgsrBXuie2NnUExKBdE/BjcDP+Osn/PA0/DcEBEROQfli1bht27d+OFF15ATk4OZs2apTgeGRmJ1NRUbNq0yeY6/GIEoS5L04+csRnbbDED8UK5ouzVqPYoEQMafZ071x5Y4gnBoK76ph+dCwjG4y26AbIMOGgqlydhOCAiIvIfH3zwAYYOHYqnn34aQM3tTOtKSkrCgQMHbK7DLwOCKVfszJyAUsxSnVSUHdBE4OuQlk6v2xk8MRjUNSr+uPkaBYYDIiIi8nLZ2dm48847Gz0nIiICRUVFNtfhV1OM3EPGgvCDCERtENGhZmGybKHD6omdP28IBwae+P45kq9/f0RERGQuPDwcly9fbvScU6dOoUWLFjbX4fcjCM52R1wGBuQp76TzQVgbnNKENvq6pnb+nD29yJuCgamm7MzsTRgOiIiI/FP//v3x5ZdfoqioCJGRkWbHz507h2+++QZjxoyxuQ6OIDhRy8QreLwwU1F2SaXBm5Hxjb7O0zp/3hoOTHnae2oPX/peiIiIyLIdO3YgOzsbAPDUU08hPz8fN954I/bs2WO8vWl5eTl+/PFHjBo1CtXV1Xj88cdtrq9JIwhhpwWoAi3P43bFvH5PF5ZUiFmF2YjVVynK/xWVhHKx4bednT/n8fbRBP5uEBER+adhw4ZhwYIFmD9/PoYMGYLXXnsNjzzyCFJSUoznhIfX3MJdpVLh9ddfx/XXX29zfU6ZYmTNfgOeGiIGCZcwULgMCQLKoEYZ1CiV1cavy6BG2dXnpVef600GYgz3yu9QVYZJJecV1/4pKAo/BjdvsG5bO4DOnF7kC6MHddW7gNnDMRwQERH5L1lW9psfeOABpKamYtWqVdi7dy/y8/MRERGBfv364W9/+xu6detmV31uW4NgKUS4I0DcJpzDS+qm3xKqUhZRplKhXFShPEeFMlGFWJ1W8eZWQcA/ozrWeycddv5cr7FN1jwNfz+IiIiori5duuDf//63U67tsYuUXR0golBltpGZtYIECUGShGZSdYPnrIloi7MBwWblntz588XRg/p4cljw5N8PIiIi8k0eGxBc7VHxT0QLDXfw7XFeFYT08HZm5Y7o/Ll6czRf50lhgeGAiIiIDAoLC40Lla0VH9/4jXEa4rUBITxTcNgownVCAcaL5m/4j1IsQqFDKHQIE3TGr0MFvdXXroaAZTEdoRVVxjJv6Pj5y+hBY+r+nFwZGLzhd4SIiIhc59///neTphQJgmC8w1FTeW1AcBQRMuar/oBoMqOpTFbhL7phyIH5lKCwpEIIsowQWY8QSY/Qq3+GyTqESHqEyHqEXi0HZPwcFI1jmnDj69nx817OHl3g7wYRERE1JD4+HomJiS6py+8Dwt1iFroKxYqy16TOZuHAcHciAJAFAWWCGmWiGo3vY6fk6A6gs6YXcfTAsqaGBXb+iYiIyB4zZszA/PnzXVKXXweE5qjEo+IxRdlJORxrpfbG56bBwB7sIPou/myJiIjIl3j1TsrW7LfQmKdURxEuKOdmLdJ3h87Bb4s3dSA5ekBERETk3/x2BKGvcAV3iMqNzD6X2uI3uZnxub2jB84MBrx7ERERERE5g1ePINgqABLmqw4pyorkALyk72p87snhwFk4ekBERETkeVJTU122QBnw0xGEaWImOgilirKV0jXIQ6Dd1/bGYEBEREREnmvr1q0urc/vAkJrlONB8YSi7JAUiQ+lBONzW0YPXBUMeOciIiIiInImrw8ITd0w7VnVEYSYbHQmycAiqQck1Cx4bmo4cOWIAdcdEBEREZGzeX1AaIpUIRc3ijmKsg+kBByRowA0LRy4eioRwwERERERuYLfBIRA6DFHdVhRlidrsFK6pknX8cVgwOlFRERERGTgN3cx+qt4Eu2EckXZP/VdUQwNAOtGD3wxHBARERERmfKJEQRL6xASUYpZ4ilF2a9SDDbKbQE4brdkR3FlMODoAREREZH3k2UZGRkZCA4ORtu2be26lh+MIMiYpzoEjSAZS3SygMX67gCs34nZ2+9SVB+GAyIiIiLvsnHjRtx3330oKCgwlmVlZaF79+645pprkJCQgMmTJ0OSpEau0jifDwg3CPkYKF5RlK2R2uMkIgB41tQihgMiIiIiasyqVauwb98+REdHG8seffRRHD16FMOGDUOPHj2wYcMGpKWl2VyHzwSE8Mz6RwMSUGZW9p7UHoDnTC2aEr2H6w2IiIiIyKIjR46gb9++xudFRUX45ptvMHHiRPzwww/45Zdf0KVLF7z99ts21+EzAaEhP8nNoZOV4WGcmA0AKM2Msvh6Z44euCsYcPSAiIiIyDtdvnwZrVq1Mj7ftWsXdDodJk2aBAAICAjAyJEjkZGRYXMdPrFI2aC+xcoXEIKv5DYYI5wzlk0WT+MdqQNKEWDxmpuzOzskJHjKCAHDAREREZH3ioiIQF5envH5tm3bIIoiUlJSjGUBAQEoKzOfRWMtnx9BAIDV+o6QTHJDhKDDJDHLbe1xF4YDIiIiIu92zTXX4Msvv0R+fj6KioqwYcMG9O7dW7Em4cyZM4iNjbW5Dr8ICJkIx/dyK0XZNDETQdBZNc3IXp4wesBwQEREROT9HnnkEVy4cAFt2rRBu3btcOHCBTzwwAPG43q9Hrt27cJ1111ncx0+FxAaWqz8pr6j4nkzocq4FsGSzdmd7W6XOzEcEBEREfmGsWPH4rXXXkO3bt2QnJyMF154Affdd5/x+I8//ojy8nLcfPPNNtfhU2sQGnMUUdghtcAQ8bKx7D7xFD6QEp1arztHDxgMiIiIiHzPgw8+iAcffLDeY6NGjVLskWALnxtBABoeRfif1EnxvJVQiTuEcy6ZZuRqDAdERERE/kWr1UKn09l9HZ8MCA3ZLzfDr1KMomy2KgMqWN5pzpZpRu4aPWA4ICIiIvJNu3btwuLFi1FYWGgsy8vLwy233IKwsDBERERgzpw5dtXhVwEBAFbVGUVIEMpwk3DRTa1xPIYDIiIiIt/18ssv491330VUVJSx7IknnsCmTZuQlJSEqKgovPjii/j4449trsNnA0JD04x2yy1wWIpUlP1VdRKCLNd7vq24ARoREREROdrBgwcVex6Ul5fjww8/xKhRo3D8+HEcP34c8fHxeP31122uw2cDQsMEvFlnFKGzUIIbsrQWX+nJdzNiOCAiIiLyfZcuXUKbNm2Mz3/66SdUVlZixowZAIDw8HD85S9/wbFjx2yuw6cDQkOjCD/IcciQwxRl94snAQeNInjCvgdERERE5HuCgoJQUlJifL59+3YIgoDU1FRjWVhYmF13MvLpgNAQGQLe1CtHEa4TC9FHW+ieBtmJowdERERE/qFjx4747rvvoNVqUV1djQ8++ABdu3ZFXFyc8Zzs7Gy0bNnS5jp8PiA0NIrwjdwaZ+UQRdnUXMuLlT1tmhHDAREREZH/mD17NjIyMtCpUyd06dIFGRkZmD59uuKcvXv3omvXrjbX4fMBoSF6iHhL6qAo6y/mobu22O5ru6rTznBARERE5F9mzpyJp556CuXl5SgsLMT999+PRx991Hh869atyMzMxIgRI2yuw292Uq7P51I7PCSeQEuhdoHyjOKzeLxFNze2ioiIiIiofoIgYPny5Vi+fHm9xwcNGoSCggKEhobaXIdfjCA0NM2oCiq8U2cUIaUyH52qShu9nidMM+LoARERERHVpdFoEBkZCbXa9nEAvwgIQMMh4UMpAQVygKJsevFZu+tzZgee4YCIiIjIv3322WeYMGECevTogY4dOxrLjx07hhUrVuD8+fM2X9tvAkJDKqDGWilJUXZj+RXEV5c3+jpPGEUgIiIiIv8iSRImTpyIcePG4ZNPPkFmZiZOnz5tPB4dHY05c+ZgzZo1NtfhVwGhoVGE96RElMq1wzCiANxz4ZLd9Tnjk36OHhARERH5r1deeQUfffQR7r//fhQUFODJJ59UHI+NjUVKSgq+/vprm+vwq4AA1B8SiqHBeilRUXaHcA6xuspGr8VRBCIiIiJypfT0dNxwww14/fXXERERAUEw79t27NhRMarQVH4XEBryrpSESrn27QgQZEw8d8WNLSIiIiIiUsrIyMCQIUMaPadZs2bIy8uzuQ6/DAj1jSLkIRAfS/GKsvHiGWgygxu9lqVRBE4JIiIiIiJHCQ4ORnFx4/t2nTlzBlFRUTbX4ZcBoSHvSB1QLdeGhyBBwjQx040tIiIiIiKq1atXL2zatAlarbbe4/n5+fjuu+/Qv39/m+vw24BQ3yjCRYTgC7mtouweMQtCZuMbTbhqFIGjEURERET+7ZFHHsHZs2cxbtw4s1uZnjp1CnfeeSeKiorwyCOP2FyH3wYEoP6Q8Ja+IyS59nmYoMM9ou2LPIiIiIjIc50/fx4rV67EqFGjEB8fD41Gg7i4OIwdOxZ79+41O3/16tW4/fbb0b59e4SGhiIyMhLXXXcd5s+fj/z8/Abref/999G3b1+EhoYiOjoat956K3799dcmt3f06NH4xz/+ga+//hrx8fF4+eWXAQAtW7ZEcnIydu7ciblz52L48OFNvraBXweE+mQhDJvk1oqyaWIm9Jlhjb6OaxGIiIiIvM+rr76Kxx57DJmZmRg5ciSeeOIJDB48GBs3bsTAgQPx4YcfKs5fu3YtsrKykJKSgocffhgzZsxAcHAwnn/+efTq1Qs5OTlmdSxbtgyTJ09Gbm4uHnjgAUyYMAG7d+/GoEGDsG3btia3edmyZdi0aRP+8pe/ICQkBCqVCpIk4eabb8a3336LRYsW2fp2AAAEWZZlSycVFxcjMjIS3e5fBlVgkF0VeqKSJOVb0BlF+Dxgh6LsBX03rJGSEJZU2OB1RsUfb7SeKdF7bG4jAwYRERGZ0pZW47+DP0NRUREiIiLc3RwFQ98x4cWlEINc23eUKitx5h9zrH5fPv30U7Ro0QIpKSmK8p07d2LEiBEIDw/HhQsXEBgYCACorKxEUD3f07x587BkyRI8+eST+Oc//2ksP3nyJLp27YqkpCT88ssviIyMBAAcOXIEffv2RatWrXDs2DGo1Wqza7oLRxBgPtXoOCKxTWqpKLtPPIUA6Bu9DkcRiIiIiLzLXXfdZRYOACAlJQXDhg1Dfn4+Dh06ZCyvLxwAwPjx4wHU3IbUVFpaGnQ6HebMmWMMBwDQrVs3TJ06FadOncKWLVsc8a04jNOiSvTxKhR01jjr8k73P6kThoq1uynHCpUYI5zDR5kJjY4iEBEREZFvCAgIAACrPt037Fx87bXXKsoNU4hGjRpl9pqbbroJq1atwvbt2+s93hidTofjx4+jsLAQen39H2Jb2i+hIU4dy4g+XgUAXhEUwjMFxVSjg3IM9krN0E+s3WRilioDn+raNXqdzdmdG51qtLZgoF1TjYiIiIjI+bKzs/HDDz8gLi4O3bt3Nzuenp6OrKwslJSUYP/+/di2bRt69eqFxx9/XHHeyZMnERYWhri4OLNrdOrUyXiOtWRZxvz58/Hqq6+ipKSk0XMbCg6WuGSykyEomPLE0FA3JPxP6qQICPFCOW4WLuDrzLYuHUXg1CQiIiKipqm7mVhgYKBxHYEl1dXVmDJlCrRaLVasWAGVSmV2Tnp6OrZv3258PmrUKKxduxbR0dGK84qKitCyZcu6LwcA4xqJoqIiq9oFAM8//zyWLl2KqKgoTJ06FW3btnX4+gW3rYbwhtDwk9wcf0hR6CEWGsvuV2XgG10blGZGNRgSOIpAREREBIQmFkEVUunSOvXlNRuItWunnPWxYMECLFy40OLrJUnCfffdhx07dmD27NmYMmVKvecZpg5duXIFe/fuxdNPP43evXvjm2++QY8ePez6HhrzzjvvICEhAb/++iuaNWvmlDqctkjZls5+9PEqxcMdlAuWBfxP6qQ43kkowTAh1+J1LC1YJiIiIiLnOXv2LIqKioyPZ5991uJrZFnG7NmzsW7dOtx7771YtWqVxdc0b94ct912G7777jtcuXIFs2fPVhyPjIxscITAMMphunjZktzcXIwZM8Zp4QDw8LsYeUJg2CrH4oQcrij7q3gSgMW7wzbK2mlDnF5ERERE1HQRERGKh6XpRZIkYebMmXjnnXcwadIkpKenQxSt7yq3a9cOXbp0wb59+1BeXm4s79SpE0pLS+vdH8Gw9sCwFsEa7du3N5s+5WhODQiOnjLkjpAgQ8Cb+o6KsuvEQgwQrri8LURERETkeJIkYdasWUhLS8PEiROxdu3aetcdWHLx4kUIgqB4bWpqKgBg8+bNZudv2rRJcY41Hn74YXz11Ve4dOmS5ZNt5NEjCPVxRUiouy/Cd3JrZMshirK/iidRmhnV6HW4LwIRERGRZzOMHKSlpWH8+PFYt25dg+EgLy8PR44cMSuXZRkLFy5Ebm4uhg0bphitmDFjBtRqNZYuXaqYanTkyBGsWbMGHTp0wPDhw61u71/+8hekpqZi4MCBWLNmDQ4dOoTs7Ox6H7Zy+iLlgs4ah3fqXb3Hgh4i3tJ3xGL1H8ay/mIeekr5yPC+jEVEREREVy1evBjp6ekICwtDcnIylixZYnbOmDFj0LNnT5w9exa9evVC37590bVrV8TFxeHKlSvYuXMnjh8/jri4OLz22muK1yYnJ2PhwoWYO3cuevTogXHjxqGsrAzr169HdXU1Vq9e3aS7ECUmJkIQBMiyjBkzZjR4niAI0Ol01r8RJjxnT+cmcnVI+Fxui4fkE4gValfizxYz8AyS7bpuY3c04ggDERERkXNlZWUBAEpLS7F06dJ6z0lMTETPnj2RkJCAZ599Ftu2bcM333yD/Px8BAUFoVOnTpg7dy4effTRehcPz5kzB4mJiVi5ciXeeOMNaDQaDBw4EIsXL0afPn2a1N6pU6dCEATLJ9pBkGXZ4mrb4uJiREZGotv9y6AKrH976cY4c1qQM0OC6Z4IADBNPIV/qI4qyibF9kaGJrTR6zR2y1MADAhERETUZNrSavx38GcoKioy3k/fUxj6jl03PA1ViHV7DziKvlyLo3ev8Mj3xVu4ZH6MMzvxrly4/JGUgAI5QFE2veSs3ddlECAiIiIia2RnZ1u8i1FJSYldaxB8YgK9q0JCOdRYKyUpym4su4x21RUuqZ+IiIiI/Fv79u2xcuXKRs95/fXX0b59e5vrcFlAcPZ6AVeFhPekRJTKtUs3VAIw1cIogjWbptUdReCoAhERERHVZcXqAKvOaYxPjCAYODok1L3dKQAUQ4P1UqKi7LayS4jVae2uj6GAiIiIiOx17tw5hIeHWz6xAS69i5EzbnlalyvubvSulIQpYiaCBAkAEAAZk0vO4V/RHZxaLxERERH5n8WLFyueb9u2rd7z9Ho9zp07hw0bNqBfv3421+e1tzltjLNDQh4C8YkUj8mqLGPZnWU5SItohwJV/fVuzu5s8W5GQOO3PSUiIiIi/7Nw4ULj14IgYNu2bQ2GBABo3bo1li9fbnN9Lg8IrhhFABwXEsIzBbPbnQLAO1IHTBDPIECoORYkS7i75ALeiEq0u05ONSIiIiIig61btwKoWVswfPhwTJ8+HdOmTTM7T6VSISYmBtdccw1E0faVBD45gmDgzJGECwjBl3Jb3CXULlCeUHoBayLaokz06beViIiIiFwoNTXV+PWCBQswbNgwDBkyxGn1uWWRsit3QHbmaMVb+g6QTAYXwmQ9xpdebPB8a+5mRERERETUkAULFjg1HAA+PoJgYO9IQkPTjE4jHJvlVrhZqA0Fk0rOY31Ya2hFlc31ERERERE1JicnB7/99hsKCwuh1+vrPWfq1Kk2XdsvAoIzvanvhJvF2oAQI1VjTFkOPghv48ZWEREREZEvqqysxOzZs7F+/foG9zuQZRmCIDAguMufiMQOqSWGiJeMZVNKzuGTsFbQCT61zQQRERERudkzzzyD9957D8nJyZg0aRLatm0LtdqxXXoGBAf4n9RRERBi9VW4pewSvgyLc2OriIiIiMjXfPTRR+jatSt+++03BAYGOqUOfsTtAPvlZtgfGKEom1ZyDqKd21wTEREREZkqLCzEzTff7LRwALgxILjyTkaOEJ4pNHr8jbIuiucJugoMr7jizCYRERERkZ/p0qULcnNznVqH34wgOHtztl1yCxwLCFWUzSg+C3AUgYiIiIgc5JlnnsHGjRuRkZHhtDq4BsFhBKRFtMPyvGPGkuTqMgysLMCe4Bg3touIiIiIvNWOHTsUz+Pi4nDzzTejb9++ePTRR9GrVy9ERkbW+1pb90tgQHCgbcHNkaUORqKuwlh2X/FZ7AmKBoTGpygREREREdU1dOhQCPX0I2VZxsKFC+s9ZtDQ/giWMCA4kCQIeDeiHRbknzCWXVdVjN7aIuwPinJfw4iIiIjIK82fP7/REOAMDAgO9m1IC/y16Axa6bXGsuklZxkQiIiIiKjJFi5c6PI6/WaRsqvoBRFrw9sqygZUFqJLVYmbWkREREREZD23BgRvu9WpJaWZUQCAL0JjkScGKI5NLz7rhhYRERERETWNX40g2HurU0t7IRhoRRXeD2+jKBtekYf21WV21U9ERERE/k0URahUqkYfarUaMTExGDBgAFasWIGKigrLFzatw0lt93ufhLVCiaBSlE0tPuem1hARERGRLxgyZAh69OgBWZYhiiISExPRr18/JCYmQqVSQZZldO/eHW3btsUff/yBZ599Fv3790dxcbHVdTAgOEmZqMaH4a0VZTeXX0JUpW23myIiIiIiWrduHQoKCjB9+nRkZWXh1KlT2LNnD06dOoXTp09j2rRpKCwsxLfffovc3FzMnj0bhw4dwrJly6yuw+0BwdfWIZhaH9YGFULtW6wGkHK+3H0NIiIiIiKv9uSTT6JNmzZ455130KaNckp7mzZtkJaWhtatW+PJJ59EWFgYXn/9dXTt2hWfffaZ1XW4PSD4siJVAD4LjVOUXZ9bgdAqyU0tIiIiIiJv9sMPP2Do0KGNnpOamooffvgBQM2ahZSUFGRnZ1tdh0cEBFeOIti7ULmpvg1tqXgeIAMJJa5tAxERERH5hsrKSuTk5DR6Tk5OjmJhcnh4ONRq67c/84iAAPjOVCPDrU4NptSzMPlSMPenIyIiIqKm6927NzZs2IBff/213uP79u3Dhg0bcP311xvLMjMzERsba3Ud7Kk6Ud/KAoyquKIo+zIkFldCZDe1iIiIiIi82fPPP4+RI0diwIABGDNmDAYMGIAWLVrg8uXL2LNnDzZu3AhRFLF48WIAQGlpKTZt2oQJEyZYXYdHBYSCzhqXTAGKPl7l9BELjSzh6YJTirIiUY3/RCWiL047tW4iIiIi8k2pqan46quv8Ne//hWffPIJPvnkEwiCAFmu+QA6Pj4eq1atQmpqKoCaNQi7du0yW9DcGI8KCIDrQoKzTS0+iwSdclOK1yITUajyjalUREREROQeo0aNQmZmJnbt2oXff/8dxcXFiIiIwHXXXYfBgwdDFGtXEYSEhOC6665r0vU9LiD4gja6CkwvPqso+0MTjs/r3NGIiIiIiMgWoihiyJAhGDJkiOOv7fArOoArFiw7b5RCxtMFpxCI2nUGegDLoztCFgQAwObszk6qm4iIiIjIPh47guCpU43CMwWUJDW8yHikcBEDKwsUZR+GtcYJTZizm0ZEREREPmbx4sUQBAEPPfQQYmJijIuPLREEAfPmzbOpTo8NCN4oBDo8pzqiKLssavC/yAQ3tYiIiIiIvNnChQshCAImTpyImJgYLFy40KrX+WxAcPYogqPvZvSweBxxQqWi7JXoJJSJHv02ExEREZGH2rp1K4CauxOZPncmj++5eupUo7qSUYwpovL2pT8HRuH74OZuahEREREReTvD7Uobeu4MHrlIuS5P32VZgIwFqj+gFmrXJlRBwIrojsDVhcl1caEyERERETXV8OHDMX/+fKfW4RUBwZkcMTpxp3AWvUXlwuR3I9rhbECw3dcmIiIiIjLYu3cvdDqdU+vwmoDgqaMIUajCk6qjirIzcgjeDW/rphYRERERka/q0qULsrKynFqH1wQEwHkhwZ5RhCdUfyJaqFaULdF3R15WM3ubRURERESk8H//93/44osvcPToUcsn28jjFyl7sh5CAcaJ2Yqy76RW2CW3dFOLiIiIiMiXtW/fHkOHDkX//v1x//33o0+fPoiNjYVQz7pXW3dZ9rqA4El3NbpNOG9WFoUqhKMaJQhwQ4uoUbLc4KJxIiIiIm8wdOhQCIIAWZbx8ssv1xsMDPR6vU11eF1AAJwTEpqyJ4JhN+WLMF+E3F/Mw+fCNszR98TPmS0QllTY4HU2Z3fGqPjjtjaZLJFltCvVod/FcnTNq4JGklElCjjaTIO9rUJwNkzNwEBEREReZf78+Y2GAkfwyoDgCcIzBaxLao/uQiFuFS8ojrUWKpGm/hlr9O3xr8wuCEgqafA6DAnOIUoy7swoRu/LWugBqK6WB0oyelzWotdlLfa3CMRnHSMgiQwJRERE5B2s3UnZHl61SNmUMxYsN3VUIjhThSf0vfG0rheKZfOsNVV1Gp+od6CrtuGAAHBPBIeTa8JBz8taALXhwMDwvOdlLe7MKK6ZekREREREALw4IACODwm2XC88U8SXcluM1g3FT5L5rskdhFK8nfs7ZhedgUqWGrwOQ4LjtCvVofdlrcVfbhFA78tatC117r2EiYiIiJwpOzsbX3zxBT7//HPk5ubafT2vDgiA/SGhoLPG+LBVeKaAHARjpr4/luivRaWsfFvVgoy/FmfjndzfkVBd3uB1GBIco9/Fcli7JEcPoP/Fhn8mRERERJ7gm2++wbBhw3Dttddi2rRpOHfuHICa25526NABd955J8aOHYv4+Hi88MILdtXll2sQnDE9qWbhMvCe1B57pOZ4UXUQPcRCxTldq0uxLvcAXotMxAdhrSFzgaxTdM2rMptW1BAVgK75nnFXLCIiIqL67Nq1C6NHjzbelejo0aP4888/MXXqVLz22mtISkpCr169kJ+fj127dmHu3Lno0aMHbrvtNpvq8/oRBMD6Dr+9IwWWhGfWdPhPIxyT9YPwqr4zdLIyBATJEp4ozMRrlw8hVldpdg2OIthJlqGRmramQKOXuQ6BiIiIPNZLL70EURTx4Ycfori4GB999BF+//13LFmyBHfffTeOHz+Ojz76CD/++CP27NmDgIAAvP766zbX5xMBAWg4JDhiClFTGEKCDiJel5Jxt34wTslhZuf10RZhQ85+3FKWa9Y5ZUiwgyCgqol3JapSCbzdKREREXmsvXv34pZbbsG4ceMQFhaGsWPH4pZbbsHly5cxb948qFS1cyeuv/56jB49Gvv27bO5Pp8JCKZcHQrqMoQEADgiR2Gsbgje1bc3Oy9M1mNx/gksz/sTUXrlNBeGBNsdbaZp0hqEozHu+T0hIiIissaVK1fQpUsXRdk111wDAOjYsaPZ+R06dEBBQYHN9flUQHBnKKjLNCRoocKL0rWYrhuAC3KQ2bnDK/KwIWc/UiryFOUMCbbZ2yqkSWsQfm4V4szmEBEREdlFr9cjOFi5Qa/heUBAgNn5gYGBkKSG755piU8FBE9jGhIAYK/cHKN1Q/G51Nbs3GZSNf515Sjm5J9AiFR7202GhKY7G6bG/haBsPTXQgKwv0UgzoX55Vp9IiIionqxZ+RipQjAs/pe2CLFYaHqD8QIyqlFY8py0aeyEItiOuNAUCQA7rbcZIKAzzpGADDfSRmA8fnBqzspc/0BERERebpz587hl19+UTwHgH379kGus57VcMxWglz3ivUoLi5GZGQkut2/DKpA8yky1LiSpPrf4uaoxCLVHxgumm9oIQF4L7wNVkUmokqoGehhSGgiWUbbUh36XyxH1/wqaPQyqlQCjsZo8HOrkJqRA4YDIiLyUtrSavx38GcoKipCRESEu5ujYOg7dt3wNFQhgS6tW1+uxdG7V3jk+2IrURQh1NNnkWW50XLDbVGbiiMILlCzR4J5SLiCIDyk74O7pLN4TnUYoULtD1EEMKXkPAZUFmBBTGec0JjfCYksEAScCw/Ax+E1IzGQZQYCIiIi8jrTpk1zaX0MCC7SUEgABHwqx2OvrjleVB3ADWK+4mjH6nKk5x7Em5HxWHsmGSMSTrimwb6I4YCIiIi8UFpamkvr4yJlF6q7aNnUeYRgmn4gluu7ogrK8wIg46GiM3jz0u84eiqeC5eJiIiIyGkYEFyssZAgQUC61AHjqofgeECo2fEeVSV4P3c/7iq9iM1nkp3ZTCIiIiLyUwwIbhCeKTQaFE4iAuPLh+LtiHZmG34FyxKeLcjAv68cwf7TiRxNICIiIiKHYkBwo8ZCQjVEvJTXE7NbXodstfmdowZWFmBDzn6MLL+MzdmdjQ8iIiIiInswILiZpdGEn87HY0zFMHwc2srsWKSkw7K8Y3g+7xgi9NUAwLBARERERHZhQPAQjYWECqgxr/AGzNb1w2VRY3b85vLLWJ+7H/0qCxTlDAtERERE1FQMCB7E0mjCLrklbtcOw+bg5mbHWuqr8N/Lh/FUQQaCJPNNMRgUiIiIiMgaDAgeqLGQUAQN/l48AE/oeqNYMN/GYkLpRazLPYBu2uJ6X89RBSIiIiJqDAOCh7I0mvCN3Aa3Vw3FT0FRZscSdBV4+9LveKAoCypZavAaDAtERERE3uPUqVOYO3cuUlJSEBcXh+DgYAQHByMuLg4pKSmYN28eMjIy7K7Hr3ZSjj5eZVZW0Nl8Tr8naXgHZuASgnFfyWBMEs/gafURBJmEARWAmcVnMbCiAAuaJeN0PfsqmLImJIyKP96kthMRERGRY7z44otYsGABqqtrbkzTvHlztGnTBgBQXFyM3bt3Y/fu3VixYgUWLVqEf/zjHzbX5TcBob5w0FC5p4UGw0hC/UFBwHopET9VNceLqgO4TixUHO1SXYq1OQfwWlR7bAhrDVloeFTCEoYIIiIiItdbv349nnvuOXTr1g3z5s3DqFGjEBUVpTinsLAQmzZtwvPPP485c+YgMTERd999t031CbIs1//xtIni4mJERkai2/3LoAo0vye/N2goIFjLk0JDQyMKKkiYLWbgb+IJBAjm5/waGIlFMcnIqWdfBWdjcCAiInIsbWk1/jv4MxQVFSEiIsLdzVEw9B27bngaqpBAl9atL9fi6N0rPPJ9sVW/fv2Ql5eH33//HaGhjc8KKSkpQc+ePdG8eXPs3bvXpvr8YgTB3nDQ0DXcFRoamnakh4hVUjJ2SC2xXH0AHYVSxfEbtEVYn7MfL0V3wNchLQE7RhOaqr7RB4YGIiIiIsuOHDmCv/3tbxbDAQCEh4fjrrvuwhtvvGFzfT4fEBwRDixd2x1BobFpR0cRhXG6IXhUPIbpqkzFsTBZj4X5J5BakYdl0R1RqHLfyAhDAxEREZFlGo0GRUVFVp9fXFwMjcb2Ph7vYuQAzgwhljR0pyMtVFgudcM03QBckIPNjg+ryMP68wcwpCLP2U1sEtM7K/EOS0RERORs58+fx8qVKzFq1CjEx8dDo9EgLi4OY8eONZuiU11djU8++QTTp09Hly5dEBoaivDwcPTr1w+vv/469HrzvagM3n//ffTt2xehoaGIjo7Grbfeil9//dWqNvbv3x8bNmzAH3/8YfHc33//HevXr8eAAQOsunZ9fHoNgqs77u5ep9DQ2oQwVOM51WHcKZ6r9/gnUju82q4tykTPHlDi6AIREVEtrkGoX1PXIPzjH//A8uXL0aFDB6SmpqJly5Y4efIkPv/8c8iyjPXr12PChAkAgGPHjqFLly4IDw/H8OHD0blzZxQVFeHLL7/EhQsXcPvtt2Pjxo0Q6kzjXrZsGebMmYP4+HiMGzcOpaWl2LBhAyorK7Fp0yYMHTq00Tbu27cPKSkpEEURkydPxsiRI9GpUydERkYCAIqKinDy5Els3rwZ77//PiRJwq5du3DDDTfY9B4yIDiYp4YEALhRuIhFqj8QI5i/L+fkYDyr74Vf5WYISyp0Ygvtx6BARETEgNCQpgaETz/9FC1atEBKSoqifOfOnRgxYgTCw8Nx4cIFBAYG4vz58/jiiy8wbdo0hISEGM8tKyvD0KFD8euvv+LDDz/E+PHjjcdOnjyJrl27IikpCb/88ouxU3/kyBH07dsXrVq1wrFjx6BWN/5B7bZt2zBr1ixkZmaaBRADWZaRlJSEt956y2LoaIxnf2TshaKPV7k1JJhOOaobFn6QW+GALgaLVb9juJirONZWqMC7qj1IkzrgP5mdUQWV8ZinBQbDtCMGBSIiIrLXXXfdVW95SkoKhg0bhs2bN+PQoUO44YYb0KZNGzz44INm54aGhuLxxx/HPffcg+3btysCQlpaGnQ6HebMmWMMBwDQrVs3TJ06FatWrcKWLVswatSoRts5dOhQHD9+HFu2bMG2bdtw8uRJ47qEyMhIdOrUCampqRgxYgRUKlWj17KEAcEJ3B0SDOpbyJyHQDyk74O7pLN4TnUYoULtXDlRAGaqTiFFvIRndL1wDDW/xKWZUYrrekpgYFAgIiIiZwoICAAAi5/uN3butm3bAKDeAHDTTTdh1apV2L59u8WAAAAqlQojR47EyJEjLZ5rDy5SdpLo41VuXbxsKjxTMD5qCPhUjsdo3VD8KsWYnZ8slOAD9U7MFk9CBcnseGlmlNnDnbiYmYiIiBwtOzsbP/zwA+Li4tC9e3eL57/zzjsAzIPAyZMnERYWhri4OLPXdOrUyXiOJ+EIgpN5ymiCgemownmEYJp+IKbJmXhUPAaNUBsGNIKMx1XHMFzIxXa5JcqgRqmsRhlMHqbPMyOgq5M3XT3SwBEFIiIiMiguLlY8DwwMRGCgdeshqqurMWXKFGi1WqxYscLilJ0333wT3377LYYPH45bb71VcayoqAgtW7as93WGNRJNuYWpNfLz81FaWor4+HibXs+A4ALu3C+hIbVBAUiTOmCX1ALL1QfQRVD+ZeopFqAnCqy6ZqUsKgPEGWWgqIrQo0xUoVxQoVxUoUxQoUxUo1xQmZVrBdHmjdwYFIiIiDzD8LYnERgW4NI6taXVOAqgXbt2ivIFCxZg4cKFFl8vSRLuu+8+7NixA7Nnz8aUKVMaPf/rr7/Gww8/jISEBKxbt86OljvOE088gbVr10Kn09n0egYEF/K00QSgNiicTIrARF0KHhKPY5aYAZUNffMgQUIQqtAMV6dW1b1GqdlLGqQDUC6oUX41OJRe/fNsQDA+DW2FDI3lnQQZFIiIiPzX2bNnFXcxsmb0QJZlzJ49G+vWrcO9996LVatWNXr+pk2bMHbsWMTGxmLLli1o1aqV2TmRkZENjhAYRjlMFy87ihU3Km0Q1yC4mCetTTAVnikgKFOFlVIX3KsfhDNyiOUXOZEaQISsQ5xeiyRdOXpUlaC/thDjSy9iTe4BTC/OhsrKX3yuUSAiIvI/ERERioelgCBJEmbOnIl33nkHkyZNQnp6OkSx4a7yd999hzFjxqB58+bYunUrkpKS6j2vU6dOKC0tRU5Ojtkxw9oDw1oET8ERBDfxxNEEoCYonEIz3JWUijHiWfQUChAKXe1DMP264d0CnSkAMh4qOoOUinwsiOmMcwHmO0XXhyMKREREVB9JkjBr1iykpaVh4sSJWLt2baPrDgzhICYmBlu3bkXHjh0bPDc1NRU//fQTNm/ejKlTpyqObdq0yXhOY+y9bWlT+fRGaYB7NktrKk8MCkDjm64BgAAZISbhIcw0PFwNEKGovvpcbwwXYag2eX71a+igFpo+FFYhiHglKgmfhcY1ec0CgwIREXkzb9go7eFdd7plDUJT3hfDyEF6ejrGjx+P999/v9HbmhrCQXR0NLZt24bOnRufpXDixAl069bNro3SRFFESEiI2bqKhly8eBElJSXQ6237MJcjCB7Ak0cTgIaDggwBZQhAGQIMBXVPaAIZgZAQVme0Igw6YwjpJJTgHvG0Yn1EsCzhuYIMDKnIw5KYZOSprH8fN2d3ZkggIiLyc4sXL0Z6ejrCwsKQnJyMJUuWmJ0zZswY9OzZE8eOHcOYMWOg1WoxdOhQrF+/3uzcxMRETJ8+3fg8OTkZCxcuxNy5c9GjRw+MGzcOZWVlWL9+Paqrq7F69WqL+ywkJiYiMDAQf/75p1Xf04wZM7BmzRqrzq0PA4KH8MQ7HRlYCgqOIUALFbRQIQ9X5wjWEzi+kVvjRdUBJAjlikODKwuwIec3vBDdEVtCWlhdK6cdERER+besrCwAQGlpKZYuXVrvOYmJiejZsydycnKg1WoBABs2bKj33NTUVEVAAIA5c+YgMTERK1euxBtvvAGNRoOBAwdi8eLF6NOnj8U2Xn/99fjss89QVlaG0FDLN2qxFwOCh/HU0QQAJhutKTk3OCgdlGNwly4VT4lHcbfqjOJYlKTD8rxj+KYiH/+M7oBS0fpfbwYFIiIi/5Seno709HSrzh06dKjNdweaPHkyJk+ebNNre/fujU8++QQHDhzA4MGDLZ4vyzLvYuRrPPVORw0x3am57sMZyqHGIqkH7tf1xWXZ/I4Et5Zfwoac39Cn0rr9G0zxjkdERETkaWbNmoWtW7ciOTnZqvPT09MhSZLlExvgthEEazrAnvpJuqt48miCtZw56rBDjsUdulQsUB3CzeJFxbFYfRVev3wY68Na47XIRGjFpq3+54gCEREReYoWLVpYvNORI7kkINj6aXh9r/P2DnNTefLaBHvUFxxsCQ2FCMRj+uuxRTqPuapDiBCUOwZOKr2AfpUFWNCsM45pwpt8fS5kJiIiIn/j9ClGjp4qY5h+Y/rwB/7wvdo+RUnAl3JbjNYNxU9Sc7OjSboKpOX+jplF1m+uZorTjoiIiMjdli5diueeew7V1dUNnlNVVYXnnnsOL774ol11OS0guLJD6w+dZwN/+T4NmhIachCMmfr+WKbvhkpZ+authowHis9g9aXfEV9d3sAVGsegQERERO7www8/YP78+WjWrBkCAhreV0Kj0aB58+aYM2cOtmzZYnN9TgkI7urE1g0KvtqZ9qdAVJ/GAoMMAWulJIzVDcFhKdLstd2rSvBe7gGMK7kA2Li6n0GBiIiIXGnNmjWIjo7Gww8/bPHchx56CDExMUhLS7O5PocHBE/ouPpLB9pfvk9L6gsKmQjHJP1gvK7vBJ2sPBYkS3im8BT+c+UImuu1NtfLoEBERESusGfPHtx4440IDDS/e2NdgYGBuPHGG7Fnzx6b67M7IPjjegBPw/e+Rt2goIOIV6VrMFk/CFmy+aYiAyoLsCFnP0aWX7arXgYFIiIicqYLFy4gKSnJ6vPbt2+PixcvWj6xAU0KCFEZ/rlA2Fvw51Gj7mjCH3I07tINwfv6RLNzIyUdluUdw/N5xxAuNbzoxxoMCUREROQMoig2uji5rurqaoii7eMA3CjNxzC41ag7mlABNZ6XumOWrh9y5SCz828uv4z1OfvR14bN1UxxNIGIiIgcrXXr1jh8+LDV5x8+fBht2rSxuT4GBB/FkFCj7mjCbrklRutS8bXU2uzcWH0VXrt8GE8WZCBQ0ttVL4MCEREROUpKSgq2bNmCrKwsi+dmZWVhy5YtGDJkiM31uW0nZXI+X91krakMIcGwEVsRNHhSfz22SHGYrzqESEE5ZDex9CIGVRTguCYU5YIaZaIK5YLK7M9yUYUyk+PlV/+UhdpQYhoSuOEaERER2eKhhx5CWloaxo0bh++++w7Nm5vv+wQAeXl5GD9+PHQ6HR588EGb62NA8APRx6v8PiQANUHBdLfmb+Q2+FUXg6Wq3zFYVC5UbquvRNuKSpvqKRfEq0FCjVMBIVgX3haHAiOMYYFBgYiIiJqid+/eePTRR7Fy5Up07doVDzzwAIYNG4a2bdsCAM6fP48ff/wRb775Ji5fvozHH38cvXv3trk+BgQ/wZBQo25IuIRgzNb3wz1yFp4UjyJYkOyuI0SWECJLaC5VI0FXgdSKPLwb3g6rI+OhE0QGBSIiImqyl19+GUFBQfjnP/+JpUuXYunSpYrjsixDpVLh2WefxZIlS+yqiwHBj3DKUY26IQEQ8L7UHnukFliuOoAeYqFD61MBuK/kLAZW5mNBs87IDKi55SqnHxEREZG1BEHAsmXLMHPmTKSlpWHPnj3IyckBAMTFxWHQoEGYPn06OnToYHddDAh+iKMJ5usSACALYbhHPwj9pDwkC8UIhQ5h0CFU0CEUtY/wQC1CJT1C5JpHkGzdqMM11WVYk3MAr0clYn1Ym3rXKjAoEBERUWM6dOhg9wiBJQwIfoqjCTXqjiboIWKP3AJ75BYNv6i85o+wpEIAgEqWasKCpEeorDeGh+7aYtxXfBYBqL1+IGQ8VngagyvysSgmGblq5S1XOapARERE7uYVtzkt6Kzx+46ss/B2qOa3QrVWaWYUSjOjUHQ6BiViAHLVQcgMCMWhwAjsDYrGW5EJmB7bE6fUIWav7aMtwoac/bi1LBeQ5XquzlulEhERkXt4RUAwYEhwDm6uZntIMDCEhdLMKEX5CU0Ypsb1wrrwNqg7ESlM1mNR/gksz/sTkfqGd0c0BAWGBSIiInIFrwoIAEOCMzEkCHYHBQBmQaFKEPHvqCQ82KI7LqoCzc4fXpGHD3J+w6CKfIvXZkggIiIiZ/OKgFC348qQ4DwcTbB/NMGg7qjC/qAoTIrrja9CWpqd20yqxsorR/Bs/kkEW9jFmSGBiIiInMkrAgLAT7ddzd/fb0eFBANDUCgT1VjUrDOebtYFhaL5PQLuKsvBe7n70V1b3Oj1OOWIiIiInMVrAgJQ++m2v3deXcXf32tHhwSgNihsDWmOu+Oux86gGLNz2ukqsfrS73iwMAtqC7dQZUggIiIiR/OqgEDu4e8hwVlB4cyZlni8eVcsje6IckH5V9GwuVpa7kEkVZc1ei2GBCIiInIkBgSyCkcTHB8SAKD0dDTWXeqCe+J643dNhNlxw+Zqk0rOQ2jgdqgAQwIRERE5DgMCNYkrQ4LplDJPCCfOCgkAcDy7Fe4pG4LXIhNRDWU9gZDxeGEmXrt8CLG6ygavwZBAREREjsCAQE3mzA57Y4HAE4KCs6YcAYAEAf+90h0TqlO4uRoRERG5DQMC2czRHXZrr+XukADUBgVnBIZjiMRdFUPxXljDm6u9aMXmakRERES2YEAguzkiKHhCp98ejg4LVVBhSUFvTNcNqHdztREVediQ8xv6VBY0eA2GBCIiIrIFAwI5jC2dfE+YNuRojgwK++TmuKNyGD6T2poday5V4+UrR5FQXd7g6xkSiIiIqKkYEMihmtLh97VgUJejRhVKEYDn9L3wiO4Gs83VgmUJ04vPNvp6hgQiIiJqCgYEcgpLQcHXw0FdjggK38utcLt2GH4KilKU31x+udG7GwEMCURERGQ9BgRyqrpBwRenFDWFvaMKVxCEJ0r6otJkYzU1ZEwuOe+oJhIREZGfY0Agl/D3YFAfW4NCAQKxMTRWUTamLKfRuxoBHEUgIiIi6zAgELmZLUHhzYKu0Jk8D5YlTCi9YPF1DAlERERkCQMCkYdoSki4gBB8I7VRlE0ovYBgSe/oZhEREZGfYUAg8iBNCQlv6TsqnkdJOowpy7H4Oo4iEBERUWMYEIg8jLUh4SQisFVSrkWYXHIOarnu/svmGBKIiIioIQwIRF5staQcRYjVV+Hm8stuag0RERH5AgYE8kuGuyrV9/AE1o4iHJBj8KsUoyibWnwWgixbfC1HEYiIiKg+DAjkV6wJAZ4SGKwNCW/VGUVor6vAkIo8ZzSJiIiI/AADAvkFezr77hxlsCYkbJdb4oQcriibXnIO4CgCERER2YABgbyStZ10Z3XoXRkYLIcEAavr3NHo2qoS9NYWWXV9hgQiIiIyxYBAPsnVn/Q7OyxYCgnfyq1xTg5WlE0vOeeUthAREZFvY0AgcjBnhYXGQoIeItKkDoqyAZUFSK4qteraHEUgIiIiAwYE8lqNdcALOmtc2JKGOTooNBYSPpXaIU9Wft/Tis9afW2GBCIiIgIYEMiHFXTWeExQcKSGQkIl1FgrtVeUjaq4gicLMhAo6V3RNCIiIvIBDAjk1az5dN4TQoKrphutlxJRJqsUZRNLL2Jd7gF01ZZYvC5HEYiIiIgBgfyCL44m1BcSiqHBq5J5Jz9RV4G3Lx3ErKIzUMlSo9dlSCAiIvJvDAjk9Zry6bw7Q4Iz7nBUX0h4V0rC8/prUSEr/3qrAdxfnI23Lv2B+OryRq+7ObszgwIREZGfYkAgv+NrownmIUHA+1J73KVLxR9SlNn511aV4L3cAxhXcsHiZmoMCkRERP6HAYF8gi2fzrsjJLhyn4QshGGyfhBe1SdDJyuPB8kSnik8hf9cOYLmeq3F6zMkEBER+Q8GBPIZ3hISnKW+kKCDiNelzpikH4zTcqjZ8QGVBdiQsx83ll+2eH2OJhAREfkHBgTye66ecuTMHZ4burvRYTkKd+mGYJ0+0exYpKTDC3nHsDjvGMIkncU6DEGBYYGIiMg3qd3dACJHij5eZXNnv6Czxqmdd1cJzxRQkmS+tqASaiyVumObHItlqoNoKSinFt1Sfhm9tUVYFJOMfUHRVtVlKSSMij9ufcOJiIjIIzAgEJkwhAtnBwV7gow1GgoJALBbbok7dEOxQHUIt4gXFMdi9VV4/fJhrA9rjdciE6EVVfVew1oMEERERN6HAYF8jiM6374wmtBYSCiCBo/re+NHKRbzVYcQISinFk0qvYA+JcVYGNcJxzVhTmujNdOUGCKIiIhciwGBqAGuGk1wpsZCAiDga7ktftM1wzLVQQwQryiOdhRKkZZzEKuj4rEmvB30Qv3rG5yNIYKIiMi1uEiZfJIjO/XOmgrkKcEjB8GYqe+PpfpuqKyzuVqAIONvRWewKvsI2lZXuKmFlnHhNBERkeMwIBBZwZtvh9rQnY1MyRCwTkrCWN0QHJEjzY73FAvw3sUDuDWr0OLmau7GsEBERGQfBgTyWY7+hN4ZIcFVowjWhAQAyEQ4JukG4w19J+jr5IAQQY9FqkN4KfsEmuk9Y/TDEgYFIiKipmNAIJ8WfbzKK6YbuYK1IaEaIv4jXYN79YNwpp7N1VLFS1h/fj8GnC53dBOdhqMKRERE1mNAIL/gyKDg6JDgyrUI1oYEADgox+Au3RBs0CeYHYsWqvEf9W+Yc+Y0kGkeIjwZwwIREVHjeBcj8iumnXFPGg0wtMsVbWr8zkZK5VBjkdQD2+RYPK/6HS3qbK42RjyHvkIe/nG6J/bJzc1eH5ZU6IgmO40hJPAuSERERLUYEMhv1f3k3hMCg7M3UDMwjCRYGxS2y7G4Q5eKRao/MErMURxrLVQgXfUT0qUk/Fu6BlWo3VytNDPK6ja5M0yYjiYwLBARkb9jQCC6ylMCg6eOJhQiEH/X34DR0jnMUR1GuMnmaqIA3KfKxCQxC6UIQBnUNQ9ZjVKTr8ugRjnUKIPK+Nz4yDQ5F2pUQQQguDw4MCwQEZG/Y0AgaoC7A4OrgkLTRhMEbJTbYd/VzdX6iXmKo8GChGBo0QJaw+k2q5aFmkCRbRowVNCGyigXVCgTVSgX1CgXVSgTVCgXVSblKlxRaZCjDrK9AagJCwwJRETkbxgQiKzkro3NXD3tCLAcFi4gBDP0AzBVzsTj4jFoBMnh7QkQZEShGlGorikwNK8J+7X9oQnHkphOOB1g+0JqrlMgIiJ/w7sYEXkBR9+u1ZLwTMH4aIgMAe9KHTBOl4LfpSiXta0pelSVYG3OAdxdch6CnRu88a5HRETkLziCQORFXLk+wcDSyMJJROBufQra6MvRQqhECHQIhQ6h0CNUMHx99XH1eRh0NefVOa6yY0pSQwIh44nCTKRU5GNRTDIuqQNtvhanHBERkT9gQCDyQq6adlRXY2HhPEJwXg5RvqBJH9rLCIK+JlhcDQxhQjVCoa8NHYJ52DAGDpPn4dAhsM60p77aQqzP2Y/l0R2wObRlE7/zWgwJRETk6xgQiLyUO0YTTDVlzYJ1BFRCjUqokYern/LXvayV1Wigx2PiMUxXZSrKI2QdluYfx5DKfKyI6oBiVYBNLeW6BCIi8mVcg0Dk5dy1eNqUNWsWXKkKKiyXumGGrj8uyuZ3Mrqp/DLW5+5H38oCu+rhugQiIvJFDAhEPsDVi5gb40lh4We5BUbrhuILqY3ZsZb6Krx2+TCeKDiFQElvcx0MCURE3u38+fNYuXIlRo0ahfj4eGg0GsTFxWHs2LHYu3ev2fkHDx7Ec889h5tuugktWrSAIAgYOnSoxXref/999O3bF6GhoYiOjsatt96KX3/91Qnfkf0YEIh8iCcFBUAZFuo+XKUEAXhG3xuP6a5HoWw+peju0gtYm3sA11SV2FwHQwIRkfd69dVX8dhjjyEzMxMjR47EE088gcGDB2Pjxo0YOHAgPvzwQ8X5n3/+OV544QVs27YNcXFxVtWxbNkyTJ48Gbm5uXjggQcwYcIE7N69G4MGDcK2bduc8F3ZR5Bly/f+Ky4uRmRkJAaNWAi1nRsPEZFruWuNgq0cs56hfi1RgaWq3zFYvGx2TAcBqyPi8W5EO+gF2wIM1yQQkStpS6vx38GfoaioCBEREe5ujoKh7/jwrjsRGGbbei9bNfV9+fTTT9GiRQukpKQoynfu3IkRI0YgPDwcFy5cQGBgzfq4I0eOQKvVonv37sjLy0OrVq2QmpraYEf/5MmT6Nq1K5KSkvDLL78gMjLSeJ2+ffuiVatWOHbsGNRqz1kazBEEIh9nGFXwpJGFxjhzxOESgjFb3w/P669Fhaz8508NGQ8Wn8Gbl35H2+om7MZmgiMJRETe56677jILBwCQkpKCYcOGIT8/H4cOHTKWd+vWDb1790ZAgHXBJy0tDTqdDnPmzDGGA8N1pk6dilOnTmHLli32fyMOxIBA5Ee8LSyYclxQEPC+1B5jdUNwSIo0O9qjqgTv5+7HnaUXARs2V2NIICLyHYYQYM+n+4aRhVGjRpkdu+mmmwAA27dvt/n6zsCAQOSnvDUsOGpU4TTCcY9+MF7TJ0MnK68VLEt4riADr1w5gmb6pr8/DAlERN4vOzsbP/zwA+Li4tC9e3ebr3Py5EmEhYXVu16hU6dOxnM8CQMCEXl9WLCVDiL+K3XGZP0gZMmhZscHVxZgQ85vGFp+pcnXZkggInKv4uJixUOr1Vr92urqakyZMgVarRYrVqyASqWyuR1FRUWKqUWmDGskioqKbL6+M3jOaggi8gju3oDNFoaQYOsC5z/kaNylG4KnxaO4W3VGcSxK0uGfeX/iy4pYvBydhDLR+n82uesyEfm7u6P2IizctZ9Hl6ol/BdAu3btFOULFizAwoULLb5ekiTcd9992LFjB2bPno0pU6Y4p6EejAGBiOrlzUEBaHpYqIAai6Qe2CrHYonqd7QQlJ803V6ei+u1hVgY0xkHgur/JKg+3HWZiMg9zp49q7iLkeEuRI2RZRmzZ8/GunXrcO+992LVqlV2tyMyMrLBEYLi4mLjOZ6EU4yIqFHeNu3IwNbpRzvkWNyhS8VmyXyuaGu9Fqsu/4GHC08jQJaadF1OOSIicq2IiAjFw1JAkCQJM2fOxDvvvINJkyYhPT0domh/V7lTp04oLS1FTk6O2THD2gPDWgRPwYBARBZ54/oEA1sWNRciEH/X34B/6HqiVFYOtIoAppWcw1u5vyNU0jWpLQwJRESeSZIkzJo1C2lpaZg4cSLWrl1r17oDU6mpqQCAzZs3mx3btGmT4hxPwYBARFbz1pBg0LQRBQEb5XYYrUvFPinG7GjX6lI8WJTV5DYwJBAReRbDyEFaWhrGjx+PdevWOSwcAMCMGTOgVquxdOlSxVSjI0eOYM2aNejQoQOGDx/usPocgWsQiKhJoo9XedW6hLrCM4UmrU+4gBBM1w/ENDkTj4rHoBFqpxaNLsvFWxHxKFQ17f3g4mUiIs+xePFipKenIywsDMnJyViyZInZOWPGjEHPnj0BAMeOHcOLL74IAKioqDCWTZ8+HQDQvHlzvPTSS8bXJicnY+HChZg7dy569OiBcePGoaysDOvXr0d1dTVWr17tUbsoAwwIRGQDXwgJgPULmSUISJM64GepOT5Q70SAUPO6IFnChNKLeDMyocltYEggIvIMWVlZAIDS0lIsXbq03nMSExONASEnJwfvvvuu4nhubq6xLCEhQREQAGDOnDlITEzEypUr8cYbb0Cj0WDgwIFYvHgx+vTp49hvyAEEWba83SU69wAAFedJREFUVWhxcTEiIyMxaMRCqNVBrmgXEXkJbw4KQNPvdvSC6gDGiOeMzwtFNW5v1ReVom3D0QwJRGQrbWk1/jv4MxQVFSnu1uMJDH3HXYdbu/42pyUSBl97wSPfF2/BNQhEZBf/WpcAvK3vqHgeJekwpsz8zhTW4poEIiLyNAwIRGQ3fwoJGQjHVilWUTap4CJUTbztKRERkadiQCAih/CnkPCW1EHxvLVQgSFZ5TbXzVEEIiLyJAwIROQw3rxfAmB9SNgvx+CAFK0om6nKQGmm7TthMiQQEZGnYEAgIofz/ZAg4C1JuRahs1CCIcIllGZG2Vw3QwIREXkCBgQicgpfDwlb5VhkyGGKslliBgAwJBARkVdjQCAip/HmKUeWQoIMAe/olWsR+oj5uE4osLtuhgQiInInBgQicjpvDQmWfCW3RY6s3BtmpgNGEYCakMCgQERE7sCAQEQu4Y0hwdIoQjVEvCslKcpGCDlIRCkA+0MCwKBARESux4BARC7jiyHhQykBxbLa+FwUgJmqU8bnjggJQG1QYFggIiJnY0AgIpfyxnUJjYWEcqixXkpUlN0hnEMLVBqfOyokGDAoEBGRMzEgEBFZobGQsFZKglau/edUI0iYJmYqznF0SABcN6rA0QsiIv+itnwKEZFjFXTWuLsJNgnPFFCSJJuV5yEQn0ntcLfqjLFsongGq6ROKEWAsaw0MwphSYVOaZuh8z4q/rjDrmXtMUfUSUREnoMBgYhcylvDgUFDISFN6oDx4hmorg40hAk63C2eMdtQzdlMO/DWdtztHRlgaCAi8i0MCETkMt4eDhqTjVBsllvhFuGisWyqmIk1UntUQWUsc+YoQl2NjSq4YlpSXQwNRETegQGBiFzCl8OBwdtSR9wi1gaEFoIWdwjn8LGc4MZW1XTWO1SVYVBlPkTIKBdU+IuYizJBhXJRhXKh5lEm1v6pFxy/RK1uaGBgICLyTAwIROR0vhQO6pteZHBEjsJPUnMMEK8Yy+5TncKnunhIqF3k7MpRBADoqi3Bqst/IFiWrH6NFsLV8KA2BodyUaUMFYrnJueZhA3DubJgvsjblulQRETkfAwIRORUvhQOrPGW1EERENoLZRgh5OB7uZVb2qOSJcwrONGkcAAAgZARKOkQDR2gt78d5YJ4NTiojcHhgioIn4XF4VBghEMXWRMRkX0YEIjIafwtHADAHrkFjsoR6CoUG8tmihn4Xh8HuGEU4Z6S8+hYXe70eiwJkSWEyBKaS9XGsutRhNvKc7EuvC1WRSagWhA5qkBE5AG4DwIROYU/hoMaAt7WK+9cdJ1YiD5Cnstb0kpXib8WZyvKclUa/BYYiT8DwnBGHYwrYgDKnbDewFoigKkl55CeexAdqsoUx7j/AhGRe3AEgYgczn/DQY1Ncis8KoegnVD7yf0s8RT26ZsrznPqKIIs46mCUwgymVokAXimWRccCYwwO12UZQTLeoRIeoTIeoRe/bP2ax1CJD1CTc6p+9z0vEA0vFajPsnVZViTewCvRSVifVgbszULHFkgInIdBgQiIgfTQ0S6lIR5qsPGsiHiJSTri3EC5p1zZxhWkYeUynxF2SdhreoNBwAgCQLKBDXKRMf8t6CSJWPIMA0bhlDRrroC95acg8YkSGgg47HC0xhckY9FMZ2Rqw6s99pcr0BE5FwMCETkUP4+emDwqdQOD4knECNUGctmqjLwjL630+sOlXR4svCUouyKGIDXIhOdXreBXhBRrBJRbLKTdF2bQ1rg+fxj6FRnjUQfbRHW5/yG5dEdsSm0ZcOv56gCEZFTcA0CETkMw0GtSqjxntReUXarcAGtoewMl2ZGObzuB4rOoKW+SlH2r+gOdo8OlGZGWXw0xSlNKKbF9sLa8Daoe4+lcFmPJfnHsSTvGMJNFjY3hGsViIgchwGBiMhJ3pcSUS7X7qKsFmRMEzOdWuc1VSUYX3pBUfZTUDS+D27ewCvqZ2vnv6mvqxZE/CcqCQ+26I6LKvMpRTeVX8b6nP3oW1lgVf0MCURE9mNAICKH4OiBuUJo8LEUrygbJ2YjCspP9x01iiDKMp7Nz4DKpKxSELE8ugNQz0ZlpvXbMxJgiTXX3x8UhUlxvfF1iPmUolh9FV67fBiPF5xCoGR5UwaGBCIi+zAgEBE50btSEnRybec8RNDjHjHLKXWNL72ArtWlirK3I9rhvDrY7FxnhQFr1RcaykQ1FjbrjH80uwZF9UyHmlR6AWtyDyK5qrSeKypxyhERke0YEIjIbv4yelCS1LRbdwLABYTgG7m1omyyeBpB0DmqWQCAFjotHig6oyjLVIdgXXhbRZk7Q4Elhrb9GNICk2J746egKLNzknTlSM89iGnFZyHKln8eDAlERE3HgEBE5GR1N06LEapwl3hWUWZvp/2JwlMIk5XTb16I6Qjd1U3QPDkY1FWaGYXT2bH4e/Nr8c+oJFTW2cgtADIeLsrCqkt/oLWu0uL1GBKIiJqGAYGIyAq2jB4YnEAEdkjKufUzxVNoVeeORrYaVJGPERXKnZo3hsbiYGCkVwWDukpOR+Ody90wJbYX/gwIMzveq6oY7+Xsx1/KcgELowmcckREZD0GBCKyW/TxKssnebnwzIYX+VrjLamD4nlroQKfq7djipiJoUIO+ghXEJ8JxFeXo5m+CsGS3mKnFwCCJD2eLshQlBWIarwa2d5rg0Fdh8+2xsTyVLwd0Q51lyiHyXosyD+BFXl/IlJv3e1QiYiocdwojYjISuGZgs0jCfvkZjggRaOXWHu7zghBh+dUR5Qn5tR+KclAuaiqeQg1jzLD16IKZYIK48pyUNfyqmtx/kwLm9rpqaoh4qW8ntjTJhqL8k6grV45tWhYRR56aIuxOCYZe4JjGr3W5uzO3FiNiKgRDAhERC4h4Bl9L6QLe9BasDxvHgBEoeYT8jC95Vt7GuyVmmGj3NbyiQ7S2MiKPdOyGrLnfAJGow3mRe3HmLJcxbFmUjX+feUIPg5thX9HtUelqGrgKrUjCQwKRETmOMWIiKgJ7JlqdBahGKMbii+kNg5sUa0qWcAifXcA9k2HsiQ8UzA+rD3P3ilapsqhxrOFffGw7gYU1HM71HFlF7Eu94DVt0MlIiIlBgQioiayp7NbggA8o++Nh3R9sE1qiRNyOM7LwSiUA1Al29eJXiUl4zTC7bqGJfZ8744MCQDwo9wKt2uHY5tkvrlagq4Cr14+jFDJ8u1kGRKIiJQ4xYiIyAb2rEcAgC1yHLbo48zKA6BHKHQINfwp6K4+1zX4XA0Zv8jN8IGUYM+31ChHd+4dJQ+BeFDfF1OaHcNjhZkIliXjsRipGvG6CvypsRyaOOWIiKgWAwIRkQephgqFUKHQUFA3gzh+Wn+jHB0M7A1W9ROwKaQFZhZnI1hfe0etPDEAJwNCHVwXEZHv4xQjIiIbeeqn6o7g6HUDzvZA0RnE6pW32/1XVJJxozgiIrIe/+UkIofwh70Q6uNNnWhredv31BWFmFB6QVH2c2AUNoc07VavnF5ERFSDAYGIyE7e1qGujzPuNtRYXY4iQsYi1R8wvaGpFgKWR3cEBO//uRARuQPXIBAR+TFvDzf3iKdxrVikKHsnIh7nAoLd1CIiIu/HgEBE5ADOWXzrHN4eCgxaogJ/F5XTgjLVwVgb4bqN4oiIfBEDAhGRgxg63p4YFDwtFDgiUD2nOoIwQbnPwYvRnVBtw8Jkrj8gIqrFgEBEDhN9vAoFnTXubobb1e2MuzMweFowcJShQi5uEi8qyr4IjcWBoEg3tYiIyHcwIBCRQzEkmHNlYPDVQGAqGDrMUx1SlBWIavwnsr2bWkRE5FsYEIjI4RgSGueowODtYcDWaUYPiSfQWqhQlP07KglFqgBHNY2IyK8xIBCRUzAkWM9SYPD2IOBInVGEaWKmomyv1Axfh7R0U4uIiHwPAwIRkYfxp0DQlFEE4eqeB2qh9vwqWcQifXdA0NvcBi5QJiJS4kZpROQ0/rq7MjnHRPEMrhMLFWWrpY44jXD3NIiIyEcxIBCRUzEkkCM0RyUeE/9UlGXJoXhT6uimFhER+S4GBCJyOoYEaow1U6r+oTqCiDp7HizSd0cVVM5qFhGR32JAICKXYEighlhagzBIuITbxAuKso1SW/wst3Bms4iI/BYDAhG5DEMCNVUQdFhQZ8+DQjkAK/RdHXJ9LlAmIjLHgEBELsWQQKYsjR48IJ5EO6FcUfaSvivyEejMZhER+TUGBCJyOYYEAiyHg44owX3iKUXZr1IMPpXbKcrCkgod3TQiIr/GgEBEbsGQ4N8shQMBMhaqfkeAyZ4H1bKARfoekOGYfSI4vYiIqH4MCETkNgwJ/smajdHGCtm4XixQlL0tdUBGnT0POHpAROR4DAhE5FYMCVRXDLR4QqXc8yBbDsEqKVlRxnBAROQcDAhE5HYMCf7DmtGDZ1RHECVUK8oW67tDa7Lngb3hgNOLiIgaxoBARB6BIcH3WRMOBgiXcYd4XlH2tdQau+WWxuccOSAici4GBCLyGAwJvsuacKCBHvPr7HlQLKvxor6bs5pFRET1ULu7AUREpkxDQkFnjRtbQq72VzEDiUKZouxfUhdcQZDxuSNGDzi9iIiocQwIROSxGBZ8gzWjB+1RgtniSUXZQSkaH0oJxuecWkRE5BqcYuQn2LmipvDE35fo41XGB3kPa8IBIGOh6hA0Jnse6GQBC0z2PGA4ICJyHY4g+AFDZ8+008dOFlli+H3xxN8Vfx5ZaOzn4WnvhXXhABgjnENfMU9R9q6UhBOIAODYcMDpRURElnEEwYcVdNY02GFo7Bj5t7q/F57+e+Jvowqe/vNoqiho8bTqiKLsvByM167uecCRAyIi1+MIgo+ythPhyZ8Sk+fwht8Tfx5V8ETWjh48KJ5EdJ09D57Xd0cF1AwHRERuwhEEH2PryABHFAiw3LH2lt8RX1+v4C0/B2tcL+ablW2XY50SDji9iIjIOgwIPsQRnQYGBbLE235HfDUoeNPPoDGHpCizshDoUJppXk5ERK7BgOBDHNkJMnQCfaUTQpY19Wftbb8bvj6q4GnCMwWrzntXSoJUZzbSePGME1oEbM7u7JTrEhH5GgYEH8MOELmSt4ZI07DgzX9fvPG9rysLYdgixyrKpoqZUENyyigCQwIRkWUMCD7KUZ0eb+48ket4e0fVm8OCJ7/31o4ivC11VDxvLVTiFuECADAkEBG5AQOCD7O3w+ONnSWyDdev1PKV0QVvclCOwW9StKJspioDgHV3QrIFQwIRUcMYEPwAOzrkSr4QEkx5Q1jw5HBm7SjCO3VGEToLJRgsXAbgnFEEgCGBiGqcP38eK1euxKhRoxAfHw+NRoO4uDiMHTsWe/furfc1xcXFePzxx5GQkIDAwEAkJCTg8ccfR3FxcYP1vP/+++jbty9CQ0MRHR2NW2+9Fb/++quzvi27MCD4kaZ0cDy5M0SO5YyOpSd3WO3B0QXn2SrHIlMOVZTdJ54yfs2QQETO8uqrr+Kxxx5DZmYmRo4ciSeeeAKDBw/Gxo0bMXDgQHz44YeK88vKypCamopXXnkFnTt3xmOPPYauXbvilVdeQWpqKsrKyszqWLZsGSZPnozc3Fw88MADmDBhAnbv3o1BgwZh27ZtLvpOrceN0vyMoVPTWOeNHR9ylILOGp/+fXLG9+aLwSo8U7C4cZoMAWn6Dnhe/YexbIB4BV31hTiKKKe2b3N2Z+6RQOTH+vbtix07diAlJUVRvnPnTowYMQIPPvggRo8ejcDAQADAihUrcPDgQTz99NNYvny58fwFCxZg8eLFWLFiBRYtWmQsP3nyJBYsWIDk5GT88ssviIyMBAA88sgj6Nu3L2bNmoVjx45BrfacbjlHEPxUQx0bX+7MUf2c/Wm4r44mOIs/j1B8IbfFZTlQUTZT5fxRBIAjCUT+7K677jILBwCQkpKCYcOGIT8/H4cOHQIAyLKMt956C2FhYZg/f77i/GeffRbR0dF4++23Icu1H4qkpaVBp9Nhzpw5xnAAAN26dcPUqVNx6tQpbNmyxUnfnW0YEPxY3U6IP3ZIqBZ//p7Hl8KCNWsRqqDCGqm9ouwm4QLaona4nhuoEZErBQQEAIDx0/2TJ0/iwoULGDRoEEJDldMig4KCMGTIEJw/fx4ZGRnGcsMUolGjRpld/6abbgIAbN++3RnNtxkDAvlMB4Ts56zfBf5+2c9f/p5+ICWiTFYZn6sEYLqY6ZK6OYpARKays7Pxww8/IC4uDt27dwdQExAAoFOnTvW+xlBuOM/wdVhYGOLi4qw63xM0abKTXqd1VjuIyIOEH6lEYUfHTAuKyqiCziFXIqDmZ2PgqJ+Rq4T8CZS2b3wtQhGAd4VWuFeVZSy7Uc7Ev/XxKELN9KPio0EITSxyShu/PZaI4W096z9qooZUlVW7uwkWlZVKbquz7h2FAgMDjesILKmursaUKVOg1WqxYsUKqFQ1H1wUFdX822M6VchURESE4jzD1y1btrT6fE9gVUAwvJk/b3/BqY0hIg/yo7sbQBb56M/o8asPpR0uq/+oy2oisl9cXBw0Gs/7sMBwq9Cb+ue4pf6wsDC0a9dOUbZgwQIsXLjQ4mslScJ9992HHTt2YPbs2ZgyZYqTWum5rA4IlZWV0Go5gkBERETkKTQaDYKCgtzdDDNBQUE4ffo0qqrcMzVSlmUIgnLtkzWjB7IsY/bs2Vi3bh3uvfderFq1SnHcMHLQ0Cf+hlEL0xGGyMjIJp3vCayeYtSUYRkiIiIi8m9BQUEeGV4aIkkSZs2ahbS0NEyaNAnp6ekQReVyXUtrBupbo9CpUyf89NNPyMnJMVuHYGlNg7twkTIRERER+TXTcDBx4kSsXbvWuO7AVKdOndC6dWvs3r3bbEO0yspK7NixA61bt0bHjrW7w6empgIANm/ebHa9TZs2Kc7xFAwIREREROS3JEnCzJkzkZaWhvHjx2PdunX1hgMAEAQBs2bNQmlpKRYvXqw49sILL6CgoACzZs1STG+aMWMG1Go1li5dqphqdOTIEaxZswYdOnTA8OHDnfPN2UiQTXdyICIiIiLyIwsXLsSiRYsQFhaGv//97/XuaDxmzBj07NkTAFBWVobBgwfj4MGDGDlyJK6//nr8/vvv+Pbbb9GzZ0/s2rXLbI+EpUuXYu7cuYiPj8e4ceNQVlaG9evXo6KiAps2bcKwYcNc8a1ajQGBiIiIiPzW9OnT8e677zZ6TlpaGqZPn258XlRUhEWLFuHjjz82ri0YN24cFixY0OCC4/feew8rV67EkSNHoNFoMGDAACxevBh9+vRx5LfjEAwIRERERERkxDUIRERERERkxIBARERERERGDAhERERERGTEgEBEREREREYMCEREREREZMSAQERERERERgwIRERERERkxIBARERERERGDAhERERERGTEgEBEREREREYMCEREREREZMSAQERERERERgwIRERERERk9P8EfFUvob1HhQAAAABJRU5ErkJggg==\n" + "image/png": 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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -519,19 +995,12 @@ { "cell_type": "code", "execution_count": null, + "metadata": {}, "outputs": [], - "source": [], - "metadata": { - "collapsed": false - } + "source": [] } ], "metadata": { - "kernelspec": { - "display_name": "tobac_dev", - "language": "python", - "name": "python3" - }, "language_info": { "codemirror_mode": { "name": "ipython", @@ -542,13 +1011,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.0" - }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "6cf0f5f47a5f8c4499498fd09c5f60b926c0d7a735ea3410c2fb49fa1c0f928a" - } + "version": "3.11.3" } }, "nbformat": 4, diff --git a/examples/Example_Updraft_Tracking/Example_Updraft_Tracking.ipynb b/examples/Example_Updraft_Tracking/Example_Updraft_Tracking.ipynb index 7bcf56ad..5bbb76a5 100644 --- a/examples/Example_Updraft_Tracking/Example_Updraft_Tracking.ipynb +++ b/examples/Example_Updraft_Tracking/Example_Updraft_Tracking.ipynb @@ -29,7 +29,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:04.884573Z", + "iopub.status.busy": "2023-07-10T23:51:04.884253Z", + "iopub.status.idle": "2023-07-10T23:51:10.425277Z", + "shell.execute_reply": "2023-07-10T23:51:10.423875Z" + } + }, "outputs": [], "source": [ "import iris\n", @@ -47,7 +54,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:10.429698Z", + "iopub.status.busy": "2023-07-10T23:51:10.429206Z", + "iopub.status.idle": "2023-07-10T23:51:11.594365Z", + "shell.execute_reply": "2023-07-10T23:51:11.593537Z" + } + }, "outputs": [ { "name": "stdout", @@ -66,7 +80,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:11.632146Z", + "iopub.status.busy": "2023-07-10T23:51:11.631887Z", + "iopub.status.idle": "2023-07-10T23:51:11.635682Z", + "shell.execute_reply": "2023-07-10T23:51:11.635094Z" + } + }, "outputs": [], "source": [ "#Disable a couple of warnings:\n", @@ -88,7 +109,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:11.638695Z", + "iopub.status.busy": "2023-07-10T23:51:11.638418Z", + "iopub.status.idle": "2023-07-10T23:51:11.641629Z", + "shell.execute_reply": "2023-07-10T23:51:11.641003Z" + } + }, "outputs": [], "source": [ "data_out=Path('../')" @@ -97,7 +125,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:11.644677Z", + "iopub.status.busy": "2023-07-10T23:51:11.644381Z", + "iopub.status.idle": "2023-07-10T23:51:11.651547Z", + "shell.execute_reply": "2023-07-10T23:51:11.650571Z" + } + }, "outputs": [], "source": [ "# Download the data: This only has to be done once for all tobac examples and can take a while\n", @@ -125,7 +160,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:11.654938Z", + "iopub.status.busy": "2023-07-10T23:51:11.654650Z", + "iopub.status.idle": "2023-07-10T23:51:11.660990Z", + "shell.execute_reply": "2023-07-10T23:51:11.659790Z" + } + }, "outputs": [], "source": [ "data_file_W_mid_max = list(data_out.rglob('data/Example_input_midlevelUpdraft.nc'))[0]\n", @@ -135,7 +177,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:11.664313Z", + "iopub.status.busy": "2023-07-10T23:51:11.664031Z", + "iopub.status.idle": "2023-07-10T23:51:12.221115Z", + "shell.execute_reply": "2023-07-10T23:51:12.220139Z" + } + }, "outputs": [], "source": [ "W_mid_max=iris.load_cube(str(data_file_W_mid_max),'w')\n", @@ -145,7 +194,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:12.224376Z", + "iopub.status.busy": "2023-07-10T23:51:12.224095Z", + "iopub.status.idle": "2023-07-10T23:51:12.278560Z", + "shell.execute_reply": "2023-07-10T23:51:12.277950Z" + } + }, "outputs": [ { "data": { @@ -198,7 +254,7 @@ " margin-top: 7px;\n", " }\n", "\n", - "\n", + "
\n", " \n", "\n", "\n", @@ -360,7 +416,7 @@ " margin-top: 7px;\n", " }\n", "\n", - "
W (m s-1)time
\n", + "
\n", " \n", "\n", "\n", @@ -493,7 +549,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:12.281429Z", + "iopub.status.busy": "2023-07-10T23:51:12.281177Z", + "iopub.status.idle": "2023-07-10T23:51:12.284821Z", + "shell.execute_reply": "2023-07-10T23:51:12.284230Z" + } + }, "outputs": [], "source": [ "#Set up directory to save output and plots:\n", @@ -517,7 +580,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:12.287560Z", + "iopub.status.busy": "2023-07-10T23:51:12.287322Z", + "iopub.status.idle": "2023-07-10T23:51:12.307571Z", + "shell.execute_reply": "2023-07-10T23:51:12.306608Z" + } + }, "outputs": [], "source": [ "# Determine temporal and spatial sampling of the input data:\n", @@ -527,7 +597,14 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:12.310831Z", + "iopub.status.busy": "2023-07-10T23:51:12.310558Z", + "iopub.status.idle": "2023-07-10T23:51:12.314321Z", + "shell.execute_reply": "2023-07-10T23:51:12.313701Z" + } + }, "outputs": [], "source": [ "# Keyword arguments for feature detection step:\n", @@ -544,7 +621,14 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:12.317148Z", + "iopub.status.busy": "2023-07-10T23:51:12.316909Z", + "iopub.status.idle": "2023-07-10T23:51:14.865962Z", + "shell.execute_reply": "2023-07-10T23:51:14.865311Z" + } + }, "outputs": [ { "name": "stdout", @@ -577,7 +661,14 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:14.868954Z", + "iopub.status.busy": "2023-07-10T23:51:14.868693Z", + "iopub.status.idle": "2023-07-10T23:51:14.872146Z", + "shell.execute_reply": "2023-07-10T23:51:14.871506Z" + } + }, "outputs": [], "source": [ "parameters_segmentation_TWC={}\n", @@ -588,7 +679,14 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:51:14.875229Z", + "iopub.status.busy": "2023-07-10T23:51:14.874901Z", + "iopub.status.idle": "2023-07-10T23:53:18.824797Z", + "shell.execute_reply": "2023-07-10T23:53:18.823827Z" + } + }, "outputs": [ { "name": "stdout", @@ -620,7 +718,14 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:53:18.829442Z", + "iopub.status.busy": "2023-07-10T23:53:18.829130Z", + "iopub.status.idle": "2023-07-10T23:53:18.833815Z", + "shell.execute_reply": "2023-07-10T23:53:18.833246Z" + } + }, "outputs": [], "source": [ "# Keyword arguments for linking step:\n", @@ -640,7 +745,14 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:53:18.836865Z", + "iopub.status.busy": "2023-07-10T23:53:18.836464Z", + "iopub.status.idle": "2023-07-10T23:53:19.277248Z", + "shell.execute_reply": "2023-07-10T23:53:19.276298Z" + } + }, "outputs": [ { "name": "stdout", @@ -666,7 +778,14 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:53:19.280887Z", + "iopub.status.busy": "2023-07-10T23:53:19.280340Z", + "iopub.status.idle": "2023-07-10T23:53:19.283981Z", + "shell.execute_reply": "2023-07-10T23:53:19.283282Z" + } + }, "outputs": [], "source": [ "# Set extent for maps plotted in the following cells ( in the form [lon_min,lon_max,lat_min,lat_max])\n", @@ -676,7 +795,14 @@ { "cell_type": "code", "execution_count": 18, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:53:19.287376Z", + "iopub.status.busy": "2023-07-10T23:53:19.287109Z", + "iopub.status.idle": "2023-07-10T23:53:43.417075Z", + "shell.execute_reply": "2023-07-10T23:53:43.415385Z" + } + }, "outputs": [ { "data": { @@ -698,8 +824,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:53:43.422007Z", + "iopub.status.busy": "2023-07-10T23:53:43.421684Z", + "iopub.status.idle": "2023-07-10T23:53:43.442200Z", + "shell.execute_reply": "2023-07-10T23:53:43.440967Z" + } + }, "outputs": [], "source": [ "# Create animation showing tracked cells with outline of cloud volumes and the midlevel vertical velocity as a background field:\n", @@ -712,9 +845,11683 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:53:43.446476Z", + "iopub.status.busy": "2023-07-10T23:53:43.446169Z", + "iopub.status.idle": "2023-07-10T23:55:05.862538Z", + "shell.execute_reply": "2023-07-10T23:55:05.861377Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Display animation:\n", "from IPython.display import HTML, Image, display\n", @@ -723,8 +12530,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:55:05.867267Z", + "iopub.status.busy": "2023-07-10T23:55:05.866982Z", + "iopub.status.idle": "2023-07-10T23:55:05.870835Z", + "shell.execute_reply": "2023-07-10T23:55:05.869796Z" + } + }, "outputs": [], "source": [ "# # Save animation to file \n", @@ -735,8 +12549,15 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-10T23:55:05.873852Z", + "iopub.status.busy": "2023-07-10T23:55:05.873552Z", + "iopub.status.idle": "2023-07-10T23:55:06.051000Z", + "shell.execute_reply": "2023-07-10T23:55:06.049925Z" + } + }, "outputs": [ { "data": { @@ -744,7 +12565,7 @@ "Text(0, 0.5, 'counts')" ] }, - "execution_count": 19, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, @@ -777,11 +12598,6 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { "codemirror_mode": { "name": "ipython", diff --git a/run_notebooks.sh b/run_notebooks.sh new file mode 100644 index 00000000..e890946a --- /dev/null +++ b/run_notebooks.sh @@ -0,0 +1,8 @@ +#!/usr/bin/env bash +find . -type f -name '*.ipynb' -not -path "*/.ipynb_checkpoints/*" > nbfiles.txt +cat nbfiles.txt + +while IFS= read -r nbpath; do + jupyter nbconvert --inplace --ClearMetadataPreprocessor.enabled=True --clear-output $nbpath + jupyter nbconvert --to notebook --inplace --execute $nbpath +done < nbfiles.txt \ No newline at end of file
Twc (kg kg-1)time